{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width=10, repr.plot.height=6.5)   # this command just formats the size of the figures. Adapt to view them nicely\n",
    "                                                    # in your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAMMCAMAAAB0UK59AAADAFBMVEUAAAABAQECAgIDAwME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\nA8P4f6vDIdBTAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 600
      },
      "text/plain": {
       "height": 390,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression\n",
    "\n",
    "# Cell culture growth at low temperatues\n",
    "\n",
    "# You found a new cell that you think grows well around freezing (T=0°C)\n",
    "\n",
    "\n",
    "Temperature = seq(-4,4,by=0.02)    # Set up some temperature points\n",
    "\n",
    "# Simulate data with error\n",
    "GrowthRate = 0.2 +0.6*Temperature^2+  rnorm(length(Temperature),mean = 0,sd=1)        # Outcome of your measured data. Ideal slope + random error\n",
    "\n",
    "plot(Temperature,GrowthRate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAMMCAMAAAB0UK59AAADAFBMVEUAAAABAQECAgIDAwME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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 600
      },
      "text/plain": {
       "height": 390,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# hypothesis: Growth rate depends on Temperature^2\n",
    "#\n",
    "# model: Y = alpha + beta X^2\n",
    "# Transform to linear by variable transformation f(X)=Z\n",
    "\n",
    "T2 = Temperature^2\n",
    "\n",
    "plot(T2,GrowthRate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'alpha:  0.0935129218424589'</span>"
      ],
      "text/latex": [
       "'alpha:  0.0935129218424589'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'alpha:  0.0935129218424589'</span>"
      ],
      "text/plain": [
       "[1] \"alpha:  0.0935129218424589\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'beta:  0.615786791888906'</span>"
      ],
      "text/latex": [
       "'beta:  0.615786791888906'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'beta:  0.615786791888906'</span>"
      ],
      "text/plain": [
       "[1] \"beta:  0.615786791888906\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAMMCAIAAADM7MkYAAAACXBIWXMAABJ0AAASdAHeZh94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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 600
      },
      "text/plain": {
       "height": 390,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Linear regression computed in class:\n",
    "\n",
    "n=length(T2)\n",
    "\n",
    "beta = (n*mean(GrowthRate)*mean(T2)- sum(GrowthRate*T2)) / (n*mean(T2)^2-sum(T2^2))\n",
    "alpha= mean(GrowthRate)-beta*mean(T2)\n",
    "\n",
    "plot(T2,GrowthRate)\n",
    "lines(T2,alpha+beta*T2,col=\"red\",lwd=4)\n",
    "\n",
    "paste('alpha: ', alpha)\n",
    "paste('beta: ', beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94\nAAAgAElEQVR4nOzdeVhN2/8H8HXOaZ5ToZJSUdE8yNCAZpmTIZnHQsb4ca/LNRdRxrhyjQld\nQ6ibezMWSkUlilJRCalO82navz+Ob06D4Srn1PF+PZ7n2/7stdf+7PvNsz/23mstGkVRBAAA\nAAA6PzqvEwAAAACA9oHCDgAAAIBPoLADAAAA4BMo7AAAAAD4BAo7AAAAAD6Bwg4AAACAT6Cw\nAwAAAOATKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+gsAMAAADgEyjsAAAAAPgECjsAAAAAPoHC\nDgAAAIBPoLADAAAA4BMo7AAAAAD4BAo7AAAAAD6Bwg4AAACAT6CwAwAAAOATKOwAAAAA+AQK\nOwAAAAA+gcIOAAAAgE+gsAMAAADgEyjsAAAAAPgECjsAAAAAPoHCDgAAAIBPoLADAAAA4BMo\n7AAAAAD4BAo7AAAAAD6Bwg4AAACAT6CwAwAAAOATKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+g\nsAMAAADgEyjsAAAAAPgECjsAAAAAPoHCDgAAAIBPoLADAAAA4BMo7AAAAAD4BAo7AAAAAD6B\nwg4AAACAT6CwAwAAAOATKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+gsAMAAADgEyjsAAAAAPgE\nCjsAAAAAPoHCDgAAAIBPoLADAAAA4BMo7AAAAAD4BAo7AAAAAD6Bwg4AAACAT6CwAwAAAOAT\nKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+gsAMAAADgEyjsAAAAAPgECjsAAAAAPoHCDgAAAIBP\noLADAAAA4BMo7AAAAAD4BAo7AAAAAD6Bwg4AAACAT6CwAwAAAOATKOwAAAAA+AQKOwAAAAA+\ngcIOAAAAgE+gsAMAAADgEyjsAAAAAPgECjsAAAAAPoHCDgAAAIBPoLADAAAA4BMo7AAAAAD4\nBAo7AAAAAD6Bwg4AAACAT6CwAwAAAOATKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+gsAMAAADg\nEyjsAAAAAPgECjsAAAAAPoHCDgAAAIBPoLADAAAA4BMo7AAAAAD4BAo7AAAAAD6Bwg4AAACA\nT6CwAwAAAOATKOwAAAAA+AQKOwAAAAA+gcIOAAAAgE+gsAMAAADgEyjsAAAAAPiEAK8T6ByS\nkpLq6up4nQUAAAB0CAICAgYGBrzOohUo7L4uPj7ezMyM11kAAABAB/Lw4UNTU1NeZ9EcCruv\nq6mpIYSwWCwhISFe5wIAAAA8VlNTIywszC4POhp8YwcAAADAJ1DYAQAAAPAJFHYAAAAAfAKF\nHQAAAACfQGEHAAAAwCdQ2AEAAADwCRR2AAAAAHwChR0AAAAAn0BhBwAAAMAnUNgBAAAA8AkU\ndgAAAAB8AoUdAAAAAJ9AYQcAAADAJ1DYAQAAAPAJFHYAAAAAfAKFHQAAAACfEOB1Aj+Xurq6\ns2fP3r59+8WLF8rKyubm5jNmzJCUlOR1XgAAAMAP8MSOewoLCy0sLDw9PSsqKqytrUVFRX19\nfXV1dZOTk3mdGgAAAPADPLHjnilTptTW1qanp3fv3p0dqaqqmjlz5siRI58+fSouLs7b9AAA\nAKCzwxM7LomPj//nn3/OnDnTWNURQkRFRY8ePVpTU3Py5Eke5gYAAAD8AYUdl9y9e1dXV7dP\nnz7N4mJiYk5OTtHR0TzJCgAAAPgJCjsuKS0t7dKlS6u7unTpwmQyuZwPAAAA8B8UdlzSo0eP\nzMxMiqJa7nrx4oWKigr3UwIAAAA+g8KOS4YPH/7+/fvQ0NBm8bS0tL///nv06NE8yQoAAAD4\nCQo7LlFUVPzll19mzZp1/Pjxuro6djAqKsrR0dHJycnBwYG36QEAAAAfwHQn3PPrr78KCQkt\nXLhwwYIF6urqubm5FRUVs2fP3r17N69TAwAA6BAoisrJyWEymVpaWiIiIrxOp/NBYcc9NBpt\n9erV8+fPf/jw4YsXL3r06GFqaqqkpMTrvAAAAHivpqZmy5Yte/fuLS4uJoQwGAw7Ozt/f38t\nLS1ep9aZoLDjNhkZGTs7Ozs7O14nAgAA0FHU19ePHTs2MTHRz89vyJAhsrKySUlJvr6+5ubm\nd+/e1dPT43WCnQYKOwAAAOCxEydOREdHJyYmamhosCPW1tZWVlYuLi7z58+/d+8eb9PrRDB4\nAgAAAHjs1KlTs2fPbqzq2Gg02pYtW+7fv5+ZmcmrxDodFHYAAADAY8+fPzc2Nm4Z19HRERUV\nff78OfdT6qRQ2AEAAACPCQkJ1dTUtIw3NDTU1dUJCgpyP6VOCoUdAAAA8JiRkVFUVFTL+J07\ndxoaGvT19bmfUieFwg4AAAB4zNPT8+zZs+Hh4ZzBkpKSpUuXurq6du3alVeJdToYFQsAAAA8\nNmzYsHXr1o0ePXratGlDhw6VlpZOTk4+dOiQrKzsvn37eJ1dZ4IndgAAAMB769evv3bt2rt3\n79auXevm5hYWFjZv3rwHDx7IycnxOrXOBE/sAAAAoEOwt7e3t7fndRadG57YAQAAAPAJFHYA\nAAAAfAKFHQAAAACfQGEHAAAAwCdQ2AEAAADwCRR2AAAA0FmxWCw/P7+hQ4d269atT58+EyZM\nuHv3Lq+T4iUUdgAAANAplZSUWFhY7Ny5c/Dgwfv27fP29hYQEBg6dKiPjw+vU+MZzGMHAAAA\nnZKXl1dVVVVKSoq8vDw7MnfuXFdX1/Hjxw8aNMjS0pK36fEEntgBAABA51NYWBgcHBwQENBY\n1bGNHTt2/PjxP+1CZCjsAAAAoPNJSkqi0+lDhgxpucvOzi4hIYHrGXUIne9VLEVRz58/f/78\nOZPJpChKRkamT58+ffr0odFovE4NAAAAuITFYgkKCjIYjJa7REREWCwW91PqCDpTYVdVVeXn\n5xcYGJiXl9dsV48ePebPn79ixQpRUVGe5AYAAADcpKmpWVlZ+eLFi969ezfblZSUpKmpyZOs\neK7TFHYVFRU2NjaxsbF0Ot3IyKh3797S0tI0Gq2kpOT58+fJycnr1q27du1aVFSUmJgYr5MF\nAACAH6tPnz5mZma//fZbcHAw51u7nJycI0eO+Pr68jA3Huo0hd3WrVtjY2OnTJni6+urpKTU\nbG9eXp63t/eZM2e2bt26efNmnmQIAAAA3BQYGGhtbT1+/PjVq1fr6emVlpbeuHFj9erVpqam\ns2bN4nV2vEGjKIrXOXwTDQ0NWVnZuLg4Or31AR8NDQ1mZmalpaUvXrxo31Pfu3dv8ODBLBZL\nSEiofXsGAACAtkhJSVm8ePHt27fZm+Li4p6enhs3bhQREflxJ62pqREWFo6JiRk0aNCPO8v3\n6TRP7HJzc0eNGvW5qo4QQqfTLS0tAwMDuZkVAAAA8JCent6tW7eYTOazZ89kZGQ0NTUFBDpN\nbfMjdJqLl5aWzsrK+nKbly9fysjIcCcfAAAA6CCkpaUHDBjA6yw6hE4zj52tre2VK1dOnDjx\nuQbHjh27evWqjY0NN7MCAAAA6Dg6zTd2mZmZJiYmTCbTyMjI0dFRS0tLWlqaEMJkMtPT0yMi\nIh4/fiwjIxMfH6+hodG+p8Y3dgAAAB0QRVHR0dFJSUklJSU6OjrDhg2TlZXlwnnxjV070NDQ\niI6Onj17dlxc3KNHj1o26N+/f1BQULtXdQAAANABvXjxYtKkSSkpKexnPbt27aqtrd21a9fc\nuXMb21AUlZOTIy0tzZ2CryPoNIUdIURXVzc2NjYxMfHGjRvp6elMJpMQIi0traWlNWzYMGNj\nY14nCAAAANxQXFw8bNgwPT29q1evKioqEkLq6uoOHz68cOFCcXFxNze3V69eeXt7X7t2raKi\nghCiqqrq5eW1ZMmSVleq4CedqbBjMzY2bt8aLjk5uba29gsN0tPT2/F0AAAA0Ea7du0SFxe/\nePGisLAwOyIgIODp6VlSUuLt7W1kZGRtba2trR0cHGxgYFBcXHzr1q2NGzfGxsaGhITw9xqk\nneYbux8kMzNTS0urvr7+qy0rKiqwpgUAAEBHYGxsPGHChP/7v/9rFi8sLFRQUDAxMVFQULh6\n9Srn87nU1NT+/fsfOXJk8uTJbTw7vrHruDQ0NEpLS7+8VPCxY8eWL1/e0NDAtawAAADgCwoK\nClRVVVvG5eXlxcXFExISkpKSmr117dev38yZM48dO9b2wq4j46vCbuXKlaGhodnZ2f/pKDEx\nsS8/isODOgAAgA5FVlb23bt3LePl5eWVlZXCwsL6+vot9/bv3//KlSs/Pjte6jTz2H2LwsLC\nnJwcXmcBAAAAP9awYcNCQkJafk529uxZUVFRQkirX5rV19fz/eAJvirsAAAA4GewcuXK1NTU\nJUuWcA5/vHnz5vLly5ctW1ZbW/vgwYOWR925c6fVJ3n8pNO8ip00adJX28TGxnIhEwAAAOAt\nVVXVK1euTJgw4cKFC4MHD5aRkUlKSoqLi1u6dOmmTZuePHmybNmyqKgocXHxxkPu3Llz+vTp\nS5cu8TBtLug0hd3Zs2d5nQIAAAB0FNbW1s+fPz979uyjR49KS0tHjhwZGBhoaGhICDl48KCV\nlZWJicmiRYv09fWZTObNmzcPHDiwaNGi4cOH8zrxH6vTFHbi4uLKysp+fn5faOPv7x8VFcW1\nlAAAAICHpKWl582b1zKuqKgYHx+/efPmffv2ZWZmiomJGRgYnDp1avz48dxPkss6TWGnr6+f\nmprq7Oz8hXkFQ0NDuZnS94iPJ3v3EkLI4sXE1JTX2QAAAPAnaWnpHTt27Nixg8ViCQsLf7z/\nXrnC9/ffTlPYGRsb379//+XLl514NdjMTGJtTSorCSEkNJQkJRFNzf/UwcffTgAAAPg2wsLC\nJCOjyf03OZl03lriazrNqNhhw4aZmJjk5uZ+oc2oUaN++eUXrqX0n128+PG3ihBSWUn8/b/x\nuPPnz1tZWUlLS0tISGhra69atYq9Tm77qqurKy8vb/duAQAAvltRUdGdO3fu3LlTVFTEjjCZ\nzC8vBNoKf/8m99+LF9s1x46l0xR248aNi4+Pt7a2/nKbzZs3cy2l/6xr1yabJ0+Sbyikli9f\nPnXqVFNT01OnTkVFRS1atOjy5cumpqZv3rxpr7xOnDhhamoqISEhKSmpqqq6cOHCDx8+tFfn\nAAAA3+HVq1cjRoyQl5e3sbGxsbGRl5dXU1NTVFSUkZERFxc3MjL6888/v2lZ1PJycvJkk0iz\n2zF/6TSFHT8YN45ISX3aLC0lwcFfPiI8PHzfvn3Xr1/ftWvXyJEjraysFi1alJiYKCcn5+np\n2S5JLViwwMPDw9HR8dq1a/Hx8evXr797966Jicnr16/bpX8AAIDPqaioCAwMnDVrloODg6en\n5/nz59mrt+fn5w8ePLi8vDwmJqaiouLZs2ddu3b98OFDTU3NP//8ExkZOWrUqMWLF8+fP//r\n5zh9mpSWftqUkCBjxvywC+oAKPiawMBAQkhZWVk79OXhQRHy6Y+h4Zebjxo1asaMGS3jMTEx\ndDo9Pz+/jelcunRJSEjowYMHnMGqqioLCwtnZ+c2dg4AAPAFT548UVNT6969+7Rp09auXTt+\n/HgJCYnBgwd/+PBh5syZZmZm1dXV7JZOTk5WVlZMJtPU1HTWrFnsYFxcnLCw8MWLF1vtnP0O\n98qVK6y+fZvceT082p45e4n5mJiYtnfV7lDYfV17FnZJSU1+vQih7t37QnM1NTX2o+ZmGhoa\nhISErl+/3sZ0nJ2d58yZ0zIeGxtLo9Fyc3Pb2D8AAECrKioqVFVVXVxcKioqGoO5ubkGBgZO\nTk6SkpLnz59nB1+/fk2j0R4+fEhR1Llz5yQlJevq6ti75s6d2/IxRElJyYwZMwQEBAQEBIaJ\nija/7SYltT35jlzY4VUsd+nrk0GDmkT+VzXGxcXFxcWVlZVx7mxoaGh1VTsajUan09nPq9vi\nyZMnFhYWLeNmZmZCQkKpqalt7B8AAKBVp06dqq6uPn78uJiYWGNQWVn5zJkzf//9d1lZma6u\nLjuYmpoqJCRkYmJCCNHT0ysrK3v//j171+DBg588ecLZLYvFsre3f/DgQXh4eHl5eZSra5Oz\nDhpE+H1JMRR2XLdgAecWFRIyc8QIGRmZgQMHDhw4UEZGxsXFJT8/n71XW1s7Li6uZR/JycnV\n1dXa2tptzIWiqM/NC0ij0ahv+SgVAADgv7tz546TkxPnkl9sOjo67LtbZeM4VkJoNBr7blVR\nUUEIERUV/Vy3hw4dys7Ovn37tp2dnXB5OTl3rsluD4/2u4IOCoUd17m6Enn5xi1aTY1JampU\nVFRpaWlBQcHq1asfPHigpaW1YcOG9PT0GTNmHD16tNmTs/r6+tWrVw8dOlRNTa2NufTr1+/+\n/fst448ePWKxWH379m1j/wAAAK1iMplycnKt7uratau8vHxERAR7s2/fviwWKzExkRASERGh\npaUlLS3N3nX//v1+/fpxHnvu3Lk5c+Z0ZY97PXaMVFc37iok5FnTxnwJhR3XiYiQmTM5AwsF\nBIZYWycnJxsZGf3xxx8GBgZCQkJ79+7t27cve7ENS0tLf3//x48f5+TkhIWFDR06NCEhgf3l\nXxvNmjXr2LFjjx494gzW1tZ6e3vb2dmpqKi0/RQAAAAtKSsrZ2ZmtoxTFJWZmeno6Ojj48N+\nZ6WiomJvb79y5cqYmBhfX9+lS5eyWyYkJBw7dmz27Nmch2dnZ38s9SiKHDrEueuUoODL/70Q\n42Mo7Hhh/nxC//RfnpaRUXjmzPDhw52cnF69ehUeHn7gwIH6+vrLly/7+/sPGDDg119/9ff3\nNzIyUlNTc3NzU1JSio+P79OnT9sTcXFxmTBhgrW19datW+/fv//06dOQkJDBgwenpaW1S+EI\nAADQqtGjR0dERLx48aJZ/OLFi+/evdu2bdvkyZMtLS1nzJhx8OBBCwuL2NhYS0tLMzOzQYMG\nRUdHb9q0aciQIW5ubuPGjeM8XFRU9ONk+//8Qzg7p9MPNjRwfs/Ht3g8eKMzaM9RsY0cHTkH\n6SRraJiamtbX17N3Pn36lBBSUFBw8OBBGRkZFotFUVRRUVFWVlZDQ0N7pkFRDQ0NBw4c0NHR\nYY/SkJOTmzFjxps3b9r3LAAAAM04Ozurq6vfuXOHvVlfX3/q1ClJScn169ezI1euXJkwYULf\nvn11dHRGjRplb2/PfscqICCgq6t7+PDhlvdEd3f3UaNGURRFjR7NeZ99a2IiJCRUUlLSLpl3\n5FGxKOy+7ocUdmFhnL9w9TTaH+vWNe5MSEgghJSUlJSWltJotHtfnBKlvVRWVr59+5YLJwIA\nAKAoqry8fObMmXQ6vUuXLvr6+uLi4qKiops3b/7yI4z37983zm/XUnx8PIPBOPzrrw10Oud9\ndk63bh7tMYMdW0cu7AR496zw5zZ8OFFVJTk57C06RQ1MSWncGRkZ2bt3b/bHoRISEoWFhe1y\nzrq6ulevXikqKrY6nkhUVPQL44wAAADal7i4+NGjRzds2PDw4cPc3Nw+ffr079//cyMqGslz\nDEBs6c2bN/Ly8u82b+ac8eE1nZ7Tr9+lnTvbI+uODt/Y8QiDQebN4wyoRUWRmhpCyKNHj3x8\nfLy8vAghRUVF5eXl3bp1a+PZHj58aGNjIy4urqGhISEhYWhoeOHChTb2CQAA0HY9e/Z0cXFZ\nsmSJk5PTV6u6Lzt9+vSYMWNmuLmtlJXljEdpaERcv/5TfGCHwo6X5s4lwsKNW+JlZVELF86f\nP3/QoEFjxoxhLwV79OjRrl27Ghsbt+U8ERERgwcP7tatW3h4+KtXr6Kjox0cHCZNmuTj49PW\nSwAAAOgYSkpKFi1atH379u1mZsLFxY3xBgGBtZmZzeZ/4GN4Fcs7Cgpk3Dhy5kxjQPTPP1/Z\n2Z06dcrFxaWhoeHYsWO//PJLYGCggMD3/99UWVk5a9as5cuXb9++nR1RUVEZOHCgqampm5vb\nqFGjdHR02nohAAAAvBYREcFgMObNm0dGjOCM011dtQsKQkJCTE1NeZUbN+GJHU95enJuDaqv\n/3Dzpq+vr6OjY48ePTw8PHbs2DGz6aR3/1VERERFRcX69eubxV1dXU1NTU+ePNmWzgEAADqC\n6Ojo9evXM5lMS2lpcvduk32enoaGhhkZGTxKjdtQ2PGUhQUxMOAMXLC1dXFxMTY29vX1zcrK\nYn9p1xZpaWn6+vqtjoro379/WlpaG/sHAADgraNHjw4ZMkRSUlJNTe2fsWOb7DMwIBYWVVVV\nwhzfPvE3vIrltQULOJeu63Hz5qqTJ0nTrz7bgsFg1NfXt7qroaGBTkdlDwAAnVhWVpanp+fe\nvXu1tLQmOjoqNF1bom7uXFp9fVRU1Jw5c3iVIZfhvs4zFEUdPHiw9++/MzmjlZWkXV+P6uvr\nJyUlMZnMZnGKou7cuaOvr9+O5wIAAOCy48ePa2tre3h4WFtbr1RQoFVWNu4qpdGiundfv379\n27dvp0+fzsMkuQmFHc+sWrXK29vbw9ubTJvGGS/18SEU1V5nsbW1VVRUXLZsGdW0z/379z9/\n/vzn+UUHAAC+9OTJE0tLS0IIg05fJiLCueuChISHt/fu3bvPnDnT9onDOgu8iuWNxMTEXbt2\nRUZG2trakrQ0cvJkYzEnlZ9fERYmPnp0u5xISEgoODjY3t4+MzNz9uzZvXv3zs3NvXTp0rlz\n544cOaKqqtouZwEAAOCJhoYG9pKYJCpK6OXLxjhFyJ66Onl5efac/zzLj+vwxI43goODra2t\nbW1tCSFEW5vY2HDuLd68uR3PZW5u/ujRIzU1td9++23QoEGenp6lpaV37tzB4zoAAOjsdHR0\nYmNjCSFk3z7OOGVjkyEgsGbNmp+qqiN4YscrGRkZhoaGn7YXLiT//tu4pZyYSHJySPs9TlNX\nVz9+/DghhMVi/TwjgwAAgO9NnTrV19f36v79I65e5YyflJSUlJR0cHDgVWK8gsKON4SEhKqr\nqz9tjxxJevYkr16xt2gNDSQwkGzb9p/6zMnJOX/+fEpKSnl5uaysrKur69ChQ4WEhDjboKoD\nAAB+oq2tvW3btqdeXiMaGhqDhWJiHuHhl65c+UmWEeOEV7G8YWJicuPGjYbG30IGgyxY0KTF\nkSOEs/L7vOfPn+/evdvS0lJDQ2Pbtm1//fXXhQsX/vzzT0dHRxkZmW3btn1uuhMAAAA+sHLx\n4iWSkpyRMGXl6Pv37e3teZUSD6Gw443p06fn5+dv3LjxU2jOHM6lY0lhITl79qv9rFu3TkdH\nZ8+ePTExMYqKikVFRQwG4/Lly/X19bt372axWFu3bl20aNEPuAIAAICOISREmHNWL2HhWTEx\nbVxmvfNCYccb3bt3P3XqlK+vr62t7f79+y9fvuz7559hzdaH2L//y534+/vv3r07LCyse/fu\ns2bNYjKZu3fvdnV1nTFjRl5e3tKlSz08PNTU1P7444/79+//wIsBAADgoWa3y4kTiYICj1Lh\nPRR23NPQ0PDw4cOjR48ePXo0Pj5+xIgRiYmJqqqqgYGBM2bMOH/+fE7TdYvJw4eEPdKHA0VR\nJ0+etLe37969+4oVK3r27FlQUBAbG6ukpCQiIrJ48eLDhw+rq6vv3LmTEDJx4sTU1FRra+tz\n585x7TIBAAC4JzaWPHzIGYgxNLx27VpOTg6vMuItDJ7gkoSEhGnTpj179kxNTY0Qkp2d3bdv\n3+PHjwcFBXE2a0hLo8fHf9ret4+Ymzdu1dfXu7m5hYeHz54928LCYsOGDUOGDFmyZAlFUcXF\nxTo6Ouy5fNzc3I4dO0YI6datG0VRGhoaLzmm9gEAAOAfe/dybsUS4vjbb4SQ8vJya2vrP/74\n42eb7gRP7LghPT3dxsbG2Nj4zZs3L1++fPny5Zs3b4yMjGxsbNLT0wkhGRkZU6ZM6dGjxwzO\nqo4Qcv48efu2cSsgIODff/+NjY319/c3MjKSkJA4cOBAdHQ0ISQ+Pr6iooLdTFFRsbCwkBCS\nnZ0tJCREUZRos5e8AAAAfODtWxIayhlQ3rq1tLS0tLQ0JSVFTEzM0tLy1f9mnPhJoLDjhrVr\n1w4YMODEiRONS5p069btxIkTAwYMWLt27YMHD9g13/bt2xffvcuSlv50JItFDh9u3Nq3b9+a\nNWv69u3L7qG8vLy4uNjQ0FBbW/vx48dJSUn5+fmEkNevX7NPFBgYaGNjExUV1b9/f25eLwAA\nwA/17Nmz8ePHb+vVi7BYn6Jdu/ZYvpxGo9FoNF1d3bCwME1NzV9++YV3afIACrsfrra29tq1\na15eXjQajTNOo9EWL14cHh4+efLkiRMnRkVFubu7m1lYCDcbxHroEKmtJYQUFxdnZWV9XKyC\nEGNjYwUFhaNHjxJC1q9fX11dLSsrO3XqVCaTeeLEiWHDhnl5eUVGRsrJyTGZTM5FJhoaGp4+\nfRoaGvrvv/++5XgcCAAA0CncuXPH1NSUVV6+tOn7qEQTE875JQQEBFasWHHx4sW6ujqu58g7\nFHxNYGAgIaSsrOz7Dmc/RUtPT2+5Ky0tjRAiIiLCZDI/RfPyKEFBipBPf86epSiqoKCAEPL0\n6dPGhkFBQUJCQsePH09NTSWEdOvWjUaj0el0Op0uKCgoLS2tpaUlJSUVFRXVeEhUVBT7awMF\nBQVhYWE6nT558uQPHz5836UBAABwWVVVVc+ePT09PamQEM57ZT2d3ktQMCMjg7Pxs2fPCCFv\n3rxp3xxYLBYhJCYmpn27bRd4YvfDSUpK0mi0oqKilruKiopoNJqBgYGUlNSnqJISGTOGs9mT\n+fNXrlyZm5srKyv7+PHjxvisWbN8fHzmz59vYWEhKCioqqoqJCQkJiamoqLSpUsXXV1dZ2fn\nlJSUYcOGsdvfuHHD0dHRyckpLy/v3bt3FRUVt2/ffvLkiZ2dXfW3TYYMAADAW9evX//w4YOP\nj0+zxWGZw4bJ6umdOHGCM1hWVkYIERcX52qKPIXC7oeTkJAwMjL666+/Wu7668VqzZ0AACAA\nSURBVK+/FBUVBQRajE1u+jZWt6Sk7M4dc3Pz3r17b926tXGQBCFk6dKlqamp4uLienp648aN\nu3z5cklJSXZ2dkFBQXR0tJ+fX8+ePdktKYpauHDhvHnzAgIClJSUCCEMBsPCwuLmzZv5+fkH\nDhxo36sGAAD4EVJTU/X19SVevCDR0Zzxi8rKgwcPfvLkCWfwypUr/fr1k2y6LgV/Q2HHDb/8\n8ktAQMCFCxc4g3/99deePXvc3d2Tk5Orqqo4d50rKEhu+kHeIV3dixcvPn78uLCw0MrKKiIi\noqioqKioKDw83NXVVUREJDIycvXq1Q4ODuwZT1pKTU1NS0tbvXp1s7icnNycOXNarTsBAAA6\nGoqiaDRas1lOilRUFp8/n5eXxxm8deuWn5/fypUruZsgj6Gw44Zx48Zt2rRpwoQJlpaWK1eu\nXLlypaWl5cSJEzdv3rx+/XoJCYn169dztt+2bdsdA4MmXQQHjzQ3X7p0qby8fN++fUePHi0n\nJycnJzdmzJi+ffveu3dPXl7+yznk5ORISEioqKi03KWjo5Odnd3WiwQAAPjx+vXrl5eURM6c\n4Qx22bDBw8Pj4sWLT58+9fX19fX1dXFxsbOz8/DwmDFjBo8y5Q1MUMwlq1evdnZ2Dg4OTklJ\nIYRYWloePHhQV1eXEPLnn3+OGjUqJydn9uzZffr0efHixePHj9cwGLPFxEQrKz8ez2KRI0fG\njh3r6+t7//79oKAg9mgMbW1tISGhb0lAXFy8urq6trZWUFCw2a7S0lIJCYn2vFoAAIAfw97e\n3lNAgHB8lUTk5MjkyQahoQwGQ09Pj/0OSk9P799//7W2tiaEPHnypPH+q6en5+bmxr7/8ice\nD97oDNo4KvZbxMfH29nZiYiIEELYn9zt37+f+r//azI2Vlk5/ckTQkh+fv53nILJZAoLC1+6\ndKnlruHDh0+fPr2t1wAAAMAFNTXV8vKc98esSZMWLlzIYDD27NnTsvn27dvZ35SvWLFixYoV\nFhYWDAbDx8enLSl05FGxeGLXIZiYmFy/fr2+vj43N1dOTq5r1649e/YkI0aQnTtJ4+w7eXnl\nJ06Iiop+9a1rq6SkpObNm+fl5aWrq6uhodEY379///Xr1+ObrXgBAADQMV24IFxY2LhVR4jd\nhQvdzMyuXr3q6OjYou2FdevWnTt3bty4cY3Bv/76a/LkyZqampxBvoHCrgNhMBiqqqqEEGdn\n54CAgOGRkfTRownHsAbhQ4dGjBjR8l3qN/L19c3MzDQwMHB1ddXX1y8pKbl582ZcXFxQUJBB\ns0/6AAAAOqY9ezi36pydn1261Mr8EoQQQrZs2bJkyZJmBZyLi4uXl9eWLVv4srDD4ImOaOvW\nrQkJCW5ubu8nT+aM92My/ZpG/hMREZGrV68GBQXV1taePHkyOjra1NQ0KSlp2rRpbU4ZAADg\nx4uPJ/fucQZEVq36XFVXXl6emJjo4uLScpeLi8ujR484pw/jG3hi1xH17t375s2b06dP7zp+\n/BNBwX61tY27VC5cIGPHfnfPNBpt4sSJEydObI80AQAAuCsgoMmmoSGxsvpcW/bsxF26dGm5\nq0uXLhRFlZaW8t/cxXhixwP5+flbt26dMGGCvb390qVLo6KiWrYxMDB49OjR48ePy2bObLLj\n3DlSUMClRAEAADqOd+/I+fNNIkuWfKG5vLy8iIhIRkZGy10ZGRkiIiLf9816B4fCjtvCwsK0\ntbWDg4Pl5eXNzMwyMjIcHR2nTZvWcoli9mpjAwICiILCp2hNDQkM5GrGAAAAHcGBA4TF+rSp\noEAmTfpCc0FBweHDh7OHynLGKYrau3fv8OHDv/ub9Y4MhR1XpaenT5gwYcWKFSkpKQcOHNiy\nZcvVq1cfPnwYGRnZbI7iT0REyLx5TSKHDjX5zQYAAOj83r59e+nSJT8/v5CQkFYes7FY5NCh\nJpF584iIyJf73LJly4MHD6ZNm/b27dvGs0ybNu3Bgwdbt25tt9Q7EhR2XOXn5zdo0KD169fT\nOFYMMzQ09Pf39/f3r2ycjrgZDw/C+a+KggJy9uy3nzQrK8vHx8fd3d3d3d3HxycrK+s7swcA\nAPgBGhoa1q9fr6qqOnPmzJCQkOXLl/fp08fd3Z39kdxHZ882+RJJUJB4eHy1Z21t7aioqMTE\nREVFRXV1dXV1dUVFxUePHkVFRWlpaf2AS+E9FHZcdffu3VaH54wZM6a6ujohIaH1w5SViatr\nk4i//zeeMTAwUFtb+/Tp06KioqKioqdPn9bW1g7Ey1wAAOgw1q1bFxAQcOrUqaKioocPH+bn\n59+/fz8uLs7V1fXTW9Smi8OSCROIsvK3dG5iYpKSkhIXF7du3bpff/01Li4uOTnZxMSkvS+i\no8CoWK5iMpmtDs8RFRUVExNjMpmfPdLLiwQHf9p89IjcvUssLb98uoiIiMWLFx8+fHgmxwiM\no0ePzp8/X1VV1cnJ6b/mDwAA0L5ev369Y8eO0NDQUaNGNQbNzc0jIiJ0dXXDw8OdnZ3J3buk\n2UT6ixd/+ynodLqpqampqWl75dyR4YkdV/Xo0aPV4TkFBQXl5eU9evT47JHm5mTAgCaRb3ho\n9/vvvy9YsGBm03G1s2bNWrBgwcaNG78xZwAAgB/n77//VlRU5Kzq2DQ0NJycnK5cuUJIi1ve\ngAHE3JxbCXYyKOy4asyYMUFBQeXl5c3iAQEBvXr1+sryD80GdV++TLKzv9C8srIyLi5uUmsj\nhiZOnBgbG/vZT/oAAAC4JT8/X11dvdVd6urqeXl5JDubXL7cZMcXZzn5yaGw4yovLy9hYWFH\nR8e0tDR2pKKiYuPGjTt37gwICOAcUdEKFxfC+Uivvp7s2/eF5iUlJRRFKXBOlUIIIaSurk5c\nXJyiqJKSku+7CgAAgPYiIyNTyLH2K6fCwkIZGRmybx+pr/8U7dGDtPa1OrChsOMqCQmJGzdu\niImJ6ejoKCoq6ujoyMjIHDhwICQkZOTIkew2UVFRS5cutbe3nzBhwtatW/Pz8z8eLChIPD2b\ndBcURDhHDDUlLy8vJCSUzfFU7/jx4yYmJuLi4sbGxjQabePGjZ/7uwQAAMAd1tbWqampqamp\nzeLl5eURERG25uYkKKjJDk9Pwo/zz7UXFHbcpqysfP369adPn+7evdvLy+vff//Nzs5mD5Wt\nq6ubNm2ao6NjRkaGmZmZvLx8cHCwtrZ2WFjYx4PnzSNiYp/6Kikhx461PMWNGzfGjRunra1N\nUZSbm5uPj091dfX8+fM9PT2HDx8eHh4+ZMgQfX39+/fvm5iYvH79mgtXDQAA0CpDQ8MRI0ZM\nmjTp1atXjcGysrJJkyZJSEgMSEsjHO+Xqmi087KyvEiz86Dga9iTg5SVlf3oE61du7Zr166P\nHj1qjDQ0NGzYsEFERCQtLe1jaP58ipBPf3r1ourqODvZvHkzg8GYOnVqUFDQ7t27BQUFxcXF\n1dTUhIWFY2NjmUymp6enmJhYUlJSdXW1paXl8OHDf/R1AQAAfEFxcfGQIUNERUVHjx7t6enZ\nu3dvBoNBCBEWFMzgvOUR8tDUVFhYeMOGDd/Yc319/d9//71x48Z58+b5+vo+fPiwXRJmsViE\nkJiYmHbprX2hsPs67hR25eXlYmJiwcHBLXcNGTJk7ty5HzeePqVotCa13eXLjS1v3brFYDDC\nwsIaI7dv31ZRUSGECAsLGxkZCQsLq6qq3r59m703Li6ORqPl5ub+wAsDAAD4mvr6+osXL86Z\nM0dUVLRLly7Tp0+PjIycJCbW5H5Ho1FPn4aFhTEYjOTk5K/2mZubO2DAABERESsrKzc3NxMT\nEzqdPnny5KqqqjZm25ELO7yK7SgSEhJYLNbYsWNb7nJxcbl79+7HDR0d4uDQZPfu3Y0/7tu3\nz9XVtfFzPUKIlZVVRkaGrKxsTU2Ni4vL1atXnz9/bmVlxd5ramoqJCTU8ssGAAAAbqLT6WPG\njHnz5o2JiUleXt6xY8eYTObCmpomjRwciI7OyJEjBw4cePr06S93WFdXN2LECAaDkZmZefv2\n7dOnT8fHx8fHx8fExHh8w5IVnRcKu46itLRUVFRUpLVl77p06VJaWvppe9myJrtv3SKPHrF/\nTExMtLW1bXa4kJCQpKQknU4fMGCAra2tkJAQ514ajUY1XR0ZAACA+/Ly8sLDw/38/Ni3Quat\nWxZ1dU1a/O/2Z2Jikp6e/uXezp07l5WVdenSJSUlpcagkZFRSEjI8ePHv3p454XCrqPo0aNH\neXl54yrFnDIyMprMXWxvT/T1m7T438yNNTU1wsLCLXvo168fjUarafZPH0IePXrEYrH69u3b\nttwBAADaKjU1VUhIyMzMjL058MEDzr3PBQWJnR3759raWgGBryyddf36dWdnZ3l5+WbxgQMH\nampq/vvvv+2UdYeDwq6jMDAw6NWrV0BAQLN4eXn50aNHR48e3STabCmVkBCSn08I6d279+PH\nj1t27ujoWFdXV1tbyxmsqalZuXKlnZ0d+yM8AAAAHqIoikajfZzSNT9fJzmZc2+QpCSh0YqK\ninx8fE6dOhUbG+vu7n7kyJGWzyzYPnz4wPmsjpOysjIfz/aFwq6joNFo/v7+O3bs2LRpU+Oa\nEGlpaQ4ODiIiIl5eXk1au7uTrl0/bdbUkP37CSFTpkw5cuRIdtMVKSiKio6OlpeXd3d337Jl\ny71791JTU8+cOTN48OD09HT20BAAAIAfJD8//+jRo97e3lu3br169Wpdsxes/6Ojo8NisT4+\nnti/n87RrExUNM3UNCEhQVdXd8eOHZWVle7u7sLCwv/3f/83YMCAVl92KSgo5Obmtnqi169f\nd+W8h/IZHg/e6Ax+0KjYu3fvrlq1auTIke7u7jt37nz79i1FUaGhod26dRMUFNTW1u7evTsh\nxM7OrvVRq7/91mSskJwcVVFRV1dnb2+vrKx88uTJ169fl5WVxcTEjBo1SkpK6tGjRwcPHuzb\nty97DLm8vPysWbPevHnTvhcFAADAaefOnUJCQioqKs7OzoMHDxYXF9fS0kpKSmq1sa2tra2t\nbU1JCSUnx3mP20Snr169WkZGRkVFRVBQMCQkhN3+/fv35ubmQ4cObdnV2bNnJSUlCwoKmsVv\n375Np9NfvHjRlovqyKNiUdh9XbsXdnV1dbNnz6bT6ba2tsuXL58zZ46mpqaMjExERARFUVVV\nVbdu3Tpw4MCZM2eePn362V4KCihh4Sa13cGDFEVVV1evWbNGSkqKXbjTaDQbG5vU1NTG46qq\nqthFJAAAwA91+PBhYWHhU6dONTQ0sCNFRUWurq7dunVr9U6UmZmpqKjo06sX592tmhBNSUk6\nnc5gMMaNG5eYmMh5SEZGBp1Of/DgQbOu6urqzMzMzMzMXr582RiMiYlRVFScP39+G68LhV3n\n1u6F3fr16+Xk5OLi4hoj9fX1a9asERUV/W//hpg5s0lhp6VF1dc3dvjixYu4uDguzKsMAAA/\npzdv3sTHx7OXJm+ppqZGQUFh165dzeK1tbW6urqrVq1q9ai816/zpaQ4727PBg5saGiYOHHi\nuHHjoqOjP3z40OwQfX19Pz+/ll29fft2yJAhgoKCpqamo0eP7tu3L41Gmz17NovF+u/X2kRH\nLuzwjR23VVZW7ty509/fv3HgDyGETqdv3brV1NR0586d/6GvZcsI+yNTtvR0Eh7e2KGmpqaZ\nmZmEhET75A0AAPA/QUFBqqqqioqKpqamMjIyxsbGUVFRzdokJiYWFhbOnDmzWVxAQGDatGmR\nkZGt9qz0+LEi5wxfNFqvPXuWL18eGhp64cIFKysrOTm5wYMHc44UlJGRKS8vb9lV165db968\nGRUVNXHiRDU1tYULFyYnJx85cqTZtF98BoUdtyUkJFRVVbEXh23G1dX1zp07/6EvPb3Gsd8f\n7drVtuwAAAA+q7Ky8vTp0wMHDlywYIG+vv7ff/9dVlaWkJAwcOBABweH0NBQzsbv3r2TkJCQ\nkZFp2U+PHj3evXvX+jn8/Di3KDs7p1WrLl68aGtr6+DgUFVVFR8fr6ysbGFhER8fTwihKOrF\nixc9e/b8XM6WlpYrV6709/f39PTU1dX9jqvuXL4yDQy0OyaTKS4uLioq2nKXvLx8CcdSx5wo\nirp06dLVq1efPn0qJSVlZGQ0d+7cXr16FU+bJnf9+qd2N2+SxERibPyDkgcAgJ9WbGzs+PHj\ny8rKSktLhwwZkp2d7ezsvHbt2o0bNxobGyspKS1YsMDBwUFSUpLdXl5evry8vLS0tPGz70b5\n+fktZ5gjhJDERHLrFmcgQkvr8alTSUlJz58/d3Jyev78uYmJyblz56ZMmbJgwYL4+Pjg4ODi\n4mInJ6cfcs2dUKd/YpeTk3P58uW///6byWTyOpdvoqSkVFZW1uq/VDIzM5WVlVvG2UuNTZky\npaqqasyYMcbGxuHh4VpaWmJiYgru7k8538YSPLQDAID2l5eX5+TkZG9vP3PmTCsrqxs3bqSk\npFy6dGnXrl3sGVi9vb3r6+sjIiIaDzExMZGVlT116lSzrhoaGk6fPm3X7I0TW7NbWL9+O5KT\n586dq6KiYmNjM2bMGEdHx2vXrtXX1//+++8JCQm///773LlzN27c2K1bt3a/5M6K1x/5/QfH\njh1TUVERFRUdM2bM+/fvKYpatWoVe/IOQoiYmNjBgwd/xHnbd/BEfX19z549161b1yxeUVGh\nrq6+cePGlocsW7ZMWVk5LS2NvfnPP/8ICwvr6+sLCAhcvXr12cqVTYZQCApSr1+3S6oAAABs\nS5cuNTExqa+vHz169NKlSxvjBw4ckJWVZQ9HsLCw2LRpE+dRAQEBYmJily5daoyUl5dPnz69\nS5cu+fn5zc/x+jUlKNjkjnbkiLKy8qlTp9j7q6urlyxZIiQkJCwsrKamRggRFxffs2fPD7rk\nL+jIgyc6TWF379499mzU7FVEnJ2d2f8IUFFRcXV1tbKyYu+9ceNGu5+63UfF/vXXXwICAtu3\nb6+urmZHMjIyrK2tNTQ0mExms8alpaUiIiJ//fUXe7OyslJZWXn58uUURTk4OMyYMYOqqqK6\ndWvyN8Hbu71SBQAAoChKV1eXPfJ0/Pjxnp6ejXEmk0mj0e7du0dRVP/+/X18fJoduH79egaD\noaOjM2nSJAcHB1lZWVVVVc55IT7x9m5yL+vWjaqq0tDQ+OOPPzhbvX///p9//gkKCmIwGFev\nXm33K/0WHbmw6zSvYnft2kWn08PCwlgs1pUrVyIjIzdu3Ojo6Jienn7u3Lnbt29fuHCBEOL/\nv1VTO7Jx48adOHFix44dMjIyhoaGvXr10tTUpCjqxo0bLT9ESEhIqK2tHTFiBHuT/dJ506ZN\nhJDRo0ffu3ePiIiQhQubHPPHH6SsjCuXAgAAP4UPHz4oKioSQoyNjW/evNnQ0MCOS0lJSUhI\nFBYWFhYWPn782MjIqNmBGzZsSE9P9/DwkJGRMTIyOnjwYFpaGue8EB+VlZE//mgSWbiQiIiY\nmppe5/yUnBB5eXlbW1sVFRUajTZgwIB2vUp+0GkGT8THxzs6Oo4cOZIQMmLECAcHh2vXrp09\ne7ZxFMKYMWNsbGxiY2P/U7fV1dWBgYHs0vtz/muf32Ly5MmjRo26d+/es2fPpKSkDA0NDQ0N\nmyX27Nmz3Nzc/Px8UVHRxrHZz549MzAwEBMTI4RIS0t/HODt4UG2bSNVVR8PLikhR46QZcva\nPW0AAPg5de3alb1C1/Tp07du3bp9+/a1a9cSQoqLi8vLy+Xl5T09PTU1NYcOHdryWA0NjcXN\nljhv6cgRwjl8UFSUeHgQQhYvXmxlZRUaGjp+/PjGne/evfPy8poyZYqcnFw7XBt/6TSF3Zs3\nb8aMGdO4qampSQjR0tLibNO3b9/bt2//p26LiorOnTv3uSWE2d6/f08IoSjqP/X8VeLi4nZ2\ndi2/Hq2vr9+2bZuvr29ZWZmEhAS7dNu/f//ChQsJITQarfHfSenp6aqqqoQQIi9Ppk8nnKu+\n7tpFFi0igoJfzuHDhw9+fn63bt1ij9vo37//ihUrevfu3W4XCQAAfMHJyen48eNLly5VUlI6\nfvy4m5tbTEzM6NGj4+LixMXFPTw83rx5ExUVxf5c6j+rqyMBAU0iM2YQeXlCyODBg319fSdN\nmjRu3Lhhw4ZJSUklJSUdO3asV69ee/bsaY8r4zu8fhf8rZSUlKZOndq46e7uTgjJzs7mbDNx\n4kQpKal2P/UPWiv2c+bOndulS5djx44VFxdTFJWXlycnJ0en0w8dOkRR1JUrV8TExEpLS4uK\nipSUlHbs2PHxsPT0es5PEwihgoO/fKK0tDRlZWVtbe3NmzefO3du165d1tbWYmJi4eHhP/gS\nAQCgk3n37l23bt1cXFzYCz+kpKRMnTqVPRZVRUXFy8urTYuPBwc3uX/R6VR6Ouf+6OjoyZMn\n6+joKCkp2djY+Pv7t331iLboyN/YdZrCbujQoTIyMuzfmzdv3sjIyEhJSa1Zs6axwevXr8XF\nxc3Nzdv91Nws7GJiYhgMxv379zmD169fZzAYQkJC6enp1dXVampqY8eONTIy0tfXr6ysZLc5\ndOhQGJ3e5C+GsfEXTlRXV6evrz9q1KjGARxsa9eulZaWxmKyAADQTEpKio6OjpiY2IABAxwd\nHZWVlUVERHbv3t0OXRsbN7l/jR7dDn3+SCjs2sG5c+cIIQoKCsOHD1dQUCCEBAcH02g0Nze3\nw4cPb968uXv37oSQgICAdj81Nws7Ly8vBweHlvHw8HD2xC6Kiorszwq7du166NChhISEy5cv\nz5w5k8FghK1aRTV7aBcV9bkTRUVFCQoKFhQUNIvX1dX17t275bAmAACA2traiIiIbdu2rV69\n+vjx461MWfIdoqKa37zu3m2Hbn+kjlzYdZpv7MaPH79gwYLAwMDw8HABAYFt27ZNnjz52bNn\nmzZtCg4OZrextbX18PDgbZ5tlJWV1a9fv5ZxJyenQYMG6erqWlhYyMjISEhIHDhwYN26de/e\nvZOWljYzM4uKirK2tia3bxPOoR5+fmTYsFZPFB8fb2ho2HJGRwaDYWNjk5CQ0H7XBAAAfEJA\nQMDR0dHR0bE9O226hhgxNycWFu3Z/0+m0xR2NBrt4MGD3t7eWVlZ2tra7BUaNm7cOHjw4PDw\n8JqaGisrqwkTJjTOV9xJiYmJtbqSMSGEPYOxm5sbe9PKyooQUlZW1rh4CyGErFxJXF0/bUZE\nkNRU0lqlyGKxREREWj2RqKjol4cJAwAAfIuamppTp05lZWWVlZXp6Og4Ojp+HPPXKDWVcCxW\nQQghK1dyM0P+02kKOzZ1dXV1dXXOiIODg4ODA6/yaXfm5uZ79+6tra0VbDqgNTc3Nzk5ueUs\nfU2qOkLI2LFEQ4NkZn7cpCji50eOHm15Ik1NzYCAgLq6upYjmJKSkprNvQIAAPCfpKSkLFq0\nKDo6uqGhgU6ny8rKCgoKLl68+Pfff1+zZs2ndn5+hHPSCQ0NMnYsIaSqqiokJCQ2NjYvL693\n797W1tYjR46k0zvN5Ls8hP9GHcv06dOZTKa3t3fjnCaZmZmBgYFWVlY9evT43DO2TxgMsnx5\nk8ipUyQ3t2VDJyen+vr6gGbDywm5efPmrVu3Jk+e/N2XAAAAP7mbN2+amZk9ePDA0tIyPj4+\nMjJy0qRJ79+/d3d337Rp08GDBz+2y88np083OXLFCsJgpKenGxgYrFq1qqSkpE+fPpmZmZMn\nT7a1te0si8LzGK8/8usEuDzdyc2bN6WlpY2NjX/77TcbGxsajSYgICAqKqqpqUmn04cPH84e\nav5ZFRWUvHyTr1BXr2614cmTJwUEBLy9vdPS0urq6nJycvbs2SMpKbls2bIfcmEAAPATqKys\n7NGjh7GxsYGBQV1dXWP8xIkTgoKCv/76q5ycXE1NDUVR1OrVTe5W8vJURUVlZaW6uvrIkSNL\nS0sbj83Ozu7Xr9+oUaO4fzmt6siDJ/DErsMZMmTIkydPbGxsgoKCbt26ZWJisnnz5rdv3754\n8eLJkye5ubmjR49ufJ7XCjEx4unZJBIYSEpLWzZ0d3e/cOHC5cuXtbW1BQUFVVVVN23atHnz\nZj8/v7S0tNDQ0NDQ0LS0tPa+PgAA4GeRkZElJSUsFmvq1KmcH75PnTrVwMCAxWIVFRUlJiaS\n0tIm8+oTQjw9iZjY6dOny8vLg4ODOb81UlVVDQkJuXLlyuPHj7l2IZ0UCruOqEePHh4eHgUF\nBZGRkQ8fPly9ejX791tHRyc8PPzRo0eXLl1itywpKYmJibl27VpWVhbV+JnCwoXkfyutEUII\nk0kOH271RCNHjkxPT8/Ly7t161ZGRkZBQYGNjY25ubmOjs6CBQsWLFigo6Njbm6empr6Q68X\nAAD4xtOnT/X19dmz6DfbNXDgwMzMTAkJiXfv3qWvWEE4Xq1WETI7MfH9+/e3b992cnKSkJBo\ndqyuru53rC/1E0Jh10FFRkaqqqra2NhwBtPS0tavXy8gIODm5mZiYqKvr6+goGBtbT1hwgR1\ndXV9ff2YmBhCCOnalUyf3qS7gADy+WXTlJSUrKysNDQ0srOzra2te/TokZGRwV7ROSMjQ1lZ\n2dra+uXLlz/kOgEAgL/QaDRCiIKCQn5+fsu9tbW15eXlrzMzJYKCOONl48Y9ysuztbX98OGD\nvLx8qz3Ly8uXcK4nC61BYddBFRQU9OzZkzNy5coVY2PjrKwsExMTXV3d9+/fP3/+XEpKKiEh\nIS0tbfbs2YWFhZaWlv3799+2bVv5/PmEc+aX3Fxy5sxXT7p27Vo9Pb3z589raGiwIxoaGufP\nn9fV1f3ll1/a9foAAIA/6erqJiUlDR069OTJk/X19Zy7YmJiamtru3TpkrN9uzLnYFgGo6uP\nT1RUVGFhYXFxcVZWVqs9Z2VltXwKCM2gsOug5OTkCgoKGjcLCgqmTJniOzoBCgAAIABJREFU\n7e0dFRWlqKjIYDBYLFZmZqaVldW4ceP09PSSkpIWLlxoaWmZnZ19+PBhAxeXCnv7Jj3u2NFk\nSHkLtbW1YWFhy5YtazYXIIPBWL58eVhYWF1dXbteIgAA8CE7Ozs5OTkmk5mXlzdt2rSysjJ2\n/OjRo8nJyVFRUfp6etPevm1yzNixRFNTVlZ2zpw5JSUl4eHhLV8ThYWFvXnzpp3nRuZHKOw6\nqGHDhqWnpzeuAHHs2DFFRcX169cXFxdHREQUFxfPmTNHWVl5+/btL1++tLW1jY2N/fXXX48f\nP/7+/fvQ0FANDY2FOTlNekxNJdeufeGMhYWFVVVVWlpaLXdpaWlVVla+f/++/a4PAAD4k4iI\nyMmTJ8+dO9enTx/2wwhDQ8NevXrNnj27rq6OTqfrZGY2nzd/xQr2/2ppaZWWllpZWTk6OsbF\nxbGDFEWFhoZOnz7d29tbRUWFqxfTCaGw66D69es3ceLEiRMnPnv2jBCSmJhoY2Pz4cOH8ePH\nKyoqVlRUsFceu3btmrCwsKmpKXvaRjU1NXFx8YKCgj///PP08+clzeYZ3rHjC2dkf6na6ixB\n7G8amk+GDAAA0BorK6v4+HhFRcXa2tqKioqnT59WVlYyGIwFCxYUFxdvkZXlbFxmYkIGDGD/\nzGQyJSQkQkNDzczMBgwYoKysbG5uLicn5+7uvnjx4k2bNvHiajoZFHYdV1BQkK6urr6+vrW1\ndWxsbHh4uLq6elFR0bVr1xpXHouLi5OVlW18SVpbW8tiscTExJSVlfX19aNMTJr0eOcOuX//\nc6eTlJTU19e/fPlyy12XL1/W19dvOUYJAACgVTo6OqGhoR8+fCgqKmKxWEZGRuPHjz948KDo\n48cyycmcLX05fr58+fLgwYMlJSVPnz79/PnznTt3jh8//siRIzk5ORs3bsTKE9+iky0p9lMR\nExO7dOnS7du3b9++HRISUlFRceLEiZEjRwoICAwYMODatWvz5s2rqKgoKSnR1NRkHxIZGUmn\n042MjAgh4uLiT3v2dNHTIykpnzr19SUXL37ujKtWrZozZ46VlRXnKm2RkZG7d+8Oajp8CQAA\n4FvIysqyWKyoqKgI9pqwvpyFHCnv1cs3OflXFktYWHj37t03btxo/AZJU1Oz8e4G3w6FXUdn\nbW1tbW3t7Ozcv39/KSkp9tKuS5YsGTBgwNGjR0tKSurr652cnAghr169WrJkyaxZs2RkZOrr\n69PS0ubNm0dWrSJTp37qLiyMPHtGdHRaPdeUKVPS0tKcnZ3t7e3Nzc0JIbGxsdevX1+zZo2b\nmxs3rhYAAPjOhw8f6urqevbsSZ49I2FhnLsOy8jUZGWtXLny4cOHycnJx48f19PT41We/AFP\nNTsHExOTZcuWjRkzZvfu3VlZWfr6+r/++uvcuXNjYmLq6uq2bNni4eGhr6/fq1cvPz8/Qkhg\nYGB1dfXw4cPJxIlEVfVTRw0NX/7SbtOmTTExMRoaGrdu3bp165a6unpMTAw+awAAgO8mKytL\np9Pfvn1LduwgHCsnVSoo3O7enRCSlpY2ZMiQlJQUrFTednhi12ns2LFDXV1906ZNy5cvZ0fU\n1dW1tbXj4+N37dplaGi4ZcuWBQsWvH37dseOHVu2bNm/f3+XLl0IIWT5crJkyaeOTp8mv/9O\nWgwsio+Pv3r16tOnT2VkZAwNDTdu3Cjb9PtWAACA7yAqKjpo0KBrgYGWoaGc8cJp0+SLiy0s\nLP755x9e5cZ/8MSu06DRaJ6enm/evMnOzo6Ojn737l1mZua1a9fy8/M3btz44sWLRYsWSUlJ\nKSsrBwUFnThxYu7cuR+PnDOHKCh86qimhuzezdlzQ0ODl5eXubl5VFSUgoJCRUWFj49Pnz59\nbty4wb3LAwAA/rVhwwalkBDONZCKaDTdXbuOHj3aq1cvzJPajmjUFyetBULIoUOHFixYUFZW\n1pGHhdbU1Dx79iw3N7dPnz7q6urNJhkmv/9ONmz4tCkhQXJyCPt5HiFbtmzZuXNnWFiYpaUl\nO1JXV+ft7X3kyJGUlBQ1NTWuXAEAAPCvoqI6ZWWB6urGQICs7FoWa/r06efPnx81alTnGqJX\nU1MjLCwcExMzaNAgXufSHJ7Y8QkhISEDAwNnZ+fevXs3r+oIIYsWEXHxT5vl5WTfPvaP1dXV\nPj4+u3fvbqzqCCECAgK7du3S09PbuXPnD08dAAA6JPbqXg0cX8V9v337OKs6loCA+OrVmZmZ\nBw4cCA8PP378eHR0dDucBVDY/Szk5Ejjm1m2vXtJZSUhJD4+vqKiwtXVtdkRNBpt4sSJN2/e\n5FqOAADQEdTX1/v5+amqqnbp0kVdXV1SUnLixImvXr36/h4rK8nevZwB4UWL5qxe3b17d0KI\nmZmZnZ3d+fPn25g2sKGw+2ksX06EhD5tFhaSI0cIIcXFxeLi4uKcz/P+p2vXrsXFxVxLEAAA\neI6iqMmTJ2/dunX58uWPHz/OyckJCQkpKCgwNTV9/vz5d3Z65AgpLPy0KSRE/jcKkK1v375Z\nWVltyBo+QWH301BRIVOmNIns3Elqa5WUlMrLyws5/8r9T1ZWlpKSEpfSAwCADuDMmTPXrl27\ne/fukiVLDAwMevbsOXLkyBs3bpiams6fP/97eqytJc2+6pkypdnMDGVlZa0+X4DvgMLuZ+Lt\nTTjXY/l/9u48HsrtDQD4mcWMZcYuslN2spStVISyJEp70V5aRXtps5YWdbVQqURXy62b6yKK\nSilCyU6FRNn3dczM+/tjfnd6Z0a73fl+7h/N8573zHnvp16P9z3nOR8/gvBwHR0dSUnJoKAg\ntradnZ1Xr161tbXt1xFCEARBA+rq1asrV65UV1dHB3E43JEjRx4/flxaWvrTPYaHg48fv3zE\nYsGOHejjFAolPj6eURUf+n0wsRtJ1NSAvT1LxN+/ubHx8OHDhw8fDgwM7O7uZoTLy8vt7e0p\nFIqbm9sAjBOCIAgaIAUFBQYGBpzxcePGcXNzFxQU/Fx3dDrbHmLPRERapKWZH2k0mpubW1tb\n27Jly35pvBA7WKB4hNmzh2Wv2IKC1aKidwEQFBTcsWOHh4eHurp6Y2Pju3fv9PT0EhISBAUF\nmW2pVGp1dfXo0aMxGMwAjByCIAjqezgcjkajccbpdDqdTu+h6sK3/f03YM0Fz/DwPFNTW7Bg\nwdixYysqKqKiosrLy3fv3r1+/fqcnBwAgKamppOTE3xf9MvgE7sRRl8fTJuGDoSrqma+fn30\n6FFxcXFxcXFra2tXV9ekpKSUlJQxY8Yw2sTExBgbG/Px8UlJSfHz89va2mZlZQ3E6CEIgqC+\npa2t/eTJE854SkoKlUrV1NT8ue6OHGH5aG4ekpfn5ub29u3bP/74IzU1debMmba2th4eHgQC\nYcOGDRs2bCAQCHPmzHFxcYF1dn8RAn0PY/5ZS0vLQA+klyQkIACw/BcfjyBIdXW1vLz8rl27\n2JqfOnUKj8dv3rw5ISGhoKAgKirK3t6em5s7ISFhIEYPQRAE9aGYmBguLq7Hjx+jg62trQYG\nBrNnz/65vuLj2X/ccPzgOH/+PJlMTklJQQdTUlLIZHJQUNA3+m5vb8/IyMjIyGhvb/+5UfWG\nrq4uAEBycnL/f/V3wcTu+4ZZYken0zO4uFj+pZmZMQ5dvHhRXFycTqczGxcWFnJxcYWHh7N1\n4urqKi0tPSD/nCAIgqA+5e7uTiQS3dzcIiMjnzx58scffygrKyspKX3+/PnnOjIzY/lZY2jI\n2URFRcXLy4sz7uXlpaKi0mOvlZWVCxYsYL4UxuFwCxcurKys/Lmx/Z7BnNjBV7EjTm1tred/\niyT+79Ej8OIFAMDIyKiqqqquro555Nq1azo6OkvY6qQA4OPj09jYGB8f3/fjhSAIgnqAIEhJ\nSUlmZmZHR0fv9nzixInw8PCMjAxnZ2dzc/Nz5845ODikpaUx6gl/zcePH6Ojo69fv/7q1Ssq\nlQpevABsJe737GE7pampqbCw0NramrM3a2vrwsLCpqYmtnh1dfXEiRNLSkpiY2Obmpqamppi\nY2OLi4snTpxYU1PzK1c77MDFEyMOFov9B4CusWOJ7959ifr6gqgoBEEAAOi1EXl5ecbGxpyd\n8PHxjRs3Ljc31/6/ZbZVVVUAAHFx8T4dPARBEEShULy9vQMDAxsbGwEAOBzOwsLi1KlTqqqq\nvfUVc+fOnTt3LuO7COji9j2pqalxcXH5+++/SSQSmUz+9OmTvLz8S3FxMXQjDQ0waxbbiYyU\ntMcKdoxgR0eHgIAAOn7gwAEymfzo0SNeXl5GxNLSctKkScbGxvv37+cs3TUCwSd2I46wsPBo\nScmnJiYs0eho8ObNs2fPJCUlhYWFmWEMBoN8ZfoqgiAYDKa1tXXbtm2jRo2SkJCQkJAYNWrU\ntm3bWltb+/QSIAiCRiwajebg4HDp0qWAgICSkpLGxsbExEQ8Hm9kZNQXy9q+m9V1dHSYm5uX\nlpampKQ0NTVVVFTU1NRsmTpVNDWVpd2ePYCjooKYmBiZTM7NzeXsNicnh0wmi4mxJIc0Gu3G\njRu7d+9mZnUMvLy8e/bsuXnzZu9sazvEwcRuxMFgMKtXr1794AFVVvZLFEE6PDx8fHzWrFmD\nfmKnqamZnJzM2UlLS8ubN28UFRWnTJkSGRnp7++fn5+fn5/v7+8fGRk5ZcqUlpaWfrgWCIKg\nkebatWvJycnPnj1bvny5vLy8gIDAlClToqKizM3NXVxc+n88Z86cqa+vT0hIMDAwYPz4EBUV\ndWtvZ0niFBXBggWc5+JwuLlz5x49epQxZY2pq6vL399/7ty5bNVVamtrm5qatLW1ObvS1tZu\nbGyEb2MBTOxGpt27d8uPHbu3sREdJP777zRJyV27dqGDzs7OOTk5ISEh6CCCIDt37hQTE0tN\nTW1ubn758uXy5ctVVVVVVVWXL1/+8uXL5uZmT0/P/rgSCIKgESYsLGzVqlWKioroIAaD8fHx\nefHixfv37/t5PHfv3l21ahW66CkoKAB37rA02rkT4Hue+uXt7f3582crK6vU1FQKhUKhUFJS\nUmbMmPH582dvb2+2xkQiEQDQ2dnJ2Q8jyGgwwsHEbiTi4eGJj48X3b69CvUvDQvAVVVVHh4e\ndMsxY8b88ccf69atW7169b///puZmXnr1i0rK6uwsLBr166Fh4fv27cP/eoWACAsLLx3797Q\n0NCvvcOFIAiCftnbt2/19PQ446qqqjw8PEVFRf08nrKyMhUVFZaQnx9AvxKVkABf31VCUlIy\nOTmZl5fX2NiYRCKRSKSJEyeSSKTk5GTOzcoFBQXHjBnz4MEDzn7i4+PHjBnDkl+OVDCxG6EI\nBMLO/fvFjx5FB7E3boCSEraW69ate/DgQUlJyeLFi3V1dTdu3CggIJCRkaGmplZTU9PjzjOG\nhoY1NTW1tbV9eAEQBEEjEoFAoFAonHE6nU6lUr87Ja7XkUgklrWrZWXgxg2WFjt3Am7ub/Qg\nKysbHR1dU1MTHx8fHx9fU1Pz77//yqInC6Fs3rz5yJEjbLMJs7Kyjhw5snnz5l++iuEErood\n2datA35+gJmBdXcDf39w/jxbKzMzMzMzMwBAU1MTc4ESoypKjzNVGdvR/PTOMxAEQdD36Orq\nJiQkrFy5ki2elJREp9PHjRvXz+OZNGlSZGTk+vXr///Zzw+g8k5ERASzdu2P9CMiImJqavrd\nZps2bXr58qWxsfGKFSsMDQ0RBElNTb169aqDgwNM7BjgE7uRjY8PuLmxRK5cARUVX2uOXnYu\nLCwsLS2dlJTE2SwpKUlaWlpISKj3BgpBEAQBAMDGjRtv3rwZExODDjY0NLi6us6fP59tGWk/\ncHNzS0xMPHnyJAAAVFSAK1fQRzHu7qCnaiYMHR0d1dXVP/V1OBzu+vXrISEhJSUlHh4e+/fv\nLy0tDQkJuX79OhYLUxoAAPhqMQuIKTg42MXFpaWlhUQiDfRY+kBTE5CXB+iFFG5u4OTJ9+/f\nP378uLi4WEpKysDAYMKECZynenp6BgUFpaSkoJ+Zl5WVGRkZrV+/fv/+/f0wfAiCoJHm8OHD\n3t7eTk5OZmZmAgICWVlZwcHBwsLCiYmJIiIi/T+eGzdurFy5UktL6wSCmKSlfTkgKAhKSwFr\nIToAAIIgQUFBgYGBRUVFNBpNRETEzs7Oz8/v2wWQBxUKhUIkEpOTkydOnDjQY+EwYHteDB3D\nbEuxHuzfz7LrCy/vnlWrsFisgoLC9OnT1dXVsVistbV1bW0t23mdnZ3m5uZiYmK+vr4PHz58\n+PChr6+vmJiYubl5Z2fngFwKBEHQSBAfH29nZycrK0smkw0NDX18fAZ2j8f37997b9nSicOx\n/DTZv5+zJZ1Od3Z2JpPJPj4+z58/z83NjYiI0NfXl5SULC4u7v+R/5rBvKUYfGL3fcP8iR0A\noK4OyMsDVFXhP3h5NaOipk2bxvhYUFCwcOFCEomUlJTE9qybSqWePn06LCwsPz8fAKCmpubk\n5OTq6or/ysp2CIIgaJh5/Pjx48ePx//1lx261DCJBEpLAccTxL/++svJyen58+e6urrMYHd3\nt5WVFR6Pj4uL658x/6bB/MQOvpCGABARARs2oAMbAZimo8P8qKqqGh0dnZmZ+ffff7Odisfj\nt23blpmZ2dbW1tbWlpmZuW3bNpjVQRAEjQRtbW329vaWlpavHj60ZKu0smEDZ1YHAAgJCVm+\nfDk6qwMAcHFxHTt27MGDBx8/fuzTAY8EMLGDAAAAuLsD1A4tuPZ2cOoU+riUlJSNjU1sbOzX\nOsDj8TCfgyAIGlFWr16dm5ublZX1z7Rp3N3dzHg7ALMeP759+zbnKV/bglxXV5dIJObl5fXh\ncEcGmNhBAAAAxMXBmjUskcBAgC5NBICsrGxVVVW/jgqCIAgarHJzc2/evHnr1i01SUn66dPo\nQ6EEQrewsJOTkxtb4YUf2IK8r4Y7YsDEDvrPjh0AvRlLYyMIDEQfr6ysHJD1VhAEQdAglJiY\nqKKioqenBwIDsc3NXw4QiXm2tqNGjYqPjz979ixbZRYtLa1nz55x9paWlkahUDQ0NPp62MMe\nTOyg/0hJAbaKl6dOgZYWxh8bGhpiYmLMzc0HYGAQBEHQ4FNXVychIQFaWuiMInZMK1cSFRXr\n6+unTJmyZMmS4OBg9MHVq1dfu3YtNTUVHezs7Ny2bZuNjY2UlFQ/jHx4g4kdhLJ7N0BvR1NX\nB86eBQDU1NQ4OjpKSkouWLBgwMYGQRAEDSYSEhJlZWXgzBlsQ8OXKBcX2LmzrKyMUZRuypQp\nbNt/2dvbr1ixYtq0aR4eHgkJCRkZGZcvXzYwMPj48eN5jn2PoF8AEzsIRVYWODmhA62HDjmY\nmysoKDQ2NkZHR/f/LoQQBEHQ4DRjxozaDx8o/v4s0WXLyvH4mJgYa2trAAAOh+PceTIoKOj8\n+fNxcXG2trYTJkw4fPjw5MmTMzIyZGRk+m3wwxhcxgix2rsXhIYCKpXxidTVtQ5BloeH29nZ\nwb1fIQiCICYFBYUwY2MCesIcHv9u3jxHW1s9PT0HBwcAwMuXL9XU1DjPdXZ2dnZ2plKpnZ2d\nw7ZG7ACBT+wgVoqKYOlSdMA6N9dh+nSY1UEQBEEs2ttnsdau+5uPT8XaWkZG5t69e1gsNjc3\n98qVK8uXL2c26O7urqioYD7Dw+PxMKvrdTCxgzjs2wfQFemqq0FQ0MCNBoIgCBqUgoJAdTXz\nExWAs4KCx44dO3PmzIcPHwICAiZPnmxnZ8eYnP3vv/8aGhry8fFJS0vz8/NbW1tnZmYO3NCH\nM5jYQRzGjgWLF7NEjh0D7e0DNBoIgiBowHz48MHNzW3SpElycnIWFhbe3t5NjBKn7e3g2DF0\nyy5HR1Ejo4MHDyooKOjp6f3xxx/79++/fv06BoMJCAiYPXu2sbFxXFxcUVHRrVu3eHl5jYyM\nEhISBuaqhjW4V+z3DcW9Yjs7O//444+oqKj8/HwBAQEdHZ3Nmzebmpr+6PlFRUBdHdBoXyIn\nTwKOOpMQBEHQMJaQkDBnzhxVVVUHBwcpKam3b99ev34dQZCEhATFyEjg7v6lKQ4H8vKAsjKC\nIGVlZQICAoKCgowjhYWFWlpaV69eXcz6yMDd3f3WrVtv377l4eHpz4vqFYN5r1iY2H3fkEvs\nGhoaLCwsKisrV69era2t3dDQ8Pjx44iICC8vrz179vxoL0uXguvXv3yUkADFxWDg/vkx/qLC\nouQQBEH9o7a2VllZeeXKlceOHWPee9vb2+fMmdNSXZ38+TOorPzSeskSEB7eYz8eHh4PHjxg\nK1zH6EpcXDwsLIyxzGJoGcyJHXwVOwxt3ryZQqFkZWUdPnx4zpw5q1atCgsLu3PnjoeHR1JS\n0o/24uEB0AsmKisBa5HJ/kGj0c6dO2dsbCwgICAgIGBsbHzu3Dka+lEiBEEQ1AdCQ0OFhISO\nHDmC/o2al5f38uXLRm/esGR1OBzw8PhaP3l5eUZGRpxxXl7ecePGwc1hex1M7IabmpqaGzdu\nnD59mm37L3t7+3nz5p05c+ZHO1JVBWzliI8eBR0dvTTMH0KhUGbNmuXh4WFpaRkREREREWFh\nYeHh4WFvb9+N2m0agiAI6nUvX77U1NTcu3fvzJkzFy9efOzYMcZ24ZJCQnvZ6iQsWABUVb/W\nD9wctp/BxG64efPmDRaLnTp1KuchCwuLV69e/URfnA/t+nd57IkTJ9LT09PS0jw9PW1tbW1t\nbb28vNLS0tLS0k6cONGfI4EgCBpRaDRaSkpKVFTUmzdv1NXVSSTSpUuXVFRUYmJiQFCQCPpX\n628+rgNf3xy2paXlzZs3WlpavT74EQ4mdsMNhULh4uLqsewcNzd3V1fXT/Slpsb+0M7fv7W6\nOjEx8eLFi7GxsZXoR/G9DUGQoKCgvXv3jhkzBh0fM2bM3r174c4zEARBfefw4cM1NTWGhoZx\ncXH+/v4XLlzIz8/ftGmT89y5VF9flqYLFoCeShAzOTs75+XlXbx4ER1EEGT79u2jRo2ytLTs\ni/GPZHDnieFGSUmpvb29qKhIWVm5sbExJCTk5cuX5eXlSkpKlZWVbEnS9+3fD27e/LI8trLS\nT1b2OILIy8tXVFR0dXWtXbv2+PHjfbGmqaGhoayszMzMjPOQqanp1q1b6+vrhYWFe/17IQiC\nRrKOjg4EQU6ePLlr1y5PT8/nz58z1gdgsVhvb2/JiAh8cfGX1jgc2L8ffXpLS8u1a9cYP3fG\njh1rZmY2d+7cwMDA9evXv3jxwsHBQVpauqioKCQkJCUl5f79+0QisZ8vcNiDT+yGGyUlJQMD\ng/3797969UpDQ+PMmTMiIiI2NjZtbW3x8fGlpaXVqHqSbGpra319fR0cHCZMmLBw4cLg4OAu\nBQWwcCG6jQeB0FJZWVhY2NLSEh0dHRUVtZR1p4reQqVSAQB4fA+/e3BxcTEbQBAEQb8vOTnZ\nxsZGVFSUl5dXXl6+vb197ty569ats7W1vXTpUl1dHQDgY0HB4vJyltMWLkTPrsvOztbS0vL1\n9cXj8SYmJk1NTWvXrp0yZcqcOXMSEhI+fvzo7Ow8fvx4V1dXERGRjIyMSZMm9fNljggI9D1B\nQUEAgJaWloEeyI969eoViUTi5uaeMWNGXV1deXl5eHi4lJSUqanphAkTzM3NezwrNTVVXFxc\nSUnJzc3txIkTa9euFRMTGzduXPXTpwgOhwDw5T9/f+ZZubm5BAIhPj6+16+CRqOJiIiEhoZy\nHgoNDRUREaHRaL3+pRAEQSPQ5cuXcTjc0qVL//rrrxcvXri7u+NwODKZnJycfOTIEUZFOm5u\n7h3oHwQAIDgcUlDA7KS1tVVWVnbevHnt7e3M4KdPn3R1da2srJiR5ubmfr22vsGY15ScnDzQ\nA+kBTOy+b8gldgiCeHh4EIlE5mojMpm8e/fujo6Ot2/fYrHY1NRUtvZNTU0SEhIrVqygUCjM\nYF1d3cSJE6dOnYosXcryj1lMDEH937Czs9uwYUNfXMXWrVtVVFQaGxvRwcbGRmVl5a1bt/bF\nN0IQBI00JSUl3Nzc586dY0YYy+wWL16sqKjY1dVFoVCys7Pj796lCguz/CxYuhTdT1BQkISE\nRFtbG1v/BQUFGAwmPT29Py6mvwzmxA6+ih2e3r9/v2TJkubm5tTU1KKiooaGBj8/P25u7rFj\nx2pqaiYnJ7O1Dw0NxePx58+fZ7zlZBAWFg4PD3/69GnmrFl0LOqvSk0NQJVNUVZW/vjxY19c\nxcGDB/F4vLGx8a1bt0pLS0tLS2/evGlsbEwgEA4ePNgX3whBEDTShIaGqqiorF+/nhnR1taW\nk5OTkpL6/PnzgwcPuLi4NDU1LQsKcPX1X07jWAyblJRkbW3Ny8vL1r+KioqGhsbTp0/78iKg\nL2BiNzy1trYKCQmRSCQDAwMlJSX0IlkhIaHm5ma29s+fP7eysuKcxKqgoKClpZX48WPB+PEs\nB44fB/91Ul9fTyaTe/8aABAUFExOTjY1NV29erWCgoKCgsKaNWtMTU2fPXvG3KwGgiAI+h3Z\n2dmTJ09GR7BYbEBAQEBAgKio6OvXrwEAoLmZ5u/PctrSpUBFBR1obm7+2oI2ERGR/+8wC/U9\nmNgNTzIyMkVFRZxxBEHevn0rKyvLFm9raxMQEOixKwEBgdbWVqqHBwUdrasDp08DADo6OuLi\n4kxMTHpp4D18+7lz55qamoqLi4uLi5uams6dO/e1oUIQBEE/i0ajcVbImj17dnh4eGVl5aFD\nh7S0tE7KyuIaG78c5uJiWwwLAJCWln737h1n/wiCvHv3TlpaurcHDvUMJnbD0+zZs+Pi4nJz\nc9niN27cqK+vt7a2ZovLysoWFhZy9oMgSFFRkays7LhZsx5KSrIcO3myq7Jy9erVWCzWyckJ\nfaStrS0oKGjlypUzZszYsGHD7du3f3MTMAwGw3hiB2uUQxA0MlEzbLbpAAAgAElEQVQolLy8\nvHK2Ram9QV1dnXMjVwDArFmziETi/v37Ny9duolts59lywBH8Sx7e/v79+9z/ii5c+dOTU0N\n588dqK8M8By/oWAoLp5AEMTR0VFaWjo2NpaxerSzszM4OJiXl9fPz4+zcWJiIhcX15s3b9ji\noaGhPDw8VVVVCILUvXpFwWDQM2f/EBCQlpZ+/fo1+pScnBx5eXkJCQlnZ+e9e/fOnTuXRCJN\nmjSprq6uz64VgiBo2CoqKrK1tWVOgBYVFfX09EQvdPtNeXl5eDz+5s2bbPEdO3aMHj26ra0N\n8fBgWTNBICClpT12ZWdnJy8v/+jRI8ZHKpUaGhpKIpEOHz7cW6MdJAbz4gmY2H3fEE3sOjo6\nNm3axMXFxcvLO2bMGC4uLn5+/oCAgK+1X7hw4ejRo+/du8e4X7S2tv7xxx/c3NwnTpxgtqGt\nW4f+591FJDa9f4/upK2tTU5OztHREb0wqry8XFtb28bGpg+uEoIgaDjLyckREhKaPn36w4cP\nq6ur3759GxwcPGrUKDs7u14s+eTv74/H47dv3/7s2bPS0tL4+PgFCxYQCIT79+8jNTUImcyS\n2K1f/7V+2traVq9ejcPhBAUFNTU1eXh4+Pj4/Pz86HR6bw11kICJ3dA2RBM7hqqqqvv374eE\nhDx+/Pjb1YO6urq2bdtGJBIJBIK0tDQWixUWFmYugG9ubu7u7kY+fkS4uVn+he/cie4kODhY\nXFy8tbWVrfO8vDwMBpORkdG7VwdBEDS8TZo0yd7eni2HKyoqIpFIPZb5/GV3797V1dVlTLYj\nEomWlpb/L4y1cyfLPZ+bG/n48dtdffz48e+//w4MDIyLi6uvr+/FQQ4egzmxwyAIMkAvgYeM\n4OBgFxeXlpYWEok00GPpcw0NDZmZmeXl5crKypqamomJif7+/tnZ2U1NTQQCQVNTM1RISDMh\ngdm+m4vr4u7dylOmTJs2DYvFLl26lIuL68qVK5w9a2lprVq1auvWrf14NRAEQUPY+/fvx44d\nm5ubq66uznZo69atubm5Dx486N1v7OrqSktLCwkJSUpKKikpGTdqVGptLRE9SdrVFZw61btf\nOhRRKBQikZicnMzYb21QgYsnIBZCQkJmZmZOTk5CQkKGhob29vbp6emjRo3i5+dHEKSwsNAy\nIaEd1Z6ru1s4ONjOzk5bWzsvL6+pqUlERKTHnuFydwiCoJ9SVFTEw8PDmdUBAMaPH9/jirff\nlJ2dbWdn9/bt27179yYlJd3S1WXJ6nh5we7dvf6lUO+CiR3Ug/r6enNz8+rqagMDg8bGxjdv\n3mhpafHy8nZ2ds5cvfos69LUefX1ZcnJY8aMsbCwEBERef/+PWeHCIK8f/8eLneHIAj6rvr6\n+sTExGvXrr17945Go9HpdM423d3d6Hry39bR0ZGWlnb9+vUnT540oquWsKJQKIsWLbK3t09K\nSlq1apWJnJzyo0foBmmGhrPWrlVTU7O0tNy3b9/nz59/6rqg/gETO6gHAQEBRCKxtrY2MDCQ\nSCT6+fl9+PAhPz/f09Pz1q1b/gjSgsrtcFRqiq3t5cuXhYSEOjo6YmNj3759y9bh33//XV1d\nbWVl1b/XAUEQNJQw5jpLSkpaW1t7eHhs3bqVQqFs376ds2ViYqKOjs6P9BkUFCQjI2NoaLhr\n1y5LS0sJCYmdO3dSKBTOlg8fPiwvLz916hSWsdWQlxfo6mIebcFgVhUUKCkpbdmyxdDQ8N9/\n/9XU1Hz27NkvXirUdwZ4jt/vSUtLO3/+fEBAwL179zgn7PeWIb144tfo6uquWLGCSCTS6XQ6\nnT569Ojz588jCBIbG8v4a3NKQAA9nbYbg9kzb96RI0d0dHRsbW0VFRWTkpIYXdFotPDwcDKZ\nfPDgwYG8JAiCoEFvwYIFo0ePjoyMZFQnaGtr09XVxWKx3t7e6Gb379/H4XAPHz78bocnT57k\n5uY+ffo040dYV1fX3bt3JSQkFi9ezNnYz8/PyMjo/x/evkW4uND3+WO8vOgVeFQqdcOGDaKi\nosN1ecS3DebFE0MmsUtMTNy3bx+zFlplZeXUqVPRGaqoqGhUVFRffPUITOxGjx69e/dubm5u\nBEFqamoAANnZ2QiCLFy4EIfDEQgETRkZhHU36D+x2IsXL44ePbq1tXXFihWMRbXjxo3j4+Pj\n4eHx9vYefsvdIQiCelFCQgJnPdHq6mopKSkMBuPh4RETExMREbFmzRo8Hu/h4fHdDquqqnh4\neK5evcoWf/36NR6PZ1abY/L29jYxMfn/hyVL0Hf4OgDmmJuzte/q6pKTk/tGFa1hbDAndkPm\nVeyJEycuXLjA2CEUQRAHB4cnT55ISUktX77c1dV12rRptbW1jo6Or169GuiRDgfCwsLc3Nxd\nXV3M/5+MLR9SU1PpdHp3d7ekmhrYsQN9ygI6vfLhQxERET4+vsuXL5eUlFy4cGHlypW3b9/+\n+PHjvn374KYREARB33D37t3p06ePGzcOHRQTEysoKODj4wsPD3d0dHRzc/v48WNkZKSXl9d3\nO4yJiREQEGDbGQgAoKOjM3369Dt37rDFVVVVs7OzOzs7QU4OiIhAHzpNICjr67O1JxAI06dP\n73HXCmgA4Qd6AD/q1atX2trajBf/CQkJKSkpVlZWd+7c4eXlZTSIjIycPXu2j48P519W6GeZ\nmZnFxsZaWlru2LEjJiZGXFz8xYsXGhoajY2NBAKhq6tLQUEBbN7c4efH09zMOAULgFF0dO2q\nVYyPsrKynDvSQhAEQV9TVlamqqrKGSeRSHp6eubm5gcOHPjZDlVUVLBYLOPxEpFIZB5SVVXl\nnAxtZWXFzc3t5eXlk5cHUCs2mri5T3Z1pSxdyvkVZDK5srLyp0YF9bUh88SutrZWWFiY8WfG\n7wfHjx9nZnUAAHt7e2tr66SkpIEZ35Dy6tWr+fPnKygocHFxqaqqrl+/nm3/we3bt+fl5UlI\nSOTn55uYmBgZGR08eNDX17epqYlKperr61+/fv1GVJQ/nuUXA/PW1r0WFv17KRAEQcMEiUT6\nWk2opqamXyikys3NXVRUpKamRiKRSCSSmpqar68vY9lEjx3y8fGFhIQ89vdH7t1Dxw9RKICP\nT01NjfMr8vLyFBQUvjYAKpVKpVJ/dtjQbxoyT+wEBQWrqqoYf+7o6AAAyMnJsbVRUFB4+PDh\nT3VbU1OzZcuWb29RX1xcDABAhksl5xs3bjg7O9va2h46dEhaWrqoqOjq1ava2toJCQnMNVZy\ncnJRUVHz58/HYrF1dXU5OTmdnZ379u0jEAg4HM7T0/PUqVOLFi0S4uXdyMsr2v7/wnYYAEad\nPg1mzhy4i4MgCBqqJk6cePTo0a6uLvSjNQBAcXFxdnb2zxbC7ejoiIiI+Pz584oVK6ytrQEA\nqampJ06ciIuLi4yMjIuL27lzJ+dZtra2Jrq6mLQ0ZuQzF5d2YCCybVtISMiaNWvQjdPS0h48\neLBv3z62TqhU6unTp8PCwvLz8wEAampqTk5Orq6uePyQSTmGtCGz84S9vX1cXFxxcbGkpGRE\nRMTixYufPHkyZcoUdBtjY+PKysqSkpIf77a5udnf3//bv1JkZmbGxcUNj50nysvLVVRUDh8+\njF4/T6PRnJ2dMzIysrOz0YWRmpubb968+fr16+bmZikpqZqamocPH378+BEAICYmZmdnp6io\nKHT37ga2eY0JCWDatP66oO+rqalpaGgYM2YMY6scCIKgwam5uVlFRcXKyurChQvMW3F9ff3M\nmTMJBMLjx49/qreDBw9evnxZSkoKj8dHRUUJCQkBAD59+qSvrz9q1KjKysqCggIBAQH20xIT\ngbk5S+TSJbBq1blz59zc3Dw9PVetWiUqKtra2vrPP/+4urrOmjUrJCQE3byrq8vW1jYrK8vN\nzc3AwAAA8PLly4CAgHHjxkVHR7PlrEPXYN55YsisimU8imOkbu3t7WPHjlVTUysoKGAcpVAo\nHh4eAIAtW7b0+lcPp1WxXl5eGhoanAtU6+rqiETi/fv3v9tDRUXF6tWrCQQCAIBIJOIBKGXb\nPdbQEBkEC2C7u7v9/PwkJSUZf8+JROKcOXOKi4sHelwQBEFf9fLlS3FxcSUlpa1btx47dmzN\nmjWioqLjxo37/PnzT/XDLFNVUVGhqak5atQoFxeXgICAbdu2jRo1CovFvnjxosfTEENDlvu5\nigrS3c04GBoaKiEhAQAQEhLCYDB8fHwHDhzo/u8o0+HDh0ePHv3hwwd08MOHD6NHj/b09Pyp\nqxjMBvOq2CGT2CEIsmvXLgAAHx/fkiVLNm/ejMPh8Hi8lpaWiYmJqKgoAEBeXr6mpqbXv3c4\nJXZz587duHFjj4cMDAyOHDnyg/20tbWlp6c/fPjw06dPyI0bLDcCAJC7d3tvyL+CRqPNnj1b\nVFT0zJkzubm55eXlMTExZmZmIiIi+fn5Azs2CIKgb6itrfX19XVwcNDX11+4cGFwcHBnZ+cv\ndAL+K1PV0dFx7ty5+fPn6+rq2tnZbdq0CQBQW1vbw2l377LfzG/cQB+nUChZWVl37959+fJl\nj7Vj6XS6lJTUmTNnOA8FBgZKS0sPm7pXMLHrNZcvX2b8xsAGg8HMmTOnoqKiL750OCV2Dg4O\nW7du7fGQiYkJWw3MH0WnI7q6LPcCdXWESv2tgf6esLAwPj4+thyOSqXa2tpOmTJloEYFQRDU\nP6qrqwEAOTk5nIeys7MBAD08BKFSEXV1lju5ru7Pvn5hJJRZWVmch968eQMAYBajHeoGc2I3\nxGYyrlixYsmSJYmJiWlpaVVVVQiCCAoKqqiomJubS0lJDfTohgAVFZXnz59zxru6urKzs11d\nXX+lUwwG+PgAG5svkbw8EBYGli//xVH+ttDQ0FWrVrEVDsDhcEeOHNHS0iopKfnGMi4IgqCh\nTlRUVFxcPCUlRUNDg+1QSkqKuLi4iIgI+zlhYSAvjyXi4wN+sv4oY1vbHic0M4LfXqoI9Yoh\nltgBAAgEgpWVFdx19NcsWbLk+PHjUVFRdnZ26Livry/jf+wv9mttDaZMAehaM4cOgUWLwADN\nky0sLHR2duaMa2pq8vDwFBYWwsQOgqBhhkKhhIWFPX78+N27d9LS0urq6p6enrNmzRITE2O2\nqamp8fHxWbFiBXvF+K4ucOgQS2TKFGBt/bNjEBERERMTS01NVVdXZzv08uXLUaNGMeZNQX1q\nyNSxg3qFlpaWh4fHvHnzDh8+nJmZWVtb++LFi1WrVvn6+l68ePG3lv36+rJ8/PABBAX95mh/\nGR6P73GlM51Op9FocHksBEHDTFVVlZGR0c6dOwkEgr29vbi4eElJyefPn7W1tS9cuJCZmZmZ\nmRkcHMxYEstYa8giKAh8+MASYbul/xgsFrts2TIfH5/6+np0vL6+3sfHx9nZGW5B1B8G+l3w\nEDCc5tgxXLt2TUlJifEXAIvFGhoaJiUl9UK/dnYs8zPExBDUjtH9ycHBwdnZmTP+7NkzLBb7\ns+vLIAiCBjkzMzNDQ0P0zLmurq7FixeTSCTmPCUpKak9e/a0t7ezn9zcjIiJsdy97ex+eSRN\nTU26urpjxoy5evVqfn5+fn7+lStXxowZo6ur2zxAPxH6wmCeYwcTu+8bfokdQ319fXZ2dltb\nW6/1mJWFYLEsd4eDB3ut859x//59PB6fkJCADra0tEyYMMHR0XFAhgRBENRHUlJSsFjsu3fv\n2OIdHR2MNaoNDQ0NDQ1fPf/gQZb7NhaL9LT64ce1tLS4u7szXwGLiYm5u7sPs5+hgzmxGzIF\nigdQcHCwi4vL8ChQ3OeWLQPXrn35SCaDd+/AqFH9P5Bdu3adOnVq7dq1pqamQkJCb968OXv2\nLB6Pf/Lkibi4eP+PB4IgqI+cPHny2rVrmZmZnIdWrVrV2dl5/fr1r55cXQ3GjgUtLV8izs4g\nNLRXBsbYL2pY3nIHc4FiOMcO6lWHD7MsmGhpAV5enz9/fvr0KaM48I/0ERcXN3PmTBkZGTKZ\nbGBg4OXl1f7frmU/7ujRo7du3crLy1u7dq21tfWVK1fmz5+flpY2LG8xEASNZC0tLYKCgj0e\nEhQUbEEnbZy8vFiyOiIRHD7cWwMTFxeHt9z+N/RWxUKDmrw8WL8enDrFDHSfPTv5zJn3AAAA\nGJN2N23a9I35s4cOHfLx8Vm2bNmiRYsEBASysrKCgoJu37796NGjHtbnf5O9vb29vT0AAC6Y\ngCBoGJOVlX379i2CIJy31qKiIs591V+/fp2WllZeXq7Lz+8QHMxyzvr1QF6+T0cL9bkBfhU8\nFAzXOXZ9pboa4edHz9hosrGhUqmlpaWnT58mk8lubm5fOzUhIQGHw8XExKCDDQ0N2traCxcu\n7PuhQxAEDT2fP3/m5ua+fv06W5yx/ffDhw+Zkfr6ejs7OywWq6ysPG3atEheXpbZdfz8SHV1\n/459qBrMc+zgq1iot4mJge3b0QH+2FhcZqacnNyWLVvu3bt3+vTp9PT0Hk89e/bsggULrFmL\nJwkKCp4+ffr27duMWuoQBEEQmoSExKFDh9asWcPYfwwAQKPRYmJirKysHBwczM3NGc3odLq9\nvX1paWlWVlZhYWGCv/+sjg6WjrZvB6iid9AQBRM7qA+4u3eiJ3wgCNi1i/HHadOmTZ069caN\nGz2e9/r1a+Y9CG3y5MlYLDYrK6sPxgpBEDTk7dq1y8/Pb9euXWQyWVFRkUQiOTg4ODo6hoWF\nMdtERka+evUqJibm/9tR7NoFUPOeaWJiwN29/0cO9To4xw7qA3x8iSYmNv/++yWSkADi4sCM\nGQAAHR2dd+/e9Xhed3c3gUDgjGOxWDwe393d3TfDhSAIGvK2bNmycuXK169fM3ae0NHREWN9\n/BYdHW1jYyMtLQ0AAHFxICEBffS5hcVkPr7+HDDUR+ATO6hP5E2cWMbNzRLatQvQ6QCAjo4O\n4le2GlNWVn716hVnPD8/v6OjQ1lZuQ9GCkEQNEyQSKTJkyevWLHC0tJSjOOlalVV1f8XUtDp\nzLcoDB95eB6PHfvjX9TR0fHo0aNz5879+eefubm5vz1wqDfBJ3bQb0lLS0tLS6uoqFBUVDQ1\nNR0zZgwjrmdouLO7m+WF65s3IDyctmRJQkLC6tWr2frp6OggEAhOTk5btmzZuHEjsx8AAIIg\n+/btmzhxIjoIQRAE/RRhYWFGYTkQHg7evEEfOiEsPOaHZ9f99ddfGzdubGhoUFJSamxs/PTp\nk6qq6vLlyydPnmxoaAhLEAy8gV69MQTAVbE9qq2ttba2xmKx6urq06dPV1BQwGKxmzZt6u7u\nRhCESqVqjxtXICTEsuRKVvbgrl38/PyVlZWMTurq6jZv3qygoIDBYHh4eAwMDHR0dCQkJEJC\nQoqLi+vq6h49emRtbS0gIJCdnT2glwtBEDS0Xb16VVhYuOHzZ0RWFn1nbtXSwmIwOTk5P9LJ\nvXv38Hi8l5dXW1tbSkqKsrIyDofj4eEhEAg4HE5ZWTk1NbWvL2QwgKtioeGGsbrq06dPubm5\nubm5cXFxxcXF8fHxt27dcnd3BwDgcLibt27tYfvVrayMevJkREQEo2RleXn5+PHjExMT9+zZ\n8+LFi3v37pmZmRUWFsrIyOzYsUNRUVFERMTCwgJBkJcvX2pqag7IlUIQBA0PixYtEhcX/2vK\nFFBWho6vrq+fN3/+/1dUfBOdTt+6devOnTs9PDxKS0stLS0nTZpUWVlZXV0tKSm5a9euSZMm\nWVhY5Ofn99lFQD9goDPLIQA+seP0119/kUik8vJytvjDhw9xOBxjkwkEQWpra3OVlNC/GtL4\n+ZHaWsbRmTNnTpo0iW1H6ufPnxMIhH/++YexJr+zs7MfLgeCIGgkKM3IaMbh0PfkSAxm5syZ\nra2tP3I6Yw4045WLg4ODjY0NnU5nHPL09NTX16fT6dbW1g4ODn14DYMDfGIHDTexsbE2NjZS\nUlJscXNzc1lZ2bi4OMZHERER9X/+QVDP7bDNzc9tbFpbWysqKqKjo0+ePMnDw4PuwdjY2MnJ\n6cKFC3JyclpaWl9bZgFBEAT9LLmwMDKNxvxIx2JHXb4cFRXF92PrYSsqKshksri4OIVCiY2N\nRW8jNHbs2IqKCgwGs2nTptjYWFjEYADBxA76FVVVVbKysj0ekpWV/f/8XAAAAHtCQy+ybhGr\nn5bmqKOTnJxMIBD09fU5ezAxMcnJyendAUMQBI1079+Dc+fQAezatUbLl/94B/z8/G1tbZ2d\nnbW1tV1dXegFbXV1dfz8/ACAsWPHdnV11dbW9tKgoZ8GEzvoVwgLC1dWVvZ4qLKykrmpa3x8\n/PHjx9Vu3AAkErMBF4LsqK8PDAzEYDA9bhqLxWLpdHpfDBuCIGjk2rMHUChfPpJI4ODBn+pg\nwoQJ3Nzcf//9t4CAAAaDqaurYx66c+fOlClTAAC1tbUYDIaR5EED4ifKnXz48OHTp0/q6uoC\nAgJ9NyBoSLCwsNi6dWtDQ4OQkBA6np6eXlRU9O7du6VLl/Lz87948WLu3LmT580D+fnoO4hF\nY+Oh58+7ECQzM1NHR4et85SUFHV19f64DAiCoOGoubk5KSkpLy9PUFBQR0fHwMAAvHgB/vqL\npdGOHUBC4qe65eXldXNzc3V1VVFRGT9+/O3bt42NjREEOXToUEpKSnBwMADgr7/+Gj9+/A++\n24X6xI9MxHvx4sW4ceMY7R88eMAIRkREaGhoPH78uA9nAA4OcPEEp66uLg0NDTMzs2rUjtE5\nOTmMpN/AwGDNmjXz5s3D4XD8/PxPnjxBWlsRSUn0jN3nGMx4PT0LCwsKhYLuOTMzk4eH59at\nW/1+TRAEQcPB1atXBQQEyGSyoaEhoxyJsZFRh54eS/EpSUnkxxZMsOnu7nZ2dsbj8ePHj8di\nsZaWlmpqavz8/FFRUQiCREREcHFx3bt3r7evadAZzIsnvp/Y5eXl8fHxkUgke3t7dGLX0tLC\nx8e3cePGPh7hwIOJXY9KS0t1dHRIJNL06dNXrlzJ2M4Vj8fHxsYy20hLS1taWpLJ5A8fPiAh\nISy3FQAS16+XkJAwNDS8detWQUFBamqqn58fPz//0qVLmSut+k5HR0dVVVVffwsEQVB/unHj\nBh6PP3XqVFdXFyNSVlbmNW4c2+0XCQn5nW9JTEx0d3dXVVXFYDAyMjKrVq3asmWLoaEhHo8/\nefJkb1zHYDeYE7vvz7Hz9vbu7u5+/vz5pUuX0HESiWRmZvbs2bNefoQIDRFycnLp6elhYWF6\nenrd3d1mZmY8PDxBQUFWVlbMNqqqqurq6urq6sePHwfLlwM9PXQPmmFh2qqq9fX1y5cvV1VV\nNTIyunLliq+v74kTJ54/f/7hw4e+GDaCIEFBQRoaGiQSSVxcXExMbNWqVV+bLwhBEDSE0Gi0\nbdu2HThwwNXVlbnvtoy4+L62NnSzbAxGxN196tSpd+7c+bUvMjMzO3HiRH5+fl5e3vLlyxsa\nGsrLy6dPn56dne3m5va7lwH9pu+mfuLi4gsWLEAQpKamBqCe2CEIsn37dhERkb7LOgcJ+MTu\nRzx79gyLxbIVQ7p27RqJRNqzZ4+GhgaCIEhcHNtvjf+amS1evHjUqFHy8vIZGRkxMTHo2XUS\nEhJnz57txad3dDp92bJlZDLZ29s7OTk5Jyfnzz//nDBhgqSkJLP2HgRB0BCVnp4OAEDPkEEQ\nBDl+nO3Gm3X8eGRk5NatWwkEgru7+wANdmgbzE/svr94oq6uTl5evsdDOByupaWlN9JLaMjL\nz88nEAhHjx6VlpbW19fX1dUFACxZsuTu3btnz57FYDAFBQX8mpqECRNE09OZZ9m+fm17+3Yr\nkbh06VIrK6v6+votW7bcunVLSUmpoqLi3r1727dvv3PnzoQJE8aOHTt16lRlZeXfGeSdO3du\n3rz5/PlzxvAAABoaGo6OjlZWVi4uLszyexAEQUPR58+fyWRya2vrs2fPmpub1dTUdGRkCN7e\nLI2srLS2bdMCYNasWQ4ODpaWlhYWFtbW1gM0ZKgPfDf1ExMTW7lyJdLTE7vp06fLycn1XdY5\nSMAndt9GpVK3bt2KxWIBAJMnT1ZWVsZisXZ2dvX19QiCdHd3T58+nYuLi/H3TQePp7JN9di0\nCUEQRmVLR0dHZrc1NTXTp09ndDtp0qQxY8Zgsdj169ezLbb4KdbW1i4uLpzxjIwMDAZTVlb2\nyz1DEAT9gqqqqoyMjMbGxl7pLTIyklFDSlBQUF5eHoPBXCGRWO63OBzCuu/2smXL7O3te+Xb\nR5TB/MTu+3PsJk2aFB0dzbgGtMTExAcPHpiamvZilgkNRdu3bw8PD4+Ojh49erS1tXVhYWFW\nVlZJSYmDgwOdTqfRaB8+fNi1a1dlZWVBQcEiH5/rrFtN0M+do7x+/eTJEwKBwNxngk6nz5o1\nq6ampqCgwNTU1MjI6N27dwkJCXfv3v2dCRy5ubnGxsaccV1dXSKRmJeX98s9QxAE/ZSQkBB5\neXlxcfHx48cLCgpOmDAhMTHxu2e9e/fO29t74cKFCxcu9Pb2fv/+PfNQe3v7nj17sFisp6dn\nQ0NDSUlJU2qqU3s7y/lr1gDWfbenTp2alZXVS9cEDQrfT+y2b99eU1Mze/Zsxo+9jo6OtLS0\nbdu2WVlZ4fF4xo7v0IhVUlISGBj4559/WllZ+fv7Hzx48Pz586qqqjExMRkZGVevXp0zZ05b\nW5u7u7u4uLiMjMzZs2c9aDQKaqMwLJ2ebm6en58vJibW3NzMCN69ezc7Ozs6OlpJSUlHR+fd\nu3cAAFNT04iIiPPnzxcXF//aaDEYDMK6DQYTgiA9VkuGIAjqdfv27du8efO6devy8vKam5vT\n09P19fVnzJjx7dUMZ86cUVdXv3v3rqCgoKCg4N27d9XU1M6cOcM4GhgY2NzcvHv37oCAgOTk\nZAAA+fBhHKrYO52PDxw6xNYnDoejUqlv3rx5+vQp3C5imPw0pK8AACAASURBVPiRx3rnz5/H\n49ln43FxcYWGhvbt88TBAb6K/Ybz588rKCgwPwYHB5NIJGFhYRMTEwEBASwWq6enV1hYyDjq\n4eEhLCwsJSWF+PmxTebdpasrJCS0bt06RsuVK1fOnz+f8WcXFxfmnxEEUVRUPH/+/K+N1tbW\nds2aNZzxly9fYjCY8vLyX+sWgiDox71+/RqLxaIrQzF4eXmJioo2Nzf3eFZUVBQej7927Ro6\nGBoaisfj//33XwRBDA0NDx06RKPRNm7ciMVit2lpsd1mP7u6svXZ1tamra3NmPGCw+EAAEZG\nRq9eveq9ax22hvarWACAi4tLZmbmpk2bxo8fLy8vr62tvW7dutevXzs7O/dymgkNNVVVVXJy\ncsyPa9eu/fDhw4ULF6ZPnz5+/HgjI6P09HTGigcEQS5durRjx47q6uqosWMBapNBAMCKN29a\nGhoYO9IAAKqrqxl70dLp9MTERD1UnRQZGRn0XrQ/ZfXq1deuXXv58iU62NXVtW3bNmtraykp\nqV/rFoIg6Mddv37dxMQEXRmKYefOnVQqNTY2tsezvLy8NmzY4OTkhA46Oztv2LDB09MTAPDx\n40fGFOczZ86kPn++g/U++YlAcCkooNFozAiVSjU1Nc3KynJ1da2vr+/o6Hj16pWcnNzkyZPT\n0tJ651KhgfCjW4ppaGgEBgb26VCgoUhISIgtzRIWFnZ0dHR0dCwqKsJiscz3m3V1dZWVlTNn\nzmxtbXVavfr+8uVGp08zz1Kh0zcSibdv3547dy6BQBAREfn8+TMA4PDhw58/f162bBmzJXov\n2p/l4OCwbNkyMzMzd3d3U1NTISGhN2/enDp1qrGxEVZkhCCof7x9+1aPtagnA4FA0NTULCoq\n4jzU1taWlpZ28uRJzkPz588PDAxsb28nk8kNDQ2M4ITXr0F1NbpZ8Zo1yTdvTps2bfv27dra\n2g0NDT4+Punp6ba2tidOnGDcqHV1dW/cuLF06VIXF5eMjAz06a2trbGxsdnZ2QAALS0ta2tr\nEmoHcGhw+e4zvbCwsK+V+MrOzg4LC+vlZ4iDD3wV+w05OTkYDIbz0X1DQ4OwsPDVq1eZEcaq\n6pycHDqdfujQIR5u7hQcDv2aoEtAQEVcXEND48iRI66urry8vJMnT+bh4WHsVMPAeGeal5f3\nO2O+evWqnp4eo3qnjIzM+vXra2pqfqdDCIKgHzd37twNGzb0eMjAwODo0aOc8YqKCgAAY1oL\njUaLjIx0d3efOXOmi4uLn58fAODTp08rV660tLREEARpaEDExNB31xdYbEtz84cPH+bNm8fL\ny8v46U8kEs3MzKhUKtt3vX37FgBQUFDAjERFRYmKigoLC0+bNm3atGnCwsKioqKM978j1mB+\nFfv9xA4A8LXszcvL60dSw6EOJnbfNn/+fCUlJfRdoLa21sLCQk1NjbmnDYIgdDpdQkLiwoUL\njI9VVVVJx44hGAz67tO+YcPOnTv19fWFhYW5ubklJCTQ/2wePXokLCwsLy9vY2Ozffv239yn\nuLu7+2tzWSAIgvqOr6+vmpoajUZji9fW1hKJxPj4eM5Turq6CATC/fv3Gxsbp02bxs3NbWdn\n5+7uPn/+fH5+fgwGk52dnZubSyAQjhw5gmzbhr6v0gEIXLqU2RWNRisuLq6vr5eSkgoPD+9x\nhLy8vNHR0Yw/p6SkEAgEDw+Pzs5ORqSzs3Pfvn0EAiE1NbUX/ncMTcM2sTt06BBjmeHwBhO7\nb2ttbZ05cyYXF5eZmdnatWttbGzIZPK4ceNKSkrYWu7du1dOTq6ysvJLyMmJZXovgYD8t9Ki\nrKxs/PjxvLy8FhYWy5YtU1NTAwCQyeSVK1fu3LlzxowZOBxuxYoVnL9uQhAEDWYVFRV8fHy+\nvr7oYHd397x589TU1Lq7u3s8y87Ozs7ObtasWRoaGqWlpcy4tbW1uLj4mDFjOjo6bt++rc3D\nQ2H9hfmJnFyP5T/HjBlz8eJFznh3dzcej09ISGB8tLCwWLx4MWezxYsXW1hY/PhVDzPDNrGb\nP38+3FIMYkhISNi/f//ixYt37Nhx+/btHu8jra2tRkZGjKIn6enpaWlpV3182ljvQcjMmcz2\nVCr1n3/+2bdv3+zZs/F4/LJly9C/46anp4uKiu7fv78/Lg+CIKj3/PXXX0Qi0dbW9sKFCzEx\nMadPn9bV1RUTE8vKyvraKdnZ2Tw8PACA58+fMyINDQ1r167l4+NLSUkRExO7dOkSgiDt5ubo\nOyqVmxv5ynr/BQsWzJ07lzMeFxeHx+Pr6uoQBOno6EAneWgPHz7E4/HMx3gjzWBO7L5a1mvh\nwoWMP9y8edPIyAi98hEAQKPRysrKXr58OWvWrMjIyN6b8jcYBQcHu7i4tLS0wLmiv6+zs9PX\n1zcsLKy0tBQAMGrUKF8enlUfPrA0un8fzJiBDqxbt66wsPDx48dsvV2/fn3dunXV1dXMWSMA\ngBcvXoSHh+fk5AAANDU1ly5d2mNRYgiCoAGUnZ199OjR1NTUiooKJSWlqVOn7tmzZ/To0d84\nZevWrYxiTyoqKgCAwsJCGRmZa9euTZo0admyZQiCXFuyBLAttvX0BPv399jb8+fPJ0+eHBER\nMX/+fGawqqpq6tSpxsbGV65cAQB8+vRJSkqqsLCQczvHoqIiFRWViooKSUnJX/ofMLRRKBQi\nkZicnDxx4sSBHguHr2V8P3KukZHR+/fv+ysHHTDwiV1fSEpKkpOTExAQsDEzq+LlZXlop6aG\nsD7wU1VVDQwM5Oykvb0di8UmJSUxI3v37sXhcLa2tp6enp6enra2tjgcbu/evX1+PRAEQX3s\n0KFDU6dOffTo0ZkzZ86cOfPo0SPme9tt27bZ29oimpos91IZGaSt7Rsdnjx5EofDOTo6nj17\nNiwsbMeOHWJiYkZGRk1NTYwGjHtsjxOaHz16hMPhOjo6ev0yh4TB/MTuq+VOGOtiAABKSkrH\njx+3t7dHH8XhcCIiIvz8/L+eUUIjWGVl5ezZs62trc+fP08ikcDNm+C/J8QAAJCfD86fB1u2\nMANNTU09ljjh4eHh5eVtampifAwPDz958mRsbKylpSWzTXx8vL29vbq6+pIlS/rqeiAIgvqe\npKRkaWmpqakp52aexcXFixoaQE4OS/TYMYB6m8HJzc3NyMjo7Nmz586da2pqUlNT279/v4uL\nC3N3bx4eHhMTk7CwsKlTp7KdGx4ePmnSJG5u7t+8KKj3fTf18/Pzy8nJ6Yccc9CCT+x63bZt\n23R0dL6se6DTERMTll80hYQQVAkSfX19Ly8vzn4qKysBAMxiK1paWvv27eNstnfvXi0trd6/\nDAiCoH5UVlbGxcX1zz//sMXfv38vzc1NIZFY7qImJgidzmzT3Nx86dKlzZs3Ozs7+/n5ZWdn\n/+CXPn78GI/HHz9+nDnFmUajHTt2DI/H/2ZpgiFtMD+xG/7FSn4fTOx6nZaW1vHjx1lCr18j\nrGXtkP+2F0MQxMvLS0FBobW1la2fffv2ycnJMW43jH1me1x+n5qaCgCAxU0gCBrqdu/eLSgo\neOfOHfp/SVtqaqqysnK0tDTL/ROLRdLSmGc9ffpUQkJCXFzc0dFxxYoV48ePx2AwO3bsoKMy\nv2/4888/SSSSjIyMo6PjnDlzZGRkyGRyREREn1zhEDGYE7sf3Xmivr7+2bNnFRUVjItB27p1\na689P4RGhtraWvb5tjo6YOVKcPHil8jFi2D1ajBhAgDA1dU1NDTU2to6JCRESUkJANDR0REQ\nEHD06NHbt28/e/bszJkz6enpAIDNmzfPnz9/06ZNRCKR2ZOAgAAAoLW1lUwm98flQRAE9Q0f\nHx88Hr9o0SISiaSkpFReXv7p06fdM2bYPHjA0u6/mycAoKyszNbWdsmSJQEBAcwb48OHD+fM\nmSMmJrZjx47vfumiRYssLCzu3bvH2HnCysrKwcFBTEysl68N6i0/kv35+vp+4z16X+eeAw4+\nsft9ra2tBw4c0NPT4+bmFhcXJ5PJq1atYm9UXU0XEPjaq4SysjIzMzMAgIyMjIaGBoFAEBMT\nu3nz5pEjR3A43KJFi4KCgohE4rx58yQkJCZMmNDQ0MDs+N69e7y8vF+rDgVBEDS0VFZW3rlz\n5+jRo9evXy8qLGSfyiIoiFRXMxtv3rzZwMCA8+HchQsXBAQERmy9kt80mJ/YfT8ti4iIAADo\n6+v7+PgAALZt2+bt7T1t2jQAwLx58+CWYtB3VVdXq6ury8vLHz16NDY29saNG9ra2hgMZs+e\nPehmjY2NUawVmBAAENbC6FlZWWFhYYGBgQ8fPmxra0tKSsJisXfv3mUcXbhw4dSpUysrK9XV\n1Z2cnBhBKpU6ZcqUhQsX9s/FQhAE9avwcPbbZkAA+riGhkYAa4ShpaUFg8EMztRk8BvaiZ2J\niYm4uHh7eztjU/bY2FhGPDw8HIfD9Vi3cJiBid1vmjdvnp6eHnP9PIIglZWVAgICGAwmMjIS\nQZDr168zyjLhAchiu0NJSCCoEzl7nj9/PvNjcXGxqKiovb19aGgoHo+vqakpKiqyt7cXFRVl\n7neck5Nz7ty5rVu3Hj9+/OnTp3120RAEQX2vpQWRkmK5Z6qrs5WLGj169J9//tnj2WQyGb0Z\nN/TjBnNih/3uu9o3b97MnDmTh4cHg8EAAOh0OiO+ZMkSa2trxmM8CPqaqqqqO3funDp1Cl0c\nR1xc/PHjxyQSydHRUUFBwcnJqaqqCo/H7/bwwJ46xXJ+ZSXw9f1a5xkZGdOnT2d+VFBQePLk\nSWVl5bJly6hUqqKiorKyclVVVVJSkoKCAoVCWbNmjZaWVmBgYHFxcUREhJmZmbm5eXV1dR9c\nNwRBEAAA1NTUeHt7z5o1S09Pb/78+efPn+/s7OyVnul0es7ChaCigiV6+jT4r1gJg4SERFlZ\nGefpdXV1ra2tEhISvTIYaPD4fmJHoVBGjRoFACAQCAAAZs0wAICOjk5GRkbfDQ4aBrKysvB4\n/KRJk9jiOjo6x48fFxAQKCsrmzlzpr+///v37728vDRcXcGcOSxNAwJAUVGPnVMoFLbZn+rq\n6ikpKUVFRUQicfPmzYWFhS9evGDsM7tly5bo6OinT5/m5eVFRkamp6cXFhY2NzfPmjWLRqP1\n5jVDEAQBAABITU3V1NQMDw9XVlZ2dnYWERE5dOiQvr4+4w3Y72hvb181ebJydDQ6eA+LvVRa\nytbSxsbm6tWrFAqFLX7x4kVxcXFdXd3fHAk02Hw/sZOQkKitrQUACAoKkkgkxqIYhlKOv0AQ\nxIZKpeJwOCy2h79pPDw83d3dxsbGkZGRa9askZWV/f+B48cBD8+XdhQKulgx2tixYzMzMznj\nCIJ0dXUtX76cuQ3Ou3fvLl68eOPGDXSKqaioGBUVlZeXd+fOnV+8PAiCoK9oamqyt7e3s7PL\nyck5fvw4Y0OwgoICAQGBBQsWID+2wxNDV1cX4wcx0/bt21e8fk1Ah3h4Or29XVxcXr16hQ67\nubm1tLQ4Ojoy307QaLQLFy4cOHDA398fh8P96vVBg9T3Ezttbe28vDwAAAaDMTU1DQ4OTkhI\naG1tvXv37q1bt8aNG9f3g4SGMBUVlY6ODsZfITYZGRlEIlFfX5/9gIIC2LmTJRIXB+7d4+xh\n8eLFly5dYnvLgCDIgQMH9PX1GYVRGOLj4xUVFadMmcLWg4SEhI2NTVxc3E9cEgRB0A+4du0a\ngUA4e/YsHv+lspiQkFBYWFhycnJKSsp3e0AQ5MKFC1paWiQSSUxMTFxcfM2aNVVVVY2NjbUX\nL07p6GBpvWvXwj17bGxsAgIC0GEREZGEhISPHz/KyMjo6emZmZlJSEi4u7ufPn3aycmpl64V\nGkS+n9jZ2to+f/68vLwcAHDw4MH29nYLCwsymezo6Eij0Tw9Pft+kNAQpqioOGnSpL179zJn\nZzIUFRWFhITIy8t3d3f3cNquXZ9QhegAAMDNDbS3s7ViVNo0MTG5ceNGVVVVR0fHs2fP5s6d\nGx0dzVjywlRdXS0tLd3jCKWlpeE0OwiCet3z589nzJhBZLuVAaCgoKClpfXixYvv9jB37twt\nW7YICAisX78+LCzs5MmTr169Gj9+fPy9e/5UKrolVUYmderUuro6W1tbRkl2NBUVlVevXsXF\nxTk7O5uamp45c8bT0/P69etCQkJCQkImJiYXLlxg3KJjYmIWLVqkpaWlpaW1aNGimJiY3/t/\nAA2A7xcoXrt27dq1axl/njBhwrNnzwICAkpLSxUVFTdv3tzD4xYIYhUcHDx58mRra+vt27dr\na2s3NTUlJiYeOHBg2rRpEyZMuHXrFoIgjKU5TA2dnVvp9FvoUOn/2DvzgJq2LoDvO9/qNs/z\nQGkuNKNJpaKEnlRUUoSKTE+S1xOikjljJMqUOXMieQiJNLwUaaTSPHeH8/1xPvfdqYFmzu+v\n7tpn773OrfZZZ+81fAY7dwLmFwksFpuSkhIaGrpkyZL272YfBoPR1tb++PHjpEmT6FeKiIj0\n5NRSVVUlIiIyOLeKgICA8J22tjbWTOzf4efnb21tZRFWVFTk5OQ0NjaqqampqqrOnj37wYMH\n8vLygoKCGRkZsbGxFhYWN27cWLhwYfOmTQrMff8oL79mYQEAkJGR6WDZyQMAAIBGo+Eis2Qy\n2dnZOT09fcWKFevWrQMAvHz5csOGDbdu3ZKQkIiPj3dxcfHz8wMAvHjxYs6cOd7e3rGxsSxL\nNMKoZkRjcscGSLqTgVNUVDRr1ix6YWlRUdHw8PDu7u6ysjIuLq7du3czXkyhUNzd3VVUVGgz\nZjCF8ROJUHEx++BVVVXjxo1TVFRcu3btnTt3bt68uWbNGgKBsHr1avo1BQUFKBTq+fPnLH1r\na2v5+flXrVq1ZcuWLVu2XLp0CflFIyAgDAr+/v4zZ85kl1OpVNiEgj+2tLT89ddfcHQqBoMh\nkUgAAF5eXhwO5+joSO9VVFQ0adIkIyOjd1eudDCnhSpRVS0uLu7s7MzJydHX10ehUOfPn+9J\nq507d4qKin748IFR+OHDBxKJRCAQXrx4wSh//vw5iUQ6evTogL6IX5HRnO5koIZdVVXVoOgx\nmkEMu8Giu7s7Ly+voqKCUZiUlITD4ebOnZuQkJCWlnbkyBFDQ0NBQcGsrCyoqAgiEJhsuxkz\n2IedPXu2kZFRW1sbozA9PR2Hw926dYsu8fDwkJeXz87OpksqKyvV1dWxWKygoKClpaWlpaWg\noKCoqGhKSspg3zoCAsJvx6NHj7BY7Nu3b1nkp06d4uLiqq6uhiCotLR0/PjxOBxOTExs48aN\noaGhurq6fHx88A7Z+vXrGTtWVVWRSKSqSZMYV0UqFgv9+y98QXV1tZiYmIODg5CQUFMPGUDl\n5eVjYmLY5WJiYgICAuzyrVu3qqqq/sTt/9r8moZdXV3dhg0buLi4BlGb0Qli2A01r1+/njdv\nnpycHAaDUVZWXrp0aVlZ2f/bNm1iTap+9Spj38rKSjQa/ezZM/Zhvby8GN93Ozo6FixYgEaj\n9fT03N3dzczM8Hg8CoUKDAykF9Xp7OzctGkTHo/PzMwcqrtFQED4bXBzc5OQkLhy5UpXVxcE\nQS0tLXv37iUSibBpRaPRDA0Nx48fLykpWV9fD3ehUCjm5uYYDIaXl1dCQoKlFFjUlCksS2LD\nihUQBHV1dT148EBNTc3AwKClpUVQUJDjpl1dXR0AgN3WbGxshI9T6GrQefXqFQCgJzPxt2UM\nG3afPn26dOnStWvXGHfm2tratm3bBhdW5+bmHmINRx7EsBs22KsZQm1tkLw800ImLw8xbM7d\nu3ePQCBw6AhBJ0+eVFBQYBG+fPly165dvr6+f//998SJE11dXdk7urq6WltbD/RmEBAQfnu6\nurrWr19PJBJxOJy0tDQKhRIWFj5y5Ajc+uTJEwwGM2nSpC1btjD2Cg0NJRKJcFx/Tk7Ofw1t\nbfV8fIzrYRkazQ0ALy8vFovFYDBeXl6NjY0QBE2dOjU8PJxdn+rqagBAfn4+i5zuggzvIzJS\nUFAAAPjy5cuAv4xfitFs2PUYPAFBUEBAQGxsLARBAAA8Hr97925/f/+0tDQPD4/Kykoikbhq\n1arg4ODB9flD+J3h4J/LzQ327GFKWVxaCrZto5ejoNFoaDSao2MvBoNhCcUFAOjr68MRP52d\nneHh4VFRUewdlyxZYmtr29XVxR7OhoCAgNB/8Hh8ZGTkpk2b3r17V1FRoaKioqmpyfU9T2dm\nZqaOjs7Xr1/hmop0xMTECASCuLh4UVHRw4cPtbS0/t+wbZtgczPjlXdsbHIOHiwoKODj49PS\n0hIUFITlXV1dcE0BFkRERISFhbOysuC07XRERUVh65M9kiw3N5eXl1dUVPTnvwWE4aVHwy4+\nPv7QoUMYDAZOS52dnR0YGMjDw+Pn50elUv38/DZv3iwtLT2MqiL8rsyZA2bOBIwJ1nfvBosW\nATU1AICqqmpHR0dOTg57SsWXL1+yLF6M1NfXUygUWVlZ9iZZWVkKhVJXV9dTRNvwUF1dnZCQ\nkJ2d3dzcrK6uPmvWLPY8fAgICKMfAQEBMzMzdnl7ezuJRCKRSM3M5pqVlVVAQAAAAIVCBQcH\nNzQ0mJubSzQ3q0RFMWYTLlFRiSkp8VFUHDduHGP32trad+/e7eBUjBGNRru7u+/YscPR0ZGx\nzGNbWxuBQCASiRQKhdEi7O7ujoyMdHZ2RvIYjyV62sozNTVFo9GPHz+GP96/fx+FQqFQKElJ\nyaysrOHZThwlIEexI09xMUQkMh3IWlrSGy0sLGxtbSkUCmOP3Nxcbm7uc+fO9TRke3s7Go1O\nT09nb3r8+DEaje7o6BjEO/hRbt26xc/Pr6Ki4uvru379ehsbGwwG4+3tzXKbCAgIY5eEhARx\ncXFPT88ZbGFhUlJSXFxcBAIhNjZWV1cXh8M9ZPE2JhJrnj/n5eUNCwtj7Njd3T1nzhxNTc2e\n1or6+no1NTVNTc3Lly+Xl5eXl5cnJydramoqKytLSkpaWFhkZmZ2d3d3d3e/ePHC3NxcWlq6\nsrJyqL6CMctoPort0bCD4wQZJfALx+3bt4deq9EFYtiNCsLCWKMozp6FWwoLC0VFRadOnXrt\n2rWSkpI3b97ExMQICgq6uLhw9L2jY2pq6uPjwy5fsmSJqanpkNxF//jw4QMXF1dISAiVSqUL\nX716JSIiwuKLg4CAMHb59u0biUQKDQ3F4XCMkaqZmZkYDIZAIKBQKCMjIw8Pj+3q6qwLYFgY\nBEHXr18nEolWVlaHDh26fv16ZGSkpqamhIREXl5eL/PW19f7+vpyc3PD+zvc3Ny+vr719fWF\nhYV2dnYAABwOB2ensre3//z585B/EWOQMWnYodHoJUuWMEq8vb0BAK2trUOv1egCMexGBR0d\n0PjxTOuauDjU0AA3lpWVubi4wPmfAAAKCgoxMTF9bm7ByQh2795Nt5+oVGp0dDQWi6XvVY8I\nS5cu5WhZnj17loeHhyWxCwICwtglNjYWh8O5uLgQCAQjI6M1a9bAP2MwGCcnpydPnkRERPgv\nXNjCw8O0+o0fD30/UsjPz1+8eLGGhgY/P7+ent66devYAyA4QqVSi4qKioqK6urqgoKCxo8f\nj0ajSSSSvr5+aGhoWlpabW3tUN762GZMGnYAgGXLljFKli1b1svR7S8MYtiNFu7dY31nXbGC\nsZ1Go33+/Lnhu7XXHxITE0kkkpyc3Lx58+CUKyQSKSkpabBV/zFUVVUPHDjALoePj588eTL8\nKiEgIAwRCQkJkpKSAAA4Wgt2bb906dJ/Bw7Ll7MufQwZOgdIZWWlkpKSmppabGzs06dPb926\ntW7dOiKRGBgYOFhT/JKMZsOu75JiCAiDRU5Ozq5du16+fFlRUaGsrGxmZrZp0yZ4ResXNjbA\n2RkkJ/8nOXIEeHoCAwP4EwqFkpeX/yGV3NzcrK2tr169+v79ewBASEjInDlzRjz+q6mpSVhY\nmF3OxcXFzc3d1NQ0/CohICAMEYsWLVqwYMGHDx+Ki4ulpaXV1dXph6QAAPDyJTh6lKmDszOw\ntx+s2ZcvXy4uLp6amkqf1N7efvbs2ZaWljY2NjNnzhysiRCGDRQEQZwbUCg8Hk+PygYAdHR0\ndHd3w+nrGKEnNvxVOXr0qJ+fX0tLC/2kD+EnSE5Odnd3t7a2dnJykpaWLi4ujo+PLy8vT01N\nZQ9o7ZHKSqCmBlpa/pNMnAhevgTYX+oVRV9f38nJKSQkhEVeXV0tISHx5s0bOFYdAQHhF4dC\nAQYGIDv7PwkvLygoAIOUkqKqqkpGRubZs2dGRkYsTd7e3nV1ddevXx+UiX49uru7CQTCP//8\nY2JiMtK6sILupa27u7uJge7ubgBAExvDpSrCGKaystLLyyssLCwlJcXHx8fOzi4gICAzM9PC\nwmLBggUUCqW/A0lLg61bmSTZ2eDAgUFXeGRxdHSMi4tra2tjkR84cEBeXl5HR2dEtEJAGM3U\n19dnZmZWVlaOtCKDyoEDTFYdAGDr1sGy6gAAubm5eDze0NCQvWnatGk5OTmDNRHCcNKjYdfR\nb4ZTXYQxyunTp+Xk5P78809GIRaLjY2N/fTpU1pa2g+MFRAAJk1ikmzZAsrKBkPN0cLq1asx\nGIy9vX1xcTEs6ejoiIiI2LVr1969e9Ho3t7HEBB+N+7fv6+joyMsLGxkZCQjIyMjI3Ps2LGe\nDqPGEmVlYMsWJsmkSSAgYBBn+NEE7whjgh6fEMR+M5zqIoxRsrOzLSws2C0SYWFhHR2dt2/f\n9jnCx48fT506tXnz5sPHjhWsXg0Ys2W2toLlywdX4ZGFl5c3LS0NjUYrKyvLy8traWkJCAjE\nxMScPXvWyclppLVDQBhFXLx40d7e3szM7O3bt+3t7UVFRYGBgUFBQb9CVaTAQNDa+t9HNBoc\nOgQGNVGwmpoanOCdvSkzM7OXBO8Io5lfyjMJYcRp2PF0XAAAIABJREFUbGzMy8trbGxUV1dX\nUFCgvwiSyWSO9W0AAHg8Hj7l7wkKhbJmzZpDhw7JyckpKytXVFT4FxZek5V1KC3976Lbt8GV\nK0yVx8Y4srKyjx49ysnJeffuHfx9GhkZ8fDwjLReCAijiObm5uXLl4eHh9PNuPHjx2/YsEFX\nV9fOzs7FxWWkvFGrqqoAAIyla2pra69duwYHaWlpaTk5OfURpHXlCmDxb1uxArB5wg0QeXl5\nS0vLDRs2pKSkYBk8ld+/f3/q1KlTp04N7nQIw8RIh+WOAZB0J/2hsbFx8eLFcCFqOLpKU1Pz\n6dOncOv69es5Jmbr6uoSEBC4cOFCLyMHBASIiYmlpqbSJfn5+cYaGrV4PFP8v7Q01NQ0kFuo\nqqqKiIhwcXGxtbVds2ZNWlraQEZDQEAYas6dOycoKNjd3c3eZGZmtm7dumHWp7m5edWqVUJC\nQvDjVUhIaNWqVc3NzUlJSSQSSVZWdu7cuXPnzpWVleXl5e2lLg7U1ARJSzOtb1JS/VnfGhsb\nGxsbf0jnDx8+iImJTZky5cqVKx8/fszKyoqOjhYQEHB1de09wftvzmhOd9Ivw+7x48cODg7i\n4uJ4PB7DxlCrOOIghl2fdHV1GRoaqqqq3rt3r7OzE4KgoqIiHx8fAoGQkZEBQdDbt2/RaDR7\n2ZKtW7eKiIg0Nzf3NPKnT58wGAyjVQdTUVHhTiCw5nZaufKnb+HGjRt8fHxqamp+fn4bN260\ns7PDYrGenp5ICS8EhFFLeHj4tGnTODatXr169uzZw6lMU1OTjo6OsrJyQkLChw8fPnz4kJCQ\noKysPG7cOCwWGx0dzZgIPSoqqrdE6CtXsi5uly71MnV7e3tISIicnBxsUMrJyYWEhLS3t/dT\n8/LycldXV3rpWCUlpb179zKWvUFgZ2wbdjdv3oRdo/j5+TU0NHTYGAYtRxbEsOuTffv2iYmJ\nsac79/Hx0dTUhH8OCQnh4uLavn17Xl5eU1PTq1ev/Pz8sFjs5cuXexn58OHDSkpKHJv++OOP\nt/LyTGsfGg318G9GpVKPHz8+bdo0ISEhISGhadOmHT9+nL5yFRYWEonELVu2ML6hZmVliYqK\nbt68uZ9fAgICwjCza9cuAwMDjk3Lly//448/hlOZNWvWjB8/vr6+nlFYX1/PxcWlpaXFfn2P\npQszMyEMhmlls7PrZd7W1lZDQ0M5ObnDhw9nZWVlZWXFxsbKyckZGhr+aKWosrKypoGde/w+\njG3DbvLkyRgMJjEx8bfdlUUMuz6ZMmXKpk2b2OUlJSUAAHrVwri4OAUFBbobgJ6eXp/HnX/9\n9Ze5uTnHprVr1y6ePh0ikZhWQC0tiO1cpq6uTltbG4/Hy8vLW1tbBwUFrV+/no+Pz8nJiUwm\nQxDk6+vLcZbExERubm6khBcCwujkwYMHeDyevfIVlUqdMGFCRETEsGlCpVJFREROnTrFIm9v\nb0ehUAICAuwP0EePHmEwmI7vlcH+T3c3pKXFtKaRSFBpaS9Tb9y4UV5enuW9urq6Wl5ePjg4\n+KfvCKF3RrNh13fehNzc3Dlz5ri5uXGMiEZAAAB8/vxZQ0ODXa6goMDDwwObdwAAb2/vkpKS\nmpqaN2/ewJt2FhYWvY8sLCz89etXjk1fv36lyciA8HAm6fv3IDKSWfB+/Pjxubm5Dg4Onp6e\nQkJCJ06cePr06YMHD54+fbpnzx4AQEZGxrx589inmDNnTmdnZ1ZWVu9KIiAgjAjm5ubKysp+\nfn5kMplRvm3btqqqKk9Pz2HTpK6u7tu3bwbfq+DQKSoqgiCosbHx27dvLE1SUlJUKrW+vp5J\nGhkJ3r9nkoSHg+9nrOxAEHTq1KmQkBAxMTFGuZiYWEhIyMmTJ6FfIO0Lwg/St2HHw8PD8heD\ngMACFxdXK2NY/nfIZHJXVxdTeRwAREVFJ06cSPfn6B1LS8vCwkJ206qhoeHOnTuWlpYdPj5t\nLDH527aBwkL4x7a2tlmzZnV1dUVERCQnJ//999/nz58vLCzs7Oz866+/goODY2NjAVLCCwFh\nbILFYi9cuPD06VM9Pb2YmJibN28eOXJkxowZERER9AKsMO3t7T29Ig4KsMMSlUqFP1IolIiI\nCCkpKXo68cWLF9NfcWHKy8uxWCzTylNYCLZtYxpXT6/3xHV1dXXV1dUcix8YGxtXV1fX1dX9\nxO0gjGn6NuysrKwyMzOHQZWfxsfH5/Tp0yOtxW+NkZHRrVu32OX37t1Do9EDyTigoaHh4uLi\n4uJSUFBAF9bW1jo7O0tKSjY3N8sqKEz791+myhWdnWDpUgBBAICzZ892dna2t7fPmDGD3i4p\nKXnu3Ll79+5JSkp+/vy5oaFBRkbm48eP7LN//fq1tbVVRkbm55T/+vVraGiojY2NhoaGk5PT\nnj172tvbf26o0UBeXl5AQICpqam2tvaCBQtg94yRVgrhd0dDQ+Pdu3dWVlaJiYnu7u779++X\nlJTMysqCMz5CEHTo0CFVVVVeXl5JSUkhISFPT88vX74MuhpCQkIyMjLp6ekAABqNNn/+/JiY\nmM2bN+fn548bN45AIHR0dOjr6zOuYydPnjQ3NycQCP//DEFg6VLQ2fnfoFgsOH68P4nrOG7L\nwULkqO13pM/D2s+fP4uLi4eFhY3a8EAAwJIlS4ZufMTHrk9evXqFwWDi4uIYhaWlpUpKSn5+\nfgMcvK2tbfbs2Vgs1tTU1Nvbe8aMGSQSSVdXNzQ0lEgk7tu3r6WlBdqwgTWI7OhRCILc3Nxc\nXV0BAPn5+SzDampqwpUwqqurt23bpqCgwP4rDg4OVlBQ+LnosKdPnwoLC2tpaQUHBx88eHD1\n6tVSUlKqqqrl5eU/9z2MLCdPnsTj8RYWFlu3bt23b9+SJUtIJNKMGTP6H3mHgDDM0Gi0hQsX\n8vHx7dix48WLFwUFBefPnzcwMJCUlPz48WM/B/n27dvbt2/7s/6Hh4dLSEh8/vz5zJkzJBLp\n33//hSDo8+fPwsLCGAwmJCTE3t4ejuHt7OwMCQnB4/GZmZn/9T9yhHUR+/PP/tyjpKTkkSNH\n2JsOHz4sJSX12zrHDzWj2ccOBXGy9L28vBg/lpeXp6WlycvL6+rqCggIsFwcHx8/FBYnC5s3\nb+6pafv27bq6ujNnzoQ/bmPZyh4wR48e9fPza2lpIZFIgzvyr8SxY8dWrlxpaWlpYWEhICDw\n7t27c+fO6enp3bhxg+UotidaW1vv3r1LT+Bpa2vL+IWnp6enp6cXFRVJS0sbGhoaGhqOHz/+\n8OHD/3ej6egA2trgewEuAADg5wd5eQ5+fioqKvHx8fv373d3d2ecztzcXFhY+PHjx7W1tW1t\nbZMnTxYXF4+Li1NRUQEAtLe3x8TE/P3335cvX3Z0dPzRb6OxsVFFRcXZ2fnAgQOY7y/czc3N\njo6OZDL56dOnY+s1+s2bNwYGBocOHVq2bBldWFJSYmFhMWvWrIMHD46gbggIPXHp0iVPT8/n\nz58zllcmk8l2dnYoFOrBgwe9d4+Pjw8PD//06RMAAIVC6enpRUVFmZmZ9XR9V1eXo6Pjmzdv\n+Pn5J0yYYGxs/Pz584yMDF1d3aCgoKVLl5LJ5KamJmNj48LCQjQaHR8fT39sgcpKoKEBGL0+\nxo8HOTmAi6vP29yyZcupU6devnzJePT85csXAwODxYsXb2Upro0wSHR3dxMIhH/++YfjOfgI\nw9HcG/gIg84I6oPs2PWTd+/e+fn5GRkZqaurz5s379SpU/3f5U1JSREREREUFLS0tLS0tBQU\nFBQVFU1JSenp+lOnTklISDDtpT18CKFQTO+7jo5+fn6zZ88OCAhQU1NjzJZHo9GkpKQkJSUD\nAgJgSXl5+fTp0wEA0tLS6urqOBxOTEzsUq+5o3phz5498vLyXV1dLPLS0lIMBkPP2zxWWLRo\n0axZs9jl169fx+PxP5oQFQFheLC1tV2+fDm7/M2bNygUqrTXUFP4QCA8PPz9+/cNDQ2ZmZlL\nly7FYrFXrlzppReZTI6JiaG/y3FxcfHw8KDRaC8vr+rq6osXL2KxWDc3t4sXL7I+UBwdmdYu\nFAp6+LCft9ne3j516lQpKak9e/Y8e/bs2bNnMTExkpKS06ZNQzbUh47RvGPHuaRYdnb2D9l2\nwwOJRAoKCqIn9aYTFBRkZGTk4uIyIloh0NHW1j58+PBPdHz58uXcuXPXr18fGhoKe5x0dXVt\n3bp17ty5GRkZ7IFmAICysrIJEyYwFZ+1tARLloATJ/6T3Ljht3Gj4alTT548efDgwZQpU7Zu\n3QqPtnfv3i9fvowbNy4sLAy+VkZGJjU1NS8vDy7hpaamZmRkxNWP12WOZGZm2tjYsFdRk5OT\n09bWfvHixZQpU35u5BHhxYsXa9euZZfb2tpSqdTs7Gxzc/NhVwoBoQ/y8/NhTwwWdHV1CQRC\nQUGBXA/Rpjk5OTt27Lhx44a9vT0sMTAwMDAwkJaWXrZsmZWVFS8vL/3isrKyuLi4nJychoYG\n+gukr6/voUOHcDgcAODp06eenp7e3t43btxAo9GLFy+2srJimu/8eXDjBpNkyRJgadnP2+Ti\n4kpNTY2Kijp8+PC6desAAOPGjVuxYsX69ev/c+BD+K0Yacuyv9y4cUNMTExSUpJ9FwcMwMeu\npKRETExMsFfgk8ReqiMgDBArKys3Nzd2uaurq7W1Nccu0dHRurq6rNKGBkhSkunFV0zMfcYM\nBQWFGzduLFmyhNFQmzRpUl1d3aDfC4yDg8OaNWs4Npmamv79999DNO8QISUllZiYyLGJh4en\nl41VBIQRRF5ePj4+nl1Oo9EIBMK9e/d66rh+/XqOBS06OzsFBAQuXrxIlyQnJ/Pw8Ojq6q5e\nvfqvv/6ytbUFAAgLCy9cuJCx44cPHwgEQlRUFBqN/vr1K9OgtbWQmBjTqiUpCTU0/OjNwrS3\ntyO7dMPD2NuxY+Ts2bNTpkxRVFRkb8rNzX379u3ChQsHy8rsBQcHh9zc3KVLl86aNWvx4sV7\n9+7tZ76M3pGVlT1x4kQnYyASGw8ePDh+/PjYcooaQ3R2dj5+/Pju3bvsTUuWLLG1te3q6mJ/\n7zQxMfnzzz8/f/7MmPEYCAiQDx7EMWakq6mJFxBYbmU1Z84cXl5eJSWljx8/olCozZs3BwcH\nD8rvlEql5uXl5efnCwoKamtrw24uCgoKjOFvdGg0WmFh4ZIlSwY+73DS0+2UlZW1tbUx/QoQ\nEEYNWlpa8G4Zi/zVq1fd3d2ampo9dfzw4cPkyZPZ5QQCQVNTs/B7NqWCggI3N7ewsLCNGzfC\ni8mJEyfevn3b1dWVlJS0ePFiy++7bsrKylZWVpGRkXPmzBEXF2cadNUqUFPDJDl4ELD5sveT\nnz5kQPil6NP0AwCcOXOGY1N4eHh/RhhcTp48ycvLKysre//+fVgCkKjYsUxlZSUAoLCwkL0J\nXkArKyvZm2g02rRp06ZMmcJYwKe7u9vb2zuFSGQNLrt6tby8/OrVqwcOHLh37x5LzZ+BcP/+\n/XHjxgEAxMXFubm50Wj0/Pnza2trnzx5gsFgXr9+zXL9sWPHeHh42BPlj3L27NkjLi7Orraf\nn5+6uvqIqISA0CewD+jz588ZhR0dHVOmTOHoM0rH2dl5ZQ+Fpw0MDHbu3An/vGTJEisrK8bW\nsLAwMzOzCxcuYLFYHA63cuXKS5cupaam7t69m5+fn0QisdZdTElhXaycnX/iThGGn9G8Yzcg\nwy4sLAyFQg22Sn1TUlJiamoKAICDVRHDbkzT3t6ORqPT09PZmx4/foxGo1lL7nynsrJSU1NT\nTEzMz89vz549a9euVVFRERUVPRMV1cVcZ4wiIfHTRxu9kJqaisPhgoKC4LMVKpX67NkzHR0d\nXV3djo4OT09PUVHRc+fOwRXJ6urqdu3ahcfjDx48OOiaDDWdnZ16enoaGhqPHj3q7u6GIKi0\ntHT58uV4PL7HKuYICKOA5cuXc3FxBQcH379/PzMz8/jx45qamgoKCr1nHdq+fbu6ujp7opC6\nujrGM9wJEyYcOnSI8YI9e/ZoaWl1dHSg0egdO3ZMnz5dWFgYj8dra2traWm5uLgwDdfQAElL\nM1l1QkLQly+DcNsIQ88va9jNnz9fWFh4sFXqF1QqNTIykkAgKCkpIYbdWMfU1NTHx4dd3mOR\n7O90dHTExsbOnz9/4sSJM2fONDU1JRKJWCzWl23T7h9V1cF1PaHRaBMmTKAH1dKpq6uTlJSM\njo4mk8mbN2+Gt/FERETgXT32UpJjhfr6+kWLFmEwGBwOB+c8UlVVRaw6hNFPQkKCvr4+kUhE\noVAKCgr+/v7fvn3rvUtFRQUPDw99Zw6GTCYvWLBAVVW1+3s1aikpqaSkJMZrsrKyUChUfn4+\niUS6efMmLKRSqa2treLi4kePHmWaxtubdbsuIWGAN4swbIxJw87lOwAAOOaUEWdnZzi60NHR\ncTjVZSEnJ0dbWxsx7MY6jx49wmKxu3fvpqcvoVKp0dHRWCy2/6bDwoULxcXFL126FBYWxsPD\n81lTk3HFpAHwt4nJIOqck5MDAOD43h8aGmpsbAz/3NLS8uLFi+Tk5OzsbPrzYBAhk8mDPmYv\nfPv2LS0t7dq1a4WFhT+XtxkBYUSgUCjw3nk/uXjxIh6Pd3BwiIuLu3v37oEDByZPniwiIvL2\n7Vv6NYaGhuyBUPb29urq6gAA+pVtbW1z585VUFBgUuDuXdb0TDNn/vztIQw7Y9Kw649/npGR\nUf/zdw8RNBqNTCYP6TMGMeyGgcTERBKJJCcnN2/evHnz5snJyZFIJJa34V54/PgxFot98+ZN\nVVUVgUA4f/48VF4O8fMzrpvlKFTa1auDpfDNmzdJJFJP9yIlJTVYE3Gkqanpzz//hPPtCQgI\nmJub955eCwHhN4dKpRYUFFy+fDk1NbWmpqY/XbKzsxcsWKCkpITH4zU0NFasWMHi7xsRESEr\nK9vU1MQorK+vl5aWRqPRzs7OwcHBixYtkpCQUFRUzMvL+++ixkZIVpbJquPnh8ZmTZrfltFs\n2PUYFVtUVAT/oKysHB0dPXv2bMZWDAYjLCw8KHGpAwSFQmGxfcf2Ioxy3NzcrK2tr169Clee\nCAkJmTNnjqioaD+7Jycn29jYTJw48eTJkyIiIvPnzwcoFIiOBr6+9GtkIKh00ybg5DQoCpNI\npI6Oju7ubvZkdU1NTUNapOTr169mZmYQBK1cuVJHR6ehoeHx48cLFiwIDAyMiooaunkREMYo\njx49Wr58eWFhobCwcEtLC4VCcXV13b9/P3tWVEZ0dXXPnTvXywUBAQEJCQnW1tbHjx+Hz46a\nmpp2795dXV29cePGxsbGN2/eSEtLh4WFLVy4kIeH57+e69aB8nKmsaKjwc/WpEZAYKVP0y8i\nIiI3N3fILcxRDLJjN/qh542Do9L+L6XRIGtrlgNZ6O7dQZmxubmZQCBw3CeztbX18vIalFk4\nMmfOHAMDA5Y/SPg4+86dO0M3LwLCWCQtLQ2Px/v7+8OOE2QyOT09XVNTc/LkyZ2dnQMc/MuX\nL3BZMCEhISUlJTQaLS0tff369d76sB/CWltDSEXXscaY3LGjIyYmhtRIRRjl8PDwwPHRfHx8\nDQ0N/5eiUOD48TYlJR4a7f8CAICvL3j/HvDzD3BGXl5ePz+/VatWaWpqKisr0+X79+9PTU3N\nysoa4Pg98eXLl+vXr2dkZLD8V5qbm7u7ux85cgROkYqAgACzcuVKHx+fAwcOwB+xWKypqemj\nR480NTVjY2ODgoIGMriEhERKSsqnT5+ys7Obm5vV1NQmTZrEvov/H01NwNcXMDo78fKC48cB\nkicVYfDo27CDk6kqKSlNnz4druMpJiY29IohIHCGRqN9/PixoKCAj49PW1sbPkwxNjbevXt3\nd3f31KlT161bV1RUBBtbnyEoEoBYxv7l5SAoCJw8OXBNdu3a9enTJ11d3Xnz5mlra8NHom/e\nvImPj4fPZYaC3NxcLBZrbGzM3mRmZganlkRAQIDJzc0tKCi4d+8ei1xERMTHxyc5OXmAhh2M\nkpISnJ+hb4KCWA9ho6KAvPzAdUBAoIPu84rY2Nh58+Y1NjYeP37c1dVVQkJCS0tr9erVN27c\naGpqGgYVERDoPHnyRFNTU0VFxcPDw8bGRkxMzNPTs7Gx0dPTs7Oz09/ff+LEiZaWlm5ubjU1\nNY2NjR4eHrkmJrTp05lGOXUKpKQMXBkCgXD9+vXTp0+jUKiLFy++fPnSxMQkJyfH3d194IP3\nBJVKxWAwHGtmYLFYKpU6dFMjIIw5SktLSSSSrKwse5O6unppaemwapOSAk6dYpJYW4OlS3u6\nnEwm5+bm5ubmksnkIdcN4Vein0e2VCo1KysrKirK1taW7gSKwWAMDQ2H9Kh4NID42I0SHj9+\njMfj/fz8Pn/+DEFQd3f3w4cP1dXV9fX1Ozs7nz17JiIioq6u7u/vLycnh8fjiUSiqKiou7u7\nkZRUCxrNWo2xr0KxNTU1x44dCwgICAgIOHbsWD8j6YaaT58+AQDev3/P3hQQEGBjYzP8KiEg\njFrS0tKwWCzHTEOHDx9WUVEZPlXq6lgrWfPxQaWlHK+tqalZtGgR/UgXj8cvWrRolCxBCDCj\n2ceu7x07GDQaPWnSpHXr1t25c6eurm7Pnj1iYmJUKjUzM3PwjU2EX4KSkpJdu3YtXLhw4cKF\nu3btKikpGeCAK1as8Pb2Pnz4sLy8PAAAh8NZWlo+fvy4rKzsyJEjxsbGeXl58+fP//jxIz8/\nv7a2tq6urrKyMpVKdVm/HrNvH9NYX74Af/9e5jp37pySklJ4eHhlZWVlZWV4ePi4cePOnz8/\nwFsYOIqKimZmZn/++SfL5lxBQcHJkyfZy2IiIPzOTJ48GYPB3Llzh70pJSXFyMho+FTx9wdf\nvjBJYmKAnBz7hd++fZsyZUpubu6VK1e+ffv27du3K1eu5ObmTpkypa6ubpi0RRjT9N8GLCws\nhI9l6SHi48aN8/X1HTqrc5SA7Nj9BIcPH8bj8VpaWj4+Pj4+PlpaWng8/vDhwz89YG5uLgCg\nlNMLbkhIyJQpU/oewt6eNc/7hQscL4Sz4kVHR8P5Eauqqnbs2KGjo4NCoebPn5+WlvbTd9EL\n1dXVSUlJmzdvjoyMfPDgQS+pGQsKCkRERMzNzVNSUsrKynJycvbv3y8sLOzs7MxeBAkB4TfH\n399fXl6eJeVqbGwsFovNzs7+oaG+fv364MGDS5cu5eXl/Vjy1AsXWBcfe/uerl2xYoWmpmZr\nayujsLW1VVNTc8WKFT+kMMLQMZp37Po27BISEjw9PWW+p9iRkpJyd3c/efIkx0fsLwli2P0o\nt2/fxmKxJ0+eZBTGxcVhsdjbt2/3c5DU1NRVq1ZZW1v/8ccf27dvT0hI4OHh4XhlYmKitLR0\n3yNWVkJCQkxrq7AwVFXFfqGpqSm9lsmNGzf4+PjU1NT8/Px0dHSEhISwWKynpyeFQunnjfSH\n/fv3c3FxiYuLW1lZ6enpEYlETU1NpoymzJSUlDg7O3NxccH/lTIyMpGRkYOrEgLCr0FHR4et\nrS2JRFq8ePGePXvgjEh4PD4+Pr6fI/z777/x8fFTp05Fo9EEAgHOr6msrPzw4cN+9a+qgoSF\nWWvCMuc6pkOlUgUEBBITE9mbEhMTBQUFkYovo4SxbdjBTw4LC4uDBw/m5+cPg06jDcSw+1EM\nDQ39/f3Z5f7+/kZGRn12J5PJixYtwmKxM2fO3LRp0/LlyzU0NLi5uTEYTE++MsrKyv3SLCmJ\n9b155kyWDFLt7e1oNBouZVZYWEgkErds2QLvhD169AiDwTx//lxUVHTz5s39mrEfnDp1Co/H\nx8XF0Zfs2tra2bNnS0pK9l7UkkKhFBUV9Vn4EgHhN4dKpSYlJbm6uuro6Jibm69atYrlWZae\nnh4ZGRkYGHjw4MGcnBy6PC8vDy6eicViMRgMAMDAwCAvL6+ysjIgIACHw/W9f0+jQTNnsi47\nPdfU+fr1KwCA46M2Pz8fAPD169cfu/le+fz5c2Ji4l9//XX8+HHGG0fok7Ft2BEIBAAABoMx\nMDAIDg5OTU3t6OgYBs1GD4hh90O0tbWhUKinT5+yN2VkZKBQqD4rNm7atElMTIzxlIRGo23c\nuBEAwPEwd9asWYsWLepptLKysuPHjwcFBf3999/Xrl2jzpvHusgeO8Z4fWVlJQCgsLAQgiBf\nX19zc3N6U2FhIQCgsrIyMTGRm5v7h0pP9gSZTBYXF4+MjGSRd3V1qaurBwcHD3wKBASEnoDr\nuOBwOD09PScnJw0NDRQK5e3t3dXV9fHjRxEREScnp+DgYAkJiW/fvhUVFTk5OYmIiHz69AmC\noJUrV6qqqvbh/3DsGOuC88cfvVxeX18PAOB4RvzmzRsAQENDw8Du+P9QKJS1a9disVgpKSkz\nM7Nx48ahUCgnJ6fBGv+XZ2wbdu3t7Q8ePNi4caO+vj78ykIgECwtLbdv3/7ixYvf4fQHMex+\nCEbDiAW6YdRL99bWVm5ubo5VYqWlpXl5eUtKShiFR44cwWAwWVlZHEfbtWsXDodTUFBwcHAw\nMzMjkUj6iordLMciJBJUXEzv0tHRgcVi4UMWVVXVAwcO0JtSU1OxWGxnZye8q/fkyZPevoj+\nkZmZiUKh6jiF6O7cuVNXV3fgUyAgIHCEQqHo6+vr6+szrirPnj2TkpJaunTpggULzMzMKBSK\nsbFxaGgovYuZmdmCBQsgCCorKwM9hKj/n+JiiERiWm0kJKDaWsZLSktLo6KivLy8vLy8oqKi\nSktLFRUVo6Ki2AeLiopSUlIajPuGIAhas2aNsLDwrVu36JJ3795paGiYm5sjrrr9YWwbdow0\nNjZeu3YtICBAQ0MDPqLl4+MbIs1GD4hh90N0dXXh8fh79+6xN929exePx3d1dfXSPT09HYPB\ncNwVjomJ4eHh4eXl9fHx2b9/f3h4uKWlJXw9c28TAAAgAElEQVSIyXGoI0eOEInEc+fO0SWN\njY0LFixw5+dnfYc2MflUVHT69OnQ0NCjR48aGhq6ublBECQpKcloYrq5uVlZWcE/k0ikmzdv\n9uP76IMbN27w8vJybEpKSpKUlBz4FD9KQUHBqlWrLCwsdHV13dzczp07hyz0CL8k58+f5+Pj\nYz/cfPLkCRqNJhKJcHEwKSkputNbUVGRj48PFotdv379uXPneHh4UlJSOI9OoUAmJqxLDfOi\ncezYMQKBoKamBht2ampqRCLxjz/+EBISYnGxzcvLExIS2r1796DceElJCQaDuctWX7G0tJSb\nm/vq1auDMsuvzWg27PquPMEIPz+/sbFxR0dHR0dHTU1NbW1tc3PzD42A8MuDx+NtbGwOHz5s\nY2PD0gQLe6u3A0BzczMXFxeRSGRvEhcX5+fn37Vr182bN48fP87Pz6+jo7N//376awYjZDJ5\n8+bNO3fuXLBgAV3Iz89/5syZyZMnvwTAICfnv6ufPTs1YUK8tLSysnJFRUVxcfGrV6+kpKSk\npaU/fvwIAOjq6goPD09OTs7IyAAAfP36tbW1VWYwinYLCwu3tbW1trayF+77+vWrsLDwwKf4\nIU6fPr1s2TJDQ0MLCwsBAYF37975+PgkJCRcuXKF4y8FAWHscu/ePXt7e3FxcRb5tGnT5OTk\nPn/+PGHCBMBQsfCvv/7avn27oqIihUJ59epVXFxcW1tbOUslCTo7d4JnzxgFJwC4n5AQa2Qk\nIiICz75ixYrY2FhfX1/6NceOHVu5cqWxsbGhoaGvr6+hoSEA4MWLFydOnLCzs1u1atVg3bis\nrOyMGTNY5HJycnZ2drdv33ZychqUiRBGhv5Yf83NzSkpKUFBQdra2vSU9wICArNnz963b99Q\n254jDrJj96O8e/eOm5t7xYoVTU1NsKSpqWnFihXc3Nzv3r3rvW92djbowUH477//NjAw6KcO\nz58/R6FQHP1FIiMjjbW0ICUlxjdpGhYLvX4NX5CbmysvL4/D4WAT08zMTEhISEREhP5qHhwc\nrKCgMCjhaZ2dnQICAkePHmWRU6lUPT29VatWDXyK/pOdnY3FYg8dOsQoLC4ulpOTCwgIGE5N\nEBB+lOLi4j///NPGxsbIyMjb2/vKlSt97jTPmjVr3bp1HJumTZsGAMjMzIQgyMPDw97eft++\nfdzc3Ddu3Hjx4gUAoLm5+fz58xgMRlBQkIN7yevXNCyWaa9OSellWpqurq6Ojk57ezsEQcbG\nxhzTl6xYscLY2Pj06dNWVlbi4uJwsPzp06cHceM8LCyM0XuYkbVr186aNWuwJvqFGc07dn0b\ndiYmJljs/zf2uLi4rK2tIyIiXr58+fsEXSOG3U+Qnp4uLy9PIBAmTpw4ceJEAoEgLy+fnp7e\nZ0cajaaoqMgeNNDS0iIvL799+/Z+KtD7EaeoqGjg5MkU5lMSmooK9D0eoqysjJubOzAwUEhI\nSFZWdt++ffAfQFtbW3h4OBaLhc9oBoXdu3eTSKQ7d+7QJR0dHb6+vvz8/OXl5YM1S3+AH2Ds\n8mvXrhEIBLqZjoAw2khKSiISiYaGhhs3bty5c6erqysXF5eTk1Pvjh9eXl6w0wU7ysrK0tLS\nmzZtgr6/8HBzc8PvPJs2bdLW1i4uLpaVlQ0ICJg0aVJQUBBT57Y2aMIEJqsOg4GePoUgqK6u\nTlJSMjo6Gg4yy8jIYJ8aPggelNisnti3b5+6ujrHpkWLFnl4eAzd1L8MY9uww+FwU6ZMCQ0N\nffz4ce//JL8qiGH3c3R1daWmpu7Zs2fPnj0PHjzo/x/P9evXsVjs1q1b6UtbQUGBiYnJhAkT\n+v9bgHfsONoia9aswWAwjo6O5Z6eLB4wtGXL6Jc5Ozv7+PiUl5dPnz4dACAtLa2uro7D4cTE\nxC5dutRPNfoDjUYLDg5Go9E6OjqLFi1ydHQUFRWVkpIaiiWjpaUlMzPz8uXLb9++Zc8do6ys\nzDHuuKurC4PBPHr0aND1QUAYODk5OTgcLiYmhlH477//SktLr1mzppeOiYmJ/Pz8tczRDBAE\nPXv2DIVCRUVFEYlE2F04NDQUADBlyhR3d3csFjtt2jQeHh57e/uOjo7o6GgtLS2m/n5+rK51\nISH0xtDQUGNj4wEGmQ2Q9+/fo1Ao9tjbxsZGYWHhU6dODd3Uvwxj27BjyX/9G4IYdsNPcnKy\nuLg4DodTVVWVkJAAAFhbW1dUVPR/hO7ubmFhYcaYVhgKhcLNza2iokKj0aDu7iopKab1F4WC\nvm/FMR5J5ObmJiYmHjp0KC0tDT5GGXTy8/MjIyMXL14cFBQUHx8/6P93ZDI5NDSUh4cHjUbD\nrnsSEhIsOVoZncRZ6M1JHAFhRPHy8poxYwa7/PLly0Qisbm5uaeOZDJZV1fXxMSEcW3JysqS\nk5NbvHgxBEEhISEYDMbe3t7NzQ2PxysqKqJQKAkJCXd39/Pnz8Nno6xBTtevQygU06oyeTLE\n8BKVmJgoJSXV1dWFw+Hu37/PrtW9e/dwONxQb6M4OzurqKh8+PCBLqmvr7exsVFVVe3s7BzS\nqX8NxrZhx0hDQ8Pnz59/tzw3iGE3InR0dDx+/Dg2NvbcuXM/lxn7wIEDXFxcly9fpktaWlpg\np2B6mr2ETZs60GimVVhUFC5HsXDhwl6OJBoaGu7fv3/o0KHr16/39G49qna4vby8REVFk5KS\nYJPx27dvO3fuxOPxBw8epF9jYmJCT+vACJzWITc3d/jURUDoNyoqKrGxsezyzs5ODAYDJxvv\nicrKSiMjIwKBMG3aNFdX10mTJqFQKDc3N3pg/vPnz1euXDlx4kQAwJIlS54/f84ywq5du3R0\ndP7/oaoKEhVlWk+4uaGCAsbrY2NjVVRUIAiyt7efO3cuu0pz5szh6BExuLS0tNjZ2eFwOCsr\nqxUrVjg4OPDz82tqarLUXkPoiTFv2HV1dW3btk1RUZEecqGoqLh9+3aOZQB+PRDDbuyydetW\nLBaroqLi7OxsZWXFz88vLi5OJBLpF+Tm5q5geb0GAJoxo6G+XkhIiGPRIRqNtnPnTh4eHgKB\noK6uzsfHh8Fgli5dSj84vnTpkqmpKT8/PxaLVVVV3bBhQ2Nj4zDdcA88efIEg8G8evWKRX7s\n2DEeHh76UVRMTAyciJXlshUrVqipqQ2HoggIP04vO80kEqnPnWYqlXrv3r3w8PBly5ZFRUW9\n/h5ExQiZTBYVFWU57YXlmpqaf/75JwRBEI0GzZjBupiwWZy2trZeXl4QBGVnZ3NxcQUGBtIf\nLs3NzYGBgVxcXD9axPanefDgwaZNm+bPn79mzZrz58//Js/0QWFsG3YdHR1wfBAKhZKSkpo8\nebKUlBQcG2tmZvY77Nkiht2Y5tOnT7Gxsf7+/ps2bbp06dLt27dxOBxj6I/L/PkPeXhYluPD\nKipqamoct9y2bt1KIpHi4+PJZDIsSU1NlZeXnz17NgRBa9asIRAIq1evvn79enp6+v79+1VU\nVJSVlb98+TI898uRgIAAW1tbdjmVShUTE0tISIA/dnR0TJo0SUtL68mTJ/DdVVRU+Pv74/F4\nxMEOYaSgUqm3bt3asmXLkiVLIiIi2PfMjIyM/vrrL/aOcCKSwaqUBeecO3PmDD06tb6+3tnZ\nWVxcvKamBoIgKCaGZRm5TyR+YPai27t3LxaLpauUlpYmIyPDzc2tp6enp6fHzc0tIyPTd5ky\nhFHA2Dbstm3bBgCws7NjPA4rKCiws7MDAERERAyleqMCxLD7laipqcFgMIxLZ2trq7uNzRfm\nFbkLhapkyMlOp7KykkAgXLx4kUVeUFCAx+PDw8NxOBzL0U9ra6uBgYGTk9NQ3E7vVFdXP3z4\n8OHDhzY2Nj15kZuamv7999/0j3V1dW5ubnCxczjbloqKCvKkQRgpysvL9fX1iUSihYXFokWL\nDAwM0Gj0/PnzGV1do6KipKSk6uvrWfquWrXq/960g8Tu3bsJBIKsrKy9vb2JiQkPD8+ECRP+\nb6VlZ0MEAlMklrj4Iltbbm5ud3f3yMjI4OBgY2NjIpHIsrnY2dl59+7dqKioqKioO3fu/A57\nJb8GY9uw09DQUFdXp29O0CGTyWpqapqamkOj2CgCMex+Mdzc3LS0tFiqeCV5etJYzlBUVSG2\nCIYTJ07IyMhwfFQ4OjoqKCjAhyws/PPPP2g0uqqqqk/dMjIyoqOjV69eHRsbOxCftpKSEjj7\nKB6PhzNCy8rKslRjg5k4cWJ0dDSLsKamJjU1NTk5OT8///dJbIQw2uju7tbW1p42bRrjhvfb\nt2/l5eUZ/V/b29u1tbUnTpyYmZkJ/2/W1NSsXbu2p+iEgVBZWXnq1Kn169fv2LEjJSXl/0/G\n1lZIVZU1DOvuXRqNlpyc7OXlZWBgYG1tvX79+qKiosHVB2GkGNuGHYFAWL9+PcemdevWMbor\n/aoght0vRl1dna6urrS0dFhY2NWrV0+ePOnh4YHBYF6w1/9ZsoSlb1hYmJmZGcdh165dy83N\nzTFTAJVKxePxvT9jqqurLSwssFjs5MmTHR0d1dTUUCiUj4/PT3i9VFRUSElJWVpavnz5kkwm\nk8nkNWvWEIlEKSkplsji0tJSDAZDDyVBQBhVnDlzRkBAgN3p88WLFygUqoAhKKGmpmbevHko\nFIpEIklKSgIAFBQU2Etm9QmFQikqKrp169a7d+9+IPhpyRLWpYMls93gQSaTq6qqkCp/I85o\nNuzQfZamwOFw7e3tHJva2tpwOFyfIyAgjCqEhISePXvm7+9///79xYsXh4eHNzc3379/3zAt\nDejqMl0aFwcuXGAU8PHxNTQ0cBy2vr4eAIDBYNib0Gg0Go2mUqk9qUSlUh0cHFpaWgoLC1+/\nfn39+vX8/PyMjIxbt24FBgb+6A2GhITIysreuXNHX18fi8VisdjNmzeTSCQKhRISEkK/rLm5\n2dPT08DAwMTE5EenQEDgSGlpaVJSUlhY2IkTJ96/fz/A0VJTU+3t7dkL6xkaGiorKz98+JAu\nERUVTU5OLisru3DhQnR09Js3b4qKithLZvXOhQsXFBUVlZWV//jjDx0dHTExsYiIiF7+bend\nQFwck0RXF0RE/NDU/eHOnTvw+a+UlBQ/P7+Dg0MOY11EBAQ6fZp+JiYm4uLi7O9MNTU1YmJi\nU6dOHRqLcxSB7Nj9RhQUQCyBFPz80KdP9PZXr16h0Wj2tKJtbW2SkpJqamr+/v7so7579w4A\nwPEkFObChQu8vLwshdS+fPmyf/9+NBrNmGuqT8hkMolESk5OZpFnZGSQSCQ0Gh0cHHzo0KGg\noCApKakJEyaUlZX1f3AEBI7QaLQTJ07IysoCANBotICAgJiYGAqFcnJyGkh6rF5Kfpmbm4eF\nhf30yOwcP34ci8WGhYXB5V7q6uri4uIEBQX9/Px66/bpE8TPz7Ri8PCw5DcZFOCoC39//9TU\n1IKCgps3bzo6OhKJxIcPHw76XAj9YTTv2PVt2J09exYAMG7cuPj4+M+fP3d2dn7+/PnUqVNw\n9pNz584Ng5YjC2LY/V6cOMF6qmJoyJhf1MbGZtKkSV++fMnPzw8MDDQ3N9fS0pKTkxMREYmL\ni+Pm5s7Ly2Mcj0Kh2NnZ9VSZEWbx4sUuLi70jykpKXD1cRheXt4DBw708/Dly5cvAIACTo+W\nJ0+eAADMzMzU1NQcHR13796NpB9HGDhkMnnu3Ll4PJ6Liys4OPjixYvr1q3j5eWdPn26urq6\nubn5T58bent7M/5fMKKkpMQxd93PUVdXx8vLy5jTEeaff/7BYDDPnj3j3K27GzI0ZF0uTpwY\nLK3oFBYW4nC4M2fOsMhXrVolIyMzRCnTEXpnbBt2EAStWbOG425fT753vxiIYfe7QZs/n3Wx\nZvhTr62tNTQ05OLiQqPRCgoKkyZNEhAQ4OHh4ebmtrOzmzt3rpCQ0N69e9++fVtaWnrjxg1T\nU1NRUVGOtYPoMO5MnD17FoPBrF27Nj8/n0wmGxkZ2drakkik3osj0WlsbAQAcMzF9erVKwAA\nUvIVYXCJiooSFBTEYDCMPm0FBQXCwsIhISHc3NxXr179uZEvXrzIy8vLniro0aNHaDS6uLj4\n55Vm5syZM6KiohQKhb3J2tp69erVnLutX8+6UPRghjJSWlqalpb24cMHjtNxJCQkRF9fn13e\n2trKw8Nz7dq1fo6DMIiMZsOubx87AMDu3bvT09M9PT21tbXl5eW1tbW9vLyePHkSGRn5syfA\nCAijlMrKSpuSks8oFKMQiorqvnYN/llEROTgwYPd3d3GxsYKCgpqampbt2798uXL+/fv8/Ly\npKSkNm3aFBMTo6urKy8vv2DBAgkJidevX6uoqPQyqYiISFVVFQCgqakpICBg586d0dHRampq\nWCy2vr5+1qxZ169f37t3b1ZWVp/68/Pzq6qq3r59m73p9u3bqqqqfHx8P/B1ICD0xaFDhywt\nLWVlZRl92lRVVYODg5OSkuzs7Dj+NfaHuXPnqqurz5o16+PHj3RhRkaGq6vrsmXLxo0bN1DV\nv/Pp0yc1NTWODrKampqfPn3i0Of2bRAdzSRRVARHj/Yyy/Xr18ePHy8vL29tba2ioiIuLr5n\nzx4ajdanevn5+cbGxuxyHh4eHR2dvLy8PkdA+L3o0/R7/vz5sGXBHp0gO3a/D3DtyClTptSm\npEA4HOO7eAuRCJWXw5ctWrRo5syZ7N2vXbuGx+PhLbH6+vpPnz71M1fI2bNn4ei/pKQkISEh\neiTs8+fPUSjUv//+C0GQhYXF2rVr+zPa0aNHSSQSy/nRs2fPSCTSsWPH+jMCAkI/gWOG/Pz8\n2J0NsrOzAQArV66k11z+CWpqaqZPn47FYidOnOjg4DBhwgQUCrV06dLBrZEQGRk5efJkjk1L\nly7lcBxcXg6JiDDt1eFw0IsXvUxx+vRpLBa7cePGoqIiKpVaWVl56NAhPj6+wMDAPtWbO3du\nQEAAxyZjY+MdO3b0OQLCoDO2d+xMTEzgHMUICL88Fy9eLCkpuXbtmsjMmWD7dsYmUmdnx5w5\ngEIBALx48cLBwYG9u52dHZVKffPmDQBAUFBQUVERje7XpriLi4u8vLyTk1N2draGhgYcbJ6d\nne3i4uLh4QH72+no6BQXF/dnNF9fXw8PDzMzs4ULFx44cODAgQMLFy40MzPz8PDw8fHpzwgI\nCP2ku7sbACAkJFRTU8PSBCdQrKmpERIS+unxRUVFU1NT09PTFy1apKysHBQUlJeXd/To0cFN\nyGBoaPju3Tt415wRCoXy4MEDAwMDFilwcwPfvjEJt28HhoY9jd/Y2BgYGBgZGRkRETF+/Hg0\nGi0lJbVixYobN24cPHgQ9pHoBU1NzX/++Ydd3tLS8u7dO01Nzd67I/x29Gn6iYiILFq0aBhs\nzFELsmP3++Dp6enm5vb/DzQaZGfH6kMTHAz1WpuSh4eHsTYljUaLj4+fPn26mJiYmJjY9OnT\n4+PjOfqSV1RUGBoaYrFYXl5ed3d3PT09NBq9YMECejFyPz+/+fPn9/9e7ty54+bmpq2tra2t\n7ebmdufOnf73RUDoJ1QqVVBQcNeuXSgUiuVs5+zZs4KCgsLCwhyTO44qqFSqnp6ejY0NveIz\nBEE0Gi0oKEhISIg1KURwMOuyYGcH9RogkpiYKCwszJ7nH4Kg6dOn9+k+W1xcjMfjT7CFZSxf\nvlxeXp6+RLDfVJ81cBF+mtG8Y4ft0/IzNzd/+fIllUrl6H+AgPArUVdXp6qq+v8PKBRISAC6\nuqCy8r8rdu0C06YpKCj8+++/7N3Lysra2toUFBTgjxQKxdXV9d69e76+vkuXLgUAZGZm+vv7\np6SknD9/nuUfSlpa+tmzZ5GRkZs3b0ahUH/88UdsbKy+vj7cSqVSHz58+EP7bba2tra2tv2/\nHgHhJ0Cj0W5ubgkJCbNnz3ZxcUlJSVFWVgYAtLa2hoeHk0gkHh4eV1fXkVazD9Bo9MWLF6dP\nn66pqblgwYIJEyZUVFRcu3btw4cPV69eZUqkd+cO2LWLqbO0NEhIAMxeuSx8/PhRXV0di+Xw\nwNXW1u5zJ37cuHH79u1btmzZixcvnJycZGRkPnz4EBcX9/Tp07t37xKJRPYuVVVV8+bNy87O\nNjAwkJGROXfu3IYNG1xdXePi4jhej/BL0afp9+HDB2FhYX9/f8ZXmd8KZMfu92Hx4sULFixg\nEj15AmGxTG/nIiLHt2yRkJCora1l6b58+XI1NTX6x+joaGFhYcYiyxAE5efnCwkJ7d69m6MC\nFApFS0tr9uzZLCUjN2/ezMfHx5Lojk5dXd2mTZumTJkiLi4+adIkPz8/pHIRwrDx7ds3FRUV\nLS2tyZMn43A4U1NTe3t7Pj4+NBqtpqb28ePHkVawvzQ1NW3fvt3a2lpBQWHq1Klr1qwpLS1l\nuqKsjNW1DouFnjzpc+TIyEg9PT2OTcuWLevnTvzDhw8tLCxIJBIAQFhY2NnZmWNWI+i7r7CJ\niQljpZmsrCw5ObnFixf3Zy6EPhnNO3Z9G3aenp4WFhYAABERESsrKw8PD09mhl7JEQYx7H4f\nOCYKhnbsYDl5oRoaGk6apKmpmZ6eDh+vlJeXr1y5Eo/HP3r0iN5PUVGRvQwrBEFRUVGKioo9\n6VBQUCAlJaWurr5jx47k5OS9e/eam5tzc3MznvAyUlhYKC0tPWHChPDw8AsXLuzevdvU1JSH\nh+f27ds/9R0gIPww37598/LyIhAI8H4BGo3W0NA4fvz44IY4jDDd3ZCxMeshbP8CF9LS0nA4\nHHveFgqFMn78+MjIyP5rQaPR+sz5nJiYyM/Pz/7m+ezZM3owFsIAGduG3cD3/MY6iGH3+0Ch\nUPT19fX19T8xVJv4JyMjjUBgWdA7li93d3dHo9F4PB4+qZkwYQKjVQdHC3KMKIejK3pZnWtr\nazdu3GhoaCgiIqKrq+vr69tTGjwKhaKjo+Pg4MC4w0ej0YKDg/n5+aurq3/iS0BA+DnIZHJ+\nfj6cf3GkdRkCgoJYrTpbW6h/Ye8UCkVXV3fWrFmM/nA0Gm3jxo1D8X/q5eX1n68wM8rKyux5\nmBF+gtFs2PXtYweHrCMg/A5gMJiUlBQXF5cJEybo6OhIS0sXFRUVFBQEurmZp6ejKiroVxKP\nHDl76dKePXtycnKamprU1dVVVFQYY2DhaEH6HgYjsI8LfAFHREREIvpXazI9PT0/P//evXuM\nE6FQqPDw8EuXLp0+fXr9+vX9GQcBYeBgsVg1NbWR1mJouHwZ7N3LJJGVBWfOgP6FvWMwGNiH\nT0dHZ+HChePHj6+srLx+/Xp2dnZycrKYmNjgKvvt27f/fIWZkZaW/sYSz4vwy9G3YafLUhYd\nAeGXRkxM7NGjRxkZGZmZmcXFxZ2dnVgsNun+/QZBwZNoNIaeTRSCgLe36KtX06dPp/dtbGyE\nk4VqaGiIiooKCgpmZ2ezP+qys7MFBQVFREQGru3r1691dHTExcVZ5BgMxsrK6vXr1wOfAgGB\nTCafOHHi5s2b+fn5goKCOjo6K1eupEf2/Pp8+AC8vQHj+RUOBy5eBD/yL6ysrPz27ds9e/Y8\nePAgNjZWRkbGwMAgPj5+ENMs0xEVFa1geAtlpLy8XFRUdNBnRBhV9G3YISD8hkybNk1MTMzS\n0pKfn3/hwoUqKioVFRVHDh5cyZABHzQ3g3nzwIsXgIenoqJi5cqVN2/ehDftaDSag4ODg4ND\nRESEo6Mj7O8M09raumPHDldX136muOudrq4uLi4ujk1cXFzwYQECwkBoaWmxs7P7999/PTw8\n5s+f39TU9OjRIxMTk5iYmICAgOHXp66u7uzZszk5OQ0NDXDVY8OeE8j9NBAEdXV1EYlE0NYG\n5s0Dzc1Mzbt2ASOjHx1TSEgoPDx80FTsmRkzZixdurS6uprllS8jI6OkpMTGxmYYdEAYSUb6\nLHgMgPjY/YZQKBRtbW1HR0em6FQaLVdVldXPxt29qqpKVlZ26tSpGRkZnZ2dnZ2dGRkZU6dO\nlZGRUVJSmjhx4s2bN2tra2tra2/evKmrq6usrMyaGetnSUpK6ik/lqWlZT/LyyIg9IK3t7eK\nikpVVRWjMDExEY1GP3/+fJiVuX//vpCQkKKiooeHR0BAgJmZGRqNXr58eT9LvPSHc+fOmZiY\nkEgkNBo9fvz41+z/8vPm9Z61bsSh+wqXlJTQhc+ePZOSklq6dOnI6fVLMZp97Hoz7OLj43fs\n2EF/sIWGho5jpp8FjsY6iGH3G5KamorD4ehOzWQy+ejRo7NmzdJWUPiAQrEs9EnGxpMnT2ZJ\nUNLR0TF58mR3d3cPDw84BT8AAI/He3h4sEer/TQNDQ0CAgLsyVPgKukvX74crIkQfk/q6upw\nONzdu3fZm+bOnevq6jqcynz8+JGbm3v9+vUUCoUu/OeffwQFBbdu3TooUwQGBhKJxHXr1t26\ndevp06cZ8+ezWnUqKlBT06DMNaR8/frVzMwMh8Pp6ek5OTlpaGigUChvb++urq6RVu0XYUwa\ndoWFhfCbEF2ybNkylt0+NBrdU7DerwRi2P2G7Nq1S19fH/65paXF1NRUSEgoMDAwLi5uoY5O\nG7Nt1w1AGqfnysWLF/n4+CgUSnd3d25ubm5u7sCzP1Cp1OLi4jt37rx//x4eLSEhAYvFbtiw\nobCwkEKhlJWVHThwgJeXd/Xq1QOcCwHh4cOHWCyW45bw0aNHx4//H3tnHhdT9wbwM3furM20\nTds0RbsKFaW0aFFerVopUVGyRXjtoZQlJGXft8ruRyJZKkuI7EWJSC8VJSHtM3N/f9z3nXfM\nTGnT4r3fP3zMc84959yZuZ1nnvMsGt25mBkzZpibmwvLDx06RKPR6urqOjn+hQsXCARCVlbW\n36+zsgQKRiNiYkhubidn6U5u3LixYcOG0NDQbdu25faplfd++qRiFxYWhsPh+HNLoopd+T/c\nvXsXABAWFtYt6+xJMMXut0fA2IYgSN4QvYkAACAASURBVFRU1IgRI9D/T5kyRVNTs7S09OHD\nh2PHjhUXF58gZLRrlpVFfjyrQhCkoKAAANBSVuEOcPLkyf79+4N/4molJSXXrVvHZrNTUlLQ\ndP+o356MjEx8fLzIwmUYGO0iNTVVTExMZFNSUhKLxerOxejo6GzevFlYXltbC0HQvwpZR3Fx\ncfk3f29ZGcJkCprrWigk2DHq6+ufPHlSXFyMPap9kd6s2LXovp2Zmamrq6umpiYgV/gHExMT\nPT2969evd87HDwOjx8jOznZ2dpaVlSWTySoqKgEBAW/evEGbNDQ08vPz2Wx2dXX14cOHN2/e\nfPPmzeHDhzc3N7NYrCYvrzxra/6h4MpK4OUFfsxgUltbC/5RwjrP/v37fX19AwICSkpK6uvr\nKysrN2zYsG7dutmzZ7u4uLx8+fL9+/eZmZlFRUUfP36cM2cOrtUaRxgYrVBZWXn16tWDBw9W\nV1fX1tbyngt+8vLyfkVEZyt8+fJFZEQnlUoVExP78uVLJ8fPy8uztLQEAICmJuDlBcrL+Vvf\nubl9HzOmk1OgFBYW2tvb02g0AwMDVVVVBoMRERGBGuCPHz8+YcKEIUOGjBw5ct68eSJLF2Jg\n/ISWND4pKSmBOieoxY5f4ubmxmAwfo3G2YvALHa/JYcOHYJh2NfX9+TJk3fu3Dl8+LClpaW4\nuPi9e/cQBPny5YukpGRMTAx6FFVcXEylUtGXEATdv38faWoqV1cX/EE/fTr/FKtXr9bS0uqS\n1VZVVYmLi2/dulVAfuvWrR7xYcf4XWloaAgNDSUQCGQyWVVVFYZhPB7Pc0vgUVpaKi0tvWPH\nju5cm6Gh4Zo1a4TlFRUVAICHDx92cvx+/folJCQgCIJMny7waN/G4eSkpAAAEhISo0aNunHj\nRodnyc3NlZCQcHR0vH79enV19Zs3bw4cOKCgoIAWdxYTE5s0aVJcXFxERISlpSWJRDp06FAn\n7wvjV9CbLXYtKnYwDAcFBfFLnjx5cvbsWX5JYGAgDMO/amm9Bkyx64Xk5ORs27ZtyZIl+/bt\n60Bd1OLiYjKZLJCBncvlTp48WV1dHfUvTkpKwuPxHh4eFAolMjJSS0srPj6eTqfPmzcP7f+/\nbds+QJCgbrdvH9p6//59cXFxgZ2vwxn5ExMTZWVl+X3GeYwaNQpzpxPm7du3ubm5wofsGK3j\n5eXFYrFSU1PRL1t9ff2iRYsAAEOGDMnLy2tubv769eu5c+fU1NRGjBjRzRXDVq5cqaGhIexL\nt3LlSiUlpc4Hxo4ePTokJATZt0/goS7H4ZgAbNmy5cGDB8nJyZMmTcLj8Xv37u3YLKamph4e\nHgLHr0VFRWgNG4HSutu3b4dhWGQBG4yepU8qdhISEl5eXq1f7OnpKSUl1dVL6nVgil2v4tOn\nT/b29hAEDRo0yN7eXlVVFYKgkJCQdulMK1eu1NPTE3Zt+fLlC4VCSU1NRV+eP39eVVWVZ96W\nk5PbsmUL76olS5bM1Ndv+tHfjg3DZxcvDgwMJJFIQUFBaOfi4uLAwEA1NTUcDsdkMl1dXVG7\nYNuJioqytLQU2TRv3rwxY8a0a7TfmMbGxoiICGlpafQjw+Px9vb2/4UYry4BDQbPy8sTkK9a\ntQp130QLnJBIpJCQkO7/k/jlyxcVFRVbW9uSkhJU0tjYGBsbC8PwyZMnOz/+sWPHrMlkLpHI\n/0Q3AjACgkgkEr9dfPfu3SQSib/wYBt59eoVAKCgoEBA/uXLFzwer6enJ3yJo6Ojv79/eyfC\n+NX0ScVOX1+/lTrlKCoqKgYGBl29pF4Hptj1HjgcjpmZmb6+Pn8d64yMDDk5udmzZ7d9HE9P\nz1mzZolsGj58eHR0NL9EV1dXXl5+8uTJ/IpgWVkZg8HYtm3bRqED2QoYDnZySk5ORnvev39f\nUlLS3Nx83759WVlZx44dGzduHAzDiYmJbV/whg0bDA0NRTZNnTrV29u77UP9xnA4HCcnJwUF\nhf37979+/bqqquratWsODg4SEhLCygqGMDNnznR2dhaWc7lcJpMZFxeXkZHx4MGDzsefdpg3\nb96YmpqiGeaGDRtGo9EkJSX/Pj/tNNz376spFIHHeSYOJyMjM3bsWCkpqffv3/M6GxgYRERE\ntHeKixcvUqlUYXlmZiYej1dSUhJu2rlzZ1d5dGB0IX1SsZs7dy4AQGT6IpS0tDQAAO9Y6jcG\nU+x6D6dPn6bRaKWlpQLy9PR0PB4vcIrRCm5ubnPmzBHZZG5uLuDHc+fOHRiG5eXl8/PzORxO\nTU3NhQsXNDQ0zM3Na2pqJCQkCiwsBDYDzrBhSH09giCNjY0aGhoBAQEC50Tx8fEUCoVnePgp\n169fh2FY+Mabm5vV1NQ2btzYxnF+bw4ePEin04uKiviFXC7X3d3dzMysp1bVh3BxcWkpO6mV\nlVVkZGQ3r6cl7t+/v2fPnpiYmNTU1K9dlVWuvh4xMRF4kA/g8TIyMu/eveNwOIaGhvw+D7Nm\nzfL09GzvJFevXiUSicKnxhcuXCCRSGpqasKXHDlypJujjzHaQm9W7FqMip0+fToEQYGBgfn5\n+cKtz58/DwoKgiBo+vTpnQvewMBoBxcvXnR0dFRUVAQAcDicW7du7d69Gz0W6dev35UrV9o4\njo6OTk5OjrC8vr4+NzdXoH62qanp4cOHKyoqdHV1xcTExMXFPTw87Ozs0tLSYmJicDic9bNn\nuVQq/yXQ/fu1EyYAANLT09+/fx8fHy9QQCw0NFRDQ+Pw4cNtXPCIESP09fWDgoLq6up4QgRB\nFi9eXF1dHRAQ0MZxfm8SExOnTJkiEKqJw+HWrFlz586d1/zl4DBEQaPRWootra6uptPp3bye\nljAyMgoODl6wYIGjo6O4uHgrPT9//vz58+c2DTp1Krh3j1/QNHRoRXj4gAEDlJSUIAjy9fXN\nyMjgtUIQxOVVjm4zenp6HA4nKytLQN6/f//GxkaBvzwoBQUFaJIjDIy20orSFxERAQAgk8mB\ngYHHjh27desWepAUGBiIZnBYuXJldymgPQlmses9ODs7L1iwAEGQ7OxsTU1NGIa1tbW1tbVh\nGKZQKFOmTGnjOPn5+TAMnzp1SkC+ePFiJpNZW1srfElERASRSPTz80tKSnr79u2dO3fQ4CFx\ncfGQkBD2X38hiooCP/cvWFvr6OjIyMhs3LiRV8SCzWajJ1khISE/dWPl5/Xr1yoqKmpqasuX\nLz98+PDatWuNjY3FxcXT09PbPsjvjZKSUksH3BQK5eLFi928nj7Htm3bWCxWfX29gLyoqAiC\noLt37/bIqjpAcXHx2LFjJSQk0G2OyWQuXrxY5HP9NzExglFQiopIaenZs2fpdDp64dGjR5lM\nJu8KY2PjZcuWdWBtPj4++vr61dXV/MLU1FQAgKurq0DnT58+KSgobNq0qQMTYfxSerPFrjXF\njsvlrly5EoZhYXUQhuGVK1f+R9IqYopd78Hf33/ixInPnj2j0WhBQUG8iqufPn2SkJAgkUjP\nnz9v41Dr1q0jEAiLFi26c+fOX3/9lZ6ePn78eAKBkJaW1tIlCQkJaB5gAAAEQSYmJrNmzVJR\nUfk7NjA7GyGRfjiQxeEW6OoqKChoaGhISkouXLjQ2NiYQqHgcDhVVVV9fX1HR8d23f6XL19W\nrVpla2vbr18/MzOzuXPnvn37tl0j/N6oqant379fWM7hcAgEwtWrV7t/SX2Lb9++KSoq+vn5\n8ReeqqysNDExGTlyZA8urO3U19dPnToVh8PhcDg5OTkYhsXExMaNG6eiomJkZCT6z3hqKoLH\n/6DVkUhIdjaCIHV1dYqKimjN5fXr1/N8yo8ePYomS7K0tLS0tJw5c+adO3fauMJPnz7p6ekp\nKyuvXr06JSUlMTER/YkYEBBAJBJnz56NevI1NzffvHlz0KBBQ4cOFVa1MXqcvqrYoRQVFS1f\nvtzGxkZbW1tHR8fGxmb58uVtd2b6DcAUu95DQkKClJSUo6Ojk5MT/++K+/fv43A4Kysr4Z+8\nrXD69Gl9fX08Hg8AIBKJI0eObEtx1c+fP+fl5aE/4r29vX8oqn3okMDv/iYKxYROr62tHTp0\nKABg2rRply9fvnv37p49e6hUqoSEBL87NkYn8fDwmDBhgrD8+vXreDyeZzTFaIUHDx4wmUw1\nNbWQkJDo6OjAwEBpaekhQ4b0lXfPw8ODTqcrKCigC25sbESftWXLlqmqqi5evFjwgufPEXFx\ngcc2zceH137lyhUSieTu7t6/f/9p06Zdu3Zt7ty5EARBEOTk5BQVFRUVFeXk5ITH49teh6m2\ntnbVqlXGxsY0Gk1ZWdnZ2fny5csIgmRmZmppaQEAZGRkSCQSev5bVVXVNW8NRpfStxU7DEyx\n6z00NTXp6upCEHTs2DGe8NmzZ2pqar6+vhcvXiSRSO3NrVVXV/f69euOZZhzcXFBf83zaA4N\nFdgk3uLxgWPGEIlEfX39adOmod3OnDmDx+OHDBkiMggRo2NkZGTg8XiBI9fq6mp9fX0scLjt\nfP78ecOGDV5eXsOHD584ceK+fft+XeX4x48fx8XFoUpkRkaG8CnQ3bt3w8LC3N3dAwMD4+Pj\neUZ6kVy5coVIJEpLS+/7J50kytGjR8lk8saNG+Xl5X+YorISUVMTeGDz/viDSCQePnyY1/Pa\ntWvy8vJoKRcCgaCmpkYkEq9cucI/xeXLl8lkclJSUmfeDQRBOBxOfn7+6dOn09PT+4oy/d8E\nU+z6Nphi16tAgx4oFMqoUaMmT55sYWGBx+Pd3d1ra2vR8jtlQjVbfx2hoaH29vb8kqzr19OE\nKsneAEBHXT00NFRTUzMnJycsLIxIJK5Zs+bu3bs4HE441rWTsNnsc+fOhYWF+fv7r169uvM1\nNPsQERERaHL1pKSk8+fPr1mzRllZefDgwa0rBBjdT0NDg7+/Pw6H09fXR5VIIpFoYWFRXl6O\nduBwODNmzIAgyMrKavbs2f7+/qqqqtLS0gIaFT8zZswYPXo0AODZs2f8ci6Xq6iouGrVKgBA\nZWXl39LGRsTSUtC1zsEBYbPj4uLIZLKioqK9vb2JiQmFQtHV1c3NzX337l1jY+PgwYNFeteF\nhYUNHjy4y94gjN4Nptj1bTDFrlfx/ft3HA63fv36pUuX+vn5rVq16ubNm2jT7du3cTjc9+/f\nu20xWVlZeDye/wD3/PnzLBqtWkFBYMM4IyGBnvnicLiBAweeOHECQRAul0sikdBTmK6ipKRk\n6NChYmJidnZ2kyZNMjc3R+tntOY5/jNqampycnJycnL6xFNw6dIlJycnJSUlGo02bNiwqKio\nztw7xi8iKChISUmJ/9kpKSkxMTExNDREi15ERUVJSUnxb5xsNnvBggViYmIt+QI5OzvPnDkT\nAJCbmyvQZGVlNWPGDADAvyr+pEmCWp22NvLlC9pYXl6ekJCwZMmSdevWXbp0iVf05du3bwAA\nkQnG7927BwD49u1bx94QjL4Fptj1bTDFrrcxbNgwkUW05s6dK1zU8lcTGBgoIyOTlJSEfkPS\n09MBANowXC8mJrBtpNvZDRo0SOCLRCaTW8kW2V6ampoGDRpkbW3Nf4iTl5enqqoq0vnsp5SW\nlnp6ekIQhHqjQxDk6enZ5SZGkVy7di0oKMjY2NjY2DgoKOj69evdMClG91BYWIjD4W7duiUg\n//jxo7i4+LFjx+rq6mg02uHDh4WvNTc3nzFjhshhfX19AwMDFRUVhYvY6unpeXp6slisvw9Y\no6MFtToGA2lDccKysjIAAH+CdB7df2KA0YNgil3fBlPsehvnzp0jEAhHjx7lFx45cgSG4XPn\nznXzYpqbmyMiImg0Gg6Hk5SUBADg8XhXV1fk2jWEQPghSBaAUz96ej169AiHw7U9TfFPQYNL\nPn/+LCDPycnB4XD5+fntGu3Dhw8qKiqmpqaZmZnfv3///v17ZmamqampiorKhw8f2jJCdXV1\nx2Ln58+fD8Owh4fH+vXr169f7+HhAcNwS7lzMfoc27Zt09TUFNnk4+MzefLkrKwsCIJEmlo3\nb96sq6sr8trt27crKiouW7aMxWLxhyW9fPkSgiAZGZm/a0WcOoUIVHkmEJBr19qy8ubmZiqV\nKvLvTHJyMpVK7XA9aIy+BabY9W0wxa4XEhcXB8PwsGHDQkJCQkJChg0bBsNwXFxcT62ntrb2\n/v37Z8+ezcvLO3nyJAzD69ata961S9AqQKEg/yQDa2pqsrOzs7Oz68Jl+Pv7t2SZGzBgwNat\nW9s1WnBw8JAhQwTqR9XV1RkYGAQHB7dyYUFBgZeXF4PBAADQaDQbG5uMjIy2z3vw4EEqlXrt\nx4322rVrVCr14MGD7bgBjN5KRESEtbW1yKb58+c7OzunpKTQ6XSRHQTyyfFTU1PDYrF8fHxG\njBihoKAQHh7u6empoqKC2pvl5eUfPHiA3L2LCNUN26ij4+npuWrVqrZEqfv4+FhZWfEOZ1HY\nbLalpaUPXzgtxu8Nptj1bTDFrnfy4sWLiIgILy8vLy+viIgIkYcjPcXRo0cZDAaZTD4kKyuY\nAEVa+nV6+okTJ0xMTBQUFLo2cxAvgbMw1tbW7coozmazJSQkUF9AAY4fPy4hISGwsfG4efOm\nmJiYvb39yZMnnzx5cuHChSlTpuDx+F27drVxal1d3fDwcGH5ihUrBg4c2PZbwOi1/NRi9+DB\nAwBARUUFT37x4sXx48cPHjxYXl5eWlq6pXTTjx49YrFY/fv3Hzx4MK/cC5FIdHR0tLe3H0Ak\nNkhKCvq/qqsvX7581qxZgwYNotPpvCrPLfHmzRsZGRlXV9dX/xzdvnz50tXVVUZG5s2bNx16\nPzD6Hphi17fBFDuMDvD9+/crV65siY8vMTQU2EgKAFCTlPTz8+tyZ7WgoKBx48aJbFJTU9u5\nc2fbh/rw4QMAoKCgQLgJLTMo8jS2vr6+f//+wi5Q+/btIxKJAlVcRfL161cAgMiEgmhANOac\n/hvwUx87DoejpKSE/hThcrkzZswgEokTJ07ctGmTjIyMnp4ekUicMWOGyIP+6urqmJgYcXFx\nGRkZPz+/vXv3/p0C6cuXCnl5gYfx64gRyD8/UbhcblRUFIlE+umvxOfPn5uYmAAApKWlpaWl\nAQDDhw9vr6sDRp8GU+z6Nphih9Epvn9Hhg0TPJO1skIaGrp8qtOnT9NoNGF9MSMjA4KgNloH\nm5ub37x5U15eDgB49OiRcIeHDx8CAL78Ez/Iz7lz56hUqsiHZciQISLtcAK04pxeUFAAAOCl\nw8Do0/w0KvbEiRMwDG/atGn79u00Gi07O/vt27e2traqqqpfvnzJzs6m0Wi7d+8WOfjly5dJ\nJNIPOW4aGhArK4HHsEpdHREKorexsWljccKXL1+ePn369OnThYWF7b19jL4Optj1bTDFDqOz\nVFQg6uqCup23N8LhdO08HA7HzMzMwMCAf6fJzMyUl5efNWvWTy+/f/++ra0tkUhEQ0BIJNLE\niROFu0VHR7d0jrZ27VpTU1ORTbNnz/bw8PjpGpqbm8XExM6ePSvcdObMGTExMcw5/ffgp3ns\nEAQ5fPiwpKQkBEEsFktDQwOCIDMzM95xZ1RUlLa2tsjB161bZ2xs/O9rLhfx8xN4AIsBaBBV\nkW/r1q0tDYuBwaM3K3aQcB1YDAyMLkZWFpw7ByQlfxCeOAGWLOnaeSAIOnfunLy8vK6urp6e\nnqOjo7q6up2dnaenZ1xcXOvXXrp0ydzcXFZWNjU1taSk5ObNmxYWFklJSfPmzePv9uTJk3Xr\n1oWGhoocBEEQNEG/MC3JBYBh2N3dfePGjWw2m1/OZrNjY2Pd3d1FVq9uF+/fv1+8ePHIkSO1\ntLQcHBw2bNjw/fv3To6J0V5IJNLhw4cfPXo0adIkeXl5V1fXtLS0mzdvKigo8Pr4+/s/e/aM\ny+V6eXktWrTo3r17t2/fVlVVRVsdHBxevHiBJpYToLm5mUQi/ft68WKQmPhDBzGxcVQqqX9/\n4WulpaVFjomB0Wfoac2yD4BZ7DD4qays3Lt375w5c+bMmbN3795/E9n/lOvXERJJ0G73ayJ5\n7927t3Xr1sWLF+/du/fly5c/7V9bW8tkMhctWsQv5HA4VlZWAIBx48bt379///79wcHBBAKB\nxWKpqKgMGTJk0qRJ9+/f578kOTmZRqOJzBE9bNiw5cuXt2Xxb9++lZeXd3BwyMvL43K5XC43\nLy/PwcFBXl6+86lhrl+/LikpOWTIkIiIiL179y5cuLBfv34aGhpvRRlvMHoc1CVApK9nK0fz\nJ06ckJKS+rsS2o4dAg8dG4KKdu5s6drIyMgfrH0YGKLozRY7TLH7OZhih8Hj+PHjdDqdxWK5\nubm5ubmxWCw6nX78+PG2Xp+QgAgUHIMg5NSpX7nkNvG///2PTqcLZDZB0dLS0tTUVFNTU1FR\nkZaWptPpc+fOPXjwYFxc3JgxY2AY3rJlC69zXV2dkpLSnDlzBAZJSEggEAhtd0V6+fKlpaUl\nAIBGo9FoNACAlZVVWzTU1qmqqmIwGKGhoRy+Q/CamhpbW1tjY+P2ptxrKS4Yowths9l0Ov30\n6dPCTadPn6bT6SI/hW/fvjEYjNWrVwunrOMCULJ6NZfLVVVVXbx4sfCF/fr1W7t27S+5GYzf\nCEyx69tgit1/iszMzD///NPe3t7b2zs6Opo/j/yNGzdgGN6wYQNvL2Gz2evXr4dh+MaNG22d\nYPVqQaMdmYz0dFmF1atXm5ubi2wKDQ11d3dHECQoKEhLS0sgMiMpKQmCoLv/JOdDECQjI4NM\nJru6up4/f76goCA9PX3WrFl4PH7z5s3tXdXbt28vXLhw4cKFrjKnbdq0SUVF5e8YST7evXuH\nx+N5tela5+zZszY2NlJSUgQCYdCgQUuWLPn69WuXLA9DJJMmTTI2Nv7b/PYPjY2NxsbGkyZN\naumqU6dO2UBQEx4v8LhdsbJCO6SkpMAwvHLlSt7f9ufPn5uammpra2N/7TF+CqbY9W0wxe4/\nQnNzs7+/PwzDDg4OS5YsmT59uo6Ojri4+Pnz59EOVlZWgYGBwhcGBgZa/bNbtIlp0wR1OwkJ\n5MmTrriJDhIdHd1S0MOsWbM8PT2rqqoIBEJaWppwB3d39/Hjx/NLnj596uzsTKfTAQBEItHM\nzKylrGPdjLe399SpU0U2DR06NCYm5qcjLFy4kEgkzp49+3//+19mZmZcXJyGhsaAAQPaWIoD\nowO8f/+exWLZ2Njk5OQ0NTU1NTXdu3fPxsaGxWK1ljDoyZNmobJ+BT8+p7t27ZKUlMTj8f37\n95eVlQUAjB49unsq5mH0dTDFrm+DKXb/EZYtWyYrK/vw4UOehMvlhoeHk8nkwsLCuro6CIJE\nViy9du0aHo+vr69v60xsNuLqKqjbMZlIlyYrbhcXLlygUCjCGUy4XK6enl5kZGRGRgYMwyIj\nUnfv3q2hoSFy2LKysl4VxOri4vLnn3+KbLK0tIyMjGz98rS0NBiGMzMz+YU1NTVGRkZtCfjF\n6DDFxcX29vbo7wQ0atvBwaE1O+7r1wiTKfiIubryUtZ9+PBhzJgxAABJSUkFBQUcDsdgMNqe\nQxsDozcrdlhULAYGAADU1dXFxcXFx8cPHTqUJ8ThcJGRkSYmJrGxsWjZUyaTKXytoqIih8P5\n/PkzAODGjRtRUVF+fn5Lliw5e/asQGjn3+Dx4NgxMGLED8LycvDHH+DDh669rzYyatQoJpOJ\nKj388h07drx8+dLf37++vp5EIomMSBUTE6uvrxc5LJPJ7HwQaxeiqqr6/PlzYTmHwykoKFBT\nU2v98l27dk2YMMHGxoZfSKPR4uPjk5OTP/TQZ/dfQEVFJS0traKiIi0tDf3PxYsX+4uKaQUA\ngMpK4OgIyst/EJqYgCNHAB7/4cOH27dvW1tbl5WVPXz4sLq6ury8vKqqKjg4eNasWZcuXWrj\nkrhcblVVVeduCwPjl4ApdhgYAADw4MGDhoYGd3d34SYvL6+bN29KS0vDMPz+/XvhDu/evYNh\nmEKhuLm52dnZZWRkEInEJ0+e+Pv7Dxs2rKSkRMR8FAo4dw4MHPiD8PVr4OAAvn7tmltqD0Qi\n8ejRo6dPn7axsUlMTMzOzj59+vTEiRPnzp27c+dOFRUVdXX12tra4uJi4Wvz8vLU1dW7f80d\nYNy4cenp6ffu3ROQ79mzp76+3sHBofXLc3Nz0TBhAUxNTWEYzsvL67KFYohCVlZ25MiRI0eO\nRI9NRfP1K/jjD1BY+INw4ECQlrb/+PH+/fszmUwLC4sXL140NTVVV1ej7VJSUtHR0aGhobNn\nzxb4bSNMenq6tbU1WtmCwWB4enqi8bkYGL2FnjYZ9gGwo9j/AufPn2+l6LiioiKCIHZ2dhMm\nTBDuMGHCBDs7Ox8fH3V1df6yQhUVFSNHjhw4cKCA3/e/vH+P9O8veGA0fLhwNvzuoaioyM/P\nT1lZGQDAYDAcHR35Dxr09fUDAgIELiktLWUwGNu3b+/WhXaCKVOmMBiMw4cPo+fO5eXlq1at\nIhAIbTmGU1ZWTkhIENlEoVBEOiBiNDc3l5WVtTfiuIPU1SGWloIPlJISUlKydOlSCoUSHR1d\nUFBgZGQ0bdq0mTNn4vH4U3wx6ejPtqdPn7Yyw44dO/B4/NSpU9PS0vLy8k6fPu3g4EClUtsR\nPoXxW9Cbj2L7kmLH4XCOHj06bdq00NDQq1evCnfYuHHj6NGju3xeTLH7L/Do0SPQQv3TqKio\nYcOGIQiSnZ1NJBLDw8N5ilpjY2N4eDhq7sLhcA8ePBC49vPnz9LS0ocPH25x4oICREZGcCty\ncEBa0gW7BZH+gtnZ2RQKxc/P79mzZ2w2++vXrykpKerq6hYWFsJxpr0WNpsdFRWFBnag/7JY\nrCNHjrTl2lGjRoWGhgrLUVtdcXFxF6+1j3Px4kVTU1PUJY5Opzs7O7euM3WWxkbEwUHwUZKR\nQQoKHj9+DEEQT/NWVFQ8evQo4zQsQAAAIABJREFUgiCrV69mMBj81YdpNBovWEqYV69eEYnE\nAwcOCMhnzpzJYrEOHjy4bNmy9evXX7lyBUuF89uDKXZdAJvNdnJy4rc1enh4CGQZCAgI+BU2\nSEyx+y/A4XBUVFTCwsIE5DU1NSoqKqtXr0ZfpqSkMBgMBoNhZ2dnZ2eH/j8lJWXLli0tlSGa\nMGGCsKHrB3JyEDpdcENyd0d6U9gBSk5OjpGREQAATetPJBJnzpzZFx+Nurq6hw8fnjt3Lj8/\nv+3hHUlJSWJiYgLJctlstqOjY/vCoruL/Pz8Y8eO7dix4/r16+0I7ukK4uPjYRieNWtWenp6\nQUHB+fPnx4wZQyaTMzIyfsl8bDbi4yP4EFGpyO3bCIIsWLCA/wMaMGDAjh07EARpbGyUlJQ8\nceIEKm9oaMDj8SIDpFBWrFhhaGgoLN+wYQMAQEpKatSoUcOGDSOTyQMHDnz+/HnX3iJGrwJT\n7LqAnTt3AgDk5eXXrVu3Y8cOY2NjAIChoWF1dTWvD6bYYXSG5ORkGIZXrVpVW1uLSl68eGFh\nYaGlpcX/6X/79u348ePLli0LCws7fvw4+nN/5cqV1tbWIoedP3++s7PzT+a+elVEUYrJk5Hu\nOcBqJ2VlZenp6Q8ePOC9Ub+I8vLyOXPmGBgYiImJaWlpocbCXzpj63A4HA8PDwaDsXXr1mfP\nnr179y41NdXa2prBYGRnZ/9Qcr6nef/+/ahRowAACgoK2traMAzLy8uLTPP7KygsLCQQCImJ\niQLyOXPmKCkpicyD3Sm4XGTyZMHHh0RC/jnYcXV1nTt3Lq87mp8ILTthYWGxatUqVH7y5Eky\nmdzKn3oPDw/UCY+fAwcOEIlEdXX1NWvWoJLKyko3Nzcmk9mOsjQYfQ1MsesCUPfkFy9eoC85\nHE54eDgAwNjYmGe365hi9+zZswetEhYWhil2/xFOnTolJydHIBB0dXUVFRUBALa2tu/evfvp\nhTt37lRTUxPZNHbs2ClTpvx87jNnEBgW3JxmzWrvLbDZ7Nzc3BMnTly+fBnduurq6o4cObJo\n0aKpU6fGx8d3vn5D9/D06VMZGRl9ff24uLgLFy7s2rXL3t6eRCKdOXOmB1eFpqRmsVjouQGZ\nTNbS0pKTk0NfomXZfrW++1Nqamq0tLTMzc15xsXv379HRkbCMJySktINC1i2bBnqvSDA9+/f\nxcTEkpOTu3i+WbMEHxwYRvi+J15eXjNnzkQQpKamZt68eVJSUujnJSMjo6CggCp2z58/ZzKZ\nCxcubGUed3d3gbP45uZmeXn5mJgYMzMz/noVTU1Nurq6S5cu7eI7xeg1YIpdF0Cn04UPO7Zu\n3QoAMDc3R2tTdkCxKyoqamNtcn4/DIzfmLq6uszMzO3btx85cqTt9qE3b97g8fj09HQB+fv3\n78XExP73v/+1aZTERIHyRwgACJ+l4adcvXoVDVCVk5OjUCgQBNnZ2bFYLAaD4eDgMH78+IED\nB+LxeB8fn+jo6Ojo6JSUlK43n3SaK1euWFhYoA+mpKSkm5sb74NYtWoVjUbrDSlkKysrHz9+\nbGhoqKqqunfv3tzc3Nzc3L1796qqqhoZGfXs78DVq1f3799feA1LlixRVVXthjgGYQWIh5mZ\n2fLly9etW+fh4WFiYuLr67t3796GhoaOT7ZkieAjg8Mh+/bxd1m7dq2Ojk51dbWBgYGGhsah\nQ4fi4+PJZDIaJyQtLT1mzBgSieTl5dW6t+jy5cuNjIz4Jffu3cPhcOhjLqCwrlu3zsDAoOP3\nhdG7wRS7LoBEIo0dO1ZYHhMTAwCwsbGpq6vrmMXu27dvn1tl06ZNmMUO46fMnj1bTk6OX7fL\nz8/X09OzsLDgr0z6E7ZuFdylAECWL2/Lpenp6QQCYe7cuaihjs1mnzt3Do/HMxiMqqoqtM/V\nq1elpKRwOJyKioqpqSmNRmMymSJDkXqKbdu24fF4JycnGIazsrLOnDnj5OREoVBQzycOh6Ot\nrd1LSnkuWrRIVVVV4LitsrJSVVV10aJFPbUqBEGGDRsWFRUlLC8vLwcAPH78uGun43A4qamp\n4eHhQUFB0dHR2dnZIo8sUQYPHkyn09XV1WfPnr1+/fqgoCAGg2FgYNDB0h3Ll4t4XrZuFehV\nWlpKo9EsLCzU1dV5z8KrV690dHRoNBqZTNbT02slZoLHy5cvCQQCfyxUSkoKnU6fPXu2srKy\nwG+ko0ePMpnMjtwURl8AU+y6AA0NjZZKHkVERAAA7O3tx48fj/nYYfQUzc3Ns2fPhiBIRUVl\n1KhROjo6EAQ5OjryNpK2smmTiL3qHzegluByuQMGDBDYTefNm6enp8dkMmNjYxEEefDgAZlM\nnj9/flxcnJSUVGNjY21t7fz588lkMn+9jR4EjTo8dOjQunXrjI2NefJZs2YpKyuj7v8zZswQ\n+Ruvm+FyuXJycvt+tAyh7Nu3T05OrpsSfIiCyWSiUZ/CtB712QHevXuHhgvY2Nj4+fkZGxtD\nEKSrqyvSWFVWVobD4UaOHMmfAOjTp0/Dhw9vyUVVgC9fvly9enXnzp0pKSlfV6wQ8aS0oPSf\nPn0ah8Pp6ent3r07NTU1Pj7ewMBATk4uLy/vwIEDsrKybfy8tmzZgsfjZ86ceeXKlfz8/PXr\n1wMAKBTKtWvXBHrGxsYOGjRIeISPHz9u3LjRz89vzJgxixcvvnXrVlvmxehtYIpdF+Dl5UUk\nEoVLHqHMmzcPAIDH4zHFDqNnKSoqOnDgwLJly3bs2CGc/aStiLRDrF/fyhW5ubkAAAF3wEGD\nBsXGxq5YsQL9UWRvb4+qRF+/fsXhcHfu3EG7eXl52dvbd3CpnSY7O3vmzJlWVlZWVlZGRkZo\ncPGqVatGjBjB61NTUyMmJnbu3DkEQebOnevq6io8DpfLzc3NPXbs2LFjx3Jzc3+1XlVRUQEA\nEHlY/+zZMwBADzrOa2trb9u2TViOlsW7efNmV03U1NSkp6c3YsQI1EiM8uTJExaLBUGQsNY7\nYsQIPB7PH/GGUlRUBEHQ3bt3W5mLy+Vu2LCBRqORSCQdHZ1wMrldtm3083JxcdHU1KRSqfr6\n+qGhoeiy0c+roqKijXd96dIlCwsLMpkMAJCQkCAQCOHh4QJ9OByOkZHRXCE/irS0NElJSXV1\n9aCgoHnz5tna2kIQFBwcjKVH6XNgil0XcOTIEQDAzp07W+oQHBz8i1IuY4odRg+wYIGIfUtU\nlfqKiordu3c7OzsTCITdu3fz70+o5ebIkSOKiooNDQ0EAuHKlStoE51O5/nRX7lyhUAgtJhF\n+VeybNkyPB7v6OgYGRkZGRmJVu1ctmzZ8ePHUZsir6epqSl6AmtlZSXs4f706dMhQ4ag4Qto\n2bchQ4b80qxpnz59AgDk5uYKN6FKdg8GyQYHB9vY2AjLjx49SqVSuzC2IzExUVJSUvhO7969\ni8Ph8Hj8lClTLly48OTJk5MnT44ePRqGYZER4uXl5Wpqav7+/miKRJFzoe6VBw8ebG5uRmJi\nRDwdCxa0stRWPq+nT58CANprWWez2ejxcWxsLI1Gu3jxIq+prq5uypQpkpKS79+/57/k1atX\nFAplyZIl/L4Zd+/eZTAYK1eubNfsGD0Opth1Ad++fYuLi2vFCZ3D4WzYsGHx4sVdPjWm2GH0\nAFyuiFg/AJA1a759+7Z///7Q0NCAgAAfHx8qldqvXz9LS0scDqesrEyj0XjHcPr6+hs2bNix\nY4eWllZpaSkAoLCwEEGQz58/43C4e/fuod0KCwsBAN0fkZCUlEQmky9fvsyTeHh4uLq6ksnk\nvXv3MhgMXv4I5B/F7tKlSxAECXiJvXr1SkpKauzYsSUlJaikpKRk7Nix0tLSr169+kWL53K5\nLBYLTYcmwPbt21ksVg8exb548YJEIq1cuZLf6+vx48dycnLCmRo7Q0BAgK+vr8gmLS2t0NBQ\nGxsbGo2GFjLx8vKysbGZP38+f7dPnz75+PhAEARBkJiYGABAQ0NDOAiprKyMRCKdPHkSQRAk\nNlbEcxEc3HpuIC6Xq6SkJNKQuXXrViUlpQ5/XlwuNywsDIIgPT29iRMnuri4yMrKslgsnkWc\nx7Rp0/jt0DwSEhLExMR6YRgTRitgil3fBlPsMHoGLheZNk14D4uk0+Xl5T08POzt7XE4HA6H\nW7hw4ZcvX9BUIBs3boRhGA01WLx48aBBg+zt7QMCAmpra3nHcLGxsXJycrzEvDdu3IAgqPv3\nlcGDBwvoGStWrDAyMgoLC9PT0zt58iQejw8JCXn06NHHjx8pFIq/vz+VShVOITF27FhbW1uB\nCBUOhzNy5Mhf6o0XERHBYrEEjr/fvXunqKjYswaYoqIia2trNKyYTCarq6ubmZnBMOzn59f2\nbMxtwdnZeUELdjJra2v0TeByubyz15CQEH6LXX19/ZAhQ/T09LKysphM5sGDB8vKykJDQwkE\ngkAe43379v2tK4uy1d3U1W1LxseoqCgmk8nT/lFKSkoUFBRExpq0i4KCgpiYmMDAwPnz5x8+\nfPi7qKqAOjo6W7ZsEZajz2ZWVlYn14DRnWCKXd8GU+wwegwuF5kyRXgna169GkGQESNGTJky\n5cqVK3Q6PSYmJjQ0VFlZ+dWrV0FBQZaWlgiCVFRU0Ol0HA6H7hnm5ubTp09PSEggkUj8/k/T\npk0zNzfv5jv79u0bAIBnNURBgydWrFiBJhi6evWqgYEBL+WQkpLS3r17BcZpamqiUCgiAwJS\nUlIoFMpPVRk2m3358uX169cvXbo0MTGR312sderr662treXl5Tds2HD9+vXr16+vX79eXl7e\nxsamm8s88HP37l1xcXErK6vNmzdPmzbN1NSUyWRCENR6hraOERgY6O3tLbJJTU1N2JyZkZFB\nIBB456GxsbFMJrOqqioxMZFCofACY0NCQrS1tflNaCtXrrSyskLWrRN+Fu4OHjzGxaUtq21o\naLCzs5OVlV2zZs3Vq1evXr26Zs0aGRkZOzu7TuVbaTPdGdSC8avBFLu+DabYYfQkHA4SGCi8\nnzWtWAFBEGqZ27Nnj4SEREZGhpKSEgRBZDIZh8ONGjXKzMyMSCQqKipSqVRTU1O0XgsMw2iQ\nLIIgXC53+/btMAx3f8aTsrIyAAAv5TgPNN0JAODYsWPPnj07c+bMH3/8QSKRWnLDQMc5ePDg\n2rVrQ0JCNm3a9OjRI7TpxYsXAICysrJWlvHs2TNdXV0KhWJsbDx69Ggmk0kmkzdv3tzGu2hq\nalq3bp2uri6BQEDzWq9bt64HK+c2NjaqqakFBgYKHCxu27aNTCZ3eTXbkydP0ul0YVX42rVr\nEAQVFRUJXzJu3DhFRcXz5883NzebmpouXbp0+/btFAplw4YNvD5//fUXACAvL48n2bRp0zZ5\neREnsIGBgZMmTZgwoY0Lbm5ujo2NNTAwIJFIJBLJwMAgNja2a62YrWBkZMQrTsjPx48fAQC8\n7y1GnwBT7Po2mGKH0cO0oNut/sdn7tu3bzgcDoIgNze3yZMnDx06FFXgWCzWo0ePmpubL168\nuHbt2kWLFk2ZMoVMJmtqavr6+vr6+mpqalIolIMHD3b/PTU3N1OpVDTQVYDIyEgIgigUinCC\nYmFevXoFACAQCKampmPHjjUwMMDhcH5+fg0NDdnZ2a0/uZWVlQoKCu7u7jz3fw6Hc/DgQZGF\n3lunsbGxR6JPBLhw4QKFQhHOHsDlcvX09CIjI7t2OjabbWJiYmhoyK/D3bx5U0FBYcaMGfw9\nS0tLT548uXbt2v379/v7+xOJRBKJhMfjIQiSlJTcKpR5TkxM7MKFC7yXZaK+/0hgYG1NDZPJ\nbCWoriWam5u7TZ/jERkZqaamJhy8smLFin79+rUj2yVGLwBT7Po2mGKH0fNwOEhwsPDeVuLl\nhXC5d+7cAQDwvJ3S09NhGH779q2WllZgYKDASKWlpfHx8cHBwcHBwfHx8T1YxcHHx8fKykog\nCpLNZltZWfn4+HA4nJ9moGhubh46dKiYmBi/GpGTk6OkpBQUFLR48eLWU/8vWbJk4MCBwga2\nmJgYeXn57t/4O090dPTw4cNFNs2aNcvT07PLZ6yoqLC1tYVheMiQIS4uLgMGDMDhcFOnTuW9\nqxwOZ+nSpQQCQUZGxszMrF+/fjgcztXV9dy5c/Ly8gsWLBB2R2tsbMTj8X9nhuNykT//FBkt\nUV9b6+3traysLNKhrRfy9etXNTU1a2vrN2/eoJKGhob169fDMNzW4jQYvQZMsevbYIodRq+A\nyz0lIyNih5s+3cPNDQCQk5ODdhw/fvyoUaMQBLl06RIMw+3OkNxdvH79WkZGxs3NjWfvefXq\nlZubm4yMDG/na52jR49KSEjs2bOHRCLxG3hu3bqFw+GIROLx48dbuVxfX3+9qOyAVVVV/FHD\nfYjVq1e35C4ZGhrq7u7+i+a9ffv2pk2b/vzzz127duXn5/M3LVq0SEpKKjk5mXc6/ODBgwED\nBtjZ2QUEBDg6OgqPdvbsWRKJVFJSci87+7ufn/B3/r6R0dTgYCUlJWVl5V+a1KbLefv27YgR\nI3A4nKqqqoGBAZlMlpaWPnLkSE+vC6PdYIpd3wZT7DB6CcvCwhKlpYX3uWN4PI1Mzs3NbWho\nCAsLIxKJqFLS3NwMw7BAgGGv4vnz56jnH4PBYDAYAAATE5Pnz5+38fJJkyaNHz8eQZDIyEg8\nHm9nZxcWFhYWFmZnZwcAcHJyav3yVpzZ+fP89SH+97//iYuLiwxwHj58eNfmOmkLJSUlMAzz\n69woxcXFFApl8+bNMAwLnMO+evVKVlZWRkYGBiBJ+GcMAOkDB1pZWvr6+m7evPnr16/deDdd\nxuPHjw8cOBAfH3/58mVsZ+mj9GbFDm618D0GBkYvYt6ff+odOkTV0PAoKuKX+3A4YlyusZ4e\nQiKJi4ufOXOGFydBJBIbGhp6aL0/R1dX9969e4WFhWj2/0GDBg0YMKDtl3/69ElbWxsAEB4e\n7uTklJSUlJOTg45TXV09bNiw1i9nMBgfPnwQltfU1Hz//l1GRqYdd9I7sLe3FxMTW7lyJVrq\nisepU6cePHhw4MCBbl7PpUuXWCyWk5OTgFxFRcXBweH58+cHDhwIDg4+efKktbW1pKTk06dP\nT5w40dTUNDs4OKqwUOLGDcERFy2yXb/etpuW/6swMDDgD/fGwOhaMMUOA6PPwGAwMjIyvL29\n8/H45RwOf5MLgjxiMkfX1/8xZgxvH339+nVdXZ26unpPLLYdDBgwoBV9LiMjY+vWrU+fPq2u\nrtbV1XVxcZk7dy4aWiErK4smXgYAGBoaGhoa8q7S1NSUlZVtfV47O7ujR4/OmTMHgiB++ZEj\nRyQlJflH6ytQqdQDBw64urr+9ddfQUFBWlpa79+/T05OjouLW7t2rY6OTjevp7y8XFVVVWST\nqqpqYWEhWl52z549d+7cqa6u1tTUJBKJqxcvXnDrFhDS6j5Mm6bwo8KKgYEhgp42GfYBsKNY\njF4Fh8MJDw9fDMNcoVOqbwMGyEMQr9yCn5/fkCFDumFJb9++TUlJOXDgQFRU1IwZM1xdXRcu\nXHjhwoXOV1+IioqCYTggIODQoUPJycmRkZEsFsvAwAB1HDx27Ji4uPjHjx8FrsrKysLhcC9f\nvmx98Pfv30tKSk6ZMoX/7DI1NVVMTCwuLq6TK+887969W7RokY2Njaampr29/fr169v4V+j+\n/ft2dnZEIhEAgMfjDQwMzpw586tXK5L4+PiBAweKbPL39/fz8xMQHj9+XFNSkmtoKHgCi8Pt\nUFfv8lR8PZhuEKOv05uPYjHF7udgih1Gb2Py5Mne3t7I7t0IBAlsga8JhMORkbm5ub6+vlQq\n9VdHAHz8+NHV1RWHw9FoNBiGAQBUKtXV1dXR0ZFEItnZ2XXGC+ratWt4PF4gcWtVVdXgwYPR\nSlZsNtvQ0NDExIS/nMDdu3dZLNaUKVPaMsWdO3dYLJasrKyzs/PEiRMHDx4MQdCyZcs6vOau\n4vr165KSkkOGDImIiNi7d+/ChQv79eunoaHx9u3bNo7Q3Nz85s2bntVdnj59isPh+Cu0pqWl\nzZgxw8LCgkgkjhkz5q+//uLvv3X+/BIKRVCrgyBk9+65c+e6urp2yaqKioomTpyorKwMAGAw\nGI6Ojr1ze8bozWCKXd8GU+wwepzKykr+5Pj/lnI6dgwhEgU2wlIA9AAwNjZ+8ODBL11VbW3t\noEGDDA0Nb9++raGh4eTk9Pbt20WLFsEwfPny5Tdv3ujo6HQmEtPT0xONjRAgMzMTj8ejyVDK\ny8tHjBhBJBJNTEw8PT319PRwOFxAQEDbs8rV1tYmJiYuWLAgKCho48aNwjmTu5+qqioGgxEa\nGsqf26ympsbW1tbY2LirqtA2NDTk5ua2XVPsGG5ubjo6Om/evGlqavLx8SESiU5OTpqampKS\nknp6ejQa7d9MH7m5NeLiglodkYgcO4YgyIwZM7qkQByvMkdCQsKdO3dOnTo1YcIEGIZ7JJsj\nRt8FU+z6Nphih9FTfPjwISgoSE5ODgAAw/CgQYP27NnD5XInTZr0b/H1tDSEShXYDrkSEgia\nBuwX8OnTp7Vr17q5uSkpKVEolLi4uF27dsnIyHz79g3tMG/ePE1NTS6XixpsOpyQQk1Njb/0\nGQ82m00gEHil4rlcbmZm5rp162bNmhUfH//kyZOOTdd72LRpk4qKinCCvXfv3uHxeLTgb2co\nLCy0t7dHK3wAAKSlpSMiIn5RguWvX7/a2dmRSCR1dXUqlTpq1ChpaWltbe2XL19yudw1a9aQ\nSKT8/Pzmq1fZdLqgVkelImlpCIJwOBxtbe3o6OhOLqabK3Ng/MZgil3fBlPsMHqE4uJiFotl\naGiYlJSUm5ublZUVFRVFo9EmT56clJQkKSnJq5eA3L6NCKdBIZGQVrO4dYycnBx5eXlNTc05\nc+b069dv6NChMjIyUlJS/NaU9+/fAwBQfU5XV7ftFboEUFJSSkxMFNlEoVAuXrzYsWF7P97e\n3lOnThXZNHTo0JiYmM4MnpubKyEh4eDgcO3ataqqqtevX+/fv19BQcHJyekXFT/gcrmnT5+G\nYdjIyCgkJCQhIYHf/Gxra7tWX78RhxP4AnMkJZF/dk30my+yOlxWVta0adPMzMzMzMymTZuG\nlkVuiW6uzIHxG9ObFTsIYGBgdBd1dXWrV682MTGh0+n9+vVzcXG5cuVKS52nT5+upaV1586d\nCRMmDB482MLCYsWKFdevXz969CiRSOzfv7+bm1t5eTkAAJiZgZs3m+Xlf7i+sRGMHw82buzC\n9X/79m3MmDFooor4+Hg2mz1//vzCwkIAAFq/C4XFYtFoNLTip6ysbHV1dcem09TUfPz4sbD8\nxYsX9fX1mpqaHRu291NXV0ej0UQ20Wi0urq6zgw+bdq0kSNHpqamWltbS0tLoxasrKysmzdv\nJiQkdGbklsDhcDIyMgiC3Lp1a9u2bX5+fiQSidcaUl+/5OlTIoLwX1KKw9kSCGc+fNi9e7e9\nvf3atWsTExOZTKbAyEuWLLG2ti4rK3NycnJyciorK7O2tl6yZElLK8nLy9PX15eQkBBeoaWl\nZW5ubsdukMvlduxCDIxfAabYYWB0E1VVVaampnv27BkzZszRo0fXrl0rJyfn5OQUGRkp3Pnd\nu3dXrlyJiYlBYxt5GBoaoiGiqampzc3NaIWiiRMnDps0SauyslRc/IdREAQsXAhCQsCPuVE6\nTEJCAgzDu3btIhAIAAAajfb161dpaenRo0eXlpbevXsX7dbY2FhfX0+n0wEAxcXFioqKHZtu\n4sSJ+/btKy4u5hciCLJ8+fLhw4draGh07m56L6qqqs+fPxeWczicgoICNTW1Do9cVFSUnZ29\nZs0aHA7HL9fQ0AgKCkpKSurwyK1TU1NDoVD49TkAAOBwQEiI+507uB87szU1d/n53f7yZfz4\n8XFxcfLy8g8ePHBzcxMYMyEhYcuWLZcvX05JSUETU6ekpFy+fHnLli2JiYkil8HhcHgH0AJA\nENRe/eyvv/6aOnUqmqJFWVnZ09PzwYMH7RoBA+OX0NMmwz4AdhSL0SX4+Pjo6+tXV1fzC1NT\nU/F4vHBxiEuXLpHJZJFu8ocOHerfvz+CIBwOJy0tLTIyMjg4eP369Tk5OUhVFWJuLqLsmJMT\n0hVf4PHjxwcFBfFeTp48+Y8//kAQJCUlhT+Y9NSpU2Qyuaam5sKFCzAM84estgs2m21vb6+o\nqHj48OGSkpJv375lZWU5OzuLi4v/Bo50rXDr1i08Hn/37l0B+Y4dO2g02r9H8G2jubn5xYsX\naFKYixcvUqlUkd0SEhKUlZU7tuCf8uTJEwDAD2epNTWIk5OI76q5OVJVhSBIeHh4S3VvUQYN\nGrR8+XJh+fLlywcNGiTykp9W5qiurhZ4QlviwYMHUlJSpqamu3fvvnbtWmJioqenJwzDLdUy\nwfjN6M1HsZhi93MwxQ6j83z8+BGPx1+/fp1f+Ndff6WlpdnY2AhXzGyLYieaujrE01PEfqmv\nj/yYWqIDuLi4zJ8/n/cyLy+PQCDExMRwuVxJSUkZGZmHDx/m5+crKirOnz//7NmzUlJSixcv\n7syMDQ0Ny5Yt452dQRA0atQogWqkvyVTpkxhMBiHDx9GHcLKy8tXrVpFIBB27drV9kHevHnj\n5ubGs5MxmcygoCAikSjSl27fvn1qampddgM/wuVy1dTU/k1E99dfiL6+iG+ppyfyj9Z15MgR\nRUXFlgb89u0b4KuPzM+9e/cAALxQHn5qa2uZTOaiRYsE5ElJSRAEyf/jzMBisZYuXSpS/0Np\namrS1NScOHGiwDsZGxtLpVL/6vSDhtH7wRS7vg2m2GF0nqtXr/JvqK9evbK2tgYAiImJofuu\ntbU1L7EwgiDv3r3D4XD3798XHio4OPgnVVA5HGTuXBG7JpOJdC6tXUhIiLOzM7/k+PHjFArF\nyMiISqUqKSkBAHA4HIPZmQ0UAAAgAElEQVTBkJGRIRKJS5cu7RJ/fA6H8/r164cPH9bW1nZ+\ntF5FdXX127dvhTV4NpsdFRWFHmej/7JYrHZVi8/Pz2cwGCNHjkxLSystLc3Pz9++fbu0tDQO\nh8vMzBTu7+vr6+np2ambaRXUfLtixYrvmZkIkyni+zl3LsL3bdm+ffuAAQNaGq2srAwAIDI3\nzYsXLwAA5eXlIi9MS0sjEok+Pj5Xr14tKSm5ffv2nDlzcDiclJTU7t27Hz9+/Pjx4127dvXv\n39/Y2Pj79+8iB7l48SKZTP78+bOAnMvlDhw4cNWqVT9/OzD6OJhi17fBFDuMzsN/BFZSUiIv\nL29vb//06VMOh5OQkKCgoDB69GgFBQX+3/oODg6Wlpb88YMIguTk5JBIpLNnz/58ys2bETxe\ncO+kUJBOHBVlZmYSCASB9CVv3rxxcXHB4/HGxsZjx46dO3fu2rVrT548WVpa2uGJfnvYbDaa\n0wQ1EdFoNG9vb2FLT11d3cOHD8+dO5efn9/c3NyuKUaMGOHs7CygWBcUFMAw3L9/f4EDx4sX\nL4p0CehakpOTZ0pJ1QmpdFwIQoRCp//444+AgIDnz5/fvn1bWIVqbm6mUqnJycnCs5w9e1ZM\nTKyVt0ugMoecnJycnByaFpFHRUWFiorKkiVLRI4QHR1tYmIisikkJMTLy6ulqTF+GzDFrm+D\nKXYYnaeoqAgAUFBQgCDIxIkTzczMeFnK5s2bZ2tr29TUZGZmxl9k6e3bt8rKygYGBocOHXr8\n+HFmZmZ4eLiYmFhwcHBbZz13DqHRhKszIWFhSEcNad7e3kwm89y5c+jGWVtbu3XrVgqFsnHj\nxo4N+B+Ey+WOGzdOSkpq06ZNjx49Ki4uTk5OtrCwkJWV/WkZtDby+vVrAEBeXp5wU3BwMI1G\n69ev35o1a86fP5+UlBQUFATDcERERJdMLbyS6OhoX1/fCePH37GxQYTSmjQQCJMZDPTR4BEd\nHQ1BEJlM5rmDW1hYCPyi8PX1HTFihIAC19zcPGLEiH+zPLYMWpmjrq5OXl5+7969wh327t0r\nLy8v0h1i9erVFhYWIoedM2eOm5vbT2fH6Otgil3fBlPsMLoEU1NTDw+PpqYmMTExXu3OoqIi\nOp2OZr0/c+aMgKWhoqJi2rRpLBYLAEAgEAwMDA4cONC+wgOPHiFKSiKOvVxckA4V+2poaPjz\nzz9JJBIaCQhBkJSU1Pbt2zswVF/k/fv3J06cWLNmzaFDhzrs6nf06FEqlfrs2TN+IZvNHj16\ntI2NTVcsE7l48SKFQhHZlJCQoKSkFBUVNWzYMBqNpqSk5OTkdOnSpS6ZV4AdO3YQiUQ9Pb3Z\nAQFP+vUT8T1UUmq6d8/d3Z1MJnt7e69du3bRokVGRkYQBMnIyBw/fryioqKhoSEnJ8fLy4tG\no/EXUykuLpaVlXVxceEdyBYUFDg7O8vKyrY91XBFRQUAQOCzQMnLywMAVFZWCjedOnVKQkJC\nwJqOYm5u3pKdD+N3AlPs+jaYYofRJaCJYW1tbVGn7zdv3hw4cEBBQcHR0RE9LysoKGjJN+jL\nly9lZWV79uwJDQ0NDQ3ds2ePyP1GNKWliJGRiD1VRwcpLOzYvVRVVWVkZBw+fDg7O/v383sT\nCYfDWbJkCYFAkJWVNTc379+/Pw6HGzt2rHC225/yxx9/hISECMufPn0KAOiSGl9XrlwhEoki\nfwPs379fVVW181P8lNTU1L9LdRUWIjo6Ir6BRkZIaSmCIFwuNzk5ecqUKebm5vb29g4ODhIS\nEgIH01wud/z48UZGRvzCgoICMzMzAICkpKSkpCQAwNzcXMD41zqfPn1qybSJprUTGYNcU1Mj\nJye3YsUKAXlycjIejxc5GsZvBqbY9W0wxQ6jq3jx4gWq2KFISUmFh4fzSjnl5OS0FM137Ngx\nOp2upKTk7u7u7u6upKREp9OPHTvW1onr6hBvbxE7q4QEkpLSVXf3e7Nw4UIpKalz587xJA8f\nPtTW1ra1tW1v8dZ+/folJCSIbCKTyWlpaZ1aKIIgCFJeXg5B0K1bt4Sb/Pz8WjorrK2tjYyM\nNDIyEhMTU1RUdHR0bGUx169f9/Ly0tDQkJWVtbKyiomJEbBgmZiYzJ49G0lJQSQkRHz3vL2R\nFsJOrays/o2f5ePly5cAgEKhXyOvX79OTk5OTk4uKipqabUtweVyFRUVd+7cKdy0Y8cORUXF\nlj7clJQUGIYnTZp069atDx8+PHz4cMWKFSQSKSoqqr1rwOiLYIpd3wZT7DC6Fh0dnenTpxcX\nFwvsGeHh4bq6usL9r1+/DsNwTEwMzxGew+Fs2LABhuEbN260dVYuF1m1CoEgES53y5d32OXu\nP0JJSQkMw6mpqQLy4uJiCoXCr+21BRUVFZEl57lcLpFIvHLlSofXyY+np6eRkZHA74T09HQY\nhi9fvizcv7KyctCgQTzfuyNHjqC+d+Hh4cKdo6Oj8Xi8r6/vnj17Tp06tXz5cgUFBUNDQ15M\nRm1tLR6H+ysgQNipDoGgFThcbQsBpwiCsFispKQkkU1UKlX4U+gk4eHhSkpKArE+paWlLBZL\n5L3zuHXrlrm5OS/jsY6ODpbE7r8Dptj1bTDFDqNrOXDgAJVK5elkqOWDxWLhcLgBAwYIWz4s\nLS350wLzCAwMtLKyauOkb9682blz5x4npwYiUYT5ZPRopO1nu78pHA7nwoULK1asCAwMjI6O\nvnPnDq9p9+7dLeUO9PDwaKmua0uMGTNm8uTJwvI7d+5AECSyIio/zc3Np0+fXrRoka+vb3h4\nuMjcJQiCfPjwQVtbW11dPTY2Nj09/dSpUyEhIQQCoaXMgt7e3gYGBgLRsmlpacLRsjdu3IAg\nSCA0u7KycuDAgRMnTkRfluflXRL+mgGA0OmlO3YIJiv+EXV1dZHRDGw2m0AgdHnobl1dnaWl\nJZPJjI2NzcrKysrK2rhxI5PJtLS0bCWVHY/6+vrnz5934EQeo0+DKXZ9G0yxw+hy5s2bB8Ow\nl5eXg4MDBEH9+vWDIMjZ2VnY8lFXVwdBkEBmY5Rr167h8fj6+vqfTrdq1SoYhjU0NDw9PQOH\nDy8SttsBgPTrh2Rnd/F99h3evXtnZGREoVBGjhzp7+8/fPhwCILGjh2Lbu0rV660trYWeeH8\n+fMFcvv9lNTUVAKBcPPmTX5hbW2tiYmJq6tr69cWFxfr6enR6XQHB4fg4GBra2sYhl1cXERm\nXPv27VtYWJienh6RSGQwGLa2ti0ZFz98+IDH40UagCdMmODh4cEvGTt2rLe3t3DP9PR0PB5f\nWVmJZGdzlZWFv2PldLqzmhqDwYAgKDY2lueEIMC4cePGjRsnLL969SoMw20pvPHlyxde1Hlb\naGxsXLNmjba2NgzDMAxra2uvWbOmpeVhYCCYYtfXwRQ7jF9BZmamg4MDAEBDQ2PSpEk8u4uA\n5aO0tFSkXxGCIIWFhQCAn6aL27ZtG4VCOX36NE/yvbT0kchQWQIB2bQJaafH2G9AU1PT4MGD\nLS0t+SNXnj59qqKigiagiY+PHzhwoMhr/fz8+JPUtJG5c+eSSKQ///zz/PnzN2/e3LZt24AB\nAzQ0NFo31zU2Nuro6Nja2vIrNwUFBRoaGj4+Pq1c+NM00QIJtPkRrkihpqa2b98+4Z5sNptI\nILycMQMhEIS/XedxuAA3t507dxoaGqqrq8vJyZmYmHwVFZqdlZUFQRD/NxZBkIqKCh0dHX9/\n/1buovNR5A0NDSJjXTEwBMAUu74Npthh/CJ+bvlAkPr6ehiGFy9ePHPmzDFjxixYsOD8+fPo\nXoX6S7W+DzU1NTEYjK1btwrI2c3NOxQUuML+TwAgrq5osc7/DomJiZKSklVCd33v3j0cDldQ\nUPD06VMcDieQRw1BkK9fv8rIyOzfv78Dk544ccLCwoJOp+PxeC0trQULFvz0OO/QoUPS0tLC\nxUwfPnyIw+FE5uxoI+2qIaukpCTaB66q6rxwTmwAuDhcBA536uTJL1++zJgxQ0xMLDc39+PH\nj9ra2gEBASIn3bBhAx6P9/b23rVr17Fjx5YuXSovLz9s2LBW3qIuyPvYabhcbnFxcVZW1ocP\nH7ptUoweAVPs+jaYYofxi2jF8kEgENLT0xEEKSwspFKpJBLJ6//snXlcTN/7wM/szTQzNdO+\nKe2r9oX0KW20EkWyRsiWVEKyhkrIEh9LyE4fRCoUsmTJXpEW2pSkRZvWmbm/P+73N9/5zExp\nV773/eqPPOfcc557Z5p5POdZ3N39/f2dnJwIBIKtrW1DQ4OXl5etrW33Wzx79gyFQvH9OoyK\nivIdPZpBo/E/ln38mHNya2vry5cvL1y48OjRoz8vnGjevHmzZs3iO6SqqgqbxW5ubhoaGkVF\nReyh+vp6BwcHFRWVnpyGd0PPXURz585lu3K5UFdXP3DgQJ91gAto863M5+/vb2NjwymxsrIK\nCgrinvf4cae0NO97qQ6DmYRCCQsL6+npEQgEBQUF9hl0ampqN0erjx8/njFjhpqampSUlLW1\n9d69e7s/G+1vp5b+wWKxYmJi2N1m4VyKAc/zQBg+IIbdyAYx7BAGiS49H/+f/dfa2qqsrGxu\nbo7H4zdu3Ah/sRUXF6urq6upqeHx+OfPn3e/RWJiIoVC4Tt0/vx5Mpk8CoV6JyjIx7bDYKDN\nm6HOTgiCjh49KioqCneRx2KxAgICa9eu/ZMikJydnflYKhAEQZCVldWWLVsgCGpoaLCzsyMQ\nCA4ODqtWrZo2bRqNRlNXV3///n1RUVFv+30NuJ6Wlpawnn1m3Lhxbm5uXKexhYWFFAolLi6O\nU3j8+HFhYeH/1tvr7IQ2b+bTvw4AaNy4zqIiaWlpT0/Pffv23b17lzP0jcFgYLHYAUmG6Fdv\n5YEgMDCQTCZHR0cXFRV1dHR8+PBh9erVGAwGyZP9U0EMu5ENYtghDBL8PR//HzxXUFAQGxsr\nJibW2Nh48+ZNEREROP7dxsYGrsXaEw9NNx47JycnNBqdmpoKtbdD/v58ylIAAJmbnwgNJRAI\n0dHRcDhUe3v7P//8IyEh0ZXraCSyYMECvmfiEAQpKioePnwY/p3FYqWkpAQHB7u5ua1YsWLV\nqlW6urpwtQs8Hm9jY8PXsBhAFi5c6OHhwXdo9OjRR44c6c/iOTk5wsLCkyZNun//fk1NzefP\nn2NjYyUkJHgbznZ2dtra2srJyV24cOF7ZiZz7Fg+7xwUCvL3h9rboSEpX3L79m0CgcA3nC4u\nLq6rjOaB4tWrV2g0mtdCjYyMpNFof56HGwFCDLuRDmLYIQw4lZWVycnJc+bMIZPJXKFRLBZr\nxowZxsbGEATNnj2bHS3e2Nh4+fLl0NDQ0NDQy5cvq6ur7+fpm85LR0eHqKjovn37uOTNzc0Y\nDGbixIn/FV2/DtHpvN/QjSjUYx8frsvfvHmDxWL55uoOW6qrq6Ojo+fPnz9lypT169c/40gB\njo+PJ5PJvIkL6enpaDSab9nbyMhILBa7Zs2aJ0+elJaWpqWleXp64vH4QerNBQM3nfvy5QuX\nPDU1FYPBcB4T9438/HwHBwcsFgsfJtLp9C1btvBNL21tbQ0ODl4iINDAt6YJnQ5dv86ebGlp\nGRwczLtIYWFhV4lBveX27dsCAgJ8h4bAsAsICODbC66jo4NOp/eikDjCyAEx7EY2iGGHMIC0\ntLQsXboUi8WSyWRVVVU0Go1CoWbNmlVZWdnS0vL8+XM3NzcKhfLmzRsIgpydnQMDA/mu0/Oj\nt7///ltAQODSpUtsSX19va2tLQDg8+fP/5paVgZZWPD5ngYAmjoV+v6dc66Dg8OKFSt6e/u/\nizt37tDp9NGjR8+bN8/Pz8/KygqNRvv6+sK+KAaDYWZmZmBgUFhYyL7k4cOHkpKSy5Yt410t\nNzcXi8XGx8dzyYODg6WkpAavxxqTybSwsNDR0fnw4QNbeOfOHTExsVWrVg3ULu3t7Tk5OaWl\npd1N+v4dmjqV/1vFwgL6dzewI0eO0Gg0rhZhEAR5eXkZGhoOiM5lZWUoFOr169e8Q0uWLHF0\ndByQXbrC1dV19erVfIcsLCzCwsIGdXeE3wJi2I1sEMMOYQBxc3OTk5NLTU2Fj40aGxsnTZqE\nQqHYMddWVlbsXpOLFy+eNm0a33VGjRp17NixHm4aHh6Ow+EUFBRcXV2trKzIZLKUlJSgoCCf\nqQxGzrRpDL5f2BISEEcQekBAgIuLS6/uvT/U19cnJiZGREQcOXLk2bNnvaph8fnzZxKJtGbN\nGgaDwRY+ffqUTqezG0B9//7d1tYWg8Ho6ek5OzurqqqiUKglS5bw9VetX7/ezMyMV97S0kKh\nUK5evdrLm+sFtbW1zs7OaDRaTU3NxsZm1KhRGAxm1apVnLc26CQkQBISXcZl8mjS2dk5YcIE\neXn5f/75p6ampr29/dWrVx4eHoKCggN4eD1x4sQJEyZwhX6+evWKQCAM6isCQZCHh8fSpUv5\nDhkZGe3atWtQd0f4LSCG3cgGMewQBoo7d+7g8Xje3MPz58/j8fikpCSusl6JiYlEIrG4uJhr\n/s2bN7FYLK8LpBtKS0uPHTvm7++/ZcuWhISEJ0+eoFAo3gIfEASFh4d7q6hACgr8/TFeXlBN\nDQRBPj4+M2fO7LkC/eHUqVNCQkJUKtXU1FRNTQ2LxZqamva8MejSpUvHjx/PKz99+jSZTObs\nLvD06dPo6OigoKAjR45000t+ypQpXXnIzM3Nd+zY0UPF+sybN2+OHDkSGhoaFxfH7XYdVGpq\naiZO5P/GUFDgyqTmpKWlxd/fn0gkAgDQaDQAYNy4cW/fvh1A1YqLi2VkZAwNDc+dO5ednf34\n8eNt27aRyWS+TT4GloiICFVVVd4qgFVVVez0doQ/DMSwG9kghh3CQLF06VJXV1deOdyJnLcc\nGovFsrW1VVNTe/XqFVty7do1Go22bt26/mjCYDAkJSUjIiK45O3t7erq6iEhIVBDAzR3Lv+v\ncAmJjgsX5OTk+lNfo+dcvHgRi8Xu27eP7TwrKyuzs7OTl5fnrejGFw0NDb6q/vz5E41GP+7a\nHOmKadOmdXUMbWZmFh4e3tsFRwb//NPEN4EaAGjuXIhfqWEu2tvbs7OzMzIy+P6Pov98+/bN\nx8dHXFwcAIDFYrW1tY8dO9Yr526f96VQKBs3buQUtre3T548WUdHZ0idqQhDBWLYjWwQww5h\noOhDzFxDQ8OMGTNQKJScnNzYsWNFRETweHxISMgvewn8ktOnT+NwuGPHjrGXqqqqcnFxkZGR\nYX/vsuLj6/l1EYAASCYQGvPy+qnDL2EwGDIyMuwDUzatra0qKird92ivra2NiIiYOnUqDocz\nNzc/fvw4b8U4Mpl88+bN3mq1ZcsWXV1dXnl9fT2RSPwDq5dVVEBubnzfBu1U6kwcbrgV9aiu\nrh7iBhI3b96E+9Ht37//6tWr4eHhmpqaUlJS3fh9EUY0w9mwQwMEBIShgkql/vjxg+9QXV0d\nlUrle8mlS5c+fvy4c+dOV1fXI0eOlJSU7NixAz7P6g9z587dt2+fv7+/pKTk+PHjVVRUZGRk\nPnz4cOPGDTqdDgCAIOg+nX5o6dLbeDzv5Y7t7RRTU/D334DF6qcm3fD27duKioqlS5dyyQUE\nBObPn5+cnNzVha9evdLS0jp+/LiMjIy4uHh7e/u6devMzMyqqqrYc75//97c3CwtLd1brebN\nm5efn3/48GFOIQRBAQEBUlJScGJKN/z8+bO3Ow4epaWlT548qa6u5h2qra19cP9+werVkIYG\nSEjgc7GrK76gQCEoKCIiYtAV7Q2ioqIEAmEod3R2dn779q2iouLJkycXL16ckJDg4uKSnZ2t\nrq4+lGogIAAAEI/dr0E8dggDxeHDh6WkpDiDumDy8/PRaPSLFy+GXqWysjJ7e3s0Go3H42Vl\nZfF4PIVC2bNnT2Vl5fjx4/F4vJmZmZubmx+NVsf3DA4AyMwMevdukNTrpsDyhQsXpKSkqqur\nL1++vGXLlujo6Pv378Pex8bGRikpqXnz5sGh9Fu2bFFSUiovLzczM7OysmKvsHnzZjk5ub75\nPk+dOoXFYmfNmvXPP/88ffr0zJkzlpaWVCq1m5LRDx8+tLe3h2sQSklJeXp6FhQU9GHrAYHF\nYh06dEhSUpL9XaCpqZmSkgKPlpaWOjo66qFQz/lWNwQAotGgM2fgyc+fP0c+IRH+1xjOHjvE\nsPs1iGGHMFA0NTXJysrOnDmTswlVVVWVkZGRnZ3db1EJztK9c+cOHIrU3t5+/PhxQUFBaWlp\nMzMzzvyMN8nJt4hE/l/zWCzk7w8NQiFWuB883wIi+/btk5KSIpFIoqKiVlZW+vr6eDxeV1c3\nLy/v4MGDMjIy7IdcX18/evRoGxubhw8fotHo58+ft7e37969G4vF/vPPP33W7cmTJ05OTiIi\nIgAAOTm52bNnc+Yx3Lp1y8vLa8yYMWPGjPHy8lq1ahUGg5k3b15CQsKLFy/Onz9vY2NDJpOf\nPn3aZwX6A9wpYe/evUVFRe3t7e/fv/f394c7JVRUVGhIS/8jK8vi20wCAMjNDeKo+ZeXlwcA\n4K0CiIDwB4MYdiMbxLBDGEDevn0rKys7atSoxYsXb9u2bc6cOUJCQsbGxtXV1UOvTGpqKh6P\n5yyKBrNy5UoAALvqCpuMjAwPFKpTVJT/972kJBQXBw1orHprayuFQjl16hSXnMViqaiooNHo\no0ePsoPTv3375uzsLCMjM23atIULF3LOLyoqGjduHNsxKSgoSKPRzvy/zwmmra0tOzv7v52y\neqMkl27Lli3D4XCzZs06cODAgQMHJk+eDACwtLTkDORnsViLFi0aPXr0EEeDQf/fKYE3WzMy\nMpJOox0ZO7ami8DKWjwe4jGFb9y4QSKRhqapGgLCMAEx7EY2iGGHMLDU19fv27fP09Nz/Pjx\nCxYsOH36NN9iaUPA0qVL+daimz9/PpFIPHnyJO+QsrJybFQU5OPDvwUZfDL7qw62vWL79u3C\nwsKcuaudnZ3+/v4oFIq3nwGc1auiosI3SeXVq1eqqqoTJ05MSUlpbGxky/Pz8ydNmgQ3BwMA\n0On0zZs397kZ7tGjR7lccZs3b1ZRUSGTyVylBxsaGohEYh+yN3pFQ0PDvn37Zs6caWFhsXDh\nwjNnzqxevZpvp4TOjIyXWCz/lxWFSpSQEMVguB4Lg8GwsrLqqiEbAsKfynA27JDkCQSEoUZI\nSGjVqlUXL158/PjxiRMn5s6di8PhfosmX758UVVV5ZXX1NSIioqWlZXxDsnIyJT//AmOHwcP\nHwJNTT6LPn8Oxo4Fc+aAL18GRMn169fPnj3b0tLyr7/+WrFixezZs5WVlePi4gAAa9eu5ZqM\nx+PnzZtXX18P99vlwsDAoKmpydPT08HBgUKhwMKcnBwTExMUCnX37t3a2trPnz9HRUUdPXp0\n6tSprD7lhURHRwcHB48dO5YtycnJmTRp0po1a/bu3cs5k0ql6urqvn//vg+79JCsrCxtbe09\ne/aQyWRbW9v29vaVK1fGxcWpqan9a96XL2DOHKyFhRGDwWcVTU3w8CHhzJkaJtPNza2oqAgW\nFxUVeXh45OTk7Ny5c/BuAQEBoVcghh0Cwv8uXWXpiomJNTU18c3SraioEBMTAwAACwvw7h2I\njASCgtyTIAicOwfU1EBICGho6KeSaDT64MGDmZmZEyZMqKqqIhKJa9asOXz4MJlMhrN3uZCX\nl2exWHfu3MnJyeEaOn/+fH19vYODA6dwyZIl1tbWycnJVlZWdDpdUVFx/vz5586de/DgwenT\np3urbUNDQ15enqOjI6cQgiA0Gu3o6JiXl9fY2Mh1d30zH3vCz58/nZ2dzc3NCwoKjh07tmnT\nprNnz8Imb1JSEltjEBIC1NTAuXMAgriXEBQEkZHg3TtgYQFHE1ZWViopKYmJiYmJicEpKQ8f\nPlRUVBwonV+9euXv729nZ2dnZ+fv7//q1auBWhkB4X+F3+0yHAEgR7EIfyqHDx+WlpbmzdKN\njo4GANy5c4dLnpGRgUKhuLu2l5VB06fzP78DABIVhaKjoYEOI8vIyECj0Xz/KqOjo7W1tadP\nny4tLX3z5k049qulpeXQoUNEIpGrvxPch57dC6Surm7RokUkEgn+eMRgMIsWLaqrq+u5YpWV\nlQAAruplISEhpqamHz9+BABUVlay5T9//iSTyQkcjdoGlq6ysIOCggAALx4/hqKjoa4iJgGA\npk/n7PoaFhampqYGQVBubm58fHx8fDxvDxUIgr58+bJ169Zp06ZZW1uvWLGC913UDVu2bMFg\nMHZ2dhs2bNiwYYOdnR0Gg+lhT2QEhKFkOB/FIobdr0EMO4Q/laamJhkZGS8vL874/aqqKkND\nQwqFwpUVm5mZKSsry5WU8F/S06ExY7o0EUaNgmJjoYGLr29raxMSEjp+/DiXnMVimZiY+Pn5\ntbW1+fv74/F4AoEgLy+PwWCEhYUPHjzINT8lJYVEIsG/19XVaWhoaGtrX7ly5cuXL/v27RMV\nFdXW1tbQ0Oi5bdfZ2cnbLvbjx49YLHb16tUUCoWzD0FgYKC0tDTfnN8BwcvLa8GCBbzyyi9f\nfFCoKgGBrl6vHDQ69/BhzkueP39OoVCOHDnS/Y4JCQlkMnnMmDErV67cuHGjq6srDofz8vLq\nSWrFxYsXCQRCUlISpzApKYlAIFy6dKkHt4uAMHQght3IBjHsEP5g3r59KyMjIy8vv2TJkrCw\nsLlz5woLCxsZGb1//55dx87d3V1XVxeFQs2dO7e7FE4GA/r7b0hMrEvzTlkZOnOGt0l8Hygr\nKwsJCaFQKGlpaWxhW1vb0qVLqVQq2x6trq5OS0uLi4vLyMhobm7mXSctLQ2Px8Ol7Pz8/DQ0\nNNjtemNjYxUVFRsaGtTV1f38/Hqu27x580xMTLiSDCIjI1EolJaW1sOHDz99+nTr1i13d3cC\ngZCamtrbe+85fD2BhQsAACAASURBVDqdMBjQmTOQsnJXr9EPHO6YgYHl+PE4HG7u3LmHDh06\ndOjQnDlz8Hj8kiVLum/P9fHjRwKBEBYWxjktKytLQkJi/fr1v9RWV1eXb6O8tWvX8u3zgYDw\nG0EMu5ENYtgh/NnU19fv3bt3xowZ48eP9/b2jouLg7N0WSzWvXv3wsPDly9fHh0d3dOW7Q0N\n0Lp1UFcV7wCAVFSgU6egPiUCp6SkmJubs5sKwL/o6el5e3tPmzZNQkJCUlKyV71fq6qqMBjM\ngwcPmEwmnU4/e/Yse8jLy2vatGkQBJ05c0ZERKTndYzLy8ulpaWtra1fvHiRnJy8Zs0aa2tr\nOTk5Mpmso6ODxWIBAEQiceLEiW/evOnV7feWf/Um7uiATp2CVFS6el1aAIhEo6XJZBQKRSKR\nMBiMjo6OlpaWlpbWjBkzuBxpfPHx8bG2tuaVX7x4kUgk8jWs2cChh3zLOz979gz5BEYYbiCG\n3cgGMewQEHpNWRk0fz7UVYVbACAFBejQIYgn/Ksrvn37Zm5ujkKhBAQEjIyMVFRUUCiUpaWl\nvLy8pKTkzJkzV65ceeLECc4iJj1kxowZenp6BQUFAAB2Sb+UlBQMBnPv3j0Igj58+AAAqKqq\n6vmaxcXFNjY2sPUJN3+TkJCgUqmampq5ubllZWX9b/XbE+7cuYPH4/PevoUOHYIUFLp6LRgA\nnMPhVk2dCn/KFRYWGhgYqKqqEonEmJgY9mq/LMqjpqbGOZ9Na2srGo1++PBhN9d+/foVAJDH\nr/swUgAZYRgynA07JCsWAQFhEJCTA6dOgawsMHkyQKH4TCgpAcuXAwUFsGMHqK3tfjEmk+ni\n4vLp0yd5efnKysqXL18WFBQ8efKksLBwwoQJFApFSkrqwIEDCxYsYBcx6TkxMTFMJtPa2hoA\ncO/evfPnz/v4+Li6uoaGhsLCzs5OAECvStIoKCgICQmpqKicPXs2LS3t1atXR44ciYyMFBIS\nmjx5sri4eP9b/fYEe0PDk0pKokZGYPlyUFLCZwYKlYhCBU+cuFtLa098PJlMBgAoKysnJSV9\n/fp15syZmzdvjo+Pt7KyotFoJBJJU1Nz3bp1XIm9bJqamvjmKQsICJBIpK6ughEVFSUSiXAu\nCxcFBQVEIvE/udgICAi/5HdbliMAxGOHgNAvMjOhSZO6dN0BAJFI0NKl0L8zSTm5dOkSlUql\n0+lxcXGc8kePHqHR6MjISFFR0f74wH7+/Llt2zY400JWVtbJyen27dvs0b1798rLy/d8NSaT\nefDgQQCAq6trSEjI+PHjAQDCwsLy8vIoFAqNRvv7+/dZ1Z7y8SO0dClEInX32CdNuhIcrKSk\npKOjs3v3bq4Fpk+fPmfOHAAADodbtWpVQkLCgwcP9u/fr6KioqKiwpnby8bExGTr1q28ctgb\n9+5XDYWnT59ubW3N9TrCNvf06dN7ef8ICIPLcPbYIYbdr0EMOwSEAeDJE2jixO7sDBQKsreH\nEhMhHhPN29t7ypQpgOOolI2SklJoaCgA4Pv37/1UMCIiQkxMrKCggFNYUFAgKioaGRnZw0XK\nysqMjIzweLygoKCXlxdcOcXW1hauOVJXV6etrY1CoW7dutVPbfnDZEKJiZC9fZd9QQCAAHgs\nKGiFxx87dmzz5s1WVlZSUlIXLlzgWikwMNDExAQAsHPnTk55c3OziYmJm5sb7+Y7d+4cNWoU\n72l4cHCwoqIiV+JFcnKyp6entra2tra2p6dncnJyYWEhnU53cnJKSEioqamBIKikpMTd3Z1O\np3/69Inv7bJYrKKiokePHvE1NBEQBo/hbNghR7EICP9zVFdXr1271sTEREREZMyYMT4+Prx9\nGhgMxps3b86fP5+cnPxlQHpIjBsHbt8GmZnAxYX/4SwEgdRU4OoKFBXBjh3g61dOhWVlZWGt\nuC6Sk5Orra0FALAbgvWZgICAsWPHGhsbh4SEXL9+/fr16yEhIcbGxuPGjVu9enVPVujs7HRy\nciKRSH5+fsbGxmPGjKHT6U+fPv306dP8+fOvXr166NAhcXFxKSmplStXQrzVgHtJR0dHbGzs\n7Nmzx44du9jZ+fGkSSwFBeDqClJT+ZQaBgCgUMDFBWRmjm9unnnw4LJly6qrqysrK8XExCoq\nKrjmVlZWwp42+DyajaCgYHR09I0bN759+8Z1ycqVK0kk0sSJE+GoRABAU1PT5s2b9+7de+DA\nAdT/v+gQBC1dutTNzQ2Hw/n6+vr6+mKxWDc3t4ULF2IwmOTkZDc3N1FRURwOp6CgUFRU9ODB\nAyUlJa69IAiKiYmRlJRUVFT866+/pKSkNDQ0kpOT+/goERD+JH6zYTkSQDx2CH8Subm5UlJS\nWlpaERER165dO3DggLW1NVfH0lu3bsnLywMApKWlKRQKCoWaOnVq/11i/yU7G5ozB+qi0/x/\nfrBYyMUFun4d6uiYP3++l5eXnJzcgQMHuFZSUVFxd3eXk5PrvhJHD2EymUePHjU3NxcWFhYW\nFjY3Nz969GjPD3nPnj0rLCxcW1t79OhRBQUFU1NTuLju+vXrAQBUKtXc3JxKpcIBdv1sEfvt\n2zc9PT1JEZGDtraFGhpMNLqbh8lAo6E5c6DsbM4Vli1bpqenh0KhZs+ePWbMGM5SczU1NcLC\nwoKCgmQymTdngslk4vF4voVaKioqJk2aBAAQExNTVVXFYDBSUlJcFZiPHDlCoVC4EmBnz56N\nQqGmTZtWUFDw6tWrXbt2TZo0CY1Gd1XBLiAggEwm79u3r7i4uLOzMzc3NyAgAIPBnD9/vleP\nEQGhbwxnjx1i2P0axLBD+GNgMBja2tpTpkzhqrK2adMmCoUCn2fduXMHh8MFBQVVV1dDEMRi\nsTIzMw0MDMaMGcPbw6BflJZCgYGQkFB35h0AkJhY3sSJ1mRySEiIhIREcXExe4GnT5+iUCgR\nEZHt27cPpGJ9Zd68ebNmzYIgqKSkBIvFioiIXLhw4dy5czgcTlxcfP/+/SUlJSQSKS4uDoPB\niIqK9qqnBRe+BgaXJSWZIiLdPz0WlbobgBdXrvCuAEcoenp6ysnJ0Wg0T0/P+vp6CIIqKyst\nLCxGjRqFQqG8vb357i4gINDNaXJBQUF8fPyxY8cyMjJ4Cx+qqamFhYVxSl6/fo1Go+fNm6eu\nrs4pDw8Pp9Pp7MqCbF6+fIlGo+GcZU527dpFo9Hgu0BAGFQQw25kgxh2CH8McD1e3sodTCZT\nVVU1IiKCxWKpqKjwRvfX1dVJS0tz9eMaEAIXL95AobTIyv7CvAPgi4DAGXl5C2HhrVu33r59\nOyYmRkhIiEAgTJw4kctO/V04OzsHBQXBvwcFBWEwGF9fX2lp6R07dlhaWvr6+mpoaFhbW7e2\ntmIwGDk5udDQUPa17969Cw4OdnBwcHBwCA4O7jLVIDsbCg1t7cHjglRUoP37v+bnAwC4u8BB\nEARB8Pn758+fPTw80Gi0gIAAFosVFhbGYDAEAgGLxaqqqsJHxjwqZAMAOC3snlNfXw8AePXq\nFacwMDDQysrq5cuXAABOM66jo4NGo/E67QICAvgWzOvo6KDT6RcvXuyDYggIvWI4G3ZIjB0C\nwv8Qb9680dXVFRcX55Kj0Whra+s3b97k5OQUFhbCvUQ5odFoPj4+165dG1h9ioqKomNjra9f\nJ5aWPgwJyaDTmV1Plm1rm1Na+qi+fta2be8cHM6uWIHDYHbs2JGcnIzH4zlnQhCUmJi4ePHi\n8ePHOzk5bdiwobi4eGA154u4uDg7HjEiIkJTU/Po0aNfv369efPmkydPjh49qqWlde3atZs3\nb+JwuIULF6akpMCTw8PDDQ0NMzMzdXR0dHR0MjMzDQ0Nw8PD/7MuiwUyM8H69UBNDYwZA7Zv\nFygv70oHFgr1RlYW3LkD8vKAn5+IggIOhystLeWdWVJSgsPhZGVl4+Pjnzx5EhoaamVlpaur\n6+LicvDgwaKios2bN588eRJuccuGyWSuXbvWyspKQUGh+6fR2dmZl5fHFYrX2toKABAUFOQU\nfvr0SV9fHy620tLSwpbjcDgtLS3eGiifPn3S1dXl3bGr+QgI/1Ngf7cCCAgIQ0d7e7uAgADf\nIQEBgfb29rKyMjKZLCMjwztBTU0tNjZ2YPW5c+eOgoKCtbW1v7//kSNHVqxY0aGjo/zwIf36\ndfKPH11dpcRkrgVgLQAAhwO5uSAhAdjaAmFheLSjo2PmzJkpKSmurq4ODg4NDQ2pqanR0dFx\ncXHTp08fWP25cHBw8Pb2rqyslJKSwmAwFy9e1NXVRaPRGhoamZmZt27dmjhxYm5u7qpVq1au\nXKmqqlpZWQkAuHLlypYtW65cuQJn/sJcv359yYwZE2przX78AMnJoKrq19vLyYEFC3Z8/fry\n27dEe3tYhsfj7ezsjhw5YmdnxzUdFsI2sZmZmZmZ2YYNGzgnzJw5MyEhYfz48XDyLI1Gy8rK\nioqKys3NzcjI6EaRz58/BwQE3L59u6OjAwAgISHh5+cXHByMxWLFxMQoFMqHDx/U1dXZ8/F4\nfFtb2/v37ykUCle9uvb2di6rHQBAIBDa2tr4bt3a2trVOxwB4X+F3+0yHAEgR7EIfwwXL16k\n0+l8WwhMmDAhMDAwPT0dg8HwPdk8dOiQmprawOoDWwxJSUk4HO7Ro0f/HWAy/548+Soe395t\nTsC/Mi3GjYM2boTS09euWiUtLZ2bm8u5UVRUFA6He//+/cDqzwWTyTQzM9PX1y8sLIQlYWFh\nAAAcDqenp7dt27Zp06YRCAR3d/eOjo7o6GgtLS0IgvT19desWfOfJVpbofR0aONGaNy47vMh\n/vsjIAB5ekK3bsFlYpydnZcvX86p1du3b4lEop+fH/tDrLGx0c/Pj0gk/rJNHIPBiIqKkpOT\ng78vSCSSh4dHSUlJN5d8+PCBTqfb2trevn3769eveXl5hw8fFhMTmzJlCpyGMn/+fGNjY873\nWHh4uKqqqrGxMVdI3/fv3/F4PGc7YJjIyEhVVVUGT9PhqqoqHA7HG3uHgDDgDOejWMSw+zWI\nYYfwx1BfX0+j0Xirst29exeNRr969aqxsVFAQODq1au8106cOLGrUPo+c+DAAXV1dRcXF96V\nZ82a5ejoSEOj6/fuhWxsuutO9u+fVgCqNTWhkBDo5k2II5PX3t5+wPXnpbq62s7ODoPB6Orq\nOjk5wXU65OXlnZycLCwsFi9eDCfDslgsMzOzFStWNDU1iQGQt3s3FBIC/fUXJCDQw9tkAFCp\npQWdOAFx5ApkZ2fjcLi7d+9yaXX//n1ZWVkSiWRkZGRkZEQikWRlZe/fv9/z+6qtrf38+XNP\nEoTHjx/v6urKNTMvL49MJp85cwaCoIqKChkZmQkTJmRmZnZ0dHR0dCQlJWEwGCqVWlFRwb6k\no6Nj6tSp2tranOm6MN++faNSqRs3buQUtrW1ubq6jhkzhtfgQ0AYcBDDbmSDGHYIfxIXLlzA\nYDCrV6/+8OFDe3t7UVHR3r17yWQyO+o/ICBARkaGq2vn7t27cThcTk7OwCrz4cMHFAolJSV1\n6tQpTnltbS2NRjt9+vR/y2pUVkIHD0IWFlAP/VjsH0VFaPp0KDz85ooVFkpKXAp0dHS8e/fu\n6tWrmZmZA/g3/uzZs/37969Zs+bo0aMBAQFCQkLp6ens0c7S0sOTJ28mEH46OzPk5Xt3O2g0\nZGEBHTwYExpKJBL//vvv1tZWCIIYDEZSUpKMjExXTRra2tpu374dFRUVFRV169Yt3mTVX/Lu\n3buZM2cqKSkRCARtbe3ly5dz2mEwnz9/BgDw9Yz6+fnZ2trCv5eUlDg4OMC+TLhXm6GhIYFA\nsLOzO3z4cGJiYlRUlI6OjoSEBG9JapikpCQikThhwoR9+/ZduXJl586dGhoa0tLSH7vuX4KA\nMIAght3IBjHsEEY0NTU1z549+/LlC1uSkpKiqanJjseQlJQ8dOgQuw5ce3v7lClTBAQEPD09\nw8PD4VLGRCJxkJINvby8sFhseHg4W1JVVWVpaamtrd3R0cGnrMa3b9CxY5CTE0Qk9s4kgn/o\ndMjCAvLxgXbtur9ypY2IiDAAIiIiaDRaUFBw48aNvP6hfvHjB+vNmxPOzsEo1A1x8QJJySY8\nvi9qE4mQkxN07Bj07Rt77f379wsJCWGxWAUFBQKBgMfjV61a1QeLrSf8888/eDze2dn5+PHj\nt27dOnDggIGBgaioaFZWFue0lJQUIpHId4UzZ87IyclxSqqrq+/fv3///n24sM6HDx/mz5+v\nqalJpVINDQ0DAwN507c5yc/PX7RokZ6enqioqKmp6bp16+B1EBCGgOFs2KGgflc//+M5evSo\nr69vU1MTnLSFgDBSSE1NDQoKysnJgf8pLS29adOmxYsXwz0AqqurCwoKZGVl4VrEnEAQdOPG\njaSkpNzcXCqVqq+vv2jRIkVFxcFQsqWlRVFR8fv37+PGjVNRUSkvL3/27JmamlpCQsKPHz/0\n9PRKSkp4NYSvBPfvg5QUkJoKPn/ulxJUKktG5jsW+6igQFhZ2d7LC9DpgE4HVCogkYCgIMDj\nwb8TOQEA4OdP0NEBfv4ELS2gsRHU1YG6OlBTA2pqwLdv4OtX8OULaGzsj17fBAWBvf21traE\nhoY2NFpbW3v27Nnm5ubsCc3Nze/evfv06ZOMjIy+vr6oqGh/tuuKiooKNTW10NDQdevWsYUM\nBmP27NnZ2dnZ2dlY7H/y8NLS0pydnVtbW+EizJycPHly+/btRUVFg6EhAsIQ09HRQSAQnjx5\nMm7cuN+tCzeIYfdrEMMOYSRy+fLlWbNmLV++fOHChaqqquXl5devX9+yZcvy5csjIyPhOSUl\nJe/evWtsbNTQ0NDV1eVNPxwaLl265O3tvWjRooaGBllZWVNTUycnJwiCnJ2dOzs779279+sl\niorA3bsgPR08fAgqKwdf5cFESqrVxOT816+H8vNNPD1PnDjh6OhoamoKAHj+/PmtW7fWrFnz\n30ooQ8KOHTsuXLjw/v171L97wdXW1srIyCQmJtr/fxJuVVWVtLT0w4cPx48fz7XI3Llzm5ub\nB7xiDgLCb2E4G3bIUeyvQY5iEUYcDQ0NdDqd83wTJjU1FY1Gv3nz5tu3b66urgAAYWFheXl5\nFAolJyeXlJT0W7RlsVgzZswQFhbes2fP69evi4qKEhISzM3NxcXFCwoKervao5MnF6DRmbq6\nDE3Nnqdc/M4fDKZFWfkKnT4fAEsZGdg9qaOjExYWRiQSuXJC09LSiEQinIUwZLi7uy9btozv\nkImJSUREBNdkQ0NDrnYRaWlpWCyWbxcyBISRyHA+ikXq2CEg/IGkpKRAEBQYGMglt7Ozs7Cw\nOH369N27d4lE4uvXrw0MDAAAP3782LVr15QpU27evAn3+hxKUCjUhQsXDhw4cPDgQVhnCoXi\n5OR08eJFdqGNnmPh7d0kIeGxdGlZWZmarKzCjx/qLS0ucnKWNBq2oAC0tg7CHfQSIhFoaoIx\nY4CeHjAwAPr6REHBqRA0+u3b9+/fAwC0tbX19fXHjBkTEBBga2vLeamtrW1AQEBUVNScOXOG\nTN/Ozs6uvLl4PL6zs5NTcujQISsrKz09vWXLlunq6tbX16enp8fGxq5Zs4a3lh4CAsKAgxzF\n/hrkKBZhxLF9+/bU1NRHjx7xDq1evTo1NbWxsfH9+/dCQkKcQ4GBgYmJiQUFBVwnbkNJQ0ND\nQ0ODnJxcP3Xo7OzMzs7++PGjkJDQmDFj/hOlx2KB4mKQm/vg2LHqzEwPfX1QXAzKykB7+8Bo\nzwuBAEaNAqNHA2VloKgIVFWBpiYYPRrwhKBx0dTURKVSX7x4YWxszDX04sULU1PTxsZGCoUy\nWGoDAACoqanZvXt3enp6Tk4OGo2eOXNmUFCQmpoae0JHR4eEhMSxY8c8PDw4L2xubo6MjExK\nSvr48SOVStXT0/Pz83N2dh5Y9ZhMZnFxMY1GExERGdiVERB+yXA+ikU8dggIfyB4PL69C2Ol\nvb3927dvfn5+XFYdACAgIGDv3r05OTljxowZWH1aW1tzc3MrKiqUlZVVVFTgChd8ERIS4lWs\nD+BwOENDQ0NDw39J0WigpASUlLA02kwrK9Pjx0eNGgUAAFVVoLISVFQwKiujgoPt9fUNFRVB\nQ0NDWVl2ZqaeqioFh+N09TU0NPz48UNOVRUjKAhIJEAkAiEhICQEaDQgJvafHxkZICUFJCT6\npn9zczMAgEql8g7Bz6e5uXlQDbu8vDxra2sajTZnzpwZM2YEBQW9ePFCX18/Pj6ebaJFRERg\nsVheFy+ZTA4LC4OLMw8GJSUlQUFBKSkpcIMyWVlZPz+/gIAADAYzSDsiIIwkfvdZ8AgAibFD\nGHGkpaXh8fjvHOV5YZhMppqaGpVKvXDhAt8LyWQyXEF3oOjs7Ny6dSvs7YbNFGlp6XPnzg3g\nFn0Arg9sZWXFGQrGYDCWLl0qJiZWV1cHS1avXm1jY8N7eWdnp4iISFfPcEDo7OwkkUg3btzg\nHbp+/TqJRBrgsiz/hsFg6OjoTJkyhd0fIjQ0VEBAYMKECWQyuaCg4MWLF0uWLMFisXxrWQ8q\nHz9+FBUVhRuWlJWVZWdnHzhwQERExN3dnV2yBwFhsEFi7BAQEIYUKysrFRUVX1/fS5cucbrH\nwsLCvn79Ki4uXl9fz3tVe3t7a2vrwPqBfH19r1+/fvjw4cmTJ1Op1KqqqtjYWG9v7+bm5iVL\nlgzgRr0ChUIdPXp04sSJMjIyqqqqGhoa4uLid+/eraiouHHjBo1Gg6d9/vyZr/MSi8Vqamp+\n+vRp8DTEYrGTJ0/es2ePk5MTpyOKyWTu2bNn8uTJ7Aojg8GDBw/y8/Pv3r3LDq0LCwtTVFQM\nCwtrbm5WVVUFABgZGaWlpVlZWQ2eGnzx9fU1MTFJTEyEH4ucnJyOjo6tra2xsfHFixe9vLyG\nWB8EhGHH77YsRwCIxw5hJPL+/XsJCQkdHZ2oqKjExMTDhw/b2dkJCAhcv359wYIFdnZ2vJfE\nx8cLCAj0/K3OYDAKCgoKCgq6auKUkZGBwWAyMzO55H///TeZTK6pqenVHQ0gly9fplAo0tLS\n2trakpKSWCwWi8VOnTr169evnNOmT5/u6+vLdwUjI6Ndu3YNqpLFxcViYmIuLi75+fmwJC8v\nz8XFRUxMrLi4eFC3joyMNDY25js0f/58e3v7xsbGQVWgK+AyeNnZ2bxDK1as4PuuRkAYDIaz\nx+4XAbzDEAiC8vPzb968ee7cubNnz968eRP+1PvdeiEgDC+0tLSys7Pt7e0vXbo0e/bsmJgY\nGRmZN2/eTJ48OSAg4MGDB7t27eKcn5ubu2rVqpUrV/YkSaiurs7Hx4dCoaiqqqqqqlIoFB8f\nn7q6Oq5p8fHxtra2JiYmXPJFixYRicSUlJR+3mPfePTo0axZs0JDQ8vKynJyciorK9va2rZv\n356YmMjlhDMyMrp37x6TyeRaoaqqKisry8jIaFD1VFBQePToUU1NjZqaGo1Go9Fo6urqtbW1\njx49UlBQ6Oqq2trakydPBgYGBgYGnjx5kutF6ezszM3NTUxMfP36dWvXCcLt7e0CAgJ8h4SF\nhYlE4mDnbXRFfn4+kUjU0dHhHTIxMcnPzx96lRAQhh2/27LsBS0tLWFhYTIyMrx3ISsrGxYW\n1tLSMhj7Ih47hD+P+Ph4EolkYGAQFBS0bdu2adOmEQgEd3f3jo6OX15bW1urrq6uo6Nz7dq1\nL1++PH36dOPGjSoqKmpqarW1tZwzXVxcAgIC+C7y119/bd26dWBuppdYWlp6e3vzyr29vS0t\nLTklVVVVVCo1JCSEM3irra3N2dlZV1d3oJrNFxcXr1q1yszMTE5Oztraetu2bfX19ZwTPn36\nlJCQcO3atcLCwu6Xio+Pp1Kp0tLSrq6urq6u0tLSVCo1Pj4eHj179qy0tDT4/2BHCoWydetW\nvrF6Fy9eFBER4ftmmDBhQmBgYF/vtb+kpqbi8Xi+sXQnT54cPXr00KuE8L/JcPbYjZgYu58/\nf9rY2GRmZqLRaH19fRUVFSEhIRQKVV9fX1BQkJ2dvXHjxuTk5Hv37pFIpN+tLALCcMfDw8PY\n2PjEiRPv3r1raGjQ0NC4cuVKDwtSbNmyBYVCPXny5Pbt2+PHjy8tLRUQEGhra8NgMC4uLo8e\nPWLHhJFIJDi7k5empqbf8qfa2tqakZGxZcsW3qG5c+fa2tq2tbWxnVXi4uKXLl3y8PDIyMiY\nPHmyrKxsQUHBuXPnfv78ee/ePa4czIaGhkuXLrGfp7Ozs76+/i/1uXv37tSpU7W0tCZPniwj\nI1NYWBgXF3fy5Mm7d+8qKSnBc5SUlNi/d8Pjx4+9vLy2b98eFBQE68ZkMqOiory8vCQlJT98\n+ODn57dly5aFCxdKSEg0NjbeuHFj9erVX758OX78ONdSDg4OLBZr3759a9as4ZTfu3fv4cOH\nUVFRv1RmkNDR0WEwGM+ePeOtMfHw4cMBz+ZGQBiR/G7LsqeEhIQAAGbNmlVRUcE7Wl5ePnPm\nTADAhg0bBnxrxGOHgMCGyWTS6fSzZ8/GxsZisdhNmzaVlpZCEFRdXb1gwQIUCsUZlLZ3714F\nBQVex8+XL18wGMyjR4+GVHUIgiCooqICAMCOWuMEPsjj/YQpLCz09fU1MDAQFxfX1dX19vb+\n8uUL15z09HQxMTEZGZnp06dPmzZNWVkZhUL5+Ph0n6dZXV0tLCwcFBTEOa2lpWXSpEmGhoZM\nJrNXt9aVJ3L+/Pnm5uZkMvnIkSNcQ8+fP8dgMBkZGbxXnT9/HoPBBAQEfPjwoaOjo6ioKDo6\nmkwm87rrvnz5kpqa+uLFi6H5kHRzczMxMeHaKz09HYvF3rp1awgUQECAhrfHbsQYdoqKit1/\n0jGZTAMDA2Vl5V4t29bWduLEiaPdMmvWLMSwQ0CAqaqqAgA8e/aMSqUePHiQc+jDhw8AADQa\n/ezZM1hS7AXMNwAAIABJREFUW1srIiKycuVKzr/cpqYmGxsbU1PT31KcorW1FYvF3r9/n3fo\n3r17WCy2ra2Nd+jr16/u7u5oNBqFQqFQKDQa7e7uzs60KCkpIZPJfn5+SUlJcPSblJQUkUgE\nAGhra/MWnWETFRWlqKjIexhaUVGBxWIfPHjQ8/tqaWnBYDDp6em8Q+np6Wg0WkxMjO/Z8cSJ\nE1etWsV3zeTkZA0NDbYXQEJCIiYmhvNVe/78Ody5REBAAIVC4fF4X1/fwc6rqKysVFVVVVFR\n2bdvX3p6+rVr1/z8/PB4fFBQ0KDui4DAyXA27EbMUWx5ebmrqyu663LtaDTawsIC9q71nOrq\n6qNHj/IGR3PN6dWaCAh/MHDxlPv37xMIhKVLl3IOdXR0AAD++uuvy5cvm5mZAQDodPrVq1en\nTJmSkZHh4uICH2VevnyZQCDcvXv3t/S3EBAQsLS0PHny5IQJE7iGTp48aWlpSSAQuORVVVXj\nxo2TlJRMS0uDE0FevHixYcOGcePGZWZmiouLR0VFaWtrOzk5OTs7+/n5rV27VkxMDIKgjRs3\nRkREwDEksJ3HxcuXL+3s7HgLl0hLS+vq6r58+dLS0rKH9/Xjxw8mkwmH0PGuxmKxlJSU+Nbv\n1dLS6qpui6Ojo6OjY1VVVWFhoaysLNxTmD367NkzGxub6dOnnzt3TlVVtbW19eHDh/7+/g4O\nDunp6d3UoO4nkpKSL1++3Llz57FjxwoLCwUFBfX09C5duuTm5jZIOyIgjDB+t2XZU8TExCZP\nntz9HBcXFwkJiQHfGjmKRUDgREFBYdKkSX/99ReXfM+ePQoKCqtXr3Z1deWUl5eXr1271tra\nWlVV1cHBYdeuXQPy11ReXv7gwYNPnz719sjy6dOnOBxu8+bN7Oq77e3tmzdvxuFwbF8jJ4sW\nLdLT0+PKzWppadHT01u8eDEEQZqamtHR0aqqqlyur6amJjQaLSoqGhUVxVcTV1fX1atX8x2y\nsLDYtm1bD++opaVl27ZtKBRKUFBQQUFh8uTJd+/eZY/eu3cPDk3me+2iRYs8PT17uBEn8Kk0\nl/Dr168iIiIxMTF9WLAPDGqVZgSEbhjOHrsRY9jNnDkTjUafPn26qwmnTp1CoVBeXl4DvjVi\n2CEgcBIZGSkoKKilpcUpzM/PFxUV3bVrl4uLi6KioqmpqampqY+Pz8OHDwdcgcTERBUVFQAA\n7MIXFRXdt28ffETIZDILCwtTUlKys7PZdhsvN27coNPpoqKidnZ2dnZ2oqKidDqdb5sHBoMh\nJCR06dIl3qFLly4JCQkxGAwpKamIiAgAQHl5OdccCoXi6ek5duxYvmr4+/vzLb3GYDBERUW5\n+nM0NTW9e/eOt/hfbW2tnp6ejIyMoqKipaVlXFzcvHnzsFhsWFgYPGH27NmGhoZYLJY3NLCj\no0NBQSE6Opqvet2Qm5sLACgqKuIdWrdunYWFRW8XREAYWSCG3QDw6dMnuEOivr7++vXr4+Li\nEhISEhIS4uLi1q9fr6enBwAQFhb+9OnTgG+NGHYICJx0dHSMHz8eALB8+fKrV69evXp17dq1\nVCp1ypQp/v7+KBRKW1s7IiIiIiLCzc0Ng8EMbPDTmTNnsFhscHBwfn4+g8EoKys7ePAghULx\n9/e/fPky3PsVPvcUEhIKDw/vqihJQ0PDxYsXQ0JCQkJCLl68yNlbjJNv374BAD5+/Mg7BBs3\n3759MzAwmDdvHplM5poAR3Fs375dWlqaa6i9vf3Nmzc7duxAo9Gpqalco/v376dSqezOZg8e\nPDA2NmYfgyoqKsbFxbEnz5w5c8yYMbW1tbAncsuWLe3t7Tdv3sRgMGlpaVu2bMHhcE+ePDEx\nMbGxseH8HGMymStXrhQREeEqUtMTkpKSBAUF+Q6dO3dORkamtwsiIIwsEMNuYMjJyeGtdMrG\nxMQkJydnMPZFDDuEoaS9vT0tLW3v3r179+5NS0vrxu30G+ns7JSXl4er5tLpdAsLi+PHj584\ncQKLxVIolOrqavbM+/fvE4lETkOkP/z48UNYWHjPnj1c8vT0dBQKhcFgNm/eXFZWBkFQTU1N\nbGwsjUZbunRpP3cEALx584Z36PXr1wCA+vr6jRs3ysrKYjAYrhcLNuliYmJUVVU55SdOnBAX\nFwcAiImJwdkYjo6OcCpGSUlJaGgoFos9efIkPPnatWtYLHbx4sWZmZk/fvzIyckJCwsTEBDY\nuHEjBEHfv3/HYDDsXJDr16/T6XQxMTF7e3tJSUkCgcD2RJaUlCgrK8vJyQUFBR07dmzTpk16\nenrCwsJ9c6nCiSZ8T0KPHj3a2yQ2BIQRB2LYDSSvX7+Oiory8fHx8PDw8PDw8fGJiop6/fr1\n4O2IGHYIQ8aDBw9GjRolICCgr6+vr68vICAwatSowTjN7D+fP39WUFBQVFQMDQ09ffr0zp07\niUQinBXBNXPjxo1c57Z95vz58yIiIrz2RG1tLQaDsba25pI/efKEM0u3bygrK0dERPDKw8PD\nYQumrq5OVlYWjUYfP34cHurs7IyJicFisefPn584cSJnLNqBAwcIBEJUVBTskGtubvby8oK9\ncXDehoKCwj///ANPbmxsFBUV5a3knJSUhMFgsrKy0tLScDgcZ5RhQ0PD+fPn169f7+joKC4u\nzumJbGpq2rVrl4ODg6qq6oQJE9auXct7dtxD6urqcDhcSkoK79CUKVMGIyQGAWFYgRh2IxvE\nsEMYGt69e0cikZYvX87+Mm5oaFi+fDmJRMrKyvq9uvGlvr4+LCzMxsZm1KhRpqamAAC+YWov\nXrwAAAxIFYxt27bxjd86e/YskUjkStqAsbOz8/f378+mBw4cEBYWfvv2Lafw7du3QkJCBw4c\ngP9ZUFAgISGBQqGUlZXNzc2FhYUpFMrx48f37t2Lw+HYvU2/f/8uKCgYGxvLtcXz58/RaPTu\n3bs/f/7MaaVdvnxZWFiYr9fWwsIiODg4OTmZRCLxVfvs2bOysrJ9vutf4uPjo6KiwlX278yZ\nMxgM5vnz54O3LwLCcGA4G3YjptwJAsIfz4YNG+zt7WNiYtgSKpUaExNTUVEREhKSlJT0G3Xj\ni5CQUGhoaGhoKACgsrJSWlpaTU2NdxrcV/Tnz5/9bzBKIBDa2tp45UVFRcLCwnzbm2pra3/+\n/Lk/my5fvvzly5fjxo2bN28eu9zJ6dOn3d3dly9fDs9RUVEpKSmxs7PLzMwkkUjOzs6ioqKx\nsbHZ2dmnT59m9zZNSUkhk8ne3t5cW5iamtrb25eWlubn58NVPGRkZExNTT99+qStrY3H43m1\nMjQ0LCgoWLRoUUtLS35+Pu+Tf/v2raqqan9uvHuio6OdnJx0dHRmz56tq6v748ePBw8e3L59\ne//+/bCVj4CA8FtADDsEhN8JBEElJSWfPn0SFxdPTU3la735+vq6urp2dHTw/YIfJoiJiQkK\nCubl5XFaGCwWq6ioKCkpiUQiiYqK9n8XIyOj0NDQqqoqCQkJTjmBQKirqzMyMuK95OfPn3xr\nyPUcNBp95swZFxeXM2fO3LlzBwCgpaV1+vRpDw8PzmkCAgKPHj26fv16UlJSbm7u9+/frays\nzp8/z9kNrLS0VE1NjW89TmVl5UuXLh07dszKykpNTa28vHzFihV4PF5KSoqvVh0dHTgcTllZ\n2dTUNDQ0ND4+HgDATrAoLi6OjY2Njo7uz413D5lMvnfv3smTJ2/evJmUlCQsLKynp/f8+XND\nQ8PB2xQBAeHX/G6X4QgAOYpFGCSuXLkCNypgF8Vds2YNb1W2rlpdDTdmzZo1fvx4OACura1t\n/fr1nC46GxubDx8+9HMLBoOhq6vr4uLC2R+CxWLB7WF4D6w7OzsVFRV5ky1+F7t37+6qnpyC\nggKVSv38+TNbUl9fDyfDsltcsGGxWJqamjt27IAgaP/+/VgsFo/H43A4HR2dlStXHj16VFpa\netKkSV1lBPeftLS0kJCQ6dOnBwQEXLp0ibdrHALCn81wPopFDLtfgxh2CIPByZMnsVhsaGho\ncXExBEElJSUoFIpMJi9fvpxr5uPHj1Eo1M+fP3+Dlr2hpKREXFzc0dExOzvb3t5eRkYmIiLC\n2tpaTEzs2rVrrq6uVCr13bt3/dwlPz9fRkZGXV19+/btly9f3rNnz19//SUoKKisrDxx4kTO\np8RisQICAmg0Gm/tt99FRkYGBoOBu+ty8urVKwBAcHAwl7ympgaDwZiamnLli0RERAgKCpaX\nl69btw6Hw8EVT9juOjQa7e/vz7c3Wv9pampycHDA4XA2NjbLli1zcXEREhKCz7sHYzsEhOEJ\nYtiNbBDDDmHAqauro1Kp+/fv5xSamZlNmzYNjUZzxZ6vWLHCzMxsaBXsI/n5+RYWFgAAuAsC\nAMDCwiI/Px+CIBaL5eHhYWpq2v9damtrQ0JCzM3NJSQkDAwMfH19CwsLP3/+PHr06NGjR4eE\nhJw+fXrHjh3GxsZUKpU3S/c3wmKxxo0bZ2lpyZmsymAwxo0bh8Vif/z4wXuJs7MzgUAwMjKK\niYm5fft2bGysi4sLHo+Pj4+/c+cOFotl3+DPnz9fv36dnZ1taGjo7u4+SLfg7u6uqqpaUFDA\nltTV1dnb26urqw+SKYmAMAxBDLuRDWLYIQw4586dExUV5TopS0lJwWKxmpqanG2mYmNjsVjs\nrVu3hlzHvmNmZubm5nbz5k3YGckmLy8PAFBYWDhI+9bX12/fvt3W1lZeXt7c3Hz16tW8vrHf\nzpcvX9TV1aWkpFatWhUTE7Nu3TptbW0SidTVEW1gYKCtre2yZcu0tLTwePyoUaMcHR1fvnwJ\nQdCUKVPmzJnDe8njx4/RaPS3b98GXPns7GwUCsWVIAxBUH19vYiIyKlTpwZ8RwSE4clwNuyQ\n5AkEhN9AUVGRpqYmV1N2BweHgwcPrlix4suXL42NjQCAzMzMwsLCmJiYSZMm/SZN+0J5efny\n5cudnZ255GpqaiQSqbCwUFlZeTD2FRIS2rBhw4YNGwZj8YFCVlb29evXx44de/jw4d27d2Vk\nZNzc3KhU6qFDh/jOLy4uVlRU3LdvX3h4+MGDB8vKysrKytLS0uzt7bOysrZt28Z7Cez/y8nJ\n4Uox6T/p6enq6upwpx9OhISEHBwc0tPT58+fP7A7IiAg9BY+yVkICAiDjYCAQEtLC6/c19d3\nxowZioqK7e3t7e3tc+bMycvLW7JkyWDrA0HQxYsXHR0dR40aBfuELl68CEFQ31bD4/Hwf2e5\nYDKZnZ2dWCy2rKyso6OjfyqPYEgkkr+/f0JCwvv37+/cubNt27bp06eXl5ffunWLa2Zpaemt\nW7ccHR2nTZt26NChHTt2FBYWfv/+PSUlpbOz8+vXr1VVVbzro9FoDAbDYDAGXPMfP350ZSxK\nSEjU1dUN+I4ICAi9BTHsEBB+A8bGxllZWZWVlVxyBoORmZk5Z86cs2fPnj17Njg4GE6bHVSY\nTOasWbN8fHyUlJR27ty5c+dORUVFHx+f2bNnM5nMPixoYGBw9+5dLmFtba23t3dnZ6eDg4O8\nvLygoKCRkVFiYuJA3MEIJisra+fOnSEhIdra2h4eHpcvX2YPvX37dtKkSWPHjoVLxGVkZCxe\nvFhZWVlMTMzW1vbWrVsiIiIHDx7kXfPDhw+tra18awr2E0lJydLSUr5DJSUlXVVmQUBAGFJ+\n91nwCACJsUMYcJhMpoGBgYODQ0tLC1vIYrGCgoJoNBpnr9UhIDo6mkajsbsjwGRnZ9NotH37\n9vVhwQcPHmAwmMTERLbk8uXLcDE5IpE4duxYSUlJQUFBZ2dnLBa7e/fu/t7AyITFYq1evRqF\nQpmYmCxatMjd3Z1MJgMAaDTa+PHjFRQUUCiUu7t7fX29jY0N3+YZ4eHhAIC0tDROIZPJdHZ2\n5tufo/+UlJRgMJjbt29zyUtLS0kkUkJCwmBsioAwDBnOMXaIYfdrEMMOYTD49OmTvLy8kpLS\npk2bzp49Gx4ebmZmRqFQUlNTh1gTRUXFyMhIXnlkZKSSklLf1ty+fTsGg5k7d+6JEye2b9+O\nRqNRKJS4uDjcIJXBYERERGCx2M2bN2Ox2I8fP/brBkYmERERVCr1/v37bEl7e7u3tzeRSAwK\nCjp16lRubi4sl5OTO3v2LO8KTCYTg8EICQkdPnz448ePFRUVt27dsrGxodPp7GsHnICAABER\nEc4usVlZWVpaWlZWViwWa5A2RUAYbiCG3cgGMewQBokfP35s3bp1woQJcP8oPz8/rjTSodEB\nAPDmzRveoTdv3gAA+Nbg6An37993c3MbPXo0FosVEhKCm0NwTvD29ra0tDQ1NQ0JCenbFiOX\n1tZWKpXK2zSWxWKZmpquXLmSUzh69OiTJ0/yLsJkMnE43IIFCyQlJeETGDweP3ny5EEtKcdg\nMAIDA7FYrLS0tKWlpZKSEgqFmjJlSp/fJwgII5HhbNghWbEICL8NYWHhTZs2bdq06TfqAH88\n8e2yCgv5pkH0hAkTJkyYMKG1tZVCobi7u+fl5dFoNM4Jc+fOtbW19fX1/fjxY9+26DOtra0E\nAoFva6+h4fXr183NzZ6enlxyFArl6ekZGxvLKdTX179//z5vh9mMjAwWixUeHn7ixImqqqr6\n+nolJSUsdnA/1TEYzO7du1euXPnkyZOCggJZWVlTU1N2M1wEBITfDmLYISD8TyMqKiosLJyV\nlaWhocE1lJWVJSwsLCYm1p/1f/z4wWQyhYSEWCwW15C0tDSTyWxpaRkyA6uurm7r1q1JSUnF\nxcUCAgJjxozx8/Pz8vIamt25NBEUFIRrOHPBm166dOnSSZMmzZkzx97eni1saGjw9/efNm2a\nuLg4fNWAFzfpBnl5eXl5+SHbDgEBoecghh0Cwv80GAxmxowZ4eHhrq6uJBKJLW9paQkPD/f0\n9Oyn1UWn07FYrIiISFZWVmNjI5VKZQ+Vl5djsdjXr19PnTq1P1v0kIqKCgsLCxKJFBwcrKur\n29DQcP/+/YULFz59+jQmJmYIFOBESkqqubm5trZWRESEa4g3vdTW1nb9+vVOTk4LFiywtram\nUqlZWVlHjhwhk8ldVb9DQED43+V3nwWPAJAYO4Q/m+/fvysqKhobG6emptbX19fX19+5c8fY\n2FhJSen79+/9X9/GxmbmzJmjR4/28fHhjK+fNWuWurq6gIBAUVFR/3f5Jc7Ozubm5pxpyBAE\nPXnyBI/HcybwDg0MBkNKSmrnzp1c8ra2NjU1tdDQUN5LkpOTJ02aJCkpSSQSDQwMNm/e3Nzc\nPCTKIiAgcDOcY+wQw+7XIIYdwh/Pt2/fPD092Z0wMBiMp6fnQPWkevr0KQ6HW7hwIYVCsba2\nPn/+fEZGxvTp09FoNBqNPnHixIDs0j3l5eUoFIqrCS/MggULXFxchkAHLs6ePYvD4Q4fPszu\nLPf161dHR0dZWVmuLBMEBIThxnA27JCjWAQEBCAhIXHx4sVTp07BeQwaGhp80yn6xtixY69c\nueLt7Y3FYnNzcxcsWNDe3o5CofT09Pbv329hYTFQG3XDhw8f8Hi8iYkJ75CFhcXWrVuHQAcu\nZs+e3dLSEhgYGBoaqqmp2djY+PHjRx0dnXv37nFlmSAgICD0HMSwQ0BA+A8CAgL6+vqDsbKr\nq2txcXFKSkpOTg4AQFVVFW6QOhh78YXFYqFQKBQKxTuERqN5EztgGAxGbGzszZs3c3NzaTSa\nrq7u8uXLjYyMBkqrxYsXu7u7p6en5+bmCgsL6+rqWlhY8FWSDYvFKioq+vjxI5VK1dHRodPp\nA6UMAgLCnwFi2CEgIAwFVCrV09OTXeCjpqamsLBQUVGRff47qGhqara1tb179463gf3z5881\nNTV5L2lqanJ0dPz48eOcOXM8PDzq6+vT09PHjv2/9u48rsb8///4dU670qZvQkZREopKsoRE\nYxnZssvaWMe+jHUY23wsH7vxQXwMGqZhbEUMIkZ2iZAs05CyRaVo7/fH+X3Pre85MU2dOp2r\nx/2vOa/3dd7X65xrjvPsOtfScs2aNRMnTlRVY+bm5n5+fn5+fsVZ+MKFC2PHjr13756xsfHH\njx/z8/P9/f3XrVtnamoqWyA+Pv769evPnz+3s7Pz8PCwsLBQVZ8ANIa6fwvWABxjB6iK7J4T\ntWrVkv37o6+v7+fnVz6XZe7QoYOPj09OTk7hYnR0tIGBQXBwsPLyAQEB9evXf/78eeFiUFCQ\nVCot8li9shYREaGnpzdmzBjZuSZZWVmnT592dHR0d3fPzMxMT08fPny4VCqtVq1akyZNjIyM\nDAwMlixZwt0ggLJQkY+xI9j9PYIdUEyy3UifGs3Ly+vdu7fs1vUxMTHPnj07duyYl5dXtWrV\nyuGuYo8ePbKysmrRosX+/fsfPHhw9erV5cuXm5iYDB48WLnn5ORkHR2dsLAw5Xl69eo1cODA\nsu5WWaNGjcaMGaNQfPXqlaWl5bp167p27Vq3bt0LFy7I6nl5eT///LOxsfGCBQvKvVNA/Ah2\nmo1gB3ze27dvp0yZUq9ePalUamho2LJly3379ikvFhQUZGhoqJDhcnNzu3bt2q5du3LoMyEh\nwd/fX/bDpUQisbe337hxY15envKSZ86c0dbWVti9J7N161Y7O7uyb/b/iImJEQThr7/+Uh6a\nO3duw4YN9fT04uLiFIYOHjyoq6ubkJBQLj0ClUhFDnYcYwegVJ4/f962bVs9Pb3p06c7Ozun\npaXJ7n8VGRm5YcOGwkvu2rVr5MiRDRo0KFzU0tJavny5s7Pzn3/+aWtrW6at1qpVa8+ePYIg\nJCUlVa1a1cjI6FNLyu45VuTtuQwNDT9+/FiGXRYlPj7e0NDwiy++UB5q1KjR+vXru3TpYm9v\nrzDUs2dPS0vLEydOBAQElEubANSPYAegVMaNG1e9evUzZ84YGBjIKl26dOnRo4e3t/eXX37Z\nrVs3+ZKxsbFDhgxRnsHJycnAwODBgwdlHezkFG7toKxevXoZGRlFZs07d+7Uq1evzForWpUq\nVbKysnJycnR0dBSG3r9/LwhCkS1JJJJ69eolJCSUR4sAKga13QMbgAgkJiaGhoauWbNGnupk\nPD09/f39t23bVriora2dm5urPEl+fn5eXl75nB5bTA0aNGjSpIny9e0SExO3b9/ev3//cu7H\n1dVVKpWePHlSeSg0NNTS0jI5ObnIJyYnJ5uYmHx+8tzc3Li4uLi4uCK3DgDNQrADUHIxMTG6\nuroeHh7KQ23btpVdtU7O2dk5IiJCeclLly7l5uY6OTmVVZeCcOXKlRUrVowaNWrRokVhYWGf\nunCdzPv375cvX66vr797924rK6sRI0bEx8enpaWFhIS0bdvW0dFx1KhRr1+/Dg4OXrhw4erV\nq8PDwz8/YemZmJh8/fXXkyZNio+PL1wPDAwMCwsbNGhQWFhYRkaGwrPu379/9+7dtm3bfmra\nt2/fyu4I4uDg4ODgULVq1YCAgLdv35bFSwBQTtR9kJ8G4OQJ4FPCwsL09fWLHNq1a9cXX3yh\nsLC2tnZ4eHjh4vv375s1a9a7d+8y6vDjx4/9+/eXSqXu7u7+/v5eXl76+vrNmzf/1CkFf/75\nZ926devUqTNr1qz58+fXrFlT/q+lrq7u+PHj379/v2nTpipVqlhaWnp7e7u6uurp6Tk5Od27\nd6+MXoLMhw8ffHx8qlatOmrUqI0bNy5btszb21tHR2f79u0ZGRk2Nja9e/fOyMiQL5+QkNCk\nSZOuXbt+asLk5GQHBwdnZ+dDhw4lJiYmJiYeOnTI2dm5QYMGycnJZfpaAE1XkU+eINj9PYId\n8CmyHUi3bt1SHho/fnynTp0UijNnztTV1Z00adJvv/0WHh6+du1aOzs7BwcHVd2XVtnQoUPr\n1KlTuMPExERPT88mTZoon/Sal5fn7u7u4+OTnp4uLyYkJPTu3dvY2PjZs2cFBQU//fSTjo5O\nYGCg/HTaV69ede/evWbNmm/evCmjVyFvb/fu3X379m3cuHHr1q2/+eabO3fuyIbu3r1ra2tr\nZWU1ZMiQOXPm+Pn5GRoaenp6fua2sxMmTJDdyqxwMS0tzdHRccKECWX6QgBNR7DTbAQ74DNk\nJ0kohKTbt28bGBj88ssvyssfOnSoffv2ZmZmOjo6jRs3nj17dmpqahn1dv/+fYlEonw94Tdv\n3piamgYFBSnUIyIitLW1lXfmZWdn29rarl69Oicnx8rKasWKFQoLZGVlOTo6zp07V7X9f0Z+\nfv6NGzd27dq1a9euGzdu5Ofnp6enb9myZeTIkZ06dRo/fvz+/ftzc3M/9fS8vDwzMzPld6Cg\noGDPnj3m5uZFXgUGgAzBTrMR7IDPePjwYfXq1Vu1avXbb789fPjw+vXrq1atMjExGThw4Odv\ne/CZ2KEqGzdurF+/fpFDgwYNGj58uEJx5cqVbm5uRS4/evTo/v37X7lyRSKRFPlL5b/+9S8X\nF5dSNlxMN2/elB2SWKdOnTp16giC4OTkdPPmzeLP8PLlS0EQivz5+O7du4IgvHz5UnX9AmJT\nkYMdJ08AKBU7O7vr16/b2NiMGDHC3t6+WbNmW7ZsWbx4cVBQkEQiyczMPH/+/NatW4ODg2Nj\nYws/sRxOg33z5k3hg+QKq1Gjxps3bxSKHz9+NDQ0LHJ52eXrXr58aWRkZG5urrxAnTp1Xrx4\nUcqG5W388MMPLVu2NDExsbGx6dGjx+nTp+WjcXFx3t7ejRs3TkxMjI+Pj4+PT0xMbNy4sbe3\nd1xcXDFXIbtsSnZ2tvKQrKh8XRUAGoFgB6C0rK2tf/7559TU1ISEhLS0tEePHk2aNEkqlR48\neNDGxqZDhw5r166dPHmyo6Njp06dnj9/Xm6NVa9e/VNXcUtISLC0tFQo1q1bNzY2Ni8vT3l5\n2UFs1apVy8jISE9PV17gxYsX1apVK33Pb9++bdmy5X/+85+uXbvu3r178eLF5ubmXbp0WbJk\niWwQ7gI0AAAgAElEQVSBuXPnuru7BwUFya/GV6NGjaCgIHd397lz5xZzLWZmZjY2NuHh4cpD\n4eHhNjY2ZmZmpX8tANRA3bsMNQA/xQIlcPToUW1t7UWLFslPRLh3716rVq0cHBzK7dP08OFD\nqVR67tw5hbrszhO//vqrQj05Oblq1aqbN29WqEdGRmppaV28eDEzM9PU1HTbtm0KC8jOupg0\naVLpex44cKCzs7PCSQ+hoaFaWlrh4eHZ2dn6+vqhoaHKTwwJCdHX18/Ozi7milauXGlhYREb\nG1u4GBsbW61atZUrV5a4f6AyqMg/xRLs/h7BDvin8vLybG1tZ8+erVBPS0urU6fOsmXLyq2T\nsWPH1qhR48KFC/LKo0eP3NzcPDw8ijzIb+vWrTo6OosXL37+/HlBQcG7d+927txpbm4+evRo\n2QKrVq2qWrXqyZMn5U/JzMwcM2aMiYmJ7LTZ0nj58qWWltbZs2eVhwYOHOjn55eYmCgIwoMH\nD5QXkP3SnZiYWMx15eTk9OzZ09jY+Ntvvz1w4MCBAwe+/fZbY2PjXr16FXmTXAByBDvNRrAD\n/qmoqChBEJKSkpSHFi1a1Lx583LrJDs7e9SoURKJpEGDBr6+vq6urtra2h06dPjMyQF79+61\ntrYWBEF2vJ2xsfHSpUvlKTA/P3/WrFkSicTFxWXYsGG9evWytLSsUaPGH3/8UfpuT506paOj\nU+QZqdu3b69bt67sBmKXLl1SXiAyMlIQhMIXavlb+fn527dvb9eunbm5ubm5edu2bbdv3/75\nU14AFFTsYMe9YgGoXkJCgpGRkZWVlfKQnZ1ded69VEdHZ9u2bVOmTDl//nxcXJyXl9eGDRta\nt279macMHDiwX79+jx8/jouLs7a2dnR01NPTk49KJJLly5cPGTLk2LFj9+7d++KLL3x9ffv2\n7WtkZFT6bmV3g5VKizj6WU9PLzs728jIyMXF5eDBgy1atFBY4NChQy4uLp86+aNIEokkICAg\nICCgVE0DqEgIdgBUz9jY+OPHj5mZmfr6+gpDb9++NTY2Lud+GjZs2LBhw+Ivr6WlVb9+/fr1\n639qgUaNGjVq1Ej+8O7du7LgaG1t7eHh4enpWbI+7e3tP3z48ODBAwcHB4WhmzdvyvqZO3fu\n4MGDW7Vq1bNnT/no4cOH169f//PPP5dsvQBEg2AHQPXc3Nz09PQOHz48YMAAhaGDBw+2adNG\nLV2Vhezs7G+++WbHjh0NGjSwt7e/cOHC7Nmz27Ztu2/fPuWzbv+WnZ1dixYt5s2bt3//folE\nIq8/efJkx44d69atEwShT58+Dx8+7NOnj6enp+wuvVeuXPnjjz+WLFnSp0+fv11FXl7e2bNn\no6Ki0tLSGjZs2KFDhxL0CaDC4nInAFTP0NBw8uTJkydPjo6OlhcLCgoWL14cGRk5ffr0cusk\nJiZm3rx5PXr06NGjx7x582RX31WhSZMmHTt27MKFC/fu3Tty5Mj169cfPHiQlpbWvXv3Ii+b\n8re2bNly6tSp7t27X7hwIS0t7a+//tq1a5enp2fr1q2HDh0qW2bOnDk3btzw8PC4c+fOnTt3\nPDw8bty4MWfOnL+d/N69e02aNPH19f31118vX748depUGxubTZs2laBPABWUug/y0wCcPAGU\nQE5Ojr+/v46Ojq+v77x588aPH9+4ceOqVaseOXKk3HpYsWKFlpZW69atp02bNm3atNatW2tp\naanwWh6yy6lEREQo1GWXUwkODi7ZtPfv3//yyy/lR9qZmprOnz8/KyurlN2+fv26Ro0aPXv2\nfP36taySl5e3Y8cOXV3dnTt3lnJyoFLh5AkAlY62tvaePXuGDRsWEhJy5coVU1PTAQMGjBgx\n4lO3glC5gwcPzp8/Pzg42M/PT148cODAoEGD7OzsevXqVfpV/P7773Xr1m3btq1C3crKqmvX\nridPnuzXr18Jpm3QoMHJkyc/fvwYGxtrYmJia2tb+GfZEluzZo2Zmdmvv/4qv6uEVCodOXJk\ncnLy7Nmz/f39tbX5RgA0Hh9jAGWoY8eOHTt2VMuqly1bNmnSpMKpThCEPn36XL58edmyZSoJ\ndq9evZJdGEWZtbX1gwcPSjO5gYGBi4tLaWZQEBYWNmzYMOV7hQUEBMyaNSsqKsrd3V2FqwOg\nFhxjB0CE0tPTo6KiFFKdjJ+f382bNzMyMkq/FgsLi6SkpCKHEhMTLSwsSr8KFXr58mXt2rWV\n6+bm5kZGRqq60S0A9SLYARAh2UGxRd681dzcvKCgIC0trfRr6dixY1xc3OXLlxXqb968CQsL\n8/HxKf0qVKhatWovX75Urr9//z49Pb2ixVAAJUOwAyBCFhYW+vr6jx49Uh569OiRvr6+SnJM\ngwYNhgwZMmDAgFu3bsmLiYmJPXv2tLGxKdkBdmWnQ4cOP//8c35+vkJ97969JiYmbm5uaukK\ngGoR7ACIkI6OTpcuXTZu3FhQUFC4XlBQsHHjxq5duyofalYyW7dubdmypZubm7u7u7+/v5eX\nV7169XJzc0NDQyvauQgzZsx4+PDhuHHjMjMz5cUTJ07MmDHju+++09XVVWNvAFSFYAdAnH74\n4YfIyMhhw4a9evVKVnn16tWwYcMuX778ww8/qGot+vr6+/btu3z5ct++fatUqeLt7X3o0KHI\nyMhatWqpahWqYm1tffz48dDQ0C+++KJHjx5Dhw5t2rTpV199NXHixKlTp6q7OwCqUbH+oAQA\nVWnQoMGZM2eGDh1ao0YNGxsbQRD+/PNPR0fH06dPK9+wq5Tc3d014pTSVq1axcXFHThwIDo6\nOiUlZfDgwd26dXN0dFR3XwBUhmAHQLSaNWsWExNz48aN27dvC4Lg7Ozs5uYmv/Bv5WRoaDhs\n2DB1dwGgrBDsAIiZVCrVlN1pAFB6lfovVwAAADEh2AEAAIgEwQ4AAEAkCHYAAAAiQbADAAAQ\nCc6KBVCxPH/+/P79+6ampo6OjoaGhupuBwA0CXvsAFQUV69edXNzs7a27tatW/Pmzc3NzceP\nH5+enq7uvgBAYxDsAFQIly5d8vLyaty48d27dzMyMlJTU3/77bdTp0516dIlJydH3d0BgGYg\n2AGoEMaNG9e/f/9du3Y1bNhQS0uratWq3bp1O3/+/P379wMDA9XdHQBoBoIdAPW7f/9+dHT0\nggULFOo1atT4+uuvf/nlF7V0BQAah2AHQP2ePHliaGhoa2urPOTk5PTkyZPybwkANBHBDoD6\nGRgYZGVl5ebmKg9lZGQYGBiUf0sAoIkIdgDUz8XFRSKRnD59WnnoxIkT7u7u5d8SAGgigh0A\n9TMzMxs6dOikSZMSExML14OCgo4cOTJ58mR1NQYAmoULFAOoENatW9e1a1cnJ6ehQ4c6Ozun\npKScPXs2LCxs/fr1Hh4e6u4OADQDwQ5AhWBkZBQeHr5jx46QkJAjR46YmZk1adLk0qVLzZo1\nU3drAKAxCHYAKgptbe0xY8aMGTNG3Y0IgiD89ddf27dvj46OTk1NdXR09PX1/eqrr9TdFAD8\nDU06xi4/P3/fvn1jx46dPHlykQdZr169unPnzuXfGACROXDgQMOGDY8dO1a/fv0OHTq8efPG\nz8+vX79+KrkHxtOnT48fP378+PGnT5+WfjYAKExj9tjl5eX16NHj2LFjsocbNmzo3bv3zp07\njY2N5cvcuXPn5MmTamoQgEjcu3dv8ODBixcvnjVrlrx49+5dHx+fefPmrVy5ssQzP3z4cNSo\nUREREUZGRoIgpKent2vXLjAw0N7eXgV9A4AG7bELDAw8duxY9erVly9fvnnz5ubNmx88eNDb\n2zslJUXdrQEQldWrV7dr165wqhMEoVGjRuvXr9+4cWN6enrJpn369GmbNm0MDAxu376dlpaW\nlpZ2+/ZtAwODNm3asOsOgKpoTLDbvXu3trZ2RETErFmzxo0bd+nSpQULFty4caNTp05paWnq\n7g6AeFy8eLFnz57KdV9f35ycnJs3b5Zs2nnz5tnZ2YWEhDg5OUkkEolE4uTkdPTo0Xr16s2b\nN0++2LVr10aMGOHq6mpra/vVV19t2bKlyOs2A0CRNCbYxcTEtG7d2sHBQfZQKpUuWrRo48aN\nV69e7dq1a0ZGhnrbAyAa79+/NzMzU67r6+sbGBiU7C/J3NzcQ4cOzZgxQ1v7/xwAo6OjM2PG\njEOHDsnS28aNG1u1avXu3buhQ4cuXLiwfv368+bNa9++fYl3EwKobDTmGLvs7GxLS0uF4oQJ\nEzIzM2fOnOnr6ys//A4ASqN27dpxcXHK9cTExPT09C+++KIEc75+/TojI8PR0VF5yNHRMSMj\n482bN/Hx8VOmTNm9e/fgwYPlozNnzvTy8poyZcr27dtLsF4AlY3G7LGrXbt2QkKCcn3GjBkL\nFy48e/Zs7969s7Ozy78xACLTq1ev7du3p6amKtTXrFljZ2fn5ORUgjkNDQ0FQXj//r3ykKxo\naGi4fv36Hj16FE51giDUrFlzw4YNu3fvfvfuXQnWC6Cy0Zg9dk2bNj169GhqaqqJiYnC0Pff\nf5+WlrZ27VotLa1/Om1ycvKUKVOysrI+s8yTJ0/+6bQAylpWVtbRo0ejoqLS0tIaNmzYuXPn\nunXrqmTmCRMm7Nmzx8fHZ9u2bU2bNhUEISUlZeXKlevXrw8JCZFIJCWY09jYuFGjRiEhIcrX\nWw4NDW3UqFHVqlWvXbumcMaGTMeOHQsKCqKiory9vUuwagCVisbssevVq1d2dva+ffuKHF2z\nZs2oUaPy8vL+6bRaWlqmpqZmn1W9enVBEHR1dUv7GgCoyPXr1xs0aDB69Ojr16+/evVq/fr1\nDg4OS5YsUcnkhoaGZ86csbKycnFxMTc3t7W1NTc337Nnz6FDh0pzpczp06f/+9//joiIKFyM\niIj497//PWPGDEEQMjMzq1SpovxEbW1tXV3dzMzMEq8aQOWhMXvsfH19165dq3yYndyWLVvs\n7e2Tk5P/0bSmpqYbN278/DKRkZHHjx//R9MCKDtJSUmdOnXq1q3b5s2bZT9xCoJw6NAhf39/\nMzOzCRMmlH4V1atXP3r0aHx8vGyPoKOjY9OmTUv5192IESNiYmI6duzYo0eP5s2bC4Jw9erV\nI0eOTJo0afjw4YIg1K1bNyYmRvmJT548+fDhg6r2RwIQN0lBQYG6e6joIiMjW7dunZWVxU47\noCKYPn362bNnr127pnD0xaZNmxYuXPjixQsdHR119fa3zp07t2fPnjt37giC4OTkNGTIEC8v\nL9nQ5s2bFyxYcOfOnRo1ahR+yvDhw6Ojo6Oiosq/WwBFys7O1tPTu3jxYqtWrdTdiyLNDnZP\nnjxJTEz09PQs07UQ7ACVS0lJOXfu3P37901NTZs0adKyZcviH7vm7Ow8bNiw6dOnK9RTU1PN\nzMwiIyNbtGih6n7LQ05Ojre3d1JS0tq1a728vKpUqRIbG7t8+fLffvvt7NmzHh4e6m4QwP9X\nkYOdxvwUW6Q1a9b8+OOPGp1NgUrov//979SpUyUSScOGDVNSUh4+fOji4rJ37147O7viPP3N\nmzc1a9ZUrpuYmBgZGb1+/VrV/ZYTHR2dsLCwWbNm9enTR/a1kZWV1axZs4iICHd3d3V3B0Az\naMzJEwDEYd++fWPGjFm6dOnr168jIyPv3bsXHx9vbm7eoUOHYt4h8H/+53+eP3+uXE9JSUlP\nT//MkbgVn5GR0Y8//vju3bvr168fO3YsMTHx2rVrpDoAxUewA1B+8vLyZs6cuXDhwokTJ8qP\nhKtVq9bhw4f19PTWrl1bnEk6d+68e/du5Rtt/fTTTxYWFq6uripuutxVqVLFzc2tQ4cOCgfb\nAcDfItgBKD9RUVGJiYljx45VqOvr6w8fPjw0NLQ4k0yfPv3Fixf+/v7yawgXFBTs27dvzpw5\nS5curchnTgBAWdPsY+wAaJakpCQjIyMLCwvlIVtb26SkpOJMYmlpeerUqb59+1pbW7u6uhob\nG9+5cycpKWnp0qWjR49WdcsAoEk0O9ht2LBh3bp16u4CQHGZmZllZGR8+PBB+Uq8r169Mjc3\nL+Y8TZo0uXv3blhYWHR0dEpKSo8ePTp37mxtba3qfgFAw2h2sJNKpVIpvyYDGqNZs2aGhobB\nwcEjRowoXC8oKAgODpZf0a04dHR0unfv3r17dxW3CACajFQEoPzo6+vPnj172rRp58+flxdz\ncnKmTp16584d2Z21AAAlptl77ABonNmzZ7948cLLy6tVq1bOzs7v3r27ePFiZmbm0aNHbWxs\n1N0dAGg29tgBKFdSqXTDhg3Xr1/38fFJTk42NjaeM2dOXFxc+/bt1d0aAGg89tgBUANXV1cR\nXHAOACoa9tgBAACIBMEOAABAJAh2AAAAIkGwAwAAEAmCHQAAgEgQ7AAAAESCYAcAACASBDsA\nAACRINgBAACIBMEOAABAJAh2AAAAIkGwAwAAEAmCHQAAgEgQ7AAAAESCYAcAACASBDsAAACR\nINgBAACIBMEOAABAJLTV3QCAyisxMfH69esJCQn29vbu7u6mpqbq7ggANBvBDoAafPjwYerU\nqTt27DA0NLS2tn78+LG2tvaCBQtmzpwpkUjU3R0AaCqCHQA1GDhwYHR09MmTJzt06CAIQm5u\nblBQ0MSJE7Ozs+fPn6/u7gBAUxHsAJS3kydPnjhx4vbt2w4ODrKKtrb28OHDDQ0NhwwZEhAQ\nUKNGDfV2CAAaipMnAJS3w4cPd+7cWZ7q5Pr06WNhYREWFqaWrgBABAh2AMqb7GwJ5bpEIrGz\ns3v27Fn5twQA4kCwA1DejI2N3717V+TQ27dvTUxMyrkfABANgh2A8tamTZuwsLAPHz4o1B88\neBATE+Pp6amWrgBABAh2AMrbkCFDtLW1R44cmZmZKS++ePFi0KBBPj4+zZo1U2NvAKDROCsW\nQHkzNDQMDQ319fW1t7fv3LmztbV1XFxcaGioo6Pj3r171d0dAGgw9tgBUANnZ+eYmJhvv/02\nMzPz3LlzhoaG//nPf/74449q1aqpuzUA0GDssQOgHlWrVp04caK6uwAAUWGPHQAAgEgQ7AAA\nAESCYAcAACASBDsAAACRINgBAACIBMEOAABAJAh2AAAAIkGwAwAAEAmCHQAAgEgQ7AAAAESC\nYAcAACASBDsAAACRINgBAACIBMEOAABAJAh2AAAAIkGwAwAAEAltdTegAXR1dQVB0NPTU3cj\nAACgopDFg4pGUlBQoO4eNEB0dHRubq5Kppo/f/6HDx9GjRqlktlQ0QQGBgqCwPYVK7avuLF9\nxS0wMLBKlSpLly5VyWza2tpNmjRRyVSqxR67YlHhxrOyshIEwd/fX1UTokI5c+aMwPYVL7av\nuLF9xU22fd3c3NTdSNniGDsAAACRINgBAACIBMEOAABAJAh2AAAAIkGwAwAAEAmCHQAAgEgQ\n7AAAAESCYAcAACASBDsAAACR4M4T5a1i3loOqsL2FTe2r7ixfcWtkmxf7hVb3t69eycIgpmZ\nmbobQZlg+4ob21fc2L7iVkm2L8EOAABAJDjGDgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwA\nAABEgmAHAAAgEgQ7AAAAkSDYAQAAiATBDgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwAAABE\ngmAHAAAgEgQ7AAAAkSDYqVNISIhEIpFIJPPnz1d3L1CB9PT04ODggQMHOjo6VqlSxcTExNPT\nc/v27fn5+epuDaX1+PHjwYMHW1lZ6evr29vbz58//8OHD+puCirAx7ZSqQxfu9rqbqDyev36\n9ahRo4yMjNLT09XdC1Rj+/btU6dO1dXVdXV1dXJyevnyZWRk5MWLF0NCQg4dOiSV8neUpoqJ\niWnTpk1qamq3bt3q1q174cKFZcuWnTlzJjw83MDAQN3doVT42FYeleRrl/9l1Wb06NFSqXTq\n1KnqbgQqU7t27c2bN7969erSpUu//vprREREdHS0paXl0aNHg4OD1d0dSi4gICAlJeW///3v\n0aNH161bd+3atYEDB16+fHn16tXqbg2lxce28qgkX7sEO/XYuXPn4cOHAwMDzc3N1d0LVMbP\nz2/cuHEmJibySsOGDWX/iERERKivL5TKzZs3r1692rRp0+HDh8sqUql01apVUql069atBQUF\nau0OpcXHtpKoPF+7BDs1iI+Pnzx58ogRI7766it194IyJ/vC0NPTU3cjKKHw8HBBELp06VK4\nWKtWLWdn54SEhLi4ODX1hTLEx1ZkKtXXLsGuvOXn5w8bNszU1HTt2rXq7gVlrqCgYPfu3YIg\n+Pr6qrsXlNCDBw8EQXBwcFCo169fXxAEgp348LEVmcr2tcvJE+Vt9erV58+f//333wvv+YdY\nLVq06PLly7179+7YsaO6e0EJpaamCv+7C6cwU1NTQRBSUlLU0BPKEh9bkalsX7sEuzKRn58/\nadKkwpVp06bVrVv3zp0733333dixY318fNTVG0rvU9tXYbFNmzYtWrTI1dV1586d5dgdyons\n6DqJRKLuRqBKfGxFphJ+7RLsykR+fv6PP/5YuDJgwABbW9shQ4bUrFlz1apV6moMKlHk9lUI\ndqtXr54xY4abm9upU6eMjY3Lt0GokuyvfNl+u8I+tScPmouPrcgUFBRUxq/dApSXnJycz2+L\ngIAAdfcI1Vi4cKEgCC1btkxJSVF3Lygt2VfCnDlzFOouLi6CIMTGxqqlK6gcH1vxqZxfu+yx\nKz9SqTQgIEChePfu3cuXLzdt2tTNza1NmzZqaQyqNW3atLVr13p5eYWEhBgZGam7HZSWt7e3\nIAgnTpz44Ycf5MXExMTo6OhatWrJTqGApuNjK0qV9GtX3cmyspOdpDNv3jx1NwIVyMvLGzVq\nlCAInTp1+vDhg7rbgco0b95cEIRdu3bJHubl5Q0ePFgQhCVLlqi3MZQeH9vKRvRfu+yxA1Rm\n9erVgYGBUqnU3Nx83LhxhYecnJymT5+ursZQSjt27PD09BwxYsTBgwdtbW0vXLhw48YNDw8P\ntqkI8LGFyBDsAJVJTk4WBCE/P3/fvn0KQ506deIbQnM1btz4xo0b33333enTp8PCwqytrefO\nnTt37lxuFCsCfGwhMpIC7ocDAAAgCtx5AgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwAAABE\ngmAHAAAgEgQ7AAAAkSDYAQAAiATBDgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwAAABEgmAH\nAAAgEgQ7AAAAkSDYAQAAiATBDgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwAAABEgmAHAAAg\nEgQ7AAAAkSDYAQAAiATBDgAAQCQIdgAAACJBsAMAABAJgh0AAIBIEOwAAABEgmAHAAAgEgQ7\nAAAAkSDYAQAAiATBDgAAQCQIdgDKVUpKiqQYTpw4oe5Oy9CjR48kEsmAAQPU3QgAsdFWdwMA\nKhddXd1hw4YVrhw4cCAjI6Nfv34GBgbyYq1atcq9NQDQeAQ7AOWqSpUqP/30U+HKuXPnMjIy\n1q9fb2VlpaamAEAk+CkWQEV06dIlPz8/KysrXV3dmjVr+vv7x8bGykdv3bolkUiGDx/+6NGj\n3r17m5ubGxsbd+3aNS4uThCEpKSk4cOHV69e3cDAwNPT88aNG8pPvHfvXvfu3c3NzQ0NDdu2\nbXv27NkS9/D48eMBAwZYWlpKpdLLly8LghAYGNizZ09bW1sDAwNTU9N27drt379f/sTly5fb\n29sLghAcHCz/6TkoKEgQhNDQUIlE8v333yt0YmpqamdnV5xV/23bAMSNPXYAKpzAwMCxY8dW\nq1atW7dulpaWf/755/79+w8fPnzmzBkPDw/5Yk+fPm3ZsqWdnd2gQYNiY2PDwsJu3bp1/vz5\n9u3bW1hY+Pn5PX369NixYz4+Pk+ePDE1NZU/8fHjx61atXJ1df3mm2+SkpL27t3r4+Nz4MCB\nnj17/tMenj175uHhYWFh0blz54yMDH19fUEQxowZ07x58/bt21evXv3Vq1ehoaH9+vVbsWLF\nt99+KwiCr6+vjo7OjBkzWrRo8c0338jmad269T99l4pcdTHbBiBaBQCgVnXq1BEEISkpSfbw\n3r17Ojo6nTp1+vDhg3yZ6OhoIyMjZ2dn2cOoqCjZv2CLFi2SL/P1118LgmBmZjZ58uT8/HxZ\ncf78+YIgLF++XOGJs2bNkj/x5s2bOjo6FhYWGRkZJehhwoQJubm5hV/R06dPCz/MyMho1qyZ\ngYHB27dvZZWHDx8KgtC/f3+FtyIkJEQQhIULFyrUTUxM6tWrJ3/4qVUXp20A4sZPsQAqls2b\nN+fk5MydOzcjI+PN/6pZs2aHDh1u3779119/yZesU6fOvHnz5A+HDx8u+49//etfEomkcPHW\nrVuFV2FqaioLfDIuLi6DBg168+aNLFf9ox4sLCxWrFihpaVVeP7atWsLglBQUJCamvry5cu0\ntLRevXp9/PjxwoULpX9/PrPq4rcNQKz4KRZAxXLp0iVBENq1a1fkaFJSkmwPnyAILi4uhWON\n7ETaRo0aKZ9dm5CQUHgSFxcXIyOjwpU2bdrs2rUrKiqqf//+/6iHpk2bVqlSRWGBqKio77//\n/uzZs+/fvy9cf/78edGvuUSUV138tgGIFcEOQMWSnJwsCMLRo0cL5zM5R0dH+X+bmJgUHtLW\n1v5UMScnp3CxevXqCtPKKqmpqf+0h5o1ayqM3rx509PTU19ff9y4cU2aNDExMdHS0jp9+vTq\n1auzsrKKeMElpbzq4rcNQKwIdgAqFlkys7Kycnd3L6NVvHz5ssiKPBQWvwf5b75ya9as+fjx\n49GjRzt27CgvFj4z9zOkUqkgCLm5uYWLOTk5GRkZFhYWf7vqcnjrAFRwHGMHoGJp0aKFIAi/\n/PJL2a0iKioqPT29cEV29JuLi0vpe4iPj5fPIBceHl74oewX5Ly8PIXnmpmZCYLw7NkzhW+h\nU9EAAAKVSURBVG4Vot6nlMNbB6CCI9gBqFgmTJigra29ceNGhTCUnp4eHBysklWkpKQsXbpU\n/jAqKmrv3r0WFha+vr6l76Fu3bqCIJw6dUpe2bt3r8I81apVEwTh6dOnCs91cnLS19c/cuTI\nixcvZJXU1NRp06YV83WVw1sHoILjp1gAFUvjxo23bt06ZsyYjh07fvnlly4uLnl5ebGxseHh\n4TY2NrKTG0rJ09Nzy5YtV69ebd26tew6dvn5+du2bZOfi1CaHiZMmLB3796BAwf279+/Tp06\nt27dOn78eN++fQtfo9jY2NjDw+PKlSsDBw5s0KCBlpZWz549GzdubGRkNG7cuLVr1zZt2tTX\n1zc7O/vUqVNubm7GxsbFeV3l8NYBqOAIdgAqnJEjR7q6uq5Zs+bcuXNnz541NDSsWbPmkCFD\nVBVN6tWrt3Xr1tmzZ2/atCkrK8vNzW3RokXe3t4q6aF58+anT59esGDB4cOHBUFo1qzZ77//\nnpiYWDjYCYIQFBQ0derUkydPBgcHFxQU2NjYNG7cWBCEVatWGRsb//TTT7t27apZs2ZAQMB3\n331naWlZzJdW1m8dgApOUlBQoO4eAKCc3Lp1y8XFZdiwYQr3qwUAceAYOwAAAJEg2AEAAIgE\nwQ4AAEAkOMYOAABAJNhjBwAAIBIEOwAAAJEg2AEAAIgEwQ4AAEAkCHYAAAAiQbADAAAQCYId\nAACASBDsAAAARIJgBwAAIBIEOwAAAJEg2AEAAIgEwQ4AAEAkCHYAAAAiQbADAAAQCYIdAACA\nSBDsAAAARIJgBwAAIBIEOwAAAJEg2AEAAIgEwQ4AAEAkCHYAAAAiQbADAAAQCYIdAACASBDs\nAAAARIJgBwAAIBIEOwAAAJH4fz0Tw38GYQsgAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now know regression coefficients, replot original variable\n",
    "plot(Temperature,GrowthRate)\n",
    "lines(Temperature,alpha+beta*Temperature^2,col=\"red\",lwd=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'SSTotal:  3680.25549408096'</span>"
      ],
      "text/latex": [
       "'SSTotal:  3680.25549408096'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'SSTotal:  3680.25549408096'</span>"
      ],
      "text/plain": [
       "[1] \"SSTotal:  3680.25549408096\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'SSE:  439.602345641198'</span>"
      ],
      "text/latex": [
       "'SSE:  439.602345641198'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'SSE:  439.602345641198'</span>"
      ],
      "text/plain": [
       "[1] \"SSE:  439.602345641198\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'SST:  3240.65314843976'</span>"
      ],
      "text/latex": [
       "'SST:  3240.65314843976'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'SST:  3240.65314843976'</span>"
      ],
      "text/plain": [
       "[1] \"SST:  3240.65314843976\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<span style=white-space:pre-wrap>'R^2:  0.880551133923115'</span>"
      ],
      "text/latex": [
       "'R\\textasciicircum{}2:  0.880551133923115'"
      ],
      "text/markdown": [
       "<span style=white-space:pre-wrap>'R^2:  0.880551133923115'</span>"
      ],
      "text/plain": [
       "[1] \"R^2:  0.880551133923115\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How good is the fit: Compare the sum of squares\n",
    "SSTotal= sum(  (GrowthRate-mean(GrowthRate))^2 )\n",
    "SSE = sum( (GrowthRate -alpha- beta*Temperature^2 )^2   )\n",
    "SST = SSTotal-SSE\n",
    "\n",
    "#Goodness of fit parameter R^2\n",
    "RSQ=1-SSE/SSTotal\n",
    "\n",
    "paste('SSTotal: ',SSTotal)\n",
    "paste('SSE: ',SSE)\n",
    "paste('SST: ',SST)\n",
    "paste('R^2: ',RSQ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAMAAADKOT/pAAADAFBMVEUAAAABAQECAgIDAwME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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let us do this in R directly\n",
    "# First generate a dataframe from your columns, if you dont already have one.\n",
    "\n",
    "mydata <- data.frame(Temperature,GrowthRate)\n",
    "\n",
    "quadraticmodel <- lm(GrowthRate ~ I(Temperature^2), data=mydata)\n",
    "predicted <- predict(quadraticmodel,Temperature=mydata$Temperature)\n",
    "\n",
    "plot(Temperature,GrowthRate)\n",
    "lines(Temperature,predicted)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>201</dt>\n",
       "\t\t<dd>0.457942057413232</dd>\n",
       "\t<dt>202</dt>\n",
       "\t\t<dd>0.457991190045255</dd>\n",
       "\t<dt>203</dt>\n",
       "\t\t<dd>0.458184014874944</dd>\n",
       "\t<dt>204</dt>\n",
       "\t\t<dd>0.458556878728497</dd>\n",
       "\t<dt>205</dt>\n",
       "\t\t<dd>0.459133595722249</dd>\n",
       "\t<dt>206</dt>\n",
       "\t\t<dd>0.459932735518256</dd>\n",
       "\t<dt>207</dt>\n",
       "\t\t<dd>0.460969792723208</dd>\n",
       "\t<dt>208</dt>\n",
       "\t\t<dd>0.462258197399863</dd>\n",
       "\t<dt>209</dt>\n",
       "\t\t<dd>0.46380988034296</dd>\n",
       "\t<dt>210</dt>\n",
       "\t\t<dd>0.465635625499048</dd>\n",
       "\t<dt>211</dt>\n",
       "\t\t<dd>0.467745306324305</dd>\n",
       "\t<dt>212</dt>\n",
       "\t\t<dd>0.470148052917777</dd>\n",
       "\t<dt>213</dt>\n",
       "\t\t<dd>0.472852375061089</dd>\n",
       "\t<dt>214</dt>\n",
       "\t\t<dd>0.47586625571874</dd>\n",
       "\t<dt>215</dt>\n",
       "\t\t<dd>0.479197223940253</dd>\n",
       "\t<dt>216</dt>\n",
       "\t\t<dd>0.482852412922525</dd>\n",
       "\t<dt>217</dt>\n",
       "\t\t<dd>0.48683860708696</dd>\n",
       "\t<dt>218</dt>\n",
       "\t\t<dd>0.491162280836134</dd>\n",
       "\t<dt>219</dt>\n",
       "\t\t<dd>0.495829630883396</dd>\n",
       "\t<dt>220</dt>\n",
       "\t\t<dd>0.500846603532687</dd>\n",
       "\t<dt>221</dt>\n",
       "\t\t<dd>0.506218917931222</dd>\n",
       "\t<dt>222</dt>\n",
       "\t\t<dd>0.511952086068043</dd>\n",
       "\t<dt>223</dt>\n",
       "\t\t<dd>0.518051430112167</dd>\n",
       "\t<dt>224</dt>\n",
       "\t\t<dd>0.524522097552818</dd>\n",
       "\t<dt>225</dt>\n",
       "\t\t<dd>0.53136907450666</dd>\n",
       "\t<dt>226</dt>\n",
       "\t\t<dd>0.538597197483206</dd>\n",
       "\t<dt>227</dt>\n",
       "\t\t<dd>0.546211163843284</dd>\n",
       "\t<dt>228</dt>\n",
       "\t\t<dd>0.554215541141691</dd>\n",
       "\t<dt>229</dt>\n",
       "\t\t<dd>0.562614775511062</dd>\n",
       "\t<dt>230</dt>\n",
       "\t\t<dd>0.571413199216886</dd>\n",
       "\t<dt>231</dt>\n",
       "\t\t<dd>0.58061503749204</dd>\n",
       "\t<dt>232</dt>\n",
       "\t\t<dd>0.590224414741807</dd>\n",
       "\t<dt>233</dt>\n",
       "\t\t<dd>0.600245360196246</dd>\n",
       "\t<dt>234</dt>\n",
       "\t\t<dd>0.610681813075227</dd>\n",
       "\t<dt>235</dt>\n",
       "\t\t<dd>0.621537627321936</dd>\n",
       "\t<dt>236</dt>\n",
       "\t\t<dd>0.6328165759528</dd>\n",
       "\t<dt>237</dt>\n",
       "\t\t<dd>0.644522355065183</dd>\n",
       "\t<dt>238</dt>\n",
       "\t\t<dd>0.656658587538718</dd>\n",
       "\t<dt>239</dt>\n",
       "\t\t<dd>0.669228826461498</dd>\n",
       "\t<dt>240</dt>\n",
       "\t\t<dd>0.682236558308395</dd>\n",
       "\t<dt>241</dt>\n",
       "\t\t<dd>0.695685205895452</dd>\n",
       "\t<dt>242</dt>\n",
       "\t\t<dd>0.709578131131432</dd>\n",
       "\t<dt>243</dt>\n",
       "\t\t<dd>0.72391863758511</dd>\n",
       "\t<dt>244</dt>\n",
       "\t\t<dd>0.738709972884847</dd>\n",
       "\t<dt>245</dt>\n",
       "\t\t<dd>0.753955330965074</dd>\n",
       "\t<dt>246</dt>\n",
       "\t\t<dd>0.769657854172795</dd>\n",
       "\t<dt>247</dt>\n",
       "\t\t<dd>0.78582063524576</dd>\n",
       "\t<dt>248</dt>\n",
       "\t\t<dd>0.80244671917282</dd>\n",
       "\t<dt>249</dt>\n",
       "\t\t<dd>0.819539104945851</dd>\n",
       "\t<dt>250</dt>\n",
       "\t\t<dd>0.837100747211732</dd>\n",
       "\t<dt>251</dt>\n",
       "\t\t<dd>0.855134557832033</dd>\n",
       "\t<dt>252</dt>\n",
       "\t\t<dd>0.873643407357337</dd>\n",
       "\t<dt>253</dt>\n",
       "\t\t<dd>0.892630126422458</dd>\n",
       "\t<dt>254</dt>\n",
       "\t\t<dd>0.912097507068286</dd>\n",
       "\t<dt>255</dt>\n",
       "\t\t<dd>0.932048303995413</dd>\n",
       "\t<dt>256</dt>\n",
       "\t\t<dd>0.952485235754305</dd>\n",
       "\t<dt>257</dt>\n",
       "\t\t<dd>0.973410985876315</dd>\n",
       "\t<dt>258</dt>\n",
       "\t\t<dd>0.994828203949521</dd>\n",
       "\t<dt>259</dt>\n",
       "\t\t<dd>1.01673950664298</dd>\n",
       "\t<dt>260</dt>\n",
       "\t\t<dd>1.03914747868277</dd>\n",
       "\t<dt>261</dt>\n",
       "\t\t<dd>1.06205467378282</dd>\n",
       "\t<dt>262</dt>\n",
       "\t\t<dd>1.08546361553341</dd>\n",
       "\t<dt>263</dt>\n",
       "\t\t<dd>1.10937679824991</dd>\n",
       "\t<dt>264</dt>\n",
       "\t\t<dd>1.13379668778414</dd>\n",
       "\t<dt>265</dt>\n",
       "\t\t<dd>1.15872572230058</dd>\n",
       "\t<dt>266</dt>\n",
       "\t\t<dd>1.18416631301952</dd>\n",
       "\t<dt>267</dt>\n",
       "\t\t<dd>1.21012084492896</dd>\n",
       "\t<dt>268</dt>\n",
       "\t\t<dd>1.23659167746721</dd>\n",
       "\t<dt>269</dt>\n",
       "\t\t<dd>1.26358114517755</dd>\n",
       "\t<dt>270</dt>\n",
       "\t\t<dd>1.29109155833675</dd>\n",
       "\t<dt>271</dt>\n",
       "\t\t<dd>1.31912520355872</dd>\n",
       "\t<dt>272</dt>\n",
       "\t\t<dd>1.34768434437467</dd>\n",
       "\t<dt>273</dt>\n",
       "\t\t<dd>1.37677122179095</dd>\n",
       "\t<dt>274</dt>\n",
       "\t\t<dd>1.40638805482587</dd>\n",
       "\t<dt>275</dt>\n",
       "\t\t<dd>1.43653704102635</dd>\n",
       "\t<dt>276</dt>\n",
       "\t\t<dd>1.46722035696567</dd>\n",
       "\t<dt>277</dt>\n",
       "\t\t<dd>1.49844015872311</dd>\n",
       "\t<dt>278</dt>\n",
       "\t\t<dd>1.53019858234633</dd>\n",
       "\t<dt>279</dt>\n",
       "\t\t<dd>1.56249774429749</dd>\n",
       "\t<dt>280</dt>\n",
       "\t\t<dd>1.59533974188375</dd>\n",
       "\t<dt>281</dt>\n",
       "\t\t<dd>1.6287266536729</dd>\n",
       "\t<dt>282</dt>\n",
       "\t\t<dd>1.66266053989494</dd>\n",
       "\t<dt>283</dt>\n",
       "\t\t<dd>1.69714344283008</dd>\n",
       "\t<dt>284</dt>\n",
       "\t\t<dd>1.73217738718385</dd>\n",
       "\t<dt>285</dt>\n",
       "\t\t<dd>1.76776438045001</dd>\n",
       "\t<dt>286</dt>\n",
       "\t\t<dd>1.80390641326158</dd>\n",
       "\t<dt>287</dt>\n",
       "\t\t<dd>1.84060545973074</dd>\n",
       "\t<dt>288</dt>\n",
       "\t\t<dd>1.87786347777786</dd>\n",
       "\t<dt>289</dt>\n",
       "\t\t<dd>1.9156824094504</dd>\n",
       "\t<dt>290</dt>\n",
       "\t\t<dd>1.95406418123175</dd>\n",
       "\t<dt>291</dt>\n",
       "\t\t<dd>1.99301070434081</dd>\n",
       "\t<dt>292</dt>\n",
       "\t\t<dd>2.03252387502244</dd>\n",
       "\t<dt>293</dt>\n",
       "\t\t<dd>2.0726055748292</dd>\n",
       "\t<dt>294</dt>\n",
       "\t\t<dd>2.11325767089482</dd>\n",
       "\t<dt>295</dt>\n",
       "\t\t<dd>2.15448201619962</dd>\n",
       "\t<dt>296</dt>\n",
       "\t\t<dd>2.19628044982833</dd>\n",
       "\t<dt>297</dt>\n",
       "\t\t<dd>2.23865479722043</dd>\n",
       "\t<dt>298</dt>\n",
       "\t\t<dd>2.28160687041349</dd>\n",
       "\t<dt>299</dt>\n",
       "\t\t<dd>2.32513846827963</dd>\n",
       "\t<dt>300</dt>\n",
       "\t\t<dd>2.36925137675546</dd>\n",
       "\t<dt>301</dt>\n",
       "\t\t<dd>2.41394736906565</dd>\n",
       "\t<dt>302</dt>\n",
       "\t\t<dd>2.45922820594054</dd>\n",
       "\t<dt>303</dt>\n",
       "\t\t<dd>2.50509563582773</dd>\n",
       "\t<dt>304</dt>\n",
       "\t\t<dd>2.55155139509819</dd>\n",
       "\t<dt>305</dt>\n",
       "\t\t<dd>2.59859720824682</dd>\n",
       "\t<dt>306</dt>\n",
       "\t\t<dd>2.64623478808785</dd>\n",
       "\t<dt>307</dt>\n",
       "\t\t<dd>2.6944658359451</dd>\n",
       "\t<dt>308</dt>\n",
       "\t\t<dd>2.74329204183746</dd>\n",
       "\t<dt>309</dt>\n",
       "\t\t<dd>2.79271508465955</dd>\n",
       "\t<dt>310</dt>\n",
       "\t\t<dd>2.84273663235797</dd>\n",
       "\t<dt>311</dt>\n",
       "\t\t<dd>2.89335834210303</dd>\n",
       "\t<dt>312</dt>\n",
       "\t\t<dd>2.94458186045631</dd>\n",
       "\t<dt>313</dt>\n",
       "\t\t<dd>2.99640882353409</dd>\n",
       "\t<dt>314</dt>\n",
       "\t\t<dd>3.04884085716687</dd>\n",
       "\t<dt>315</dt>\n",
       "\t\t<dd>3.10187957705496</dd>\n",
       "\t<dt>316</dt>\n",
       "\t\t<dd>3.15552658892046</dd>\n",
       "\t<dt>317</dt>\n",
       "\t\t<dd>3.20978348865562</dd>\n",
       "\t<dt>318</dt>\n",
       "\t\t<dd>3.26465186246764</dd>\n",
       "\t<dt>319</dt>\n",
       "\t\t<dd>3.32013328702031</dd>\n",
       "\t<dt>320</dt>\n",
       "\t\t<dd>3.37622932957215</dd>\n",
       "\t<dt>321</dt>\n",
       "\t\t<dd>3.43294154811161</dd>\n",
       "\t<dt>322</dt>\n",
       "\t\t<dd>3.49027149148904</dd>\n",
       "\t<dt>323</dt>\n",
       "\t\t<dd>3.54822069954585</dd>\n",
       "\t<dt>324</dt>\n",
       "\t\t<dd>3.60679070324064</dd>\n",
       "\t<dt>325</dt>\n",
       "\t\t<dd>3.66598302477273</dd>\n",
       "\t<dt>326</dt>\n",
       "\t\t<dd>3.72579917770279</dd>\n",
       "\t<dt>327</dt>\n",
       "\t\t<dd>3.786240667071</dd>\n",
       "\t<dt>328</dt>\n",
       "\t\t<dd>3.8473089895126</dd>\n",
       "\t<dt>329</dt>\n",
       "\t\t<dd>3.90900563337099</dd>\n",
       "\t<dt>330</dt>\n",
       "\t\t<dd>3.97133207880838</dd>\n",
       "\t<dt>331</dt>\n",
       "\t\t<dd>4.03428979791422</dd>\n",
       "\t<dt>332</dt>\n",
       "\t\t<dd>4.09788025481124</dd>\n",
       "\t<dt>333</dt>\n",
       "\t\t<dd>4.16210490575942</dd>\n",
       "\t<dt>334</dt>\n",
       "\t\t<dd>4.22696519925767</dd>\n",
       "\t<dt>335</dt>\n",
       "\t\t<dd>4.29246257614363</dd>\n",
       "\t<dt>336</dt>\n",
       "\t\t<dd>4.35859846969125</dd>\n",
       "\t<dt>337</dt>\n",
       "\t\t<dd>4.42537430570656</dd>\n",
       "\t<dt>338</dt>\n",
       "\t\t<dd>4.49279150262144</dd>\n",
       "\t<dt>339</dt>\n",
       "\t\t<dd>4.56085147158559</dd>\n",
       "\t<dt>340</dt>\n",
       "\t\t<dd>4.62955561655662</dd>\n",
       "\t<dt>341</dt>\n",
       "\t\t<dd>4.69890533438848</dd>\n",
       "\t<dt>342</dt>\n",
       "\t\t<dd>4.76890201491812</dd>\n",
       "\t<dt>343</dt>\n",
       "\t\t<dd>4.83954704105043</dd>\n",
       "\t<dt>344</dt>\n",
       "\t\t<dd>4.91084178884168</dd>\n",
       "\t<dt>345</dt>\n",
       "\t\t<dd>4.98278762758127</dd>\n",
       "\t<dt>346</dt>\n",
       "\t\t<dd>5.05538591987203</dd>\n",
       "\t<dt>347</dt>\n",
       "\t\t<dd>5.12863802170889</dd>\n",
       "\t<dt>348</dt>\n",
       "\t\t<dd>5.20254528255626</dd>\n",
       "\t<dt>349</dt>\n",
       "\t\t<dd>5.27710904542381</dd>\n",
       "\t<dt>350</dt>\n",
       "\t\t<dd>5.35233064694102</dd>\n",
       "\t<dt>351</dt>\n",
       "\t\t<dd>5.42821141743021</dd>\n",
       "\t<dt>352</dt>\n",
       "\t\t<dd>5.50475268097842</dd>\n",
       "\t<dt>353</dt>\n",
       "\t\t<dd>5.58195575550784</dd>\n",
       "\t<dt>354</dt>\n",
       "\t\t<dd>5.65982195284511</dd>\n",
       "\t<dt>355</dt>\n",
       "\t\t<dd>5.73835257878932</dd>\n",
       "\t<dt>356</dt>\n",
       "\t\t<dd>5.81754893317882</dd>\n",
       "\t<dt>357</dt>\n",
       "\t\t<dd>5.89741230995689</dd>\n",
       "\t<dt>358</dt>\n",
       "\t\t<dd>5.97794399723627</dd>\n",
       "\t<dt>359</dt>\n",
       "\t\t<dd>6.0591452773625</dd>\n",
       "\t<dt>360</dt>\n",
       "\t\t<dd>6.14101742697628</dd>\n",
       "\t<dt>361</dt>\n",
       "\t\t<dd>6.22356171707472</dd>\n",
       "\t<dt>362</dt>\n",
       "\t\t<dd>6.3067794130715</dd>\n",
       "\t<dt>363</dt>\n",
       "\t\t<dd>6.39067177485613</dd>\n",
       "\t<dt>364</dt>\n",
       "\t\t<dd>6.4752400568521</dd>\n",
       "\t<dt>365</dt>\n",
       "\t\t<dd>6.56048550807415</dd>\n",
       "\t<dt>366</dt>\n",
       "\t\t<dd>6.64640937218456</dd>\n",
       "\t<dt>367</dt>\n",
       "\t\t<dd>6.73301288754849</dd>\n",
       "\t<dt>368</dt>\n",
       "\t\t<dd>6.82029728728847</dd>\n",
       "\t<dt>369</dt>\n",
       "\t\t<dd>6.90826379933798</dd>\n",
       "\t<dt>370</dt>\n",
       "\t\t<dd>6.99691364649413</dd>\n",
       "\t<dt>371</dt>\n",
       "\t\t<dd>7.08624804646957</dd>\n",
       "\t<dt>372</dt>\n",
       "\t\t<dd>7.1762682119435</dd>\n",
       "\t<dt>373</dt>\n",
       "\t\t<dd>7.26697535061191</dd>\n",
       "\t<dt>374</dt>\n",
       "\t\t<dd>7.35837066523704</dd>\n",
       "\t<dt>375</dt>\n",
       "\t\t<dd>7.45045535369602</dd>\n",
       "\t<dt>376</dt>\n",
       "\t\t<dd>7.54323060902878</dd>\n",
       "\t<dt>377</dt>\n",
       "\t\t<dd>7.63669761948526</dd>\n",
       "\t<dt>378</dt>\n",
       "\t\t<dd>7.73085756857177</dd>\n",
       "\t<dt>379</dt>\n",
       "\t\t<dd>7.82571163509681</dd>\n",
       "\t<dt>380</dt>\n",
       "\t\t<dd>7.921260993216</dd>\n",
       "\t<dt>381</dt>\n",
       "\t\t<dd>8.01750681247655</dd>\n",
       "\t<dt>382</dt>\n",
       "\t\t<dd>8.11445025786083</dd>\n",
       "\t<dt>383</dt>\n",
       "\t\t<dd>8.21209248982949</dd>\n",
       "\t<dt>384</dt>\n",
       "\t\t<dd>8.31043466436377</dd>\n",
       "\t<dt>385</dt>\n",
       "\t\t<dd>8.40947793300732</dd>\n",
       "\t<dt>386</dt>\n",
       "\t\t<dd>8.50922344290735</dd>\n",
       "\t<dt>387</dt>\n",
       "\t\t<dd>8.60967233685509</dd>\n",
       "\t<dt>388</dt>\n",
       "\t\t<dd>8.71082575332585</dd>\n",
       "\t<dt>389</dt>\n",
       "\t\t<dd>8.81268482651832</dd>\n",
       "\t<dt>390</dt>\n",
       "\t\t<dd>8.91525068639343</dd>\n",
       "\t<dt>391</dt>\n",
       "\t\t<dd>9.01852445871254</dd>\n",
       "\t<dt>392</dt>\n",
       "\t\t<dd>9.12250726507518</dd>\n",
       "\t<dt>393</dt>\n",
       "\t\t<dd>9.22720022295624</dd>\n",
       "\t<dt>394</dt>\n",
       "\t\t<dd>9.33260444574256</dd>\n",
       "\t<dt>395</dt>\n",
       "\t\t<dd>9.43872104276912</dd>\n",
       "\t<dt>396</dt>\n",
       "\t\t<dd>9.54555111935462</dd>\n",
       "\t<dt>397</dt>\n",
       "\t\t<dd>9.65309577683663</dd>\n",
       "\t<dt>398</dt>\n",
       "\t\t<dd>9.76135611260625</dd>\n",
       "\t<dt>399</dt>\n",
       "\t\t<dd>9.87033322014225</dd>\n",
       "\t<dt>400</dt>\n",
       "\t\t<dd>9.98002818904479</dd>\n",
       "\t<dt>401</dt>\n",
       "\t\t<dd>10.0904421050687</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[201] 0.457942057413232\n",
       "\\item[202] 0.457991190045255\n",
       "\\item[203] 0.458184014874944\n",
       "\\item[204] 0.458556878728497\n",
       "\\item[205] 0.459133595722249\n",
       "\\item[206] 0.459932735518256\n",
       "\\item[207] 0.460969792723208\n",
       "\\item[208] 0.462258197399863\n",
       "\\item[209] 0.46380988034296\n",
       "\\item[210] 0.465635625499048\n",
       "\\item[211] 0.467745306324305\n",
       "\\item[212] 0.470148052917777\n",
       "\\item[213] 0.472852375061089\n",
       "\\item[214] 0.47586625571874\n",
       "\\item[215] 0.479197223940253\n",
       "\\item[216] 0.482852412922525\n",
       "\\item[217] 0.48683860708696\n",
       "\\item[218] 0.491162280836134\n",
       "\\item[219] 0.495829630883396\n",
       "\\item[220] 0.500846603532687\n",
       "\\item[221] 0.506218917931222\n",
       "\\item[222] 0.511952086068043\n",
       "\\item[223] 0.518051430112167\n",
       "\\item[224] 0.524522097552818\n",
       "\\item[225] 0.53136907450666\n",
       "\\item[226] 0.538597197483206\n",
       "\\item[227] 0.546211163843284\n",
       "\\item[228] 0.554215541141691\n",
       "\\item[229] 0.562614775511062\n",
       "\\item[230] 0.571413199216886\n",
       "\\item[231] 0.58061503749204\n",
       "\\item[232] 0.590224414741807\n",
       "\\item[233] 0.600245360196246\n",
       "\\item[234] 0.610681813075227\n",
       "\\item[235] 0.621537627321936\n",
       "\\item[236] 0.6328165759528\n",
       "\\item[237] 0.644522355065183\n",
       "\\item[238] 0.656658587538718\n",
       "\\item[239] 0.669228826461498\n",
       "\\item[240] 0.682236558308395\n",
       "\\item[241] 0.695685205895452\n",
       "\\item[242] 0.709578131131432\n",
       "\\item[243] 0.72391863758511\n",
       "\\item[244] 0.738709972884847\n",
       "\\item[245] 0.753955330965074\n",
       "\\item[246] 0.769657854172795\n",
       "\\item[247] 0.78582063524576\n",
       "\\item[248] 0.80244671917282\n",
       "\\item[249] 0.819539104945851\n",
       "\\item[250] 0.837100747211732\n",
       "\\item[251] 0.855134557832033\n",
       "\\item[252] 0.873643407357337\n",
       "\\item[253] 0.892630126422458\n",
       "\\item[254] 0.912097507068286\n",
       "\\item[255] 0.932048303995413\n",
       "\\item[256] 0.952485235754305\n",
       "\\item[257] 0.973410985876315\n",
       "\\item[258] 0.994828203949521\n",
       "\\item[259] 1.01673950664298\n",
       "\\item[260] 1.03914747868277\n",
       "\\item[261] 1.06205467378282\n",
       "\\item[262] 1.08546361553341\n",
       "\\item[263] 1.10937679824991\n",
       "\\item[264] 1.13379668778414\n",
       "\\item[265] 1.15872572230058\n",
       "\\item[266] 1.18416631301952\n",
       "\\item[267] 1.21012084492896\n",
       "\\item[268] 1.23659167746721\n",
       "\\item[269] 1.26358114517755\n",
       "\\item[270] 1.29109155833675\n",
       "\\item[271] 1.31912520355872\n",
       "\\item[272] 1.34768434437467\n",
       "\\item[273] 1.37677122179095\n",
       "\\item[274] 1.40638805482587\n",
       "\\item[275] 1.43653704102635\n",
       "\\item[276] 1.46722035696567\n",
       "\\item[277] 1.49844015872311\n",
       "\\item[278] 1.53019858234633\n",
       "\\item[279] 1.56249774429749\n",
       "\\item[280] 1.59533974188375\n",
       "\\item[281] 1.6287266536729\n",
       "\\item[282] 1.66266053989494\n",
       "\\item[283] 1.69714344283008\n",
       "\\item[284] 1.73217738718385\n",
       "\\item[285] 1.76776438045001\n",
       "\\item[286] 1.80390641326158\n",
       "\\item[287] 1.84060545973074\n",
       "\\item[288] 1.87786347777786\n",
       "\\item[289] 1.9156824094504\n",
       "\\item[290] 1.95406418123175\n",
       "\\item[291] 1.99301070434081\n",
       "\\item[292] 2.03252387502244\n",
       "\\item[293] 2.0726055748292\n",
       "\\item[294] 2.11325767089482\n",
       "\\item[295] 2.15448201619962\n",
       "\\item[296] 2.19628044982833\n",
       "\\item[297] 2.23865479722043\n",
       "\\item[298] 2.28160687041349\n",
       "\\item[299] 2.32513846827963\n",
       "\\item[300] 2.36925137675546\n",
       "\\item[301] 2.41394736906565\n",
       "\\item[302] 2.45922820594054\n",
       "\\item[303] 2.50509563582773\n",
       "\\item[304] 2.55155139509819\n",
       "\\item[305] 2.59859720824682\n",
       "\\item[306] 2.64623478808785\n",
       "\\item[307] 2.6944658359451\n",
       "\\item[308] 2.74329204183746\n",
       "\\item[309] 2.79271508465955\n",
       "\\item[310] 2.84273663235797\n",
       "\\item[311] 2.89335834210303\n",
       "\\item[312] 2.94458186045631\n",
       "\\item[313] 2.99640882353409\n",
       "\\item[314] 3.04884085716687\n",
       "\\item[315] 3.10187957705496\n",
       "\\item[316] 3.15552658892046\n",
       "\\item[317] 3.20978348865562\n",
       "\\item[318] 3.26465186246764\n",
       "\\item[319] 3.32013328702031\n",
       "\\item[320] 3.37622932957215\n",
       "\\item[321] 3.43294154811161\n",
       "\\item[322] 3.49027149148904\n",
       "\\item[323] 3.54822069954585\n",
       "\\item[324] 3.60679070324064\n",
       "\\item[325] 3.66598302477273\n",
       "\\item[326] 3.72579917770279\n",
       "\\item[327] 3.786240667071\n",
       "\\item[328] 3.8473089895126\n",
       "\\item[329] 3.90900563337099\n",
       "\\item[330] 3.97133207880838\n",
       "\\item[331] 4.03428979791422\n",
       "\\item[332] 4.09788025481124\n",
       "\\item[333] 4.16210490575942\n",
       "\\item[334] 4.22696519925767\n",
       "\\item[335] 4.29246257614363\n",
       "\\item[336] 4.35859846969125\n",
       "\\item[337] 4.42537430570656\n",
       "\\item[338] 4.49279150262144\n",
       "\\item[339] 4.56085147158559\n",
       "\\item[340] 4.62955561655662\n",
       "\\item[341] 4.69890533438848\n",
       "\\item[342] 4.76890201491812\n",
       "\\item[343] 4.83954704105043\n",
       "\\item[344] 4.91084178884168\n",
       "\\item[345] 4.98278762758127\n",
       "\\item[346] 5.05538591987203\n",
       "\\item[347] 5.12863802170889\n",
       "\\item[348] 5.20254528255626\n",
       "\\item[349] 5.27710904542381\n",
       "\\item[350] 5.35233064694102\n",
       "\\item[351] 5.42821141743021\n",
       "\\item[352] 5.50475268097842\n",
       "\\item[353] 5.58195575550784\n",
       "\\item[354] 5.65982195284511\n",
       "\\item[355] 5.73835257878932\n",
       "\\item[356] 5.81754893317882\n",
       "\\item[357] 5.89741230995689\n",
       "\\item[358] 5.97794399723627\n",
       "\\item[359] 6.0591452773625\n",
       "\\item[360] 6.14101742697628\n",
       "\\item[361] 6.22356171707472\n",
       "\\item[362] 6.3067794130715\n",
       "\\item[363] 6.39067177485613\n",
       "\\item[364] 6.4752400568521\n",
       "\\item[365] 6.56048550807415\n",
       "\\item[366] 6.64640937218456\n",
       "\\item[367] 6.73301288754849\n",
       "\\item[368] 6.82029728728847\n",
       "\\item[369] 6.90826379933798\n",
       "\\item[370] 6.99691364649413\n",
       "\\item[371] 7.08624804646957\n",
       "\\item[372] 7.1762682119435\n",
       "\\item[373] 7.26697535061191\n",
       "\\item[374] 7.35837066523704\n",
       "\\item[375] 7.45045535369602\n",
       "\\item[376] 7.54323060902878\n",
       "\\item[377] 7.63669761948526\n",
       "\\item[378] 7.73085756857177\n",
       "\\item[379] 7.82571163509681\n",
       "\\item[380] 7.921260993216\n",
       "\\item[381] 8.01750681247655\n",
       "\\item[382] 8.11445025786083\n",
       "\\item[383] 8.21209248982949\n",
       "\\item[384] 8.31043466436377\n",
       "\\item[385] 8.40947793300732\n",
       "\\item[386] 8.50922344290735\n",
       "\\item[387] 8.60967233685509\n",
       "\\item[388] 8.71082575332585\n",
       "\\item[389] 8.81268482651832\n",
       "\\item[390] 8.91525068639343\n",
       "\\item[391] 9.01852445871254\n",
       "\\item[392] 9.12250726507518\n",
       "\\item[393] 9.22720022295624\n",
       "\\item[394] 9.33260444574256\n",
       "\\item[395] 9.43872104276912\n",
       "\\item[396] 9.54555111935462\n",
       "\\item[397] 9.65309577683663\n",
       "\\item[398] 9.76135611260625\n",
       "\\item[399] 9.87033322014225\n",
       "\\item[400] 9.98002818904479\n",
       "\\item[401] 10.0904421050687\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "201\n",
       ":   0.457942057413232202\n",
       ":   0.457991190045255203\n",
       ":   0.458184014874944204\n",
       ":   0.458556878728497205\n",
       ":   0.459133595722249206\n",
       ":   0.459932735518256207\n",
       ":   0.460969792723208208\n",
       ":   0.462258197399863209\n",
       ":   0.46380988034296210\n",
       ":   0.465635625499048211\n",
       ":   0.467745306324305212\n",
       ":   0.470148052917777213\n",
       ":   0.472852375061089214\n",
       ":   0.47586625571874215\n",
       ":   0.479197223940253216\n",
       ":   0.482852412922525217\n",
       ":   0.48683860708696218\n",
       ":   0.491162280836134219\n",
       ":   0.495829630883396220\n",
       ":   0.500846603532687221\n",
       ":   0.506218917931222222\n",
       ":   0.511952086068043223\n",
       ":   0.518051430112167224\n",
       ":   0.524522097552818225\n",
       ":   0.53136907450666226\n",
       ":   0.538597197483206227\n",
       ":   0.546211163843284228\n",
       ":   0.554215541141691229\n",
       ":   0.562614775511062230\n",
       ":   0.571413199216886231\n",
       ":   0.58061503749204232\n",
       ":   0.590224414741807233\n",
       ":   0.600245360196246234\n",
       ":   0.610681813075227235\n",
       ":   0.621537627321936236\n",
       ":   0.6328165759528237\n",
       ":   0.644522355065183238\n",
       ":   0.656658587538718239\n",
       ":   0.669228826461498240\n",
       ":   0.682236558308395241\n",
       ":   0.695685205895452242\n",
       ":   0.709578131131432243\n",
       ":   0.72391863758511244\n",
       ":   0.738709972884847245\n",
       ":   0.753955330965074246\n",
       ":   0.769657854172795247\n",
       ":   0.78582063524576248\n",
       ":   0.80244671917282249\n",
       ":   0.819539104945851250\n",
       ":   0.837100747211732251\n",
       ":   0.855134557832033252\n",
       ":   0.873643407357337253\n",
       ":   0.892630126422458254\n",
       ":   0.912097507068286255\n",
       ":   0.932048303995413256\n",
       ":   0.952485235754305257\n",
       ":   0.973410985876315258\n",
       ":   0.994828203949521259\n",
       ":   1.01673950664298260\n",
       ":   1.03914747868277261\n",
       ":   1.06205467378282262\n",
       ":   1.08546361553341263\n",
       ":   1.10937679824991264\n",
       ":   1.13379668778414265\n",
       ":   1.15872572230058266\n",
       ":   1.18416631301952267\n",
       ":   1.21012084492896268\n",
       ":   1.23659167746721269\n",
       ":   1.26358114517755270\n",
       ":   1.29109155833675271\n",
       ":   1.31912520355872272\n",
       ":   1.34768434437467273\n",
       ":   1.37677122179095274\n",
       ":   1.40638805482587275\n",
       ":   1.43653704102635276\n",
       ":   1.46722035696567277\n",
       ":   1.49844015872311278\n",
       ":   1.53019858234633279\n",
       ":   1.56249774429749280\n",
       ":   1.59533974188375281\n",
       ":   1.6287266536729282\n",
       ":   1.66266053989494283\n",
       ":   1.69714344283008284\n",
       ":   1.73217738718385285\n",
       ":   1.76776438045001286\n",
       ":   1.80390641326158287\n",
       ":   1.84060545973074288\n",
       ":   1.87786347777786289\n",
       ":   1.9156824094504290\n",
       ":   1.95406418123175291\n",
       ":   1.99301070434081292\n",
       ":   2.03252387502244293\n",
       ":   2.0726055748292294\n",
       ":   2.11325767089482295\n",
       ":   2.15448201619962296\n",
       ":   2.19628044982833297\n",
       ":   2.23865479722043298\n",
       ":   2.28160687041349299\n",
       ":   2.32513846827963300\n",
       ":   2.36925137675546301\n",
       ":   2.41394736906565302\n",
       ":   2.45922820594054303\n",
       ":   2.50509563582773304\n",
       ":   2.55155139509819305\n",
       ":   2.59859720824682306\n",
       ":   2.64623478808785307\n",
       ":   2.6944658359451308\n",
       ":   2.74329204183746309\n",
       ":   2.79271508465955310\n",
       ":   2.84273663235797311\n",
       ":   2.89335834210303312\n",
       ":   2.94458186045631313\n",
       ":   2.99640882353409314\n",
       ":   3.04884085716687315\n",
       ":   3.10187957705496316\n",
       ":   3.15552658892046317\n",
       ":   3.20978348865562318\n",
       ":   3.26465186246764319\n",
       ":   3.32013328702031320\n",
       ":   3.37622932957215321\n",
       ":   3.43294154811161322\n",
       ":   3.49027149148904323\n",
       ":   3.54822069954585324\n",
       ":   3.60679070324064325\n",
       ":   3.66598302477273326\n",
       ":   3.72579917770279327\n",
       ":   3.786240667071328\n",
       ":   3.8473089895126329\n",
       ":   3.90900563337099330\n",
       ":   3.97133207880838331\n",
       ":   4.03428979791422332\n",
       ":   4.09788025481124333\n",
       ":   4.16210490575942334\n",
       ":   4.22696519925767335\n",
       ":   4.29246257614363336\n",
       ":   4.35859846969125337\n",
       ":   4.42537430570656338\n",
       ":   4.49279150262144339\n",
       ":   4.56085147158559340\n",
       ":   4.62955561655662341\n",
       ":   4.69890533438848342\n",
       ":   4.76890201491812343\n",
       ":   4.83954704105043344\n",
       ":   4.91084178884168345\n",
       ":   4.98278762758127346\n",
       ":   5.05538591987203347\n",
       ":   5.12863802170889348\n",
       ":   5.20254528255626349\n",
       ":   5.27710904542381350\n",
       ":   5.35233064694102351\n",
       ":   5.42821141743021352\n",
       ":   5.50475268097842353\n",
       ":   5.58195575550784354\n",
       ":   5.65982195284511355\n",
       ":   5.73835257878932356\n",
       ":   5.81754893317882357\n",
       ":   5.89741230995689358\n",
       ":   5.97794399723627359\n",
       ":   6.0591452773625360\n",
       ":   6.14101742697628361\n",
       ":   6.22356171707472362\n",
       ":   6.3067794130715363\n",
       ":   6.39067177485613364\n",
       ":   6.4752400568521365\n",
       ":   6.56048550807415366\n",
       ":   6.64640937218456367\n",
       ":   6.73301288754849368\n",
       ":   6.82029728728847369\n",
       ":   6.90826379933798370\n",
       ":   6.99691364649413371\n",
       ":   7.08624804646957372\n",
       ":   7.1762682119435373\n",
       ":   7.26697535061191374\n",
       ":   7.35837066523704375\n",
       ":   7.45045535369602376\n",
       ":   7.54323060902878377\n",
       ":   7.63669761948526378\n",
       ":   7.73085756857177379\n",
       ":   7.82571163509681380\n",
       ":   7.921260993216381\n",
       ":   8.01750681247655382\n",
       ":   8.11445025786083383\n",
       ":   8.21209248982949384\n",
       ":   8.31043466436377385\n",
       ":   8.40947793300732386\n",
       ":   8.50922344290735387\n",
       ":   8.60967233685509388\n",
       ":   8.71082575332585389\n",
       ":   8.81268482651832390\n",
       ":   8.91525068639343391\n",
       ":   9.01852445871254392\n",
       ":   9.12250726507518393\n",
       ":   9.22720022295624394\n",
       ":   9.33260444574256395\n",
       ":   9.43872104276912396\n",
       ":   9.54555111935462397\n",
       ":   9.65309577683663398\n",
       ":   9.76135611260625399\n",
       ":   9.87033322014225400\n",
       ":   9.98002818904479401\n",
       ":   10.0904421050687\n",
       "\n"
      ],
      "text/plain": [
       "       201        202        203        204        205        206        207 \n",
       " 0.4579421  0.4579912  0.4581840  0.4585569  0.4591336  0.4599327  0.4609698 \n",
       "       208        209        210        211        212        213        214 \n",
       " 0.4622582  0.4638099  0.4656356  0.4677453  0.4701481  0.4728524  0.4758663 \n",
       "       215        216        217        218        219        220        221 \n",
       " 0.4791972  0.4828524  0.4868386  0.4911623  0.4958296  0.5008466  0.5062189 \n",
       "       222        223        224        225        226        227        228 \n",
       " 0.5119521  0.5180514  0.5245221  0.5313691  0.5385972  0.5462112  0.5542155 \n",
       "       229        230        231        232        233        234        235 \n",
       " 0.5626148  0.5714132  0.5806150  0.5902244  0.6002454  0.6106818  0.6215376 \n",
       "       236        237        238        239        240        241        242 \n",
       " 0.6328166  0.6445224  0.6566586  0.6692288  0.6822366  0.6956852  0.7095781 \n",
       "       243        244        245        246        247        248        249 \n",
       " 0.7239186  0.7387100  0.7539553  0.7696579  0.7858206  0.8024467  0.8195391 \n",
       "       250        251        252        253        254        255        256 \n",
       " 0.8371007  0.8551346  0.8736434  0.8926301  0.9120975  0.9320483  0.9524852 \n",
       "       257        258        259        260        261        262        263 \n",
       " 0.9734110  0.9948282  1.0167395  1.0391475  1.0620547  1.0854636  1.1093768 \n",
       "       264        265        266        267        268        269        270 \n",
       " 1.1337967  1.1587257  1.1841663  1.2101208  1.2365917  1.2635811  1.2910916 \n",
       "       271        272        273        274        275        276        277 \n",
       " 1.3191252  1.3476843  1.3767712  1.4063881  1.4365370  1.4672204  1.4984402 \n",
       "       278        279        280        281        282        283        284 \n",
       " 1.5301986  1.5624977  1.5953397  1.6287267  1.6626605  1.6971434  1.7321774 \n",
       "       285        286        287        288        289        290        291 \n",
       " 1.7677644  1.8039064  1.8406055  1.8778635  1.9156824  1.9540642  1.9930107 \n",
       "       292        293        294        295        296        297        298 \n",
       " 2.0325239  2.0726056  2.1132577  2.1544820  2.1962804  2.2386548  2.2816069 \n",
       "       299        300        301        302        303        304        305 \n",
       " 2.3251385  2.3692514  2.4139474  2.4592282  2.5050956  2.5515514  2.5985972 \n",
       "       306        307        308        309        310        311        312 \n",
       " 2.6462348  2.6944658  2.7432920  2.7927151  2.8427366  2.8933583  2.9445819 \n",
       "       313        314        315        316        317        318        319 \n",
       " 2.9964088  3.0488409  3.1018796  3.1555266  3.2097835  3.2646519  3.3201333 \n",
       "       320        321        322        323        324        325        326 \n",
       " 3.3762293  3.4329415  3.4902715  3.5482207  3.6067907  3.6659830  3.7257992 \n",
       "       327        328        329        330        331        332        333 \n",
       " 3.7862407  3.8473090  3.9090056  3.9713321  4.0342898  4.0978803  4.1621049 \n",
       "       334        335        336        337        338        339        340 \n",
       " 4.2269652  4.2924626  4.3585985  4.4253743  4.4927915  4.5608515  4.6295556 \n",
       "       341        342        343        344        345        346        347 \n",
       " 4.6989053  4.7689020  4.8395470  4.9108418  4.9827876  5.0553859  5.1286380 \n",
       "       348        349        350        351        352        353        354 \n",
       " 5.2025453  5.2771090  5.3523306  5.4282114  5.5047527  5.5819558  5.6598220 \n",
       "       355        356        357        358        359        360        361 \n",
       " 5.7383526  5.8175489  5.8974123  5.9779440  6.0591453  6.1410174  6.2235617 \n",
       "       362        363        364        365        366        367        368 \n",
       " 6.3067794  6.3906718  6.4752401  6.5604855  6.6464094  6.7330129  6.8202973 \n",
       "       369        370        371        372        373        374        375 \n",
       " 6.9082638  6.9969136  7.0862480  7.1762682  7.2669754  7.3583707  7.4504554 \n",
       "       376        377        378        379        380        381        382 \n",
       " 7.5432306  7.6366976  7.7308576  7.8257116  7.9212610  8.0175068  8.1144503 \n",
       "       383        384        385        386        387        388        389 \n",
       " 8.2120925  8.3104347  8.4094779  8.5092234  8.6096723  8.7108258  8.8126848 \n",
       "       390        391        392        393        394        395        396 \n",
       " 8.9152507  9.0185245  9.1225073  9.2272002  9.3326044  9.4387210  9.5455511 \n",
       "       397        398        399        400        401 \n",
       " 9.6530958  9.7613561  9.8703332  9.9800282 10.0904421 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}