HSG-MCS-HS21_Julia/JuliaTutorial-master/Tutorial_31_PyPlot.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# PyPlot\n",
    "\n",
    "This file demonstrates how to create plots in Julia by using the [PyPlot](https://github.com/stevengj/PyPlot.jl) package.\n",
    "\n",
    "PyPlot relies on the [matplotlib library](https://matplotlib.org/), which is part of Python. If you have Python installed, then it will be used as is. Otherwise, see PyPlot's homepage for instructions on how to install.\n",
    "\n",
    "Collections of examples are available at \n",
    "[Plot Examples](https://gist.github.com/gizmaa/7214002) \n",
    "and the [Julia Plots Gallery](https://goropikari.github.io/PlotsGallery.jl/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Packages and Extra Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Dates\n",
    "\n",
    "using PyPlot\n",
    "PyPlot.svg(true)         #prettier figures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A First Plot\n",
    "\n",
    "The next figure shows several curves.\n",
    "\n",
    "The subsequent figure adds a title, axis labels and legends. Text and font sizes are illustrated. The axis limits and the tick marks are set manually. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K+yTlwqLB0UyYAMTFAbt3q05CRESmZDZzCgsDatdWncZuWDQ4mieeAOrUYbMnIiJHtnu3nOC5eDOn3Fg0OBqdToa6vv4aiI9XnYaIiIyZPRuoWxd4/HHVSeyKRYMj6t9fJtXMm6c6CRER5RYfD3zzjVs0c8qNRYMjKloUGDkSiI4G/vlHdRoiIspu3jygXDmgXz/VSeyORYOjevFFIC0NWLZMdRIiIsr0zz9yQjdyJODtrTqN3bFocFT+/lLFzp8P3L2rOg0REQHA0qVyQjdypOokSrBocGQTJgAXLwJffqk6CRER3b0LLFgAPP+8nNi5IRYNjqx+faBDBzZ7IiJyBF9+KSdybtTMKTcWDY5uwgTgwAFg717VSYiI3JemyTLLxx8H6tVTnUYZFg2OLiwMCAmRH1YiIlLjp5+AgwfdrplTbiwaHJ2HhwyFbdgAnD2rOg0RkXuaMweoVUv2B3JjLBqcwcCBQMmSspKCiIjs6+xZOXEbP15O5NyYe3/3zqJYMdmrfcUKQK9XnYaIyL3Mny8nbgMGqE6iHIsGZzFqFPDvv1I4EBGRfej1wPLlwIgRcgLn5lg0OIuKFYHnnpOKNy1NdRoiIvewYgWQkiInbsSiwalMmACcOyfX1oiIyLbS0uRE7bnngMBA1WkcAosGZ9KoEdCmjcziJSIi29qwQU7U3HyZZXb5Lhr27NmDbt26ITAwEDqdDhuynfXevXsXkydPRr169VC8eHEEBgZi4MCBSExMNPuaq1atgk6ny3O7c+dOvr8hlzdhgjR6+vln1UmIiFzb7NlA27ZAw4aqkziMfBcNt27dQoMGDbBw4cI8X7t9+zYOHTqEN954A4cOHcJXX32FkydP4qmnnrrv6/r6+uLSpUs5bt5uuIPYfXXrBlSrxtEGIiJb+vlnYN8+jjLkUji/TwgLC0NYWJjRr/n5+WH79u05HluwYAEeeeQRJCQkoFKlSiZfV6fToUKFCvmN434KFZK1whMmAAkJgJn3lIiIHtCcOUCNGkDXrqqTOBSbz2nQ6/XQ6XQoWbKk2eNu3ryJypUrIygoCF27dsXhw4fNHp+SkgKDwZDj5jYGDwZKlACMjPYQEVEBJSTI5lTjxsmJGmWxadFw584dvPrqq+jXrx98fX1NHlerVi2sWrUKmzZtwqeffgpvb288+uijiI+PN/mcqKgo+Pn5Zd2Cg4Nt8S04phIlgIgI2df95k3VaYiIXMuCBYCPDzBokOokDkenaQ++57JOp0NsbCx69OiR52t3795Fr169kJCQgF27dpktGnLLyMhAo0aN0KZNG8w30To5JSUFKSkpWfcNBgOCg4Oh1+vz9Wc5rYSEe3MbxoxRnYaIyDXcvAkEBQHDhwOzZqlOYzcGgwF+fn73/Qy1yUjD3bt30bt3b5w9exbbt2/P94e4h4cHmjZtanakwcvLC76+vjlubqVSJaBnT2DePCA9XXUaIiLXEB0thQNPxoyyetGQWTDEx8djx44dKFOmTL5fQ9M0xMXFISAgwNrxXMuECcDp08A336hOQkTk/NLT5USsVy/AnS5550O+V0/cvHkTp06dyrp/9uxZxMXFoXTp0ggMDETPnj1x6NAhfPPNN0hPT0dSUhIAoHTp0vD09AQADBw4EBUrVkRUVBQAYPr06WjevDkeeughGAwGzJ8/H3Fxcfjwww+t8T26rmbNgBYtZC1x9+6q0xARObevv5YTsU8+UZ3EYeW7aDh48CDatWuXdX/ixIkAgPDwcEybNg2bNm0CADz88MM5nrdz50489thjAICEhAR4ZNteNDk5GcOHD0dSUhL8/PzQsGFD7NmzB4888kh+47mfCROA3r2BQ4ekYyQRET2YOXOAli0BfvaYVKCJkI7E0kkcLictTdYSt24NfPyx6jRERM7p0CGgcWNZavnss6rT2J3SiZBkR4ULA2PHAuvXAxcvqk5DROSc5swBqlQBjKwGpHtYNLiCoUMBb2+Ac0CIiPLv4kU58Ro7ls2c7oNFgyvw85PCYckS4PZt1WmIiJzLhx8CRYvK71Eyi0WDqxg7FkhOBtasUZ2EiMh53L4tJ1zDhgHuNB/uAbFocBXVqsm1uLlzgYwM1WmIiJzDmjVywjV2rOokToFFgyuZNAk4cUJm/xIRkXmpqcCMGdJdt0oV1WmcAosGV9KiBdCxIzB9OltLExHdz6pVso/Pm2+qTuI0WDS4munTgT//BD7/XHUSIiLHlZICvP020KcPUKeO6jROg0WDq2neHAgLA/7v/zjaQERkysqVwIULHGXIJxYNrmj6dOD4cVl3TEREOd25A7z7LtCvH1C7tuo0ToVFgytq2hTo2lWKh7Q01WmIiBzL8uVAYiJHGR4AiwZXNX06EB/P3dqIiLL7918gKgro3x+oWVN1GqfDosFVNWok22X/3/9xtIGIKNPSpcDly8Abb6hO4pRYNLiyadNkb3jufklEJN0fZ8wABgwAHnpIdRqnxKLBlT38MPDMM8BbbwF376pOQ0Sk1uLFwNWrHGUoABYNrm7qVODsWWD1atVJiIjUuXULmDkTGDRI2u7TA2HR4Orq1wd69ZImJqmpqtMQEamxaBHw99/A66+rTuLUWDS4g6lTpVVqdLTqJERE9nfzpowyDBnCPSYKiEWDO6hTR1qlvvOOtE4lInInH34I6PXAlCmqkzg9Fg3u4s03pWXqihWqkxAR2c+NG8CsWcCwYUClSqrTOD0WDe6idm2gb19pnXrnjuo0RET2sWCBXJ547TXVSVwCiwZ38uabwKVLwLJlqpMQEdmeXg+8/z4wfDgQFKQ6jUtg0eBOQkKkdWpUlLRSJSJyZfPnS0OnyEjVSVwGiwZ388YbwJUr0kqViMhVJScDs2cDL7wABAaqTuMyWDS4m4cekhaqUVFSgRMRuaK5c2X+1quvqk7iUlg0uKM33gCuXZOWqkREruaff4A5c4CRI4GAANVpXAqLBndUrZq0Up0xQ1qrEhG5ktmzZb+dyZNVJ3E5LBrc1euvSzX+0UeqkxARWc/ffwPz5gGjRgH+/qrTuBwWDe6qShVpqTprlqxhJiJyBR98AKSnAy+/rDqJS8p30bBnzx5069YNgYGB0Ol02LBhQ46va5qGadOmITAwEEWLFsVjjz2Go0eP3vd1Y2JiEBoaCi8vL4SGhiI2Nja/0Si/pkyRdcwLF6pOQkRUcNeuyTLLMWOA8uVVp3FJ+S4abt26hQYNGmChiQ+aWbNmYfbs2Vi4cCEOHDiAChUq4IknnsCNGzdMvua+ffvQp08fDBgwAL/99hsGDBiA3r174+eff85vPMqPSpWktep77wEGg+o0REQF8/778t9Jk9TmcGE6TdO0B36yTofY2Fj06NEDgIwyBAYGYvz48Zj83wSUlJQU+Pv7Y+bMmXjhhReMvk6fPn1gMBiwZcuWrMc6d+6MUqVK4dNPPzX6nJSUFKRk23zJYDAgODgYer0evr6+D/otuZ8LF4Dq1aVbJDdzISJndeUKULUqMH68bM5H+WIwGODn53ffz1Crzmk4e/YskpKS0LFjx6zHvLy80LZtW+zdu9fk8/bt25fjOQDQqVMns8+JioqCn59f1i04OLjg34A7CgqSFqsffCCXKoiInNF77wGFCgEvvaQ6iUuzatGQlJQEAPDPNWPV398/62umnpff50RGRkKv12fdzp8/X4Dkbi4yUho9zZunOgkRUf4lJcn21+PHA6VLq07j0myyekKn0+W4r2lanscK+hwvLy/4+vrmuNEDCgwERoyQtc3JyarTEBHlz6xZgKcnMGGC6iQuz6pFQ4UKFQAgzwjBlStX8owk5H5efp9DVjZ5MpCSIq1XiYicxaVLwKJFMspQqpTqNC7PqkVD1apVUaFCBWzfvj3rsdTUVOzevRstW7Y0+bwWLVrkeA4AbNu2zexzyMoCAoAXX5TWq//8ozoNEZFlZswAvL2laCCby3fRcPPmTcTFxSEuLg6ATH6Mi4tDQkICdDodxo8fj3fffRexsbH4448/MGjQIBQrVgz9+vXLeo2BAwciMttWpePGjcO2bdswc+ZMHD9+HDNnzsSOHTswnj8E9vXKK9J6dfZs1UmIiO7v4kVgyRJg4kSgZEnVadyDlk87d+7UAOS5hYeHa5qmaRkZGdrUqVO1ChUqaF5eXlqbNm2033//PcdrtG3bNuv4TF988YUWEhKiFSlSRKtVq5YWExOTr1x6vV4DoOn1+vx+S5TdpEmaVqKEpl27pjoJEZF5o0ZpWqlSmsbf+wVm6Wdogfo0OBJL15jSfVy9Kmudx44F3n1XdRoiIuPOnwdq1ACmTgVee011GqenpE8DuYBy5YDRo6UV69WrqtMQERn37ruAj4+0jCa7YdFAeU2aBOh091qyEhE5knPngBUrZFMqHx/VadwKiwbKq2xZuTyxcKG0ZiUiciTvvgv4+cn212RXLBrIuJdekpass2apTkJEdM/Zs8DKldJbpkQJ1WncDosGMq50aVn3/NFH0qKViMgRvPOO/H4aOVJ1ErfEooFMmzBBWrPOnKk6CRERcPo0sGoV8OqrQPHiqtO4JRYNZFqpUlI4LF4srVqJiFR6+21Z4TVihOokbotFA5k3fry0aJ0xQ3USInJn8fHAxx/LKEPRoqrTuC0WDWSen59MilyyBLhwQXUaInJXb70F+PsDw4erTuLWWDTQ/Y0dC/j6SoVPRGRvBw4Aa9cCr7/OUQbFWDTQ/fn6AlFRwLp1wI8/qk5DRO4kI0O61NarB0REqE7j9lg0kGUGDwaaNpWWrenpqtMQkbtYvRr45RdgwQKgcGHVadweiwayjIeH/KONiwOWLlWdhojcgV4vl0X79gXatFGdhsCigfKjWTMZcXj9deD6ddVpiMjVTZsG3LoFvPee6iT0HxYNlD9RUUBamhQORES2cvSojG6+/jpQsaLqNPQfFg2UP/7+wPTpsgTz8GHVaYjIFWmarNqqVk0azJHDYNFA+TdqFFC7tkyK1DTVaYjI1cTEAN9/D8ydC3h5qU5D2bBooPwrUkSGDX/6SZZhEhFZy+3b0lCua1egSxfVaSgXFg30YNq3B3r2BF55BbhxQ3UaInIVM2bIzrpz5qhOQkawaKAH98EHQHKytHclIiqoM2eAWbOASZOAGjVUpyEjWDTQg6tUCYiMlOuOJ06oTkNEzm7iRNnF8rXXVCchE1g0UMG8/DIQFASMG8dJkUT04L77Dti4EXj/faB4cdVpyAQWDVQw3t5y7fG774BNm1SnISJnlJoqSywfewzo3Vt1GjKDRQMV3FNPAZ06yXrqf/9VnYaInM28ecDp08D8+YBOpzoNmcGigQpOp5N/9BcuyNAiEZGlEhOB//s/4MUXZSdLcmgsGsg6QkKA8eOlzfS5c6rTEJGzmDxZLnNOn646CVmARQNZzxtvACVLynIpIqL7+eknYO1aOdkoVUp1GrIAiwayHh8fWWP95ZfA//6nOg0RObL0dGD0aKBJE2DIENVpyEJWLxqqVKkCnU6X5zZq1Cijx+/atcvo8cePH7d2NLKH/v2BRx+VmdB376pOQ0SOatkyIC4OWLgQ8OD5q7MobO0XPHDgANLT07Pu//HHH3jiiSfQq1cvs887ceIEfH19s+6XK1fO2tHIHnQ62ZeicWPgww9lngMRUXbXrwNTpgCDBgHNmqlOQ/lg9aIh94f9jBkzUL16dbRt29bs88qXL4+SJUtaOw6p0LAh8MILwNSpQN++sp02EVGmN94A0tJknwlyKjYdE0pNTcXatWsxZMgQ6O6z9rZhw4YICAhAhw4dsHPnzvu+dkpKCgwGQ44bOZC33wYKF5Y200REmeLigCVLgGnTeELhhGxaNGzYsAHJyckYNGiQyWMCAgKwdOlSxMTE4KuvvkJISAg6dOiAPXv2mH3tqKgo+Pn5Zd2Cg4OtnJ4KpEwZKRyio4Gff1adhogcgaYBY8YAtWrJJEhyOjpNs92GAZ06dYKnpye+/vrrfD2vW7du0Ol02GSmLXFKSgpSUlKy7hsMBgQHB0Ov1+eYG0EKpafLzOgiRYD9+znZicjdrVsHPP88sGMH0KGD6jSUjcFggJ+f330/Q232W/zcuXPYsWMHhg0blu/nNm/eHPHx8WaP8fLygq+vb44bOZhChWRS5IEDMuJARO7rxg3Z4O7ZZ1kwODGbFQ3R0dEoX748nnzyyXw/9/DhwwgICLBBKrK7Vq1kGWZkJJCcrDoNEany9tvyO+CDD1QnoQKwSdGQkZGB6OhohIeHo3DhnAs0IiMjMXDgwKz7c+fOxYYNGxAfH4+jR48iMjISMTExGM3rXa5j1izZyGrqVNVJiEiFEydkN9xXXwUqV1adhgrA6ksuAWDHjh1ISEjAECNdvi5duoSEhISs+6mpqZg0aRIuXryIokWLok6dOti8eTO6dOlii2ikQmCgLLF67TUgIgKoW1d1IiKyF02Tfi0VK8rlCXJqNp0IaU+WTuIgRVJTZQe7wEDg+++5/S2Ru9i0CejeHYiNBXr0UJ2GTFA+EZIoB09P2T571y7giy9UpyEie7hzB5gwAejYUQoHcnosGsh+OncGnnoKeOkl4NYt1WmIyNbefx9ISJATBo4uugQWDWRfc+YAV6/KVrhE5LoSEoB335X5DLVqqU5DVsKigeyrWjWZDPXee8Dp06rTEJGtTJoE+PnJJGhyGSwayP4iI6Xn/IQJqpMQkS18/73MXZo1C+DEdJfCooHsr1gxafDy9dfAli2q0xCRNd29C4wdC7RsKS2jyaWwaCA1evYE2rUDxo2T5ZhE5BoWLQL+/FNayHPyo8th0UBq6HTyS+XMGZnfQETOLzERePNNYPhwoFEj1WnIBlg0kDp16sikyGnTgF9/VZ2GiAoiIwMID5fLj++8ozoN2QiLBlJr+nSgfn3Z1Or2bdVpiOhBzZsnW16vXg2UKaM6DdkIiwZSy9MTWLdO1nS/9JLqNET0II4ckc2oJkwAnnhCdRqyIRYNpF6tWsDs2cDixdKnnoicx7//Av36ASEh0syJXBqLBnIML7wAdOsGDB0KJCWpTkNElnr1VeDUKeCTTwBvb9VpyMZYNJBj0OmA5csBDw9g8GDZTpeIHNt33wHz5wMzZ3LLezfBooEcR/nywKpVwNatwIcfqk5DROZcvQoMGgR06gSMGaM6DdkJiwZyLGFhwOjRshTz6FHVaYjIGE0DIiKAtDQgOlpGCMkt8G+aHM+sWbKxVb9+QEqK6jRElNuyZcDGjXJJMSBAdRqyIxYN5HiKFpVlmMeOAVOmqE5DRNmdPClLKyMigO7dVachO2PRQI7p4Ydl+dYHHwD/+5/qNEQEyGZU/fsDFSsCc+aoTkMKsGggxzVxItC+vbSm/ftv1WmIaNo0IC5ORgKLF1edhhRg0UCOy8NDWtLevi0b4HAZJpE6e/YAUVHS+r1pU9VpSBEWDeTYgoKApUuBmBhZjklE9pecDAwYALRqBUyerDoNKcSigRxfz56yHnzsWOD0adVpiNzPqFFSOHz8MVCokOo0pBCLBnIO8+dL86fnn5e14URkH598IrePPgIqV1adhhRj0UDOwccHWLsWOHAAePtt1WmI3MO5c8DIkdIzpX9/1WnIAbBoIOfRogXwxhvAW28Be/eqTkPk2tLTZR5DyZJs605ZWDSQc5kyBWjWTC5TGAyq0xC5rpkzgR9/lHkMJUuqTkMOgkUDOZfCheUyxdWrMjGSiKzv4EFg6lTZ9rpNG9VpyIFYvWiYNm0adDpdjluFChXMPmf37t1o3LgxvL29Ua1aNSxevNjasciVVKsGLFggPRy++EJ1GiLXcuuWzF9o0ECaORFlU9gWL1qnTh3s2LEj634hM0t0zp49iy5duiAiIgJr167FTz/9hBdffBHlypXDs88+a4t45ArCw4FvvwVeeEHmOgQFqU5E5BomTgQuXAAOHQI8PVWnIQdjk6KhcOHC9x1dyLR48WJUqlQJc+fOBQDUrl0bBw8exPvvv8+igUzT6YDFi4H69YGBA4EdO7g9L1FBbdwozdSWLAFCQlSnIQdkk9+y8fHxCAwMRNWqVfHcc8/hzJkzJo/dt28fOnbsmOOxTp064eDBg7h7967J56WkpMBgMOS4kZspXRpYswbYtUs2tiKiB3fpEjB0qOxcGRGhOg05KKsXDc2aNcOaNWvw3XffYdmyZUhKSkLLli1x/fp1o8cnJSXB398/x2P+/v5IS0vDtWvXTP45UVFR8PPzy7oFBwdb9fsgJ9G+PfDSS7Kq4vBh1WmInFNGBjB4MFCkCLBsmYzkERlh9aIhLCwMzz77LOrVq4fHH38cmzdvBgCsXr3a5HN0uX5Atf82Jsr9eHaRkZHQ6/VZt/Pnz1shPTmlt98G6tSRyVu3b6tOQ+R8Fi4EvvsOiI4GypVTnYYcmM0vAhcvXhz16tVDfHy80a9XqFABSUlJOR67cuUKChcujDJlyph8XS8vL/j6+ua4kZvy8pKtes+eBV55RXUaIufyxx/y72bsWKBzZ9VpyMHZvGhISUnBsWPHEBAQYPTrLVq0wPbt23M8tm3bNjRp0gRFihSxdTxyFaGhwPvvS+e6b79VnYbIOdy5IyN0NWoAM2aoTkNOwOpFw6RJk7B7926cPXsWP//8M3r27AmDwYDw8HAAcllh4MCBWcePGDEC586dw8SJE3Hs2DGsXLkSK1aswKRJk6wdjVzdiy8CXbrItdkrV1SnIXJ8r70GHD8uG1IVLao6DTkBqxcNFy5cQN++fRESEoJnnnkGnp6e2L9/Pyr/tzvapUuXkJCQkHV81apV8e2332LXrl14+OGH8dZbb2H+/Plcbkn5p9MBK1cCmgYMGSL/JSLjtm8H5swBoqJk6TKRBXSa5hq/WQ0GA/z8/KDX6zm/wd198w3QrZtcqnjxRdVpiBzPtWvS8TE0VCZAsseJ27P0M5Q/KeR6unYFRo0Cxo8H/vc/1WmIHMudO0CPHkBqKrBqFQsGyhf+tJBrmjNHejg88wxw5IjqNESOIT1ddog9dAj4+mugYkXVicjJsGgg11SkiGxmVb06EBYGsI8HuTtNk30lYmOB9euB5s1VJyInxKKBXJePD7B5sxQQYWFAcrLqRETqzJ4NzJ8vjZyeekp1GnJSLBrItQUEAFu3AomJch03JUV1IiL7W78emDQJiIwERo5UnYacGIsGcn21asn12/37ZUvtjAzViYjsZ9cu+bl//nngnXdUpyEnx6KB3MOjj0qr6c8/ByZPVp2GyD6OHpURttatgRUruBEVFRiLBnIfzz4LzJ0r7abnz1edhsi2Ll6UvSQqVwZiYgBPT9WJyAUUVh2AyK7GjpWVFOPHy3Izdh4lV6TXS0t1nU72YvHzU52IXASLBnI/M2cCFy7IRj3+/kCrVqoTEVlPaqoUwwkJwI8/shcDWRUvT5D78fCQTnjNm8vSs+PHVSciso7MfVd++AHYsAGoU0d1InIxLBrIPXl5yS/VwEC57nvpkupERAX32msy4XfNGqBtW9VpyAWxaCD3VbIksGULcPcu8OSTwI0bqhMRPbiPPgJmzAA++ADo00d1GnJRLBrIvQUHS+Fw+jTQq5cUEETOZuNGYMwYYNw4YMIE1WnIhbFoIKpfX/rxf/89MHy4XBcmchb79gHPPSebs82ezV4MZFMsGogA2REzOlomSE6dqjoNkWVOngS6dQOaNAE+/pjbXJPNccklUab+/WUp5quvymWLiAjViYhMu3xZJvGWKyeXJ7y9VSciN8CigSi7V16R9e0jR8rKiiefVJ2IKK+bN4GuXYF//5XLaqVLq05EboJjWUTZ6XTSYrprV6B3b+DAAdWJiHJKS5PVEcePS7fHKlVUJyI3wqKBKLdChYBPPpEJkk8+KSsriByBpsko2LZtsp9Ew4aqE5GbYdFAZEyxYrKddsmSct346lXViYiAt98Gli+XW8eOqtOQG2LRQGRK2bLA1q2AwSAz1G/fVp2I3Fl0NPDmm8BbbwHh4arTkJti0UBkTrVqwObNwO+/A337AunpqhORO/ruO1nNM3w4MGWK6jTkxlg03MexYzJRmdxYkybAF19I8TBmDJs/kX0dOiS7VoaFAR9+yOZNpBSLBjM0DWjWDPDxAYKCgA4dpIggN9SlC7B4MbBokfT3J7KHv/6Sn73QUGD9eqAwV8m7g+Rk4OefZd+x1atVp8mJP4FmJCXd28Po4kW5FStm+vi33pLVTyEhcvPzs0tMspdhw4Dz52UnwRs3ZFIaO/CRrRw6JHNpSpQAvvkGKF5cdSKyg88/z7nfWPXqjjWFhUWDGSdO5LxftKg0CjTm2jWZo5Td6dNySZxcyLRpMvT0yitAfLycBpirJIkexMaNQL9+MsKwaRNQvrzqRFQAly9LS43jx+VzJS1N6kBjqlbNef/sWSAlBfDysn1OS7BoMOPCBbl8mHkJ+6GHTJ9Y5i4wPD2BSpWMH5ucDDz6KFC3LlCnjvy3Sxd2gXUKOh0waRJQo4a0nX7sMfkFHxCgOhm5Ak2Tra1feUU2oFqzhkWpkzAYAF9f4187cwYYMuTe/cKFZUPdIkXyHhsSkvN+RoacgIaGWi9rQbBoMOP552X+0alTUhSYG4k+fjzn/Ro1TF9+PHEC+PNPuQHyOWRqsqWmyY2j4A6mRw/ghx9k+LhZM+np0KCB6lTkzO7eBV58UXowREby8peDu3gReO894I8/5HbrFqDXG/8ry10IpKXJCELNmnmP9fWVc5ArV2SkOiRECgdHYfWfyKioKDRt2hQ+Pj4oX748evTogRO5T8Nz2bVrF3Q6XZ7b8dyfxAoULQrUqwf07CmFvyn+/tI8sEYNaSiY+4cku9xvR/Xqpk8mjh6VH6JmzYChQ4E5czh532E0agT88ov0c2jVyvR4I9H9/POPNBFbvVr6Mbz7LgsGxW7flmkl5n7fzpsH/O9/cvnh5k3ZtsaY0qXl10R25j4W9++XP//kSTkfqVs3//ltxeojDbt378aoUaPQtGlTpKWlYcqUKejYsSP+/PNPFL/PRJ4TJ07AN9v4Trly5awdz2a6dpUbAKSmylCVKbl/WMz9QGRWsL/8IregIGDCBOPH3r4tt9w/nGRDFSvKiMPzzwPdu8vQ8rhxXBZHljt1Sn55XL0KbN8OtG2rOpHb0utl0uHRo3JJQNNkQry/f95jAwOlYWxy8r3Hjh41vRVI584yfzpzory5DuCmLm07AqsXDVu3bs1xPzo6GuXLl8evv/6KNm3amH1u+fLlUbJkSYv+nJSUFKSkpGTdN5j7lLYzT0/zH9zPPy8/WJnDWo8+avrYo0dz3jdXYGzbBjz9tPwwN2okr/vqq/mKTg+ieHHZB+DVV6WiO3FCNr0ydsGSKLs9e+Qfbdmycnr50EOqE7m0mzeB336T1ivGJhb6+Ejdlr356x9/GC8adDr5ffzjjzmPNbUx7scfFyy7o7D5nAa9Xg8AKG3B1q0NGzbEnTt3EBoaitdffx3t2rUzeWxUVBSmT59utZz2VLu23Czxxx85799vVAIAEhPl9vffpouGO3fkM61QIcty0H14eACzZslFypEj5TTl88/lVITImDVrZBlvq1bAl19ye2sbycgABgwAfv1Vhvs1TUZtmzbNe6yHh0w4PHjw3mN//CE9eowJDweeeOLehPbq1W3zPTgSm1400zQNEydORKtWrVDXzKddQEAAli5dipiYGHz11VcICQlBhw4dsGfPHpPPiYyMhF6vz7qdP3/eFt+CcosWyQjC7Nkyp8FMHZVnVMLc8Nfy5TJXomVLYPRoWQBAVjBsmLT8PXBA3twzZ1QnIkeTkSGtoMPDgYEDZX8TFgwPTNNkpZupwWYPDykYTpy4Nz/h8GHTr1enzr3/1+mAS5dMHztsmCy1f/ZZueTgDr23bPotjh49GkeOHMGP2cdvjAgJCUFItpmDLVq0wPnz5/H++++bvKTh5eUFL0dZuGpDFSrI7Ykn7n/syZM575srGg4dkiG4ffvkduOGXJI3RtN4iT5f2reXoeYnn5QZrBs2mL8GRe7j9m0pFmJiZGRq0iT+43pAs2bJJMRDh6RPziefyPYwxjRsmHMu2aFDpl938GA5OatbV0aEueI1J5uNNIwZMwabNm3Czp07ERQUlO/nN2/eHPHx8TZI5rp+/lmWca5bB7z0EtC6teljc1fa5gqMiROBWrVkiO/DD83P+qX/hITIX0hoqBQR69apTkSqJSVJX49vvwW++gp4+WUWDPdhbqnh7t0yCnvtmtw3Vwhk//1WqJD5iept20pd17gxCwZjrD7SoGkaxowZg9jYWOzatQtVc7e3stDhw4cRwIY5+VK48L35Ev36mT4uNTXvpYxGjUwfnzm0d+IEsHatzJOIirJOZpdWpoz8VnvhBZn9evKkdJTkB4X7OXJEVkikp8tqG3P/4NzYkSPAzp0y+rl/PzB2rJy0GNOokdRfmcxdcujaVdr6N2woS+iLFrVubndi9aJh1KhR+OSTT7Bx40b4+PggKSkJAODn54ei//1NRUZG4uLFi1izZg0AYO7cuahSpQrq1KmD1NRUrF27FjExMYiJibF2PIKs7jh/Xv6RZd5M9SXKyMj7j7FFC9OvvWCBXM5o0QJ4+GEuIICXl6y7DwmRPStOnpT7bP/pPjZvBp57TlZGfP21LNMloxYuBJYtu3d/3z7Tx+YeHTU3fSg01HE6Kjo9zcoAGL1FR0dnHRMeHq61bds26/7MmTO16tWra97e3lqpUqW0Vq1aaZs3b87Xn6vX6zUAml6vt9J3QpqmaSdPZvakvHe7fNn08ZUr3zvO21vTNmywW1TH98UX8qY0b65pSUmq05CtZWRo2ty5mubhoWndu2vajRuqEynz77+atnevpn3wgaYtX276uJUrc/6uqVjR9LEXLmhaZKSmff65pp06pWnp6dbP7U4s/QzVaZpr9Bc0GAzw8/ODXq/P0SCKCiY1FYiLk0sU+/bJUs4dO4wfe+mS9IjI7vffTS8T/eMPWaHo6WnVyI7twAHgqadkBOKbbxyr1RtZT1qajK0vWiSTHWfMcNv1zatXA8OHy+8SQC4r/Pqr8WOPHcs7IpCQYHqjQLIeSz9DWTSQ1Xz1lSw9yuTrK91xjXXD/fdf+XqhQtJopX17YNQo401UXE5CguxZcfas9HLo3Fl1IrImvR7o3Rv4/nspGoYNU53IpjRNesKUKWP867t3y/zPTIUKyVtkrEFwRoYsNAoNlUuczZvLHC03rbfsytLPUDdYVUr2EhgIDBokIxInTgCPPGK6ff6hQ3IylpYG/PST3EaPtmtcdSpVkjZyffvKssz586ViIud39qzMuktMlP4LproCObnkZJme8f33csvIkFrY2BzfJk3kQz89Xe6np0vzJGPdsj08zM9jIPVYNJDVNG8uN0DOPP7+2/SxuX8x1K0LlC9v/Nhr16R5Xvv2QP36LrKPj4+PdNSaNEmqpRMnpIOXO3SHcVV798rup76+8gNeq5bqRDZz6ZL0pcru1CnjXbCLF5d/t3Fx0jipRQs2SnVm/A1FNlG6tPkmd7kbeLZvb/rY77+XvhOADIF26yYLEJxeoUKybWlIiBQOp05JdcQdx5yLpsmF+xEjZHjtq6+c/u9Qr5eVoR06GF+eWKuWbN+cvVvi99+b3jrj00+lSZ2fn23ykv24wjkbOaF582S+w7ffAq+8Yn7b8e+/v/f/16/LNrQuZcQIeSP27ZO91d9/H8i2GRs5sAMHpIva4MFyuWn7dqctGDQNeP11aWJaurQU56YuFeh0eQv9n382/dohISwYXAWLBlKmZEkgLAyYOdP8bsDZiwbA/KjEqlVARISc2fzXIsQ5dOwoPRz695fuWXXqyBmra8xTdj0XLkiL1EcekfaC27bJ8JcTt7bX6eTb+OWXe50Yc//by65rV7kaM3++rIRascIuMUkxFg3k0O7elZnX2XePM1c0fPGFbMbVr58Mn06aZPOI1lOunPTpPnJE1qI++6x886bWp5H93bwpOxTVrCmfsEuWSPczSzaHUSw5WYppc50Tc8/bNFc0PPccEBsLjBkjNS4bnboHFg3k0IoUAZYulcv9f/0lIwmmulfevQvk3hjVKdsghIbK5YqtW2UWaNOmsizl4kXVydxXRob88NWsKTsljRsHxMdLAwIHXw8YEwM8/rjUpP365ey4mFv2gtzTUyYxZq56IAJYNJATqVxZNpIx9Tv64EE5Eczk4SErGk15911pk2Bu8xqlOnUCfvsN+OgjaUVcsyYwfTpw65bqZO5l925ZNzh4MNCmDXD8uGy+4iT9YOLjZTfItDS5v2mT6atejz4KREZKA7fkZJmi4eA1EdkZiwZyGZUry2KEbt1kRWPLlnJ2Zcw//8goc58+Mm+tUycZyXA4hQvLRMlTp6SXw7vvyqyyNWvMbwFIBXfqlMzQfewxGfL66Sdg/XqgShXVyXJISZHa0pTcW95fvGj6ilexYvIjZmrVBBGLBnIZgYHA+PFyJnX9OvDJJ6aP3bLl3rBr5mUNUwWGQ/Dzk2HxY8dkoXt4uExz/+EH1clcT3KyrPENDZXhq3XrZBlBy5aqk2W5eVN2nO3VS4retm3vtWnOrVate0shvbxk9I3za+lBsWggl1SkiPl+9Rs35rz/+OPG29oCwJUrMkxr6peyXVWrJrM9MydvtGkD9Oxpfos/sszdu7LNYo0aMsHxzTflUkS/fg7XUcxgkMUbX34pBYRen3c+TyadDnjrLVmMc+2abHnStKl985LrcKx/CUR20qWLbPmQuVlW7iHc7L74QlZElisnM8ZzFxxKtG4tC+PXrAH275cG/a+8Ip8elD+aJhNP69eXTaa6d5eJAK+/LuP1CmOZGhEIDMz7wb9pk+nX6tMHePppoEQJ6+Uj98SigdxSeLhcorh6VYoCc0VDZpFgMACffSZndw7Bw0NON0+cAKZMkeWaNWrIJkmZs97IvD/+kAktTz4pLQt//VUaDgQEKIuUkCDzCmrXli1KTMn+M6vTuWDTM3JILBrIrfn6yui+qfkMej2wa1fOx556yuax8qd4cRlKP3lSPvxefBF4+GHgu+9UJ3NcV67IBNMGDWSTqQ0bpClBw4ZKY73wgsyznDJFasHVq00f26OHTPpdvlzaOX/2mb1Skjtj0UBkRmJizs8RT0/zO1m/8gqwYIFcO7a7ihWll8DBg7JJR+fO0nLzzz8VhHFQd+5IC9IaNeRT9oMPgKNH5bTdAboTVauW85LE558Dt28bP7ZOHbkkMXSom2wpTw5Bp2muMY/W0r3AiR5EYqJMILt4UVolGHP5snxup6fLSsknn5Q9NipXtm9WAPLJExsLvPwycO6cTOIIC5Obgy0ZtLl//5VeC1u2yHuSmCijMVOnSnFlZ9evm/5jL16UndOzr6b98ktpDkpkS5Z+hrJoILKSuXOBCRPu3S9WTPa/8PFRFkkW8S9bJhM39u6VuQ4hIVI8dO4sqy9cbUG+psmlmi1bpKvm7t0ywlCpknzf48fbfdvqv/+WgY3Vq2WOZWKi6W0qOnWSOa59+sjcmxYtHGIQhFwciwYiO2vYEIiLu3f/+eeBjz9WFicvvV6u22d+mJ4/D3h7S/OizCLioYec8xPqxg1g585739tff8m1pLZt731vtWop+d6uXQOCgnJuXPrVV7KawZiEBKB8efmrIbIXFg1EdqRpMu9w9WqZU3fnjuxnZGofo2XL5Hp1eLh8eJjqEWEzmiaNojI/ZPfskUYUVave+5Bt185x1+hpmqx82LpVvocff5Q+CzVq3JvL0batgjfWuDZtcvbh6t5dfk6IHAWLBiJF9Hq5dD5ggOm+/S1bSpNBQD6XZ80CRo60X8Y8bt2SM/XMD+EzZ+RMvXVr+RDu3Fn9VobJybIpwtatcrt4US6ttG9/L2ONGkqiXbokExaz78aa3YoVwLBh9+4HBUmXaifeSZtcDIsGIgd18qRMK8hu0yZZPucQNE0+0TILiJ07ZegkKOjeh/Pjj0tra1vKyJB9nDOLhH37ZJZp7dr3RkNat1Y2jq9pMkAzb5708ujVS7amMMZgkPmnjz8uo0udOslkWSJHwaKByEFNnQr83//du1+unJw0FymiLpNZ//4rY+uZlzKOH5chlJYtZSKHLVosX70qvbuvXJGhmMcfl0KhUydFy1Hyyj3x1ctLJr6WLGn8+Dt3OE+BHBeLBiIHdfu2nJmuXi2fi2PGyAeQMf/8AwwZIn2IOnZ0kDmKf/11bxTi9Gnb/BnFi8ucirAwWT6Q2e/bgVy8KPVL5sZnALB0KRARoS4T0YNi0UDkBBIT5b+Bgca//t570jAKkMn/EyfyQ8meMn87mirWnnvuXifG4sWBN94AJk+2TzYia7L0M5QdIYkUCgw0XTCkpcmmi5mOH5cVk2R7qamyI3azZjKgYsq4cTL3ct48KQBZMJCr41QcIgf19deyZj+7sWPVZHEnK1fK3g9JSXJ/3jxpqGlM8+ayR4SD7ZxNZDP8USdyUB07AkuWAKGhcr9pU/mQMuXbb2XOIhWMpt0rGADpt3HsmPFjdToWDORebPbj/tFHH6Fq1arw9vZG48aN8UP2ziZG7N69G40bN4a3tzeqVauGxYsX2yoakVMoXhwYPlx6GO3YIb0cTF1bP3ZM9roIDpaz5AsX7JvVlfTrl3dvCHO7TRK5E5sUDZ999hnGjx+PKVOm4PDhw2jdujXCwsKQkHus9T9nz55Fly5d0Lp1axw+fBivvfYaxo4di5iYGFvEI3IqOh3QoYN0ezZlwQL57/XrwLvvyqhEWppd4jmd69elALtxw/jXixaVYg2QTo4xMcDbb9svH5Ejs8nqiWbNmqFRo0ZYtGhR1mO1a9dGjx49EBUVlef4yZMnY9OmTTiWbQxwxIgR+O2337Avs23efXD1BLmr5GTZXTP7FsqRkVI80D1HjsjE0rVr5TLOggXA6NHGj01KktvDD9s1IpEyylZPpKam4tdff0XHjh1zPN6xY0fs3bvX6HP27duX5/hOnTrh4MGDuHv3rtHnpKSkwGAw5LgRuaPr14FWre7dL1RIdn425coV22dyRHPmyJ4fmfM+5s/PuQV1dhUqsGAgMsbqRcO1a9eQnp4Of3//HI/7+/sjKfvsomySkpKMHp+WloZr164ZfU5UVBT8/PyybsHBwdb5BoicTPXqslnW0aOyf8XAgdLx2Zi0NPkwbNhQzrr/+ceuUZUaMiTn/fh46VFFRJaz2URIXa4ZW5qm5XnsfscbezxTZGQk9Hp91u38+fMFTEzk3EJDgY8+kiWDpmzZIpsrxcVJJ8qAAOls6AouXgSWLzf99VatgJo15f+LFAH69wcqVbJPNiJXYfU+DWXLlkWhQoXyjCpcuXIlz2hCpgoVKhg9vnDhwiiTexrzf7y8vODFLeKI8iV3QdGggcyHcFZpabLZ14oVMmqQkSFdp+vUyXusTgdMmiQrS0aMkIKJiPLH6iMNnp6eaNy4MbZv357j8e3bt6Nly5ZGn9OiRYs8x2/btg1NmjRBEYfdxYfIuaSmymTA7IYONX38tWtASoptM1nD6NHSoyJzfsKKFaaPjYgApk9nwUD0oGxyeWLixIlYvnw5Vq5ciWPHjmHChAlISEjAiBEjAMilhYEDB2YdP2LECJw7dw4TJ07EsWPHsHLlSqxYsQKTJk2yRTwit+TpKdtyb90K9O4NlColeyeY8vLLMgoxYYL0inBEhQvLVtPZffyxcxQ7RE5Js5EPP/xQq1y5subp6ak1atRI2717d9bXwsPDtbZt2+Y4fteuXVrDhg01T09PrUqVKtqiRYvy9efp9XoNgKbX660Rn8jl3b5t+mt6vaYVK6Zp0h9RbitX2i9bpowMTfvxR03btMn0MSdP3stYooSmDRumaVev2i8jkSuw9DOUu1wSUR7Llt1rcATIMs4LF2Qpoj1cvw5ER8ulhuPHgSpVZBduUy2bx42TVSG9egElStgnI5Er4S6XRPTAcs99ePJJ0wXDCy8ADz1072auA/yECTmPnTPH+HFnzsjlkePH5f5ffwE7d5p+3XnzgMGDWTAQ2RqLBiLKY8EC6WMQGSmTBs1NmLx0CTh16t7NXO+HpKScx16/bvy4Jk2AevVyPmZugiMR2QeLBiIyqkYNaUWdkCAjDfak0+UsVGrUkP00iEgtq/dpICLXUljRb4nnnwcOH5ZOjq1bm97hk4jshxMhiahA9u+Xyw6ZQkPvdV7M7cCBnB0oa9aU44lILUs/QznSQEQF0ry55cc2bcrLDETOjHMaiIiIyCIsGoiIiMgiLBqIiIjIIiwaiIiIyCIsGoiIiMgiLBqIiIjIIiwaiIiIyCIsGoiIiMgiLBqIiIjIIiwaiIiIyCIu00Y6cwsNg8GgOAkREZFzyfzsvN92VC5TNNy4cQMAEBwcrDgJERGRc7px4wb8/PxMft1ldrnMyMhAYmIifHx8oLPSHroGgwHBwcE4f/48d87Mhu+LaXxvjOP7YhrfG+P4vphmi/dG0zTcuHEDgYGB8PAwPXPBZUYaPDw8EBQUZJPX9vX15Q+tEXxfTON7YxzfF9P43hjH98U0a7835kYYMnEiJBEREVmERQMRERFZhEWDGV5eXpg6dSq8vLxUR3EofF9M43tjHN8X0/jeGMf3xTSV743LTIQkIiIi2+JIAxEREVmERQMRERFZhEUDERERWYRFAxEREVmERQMRERFZhEWDhZ566ilUqlQJ3t7eCAgIwIABA5CYmKg6lnJ//fUXhg4diqpVq6Jo0aKoXr06pk6ditTUVNXRlHvnnXfQsmVLFCtWDCVLllQdR6mPPvoIVatWhbe3Nxo3bowffvhBdSTl9uzZg27duiEwMBA6nQ4bNmxQHckhREVFoWnTpvDx8UH58uXRo0cPnDhxQnUs5RYtWoT69etndYFs0aIFtmzZYvccLBos1K5dO3z++ec4ceIEYmJicPr0afTs2VN1LOWOHz+OjIwMLFmyBEePHsWcOXOwePFivPbaa6qjKZeamopevXph5MiRqqMo9dlnn2H8+PGYMmUKDh8+jNatWyMsLAwJCQmqoyl169YtNGjQAAsXLlQdxaHs3r0bo0aNwv79+7F9+3akpaWhY8eOuHXrlupoSgUFBWHGjBk4ePAgDh48iPbt26N79+44evSofYNo9EA2btyo6XQ6LTU1VXUUhzNr1iytatWqqmM4jOjoaM3Pz091DGUeeeQRbcSIETkeq1Wrlvbqq68qSuR4AGixsbGqYzikK1euaAC03bt3q47icEqVKqUtX77crn8mRxoewN9//41169ahZcuWKFKkiOo4Dkev16N06dKqY5ADSE1Nxa+//oqOHTvmeLxjx47Yu3evolTkTPR6PQDwd0o26enpWL9+PW7duoUWLVrY9c9m0ZAPkydPRvHixVGmTBkkJCRg48aNqiM5nNOnT2PBggUYMWKE6ijkAK5du4b09HT4+/vneNzf3x9JSUmKUpGz0DQNEydORKtWrVC3bl3VcZT7/fffUaJECXh5eWHEiBGIjY1FaGioXTO4ddEwbdo06HQ6s7eDBw9mHf/yyy/j8OHD2LZtGwoVKoSBAwdCc9Eu3Pl9bwAgMTERnTt3Rq9evTBs2DBFyW3rQd4XAnQ6XY77mqbleYwot9GjR+PIkSP49NNPVUdxCCEhIYiLi8P+/fsxcuRIhIeH488//7RrhsJ2/dMczOjRo/Hcc8+ZPaZKlSpZ/1+2bFmULVsWNWvWRO3atREcHIz9+/fbfXjIHvL73iQmJqJdu3Zo0aIFli5dauN06uT3fXF3ZcuWRaFChfKMKly5ciXP6ANRdmPGjMGmTZuwZ88eBAUFqY7jEDw9PVGjRg0AQJMmTXDgwAHMmzcPS5YssVsGty4aMouAB5E5wpCSkmLNSA4jP+/NxYsX0a5dOzRu3BjR0dHw8HDdAayC/My4I09PTzRu3Bjbt2/H008/nfX49u3b0b17d4XJyFFpmoYxY8YgNjYWu3btQtWqVVVHcliaptn9M8itiwZL/fLLL/jll1/QqlUrlCpVCmfOnMG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       "  </clipPath>\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1-element Vector{PyCall.PyObject}:\n",
       " PyObject <matplotlib.lines.Line2D object at 0x0000000058CBEB50>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(-3,stop=3,length=20)\n",
    "y = 2*x.^2 .+ 0.5\n",
    "\n",
    "figure(figsize=(6,4.3))       #width and height, in inches\n",
    "  plot(x,y,linestyle=\"-\",color=\"r\",linewidth=1.0)\n",
    "  plot(x,log.(y),linestyle=\":\",color=\"b\",linewidth=3.0)\n",
    "#display(gcf())               #uncomment if the plot is not shown (eg. in REPL or VS Code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "       <path d=\"M 45.40625 27.984375 \r\n",
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       "Q 22.859375 48.484375 18.828125 43.109375 \r\n",
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       "z\r\n",
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       "L 12.109375 -9.1875 \r\n",
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       "Q 23.78125 -13.375 27.78125 -13.375 \r\n",
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       "Q 45.40625 -4.15625 45.40625 5.171875 \r\n",
       "L 45.40625 9.625 \r\n",
       "Q 42.625 4.78125 38.28125 2.390625 \r\n",
       "Q 33.9375 0 27.875 0 \r\n",
       "Q 17.828125 0 11.671875 7.65625 \r\n",
       "Q 5.515625 15.328125 5.515625 27.984375 \r\n",
       "Q 5.515625 40.671875 11.671875 48.328125 \r\n",
       "Q 17.828125 56 27.875 56 \r\n",
       "Q 33.9375 56 38.28125 53.609375 \r\n",
       "Q 42.625 51.21875 45.40625 46.390625 \r\n",
       "L 45.40625 54.6875 \r\n",
       "L 54.390625 54.6875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-103\"/>\r\n",
       "      </defs>\r\n",
       "      <use xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-103\"/>\r\n",
       "      <use x=\"152.441406\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "      <use x=\"184.228516\" xlink:href=\"#DejaVuSans-121\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p2aacefe2ef\">\r\n",
       "   <rect height=\"316.5624\" width=\"446.4\" x=\"40.603125\" y=\"28.396875\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 800x571 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#now with title, labels and more - and larger\n",
    "\n",
    "figure(figsize=(8,5.71))\n",
    "  plot(x,y,linestyle=\"-\",color=\"r\",linewidth=1.0,label=\"y\")\n",
    "  plot(x,log.(y),linestyle=(0,(5,2)),color=\"b\",linewidth=3.0,label=\"log y\")\n",
    "  xticks([-2;0;2],[\"A\";\"B\";\"C\"])\n",
    "  yticks([0;5;6;10])\n",
    "  grid(true)\n",
    "  title(\"a title\",fontsize=20)\n",
    "  xlim(-3,3)               # set limits of the x-axis\n",
    "  ylim(-1,20)              # set limits of the y-axis\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"function values\")\n",
    "  text(-2.5,0.9,\"some text\")\n",
    "  legend(loc=\"upper center\")\n",
    "savefig(\"AFirstPlot.pdf\")      #save pdf file of the plot\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Subplots\n",
    "\n",
    "are easily constructed using the `subplot()` command. For a the first subplot in a 2x2 grid, use `subplot(2,2,1)`.\n",
    "\n",
    "The `fig.set_size_inches(16,10.7,forward=false)` before the `savefig()` command (see below) tweaks the saving so the size of the saved graphics is not cut by your screen size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Figure(PyObject <Figure size 800x570 with 3 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(figsize=(8,5.7))                      #subplots\n",
    "subplot(2,2,1)\n",
    "  plot(x,y,\"r-\")\n",
    "  title(\"a. first\")\n",
    "  xlabel(\"x\")\n",
    "subplot(2,2,2)\n",
    "  plot(x,log.(y),\"b--\")\n",
    "  title(\"b. second\")\n",
    "  xlabel(\"x\")\n",
    "subplot(2,2,3)\n",
    "  plot(x,log.(y).^2,\"k:\")\n",
    "  title(\"c. third\")\n",
    "  xlabel(\"x\")\n",
    "subplots_adjust(hspace = 0.4)                 #to give more vertical space between \"row\" 1 and 2\n",
    "\n",
    "#fig.set_size_inches(16,10.7,forward=false)    #to save really large figure\n",
    "#savefig(\"ASecondPlot.pdf\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adding Lines\n",
    "\n",
    "by `hlines()`, `vlines()`, `axhline()`, `axvline()` or `axline()`.\n",
    "\n",
    "Currently (as of Dec 2020), we have to use `gca().axline()` but future `PyPlot` versions will allow doing `axline()`. Notice that `axline()` was introduced in matplotlib 3.3.0. \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "     </defs>\r\n",
       "     <use xlink:href=\"#DejaVuSans-87\"/>\r\n",
       "     <use x=\"96.626953\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"124.410156\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"163.619141\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
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       "     <use x=\"394.376953\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
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       "     <use x=\"619.666016\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"674.646484\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"736.169922\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"767.957031\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"795.740234\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
       "     <use x=\"823.523438\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
       "     <use x=\"886.902344\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"948.425781\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p8b60c6864f\">\r\n",
       "   <rect height=\"238.392\" width=\"334.8\" x=\"50.14375\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.lines._AxLine object at 0x0000000058DE3610>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure(figsize=(6,4.3))\n",
    "  plot(x,y)\n",
    "  xlim(-3,3)\n",
    "  ylim(0,20)\n",
    "  title(\"With reference lines\")\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"function value\")\n",
    "  hlines(11,-2.5,2.5,linestyle=\"--\",linewidth=0.5,color=\"black\")   #stretches over x=[-2.5;2.5]\n",
    "  axhline(11.5,linestyle=\"-.\",color=\"g\")             #stretches over all x\n",
    "  vlines(0.5,0,20,linestyle=\":\",color=\"r\")\n",
    "  gca().axline((0,5),(2,10),linestyle=\"--\",color=\"m\")      #matplotlib 3.3.0 is needed, here two points\n",
    "  gca().axline((0,5),slope=4,linestyle=\"--\",color=\"brown\") #here one point and a slope\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LaTeX in the Figure\n",
    "\n",
    "PyPlot calls on LaTeXStrings so you can, for instance, use `xlabel(L\"$\\alpha$\")` to get the x label in LaTeX. You should probably also change the general font to \"cm\" (see below) to make the various text elements look more similar.\n",
    "\n",
    "To insert the value of the variable `z` into the LaTeX string (\"string interpolation\"), use `%$z` instead of the standard `$z`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"pd81daabd4b\">\r\n",
       "   <rect height=\"238.392\" width=\"334.8\" x=\"50.14375\" y=\"23.4\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(-2.5, 5, '$\\\\mu_2 = \\\\int x^2 f(x) dx = 4 $')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rcParams = PyPlot.PyDict(PyPlot.matplotlib.\"rcParams\")  #allows you to make global changes\n",
    "rcParams[\"mathtext.fontset\"] = \"cm\"             #setting the math font\n",
    "rcParams[\"font.family\"]      = \"serif\"          #setting the text font family\n",
    "\n",
    "z = 4                             #a value to be used inside the string\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  plot(x,y)\n",
    "  title(L\"a title using LaTeX, $2 b^2 + 0.5$\")\n",
    "  xlabel(L\"$\\alpha$\")\n",
    "  ylabel(\"function value\")\n",
    "  text(-2.5,0.9,L\"some text, $\\ln(\\mathrm{loss})$\")\n",
    "  text(-2.5,5,L\"$\\mu_2 = \\int x^2 f(x) dx = %$z $\")        #notice: %$z\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bars (with annotation) and Stairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "    <!-- Bar chart -->\r\n",
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       "     <defs>\r\n",
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       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p2eeaf72bc0\">\r\n",
       "   <rect height=\"238.392\" width=\"334.8\" x=\"26.925\" y=\"22.318125\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 0.5, 'something important')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rcParams[\"mathtext.fontset\"] = \"dejavusans\"            #resetting the fonts\n",
    "rcParams[\"font.family\"] = \"sans-serif\"\n",
    "rcParams[\"font.size\"] = 10\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  bar(x,y,facecolor=\"red\",edgecolor=\"white\",align=\"center\",width=0.3)\n",
    "  xlim(-2.5,2.5)\n",
    "  ylim(-1,15)\n",
    "  title(\"Bar chart\")\n",
    "  txt = \"something important\"\n",
    "  annotate(txt,xy=[0.7;0.25],xycoords=\"axes fraction\",xytext=[0.5;0.5],\n",
    "           textcoords=\"axes fraction\",arrowprops=Dict(\"facecolor\"=>\"black\",\"width\"=>0.5))\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
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      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Stairs plot')"
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     "execution_count": 8,
     "metadata": {},
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   "source": [
    "figure(figsize=(6,4.3))\n",
    "  step(x,y,linewidth=1.5,color=\"r\")\n",
    "  xlim(-2.5,2.5)\n",
    "  ylim(-1,15)\n",
    "  title(\"Stairs plot\")\n",
    "#display(gcf())"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Surface (3D) Plots\n",
    "\n",
    "The next plot creates a surface plot. \n",
    "Notice that if `x` is a 20 vector, `y` is a 25 vector, and `z` is 20x25, then you need to use\n",
    "`surf(x,y,z')`.\n",
    "\n",
    "In the subsequent plot, we rotate the view and also customize the axes and tick marks. This requires a slightly more involved approach (see below)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20,)(25,)(25, 20)\n"
     ]
    },
    {
     "data": {
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PJRAVCoVCoVAoFHkogahQKBQKhUKhyEMJRIVCoVAoFApFHkogKhQKhUKhUCjyUAJRoVAoFAqFQpGHEogKhUKhUCgUijyUQFQoFAqFQqFQ5KEEokKhUCgUCoUiDyUQFQqFQqFQKBR5KIGoUCgUCoVCochDCUSFQqFQKBQKRR5KICoUCoVCoVAo8lACUaFQKBQKhUKRhxKICoVCoVAoFIo8lEBUKBQKhUKhUOShBKJCoVAoFAqFIg8lEBUKhUKhUCgUeSiBqFAoFAqFQqHIQwlEhUKhUCgUCkUeSiAqFAqFQqFQKPJQAlGhUCgUCoVCkYcSiAqFQqFQKBSKPJRAVCgUCoVCoVDkoQSiQqFQKBQKhSIPJRAVCoVCoVAoFHkogahQKBQKhUKhyEMJRIVCoVAoFApFHkogKhQKhUKhUCjyUAJRoVAoFAqFQpGHEogKhUKhUCgUijyUQFQoFAqFQqFQ5KEEokKhUCgUCoUiDyUQFQqFQqFQKBR5KIGoUCgUCoVCochDCUSFQqFQKBQKRR5KICoUCoVCoVAo8lACUaFQKBQKhUKRhxKICoVCoVAoFIo8lEBUKBQKhUKhUOShBKJCoVAoFAqFIg8lEBUKhUKhUCgUeSiBqFAoFAqFQqHIQwlEhUKhUCgUCkUeSiAqFAqFQqFQKPJQAlGhUCgUCoVCkYcSiAqFQqFQKBSKPFzrfQAKhWJ9kFJiGAbpdBqXy4Wu6+i6jhBivQ9NoVAoFOuMEogKxVWIZVkYhkEmkyGZTCKEQAiBpmm4XC4lGBUKheIqR0gp5XofhEKhWBuklFiWRSaTQUqJlJJMJuOIQMuynL+fOXOGLVu2EAgElGBUKBSKqwwVQVQorhKklCwsLBCNRunq6soTeva/dV13nnv+/Hn6+vrQdZ10Og2gIowKhUJxlaCaVBSKqwDLskin00xPT3PixAk0TSsr7HJTzm63G13X0TQNKSWpVIpYLMbi4iILCwvE43FSqRSmaaISEgqFQtEaqAiiQtHCSCkxTRPDMLAsC13X80Tc7Owsly9fprOzk/b2dlwu17LXwxXBCDjbsP9LJpPOc2xBaUcYKwlRhUKhUDQnSiAqFC2KXV9omiaAI9bsOsQTJ05w5swZuru7GR0dJZVKEQ6H6ezspLOzs+y2qxWMuq7npaSVYFQoFIqNgWpSUShaEDulbFlWniibnJxkbGwMl8uFYRg8//nPx+v1omkaiUSCubk5IpEIkUiEVCpFKBSip6fHiTBqWnVVKbmC0bIsICtQC2sYlWBUKBSK5kQJRIWihbBTynaXcqEAGx0d5dSpU2zdupW9e/cihCCdTi8TflJKfvjDH7Jp0yZSqRSRSATDMGhvb6ejo4POzk7a2trqEoz2f0owKhQKRfOiUswKRYtQKqUMYJomIyMjXLhwAZ/Px4033gjgRPcKsesJe3t7aW9vR0pJPB4nEokwNzfHuXPnME2Tjo4ORzCGw+GSgjE3JW0fqy1mTdMklUota4pxuVzLXqdQKBSKtUEJRIVig1PobVgoqqLRKAcPHsTlcnH99ddz6tSpqrZr1yva/w4GgwSDQbZs2YKUklgs5gjGs2fPIqV0xGJnZyehUKikuMvtkrbPIbehxn68sIZRCUaFQqFYG5RAVCg2MPa4PMMwgPxInZSSc+fOMTIywvbt29mzZw+zs7M1WdGUeq4QglAoRCgUYuvWrUgpiUajTv3iqVOnEELkCcZgMFizYLSnvZQSjNWmuBUKhUJRG0ogKhQbFDtqmNsEYpPJZDh69CiRSIRbb72Vnp4eID8qWIlanxsOhwmHw2zbtg3LshzBODMzw8mTJ9E0LU8wBgKBhghGOyWtBKNCoVA0DiUQFYoNRm5KubBLGWBubo6hoSGCwSD79+/H6/U6j9Uq+upF0zTa2tpoa2tj+/btWJbF4uIikUiEqakpTpw4gcvlyhOMfr+/bsFo77NwyosSjAqFQlEfSiAqFBuIco0oUkpOnTrF+Pg4e/bsYceOHcsEVy0C0d5mI9A0jfb2dtrb29mxYweWZTE/P8/c3ByTk5McP34cj8ezTDCWopRgzGQyZccCKsGoUCgU1aEEokKxQbCjhqZpLosaplIpDh06RDwe56677qK9vb3oNmqJCtYqJmtB0zRHCO7cuRPTNB3BePHiRUZHR/F6vXmC0efzlT3WQsFov192hDGRSOB2uwmHw3ld0gqFQqFYjhKICkWTU8nbcHp6mkOHDtHd3c2tt966bFxeLmuVYq4VXdfp6uqiq6sLyNryzM3NMTc3x/nz5xkZGcHn8+UJxtzUeSF2faKNlJLz58+j67oTWRVC5EUYlWBUKBSKKyiBqFA0MeVSypZlMTY2xtmzZ7n++usZHBysKHCKCcRyr1kvH31d1+nu7qa7uxsAwzCcKS8TExMcO3aMQCDgiMWOjg48Hk/J7eVGGN1ud16EMZ1OO48VNr0owahQKK5WlEBUKJoUO2pYrBElHo8zNDSEZVns27ePUChU1TaLCcRcr8NKz10vXC4XPT09Tjd2JpNxBOPp06eJRqMEg8E8weh2u5dtJ/dcCyOMxQRjYQ2jEowKheJqQQlEhaLJKPQ2LBSHFy9e5OjRo2zevJnrrrsuT+hUu/1qaGYx5Ha76e3tpbe3F4B0Ou0IxvHxceLxOKFQKE8wliNXMNrvjz3POnfKixKMCoXiakEJRIWiiSj0Nsw1vjYMg5GRESYnJ3n+859Pf39/zdtfry7m1cbj8dDX10dfXx+QbdqxBePY2BjJZBKXy4XP52NmZob29vaStZr2+60Eo0KhuJpRAlGhaAIqeRsuLi5y8OBBPB4P+/fvL2sBU47VMspuNrxeL/39/Y6ITiaTDA8Pk06nGR0dJZVKEQ6HnQhje3t7yUhsOcGYSqXK2uoowahQKDYqSiAqFOtMJW/DiYkJRkdH2bFjB7t3716Rl1+tNjetgs/nIxgMEg6H2bNnD4lEwpkjbQvH9vZ2p0u6vb295PucKxh1XXc8GKWUywSj3fDicrmWiX6FQqFoZpRAVCjWkXLehul0mqNHjzI3N8dtt93mdPSuBDsqKKXMS1+XYqNGECvh9/vx+/1s3rwZKWWeYLxw4QKGYeQJxra2trKCMVc05grGZDLpPMcWjLlzpJVgVCgUzYoSiArFOmB7GxqGUTSlHIlEGBoaIhwOc+DAgbIWLrVQTJCUG2/XqgIxFyEEgUCAQCDA4OAgUkri8bgjGM+dO4dpmnR0dDiCMRwOK8GoUChaGiUQFYo1plJK+eTJk5w8eZJrrrmG7du3N1Q05O6nGs/EqxEhBMFgkGAwyJYtW5BSEovFiEQiRCIRzp49i5Qyz7Q7FApVnCMN5QWjnYpWglGhUDQDSiAqFGtIJpNhfn4ev9+/rIkhmUxy6NAhkskkd999N21tbQ3ff65ArOa5V0MEsRJCCEKhEKFQiK1btyKlJBqNOoLx1KlTCCHyBGMwGKxZMNpNL8lkEk3TljW9KMGoUCjWEiUQFYo1wPY2jMViPPHEE9x33315i/3ly5c5fPgwvb293HbbbWXH5TXqeBr5vI1CI85HCEE4HCYcDrNt2zYsy3IE48zMDCdPnkTTtDzBGAgEqhKM9jHaJQimaZa01VGCUaFQrCZKICoUq4xlWRiG4TSiQL5VyujoKOfOnePGG29k8+bNq3ostUYQFZXRNI22tjba2trYvn07lmWxuLhIJBJhamqKEydO4HK58gSj3++vKBhzr5XcmlX7cTslnTtHWn1mCoWiUSiBqFCsErnehnbNX66XXiwWY2hoCID9+/cTDAZX/ZhUinn10TSN9vZ22tvb2bFjB5ZlMT8/z9zcHJOTkxw/fhyPx7NMMJailGA0DIPJyUnm5ubYs2fPshpGJRgVCsVKUAJRoVgFChtR7MXaXrAvXrzI6OgoW7Zs4brrrluRt2Et1CoYWkkgrpdY0jTNEYI7d+7ENE1HMNrXgdfrzROMPp+v5PZyBaNpmsTjcYQQGIZBJpPJizDaPox2SlqhUCiqRQlEhaLBlPM2tAXj2NgYN998szMabq1QKeb1R9d1urq66OrqArIjFOfn54lEIpw/f56RkRF8Pp8zQ7qzsxOv11tye7ZYLBZhzGQyQPEpL0owKhSKciiBqFA0iErehgsLCxw8eBCA22+/nY6OjjU/RpVibj5cLhfd3d2OEbphGM4c6YmJCY4dO0YgEHCiix0dHY4vZrHPp1RKOpPJlB0LqASjQqHIRQlEhaIBVPI2PHPmDGNjY+zatYuxsbGGGV/XSi0CsZbnKRqHy+Wip6eHnp4eIGuNZAvG06dPE41GCQaDdHZ2YllWxc+omGC0o9zpdNp5XAlGhUKRixKICsUKsSyLdDpdNGqYTqc5fPgwi4uL3HHHHXR2djI+Pr6uwqvayKCKIDYHbreb3t5eent7gew1ZQvG6elp0uk0P/7xj/MijOVsknKbpSBfMNop6ULBaHdJKxSKqwclEBWKOrFTynaXcqE4nJmZ4dChQ3R0dLB//34naiiEwLKs9TpsID8yaAtBbVSDObDutpy/K5oPj8dDX18ffX19BINBpqen2bRpE5FIhLGxMZLJJKFQyBGM7e3tdQtGO8KoaVrRLmmFQtG6KIGoUNRBuZSyZVmMj49z+vRprrvuOrZu3Zq3mGqa1pQRRNcjLrTzGsm7k87fWi2C2GrnA9nrqb+/n/7+fiA7kceOMI6OjpJKpQiHw3mCMVcQFlKtYCxMSSvBqFC0FkogKhQ1UMzbMHdhTCQSHDp0iHQ6zT333EM4HF62jfVO3Rbbv5gRuP7LBQZoT2tYd1vrfpyKyhSbqe3z+RgYGGBgYADIXpORSIS5uTmGh4dJp9O0t7c7HdLt7e1l6w0L/TvhSllFqSkvSjAqFBsfJRAViiqxrUMMwwCWj0ibnJzkyJEj9Pf3c/vtt5dM66238Cq2cLsezYpDAM8nPCTvTqoFvkXw+/34/X42b96MlDJPMF64cAHDMPIEY1tbW0nBmDtDGpRgVChaGSUQFYoqsKOGdu1g7gJqmiajo6NcuHCBG2+8kU2bNpXd1nrXIC4TqGlwP+Z2/q92VEP7sYboaK0I4noL89Wg1vMRQhAIBAgEAgwODiKlJB6PE4lEiEQinDt3DtM06ejooKOjg66uLkKhUF2CMZVKlbXVUYJRoWhulEBUKMqQm1Iu1qUcjUYZGhpC0zT2799PIBCouM1mq0HUv60j5gTkrNeej3vg91qzZq/VWInQEkIQDAYJBoNs2bLFGQFpC8azZ88ipcyb8hIKhcrOkQYcEWh7MEoplwlGe8qLy+Va9r1SKBTrjxKICkUJKnkbnj9/nuHhYbZt28Y111xTtW/cekeyCvfvfsS97DnaUY3gkSDx58fX8tAUNdLo60gIQSgUIhQKsXXrVqSURKNRRzCeOnUKIUSeYAwGg2UFY65ozBWMyWTSeY4tGO0IoxKMCsX6owSiQlGEcuPyDMPg6NGjzMzMcMsttzj+dNXSTAJRPCPQThYXtr1f6OX0806v4ZEp6mE1hZQQgnA4TDgcZtu2bViW5QjGmZkZTp48iaZpeYIxEAisWDBC1jDc6/UqwahQrBNKICoUOVTyNpyfn+fgwYMEAgEOHDhQdkZuKdY7xQxXIk/6Z0vbnfjH/AQOB+DatToqRa2s9XWkaRptbW20tbWxfft2LMticXGRSCTC1NQUJ06cwOVy5QlGv99fs2Ccmpri9OnT3HbbbU4XdW4NoxKMCsXqowSiQrFEpZTy6dOnOXHiBLt372bnzp11L1BN06QyAdqTGpLSIqPn0R547RoenKJm1lMoaZpGe3s77e3t7NixA8uymJ+fZ25ujsnJSY4fP47H41kmGEthC8bcTmi7DtiOMGqatqzpRQlGhaLxKIGoUIATNSzWiJJKpTh8+DCxWIw777yTjo6OFe2rWVLM+iM6tjaUSAQFC6yAwPEAPAPWHes7+aVRrHfkttE02/lomuYIwZ07d2KapiMYL168yOjoKF6vN08w+ny+ZdvJ9RgtFmE0TRPTNEva6ijBqFCsHCUQFVc1hd6GhQvL9PQ0hw8fprOzk/379+N2L2/oqJVmEIhEQfuqhmEYJBNJhCZw6S50l46u6Xkdze6Pu0ndkVq341WUp5mFkK7rdHV10dXVBWTrd+fn54lEIpw/f56RkRF8Pp8zQ7qzsxOv11vUABzIiy4CJQWjnZLOnSPdzO+TQtGMKIGouGop9DbMXUQsy+LEiROcOXOGvXv3smXLloYtMJqmrXuK2fefPlJzKVKpFF5Pto7SNE1S6awQdOkuJ6qoH9LRntFaJorYSjRbBLESLpeL7u5uuru7gaxgtMcCTkxMcOzYMQKBAB6PxxntZ88wL0YpwWgYBplMxnm82BxpJRgVivIogai46qjkbRiPxxkaGsI0Tfbt20coFGro/tc7gihNifx3STqdJhgIounZphmP8Djvjb3ASitrc5L8uyTzH5wvmRLcCLSqINjI5+Vyuejp6aGnpweATCbD3Nwc586dI5VK8cMf/pBgMOikozs6OspG8WsRjLYPo52SVigU+SiBqLiqKNeIAnDp0iWOHDnCpk2b2Lt3rzMhopGsp0CMRCL4f+zHO+MlEAosOxZ78bTP27Is3G437hNuJr4zwcjglZSg/V+5CI9iddloEcRKuN1uent7SafTaJrG9ddf70QYx8fHicfjhEKhPMFYaqQlVC8YC6e8KMGoUCiBqLiKsCyLS5cu4fF4lk2DME2T4eFhLl26xPOe9zwGBgZW7TjWo4tZSsmpU6cYHx/n5idvxuP1VIw82U0r9uJ5049vYvff7nYW7DNnznD06NGaFmxF49nIEcRS2DWIHo+Hvr4++vr6gGzDmH39jY2NkUwm866/9vb2ugSjnc6G4mMBlWBUXI2oO7mi5bGL2A3D4OTJk/T39xMOh53HFxcXGRoawuVyceDAgbI2HI1grX0Q0+k0hw4dIhaLsa9rH55xD9Ru34g+pOM55KHntispwXQ67UzZsBfscDhMV1cXnZ2dtLW1rUoUVtHalGpS8Xq99Pf309/fD0AymXQE4+joKKlUira2Nqfhpb29vez1V0kwqgij4mpGCURFS1OYUratMuzHJiYmGB0dZfv27ezZs2dNbvxrmWKORCIcPHiQjo4O9u/fj+dDXlIkKWN9eAXBsue5P+4mdduVjmaPx7NswY5EIszOznLhwgUMw6C9vZ3Ozk66uroIh8MtGfFaL0oJqY1Otefl8/kYGBhwIv6JRIJIJMLc3BzDw8Ok02na29vzBGO573gxwWjXK2cyGec5uYLR7pJWKFoNJRAVLUsxb0O7gziTyXDkyBHm5ua47bbbnK7KtWAtBGJuSvnaa69l27ZtMCVIP6shRf371od0tOc0rNuKp8h9Ph+bNm1i06ZNSCmJx+NOhPHs2bMAVc/xVVy9WJZV13Xh9/vx+/1s3rwZKWWeYMz9wWJfg21tbRUFY24EMlcw2hFGTdOKdkkrFBsdJRAVLUeut2HhuDwhBLFYjCeeeIJwOMyBAwfWvMlitWsQc1PKd911F+3t7QAYn9eRU4LojiSe8/Wfc2EUsRRCCILBIMFgkC1btiCldMayzczMMD4+jsvlymt4We30fqs1dVztEcRyCCEIBAIEAgEGBweX/WA5d+4cpmnm/WAJhUINE4y5XdKt+BkpWh8lEBUthW3RUmpcXiwWY3Fxkeuuu47t27evy417NWsQC1PKtiWIXATr60tps5QbWeVpFxvDpw/paD/VsG6tTeQKIZbN8bVNk3OnbNjpaNUhffWyGsK32A+WWCzmCMYzZ84gpVwmGMsdR7WCsbCGUQlGxUZACURFS5B7Y84d02WTTCY5fPgw8XiczZs3s2PHjnU71tVIMRdLKeeev/VlDRLZf+sLbpK7MngnVhhFvHVl01Vyx7JB/pQNu0M61wOvs7NTdUgXoCKI9SOEIBQKEQqF2Lp1K1JmPT9twXjq1CmEEDWVROQKRvs7blkW6XTamfJip8+DwaASjIqmRt1tFRuewkaUQnE4NTXF4cOH6e7uZmBgYN1FRqMFYqmUso1MgfnolSiHEGAkNKSAcuWIy2Yz56Af1NEOali3NC5VXjhlI5PJOIv1+Pg4iUSCcDicZ2lSS4d0qy7CrXhe6yF8hRCEw2HC4TDbtm3DsixHMM7MzHDy5Ek0TcsTjIFAoORx5s6QhiuC8fLly1y8eJGbbrpJRRgVTY0SiIoNjR01NE1zmem1ZVkcP36ciYkJbrjhBjZv3szo6Oi616E1sgaxVEo5F+s/NZjP/5s2r2NcK3GP1r8QuT/uJvV3qzej2e1253ng2R3SkUiE4eFhMpkMbW1tTjo6HA5fdfYj630trxbNEBnVNG1ZSYRdQzs1NcWJEydwuVx5gtHv91cUjIDT1GLb6qRSqTwfxtz6RSUYFeuFEoiKDUmut2G5cXmWZeWNy9M0zbGrWC8aEUGslFJ2nmeB9bnloklKyMTBVcTKJv+JpR/Sf9r4KGI5Cjuk7Q7V2dlZJiYmsCzLWay7urqumg7pVjzHZhCIhWiaRnt7O+3t7ezYscOpoZ2bm2NycpLjx4/j8XiWCcZC7BRzbqbDtt+y/0smkwBOhNHtdjsRxsJ7nUKxWiiBqNhwVBqXd+HCBY4dO8bg4CDXXnttXhpyPaaYFLLSJpVKKeVc5OMCebHYYiKRswLjWolrpMSLq1iDVjuKWIpiHaqF9WO5NY6dnZ0tGW1rxXMCHPeBZib3+tq5cyemaRZtusoVjD6fr+S5KcGoaDaUQFRsKOyC72JRQ8MwGB4e5vLly9x0001OajKXtZ5iUoyVRBCrSSnnYv5H+Rq9TBz0SlHEMug/1dGGNKyb11d0F6sfW1hYIBKJONEdTdPweDxcunSJzs5OvN46xsk0Ia0oDpoxglgJXdfp6uqiq6sLyG+6On/+PCMj2TnmtrF2KpUqew1WKxgLPRiVYFQ0CiUQFRsCO6VsdykX3gQXFhYYGhrC4/Fw4MABfD5f0e3YRtnrST1RzGpTyrlYzwrkeLHnXPmbnBVkrjVxjxTfVjGbm0LcH3eT+n/XPopYDruZoKOjw4nujIyMEI1GmZiY4NixYwQCAad+saOjo6LYbkbW+8fOarERIoiVKGy6MgyDubk5Tp8+TTwe54knniAQCOTNMS9n61RKMFqW5QhGTdOWNb0owaioFyUQFU1PuZSylJKzZ89y/Phxdu7cye7duyvaUKz3olprFLOWlHIupaKHhW9PJiZwiaoyykXRn9PRDmlYN62v8C6Hruv4/X40TeP6668nk8k4M3xPnjxJLBbL65Du6OjYMDOkW3Hx34gRxEq4XC56enqYn58nFAqxe/du5xo8deoUsVgsz9ap0o+WUoLRNE1M0ySZTCrBqFgRSiAqmpZK3obpdJojR44wPz/P7bff7qR2ytEsEcRqBeLs7CxDQ0NVp5RtrOMC+dMqF4FINoroPZ4viMrZ3BTi/ljzRRHL4Xa76e3tpbe3F4BUKuXUL46OjpJKpZwZ0tWMZFsv1vvHzmrRigLRxo6OFl6D6XTaEYzj4+PE43FCoVCeYCxn0VVsjnSuYLR9GHO7pO10d6u+14qVoQSioinJHZcHy70NZ2dnOXToEG1tbTWNy9soAlFKycmTJzl58mTVKeVcrP8oL2YKd2/EBB5WGEU8rGE9v3mjiOXwer0MDAwwMDCQ1yFtj2TL7ZCuZsLGWtIsx9FIWlkglpoz7fF48mydUqmUIxjHxsZIJpN5grG9vb1uwWgYhvN4sTnSrfreK2pDCURF02FHDW0hlxu5kVIyPj7OqVOn6hJOzdDFXOkY6k0p28gLYP2wUrQrXyHKiCB9rYX3uFbuaWVx/2tzRxGrvU6KdUjbI9lmZ2edDulcS51y/neriYogbjwsy6oqE+D1eunv76e/vx+44gM6NzfnRLnb2tqc67CScXwpwWgYBplMJk8w5vowNmPkXLE2KIGoaBpyU8rFupSTySRDQ0Ok02nuvvtu2traat5HM3QxlzuGelPKuZiP6FBWAxdfeI14QRSxxvV5o0cRS1E4kq2YYbLb7XYiO11dXWvaId2KQqpUlK0VqLcBJ9cHFHCi3HNzcwwPD5NOp2lvb88TjOX2owSjohJKICqagkrehpcvX+bw4cP09fVx++231z0ur1lTzCtNKTvbiSxNTqmHUlHEGhBfcsHz03W/fiNQaJic639n25n4/f48D8bV6pBe7x87q0WrRxAbcW5+vx+/38/mzZvzyiLm5ua4cOEChmHkCcZKdbSVBCNQdCygEoytixKIinWn0ri80dFRzp07x4033sjmzZtXtK9mSTHnLuwrTSnnkvqGhrDKB//KrU2FUcRqbG5ymZ/Q8B7UcK/RdJVmoJj/3dzcnJOOPnLkCKFQyLHUqVQ7ViutKKRaXSA2WlQVK4uIx+N5dbSmaS6ro61HMGYyGdLptPO4EoytixKIinWjkrdhLBZjaGgIgP379xMMBle8z2ZJMdsitREpZRtrEZJf0vHskbgqzFgu+RasIIqY2WmRXtQwP+Oh7aYkognXibX47G07k56eHiD7A8CuX8ytHcttNlCLaj6tLBDXwuNRCEEwGCQYDLJly5a8OtpIJMKZM2eQUtbUeFVMMNo/7u0IY6FgtLukFRsTJRAV60KllPL58+c5duwYW7du5dprr23YDbVZIoiWZTE+Pr7ilHIuqS9qkIDMPOg6CLO+7RiJbBSxVhbDwAyYExrpx114X2LUdwAthsfjyWs2yO2QtlOBuQt1OByu+lpoVSHVqucF61NfWVhHW2w0pRAi7zqsNMvcrk+0sQXj2NgYmUyGa665Jk8w5nZJKzYGSiAq1hw7alhqXN6xY8eYnp7mlltucTzCGkUzRBANwyAej3Pu3LkVp5RtrEVIfTV7s5YLArNiFLHMezCbjSK6jlV/Izd7JPGZKyI+8Tk3nv0GojWm2TWUwtqxwsgOkFe/GAgErrpFtdUF4npHjIuNprQF48zMDCdPnszr1K/mOswVjHa62Y4w2ilpTdOWNb206ufcCiiBqFgzCr0NC8Xh/Pw8Q0ND+P1+9u/fX3Jc3kpY7yaV2dlZRkZGAFacUs4l9aVs9NCmfBSx8vBlIyHQRfVCOj4oYTqndjQiSH7Vjf+XM1Vv42qkWId0NBpldnbW6ZB2uVx5HdK534tWFVKtel7QnGMENU2jra2NtrY2tm/fXrRT3+Vy5QnGUtZOpmk6wq9YhLFQMBbWMLbq574RUQJRsSYUehvmmrFKKTlz5gxjY2Ps2rWLXbt2rdpNYr0EYm6X8uDgIFNTUw0Th7nRQ2d/VUURyzArSO0x4FDlp0qfZHFu+X6SX3Hh/dkM2soDpFcNuQv1jh07sCzL6ZC+ePEio6Oj+Hw+Z5Fe73KJ1aKVBWIzRBArUdipn3sdTk5Ocvz4cTwezzLBCKV9HnMFo53FsSyLdDqdN+VFCcbmQQlExapi/2q8fPky4+Pj3HHHHcvG5R0+fJjFxUXuuOMOOjs7V/V41mMWc2GXsmmaTE1NNWz7qcc0iC//e6koohBlmlRyMJIaWhVRxOQeCyuy3KBXJgWJz3kIPtgctjcbcaHRNM1ZgOFKh7Sdjo5Go0SjURKJRFXj2DYKzRhlaxQb0eOx8DrMtXayf7h4vV46OzuJxWIVJ1vlzpAGJRiblY1/J1E0LbmNKJZlEY/H877cMzMzHDp0iI6ODg4cOLBqXnG5rHUEsViXciQSaZhItaKQ+krx6QnloojV7F5ENOa3xghHwmWeBPPp0gt56nsufD+XQd/cmn59a01hh/RPf/pT/H4/pmk649jC4bCTjm5rays7XaNZaeUIYiuI32LWTrZgjMfjLCwscPnyZedHS2dnZ1nz+GKC0f4vlUqRTmd/ZCrBuLYogahYFQq9De2CZfux8fFxTp8+zXXXXcfWrVvX7EtuN6ms9gJUzvi6kVHM9GMaxEo/XroWscr9p91ISvsqpvdYGLEyi50J8U97CP9B847g28jYzQaDg4PAlXFss7OzHD161DFLtgVjJe+7ZqGVBeJGSDHXisvloru7m+7ubqLRKF1dXQQCASKRCGfPnuXYsWMEAgEnCtnR0VE2yphbgqTr+jLBmBthtBteXC7Xsrp2xcpQAlHRUHKHwed2KdsCMZFIMDQ0hGEY3HPPPYTDZaJTq0Bu3eNq3UgqGV83KoopY5B6rHx0aKW1iK5FD+m9pX0RF30UTW/nknlOJzOs4b6+Nevl1pvc6zh3HFuhWfLZs2cBarIyWS9aXSC26rlB9vw8Hk9epDuTyTilEadOnSIWixEMBvMEY7kMUjnBmEwmnefYgtGOMCrBuDKUQFQ0jHLehpqmYZomTzzxBAMDA1x//fXrkvqyf7mv1q/4aoyvGxVBTH1FQ5aJHtosjyJWe8PMPs/2RSx8lTlgkZit7j1MfMqD6z3JslNc1oL1tjhqNOXOp5hZst2ZOjMzw/j4eF6HdG6jwXrTygKxFVLM5bCzRrm43W56e3sd27J0Ou0IxvHxceLxOKFQKE8wlqulrVYw2pFFJRjrQwlERUMo521omibj4+NYlsVNN93EwMDAuh2nfVyNrkOsZZZyIwSijEPqy9UJ7MIoYrX3R+d5s8Wnq8T6genqtmWc1Ej/SMe7r073bkVJql3whBDLrEwWFhaYnZ1d1mhgp6QrNRusFq0sEFsxxZxLNefn8Xjo6+ujr68PgFQq5QhGu5Y2VzBWGk9ZSjBalqUE4wpQAlGxInK9DYuNy4tGoxw8eND5mz1NYr3IHRPVKGqdpdyIaS6pr2rIaPXPL+eLKBAVZy4XRhGtkGQhUtsil/h3D547EojV70W6aljJdWwbIXd0dAD5jQYTExMcO3YsLw3Y2dm5Zh3SrZyGbeVzg/oEsNfrzZs2ZNfSzs3N5Y2ntMsj2tvby2agygnGVCpFMplE07RlTS9KMOajBKKibizLwjCMoillKSXnzp1jZGSEbdu2sX37dr73ve9hWda6dlU2OoJYzyzllUYQZQJSX6ztPSyMIla7e+d5s4L0NRbeseyNP7lTwmxtN1JrSpD6pgvfq9QIvkbSqAUtt9EAsnVjdv3i+Pg4iUTC6ZCuZpFeCa0aQbSFSitHEG2j7JWQW0sLV8ZTzs3NMTw8TDqdpr29PU8wlntPcwUjXPkcTNPENM2STS+Fr7vaUAJRUTO5jvj2jTz3S5TJZDh69Cizs7Pceuut9PT0ONNTmkEgNiKCV0tKuZDcKGY9N59ao4c2dhQxS+0C1UguzWjWYCFR300z8SU3nhcZaKG6Xq4oYDVrKt1ud14a0I7qRCIRhoeHyWQytLW1OenocDjcMOHTygIRaGmBuBop9MLxlMXmmduCsZpr0V4Hcu/FuQ2W9uOFKemrTTAqgaioicJxeYVfmLm5OYaGhggGgxw4cMDxvsptDllvVjqPudaUciEr6aQ2E5CssvawELkgMK+RVU1HyX8h2dzyUhQRDYxofQuAjAqSX3QTeNPaj+Br1Rv7Wp1XYYd07iJ97tw5LMtyIjpdXV0r6pBuVYGYO0mqVVntGkshBIFAgEAgwODg4LJufftatO2dOjs7K9o7lRKMhmGQyWRKCsZWFvqgBKKiBgq9DQtD9qdOnWJ8fJw9e/awY8eOvMdXqzmkHlZiM1NPSrmQ3Pei1htM/KsaVq9Em69vgclEQNOBGvSZRCLsjuakIB5eWdQq+U033pcZ6H2t1VG8HqxXV3axRToajTqL9KlTp/Kmb5Sb3VuMVheIrSos7OzSWmaJinXrx2Ix51o8c+YMUso8e6dQKFT2+qokGC9cuOBEz+2UdCsKRiUQFRUp5W1ok0qlOHToEPF4nDvvvNMpes/F/rLZ9YrrST0CcSUp5WL7t7dZC+YCRL+qo3klHgFVTMFbhlwUpHdm0Iav/C2VTmEYxpXpBJq+1I2y/PzMgCTZA2K+9n07GJD4Dzeh32mOEXwbnWYQUrZhdzgcZtu2bViWxeLiIrOzs3mze7u6upxFutRkDft70Qzn1WhaPcXcDAJYCEEoFCIUCrF169aiP16EEDX5gRYKxunpaTwejyMY4cqUl5GREXRd59Zbb12T811NlEBUlKWctyFkvyiHDh2iq6urYkRtpandRlFrk8hKU8rF9g+1C8ToF3VkEsykgD0SxupbQM1FF1JLL6VmEliWhdvtwjAMp1jb/kVcyGIHJBcFfreETP0LePpHLoxXGrh2r39EeSPTDN+nYmiaRnt7O+3t7ezcudOZ3Ts7O+t0SNuTNbq6uvKMkltZINodzK14btAcArGQYj9ebME4MzPDyZMnnY5+WzAGAoGyn5Fpmk6qGa5EGDOZDP/yL/+Cz+dTAlHR2tiD04tFDS3LYmxsjLNnz3L99dczODhY8aa31nOQG3EcjUgpF1KPQDSmIf7tKzfddBQ8Gog63k4R1YgNxhFnshYQoWAwm0ZeEs6maWGaV34Zx2Kx7I2wHxZnvQhNYO200I6vYJGTEP+0m7Y/XdsRfM0qqFbCRhAbhbN7cydrnDx5klgs5nRI2z/AmklkNIqrweIGWNdGxEpomrbMD9Q2kJ+amuLEiRO4XK48wVhYHlHYqZ0bYYzFYs51vtFRAlGxDDulbHcpF4rDeDzO0NAQlmWxb98+QqHqWlKbJcVcTRdzI1PKxfYPtdVjRj+nI3PqBs15AbsknKjtmCRZvztzQccdcOPTfSDzozYul47LpePxeFhcjOL1ejFNk0uBBRJRP5qukZrQCHt13Ck31U9myccY1kk/q+O5ff2vCcXaUjhZI5VKOSnA48ePAziZic7OTtra2lpCMF4NFjcbLUKaG+3esWMHlmU5fqC55RG5grGclU8sFqt6TWx2lEBU5FEppXzx4kWOHj3K5s2bue6662r6pdhMEcRykaRGp5QLsW+g1UazMucg/v3li0oqCt4aoohSShLJBIZh4ja8uG7wwmjl17lcLlzdLlyuPoIhK1uPmjaYbpslNB1Ed+m4dBcul46m1RY5SHzGjfsWE9G8AYemplWaObxeLwMDAwwMDJBOp/nhD39If38/c3Nzyzqkq2kyaFauhgjiRhfAuc1VgFMeEYlEnIlDUkrOnDlDb28vnZ2d+Hw+5/V2NLxevvjFL/L1r3+dZ555hgsXLjAzM0MgEOCGG27gV37lV/jN3/zNkhOOnnrqKd7//vfz5JNPEo1G2blzJ294wxt46KGH8o6xWpRAVACVvQ1N02R4eJjJyUme//zn1zURpZkEYqnjWI2UcjFqEYiL/6EXtS20FgTsrq4W0bQs4vE4mhD4fD5SqRSZOdBdICp0NEsJyW0WzOnO9AG3240/48e7NYM1le3uS6VTCIQjGHWXjibKLxbmBY3Uf7nwvXT1zbNbeWFuRTZv3ly0K9VuMsgdCVhLh/R60goCqhzr7XO7GhQrj/jBD36Ax+Ph3LlzDA8P8/nPf56FhQVe9KIXkUqlCAaDde/vr//6r3niiSfwer1s3ryZm2++mYsXL/LUU0/x1FNP8clPfpJvf/vby5pBP/WpT/HAAw9gmiaDg4Ns3bqVI0eO8Gd/9mc89thjfO973yMQCNR0LEogKip6Gy4uLjI0NITb7Wb//v34/f669qPrelMIxGIp5tVMKZc6hmoEYnpMkHym9IKSWqwcRUxnMiQTCTxeD16vz/mc5aLA3C1xjVQ4T79kbrH4MchuHc+chsftAbL1i8ZS/aI9zsoRjEtGs4UkPu/Ge8BA1HdZXdW0Yk1lYZNKYVdqsZoxt9udZ6lTT7RkLbgaUsytfH5wpTZ2165dTidzIpHgq1/9Kh/5yEc4ceIEY2NjPPPMM7zkJS/hxS9+sVNKUQ2//uu/znvf+14OHDiQF6D40Y9+xP3338+zzz7Ln/zJn/CP//iPzmOnT5/mwQcfxDRNPvCBD/AHf/AHCCE4c+YML3/5y/nJT37C29/+dv7hH/6htnOt6dmKlsNuRLFFQ+G4vLNnz/KjH/2I/v5+7rzzzrrFob3tZhCIhSnmdDrNs88+y7lz57jrrrvYvn37qkcjqn0vFj5T/te4E0UsggQSySTJZBJ/IIDP60OQXzGYmQPpLv562/swsdPEMou/H+lJDbnFcl6h6zpej5dAIEAoHHKsTFKpFNFolFg8RiqVwjQN7LConBckv6IGNNfLRoic1UIl0WvXjO3YsYNbb72VF7zgBVx//fV4vV7Onz/PU089xY9+9CNGR0e5fPmy02zVDFwNEcRWPj9Y3ojjcrl41atexYc//GGeffZZdu/eza/92q/hdrt5z3veQ39/P89//vP53d/9XRYWFipu/81vfjMvfvGLl2Wv7rnnHv72b/8WyKahc/ngBz9IKpXiZS97GQ899JBzT9i+fTv/+q//CsA///M/Mzk5WdO5qgjiVUpuSrlYl3Imk+HIkSPMzc1x2223OfNZV0IzCUT7ONYqpVxINRHE5JAgPVx58U8tglcHkdPrYVkW8UQCkISCwZI3bbkoMHZb6MNFH0bqFvOp8jf8tJYdwVd4pAJxxQrCC1JaGIaJYRokEtlSBju6aD2m4flZ0Fuj+W/NaMUIYq1WMIUpQMMwmJubY3Z2llOnTnHkyBFCoZCTjm5vb3fsSdaaq6EGsdVSzIXkBlMKsae6vOxlL+OFL3whAFNTUzz++OP88Ic/XFHqGWDv3r1AtlE0d5+PPvooAA8++OCy1+zfv5+9e/cyMjLCl770JX7jN36j6v0pgXgVUqkRJRKJMDQ0RDgc5sCBAyULYmulWQSiEALTNBkfH1+zlHKxYyi3uEsJi/9e3Y3WWhCw80pHc2Yp5eF2u/D5fE4k8MrOl3awRGZOoLklorAMUMDCYByZClMuKGDMCjy7LDhZXkgKoeF2a44It6xsOtowDFJzJpf/5jLyjbPOQt6sacJmo9UEx0obb1wuFz09PfT09ADZDIFdvzg6OkoqlXKmYNi2OmsV9VIp5o2PLYJLXaPxeDyv1q+3t5fXve51vO51r1vxvp966ikAbrvtNudvZ8+e5eLFiwAcOHCg6OsOHDjAyMgITz/9tBKIitJUGpdn1+Fdc801DU+1NotABJiYmMCyrFXpUq6GSgIx+ZQgc7r6997uaE4lUqRTKXx+P56S0dD87cpFgbHLxHNcX/a0mO6hmrLmZFzgc7FcZJZB0zQ8msepXwyc9BNbsLiYzHYK+nw+JzKUa6SsuEIrRhAb3Znt8Xjo7+93GutyZ0hfuHABwzDyOqTD4fCqie6rIYLY6gKxnMUNrLyLudj+Ll68yJe//GX+8A//kGAwyF/+5V86j4+NjQE4TS3F2LVrV95zq0UJxKuESt6GyWSSQ4cOkUwmV000NYNAnJ2ddWwD1jKlXEi590KasPhIbWkacw5mOqbxLvgIhoLZcXllKJQVxpzAXSDwMjst5IwHik9Ey8OKCuQuE1EoMqtGoAsX3d/fxY53DOalCW0jZTvqY6cJ61mIWlFQtZrgWG3rHr/fj9/vZ/PmzU5KcHZ21pnbC9DR0eF4MFaaqlELrS6gWv38oLxATKfTZDKZhgjEv/u7v+P3f//38/72i7/4i7znPe/hec97nvO3SCQCZK/ZUtepbdljP7dalEC8CqiUUr58+TKHDx+mt7eX2267bdXqc9ZTIOZGR8PhMD09PesakSoXQYz/l4ZxqfoFyTRM4ok4mu4l2BZEs8q/ttijMpqtRXSPXrm5L9gZ3io1VXJGwx+QiHj9i2nmsE58RCOwNz9NmEqlnEX86NGjTtTHXsQ3qi/eSmlFwbuW3o5CCILBIMFg0Jnba8+Qzp2qkdshvZJGvVZPMV8NNYiVTLKBhhhlDw4OcuDAATKZDGfOnGFycpL/+q//4jOf+Qzvfve7nWNIJpMAZUvB7GbBRCJR0zEogdji2FHDUuPyjh8/zsTEBDfccAODg4OreizrJRALja8nJibW/BgKKSUQrSREf1D94phOpUmmkvh8PjzSs+SLWN8xZeYErqUoornFIrFQ20ImUwJri4W+ghF8cqvF+Uc97P6DJFqOfvd6vWzatIlNmzYti/qcOnXKMbe1BeNKFvGNRqsJ4/U0/xZCOGPYCqdq2CbJPp8vTzDWUqPd6hG2q6EGsZxAjEajADX7DRbj/vvv5/7773f+/9NPP83//J//k/e9733Mzs7ykY98BMCp1U6n0yW3lUplR5rWel9UArFFsb0Nh4eH6evrWxZ+jsViDA0NAdkup5V2V1XDeozaK9alfP78+XVPdZcSiHNf00gnBJV+g0spSSQSmKZJMBh0bljpIh3NJTaw/E+LAmOXhfu4xmIHMLf092pDiEDykkag00JE6lskYn5IT2tMf9dN38uL25MURn1sX7zZ2dm8RdwWi52dnbjd7pYTUqAiiKtN4VQNu/TBTkcfPXrU6ZDu7Oyko6OjbAZG1SBufMqJ4FgsRrCMa8RKuPvuu/na177Grl27+Od//mf+8A//kO3btzvX5tzcXMnvjp1atp9bLUogtiC59jWzs7O0tbXlXTQXLlzg6NGjbNmyheuuu27NvtBrKRDLGV9XM4t5tSkWTTVmYP4b2ZnLri0Sea74QmKaJvF4Ak0Ty1Kr1oJA7pKIctNVyjyUmRNoAxbRiFbfiGULjD5w11bqkqXHYnE+ey1Of9dN+20G3t7KAih3lurOnTvzFnHb5iQcDuNyubAsq+UWsVYTHM0kEAsp1iFt18qOjY2RTCYJh8NONLutrS0v2tRq114hV3uKORqNEgwGV+363bx5M7fccgtPP/00Q0NDbN++nWuuuQbIRgkvXLhQNBN48uRJAOe51aIEYgtRzNswd3qJYRgcO3aMqakpbr75Zvr6+tb0+DRNWxPT2kqzlNcjkllIsQjizGez4hDAgKJRxEw6QyKZwOPx4vMV7x5JL4C3bEdx6ZuXjAoWbjXhjFbxuaVIX9Jwb7bgQm0LYaqXK1FLAy5+3sOO/1+q5v0XLuKpVIpIJMLExASxWIzvf//7LVO/2KoRxI0iojweD319fc69NJlMOh3Sdq1se3u7E2G8GgTienlMrhXlBGKhxc1qYPsw2v+7bds2BgYGuHTpEk888QSvf/3rl73miSeeALJRyFpo7U/yKqJUI4qu65imycLCAgcPHsTn83HgwIF18ZhbC2FWjfH1WgnVchQKxOQJQezHVxaOzLTAtdVCTmT/JqUkmUySyRgEAoHyaaxFgdxZPopYUlZ0SqajOj6vRKSWOShWTdoDNbln+iVzi/l7i43pzD2r03H7yq4Zr9fLwMAAmUyGSCTC7t27W6p+caOK21I0cwSxEj6fb1mtrC0Yz549i2maeL1eJiYm6OzsXNVo03pgmmbDfHOblfWMIJ4+fdopDbv55puB7Pf/l37pl/jIRz7CRz/60WUC8cknn2RkZAS3280v/MIv1LQ/JRBbgHLehkIIpqenGR0dZefOnezevXvdbkir2aRSyyzlZkgx5x6DlDDzqeU3HENmaxEty1pyzheEQtXVt5SLIpZ4VwCID0qseQ22mDBef6ooM63h3mkhTlUXLTG3WVgLy/c3+WUP4RsS6A3SbPXWLzYrrRpBbAXRlHutbdmyBSklx44dI5lMMjMzw/j4OLqub+gfJ4Vc7SnmWCy2og7mZ599li9/+cs88MADjnehzTe+8Q1+//d/H8MweOUrX8nu3budxx566CE++tGP8s1vfpMPfvCDebOY3/KWtwDZGc8DAwM1HY8SiBsY29vQMIyiXcrpdJr5+XlM0+SOO+6ouUC10eSmuxtJpZRyIYWzmNeD3Ahi9AmNVBFT7My0wOxNkhxP4/F48Hl9VWd8rcWlWsSqO4oltMPsUudyYkonEJYQrfLlRUilRHUNMxrMZYoLSSMquPw1D5teW7pDbyVUW79oL+Dt7e1NtwC2gpjKpVUEYiFCZEdPdnR0sHv3bizLYmFhIe/HidfrzeuQtu1JNgqtnkIHnChwMewmlXpZXFzk3e9+N+9+97sZGBhgy5YtpNNpzp49y9zcHAB33nknn/jEJ/Jet3PnTh5++GF+7dd+jbe//e38/d//PX19fRw5coRMJsPtt9/OBz/4wZqPRwnEDUolb0M71SqEYMuWLesuDmF1Ioj2eXZ2dlZtfN0Mht22SLWSMPv5IoJDQjKVJGkt0O2vL4qVni8RRRTOLvL0ZnyLBUtRPGmC1S/hIlX7IBZiLiyZZ49VMO3ebpFOlF5UIj9y0XGngX/byj+zSj8MStUvzs7OMjw8TCaTcaZudHV1bej6xWalVQUi5Hcxa5pGR0cHHR0dQFZ42D9OJiYmOHbsGMFgMK9Dupmj2aBsblYqEG+++Wb+/u//nu985zscPXqUkZER0uk03d3d7Nu3j9e//vW86U1vKlpi9N//+39nz549/OVf/iVPPvkkx44dY9euXbzhDW/gHe94R11lZUogbkAqeRuOj49z+vRprr32WseXqRlopDDLTSlfd911bN26tepFpVlSzFJK5r6qYc7lPyYtSTwRR0pJm7sH726wzta+j5qiiGHJ7GL+jT0xqWG0p5Cp+utVUxENv09CsvQxRD1AsvQ2pAUXPudh1+8lEWu89tj1iwMDA3k1ZbOzs5w+fXrd6xdbUUy1shVMuQibrut0d3fT3d0N4NTMRiIRxsfHSSQSTod0s0azr5YI4mqlmDs7O/nd3/1dfvd3f7eu1+/fv5/HHnus7v0XogTiBsL2NjQMo+i4vEQiwaFDh0in09x99920tbUxOjq67h27No0SiLWmlIsdRzOkmM1Zwfw38m80hmGQSCTQdReBgA8hBBlTVvRFLEV6rlgU0b5mrsQQ49skckFblsFOBSSh2huJHaykwNxmopcawddnEa3CkDt5XmP2hy66X1jDsOcGU1hTllu/eOnSpTwTZVswNnvEpxlpRdFrU0uHttvtzuuQzp0mNDw8TDqddjqku7q6CIfD6y7OrvYaxGg02pApKs2CEogbBMuyMAyjZEp5cnKSI0eO0N/fz+233+6EoDVNK+uwvpY0QiDWk1IupFkiiJmvd+LO0TupVIpUKpWdipLTCZiZEbi3WVhna7/5Z2ckl4gi2vqwSPTQYcGPtdmAy/XfKpKTOsF2CfPLjyHZjWNtU4nL33DTdrOJu70+cd9o0dEM9YutKKZa8ZxsVhIdLZwmlEgknAjjuXPnsCzLKX9YL/umqz3FHI/HlUBUrB253ob2jTP3S2+aJqOjo1y4cIEbb7yRTZs25b1+tRpD6mElAnElKeVix7HeEUTtfBDrcBC8paei5JI2Rd1f1sIo4rIo4XaJjBR5wH69JXCXfrgyJhibJK5CgRiUzNUwzs9KCS590c3WB5rjB08h1dQvtre309XVpeoXy9DqArERAkoIQSAQIBAIMDg4iJSSaDTqCMZc+6bcGdKr/b5eDSnmclHSWCy25v7Cq4kSiE1MbkoZWCYOo9EoQ0NDaJrG/v37ixp0NoMptE29AnGlKeVGHUejkBK0b2ftBrJTUeLoml5WMBgzAs9qRBFDML2ogSghmAWYizpipwVVWtYUI3VRQ++zEJevbMPYIpELtS1YC4dcLI4YhPc2x4+eclRbv2inCOupX1zvHzqrQSsLxNUyARdCEA6HCYfDbNu2La/8YXJykuPHj+PxePLKH1ajQ/pqSDEbhrFqNYjNhhKITUqut6EQIu+mIqXk/PnzDA8Ps23bNq655pqyhc8bOYLYiJRyI46jkUSf0BAX/RiWSSqVwuv1VnWzThtZX8R6ls68KGJOF3Nqh0QWSf3a2I8kFgR+t4RM/Qt3JgSey0v/R4f5dH3buvQFD8GHkmgbqLyvXP2ivYB7vV4nulhL/WKrialWFohr1YBTWP5gmibz8/PMzs46HdKBQCAvwtiIe+vVkGKuFEFUAlGxalTyNjQMg6NHjzIzM8Mtt9xCb29v2e3Zk1SagVqEWSNTyoUUG3O3VphxmP0RmIaJJa2KU1FyMWYF7m0Sebb29yE/irj0+oBkJlr5Zi5lttlEbrMQ4ysQiJc13NssxFmtorVNOdIzGtPfctP3yvWdhrMSitUv2gt4bv2iHfEpVb+oIogbi/VKweq67vz4gGyHdLF62VxLnXoigVdDirlSDeJKbG6aDSUQm4hK3obz8/MMDQ3h9/s5cOBAVVGn9Y6W5VLtsTQ6pVzvcawG5x4xmTyURA+k8aWrF4c2GYMVRBEFXhfZQc9AcoeFVYVAtI0QE9OCYFAiY/Uv3mkLPAIWV3jnmX7cTfvtBt7+1hBILpcrz+LErl+0O1Zz6xc7OzsJh8POvaHVxFQrC8RmmTPtdrvp7e11Agy519vo6CipVIq2tjbnemtra6t43FJKpJQtnWK2ewJUBFGxpliWRTqdLho1lFJy+vRpTpw4we7du9m5c2fVN9CNFkFcjZRyPcexGkz8ZIaL3wrgcXvQe0zERO2LoDErcG+XyDP1RBFxooimx2AhVttCJQ2BOWCirWAEnzGn4XqeSWx6ZYuINODi5z3s+P/X5sGzUSJuleoXhRB0dXU5M7o3+oi2XFpZIDarx2Ph9ZZMJh1LHbtDOvcHSrF66dzARqtin2OpaL4SiIqGYqeU7S7lQnGYSqU4fPgwsViMO++803Hdr5ZmiyDav8AKbyKrmVIuZK1TzJZlMTI8yty/9RL0+XG73SRnQA9lwKzdhDqTXnkUcWFzAmF2UOu9PDGpE+q2kDP1LwILfhA+iSxjnl0NsXGduWd0Ou5ojh9Aq0W5+kWAgwcP1l2/2Iy0ukBsdgElhMDv9zM4OOh0SMdisbwOaSFEXv1iIBBw1plmP7+VUEkEx2IxwuHwWh7SqqIE4jpSKaU8MzPDoUOHVhRNa7YuZlh+k7RTyvF4fFVSysWOY61EczKZ5ODBg8if9tCW7kdzZ89bSEGm3YTZ2rdpRFYYRbzWInbBT3W/cwv2ISETBtdMzbvObq1NMhPRCW6y4NTKRcDkYx7CNyTQlzfwtyx2/WJbWxunTp3irrvuciI+p0+frrp+sVlpZYHYLCnmWhBCEAqFCIVCbN261fmBEolEmJqa4sSJE7jdbtra2oDs/byVItq52E045QRiMTeRjYoSiOtEbtSw0L7GsixOnDjBmTNn2Lt3L1u2bKn7htlsXcxA3vHkppT37du3JpGPtTLKnpmZYWhoiB7fJtwje5Fa/mdozXjROiXWXO2f7UqiiLEgWJqoasRyscsuNaXhHrSQ52tf6NKbstY20WmN9j4L8/LKFksjKpj8qofN91f2RmxV0VFYv5hOp/Mmbtj1i7kTN5r5vdiIIqpaNkIEsRK5DVY7duxwOqQvX85aFPzoRz/C5/M50eyOjo484/+NTLkubTvSqiKIirqp5G0Yj8c5dOgQhmFwzz33rPhia9YI4lqmlIsdx2qmmHPP7frrr0d+dTuLhZYuArBAdlH1JJFc6o0iiiBcjmpkuhMQrz9Sm5LUbJ4tfJKZ6BWPnaQL3AKqUqpliDztouNOg8CO5vghtFaUuoY9Hk9ePVkikXAE49mz2aHetlis139xNWnlCGKz1iCuBLtD2u12c/nyZfbv35/XIW3X5eV2SNfanLeuzADZ315lO5iTySSmaSqBqKgP29uwVK3GpUuXOHLkCJs2bWLv3r0NSQvZEcRmuOnaKfRkMsmRI0fWLKVc7DhW6z1Jp9McPnyYaDTK3XffjTjdzsTBEr84kSQuCgIdaxdFTG2XmAsCKxZAC1iQqs7mZtm+5zW8Oyzk6eqjIeZWmdc1nVrQ8G43sU6v8DqX2YaVXb+XRGycTGrDKHcN507cyK1fjEQiy/wX7QV8vaM9zXCvWi2uhuho4UShdDrt1C8eP37c6ZC2r7f29vbmfU/mQX9Gx3x5NshSyeIGUDY3itrIHZdXrEvZNE1GRka4ePEiz3ve8xgYGGjYvu2LuVkc7oUQPPfcc3R1da1ZSrnYMUDjF6L5+Xl++tOf0tbWxv79+9Glm/H/KP6eixy36pVEET07JNbp6s5BtEmmlyJ4wtKRvRbiXDWvLB6pSsQEvmrNs10wU8QYOzqnEQpJrOjKPofkBY3ZH7rofpFR+cktQj1R8GLpwbm5OWZnZzlz5gxHjx5d9/rFVhVR9jrQquK31Brj8Xjo7++nv78fIG+G9IULFzAMo6SF07oiwfsBL6m3XXFKKCcQo9Go84OsVVACcZWp1IiyuLjI0NAQLper5Li8lZCb1l1PgWinXS3LYnBwkGuvvXbdbgL2e9KoNLOUkomJCUZHR9mzZw87duxACMHkF3Qys5XPMXFREOiSWFU8t5B0qvooYmIrWPNX/n98Sqe9W2LOZOVqre+GGRewzYIqzLPlNotMEWNsyxCY3RZihQIR4PJ/umm72cTdsTGsbBrFSr5Huq43Xf1iq0YQ7ftNK4pfqH6Kit/vx+/3s3nzZsfCyb7mzpw5A0BHR4cjGAOBwLpcD65Pu5AuCV1X/lZOINqp9Fa6dpVAXEVyx+UV8zY8d+4cIyMjbN++nT179qzKjcO+mE3TXDfri9wuZbfbTX9//7p+iRopmu3JNrOzs9x+++3OpILkBZj9TpnPM1eRSZDt1N3RXE0UUXRLZnJH6i3VQJoBsjU2dRKfEQQCEuJl9i9groxmi81otA9amHU0veRipQSXvuhh65tr80bcqKxGHW0t9YudnZ34/f6Gf5dbNcrW6gKxngacXAunrVu3IqVc1iHtcrnyLHXWomZWG9LwPOwh+bfJvL9XEojBYLClrl0lEFeBSuPyMpkMR48eJRKJcNtttzm/3lcDuwlmvTqZC7uUn3zyyXXvqi7WTV0P0WiUgwcP4vF42L9/vzPZRkq49CkXssLmZU7MLnFpBVHEZOUoYrwf5MLyvyemBeHNFpnzpV5d/nhkRmBtttBOlKmD22qRSJZfOOKZbLparmDWM8DCYZ3FozrhG4s3Zm0Uo+xaWE2/0Nz6RXvxLpwfnSsYG1G/2KoRxFb3CWzED24hBG1tbbS1tbF9+3Ysy2J+fp5IJMLFixcZHR3F5/PlCcaG18xGwPsXXqwtFtZt+TfxSgKxldLLoARiw6mUUp6bm+PgwYOEQqE8UbGarEcnc6ku5WYw7s6tQayXixcvcuTIEbZt28Y111yTd9Ofe0oQP1kholfEX7DuKOKcwL1TIkv4Cor+pejhsl1mzz9lCaRloQmxzNemmnU6cUkj2GlBpPjCt+AFKoxNzsQF/q0m8uTKyyAuPe3Ct9vEXbsHuaIMuYt3bv2inRo8evQooVAoz96kHsHQ6gKxFc8Nqk8x14KmaY4QhGzGpvCaCwaDedfcijqkLfC+x4uYEWR+dflNq1INooogKkpimiaTk5NMTk5y/fXXL0spnzp1ivHx8bw6tbVgrb0QyxlfN4tArDeqalkWIyMjXLhwgZtvvpm+vr68x9MRmPyOjqRC7K3IgyuJImbipaOIi13AYokXSliYTGH4ZvDOhNF1Fy6XjsvlQlR7s5dgdoAeWf6QGLBYrGreMyxO6YQ7LawSQrMahA6TcxqZb3m44ecreyNuZOwfOOu1IBWrX7THAY6MjJBOp+no6Ki5flEJxI3JWng8FuuQtgXj2NgYyWTSabKyO6Rr+ZHi/qQb/Vkd3GC8YnnDWzU1iK2EEogNINfbMJPJEIlElo3LO3ToEIlEYt1sXdYqgljJ+LoZBCLUZ5adSCSyU1GkLNlQNPEZF8kpQWibJH22Qnq2MIApwao3ijgvcO+QyIJaRDEomVtcfhyC7LjBWDyGtCShcB/udjASFoZhkEqllv3AKbewJS9rhDZZyIv5C0SsjdLitAApIRMCLVKfATiAPmiSSepMHnPRvcek//or132rLszNQm636krqF1tVIBYbpdpKrEcjpMfjoa+vz/mhnkwmnQ7pY8eOOR3StmAMh8MlRaz2rIb7Y9n1yniJAW3Ln2NZVskIpV2D2EoogbhCCr0NC6N1U1NTHD58mO7ubm699dZ1MQhdiwhitcbXzSIQazXLnpqa4tChQ/T393P99dcXvRHOPKGxOJI951R0KT1bdhfLH0xeFAS6JdZMHVHExPIo4lwYiBbbsySZSKK7dAKhADINnm0m+mkP4HHqaJPJFIZpsrgYRdezHme6rqPr+rLPN6UL3PJKWlp0SuYXa4soJCIa7dsszLP1RSIWcqbVHP+mh44tSbzh1qs7hOaup1xJ/WKrCsRWbb6xWY0Uc634fD42bdrEpk2bnA5pWzCePXsWKWVe/aKTEp4B77u9zi3ZeE1xuyzDMEqWhSmBqHAo5W3ocrkwTRPLsjh+/DgTExNcf/31DA4OrmsqaDUjiLXMUm4mgVjNcUgpOXHiBKdPn+aGG25gcHCw6PNSM3Dhi1dEY2ZRENwiyUyUqAssEyOz2qirs9iYL6hF3C5ZLGIfk06nsSyJx+N2OgKllMRmNPwBiYwL51rW9QyapuF2u53Gq3QmA1I66Wjd5ULTNDIRkTXPPpNdJFJ92bF6tRKNCoJ+iZWo7bWuPoto/MoCZSQFw1/1cPOvpKqqpdyobATRUUv9YiqVamrxWy+t6u9o02xjBHM7pO0fKdFolNnZWWZmZhgfH0fXdTrbO7n+Q9cjZyVCE1i7LaznFV8bykVJVYpZAZRvRNF1HcMwePrpp7Esi3379q37RbOaoqzWWcrNMvqvmhRzOp1maGiIRCJRduyhlDDxaRdmgbtKOgZCA4rtpsyanrwoCPRIrOmV1SJGfEAs9zglyWQSI2OgaQK3K/+zkhmBGLCWpakBZ0C92+1GApZpOoLRTkfrugtzXhDW3Gh+wWyN0UMbMy2wBiwo0XRTimSYZensyBmdc8+42Hpn6xlob2QRVa5+MRaLMT4+zvT0tDMOsGnMk1dAswmoRtPs5yeEIBwOEw6HnQ7phYUFxP8R6Ad1YmYMoQku334ZLmXLIQqjhZWaVNZ7rW80SiDWSDlvQ4CZmRmn7uG6665riuklqxFBrHeWcjNFEMstsJFIhKGhIdrb29m/f3/Z0oCZH2hEx5afe2ZRENwqyZSYl1xufbdCwHTpx0vhRBEFxGJX9mtZFvF4HIEgGAoSj8fzbHZsYpMawQ4La86+0RerX8RJM3s8V9LRhmGSnDOIB2cQPjeJZFs2wqjXOhAQolMa7f0W5mR1C44ekkyVaIY5+X0PXTuz1/9GFlWl2OjCCfLrFxOJhDPbd3Z2Nq9+0U5Jr4b/4mpzNaSY18KVo1FomkbXaBe+r/kguNRL4DaIvTDG7MQsx44dIxgM5s2QrjRqb637C1YbJRCrpJK3oWEYDA8PMzk5CbCsi3k9abQoqyWlvNrHUi+ljkNKyZkzZxgbG+Oaa65h+/btZT/H1DRcfKz0j4DUAmiloohlChSTl+qPIqYTMN8GLDXxGoZBIp7A5Xbh9/lLajWJRCCwwtQ0+s9OR2dFtBf8PiKBFHLRIpFYSke79KWUtKvqKENSA3fJ9y4fq08iS0xjsQw49piXTS+t/pw2Aq0odm28Xi+bNm1icHAwr35xamqKsbExPB6PE11shvnR1dDsEbaVstHOT0wJvP/7iqAVQiB+TrD7+bvZzW6n4TQSiTA+Pk48HkfTNC5fvozb7V7WIR2Px0uWIG1UlECsgmrG5dmGyXfffTdPPPEEpmmuS0NKMRoZQaw1pVzsWJpBIBZLMRuGwZEjR4hEItxxxx2O91YppAVn/+/y1HLeNqNLtYgFHc3lahBt6o4i9oEVBOLZDvpUKoXP58tbRMvtPzGtEVqK3tX1G2czuP0+tIxtSJ6NLpo56WiXy4VLz9YvlhLgqUUN73YL61T5RUe4YDZV/kCjlzUuP9eB2DZZxwk1N83yQ7RRFNbqFatfnJ+fz5sfHQqFnOhivf6Lq42qQWwiTPD8hQcxn//dybzmiveh2+3O65BOpVL8+Mc/xjRNhoeHSafTPPPMM8zMzPDSl76UxcXFuptUpJQ88cQTfOlLX+IHP/gBIyMjxONxenp62LdvH7/927/NS17ykmWve9e73sVf/MVflN328PAwe/fureu4mkPBNDGmaS5rRLGRUnL27FmOHz/Ojh072L17d97rmkUgNiJqV29KeTWOpREUppgXFxf56U9/it/v58CBA1VFJKYf14hVMMSGElHEKt665CVBsFdiTlX/PgsfXEoLLFNipKOYaUkwGCy+YJYJQKUF1HOrF27JVEojExO091lkLmtomo7Ho4PHA3Yk3jRJpdNYySS6pqG7XEXT0dFZjVCbxCrT7KJttshUmNQCMH2kjbZA69QItWoEsVIXs67rTvQQ8usXR0dHSaVStLe3N139YqunmNfD5qZe3P/sRj+cf6zWDRbymtLfKa/XixCCXbt2EQ6HSSQSXLx4kSeeeIL/+3//L6lUilOnTuFyubj33nu56aabqhbM3/3ud3npS7MpDk3T2LNnD8FgkLGxMb7whS/whS98gXe+85285z3vKfr6rVu3sm3btqKPrWS6S3MomCYk19uwmH9VOp3myJEjzM/P583ghewv3mZoxLBZaWPISlLKxY6lWQSifRznz5/n2LFj7Nixgz179lR1E09OwsWvVHczNGLFaxGrWd/NIDBV1W4ASO+UpOaz9g7eriThxe7i51PhFNPzGqGtFqmx6o7TYatFJp59X5IIXDrI3EtPCHSXC93lwuv1IqWVjS6aRtF0NGgY3RKtjECsuhdGCuae247xQnBtnFKpsrSi4KjV5qaY/6ItGJupfnFDRdjqoBlsbqpBf1LH/e/LM1+ZX6gw7gnyeg8CgQBvfOMbeeMb34hpmvzcz/0cO3bs4Lvf/S5//ud/js/n4yUveQn33nsvb3rTm8o2sEgp2bNnD//rf/0vfvVXf9XJXqXTad71rnfxl3/5l7z3ve/l7rvv5tWvfvWy17/lLW/hXe96V/VvQpUogVgEy8qaBZdKKdsNDOFwuGi0abVtZWplJcez0pRyIZqmkclU/iKuNkIIDMPg6NGjXLp0iVtuuYXe3t6qXistmPiUC6uG00jNg6YDeR9DZeWVvCQI9EqsKqKIWqfkXMQgnkjg9XjwyB5cIYkZq/jS4vuOCaQuEdVeOjpMZ64sEKmowD9okS7jaSiEhtutOddVsXR0MumivcfCNbV8YXf151vbVMJMeDj+LQ83vHrjT1m5WiOI5cj1XyxWv3jixAncbrdTu9jV1bVm9Ysqxbz+iEmB533LP28Zlpg/W/5GZ/chFIuS6rpOLBbjda97Ha997WvJZDI888wzfOc73+Fzn/sc/+2//bey277rrrsYHh5elnX0eDy8733v4+DBg3z961/n4YcfLioQVwslEHPI9Ta0b1KFKeXx8XFOnTpVtoGh2QSipmkYRm02H41KKRc7lmaIINqfpdfrZf/+/Y4fYDVM/VAQK2IFUw4jJghtkaSXoojV1CDaWNVkCCRcCC6SWISA34/L7UZaIPrIs7rJf0l5gWEkBHIghThf3VBjsc0inchfIOYjGuGwhVFlmK9UOnpuMYMnkcItPXnp6ESIqie12EweddGzx6Rvb/N8R+tFRRDLU65+cWJigmPHjq1Z/eJGEFAroelTzAZ4/9yLKDJZKvMKAyr8TsgdhlGIlJJYLOZYobndbvbt28e+fft45zvfWfHQ2tqKjG3J4b777uPrX/86x48fr7itRqIE4hK5KWVgmThMJpMcOnSIZDLJ3XffXfYDbTaBqOs66XT1EZNGppQLaQaBePnyZebn5+no6ODOO++s6aYdPS2Y+IYLTwDMeG37Tc6JK1HEGta/5KQg0CexLpewy7Ek88FZIlEvwWAATb9yPouXBW3dkkwdk1kA0gtefL4qrmUdZswiY9NMMMvNgi5HTjoavARvyGCM4aSjLV+ayGVfVjDq1XdHA4x+00P74MaesqIiiLVTqn4xEonk1S/mzo9ulKi7GmoQm1kAu//JjTa8/PiMXovML2cq3pLtNb2cUfZqTVJJJpMAJQMZ//Vf/8XRo0eZmZmhq6uLu+66i//+3/87AwMDK9qvEojkexsKIZZd5JcvX+bw4cP09vZy2223VWw+aRYzaJtaBGujU8qFrKdAtCyLEydOcObMGcLhMP39/TXd0Iw4jH9Kx0qDvklilvA3LPf64JYrtYi1rO9WiQCnaZrE4jHmN7sIuoJFFyCjSACw6gimoWF0pSrOh9a2WqRKNIrEZjU6NpukL6wsuhCfcdM2YGHOLM1L3Z5iYV7kmXW7dBe6S8ell+6Ohmx0dPhrHm5+/caestKKgmMthVRu/SLgzI+2I4wAHR0djqhcSf1iq6eYm7kGUf++jvuR5WuZdEH6bguxufI2ckvOirFak1SklDzyyCMAHDhwoOhzvv/97+f9/89//vO8613v4sMf/jBvfvOb6973VS0QK3kbWpbF6Ogo586d48Ybb2Tz5iquIpovgliNKFutlHI9x7IapFIphoaGSKVS7Nu3jxMnTtQcgTn9WZ10JPuexKcE3iA11/el5gSaC8ejsFqSk4JAv8SazG+USiaTaNcKNFdbyahkfFbQvskifbHgxlbl6WfmvGh55tkFaDAtK9jMJDW8HolM139NSQkpP7gECF2yYHjweAQePEiy32XTMLPvi5lE0zVHMDq/+nPOOXJa5/yzLrbcsTGnrKgIYuPx+/0MDg7m1S9GIpGG1C9eDRHEZkwxiwsCz/uLf07J60zkvUZVP5ft+sNin6GdYl4Ngfjwww/z05/+FI/Hw+/93u/lPbZp0yb++I//mF/6pV9i165d+P1+fvrTn/Le976Xr3/967zlLW+hu7ubn//5n69r31etQKzkbRiLxRgaGgJg//79NYWOm00gVjqe1UwpF7IeAtGOinZ1dTkR4FqPY/IJjciRKwJJGktRxFh9UcS0bY8jqTrdbPqyT80dmRfo8DMbcEOFhpmkKdAEVwRStYctAKu8eba21SKVKh85MJKCwICFcXZlC2RyTqN9W/ZzM3LqHQXZ6KFLd+HFmy0ZMbMlI5lEBolEExoSmZcKG3/cQ+cOk2DPxhRbrSg41lMg5pJbv7h9+/YV1y82ewp2pTTl+aWX6g6L3KdT11lYhoDbqlsHKk1RkVKWHMdaL8899xxvfetbAXjve9+bZ6UH8D//5/9c9pr9+/fz1a9+lde+9rU8+uij/P7v/z6vfvWr6/pOXZUC0bIs0ul00aghXLE92bp1K9dee23NF32zCcRyYmi1U8q1HEujkVJy+vRpTpw4sSwqWs0sZpv4ecFEkWkp8csCb0hilpjgUYrkrEBzZfdtTy+phtSkwNdjEDudhKWReda1kKoiiplaFLRvkaQn6lt4c82z8xAwW+UmF2Y02rosjNmVLSLRqMDqtCBR+jlCZGdN2/OmTSsbWTQMg1g8tjQ7WsflcnHky27ufCCdrQ9VrDvNIhALKVa/ODc3t8x/sVT9YiunmO1sXLOdn+cfPWjHi9Qd9lsYkwJ+PVN1iUklgQg0tAbx1KlTvPrVryaZTPLGN76RP/iDP6j6tUII3v/+9/Poo48yPj7OoUOHuPnmm2s+hqtKINoXsd2lXGxc3rFjx5iamqrJ9qSQZpkWYlOsJnKtUsrVHMtqkMlkOHz4MAsLC9x55510dHQsO45qUnRmCsY/qSOLZCGlCXofmNHajs1MgHeLhEhtrzMMg8noDO16Oz6fD61DMhGv/jOLLQo8bpBL0cZKXcw29vPSmkCT5N1Qta0WiSpMqpc2RMZTS/92cfQOSSwsYKGG12jZukRpSfwBf146evKkxeOfmmTr/rgTCWq2ha4YzSqkVspGOS+Px5M3acOuX4xEIkxMTCCldMRiZ2dnUwqoRmHfS5spxax/R8f1xeUSx/JKUh6RHVzw0urLS8oJxGg0iq7r+HzVOT5U4tKlS9x3331cvHiRV73qVXz84x+v+Ttx7bXX0tXVxezsLCdOnFACsRyVUsrz8/MMDQ3h8/k4cODAij5oXddrtpVZTQoFazqdZmhoiEQiseop5ULWIoK4sLDAwYMHCQQC7N+/v2idULXHcebzOsky85Djk3VGESMaUq9eKNsj8wK+LoI7XJiTEN8MVg3i1EhBcFCSPi1qstmxSc8JQlstzHNLi5yASI3rXWJB0LHVJD1R/0IS98PivEb3FovkudoX3GLp6Mw5Hwvnx7h06RiGYeQZKweDxZt/FKvDRhGIhRTWL0aj0Tz/RSEEPp+PS5curan/4lpg30ubRgBPCDwfLFF3uEvCWQ1+MYOo3t2srEC0O5gbcf6zs7Pcd999jI+P86IXvYhHHnmk7sye/bp69chVIRBzo4bFvA3PnDnD2NgYu3btYteuXSu+OTVzBDE3pXzLLbesekq52LGs5ntz7tw5hoeHK36W1aSYp3+iMfNc+S+8tEDvrj2KaCUFma44JDvK1gPakyFM03RG5hkeiT4gmapRlAIsTgsCQQk1WvTYJBMC95JVj7bFIl5t9DCHhQWNYLD2+k0Ad6fF1JIxdmRBoy1skal2lEqJ3QkhcOtuUsPXc/ebt5MyYs4kjpMnT+JyuZzUYjMt7BtVSFWiFc5LCEE4HCYcDjv1i4cPH8Y0Tad+MRgMOtHFjo6OphnNWg+VOnzXEmsBXP/gQSSK1B3utZBntey94NW1iaZKArERDSrRaJRXvvKVHDlyhDvvvJPHHnusJo/eXKanp7l8+TIAW7ZsqWsbG/eKrIJK3obpdJrDhw+zuLjIHXfc4Yy3WSnNVoNoH8/4+Piap5SLHctqCETTNJ3ygFtvvZWenp6yz6+U6k5chjOPVhflik8KvGGJWcSAtSwxP/gkFPEPhOw5xeMJdE0jFAo5n1dqWpC+3oIaZjTbWCaIXrLj+6rIMBdGGo24wLfFwjyjMeeiYnNM0WPICGS3BXUIxHSHdIy/LQvSIRAx8udc10lyXnDiO16uf5UgFAqxdetWLMty6sxyGxNssdje3t5UabVWoBVr9XRdx+Px4Pf72blzJ5lMxvkRcvz48VX1X1wL7Hv6egt7mYHo/+ul/1CRusNNFobt5HCHidhcW2NauS7tWCy2opnHkM0SveY1r+Hpp5/mxhtv5Bvf+MaKml7+9m//Fikl7e3t3HnnnXVto2UFou1tWCr0PTMzw6FDh+jo6ODAgQMNjaTVaky92tjvxfnz59c8pVzIakQQY7EYBw8eRNd19u/fX1V5QLkIopWB8U+6sKr8CKUFeheYNZpBC8OFvsnEKpImzWQyJBIJvB4vXl/+4GBtpyQqRE0d0LksTgloS0O0vjKKeEQQ2GkSS9QvjKIzGh0DFulL1S+CrqDkUix/n/GoRtegRWqiMYvppSPZKSu9112JiBQ2Jtg+ecPDw2QymTyfvLVMR7eizY2UsiUiiMXI7fJ1u90l6xfPnTuHZVl59YuBQKCp3xNbPK3nMUoJsQ978M8IREFttuWTpDQBdtCwirnLhVSTYq73/E3T5Fd/9Vf57ne/y+7du/nWt77l3HNKcfToUf7xH/+R3/qt3+LGG290/p5MJvnbv/1b/uqv/gqAd7zjHXVnPVpOIOaOyyvlbTg+Ps7p06dXLZLWTBHE2dlZDh48iJSS/fv3r3sao9ECcXJyksOHDzM4OMh1111X9a/uck0q576pkbhY2zURuyTwt0mMhVo7mjW8HpC2GJXZL3g6kybgD+By539eWgAumoLMPLRvliRrPE4bww/uaFUhxGWRRisjmO8GztW1a4e4kU1Xyyq/KrLPQsaW36BnIxqd3RbpmcaIxNFveQgOJgmElr8/Ho+HgYEBBgYGkFISj8cdwbge6ehmFg0roRXPq1xktFL9otvtzhOMXq+36HbWi2ZowEl8xk36aRddYvn6ktwhwf4RudVC3F77GlSpSWUlKebPfvazfPGLXwSya9P9999f9HmbNm1yTLMzmQwf+chH+MhHPkJvby/btm0DYHh42OmqfvDBB/nDP/zDuo+rpQRipUaURCLBoUOHSKfT3HPPPQ33LLJpBoGY26W8a9cuxsbGmiIV1iiBaFkWx48f59y5czzvec+reaRQqeO4+KTG+R/q+NolxnwNi5QE0UlNnbUAVkrg2mqROa0hLUk8kfXTCoVCRW+4ya2SzFJqNpEATctGMGvFWPTg6U5DrPYoomvQ4sKsTscKRVk6LvAPmmTOVr4uNY9kKlF6X3FN4HZLZGblwkIPSX70bS8v+vkk5b4yQgiCwSDBYNBJRxfzyVutdHSrRhChNQVitT6BxeoX5+fnne7oZqxfXG8PxOR3XCS/4sbbbuE6ln8cyRtM5Jmc793P19ewUcnmZiUWN6lUyvn32NgYY2NjRZ+3fft25987duzgPe95D08++SQjIyOMjo6STqfp6+vjla98Jb/+67/Oy1/+8rqPCVpIIOaOyyvmbTg5OcmRI0fo7+/njjvuWFWxtN4CsbBL2e/3MzY21hRO97YwW0kaKZlMMjQ0RCaTYd++fXV9MYulmOdPCM58RQcJWhiYr22b8UsCfw3CMnv6kuS0DrpBfDGBS3fhC/iKvjf6gORyTt1eOiHo2GyRqKOTFwRpNOqJQ8y4gRSk9KVzWIFOWZjVCbdbGPPlz0HfZGGWSWmnEgL/gElmBd3RNnE3zE1rPPcDD3e+uPpSEU3TnO7n3bt3O3N+VzMd3WpCqtUFYj3nleu/uHv37rz6xbGxMZLJJG1tbc5z1qN+cT3XlsxBjfjHs5H6whieMWhh5t4TAhJ+tn6BWKoULRqNrkggvvnNb655JF5HRwfvfOc7695nNWx4gVhpXJ5pmoyOjnLhwgVuvPFGNm3atOrHtJ4CMbdL+dZbb8XlcjnHUu4X0Fph37jqFYgzMzMMDQ3R09OzIqFfmGJOzsLxT7mcaFx8Miv2MrVGEdupQVgKpITEYpqkf5o2Tw8eb4mUpAYzISCZ/+fFiIbXm/VrrBUj5sK7VZKqYJ6d65fo2moSS2Xf80RUo2uzSfJ8/deUtMCo8J4JHWYylRe8uYhO14BFqoa6xkI87RaXliKVZ0+46Oi2uOb59S0ouXN+VyMdrSKIG4tGRdmK1S/agjG3ftFOSa9F/eJ6RRCNM4Loh7xZVwWXxDeeU04WkKQskd/A9jKjJmubXNaii7nZ2NACUUpJOp3GNE2EEMvEYTQaZWhoCE3T2L9//4q7jKplPQRiOeNr+4vbDNY7ucdSyw0l9/z27t3Lli1bVnTTy00xmykY/YQLI3cyhwQRovYo4qTA3yEx5qqcjpJKYZomIV8f3rDrSi1iIbsl0SK2DaYB7j6JWeeElKhtnl1FoExoMFXwmc0vaATqtKyxiUc0OgYt0ueLXw/uTSapdHUidCElCPglZpH3qhqsdpwuaYBDP/bQ1mXRP7iy785qpaNbTUi1skBcre5sv9+P3+9n8+bNefWLMzMzjI+Pr0n94nrUIFqzgugHfchk9loJdUjEGTsAkS3HITe7Uoe1TS7lzjEejyuB2EzY3obf+c53uOuuu2hra3Mek1Jy/vx5hoeH2bZtG9dcc82aXrxrLRArGV/b9j7rXRcJ9YlV244oGo02rAv7Sqobxv5DJz65fEGKTwr8nZJMpMYoYpm5xTZ2mt2yLEKhIMLScA1KMqeX70sLS84nSx/DwpQgGJZkarHZWUoNGykIbpakTpd62pVtalstEun875FpCkRnfZY1uUTjAp9PYhWep4C5GsSCkRHILgvO15HK80qm4wX3CQk//q6Xe38xSTDcuIhdI9LRKoK4sag3xVwL61W/uNYRRJmAxQ96sXLmfAYnrzyeutFCnik4njtrt7bJpVKTSnd3d93bblY2nEAs9DbMTaFCtrPn6NGjzM7OVuWHtxqspUAsllIudUzNFkGshvn5eQ4ePEg4HGb//v0NsyOyaxAnvqUROVb6xib81DwSL345KyyNEsLSMAwSiWy40ufzIUR2/4kpgdsLsiBdHN9cPkInJRAGarTZsYsHF2cE/qCFUcbsW7gkl2XxY1iIaHT2W6QK5zTXgJESiD4Lzubvw9NnMZWqbbv1Tllx9VpYReoc0ynBk9/08pJfSOJaJV/5WtLRuVGgVhNSzeKntxqsh79jqfrFSCTS0PrFtaxBlBZEP+TFzBGAvk4L/Uj2/2e2WZhni5xDHdY2uVRKMec2kLQKG0og2inl3JtIrhibm5tjaGiIQCDAgQMH1s0KYC0EYq2zlNe7ccbGjmZWEohSSiYmJhgdHWX37t3s3LmzoYuGpmlkznRw/mD5m1r8ssDfJcnM1hFFLCIs7ZF5fr8/r3MNwEqzLIqob5VMxyrfsKMzgvYeWXYsYC6CK6U5lgmiByglECWILRapVOn3KpZZeRfx4oxGe49FZvrK+cb81DX1pZ4pK3Nm6ecuRDSeedzDPS9dfX/TatPRfv/STOkmqC1uFK0eQVxvK5jVql9cyxRz/OMeMkP513t4KXNshSTptFjWOCevM9FuW1mApBofxFZjwwnEwi5ll8tFJpPh1KlTnDhxYlXERK3YYmy1DF/rmaW8FjOQq6XSsRiGwbFjx5ienub222+vaBhaD6nLblJP7cBdTcFyHX7ShbWI9sg8yzIJhYJomr5MIMJSFNEHMgnCBZfdQJWaJK1Rg3m2WAo9ZolOC4JdJmZEX/40t8mkUf7mn04Kgv0mqXMrECoy2xmtaYAFnq4rY/VqpdYpK74+i9l0+X2dP+1i5KDF3lvWds56qXT0xYsXSafT/OAHP1g3s+5G06om2dAcArGQYvWLkUjEqV+0I9e2YCwVdFmrc0t+1UXq2wXesF6J54SGBJKbJFzIPw4Zkli/aLDSo1tNm5tmZUMJRDtiWPi38fFxTNPkzjvvpKOjY30OLgf7GFcj7F5tSrnYMTVDBBHKj7mLRqMcPHgQt9td9VSUWklH4cKjnWBWp7wSlwWBbkl6pr5aRMvKjszTNI1g8MrIvGJby40iWrssEjUIpMS8oGOzrNnk2z5e0y+KRj3TvUkyZmXP0LmITnuHRXqu/ltxclGjY9AkPaGTapd5DSO1UsuUlYSbK1MWynD0WQ/tXZJN29bvu2Sno3VdJ5lM8vznP99JR586dcpJK1Za1JuRVheIzXxuufWL27ZtwzRNFhYWnOji8PAwwWDQua5y6xfXIsWc/rFO/NPLO/3bQhbC0EneaCFPF4hDIL3Hwrt/5d9X1cXc5BR+uaanp5mfnyccDnP33Xc3dFzeSrB/STUy9VNrSrnYMTV7BPHixYscOXJkVRuLzDSc+opOZsGqqchf1jEQIz4p0IIJYhczeL3e5Qu1IC+KZ5OYEng3Sc7WET2L12meLYH4rKC93yKTU0sofJJZfFQTaJUSMj6KTl+phYV5jbY+i/NFpqbUSuGUFVnkwHKtbSoi4cf/5eHe1yQJd6x/k0j2R0fxdLS9qNvd0XZTQjOno1tZIG60GdO6rudFrsvVL8bj8VVdf40TGrEPe4veV/wXNDI7rLyaRJvMXgvtdhPRgENTAnEDYHfjjo2NcfbsWdra2ujr62sacQhXIoiNitjlppTvvvvuvI7tWo6pmSKIuQLRsixGR0c5f/48N910E/39/auyX2nByGd0ImMa7jaDRKLya2wSUwJ/jyRTZY2fBFLJJBnmaQv0lIj0iqI6yspAbKtEXqh9oazaPLvEplNW9iH7YWPAQFZbxwfEFjS6NlkkL9S/EFqGINlvIi9pNEIr2FNWSkUIZYG1TSWMjODJb3m59zVJ3Ks7Sa8sxX7gFKajM5mME10cGRkhk8nQ3t5Od3c3nZ2dhEKhphJkG01E1UKzRxArUa5+cXp6GiklyWTSKXVolP+ieVmw+DfeolZcgS4LcUaQji+vOzS3WxhTgsDLV14SYrtOFBOIUkpisdiqTWZbTzacQIzH4xw8eBDTNNm3bx+nT59umsiYje3J2AhBVm9KuZBmiiDmdlQnEgkOHjyIZVmr6lUpJRz/vE7keHbxEfXspsrfIJaUJOLZkXlBqw9fv8CYqX43+i7J+dmsv2CmDvuYasyzlyojl/09tajRtsUic05DD0qm0zUUQS6xEBP4V+BFqPsl56MuujZbxC+uXCzYU1bSp4rsyyuZquM4o/MaP/4vL/tflmqIiK2XSguw2+0u2R1tp6PtlGEzpKNbOYLYjDWIKyG3fvHYsWNomkYgEKi5frEcVhSiH/AiSwwsCKQg2Seh4D5htUlSMYHrJUbWz3aF2Gu5qkFsYizL4sc//jG9vb1cd9116LqOruuO5U0zsdKI3UpTyoU0SrA2AlusTk9PMzQ0RH9/P9dff/2qpr5OfU1n6uCVm0hyRkf6kmT9YaojMSUI9EjSZaKIhmGSSMTRdRcBe2Sev3gqsthW9HbJOUMgLdA7IVNHDZ5pgLtXYp4rd70Uj14CxKMCj0uS6ZdYi6WfVwojI9C6LMw6vAgBRK+FmdSZXdRoC1mkoytfVOciOoHeNOnz+X93l7C2qYZLEzpHn3XzvDtWZp+xVpTrjs6tMbPF4nqko1tVINrR3lYSiLlYlkUwGGTbtm1s27Yt79qyPYlL1S+WQmYg+ndezBLZCJdfIj0SeSr/GpUC0t0SOaXhXoExduH5QWmBqFLMTYA9ESU3nexyuYp2g643K/EdbERKuZHHsxpcuHCB6elpbrjhBgYHB1d1XxOPa1x4svAmIzA9Rs21crLMNyadTpNMJvH5fHlj0+wml0xhk0thDaKAhQEwl2xdFmYEbZ2SZC1G3UssTAuCbZLMQpnXljh3Iynwbze5kNCpqgW4CPMRjc5ei9RUbQui7pVcXuomNi3IBEU2/duAcr9YRkfz5Ig5AZEK3dmVGD3opqPLYsuutf/xtVIxVSwdbXew5qajbcG4FunoVhWI9r23lQVi7rnlXluQ9Seem5tbNj/aFoxtbW3L3pvYwx6MY6V/oPi6Lawjyx/P7DUxz+i49htofY2pEy50T8nFsiwlEJsFr9ebJ3SaOYJYz3E1KqVcSLNEENPpNIlEgmQyyT333LPqdRuXntE4883lNxEByGgAzxZJugYBlpgWBHol6akrr7FrbwzDIBAI4nIVqVMp2uWRH53Tdkki8fxjMessrZX2qMCF+l4/7wO3sMjUOGowl4QU6DrIGi47vV9iJK8sFNGYoGeTSeLCyiNZRkYg2jKOr6Kv12K2ihnPlXjm+x5C7Uk6ute/aWUl5NaY2bZMdjr69OnTaJqWNzt6NdLRrS4QW/HcoHL63O1209vbS29vL3ClfjESiXD48GEsy3Ksmjo7O9G+0UH6h2XWvm4LVxF3AmOnReZs9l7h/oXG6YJKFjeAqkFsRgonqTQLtUbsGp1SXunxrAZzc3McPHgQIQS7du1a9S/UzLDgxBfLCQsB3qqNAx1kzn3Jsizi8biTvit1k0xczqanSzW52KnlQmJzgo5+WXQUYCUWazHPljgeip4eizNxnbZ2C7ECgZiMi2zDSpUTTTSPZLKI0fbMvE5Xp0Uy0oh6RB/eQYvUeY24l7pMuAsxDcFT3/Jx7y8m8DbelakkqzlqTwhBIBAgEAiwZcsWLMtyLE9yU4aNTke3qkBs9RRzrY4d5fwXJ7+8SN9/BtBdJi7dhculO9OmIOtr6G6XiPGCusNOSXo+26yi32Ci72ncelepgxlQNYjNSDN15+ZSy3GtRkq5kPWMIEopOXv2LMePH+eaa65hZmZm1ReB+dOCkX93lU5NLu0/PqUR7JKkapiUkpgRBPsksQtZf0OPx43X56soM2WBeBA5/8hNLS/bXwpEHdY1AGnbcqbw4ATYb45lZkVu1stMY0aXWKafhXmdUE+a5Ln6hcjcnEYobGFU0Qnt6pdkiozVkxJiQuB2SawiIrrmY4oKOgdMLsQbV18Xjwqe/q6Xn3lFirXSAGsppjRNo6Ojg46ODnbt2uWko2dnZxkdHSWdTjckHd2qAvFqjyCWI9d/cdPiDhZ/5MX0mxiGSTqTJpnMblt36eg+HbNTo/1ywVxyHVJt2bpDAPfPNzarWEkgut3udW/wWg02nEAs/IK5XK6mTTFXI8hWK6Vc7HgymbUvpjcMgyNHjhCJRLjjjjvo7Oxkbm5uVaOZsYuCY590IctcFs5VJGVdHocLsRipuIXf76/aYilxOZueztjp6aUaRL1IajmXVFzQMSCJ12F7k1gQdAxKEgWvdWxsMgaJRBy324PL7UJ2J7iU0jGNOAhBOi3RtPqnAlkWWO1UnBOtuSWXy4i/ZFIQ6LNI1fEeLDsmU5DsBDEjkWbjFuypCzqHn3Zz876N0bSyElYrHd3KAtEeM9qKNKJDOzUhiP+9F0yBrrvQdRdevM4EtYxpMNMxh3YJ2k5nS3myz9NIXyuxlnwQtUEL/Y7GBkPKCcRoNLqhpxeVY8MJxEI2agRxtVPKxY4nmUyu2vaLsbi4yMGDB/H5fOzfv99ZJFbTcic6CSe/rmFWOtWlt1qy5HFY5aQUezE0F6Fnhw9ztrYiQSvv6QJCZtHUciGL8wKPp+rhL3nE46AVqQW0LIt4Io7f58ftdoEmmQsF8RvZsKNpmmTSGQgtEp3X0TUN3eXC5crelKtNzUfnl7wRy1jWuAcs0mVmPQPMzmn09Fokamx8KcTlkZyL63T2WaTqmTpThhNH3XT0WGy/Zm3uSc2wKDUyHb3RvQJL0cr+jrDySSqJCY3Fz7hxRZd/9kIIXC4X4gaN8IVeutsy6G4wTYN0OsHiYBTPSBv6Ujra82qj4dZTlSKIq2XPtt60hEDcaBHEtUgpF7LWPogXLlzg6NGj7Nixgz179uTd9FfrWBYvCA5/woWZAldAYpaJyl1RiDKbbq7im2CaJvF4HF3XCYWCiDq+PclpQaBPkrksQMBcv4lZxVthZsDbK4nXYR2TTgg6Nl0xz5ZSkk6nsSyZnQut6yBB22IST9s3weyveDyCZCLMpkE/sRmJaRgkEols5NOVvSG7dBeiwuK3mBR4PRIrXWQB0OFyld3E82mB3ycxk/WvAO4eiZUUzCxo9A2YxC811srluR96Cbcn6epb3e/batYgroRK6ehUKpU3Ozo3Hd3KEcRWFoh2l289JCY0zvyzl74iYz5t5DUmyQs6ukfiP+MGD4Abq9uCtA9DtzANg7grymH3s3QcvdLw0ohxrdVMUWnF63bDCcRiKeaNFEFcq5RytcfTaCzLYnh4mEuXLnHLLbc4XWu5rIZAXJgQHP6kC2MpcujphEQNDQiJ6WwTSapEQ0cmkyGRSOSNzEvOQnDAInWpthujtfSRG4NJFtIBfFWWrszPCIIhSbrIr+xKLEY0vD7IxCyn607Xtaw4JGtOfbFER69EYLo13G7NSaebpolpGmQyBslkCk3TcOl6VjTqOoU/4TMpQbDPIl3Em9GzySKVru49zGQEgQ4LeVHUFSUQmmQqpxFmKqrT022RmGnc4m2Z8MRBDy+4J0VH2+qKuI2wKNWSjjYMY0OcU620amTUpl4BHD+jcfafvQS8EmZL3H+2W86PuI6AhKWMi3RBKgBawoXHA3g8tP2KTvDmG4hEIpw/f56RkRH8fr8jFjs7O+tac8sJ4Fgs1pINKrABBWIhtvBptl+ehYJsrVPKhaxFBNGecgOwf/9+/P7iE3wb3TAzf1pw+P+68tKvscsCd5kooj1OLnf5lkW+/xJIJpJkMhkCgcCym4tRRw1bcloQ3GFxOeYtOou5FNICLQxEa94lpgFmW4LY5Qxutwdd10mnr7xh1iaJUURQ22cXi2l0D5jElm7Utkm9xwNIiWGaGIZBKpkksTSSyrUUYdS07GvmZjU6uizSOQuB0GFa1vYezi9o9G6qJ/InEG0JUuYVvzIpYc4QhIMW6VhjRKK3w+LynMY3HvfxypckaQutjkhs1ghiOSqloxcWFtA0jbGxsXUz614NWj2CWE+KOX5a4+zDXsykIFiqm7DfIrHUmYwA39kr94r0HhPr7JV9Cq/E83Mm3lBWCNrRa9t/cXx8nEQiQTgcdgRje3t7VZ/L1TiHGVpAILpcLqSUK66BaDS6rjsG3uuRUi5ktbuYp6amOHToEJs2bWLv3r1lv3SapjWsLCAyLjj6aRdmQV+AtMDTUUUUMWeRTcxkm0hSS00klmWRSCSQcikVW+ScUhFRexRRwHw3WDGtRoOdJfPsbkmyinpJBwmpdIqFc2m6e71oKd9Sw1L23D3tkrMJjUqm2HOLGgG/JFM4mm6pRsgWz5ZlYRgGpmmQSqWWaoiyqehkUEPLUeaeAYtEHV6Es1G95ikrQkgWXS4K7xIZQ5Dyg55qTJe0FQQWIZ4QWZH44iSh4OqIuWb6UVwPhenoiYkJLly4gGmaeenozs5Ouru7N2wqr5VrEO31t5bzi5/SOPOwFyslcHsl4mwR94IOSdISyKXvZFuHiZjIfnuNayyMs/nfZP3F5rKxeoX+i8lkktnZWSfCaPsv2obdpZpNVA3iBqHww7M/tFp9mFYbO4K4XinlYsezGhFEKSVjY2OcOXOGG2+8kc2bN1d8TaOimTOjgmP/7sIqoXtjlwWekMQolZItciOwg1n2yDyXy4XP5yu7KBmGcEoZq0HbZXEpouHpSJGeq90awdCoen9OU41pEgyG8HZrZC7kR09j3SDLCeklEW2aAq3DggqzizVNW5ok4wEkpmFimCapdJrEJYtQKIlrvg2Xy8VMzRI5i2lBOkhNU1Y8nQaptIdit/JYQtDZY2HWmbq20b2S2ZxIZDQm+Mb3vbzyJUkCDfZI3IgRxEpomobP52Pv3r3L0tFnzpxx0tH2gt6I+rK1oJVTzLVOiYmd1Dj7L1lxCNDhk1CYifFL0iGJNXdlm8ElKzKrzyI1WbCvLgv3L1bu4PP5fGzevNnxX4zFYo5gPHnyJC6Xy7m2cusXTdMs6VYRjUZVBLFZscffGIaRN95svdE0jYWFBZ599tl1SSkXO55GRxBTqRRDQ0OkUin27dtX9ZekEQJx+phg+JHS4hCyusbdBkaJlGxhihkgPiMQwSjxi9aykXmlSM0JgptlVR2x7n7J6SWvv4zhAlH7Ih+fX7K9qWCebZnZLmUhBKFgCKEJojPQ1isxLmTTNt4ByaVyzTwFD83PaXT1WMSnq40WCHSXC93lwuv1IqWFJb1Id4qYO8L0bLCmZpdcYjGtpikrcQ9QZg2JLGr0bbaIl+m2roSnJzu/OpeFRY1vfC+bbq623rRaWk105JYKlUtHX7hwgdHRUQKBQF59WTMFCXJp5QhipTnFucROaJz9qNdpVhMC3BfzJ0pJHTIDEiPHrcAfttCHNaRXknKL/DIbF/ACE315uXtZhBCEQiFCoVDe/Ohi9YuxWMwZG7jsnFSKuXkRQjSd1U0qleLcuXMkEgnuueeedUkpF9LoCGIkEuHgwYN0dnZy22231RQZXalAvHxYMPI5V1Xle7HLAm9YklkssZDmbERKSSKZxLISBANdRUfmlcJIF/ejzkXzwqVAdgg9QCblwt8Rh0TxWs1yxJPlzbONjEE8Ecfj9mR/BeccmJNcFpJZH1Cj+1HMEOh1mlYLoaELD6EtLhZEkEBCYhgFzS5LYlEv0uxSSLVTVnwdFpMZN1B+bvvUgkZvTQI4BwFzqeLHO7eg8Z/f9/FzL0rSqN+xrRhBLFdLXq47+vjx46RSKcesu9nS0a1cg1htBDE6pjHxr948J4Nwu4W8kP86c7dFpuBvbUvLe3qHxJpY/vzgfSsvWcqdH71r1y4Mw3DGAUajUebn55mdnaWrqwuPx0NPTw8+n494PF53illKyRNPPMGXvvQlfvCDHzAyMkI8Hqenp4d9+/bx27/927zkJS8p+fqnnnqK97///Tz55JNEo1F27tzJG97wBh566KGGRNc3nEAs9oVvJqsbO6Xs8/kIh8NNIQ6hcV3MUkpOnz7NiRMnuPbaa9m2bVvNN+GVCMSJJzQmD2lV93ZICa4QZIoZNecct2lZJJZG5gVED6HNkuTl6o8rNS8IbiofRUxut0jEcxo0BCTjHtq9tfsbphOCzgFJrNA4eqneMJVKZf0NPcvTIokFgX/AIB6Nk0hWGncolkVZU0lBd69J7GL90RrDA/hBS+t4dD2bjJYS0zSy6f1kEinllc5ol6voAlTtlJXMUl1gJSQwmxa0hy1SVUx/ycXfazKfLP2ezEQ0vvkDHy9/YZIqvdUr0iwCqFHU0myY2x0N2Sa5wnS0nS5c73R0K6eYTdOsaAIePa4x8a8+rIJa8UAs//9b12XHYOaieyTukxqZ6yyMAnFo7bYQmyxcA43/seRyuZz6xVgs5gjD2dlZ/uEf/oFPfvKT3HrrrXR0dDAwMFBXo+x3v/tdXvrSlwLZdXHPnj0Eg0HGxsb4whe+wBe+8AXe+c538p73vGfZaz/1qU/xwAMPYJomg4ODbN26lSNHjvBnf/ZnPPbYY3zve99bcW1kS/ykaQarGykl4+PjPPvss+zevZtdu3at++zjXBqR1s1kMhw8eJAzZ85w5513sn379rpuevVEMy0TRr+kM/6fOunF6uv9YKmjuYjdiJ1izhgGsWgU3eUiEAyiCYFp1X5emVTpcjh9p+RyfPnXzTI1fN313dwW5gWunGiUlJJ4Ik46nSYYDBYVhzYpQyPirV+lzM7peNvqu56EgGkXRFICt0/m/F3gcrnx+XyEQiGCwWz62TQMYrEY0WiUZDKJYWTyomfJpMDdV/o99AQklxNLHpBVHJ9hCuJugeap7XNJ6JWvmcszGt9+wksjbldXWwSxEnYq+qabbuIFL3gBN910E4FAgAsXLvDUU0/xox/9iOPHjzM9Pb3m60WrRxDLpZejIxpnP7pcHHr9EpEzp93abZE4v/w96ghIzF6LdEFUUfZapKYFgZ9f/clFpmni8/nYtGkTN954I3/913/N1772NV74whdy5swZPv3pT7Np0yb+n//n/+FjH/sYExMTVW1XSsmePXv48Ic/zPT0NKOjozz33HPMzMzwR3/0RwC8973v5Stf+Ure606fPs2DDz6IaZp84AMfYGJigueee46xsTGuu+46fvKTn/D2t799xefdElfseqeYU6kUzzzzDOfPn+fuu+9m27Zt635Mhaz0eBYXF3nqqacwTZP9+/fT0dFR97ZqFauZBBz6NxcXn81erumoIFDDL0YJuErYVGXSaRLxeHZ4fM485WRE4KvR6Di9IPBvXn5cri7JRInolpSS+ZlsM02tmBlw9y7NU7YsYrFYtuM6GKpYD2R0WVihOsayLCElmHXW0/n7LWIZDcMUiHDp87abXfyBAOFQKPv5CEil0kSjUeKxGOlUKtsMNqcR6Ct+fYvO2t/bREqgdclq+1/wtFvMV2mTc/GyzncaJBJbLSrVKLsyTdNob29n165d3HHHHfzMz/wMu3fvRkrJ8ePH+f73v89zzz3H6dOnWVhYWHWx3eo1iKXObXFY5+zHfEXHnrZ5rCvGCVtKTEgS4L0MKQTkfl88krRb4LnRwrV99X8oFTbBaprGnXfeyTvf+U527tzJe97zHh555BF2797Nww8/zM6dO9m7dy+nT58uu9277rqL4eFhfvM3fzOvxtHj8fC+972Pn/u5nwPg4YcfznvdBz/4QVKpFC972ct46KGHnO/M9u3b+dd//VcA/vmf/5nJyckVnbdKMa+QUl3KzSYQNU1DSlnXDfjcuXMMDw+zc+dOdu/eveIbeC0CMT4Nhz/lIlFg65KaL1+DV0jsssDXLknPL3XCLVkzSCmzkaoigsowa+tOBkgn82sRhQtmOsEqU/omJehB6vI3nJ8WeLxpYlMp3G73snrDYng7JCczLuKpAF1dkmSp+kzKbyq6qNE9YBGrweJHaDClCWdhmI9p9PWbLE5WSFeL3GYXkJbleC+ml4y/02mNNqEhTK+zYOluyWSdU1fmFrN+i4lqUukhWVUK2+bcJZ3Hn/bykn2pho8F28islp9tod1JPB536hfXIh3d6inmYgJx8ajOxL95i4pDIcBlp4t7LOIJUdRlq63DJJ0UyIIJUsZ2iXVeI/ALazP3vJLNTXt7Oy94wQt4wQtewLvf/W7m5+f53ve+x5YtW8put1IJ2n333cfXv/51jh8/7vxNSsmjjz4KwIMPPrjsNfv372fv3r2MjIzwpS99id/4jd+odHol2XACsRjrkWKuZHy9WrYy9WJ/gU3TrLqhxDRNhoeHmZyc5NZbb6Wnp6dhx1LNexMZFxz7rItMYvljmbggtEkSq3KWrgQ0PzB/ZWQeQuD1ekt+8VNzguCAJFmhWziX9IIgNChJLt3QjF2SxVJm3TnXy8KsoK1LkpitbRFJJVPEtQhBX3fZlHIuix0gYwIpBZYXZA3CppD5mMDnkxhVijBfv7VsrN5UVKcjbJGsoeZPaBpurWCyi2EQ90SRUxl0TUd36QS7JaZVWTSXYmpBp7/PIna59LHpXslMrPZ6zNPndL7/Yw8vvCtdl0hstuEAjWCtzsnujh4cHMSyLBYXF5mdneXixYuMjo463au2WfdK7claPcVceG4LR3TOfbK4OARobzf/P/b+NFiSND/rBX/v61vsy9lzr613SS3Ue0kgpEHSRdKlL4sYYEAISXcwmBkDxsRyAWN0LzYIRjOY6cPAB6GB4cIdroRMCIEAgeCipkvqluilqqu6qrIys3I/a+wRvr/vfPCIOBFxPCI8zjmZlVmqx6ytu/NEeHh4uL/++PP//58HHhjoksYzBXqOFZltQjxTdlbvU4T3JdaHY6wXHs89dlEZvd/vUy5P93JXq1U++9nPnvlzPS+ZIJwMnbhz5w4PHz4E4Fu/9VtT3/et3/qtvP7663zhC1/47UcQhRBTJYHHrdb5vs/LL7+80Pj6SRqcgWMLgszK3TAVRQixMBXlNMhCEB98UXL9l42FCqHfEggDdMafvn8gELkkTcRxnEy/TxQun06eRTBI3mNd0dxbmAc9jVhk/6xJf8NCYZPyBYl3tPx9uUuahxNkrtMVbG5rOvNI8JKdiUKBVVdEGYi6NDT7KRvUGgILpITTPlONkl3AYf19Ed17mlhF3O35BCrCNIyVLHQmceBK6lWF305/v72uUaeIPwS4cdvENODFj52OJL7b8E4obaNydLVa5dlnn51K37h+/Tqe542no9fW1iiXyyvv47u9xDxJnjovG9z7J87CdTnfFmBpgjWNmhOxZ2/ExNdnSNn2cSjB41IPYbmC+Cii9rTW/NzP/RwwTQSvX78OgOM4c32Hn3vuuanXnhZPJUGchWmaj42MZTW+NgzjVA7zjwqTCuIy7O3t8corr3Dp0iU+8IEPnPv+LyKIWsFb/8bg/heWf2boQvmCppdFRdTJ01is2uQLG1imSZThWPjtoYq4u4KK2BWUnlPcjuTSqYjJB51+R1Db0vT3l/gbqiRPWQhBsVRCCkEk9NJyuGHDw5QXtPoCx9EEC+1u5lPXZlNSz5Bn7OwovHDOIutJNrZWK1fPQ7NvUq0rzKJBP8xjqZgoignDEKUUvV5vHANoGubSHgKloG8Kco4mmrGx0UA7PBuheeOmiWFoPv07VrvhvacgPhosKkffuXMHIcTK5ejfLiXmzleH5HDBg16uqNA3JNHzimje9V5X5GOmy845Pe5FNF9Q2B9+POph4q6QThC11gwGgxMK4nngp3/6p/nyl7+Mbdv8+T//58f/3mw2AajVanPPqVE/4+i1p8W7giA+DgVx1SzlScXuSSCIQoilyp1SiuvXr3Pnzh2+8Ru/kZ2dnUeyL/P2w2vB679gMjjIvi23KZAGiw2zlWIwcAFNXm9R2hT4zXSj7DSMppOzLu/CgMMSRK2Mb5iAu8zfMIoYDFwsO+k3HO3ToCOoXdAMFhHZSxrPPTaoHSEMoVzTBLup3ybTfntaLFQADUvzMF58HRx2JBt1RX+Jp+EyqGHKymhmREoD2zaQUuL7Prmheuz7Aa7yktzoYXa0nKMSeIHAqSo4EFMnTWFTseuf/fp+7bqFacLHvzE7SXxvivnx4DzK0U/KfeBRYPTd2l8xuP9PF5NDgIoE9X5FkDKxDEBBo0sgX56+FsNLGvXw8auHy4zAH4WC+KUvfYk/9+f+HJBMMT///PPjv43KzotCHBwnmSB03ZT+rBXwVBLE2RKzaZrj3ONHgSwl5VlMRgC+U/F6s1hEpD3P46tf/SphGK6UinIapBHE/VcE1/9V0m9Y2tEEGQc2Im+xihgPCZVpmuTzuYQZTdqXZLjJBp3VVMToOc1BV7K2peguUMTSboS+K6hvK3opaR6+n/gbzkt4GbjzyaVT19w+EZF3/N0bLUmtHjFozumlW8KQ3YFgfVvRn5NCYm9rwmD5DbKrBZalic+oyokcqBKQMsQ3HnZhNOySeC8Gw77UY+9FAyGO97ndl2zuKNyJ7+iZLPPezoyXv25hGZqPfvjJaU153HjSS7Gz5eiRmfKycvST/r3OAqUU4uY6939jOTmUhkZIjXtvzjpjQriuqftMPYip98dEw/eYVxXONz++lrLRPXMRQTzP++WtW7f4/u//fjzP44/9sT/Gj/3Yj039faRYB8F8F4oRHzpra9iTwVzOiEepIJ42S3kUAfikTTKnKXdHR0d89atfZWNjg4997GOPnNBOxv5FPrz1rw12v3K8ePb3kvQTf8F07STchkCaoCbvqzq5gDzfI+cMCdVwc4NDQWFNJ5NzGRF62VRE81nN3WGPX6ctsewkZWUVdFoSy4F4SDxGCS9xFFEoFjHnLFSBK6hdUAxmnsyFgE4V9FQJWZzgxp5arAIuQ7MtKZUUQW/6801b8yAj4fMDQXFN4a4wGJSGrpVE5+1sKjpp9hlDJMMu9tC4WhPHijiKCIMAz1PDZBdzSBoNDjqS7W1Ff09ilxUHGa1tsuK/fs3GNOEj719OEp9Ete2seNq+06SZMjCVHX3nzh0A1tbW8H3/XRvH1n+1QPQf17EyDH4XNxXuW+nrlwbUFUXcFFj3Jv79osK/f/yex6kewmIj8DiOcV333H7b3d1dvuu7vouHDx/yfd/3ffyjf/SPTnzuqHzcarXmXi+j0vK8eMCseNcQxPPuQVy1pDxvv54kgji7P1prbt26xY0bN/jgBz/I5cuXH8viPLLcad+F13/ePDG5qzVYRfAzTtdGPpQvHKtuWms81yWKYoqFIkZaZN7wzM9apAu6Sd6yN5tcMgFrR3Nrwu8wiqC8ruktUB7TyoRxBOWNZEJ71G/IRL/hInSaEmeCXAI4lzUPMkwZu55gY1PR3ZtIexntJ8vJsVJAmRN2PcaWIgqyT/k2upLNTUVvAbFbhNKa4s5QrdwbSDaqiv6cAZNpiPGwi+04Se9RFBFFEW4YgtYYhsH90GSzLJJa2RkmwOfhC1+xMQz44PO//ZTEp40gziKfz3Pp0qUT5ehmsznO+T3P6eh3ElrBW//JYvD5WqZGFPOywtgXqHmL7vMKb1eyWVEwqjYUNX503NZhXFDYH3+899RR/2HaednvJ1Ew50EQG40G3/Vd38WNGzf49m//dn7u535u7NIwife9731AohI+ePCAS5cunXjNzZs3p157WjyVZ+fsD7XQ5kaDeFOgP5C9X+c0JeU0PGkEcVJBDMOQV155hW63yyc/+Umq1epj2w+BJL5xla/8hjW3JNHfEzgVjd/JqiJKDAtC73iAo1QqIWT6+wdHArMSoHrZ/c5G08lpWzTLmnuOOPF9Wg1BqaTxUqdc53+39pHAcgJ6Bz6WZZLL5zMtwioCe1PjDm12TAcerJAK0+hISkWFf0plrNOWrE/Ywlg5zcNw9W01PUExrwlWUHlH6DuMy75aQwdBPqeJVvSZFEJgWhbmcJFWw2GXIIx4EPXRoUSrIqZpzr2BnBav3DLpAx9bQhKfZjKVhqedIE5ishw9GJrxl8vlc52OfqcQuvDqv3QI9gRmw2LZo7ZxJUZFAjVvkO25mMGugZDg3E6OgRYQbWv0RJtO4b8NEY+5Uj/P5xHOjyD2ej2+93u/l6997Wt84hOf4Jd+6ZfmloevXr3Kzs4Ou7u7fP7zn+cP/+E/fOI1n//85wH41Kc+dab9elc0RSwkYgLErwqMv2bAg+XbajQavPTSS1iWxYsvvnimLOUnjSCO9qfdbvPSSy+hteYzn/nMYyWHXhte+6d54uvPouL5i4rWYK7QPhH5IEou/X4yoVosFueSw/FnGCJTD+IIYVdQSElKESY0tiBIIbtag5wTh7noXuB5AW2vQS7nkM9IDkdoHwrsYUKJuqjxVzgFlQLO6GjU9QSGlXy+2FTEevWbXhQL9CnSZYo1xdHM0IgfCuKiRoizDXUkwy42hUKB9WfqsF7CtGJ830+SXQYDgsBHLZqYygjfhM+/YfOrr9jEcx6i3htSeXqglBpPR3/gAx/gM5/5DJ/+9KfZ3t6m2+3yla98hc997nN87Wtf48GDB2ceLniU6B8K/uv/nKP5tkFFAOjF7glXYjotg/KcrySuKPr7SYWhXlYwfJjW75+ecjYuKpzPPP776aI5gn6/j+M4qUpfVvi+z2c/+1m+8IUv8JGPfIR/+2//7cKpaCEEv//3/34AfuZnfubE31966SVef/11LMvi9/2+33fq/YKnVEGcxbISs/rjCusPWMjPS9QPKOIfimFm6Og8Sspp+/UkEUQhBAcHB+zu7vLcc8/x3HPPPbbFWMVw/9cl+y9LuhmHPQbD9BOvvfz1vu/TvedTrOQxyJYBF3VsrKoPfnYV0e+RPFZN3LTDZzXtBSXcdlNQW9P000ywZ+7xWuth3nBEIb9JdUfiNjLv3nibogiOnTaYkmDRz97pStY3FL1DOSFyZp/jDgJBaUMRtmDXX91AerwffcnmtqK3l/051suTOjTSdSXldR/v/ql3ZwwpoBkbhNrE2bLJ98B3NfFw2MX3EwXbGE5Gm6a50nWWKyoOh7ndr9416QwE3/stPmnR2e82MvVuHeZIs7mZV45+VGbd54HD6wav/SubOBAYhkY9GKVNpZ+H5lVFu2ng2Bp9++TvKrYU/c6whKyhMBw21FcU/kROM7Ym9/tDxOmXk1NjmYJYLBZPfR3Gccwf+SN/hP/4H/8jzz//PP/+3/971tbWlr7vL/7Fv8jP/MzP8Cu/8iv85E/+JD/2Yz+GEILbt2/zwz/8wwD86I/+6JmdSN75M+4csDRJpQLxH4kx/j8G8p9K5C9L4v8+Rv0+BfL8SsqzeJII4qiZttvt8i3f8i2sr68/ts9uvCW48csGg8PkIiqsKTodWGbcpzUYS7jeyDBaKUWxUKZ6QdJ7mHHHBOgVL+ywnyS4jEq4xnPHQymLEMwReybTfqf8DYtFpJREw1esuvz0WgLxrEI3T7dwdf1kmjg65TRxsykpXYyIe2dbYg57knpZ4WZIWSlUFPcWWM40Bxa5cgPU2Swp8puK5vBzer6gXFbYShCF08MuURQlg1KedzzsYo4MvRdYZJWA/vH/v3tk8LO/nuP3fdynWjg+X95TEJ8eLLO5yTIdXalUxoSxUqk81uOkNbz9ksXbn7fGD7VrBY1+KAGNSDmfjauKdlOiNdRMBXqG3VU0g1igh33b1aqCexLKGn8wbSclv0GR/8Q7cy9dZJLd6/UoFOaUiDLgZ3/2Z/kX/+JfAMk58AM/8AOpr7tw4cLYNBvg2Wef5ad/+qf5U3/qT/GX/tJf4qd+6qfY2tria1/7GmEY8rGPfYyf/MmfPPV+jfBUEsSVehCHUH9UYfxzAzpAE4z/h4H855LmDzX5LeO3Vp5SzoInhSD2+32+/OUvo5TimWeeeWzk0GvCjX9jcPj67MI4fEpkOfHp7wtyNY3XOvlKFccM3AFSGuOnuMFhQirjDNYjAkHYsahc1PiH2RdbvwtIsLY1tzISqEFPsLal6U6YYE8uqlEU4Q5cTMskn8sfT1x3BfVtTW/FqV77smZ/4VTy4u0FgaC0pohGn7siS3VKil1pIA2Nik9/I9MafCvbdHVYZKnlTDsu8OyaoncGr8XZdtKuJ6nWFEYT4kgwOeziDIddoigijiNcN0RrPTEZbU4RB8PUHKU8cDR7kp99Kcf3fcznYv34QLzbyNS7lSCu+r0WTUffvXsXYMqs+zyTrmYRB/D1X7Y5eGP63mg1IWLYpTPTzmNcU7QbSVCAlGDck9PFkpzGL4Ka6DEvtUFLCNc0enJA7bmY/LdGj733cIRlKSqlUunU5+ykPd/169fnJp9cu3btxL/94A/+IC+88AI/8RM/wUsvvcRrr73Gc889xx/9o3+Uv/yX//K55Ik/lQRxFqMS88KLsAjxH48x/t7xDx18PcD88yaf+tZPkf8f8gjzfBemJ4Eg7u7u8rWvfY0rV64wGAzmnujniTiEu5+T3P0vxrT1zBBuQyBLA07U+edAppTWwjDEc11sxxmbgo4+O3O6CoDOPsk8/uy+oHRN8baWmWP+AHqDGVNvwbEdj+fN9TfsDzhp47MATlVzJxSoELY2Na2F5HKS+U2/rtFKIua6p5jU9WswCAQba4rewdmuq74nlqas5EuK+5kMqwXNWFAuKLzB6nec4prigXfyfW1XUq8rdIMThFgIgWVZ4z6l0bBLGEV4vo+UAsNIStGlDWh76cuyGwh+4Qs5fs83+XzgYvyegvgU4axG2ZPlaK01nU6HRqPB7u4ub775JrlcbkwW6/X6uQkdbkvwtV9w6M1kkZeLiujW6N/01MoxSQ4B1ooKPWG9pWUyfBIdTgyflBTi65L4/THxpEfitiI2BPnHPLk8iUcZs/dDP/RD/NAP/dCp3//iiy/yS7/0S6d+/zK8awii1nrp4qL+kML4Zwb6UDNwB2ilKRaLGK8Y6D8D3rcp5B9SyBUmnpft1ztFEJVSvPHGG9y/f59v/MZvZHt7m1deeSVzFvNpcfh1wY1/Y6QqfpMQyiDr7MLgQJBb03jDHj7PcwnDiHyhkLoQ9g8EppMMrizeCQCN2xQUtxTefrYF3MjDbkEQ9Ze/dhKBD2ubE+bZOikx+74/344HCDxBfTPdPPsEBHRqoIbei4dtQbmocftZDvZJmTDhXKudM4U1xe2hTcVhV7JZV3TPmI5y2JFsrCn6c3JbVVlnNqwOI0GQ0xi+Jl5R3fQdYJD+t6YrWVtXRIdiodo5SnaxbXsc4xVFEZ7vcefQI5KFscI4m+wSK/h3X3Fo9UPWxXsK4tOC8+ytFEKklqObzSY3btzAdd1zKUc370he/UWHMCVPvhwn6iEMFcTh9o1nFO3D6e/pHB4/hGsN6hlFMNNXXPNBX1MEk+QwpwkiQf3739mc8ncih/lJwVNJENNKzJCU6RbFz5CD9h9qI/9fEsMwKJQK422JNhi3BOH/2UR8k8b4wzHik4uns5bhnSKInufxla98hTiO+cxnPjM+gR/V/mgNR68J7v2aQRiwlBwCaDdH7nJE2M6maEoJWh9H5pWKRcScBVdFUNxcriIKxHjhykoUhAWdS5pmX7C2rmkvyU2eRbslcXLgDxSu56I1lErFpTePTkti55LkmEXIXdY8DI73SWmSqeQZMjs6r5flNw8GEqPcR6typgqzENDOcXz3IMkqdmxNGJxtle/GAjulLzJX0DxYcRim50nW14eG3Bl3K1dW7C1RHRsDycamwt+XmQbkhRDjQZZSXfHALyCiiChOpqOTvxtjhXG0Xn3husVmbodvvpi14fbpwLuVID7KqL155ehms3nqcvS9L5m89at2qg2ZZWniWTN+wHg2pn0wfR1WS2rYpzh83Qsx3u70a5ycRh4lcZ0jaA1qW2M6UPgd72wV7j2C+JRjdOEtIj+jKeVb27f49svfTqF9srHUuiMIbdAvC6KXTcQzGvkDCvmdCnGKI/VOEMTDw0NefvllNjc3+fCHPzx1Yi/LYl4VKoaDr0jufU7iDsuIzlo29VUgUKFYSlBG6O7GeKKBlOUkMm/JXb2/L7DymnCZj95wd72WoLSlcBepiBK8ZxSNYYmx1RQ4OU2QYUhlhDgGUfLp7wcYppH5xhFH4KxrogUT4HZZcyc6+fd2V7C5oWmv0Gc5CTcsUi7GxBmi8gpbMfvR9GIaRIJiWREene3G74dJyko0WzKvaVjhNxjhqCfZ2VF0sk5Jl5irHk7isC/Z2lIMVpi+BohskKFE2jZJMXqkLsbjNgRDymEMoMm9VoVBaPHMc5Bf8Fz8NCFt2vfdgMf5vWbL0d1ul6OjI/b29paWo1UM1/+9zYOvzr/h1XMKHR9f41pr9NWQ9sHJe2rJm2jheVbR3z1JtKqWIihK9MT6IF5QhPclG/+XRxehmxVZehDfrXhXEMSRpcQ8q5vJKeVPfusncSIHfiJlOz2wP6QI7gwTOd4WxD9poP6hRP5+hfw+hVjhYUFKee4JL/OgtebGjRvcunWLD33oQ1y+fPnEawzDOJfM6tiH3d+U3P+8JJgxsvYbSbm2P88QdQJBW1K9pOktUeGCwMf3fMo7JRhka8ZWMdi1xNB1LmY+NorEwlkM9bxmf6L/TCnI1SBYouqNoSEIAzoPfNbWTbSXo7eCe3O7ISjOMw8X0FtLGspT3+sJTAuicOINWXdbS2RJEy+x25GGZk9KSHkmavYl2+uKdobzYhEaXcnWpqI7bGJ3cpqHmXoP07Hbk2yvKbpzStcjWDnNgZv9c/b7kq3t7CTRyWuOTqiTSW+iYZjDYRdFFMXEUYTrumit2e9Y/OP/CL/v4z4XNrLZOz3JeE9BPF8IIahUKlQqlXE5utVq0Wg0TpSjy7l1bv/qJp37i9V441BOXeLBTp+wucZst0/OOba2EZfSk5EMSyMV0w+PFxXeA4n9nCL/je/8kGccx3Mrk71e7z2C+KQhbQGZN8mclqWsvlch/4lE3E3ZztuSoABM3PT1oSD+aYP4nxrwh2LkJzTmB5crZedFyJYhCAJefvllBoPBQpuesyqIYR8e/Lrk4W8YRAuIl84w2SuG/X8L+wS1xvVc4iimUCzCwKCwocd2Ocsw2BdYBZ3aQwOjEvPx7+i1BaUdjZui0snnFXdThhOaDUG5ohksS3zR4HouURhRLBQoVA36/moTMlqDyJFM4s9gtrQ8iyCESl3TOUHGl48nCwGdrsHmuqK3gODltjR78fy/H7iSSl7hrUC00nDkCUrDlBWjrtH+GQiFhqNQUCkqvAXpMXZdoQarlbH3+8e5zctgVxS6v3j7QkgsS46HXUYksdmDf/wfNd+09RrPXzTHytDjGEg7b7xbCeKT4u9omiYbGxtsbGwAyTnUbDbZvTHg1V+zUN4A0zAxzMTDU86MDtfKiniiymI8qwhuFcilPLfXh9Y2Yl3R74vUta5SU4SvT5ynxWF6kobqZ1cMsX9EUErNvZYGg8GZbG6edDyVBDENaTnDc42vDYh/NMb8v538+sIF51mNfztlkRoA/07S++cCua2xvk1h/06N8Wz6Xf5xlJhbrRZf+cpXqFarfOYzn1no6C6lXHl/VAjNrwsOvyrxWiKTybXfFBS3Nf2FRC4pL/ttQSnFxmXkCSiHGcSj325eNF/qvsdgVyBcVBac+elC/yRlsp7R3FxUXl1yFWmV9E5qNMVhv2GnDeW1eOUJ4W5TUJ0hyXZJczdDD+VhW7BW1fQyGI+noRcKpKlRKWVsy9HcXxLppxTEeYFwV58cn0QcC3RJYSt4kKHsvQxRLPAcMIN030fD0ByeUqXc60subMd09+aTNSk5kf6SBVIIkHKoLuZ5o/tRzMZdDg/fxPd9arUa6+vrrK2tncnM93Hi3UoQn9TSeT6fp/N2ie5vOhRNiAvJwFQURviej5DDHtkhaSx4x+3F8llF+2BkXzNjc2No5F2JLmlcKdApLSDmukLemZhuBuI1jTqQOO+PyX3o0Q5UZsWyEvOFCxce8x49PrxrCKJpmuNybhbja/17NPofa8SNlBP3LYFfAdJUsj2B/X5NcE/g/7yB//Mgr2rs36Wwvk1hTJwrhmE8sqlhrTV3797ljTfe4IUXXuCZZ55ZugBl3R8VQ/t6Qgqbr8kpT8Hceron4Ylt+CwWp4YKIkA0YGz5AhBFIa7rYls2zoyXk9sQFDYVg5RyRRr6+wKrqAnTpnhT/snvTKuI9mXNzSXkq9sW1OaUKeMoZjAYYJpm0js58RuFavilV/QYDOLptww2MkxsD+GLZBdGAxTTPaALfyx8X7C+rlI9GeWmJspA1rquYGszpnNwNnWr05esX4pRrRW2s2gYxxfUa4ooxZInv6louKff34d9gwvbiu4cJbG4ruicQlWdMigSAmFYfL3xHN/y3GU+eaVDo3FEo9Hg5s2bmKY5Jotra2tnigZ7lHi3EsQnRUGchFZw89cs7nzh+FwwpIFhG2AnDgtxFBPFUTIw5Xt0DnOY0sR4QdM7GLY06JPDnGsFjVaCoKqJWye/t6woCpaGybaK52OiYXm7+tnwxHveKbzXg/iUIW0BGal1aSXl9I0MVcT/IeXvATibGv9O+kJlNiCYIDTqjsD7JwbePzEw3qexvkNhfEQjl0QAnhZRFPHqq6/SaDT42Mc+limaBxYriFpB523B0VckR1+TCWlLQdaqVdBKiNY8DzwxVBAB/O6xiuj7HoEfkM/nMefcxNIUrHnQCuxyUh5P3YcULSscNlY7W5q3pcg0jeqHYop4wYS/oTP0N5zZbbcvMUo9NJXUJIJ5cHuC+o6mtyvIX9bcXKHE2ncFW1uK1ooDFKPv1WhLqhWF2zl+f640TDDJuBsHXYO1sqKfIR1lHmxbczOUbNQUnZQb0GnQ7Eu2U9S+1oKyeVY87EsubsV09k9eQP1ztjP80k2bzqDOd3+0wJUrV1BKjfvObt++zauvvjruO1tfX6dcLj8x5OXdShDfqR7Eeeh1BLc+Z3H4tfkUQHA8YY8DmwWbqAXudofBXRsIMQwzSclTOokgHcI+gvCSJkx7kM9pwjxYE+ohVxT+kBzmPhzjvO/JUA9hMUEcDAbvEcSnAYZh8PDhQxqNRuYsZf3tGv1BjXg9RUW8Lgg3NKqbso1Dgf0BTZDSwxhfF8Q3Dfx1TexepLRu030gsT+osV/QiDM+uPd6Pb785S/jOA4vvvjilEn0MkwqiHEA/buC3i1B723B4KEgCMXcIYcRvH1BbkPjZYhwizNMfI7gdzX9wdCbslRauJh6TUFxU9HPqiLuCeyyJkj7LVNuzn5XUH5WcVNJ4ozrlDsQrG1o2gdiqt+wMMerEQABQZSjnF+tdA7Q6yXf6e6Ssm4ajjqSYl4ncYcrQmuIZgzl/RroFdqFNDAQ4kwpK1ZdEYUGRxFUCgr3FKbXadjrGmxvKLpDL7fihjqXMjbAg4HBxU1FZ+K8LVYVeym9rWfFWw8NOsLh258PuVBhrBxCUmFpNBocHR1x//59tNbU6/WxwngeCQynxbuRIGbx6H18+wLXXzH5+pct6q3s7xMCzAMT4wMKf3+dUikhTnEUEQED1x0bvtcqmihv4e+lrHsG6HVNJQRG6/HM4F31v3ty1ENYHrX3ns3NEwghxDhJwPd9Op0OWuuVs5TjPx1j/oWUwxCBVRvGqqXA3IfAIHVikxhyZfBbEutmhe5QNRAmWM9q7A9orA8qzCsac43MFjoPHjzg1Vdf5dq1a7zwwgsrPZEGLRi8UcD/ykVe/Q0T94E4QUoKl3WmHsOsxbagk+QWp00pC3GcQxxHMd29Ac5GgOWtZfK9iVfICNYarAIEs7/lnE3YNc39nFiJ4AJ0uwIpFd3OdL/hwn2LLQobMf391S7F0Af5Pk14iqzlWIFRAfZWfisAvb5gYyumu29MmWKvAjcQbNQVvVNY7ziO5v7QSidUAt8GI9DDmLuz48CTrJUVg65kYALneL966Ep2JqawdY4THpXngWpVcbtl8E++ZPCJKyHf9myIOfyZHMfhwoULXLhwYcoG5eHDh7zxxhvk8/kxWazVao912OVJIVLnidFD+TutILYOBf/1cw6tI8lmURGv8GBSLytUkfG9DBLBQUqJHwSUikVipYijCN9tsb9bwpAG5mjYRUpAIC8ngQQb3WTt1wbEZY0eDr/lvinGfubJUQ9heYm5XC4/5j16fHhqCeIIo5KyYRjs7OysRA4B9Kc0+ps14itzVMRtjUpr6m8K7A9qgjllaHVLINcU2j2WqHQEwXVBcF3Av5JwLblYzJrGXAdzQyf/Gf3vdY0sJwbRb775Jrv7u3zjR76Zza1NiEAJQCSpGWELwpYY/icp8Y7+d9gWUNX09msoL8eglL7P3p7AzGDG7B0K8lsaN4Ov3XwXl0RpC4MA1/NwHIeiWSI0ThLX1H1oCYpbmn5Go+r+/kkVMa3EbNc09ysCvw/rG5rmCjFxnhcTqwOkrJ7oN0zDqKzcakoKWTwbJ5C/rLk1kFQKmsGcKe1FaHYEVqFP1rjDE+/vS/I5TTvPqQnUYU+yWY/pNlcjIEZNTz0g9ALBRk1lnm5fBqWgbwsq64p7Z5y4noUGdj3JznqM15McnJPyOYt4SGyVhi/csbh+aPC9Hwy4VJ2+uGZtUMIwpNls0mg0eP311wnDkFqtNi5HFwqFR0rgnsRevbNiJGS8U98rjuC1L1lcf8Uat4qYvXRtIxUCTFPTvTf/Oh0ZvlevCczXL6CKQ0umOGIwGD5pXwlQ98ps1oB7Q9uYZxTR0HRb5DTVP/BkTC5P4j2j7KcQI9+/0ZRyr9c7dTZp/KdjzD+TcihisEvgtdPfZz6YryIKBbnc4v4iYzjOHzUFURN46+TCq69EHN2KgGfZLnyExr+UzNrRWVc0/SXKn1OBZHJ4/g7pEPLb2VREkXF1CbvzVcQwCtFKj8uwYR+KK+QoRx5Twy2LoDWYaSrixHvt+pAcDttG222BZUGYgQCN+g3z+TrVdRt/BbKnVfL7LPRsnECupnlbiSQlpUCiQJ3inu3jkDc1qOQhxPcDDENiGGYKCZg+yHEksC9EPBicbQlpBZK8rQkypqzkcpp74ckb7eFAcnEjpnV4PmqXGwiciwqzoYlOWQafB61hNzC4uBXRbJ7t+KXtWc7RHM4Q28ZA8r98Oce3XAr5Xc+FWHMOk2VZbG1tsbW1hdaawWAwLkffvHkTy7LGZLFer5/7sMu7WUF8J77X3n3Jl/+LPdXvW3IU/oNsZFVamtyOovfGnBNmdD8RAvtqjN1L1iUpJbYtASvpUbzg0dmziaOQ8E2XXi+Hvhoh3i5hmInSUfjOEPvik5cvHsdxKrkfXR/v5h7Ep/JRTWvNl770Je7fv8+nPvUprl69OtcHMdP2PqrRn5pjVXNdIOtzTtqOwLk0/4QWd0zi4vy7frwvcLbnvz+KItq32himpFicX67UHZYSBH9PkFtbfny8hwIzgxe1fyTIb2S7mKMOTNppKaWIomjYb1ic6tELWiAy3uP9TqIiZsVgX+BUJl4/cczsNc398jE5hMRUulhdsn2deIl5nk+hUMCyHOysD5RivAmaDUF+2WcB0oTDCsTDl7Z6gnrG32EWUWyRr8XEcUyv1ycexrv1ej0GgwFBEKBU+jljWpq3tUGtfrZyUBgLjLLONAgEIKppY0UJHgwMqvXF5/j8d08jX1LcHhiYVY0hz/+mJQTc1ga19bPYYKXvV76kUv+iNPzWPYt/+Js57mYY7BFCUCwWuXLlCt/8zd/M7/ydv5MPfehDmKbJrVu3+C//5b/wW7/1W9y6dYt2u33qB/RJvBsJ4juhIAY+/OZ/tvkv/yZ3YhiskvHwmhVFWAdrQYVi9IvbV2MGbYm6e/I7mhcUfiuH4zhc2slR1+vY2xZxx8bzfXrdHq21PVrP3qDdbj8y54/TQCmF1npuH/l7CuITCCEE165do1qtjn84wzBw3YwSTAri/2OM+YWUw6HBzk35Zk/BuCvAIrXMJgCDxVPMxpwSrO/5+IFPMVfBedZksEBVi9qC4lVNf4nyZsSLFUQAHUO+oulmUMBExtJi2BeULmq6e4IoinAH7jhjdnbRDN1EcexmVRFnLHIWQWswJoymRyVme01zryQI0hJAGoJCQeOmLJJaaQbuAK31VJ5yqymoVDX9rH6DI8uZDGKMvKTpzKhtzUF2pXMSAthvgBEd4ji1oRokUEoRxxFRFI2N3oMgwLL0WF00tzReJDn0oeRovDOYVTf7ku3NmPYS9S9f0NxPUQ8ncRBKakXFYIHpdSaUABcanmSjrvAaQ8X2nFCpJ5Pf96KTgysrYeawS8lSz8amK/n/fTnH77gU8e3PB9gZH8gMw5gadvE8j0ajQaPRGGf+jv6+vr6+0gDdCO9GgjjyQHxc3+vuDYOv/kZ6FcOQmiBDW46zrWj7AulBvKiVSGuizR6twzIXigpm1Ha5rhj0jv+teJjcL0XZIhc7UAK9FRJ+2MM1urz88h2UUlPZ0e+kEfVIdJpH7t/rQXxCsbm5OfWkcRYFEUB/SKO+XSH/c0oc0FsCeU2j0nqc+uB8UOHfSTmBhCB3UML8sCKaE+WljgS5ZzXekBCNZGutNMViMel9OBhaCCx4sFLNRHnTCw5BdGRAsQ8s7tP0Hgqs0vwEkhH8hqCwk82TMGhBEHp4bkAul0MrjZrTbOg1BdJI/BiXwe8OTblTvPnSMDgQOFWNPyRvquhyr1hJJYcwLE07nMjgjePE39AwTAqF3InFX2W930+8rdtO1MB5gxuFbc1bKaXYIIJqdfWsZY3G93021mrQd6aUDiltLMsGNL1eUsP2/QClPJxixL1+AcM0ky7zgkqykM9w/zvoG1SXTCPrskKHi9lMpASuDZalCVcYZJqEk5+eLD50JZvrisGhzKg/LoGGtj7etweuZHNTETbEauXslJ2pVhUPMgwfaOBL901uHBn83g/6XDuFEpzL5bh48SIXL15Ea02n06HRaPDgwQPeeOMNCoXCmCxWq9VMwy7vZoL4qDHoCb70eZu9u/OP83peEy1Zr53LisZQYd4sxMQLrjl5OSR8UCZf1oj7YuqUFCWNp8TYlqxWVnBPop5TxMMStyhqYsfg2T9QROa+YTw01Wg02N/f5/r16ziOM5Ud/Tg9PEecIu3cHT1Av5tLzE8tQZy94M4jtST+72Pk52QqEXOMdN9sAOO2RORAz5gVj3bR0nqhjihbw8+PYgbuAMMwKJSOm8FVT1B8drFCGHcTFXFR/54QYAQSlQO56KFQQa60JIFk9FpvcX4xJIt+59AlrrQpii0M08D3/LmqX+SxkooYjnrwsqqIw/5oe0OxF1oUl9wb2y1BtabpDg3CR/2GjuPMVUl6HUF9XdPJMMgzueNeOG1kPYJd0NwxxdyHhIO2YKOq6WRQLbXWuIMkziRfyBNEFptbilYqyU6UD8uyME0TrRWDDZc4UPjBAIHA80x2Sgq3lz/1jVBpiJwkyShN5M4XFPcCIxMJ7QeC9YoiOpq5YWXcF7MKeuZiPxjIKfubs6BaV9yfmfw+cCXVqsLpJ4bk2TH92sGKDLbtCf7Xr+T46MWI73g+wD7lHUEIQbVapVqtTg27HB0d8fWvf50wDE+oQmnnyruVID7K8rLW8NarJq/9Vys1CWgSck4/PQCmxtzRY3IIIBac79a1mKNdE4jYKGj0ZF+jrYmKmnjCL7XUBJ5TBMPXaQGqrql/R4QcOitNDk0988wzU9nRt27d4tVXX6VcLo/Po0ql8kiP7aj/MO2c7PWS8t97BPEpwGSSyqnxHKjfo5C/kuL8flNgPKeJ026iLjjXNN6JieahKnhXYD+rCeZMxKqmQG336N9ViamyczIYXO8JhJlMQs9DfCSWqIgC2c9TvBLjLinnebvDqd+0BJIJBK2kJDxvmjieiMyrGtvEUqLi4yzmuZ/fEBgWxFkGRHpDU+4MwzUA/QNB4YrippbE7WyXQBQnC7HneYRhuNjfcAjXT0p+i1pqkjL3xHsGgrWtpBw/8SL6W0lf0cLP0wnxX1QKHUUYCiEQ8rjs1ehKck5MsKQ8Wd7WHIgieTO5mSdeaDH3O4pCcIBSpbG1hSGzEboRup5kayM9ZSUus9K09NHQTmbV0q2d0+zOOQZ7A8nOaP/OwGG85J56Au1Akstrapai18umAk6iXFLsnyKyTwNfeWBy88jgv/mgz7NrZ+8Bmx126ff742GXGzduYNv2+Ca/trY2vpbejQTxUU5mtxuJdU0zw3lezSuCe+mvM4uaoKRpT5DD9YIi2k9/vXUtpn1ggI4QgLUvxs+uWgJbmmAit71SUohDcCcM+uWzMXEkqHxm/k1tNjt6sq3h/v37J8rR+fzpH1LTsGyCGd4jiE8Fziv3OP6RGPmrMnUy2Y7nq4jylkCUppWHoQsNGrAiSBvg11rjui7hg4BiuYIxxxRRDaD47GKFMO5D8Zqm9yD9NeM8436GdDcFThGCDB5tapC+vTAcRubZSWSe8qF4aTQlvTihJPKhdEHRfZhtYQ26ySBMFosc55JmrzKcHAeyZN31uqDlAXGcn+o3XATPHZpnL+v5mTkOna7AnCDHucuaBxlUpb4r2N5Qc28WURQxGLjYlkUul6PbO26AjRVY5cUk1LQ0D6Qc7+/I2sI0TRwc8tUcYTMmDBWDobpoDMmiaaZNRp/EQddgraLoTygPxZLizpLewzTs9iUX1xStOe0dabBrGrWg/3Z3YHBhU9E+pZJYLC42xvYiwaEUbNcV7eZqnyFSWiFWQccX/OxXc3zThYjvfCHAOae7gxCCUqlEqVTi6tWrxHE8VoVu3rw5lexyHoMuTxoeRYk5juHrX7Z482Urs8l+MU7vpbc3Fd1IEM307eb66fcs65pKyCFJm0rJ9lBHxyRJXlEMZohl2dUE4vi+Ki4p3AcGF37UzzyUCCfbGnq9HkdHR4+sHL2MIObz+cfqE/q48dQSxNkL7lwURIAroL5XIX8pRUW8LTCe18RpSpUPzjMabzZdZVgv1PdloiJOKENJH1viQF+RdYxLMHgwf9fih8tVxGhfIC1QC9SWqCUoXVnuIeg+FNh1TdBZ/LqgPa0iasD3PIIgicybvEj9I4E0SV95Zj//SGLYLE13AQj6QzudJWVp61nNjUhAJxkU6HaZySM+iVG/oZPLUakUUSukl3TaAtOGaN53SNlUFEJlPSHS+brm5goG0IcdSSmvcWdIzjj2LzeM/Uv56GZXslaP6aX6EurxYMo8uJHJ9o6kfSSn1MXAD/BcD2kYS9VFDfQRGOax8XVQ5NRei3u+ZL2UTZEzLc1uBiL+8AyWOqLA/KfMISIFD5Tk0gqfYdsnrW1Oi5cfmtxqGHzPBwKeP9OUdToMw2B9fZ319XXe97734XkeR0dHHB0dAfCbv/mbU7nRpxl2eZJwniVmreHhA8krn7fpdbJv0zI1fooa6FxSNDvyxMN6KacIUvrqE3I48e8aip0J8+xnFL2ZGM9ySaF9QTyZnNIV5J+PKX3T6c8vIQTlcplyucwzzzwz9eBxXuXoZQTxUfuCvtN4agniLM5LQQSIfzhG/juZSmJsf4GKeFMgaolCN0KiICZXn+UebzIMQlzPxbYdcrlkAdT7i1Uw7UHxWUVvgaqmXChcU/QW+FxpDbqbQTfTYDuZuBxxL9mYUhp3MEDpJDLPmLkgYw+KlxT+neUT1XGwmorot+cP6ggJPKe5NUEAglCgF03+cKyCOjkH23KorGtaB5l2B4AogvKaprPQcPvkcWg1BcWqZr+0+IFgFrECWeT4JJ2I/SsWihjmxGKXNnMVySlyBgl5dooxd0JraWl1ry/Zqio6bTmlLiqliKM4UTGDZPR8RBZNw0RMNMV6Q+Pr3qGgWD6dejg+Hhq6hsCxNctMDnJritjLRsgeDAwubihaKyiJjqPZz5heoYF7XjLh3D08eQOfRbGsaZ/CMH0eur7gf7tl8dJ9kxcvhzx/DmXnecjlcly6dImdnR3+83/+z3z4wx+m0+lw//59vv71r1MqlcY3+Vqt9tQZaZ9HiTmO4cYdg6+9YVEMWIkcAqw7iiCeOLclWJcUjTkqdVWdXPfNWXIIFHMhxl0HCmBeVXRTMt6LliZ4e/jZBsTFpK1q45wj9SYfPOA4UrLRaPDKK6+cqhz92zlmD95lBPFcFESAbVCfVcifS1ER7wnM9x+7v08hhFxd40727YnjUqreFdjPKtpv+4QpOb26B/nnNYP7C8rIDyTSSdJT5iHak0g7/TXJBaEJ25Ly1eV9e95DgbN+PPU7D2FX4Gz6HN4OMAyD0oInK+9AIq0wm4p4mF1FDAeCcspwi2GDe02z703/u+cK7Pxoqvvkvqb1G7abAtvRBCsMErSagmJx5rwYYrYHcQSlIL6g6bZXv7E0u4KtNU3zkLENz9zYv5kP933BxlpMZ396UeyVdOa+u3YssE1NOEEypZRIW2LZFlprVJx4YQZBgBt7GMYxoTSkwWFPslWP6dvizFF3biRwSgqxICHIMDX7KxLRBwPJxbWYViMbqcxVFMpdTXV84Eo21hVRSxDNUZIF0DrlxPYieBp2OwZ3XjPYLio+cznkQxvxwgG3s2D0wFitVtnY2OC5554jCILxsMtrr71GHMfUarWxwnjePWePAmdREIMA3rhp8up1i4ErMKRGrhrNqEFPtFkYeU1c07TmkEPL0IQzD+Xm1fTe4NJAEWNgbCt6KQ9LhVpM9NbE+64qwoeS0rdE5K49Wr/D2UjJXq9Ho9Hg4OAgczl6mYJYKpWe+PPvLHhqCWJaiVlrfW5yfvwnY+S/lJDSk2V1xdypZHFDIDc1aliWFRMjqUopuvdaxLE9t49NP1xcItY+FC4uLqUqDwoLehFHhDVustQ+B8CyUg/DFIIgoHOvh50rYVvOQi6hAsitx3iLYmaGiMPVJpq91rRFjlnUNHeSac00hGGeYk5PWeqMrYa0PmFQHsdQqS4fGJnE2H9x3sKechgKlzQ3+pLNmqKZwdR4Fkf9GNftIYW9chnkqG1QHWYRA5gVlwNdJWs3jx8JSpXEtiUNQiS9iYZpTKuL41iuRF1s24qByGXe70VoeZK1esBgjopYWNM0TjHg8cAzuLSmaC7pczQNzcEptg9w6EnKFU1uoPBmFEgBVKsxD4Pz7YOq5NXU8djrS/7FGw7/223Fpy9FfHQ7Gmc7nxdGBHHyXLVtm+3tbba3t8fDLkdHR1M3+RFZrNfrSwfH3gmcpgexPxC8et3kjZvmlF3TZk7jrrgerBUV4fD8tNYUAyEIuvO3seFMpwcZVxWdlFaHQl7BHQuqHgM3d0LlNqqKoncskMirisFDiTBg4789X/VwGSbL0deuXTtRjv7a17427oOdLEcrpX7bxuzBU0wQZzH6EefF4qyMNYh/IMb4JydPDvlQYH5AE91LuehjcMrgdo7/SQNhFOEOBuSCApWP2PhzyqZ6ALnnFYM0hXL0EfcEspgQwXmIHgoMB+IT1jvHfjBRV1DKoiLuCnIbGq+VbkvheR5RFFHIVylfMejtLtwcAOGRhTayddQPDrJlREMSVzfqRbTXNA+rAneB+qiVSbEc020lv7NSMf1+YjVULBZIk81aTUGxrBl0sy/6I6uc3uwxTNlEcV1zc7hA90KBaSal6qyIopDOwGV73SD2FpvMpiWLaIZZvgwHUxwnk4XQJI4Gkp26mqtSTGKsLjKhLsYRe7h4/QFmmMMwbAzTPFND+IFrksu3SVywJz9fc3CGOL37vuTiku9aqila/un3vRsIQodkwnl8c09+lOARSHqWTeqkdcuT/NsbNp+7Y/HJiyEfuxCd2zBLGkGcxOSwy+gmP8qNvnHjBq7rUq1Wx96LT4q6s4po0WwLXnnD4uYdM939YImrRBpyfjKckruoaPbkElcFYH+aHM6zdqorGORiAsPAmVGwRV5jFUDfSN4r6wp3+MBY/Z0h1vo7O4yUtRw9OifTpuvfI4hPEUY3jiiKzs1IU/1xhfELRqryYzchOuZaUxBvCeQFjWoJhIAwDIijmFw+j21Z0FqSZnJ/fokYQIdQqC0mdiqAwk668jb5pBcfkUlFNFPubSPLFBBjpS1sapiTTz21D5HAKLigq4tfCKgISpsrqIhNQe6S5m1DZCJW7bZBoaDptqOk33CBvyEkx0+e4l4fzf3Zj/9gFzR3HTFexF1fsFXVNDL5KSYLXRAksX+eMlmraLpzh4zmb7M7kGxsKgIbgo6RWT2cxKEvKOcUbsa+OzhWF9c2BTfFGqbWVMWAdlMRDJIHCtM0MUwT0zAQKz4MtijwXEXRnZyS3lA0z0De0PAwkFyoKVpz1J1mZuf0+fBiwYEQ7NRj2sNBolwu4sg7aYt1Fjim5mDJwEs/FPyn2zYv3bP4lgsRn7oYUjzjbiwjiLMwDGPKAsV13bGVzu3bt5FSjsni2traeDjrcSOLdc/ugeSV1y3u7Rpz+02rOYU7x3ZmHnKWxtuX2FcURxke1taLMdF+MkBmXJ5PDm1Lo/cEQVGheyZMCP3C1KgqlI+GK5upCWyBdgWyqFn7nserHmbBvHL0/fv38TyPX//1Xx+3NOTzeba2ts5EEG/dusV/+A//gS9+8Yt88Ytf5NVXXyWOY/7m3/yb/PW//tdT3/PjP/7j/I//4/+4cLtf//rX+eAHP3iqfUrDu4YgCiHOdVAFgArEfyTG+JmTNw+xL7A+qAlnp5YBNDh56Dc1cZzc6acGNo4EufdpvDm9htqD3KUlvYh3BUYF4gWN98EDgVmAaNJ6Z8aFOepnVBH3BLktjTd8ChxZpliWSS6fH1ONaCAoXcrgSSgEupPH3EgsbZZhsC+w8olCuHCzErikOCpDlIVUiYSM+WEHzxOZ/A0hmU6u1RWdFaxI+sPc5M5E4slkD6I0oLsB/syDwUFHUCtqugvVA81g4KJUPCTryY3GJ914O/nsxfCAwzOoU5ESqJyen1M5B1LCviFAJedrhyKXLyqOmvnhZHREGAR4SmFImZBF08QwJAu/lUjslVpaUMxpPE8gBRydA3nTGnZDyXZF0Z4ZIKjWY+4vSYDJiljDg9Dg0obCvQtGTq2s7i5DpajpZxx48WPBr9+z+OJ9i49uR3z6ckg9d7odWpUgziKfz3Pp0iUuXbqEUopOp8PR0RF3797ltddeo1QqjclitVp9bMMu8xREreHte8ngyUEGK6aS1sxJZp2LWk4RXhA0M65TTkcQysSGpns0/z1rtkJvCuJ7JmLimtOA2NE4HmPjbH1ZE+0mKUTrnw0wnnDRbbIcneTRKzY2Nmg0GvziL/4if+Nv/A3e//738+yzz477qFd9+Pipn/opfuqnfupU+3flyhWuXr2a+rfzjiV8agli2iJyblY3E1B/VGH8cwPaJ/9m7UM4R32L34zplFoYOFi2fWKaVx6wULnTdwWyML+MrGPIVzW9BZ5tOoJc7eRrZpfv6HCZwXYCY/hG3/fxfX/KMmUSQWP59gSgY0mhpulkiMlTMRSqmnDB97VKms4OHPkS2RpOYC8hn4JEeXBdg60LDm4v+yURnGIwYDBIiREc9ehc0jRSovS0BrVgtybNr4vF6bJazxVsryuaaUrAEi7VKIJpa2ill6KzoO1JdtYVrQU3m1mU12IO1DSheuBKdsqKZtfAMAxsJ4kGjKMkM9p1kwiWEVlcpC76sSCXV8ggKec3g/MhCkrDnpJsVRSdCZI4OOcScDLhLMmX+7SjcqLYnxME0E45B5ch1vClXZMv75p8aCPixSsh28XVzpmR0nYeZWEpJbVajVqtxvPPP08QBOMS4kitGU20rq+vk8/nz/yZ8zA7xRzHcP1tk6+9YdLJYL8EYBuafsZhqBHytSQH2c+YS17OKcL7EnFJ0VtwvRqGRmoYHA49USdeal1VdPclVyOV/OkZxWA3eUHhozHVT56/bdKjRBzH2LY9Zcv02c9+ll/+5V/m53/+53n55ZdZX1/nO77jO/ju7/5uvvu7v5v3ve99S8/hjY0Nvv/7v59PfvKTfOITn+Af/IN/wM///M9n2qcf/uEf5sd//MfP4dstx1NLENNw7goiQAHi/0OM8fdSVMSGwPqwJrw9fTKMCFT1Qj5pKk+Tb1qC3Ps1XlofI6CDxCB5MGfQBCC6IzDXNFFv/mvC+9O5yrMKIkA8IInpW6Yi7kOQaxIE5nFOdApiF0pjQ+w5GO7HYE9g5TThnCGSSSQqYjpJdC5q7tpiTAhHhHLRtHEcxyitMaWkUCisXDYe9BMj7NYKGci+D2vrivaoVDR8a/Fies7yCO2+YHtdczSjisbxSMlNzK/TcNiVY8XsBObcw4tbit1YggvFvIsfnj6Qfq+f3YvQMjX3dIraAhzGgkpO0R+WrIUQmJaFOWwpUXFio3NCXTSMaXsfoO1LttYU7bNEoqRAKThEsF5WdLuSUlnNTWY5K3xbEDmadVNlJhrLUD9lGssIGnjt0OS1Q5Pn6zGfuRRyuaIwMmzyUaao2LbNzs4OOzs7qQbLuVxuTBZrtdq5DruMFMTDjuD+A4PX3rRwM6x3k1h3FIM42wIlLY29oTFCMpNDgIrWhBcWk0OAej1mcGOYfIMeK4jWlcT9oF5S6NclckPhDm1xzB1F/TvDpMLzFCFtivnatWv8mT/zZ7h58yaf+tSn+JEf+RF+5Vd+hV/8xV/kx37sx9je3uZf/st/yUc/+tG5250tI/+zf/bPHsn+nxXvEcQMUD+gMP5XA45O/s26D+Gw526UihLHSZnP2Dfw1jroVrr8LHfn+/YBqDsCWU68DdNfAPkCdBfUHXQMTuU4V3lO2yTRvkBYSX9jGmKlcAcDpKkzNX/7h4unsUf7oWMoVCHMUIZUavjaieMhDdDPam744kTfY6shKJY0/RQCPfI3FAgcx0EIQa8L9XVNK2O/H0C3u/oQSbslp9RNuxpyUy/v8mv0BY59XIIemV/nczmsBSWOWIFZJrXUO6sMajSFgubWBElrqRzrTkSkT9fDpUlUNENq4iUm47m6JojT7yKhEvgWWNG0hc4I0jCw09TFMAStkYaB1hqtFEJK/BxYloY509anRaQEDQPqRYXOsdQY+zQQQFfYKGUS6iQxptcSRCuYuKfhDLM6J/BWw+DhQBLE8ExV8UI95vlaTG1OCfpxxezNGiyP8n6Pjo64fv06nudRrVbH5ejTDru4Adw5NPjq25s8bF/GuZsj3xPEp3B3iTvZmFVhM6YdSjodyaVYZXaIskxNqAX9JaXu3GWFujVBmHRyPO2LMe3hpHO5AdrR+Ah0DLKkcd4XU3z20draPAoss7lZW1vjox/9KB/96Ef5i3/xL+K6Lp/73Od47rnnHvOePho8tQTxcZWYAXAS2xvj76aoiG2B9SGNdysp8xmGMbWg2AiCeV3HnURFdOeoiESQr2n6C8qq4V2BtaEJF0zUhvcFZnWoNM5pSIs9KF1VdHdPLhCTkXm5uIS9oxgsUc1iH4qXl5tca2CwK7CLmiBD31N/b/javsCuahqb0FqgEqapgt4o5aVQwPe8KYo0cDlZAl6AMIC19dVUxDiG3Lom2BcYdsxuwVqYnzz+rAiqFY3fEHieSxhGC5XcSTSG3oitJWRICOhXp7+/RhIYGjNenPO8CINAsFVXdBaQ73xOc2cOORyhFwo2Sokv4KJdSVMXgzAkjmN6/T5SCnp5QeA7XK1rmqnpMadHGAu8vOYc2htTUS/HHLVNLJJr6L4vKZU11VjRPqWaWHIURysMFC3DekFxONzemw2DN4cl0rW84oVazPP1mGsVhTU89O9UDvNs3u9gMBiXo99++20Mw5jKjZ7Xb6YU7LYktw8N7hwY7A8TSnw/+W6Xy4p2Z/XzbD2v8FMMqCdh5TVUNfvd4THOKbwFYQmTMHOaWlHRv71435wrMbYrUBPrtEYj1yI6bRs0rJUU6usSnlHEezIpP9c1W0/gYEoWLHJFGfkgTiKfz/Pd3/3dj3Sf/tN/+k+8+uqrHB0dsba2xic/+Ul+8Ad/kJ2dnXP/rKeWIKbhUSmIMDTO/l8kIqVsqt4K6EUDcnbhxPSr/dDGu+CCl97jIh4sjs+L7wiMmiaeN6CgwclB2J2/71pBrgi93nwFESCYMdieG5mXsUfJ218wjT2+EWi0EjglCDK43mgNdhnEmua2EEsHXLrtxF6m3RJjf8PJlBd/tNEhfE+wtj4/zzgNraYgl9d4C4j8ifccCUoVzQExns6RVZs7aIMRHxFFDqVSEbFCzabjz6qdJ/e3tKm4kVLKGkQmV07pyTjCfl+yXVO052xDVzQqQ6zgoSe5WI9prEDqpJFMYsdRRKFYJF90uR1LosDjDVezYwZ4QRnTNJHnVAcTBTgIJRcqMY1TEINFcFP2sRcJ+ggurit6zdXVxFyOM2U5z2Ie12u4ki+6ki8+tDAlXK0kyuK2LZ8IW5pCoUChUODy5csopWi32zQaDe7cucNrr702jm9bX18Hs8q9hsXtA4N7RxJ/wfkbnJK4O1Gq4xCQrNHFnZjGQBJNeBsWw2w/pVNXuAL8FGFg6nVXFK2GweWOnirU6EKAF+XHbbClQ+C5GPdh8i/mFUX5WyLMSoadeQIRx/HcdoPBYHCCID4O/Nqv/drU///5n/95fvzHf5y/9/f+Hj/0Qz90rp/1lHUETGN2MTnXNJVZWBD8n2LUhH/TqKQcHgVUnsunWqMIIbCCBVpHD3LbC6T3GHJLLq7obqKmLUJwX2BX9PyRVkD5UFwbmnprzaDfJ4oiiqXSlHVQ0BAUN5dLSSpIDIjTMP7lhn8eDJXBZTCLmk5J87C4yDZmGkGQ+Bv2er3ES61YPB4aSrkhtVsy8YHLCKXAXnF4TANqG7pkz5kdfYdQWFQqq5FDAC+AUv34oM1+81xOc3vONjWwN5BUS2crEzVDkZR1Z1AqKe4vyHmexQPXYK16uodBwxD083lyuRylUolCoUDDKOEYHfq9Pv1+H8/3iOLo1MM5jq15GEhiBfdig/X6+ZXXakVFc85Dmgbue5K4DLUVfitTao5W7ItbhIKlx+rhIkQKbrYM/v3bNv/fr9f5Vffj/Ku3bL5+aOA9oqV8FUgpqdfrPP/883zyk5/kk5/+VmTpBf7r7Tr/8Fct/t//WvGvfzPm9Xsx7rx1XmtqRnAiHz0L8qaeW/Z1ygpjU7HfNaaMrQumTgZIlqCwo2gFkrqEeE4VRgPOZUXzSLKVV8QT7Toyp/EtgR5et+ulGGGCuzskh5di4hjWf9cT8EOeEssUxMfpg3jhwgX+6l/9q/zmb/4mR0dHDAYDPv/5z/N7f+/vxXVdfviHf5hf+qVfOtfPfFcpiKZpPjIFEUB8p+bgP0Cxo8l/XeEeJj1sxVIR8VAyyJGevLJnY32TJpzj4yfuSYSTDKakIb4tMDc00Vw/O7DNJcl1Guz8+H/ORbAr0EZIv+VhGMbcFA7lZshyBvz9dMPuETEbb0OBU4RgTtqIEGBe09yNBJErqNSz37g77QjFAZa9Tm6GxKcpqnEMlbXVysathqBc1fSXRBKOULikeMuVFAseXrB8kYnCkMHQo9GwHepVzVFKT+wyHLQF9bKm1xUnfjx/TROFJ//9WOuFrhKYxnTSwioIYkG5fDJlZVBgvkwyB/uBQT2v6C7x7JtFpa64PUFGR72LA9vhai1iv6GJoxjP89BaYxjGOAYwq7pYKGuORjddDXf9JJav0zCWWY4uhTZZ6jPaiwQ9BJcy9ibWS5qHKx7HRSg7il5/ddXU1Q5f3jP58p6JFHCxFHOtrMhbmpKtKU78d97i3GP/lE7aIfoB9ANBLxD0A4EbCNpNyYNGgVjVATDyUIhj4jgiDCM8z0dKORyKMjFNA4Y2Vk689CdLxZqt6emZLykhvx1z2DXQKTLhuqEY6AXHXkDuguKgJRGAmLPOjclhI3mdfSDG30GYSVyfum+Ck/j9FtsC3xegQVYVXlNy5Yd9xPmK548Vy7KYy+XTD++tij/9p//0iX978cUX+df/+l/zB//gH+QXfuEX+At/4S/w/d///eemxL+rCOKjLDFDQlJKPxiz/1c1br7H+kcEW/eriEjAAJxnNP7MRPPoh7IGCyJlXchfXuB7qBJfxaiT/meA6L7AvqAJmgtKHPcEZjkiWlDu8nsB/eIhtr2+0Cw6bAlKFzX9/cUnogqhsLVgolnrMVkc7AqcisafGSpxNjUH5aREOkKnmZDEzhJCNuo3LFc2sCybKO1HSFFUm81kwGWwYEL8xGamv85cFHc0bw2b0waRjSUXU4bRVHyhkMc0EyX3oCMoFzX9FZMVtB5aM03uNFDZVLwZSeY+PgyPkRsJtsqKdkqqTlYcDSQ7a4rWUBmp1hQ3V1APR4g09E2BbenslkNCcTDnsUYDDyKTi+sxzXZynGMVJzGAYYQ/JACGaQx9F40pD7gRLFPzMGV/HngGm3VF0BGEpyTYRWd6ynjZVu77kmJZU1OK1oJ4td45LpsSThVbmEw8HP8/pZPz7dfvpw9wCRKlsmQn/ylYmpKlKdrHJLJoJ/8mBfT8hOxNEr/Z/7ihSO2zvZBLT8oxjKHtkp1UlOLhJP3kw4VNwMDNsWA5nfv9/Jn1PL+m6AvBwZw13BDgL7KocTS6pjkatnls5mPC/ZRtCbAvHV+jm4WYeFg21oDc0XiHw/VCJOph3BXErgBDE1tQel5Rev/TN5gyiUUEcTAYPBFJKkII/vbf/tv8wi/8Ajdu3ODll19eOEG9Cp5qgiiEGJurQqIghuGja4ZVSnFTvIl/pcT63cuEscX+c5q6obG/LjBvCPwyM1OLw318KLBe0ITzbGvuLI7Pi+8IrC1NuIAQ2WKJigiYpp5DVDWum0TmVewtZM2cMthOg+plUxHdPYGRSwZhRhCkqHdDldMfTmWbOQgvaW54IlWZjRf81Em/oYtSimKphCDJs23ODknMY3MajBXjQ3qdxAi7vWAQo7iuuTnxmZEyqBRDgjCtR1XjDlxiFQ+zu48XKqVBnPLq7Q4E2xuawZ2kydxxNHekzDyBsj+Q7FQVzfbpFacDV1LNJ9nChyZLk3zmYRAJ1ovJ0EqWTVj5AYNofs+GBh5GBhcqimZHYkgDwzawbRtNoizOEoDEd9Ecl6JKVU1zDkE68CWVkibvKtxT+C86+cRI/3hvl6M/7k2M6bfkCfW3VlAcnpMXJMB6UbE3WH17aWvJIvFJkyS69EPB3rycc6BiKQan2J9JqAxm/kKIsdIMyf0iiiIKfgc/MAjDaPh3A8Mwl6o8mwWFP5xeNiyNtaE5WDLNvJVTBHMIolNLyKU/8aDgdMTJpVWAdUnRHpJDAeQaYizwj7wOYZgqJQR5xZAwgnFJ4x9Kdj77CMb3HzPmEcRRLvg70YOYhve///2sra3RaDR46623zo0gPtU9iLN4lAqi53l88Ytf5OjoiOf+r2vYhYQ9hAPBfldw9A2a6ILGmenNm2z5szrMZ1N+Mtk6Fzoxfl6E6IEgN6fnb4wDB1GcXhK0VvT7fZRSlEpFDEzyS3oaAcKOoLy9/HU6SqIB0/84/e+DPUGuorGvah5swf0FfVGDnmAt5fvGcUyv1wdB8n2GN+5WU5ArzPw+zL/NdtqCSm015uK6SRJIGvJVzdvODJER0HIdqqUZuxmt6PX6aK0pFktT5HCEVl+wvuz3noOjnsA0kyVfrWsWtcmmvt8X5JzTR3jEGiIbKmsxnTOO+h55kmqGHj8pNW0r3StyEkrDbiyplae3KUgIQC6Xo1QsUSwUMY3EOaHf79Pr9wiDAffcxb2LnVDQdwSV4mrnlm1o9md7xVYQIh94BmEJapWZ73XOMkFwWtFIw+QXKpiawzMSO4DSGUucdVvROcV+SClxHBsRlXAch3w+hxAC3w/o9XoMBn183x/es06eL8bwQaCwqXCLcJjB6kbMqTIVthWtSCYl4CHW8gp/VhUVYF08JoeQTKNHw9dZV+IxORyhXonwbh8PpbgPJRv/uxBrhTagJxFaa5RSC21ungQFcYTRnMB5zmG86wjioxhSOTo64qWXXqJYLPLpT3+a8jMFCt87TUTdlmA3EnQcjbo4MQggJijIvsC+tOCieTtJT5mH+I7AXkIIzGWLs4DJLqgoiuj1+hiGQbF4PPjg3xeYheUXeNQh01nk7grM/Mz2xIxViQD7omZwRXMzFgQZuH6/K5i8fsMwpN/vY9kWxZn+Sa1IL/PMsyGClUuBniuorJ38EZyC5mFRnBisSc6OhKCN+qniOPlNTNOkUCwuVBqag8QbcVVEMRj5mHwlGA+HzP2UlM8PlcBw9Jli3txY0D2n6caHrmR9CZkv1iKCjEWTWMO+WjyUI6XEtm0K+QKlcomckyNfCOi6QwLgDgjCJKprFkmusmStkv2BtlLWRJP9aKc49oNIcD+WVNcUlqHJWZrDc+w9rDiK5jlZ5VTtsxMMU2qaK7ZhzOIsFGArFxNFBgIwDBPHcSgWi5RKRSzLRimF67r0er1k4DEM0VpRshVRkBhM7w9kphaK9ZyaUgdHyF1UHHQls6dhaVbgk2BeVLRnSGOhlfy3dTGmczhNlpTjYg2HUoy1xBjbXles/+6n09ZmEiOxaRFBfJw9iItweHjI/v4+AJcvXz637T7VBHH2xnneQypaa27cuMGXvvQl3v/+9/ON3/iN45Ol8AcUsnryPYNDSXcHmt+giZ/XIJkugx8x/04cJtF4i2AtWSeiXUFuY/42BAIaDrl1he/7DAYDcrkcudx0iVPHkM+gnkddQWkrg4oYQ36GDAgYNu2BdVnTeU5zQwp2m5JKBgUTErPp6vCYeZ6H67rk8/kTwygjtJvJMMnxTiw+oIO+oLbgeKah05aYE+Vp04LmOripm0maunu+YK2uCIOAfn+A4zhzk1EmEUSQL53uRurFFp3q6XuEGp5k7QzTufma5q5vsFE5nz6lh76kOkeVM6TmYFHjfgoinaSiZFH6BALLMvFL1WN1cejL2h8k6qLnJy0cI3VxlQlnKaCRShJOR34e+JKgCPVafGpvyzQ4KRPqp4EU0DqHqepNRxOewTzclnph7+YySG/YYnSis0ViWRb5fJ5SqUQ+X8CQkjAM6Q06eIM99kKfo6Za+AA7icJMf5G0NOaOGvcbTqLsKLwJKy9hgHHhZLb8WkERHUnMDUW3bUw9lBgFTV776IFE2JoQgVaw8wcC5IrtOU8iFhHEIAgIw/CJIYh/9+/+XbTWVKtVPvGJT5zbdp9qgjiL81QQgyDgS1/6Evfu3eNTn/rUCVYu81D636eTUXUrCTx/6AsO3qdpXusxNro7EtiXF1zwtwTGght+fF9gLypFA+aiRkSRENZeo00YBsMn2fSr2X+QxPQtQ9QkU4SSuyuwJq1sBMiLEe3nkr68yQxYtcLP2DqCIGgnxtEzljxpUOp4nVtUYh6h1xMYK5ThoijpQ4Ok3Oxd0LSX+ftpuLPvE0UdisXCSuHvhx1BLSOhHkEIiGoRDW2Ty6DUzHvF3kBSLqxO8EoFzdtDU+yHYdKPeFYoDW0EuTQbnTWNf4pSdqgETSEoZdi/Wk3hDn9nKSW2NVQXS4m6COD5Hr3uUF0MAlSsuOsnit6iidx6WTGYUbPPSsV8JbgVG1g1zdoZHhRGsA3NoXuWeu4xkdrIx/jnEOviZegdXIRNW50q+QSgYidxiwkWfxfDMChVbLaedShcLKP0OrESuJ5Ht9fDHQzPlxQ1GqBoqSlrG6eiCMvQnlOWrqtj9V+YILcV3ZQhnFIXjIpiEIqpxC9hamRJUdwtIRCILU3UFdS+NaT8wad7MGWEOI4RQqTa3PT7SdPr4yoxv/rqq/zZP/tnefXVV6f+3fM8/tbf+lv8nb/zdwD4y3/5L69071iGdxVBPC8Fsd1u89JLLyGE4MUXX6RSSa+D5b5TYV5LX6adIcEJBwa9qMTDixr3mzS6qjH3mN99HUNuyUOJteT6i/YF+a30F2mlUbGCpsP6tUJqb9vxayGXwd8v6guKWVREBbkSIMG6qjm8GnJbmnRSPN0GPUE9Q3+dUopup49lxVP9hovQ785se8kTehiwkq0OQLMhyBU14rLmYFF5aEjY+4M+YRSzsVXDWIWNDuHGZMq7HaGyqTmQDqGSOLnFh2DRrU0BnhRIsdrxcQvHZEBp6EpxLuqTFwtEQWNM7LRpaPbOQDZ8JeiYgmJu/oUngOasHcn4b8PeRWfYu1gcqovxsbp4qxUg8u7cifYFMxinxkZR4StBOxLcjSRUNGu1eOXfcoR6/vRkCkZDKskxjM+BHK45iu5ZcrA1+Gcov1cmvsKiQkWuqChux7RswW7fYN0EIe2xT+fofIlHva69Hp7nEUXhuDq1NrGb+a2Ythbp2etAztT4w7KwMDVyU9FNURnreYXqCAJLTPskCjA2NdWBRkQG5rUYb0/iXFFsfffTX1oeYVH/Ya+XTFKeliB+/vOfH6f3bGxsjLOYf+InfmLq3+/evQskrVN//+//fb7hG76Bra0tPv7xj/Pxj3+c9fV1/tpf+2sopfiRH/kR/spf+Sun2p95eOqnmCdx1iEVrTV3797ljTfe4IUXXuCZZ55Z2P8lJJT/ZEzzfzp5GNVDQf55zeBh8v+jEI4aAipQrWssU6Fen2NKfEtgbs33PYwfCpwrGv9g/r4ZKbF1YRji+R4IKBQLmLFOGw6egn8/6XsMFkT5AYRHYmGuNIBR1Pg56H1Q0exKPO3gLNBB3J7ANJJ+uTRE0XEEoNQlilVNb0GizNS2B8MYvox+UaumpWidWEHcW9LcrrUmjMKk37BQoOMJtmqaoxVtZPqeYLuuOcqQI10sam5NuBseuoKLdc1+c6WPHKMXCHZqiuYCi6VJ1GsxN9T0wuvGgnxeEUbpNiOroOlLdurHFh3FNc3RGad0vVggbchrhZtCOmo1lZCsDJBSYksb2xpORg+tUXb7Cls1KEYmShQwTQMpDepFxcNznDIGQCeelpPox4J+bJArazYNRae9QhqLhs5Z93H4u1ft8+ljPKuOsplT9E6ZHGQKTW/oOKHnPH0Vq4rYSWyf9OgJQDOViALJ+SJtO8lbn7DS8f0ApTwsA9oHFgKL0hU4bC1WcTcNhR8bCEsjNjTdOW4EFReCmiaYOQb2JUXcBd6WxJUB7l4Jo6zZ+I4A68mZ2TgzluUwF4vFuSbayxCGIUcpRraDwYDB4NjccsRnnnnmGf7m3/ybvPTSS7z++uu88cYbBEHA1tYW3/u938uP/uiP8j3f8z2n2pdFeKoJ4izOUmKOoohXX32VRqPBxz72MdbW1jK9z/4GjfNxhf9bKR5Zh8dZwOOcUQ3thkAWBOGHNWUDnEMQkybaKrF7WeR7aIapzi/H3+dQkL+qcfeTz/T8xA/QcRyCIKlBhweC/CWFuz//JNcacg4ES4hX7ELpiqY7YwYuLDAvaDp2MvmqQygPX7KMmwU+1DfSSU+aN+Aql+ooUm/Qz1aqUwqcAngZnRtyVzXXPclmRXM0h+hHYUgYhEhDUsgXxopa2xNYZpK9vAoOuoJyQdNfkGltSOhUEjPwSW1wbyAo52K68wjwEpV1ty/ZLilaS+LETEPzwJCpB70RSC5UYxpLbnBZsDuQXKrFtHuS3QzxfVkwiATSgRwab0JR0cACD/uFEAhMI7HJwQGl8wRxQGHQp9sfWqHIiEgWM1mjZMV6UbEXpv9WXiy4GwvMouaCGdPrSoIlx3C9oDg4p+GUvAndM5aGc4am0T/b/iyr1CzCVk7TmSJ6x8evvB4zkII9V57Iw9vKK9xF08pCYJgmhmniAFop1qSL34nwCx2O7uaHJt2Jnc5s2pIlNeGeRFga1jW9eeQwp4jDY+uaEXKXFe0DyVWpiB1N7CZu5YWPRNQ++u4oLY+wjCDOC5HIgt/9u3/33AeHNNRqNf76X//rp/qss+C9EjOJXPwbv/Eb+L7Piy++mJkcjlD6E3GqVYRuC4o7OrVEpwZJPNtBS3DPFOy9X+N9g0YPJ6D1bYG5YGAl3hWLI/oA2T0uX0ZRRKlUwjTNqXu9zNAI7j0UOBl63IIDkTQnC7B2NPH7NA8uwE0tOPSPJ5a7TTEeQll2kbQbglzu+DWjPOUwDCmVimNyCEnucm2FUnC7JTGt7E3grWaSn7wMuauaW8MbascXWLNrjAbf8xm4LpZlYkhjqo7rR8nE6qpQCuQS2SS/pWkMy3eTa1usQZniTMkUbSWwzcX7Xagr3DmlWICHnsHGKSP0ZvHAM6hsxARnGFKYRS8SRDmwJ8rh9YqiPYdsrQopJJg5vGqda5cKrFUs2io3YY0yIAh81BlbaeIMuxspwd3AoJMT1OqKvDN/vVnwk64EQ8Q0ThFJN4s1W59JiS6YZxtOiWeInzQ0lc0YtaZ56Bu055Su7Tk+uPMghKRk5HAuFLHsLfKFAlJKwiCgN4yN9H2fOIpAazZHv+G6pr+AiJYN6M+Sw4sJOawWFPFdia4qRGDhPBOz813vntLyCFkUxHc7nmqCmFZiVkrNbeRNw8OHD/n1X/91Njc3+fjHP74wPWQezAuQ/545n3lbou0olQip28dDG4ErOGgL7hmCvfdp/I9ojI2T02+TkAuUIoDgUNGTewghxnK4mBnLCI8EhWVehhqsJVqzsECuaeQHFIfPaG5aggfeSVuX8SaXOXoPoRQU8qP/raaag9P6J/1BtoEZSFS0XH41mW7ZjXCSHAL4IdMeh1rjDu1PisUi0jBIk9MOuoLqKUhiszffG7Fa09xa0NvV9gVraRPFGZ+SvUiQWzDUVMor3o6Xq4MPfIP6KQZfZmFbmreFQe0cBmAm0QkFFDTWkAwPHkEdRmm4FxnUtwzyuRzFYpFisYhlmcSxYjAYoFQy9T7Zi5YFFVtxuEJvXqzhfiA5NCWVNXViYKdgqXOyytFUjSB7WXv+ZuYr4RmxZuqsz40n3+so+kP10nI0RrmHV0rywwdzMrQhMfSeV+6dh816TNOT45xnwzBwHIdCsUipVMJxbLTWuJ5Hr9ele6dLP+fSbS3Y/52Ywb2ZsvLm8YRztQXWNYV/KFHrA6q/I8Ze4r7xNGJZzF5xiQXZuwHvqhLzyMF+UcD2CEop3njjDe7fv89HP/pRtra2zvTZxT8U4/2aRM2UYnUAVjFIzZnVMRQcaM90oAee4MADEMhvUpiBIIfGGgjEoRj3q6gDQe4ZjZcSYxcEAZ7nUS1UUMXC1NjuiYWvx9JxXv+hILet8YZ9ZtJOGpXDAnQ1dDyBRmC0BDoDxx70BKWSh+ct90NoNQSW49E4CrBsezwRmgbPTdJMGo1sF26/62DZHpCWZHISva6gtp6elpK7Mk0OR9jvCuoFTbOncQcDQFAqlhBSEEdR6mHXQDj0RlxVCWm6AtuCYOKh3rbhQU6cSCyZPRd2B5LNoqJ5yvLcwUByoapopNzovBKZAmk10BSCgq0X3lCXwalq9kNJLKGeUzTOcdKjFUrWSoqS1tw97/7AIXKm5s3QpFxV5ANouxIpbZIhfT00gxfjXrQk1cVIUl3m3NgAHEfDikrVCA99CRK26gozgHZfUnY0vXMwj9AafGWd0rjnGFt5ReMs1jQkzgWnRUGDLCqMEhy6krZfJK8kC34SAGpAO+Nn2DmNLGtUV8zNRU+SXaxxlWXN8Qhbin4H4riPHJarkyQgA4SgcEFhHYmpRC6rqui7iYXNRilGtgWDhxJZCVBWxManzt97+EnAspi9JyVF5VHiXUUQRz9mHMcLrU5c1+UrX/kKWmtefPFFCoUMo7pLIItQ/MMx3Z85eULl9orI5yJICa+P7gryVzTuHEJjeIJWTxw/qdQht6MpOkkAvKF0Yo44JANaa7xhZF6hUMD0TeQzmsGQRI6zY5ORwWQfWoLClePXnNiHAohS0rOiN6A3QQiZ6cmLIyjXNX6GG3voOkhjubrj+z6x3yaXW1tqYQPQbQksC7KmLmbZh0l4XmJfMylU569qbi7o03LDkH7Pw7Qs8rn8hDIs5hLzrifYrisOG6vd7IIQqhVNMHFOiXXFILWuqE/8v54S2IYmmLjxrMJRD3xByZke5qhXFTey1DWH8GNB3lEYIcSnqF8W84p7w7JvoARtCSU7wj3H9K9GINlai8n1NN459TlOolxQtAKDVihpS7hSi2m0jeEDg0AIsC0LwzTRShHFEVEUE/gDEGJMFg3zuHcxZ2r2/bP3eO4PSfFWXRGR+B/6WfOw56BmBTRdK+Oj2gKcsUNhKxfTbq5+jAxDUylqvBiOgonBE5a7VTpS08s45FXZjDnwJJUQ+hmHaOy8wghsglhSKABaE8UxcRwlfrhxjLUZoI5ymA/yYzJrFDS+EKgwOd+KbYHfFwhDE9oa4xO3EbKeaR+eNixTEM+DNzzpeKoJ4qy8K4RYOqhycHDAyy+/zPb2Nh/60IfmngCnQf67FO6/k0T3ZvYLga303Jxkyz3Bs8YIDwXla5re/vE2PV9M+HsJ7G/Q9BsC04gY9FqYWrNZr2NqA+EnPZCippFD0+4ID7FRQhriOBTZ0phXQNkQmRCI5KbnhmJoXSGgm9jnzJqpzqJ3KChWNf0lCQYqMihVAoIgXRHUWuO6LnEcUyhsUN+UtDJM2kYR1GvZVEQhBN7AYeeiopNxsfVcwdq6pjmcIl9GDoMgoON5XFyXDIL88rvFBA67kkJOM1jRNPigI1ivaNodQXVT89YK5MyNBFtFRaMzeqhYjSBGSkBOj6eoTKnZNecT4XlohcPM5xUnugFUEfTEA4KnBMqUOMIHzufJv15U3PINSjlNOTyjpcoMbEOzOzEVrTXcCQyqZU0p1HRcOfWQJ6TEmlAXk0nXGD8IUJ6HYUhMw2Qtp+nGuTOrdCNIE952DbCT41EWmjgUtHtyZZ/G8zh6JUvRPGs83wpEt1RSmDkYaGgFkoqpT0TipRllz2LLUnSWtF/ky4pwaIUDUNaaXoZ9LK4pTKFxDya2P5Eb7Thgb4UcHeWodwe4blLlMB2BNCXxwEEKwXYhJu4IYk9gXlEUn+0T1DP2Cj2FWFSJfJJymB8lnmqCmIZ5Vjdaa9566y3efvttPvzhD3Pp0qVz/2whofQnY1r/9+nDKhDw0CD//vSJ4fhQUHpO09ubs4ocstBCJj4U+Dqk2fKwrBIyl2NvknHGUHh2SGi0oBPlGDgCMTmREAiKFzXNQ0HCZNP3RWfo7dF6eeLLCIOWRak+PRUKSQvAoD9ASEGpVEIIQeDqE8rdPLSOBIWSZpAhZktrCFcsZXbaAssGc3s+OdSA73kEQUihUMDVZkL2ZjzFFiHWYDmcqiToKyiVNG/P7ZOZT/32XclOWXF4ylJdy5NcqCsaTUmxrthfMcVkhF1PcqmqOFyhN6taUtxJGRpxlUDZkuoZS9cjeBYQQi8W+CZsmerMk7Mj1Io61TamHQk6UnClFjPoz7sQBIZhjqPdtFZEUYyKAu60AkIRYRoG5nAaVp6yj0rrZGhnhGYoGT2/WWXNuqWxYhi4Am/J8S6YmlbP4kQPxIqoGLB/lvdbaq65NEDO0eSKmlBCKxTsxnJ8bUrAnWsHtqRffMFnGoamsKHY7xno4bpeNDX9g+XnWmk7uYYvB2qusJq/oGg2LbbLCuewBiVNpGKimkuvCSruY5qawFeEjRK5ZzQKQfkTbdoPnuoxhoWI43jctjaL3y4E8V3366YpiEEQ8Fu/9Vs8fPiQT3/604+EHI7gfFTj/I6ZRU4AWmO2xNwBCrEnmOdZHfcFlY35C+eg5RNGB0lkXj6Xuhb5ewmhOa4wnyQG/qFgzvUwhtcV1JckuQD0m4LakmxcgUArMR5CGSEKI3q9HqZlUiwcNwJ7bvYpZZ1hsGbi1biDbN9rvI8R5K4qbs7p/9FaM+iPpseHRrcpWdAJRVv8uY2+YP0UTeBuIFBbOq39NfnsJbzgKEj6AIHMk96T2O1L1msxb5+SHI5w35esZYi7G6G/IKHQFxahnZRaz4J6UXE4QUJDJXigJJvlsw/EmFKzv2CYaKQm6nxExVleTx3Ful3ZzOOUauTzeYSUBEFAr9sbT7pGcbyS6reZV8nATgpCJdj1JXcjyZElMGuKtXpMrZSeGFO11ZmTYQyhaS4Z3FuGysz6bBqaSlVR2VSINc2hJbgXSPY8eSLpZcdReHOOx6JrbceJ55pal+uKqAJ7XWPqElxn8RCNNDT57SSDed1ReGnVEQG5HUVzWBEqd4//ULgqEH6ZYiEZdrlYlUR7Dn2zxd6tHoOPvMJR83D+DrwLsEhBHAwG700xP42YtbpptVq89NJLmKbJiy+++FiyE0t/Mp46skIItAbVnD8xrPpQWpD5G96TWPmZfrGh5UsQBFSjbYrV+YwoDqE0moqdIxxFAZkykL3mciIJEA/EYhIy/Fv7SIz3zfd9Bu4gyVPOnSS7vZYga5JQZ8JOZ+4uTOxgr5Pte0kJxhXNG66kWji5/Vgper3+1PT4CEe9pPQ7sQeZSq8jb8RVkNvS3PQktZR9zIJQCUznbLftXinpZzwrDrWguMBmZYR6LeZoieVMNxKQ12far7TZKg3ciSQbZ4ytWyspvAxJIn1s9gyTjVq83J5IQ08NBxcMg5zjUCwWk6hN20YphTsY0Ov1cF2XIAxRSx4KVmkNbYeSu4HBfS1xS5rymmK9psg7epi7nC2SbhE2c5rwDAkslkhaMkolRW1D4WwoOgXBg1jywJV0l6igOrVPaGI6cA6MFHJo2ZrClmLPl7gz1RXH0LgLDPHtvEbU9HhQp5BShxYSnG1Fa0gcN/KKYGhr41xWdCfK0YWixtkrkq/mKNfWufxdkvX323S7XTqdDi+99BJvvPEGBwcH5xZ1+yRgWQ/ibwcF8akuMaeNmI9KzFpr7ty5w5tvvsn73vc+rl279thG0s2LUPgexeDfJBecQIxVInFPYBQgTjGCVXcEZl0TpTwF6wgKBWgPF6E4jnEHLlLKpARL4hcYLGjCdx8I8uuabkfMVa36ewKnovEXPIlHPlR2NI0lqR1eX1Dfnt8LKBCoYUlJxJrBIOk3LBaLcy/MKIJabflnjxBnGFQZ3QfDEOrrH+FmkQABAABJREFUmuaCbZsWBDuavWFpLdbTfDsMI1x3gG075HLp49zdoTdiuEIzvR/BVllzlLGRvbahuT60C3E1WBLCFN4yyQGiKEIphWmaY1Lb8CTVgk+zt3w4aBZrNcX1SCY3n544k0IUKkFogxnquTYoQsCRlHOHFCbf1Qol9YLC7rOyT+JaUXF3AQm9GyST3L3uCkkkQ0gBRyv0i2qOexPLoZ7rrzfPGDtJdZFgWWitiZUijiLCIMBzh72Lw1K0YRjjY1i1T2+MHSnB7oj0mHC1FBPGgoL0QcVUyzY6TmyogkgQhNnSdYIM7XCm1NiWxjTBMJLWHURS2C4IzX5X0pooG2fFhq3opgyTLRPe67aiN1kq1lDZVBwFgnCO6fyWoenPOUeKdUU7FoTD82DdOdnWJCVYW4r2SFXUUGgJQsC5qOhM7I+R19RjCEOBeUlhVTTXfq+BNJL7aavV4uLFizQaDW7cuIHrulSrVdbW1lhfXx+3Bz2NWOaDeFbnk6cBTzVBhJE6d3wVmqaJ7/t89atfpdls8vGPf5x6/fFPWRV/YGh702eKQWgP8hfT+w11BMU8tAcn/gRAcE+Q29F0DyNc18WxHZwJEuI9EBR2NIP2/J64nGSugghJXnLRWpzSAtDbTzzvlkXPuY1ElUt9sBSAAhUr9h8MyFU9BOtLF5T2Yfb+wkFPsLbU9ub4YCyK1HMKmuZ60gc2QtcTbFc1+20xTnfJ5/MLp629ELYqmsOWWEkwOegKaiVNZ4kFR7msuTEhKfVDwU5Jc5ga95F8d2/YKyll8j2klOMm9kbsUDA99ArzpTlLc8dI1NHDQHK5ojhYlBCRAd1QsFVWdFoiVb2q1eNMPosjNEPJRkmhewkBzYr+hGvAPDwMJGsljenquWXHNKyXFpPPeZjsTWy2DeKZ61tl2ORIXTSHXnpKa6IoIo4igmH814gs2g6cVwGqF0tagcDTDqDpjL6/AKzkP5bQ5Ixk2tcSYGgQWoMWxDHYWhFHknolRgyH75SASCd2UYESuLEYTsQPf4+Y44cJDRtanygbZ0U+Xswp5y1pZXVsbZMrKlQ+sZqaB0Mw5U4wta3tmIOuMbW0FwfTA5DSAHNjghwCWwVFuCuxNxXdiQFEYWqqZUX0NQP7qiLoC679CW/cCjV6mBzlBkPiENJoNDg6OuL27dtIKcdkcW1tDTtr+ecJwHs2N+8CgjgLrTU3b96kXC7z4osvnsr4+jwgSwlJ7P4jY0pBhCRr2b6gCVKIXHRHkLt87Dc4CQ34rS6uC4V8ATOl5miFTE03zsI9EFgFF63n3+z7B4LypqY7h2hCQiTzzvLouShMsqfnKV9KKXr9HrZtU7LX8WKxdAhFA7Z5IqVqLvpdgWGM4uWmMUtGtQInd/J75Sua3bJgkEJ0D7sQ+R2CQCxUPydx0BHUiknm8rIexPG+kdhpCjFfmXBs2C+c9E7cHQxJYgq5HJkuF4uFcTtEHEdEUTTOBRUyxo4ChGFlUgSMqsafYCX3PMnlkuJgSRTfMuz7kkv1+ETerGVodvXq2z4MJJslheqKE6QqDWsrELhGKCg6mrKh6GZU29qrWvpMvHzUm1gpa2qhpjVUkcq24uAUE9ZSCGzLStRFkhtmHEUQutw40ohhRKBpmhjG6MlzNazbiuZo3xbIbaEWhBF053zGRQv2QzlN+lbAtrN4OGURioamNfe980vMOUPTbUqkhOKG4mAgUUsWtR1b4QYnFcHcpmK/O31N1G2FO2F4LU2NuabpTAx8CSDXACa8Dkd/sDc0zm2J3FIMDgWX/7uA/Obx9tN69PL5PJcuXeLSpUsopWi32zQaDe7evctrr71GuVxmbW2NtbU1qtXqqbOMHweWKYi/HQjik/vrnAIPHjyg0WhQLBZPnYpynsh/j8K8qIfm1JNpGuAsOPJ2SqlEjYYeDiVb1/Kp5BAgOEpsTRbB9M2lpEQEy1vjegeCcoaexe6BID/TP4mGOIqJ45h8Luk39D1BfclgywidlqCa4bMhyXSuLhjymL0vtWci9YrrmjslwSBl15RStLt9DBFQLJUy2yaNyN74/2RE1xNs1NOPkRAQr2t6c0hGMxTkJyLi9FAh0lpP9UpKKbAsi3w+T6lUwrIsPO1g6NZx3Js/P+5traK4myJZPQwltdzZhzjuewbr5enPLtYV3ikTOA4CSamsMi2GvRUfqfuxoGkI1jMM2WyUYjrn4KfYiQQPpWS9pjBEMnl7VggYK4vXNkoUSxVs20Zpheu6dIe9i2EYonX239ie/bqnKEcWDH3mJBfjDK1z64aay20XlZg3TU2+rNA1zV5PZnJn0DMP7VZOI+qKoxS3gfJEGUiaGqOu6cwQ2a18jArE2OtwhNwFRdnV6DDJra9/S8zGx6avOaXUQoInpaRer/P888/ziU98gm/7tm/jypUr+L7Pq6++yuc+9zlefvll7t27h3ueBqXnhPei9t4FCqIQgiiKeP3119nd3WVjY+OJ6XsQRpLT3P+fBHpG0lH3BPln59je7AtKzx57H0ZxjDsYYBgmhUIOs5s0Gc9bh1Vj8d9xHUqbIX5/QRm0Lahf0LSW9PqJMFkEFx1urSFvMTYpnvQ3NAwDy57IU25IbDtbP1GW/sIR2g2Bk9P4qdOCKau4Tv61vKO5IdJ7oOIoZjAYJGTd3mCzrDnqnnzdPHRdwVo55MGK/U6HPUk+p3Fnvkt5S3NjQYnMj6GSAzeAKI4IggAhBIVCcahKnvySQgiklEipCQtbXKlEHHQSYhkMRobM5tg2xTbhoS1S3UpiDR0pyFmrlV3TsB8lZLPrSXK25l50tknpvUByoaJodeb7963Psc9ZhlAJ7iO4sqTMPsiaEZkBWie9kBtVxXl6eEugESTG/ZZpYQ1TOmIVJ+dEGOB5Cjn0XTTMpGSdpqCVTM3eKfsYJ7FmKna90//+NVPROKWybaLpnkJ5tC2NkpqDyFjarjDCTk7hTfQ5FmuKjhIEKeS4OqEeGlYytNKdIZECcFqCqKgJJ75D/pLCawuq9wWsaeyS5uJ3nVyQlVIr+Qjbts3Ozg47Oztoren1ehwdHbG/v8/169fJ5XLjUnStVptrMfO4sOj7/XZREJ96gjgYDPjSl76EEIIXX3yRO3fupPogvlNwPqbhgx761ZNkzGyLuf2AYuh96LtJZJ7j5HCcpH8j7kL5GUVnL31hivqC2lVFc55PloC4YWAW5/QGDhE2BdIEteA1bjsZRGktMaXuHgkq65pWS4/9DZ2cQxhMr45xDNWippHBp27QH/YXZhhYUTEUcuDPkLF5DxK9nqD6nOKNOcpEGIS4nkvOyWEPf5eeL+YOg8xD0zOxjNUYYqTAKYA78bbamuZ6hvLkgSeoW33ud489vkaHQOuR4nF8Qs4en642KOXBjyzQI0PmCD8IcD2PQtWn6VWmBl0m4Q4TUkR4tqGVSAtcMzGUtiqJOfNZ8TCQXKwqmu10ktgxSI3MzAIN3AklV+Z4Oq4XFfdXJJ9ZWhNMS/P2cIilrjWHfXnqjGFIYuwepJA6QxoYtoFjO4kyPWxRCN0QjT4mi6aJHBLhqqUZTPxumtVLWobQNM+oHpbFqZMH2XE0rYXkUk89PBfyCrMIVgT7B6uRWrPHOGwhrd9wErUgacExLA1V6KUojNv5xFpoknTmdxTtQ8k1oZDbmsAVXPiOECuFC8VxfOqeQiEE5XKZcrnMM888QxRFNJtNGo0G169fx/M8arXauBz9Tog+URSlEsSRe8h7BPEpwMsvv0ytVuODH/zguLHe95eNWDxeiD/YRr+6fuLfVUNQfJ+m/+DkiR93IFpr4PsWhWJx+BR+jOi+TAjenK8aPJDYZQhSVj6BIPYFtUtDY+w5CD2oXdQ0FrwGIOicjJ5LfV0/oNfzsS2bXC5HGKU/OncOBcXK8iQWgEFHYBoQZXgmaDUEpaqmN2NmO3vDtBwItjVvh/LktLEGzz82v558yh0Nnxws6N2cRawEhrF6GsFRT7BVS3oYCwXNbUtkKlV7nsfdIGK7mqPrC8IwYTwj9XCSLE7++2jjfiyoFBR+R8Awy9UwTRygnA+5bjrEURLfJaQY96iZ5rGK1AgkF8vpZbFV0I8EO/WYe+EKN9ol7OiBL7mcQuLWyzF3zqhSQqLq7VQV/ZkJ58DgVL1zi840S2r2hmks7VjQRlAqaTZFklV8mgjDfoZ9nKcuRmGE7yUDUI4p2Y1NtBBnuvHv2El59rRwpD6TuXm4pGcwOd0E5YpCWXDgSfQALgarsfR1RzFoyLn9hpMoWwr3gcRwNLqkGaQcHynAjjW9xvF2csPhlXpeIbvgtiXr3xpR+0D6wr6sxLwKTNNkc3OTzc2kyXEwGNBoNGg0Grz99tsYhjEmi49r2GWRgviezc1Tgo9//ONTJ+m8JJV3EsZlTedbDim+frJnQdwTyDyoCaKnlGIwGCB9i+rFAiolO1WHUCxr2n764qoiKBY0QVpJdfhP7kOBU11saTPYE9jFOdsZInQFtQuKxuH8xcL3ffyOz9YlA8/LDXcjfUBDk9iyZEEQQH1Dc5TR9kakrssT/YZ1zYOCGCsbm2XNwZBQjp4ctdKUSsXUxfGgI6gWNO2Mhr1CCPpRgWc3NI25KQzp6PiCnK3pViFYcsofl/UVxVIZMyeQfjLRNE0Oxfh/a52Y8Y68zZRK1JD9gWCnHHM0cZMypaZZMLC1JHFk10RRTBRHeL6HdjWmaWCYyWDDA19ypRwvvNFlQcsWVBxF8xTRbvNwz0+UvoMhSRQiKY2fMeRjjN1AUi8pTBe8UFDLK3ZTUlPOio285s7MdnuxoIdBvqjZlopWT2Se4F7PnW7YZaQuYjNWF2uqx97AAu0NzwljGEmX/RrQmjMn4myZmoNT9q5u2Yr+gpx0AZSrEa702YtKY/X5gq0YrJAMBFAMIMhpVEkvfbBaiyCwNaqoGcwhv9vViN7N49u/XVX0XIHQUO1rvK6k8ELMhe+cX/8+T4I4i0KhQKFQ4PLly+Nhl6OjI+7cuTMedhmVoyuVyrnvhx5WR97rQXzKYVnWFCFclsX8TsAwDDq/6zabd66hZ544tQvFi5ru7rDfMIoYDFxsyyLn5DDLmvY8lfCeILet8eYoVt59QX5b487YmwgSayCtoGCDv+ApWMVQykNjSQ2mvy9xCid7/Cb7DYvFIjIwjieKF9jtdFuC6pqinWEhbTcETl7jZ4gB7HUEtXVNqzkiQsP3iOR3uBGLqd7Ng24ybdzoJORQSkmhVJiremgSIWjBV0t9Ty/IroSO4Iewdllxd7CYZI0eOIQQlEpJMk07gFox5GFDEYYhpmmmfifPc9FaJ+kbE+rigScoWTGDIQEpn4jTO856xUn2YVZFess3uGCG9CLnVCpSvRLz9lDVu1RKFMlTiGKpuDtBEtdK56MeTqIZSoqOpmKoxMrl1JG26V9YCjhY0HzoKsHbSmAXNBeMmE5PEiyxeDmPCt9IXRRGjZIlUMMWhTCKkqE1maxN5sh3ccGH7jiKozOofwLoZVgz5sGO0p0UTENTqilakWTXM/BwptK/zRXr2RVLoXxwHQiW5EwXTUXYFMRFcOe8trodE92aeLgraHwEKhJcKMTETYm9pbn4eyKMBULdqj2Ip8Vo2GVkV+f7/lhdfOWVV1BKTamL+Xx2O655SB6O9dwSc7/ffyyhG+80nnqCOIvZJJUnAVJKIsen+Adjev/zyRNO3RJYW5reYXDCRy+6Lchd0nitlIVMg6MX9884atoHC5i6pwz2BKVtTS9t+0P09gTFDU0/1Udv+B2GRHKyx2+KmBRLCCkIfahta44aYmnMXDxHHT3x2SoZvvAzDsL5g+khHmFEcFnzViRS77euG9DveViOk6S7LEHXPfZGzASdlKe3K5qDBb/DLMpbmtd9g51CYpGRhiiKcd0BpmmSz+WPoxa1pqHy1AtdmoOkz9UYDpqMyuaDwQDDMCgUClPbFCIZOMHREGhKec1bsQQx2W81/T2klNi2jW3b46fzKIp44Po4fh9lFsbDLlnUAENqDoxjU+z7oeRKRbHfkfPrritygbu+5GpF0RDy3NTDSfTjZHDKMjkdQVzwBLKdzzZQEyjBbWVg5OCSqXAHYqovcISSqdg/h4ESSCxlDjyJIHl4NgwDBxi47vjByvO88Q16dE7OnhfijL/JBTum0TkdwamY016CAI6tyVcSlbXjHm9XTJx4G7aimyFDeRI1R3HYMzP1jm4YmkFO4M2pYJR2FLkehMMHeWFpVF4T9iS2qXF8CIWm9g0RxUuLD/CiKLpHCcdxuHDhAhcuXEBrTbfbpdFosLu7y5tvvkk+nx97L9ZqtVOR2BGHSHuv7/vEcfxeiflpxJOoII5Ia+G/Ubj/XhLvzqhsscbtNQkCO9VHz1lgwhrsCYpXFP055V3/QFC+rOlOlGBHCuIIMkPLppmBc/f2BcU1nfRXDZVQy7LIz0Tm9Q4ETkEziBb3zbl9wdrmMpPrBK1GYk0z21+YBs8V1DcVjSNJoaa4XVD05qgtvu/T8X0ub5h0wuXkcITDnqDgaAaZSG5yEPaH5elOhvJ0fUPz5lAua0USx0imlCcRhiGu65LL5aZ6do5LygJRrLBmgxcMFb5h/6DWYBhyruG3EIJOYHChrjgwGBOo49NqPlkUYkJdJEepHOL2YvwwTIiqlEnZ0TQxpExVkapVxa0ZU+y7QULo9s7Y2zgJ14GcoWifsRQ+Fza8HSUT1OFAJNfEGSGA5opl01gnQzTShosFRehBb6KcXLKhc05OJItSUQzDSB4iIFEX45gwivBG5u1DwrjmCA7ds/0m6gyDTTUBjeH/LhYVMg/7rqQ5q+bPeNIWgmNj7GXI5RVOUXN4Pxs5LDiKflfOcWqA4nbMoCdx7g9/VwnmuqY/NMfecRTePUnpwzE7v3P5PfRRlpizQghBpVKhUqlMDbscHR3xxhtvJDG01eq4HF0sFjNVK0YEMe379ft9gPcI4tOA2R/7SVUQ4zhGWFD64zHt/+fxYVdxnBCpQY7Ch3PjPMxJRLuC4rOa/v6cclJn/jQ0AO0Zc+WZ1/qtZGCltWAYxW0Kqjua9hKyZirGiSKzxGQEpaCcg0EGp+tBe0ESywxWWaq6LUnxsuKt0MCPbBytp84lrTWe6xHFEcVikX5kULQ1/Yw9T7GCnA2DJeR76jNJ0h+WladrVc2bE+/zYtjKa/wJE+wkGSU4MUgza2UzCGGnoAkiOfytxMR0op5QcswJJWdiuMIBw5RIT0yRw+OJ6NE3m+5xnERPW+ysGTQ6Eo0mHhJV13VhWG4cJXhIISjYijsqnRzcCSRXyzF750DoDAkHQtCLJJfKinZPZjLTzoqqrXgwHCJ5GElsR3Mxp9g/o5n4VkFx7xR2PJCQt3uhRBiwU1UIH9xAsHeK3sM01G3FUYZtTamLQ9U5GqrOnufhdru4RnV8Xq5KVNYtReuUDxK21LTbgkpFEVpw4Mq5rv2TFZKKqWgv6FkcQQooryv2XclVX5FlnqVcVZQCTW+OylvYUjRaBs8INU6LcXYU3aPk9ZWCwr8jyT+juPp9AVkO5+MqMa+CyWGXUXvT0dERjUaDmzdvYlnWVDl63gPwqP8wjUz2er2hPVgh5Z3vLjz1BHEWT+SQimGghiO+uU9q3I9oglfF2CrFsR0cx0H29dxKkzya720YtQWVZzSdlPg+gKgrqF7VtA6GZQUEamZD4ZHAMCFeQMTizmJ/Ra01hw89yLcpFjcXLh7dQ0Gxouj3F69+YQC1zaQkvQy9jqC+pmkuySvOVzSdGngFge6c/LtSCneQyCUjA+lYg2NBf4VS4FFPsFHWHC1RNSePQMcVbNfml5rLRc3bzknldd8VXCprHnY4HkYploYJF8PPmSND7A4EF0qKu4cBYRhRKBSmfrtx/2AU4vve2C1grSS4jo2joWRpemNFZnLf9cRE9PG3nVUXd/1hibgrkZaFNZPeEQQB8VBd1DlFEBXmnl93AoOrJXWm6VaAtbLi1jDz9n6UJK6EA3HqOLZZGE4SrzlCoAVva7Gampjykt45kFhNYmyOhOdrEWEscD1B74zDNDm5QEFbIJMlvYsmlmliC4328xhhPFa85XBifjTwsqxhMq+hf5r9tzVbTkzbkOz6MpPt0ajEXNfQWvLblMuKgSF4OJDkpaa3YPBvhOqGYuCB2D95PQggv5VYN1XthAQC5C8q2kNyaNiacguMC4qL35VuaZOGd6rEnBUjElcoFLhy5QpKKVqt1ngy+tVXX6VSqYzL0eVyefx9ssTsPQley48a70qC+KSVmEekVQ9VquKfCGn/pYjIi6ci89ShoPCCZvDw5ImnOuL/z96fB8mSpmed6O/7fIs9IiPXk2erpaurV6k3qauqEWoh0HIBIRBzGYFdSYMQGIzxp8AMIYEJGegi052rixl3DF2wi9kwMJgumwakEQOjmTF1S6JV1dVdVV1V59TZ8+QaucTm4dv33j/cIzIyMrbMk1V16qgfs6quzowM93D3+Pzx532f56X0jNCaQAKTTYWVg2QCgYk2FXYB4pDspnJypYp7UJkRexN2FQvr493K/X5DlGIhv4xvrMlB3RlsM73E3EezocgVZs99hnRE3qTIHcsCd124k6g027EJ9aKhOUQSkzihO6ZnD2C/kxK+vTO4jefKRhw5Bo22Iu8K/ohamfeEraIimnDMHnYF0z1E8AZmlP77T+v1FBHuHnRxTIxbrJ5QCOF0/2AcJ0gScjfp0Wk5+LaN8hQWHsmQCzqFGhkNOFldfBBoLhUMjayfUsHJ2cDGUHB97iQ2cdDNStVWZmg4abK5F2mulxK22udTOFxLeDhSpt2NNeWcUI4MrUckSjXXsBGPf49HURNXcpPf9zywFDyIrXRKjQOVnFBTgsRw6GuSM/QBFiyZ3cc4x013xRW2QgvXtU71tAa9Hr4ItmUN2hRGSUzBmj/axtZCuShgQ8soDiKF9i1687qnsxJz3hKah5O3aTtCoSZsdzSS6RurytCSydevtoT8Qhrz8xSG0WdtpdJInIPM6LfQhUCgcMlwmJFDZaXZlviKhW9JKF+b/4Q+DiXms6A/F7per/OhD31oYHZpNBo8ePAAgIWFBRYXF7Gm9EK3220KhclGxScJH5yzOwHjSszGmIlqyfuB/pOIMYZer8cru7/Lwy9skPtMDjt3kqPrhwo9YcCJPEhJ4DiYAEpTRs+ZCMrl7GaMGvuw7m8q3Nz04+bvaOyRqnEcx7TbHSzLolgsEvkWCwuzj7/f1LheeyZJNAbyc8ZeBb5iYcwoutKScLQu3ErUCb9BFCsU6fUShRGdbgfP9VIn3Jjvf8tXOGfgHL0IauXZx2L4FbGBUS+MY0F7AboT3ipOEpqtDrZnUxrqsxGRqeSwT+xj0SwuV7D09EVPKYXj2KxczqFrdQrFAtrSNHoJYXubdqczaOI++Xf9f9TQP0OfX9JxkjsJFN1k7PfXsjS9coF8Pk+5XCKfz6GUJgjC4xGAYYgx6bbvRRarc4y4G4dKSQjGWKJbRnFkKxYfcWSgmjEFNBTFHaOpVgwFe/617IIqwQOseSdHGDYTxb1Ycx9NNw+VqmG5klByZx+PBXfySDqYz/WvgOZIj12/pzWXy1EsldI+btsmiWM6nQ6ddpter5cKByIsWWZqH2SlaFhcMOQXDO28YiPRbASaZqS47Jj5ySHHD2YrykzMia0uGMI8bHWOo5pyWug2Jp9ML2/QZaHR1lQcQ3fE+KI1eEuGw4wcruQMwa4mt2w4zHoOBaguJqiHmsL1hNUvnE1YeRxLzGdB3+zyiU98gu/4ju/gU5/6FKVSic3NTV5//XXCMOTGjRs0Go0T69mjRNzcvn2bX/7lX+YnfuIn+NZv/dZBesTP/dzPzfzbL3/5y/yJP/EnWF5eJp/P87GPfYy/83f+Dr3eeWPeZ+OJVBAhlYjf71E9ffT3qdFo8Prrr7O4uMhH/9JVbvzfbdQ1YUGDupWqadKFwrrQHqMiSgilsnA0oQk5vK/wloVggsLV21DklmTiGDsxUMyPD9fuI4mhXBIOspJvEIYEvd6pfsNuQ+G4aYl4EpRS0HNReUFm5JM09xWVBaE5xUk9eO3B8bg+xwOzKtyI1dgg4k6gKFodgsAjiqITiu44BPHJbMR5MC0b8VjlO5kB12grlitCo6nQClgW9ieUNvtmFC+XI3FdLheErZaa+ZCU9PtfHYdczmM/gMsVYXvGMV4sCzdI3cKDPjHPI8kXuEyXzbZJx/ANRd3Y9nE/z3h1Md3XyChCW7C1EJljjq5UOqe7X/IFhWWlyqHneYj0y+BJGtKdkYbbts31grA7IwpoGEVHuJ9MvjkHonioFNeKhu1zxKzUvOPew1k4i5pYzxm2z9l7OA4KOJxSTk+Arf7nmKEuWgr253BBz/pWrbmG3RnHvK9447qQ9S6m4e09giThwaEGyxuoiwXXkC9ApGE/UmwlGib0DifnMOrYYuiMievK5Q2qAJtjJsGsKUNrQp9tuWo4jNXAiVwPOKEeaktw68JR81iJz+8DVUO7e1y1Ka0aClsKZ81w9Y9GZ44x+qApiNMwbHZ5+umnefjwIXfv3iVJEt58800ajQb/4B/8A774xS+ytLR0bgXxl37pl/ilX/qlM//dP/tn/4wf/dEfJUkSLl++zNWrV3nttdf4mZ/5GX71V3+V3/zN33xXeiKfjLM7hD4Ze5zKzP0L6atf/SrPPPMMn/zkJ3EKFpf/q4TAV2x1FIfPClxLv7lyW2FPUJ3iu2m49VgI5KbdByXtARp1MQ+ju6UoTFEi+6/JFQ1d3ycMAgrF4ikzShKlRHIWTORSq86pxsQzB2Gk206gVBJKa8L2EjyY0sslInSTIpZJ+0qmkcM++tmI80JITb5nXU5aQZqNmF8RHk64UfeCAN/3yRcKeNk52OgqFvLTj2kURXS7XTzPI5c7lrM2fUU1P/mz5Ry4747fF6UVe7rIU/UcpVI5y05UBEFAq9Wm0+kSBCHJSF1yVFlsJxalgqAkPXYCuHbC/QSOfzKybaVxHHegLuYy53wv6PHmYQcn3CeK4rlUKrcoM4eaGOCO0ayWz97vrM44BGKamjh8JtQFizlrnqF9hn7LaeriqmcIZjmr5/hyn3lZzx4UvFyOYrHEswt5bNchZ7eJk22a5oAHccjtrmGzp6ZmQa456ezvM0FgiZBoaA1SCmpLhiNL0xhDDj0ldCeYWapLhr1AE2X7ueAYukMtP9oWnIVjcghwKWcwkRpkHQIU1xIKXbA94cr3hjhnjA4UkSeKII5DLpfjIx/5CC+99BKf+9zn+OIXv8hv/uZv8lM/9VO88847/MRP/AS/8iu/wuHh4dzvubS0xB/7Y3+Mn/3Zn+XXfu3X+KEf+qGZf3Pnzh1+/Md/nCRJ+Pt//+9z//59Xn75ZW7cuMHzzz/Pf/kv/4W/9tf+2iN80sn4wJ/dURavtU5zBx8TgpgkCV//+tcB+MQnPsH169cH+1z9hFD7dHqz9NuKzVDRel5QK0J+UglKYFoVONxUFBcnvyDYVhRq04+NM4OIJcbQOdjHGENxzBjAPlo7ivwUItVv3u40FPNMTuq0FPUpn62P4pKwU4CdYtpzMwnGGDqdDoKmXi0PZsTOgyQ5G+Fr+oqlGcR7FL0IamuGO2NurP2pLlEYUiwWcUacyt1k8jSaIAjo9Xrk8wVc92Q/gxEIlcIa87cK0FWZObd2J1FUvXRySi6X9kOWSqVBqH2n06HVbuP3ekRxfOJa65eid2OL1RpolV4lblmIRA36F9MHnPFksa9c5ryUFBSKJY68InlpA9DptAn6JceRv6/mDA/O0MN3J7aolw3WnBfDWdTDUWzGmqYHK6XT5L/mXvA0FpnczjAP+uri3cRix9a0XMhXDNWqYbFqWKoYlsqGesFQyRlyfeI7RZVZdAwHM2rothIKrlDNG+qlbDs1w2LNUKsaYs8iqORol+pE1TXIl0Gl34l267hNITGnib99rjBzwfjHi1upbLBqhofdyf2blywhGSGq2hKKS6nxavi0VHvHV7BlC3ZVaA65s20l2A3SrMNMcSwsJ/SONF5XqH8upnTl7Ce6b7r8IJeYp2HYpKKUYn19nZ/6qZ/iP/7H/8jP/dzP8ZGPfIRKpcLf/tt/m6WlJb7whS/wsz/7s9y5c2fq+/7Nv/k3+dVf/VV++qd/mu/7vu+bKyrnF37hFwiCgO/5nu/hJ3/yJwf84fr16/yTf/JPAPhH/+gfsb29/Wgfegw+8ARxHB6XqJtut8tv//Zv0+v1cBxnbN/C5R9KsIaU4faR4qEoOgXBXp+gIm4qCsuTFSLdnr5fVkcjU5J/e/uK2tKEbccxnXYH/CKXLuenP0EKeNPWD5WSjiSGcmG+RarXYmIEQ3FRiK4KNx1FI1ZTg3TTvsl22gMCNHsWK5X5F8pWT7FSOVsfWt98cgL9XsExr68tC6/FmqURNXBAbEUolUqDhUw4dip3YkVtzDH1fZ8oilJib08g9iHUx6i/izXhwRyjSiKBUCvcofOktcJ1HQqFPOVymXwuhyKN42m1WnS7PmEYYYaawx4EiuWysFCGh8Y+1bs4TBanEUatNZbr0avUKCofz8sNwphbrXZ2TELEGBJv/gk4fWzEmnzJ4Fmz//Ks6uEo+mpipWxwGDjOmJDWcW6seukkkIvAJdewE2n2Ys3DSHMv0tyNNXeTVG3c1JqGq+gWBCkavIpQqRrqVcNyNSWSi0VDyTUslhOWKwlLtYSFmqFSM+SrBqsihEWhmVfs2YpNpXlgNPdizb1Qcz/UiMBOzxo8kChS53P6IFGkWCpiOzZxEtPtdml30t7FKI5YtBIOz9FOsKx6RLGNZQuVZcNuomlOIbmOEvyRxIbhfsNhLDqGTtanaDuCrgqtkdesOwJ56GU/zy0Ymk2LNWUoXDasfvv57pN9gvikKojTXMxhGHLt2jV+8Rd/kddee43bt2/z5//8n+e1114bmF0uCiLCv/7X/xqAH//xHz/1+5deeomPfOQjRFHEv/23//ZCtw1PKEF8HKJudnZ2+NKXvkS9Xufbvu3bJpJWpwLrf/z0zw8PNC0b/OcN+pqckqvsQ8UkwSs+VFRWJt+skraFW5ge8pAccvL9BcIgTMuSudTEIV01U0brNBSVMaaRAVT63q09RWEOkhj20l60YRQXhfiacNNV7A2Vcpq+YnUM6QuCgG63Sz6fJ5fLDZ7IDrsK7wxtq3stTXGU8E1BYjilDA/2dkSyXVgS3s5+20z0gGj3FTjLsigMm1HGvMeWr1jJFNz+eCgRGUT3TMNmV7E4RBLLOeHWvDIZ0EqglJexbEspBqaCct9UYFlEUUS73abd7tDrBcRxwnakSArHTud+OVrr8UaXaepiIoqm67Fc1ORyOUqlEsViIdt2jPF3eafpZyab0+riNOzGmiQH5SlmjYXc+dXDUWwlik7eYrmYULINmxc8y/ki6y9THfxDEBS+aPZjxWakuR9p7kQpkTzScDOyuZ9Y3I0t7oUWG6FmK9Q0Ik0rVsSzHl5mfCitNK7jUsgXKJWO2xTCIKS7tUu32yUIg7Hq4iSorkWh2CMqnDShTMK6bYiH1rBy1dDVamy+YTnLXrRdgbLQHiGHOVvQMXQy97RbMviBYtlL0Fq48v2T5yzPwrQg6ScBs+YwDyt/V69e5cd//Mf5l//yX/IH/sAfuND9uHfvHpubmwB84QtfGPua/s9/53d+50K3DU8AQRzXKPp+Rt2ICDdu3ODVV1/lYx/7GB/96EdTBWMKaa2/ZCg+c3rpiA4UyoMHkeLgaYEPCSpztyaHivI0Erij0BPUCoVCH+awp6gOUVdRWzwej+H3fIIwoFg47jcM24qFOUq+MjWeRiFZ9Ik359XY2k9NKIX6MTHcnTAV4aB5rNr1g1PDfll2SHYREaIYKlP670bRz0Y8CxptxeIMV/PCkvDW0HXtx6kBIIoiOp0Orpv22vVfISdzY05uL1K4KjomlWdorj6KU8KsFXRKZycN26FibQ4Ht2VpPM+lWCxQLpcy00l6rgJ/kxsdn5zxT6iLMI4szlIXIUZzoBVVt6+ApFEphUKB/KWlLJTZ4Ps92gN1MZorFWHgcJ7Q/ykXqfIJxMrirlhUqkL9EV3Vw1h0DHsXRGSXHUPjDMaZSZdmVU28xOfbD9twcIb+wWF18VIlj86tYDs2Jkld/+32sbo46dpY8RISz9CQHL05Mi1tJQRDvYeVkX7DYSy5hs6BxvEEKQqdMermimtoZf2JlidEOq2q5H24+r3RmfsOh2GMGXznnkTMIojndTGfFTdu3ABSx/X6+vrY1zzzzDMnXnuR+MATxHF4v0rMURTx8ssvs7m5yQsvvHDihE4jiErB1T8To8eoV9F9Ta4k+L7iYUextQTxRwRdF8yGwprQq2h8KNcmrKgKiCzKM3rielsay0nodLqYxGTxESe/NL09NZVoAvRak4nk8PrSPlBUZxhWtAW5JUFfN7zjTSaGfcQGSk6/LNvNAqRHxxkev8deU1E/gwFlv5OWQc+CdmY+GbN5FhZPksM+7h6G2L3d1IziHZ/0WcSlE8R0Owe4jjvXHOlh9GIo5oVaXdibo7Q8DvcDxeqc7QNwHKOTz+dYXSzSWVohtmwaSUTcatB5hBid/rEKDDQtKDvH19pyybBvLGzHIZfLUyqV0sBwrYnCLEYn27aZsrYEoniIPhWvs5AzbF5gPmEfJcvwdmzxQGtKZcPyDHPSPBjXf3ru9zrTV2P8i/N6jvzEGXgU/lwnNUG5mQmqVCqRy6eVh3AoYqmvLpbyhmrdYERxFLlzZTtCOgs7itSg33CnPVlxLLbB8QSTh+6YOewr9YTORrrIaFtQRQh9xSqGxU8llK8+Atvmgx9xMwtnURDfTRwcHABQq9UmkvGFhYUTr71IPBEEcfTAvR8l5mazyZe+9CUAXnzxRcrl8pn2KXcJlr/79O8lhuH7a5LAzpHigafoXBPcKwYmfE/DBwp3DNlRmWoXbCi8KWQo6iX43V20pSeWJZMQKnP07vUO0pF54zBMcsyECJ98VXCvCTurcFMp7h1q6nMSj51DA70dLEtTLBZOfY7R710QMbfpANJS9lmzEReGyrdZlT0lh6dyCDPVMwqhsspC4XhDs8hhEIb0fJ8kX+fa0vnkq1hD9xGUBoDNSFHzzn5DUiUQnUbo2MUKhZU6tZxNkmU3pv2DvdSdPHQsxpWiQQiCHpaV9qD5iaJjCQU7QSthb0z+o7YsXM+jUMxMNq47yI1MFSSfeIy6OM7hbC64R7CPsnPcTbybaO6ptB9ypZCcObYEoOZcXFTOgm3YPkPpOz2Mp3d6xTKPNOKwZpt0HN45kNPC/shIvr666Hneid7FnN0lkAa3Ol0O91s0DrPhCHNsx1IQHuiJ/YbDWHUNcaBI8tAdU50pLyfYDZUF5IO7IPgtxYKT4BWE9TPmHY7D4z5F5VExzySV9wL9jMNxI2v76AsGvn9Bw9KH8ESeYdu239MS88OHD/md3/kdrly5wmc+85mx8x3nIa2r32PwxpSNw+3xppHDlmJ7T9N+Tog/LFhXBTW86WRCwHRWrhEDhXGkLes37HQ7eL069ZXc1F7DzlY66WQa4gAqYxRLNfLGvbaiXk9fZ7tQXBf8q8KtvOJuqE70M8XhbCIXhWl51XaqlIv5iU9hwzf5bpBOTJkXQQwLZ1Ad4TgbsY9aNT5FDkVS1dMYQ6lYwigLyyJd+GeQQ7/XIwpDCsUitm2n8TVnJGkFFzZyivuRYnlGgPo0JEBXqekRTCNYqhgejpTlOqLRJY+lUv5MMToiKalTWlMo5AfqYtdoIgeWShHNZLhUP+Y6VQrHcVIFqVzKtq0JwuGQ7pPqYt/hvJwzx3mBFwjPBGwkpw/qvtHcxcIuCqtFw4zs8xPIX6AolL+A6qOjhL1HVA8rMr4Xdh6s6ckB15A+iCwvQGHJoVNagPIy+XyOYqQIw5AojomiiHCG8rxuG7y8TOw3HECgGAiRC/4YclhZMeR6iiALwy6uGVqHGgsh11J8+IfPZcU+hSc94maaQvpelpj7VZ9wUngxaU89kA53uGA8kWf4vVIQjTG88cYbfOMb3+BTn/oUzz777EQCMs8+aQeu/pnxr5EthT2mnCwCtp9m8z2IFVvLED5nsJ4SdB7Ch4pCfbR3KzM2iNDbUpSGp54Iab9hEFAsFHDddNbuNIik+Xiz0N5R5EZ7/EZ6i2wPjC04TwkP63DTKA4nlJE7vSnlXUmfvvyeTyFfACvP0kQSd/r9d5uK8hlI0U5TsXCGUqpwnI3o5brcGJEgE5PQ7nTQOlU9++dsP1CsFidfRyJCp9vFJElaSs8WcSOQ6PmVUUtBVBH8bF/3E0X5DBM9RtFJwPNkrgXHs2Fjws2nmYC4KZGZGqPTSmN0giBMHxBsh0L+mBz21cVYabZzNrWs3CwMlaMnkMU0pNsaKEilYhHHsUlG+tPiOGYjUiQlGbz/RUGAnIqmZBFA0yjuiEYVhLVSgqOnn7+SJRdmdilpSWcVPyIu2YZwVn7iFBS1sHeGkPRhOEo4mqDkuY6wWDckJeF+mE5ZSaFY8zQRlfThLAuST4aVZ/+k8qwBF5nYbziM1XxCK9D0xlRaysuGo5ZCbfWzDtN5ywqoteAjf66HdUFK9pNeYo7j+LEgiP3y8eHh4URRoF9a7r/2IvFEEMRxJeZ3W0Hs9Xr87u/+LgcHB7z44ossLy9Pff28pLX0nFB/4fSyn/Q4oTgNIzg4zgc0Ao225kGgeFgD/0OCqoFdP+2EHuxbpkxLFp9ikoRiKR1XBeA3FJX69JtLd1dN7nmk//5jXLyW4NUj3GuCf024X4cbRhM4YwefnELj8DSR62cExlFMqXgcfr17pKiNMaGM4/QiYPdrv3MiNpxJrWn6itVVw0a5cHLUXpyZUbKep+MTlxouHvb0WFNCP/5GK0VxyOHcx1GoWJojvBzS8V/bQ32HgYDY4DyCKrQXKZbn2H6uIvSmMJ/DBOycTI/RyecQYwiCIB3jZ5JsDN/JNy6X4EA0R47Fai6dlX58tEfI4iR1UR+HdJfKpTTCJ8vWo7XN11sBD5KIFTdgto91PpQsw74z3+SEtihuG4swD6slgzuhMbDqTBvKeDYs2Od7r+FL1gKOHpGwLunpY/WmYd02JwKuAYp5Q61uaLmK+z1NbwyhKw6LPSp9mDihPGtNmCnPUXBIhQM29mebcMolA21FEIwnh42m5jJCEigKK8fzlitdw1PfFVJcO/MhmIjf7wrie1Vifu6554B0LXn48OHY19y6devEay8ST+QZfrdNKvv7+3z5y1+mUCjwwgsvzDXi5iyq5voPJthjrr/g/ojaN4RwU+GNkB8BDjuKjX1F9xJsr4P/rKA+JESLbaxqOsssPFDkKwHtdl+xOt1vKC0mxur0oXqz+ZR/pKisGXJXhfi6sLWquO3Z3IkUB5Ea/H3jQM1VtjUGnP6HBUxi0pxGoFgqooc67gXAjOfJ457ODrvqzNmIy+X5laKFReE1NHl9fEcJwoCu75PP50+YUcic3v0baE/0iSDsOJs72y+DTsKmr1icoXQuV4SbY072YZwR7EdgEQ8CxdqU+cj1knBvDsdnI1bkcpKS+BEoBUliiOOEQiFPKXvYibKZ4f0YnYIKuJvd4EOBDaW5XDQonaqLuq82chyaM5e6aNt4Xo5SsUhueQnHtonihNc7Ib1gHydskcRzjgWagJJjMGdcvntZhmI3B6vlhNwQUcxpYfOCeg9z51QPR7+D646hO8e1MAmeEvbHGDjmgQK6Q87gaslQWjDsKc3Dnp7YE7loGw6GexZPfKZj5blUKnL1So6kmMc/stOe2nbmmg8jZITV1uoJeQR/1K2soJSRw6pjCB5q8nVDM4u2KSaGxUsJlz5/sffD3889iO8lQbx27Rpraymz/63f+q2xr+n//POf//yFb/+JPMPvloIoIty5c4ff+73f49lnn+WTn/zk3DL7WQiiXYDLf3L8a+2j1Mk7ChNBccquBNsK2xUOu4rNrmbPK3E/r9hZh/31Lg/9XXJPQ+1DObwVcCqCNdS/GLYVtRkqYq+ZupW1A15VyK8J3jVBPyWE14XGFXiwCNuu4k6i2AkVcjyMd+xnmkeRO2qneYdxFGflRHtinEvTH0f6Jm/k3cpGrC4Lb2uVqhtKoTEnI3hOWMNPkkOAdszApBOGIb7vk8vlRkjlaYhAK5n8mSo54dY41pVhM1SsTyF482Aj1NTHlO9tDXtTtj2K3VhRKsgJj5YI+H5vcBz783Y916VYKFAulwcxOo2wydFQSHdihNuJZr3/YNJ3RQ/I4hR1cQxZXM0bDpWN47rkCwXKpRJhsUrDtckFDdrtFn42DUemNbqNoGQJD8f0Hs6LSBR3Eoump1gpG4q2sOjKIxlBhrFsC/G536ufUwTdGQkFs7BmC9E5y9OXHUMvUtSrBrdm2DSanWC2/lsZFy04sg5Viwa7bNgKHJ7ybGynnLnm08EDYRTSarfpdDpEQY9cuceer0l2T5vriouG/Wys3kIbvJKh46cTh3KWUAjho3/u/HmHk/CkK4iTCGK/OvVeEUSlFH/yT/5JAP7xP/7Hp37/pS99iTfffBPHcfiBH/iBC9/+E3GGR4nAu6EgxnHM1772NW7fvs3nPvc5rl27dqYMKK31mfZp4dsM5Y+cXo7ipqI2QUXsbU8mcUkM5SFSoEgv9nbXZ7eZkOTW0Esl7hrFXUtxv6DYqMP2JTi8Ct2nhKOcoD5kSJ4WoqeE4CnBvy50rgnNa8LhFdj0YGcN7hQUt5TiTqTYCBSNUBFmH7/THZ5CoiYuup1uegObBzu7AWHviFwuRy4/3VRz0FQUhkjctNMYZRmE82JWNqJSUFwVbg7tYBcXN9jPzChFrBNPAKfJYR8Pu4pcfEQQhhQKhbHmqHHwY8b2VzoWHBVh1n35XqhZfQTTigGaosiPkNRqVWidkXtuR4pqMe1tTMlhl6Tffzkmr0UpcByba0seycLy2JDuNzshVSfkxO71ndGT1EUZylwUQSuhMXrSsrnAbi5Pa3GVpaU8C66kymanMxThMz2ku+wKyZkne59GAtxNNC0Pem5qaCmcLZfmFBwl7IaPvm/rrhnq6zs7LAVHU/NXJyNnC44lSFl4EGkO5yxzL1iGg+ZI5YXjpcixhdqCYSfRNEONo4QgU/qUOtnXmgbIW5hCwP39GG9ni+ZRL8vkNGgN+cVjtfKSm5D4ilAUSazIWQbroeJbf7x3Ljf7LDzpPYjTFMR2u/2eEUSAn/zJn8R1XX7jN36DX/iFXxgo7Xfv3uXP//k/D8Bf+At/YaA0XiSeCII4ios2qXQ6ncHIvJdeeulczaDnIa1X/q8xesw9P7qnyE8wZ5i9yXEy3d0hcqkUvu+TJAmlYhHbsmntKMoj7yuSxrI0e4pGRxMrxY6v2Osp9nuKw0DRDBWdUOHH0O0p6nOETR/ua4q5fgTE5NcfHGpKM8hIz/fp+BGXF0s47mySFBsojLxsmit4r6VYvIBsRNsCZ0VOzFZOTIIxwiElri+mztjhfZpEDkWErt/lIFYsVfJnXqy3fcXqyEzfXE04mJN47CSKqnN+MuGbdAJEXyGu5oXbMxr0J2EzUlRzMd1OOmMybZGY/F6Wht3s96dDutMom3c6Ad3uHsZvjw/KnqEuLnsxzYQppWg4VA6tUpFnl3NUsm2nAeGjId3H56lkSTorWo6/x4+KFUe4l1jcNpo9V+GVDKulhLpnzvz2q44heARTSR9nGFYyFuu2mSucGsCxhMVSOiPaKQuFvHC3a525vF2Lx5zp7DzVq4bIgy3/WIW8ooRwAgmuVAVT9BCnymq1QCFZRmtNFIW020267LG9G5HECTaC09CQE8JA4WJI7mg+8ad75C7etwB8s8R8XoL4W7/1WywtLQ3++Rf/4l8A8Pf+3t878fP79+8P/ubpp5/ml3/5l9Fa89f+2l/j6tWrfOYzn+G5557jrbfe4rOf/Sy/8Au/cK79mYUzFM8+OLjIEvPOzg5f+9rXuHLlCh/+8IfP/aU4q4II4C3B2vcnPPx3Jy9UMZCPoTemOhv7UFsU9g7GLzzmQCGkuXHK0mkpdqisY/U4lkXGoLmnWFg+/aQ8jIO9VMk87ExeYI2BsgaUmtqKlRgoKxg3Xrov94NQKhVpdjWLVUNjjpmp+y3FclXYbSlmzgskJcmWYu4yXD8bMcpOuedAWBc2h26eURzjd7sopXA9l06i8SwhSKbf/9MsPh+tNW6hQjEvBNMnJ47FbqApuUI7VCzXhLfOoEpFApGl8HQaPH0e7EeK9aKw11F0ciDnJAXGGG62e6znYwJdm3k6F0uGW2acuphG2TiOgwjEpoCOAux2m5bYWJaFbdvYtp26w4+Nq+l/KoUScLWwjX38NTr+V/a6wb9IgNuJZqlgsCOLwyh9cjFJQhzHRGFIr5eW82zbZrEoGM4WeD4NDsL2CDE/SDQHABrcvLBiCXYCrUDhTyHxCjh8xD5GpdKpJ41z5hb20Rtj5OhDK6jmDbYjdESxH2maiRq44srnqLXXtOHg4PQ+O3ZIvqp5GJx8IvWU4B+O38daPWG7aw2W4LUY2srG82ws28UqJxwcCUZiur5PMWzSIk/SKpHXQrxl8cyLIcvfcrHO+WE8ySVmEZmokD5qiTmKIhqNxqmfd7vd7F6WYpQr/MiP/Agf+tCH+Ht/7+/xpS99iTfeeINnnnmGH/7hH+av//W/fuYhCPPiiSSIF1FiFhFu3rzJnTt3+MQnPsGlS5ce6f0syzrloJwHy99lOPg9jb9xcjEJdxXVp4TDvdOLjL+hKF0S2kenf9c5Ckm8PZQq47re6RzClmLpkmFvzGLXh+koLJ2St0mQIF2IpzkIj44UVa9HK5pu8jlsKVbqwk5zSHlLErrdLradTt3o33DDnsLWqUo4C52uwtHziTDdQLFSFbab85GoIIaVSrrPhZxwWIUjc6yXhmFA0AvI5/MEYZpj1Y1hNWfY7vbLTqffN44TfN/HcRxyubTfcK+nWC8JW+2zKR6RActLHadvn8V+naGZwKonBHPM5J6Eh4Hi6XrC69H5ylVxHOP7Pp7n0XRLXHPS4zDpnBYd4e4YcjgKpbJKhFXAyhd4Oo7Z7ApxHBMGwaBc7Ng2lm0fb0/BYiHtZVQKlIBkicUDLTH71zBZ3DMay4LrrmGro8GycLOgbhEhiWOc2OedNggRlpUu3SLySOPOVl3h3hRSF0oanwWAC4uWoUKqfB2MGFHWXcPDc2cW9hcKhfsoM/VIzS2j4dblnCHnCqFS7EWKh6JhTLTcumU4nOMBcxR1A8O3fa1goWa4uWcThg7WyJ32shKORrIxtRaKC8JW5/i7sGAbOg+zcXmOYJeFVsfGccBxHMq2odZ1ONwFeiHBvoNXPcL62AMODhapVqvvCpF7kkvMfe4w7vP5vp+2Ap2TIH7xi1+ca2znOLz00kv86q/+6rn+9rx4IgjiRU9SCcOQr33ta3S7XV544YVTU1HOg/OqmsqCq/91wo3/zkZGSI95qHCrQjjSayMCTid1HQ/+RtJ8wziKKVgrmNwRTFAiOjuafEXGBrECBF3F0oqwPYaA9uF3FMsrhu2j6YtT1HOxnRiYbq5ot1JjRRCnT2G+75PzPNwRU0Y3UCwvCFut+VTB5arQ7MwOnobjbMTWhGkvo9hpKlYWDLcdTbc/1pp0kYnjeJCTFoRhVokUtnzNesGwNUZBCcOIXq9HLpfDHSmlb/cUFU9oTlFOxqFnFO6iQeb8TKPYjhRXi8Jm93x/X8kJX1cWV/OGjTOqRlGUHo98Lj+IMroXKa6XhK0J6rVTSKcRnQWhwKZl81TV8NB3QCDOFL5eEGB8H9uysB2bsqu5n5xs9lWZxKj6BvDsWhtVFxPgVqIyNfFYjVNKYTsOaxVNGFuYJCGKUuNBu93GytRF27bRljU3V3cQds5Y1m8kOiVCGnIFYVkLloHDnqLzCI7jPmpWwk7v0W5LJoS8IxRzQqLhIFbsGA1zeDX0OXKkK9qwP/RAXS0ZfK3Y8DVmzIjKnBbaIxWenCeYnLA7Qk5rXegI2I6gS0Jr5PfLSmg2PXICViuHLhg+9ueOaPZCXn/9dZIkoV6vU6/XWVxcvDCl6UkuMfe5w7jP1+mkpZr3sgfx/cQTQRBH8SiTVJrNJq+88grlcpkXX3xx7sb/WTivgghQuC4sfsGw93+evGBNCGUXGmMm7IRHivo1Q6OhEZP2q4lIGv2iNW6oiSZwMkmgoGHa4J6jXUV5QWhNKSMf7WmKZaEzhXwksUUp15u6LYAwgsWicK8REGamDHtCs2XjUFEpCs05SM/ekaLkRHTiyaOM+jiRjTjHvXChLmzkMnOOgBkpievhKBmRwdvuBZqSLbSHbri9XkAU9T/36SfbRED02crgjgW9StqIf8UTNs9ILvu4Hyqu5oXNM5oCtIJOPlWi7ySap3LCxpxENQgCwjBK5yWPPOnfjRRPFQ2bIzfTxbwMYm3OCgFuG81ThZQM27aVnQcPkxjiJCaOYnrBEYdxZUDYbMsaW4qGyeribpIq9NfzCdu+hQHKtuFBnJI/y7LSOcBRRKlYHJDVsNtNlU3LzvbPnqouzlIPZ6EnivvZ8bxcNBzFikJe8BAcQGcG78SkrRZBosbmBsJxS0VZQXfsK47haMGzBVunfb06MxAZBTkRDnuaZqzYPyNhXbMMB+dQDxcF9gHXFoplw5Z/XB4GTpUC1jEcDbnQKxXDQaKIRhTZNdvQ2dY4rqAKQnsksudSIaF5z0J8sHfTRITP/USPpWdWgdXUhNhu02g02Nra4u2336ZQKAzIYq1WOzfJM8Zc2L3xcUOf/I47Nu12G8uy3rWS7uOGJ5IgnldB3NjYGNT2n3nmmUcq3VzUPvVx6Y8nNL+uCEf6VoINReW6odk4fTEHGxqrEnLYCLAtm3whN1isjO9SWQzwe+O/5N2Gor4m7E/ok0HAmcHBjYEi6RPwREKloN32WFoXDqaWSIX7D30cp4NTXJy6sBkBu3/HnXEKBVAy1PQ/A4fdtNS8M6XUrDUUl4S3RUEElwrCg3Y6ScHSFvms71MGr9f4vR52FGHbNsaxqbjp3/YVR2MMhaHJKONwFKY9ffOUmpUCtybczw7QVqKo23Lmm2ofDyNF3RUOzuBgXagKt4Z6Mu8axdU5iGrfXDVurnYfd6JjMgcpiWg6iqmjR+bAnURxpSAcdBX9y19bGtdyWSo47FgFcnGc9pf6Pohg9cmibZ80z0xQF4VMTTSapXyMFSny2bkZXZO01rha4zpOWopOEuIkIQhD/F46e7pfBtdaHztqz6EeTkPPQFcU3ST7YMNQpHcaO3VF5pWQV4Kn0h9rSXMrVbNFovKslFJzjGRtgRFpz2sgCt8ougz1DY94gK4YQ/Oc17BzjjSYsiUcHWjqVcN+rGj6I/3inDwaBS209odKyIsJW50RQpn9oXcEsSeQF9oj6nq9niB3NfTA2U6vxee+P2DpmeF0BkW5XKZcLvPUU08RRREHBwc0Gg3eeOMNkiRhYWGBxcVF6vX6mUa1Pekl5knrSrfbpVCYvO48aXgiCOKkmJt5+3OMMbz55ptsbm7y6U9/mqWlpQvfx0cliFYOLv9XCbd/+fQpUw2FtsGMELagFxLEB7huDc/1TqxUCkW0a5NbEXoTlJ/wQGG7EE9YOLtNxfKqsDuJRAKtI8XSsrA3gVClREmQHhP7Gk02pkprRbW0SFf01P5HgKOOYnVB2J6j1OxHNrWcT4/5FsjDtiJnQ28MQc57gr+Qlgr7uNdMcPw9HHcBz/OGPEApK8jncnium6pQWdmy29WsuiHbgYNWJ8ftTcNDX7GcFxoz1LyFBcPNoRCDWMC3FDnN1Ckmk5AAXRR5nTqUZ6FeEG6NlN8EeCCKy56wNYYkpg3iqdY8blLMKO7EiqeLwsNOOsHlnQtw1wI8SBTLBSHqqROf1fWABGzHTkveAokxqdkkK4drrXH6RpcJ6qKC7NIQGsai6iTYNhSMoZv1T4rIqWcflfVF2rYNnofJth3HMUEQnPj9lTzciy9m+b9sm7lDtg3QEUVn5NwbFAUb7ikrlQLPgTV9fnPLqm3Yn9EOM/bvlKFbVZN7L0cePNeMcGTUoN9wszOeZF1zDEmkMDnwRz5TddFQPFL4hwp7WxErWP5ozPN/aPoTu+M4rKyssLKyckJd3N7e5u233yafz7O4uMjiYtq7OI0APukl5scl4ub9xhNBEEfRP7lJkkwsQ/bR6/X46le/ijGGF198ca6pKOfdp0c1zlQ/KVS/1XD06skvZtJW1K4L+43hkmSamVXIL1K8bnEwapxSaZREUUFvwvbiABZqwu6UXsNuQ5EryFTXoH+ocF0Ix61fKu2T7PqK5UVha4RIJklMt9s3ZeTwA1iun37dOBy1FHkH/BnKgELR6nlUa0J3DgUsSmCpIPRGlLpaVbjvKXrZaU7NKCFBr4dTXGDB8/DjY6Vo+Bj0VSjXdRFJ/26rl1AUn67K4fd6A2Ixixh1jMK1GOROjmK5Krw1ZlJKO4EVN+1pPc89umNg2RMCX00V6hwNu64a65Q3wENRrLnCztC56D8k9MeWzYvbkeLZouH2BSd67SaKsgfVWDiKFIuu8GBUkVNpjI5luYMIm5SwJXT9lOj2exdty0ZNUBfznuau0WhPuKISugEc9a+x7Doad01orXHd/jWVqYtxTOR3eNsXjONmZXD7kW7253WxD6OI4VAXKT5CvqP7CMEVXjg+KWESyp6h7AkP96zZLR3ZuSlpodXQ5DxDkuNUv2EfthKsNoQep2YuV5cSdFfh39DYh4pYoLBo+OyfC86w96fVxTiO2d/fp9Fo8I1vfIMoigbq4uLi4qnv3JPsYp4VcfNezWF+HPBEE8Q4jqcSxP39fb761a+yvLzMxz72sXdVMr+obMbLP5TQfkuTjLC66J6isC50DlMZHJHByLx4O23Oj4YasPvu5W5DsbAuHEyIxWltK6orwtEEQpbEUHagN2V9iiKoVYSdMaVPNaSnHe4rSiWhnS2KYRimJoR8Dsc57hHcP1SUC7PNIlGc9i36cwTuGpMqGN05m9T3WorFUhqpo4DqsuFtNCq7WQhpPmOUmVGwLEqOZNMhjvsNx90P+05Zz8tRLZaxg4RelJUN/d7JuJUxYdCpG1rYHdMfulQS3rImH4+dSHG1IDw8Z8jwbvb300wrhaqwN4WBJsCOUiy5wl6oMse6j+s6MyfFjMNRTrGshQfn/EyT0DIQWIpVLQQ2M4eHD8foIAwIWxiE+GbkvGYxOou2cD9TDY1S3MNGHEOxvYfnePQjtUcVxVHCOKweXq043A5USlajmKAXoLXGyvoWbctiXlv6WdTDaVhShv1ZszynYEUbds+pHq5Y80VjAdQLhsSGnVBTCcxMcjhcYl41BlNWWb/h5ON71Tb4RtMLT5PDw5bm0g2FakIcKJyy4bP/jY89u4V6KmzbPqEudjodGo0GOzs73Lhxg1wuNyCLtVrt9z1BvMj2s8cZTwRBHNeXMy13UES4e/cuN27c4Pnnn+fq1avv+gm3LGuQr/QoXyy3Bpf+WMKDXxnpdRGwmjGdjo9l2eTzBQZZawFUFoXG8IKjjtWHuKGwcxBPIkfdEUf0CFoNRX1Z2J+i6h02FPVFYX+UJB7zQ4ykvuq2QK+Xkqv+pIthGAPunKercaRYqhr2ptwAVFbT228PZyPORi9S5D0hXoAbyXF/lxHB76amoNLQXOsdX7FeSHjY1ePJoaSzmMMwJJ9PnbmtGC6VLLa6Np7nYYycLBvqobgV6zhuZbunuFQUtodIYjUv3HbVzHv//VBxNXf+yJLUtGLYHHPDXirPV+qNBPaVomB8trsxuVzuXE3xy3nhdtbM9lRe2J6hbp4VoUDkgm0L+izvrcCyLSzbwiM9r0nWuzgcoxMWSPtLskPWJ8thqYrneVzRBgkZfLf7fGWYMA6vbWnuoUZrdawuIiRx5sr2ewgyMLpYtn3STDX6+S+gbF9A2A4f7eE8l0DrnH+bj2FajKhWsFg0tBU8jNJ4nJo6HnE3EUNVgqplwCh2w+nj+iquoXOoCYfWahGoLRl2Dy2u3wVpQNLVWCXDR38woLo63+ecF0opSqUSpVKJ69evE8fxoHfxzTffJIoilFJ4nketVnvXqm7vF76pIB7jiSCI4zBJsYvjmNdee42DgwO+7du+jVqt9p7tD1xM78biHzAcfEXTuXO8iERRhL/hs/AMRL3TX1j/oaJ8WWhl/YKK4xJfHEBtIVVrxiFoKxYvTQ7fBohbqaMwnqKiJN3UwDFq5pahJfPoCCy9S2LylErFE5NFhnHUUqzW58sl7PVm5TYeG0ba3enl2WG4eQgqcoJIJYN+SU0xmwc9+HRZjE3VTcuSw5CMFCdxQqFwckzcpq9Yy8hNemN3cN00zDnJ+hb9Xg8xcuyetW32QkXRETqRouDAbkHNk/QBpDfCvoJ3HmxEmmX35ENJzoYNa3xpeRyavZBm0GO1VKCrzk4ObQ379vH27iSK9XyqUAePFrU3gFbpNo5EsZQXnCiNVTnz+2iFdp10ElAWo1OJO9ztWYhpYdkWWmmiOMLzPFw3lYweGA02rHuCHcFuoE5ENo2qi6uu4V588uanGOpdBIzJStFRTC9TF08q1um7rduGrQtQD1cs4d4jnI9lbSaWa2dhyTLsTSB6riXUisJuorg/kllYT6Ax5z57DixoYas1nQQvVBPK7XQy1QCSKoe7hxZr74DZVUiiUCXD6mdirn3mYkfKjoNt2ywvL7O8vDwIin7llVdot9v8zu/8DrlcbuCMXlhY+MCbV96tKSofRDzRBHE06qbT6fDKK6/gui4vvfTSucpVj7I/kF58jxoPoDRc+a9j3v77DmKG+g0LBdwjG10XgjHlRd0cUgKHFESAzpaisio0JxCuzraiUBO6E0qHYU9RXxF2pmUj+orl5ZOkTqnjG3g//Np189RrRYIZN9pmU5Fz0jzDafDnyUbM9iHIshGnmVtcB+y68LZRqJ5iOSfs9lTmXO3iui6elztlRoFUJVWAxXFFMo0hGjJfjAmtPggVeQv8ofuBUgxu3DlSJ+iwIaJraRY9wSJHr2LRPkN/V0I6L7loQecc9yADNDPjQTf7GlploTeH4pSS5V6aFVmqEtuaSiJndqcuFYWbI2aIh4mi7oEbCq0LUL8u5Y+3sSepWexpJ1VPz61UKrBtC6dYpmQUxpg01ieKUKStF8aYE6TuYaJAw2pRyCewHag+Oxy8rYOwHWcEciAkj+tdtHBdC9dN14i+ecr3/SF10SZ4hJJwH3mErUDDI0yXLiRn6x8cRjE+HedVdg1uHrZDfZKsZajrOQ0tAgW7RcHLs7s3/VZbXzCYQJ1MoxAoLxkaDYv6mwrnCLBAXKGwInzrnzpHaOMjQilFsVjEtm2effZZqtUqh4eHNBoN3n77bcIwpFarDQhjoTCfue5xwjSHdrvd/qaC+EHDuAtwdJrKRY3MOy+UUucatzcJ+XWof2fI/f85wgz1G5oIihrGtQRGLUX9qtDYVwP38Il9HA3XHoIYyEtaipn0dW/uKioLQnNKNuLhnqJcFVpD/WCCDMKvPc9LSxc5YXvGqh/FsFgSenP0GO5Ny0bMSsyD1x4pFkpplMkoFhaEe24atwHp/bcTKSTy8f2IXD6Pmz0AjDOjABxGivWC8LCrSBKD3+1i2Ra5XH7iBJDAwHIuJeiTXjPOEHEURTjWJg9bCyfUxXnWbN9AwRZ0cr6yrG8gbwtWrFiozFdaFgHf72KMDGYqdwS0rShJaqSZBzXvtEu6j30DRUexZIS9Oa6dSShacPeUGxfeEc1ypiaeNzZo3T2e2R1FEXEcUywWBg++cRzT6/UQESzLxnHS87ptUua3VBAqBrZ6x6MsL7nCnf7nlaGHl+xH4wijUgrHdnDs9JpOMnWx7B9xt+thWecL6e5jVRseiDW3qjyKRW3YOad6uDiiHi4UDCbrL5QpPdW16OTUlHEo5wyRbbh/UOZyd7Jy79qCWxS2OprrbTMgqwooLRoOdjT1NzQFX1A5IekpnJLw+R/3eT9bAPskyrbtwfzgvrrYN7vcunUL13UHMToLCwszTaOPA+I4nkgQH2XM3gcRj//ZOif6JWYR4caNG9y9e5dPfvKTrK2tve/7dBFoNpu8U34Fb+1TlFqLDC/s4aaiel04apxernsbisKyEASpcjWMsK1YvCzs7Y9f5rsHiqU1oTElG9GKUmVrUqygCDijE2GM4Ps++Xx+oK4eHCjqC2N6FkfQOFQs1gyN9vTVUgSsCdmIw5mE2ccgiU+0R6aTDhaEtxJ9Kktvv90jHx1RKC5nDf7HN99JZpSHXUVF9djoRLieh+e6M3sDd3tpzuE8U0uUUriOQ2nV5i5XuW4CHvbSgGnf99N8PKefzTf52DVixZVzhGD3sR8rrpUNN+ZwERsjgzijtBH8+HctAzUHCsJgKs0kKAWRd7qVYRgdgUArrrrCw3OW0UuesDeBhO5mauIzjuHhGdVEDRxmynpfSS0O9bKeLAcb4igmCiN6fg+dEbZt22bPsqgVYFEM+z3NTqLRCgbdJVnmYv8iHyaMk9RFS1tYrkU559CLFUlGVtMA+H6A+Hxu+7wStsOh6+IcSlPZzA7Wnvi3STptr142dCA128wQ5ZYtQ2OKemhroVYxbPQsTAiLYZtWWB773S4XDF2laPiap3VCt5uuHVpBYcHQuqdZuKnxQkEXhLipscqGT/25HvlHH+71SBjXKtVXF4vFIlevXiVJEg4ODtjf3+fmzZv0ej1qtdqAMD6uZo9pCuI3exA/oFDqZO+Nbdv0ej2+8pWv4Ps+L7744vvO/C+KID58+JDXX3+dZ599lvpHq9z8V0L+AKLhucw7mfFk5NFVDHjxsYt5FN1NRb4u+BNUwN6+ws1BOGEh9VtpNuLOlGzEdlOxsiJsH0IYhKnjunTajJL4k7MRhxH21Mz+R4BmR7E2qdQ8QmjbPcVKzbDd1CwsCrctRTgSYyIiA7XLlFa4VlI87J68+U4yo4RhyG7QpVwocRYL4nZPUXFlbOlrGAqo1IVb2caPLI+1knAYH+fjje8xs07dpx+EimtnmHIyDEvBRk6xpoQHU5ybSWIGs7VzudxYrnBoYMETcoGamtW4WhRuzqFWxgJ3UDyTEx6c8bMtOsKdCeSwDwPczNRE+wy9ieteGiDud9OA9Gk3Uq01rufiZqpx32yS5kUKvm2za9t8OG8QZSFJamiJhUHmomRPQv2pLqPq4lBDCACXbMN2lJJNnbmyx4Z0636EjzVWXRyoh5xPQKw/gnpYt0z62YvpJKF5UQwmc8h62XAkio1e+pkUgtN102kBo6+tGnZ6mkTS8OxgN90HrSFfNoRfsygdgB2kCRTxkcaqGq59R8TKhy7SZnU+zGO2tCxroC5Cqr41Gg329/e5desWjuMMnNGPk7o4LR6v3W6zuLj4Hu/R+4fH44y8CzDGcPPmTRYXF3nppZcei4vvUQmiMYa3336bBw8e8KlPfYrl5WUA6p8Wbv6mZvFDgrcH8aEi8aG6JDTGGEuChqK8FLG/d3obYiCfPZWPuyUlIVSq080L7T1FviT4U266zT1DGLUQ0vy3sYPRe+OzEce9bmnObMSDpiLnjpSlR0rMfQSxIn/Z8FaoT/3aDJlRSqXUMb7rQ8kWWhFTyaHf768rVlktabZnzRkcQiKp0KKZPhSkumB4Z0i1CwUirfAUBCfy8RiULH0/JRVW5ooeVoHuR6ezCedBpZqWSveBpz3h/hiS2Cc0aXvBdLJ8kCiWPMH0FOEYVlG04f5QX+ssCPCOUTydqaTzEpXQYe5t7A56E9P4oGl/5gCbRuh0fBRQmDMgHbIomyykO+1JTckiPZ/XfIM4LrZt4Tk2l21NTqAZkY50VMe5i6Pq4gnLi4J4zIU3OaQ7IcxCugcTZSyLvIad4NFqpBUzfRzoMCwFtZzBtoWWaLwQ7p0xFueSHj+KL+8IXlHYHHH9X5WYbeOemHivgNrCyTGQ65HQSjRaC3lPUF+28AzYXYXrCFFHYVeE2rOGj33POca9vAs4zySVQqFAoVAYqIv93sV33nkH3/epVqsDwvh+qotJkkz0J3Q6Ha5fv/4e79H7h/efNb0LePDgAYeHh9TrdT71qU89NjL2oxDEMAx59dVXCYKAF1988YTM/fRLhr1bmsZ9hfJg+TnB2oLgvqJ09fRgeAD2HCx7/PLq76el5v0Jpeb2rqK2ajicUGoxCZStyYt3ksS0Wj6VBehKPitPjcfBvqJcPtmzOA77B4pKSWjOeF2cQH3E2DJaYi7mBVOFdxLFgqQln+FqfJzE+F0fx3XIecfLf2RSgjjQZ0d2ZTAJRI7767Z9uDQhEmYSDkPF5WxCyDjUFww3xhgImgmsuamhZtB3psBx0h42SBfHKI4JgtOZi/tKU7aE1pwj2lbKhhtyvB+3E3WKJIZhlGVd5gf7MAt7iWIlJ0hPEY2wLa8gBOcwn9zOHM6tCcRzGOs5wztyNnKR9iamU26sCA4nqInLdsRr7RDL0mcKBB8Hy7KwLIunSi7vRMcPAq2wy5tDzuXlvKauFHGmLpop6uKaTtiOLeBkjI7XhWAoPOE4pJsTId1Br4cvQtUEHNqVoRaH05NhpmFBGXa6k8+BUlB1DZ6brkONRPNANMSZ6/kcmYlu72Q5Wwks1RK2Is3hCDn0EHpHJ/MkXVtwCmm/YR+rlqG1o7EsId8D+7/YGEvQgcK2hMSA7Qr5FcPnf3TSSIP3FsYYROSR+vgtyxqQQUjHZzYaDRqNBrdv38ZxnIHRpV6vv6cCzzQXc3/U3u8XPDEEUak0UPcb3/gGW1tbLC0tUS6XHxtyCOcniM1mk1deeYVKpcKnP/3pU18WpeGTPxDz5f+PQxzATlOhi7C8Kjit8cYTiRSeM7nhJtxROEWIJjRrm5ZCWykZHIfWvmJpRdgbcTUPh19L7LJQi+h0J9+RRcCdo6LSn7883Dc4CftNxVJN2Bvub5R0TJ6ukZoDss91ECjWS8KDrO8vDEN6QY987mR4NwgisB8o1otp39mJ/UsMXd9Ha53OYh7a9F5PU7IlVXLmxEY3dU/vjai0S7XxU1L62IoU1/OTS6p9UsGYzMWuUtQdQHmI5UxtGat6wq0xN5BhktjrBQP3vW2fTY3YSRSXcsKBrwZu8JX8ydnOZ8XDRLHoCW6oaE+45hwFW4/g3t0VhWXDU2PURMfEvNnqYrseuVxu4nucBWUN9xOF1ozEIyWD83rPN2xkDwJFx2LdVjgGDiKduuYzdVEUiNIniJwAS/eFv/I3LX7newz/6U8LiXfa6DLcN+mYhI7vkGTb10qhLevY1DXHml0V2B75WcU15F0IFTQSxWZGCEdRiuZXHvu4bBkOh77TlbwhsuFBMP66vYJhLz5u5CkXDB0UrSEiqYB8E0ItlB4q9B1N+tyh0lxNV8BX2EuGl/6Sf54WzXcFJmvuvUijZz6f58qVK1y5coUkSTg6OhoYXV5//XUqlcqAUJZKpXf1vv7NmJtjPDEE0fd9Xn75ZUSEl156ibt3756KuXm/cR4X8+bmJq+99hrPPPMMzzzzzMQvRr4GH/3ehK//u/TCNgLbrbQ3r/a0IdxSxMOKk1LIQZ7qRwzNg9Nf9CRKb/J7E/rGwq5icW36HObgSOHYqdsYsvDrqO/GzBSrjkLNGEHRaitWF2dnHjbbipV5sxF9sFXah+a6QuR2eFApjTU2bLUVi3nDxlFIFEUUC8f7n0JO3Ne2upq6J+xn5dg4TvD9Lo7jkvO8U8piJFCxoB0x7wALADqJwtUQZvu8XBPeHBORM4q7oeKqJzyc0hMIjM1cbMYxld4BhyY/uOk79skxcY6Go7yaOGXiVqxY6O7TNi7F4vkH328missFYa+rsDXsDGUenhcNoyg6UDfC/hiH83JeeGdG7+EsJKRq4kpe0CEcJoo4TrA7e+hyHXdGmf0sWLCEZjJK2MjMJBZw8kFgPwg41MeEbs2zqCIEkcI1sBXpE0TFDuHP/j9TBfEP/hvNx39b+Nd/0XD7E/1tnT5Wlx3FgyRH3gVEiJOEKAwREVrtdrZtKxs/ePraqGW9h3lbKHuC0bBvFNtGz5xms6YNuzMMbacgoDPp0NFCpZ99OqHaW9bCUcNCSJ1uw/2Gw3hKJ8QHmsptDYfptZt4gheB5Qm0FHpJePEv+TjvXSLbTPQJ4ruVd2hZFvV6nXq9znPPPYfv+wNn9N27dwe/76uLjxobN4ppWcXfJIgfUHz961+nXC7z0Y9+dFAW8/2zPie+uxiN3pkGEeHtt9/m/v37fOu3fisrKysz/+bSJw177yg2Xz++uOMEGlsavSZ4RvC6qTqYLtuCOkgVjWQMl+5sK6prhqMJpeTWtqJYFzoTSp1RAAsVYfsoleZF5FT4dRhqCroLLEz9bK0jRc6D3gyXYbOpyLvgz3idH6RkspsTbkaKll9gkjHQiNDYbyECxWJ5ZPGQU6KHAGGicBR0gqyEmsulIcgT0Aiy6JszuIW7Mazl0gDt5arhzTMQrc1YsWgLjTlVy+HMxSiX4zkVcq/DIHPR0jrtf7NtKjXF3oQSbL/M7lsez1dybMaPpkJsxIorBUEsJsbanBUdgVArLrvC5lDPZcWebUw5C3ZEYTmwlnTZanVpLywOIpIuAguWcG+OdoCx4etRjO/3uNU9Dl+/ZisKrkWOtFfSQvhD/1/NlQcK0YKIYnFL8Rd+1uL3vsvwH/5vgl86WTrOqTTMe4BMXQQwQUA+nyOOkzTap9shZwk5z6bguXiug9aKQiLslYT9RLFv1PRm3BG4ZxtZDMBVO6HZtFgsJxwYPXPC0HIkHIpCI+TzXTb904SiKILzisZrKMjWz6gs5HogFkhHoarw2R/pUaydfZ/fTfTvYe9VdS6fz3P58mUuX76MMYbDw0P29/e5c+cOb7zxBpVKZUAYL6JqOM2k8s2Ymw8oPvOZz5y4cV9kpMxFYV4Fsd9v2Ov1eOGFF850QX7k+xIOHyj8odKuAFYL9q1U1SleFYpRgtxKiDqK2pXxZhYgfYqdVEoWcOM0pHbSV/Jg2xCrfZQqUiwWxrxSEfklasuG1pS+oDiGhZKcmk86iiiGeknwp7yuUhHiIryZKKoeJPFk44Axhk63i9YOzyzm2Aymk8M+OjEU4iP2A2vuEuqmr6i7x8rjPNjqKa7VDV+dI0ZmGLFAVyvyOs0rPCseisv1irAVuMiQAqXNDm80y2MzF4+NPRb5fIEH8EgxM30EVjruzg2Z2T84LyKBeyieHnI4u95sR/1Z4Qchb4YJH10tohybjQvMPi5o2D/jEjgpfL3mt7gpzrHj3bH59Jctnv81nbl6s75Wlfbsfvv/ofnkq8L/9hMJN75gMCIkRlERg4+mZikslW7QKOgGEUemR7GUpycOPXFJpEAniTmKE+IwhiBiQRlE8li2OjMRuKIN+2c0xigBJ4BK1fBwQjl5GMvacLiv8RwhySXstoqMdqwVt+HZ1zWhZkAOk7yQ8yERhasFPPjkn/JZuvb+O5ZH0Xcwvx/tW1rrgbr4oQ99iF6vN1AX7927h9Z6oCwuLi6eS12cpCD2Z1R/kyB+AOE4zgnyNW6SyvsNy7IG8vwktFotXn75ZcrlMi+++OKZm3OdHHziBxK+8j/YJ7IIw46ivpbOGe70FM3EprsA1XXBHEGxInTGlGbDjqK+PnnMnn+kWLo0nmBGcYTf9SlVC0SFwsRZzqCw5jhVB4eKxbqh0Zq+yO8fKpZqhr2hUpLjQLEmNOzUfNIvRfUCcLWMncUaxzFd38dxHPK5HDs+XCpmbtfs4I5bI9OwZ5+2sXm67rIXzVeKESAyqfI4ar6YhKWq8JrWLOr51cA+2gks20IQni8IeydRVG3hKFY4rsNK1eauc4n8UH+b7/vYtoXWFlEUpmX2XFovE2DDKC45wtY5A6sdBQ1H0RRYdgUnUnQu6J5qOHY4JwmD4OoLgUAvSHswr5U8bmej8xbzQi2BjXB+R/U4rFjCgznNRNNgWRpLu+RzC5TirHcxiinc6fGn/l8FjBgUJ8makfTYOYeK7/kFm8v/u/Cv/pLQWzIcRJpAq0GcTv+vYrEJrRyBGerRUwrbdrCzkG6TJCz4HbbCiKQXYGk9cEbPLHcKcMYoo5wlXHYMW02LZE7lsegDRUNLFG1/eF4SOF1YeV1R20lzOmmnpFpscAVio/BKBjqKZ38g4Mq3Pn7kEM7nYH63kMvlWF9fZ319HWPMoHfx3r17A3Wx37s4r7o4TUH8JkF8QnCWcu57hVmkdWtri69//es8/fTTPPvss+d+Qlu4Jjz1UsLt3zr5Je5uKeqXhf1Dlc0I1my3FVhQKQm5SkoWw5GcwO5DRXFZ6EwIrfZ3FV5RCIJ+4ToNZA6DgHw+jxaH5Yph5/A0set/xE4rzUbcmdE/GHXSfrNxURvDCPz0dYWikJTSRv0EdapHqRsr6p5wMJLs3TfT5HK5wdxbgAMfCpahE4+faNIPe1ZaUSwWaMWKggXdOS/FVpyOb5sVTK2AhZrhbZ1G8AQoCnp2iPQodmPF1Zzw8BwZh5FAbKXROWhoeOnUjpP9bYYgCAmz4Mx0AgiDm3qiYEsUK45h5xxzfWtF4XZGM3ZFUXagHqflx4vCPaO4lDdUYzi6CJKYPUAkSUKxWEDljsukDaNoKKjlYEkMG6HGnIMp6nR63YXguiXcy65327ZxsflL/72i2EvdzSIyIIqolNgN56x+9PcUP/p3ofE5zX/4Xogqx67o/kcbZNhKnzWePs5rtqJpVyjYmTO6H8/U7aal6qy1yBoT0n3NMuzPmZlYdQ2uB3uRYr9zundwEi5bBtsRtn3r+JwphUqgfkuxeEPhIGCBCY7XD6tgiFsau2SgqVj7gyEf/oOPl7gxjHkyEN8PaK1ZWFhgYSFtVwqCYOCMvn//PkqpE72Lw+v6ML7Zg3iMJ4Ygji4Itm0/lgpiFJ3ubD5Pv+EsPPsHDY1bmubmyeMS7yi8suD7J6edNI8U5TVhO6coVoWaBboNwX560/eiyaVkE0PJIZ3OIoLf80niJA2/1ilJbe1pCmWhe4r49P+/0DrQ5AuCP8U80QsUS1OyEbWGUlmQvJAvCO/0Zjeu7/kWFdMGKuk2ej3Cgbv2+CsiIoQJLDrjpzfESYLf9dMcOi8New4NLLlCN8uamwebvmI1J2xPchorKC4IN4fKyn01sGfOrgbeDxXXcoaNGb1V49BM0j7Inpf21I0iiuLMqZzPHpCSE5mL/XLmrm2zZAt7Z1BBV3PCOyMHtSUQWIpLWth8hDF6w1j30rge14arItx/hPcVEfyuj2RRR9c8xjqvDwUO0VQ8WBFhKzwd6TNxfy1h44IIsiVwOLJ/3/8/KK69lf5MqePrWkQQZFAl6RPFe8/C6kPF8v+sePZ/ga98t/DlPwqdalrCTZKEIAjSXE7oBzGO8ERFLoFm//8phe042E4aSNkvhQdhiOn145lSo4ulLeJZvb0CS0VDrGE7m6jyIQy7c/bIWgi5BDa7xw/lYqD+0GLtgcJrKxxLUAKBAp19SVVdSA40eILVVZQ/FvOpH3w8sg4nYRqBepzged4JdbHZbJ5QF8vl8kBdrFQqg2Ebk1zM/RaZb05SeQLwOPYgWpZFr3cyyyqKIl599VV83z9zv+E0aA2f/BMxv/2PHZKh9SaJoKzAzwi1iAzIdWtLUVsRDtsqLblqcNag7goqgKWy0Ngbv9B29hTlpZjNrR4oRbFUQg+RdknSgQKTEg9FUqNMdUp+Yh8HDUWlcpx5mM8JXhl8G3aMYlsUGAVtWCmlDsJZ8E2eJcuw0+oNpldYQ4vg8JSeRk9xuSRsDN10oijC7/XIed6pJ9O93tkNKIehIm+RxowMwdFg1wx3xvQc7sapO3lcGPUsbESaZVfYPUc/YJJPG+sJGCILJ8fEWVa6v6OZi3F0nLnY1bCgLTpWbvD6Schr2LTH72tIGpb9tGu4Hz7ajaxmC7ezYx0KvIPisif0ImidUU0cjBJUikKxiKthZ8bfNAWaKIoeXEPYCmbkNGYE5FHd3H1ctYW7Q4T4+d+D7/pX4z/3QDlUx8rixpWE+r00aTRRFnYIL/ya4nP/SfGV7xb+z++N2XO6eJ6XurdlRF3MPsclFbMTWCmjHNPH3I9n8jwPETN4EAmDLqthlx2pDkK6h6V/WwmLRUknoMTHD5NFJRyMm7g0BosFQzkRthrZBJUYFu4q6jccQjsh11NYlmAMRDmwssgsXRWSfYXodOyge0V48b8JHps4m0l4XBXEadBaU6vVqNVqPPvsswRBMOhdfPDgAcBgXjSMd2j3jZbl8vs85/A9xDcJ4nuI0X1qtVq88sorFItFXnjhhQu36xcX4fk/kvDGfzh5sfsNxfJ6Qqt5+m+kqXA86AudUQzbmapjAYWnDbZR2DHgQ9BSmChVz9r3mzgFD9crjhXL2ofjsxGzLQNwdKBYXBIaExZnpSCXF/JFgRo0gN2+WjLmdHd7mpwFvamXgiLBwj/YB52nNJTiP8hmG8F2R7HgCQeRSnvJwpBCPj+xd2XHV1Qd4WhO9SkwsJwT/CHlMWdBXBU2phhS7oeKq57h/hmb8ROBplEULeic4Wuz0p+znMBTnnA/VFkPZjqCsB8IPg6Dm/pQ1MpR1MNq7dO2c5m66Iwd/5cvCrtTHMUC3ELzjJeO+DsvX9JOaugZxoZReDZcZX4CarJRgpZtk8/lQMG6Y7hp5vv7jsANUif/VQx7oR5rLrrqCPcuqFfSJX3o6KPSgD/73823vwpFp6oo+ho3C3xO1cX0YOpA8e3/AT71G5rf++4iv/sDmo7HiYkuSo6/f1bfSHZKXTz9WZXSOI7GcRwsEXJtjzA0aU9s1j9XdBX1kkVDOdwb09pwKRF2Z5ybnCPkc+nYy/hAoUNYvKWo31LYEbTLhnxbo20hNgqrIFit9LNZeSFsK7QCr2xQBeGln/CxPgB35MepB/G88DyPS5cucenSJYwxtFotGo0GGxsbAHz1q1890btoWRadTtqp/m6UmH/sx36Mf/pP/+nU1/i+f2H5qPPiA3A5zocPSom5TxD7/YZPPfUUH/rQh941R9iVT6fRNztvnVzsgk0Lx/YRORk6GvVSt/DOGCKTJGnvzEb/pmGDqoE2PqZ9xOJyiUqtQKcjJBHEocKMnILeocJ1IRyeZKLUSUNNS+E64HiClQPjCKFOw4uPEpXeHhLFSkk47E4/br0Yljxha0rJzWQW7Z4u8uFlb6AMTiKHkDXiJxB0u8TGUCgUp6pe/T6mk23r07E7pDwWHWhV0viMWdgINSvO+HM4DV0Di7ZgJbOSKVMsFoSbQ0rCnURxzYp56yhAa5WNy5pv2/2oFVyHYqlEqRdxEBp8Py3HDrui10vCzTknmdwSxTUvHQ05b4m2j8ve5IkpgcA7aK64KYlvTanrJ3FC1/dxHScd4aWgrIQ7Z5zGAtATuInGdeGaEvaDY1OOBTQvMIbnsiXcya4hZeDP/j8UxTEPleMgCo4WhFpDYSuF0RnxyxRCMWk52onghf9Fc/WGsL+u+caLwu2Pg7EZGKOvatgN+g8Jo+piZhY7+a8BrmlhV7l4HngelO0IIwEPI8VuM0apcOjaSiefLGrDbnPKuRFYqaQTVI4CzYcPDdbXLOp3FDr74oQFId9NCxmJKOycEHdVNr9aCAQsA6piEAde/As+uQ/IgI4PSol5XmitqVarVKtVLl26xJe//GWuXr3K/v4+r776Kn/5L/9lnn/+eb7927+dhYWFiWP4LgLPPffcxBaz9+OYPzEEcRR9MjZcQn2/0TepvP3229y9e5dv+ZZvYXV19V3f7sf+LwlHG5qgffwzEfB6Gl08fdds7ymW1oS9MX1+nabi0oqw2VaDucJhFFMoLrFn2+y1obgoNLL4Bq3A06lT2FXpjaPgCUoUCYJB4e/56IqHtjWxKPYFamXhdr8Hb8h1PIydpqJeEvZnGCz2Oor1ivBwDJlMR72lRe1cLpcqgzlhf4ZrUUTYOuyyYPn4xcW5rrFmmBK+jTOUmrd7irWC4W5O05nz5m9Iy58lK+1NPAsaseJKTticcUxLrvDQPUnsk8TwerfHdSviMLdw7lJZRxSVvMuyA21zHLUSRRHiN3ldueC6mbo4e9G8J4oVNw17ntfEk9fwUJ+ewT2KB5KpiWK4P0aJSvMEfbxcLiXAGcoO7D+CSTUUuCkK201Lz80IFrRwN7mYm0ieNCuzjz/8LxUf+vr8J/Teh4WlDYXNSPSQAjI1Uet0Ksu9pw31LcXCpuHZlxVBAd76nPDmC4rNZzJD2kBIH1YXj8niOHXRAdpdlY7EKxgCC3YjB3DI2ZBDBqXoXq+XPYhYOJEQmvzYG3IlZ4gt2N63WLmjuHpP4MDCGWrrSKy0FSTKvq9ap5UYy4C2BN8Dp6PQBYOy4HM/lo4d/aDgg1hinhf9/sNhdfEf/sN/yK/92q/xr/7Vv+Lg4IDPfvazfP/3fz/f//3ff66kkWn4G3/jb/BjP/ZjF/Z+j4onmiDCdMv6ew0Rod1uE4YhL7744nvmhnIL8Ik/HvN7/3zkOIQeC4WEg+7pckFvT1GoCN0xROFoV1FdSHjY6A3Cr4cXjLil8BwIklRp8xPwhxW8QFGrC1vZLNWWzhMnGnuIUew1Fas1YXuaQiiQBMwVC9NoKyqe0BxS1Xq9HmEYUigU6HS6iPR7ISWbsjJ+24kx+Fm5MMwtsZoTduaMwXjYTecI78zZJ1gvCDsFRWQ4U1+Zn6mBvUSNmzY2FQ9CxfXc5HF8ngXtgqI3tD/9SCDP9Wh4JZ6xhHuPkG/YNFCzIR+Bb2ksy8XzXEpFj26UEsZO0Dkxxm04c3EUO6KoOLAQCwdzGDhqnnB7TkI+UBM9oRsdj+kLw4ggmzNtD82ZXrMNd+csLc9CLHALRc5O559ftgwHsT6zm30Ua0Pq4TOvwR/5F2d4qLkqLD1IidwJM7WAkeM5vkopGqtCfcdiwMVFyHWFb/nf4Vv+d6FXT3jtc5ob3wbN1eN2i0ml6GwzIHCVGDxF4uk08udU6f3kCEBjDIthl0ZXEyedNPMxc0bnHIslJcRft1i/DZWd9L2SmmCNfperhqSp+3uCLhrUkU7JYR6ctkrH6OXh43+yx+r6BTWMvkd4EkrMkzD62bTWfPGLX+SLX/wiX/rSl/jRH/1RfvInf5Jf//Vf54d+6IcIw5A//If/MH/1r/5VvvM7v/N93PN3B48Hc3oX0P/SPy4Esd1u8/bbbyMivPjiixfebzgLi88I17/dcPd3T+aM+ZsWC9cMByPTUkwMhQS6YxrekySh+/AIK+/g5U7PxQxCWChML+t2jhSFQnpD7ZeeTr2mrch7gj+lVNoNFcuV2QaQxICTJWgYkSxmxFAsloZUqDT4uh0qVotmbPRL34Hreh5eZkZph4qcht6cN+V2NPv1ClisCW/pVD295GRTPc7AuRpxaqjYOIdp5V6ouOQK2yMkTymwKnIi7iVVYVMi1Deg3E5Sk8i9RzCJHBpYdAQTKQKBtaJwU1k4roXjOuRkeKZwD9+XLGLHwbbtU72PzczhvKan5y6uOvOTw2E8MArPgiuW4Z1WNHj4sIZC0hXQ0+pM0z/mwSXbcMvo9AQ5sKKEigh+os7kDIfUxPYg+5tiE/7cL+qB63YWuiVwfTVQ8AYPbkPk0NLpfgY5UIkadNSmyt9xpqKIUN5XfO5/hadeTtBodq4Je9cVe08r9q5A4nCsLipFxRaKtiAYdtvWyQfTfjl6Qu+ipTVFCpiCRoxgNxPyDw3Voy7F7TyVRjp/fLDcLRqs/ePrWyvBrwvW0FpqyhFy5KEtIbDB7iosWzALwlPfFfLMRx/PrMNpeNJKzMOI43jqHOZqtcoP//AP82f/7J/FGMPLL7/Mr//6rw9ivJ40vP/M6YIwSlL6T6iPg1Fle3ubr33ta6yurtJoNN5zctjHh74rYf+OorVzfKwEwTQs3AKMXuPdI8XqJWF7yFQSZbljrlfkqbrL1gRidnioWF2SNGdxDKIEqkA3MyXKGIYYxrCQS18zrVy521SsVYWtGf2IRz3FWiHmxn4PpVQ29i8rXKmTju7tjma1lI6xG+xPGBIEAbl8HmfooaMXw0ohdZjOAz+BlbzQm6LQ6arw9tBNbDNSXM2d3XyyEaY9ePfOSBKFdL5tZWSW70JVuJ2RQwGCXhr2XCgWUofoEG4nmqecR4uFaRjFsiuUDdwZuQhOzxQ2xFmsTq/XG0z9cJzjIOUA2FCKpyY4nC0FzUeY6RwAb/ghC2GLWmkBX588JlcdwzsXpB72UVVySpHcEcUOCiwo2LCKoEya7RfM+Gx1JdyT9Bj8mV9SVBvz7Yco2F8SFrKkA3WKHJLGXmUPnY1VobY7+drwFERKs3dNqOw6IELxG8JTb6RFZbEVR+tC51nYfQ72iopGQdEqKq7mFYEMZ5XKoB1ChnsXBewIvLbiww1B7lk81YBSQ+OGGnGglc9h9wRUP/NRiPIGZ99CZ2uGpYVuEfQQOYzzBrdloy1JqxECthaiBWH1czHf+u2PV4/8vHiSS8zT1NF+xE3/HqG15nOf+xyf+9znLmz7v/Irv8K/+Tf/hmazycrKCl/4whf4kR/5EarV6oVt4yx4YgjiOLzfRhUR4ebNm9y5c4dPfvKTFAoFdnd337f9sWz45A+m0TcmyUi1QBxAtSzsyOnw5/aWorqcRt8Mh187jkOzAcur6XSWcWgfKEpFoT2h1HjUUqwvGm5MmOUMcNBWXFkQNqa8BqDVURScLG9wAuI44dZWl3pJCJ3qcARjqqb6/qDkZFkWLV9RsNOZx36vRxLHFEbib/rY6SrWi2bmnNbB633FpYJhc2S8YC0n7BUUzTEKx/1Ac9kRNs5IuO6HijU3zdI7C3oGcrbCMakStFwRbkpf3SHNu0wSCsXC2GMCcNcorp5jn4exbxQrRYObqFOO4mForXE9F9dzETnuL+t20x7TYTPCLaV5Zozbez2XZh6eF37Xx4ihW18CrbgiwoPss3sKts44EnEeVKxUbZ2ErpCGiSvQLqwpoSDQjjlVbl9QMlAP/+C/U3zsv8x/3u49Jyw9TF/vABGk5DDLRUyVw/S1G88KC1szVH9R7F0WqjuZRKgUWikslRpcYoHqA4V1ZKh8RfERk65flkpV96AAvYLQK0K7pnB9sAOww/4/CjuEVl3It8EyCsmub9sSIqU4qgn5I8gSwFEq7TF0tYBJia9Whq6lMYFCS7qvRoMbGxQWSaKIikIuAL8ClY8kfOG7P7iK05NcYp6UgQhpFfDdzkD89//+35/4///T//Q/8bf+1t/if/wf/0e+7/u+713d9jg8mY8BGd7PqJsoinj55ZfZ3NzkhRdeYG1t7bGI3iktw4e/+3gf+spdd0+xvHD67isCqgVBr00UhhSLxRMKaG9fkXfH37WTBHJmelX0cF9TtIKpik3jUFHzpsseYQzlKVdzFEV0ux28XI6cV8HN1oB+uG+xWMR13UEYarvd5qjTww67dDodTJJMJId97PmasjO/9LTna8r28etXysLdghqEAY/DdqyoW2eTtwQ4iBXVM/4dwGEMdU9YLgg3s6cHI2men2QxNtOOiZCWXtfts2+7j6WicAONslIjxjxQSuE4Nvl8jnK5RKGQR6v0IafVatPpdPlGL2bFjtKZwMCCLdw6Jznsz2kVhEKhkD5wZP2Ba55Q0GnpunPB7WZr1tlibQzwUBQ3UWzZilwOruSENUewgFJW/b5yA/7oP53/fXcvC4sb2evl+J8+OdRD5HB/VajOIIcu0C5BrpVORHJ0avZIFIQoIjSi0l9ERQvH6Czk2EAYYYzB7QiVPYUVweW3FMv3FAvbivKBIt9Jo2jCfEoaXUAkVQKVFkKjOFoS8mMiuaRm0D0bS2tcRyPaJsqDjtNEhCQxmHwEoYURRVgS8iEc1QXnQwnf8yfmbFh+TPEkK4jTCGKn03nXCOKzzz7L3/27f5dXX32VZrNJq9XiN37jN/j85z/PwcEBP/iDP8hXvvKVd2Xb0/DEKIjjXKTvl4LYbrd55ZVXyOfzJ/oN+7OY329n9bVvS6NvOq+eLKX1NhXFJaEzpNYZY9jf7VKq9AhLiyfCryEL3pbJ4dbttmJtKXM9j4ERsCOLxJ4sgRgBHaXlv2ljr/Y7istVYWOk1DxsRrFtm24EKyVhY2inU0LhDM5VkiSEYcRWM6GsWrSdGnEc44wZ49VHbKAkgwraTMSSBV8rqFQNb86x6MYCEWfreYTUSJG3wDVMD1oe97cWqDwQpQadbreLpS3y+fxcTuU+KVm1ZZCpOS8u5YUbGbM4AjytuKSEzTNOChmXuRjHMd8IYhaTJmLlCIs2CWePsEgfKnwsS5PP50/9/p5JFdxEgxud/fhPghKI573YJuBI4Chzk1zOGdqiuBYIf+EXNXkD6PT7J6TncVzqU68AOjyuPrgKIpNeK0qBVsfkMMgBsTqlTCjSxAOV/bdoIS6DfaQImfwZd4cURqXSUXYJGiSd6HJYN+R3rSxm5/R9olcUSi2VrkOWEGalYL8seGNSHNpLQmVfpeVmpYhF0V0Qci2LdLNCUE3IHaYjEiM3wesqdpYV+UvCH/1TPT7o3Opx6et/NzBLQXy3jKU//dM/fepnf+SP/BG+8zu/k+/4ju/gd3/3d/nrf/2v85/+0396V7Y/CR/wS3U63g/Fbmdnh9/+7d9mZWWFz372syfUtmFn9fuNj//xBCsXn+j9EwNe77jfL4kTOu0OlmXhJkus1Ma/V/tIsVaezFYO9xQLhcl3sTB2WLSmj5dq9xRrudl3wr2mopYpmpIpXVEUUSyWTixq2y1Yy03eZxGI4wjXdVHFNWpuqkK22m06nQ5BEJCY039/GCjW8/Mzt1gUC8vmRJ7gLLQSqGRju86Cw1ix6MiZCMWCJ2x4incSxSUJ6Ha6OLZDvjAfOewjIZ2VvHwGFbNqC3etkxvp9xBem/JAMQv9zMVCIU+5XMYvV6naAUft9Mnd9/00UmdCBuYwTGLodrrYtjWWHPaRWPC2UhgXrruSzq9+RFy3DbsXFIotAgmK7UTx0i9pcluKHtADQgWRStU7MiWvr+q5WuhcNpR7aQ6jJlPlTYytBM/SOFpwVJo20FkXSgFYGpQG0Wk5NtHpNtIuCOHuVbCOpgec760L1e2RvlRJTS5aa5KChWNslE5HqBljUnUve0g/WBPyzZRUGtJYGgUYB0QpRsVqvyRUjtL10ZCSyl5ZyA0TyQqU2hYKC7HAsYTtVQjKPvWV/8xrr73M3bt3abfbc11fjyN+vyqI78eYPdd1+Tt/5+8A8Ju/+ZscHBy8p9t/os7y6NNhP3fwvUC/3/DVV1/l4x//OM8///zY/YHHgyB6Rah/ZuMUWQiaqSs4DEM63Q5ezktvfAqCPUVuAklr7WqqE0igANIFe0rbylHLYaUw/aa/e6RYnkG+jKSjrpSYtOQnQqlUOpGX11+Yj3xNccyDcBhG+H6XXC6XBRtrSrk8lWKBcql0XIrudGi324ORcn1sdTRLM0riCliuGh6U4K0o7S08C3YixZUZ2xiHzSiduzwPqq6wnU9NDVEc841uyNMe5HLeWczUA0TAgVIszkESbQW9XDo2bxSGdErKdefRHaBKQd212K3X8VeWeb7i4WpFFEa0W+nDQBiEmOT0tpI4odPt4Hru1AkH1xzDw+yIdYEbShG6cM015M+5ArvAzgUu309ZkpLDX4fP/B+Tz64BYtLzEgBvfRjcLU1ASvA0hp4YjKVJLIsACFAEwDvPCu5OqghGpA8No1eCBWyuQ21GCbpTgXxTnehf8TiuMIiCdlVwo6xvUWu0ZQ2c7Ye1iNJOjJaYXhbH1Ue7JjgnJ6KSOOlcam0gNik5jB1BB+m2BNCeoGNIMpXcFCO2Fy3UguZP/2nFH/zOT7O6usrR0RFf+cpX+NKXvsRbb73F3t7eY3FPmBe/X3sQ380S8zS8+OKLQHrcb9269Z5u+8nUiTPYtv2efPHiOOZrX/sarVaLF154YeKsRpVFODwui0HpagfVbNK5s3T8Q4HGrQCKRxQKiydUt+Fy8ujyLQYsP1UGxtxL6fUUy3Vhc4zTWGXv1mtpcl7qCp6EXkcPMhYn4bBrsMIdLKdGLnesdA27FyF1UtddocuxUtHr9YiiOI0nGVoojgLFpZLwwD9Zio6ThDhzzQ5P/PC1hasV4ZhjUfbSxvk3h27wO1HaW7h/htLp/VBxxTU8OGOUzL1Qs+4KD6eYVsqO0CikfXR993Y+n2fbtnnGOjmf9ywIBFpKsWBNzyOsF4VbM2joO6K57qSRNef9RinAcjMiquCu41J3IJ8I2zGDUnTQDU5kLooIvV6PXC43NZUgr2BTnT4/AXBTaRwHriPsD+UnzoPL/VibC4AtcJgo1u7CD/2/53/PvUvC4sPjc6RECBOD0taph+ODFZlJ+gDikuC11OkFZgjGgiAnFIaUOwUMC/qNS0Jpf0RdJFWPkyJ4iYuxBStJnckiBpSiuSQUjk4fg6giFI+y8OvsbSMPHD+dM21p6HpCLutZNMuGbceGkuH7vjtieUWAPJcvX+by5cskScLh4SGNRoMbN24QBAG1Wm0w3q1QeHzHqjzJMTezCOLy8vJ7vEecWF/e65a5J5ogvhcl5k6nw8svv0wul+PFF1/EzbLxxmFQ+nhMCKLWmuXP7kFrkU5DIUbo+ulA8kVriV7eGsxk7qNzoFi9ZNgZs4j2OoqVZWFzguP4YF+xsijsjP4+66MKI6jlhS2ZfIMIYljMT+5Bi6Iom1yxyPUFm51MCZhUztn3Fetl4UGXwVi3SfODt9qK5aKwOxRPY1vWIN4lMWmAcxiGbPcMi05AYFcyV3Q6NWKparhp6VPh1ZGkN5+z9hY+jDRLjrB3RsK2GysWbOFgTE9gwYZmUdERBurosEHnVqJ42jFjZ9jOA19AK0VFC80xJdJL+Wy+8xy4K4o1R+jEKZk9K664xz2OfewDylI8YwkPtUPc70uNE6I4wvfThwHLStOdxQhqwrzpRUdSB/EERMBNFLZzPBFl3DEZxrhYm0fBNUt40Fb8t383NW7MgyAHJGrQ5iAiWHFMYp3u0Y28tCQ7a48tDTsFKB5Nf93eulAZicfxyFzTwNGiUGycXEPsrLkxAJo5KLTAU4pYKaxMAeyUDfkjhclCKpVSaBTRmpA/0OlElwzdmpBrpaPzUNCsQuVQkYhCaoaNnCJxEz718QbXr5cYLdZZljUgg5CWLxuNBnt7e9y8eZN8Pj/4fa1We6wI2ZNeYp7UX9npdHjmmWfe4z2C119/ffDfV65ceU+3/UQRxHSm7/Fd4t0uMe/s7PC1r32Nq1ev8txzz831pekbVR4HWJaFqJhP/mDCl/+xotPx0VpTKBYwoaJWE3bHEI/Olqa8JLTGEMGjXcXiitCYYErpHikK+TQgu4/0GTw9b4dNxXp9/Fi8PhotxaWFk0RU4DiGp1DAsW26PchZgj/jEthuCio8BJWjUJg8P1gAP0jDkMcpmJbWWK6L56YxK904R9W02Ok4FKyIuO7wuhSYVJxpJanTNTRq7hxlI9BNFEXNYCbvPIgE4jFml7wFvVJqXvC73QFhHr3p30k015zjCJezoiNgaUUJTihnNVu4Pcf4vGFsiaJmZ1NSzhBwvWAJtycQOwHeQbHoQC4RdhKFZVtEcUpDCvk8RgxRnGUuWvpERBLAmj2dHA4jJnU860xR7MSpqjcOs2JtzoISsJEofui/V6zdm//YbV8WFjNFUERQSYIZQw4BdtaFhZ3Z7713VSjOUBn31iWdYjL0Mg0D8hbkwRoyzDhaSFCpMUjg4JJQbqRkdfg5PXFAix4YSATBwtAqxdi7FolJ0i0p6FUh11TYVmoa84tQbSoSA8mqYdNTqFzCYuUOH33eIY5zA3Gg/7+jKBQKFAoFrl69ShzHHBwc0Gg0+MY3vkEcxywsLAwI47R2hvcCT3qJeRJB7Ha774uy+4u/+IsAfOQjH+Hy5cvv6bafKII4inerxCwi3Lp1i1u3bvGJT3yCS5cuzf2372Vf5CxorTHG0NPb9J7aIrfzHHanNFh8uzuKxStC4+Dkoi0Cdhcs6+Qi20d0qMjloTdGjYjjdFJDd/iHI07Mw0NFpSw0p4Q7Hx4pygWhFabk0u+mmXzFYnGwePWiVMHxp9ykkySh2/Wp5FwqhcLUnD0AP4aV4mwXbd8Vre06z1USXjNCmMTEPf9EKdoecUVvR4qrnnD/DJmF3Wysnn8GYgnHhDQI0xK7Z0FcEfaTdDFUSlEoFscePQHuJ4ortrBxRmdyH02BmgUFSbP6HAV+7uyjAQEOBfKWYk2mT/DpQ5OaEWZtq0GmJuqEG0cBsRGKxcLgJu9mDwPJSOaiZ1vs5zTiumdKLDCkmYXKhuu2EMTQGPo8Z421mYUlJSz+b4oX/5f53/Pec8el5dSQYvAsTTTmStl4RljYnv3enctCfnN6abk7pu8Q0n7MiLQXsFMWik2VBlJLGpbdx9GyUN5L/96Rk+e+Wzk2m2iVlqJ920KLRV6nmYsiQuAYaKcENDSaxFV4IcQJdK8ZGkqj3YRcYYM/9EXFysoKSZJkBpnjxVJrPbiGRgmjbdssLy+zvLw8iE9qNBpsbW3x9ttvUygUWFxcZGlpiUql8p6reU96iXnSZ3u3XMz/8T/+R/7zf/7P/MW/+Bd5+umnBz8/Ojrip3/6p/nn//yfA/AzP/MzF77tWXiiCaJlWfR6vdkvPAPiOObrX/86zWaTz3/+81QqlTPv0+OiIGqt2d/f58GDB3z7H/oED94usXtbKIfgZyWccFORXxD8kYkpQUextCpsjwnJjkOoFIXehFJxq6m4tGTYbA8ZR4YYojFpHIhWJ5vHh5EYKBpoiqHT6YJSFEulQQxP2m4oNDqKS5XTgdTAYOKG5+UQx2E1J2zMGNkHsNNRrJcMD8e8Zx9KwVJZ2HQUPVvjikJLNvM1SZWnMAzp+T0sy8J27Gw8nOZ+oLjqjZ/0MQmNWHHFFR6cMQx7O0onrWxGClUWduLU+W3b9kylwgAborhkC5vnJImHGbk1saJcnF9xGwcf2FSK67Zwb8b+XPbmL2MbEb7WDagSsl4u0xjJSlRKpefPscmR3mSWozbvRDYmCLEsC8dOfz/vjVWAOxlRvGoLSZJOQbnIR8tlJXTvKf7bX5r/OttfFeqbfXKYuoE9PZ4cHiwLtTmUw245dSzP7Dv0hPzIemOrtJcYoHU5jaCJFCeIIUBQBLetBiMAh8vFR8tC/jB9vWOl6noimWu5pUiyAG60wsopnJ4QmYwwWhFerGhcBt+ysXSCdvb4Y9+bsL5+FTg2J/ZJYt9F3RcKpqmL6cSnEqVSievXrxNFEfv7+zQaDb7+9a8jItTr9YG6OK3F6aLwpJeYp/UgTvIXPAo6nQ4///M/z8///M9z+fJl1tfXiaKIN954gzAMUUrxMz/zM/zwD//whW97Fp4ogjj6pH7RCmKn0+GVV17Bdd2Z/YaT8DiEZUP6Rdjb26PT6fD5z3+earXK6krCfz6w2dhU1K4IhR709hSFGHrqdAZaa1tRXxP2x+WFHShWJxBIgMOGploTjvx0FvNoj2C7q1ibUWo+aBnsaAft1NJMvuznfXIopPecg7amkheaQ+QpCALCMCSfL2Sj2mC7pdLxehNG4A1jv6spu0JrTIl1sSgc5OCt/h7FinXveOSctjSe5eF5XnqjiGKiOCIIApTSOI7NvcRmOWfYi+dfiB+Eiqvu2dRHgM1YsVwzfD0waf+m5819bScC2yhWMxfsedAwimeKCbeV9UiZfpA6Y2+heNYx3J3QI7lkCe+MMY6MgzEpYdZaE1Vr7Ch4htQYNOlbvORoGvkqpezvU6NLRC8IBuP/+qXoWeKiAPeykXkftw09gWKsLiRw2wvgh39e4U0KMR1B5EKsFJ6AGIMgaKUHE5mGEbuQKDUzislokJLA/vQDMcg7HIGVZTU2lwV7TzHu0hedkcus7UUNkcNONSWH/a6GvqmsuSwUDxTKHH+0qG6wm5oEhdZpH6Jn2+x5QqAFlYQYp8tLn34Hz7t2ikgNq4bGmBP/jFMXx5Ewx3FYXV1ldXUVEaHVatFoNNjY2ODNN9+kVCoN1MVyufyu5O0+6SXmaTE370aJ+bOf/Sw/9VM/xZe//GVu3rzJa6+9hohw+fJlvuM7voO/8lf+Cp///OcvfLvz4IkiiKO4SDK2u7vLq6++ypUrV/jwhz987ieox4Eg9no9Xn75ZaIoYnFxcTDnUVvwB74n5jf+fzaHbcUhsHBVoANLFWF3zFSBeF/hFSAYk0fS2VOUq0JrDOESAauXKgCBGj+LeX9fsbQg7I1R9fpmlJxX5+qCQ6PXX8iPc/5U9q9E0oDoviLp+8fl6NHz2O4p8jYz+xYjk/ZvtTm+gdTyQlDglOkB4GGguO6ddv8qpXBcB8d10rGHSeqa7XR9ok6E4zrEdg7bPu0MHYcHoWLVEbbn7A30LJCy8LVeQqnZQCqLZ54VHgnsKcWSFvbOUf5cdoXXLIsyUDfC/hn6CCfhHUnnQD+MTpbdLcB35ivFJ4k5oaam+XdwE82yK9gJ7I0hxa59XL7sZy66rpNla6bn1/d9QLAse6AuTju/BVLXsw/gwIoSqiJ0E8Vuos6su15Twuf+sebqzfn/8uH1dJTe8XQUC4/xwd/bV+YrLe9eS93NU/MOL2d5h0NvZyuwEWIU3TwkXYU1YXMHK0I5I6AeDNpIIhesSOFYnEgb6NSEwoE68VqzKFiHmv7l7VeEpCw0jCb2BDs2GCfke764CXi8/vrrxHFMvV5naWmJpaWlE4r8KFkEzqUuVioVKpUKTz/9NGEY0mg0aDQafPWrX0UpNVAW6/X6mb/Xk/Ckl5jHEcR+qf/dUBCvXr3Kz/3cz134+14EnmiCeBGTVESE27dv88477/Dxj3+c9fX1R3q/95sgHh4e8sorr7C0tESpVGJ/f//E73MF+APfm/Cf/q1NEsNBR3EA1C1DqS60908uDHEIlZKww+mblEkgH04uFXd9xfKi0J2i2EUddSrWJgiCQeyK4zjEPcHRQjh8WEfe8qinWCnGvLOfxpWMM15A6pJe8gR/jpLpQU9xuWQ4TDS6PDuWZSNIlcSHk8ibOp4XTC5drAqJTyPw8X2w7KxUaTtjXdaQktXDRFHWQmsGWSvY0CsJm72QMIywFpZ52tE8OMflGQo0s4zDxhmUxIolbLkpYTsinZSyLsLDC+izuyOKdUdoxopedv1d8oSbc9CpOE7w/S6u66ZZmCPYRaEteEanynCfX1yzhXcmvL9S4Dg2jpMuu0liiOOIMArxe1mrwUBdPPk9W9bC7SHivCOKnUxZLFmwgoCBnUQRzVDtLIGV31FceiclSc4cY4Hvf2iUHKau/HGTjTaeno8c7lwWlrfU1MkynSrkj9Jxe1od5zDGACYtuXdLaeD1OByupKaUbFjMoGdaAFMRrNbJ7Uc5sAOFo9J+aQBVFuJm5lgmne98WEtNLZEnqMgQWSF/6o91eeaptIdMRGi32+zt7bG5ucmbb75JsVgckMVqtXqqB/FR1UXXdbl06RKXLl3CGEOz2aTRaHD37l3eeOMNKpXKQF2ctP7Ng9/PJeZ3a5LK44oniiCOC6Z+FDIWxzGvvfYah4eHfPu3f/tAaXsUvJ8EcWNjgzfeeIPnnnuO69evs7GxMbYfsr4ifNsXY377fz2+PPY7GscD56ohFyn8PYXJFtDOvmL1krAzRmH024rVadE3DUUtH7E3wfUchGmszcMkLUP3/B5xEp8wo/ihYqls2OgrKWPeKkkMd7d8FoqG0J1+Hvc6isuV0yP7RlErCF1PEXnz9eAJcBAqarZMdKgOw7IsfKvEh0vCvSCd7BLFMb1eVqp0hkqVQ38XmJT8OcJEslB2hMMC7HR7mZpaQGnNpoF1W3h4jp7CfnxNTQuHcxA8T0Evr06MaexPSnnKMtxNHv0m9FAUdRu8WMhZ8M4cN8UoShW+XC6H605WXQxwUylWXEEn0DGKrQnEfRwsS2NlrQbD4//SVgOVPQzYXHU0t6fMiG4D7YwBWRouKSFv4CiBozHn4bO3hO/4JxZ2DBtXQFvCtRuT9/twKS3vnpirDHgIwciX7XApnX88C50ylFuTyaGlQNmgcimJG32m8rJru3FZKDXGb8/PZjn3d7FvTNEKOpcEvTeiJKs0XzHfVoMytHLS8+pIWg7fXxO6eYUbQmwLKjSEdsQf/d4uzzx13I+ulKJcLlMul3n66aeJomgQY/Pqq6+mUWKLiywvL5/qHRxVF9MZ00mW1zifuqi1plarUavVePbZZ+n1egN18e7du9i2PVAXFxYW5h6d159I802C+PsDTxRBHMWjOIa73S4vv/wyruvy0ksvXVjz7/tBEEWEt956i42NDT796U+ztJQGY0/LZHzqOeFwz/DmV48XgigAp6fYMApdg5WcQBN6TUV3W6UK4xhSdbSnqC8J+xNIYtyxsfVkM9H+kWKlFnN7Lx1yXyqWTuTOiQh7TcWlmmFrrBklppf11uU8BxRjA6yHsddWVHPC0UhTk61hoSzs2wwUQy+Cii005yB9oUDeKFw1/0zeB6Hiek64H7qZa3aoVJm5Zu2sTGlbNkrBQaxYd4WNQJ3qc6t5wrYnNDo9BE6oCTGwYxRr1nxu4FF0JC2rVhifcdiHAvJF4cEYNt+flPKsZbhzASRxX6Bqg20LMqN8HYapcSlVp+dbHndQWBZ8zDW8fc79HS1FJ0mSqos9n412QDdXxLZT9XGa8pMAD/rmMBvqCuoiREmqLq7swQv/ICWH0FcPFW9/XFjdUlQbI+9nQ+BCoXOSHFqQzi0eQuxCZCvcGT2Nfbfx4r4aZBdaCrRKu4b7CuHWulDbPd0OYJGaTA5XhNKeGvtAaHQ66SSXfX/7xhRHw0FNcHZP/11zqV9aFgSFKGgW07zDdl04LClUATxfiC0gSsnhH/nDPT72/PTeNMdxWFtbY21tDRGh2Wyyu7vL3bt3ef3116lUKgN1cbh3cHC8R4wux6MD51MXc7ncIKTbGDMI6X7nnXfwff9USPeka6zfK/6k9iBO6q9MkgTf99+XSSrvJ55ognhek0r/KW99fZ3nn3/+Qp+W3muCGEURr776Kr7v88ILL5y4wGc5qr/18wmHDcXW/ePFotvMFMGuSg0kNtTWhaIB8aGj06kqJyCQNBWuB+EYvp4kmoKO036fsepfwuaDDoWyAneo8VpO9i62WppiLg1N7v8+CMM0GzGfx3Zs/AiWSsLmDCNKYsAe6lsseeAVhXsqK+0NITCQN2lMy6zyHqTKzpqbqnTzeg0eBIo1N50aMlyqlOz4xFFM0AvwjZ+Voh0eGJun8sK9obigek647xgOOj6WZVEYMz84EthHsaKFnXOUelsGqlpRFCaaKVaLs0u976B5KlMzH/UbU3DhLaV5llTtHVdV7fWCdG53oYA1bS7kGKxp4WWt8RQ8hWEn1iejnM4ApcC2LWzb4um8y43/P3t/HiVZepb3or9vDzHnPFVmzVNXD9XdNbSkboHcmpDQBDoyAmQ4lpGN7XUFvvYxyAtje/kPsRaTsTEHfPDhXlg22AvuASzQgGhJ3UiIRq2uubprHrMq5zHmiL33994/vtiREZERkZFZY1fVs1YhOjNixxc79/Ds932f59FJnKrQpYhtrfZcbIWFyt8SG7qL8KP/WdGVBVQlAhNzfCeXFekETI8Ju88o7Mp5en2XZnBcUChUzXXQYXUM4tQWob+D1vLkDmFkyqzBVYbUVmpi1dfMbK4ooJtszhHIJE2KSatDaKlm7hDAFgFLkY2CKq1+X65fSCyYVjbarCnbK9hlxfRWoYzC6RLIKXwEggDP8Xn/+0oceHL1CEI7KKXo6emhp6eHPXv2UCqVmJubY25ujqtXr2LbdpUsDgzUp1m1qi7WtqTD14XJXc2qi/39/fT397N3796qSff8/DyXL18mEolUP7u3t7fuGAvvXQ9iBTHcf83OqVwuB3BHZhDvZzxQBPFWs5hFhKtXr3Lx4kWefPLJO2JKeTcJYjab5ejRoySTSZ5//vlVQ8prpbooC975fT4v/bFDpqZ9nJ5VbNokTFUUyktFI2hxozDYrfGKitySqiOKXgn6ksJ0i9ZlsRBl6yZhskH1XE1GicYYTESYCyqkSlYLW7wAelghJYVikSBMAamZ6ZrLKka7m8f+1SLnKbb0B8zZlvGea1O5WfIVo9GKcXQHnGqqrNge1VztMI1EKp/RbddXKhW1aS7RappLaOFzpmCxydEsOQlGuiwuWZp0rkDEdYnGWt/YShucKQyxrKHfhnjAqoSTsbhwvsP5p6ui2OQIuUCR36Byd6uruVBRLV/CmGoPaGGyQn5FjHAr8P06j8NOEQUWKgqJkoILWLgO7ECYDTauOO5FuIYxb45EIlXPxbB6nM/nAVWtLNqO0/LQs3z4kd9URCYUq2r1lUPWxqSBTO4Wkh5opRm5VmknWhYacxy6rFS/FeYhamanMFIhh7V/2vCrh++d3mxEKQG0JP3ZHkguNT+PIhhiWkistrwJsTSyMncYilnK2lw3inEh1jDOUo6DmzcPXo4InlaUkkI+YWYgFQq7RwiyCksDysezNe99r8fBp269sxSNRldV9+bm5rh06RKnTp2ir6+vShhrq3utqoshcQzJ4npMuoMgqJp0nz17Fs/z6ky6W3k3PggI91c7gvioxfwAISRjIrLmQO6dmDdstaZyuYOp8FtEqLreunUrjz32WNPv34knYyQK3/shn5f+xMWvWXZmWtE/VN829nyYXLDoGhaWbRhwNbFAUUpDuaDILCiGR4SZhgt7uLbleUVX94rquVGMksnBWL9wI9d6vcs5xaZun0sLZQhTQJrMhS1nFcmokGsYbkpGIRYX8g5MimJG24xEZSXHqw0mS6YV3GlO8XjJYku08zSSooa41b5S2Zjm4vs+C36ZeG6KE24XWoxquh05DFEQsFD0WcLiBiqJCxqGbONxWKr8bDgiXGglN22BKVH02tAbCEvrVDgPWKuTWZaAZUux2xJueJAuFNBaSLSIWFwLI02EKZ4yanbHNkRxMVCk10kUk5apANYiNGAPH/ZMK9rMLQaFgnlYcFY8NQEQ+NB/V2w+3dpHUWCFtOUVN/o1OVvT71qM3Vi5YVqAhWBhWr8aWBwQ3BYWM7XIdYGbVUTbjFcENpRdIdHEJF9huhNzYxUC2ASFLiGxrKoJKhooVx5wlodNC7nue1vgR4RkQWErwQtMHvNSEnQlhi/oEvxsOIdYxgfe+54yh/bf/ttnbXXvscceI5/PV6uLFy9eJBqNVsliX19fHZlpV13s1KS7tnoZfv78/DwzMzNcuHChqsReXl6uE9o8CAj3UTOCmM/niUajt00J/lbBA00Qw9L8Wr5N+XyeY8eO4TgOL7zwQlPV4u3Cna4g1lZB11Jdd7qWnj544X0+f/0XzooXokCwqEh2C7mGdm12TpHqE6aKlYtHAnp7hW4lUKoQs4YbgIgxyDaqZyGXWy1GAZhfgL5uzWKp+YVJa834RJHuVIAf6WlZ9PM09GH8HbsSghUzVmzjoqj23yqYKyoGIp1V0m4UFWOxNkrlBsyWFQOuMN+hKKQ6W1hePVvYiJBMDA3YXC1bxPJ5ytEEvu+TyWRwbKc6u9jqASpXEZ70WNJU8LAWZrWx3dGeImELE5HO2+q1WBKIWYpRWan8rQUXKESakyIBLgjYuWX6A6HQ3bshVecWS9oKX3xlspbtClFMB3REcrdZwtUOXmfbNrZtG6GLCL7n4fu+8VxUphX9rm9EeP7lFZK+FnJJjac1PUUHrRQXnxDiRdh8ReEidSbUZkZRkVojj0AryHYJvYvtVdazm1uba0dFmB6mmoayCg44lRJjOZwP1qZ9nam0kBvfVxgQksvmmJzvg3RCKEfBKpt2czkukFFElRBYZQKtePf7PA49fXdunYlEgm3btrFt2zaCIGBhYYG5uTnOnDlDuVyus9GJ14yLrFVd7NRGJ5lMkkwm2bZtG77vMzExwaVLl3jjjTcIgqDOpPtO3jfvBkL7nmbXgWw223Y280HFA0UQmxllg6kOtiKIoWfU6Ogojz/++B1/IrqTBDEIAt544w3m5+c7qoKGUXudYPMOYf/bAk69trIffQ9iJSg2RO6JBrKKeGzFLmaprFiqXJ1TScHtF6ICdgDFrKZUMhesbBZsNUegE6t8Cqtm2kXjXeY1LD30l4tEInRHk2QUddF5toJkTHAjoB3IK0hFNZf9lUpLMwQCvq+IW6vbpc2wUFL0uaZqtBZ8AT+obLvDgJ2JSnv6+hpJK64FsS7NqWIZ3wsY6enBsh0yYm4YvudT9layhF3HbZr2kRHotRQpBdkNsLvpQLEtolmMNGlvrgNFTFLKNlu43sG+HYy2TmbR2ngc2tEoEouzWwk3/LWj92oRB2Y7rIYGyrS3VYUoFgKYb0EAI8D8BhJlLKVWWtFA4PvseV3zgf8hFERDZSat3U3Oc4TlZEB3duWhIZYxBOrKPiHmw+glqgbYEzuEgcm11zqxQ+ifUji0LsbPbBZ6p5uTPxvIJBSRHKt+71SmP6aH6xXNUQRfFKU4OPnV2w2GBXdZMT0qBErhaYUXF6yiwrWFYgQohuSwRBDYvOt9PoefvjdVM9u2V0Xwzc3NMT09zblz51ra6MDtMel2HIfe3l4cx+F7vud7qjY+ExMTnDt3rmrSPTAwQHd391uOTLVTMGez2YdOoAIPGEFsRHgxbEbIaittTzzxBFu2bLkra7pTBLFYLHLs2DEAXnjhhY4C3deaQWzEU4c1S/OK8UsrF49i1ngZTjaY9ZZL0BUxM1mNHojZgqIvIlyrKGyDiE2u14YuHz+9QMKy2TEUxQsUogUdgO8Lvm/IVKGkGOoVJiqVSwUEfgmvlKO/J0EiEUFZMJoIyClF2VKkgYVAMVsjcEGAgmIssXbFLxeYBI6SVqxVwPIE4oFppZU6IFTZAIZdYxnSaQjjeMliLNJ63V0RIRMXruWLiAjJVJKcUvQrY7qctywi0QiRaP1cWylnLFZqs6LBROL1W0aM0wlJroWrYDFmvltKG1uWjSLAZBXvcYQrbaqu21zN+RZpKWH+tuu6xGJRBFPl63cgroXpDiuUA876owFFVbKWbdiO8e6cbSCKmy3h0i2ahStgyw2HH/n/WEQtoQxVmxStdfXaaE4H81kaYXLEp3+peUW5K6coCVzZbaxxbB+TybzGUqc3m3i+SJvRiEwPJBdbb8tSkI/Xzx26yuxPT4z9TG3b2XgeKrQF5agQrRmFcSwoJYXpJJS6IKoVfgBeSrCLptpbdBR44CIEdhHxXN71vjJve+b+ID21EXw7duyoRvDNzs5y8uRJtNZVz8PBwcE1bXRCsrhWdTHsxjXa+JTL5WoE4IkTJ1BK1VUX3wqt2U4sbt5qpPdW8cATxGaELAgCTp8+zcLCAm9729vo7e29a2u6EwRxeXmZo0ePMjAwwFNPPdWxBYFt29WbRqcH/jveE5BZUizVXIwz84rRGtFKiFxGMTog3GyiGF5cVmwZ0NzMmwuPiDCbzhOJ9uBHoxQ9kHglys4WiNRc4BWULEV3r2bCs1jOm3Z0YqCHQu13L9sMd+mVfOIWX3GxoOiPCQtrtHnnyootceF6B+3jdAAjFaVyJxxixlNsbZK00gqCyebts1dXKoeSwlVbWMoVTJsokayuYUHDoGXsXkI3ksa5tpAsFouGXIZEcd5xGLZB9Irx9FqwlakYh3Y23RYMijB3iwTooih2OsINfzWp7reEy3ZzchhaA0WjUSLReoHBAqAsxW4ljAftldPb7Pat5bUgymQt48A2EbSGaa0Ypt4Qe6PoWoAf+Y8WydJKu3WFENaSRamSxOs7AobmHZodsC4rDzuRIiwPAIFi8UkhlYHhmwqryTGR64JY1nxuY1RniMA2ht2JFj3wCDBZEZ4oTGXcpzLHKJDvqbSPa9db8TwMrWvAiO5Kw8KNhCGAtg8RoUoO3ZKxtilX1mprQawiUnZ54T0+b3v2/iUHjRF86XSaubk5xsfHefPNN+nq6qqSxdrq3nptdHzfb2nS3WjjMzc3x/Xr1zlz5gxdXV1Vwnq/Eq17EbN3v+OBJoiwOk2lUChw7NgxbNvmne98512fm7jdBHFiYoI33niDPXv2sGPHjnWdeOGJHgRBx0apjgvf+/0+L/2xS6mmX5iZUgxuEuYaSOLSvGJsWJho4oG4OG8x3K+5vmiaTqEYBYwdTqosFNTqtp9fuagXMgodLKIlYtrRTb77XNZiOCnMtCFevoD2FDGLNYnPREGxNaEZX6O9CzBdXp9o5UZJsS22dus4RFkgJvWVyuFuzVkN+Vwex3aIxVdXkue0yU7WQfO5tNrKYbUVXS5TLBTJ2zabbMFxYvhrPIhYCvoSwrUawpEGSkqxWQk3bzEt5YooNldMx8O/m4uZiWvWKvbKHoU1PA4FY3496AgRTVObnyQwuQExSytcVwps2GoJXQgLun26yFqIFOFHf03RvdhaKVzbatZac2NbwMCsRYA2ljZtWtGFFIgoXA8cz3gZXt8OflzoqpBFJZW5w25jNxNFqkS1Ee3mDhWwOCT0zpu85LLUV+UD12Q+uzU/i2A8D9ODQnxRkRkQdI+QDUyOcikmOEVTZdQB+AkhWjKzkaIgcAW7pFBWGQkc3vVBn+f238If5C6j1kZn9+7dlEqlqkn39evXsSyrShYbI/jWMukuFMxDp+d5bWcXm33+/Pw8169fx7btugjATu89dxprtZgfNgUzPGAEsZVSNyRk4bzhpk2beOKJJ+6JAmu9bd1WEBHOnz/P+Pg4Bw4cYGhoaN3bqH1qXA9S3fA9H/B5+YtOnZVNadaIU7IN2cnLs4qBAWG+4eciMD9RwHYKQASncqGSyi8zRcVwV/M2qtaabKFAzHYY6k+Qb0E2tECxqEhGTJu4FXI+DERNe3GtAs503mI4Jsx0ICy5UVRsiXWuVJ4qWgxHOts2mErlpogRucR7hDc9bWyBIqsrZHXfIVCM2saGpd3cndXYivZ8ZnyfruV5Cm4M5UaNxUqTC+tQQrjcLM4QY+a8y9Jc0bd2Dt4URb8FUS0si2Io2jzysFQqUy6XSCQSOB14HM6hsCzYrUyiS+0Z0uPUk97bhYgFp7FwLBjFpKEsaFheR0VRafj4f1GMXFdEVL2gpBm01kyPavoXXUxHXhCpJGaIIYtRBF9ZgMKPQC4J8YY5AdvHxNYB1ypkUTvC0E3LzB22WMdMG3IIoFKmPeyr+nniEMsD9X6HCijbkB4QMt1Ar2F9XuX8K/YIbsXeytVQigoRf4WQ+zHBKYFSRZSyePFDAQcff+uQw2aIRqOMjY0xNjbW1Eant7e3ShhrTfMbq4tzc3NcvnyZPXv2AHQ8u9j4+cvLy1XPxTfeeIOenp6q7+K9FIK0y5jO5XKPZhAfBCilVsQMmIPb8zyuXr3KhQsXePzxx9m6des9W99Gzbtr4XkeJ0+eJJfL8fzzz2/4yaa2grheDG8WDr4z4Ohfr9xsdQDRPLiusbypQsBfViRTQq7S7hUt5PN5BGEw1cvNQhoqCQaIcThUwEJWsaVHc6O4cuL6FVd713VxolG6EUqqeS4sQNGHXlsoKtXyNQDzJcXWxNotZI2J90s5kO2AW88UFYMRYa4DYUUAFHxFyups2wAlCwZ7NSeLAcVSkVgs1tHMz2Sg2GwL02uQxBBKGYscN+LiJ+Js9YtMeJp8oQA1rWjHcdicggttLvSijBH2bku4couVxAUgYSn22gGn1GryVywU8XyfRKLeD3MtaOCCshhyBDuAOVG33FpuhUFW5hl9YDwMD7ZgCKFXjCH7lG6vAn///1Q8dsyIQRqTThqhtWZpQJMo1vonmnZweJNWovG0QkSjFcwOQNey1dYT1PZhsQuSCxaz/bAUFYoOOD7E89C9oIiUINMrZu6wBg4rmcvahsUYxNLNP2dh1FjaLA8KhQR4Tui7qfAjiqgveLKyvwp9glvxQIxi7G1sUdVUJS8pRIsgUkZFFO/9fs0zu97a5LARjTY6hUKhaqNz6dKlqkl2WF0MyeH8/DwnT57k8ccfrxK9jZp09/X10dfXx549eygUCqtMumsjAO9mYku7Tlo+n39UQXwQYds2165do1Ao3PV5w2a41QpiLpfj6NGjxONxXnjhhVsa/g1P4I2u57GnjWjl8pmVi0Apr+jvE6aVqlMF+x4kylC2oORpcvlcJckjQcmDbq+Er0GpFXIY3rXmli029QpTBVU1gI7GYkQq330prxjrFsbbGLEtlRRjSWF8jcrcZF6xNbl2C7mgTYRZgbVTPgKMF1tcdSbwyGvj31dkjeqeMsbkF7Eo5sv0ZRdJ9w2t66J6M1BstYWb/trim0bMOjF2V3wcfW38+MrlMrH8LCes3hU/vjak7BKK7ZaxrtlYKKZByhbecG12ieaqrpg6ixkp0VpXFPEbI3azFZuax0Qzfge6Dhbmb9nq+8+imFWADQkbNiFYlZnF2pGIQ9+Ad3xVVbfZbn9qrSkkBbEdnDa2rBFlUbbMqTi9TdM1R1uhC8DSUGXuTxki5hUV4VWqaEFxAEopoRSDOIKrAG2M7iUwRNLxIOgWgpIi2yUEtiGM2jLk0YuC9hVLcQxZFYiUTftZdQlOUdUR5GKv4FZymR1AKj6JUjl5/aQQK0Lge1gp+L4PCk9tf7DIYTPE43G2bt1aZ5I9NzfH2bNnqzY68Xicmzdv8uSTTzI6OgrcPpPueDzOli1b2LJlC0EQVCMAz58/T7lcrlY3BwYG6mx87gTaVRAfqZgfQBQKBTKZDK7rdqzsvdNYj3l3I+bm5jh+/Dhbtmxh3759t6UU34lZdjscfldAelExN7WyluyiYnREmGxILMjnFN2JIleyZaLRqJn/VIAIJS/J1qjHZNml4X5jtplWOGTJFIV4IlFJDlnBbFqxtUcYb2KwG2I6p9jWJVxfw9F3Jm8xGBfm1qgkLnjG83At0gkVFbRrWn6d7O15X7E52rqa2RsVcnG4IBaFQoEgCMj2DbM3ApfXyffHA8V2R7jur91eb8T1QLHdFa57NnbUZndvhDMqYaLhPM/48VWi4dwwGq7hM66h2GQJWa02FE/XpWDBNbNwF5TFkC1YvuZa3kxYJpO33rbSwLxrzKB3aeGGbh7XtxHsVMKFDlvWeSoZ4BbYlVZ0QkP3CfjQfzPnxFrqea01gQO5PovkcuvXRVgxtJ7aLnTPGaZodmVNK1pLlSjmesApWCgq7gIN67CVUUDnuyGSNnN/jbY3vgXBVkEvWFSZZejKDXgJCHxjkRXuNiXmn+4TgoY56FKXYGdV9bWuErIOWJU/YJAUIgXwAx+7V/P9H4THNz/45LARtSbZ+/btI5fLce3aNcbHxwG4cuUKmUyGwcFBent729rorGXS3YyI1c4m1kYAzs7OcuHCBeLxePX3jZ9/O7CWivkRQXwAELaYFxYWOH78OJFIhLGxsfuCHMLKE9d6CKKIcO3aNS5cuHDbIwDX44XYDLYN3/NBn7/8fxwKNUKU9LRieNNKaooA5XKZdLrM9jGbRamIg8T8TlmKGzdKpHqzZKwuExtW2ZwIpLMFHHz6+rrwaX4Sz6XNzOJMGwI4nVVsSglTbV6jBcolRdKB3Bq7ZrKo2NahsnnOM/OInbwW4GZJsb1B2WwpGOwSLlsKXwv5Qh6E6uzQFR92OcLldcbjXQsUOxzh6gZi9a4Fip2u4DvCOdvCAiIRl0jERcT48Xm+b1rRUNeKDv/GUyh6LejXYrKDO4QLWFEhW/OeaQ2FYoHtXonlnoF1V0abYbu9YptzzlIkLNhZieu7FW/HIdZvlRMiAG6gGJqAv/t/WjgCTsWg0FUKLSsRdwaVyo5SzG5X9LSb/at539xmoWtWNRD7+la0iFCMacoiRMuCVooYJo0kYoFUquG+wNwoJBdaPyiVBgW7heVN4IJvU1f1VEAMYakPnMaozoRgVey0FMYbMRsBq/IgqRKCXQDfD3AGfT72QYvdmzZ+PXxQoJSiUCgwNTXF008/zcDAQNWk+9SpU2it60y6a8Wed8qkO4wAPHPmDL7vVyMAGz9/o1iLIIbV04cJDxxBDMnU+fPn2bdvH+l0um4m8V4jPADblbNrobXmjTfeYG5u7o60yG+HqjqegO/9/oCv/y8HXbOp/Iyid0BYzCuKhYKZA0smKWdthoeEmZwyecoCqWSKQAd4eQfLXSZTiBgSYduUPQ9LKdxED/0OTPnNPa1FoJhXdMWETIuqnghk84ruaH2mcSMKAfTZps271t6ZLCg2xYWpDojfzWJFqdxhBvPNkmI0Ikz6iu6IUE7ABVHoQJPPF7Bti3iivvVyxVfsdDRXgvU9YV8NFDtt4coGSKLnCp6jsKVeOasUOK5Ja0Hqo+EKtdFwrsuSpYhZijERJjosZTaaYQeBMcB2HIfZgRQjCEpzS7Y6Y5ZwseFczQPnLWNwvlM004G17uqnBdCmtdwJksvwY79iES2Y7djUKNMrpMgClAgS+DjKYm6vYmjKVIs1zWd3o5gq5NKgEE3XkzVVGY9UNf+0qyj1WvRkQGxAazyBQASvshClYH6zIYetkO8xWcnNzjmxoJASIvmVNrpTYbKLPZgWcg2CqLFksgRcyxwHuRhYFdstJy6Uy6B1gDPi8799v8X2wUfkEGBmZoZTp06xf/9+RkZGAOpsdDKZDHNzc9y8ebNqY9PMRgdun0l3rUl4Nptlfn6eqakpzp8/TzKZrDPp3kh1MQiCliNb+Xz+UQXxQcDp06eZmZnhueeeo6+vr/q0cb+gliCuNT9YKpU4duwYInLHWuS3WkEMMTAsvP3dAX/79ZUnMNEgy4IXpAkCm1RNMkpxQdHVpUmXVPVG5tg22DZdkShRW5MpmhYlgLJtymWP+bTD5j7hRouovbIP3b6J0GtlylsOoNtXuFbr1wAslo2J9vgaxE+ATEnR43QWRzdZtBiJCtMdtKYFyPiKrSnNWdvClxWj50jEbfnkfM232O4I19ZJ9q4Eip32+sjllrhwtjJnuMUyNi1Nq2oKbMfGdmyiRKsWOmE0nG1ZlByHguOwy1FcW0PhvC1Sb4bt+wGFQp5IRcGtgBmMPcouMWKY9T4qJoF5u3W1qwCcVxYRB3aKMBMo2kSF12E9reVmcMrwqV9T9M6a/47AKtsiAXwRRGuU7TC5C3omFXWTGMoklVjVf8YnU/cYqx8bQ87CLq9A3f4QYHbEqIlLle1FLHMdsISK6EyYHQhIzFpoqzK72PDdSwmIBfWpTLXI9gnRrDLJKaz4IJa7VuYLQ2gHfAcinlmPFmWqiaGCOSoUfMFXAe7WgB95r7C5//4pJNxLhOTw6aefZnh4eNXvlVJ0d3fT3d3Nrl27KJfLVaHL9evXUUpVyWKjSfatmHTXfn5o0l1rEj4/P8+pU6cQkTqT7lqT8HYIgqDlPTY0yn7Y8MARxKGhIXbv3l39QzuOQ6nUaQrpnUenwpDl5WWOHTtGX18f+/fvv2NqrttluwOw4zFNvgzn37AoLigCrcnM50mlBK8richKu9n3hVgBIu7qyLxSWZF0PRa8MrFoDMd1V5I+SiXyBYu+bp8lK9V0v6SLipGu9tYy6TIMJ4w4o909eiqv2JZce26xpCEmJt2hHekEc3PNeYqUvbZSeTAhLEQUN5VF3ILFsokTjEZjRCKtHzAEGPcV25zOYulqcSWw2LlGUkmIzXFdJYdg7GuGLCGqYXkN8rPKQsc31cVsPs9JpdipPaZjXXWt6BBbHOF8zY3D88x+icVW75cAo6jeZAtBwLpa2F2OcL2D15eB80rhOIaMzgWKTJvXD9HcjqdTKA0f/23Flgsr1bSmVbeQHFoWs1uhe1Wr2CCoeX8ERT4K6bgilmPNmdmZLUL33MpGY1Cdz1TK/J9MP6QKLthSL2KoeC4GEYWOCjrbfJ9khoSujCJoPL+SYjIza94mFnhxIVY2c6IWoOKCyiksBZYDOYRiJCA6ovn77xZGetb4kg8JpqenOX36dEty2AzhGFetjc3c3BxXrlzh9OnTVRuboaGhtjY6a5l0t6ouNpqEh9XNGzducObMGbq7u6tksaurq+Vo1yMfxNV44Aji6Oho3YFl2/Z9VUGEtdu6k5OTnD59mt27d7Nz58476gt1qyKVRjy5X5P2FBcvlilMLeO63bgqxUBcmAh7cBUbm2JRMRATpmqqbgKUS2XSGY+dIy5zmKe/xpm2bN5CWQtkVHxFAOGs2HXMZRTbeoTrbUQrs3nFtq61jamncoqRhDC9RiVx2VOMRNcmnVBRQVutVdC9UdNOvqSVmdMUiBXy6FKJeKqrI3NZASYCxWZr/abU1Ta133rfbE4I55pcsGfF5DaPiDDdIQkyaS6OMbCOxQiCgBu+y2BmgRk7iuW6OI6L4zgMO3DNWdluuVymWCoRT8Rx2+yXKRSO3Xk1cactnFvnueezQhR3irAYrCbKNoBqbWLdCd7z/yj2v7qyXZcm1cMacpgehGhWVTOUWyGGqb4vDAmppbW/++zmenJo7HXqX5PvAqscfnbFgFtRHS/RSlhK+vSmFVpZlevdCvH1hzWxZWvV93PjQrHc5Dv1Ck62IiIScBJCOW8qyaIgGwnIxAK6+oWffLdmsGvNr/lQYGpqijfeeINnnnlmQ766UG9js3fv3qqNzezsbNXGppmNTvjeVibdndroNKtuhjY64+PjKKXqTLprq5trzSB2dT18B8oDRxAbcTt8B283WhFEEeHChQtcv36dZ599tuMnuFvB7awghhgbuMKZMz6lrl309TvYOSE9q9g0oqtxfKryf9LLirFBYSKvzAxhsYAfBCQTSfJ5i7EBzURh5SJQO9MWc2JELJ9sWVdj4eyK+MF1HGbSitFuYbINSZzKWIx1CRNtKoQC5IpmBrDd3CLAdEmxPa651sGM4YKvGIvWq6CTjuCm4Fo4IFb5/GKhSNbXbE6lKLpOx3nIgcCsVozZmon1ziT6Ftvt1W1qBWxKtidPWaCsFNsQrq93/q+mFZ2NDbMz8Jkr+WQ9D8lluJGwKUkMx3HwPB/P80gmEh1V2X1MNXHMNjnIiy0I7CYlXLiFtJTwc6wKUczUfNYOpbnAxhWYz34L/s7/Wllb09ZyhRxalkUxpQgsiK6hprEx5M4oltf+7gubhNR8/essqa84lqNGVOI2+WxVmS1Jb4LBRacScSeIaCwRbEux1K+ILK/eV1ZEKIjCqrl02Qq8/noVcyQmlIpGKONryKUCluMBg33CP3lR0/vwjZU1xeTkJGfOnOHZZ59lcHDwtm230cYmtNE5d+4cpVKJvr6+KmGsjbJbq7pYa6MTEsVWEYCjo6OMjo7WmXRfvXqVN998k56eniph9H3/UdReAx54gvhWqSD6vs+JEydu2fz6dqxlo9Bac/bsWaampvjB7z/IibM256+Yi3X/mKacFfqSsJivv6kszSmG+n2uzpvGVG1s3vKCxUCvMN+E5BV9xUDCQSxFEDUzbZ7vV70SbdsmKFukehyyuvWhvpRT9MfbZzGXNPQEnbWQbxYsNseFmx2IViZKim0xYTJQ9HYZwUWtaEAE8oU8ooVkMknaUgxhPNw6tVnxBOYDi01WfbV2LQjGAmebvdKmthUMJKStCXaIMnAdxS4lXL4Fkci07dCfcOgTQbsxxoOAwPMplUxJ2nEdtAiWtPVvrsMECrdSTbzcsE9iQNrpzI5oLWjgUoUo7hDB0cLlWyCH28/AD/zfNfYirK5Eipjqi2VbBI5iubezaqADXNsppg29BjK9QjSzer/VHpPaNlF78Uzr7S1sErqXFIERVxO1zH73RFhOaaycEEhQE/8H2IogAlalI6EwIpTlHnBqBDWuK5Q8RQQzxpLp8UknNCO9wj99UdN9Z2313jKYmJjg7NmzPPvsswwMDNyxz6m10RExQQlzc3PMzs5y/vx54vF49fd9fX0d2+hs1KS7WCxWq4tXrlxBRJicnKy+LuzSiMgdrSB++ctf5td+7dc4evQopVKJffv28RM/8RN89rOfvSdpb7V44AhiYzv2dmcf3w40rimfz3P06FGi0egtm1+vF7dLpOJ5HsePH6dUKvH888+TSCR48YUAz4cr44r5jDlpByOapA25mptGEGhmrhdI9Wq021N3kxeBIKtIxk0cXiOW86ZKeKNkLgjRSIRoxMy0eb5PyffxZ5YpxRzEja148dXA1yBlRcyBYptdsewphkPit8Y9dKGo6IsIi2tUHGM2eFGhyxUuNogydCVtRlmqzstvNjBZyrOiVnnItUJZYFmb+cDZdZBEjTHT3mIbctnTIj6v3fsvothjbUwkEmIR2BYRPKVwlGuU7ZZFNBolCAJKxSIFXZ/mspYxtvFNNN8tX9MKHnA2bj3TChq4oRQpV5ESGBChpIVJsTomor1T8JH/r8KuOQ8aW8vmXBZzY1GK6a3S1s4mRAzhxmbonln72C4mTBZzbfXOxOmt/LdgMpQTbYjp0ohJUnEBLGOBExJML6FQ2EalrGrj/4Qg7mHnIhViCBpFugucGq9DyzJZ0K5AyYbFQZ+ipRnpg//Xi5rU/eF6ds9xt8hhI2ptbLZv347v+1UbnTfeeAPf96sWNuu10enUpDsWi7F582Y2b95MEAS8+uqr2LbNxYsXKRaLvPTSSySTST72sY/dMR/EX/zFX+Tnfu7nANi1axepVIoTJ07wz/7ZP+NrX/saf/qnf3pPSaKS+8kD5jYgtNEIMTc3x5kzZ3jXu951D1dVj+985zts3bqVsbGxaj702NgY+/btu+sHw6lTp4jH49V8zY0gTHdJJBI8++yzdU9enhfw0rdcbkytkLJYFKwejashPRmQyxaJRKN0dbkUY4piEyKYShh/vFa14IFe4Wah+c1IgJRT5IYn+BViHraha2f5BuKyZpQZwGhy7blFgJRdSY5ossGemGDFYFzMDKIFDLsrs4K1di2xeKzpPXvUFiZlbRueWiQURJWwsM6KXtKCgbjmTbXx43ObEmY2aDC9NSKct4zHac/CPGk3ipXsWvHKBHSgq2ImM09kVecWLdtqy3uiwFbRiFKcv4XWcjvsVKvJdVyM2XWYjFJo8d6+KfjYf7GI5aHYJWy7pEh4DRW7mioKwI3dQt/U2t/FxqSfqIKxhGkH3zHVw1iDmCQi9XY9c2PS1s6mOCBE82ALlBvOOd+FYrx5W1r3a2RRodAo0fhYlJNgBRaWrBDESELj5y0yvcJyMkACzaZ++Ol3B8Q6E7U+8Lh58ybnzp3jwIED9Pf33+vlVFErNJmbmyOdTpNKpapksaenp+VcfmN1sZbetBO6APz1X/81zzzzDN3d3eTzeX7nd36HL3zhCxw7doxEIsEP/MAP8OM//uO8+OKLt8VR5NVXX+V7vud7UErx+7//+3zqU58C4MSJE3zwgx9kenqaX/mVX+FnfuZnbvmzNooHniAuLi5y/Phx3vOe99zDVdXj9ddfZ3h4GBHh/PnzPPHEE2zZsuWerOXNN9/Etm327du3ofeHBHfz5s3VdBczR1RrX2Dx1W9GmJxZOTHjMWFWiuSKZcZ6XBI6Tn5ZkeoS5rQx+W1EX69ws8WsoAJSPcJssfVNabgiWgmCAK9CJETrurnF0S46MrIeSggTnbwuKkxVEkoUMJA0Rr3TTap4NjDgCuPlgHyhQLTGrqUVtjjCuF5fOzRlga2EpQ4riX2OkIsploCdSnNJNk4SR5RQ0IrsOt6zPaI5W6l05/N5bNthKB5lWJsUlmbQFcsM3/PxA9+IYCp/51oxUy02KUHbEGmz3Y1iF8KlNYinBYyJkNSwqFfU1n2T8LH/yyJes9OCqEkEGamMcDSSw4mdQs/02tVAAN0tZCyFu0Y5WoC5USHVkJ8co16YMj8qJBbqP9tWYFdCNLPdgh8oIj6g6z1NtQXZHiGaW73w4qAQWzQ2N17FYN+LCD6C5YdJ7gon5VMSl+Vu8KI+OoDRAfjpv+MTvXvNmfsaN27c4Pz58/cdOWyGUGgyNzfH/Pw8QF11sVXHLTwnasliSHeaVRf/6q/+iueee25VpXB+fp6nn36aH/zBH+Sb3/wm8/PzvO997+PDH/4wH/7wh9m2bduGvtdHPvIRvvzlL/OP//E/5rd/+7frfvc//sf/4Md+7McYGBhgcnLyrnYVa/HAEUStNZ63cqXLZDJ85zvf4f3vf/89XFU9wlmDQqHAwYMH6evru2drOXv2LCLCE088se73jo+Pc/bs2TqC22qI2PPgK69EmJkPxShFlMohAz0EylTxuqJCtwVOABNNbhAAfQOtK4URG3RcyLYhbgM9ws2aecZwbnGl6mQzlAqYt5LYbTKEXQuiHbSQAbYkNPm4YkopMmucbVIuQ36ZUndvxxeFrY5wbZ3t2x7LzK6ttZ7RqHDdVXVtzN1KjLp6gxyqW0FcC7MdbGC7K5y1VUvvx92Yqm87/YUIBIFJc/E9H0FwbCN0chwHSym6gZIDYWFsRISkwNVbmJ0M0Y+QtdQqIclaGBDYcVN4x29ZWNn6v28UUz0spISu+YD+uZXKyNyYEEuvrVgGsGPCbLexs2kLgZmtQleDeMXB7N/wo5aGzGyipVbml3xW5iTLMShHwC1BVExbuRbLg2btjcj3Cd1pCNTKjG7ggBcBu3K5txBIecw7FjlHYUfL+NphU5/HP3+PEHXv7TzX/YLx8XEuXLhwz+89G4HWmnQ6XZ1dzOVyVRudwcFBUqlU2+pi7b9a6qOU4lvf+hbvfOc7V1UHFxcX2b59OwsLC/T29vLGG2/w5S9/mS9/+cs8+eST/NZv/da6v0c6nWZoaIhyucx3vvMd3v72t9f93vM8BgcHSafTfPWrX+UDH/jAuj/jduCBm0FsxK1kH98JlEollpaWUErxwgsv3PEA8rVgWRbl8vqaflprzp07x8TEBIcPH64+gdbaEoTbDuG68MEXy3zxaw43JkuICIlEP10K5pW5UWRKxjvOUjAyrClpKGUtyjV3/8UFxXCfMNOkUlgOoMuHkrXaWzHEUkbRnxIWKpXIZnOLCzmwmCPrJKotSsepn1v0NER9RdRqnnubigjxOGQseFNbbLWNkrUdisUSnufR29VHX9RmvsOy4LhvYvKuBJ2TtmUNfRYkFeRaEIktceGcvZp4XhLFDsvkEXdglbgKaYGSUmxBuNGGgG11zOf7fuj9GF1lensJRbcFW7Uw3uLLK7US7yexlVa0Vy5TLBSJWgovoli24tiWyRuerlixDInQXSGKG3mStjHCpg05sU7As79lQw5jPk3lz1uZ1RMgkhZKrsXVpxSbr0IpLrj5zsihsmBmAOJLa7+2GTkE0yL2MNVPr09IFhRa1fsqhggcKCaN2XUMwWv42y8PCbHl1Z+hu4XuPJSNNw5g7GrKccGpXAdcBaUBmLMjBApcp0hJuwx153g++h2+/S2P/v5+hoaGbls021sR169f59KlSxw6dOi2p3LdDViWRW9vL729vVWhSdiKvnLlCo7j1Nno1I4QtTPpTqfT1Z97lfnmsLqYy5mnp5B87t+/n/379/O5z31uwyltx44do1wuE4vFOHTo0Krfu67L2972Nr7+9a/zne985xFBvFNwHKd6INwps+lOkU6nOXr0qPFyGx6+5+QQ1u+D6HkeJ06coFgs8sILL1Sl/7UnW3hyNcL3cgwkT7MYfwZRvSgFuSwMdQszNepdLTC5aNHXr5mJQk+XkLJBlSC3pCguK7pSQqZJpTBTNHnMrVrRgQYpKuKuidOrhVKKiOuC6xKz47iqTKYsFFpkCGd9GIyZGDwU9MYFJwoLSq34DlZ27fWSYmfECDUaIQKFQgGtA5LJBIFlUfZN1N9ihxWs674yGczrEKAsahi0BE397JujoD8hnG3zQHVVFKOWkJbOk0NqUcLkCO+0NFeaJKZstoWLjqJcUaTH4/GW3o9pIG0p9lQi+tqRMQXYtoVtR4hGI2gtDPt5LikLP5fDslT1ocC2bWaVYlaZal6fCFdlfe38naozxXcjBm7Cx3/TIlrZuRqzz0IPRTFlUVylcCyL+JJifodQisPgNUF5axPapa1CvAM7m/lRk8WslHl4U1SSj0QQpbCBXAJKonBbPQQpSA8Y0YpRFdd/bnpQiC2tPOAoKqQvISgPyg1PIoVuQ4QdBbk+YakbigUFFii7REm7PLY54J+8EMFS30s2m20aDTc0NNTWPPlBwrVr17h8+TKHDh2ip+fBcAaPxWJVGx2tddVG58KFCxQKBfr6+hgaGmJgYKCudVwrdEmn01Xf4WjFDaNWRJrJZIjFYk35w0aPmwsXLgCwbdu2lte1Xbt28fWvf7362nuBB44gNlMxQ3sTzLuBqakpTp06xa5duyiVSvdNPvR6fBDz+TxHjhwhHo/zjne8o9oCrR0KbkUOFxYWOHHiBFu2bOG552J88RtCttJGzqQVIz2mVVg7e7i4YLG5X7hZVCxXfub0Qn9ESFigy0KhuHpecT6j2NIj3Ggxj1gom7m6kmo+6whQDBQDsQhiGxFImPIRjgZEHEV30kI7EbalFJeVbbwLK/FfzTBeVuyIaK7WECJj92DoWW3KQF4gGSh6bGG5Q5J4zVfscjSX14ioq8WcVgzbgtaGWKUskERnKR+TouhTEBNhfgP9Zg1cEos9Vj2x3WQJV11FoVSiXC6T6NDj8KJS9CoY0sKNDtezx4Fz0SQJqJqwe5WKJTWt6DnHYd5S9AkMiuaqWGuKg7ZxC+Tw/7SINgl3doBS5WFMWRZYZh35FBRdRSQLE0NQTgmbJhTd6ZXc5BBaYHGnEJ9RLQ13wsM4PSjE04Z4hVF7K+swJNR3IR+nbZt6YZMRrViYCM5aZPtW8p4tZR5QfIG8C9pSRIr1p1S+18woekPCtKsgDuQUliX4tkegbd6x1+NTB8N3rUSz7dy5c1U0nGVZ1cpiY9XpQcHVq1e5cuXKA0UOG2FZVtXTcN++feRyuapJdysbnUwmw9GjR9m5cyc7duwAVgtdvvKVr+B5Hp7n3bbK8+LiIkDbFn/4u/C19wIP3pnQgPBJwff9jjMZbydEhIsXL3Lt2rWq+fWFCxfum/i/TiuICwsLHDt2bJXaunamoxU5vHHjBufOnePxxx9n8+bNAHz4PR5f/HqECjcivawY7a2kkNRgeUEx2i9MVsier6m2l3sTQiYCMQeSthARsALwSqaVPNIlTLcgiYt5xZbu9hF6i0XFWEqYFkV/0sJyI3hWhEU/YKEUsOAH6GwBq2CzJRqQjrafWwS4WbbYFhGua1URXRSwLIt4PL7Kwy8n0K0VKQuyHT5PXPOtdVcSZwLFqC1oW5iKWmTXQfYWBRIoNivh5gbn9S6KYmelZd1rCZMRRbZYxPd944m5DmX/ErBcqSaOr2EDtFVJnWK51oQdgUAH+J5PqVSmUDC+mmXHYd5x6LNgWIRr0lxZ3w3MbUANPTQOP/BbzclhDCjWkMPQKzSfgkJ0xQjb0hBLKxZTMDUq9CxCf43VzcJ2ITGtWEtjle8C31O4DUIShTHE9jGxdukBId6kNVz9vNEVRXOk0pIOUUgJdtFUAi1lxC5lMWKVUkLoytbv31yvYCdhqhsCFBIXnAo5LFg+NooPPuPz/Y+3PmEao+GWlpaYnZ3lwoULFIvFqnnz0NDQfdHluVWE5PDw4cN0d3ff6+XcNYQ2Otu2bWtqo9Pd3U06nWbLli1Vcgj11cUvfvGL/NIv/RK/9mu/dlvHEopFc7K24yTh54UdrHuBB54gKqXuWZqK7/ucPHmSTCbDO97xjqrR5p1IL9koOllLmGm5b9++qmKrVfxRLUKV9uTkJIcOHap7WupOCR96d5kvfSNCscKVl5cUW/qF8ZKqsy/JLCpGeoXpBrPspbxiJGlUwtlaYukAXUZ00D+syYupXNgKlJibm8IoIbcmAvKWRRhcEma9egJlUVwWxaaY5nJQW0JxcKMObpRqwPzNsqInO8VMorvl3GL4fabKihFV4mLew3VdYrHWF560hl7MDTPfMUlUJku5Q5KoFNhRyFsbm7PLY/bVTiVc2SBJvCKK3ZZmwYXFQhGtdV1FdT0QjL9hv4KEFiabEN4BhJu2UZc3hTI3CNu2iRJF64oq2vcolkrkLYtpx6HPtthh2VzHWskfBlJKuLnOqurQdfiB/9KcHLqskMPacy3XBcVo85QUBcQyipINVx4TEkVwy5CcN5nG7eBFoRSDWBO5eVRWVMvzm4yXYSssDwvJeVMdbJw7LMdMG1mFFjnhfCGGCPamVdVb0YuCNyBkXHOsIRCkTCVR2UJeAqJK878d1jy/o/13q4VlWfT399Pf31+tOtWaNycSiWp1saen554bF68XV65c4dq1aw8dOWxEONYVuofMzs5y+vRpXNfl+vXrzM/P4zgOi4uLvOc978F1Xf7iL/6Cz3zmM/ze7/0eP/zDP3xb1xMKYdrN/4dFpHv5kPLAEcRmN5R7kaYSml9HIhFeeOGFuieF+8m8u91aRIRz585x8+ZNDh06VDVSbSdGCeH7PqdOnaJQKPD2t7+9aUxRX88KSSxXygpLC4qtA8b4emUdkF9WDPcIMw0kcSGnGE0Z/8BGcpP1FeWswo63URsHNsMpYbxNOeVmwWJnvCICaYDJEHZxXRcvEWevKnDZbz23CFDyfK4XSmxN2Cy1IYchljQMKDMruEZaWhXXfcUOV3N1jXi9HluQGNXYvD6p+CSuk9z4GJK3RwkXN0ASBy3hqgPLuRyjpRKL/QO3PBe2ACxZit2VSl94lMeAsqNok8C4Cpal6vLAQ7/FmWKJGaBbKbZaFjORGNss1t1aHr5uKoeRJsUCi0qlXqSOHGa7oeysHaGHglhWsdQnxBTMjgjJNPTNNBezaBuW+4VkE5PrCCvkcG5ze6/DXJ8QyRhy6AB+5YFFAbYL+bhg51e/PzMo9C4pijbkBoRSBEhAobgywuElhUQBxBLyBMQdn//9ezRPjtzaMVNr3ux5HgsLC8zOznLixAnA2KuEM233ynqkU1y+fJnr169z+PDhhzJHuBUKhQJnz55l69at7NmzB9/3mZub46tf/So/93M/h9aaQ4cO8frrr/Mf/sN/4JOf/ORtX0Mn7eNO2tB3Gm+tx6EN4m5XEOfn53n11Vfp7+/nueeeW1VGvt8IYrMWs+/7HD16lJmZGZ5//vk6chhWDls51BcKBb773e+iteZtb3tb2wzLgT7hgy+WcWseVZbmFVti9XcuraG0rBiIrL6jzWdNGkaz8le5IkrptlvXxmazis1O+9rZRMFU5dbCvMR5PBWhqytVaRsrSqUSmUyGfL5APl8witxEgpKbZGQtZ+Jwu4GiF2E9QxI3PJOl3AqbY5rZuGKyhswsYio0Y53IYJvgophovTYfuwrDljDnCDP5Ap7jsDgwyA4LbsctTWPIWpcFmxAURvzThtesCaXAdR3i8RhdqRSJeJyC4/Cm1lizU8wuzTOQz6E6FH+1I4cAdhDgNSOHLkQ6NCBI9wtRTxEUFE5WUbIUE1vg+h5hbsz4P4aYHWtODi2ozuwubKpUBlugmALlKazKLrDFtJBdZarhC93NyeHykGC5pjU+PWgscUrJCjlUGHKYEhIlkzNeFI+k6/FT77t1ctgI13UZGRlh//79vPjiixw4cIB4PM6VK1f4q7/6K15//XWuXr1KNpu9b2bKwVyjL126xPXr13nuuecekcMaFAoFjhw5wqZNm9izZ0/1AX90dJR/8A/+AePj4/z7f//vmZubY3BwkM9+9rO8853v5POf/zzHjh27bX/nvXv3AkZV3qp4dfny5brX3gs8cD6IYMq2tV/rb/7mb9i9ezcjIyN3/LOvX79enbfbunVr09dMTExw/fp1nn/++Tu+nrXQLGmmNvrvwIED6xKjLC0tceLECYaHh9eVDDMxbfHVv3IJau6pvUOaG4X697s2qJSw2KTiN9QtxuS6yX0i7oAfFTItKomWMjONk2v4tmxKaK757b+TAjbFV/KLwSSjFIsFgsoXtG0bx3FIujapqMVch1W3EVuYpvP0FAsYccx8X4ikBbG4cL1NlcsBNquNR85tUcK8tE4GCbHJFm5amsV8Acd16jzIEsCodCaY6QQWsF9pLiiLFjabt4ReEXII6cBUF1W5zIjnkYxESccSFJsYdI9cNW3lZqkhAG4QUKJ+hCPTA57dOTlcHhCcssLxV1vPhBAb/JjgR4SuRUVqWa164IpVWsvpAcEptLbS8SNQSECkUGlzI+hwHlRM2zmcWfRdKHQJpRgUY4L2LNzKdpWCQkJQxZVz2ksI8ZKZRdaUSUQ1/8f7hb7kHfiDtkGhUKgKXRYWFohGo9W5xcYc4buJkBzevHmTw4cPk0ql7sk67kcUCoVqSMVjjz3W9P71N3/zN3ziE5/gV3/1V/nJn/xJJicn+cpXvsKXv/xlXnrpJbq6ujhz5swtt+vT6TSDg4N4nndf+yA+FATxO9/5Dlu2bKkKJO4EtNacOXOG6enpNQ1Ip6enuXTpEu985zvv2Ho6xeLiIidOnODd73539b+PHTvGpk2bePzxx9clRpmcnOTMmTPs2bNnQ+7y1ycsvvYtt05Z3DO02hg74oBOCstNSOJwj3CtRbs45RplZL5FYcdW0JUQptuQRIVJURlfg0hawFDMEDNjY5NHa6lWU8MWpe/7RNEkYja5SBzbtleJVRox6giTeu05sur3AoYc04Yfiwo33LWJG5jZsF2WcGGDBG0Q8BGWWrx/zBauqoDlmtSYZtiFMLNBO51a7LaMr6IL7NBGfJS9TbwiAnQpYbbmj6dFCPwAz/cIPJ+BUpE+26EcS7AcibLpWntyaAUBAaDqyKHg2wp3HeTQKisS/tpejAujK8RNFAQRAQtcHwZzYC0pylFTlbVbTOyIDaV+IZYxGckKQ+bAkMGlIcF3TGRfgDKzCQqK3YKVV8TMf1KutJFryaFKCk7ReJAKJYZ6S/y/3+0Si9xdctiIIAiqrei5ubm2OcJ3EqEgcmJiomkiyMOMYrHI66+/zsDAAI8//njT+9drr73Gxz/+cT7/+c/z2c9+dtVryuUyr7/++m27b3/4wx/mK1/5yppJKhMTE/dEYAsPCUE8cuQIQ0NDG47E6eTzjh07hu/7HDp0aM2h0vspH3p5eZkjR47w3ve+l5s3b/Lmm2/y2GOPsX37doBqPFHYEg+TUWoRPrWOj4/z9NNPMzg4uOH1XL5u8fKrZs4rRPeQZqKhkhiLQCkm9eKUCoZ7NNe85k/w3RFI283zkcEkpMTiwlwbAmgB/XHh5hoMzVHQ5fpczpZQSpFIxJvsO0MWXb9E2S+Sc6JN5xYbsdmtVCg7vDd220J/THNyA1ZPofhkHcLoKlJACmGqYaFbbOGC+GRLRWKx2JrzXCmMafXVDZLVXZbmfIPC3AF2akM+M7fIMbYr4UobZi9AULFK8n2f3Rc8Pvl7XbieTWBZq6YjRGtsrdE1VcdMr+CrtSPxQiwNCXZBkdBCaY0KdS05bIQjprVcikE5IthilCWizLkQAxzLtHzTLuhK8dEVIAAdKNAmDcXJrT5mQ3IYV4JfsboqpwSrQg4V4KYEXQjJZpH9WzN8+oX7r3UqImSz2SpZTKfTdHV1VYUud8pzUUS4cOECU1NTHD58+BE5rEGpVOL111+nr6+PJ554oun+P3r0KB/72Mf4t//23/Iv/sW/uCu+mN/+9rd517ve1TaL+Zd+6Zf43Oc+d8fX0goPJEH0PK9uru748eP09PSwc+fO2/5ZmUyGI0eO0Nvby/79+zvy0Gqs2t1LZDIZXn31VbZv3874+DgHDhyoErxGMUozchgEAW+88QbpdJoDBw7clpbG+SsWf/1afSUxNSRMNVQS41EoRCDXpG821NvawqYnKiwqRasiTNQCJyYstCGAtoKemDDZ5jVaa0q5LN0xIZfoWbMymLKgJB6Lnkn60FrXkUWrwTZlq2uEM+22aynT7r5qmbb0FmtjbeMtylTc1iPsCOECY8oIRQC22sIZ7VEol9oaYDfDbowZdqdiHTDk7bLTWqFtA7u0MCeKNm4tLbGHeructTB6GX7gNxVOiUpOneCKYCmFrywCESJa49eQw3SfELA+cugUFBFtiFu7i/z8mDGwbgYlhiDmE6at7XiGWFuG8xmrG0zFMdNvUlKgQur0SpRevr9CDhtQ6hGieYWlBC8wzLLcVSGHmAe2MDFFRKOtPN//2ALve3qosx1xj1EqlapefKFSNqwsDgwM3BZv3tAtYnp6+hE5bECpVOLIkSP09PTw5JNPNiV+J0+e5CMf+Qg/+7M/y7/6V//qrpqm/8Iv/AL/5t/8G8AYY6dSKU6fPo3Wmo985CN84QtfuKf+zQ8FQTx9+jTRaPS2D3vWml/v2rWr4wMrnU7z3e9+l/e97323dT0bQSaT4dvf/jaJRIJDhw5VCV4oRgmCoGVLuVQqcfz4cSzL4tlnn72tZfArU4ojZxyWZ6xqNTE5JEw3kMRkDDJNUlEABnuF8RYksS9m2oGNWbAh4jZIRFhuUzZzFSRjwnQTkhjGw0UiUbpjEeJRYbaDElyPDUXLeCCa2Kf6nOiQLIZ+i9vc1nY2o1Fh1lUsNfx8lyVc3ABJHMSYiy+v+52m0rRLCZ4tnPLLlD2feCK+oYtfNybV5HoH32Gz0tx0rKZehU3XqIVFgcUOz+XtCFfWQw4vmbZypKbfKwCVSr2IEAkC43NYOe+yfVBCoTokh4vDhozZYqp47d62MCbEW5BDMHOHpaSYcQZfVQlhLURBps9YztS+r1y5BDcjhzYgfUIpazwQdUAdObQA24J8TIiVlJm6jSzx955a5undo53tiPsMtUkfs7OzlEqlatLH4ODghuxMQqeJ2dlZDh8+3FYQ+LAhbAl3dXWxf//+pvewN998kw996EP81E/9FP/u3/27e5Ko88UvfpH/+B//I0eOHMHzPPbu3ctP/MRP8FM/9VP3PP3toSCIZ86cAeCJJ564LdsPW6pXrlzhmWeeWbf4JZfL8e1vf/ueDZ6GCId2c7kc73nPe6qzMp2IUTKZDMeOHaO/v58nn3zyjgxlTy0q/vK4S0wgM2vmmaIDwmyD+XVXXFiwVfWGFEIB/b2aG+XmaxuIC1PSWvCRsMGPCJk2xC5qQSQqzNWQRK8SD1fbOo1Z4EaEhQ5IYp8tZFR9lWzFh8/8q42E2xVXdXF1A47gxWCiDYHaaZnYuE7nGEN0ATFlhDLrxQ5HM5tZZlpZWN1dt3zM7BGTv9yqEjyshHmnffReMyhglwhpDfNtbhiDIizbnW9/7GJl5rDJgkVA68D4jikLjSGLi30ahYXrm/PQxhDZ2nQUoeLhCSwMC27WnCsxqZ87VJV/4XvTY5rIkoWprarqtsL/tRHSSfBRLWcOtaokobQih32CU6NWdiv/b7rHqJgdzMIlbCuXFBFlsqa9mBArKyzlE4/f5B88G7B181uTHDbCJCjlq63opaUlkslkVejS09OzJlkREc6ePcvc3BzPPffcA2HqfbtQLpc5cuQIyWSS/fv3N73WnDt3jg996EN85jOf4Rd+4RceirjF9eKBJIhhxSXE+fPnKZfL7N+//7Zs+9SpU6TTaQ4dOrQhC4Fiscgrr7zCBz/4wXt2UC4tLXH06FEGBweZmJjg/e9/P47jdCRGmZmZ4fTp09V4ojv5HZbziv/1mkuxpOh1hPyiwukR5ht6nd1JYY4VY90QSkFvjzDRopI4lDDijVaGJCkHSi5k2ziWxCywo6YlXWoTD5ewAaez6LxB27TBm5GPWh++0CJhi+WRSSbo7XK50iHx2qyEWRQtwmZaIoIhX51U8MC0mIfcgNOViMnheJwhS214nrAWvUCXrI7W60MouIomPs8dQwE7RchqmGs4xuNiHg46tcsZuwA/8H+1IocVA2ylcNVKtXN5QJAAbG9lFjgc8zDLqf/wxRHT4nUEXIxvZkgeNfXkb360dVsZzN8snxR8UdgtnqC0BbkeIVJLAIWqE0FYOVSAq0yL3Bco9BrSaAF2YIitlxSiZTN/6FvGcSBWBssOGEue4YcPdDM8PNx2H7+V4Xke8/PzVWU0UNeKbpzRFRHOnDnDwsIChw8ffkQOa+B5XjUS9umnn25KDi9evMiHPvQhPvWpT/HLv/zLbzkD9LuFB84ouxkcx7ktcTX5fJ5jx47huu4q8+v1oDYf+l7kfk5MTPDGG2+wd+9etm7dysTERKUqtZKq0ioZJQx8f+qpp+6KbVBPQviRd5b589cj3FxQxLsg5Qi9wFINSUznFEOpigVMDUkUgeVlxWiPMNmEJM7mFVsSrQUfWR+6FQQ2FFo8ShU1xEtgldN42moZD5cPoAtFlwOZNR7L5gLFsCPMsDrKLfThcyvmkTEp40uAlBY5oZIrc4uuU41ja4abohhQQnSds3dl4KZW7OmgVZ1SYDsBp4pFlFIkE0lyCnJU5gnpTFHdCkvAsjLRetcr1cQU4Dm3Rg7BEKnLSoFtiGJBw4wyhGfAam8TVIvNF+Bj/8VqOj8YkkOlFFG1ksayPCgov1K5UysBACFR1FpQ4c+VYnETRGuUNiWaz1x2Qg4toJQSgkBht3gw0jbkuuvJoY0531AmLzmSM+1jT6iKZEJyqABHV2YYU0K0ZB7uxDJV+5gPVneZp63X+L4DO25J+PZWgOu6bNq0iU2bNiEiLC8vMzs7y5UrVzh9+jS9vb118X9nz559RA6bwPO8qkVbK3J49epVPvrRj/KJT3ziETlcAw8FQbwdSSphFvHo6Gid/ctG1wN3nyDW5kIfOHCAoaGhqgDF87zqupqJUUIbn/n5eZ577rm7GtsUi8Anni/z0gmXszctbnoWcReGBzRLWYtyGNWXVWzqMsKR2vuaFsikK9nMTSxwZvKK7Unhmt+cJKY96FWCblnRE+YyBWIII30Jcm385zMB9KhK9WWN7z3jKza5pg3e7OgdiAhE4DqRioV2D09pj6taU6y0uatzi65jSH/DNuZFkVQwwvraxqLgciU55ZI0j6wbtoR5WzNdKODYDrF4rO73l1D0AEN0Xo1suhaMGfYAkBJNzlFM3+aq9pUKUdyhhW6Ek6qz83/rG3DgZUXgsoogVsmhZRFnpR28NCTGZLrJH7323BSMvHhm2Ce+ZCFKVYxlQJp8f8GolduRQwDpFso1JteNCGzId9WTQwC7Qvh0nxDPG7Je+7AWkkOAqDbE0e0SSgXjkSg2+I4Qi0A0lecd5W/zwqH99zRJ4l5AKUVvby+9vb3s3bu36rk4OzvLpUuXqn//J5544q5Z6LwV4Pt+tYDz7LPPNr1Hj4+P85GPfIQPf/jD/Pqv//ojcrgGHgqCeKtJKuPj45w9e7Yui/hWEFbn7maaSm1r/Pnnn69TG1uWxezsLKOjo02rouVymRMnThAEAW9/+9vrzIzvFmwLPnjAoyvu8N2LNgUPSosWqT7B6TbqyvSSYimjGOsWbvr1FZRAQz6jGOwS5pqQxOmcYnuqQhKbYKms6I8Kc6q+ja21Jp8vYFkWVryHhDY3una5ycs+9DlCYKuWdjshpjzFmCuMa0PCFDASEzIOXGtCqiYsl22OsBBV5ETwKyKXUqlUN7doO3b13TkBTxTbrPUTtcui2K6Msri2QLvVFi4pTTpfwI24LW9ky8AypgI43oKAd4o8YLuKuMCIyG0niWDsXI5bFgkxJt4I3GymiNfw9CuKJ75t1rDUA/4mYfSaadlW28qWRZSV7700LKhS67ZuLRSK+c2QSrtgmcqiHQSUQ6JYaUUrparksJ0gBUD1CIVyG3LoQCElRBrEYjEBlOD3QtBErVzoWSGHMTEPGCSFYmU7YoOKC05SGEsusj/zHQ4/d4ienp61d8QDjng8ztatW9myZQunTp1icXGR/v5+zp8/z5kzZ6rxf4ODg/fML+9eIwgCjh07hm3bLcnh5OQkH/nIR3jPe97Db/7mbz4ihx3ggZxBDIKgrmI4NTXFlStXeOGFF9a1Ha01Z8+eZXJykoMHD9Lf33/b1vi1r32Nd7zjHXclBqlYLHL06FFs2+bgwYPVi0goRrly5QpTU1Pk8/nqxWZoaIhoNEoul+PYsWNVJdi9VlUBnL5u8/VTTlXd3N9vLG1itqmqlbMQj2AUzA33qogNdkpYaGGmvalLc7WFhyLAYNR4+gWY4yyfL+C6LrGaTOU+V1iy1iZ/g64w38ZupxbboppSRDFpK9IdvL5PgW+tmFQ3m1ts9FtUwA5LuLSBat4IQloZM+sdrua0aAqFArFoDDfSWWZtH5Bk9TxhJ0gAcaeeFG7Xggd1UYK3gp0iXLZXt24dYEwLMWBWFPkSPP+nitGLqz/XjwBoNl0z0XmuMnN3GqM+tjokh2DsaWJLKzZHMRHTWhaMKroidBELFochkWk+UxxCeoVSUdEq/dF3oZgQ3MrQqsLMKtoilFFke+oFKeGLCt3GcidcI0qRixoDbwBxgD6NF4N3JcYZWj6z4fnuBxVaa9544w0ymQyHDx8mGo0iImQymarQJZPJ0N3dXW1Fp1Kph0J4EZJDgIMHDza9R01PT/OhD32It73tbfze7/3efXEfeyvgoSCIs7OznD17dl3G1OVymePHj+N5HgcPHrzt9gEvv/wyBw8epLe397ZutxHLy8tVMcpTTz1VfWpqplTO5XLMzs4yMzNDOp0mkUhQKBQYGxtr6T5/r3Bt1uJLR1zKlT/zQJ9wrYYQDsSElCNM5iy8hhtu1AESwlKLauFIV+s0FoDhmHC17JMrGKVypAkB6neFeUtRXuPsGo6Y1m6zFnLCNp6NeRsmRDFmC5PUV+raIQGkKu+phVA5RyrVxTq/Rddht20qgx2m/1UxqIQeVzgaBBRLxXV7HIL58+0RYzrd6VBICnCd+hSTWmwTIRCYuIXjdwvChLX2mrpn4f1/qOieN0khjWOHIoJoTblL0ZtXDEybbS6OCHZRYXVIDucq9jThV4oKTR80tIKFoYDYsmJFpqJWjZGU+wXyqqVhou9COQGxovkbhR6IEUyrOF9DAqvfVRkTbKdQcSAQwUNRjhlyKICTEuYSMNQlfChyFpbGH3n5NUBrzenTp8lms1Vy2AylUqkqcqn1XBwaGqK/v/+BJEVBEHD8+HG01hw6dKjpd5ybm+PDH/4wTz31FH/wB39wT+b+36p4KAjieo2pM5kMR48epbu7m6effvqOHFDf/OY3eeqppxgYGLjt2w4xOTnJ6dOn2bNnT1Vt3EkyCsCVK1e4dOkSyWSSXC5HMplkaGiI4eHhO5YGsF7MphVfeC1CtuIH09tdmderOaIHuwzBiishKCkyWTOfGHfBjwvpFiRxuKuS69wIgVK5TKy0QLZ3EMdtfWwMVcjfWvZ1myJGrBFgCF1XDDIWTDVhaIOWkLMUmTW2GcIBRu32CSSB1lWyaPwWLbYqYSEWR9t2R2ktI5awFFHMFov0Ly+xNDSEdQs3pEGMEreR3DaiG7AcmOtgjVtqWsLrwbAIi9baJuFj5+Cdf2oZA+wKbEyVTYCi1oiYyiFKEdXG7iVShsRS67ZuI+Y2C4nFlYchR+pVyiG0ZeYZY+nahYd+i1RV0dkBIVGw0A3Hm4U5fnRUyEdBSvXVUxfzubmUMbKuhVhQTAnRosJWoETwROFHBTyFSgnFblgWxbP9Pu+Vk+SW5x+JLhoQksNcLsfhw4c7biGHnothdbFUKtHf318ljPdiTOh2Q2vN8ePHqwlmze7TCwsLfOQjH2HXrl380R/90ZqJTY9QjweSIBqD4ZXbcjqd5rXXXuP973//mu+dnp7m5MmT7Nixgz179twxIvTtb3+bvXv33hHrhlqfxmeffbb6GeHcU+gR2UqMcv78eaampnj22Wfp6+urWjDMzMwwNzeH67pVstjb23tPZzmyRfjCaxFmKzfBroSw5Ko64+zehKnmlbRJZuh3hYgAnrCE1TSJBWCoSzNe224W0673fJ9EIsHmlOLqGkkmI1HhZjuvRQdSESHuaqZsa1UkXTN0KXBsY1HTKXbanZlj65q5xVQhS9F18WOmEug0IYs2sDmiOW9ZFIpF/HDfWKbSOXcL4hML2C2ay8pquv96MTNxi+v8iC0iKIEbHZzbvSKUrTUymzU89deKp19pXYHTokGEmLJQCiyBIor5McHNKIKEkMxC72z7NTWSQyXmb9C4f7QNS4ON5HA1lvs1ybTGQ1UJoWUppGK3U46BFwG7YTjU+DVCNtmcHJIys5Se0VGZbbmCjkGQgHQU0IqPbimxL32cbDbLoUOHHgjicrugtebUqVPk8/l1kcNGiAi5XK4qdFleXq4+8A8ODnbkuXi/QWvNiRMnKJfLHDp0qCnxW1pa4mMf+xijo6P8yZ/8yUM7n3kreCgIYj6f51vf+hYf+MAHWp4IIsLly5e5fPkyTz/9NJs2bbqja3z11VfZsWMHo6O31/g1CAJOnTrF0tIShw8frs7xNMbmNSN1nudx6tQpisUiBw8ebPokr7VmYWGBmZkZZmdn0VpXyeLtio5aL8o+fPmIy9VZ853iESgnheWaCmAqCoWIkGlwhu6OCIm48WhTgeD7inxZUfYrRttdwk3PzHUVCgW01iQSiWrs3WhCuLqG2/SmqHBdzIxkV0SwHaGoFIuiyNacfcO2sGSrNdXNAFGM0GU983o7bKM47vQtIpDwy/jlUpXo1c4t9lnm7j+pFPl8ARGzb8JzzAF2IlxQrWPuOsFI5d21Kus+BM9RrKG5aIsxEVyhpV1NEmPs3M7r0CnBO76g2Hqm9YvCB7LwnIshFCzF3KjQtaTqjK91zKype0IhAXVq/NktQnKh5u8n5jhobC0HtvFQjDUJmFY1n1UYEiIZQBQ+gi8rNjoA5Tj4EYXbMJMbppxk44JdU1ZVgGsb/0RdIY1RDDnM9RhyWLQUniPEHPjJPQXc8RMUi0UOHTr06AZeA601J0+evCP7JnzgD6uLSqm6VvT9XmULiXOhUODw4cNN15tOp/n4xz9OT08PX/jCFx49eGwQDwVBLJVKvPzyy3zgAx9oSox83+f06dMsLS1x6NChu2Lh8t3vfpfR0VG2bNly27ZZLBY5duwYSikOHjy4rmSUQqHAsWPHiMViPP300x1dJGr9umZmZigWi3Uil7t5wdcaXj7tcOq6IaiODZEeYaZmYC/qgJ1crWKO2BBNCDM17eaoBV22EFOCwmdyeQlLWfT29qGUif/TAqIhGTGm1rYFlmWG8FEQKBNz5gnEbLjawVxdjwXaERY6YHEWsMXRXG5jq9OILdb65hgBYkCfEq4HJiPa830GSmlme7sR18XzPJRSxOPxpsfWZoScgsVbqCbamHSTS0oZE2xHsUZxrGOMihAVuFaz9gjG2miqTWUltQDv+kNFz0zn5DAKZOKQ7V7JLW76PgeCmDA0rUjkYXmzEKshh1rAofJgwwpn1I6Q7Qcna0h5+C80yw6xPCR0pVtHTRZjgmcJtod5Uqh0GyxlqvDpODgVcmgr8zBQsqFQQxojrpCNm7x0bSs825h3b+kJ+Gd7CkycPU4QBBw8ePC+JyV3E2F1rFQqtSRAt/OzlpeXq9XFfD5PX19f1aT7fpsFrW25P/fcc033TTab5ROf+ASRSIQvfelLj0YWbgEPJEEUEcrllefqIAh46aWXeO9737uKtITEyLZtDhw4cNd8pY4cOcLg4CDbt2+/LdtLp9McOXKEgYGBumihTshhOKO5adMmHnvssQ21jMM2RkgWM5kMvb291eri3TpJv3vR5ttnzSyKUtDdr7lZWvk+toKubmGigSRaCvpSwo2GmcQg0BTyOYbiPgupvpbVt81R4coawo5Bx6ib16oQxpVpO090qBLZ7mguidVxZXBQCfl1zDGCIaPbLKPg7o4Kl0TwPI9yuYwI2LaF6xoLnWbHTwTYiuZih/6BrfAYmqINl+/AWMMmEeKViuIYwvU2Gcsjl+B7/tgi0sblu5EcusBSv0kncTqRrmPI3fKIEM9Dz9xK5F1jjB5A4EK6V4g1sZmpxdKw0LVcbyhfi2LSELkVH8aVmUUbj2zCJuIZBbaq2D5pB8oxQQWKQpdgRyBvGSseTwNR09Z/55jP/765wKmTx1FKceDAgUeigRoEQcDJkyfbtk7vJAqFQrWyuLCwQDwer1YX7/U4kYhw+vRpMpkMzz33XNMCRD6f54d+6IfQWvPlL3+5zs7tEdaPh4Igighf/epXefHFF+uIyuLiIseOHWN4ePiO5Qm3wvHjx+nu7mbXrl23vK2pqSlOnTrF7t272blzZ50YZa3YvImJCc6cOcNjjz3G1q1bb3ktIYrFYpUsLi4ukkqlqmTxTtsvnLtp8Zcn3GrkV3+/5npNHrMCBnqNNU4jRrqEqxWS6PsBhUKeSCRKNBphNCFc1q1btCMRU3Fqd+/vrpgBL65B/mxgtEI6O8FW23gYdpqt3KXAtdY3x7jN1SgbLiiLotYUCnkcxyUajdRZ6Chl/BZd11k1crANYUkpljv+1BVsV8K4Y/avEZwIN27zOWsBe0UTABkUU40kUWDf3yoOfE2h2ohKtA5AKawKIXYwCSZ2WnW8xwPHJKrUtor9uNAdgLugiNY8afgRI3iJd0AOU5W+fLPlF1OCluYm3VFXyLgQLQm+CJWQFwJXke0XvKiFJ4oI4EaNn2KgwIoKcQs+tbvEO3pKdWbGD6KydqMIgoATJ07g+/59UVX1fZ+FhYVqdVFrzcDAQLW6eDc7RCLCm2++yfLycksld7FY5Ed+5EfI5XL8xV/8xV0Nc7h69So7d+7s6LWvvPIKL7744h1e0e3BQ0EQAV566SWef/756kzejRs3OHPmDPv27WPr1q13fUj31KlTxGIx9u7du+Ft1M5NPvPMM9Xou07EKGGqyo0bN3jmmWfuqJra8zzm5uaYmZlhfn4e13UZHh6uilzuxL6/uaD4s+9GKFUmDfp7hPGgfhZuqLu5MfZISriQ9yiUSsTjsboL9XBMuNmmVdznCFmnfrawETEFyagwodf+3tsjnYlLADZZRozTaXRdBJP5PL7G9odswXdW/AS7vDK55WVyvT1NbxIhUfS8Fb9FQxaN32IMGFPr81vcZQnn7dWvDwUn422qfZ3CAraKcKVmWz3AsBY8BZOe4tCXFDtOtv4sYSU6LySHloLFMcGpEZeshWIKSlFwi/U/d8UIUkRMXrFlQyxn5g7jTWYOa7E4LCSXVFNRi/lMQevmVjuRiDkGfE/hW2bGtxSDkqspaWVSXYCI0tiOoqQdsCHqCD0J4f94okS/KnH06FESiUTLGLSHFaFdSxAELRW59xKtPBdDocudfOgPc6cXFxd57rnnmpLDUqnEj/3YjzE7O8tLL710x+3jGjE1NcUP/dAPtfz95OQkly9fJhaLMTU19ZYxgH8gCSKYA6YWoe9gd3d31fz6wIEDd5QYtcObb76JZVk8/vjjG3p/EAScPn2axcXFurnJTsQo4XszmQwHDx68q3MmQRDUiVyA6szi7Ra5LOXg5TMO16bMNntSwqylKNeUTgaSZiYvnMUSzLET8ZYo9Q+AvfpC3RcRlhzVMi0laYEVEebaVP9sYDgqXO2gQrjNFS7TmS9hn2UMsjud97OAbbbmUpM5xqSC3oiZ+wtR9jyKhSKJeIx9EZvLWLRwCgJWLKdCv0XbNmTRcRx2KphV7TOTbUx19OIaBHBMBEdo2xZuBxszK3m1xU0usQzv/kPF8KT5vcfqClxIDi2lUBVy6Meg2COotjLoemQGBUqrc5DtyvFW++NiSig7CqcEOgJYgqVNrF8sr4hlDSddHDHqZxeaPtwUugQChaqQw1DRLJU4x7kkeA54CqRSRfcTgngKxIxuRJ2AnA9aK5TlgVLs687xT3eVScRcjh49Sk9Pz13v1tzvqPXyO3jw4H1HDpsh9FycnZ1lYWEB13WrlcXb6bkoIpw9e7Ya8dpMbFIul/n7f//vMz4+zte+9rV7dk9vhx//8R/nD/7gD/jhH/5h/vAP//BeL6djPDQE8Zvf/Cb79u3j+vXrlEolDh06dNvNr9eDc+fOEQQBTz755LrfWyqZJ3GAQ4cOrUuMUiwWOX78eDWS6F4qB0WEpaWlKlkslUrVeZehoaHb0mLRAkfHbc7csFhYsEjEhWxE1Vnb9MQqhC+AQrFAEAQkEgn644qMo8g16cUlHeMPt9CiCugqs92ba1QJt0QryuI1MOoI01ZnUXRxBUlHmvootsJOW7hYUTjbwGZXuGavfJ4A5VKZcrlEPJ7AccwNYAhBFB3F2mmtq2QxCAIsy6Lbthl1LMbd1cdhAui2hRvrIH2jYiyMrq3jPTYwhtSJVGoxdA2+9/9nEWsYHnUr7/UBr0oOV867bJ/gKAjWMlCswcKoGFPrhrdYsvJZITL9gmqTfALGrDrXK9i+MRQvyMqmlZh/Ypn5xYglgKIkUBaFaIgkhLynUDWfIYCfFCgq3MroqxvVZEsm6zsRF/IBfGxohr2lq8zNzREEAclkkr179z6wps0bge/7HD9+HBF5y5DDRgRBwOLiYpUwlstl+vv7q9XFjSqIRYRz584xOzvLc88913SO3fd9PvOZz3Du3Dm+8Y1vMDQ0dKtf57Yjm82yadMmcrkcf/7nf85HP/rRe72kjvHAEkQzPL/y1b71rW/heR69vb0888wz9/xEvHjxIoVCgaeffnpd70un0xw9epS+vr666DsRqZqDtzK/TqfTHD9+nIGBAZ544on76ileRMhms1WymM1m6evrq84t3qpNwUxG8bXzDl4RCjkLnayP24s5moXyMjkVJZ6IY1X2X9wBYsJCk+G+iAWJhDDZYvDPAkbimqu6/X7eEjGzhmt1nPttodBh1J4NbHKkaV5zK2yzBM+BeVexWPNzAUrFIp5nPA5te7XtyU4lXOiwygkrx2v4b6xUIJ1MEUSi2I7NIELJUev2OAyxSYQotCR9IVyMjU5TqxuBPUfgua9YbecNBUH5ARHLQiwLD0P0ujJrJ+mEaDZvGEKJWWfoyyDA8rAQSbdvWQcu5LsEN6+INSSthBXCoBKv16yq6HYJhXz9Z4gNfkSI+KArCUCJmCZXtIjYRkW9pVvzU4+VGYqam+Prr79Ob28vsViM2dlZPM+rIxB3Sxh4v8H3/TrXiQeBNDfzXEylUtUH/+7u7o5a0SLChQsXmJ6ebksO/8k/+SecOHGCb3zjG3fcmm6j+G//7b/x6U9/mqGhISYmJu4591gPHgqCODMzw9GjRxkeHubgwYP3hSnolStXWF5e5sCBAx2/Z2ZmhhMnTrBr1y527dpV/R7hvGG7yuH09DRvvPEGu3btYvv27ffFPmiHUE03MzPD0tISqVSqOreYTCY3tP5Aw7cuO5yatOixTX7sVFmhtSafLxCxoW8kzqxfT4AcC1JJYbJJL9UCBlPCtTbqkM2x9uIWgE2uEbisVSFMWSZWbqZD4rfDWXuGUQFbHGHZMfFwlrVi79LK/7Hpd0AoKZjbwN/G930ipRKxfBbfUmS6UwSRSDUneqMYESEOTVvHEUwFdLzJ7ywfDn9Fsedo+w8XEbRUzrsKQV7aLPQugFah1YxRBQc099FuNW9oPqDe69B3jUVOpDHzuAGlpOBZCsczimcfQwgVlYqnBfme1fF4YBJYnKRQbvidFRUUUNYmP1ociNtC2VM4juBE4Ud3lvk7Q4ZNhw+zW7durV6vwgfBkECk0+m7Nst2PyEkh5ZlceDAgQeCHDZDOH8e/rMsq9qKHhgYaEqWwvn4yclJnnvuuaadviAI+Kmf+ileffVVXnnlFcbGxu7G19kQPvCBD/DSSy/x0z/90/zn//yf7/Vy1oUHmiBqrauRcYlEgq1bt7Jt27Z7vTQArl+/zuzsLIcPH17ztSJS/R61Jt6dilGuXr3KlStX2L9//x1JbrnTKJfLdSKXaDRaJYsbSQG4saT40psuJV8RtQtcXShhu3Fi0SiWBT3dxhy7FkrBYJfmute8Gjia1FxuUykci1ZUxm3W1WcLeUeRXuOMjCjojwjjndrg2M1nGF1g1BWm7XpVsQXsUJqLKLIFI3mpraq2g4NRG5+nc0FGCAXssjRZ32fZKzGprEpOtI3jhBY6GyMPQyJ0AVcqpC0CDCJN01S6p+GJbym6lmBwor69WgstgtSQw3IU0v1CX1rRjOuBqeyuGGML+QEIysYUO1CrCWStnU0xJXi2wq6wxdDwOvzfCqXH64OgCIjCruQf1x53fhRKEcFuEiXpR4263av5nQuQFPK1rfKo4FbKjtqFg0MB/2iXR6xyv19aWuLYsWPs3LmTHTt2tNgb9bNs8/PzRCKR6ohJX1/ffdXluF3wPI9jx47hOM5DpeQOPRdDoUvouRg+HIRE8NKlS9y4cYPnnnuu6Xy81pp//s//OS+//DIvv/zyfXNPb4bJyUm2bNmC1prXXnuNt73tbfd6SevCA0sQi8UiJ0+erIo4Ll++TE9PT8dS9DuNmzdvcvPmTd7+9re3fV1oDDo/P8+hQ4eq6qdOxChaa958800WFhY4ePBgVcH9VkYQBHWxf0qpOpFLpzcUL4A/O1bkyLjFcI9Fsj9OsaxYypnovKEe4VqTG+imLs1lz2pa1doUF661aRUPucKc1Zo8gBG4OK4wswb5s4At0Yr/YQfYbK8YZCcVDEQ015XVci1aC9HlRcS1KXb3rLuKN4aQVbDY4Ru7gbgjdTnJ20TIBwE3KrOLYU50SBYbW92dYFCgVzRFS61qK9tl2Pu3im2nVpiaFxOiPvRN179Wy0quskKR7RV8W9FVpO3ftxbN5g1D8mhVjLA1htDmB4SgYNbVLHcZzLxhZkCIZMw2YwjlhuOo2CVI0Nyip5QSomWFrytzhQiBUhQSJjYvhEoITtFUm0d6NZ/eVebxnpUVLSwscPz4cfbu3bsu66xQwBYSxiAI7pmtyp2C53kcPXr0kc0PxrMwrCyGnouu65LNZnnuueea2tRorfnc5z7Hl770JV555ZX75n7eCr/6q7/Kz/7sz7Jv3z7Onj17r5ezbjyQBFFE+Pa3v1116Y9Go7fFVuZ2YmpqiitXrvDCCy+0fE25XObo0aNoretySsPKYTjo36yCVi6XOXHiBFrru2oAfjehta4TuXieV511GRwcbClyERGuXbvG5cuX6d1+mL+ZHKboQ6pbWBJFry1kc4qumHA9WB0TN5wUbujm1cDBqDDTRkzSY0PJFZbbEEBXQV9UGO/ABmdbpPP4vJ2uJnDhnNU82zhEEGjy+TyO45CKxdhum/nC9VYEI8AWpbmwhjn2DiXccFoT520ieMANRTUn2vd9LEvVkEW7IxLbK4JtmTnOzSJYwASKrsvw+DetOm/BWnhJIZmBrkW1ihwujApuVhHXq82rmyFwW0fhhQgrh+uaN0wJbqUt3Iwc5noFq7A6O7klCbEAAJAHSURBVFwwSut4zhzrNmbeMXDAdwVVeVASC5yYYJUAC75/R5lPbNV125udneXUqVM8/vjjt9T2q7VVCWeSe3p6qg+D91vCRycIyWEkEuHZZ599IKujG4Xv+5w9e5apqSkcx0FEGBgYYHFxkX379rFp0ya01vz8z/88f/zHf8zLL79839zL2+HAgQOcOHGCz3/+8/z8z//8vV7OuvFAEkSAubk5kslk9SQ8c+YMSqkN28rcbszOznLu3Dm+93u/t+nvM5lM1Rbi6aefrhOjrKVUzmazVSPup5566qF4Sg1vKCFZzOVy1UH4oaGhKrnWWnPu3DlmZmaqtkdFD14673J6ymKgy1TvSmLIXtIWxksWXsNZ0h8X5pWi2OTs6XGFnKvItDizYhbEosJ0GwKogLGo5nIHFcItrvEybGY3M+QIURtmlCFFEWDMbp1osmIOHql7qBhFyFuwsIH5sK2YKMLlhreataxtYVPdjggBcNMy2dh+4FcJI9TnRDdb5piYJJtaW514Gp78K8XoNZOJ7NPcBgYAgXzCp29ekSrYiILZzUJyURGlM3JYTEExCpE2ZcaQHHY6b1hMmUqfXVGxNJJDbUGhW7CLTeYNbfASQqzSkg6FMH7MeCKGlUYnIrhKKAUWjw37/MNdHkMNz5zT09OcPn2a/fv3Vz1ZbxeKxWKdrUosFrtvEj46QfiwH4vFeOaZZ+779d5thA/szz33HKlUinQ6zdzcHJ/73Of4y7/8S5588km2bt3Ka6+9xre+9S2eeOKJe73kNXHq1CmeeeYZlFJcuXLltqWm3U08sAQxbEmFOH/+PJ7n8dRTT93DVa1gYWGBU6dONXVUn5mZ4eTJk2zfvp09e/asS4wyNzfHqVOn2LZtW52Q5WFDPp+vilyWl5fp7u5mYGCAhYUFPM/j4MGDq5RxZ2cs/uKsixaIdgmTlaSVpCv0JIWSKIplyFTabamImeVKNxGoxG2wYsJcCxJoA4Nx4foaVcKtUeHiGgIXgGFHWLQUeVaTwmbYooQFqz7P2PN8ioUC0ViMSGR19dUFtlobqybGgE1qxVNxRBlF9sIGDs8tIgj1KSp+EFTJYrO5xZ0iXLNW1LoqgO0nFHteW50a4gK2CFoZwhReIGuj80rdgtLQPa+INom9a4b0oGnVNvob1iIkh4WU4FsrpK8Vsv2G+IVErpEcejEou9RtR1ERrMSEkgWWB174HgEvZXwYwcy7EjN97USX8KntZd7Ru/qWMTExwdmzZ3n66afvuNVIOGYSzrJpratkcWBg4J4nkDSiXC5z5MiRRwbhLXD9+nUuXbrE4cOHm7aVL1++zOc//3leeeUV0uk0w8PDfPSjH+WjH/0o7373u2/Z4eJO4XOf+xy/8iu/wosvvsgrr7xyr5ezITw0BPHSpUtks1meffbZe7iqFSwvL3PkyBHe+973Vn8WCkouXrzI/v37GR0drf48rBxCazHK+Pg4Fy9e5Iknnqi+9xHMBXpiYoLLly9XPQ5DkUuj7UKuDF8543JhzmKwW5gIDElQwHCXaTlHbOh3jCFxyTOtuLkmJNFR0J1o7YWogLF4ReHcBmOuUdo2q2wpoNcRErZgWVB04XIT0+tmiGNSUi4rRblcplQsEYvHcd32NgyblbDcpCLYCbYjOLZw1rGaRr2tB1vEqGobzbEDratkMQgCtpeKTPZ047gulmXROwlPvqJIza/9BWzAETEE1LJQlsXSsCFlVgCxuKDz0LUG023lb1iLkBymB0wreC1/w9p5Q1hNDovdgvYUdsUmR2ESVHzMvKF4ioReeY8oE+VneWrFVicp2K7w/EjAp0d9nCaH1vj4OBcuXODAgQP09/e33Q+3GyJCOp2utqJzuRx9fX1VwngvvW7hETlcCzdu3ODChQt18/W1EBF+7dd+jf/0n/4TX//619m3bx+vvPIKX/ziF/niF7/I3Nwc/+gf/SN+/dd//R6svjW01mzfvp0bN27wO7/zO/zDf/gP7/WSNoSHhiBeu3atKvS4H5DNZnn11Vf5vu/7PmBFUDI7O8vBgwerUUGdilHCtumzzz5712OG7ndkMhmOHTvGwMAAe/fuZXFxsSpysW276rVYq5o8OWHztfMOtg0qoZmpqJe7o4IXgfkaQtjjCL0xoWgpggCKPuTKCo25KY+khCu3aIMz5AgLtsK2oMsRLAV5BXPUe+1ZwHZHc0lZHecy9+fS3NAau6sL2+lsHCEGbLLM53SKMaUrVUPFDhEmLcUa6XAdIZwlbCSKFrBNB5zTGs/3sXI++4/E2HHexULRqfJGBwFKKco9ChUFuwAehkSFlUM/KthA72x91a+TeUMw5LCIyUqOrjFv6EegmKy3qKklhwqQPkHyJgu59sEinDe084oYVI8d7YJtmzSVskAQFayEMNYt/PSWMmMtijShQ0LtNeteIrTHmp2dZXFxkUQiUR0z2Yjjwa2gVCpx5MgRUqkU+/fvf0QOG3Dz5k3OnTvHoUOHmh47IsJv/MZv8Mu//Mt89atfXaUAFhFOnz7NzMwM73vf++7SqjvD17/+dd7//ve/5aL1GvHWcWxcJxovBLZtV2eV7gfYtl0lfqHtQRAEvPDCC6vEKO1ayp7ncfLkScrlMm9/+9ubGoo+zJifn6+263fu3IlSipGREUZGRtBaV8niG2+8QRAEDA4OMjw8zJPDA2zvD/jSmy7XFi229wg3fEW6pLDKsCMlXPXNjXzZVyxnFcNxk4Wcs0HFjWdh0hI0sDuiyVsgFVWqiLlZa4F8AI85mnmlcBwTW4YyFZ0AE2+WE4ggOC5crmkHNkIDV3yLYUvwbRNl1woiZrbrurYYTCYZsC2udbhfi8BVbbFTCTNKkWtz3+0Gem3hUs0N8qJSOAKPaWGqodW9XoTK581acDApKgmBPiVctm1cy2brFZfHv2URyUvVuxAq14kWxvKE55+jSG9ShrgVzN8kjKxzMUQ0WpkpzPeAxIXIsgJt5g07IYfZCOS6hWimPTksdglaVAM5BMTMQfqOkE6CXVi9ncCBctwQy0iNcXY0IZR8RRGF12Uylntd4dMjHi/2Na/zhjnw4+PjLVuD9wLxeJxt27axbds2fN+vtqKPHz8OUNeKvpOGxSE57Orq4qmnnnpEDhswMTHBuXPnOHDgQEty+Nu//dv84i/+Il/5ylea2sMopdYdNHG38N//+38H4Ad+4AfesuQQHuAKYpgBG6IT1fDdRLlc5hvf+AYvvPBCVVDy9NNPVy9anYhR8vk8x48fJx6P1733EQxu3rzJ2bNnefLJJ9dsude2qmZmZsjn8xWLjSFm9Bh/Ox4zyRExYb6iBumNCTkXlmtKdVEbuhKmFd2IfkcouTDfQsHcbRkxwEQbhqDEZDNfadFyroWDEbBcbOKBaAyw82gtdQbYOyzjDdhEz9ASCWBQCVcaKng2sN0SLluKJo5BdevcIbdOFEM8pjWOgiu2RbBs2skD480JoIgYni1SJYpKqSo5TA+CJXa1KmizovJtBcG0f+3AxB4mchBdXmnjalb+xQSWuoTAUrjlFU9DoPIooSpbVJQGBJ1X1YcLwRDUsApYjhurncaZSgAvLgQonAAcbT7bUUIxCQUbShHwXHBseG+Pzz8e9Ym04DRhysXk5CSHDx8mlUq12Rv3B8JYz1Doks/n69JcbueDdbFY5MiRI/T09PDUU089tHPgrTA5OcmZM2dajiSICL/7u7/Lv/7X/5ovfelLvOtd77oHq9w4CoUCIyMjZDKZt1y0XiMeGoK4lmr4biMIAl566SUcx2Hbtm3s3bt3XWKUhYUFTp48yejoKI899tiji1ANRIRLly4xPj7Os88+u6G5qFwuVyWL6XSaru4elt2dnM+MEE1aXC9biDLVvoEu4YpXbx8yEhcm1WrrFhvjl3hZN4+lU5h85istVMkhei3TEpzsQC0yYtcrkLUWCvk8SiniicSqTms3GPX2Oo+pHcr4GBYVbFXC0jpFKDawU4xN0NIGD+fdGPIcaNh5TLHvuwrHNybUbfUeFaIoIiBCKSZkeyBRsAkpm4shZe0sgoopoRQBp4FhaxtwhYgHqUWF7RtyuDAoUGjuS1hdmmXEKG62fpu18XmFbgGvual3scuIY1zMPCURyESgGIGircCCeEQzFhH++ViZ7W24kohw9uxZ5ubmOHz48D2f8dsoQhHb7OwsS0tLJJPJaiu60zi4ZgjJYW9vL08++eSj63IDwkSvZ599loGBgVW/FxF+//d/n5/5mZ/hz/7sz3jPe95zD1Z5a/if//N/8vf+3t97S0brNeKtu/J1wnGc+6bFHApKAPbs2VNNGmgUo7Qih2FlbN++fWzZsuWurfutAK01b7zxBsvLy7z97W/fsF9aMpkkmUyyY8cOSqUSs7OzuDPXoXicBW87I2oL2XiSrLjMpBXb4kZFnK3c6KcLiqQNA/F6kUoA3CwoNrtC1oGlBpYowHhJMWQL2oXpFgRwSYPSir2u5opYbcnkdKBwA9jrCOdEyBfy2LZNLBZvOoaXBjKBYq8lXFXtq3+1uCqKbWjiFpy0rY5zmUMEmNazLbBXC7MWLHV4g01gYvMuWIq+m/DEKxapRbPNsJhr1MmgK2SxjkspVd3Ts0M+saJDLGcMsVEQEQgsC2mxnsCGTL/g5hROEwsbq7IQH1juhlhMmHKMutjFWNk0I3d+FIrxenKogGiFHAqQ7zMzhY2HiihDHB0LnLimiCKHQscE3zcPNKmIYNnwY0MeH+pvLxsK56SXl5db5uO+VZBIJNi+fTvbt2+vxsHNzs5y9OhRLMuqVhYHBgY6tgkrFou8/vrr9PX1PSKHTTAzM8Pp06d55plnWpLDP/qjP+Jf/st/yZ/8yZ+8JckhrLSXf/RHf/QtTQ7hAa4gaq3xvJWaQTqd5rvf/e49H2bVWnPmzBmmp6fxfZ93vvOdpFKpVWKUVkrlixcvcuPGjQ1Xxh5khObgIsKBAwfuSPKC7/vMzc0xNTXDyUmLCWuEucggjusSd216ujTXG7KcNyWMT2FjBctVMBSrRPQ1uZdYwOaY5qK0J1uDluA7rJm+EgQBseV5vO4kXqIz4tynTPTaxBo3uzFL0BbVdJJBoEsZhfR6iWIIC1NRnF/Df3GLaJYti1IGxt6E3a9ba9ZVLcCttGrLyvxvtltTUgExz6kTsES0NqbVDedmeH5m+wXxm7d2G2EDQY+QD4wKOoSE/WJlBDeOb36mLbB8Qx6VNu3hSACeBu1Avtt8icA2/60tiFpg2ULeUuS1IloRsEjEtJktgagtlG14R0/AT494JNa4j2mtOXXqFPl8nkOHDj2QxvuwYr4fVhdLpVJdK7qVpUqhUODIkSP09/fzxBNPPCKHDZidneXkyZM8/fTTLeNe/+RP/oR/+k//KX/4h3/IRz7ykbu8wkdohoeGIOZyOf76r/+aD37wg/dsTeVymePHj+N5HocOHeJv/uZvqpFCa80b+r7P6dOnyeVyHDhw4C2ZJHAnkc/nOXbsWFUxeDfMwbXWzMwt8Nq1Iq8tpciQwHFchlPCcixGsYYZpVywosJUE0ub4YhRKGdbnImDtlB0jWK5FWwq84bSnJD5vk+hUCAajdIVjTDidK5AVpjZxMtK1SmjFcYXMWvDVIu1DQDdt0gUFbATYVHBfM25oYDdWjMzYzFyRtF70/wuiBofw565zj4wcKHYXcZKK8R10DWfEUMo1Xy3sMovAqWYppCEaMnuiBComFCOQ7DGgKe2odAlq4QmtpgIPh+T7OIHxtzbwfz9BShbZhZRygpbgSPgK9CuoAKjgi+7wnBE+JnNZfbF1778B0HAiRMnKJfLHDp06IGIvOsEIkIul6tWF5eXl+nq6qoKXbq6ulBKUSgUeP311xkcHOTxxx9/RA4bMDc3x8mTJ3nqqadaGqj/+Z//OZ/5zGf4gz/4Az7+8Y/f3QU+Qks8NASxVCrx8ssv84EPfOCeKMqy2SxHjx4llUrxzDPP4DgOr7zyCs888wzd3d1tyWGxWOTYsWPV/M77zQj2XmNpaYnjx4/f03lMLxD+9nqB16aEyZyNaE0iJSxGu4xZc6WFOZI0ec2Nc2xRBX1x4WoLT0QH2BQzsXrtiNZwOG9Ywyw8z6NYLBKPxXFqPA632MKspch2uLsGlakSzivFVlszZ1ksdPZWBoCeilH2rRDFHQjLCnxfMXwVIucU8RYDi37czPy18yhcHhKkIFi+VM+/UJlsiVBWq/9WoozptZU3Vb1wbnFF5BKutvJ6C6RX8IpGYNIOhW7D6BpnEl0xivcgYh40xDM2Sj4rrXI/IQTaqGAigGiQqKDE5CtrV4g78HeHPD450G6ScgW+73P8+PFqVf5hvvaUy+UqWZyfn8d1XXp7e5mfn2dkZOQROWyC+fl5Tpw4wZNPPsmmTZuavuYrX/kKn/70p/nd3/1dPvnJT97lFT5COzywBFFEKJfL1f/2fZ+vfe1rvO9977vrF7m5uTmOHz/O1q1b6wjMt771Lfbu3Ut/f39Lcri8vMzx48cZGhri8ccff2SX0IBw6Hnv3r1s3br1Xi8HX8OxOcWRGc1c2scrF5i2HcSN4jgOruPSGzM3+tkmZHA0KkwpRaHF9ocdYdmB5TbVRBcYrVQTy+UypXKJRCLRtKoaVzDgGGHHWhi2hKQFooRx29qQh2E/0Ks0l5VFB1HTqxDJwZPnIXZJYZeNH+FaVMdLCPECJGucvYtJKCQFJ2NSWSzLru7RkELXdoxtMVU6v0fwLJCyqgpWNFQFLitk0bSii90QUQrfW53pXbfGmPHXtCrpPYoVRbMjglLgpSBfXr3TtCv4LkhlEDUuYr6EBYVAgS30RoX39ft8aiBoanbddE0V+y3btjlw4MBDEdnZKbTWTE5Ocvbs2ep127gemOriw1JlbYeFhQWOHz/eNrjh61//Op/61Kf4r//1v/KpT33qEcG+z/DQEEQR4atf/SovvvjiXR2uvn79OufOnePJJ59k8+bN1bWICCdPnmR2dpaBgQGGh4cZGhqqG2qdmprizTffZPfu3Wzbtu3RyVMDEanmd96NeK/1wtdwdN7ib2dtCAIWyyUmPIvAD7Bsi4jjMNqtuGFFVlXU4hakosJ4i1JbRMFQVHOpXWKKQKqQZlb7qJ61s2q32cKEpSg0fOSAErptYRaLxZrfOcA2ZcyuN2JN0wf0V4jimobeAsk52HNWER9fbe8TVvwC2iiVKxFyiawhh25WIcFKdF64hGilath4UfRdyPVWxCJN1muzQugUgm9rsskAO6fQCixlYVkKS4XvNxsRC8pdgl80nxmSzRAxgVxC8FldVRRlqoa6oiKygbgSxIWMp7AsGE5o3tPn88l1EENYyQ6ORqM888wzj8hhA3K5HEeOHGHTpk3s2bOn6nowOztLJpOhu7u7qopOJpMP3bV7cXGRY8eOsW/fvup9rxHf/OY3+eQnP8lv/MZv8OlPf/qh20dvBTw0BBHgpZde4oUXXrgrvl1aa86ePcvk5CSHDh2ir6+vuq7QwkZEyOfzzMzMMDMzQy6Xo7+/n+HhYfL5PDdu3Lgvyc+9Rm1yzMGDB+8bk95mCIniX02ZVBbLCVgqlpkraIq+kFJldCpKIRI3N+Gaa+RY1NjGtMr5HXWFWVuRbfi5CBQLBQKt6UvEGYkqLndgh9OlIOUIaQt6bVhSMLvG+0KiOGVtLHqvHVFUAfSNw+aziu55FcYDt4VdWZOmXqkcRCDba+xetCs4hYCuJatKDhVGqdzsMzID5n1WB9mAAuT6BbukiOiK0rhaWQRBUJhWdKkbtDQXt9iA7QjZGDSTkfsVX0MrqMmOjkBBGxX4YFzzfQM+nxgIsNfZdCgWi9VxmEcJIKuRy+V4/fXXGRsbY8+ePauITalUqmtFR6PRamWxNq3pQcXS0hLHjh1j7969LV02vv3tb/N3/+7f5Vd/9Vf5yZ/8yUfk8D7FA0sQwZyotfjGN77RMtbndsLzPI4fP06pVOLQoUNVr7Ba82ul1KoLRT6fZ3p6mmvXruF5Hl1dXYyNjTE0NPSWtpS4nfB9n1OnTlEoFDh48OBbZr94Abw6bfHKhEMkCqWosVtxvCL5fImSV2A6msJxXVzHwXYcY0NiQyQqTLTox8YU9EaFq2FFSoR83jSoE/E4qmJevTmcN2x4vw3020LCMmKGZRRJJRQtmLQ6v2jfKlHsBQaU5oqyoARDFxXD5xWpworKeL2wAJJCKQGlmvk/rStML2KhHGFgCVRRrSKoxaRQjq72NGyFYlLwXIiVVtrPjRARfFcoxDR2SaEqkX+msGg+J6pM+9vz1Cp6bjlmBtGvzCAKRpGcV+CIYiCmed8GiSGsqHEfWbU0Rzab5ciRI2zevJndu3evuX+CIGBhYYHZ2Vnm5uYIgoCBgYGqKvpBm+lcXl7m6NGj7Nmzp+XIz2uvvcYP/uAP8gu/8At89rOffXSM3cd4qAjiN7/5TZ566qmmHky3C7lcjqNHj5JIJHj22WfXlYxSKpU4ceIEAI8//jjLy8vMzMywuLhIV1cXw8PDDA8PP7QK5mKxyPHjx3Fdl2eeeeYteXEt+vBnlx2+O+0QjQikhGXLqFF7VQnfz5PxyniBYEXjeE4c5bhsicM1WqenbI4INxDm8wUsyyIeX+1x+P9v77zjq6rv//8892aSvSHsvckEEVRAUZm5F6mts462Widq6/pWO9RqW1e1fv221l/VaqutJISNMoI4ECQTAoQMwkpys3du7jjn98flHBPITQIkuTfJ5/l40Ao59+Z953md93i9AyQI8pCxeDimWZtwTEY7K8uO6GOh6FsLI49JhJ0Axe4ozV6Mc6kCNIU4Vg16nJ0EVnv5ZJsNm14HOkfJ1AfHPmW7j4J3K/jVSshnPQ09ms4XaB1h10Nz8Pf7jZ1lfBUJzIGONKXqeejY5OLIMEqAl7edRg9PdPL3ZWM9Dtcdq6+CuY3hpa+kYPdQ0EsSYwJkDOFWLvO/+K9ztWwaGRnJ5MmTxYn7HFRxOGLECMaNG3fBz4+iKDQ0NGil6MbGRoKCgtqVovsz9fX1pKenM27cOEaPHt3hMRkZGaxcuZJnn32WRx99VLzH3JwBLRAtFgttH97XX3/NxIkTnfowXSpVVVVkZWUxfPjwdl+w3RGHDQ0NZGVlaQ78bXt+1Om58vJyqqqq8PX11cSiarUw0GloaCAzM5OwsDCmTp3a78s0FhusL/Lgy1MeSDrw8FMwe4PkCRHeCi2SjdNWGZvNhqetlQC9RKC3B75+Pti89Ci0TaspWK026qqr8PDzwS80COXs9K0VaFEkmgHz2eOj9AqS/nvPwq4YLim0XqBQ1AOjJQVTZ1tRFPCuhyFVEn5VEHFcwvtsck/dcwzdzyDaPaEpyDHhqz8nfae2dqiZe28UdMrZnj/1udJBS5CCJIOXxbFDuSPz6rY0hTg8ED1sZ9feOTnO4qdgkyR0TtS4zkPB7iVjawXp7J5oRadDlnTIvmCXHNPJ4Jho9vFW8PBRmBZg5/ZwG1GX6Mfb0NBARkaG07LpYKehoYH09HRGjhzJ+PHje+Q+zWazJhZramrw8fHRMovBwV33DbsT6vMzZswYbfHDueTk5LBs2TKeeOIJnnzySfEe6wcMKoG4b98+Ro4cSXR0dI//rlOnTnH06FGmTp2q9V2ovUddrc2rqKjg4MGDjBkzhrFjx3b6wVEX0JeXlzu2e3h6amIxODh4QH7oqqqqyMnJYfTo0V0+P/0NmwyphR7sOemB1S4heSrYfUDvoxAZ6JhOPWMHm9WKzWbDZrcTIlnx8vOk0scPnU6H3W6nubkZby9vvLy9CNcreHg4Mo6dEaV3bNE40c3n82Iyiu2EIt8LwiFV4FstaTuOvQBZr2D1AP/q9opQ4qyHNA7heG4puHWIQosf6FqkDsd2vheHjkERH8WR5dPsYXwc5WFdq6N/T8fZ8jQKHl4Kkiyha3KUoVUsvo4NJx5mCa+zQrOjkrLdA1r9FXTNEjoJrd9R27ksKej8FMxWneOxqZlFFGSdgsXTDjYd6B3vjUBP8PeBK0Pt3Bhox7MHNERdXR2ZmZna50vQHlX8jBo1inHjxvXK77DZbO1K0bIsa32LYWFhbl0taWxs5MCBA52+fw4fPszSpUt56KGHePbZZwfUd/hAZlAJxAMHDhAVFdWjdijqbtKSkhLi4uK07SZthSE434xy8uRJCgsLO/WJcoYsy+3EoiRJREREEBkZqVnn9HfUtYLTpk1zapUwELDJsKHQg29LPWhodfSX2SXQ+SqEBiroAxTKkBw9bDYbVpsN39ZG8FQo9/LF29vrvO0WqlAsVqTzys1tuRih2KqDkq6E4tkMoU+1xJBqCK6WsNnbCykvvh8o0W7mCZJOOU8oqqhTy03BCo2e35eROwzh7OdQp9PhLUnIyvdl69aAs9Yyndy+3X3pwdNDwVMCyQY6M+hlUJT2U88KjnKyJVDBanH0Pnb0JavzcXjnmM8dQpHA5uew0/HwxGG2KNkItdYzuyqfWC+LVpb09/e/pJNtTU0NWVlZnZYFBzNq2VS9eO8LFEWhrq5OG3RpamoiJCREyy660/5rdWBnxIgRTjOreXl5LF26lJ/85Ce88MILQhz2Iwa0QLRard83pAOZmZkEBwf32AddNZFtaWlpt7j+3LV5HQk1dcq5oqKC2NhYgoKCLikWdUWUOhFtt9sJDw8nMjKS8PDwfmdToSgKhYWFnDp1atCtFcyrldhxyoPjdToazTqsCiCB/xAFjwCFGk+QPMBid3gchuhsWLFQ6e2Hh6cHHh4e7eyStIyi0rkQijwrFC+k9GxpKxRl8G4A3yoJn2rwrel4QtcbR4bMJjnvqQSQPUEvKfi1MbqW9WfLunZHudYDxx875w/7quLQQ5LwknSOrOHZMrKsOC/3doTVR8HiA9LZerdqRG3TO8SsDtDJoD/rXG31Ap3Vcax09g9n/yh68PaTaZAl7B6OmGSdY2jJ20PBKkm0IqF4KIR6KMT72vlxiI1Ij/ZmzZWVlXh5eWkWWRdallRNjCdNmiR2uneAOnAxduxYp2XTvqClpaVdKXrIkCHaBUJQUJDLBFdzc7M2ze1sYKegoIClS5dyyy238Mc//nFAJC0GE4NKIB48eBBfX18mTJhwyffd3NxMRkYGPj4+7babtBWHHWUN1bhycnKwWCzExcU53e95sSiKQn19vSYWzWazVq6IiIhw63IFOMRubm4udXV1xMbG9oktkTtikyGtVM+BSj2n6nW0tp4VJ3oFGRtmmw6dl4TOUwJP8PGwYde3YvIEu96O3stDE4ySJF2QUNR3llFUtKQWHmYYWgNSrYS9pv1+4XNRrYMtjrtwrIiTzrekORe7l0OAyXrQtZ7vB6iiw5FdVIBWRUZWFHwlCZukw+INZn8FyeL89h3R6u8YdpFaHc+ZHkcP4HmDKJLDk9Am4VCqHTx1iid4eyq0WiXUWRNPwFN/1rtQdmSO9R4Ko71lrvOzsyrAuX9h2wnZiooKrSwZGRlJWFhYu4uEcykvL+fgwYMDPjN/saji0N0yq2qLkXqBAGiZxa5e855EFYdDhw5l4sSJHZ7niouLWbJkCUajkT//+c8uFYd2u51//OMffPTRR+Tm5tLY2EhUVBRxcXHcddddGAwGl8XmzgwqgXj48GF0Oh1Tpky5pPutrq4mMzOT6OhoJk+erL3xuyMOm5qayMrKws/PjxkzZvT6B1rdJ6qKxcbGRs1rMSIi4ryypKuxWCxkZ2cjyzJxcXFiI8FZqsywqcSDjCo9NY0yOiv46HXoPSVaWttP2+olAIVWScHuIWPX21G8QPLWofPVE+Kr4OENZ+ySJvQku/pH0v4eICsgSzTaz5ZUz/6sbVZQOWsg6NMg4W13/L1tYk7tHbSizVh0iOpfqEgOAWnxVbD6gF0HWB1xKh6g0yn4NDq2qDhDUWQ8bHb0HnqUAAmbF9jMktYn2NUGF1nvEIayXUJqI3h9ULAqUrvHoejPrrizS04foHy2lKy3OAZidDgymHYvBZsObLIEOvD0VJjuI3N7kJVYnwv7Wm57UVhRUUFzczOhoaHaRWHbi9DS0lIOHz7MzJkze21grz+j+vipCwrcFVmWqaur0y4QWlpanL7mPYm6ezoyMtLpatNTp05x/fXXs2TJEt5++22XisOamhqWLVvGt99+iyRJTJo0CX9/f0pKSigtLWX16tWsXbvWZfG5MwNaINpsNuz277/h8/LysNlsTJ8+/aLv8/Tp0xw5coTJkydrXx7dHUaprq4mOzub4cOHO73q6m1aWlo0sVhXV0dQUJA25OJqT8Hm5mYyMzM1g97+VhbvbWw2G9nZ2ZRYPDBFxFLY6ElNkw6d3SHCOhKKkgStiuLwADxrqQISkg58vBQ8LDpau1hl4nn2xx1sedNQJJC8FHzrJXxk5axQ7LyE3BbrEAXrWW9IyeYwmVZ/Z0e6S/FW8LSBTxsvHQnwsNuxotAcqkNGcpR5z0Hi+80n6mlLAWw+Ci0+YLO27330xFEibit87d4KNi+QznoVfr9F5ezv0Dl6DC0KKHawK47nQhXUNhy9ib4eCsN8ZBKH2LnR305ID10vNjc3U1FRoX3O/f39iYyMRFEUiouLiYmJITw8vGd+2QBCFYed+fi5K01NTVr7QW1tLf7+/lrlKDAwsEfON2azmQMHDhAWFuZ093RpaSnXX389CxYs4J133nHp97gsyyxYsICvvvqKG264gTfeeKNdO8Xp06cpKiriqquuclmM7sygEoiFhYU0NTUxa9asC74vRVHIy8vjzJkzxMbGal6K3RlGAccbMS8vjylTpjhdPdTXtLa2aieR6upq7SSiei32pYCtra0lKyuLYcOGOb0qHcy0traSmZmJl5cXs2bN0jLP1a2ws8KDgzU6apslbDYwN+s6FIqOrR7AWd895ezOYC9PGS+LHovS+VV+R0JR8+nDMfxh0wGeCj71js0j6m3aZRAlR4bQdlYQYnOefWs7wWyVOpgU1jksYoKbwGy10+Cn4CF7IDlZU9jRL7D4nS0jWyTNM1GHwzdRB8iqCTkg+ypY9A4R2dGvUDwcJXHZLuGtgE05G7MedJ4KytkbBXvJxA6RuSHIyoReTpKrfYsnTpygsbERLy8voqKiNOcD0RfmQF0PNxB6Mq1Wa7ttLjqdTssshoaGXpRoM5vNmon61KlTO/yONplMLF26lNmzZ/P++++7/CL/r3/9K/fddx+LFi1ix44d4r1+gQwqgVhcXEx1dTXx8fEXfD/Z2dk0NTWRkJCgGZp2ZxhFURSOHTtGaWkps2bNctthC/ULpby8nMrKSnx8fDSx2FNXn84wmUzk5uYyYcIEty7puArVfF3dbuHsS67FBrsq9Ryo0lFllrDbJewyDr8/2dEfaLdDq/3sVPPZ1W+KoiCj4Kmz4WnVY0Pf7vXWQzuLFgmHsLR2YrJNG6EoKQ6TZ8+zgtBskzQ7lwvF82w8NskhRr18FZo8oMVqB0XB09MDTyt4Nnc8Aa2inC0j2+3nr9DTK997Gio4hki0MnJH96k4ysh2PSg2CW9wDBYBvl4Ksg6a7RI6Pczws2MIsjLPV+l0srynOX78OMXFxcTGxmKz2c7rW1T72Pqqh83dqK6uJisra0CIw3NRBxjV17y1tbVdKbo7bUatra2kp6cTFBTkdMNORUUFy5cvZ8aMGXz00Udu8V6aOnUqR48e5auvvmL+/PmuDqffMaAFot1ux2b7vsh1+vRpSktLmT17drfvQ1095e3tTWxs7HnDKJ2VlNW1cM3NzcTFxbmVPUFn2O32dvY5er2+nddiT12FKYrCiRMnKCoqEjunnaBmVocPH35BBsY2Gb6p0rG/RseJJj11rRKWs813Hjrw1ilIKI4y7NmhE8Uqo9gUUKx4tOpQJA/sOt3ZdXCO+1V0DnGl6BQUHXjpQK+DVh2YAdW/W/1SUWSQ9ODZKqFr0zfoGFBx7BPu7jCxonPsIPbycPyCVpvkeAx2uyPrp9ejSI4eQRuAp+IQe+bv1+XZzk4jYzl/S4oqDNUBFLuXgt0LZFvHz7kinRWGODKg3orimFiWHPueFb1jn/Z0X5krhtiZ5S3T1wkMRVEoKCigpKSE+Ph4AgIC2v2su32LAxl1mnvy5MluU93pLdSedFUs1tfXExAQ0KltksVi4cCBAwQGBjJ9+nSn7VPLli1jwoQJ/Oc//3GLQcj8/HwmTZpEaGgolZWVbNiwgU8//ZTS0lIiIiJYvHgxt99+u9v14bsTg0oglpaWUlxczOWXX96t26slh6FDhzJlypTzhlE6E4ctLS1kZWVpJUF3+MBcDLIsU11drZ1EFEXRvBbDwsIuWizKskxeXh7l5eXExcURGBjYw5H3f1QD9UvNrCoKZNfp+LJSR0GDnhqzzlHyVRzl544miSVJRrLLeMh2dDYFWefhyCzqna+f09OJ6FMAr7OCral9Jk4dUJElBUube1f0jsyjrAcPxTEoYz+nr1Ft7ejofahmPvXeCngoyAooOLKXdrujf1BnOytW+X4Lim2Io4cSq8Pc2nGr7x+3ztPhc9Nql1BNDu068NLDaD87U4fIXOlvZ7KL56vUtpjy8vJ2lQ9nOOtb7Am/RXdFFYdTpkzplQUK7k5b26Sqqio8PT21jHJoaCg2m4309HRtqLKjz1ltbS0rV64kOjqa5ORktxks/OSTT7j55puZN28eY8eO5V//+td5x0yZMoVt27a51aS6OzGoBGJFRQV5eXlcccUVXd72zJkzHD58mEmTJrV786j9hp2Jw9raWrKzs7WdpgOl70FRlHZei1arlfDwcKKioi7IYkHNrLa0tBAXF+fy4Rh3RO1ZnTFjBlFRUT163wWN8FWVB0XNOkxmiUa7hO1sCdrjXLGoAHoFSZHRtyroZAUkCbtOB076beFsD18nFjaSl4KHBfRttpPIHoCPgpfecRuLVcLjbN/h+VlG5aw4lNp/viTHAIns4TAaV5xk/3SAN2priOMx2mUJi4cjZkl97N//OhQJbF4OMektnR0w8VKY6WNn0RA7o93oGlBRFA4fPkxNTQ0JCQkX/BnrSDioF4YDpW+xsrKSnJwcpk6dKqx++D4ZoL7uFotF2+seGxvbYUa5vr4eg8FASEgIqampbpV1fv3113nsscfw9PTEarXy05/+lGeeeYahQ4fy1Vdfcc8991BUVERCQgL79+8fEO/pnmZAC0RZlrFavz+1VFdXc/DgQRYsWOD0NoqikJ+fz8mTJ4mNjdUm/bo7jKJaSEycOJGRI0cOyKtu+H7xvCoWVYuFqKgowsPDnV5Fms1msrKy8PT07NeZ1d5CURSKioo4efJknxiE22XIadDxbYOO3CY9plYJm+zIqvlKjulds+zoYcQOkl5BsinoWhV0itxOLCKdn11UcAgwz7M77Fp0Z61rJLQhD518NsHYIqHXOaas7Wc3nmjTxm0Um10Bq92OotMheeg0QSjjvBys4nX2Pi1eCla9oyfSbu/At9AxpYKsc0wgKwpEeslM8pKZ6SWzyNfOUDd968qyzKFDh2hsbCQ+Pv6ST9rO/Bb7c9+imp2/mA1WgwG1rKwoCh4eHjQ0NBAYGEhWVhbx8fHEx8fT3NzMDTfcgLe3N5s2bXK7C/0XXniBZ599FoArr7ySPXv2tPt5dnY2cXFxKIrChg0bWLlypSvCdGv63yf7EtDr9e0yiudis9nIycmhsbGRuXPnagbN3R1GaXtiH+gWEpIkERgYSGBgIBMmTNC8Fk+dOsXhw4cJCQnRylPqCaqhoYGsrCxCQ0OZOnWquGI7B3W7TmVlJbNnz+4Tg3C9DuKCZOKCHJ17Vhn2N+jYX6+n1CJRZZNQrI5hFwmQJQnZG3RDJHR2HZIiI9tl9LINSQKr3gNZpwdJOmutg7p0GPV/HbYxCnbFsTtZwSEGLUMcYlKPgs4iIVkd2UM7Zw9CQpEULB428D27n9gGOkXCw4q2rkTme89DBUcm09tL0fokZdlxcScpCnpFcpS4dQp6D4dgtOAQoZHeCuO9ZOJ87FzpLRPWD74t7Xa7lp1PTEzskXKfXq/XetTUvsWKigqKioo4dOhQv+tbrKioICcnp1ey8wMBdUOYr68vMTEx6HQ6zfHixRdf5MknnyQ0NJTw8HAkSeKLL75wO3EItHsvrlmz5ryfx8TEsGjRInbt2sW2bduEQOyAfvCV13N4eHi0m2puS0tLCxkZGXh6ejJ37lzti7U7/oZ2u13b/NFXJ3Z3w8/Pj7FjxzJ27FhtNZTJZCIvL4/AwED8/f0pKyvTdpoO1MzqxWK328nJyaGlpYU5c+a47ETrqYP5QTLzg9qP9jbbocgscdys44xV4oxVotoq0WSTaLbp0Ck6sCvobTKS9ey+OZ3O8Zk5O/ssO/717ISv4/W38/0GFJSzvoQ6kL0VbEPAjoLOJqHowW5XkC0Kkt4DHY6MptLWIedsSlKvc2wsQQctgFmWaEFCUQ9UHJlQRQ8yjp5JnU5imKfMVB+ZuT525nvL+PYzG0673U5WVhZ2u53ExMReyc5LkkRQUBBBQUFMmDBB61ssKysjLy8Pf39/rRTtjn2L6gYZIQ47xm63k5mZiYeHB7NmzdIu4r29vRkxYgSpqamUl5dzzz33kJ+fj9lsZsyYMSxdupSVK1eydOlSt3HqCAkJ0f7b2XKMqVOnsmvXLoqLi/soqv7FoBKIer2+ndhTqa2tJSMjg8jIyHY2It0ZRmltbSUrKwudTsdll13mNg26rsTX15dRo0YxatQoLBYLx44d48yZM0iShMlkQlEUtz2BuAKLxUJWVhaSJDF79my3LLsP0cMMP4UZfudfYCkKmGxQaJY4ZdFRYpEoa5Qpb7HRaJcwo0Ovk/DQ6fDw0OGpk7TMoAWwKVKbyef27wcJCZ0XSLKMXWfHy0+Hp95hzyPjKJF72cFb79hWYkHCKjuEoXS2RO6rU/DWQ6CnTICngp8HhOgVojwURnrIjPJUGKl3CMv+is1mIzMzE0mSiI+P77Oy75AhQxg9ejSjR49u17d44sQJrW8xIiKCkJAQl1cMTCYThw4dEhtknKCKQ51OR0xMTIcehq2trdx3332aoXhgYCAZGRls2LCBV155hTvuuIOHHnqI119/3QWPoD2TJ0/W/tvZpLL6784SR4OdAS0QzxUf6pem3W7XvqxKSkrIzc1l4sSJjB49WrtNd4ZRGhoayMzMJDQ0tFN/usGKoiicPHmSiooKEhISCAwM1LwWv/vuO7y8vDT7HFcunXclaua6P2+PkSQY6glDPRXaW1lLjpJkQz2HKmo5VNvK6RY9TUNCaPIKoEnng07RoZMU9JKCXudIAio4hlKskkPw6exWsLYSPMQbP0/wkmTHkIgefFEYoocAnUKgTiFIrxCkgxCdQoheIUQH3gP8Y2mxWMjMzMTT09Ppib0v8PLyIjo6mujo6HZ9i4cOHXJ536IqDmfNmiXstDpAzT4rikJcXFyH7yGLxcKPf/xjysrK2LlzJ8HBwQAkJiaSmJjIc889x8mTJ6muru7j6DsmLi4OHx8fzGYzRUVFTJgw4bxjioqKAAa8vdHFMqCHVBRFwWKxtPv7Z599xsKFC/H29qagoIATJ04QExOjfWmoGybUKwpnwyjl5eUcOnSIsWPHMmbMmEEpbjpDlmVyc3Opra0lLi7uvLL7uV6LOp1OE4vukG3oCxoaGsjIyCAqKorJkycPiveQ2WzWrFRqamo6LUmqfb2nTp0iNjZWOyEJvqe1tZWMjAyGDBnCzJkz3fJz07Zvsby8vM/9FsvKyrTd00Icno8sy2RlZWGz2Zxmn61WK3fffTfHjh0jLS2t3/TYr169mpSUFG655ZbzbG7KysoYN24cLS0tfPTRR9x6660uitJ9GVQCEWD79u3MmTOHoqIi6uvr25nHnjuM0pE4bGvuPH36dNHH0gFWq5WsrCxkWSY2NrZLI1JZlqmpqdEmomVZbue12B+zal1RVVVFTk4OY8aMGbQXGG2396hWKm0zyseOHaO8vJz4+PhB2dfbFerqM3W7hTuKw45Q+xbb7gzurb7F0tJSjhw5wqxZs/qNqOlLZFkmOzsbq9XqVBzabDbuvfdesrOzSUtL61fnvOzsbBISElAUhX/84x/ccccdgKOt7KabbuKzzz5j3LhxHDlyRLSHdcCAFojguMJuy86dO/Hy8sLLy4u4uLjzhlHU8nNHX1KyLHPkyBGqqqqIjY0V5s4d0NzcTGZm5kWXTBVFoa6uThOLFotFK01FRET0S0uNc1GtkKZOnToozXk7Qi1Jqhllm82GTqdj0qRJDBs2bEBeJFwKzc3NpKenExYW5nQvbn/Amd9iT/QtlpSUcPToUWJiYggLC+vBqAcGsixrE+8JCQkd9j7b7XYefPBB9u7dy+7du/vl99Vf//pX7r//fhRFYdSoUURGRnL48GGam5sJDw9n+/btxMbGujpMt2TAC0SLxaJlBOvq6ti7dy/h4eHEx8df0DCKxWIhJycHm83m1DR0sKOuhRs2bBiTJk265JOWoig0NjZqYrGpqYmwsDDNPqc/XvEVFxdTVFQkMhpOUHuhVF/N6upqWltb210kuOMQT1/S2NhIeno6Q4cO7ZHPmbvQk36LZ86cIS8vj9jYWLeZqnUnVK/MpqYmpxPvsizzyCOPkJaWRlpa2iVtc3I1X375JS+//DJ79+6lvr6e6Oholi9fztNPPy36Dzth0AjEsrIyDh48iIeHB9OmTdPS5N0ZRmlqaiIzM5OAgIB+O0jQ25hMJnJzcy95LVxnNDc3a2Kxvr6e4OBgrSTp7oJdURSOHTtGWVkZsbGxBAUFuTokt8NqtWqTuOrec/UiQe1fa2xsJCQkRCtJuvvr3tPU19eTkZHByJEjGTdu3IARh+dyKX2Lp0+f5tixY0IcOkFRFM1IPSEhocMLbVmWeeKJJ9iyZQtpaWmMHTvWBZEKXM2AF4itra0UFBRw/PhxYmJiKCoqYtSoUQwbNqxbwyhqr9iIESOYMGHCgP1Cvlja9mTOmDGjz+wjzh12CAgI0MRiVztn+xr1al3teR0yZIirQ3I71GELX19fZs6c6fQiTPXYLC8v1/rX2r7uA/nzqVqLqINxg4nu9i2q4jAuLq6dD57AgaIo5ObmUl9f79RIXZZlfvWrX5GcnMzu3bs7nP4VDA4GtEBUFIXvvvtO20caEBDAd999R1RUFNHR0Z0OowCcOnWKY8eOiV4xJ8iyTF5eHuXl5cTFxbmsJ1PtYzKZTFRXV+Pr66uJhoCAAJeKBqvVSnZ2Nna7vV3Pq+B7mpubycjIIDg4+IKGLdTXXR1y8fb2HrC2SdXV1WRlZWkrPAczzvoWwdF3GB8fLybeO0BRFI4cOUJNTQ2JiYkdDg8qisLvfvc7PvzwQ9LS0pwaTAsGBwNaIAIUFhYSERGhfRgyMjIICgrS9iR3dDKSZVkrB8bExIgr0Q6w2Wxag3NcXJzbrFqy2WxUVVVhMpmorKxsNxkbHBzcp6LBbDaTmZmJt7c3s2bNGhADNj2NavVzqf10bW2TKisrkSRJK0eGhYX1mwnfjlD3Bk+ZMkVcqJ6D3W6npqaGoqIi6urq2q0F7K97onsDRVE4evQoVVVVJCYmdliiVxSFl156iXfeeYe0tDSmT5/ugkgF7sSAF4hWqxVZduzYUhSFw4cPU15ezrBhw4iMjCQwMLDdSclqtXLw4EHMZjOxsbGiHNgBZrOZrKwsPD09mTVrltsODZw7GauKhsjISEJDQ3tVNDQ2Nmom6mLvdMfU1NSQlZXV41Y/sixTW1urlaKtVmu7YQd3fb92hGrwLFbDOUdtcYmLi0OSJK0U3dTU1OFO+MGGoijk5eVRUVFBYmJihxfziqLw6quv8uabb7Jz505iYmJcEKnA3Rg0AlHtN7RarZrnXkVFhZZhioqKwsvLi6ysLHx8fJg5c2a/OpH0FQ0NDWRlZfU74aOKBnXIxW6395rXojrNPWLECMaPHz+gSp09hZoVmzRpEiNGjOi136MoCg0NDZpYbGpq6lOT5ktBtWkRBs/OKS4u5vjx48THx583+NWXfovuijocV15e3qk4fPPNN3n55Zf5/PPPSUxMdEGkAndkUAhEm83W4TCKLMtaWcpkMmG32/H392fSpEmEhoYOii+QC0Ed2Bk9ejRjx47tt8+POiGpikWz2Ux4eDiRkZGXnGFSN+yIXjHnqD6QrsiKqaKhvLycuro6AgMDNdHgTsNNp06dIj8/X3j4dcLx48c5ceIE8fHxXfY/96bforuiKAoFBQWUlpaSmJjYYTVMURT++te/8vzzz7Nt2zbmzp3rgkgF7sqAF4jJycnMmzdPG1boSNSUlJRw+PBhRowYgSzLlJeXa+XIqKioAfsFciGcOXOGo0ePDriBHUVRaGpq0sRiY2MjoaGhWlmqqy0wbVFP6n05zd3fOHnyJAUFBW4hfCwWiyYW1eEmVSye23rSl6hZsbi4ODFs4YSioiJOnjypDR9eCGrfolpFauu3GBYWNmAqR4WFhZw+fZrExMQOL37U7SK/+tWv2LJlC1dccYULohS4MwNaINbW1jJv3jyOHz/O4sWLMRgMLFu2TJtwtNvt/OIXv2Ds2LHcdttt2gmrbTnSZDKhKEq7cuRgEouKolBYWMipU6eIiYkZ8L5iLS0tmlisq6sjKChIG3JxNojT9jkSJ/WOabtXOS4uzu18INXhJrUkqQ479OVu8LbPUXeyYoMV9bN2MeLwXNr6LQ6kvkX1fZSQkNDhmkpFUfjwww95/PHH2bhxIwsXLuz7IAVuz4AWiPC9KejatWtZt24deXl5LFq0iKVLl5KSkkJ+fj7//e9/iY+Pd3r7uro6TCYT5eXl2Gw2wsPDiYqKGrB7glVkWSY3N5fa2lri4uIG3T7c1tbWdhmmjjz31PWL1dXVg/I56g7qBGVFRUW/2Kus7gZXX3u73a61IISFhfXKZKyiKOTn51NaWur0pD7YUS/Ezpw502vP0UDoW1RL74mJiU7F4X/+8x8efvhhUlJSuO6661wQpaA/MOAFYlvUaa733nuPt956i6CgIKZPn05SUhIrV64kIiKi0y+Atr1rJpNJ2xOs9q4NJEsFq9VKVlYWsiwTGxt7QaXWgYjVatVOHJWVlfj4+BAREUFtbS02m434+Ph+m23oTVST8IaGBuLj493GDqm7dLTRIywsTOtf64nPhSqgKysrSUhIEM4JHdAX4vBc2n7m+0vf4okTJzh+/Hin2dWUlBTuvfde/vvf/7J8+fI+jlDQnxhUAhEcPogrV67kuuuu44knnmDjxo2kpKSQnp7O5ZdfjtFoJCkpiWHDhnUpFhsbG7XMYktLC2FhYURFRfU7K41zaW5uJjMzEz8/v063WgxW7HY7ZWVl5OfnY7Va2xk0h4SE9IssQ19gt9vJzs7GYrEQHx8/IEzCm5qaNLFYX19PUFCQlmG6GGEnyzKHDx+mtraWhISEfieg+wJ12KKkpMRpP11v0x/6Fk+ePElhYSEJCQlO2xM2btzI3Xffzb/+9S+MRmPfBijodwwqgZiSksIdd9zBs88+y+OPP66dyBVF4eTJk6SkpJCSksK3337L7NmzSUpKwmg0aqbandHY2KhlFpuamggLC9P6WPrTiVG1aBk2bNglGRcPZNTNH4GBgUybNk3rV62oqBjU/aptUfcq63Q6YmNjB1R2XeXcFgQ/Pz/tte/OBh9Zljl48CBNTU0kJCQM+ix9R6il97KyMhISEtxi0txZ36KaXXSFyD916hQFBQUd2v2obN26lR//+Me8//773HjjjX0coYM777yTDz74oNNjWlpaRDXGTRg0ArG2tpZZs2bx5ptvdnrlpCgKJSUlrFu3jpSUFL788ktiYmIwGo0YDAbGjRvX5Rd/c3OzlllsaGjQmp4jIyPd+iRgMpnIzc1lwoQJjBo1ytXhuCX19fVkZmZ2uPlDUZR2XotWq7WdWByIIqkj1A0yXe1VHkjYbDZt7Z+6wUd97YODg8+7ULDb7eTk5NDa2jpgsqs9jerhZzKZnNq0uAPO+hYjIiL6ZNXnmTNnyMvL63TF4M6dO7n55pt55513uPnmm1124a8KxIkTJzp1eti1a5f4PLgJg0YgguPEdSFXJoqiUF5eTmpqKikpKaSlpTF16lSMRiNGo7FbGbaOpmKjoqKIjIx0m6skNYNaWFgoLFo6oaqqiuzsbMaNG8fo0aO7bEFoaGjQXnu1BUHNKrtDSao3ULOrISEh/cpIvSeRZbndBh9ZlttdKCiKQlZWFoqiEBsbO2DfC5dC2+0f/akv02q1ttsP3tt9i6qZelxcnNOVsHv27OHGG2/krbfe4sc//rFLq0KqQHzvvfe48847XRaHoHsMKoF4KSiKQk1NDevXryc5OZkdO3Ywfvx4DAYDq1at6tbJ0Gw2U1FRgclkora2lsDAQG2Li6t6j9S90yaTidjYWLezH3EXSkpKOHLkCNOmTWPYsGEXfPu2Xotts8r92UrjXHpqr/JAQnVBUEvRZrMZnU6Ht7e3W+0wdyfaDu042/7RH1AvFNTsot1u1y4Se6JvsbS0lCNHjhAbG+vUfuzrr79m9erVvPrqq/z0pz91+WdSCMT+hRCIF0ltba024PLZZ58xYsQIDAYDRqORmJiYLsWixWLRBINqoaJmFvuqz8Zms3Hw4EFaWlrEycoJiqJQXFxMcXExs2bN6hFz55aWFk0wtL1QuNhBB3egt/YqDyRaW1s5cOAAAHq9nsbGRoKDg7Xsovj8OT5vqm3UQBra6em+RbUdqDPD+X379mE0Gvn973/PAw884BafSSEQ+xdCIPYADQ0NbNmyheTkZLZu3Up4eDhJSUmsWrWKxMTELsWiaqdgMpmoqqrCz89Pyyyqfns9jdlsJisrC09PT2bNmiXKXB2glrlMJhNxcXG9Ylx87oWC+tr3J9+1vtqr3J8xm81kZGTg7+/PjBkz0Ol0WkWhvLycmpqafum515MoisLhw4epqakhMTFxwGTWO+JS+hbVdZ6d7ehW3Tp+/etf88gjj7jNe0kViMuXL8fDw4P6+noiIyOZP38+P/7xj0UFy80QArGHaW5uZtu2bSQnJ7N582YCAwNZuXIlRqORuXPndtmwb7PZtJOG6renZhZ7quG5sbGRzMxMQkJCmDZt2qDsE+sKu93OoUOHaGxs7DP/vrb9S5WVle3sc9TtP+6GK/cq9xdaWlpIT0/XPm8dvY4d9a6pr31wcLBbvvY9iSoOVbufgSwOz+VC+hYrKirIyclh5syZTnvFs7OzWb58OU8++SRPPPGEW713OptiDgkJ4d///jdLlizp46gEzhACsRcxm81s376dlJQU1q9fj7e3NytXrmTVqlXMnz+/y6lWu91OZWUlJpOJyspKvLy8tMzixe6KraqqIicnh1GjRnVrInswopqEq0MErpios9vtVFVVaYMOrlj91hXutFfZXWlqaiI9PZ3IyEgmT57crc+b3W5vN+QCaIJhIG5vUhSF3Nxc6urqBp04PBdnfYvqEofc3NxOL8YOHz7MkiVLePjhh3n22Wfd7vv9+eefx8PDg+XLlzN27FgkSWLv3r08++yz7Nu3D29vb7766isSExNdHaoAIRD7DIvFQlpaGsnJyaSmpqIoCitWrGDVqlVcddVVXYqQcwWDh4fHBWcYzpw5w9GjR5k6dSrR0dE99dAGFGop0NfXl1mzZrnFyVhd/aaWott6LYaGhvZ5jOpWi9OnT7vlXmV3QR3aiY6OZsKECRd1slatk9SqQmtrq2bQPBCm4dV1ng0NDcIL8hza9i2WlpZiNpvx9/dn+PDhHfYtHj16lKVLl/Kzn/2M559/3u3EYWdYLBauvPJK9u/fz9VXX83OnTtdHZIAIRBdgs1mY8+ePaxdu5bU1FTMZjPLly/HaDSyaNGiLq+g29polJeXI0lSu00e52aX1BP6qVOniImJcTrxNthpbGwkIyOD8PBwpkyZ4hZZunNRp2LV176v1z32t73KrqKuro7MzEwtU98TqNubVLHY2NioDTq4k21Wd1HXMDY2Ngpx2AnV1dVkZWUxfvx4JEnShtv+3//7f0RHR3PDDTcQERHBsmXLuPXWW/njH//olt9dXfH5559z/fXXo9PpqKysdGrbI+g7hEB0MXa7na+//prk5GTWrVtHXV0dS5cuxWAwcO2113Y51SrLMrW1tZoxt5pdioqK0oRgbm4utbW1xMXFiRO6E9Qp3P5UelcFgyoWe3uDT3/fq9xXqO8l1S+ztzh3Gt7f31+7UOyt4baeQt0i09zcTEJCgjBGdkJNTQ2ZmZlMmTKlXdXHarXywQcfsH79er755hs8PT0ZO3Ysf/rTn1i0aFG/fD4bGhq0QcADBw6QkJDg4ogEQiC6EbIss3//ftauXcu6deswmUxcd911GI1GlixZ0qW4a7vJw2QyYbPZ0Ol0eHh4DCjLiJ7GZDJx6NAhJk+e3K+ncM/dExwcHKwJhkvNLg3Evcq9gWqm3tcT3RaLpd2ggzsPOAlx2D1qa2vJyMjo9L108uRJli1bxqxZsxg2bBgbN26koaFBSzIsXbrU6XYVd8NsNmvnqG+//ZbLLrvMxREJhEB0U2RZJjMzk7Vr15KSksKpU6e45pprMBqNLFu2rMshFbU5XqfToSgKVquV8PBwoqKiCA8Pd4veOndAHbTozDKiP3KuhUpAQEC77NKFMBj2KvcE5eXlHDx48KLN1HsKtV9ZHXSQJKndkIsry4+yLJOTk4PZbCYhIaHf91D2FnV1dWRkZDBhwgRGjhzZ4TElJSUsWbKEhQsX8re//Q29Xo+iKKSnp7NhwwbWr1/PkCFD2Lt3bx9Hf3Gkp6drwymnT59m+PDhLo5IIARiP0BRFA4dOsSnn37KunXrOHbsGFdffTUGg4EVK1YQEhLSTiympaVRVVXFzJkzmTRpEoC29s1kMmE2m7W+tYiIiEF5wlcUhYKCAs6cOUNsbGy/ucq+GCwWiyYWq6ur8fX11cRiV9ZJg3Gv8sWg2v10Zj/iCtQWFPX1Vy8UIyIiCA8P71OBpu6fVrPQQhx2TH19Penp6YwfP55Ro0Z1eExZWRlLly7lsssu47333nP6uWxqauqzxQuXyi233MLHH3/MlClTOHLkiKvDESAEYr9DHRJQy9CHDh3iqquuwmg0smLFCrZu3cpjjz3G888/z/3339/h7ZuamrSeRbVvLSoqakBMRXYHWZY1Q974+Ph+8wXaE9hstnZei6rfXlRU1HmlyObmZtLT0wkNDR20e5W7w5kzZ8jLy2PWrFmEh4e7OhynqPvBVbHY1NREaGioll3szSEXtUXBarUKcdgJDQ0NpKenaxuJOqKiooJly5Yxc+ZMPvroo35zgb99+3Z27drFPffcw9ixY7V/r6ur49lnn+Uvf/kLAP/+97+5+eabXRWmoA1CIPZj1Onk5ORkkpOTyc7ORqfTceedd/KLX/yCYcOGddl7pO4INplMNDY2EhoaqmWXBmJvkM1m07IYcXFxg3py8ly/PbUUGRUVhYeHB1lZWQwbNoyJEye6VQ+bO3Hy5EkKCwuJjY3td1OX6jaP8vJy6urqCAwM1Caie/KiSRWHNpuNuLg4IQ6d0NjYyIEDBxg9enQ7AdWWqqoqli9fzsSJE/nkk0/61XOZmprKqlWrABg+fDjR0dFYrVYOHz6MxWJBkiR+/etf89vf/ta1gQo0hEAcANhsNtasWcN///tfbr31Vg4cOMC+ffuYM2cOSUlJGAwGRo4c2eVJvqWlRcssqkMOamaxv1lodERrayuZmZl4enoSExPTb668+wK1FFleXk5ZWRlWq5WAgADGjRs3IM2Ze4Ljx49TXFxMfHx8v/eC7KgNQRWLF2vKDw5xmJWVhSzLxMXFic+cE5qamjhw4AAjRoxg/PjxHR5TW1vLihUrGD58OMnJyf3uAv7UqVP87W9/Y+/evRQUFFBRUYGiKAwbNowrr7yS+++/XwymuBlCIPZzGhsbufnmmyksLGTLli2MGTMGRVEoKSkhJSWFlJQUvvrqK2JjYzEajRgMBs3BvjPMZrOWWayrqyMoKEjLLPbHaeimpiYyMzMJCgpi+vTpolzqBHWVl9r7ZDKZNHNm1WuxP2UteoO2/asJCQkEBAS4OqQexWaztRtyudgtPna7nczMTBRFEeKwE1RxOHz4cM3r8Fzq6+tJSkoiNDSU1NTUAXHBLnB/hEDsx1itVubNm0dgYCDJyckdDlooioLJZCI1NZWUlBR2797NtGnTNLE4adKkLsVia2srFRUVmEymdhOxUVFRXfo0ugOqaXF0dLQol3ZCSUkJR44cabfKS+1ZVb0W27YhREREDLoSvaIo5OXlUV5eTkJCwoDvX1W3+KjZRbvdrl0shIWFORV9NpuNzMxMJEkiLi5OZKCd0NzczIEDBxg2bJjTbTuNjY2sWrUKHx8fNm3a1C8v0AX9EyEQ+znbtm3j6quv7la5QVEUqqurNbG4Y8cOJk6ciMFgwGg0dmsQoW0pqqqqCj8/P6KiooiMjHRLE+7KykpycnIYP358r5oW93dOnDhBYWFhl3uVm5ubtZ7FgZBZvhAURdGGmwajr2jb1W/l5eU0Nzdre4LbXiyo4lC1RRLisGNaWlo4cOAAkZGRTi/Um5ubWb16NQCbN292y+9YwcBFCMRBirqybcOGDaSkpPD5558zcuRITSzOmjWrS7FotVqprKzEZDJRVVWl2adERUXh7+/v8kydunt6+vTpDB061KWxuCuXsle5tbVVyyzW1NS02+Qx0E5kbXcGx8fHixIf5xuzBwUFERYWhslkwsvLS4jDTjCbzRw4cIDw8HAmT57c4XdlS0sLP/rRj2hubmbbtm3alhGBoK8Y8AKxsbGRt99+m3379nHo0CHN3iEiIoLLL7+chx56iAULFrg6TJfT0NDA5s2bSU5OZuvWrURGRpKUlMSqVatISEjoUiyea5/i5eWlZRYvpcn9YlAUhePHj3PixAmxe7oTenKvstVqbZdZ9vHx0cRiX7/+PY3dbufgwYO0tLSIzR9OaG1tpaysjKKiImw2G35+ft322hxsqOJQtY/q6LlpbW3llltuoaqqis8//3xA+7QK3JcBLxALCgqYOHEiACEhIURHR6PX6zl+/DgNDQ0A/O53v+PXv/61K8N0K5qamti2bRvJycls3ryZoKAgkpKSMBqNXHbZZV1mBdRNDiaTicrKSjw8PJx67fU0qugpLy8nPj5+wA0Q9BS9uVfZbre3u1jw8PBoN+TQn8SCOoVrt9uFRUsnWK1WMjIy8PLyYtq0adTU1LTz2lRf/+Dg4EE9INba2sqBAwcIDg5m2rRpHX4WLBYLt99+O2fOnGHHjh3iAlfgMga8QKysrOSTTz7h+uuv14QiOD6Eb7zxBk888QSSJLFv3z5mz57twkjdk5aWFrZv305ycjIbN27Ex8eHlStXsmrVKubNm9flZKIsy1RVVWl9azqdTsss9LRYUDM9zc3NxMXFDboese7Sl3uVZVnWvBbLy8sBtNc/NDTUrcVC20ELsWLQOVarlfT0dLy9vYmJiWn3mrZ9/SsqKpBlWROLg80+yWKxcODAAQIDA5k+fXqH331Wq5W7776b/Px8du3a5dbG64KBz4AXiF2xfPlytmzZwv/8z//w+9//3tXhuDUWi4Vdu3axdu1a1q9fjyRJrFixAqPRyFVXXdWl0FAnIk0mk+aBpWYWL8Q+oyOsVitZWVmapYbI9HSMK/cqK4qieS2qa9/aigV3EmBqRkz1zBxMQuZCsFgsZGRk4OPj02Xfstr3rLYimM3mdkMuA7l0b7FYSE9Px8/Pj5kzZ3YoDm02G/fccw85OTmkpaVpTgICgasY9ALxF7/4Ba+99hqPPPIIr7/+uqvD6TfYbDa++OIL1q5dS2pqKq2traxYsQKDwcDVV1/dpf2JoihaGUq1z1AzS2FhYRckFltaWsjMzGTIkCFiX3AnmM1mMjIy3OJ5Ute+qa9/S0sLYWFhmn2OKwV+a2tru+fJnbOcrkQVPRfzPKn2SapYbGhoIDg4WLtgGEjZfzXDqu4z7+h5stvtPPDAA3z77bfs3r2b6OhoF0QqELRnUAtERVG44oor+Oabb/jnP//J7bff7uqQ+iV2u52vv/5a2w/d0NDA0qVLMRgMLF68uEuvRDWzoG5xsdls7YyZOxMyDQ0NZGZmEhERwZQpU/pVf1tf0tTUREZGhtvuVW5sbNS8NhsbGwkJCdEuGPrSa9FsNpOenk5QUBDTpk1zu+fJXWibEZsxY8YlP09ms1kTi+pEvCoW3cER4WJRM9He3t5OM6yyLLNmzRp2795NWlqaZlIvELiaQSkQm5ubKSgo4OWXX+ajjz7i8ssvZ8+ePW5V4uqvyLLMvn37NLFYUVHBddddh9Fo5Prrr+9yUlbNLKli0Ww2Ex4eTlRUFOHh4e1eo+rqarKzs7Xdpf31JNLb1NfXk5mZ2W/2Kre0tGhiUd0RrIrF3jRmb25uJj09nbCwMKfTpQJHhjU9PR1/f/8eEYfnotpnqRPxnp6e2usfHBzcb14Xm83Wrk3BmTh8/PHH2bp1K2lpaU53MAsErmBQCcTY2Fiys7O1v/v7+/PLX/6SJ554YkCVNNwFWZbJyMhg7dq1pKSkcPr0aRYvXozRaGTp0qVd2p8oikJjY6O28q9tGVKdVp4yZQrDhw/vw0fVv6ipqSErK4uxY8cyZswYV4dzwahbfNQdwW3tU3oys9TY2Eh6ejpDhw7t1nahwYoqDgMCAvpkZaXdbm835AJoPYvuPOSiDjjp9XqnPayyLPM///M/rFu3jrS0NCZMmOCCSAUC5wwqgXjXXXeRn59PfX09RUVFNDU1MX36dN544w2uueYaV4c3oFFtVT799FPWrVtHQUEBV199NQaDgeXLl3drormpqQmTycTp06dpbW0lICCAkSNHDvgG94uloqKCgwcPMmnSJEaMGOHqcC6ZtpmlyspKvL29iYqKIiIi4pLsk+rr68nIyGDkyJGMGzdOiEMntC2/O5vC7U3UISf1gkHdEa4KRncZTFN3UKvT7x2JQ0VR+O1vf8tHH33E7t27mTx5sgsiFQg6x60F4hNPPMGGDRsu+Hbvvfcel19+eafHWK1W/v73v/OLX/wCm81GWloaV1xxxcWGKrgAFEXhyJEjWhk6NzeXBQsWYDAYWLlyJeHh4R2efBRFIT8/n5KSEqZOnUpLSwsmk4mGhgaX9ay5Kx3tVR5IqF6bamZJr9e3K0N2N7NVW1tLZmZmv82w9hWquXNISIhT/76+RK0uqGJR7VtV+xZdtelG9c1U3RScicOXXnqJd955h7S0NKZPn+6CSDvmmWee0dw8nn/+eZ555hkXRyRwJW4tEG+77Tb+9a9/XfDttm/fzuLFi7t17Kuvvsovf/lLrrnmGnbs2HHBv0twaSiKQkFBAcnJyaSkpJCZmcn8+fMxGAwkJSUxdOhQJEnCbDZz++23M2/ePO655x78/Py0+2hpadGmYdX9wOoWl8G4Ek3dqxwbGzsoTHZV+yT1PaAoiiYUQkNDnZYhq6urycrKYuLEiYwcObKPo+4/tLS0kJ6e3unmD1ej9q2Wl5dTW1vbbu2jn59fn8Ss+ouqpuod9bQrisKrr77KG2+8wa5du4iJien1uLrLkSNHiI2NxWKxAEIgCtxcIPYFR48eZerUqYSEhFBdXe3qcAY1iqJw4sQJTSzu27ePyy67jCVLlrBu3ToaGxvZuHFjpyfzc/cDqwMOUVFRA77P9FL2Kg8U1Il49T1gsVjaTcSrJ221/D5lyhRhKdIJLS0t2s7g/uISYLFYqKyspKKiQmtFUMVib21ykmWZ7OxsrFYr8fHxTsXhm2++ycsvv8znn39OYmJij8dxsSiKwoIFC8jIyOCyyy5j165dQiAKhEA8dOgQM2fOJCAggPr6eleHIziLoiicOXOG9957jz/96U8EBgYycuRIkpKSMBgMjBkzpssveovFogmF6upq/P39tcxi2wzkQEAt21dWVpKQkDDgHt/FoJYhVWP2pqYmwsLC8PHx4cyZM8ycOXNAlt97ClUcRkREMHny5H4hDs9FbUWoqKigoqICSZLaDbn0xJCNLMscPHgQs9lMfHx8h72QiqLw17/+leeff55t27Yxd+7cS/69Pcm7777Lz372M/74xz9y+PBhPvjgAyEQBQx6X5fU1FTAMeEscB8kSaKpqYl//OMf3HDDDbzwwgts2rSJlJQUfvvb3zJ9+nSMRiMGg8GpdYuXlxcjRoxgxIgRWK1WzTqlqKiIIUOGaJnFvipB9RZt9yrPnj17wGdKu4skSQQEBBAQEMCECRNoamqioKCA06dPA3Dq1ClaW1sHbStCZ6iWP/1ZHALtelNlWdaGXI4ePYrVatWGXMLDwy9qyEX97LW0tJCQkOBUHP7jH//gueeeY/PmzW4nDisqKnjyySeZNm0ajz76KD/72c9cHZLATRjwAvG1115j2LBhJCUltcuqNDQ08Pbbb/Pcc88B8NBDD7kqREEHfPvtt6xYsYKf/exnvPjii0iSxH333cfPf/5zqqqqWL9+PcnJybz44otMmjQJg8GA0Wh02iPl6elJdHQ00dHR2Gw2KisrMZlMFBcX4+Pjo4nFgICAfnUytNlsZGdnY7PZmD17tpjm7oTq6mqqqqqIj4/Hz89Pyy4fO3aMgICAdj1rg5mmpibS09OJiooaUJY/Op2O0NBQQkNDmTRpkmahVVxcTG5uLqGhoVp2sTsXDIqikJubS1NTU6fi8MMPP+R//ud/2Lhxo1sOQj766KNUV1eTkpLiNpPgAvdgwJeY77zzTj744AP0ej3jx48nODiYqqoqTp06hcViQZIknn32WX73u9+5OlTBWaxWK9OmTWPNmjU8+OCDTo9TbS82btxIcnIyn3/+OaNHjyYpKYlVq1Z1a/2X3W7XrFMqKirw9PTUytC91a/UU1gsFrKysjSvNWH07pzi4mKOHz9OXFwcwcHB7X5msVi0AYeqqqp22eX+vMXjYlDF4dChQ/uFqXpP0dzcrL0HVHN2ddCpowsGVRzW19eTmJjY4YWZoih88sknrFmzhtTU1G4PTvYlO3fuZPHixdx22218+OGHwPfnTFFiFgx4gZiRkcGnn37KF198wYkTJ6ioqMDLy4uRI0dyxRVXcO+997pVs7DAQUNDAwEBARd0m/r6ejZv3kxycjLbtm0jKipKE4vx8fHdEovV1dVaz5panoqKinK7DQ7qXmV11Zm7Gga7GkVRKCoq4tSpU8THxxMYGNjp8Wp2WfVa9PLyIiIigqioKLe/YLhUVLPw6OhoJkyYMKAfa2e0vWCorq7G19dXE4vq++fw4cPU1taSmJjo1FYrOTmZ++67j//+978sW7asLx9CtzCbzcycOZOKigry8vK0flwhEAUqAz7lEB8fT3x8vKvDEFwgFyoOAQIDA7n55pu5+eabaWpqYuvWrSQnJ7Ny5UqCg4NJSkrCaDQyZ86cDgWVXq/XSkyyLGsbHLKzs5EkSStBhoSEuHRHr7vvVXYXVN/M0tJSEhMTu1zzCODh4cHQoUMZOnRouy0eWVlZbvUe6GlUcTh8+HDGjx8/aMUhOHqXhw8fzvDhw7HZbNqQS0ZGBnq9Hg8PD6xWK7Nnz3YqDjds2MDPf/5z/v3vf7ulOAR44YUXKCgo4K233hLDWoIOGfAZxIFIQ0MD69evZ9u2bezfv59Tp04hSRJjx45l2bJlPPbYYwwbNszVYboNLS0tfP755yQnJ7Np0yZ8fX1ZuXIlRqORefPmdVmaVZvb1f3Qqs9eVFQUoaGhfSoU1K0fw4cPH9RZnq5QVzGqU92XusNZfQ+ofYt2u13LKrnzyrfu0NDQQHp6utgk0wV2u52DBw9SXV2NXq9HlmXCw8OxWCyMGzeOkJAQALZs2cIdd9zBBx98wA9+8AMXR90xqufhjBkz+O6779p9h4kMokBFCMR+yO23385HH30EODJt48ePp6mpiaKiIux2O2FhYWzdupXZs2e7OFL3w2KxsGPHDpKTk9mwYQOSJGli8aqrruqySVv12VPFos1m6zOhUF1dTXZ2ttj60QWyLGslwISEhB6f6lYUhfr6em1HuLryTfVa7E+N/qo4HDVqFOPGjXN1OG6LoigcO3aM8vJyEhMT8fHxob6+noqKCp599lm2bNnC7NmziYuL4/333+fdd9/l5ptvdnXYTlm0aBF79uxh7969zJkzp93PhEAUqAiB2A+5/fbbaWxs5MEHH2TBggVaBqywsJBbbrmF/fv3M3LkSPLy8oTlSSdYrVa++OIL1q5dS2pqKlarlRUrVmAwGFi0aFGXK/vOFQqqKXNUVBRhYWE9OjRSXl7OoUOHmDx5MsOHD++x+x1oqJ506mRpb69dVBRF2xFeXl5OU1MToaGhWinanafK1Wz06NGjGTt2rKvDcVvUbU9qq0JH2eicnBzeeecdNm/eTGVlJZdffjlGoxGj0ciECRNcEHXnBAcH09jYSHh4+Hk/q6urw2w24+/vj5+fHyNHjuS7775zQZQCVyMEYj+kurra6Qq1U6dOMWHCBCwWCykpKaxataqPo+uf2O12vvrqK00sNjQ0sHTpUoxGI4sXL+5SaLc1ZS4vL6elpaXHskrqXuWZM2cSGRl50fcz0LHb7eTk5NDa2kp8fLxLxFlzc7NWhq6vrycoKEgTi+50sVZfX096errIRneDgoICzpw5Q2JiolMLpK+//prVq1fz6quvsnz5cjZt2kRqaio7d+5k0qRJGI1GnnjiiYvqre4NgoODqaur69axo0ePpri4uHcDErglQiAOQGJiYsjJyeEPf/gDTz75pKvD6XfIssy3336ricWKigquv/56jEYj1113XbeGHVSPNZPJpG3wUIXChYjFEydOUFRURExMzKDYq3yx2Gw2srKykGWZuLg4tyjzms1mbRq2pqam3X7g7ryHeou6ujoyMjKEOOwG6gR8Z+Jw3759GI1GXnzxRe6///52PZz19fVs27aNrVu38s4777jF+7IrLqbEnJeXx5QpUwgLC6OkpMTpxdnMmTM5dOgQmzZtYvny5T0ZtqAXEAJxADJ58mSOHTvGG2+8wcMPP+zqcPo1siyTnp7O2rVrWbduHadPn+baa6/FaDSydOnSLm1TwDF1rGaVGhoaCAkJ0bwWnX2Rir3K3cdqtZKZmYleryc2NtYtB0bUTT6q16Kvr68mFvvSnL22tpbMzEzGjRvH6NGj++R39leOHz/OiRMnOp2AT09PJykpid/85jesWbNmQAz4XGwP4rx589i7dy/JycnccMMN5/08PT2dxMREhg4dyunTp93ycypoz8DxaRAAkJ2dzbFjxwCYP3++i6Pp/+h0OmbPns0f//hHjh49yjfffMPMmTN55ZVXGDNmDDfeeCMfffQRNTU1OLvW8vPzY+zYsVx22WXMnz+f8PBwSkpK2LNnDwcOHODkyZOYzWbteHWvcmlpKbNnzxbisBMsFgvp6el4enq6rTiE7zf5xMbGsmDBAsaPH09LSwvp6el89dVX5OXldfoe6glUcTh+/HghDrvgxIkTnDhxgoSEBKfiMDs7G4PBwNNPPz1gxOGlcPfddwPwwQcfdPhz9d9vu+02t/2cCtojMogDCLvdzqJFi/jyyy+5+uqr2blzp6tDGrCoIm7t2rWkpKRw+PBhFi5ciMFgYMWKFYSHh3d5wjCbzVpmsba2lsDAQCIjI6mursZsNhMfHy92BHeCahbu7+/PjBkz+qUvYVu/zfLycgAts9iTFko1NTVkZmYyceJERo4c2SP3OVA5efIkhYWFJCQkOK0Q5ObmsnTpUtasWcMzzzwzoMThxWYQGxoaGDZsGBaLhTNnzhAREaH9zGq1Eh0dTWVlJYcOHWL69Om9EbqghxECcQDx5JNP8qc//YmAgAAtUyDofdQpR1UsZmVlccUVV2AwGEhKSiIqKqrLE4jFYqGsrIzCwkJsNhsBAQFaGXqw7wbuCDX7FhISwrRp0wbECVpRFGpqarRStM1mazfodLFZl+rqarKyspg0aRIjRozo4agHFqdOnaKgoID4+HinmfujR4+ydOlS7rnnHp577rkB8d7rKVRx+ec//5k1a9Zo/56amsqqVatITEwUE9H9CCEQ+5gnnniCDRs2XPDt3nvvPS6//HKnP//rX//Kfffdh4eHB6mpqaIB2EUoikJxcTHJycmkpKTw3Xffcdlll2EwGDAYDAwfPrzDE4rZbCY7OxsPDw+mTZtGTU0NJpOJqqoq/Pz82u0GHuyo+4IjIyOZPHnygDxBt7VQKi8vx2w2a4NOERER3R52UMWhsEfqmtOnT3Ps2DHi4+PP29etkp+fz9KlS7ntttv4wx/+0C+z1r3Jnj17WLBgAXFxcWRkZGj/vmrVKlJTU3nrrbd44IEHXBih4EIQArGPue222/jXv/51wbfbvn2702Xv//nPf7jllltQFIUPP/yQW2+99VLDFPQAiqJw+vRpUlJSSElJ4ZtvviE+Ph6j0YjBYGD06NFIkkRhYSE33HADzzzzDKtXr2530rFare12A6vDDapYHIjiqDMaGhrIyMgYdPuC1an48vJyGhsbCQkJ0UrRzrweq6qqyM7OZsqUKURHR/dxxP2LkpISjh49SlxcnLYR5VyOHz/OkiVLWL16Na+99poQh06YNGkS+fn55OTkMHPmTCorK4mOjkaSJEpLS4UbQz9CCMR+zpYtWzAajVitVv73f/+X+++/39UhCTpAURTKyspYt24dKSkpfPHFF8ycOZNFixbx4YcfMm/ePP75z392aq6t7oU1mUxUVlbi5eWllaEDAwMHvFiqq6sjMzOTUaNGMXbs2AH/eJ3R0tKiicW6ujqtdzUyMlIzcVbF4dSpU8XazS4oLS3VVs85Ey8nT57k+uuvZ/ny5bz11ltCHHbCiy++yK9+9St+8Ytf8Morr/CXv/yFhx9+mB/84Ad8+umnrg5PcAEIgdiP2bNnD0uWLKGlpYWXXnqJp556ytUhCbqBoihUVlby5ptv8qc//YlRo0bh4+OjZRanTp3apfix2+1UVVVRXl5ORUUFHh4eWmYxKChowImnmpoasrKyhD3LObS2tmo9i9XV1fj5+eHv7095eTlTp04VmcMuMJlM5ObmEhMTQ1hYWIfHlJSUcP3117No0SLeeecdIQ67oKSkhFGjRhEREcGpU6e47LLLyMjIEN6H/RAhEPsp6enpXH311dTX1/P000/z4osvujokwQWwe/duDAYDzzzzDD/96U/ZsGEDycnJbN++nTFjxpCUlMSqVau6NZ2rTsKaTCYqKiqQJEkTi8HBwf3+hKZmw8SQRedYrVaKioo4efIkkiS181ocDBnmC0VdXzlr1qwOV84BlJWVsXTpUi677DLee+89Yc/STZYtW8bWrVv5wx/+wFNPPSW8D/spQiD2Q/Ly8rjiiiuorKzk/vvv53//939dHZLgAli/fj233norf/nLX7jrrrva/ay+vp5NmzaRnJzMtm3bGDZsmCYW4+LiuiUWa2pqtBKkoii9YpvSV5SXl3Pw4EGmTZsmSqVdoD5XM2bMIDw8vF2GWa/Xa++DgXDRcKlUVFSQk5PDrFmz2tmxnHvMsmXLmDVrFh9++GGP7lYf6Kxdu5Ybb7wRDw8PbDYbv/zlL3n55ZddHZbgAhECsR9y/fXX8/nnnyNJEpdffrnTzMDdd9+tmZcK3IOGhgamTZvGm2++2eWe7MbGRrZu3UpycjJbtmwhNDSUlStXYjQamTNnTpdX44qiUFtbq+2HttvtREREEBUVRWhoqNtfzZeVlXH48GFmzJghdlB3gSoOO9rXrV40qBlmRVGIiIjQLhrc/X3Q01RWVpKTk8P06dOJiorq8JiqqiqWL1/OxIkT+eSTT/rFijx3wmKxMHz4cCorKwGE92E/RQjEfsjChQv54osvujzuN7/5Db/97W97PyDBBdHc3KwNE3SXlpYWPvvsM5KTk9m0aRNDhgwhKSkJg8HAvHnzusxuKIpCXV2dth/aarVqIuFSPPZ6izNnzpCXl9dp+U/gwGQycejQoQ7F4bmo7wP1osFqtbbzWhzoWTK1XWHatGkMHTq0w2Nqa2tZsWIFI0aMYO3atU7XYQo6Z82aNbz55pvC+7AfIwSiQNDPMJvN7Ny5k5SUFNavX49er9cyi1deeWWX2Q5FUWhoaNDEotlsJjw8nKioKLcQCeomi5iYGGGJ0QVlZWXk5uZ2Wip1hqIoNDY2amKxpaWF0NBQzWtxoAkj1ROys8nu+vp6kpKSCAsLY926dWKT0SVw00038Z///Ed4H/ZjhEAUuBW7d+9m79697N+/n/3791NSUgI4NhyIAYXzsVqt7N69m+TkZFJTU7FaraxcuRKDwcDChQudeuSpKIpCU1OTJhKam5sJDQ0lKirqggyZe4rjx49TXFzc6SYLgQPVnqWnsqxNTU1a72pDQwPBwcFa32J/F0rqqsHOPCEbGxsxGo0MGTKEjRs34uvr28dRDhyqqqoYMWIEiqJQUlIiLvT6KUIgCtyK4OBg6urqzvt3IRC7xmaz8dVXX7F27VpSU1NpbGxk2bJlGI1Grrnmmm6d8FSRYDKZaGxs1DJKkZGRvZpRUhSFwsJCTp8+TUJCAgEBAb32uwYCPS0Oz6WjPeFqS0J/W/1YW1tLRkZGp1PwTU1NrF69GkmS2Lx5s9hYdIk89NBDvPXWW9xxxx28//77rg5HcJEIgShwK+bPn8+kSZOYM2cOc+bMITExERAC8UKx2+18++23mlisqqri+uuvx2g0ct1113XrJN/c3KyJhPr6+m5t77gYFEUhLy+P8vJyEhIS+p0A6WvUrR+deff1JBaLRfNabLv6MTIy0u23+dTV1ZGRkcGECRMYOXJkh8e0tLTwwx/+ELPZzLZt28TFyUWSlZXFI488QklJCfn5+fj6+nLw4EHGjx/v6tAEF4kQiAK3Rj35CIF48ciyzIEDB1i7di3r1q2jpKSEa6+9FoPBwNKlSwkMDOzyPtSMkslkoq6ujqCgIM1r8VLKj4qicPjwYWpqakhISBBlvS5Qh3c62/rRm9hstnarH728vDSx6G4G7fX19aSnpzN+/HhGjRrV4TGtra3cfPPN1NTU8Pnnn4u2hktg9+7dLFq0CG9vb2bNmsWf/vQnFi5c6OqwBJeAEIgCt0YIxJ5FlmWys7M1sVhUVMTixYtJSkpi+fLlBAcHd3mSb21t1TKLNTU1BAQEaCv/LmQ6W5ZlcnNzqa+vJyEhod/3ufU2p0+f5tixYy4Th+dit9uprq7WvBZVg/bIyEhCQkJc6rXY0NBAeno6Y8aMYcyYMR0eY7FYuP322zlz5gw7duxw6XOamprK1q1bOXDgACUlJVRVVTFkyBCmTZvGj370I+67774BNzQkcH+EQBS4NUIg9h5q9m7t2rWkpKRw5MgRFi5ciNFoZMWKFYSFhXUpFtXyo8lkorq6Gn9/fy2z2FmpWJZlcnJyaGlpISEhQZz8uuDUqVPk5+cTFxdHSEiIq8M5D9VrUS1Fq56bkZGRhIWF9amNUmNjIwcOHGD06NGMHTu2w2OsVit33XUXBQUF7Nq1y+VWSldccQVff/013t7eREdHExYWRmlpKWfOnAEgISGBHTt2EBwc7NI4BYMLIRAFbo0QiH2Doijk5+drYjE7O5srrrgCo9HIypUriYqK6lIsWq3Wdr1qvr6+Wmaxba+a3W4nOzsbq9VKfHy8MCHuAtX2Jy4url8IhLaem+Xl5bS2trbzWuzN17upqYkDBw4wcuRIxo0b1+ExNpuNe+65h5ycHNLS0pyaZfcl77//PmPGjGH+/Pntnp9vv/2WG2+8kdOnT4utWYI+RwhEgVsjBGLfoygKx48fJzk5mZSUFA4cOMDcuXMxGAwYDAaio6O7FItte9UqKirw8fHRBEJ+fj6SJBEXF+dyz0V358SJExQVFfUbcXguqteiKhabmpp6bTJeFYfDhw9nwoQJHR5jt9u5//772bdvH1988UW/WN/46aef8sMf/pDo6GgtoygQ9AVCIArcGiEQXYuiKJw6dYqUlBRSUlL45ptvSExM1MTi6NGjuxSLdrudqqoqSktLKS8vR6fTMXz4cIYOHep2gw3uRHFxMcePHx9QnpDnTsYHBQVpnpuXMqDU3NzMgQMHGDZsGBMmTOjwPSXLMg8//DB79uwhLS3N6VSzu3Hw4EFmzZpFcHAwNTU1rg5HMIgQAlHQIzzxxBNs2LDhgm/33nvvcfnllzv9uRCI7oOiKJSWlrJu3TpSUlLYs2cPs2bN0sSisxMzOAZbMjIy8PX1JTo6WitF6/X6doMNQiw6UMVhQkJCt6bM+yNms1l7H9TU1ODv76+1JFyI1VFLSwsHDhwgMjKSSZMmORWHv/zlL9m2bRu7d+92Orjijrzzzjvce++9XH311ezcudPV4QgGEUIgCnqE2267jX/9618XfLvt27ezePFipz8XAtE9URSFyspKTSzu2rWLKVOmYDAYMBqNTJkyRXvtCgsLeeyxx3jmmWdISEjQplvVwQZ1i4skSURERBAVFeXyKVhXcvz4cU6cOEF8fPyAFYfnYrFYtJYEtX9VvXAICAhweuFgNps5cOAA4eHhTJ482ak4fPrpp0lNTSUtLc1p+dmdsNvtlJaWsmHDBp566ilkWWbXrl3MmTPH1aEJBhFCIArcGiEQ3R9FUaipqWHDhg0kJyezfft2xo4di8FgID4+noceeoj58+fzwQcfOJ1mVe9D9VpUFKXdFOxgEYtFRUWcPHlyUG+TsdlsVFVVaf2rnp6emlhsa8OkisOwsLB2FyRtkWWZ3/72t/z73/8mLS2NyZMn9/XDuSD+/Oc/8+ijj7b7N6PRyPPPP8+MGTNcFJVgsCIEosCtEQKx/1FXV8emTZt477332LNnDzNmzGDhwoXccMMNxMbGdin21ClYNbNos9kIDw8nKiqqzy1T+gpFUSgqKuLUqVODWhyeiyzL7cQioLUjFBYWEhISwrRp0zoUh4qi8OKLL/Luu++ya9cupk+f3tfhXzCffvopb7zxBlarlRMnTmAymQgKCuKBBx7gueeeG5DvfYH7IgSiwK0RArF/kpmZyXXXXcdPfvIT4uLiSElJYevWrYSGhpKUlITRaGT27NldnvAURaG+vl7LLFoslnaWKQNhClrdQ33mzBkSEhLEHmAnyLJMbW0tZWVllJSUAGg9i+Hh4e3eS4qi8Morr/CXv/yFXbt2MWvWLFeFfUns27ePe++9l+zsbH7+85/zf//3f64OSTCIEAJR4NYIgdj/2Lt3L8uWLeOpp57iySef1P69ubmZzz77jOTkZDZv3oyfnx9JSUkYDAYuv/zyLsWeapmiZhZbWloICwsjKiqq1/31egtFUSgoKKCkpESIw25gsVhIT0/Hz8+PUaNGaUMumZmZbN68mZUrV/KDH/yAjz/+mJdffpnt27eTkJDg6rAviZKSEsaNG4fVaqWoqIjRo0e7OiTBIEEIRIFb8dBDD/Hxxx9rf6+qqgJoN7Qwf/581q9f75L4BJ1TUFBAfHw8L730Eg888IDT48xmMzt27CAlJYX169fj6enJihUrWLVqFVdccUW3xJ7qr2cymWhqaiIsLIzIyEgiIiL6xWYW1Zy8tLSUxMTEC5rcHYxYrVbS09Px9fVl5syZ2veBoigcO3aMf/zjH2zbto3i4mK8vLx48MEHefTRRxk6dKiLI7905s6dy759+1i/fj1JSUmuDkcwSOj/9RnBgKKhoUEThW1p6/9VV1fXlyEJLoDx48fz+eefM3fu3E6P8/HxYcWKFaxYsQKr1UpaWhrJycncfffd2O12VqxYgdFoZOHChU7Fnr+/P/7+/owbN07z1zt9+jRHjhwhJCRE89fz9vbujYd6SaiixmQyCXHYDaxWKxkZGfj4+LQTh+CoMkyePJk//OEPTJw4kVdeeQWDwcA333zDq6++yty5c7nhhhtYtWqV09V77o7NZmv3/wJBXyAyiAKBwG2w2Wx89dVXfPrpp6SmptLU1MTy5csxGAwsXrwYHx+fLu+jpaVFM2Ouq6v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      "text/plain": [
       "Figure(PyObject <Figure size 1200x800 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "the aspect ratio: [1.1428571455583785, 1.1428571455583785, 0.8571428591687839]\n",
      "\n",
      "the elevation and azimuth: 30 -60\n"
     ]
    }
   ],
   "source": [
    "x = range(-3,stop=3,length=20)       #create some \"data\" to plot\n",
    "y = range(1,stop=7,length=25)\n",
    "\n",
    "z = fill(NaN,(length(x),length(y)))  #to put results in, initialized as NaNs\n",
    "for j = 1:length(y)                  #create z column by column\n",
    "  z[:,j] = 2*x.^2 .+ (y[j]-4)^2 - 0.0*x.*(y[j]-4)\n",
    "end\n",
    "\n",
    "#notice the arguments: x,y,z'\n",
    "println(size(x),size(y),size(z'))\n",
    "\n",
    "PyPlot.matplotlib.rc(\"font\",size=16)\n",
    "fig = figure(figsize=(12,8))\n",
    "  surf(x,y,z',rstride=1,cstride=1,cmap=ColorMap(\"cool\"),alpha=0.8)\n",
    "  xlim(-3,3)              #change rstride and cstride to improve the look\n",
    "  ylim(1,7)\n",
    "  zlim(0,30)\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Surface plot\")\n",
    "#display(gcf())\n",
    "\n",
    "println(\"\\nthe aspect ratio: \",gca().get_box_aspect())\n",
    "println(\"\\nthe elevation and azimuth: \",gca().elev,\" \",gca().azim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       " <defs>\r\n",
       "  <clipPath id=\"p67c4de2e06\">\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 1200x800 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Surface plot, rotated and flatter')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using3D()             #for projection=\"3d\" below\n",
    "PyPlot.matplotlib.rc(\"font\",size=16)\n",
    "figure(figsize=(12,8))\n",
    "ax = PyPlot.axes(projection=\"3d\")       #ax = gca(projection=\"3d\") in old matplotlib versions\n",
    "  surf(x,y,z',rstride=1,cstride=1,cmap=ColorMap(\"cool\"),alpha=0.8)\n",
    "  xlim(-3,3)\n",
    "  ylim(1,7)\n",
    "  zlim(0,30)\n",
    "  ax.view_init(elev=20.0,azim=10)               #notice: elevation and azimuth\n",
    "  gca().set_box_aspect((6.0,6.0,2.0),zoom=1.2)  #matplotlib 3.3.0 is needed for this\n",
    "  xticks(-3:2:3)\n",
    "  yticks(2:2:6)\n",
    "  zlim([0,25])\n",
    "  zticks([0;10;20])\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Surface plot, rotated and flatter\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contour Plot\n",
    "\n",
    "As an alternative to a surface plot, consider a contour plot. The syntax is `contour(x,y,z',...)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'Contour plot')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PyPlot.matplotlib.rc(\"font\",size=14)\n",
    "fig1 = figure(figsize=(6,4.3))\n",
    "ax = gca()\n",
    "  lev = [0.25;0.5;1:1:10]\n",
    "  contour(x,y,z',lev,cmap=ColorMap(\"cool\"))\n",
    "  xlim(-3,3)\n",
    "  ylim(1,7)\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "  title(\"Contour plot\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter and Histogram\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "     </defs>\r\n",
       "     <use xlink:href=\"#DejaVuSans-83\"/>\r\n",
       "     <use x=\"63.476562\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "     <use x=\"118.457031\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
       "     <use x=\"179.736328\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"218.945312\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "     <use x=\"258.154297\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "     <use x=\"319.677734\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
       "     <use x=\"360.791016\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
       "     <use x=\"392.578125\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "     <use x=\"456.054688\" xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "     <use x=\"483.837891\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "     <use x=\"545.019531\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p665b73696d\">\r\n",
       "   <rect height=\"238.392\" width=\"334.8\" x=\"54.01375\" y=\"25.965375\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(29.0, 0.5, 'y')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 51\n",
    "x = randn(N)                         #SCATTER, HISTOGRAM\n",
    "y = rand(N)\n",
    "areas = rand(51)*100                   #size of the scatter points, could be a scalar\n",
    "\n",
    "figure(figsize=(6,4.3))\n",
    "  scatter(x,y,s=areas,alpha=0.5)       #s is the size of the circles\n",
    "  title(\"Scatter plot\")\n",
    "  xlabel(\"x\")\n",
    "  ylabel(\"y\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "Figure(PyObject <Figure size 600x430 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 29.0, 'x')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure(figsize=(6,4.3))\n",
    "  Bins = -2.5:0.25:2.5\n",
    "  hist(x,bins=Bins,density=true,color=\"yellow\",edgecolor=\"k\")\n",
    "  grid(true)\n",
    "  title(\"Histogram (with area = 1)\")\n",
    "  xlabel(\"x\")\n",
    "#display(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Plots\n",
    "\n",
    "The (time) tick marks in time series plots often need tweaking. The cell below does that by first creating a vector of dates (`xTicks`) where I want the time marks, and then calls on `xticks(xTicks)`. When the `x` variable is Julia dates, then the usual `plot()` function works well. (Otherwise, consider `plot_date()`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    "dN = Date(2013,12,4):Dates.Day(1):Date(2016,12,31)   #just faking some dates\n",
    "y  = randn(length(dN))                               #some random numbers to plot \n",
    "\n",
    "xTicks = Date(2014,1,1):Dates.Year(1):Date(2017,1,1) #tick marks on x axis\n",
    "\n",
    "figure(figsize=(7,7/1.4))          #basic time series plot\n",
    "  plot(dN,cumsum(y),\"k-\")\n",
    "  xticks(xTicks)\n",
    "  title(\"A random walk\",fontsize=18)\n",
    "#display(gcf())"
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  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
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bt0blypVRvnx5HDlyBFevXgWQ23FZdJC1FDh++eUX9O7dG5UqVUJgYKDqtVy+fDkA66+lNf/++y+aNm2Kw4cP47HHHsPOnTtRvnz5fJ3LFuI50noOqlevjjJlyiAuLg6SJKm+0F0Vyiy97318fBAZGQnA/H1vD1v+NsTfEQCkpqbKfxdvvfUWSpUqZfHfsWPHAEDu2O9ojixLs2bNnFJGW4kfpKVKlbI48MSWczRv3hwXLlxAt27dsHHjRoSHhxe4bDVr1kRgYKDmPvH51KhRI4uDVfL6DCvo54mtr11WVhYGDhyITz/9FEFBQVi7di369+9v8fguXboAAGbMmIG+ffti9erVThvI5Cqc0d9NjEYjFixYAABmI8OEQYMGYcmSJVi2bBmmTp2KoKCgfN2XVu2VUnp6Orp06aL6QitevDhKlCiBYsWKAcj9UsnKykJaWprF81j6FQzkfkEBuX90SteuXQOQWxtniaVfkbdu3ZLncrP19uL+TFkquyi3LcdkZ2dbLIMlIjAcPXoUV65cQalSpeTXQXzhxsXFYcGCBdi6dSv69Okjh7bKlSsjJiZGdT6j0Yj//Oc/WLJkiap84eHhcjBPTk7GvXv3rL6W1nz88ccAcj/IN2zYkO/3pa1q1aqFyMhIXL9+3ew5EM9R69at8d1332HLli3o1asXTp8+LX+5OzuU5ed9bw9r722xT/m+vnLlCoxGIwDbw2B6enq+y2eNI8uS1+eYs125cgUAEBsbm+9zvPnmmwCAunXrYtWqVfD29nZI2Wx5D+bnfeqozxNbX7tdu3bJ4XfevHnyD2pL+vXrh927d2P69OlYunSpXGNcpUoVtG/fHs8++ywefvhhm+5bL1hT5iYJCQnyL4uhQ4eaDdE2GAx44oknAAB3796Vf43kR15/+JMmTcLWrVvh7++PL774AufOncO9e/dw8+ZNXLlyBVeuXJFrAyQLw9YLytp0A7as/2fr7fW2lmCtWrXkX6kiaGzduhUGg0EOE6a1aaaBROnbb7/FkiVL4O3tjbfffhsnTpxAZmYmbt26Jb+WzzzzDID8v5Y9e/ZE8eLFcfXqVYwaNcrpkxwrh/xbeg4sPUdVq1YtcNOQp1G+Hn/88Qek3L7DVv/ldw1QV5bFUQGmoAryGdK/f38YDAYcOnQIb731lgNL5RyO+jyx9bWrW7cu6tatCyC3u8jJkyfzvM3UqVNx7NgxfPjhh+jYsSPCwsJw8uRJ/O9//0OjRo00m3X1jKHMTeydg8yZyy6JXxdvv/02xowZg/Lly5t98IhfiY4mfkFZq/q2tK9EiRLyH/uFCxcs3l65TzQn6YkycBw/fhwXL15E7dq15bKa9qmy1iwnXsuhQ4di4sSJqFKlCry81H/mBX0tO3XqhB9//BG+vr5YtGgRBgwY4PRgZhq6RHAVz1358uVRqVIlnDhxAhcvXpSPc3YtmStcunQpz33Kmghlk3tB+rI5gp7KUlBi2SXRryw/hg4dim+++QYGgwGTJ0+22l9WD1zxeaIUHh6OLVu2oH79+rhw4QJatWqF48eP53m7KlWqYPz48Vi3bh1u3ryJ33//Xe7+8+WXX2LNmjUOK6OzMZS5wfXr1+U3ycqVK5Gammrxn+jLtXPnTodNRGlKhBZLHTHPnj1r0y+W/BB9M6x1NDbt4C0UL15c/lVlbfLDTZs2AQC8vLzQsGHD/BbVaZShy7TpEgBiYmJQpUoVnDp1Chs3bsTly5cBPAhzSnm9lnfv3s1zIl9bdOrUCT/99BP8/PywZMkS9O3bN1/Nt7YSz5HyOahbt65q7UplcEtMTFTdzh7iS8dZtcL2sva3IfYp+ziFh4ejZs2aAMwHANjKludA+eVs6ThHlMVRCvq6ikEVV69eVfXhs9fQoUPx7bffwsvLC59++inGjh2b73M5m6s+T5RKliyJLVu24OGHH8alS5fQqlUrub+hLby8vNCkSROsXLlS7uu6ceNGh5bRmRjK3OC7775DVlYWQkND0bVrVwQFBVn817hxY9SoUQOA82rLQkNDAQAHDx7U3P/GG2845X6B3FUMgNyRO+KLVCkjIwOffvqpxdv36dMHQG64/fvvv8323717F5988gmA3CAhHqueiDBx5swZzJs3T7VNEOFCNHnUqFFDc8HkvF7L999/P1+rD2jp0KEDfv75Z/j7+2PFihXo06dPgfpOWSM69AMPngNLz9H//vc/eTSWVnDNS0hICADoZpHtKVOmaM4Qv3XrVuzcuRPAg78jYfjw4QByf6zkFYa0+nrZ8hyIY/I6rqBlcZSCvq5xcXGoVKkSAODll1/G/fv3812WIUOGYP78+fDy8sIXX3yB0aNH5/tczuTKzxOl8PBwbNq0CY0bN0ZSUhJatWqFf/75x+y4zMxMi+fw9vaW+73ppenbFgxlbiDCVbdu3WwaVt2zZ08AuYsoO6M2QvRd++CDD/DDDz/I93HmzBn069cPy5cvd8gIIS09evSQa6969OiBVatWyU1hR48eRceOHS12zgcgL3mUlZWFjh07Yv369XLH4sOHD6NDhw44c+YMihcvjg8++MApj6GglP2e/vzzT3h7e8vDzAURQMSvUks1QOK1nD17Nr755hv5i+PKlSt4+eWX8cknn2hO/ZFfbdu2xdq1axEQEIBVq1ahV69eml9WYlkj01HG9hCPWTwHpqHM9Dl66KGHUKpUKbvvR0ztsXLlynyNqHW0pKQkdO7cWa4tyM7OxsqVK+W+PA0bNsTTTz+tus3IkSPlfqADBgzAhAkTVM346enpSExMxIsvvojKlSub3actz0FYWJg80GDevHkWP5sKWhZHEY/pyJEj+ZpmyNvbGzNmzIDBYMCOHTvQpk0b7NixQ/68SUlJQWJiIv7zn/9oBghTAwYMwHfffQdvb29MmzYNL7zwgm5qZwVXf54ohYWFYePGjWjSpAmuXLmCuLg4sx/ejz76KF566SUkJiaqBhpcvnwZ8fHxcgtPp06dnFJGp3DFZGj0wO+//y5P1Pfzzz/bdBvl5KurV6+2+b7yWi5EOHv2rDwBIJC7BIdymY4PP/zQ6mSbgPbErkrWbn/q1CkpJiZGPo+vr698/7Yss3T48GGpbNmy8jF+fn7yLO/ifCtWrNAsV15lt2WCTOVEn/klJqDF/8/QburKlSvyfmhMFircvn1bqlGjhnycWDJLzEI+YsQIq++L/E6qum3bNikoKEgCIHXp0sVsYk1x3oIsefLtt9/Kj8vb21tenUJJ+diff/55i+ey9ji3bdsmP1/e3t5S6dKlpdjYWFXZbZ041ZZJWLWYLrNUrFgxCciduV25jFP58uXNltkSrl+/LrVu3Vr1vgkJCTFbJsfHxydfz4EkPZhRXfydxcTESLGxsVLv3r0dVpb8PoemsrKy5NVFgNyVGMRjUn4+5PW5uWDBAtVr4Ovra7Ysna3LLElS7gTaYlmgESNGmM1ab40tE+La8j1g6e+hoJ8ntr521h5HSkqK1KxZMwnIXc7r4MGDZucHHiyxpJwsF4D08ssvW71vvWFNmYuJDv6hoaFo3769TbepU6cOHnroIdXtHSk2NhZ79+7Fc889JzcR+fn5oUuXLkhISMD48eMdfp9KlSpVwoEDBzB27FhUrFgRkiTBz88PzzzzDHbt2oUnn3zS6u1r166NI0eO4N1330X9+vXh4+ODzMxMVK5cGSNHjsSRI0fkWgW9UtZ8aY2qjI6OlvvmWFrwGcj9dblr1y6MGTMGFSpUgLe3N3x8fNCqVSssWbLEYQuFm2rRogXWr1+P4OBg/PLLL+jevbuqaUF0SG/SpEm+70P5HDVq1EjVfCYon7v8dvJv0aIF1q5di7Zt2yI0NBRXr17FuXPnnDaXV166deuGXbt2oUePHvDz84MkSahYsSLGjRuHAwcOqBYGV4qIiMCmTZvw008/4ZlnnkFMTAwyMzORkZGBsmXLomPHjpgxY4bmotC2Pgf//e9/8eWXX6JRo0YoVqwYLl68iHPnzpl1/i5IWRzFx8cHmzdvxtChQ1GhQgWkpaXJj0m5wHVeBg4ciH///RdjxoxBzZo14ePjg/v376Ny5cro3r07vvvuO/nz2ha9evXC0qVLUaxYMcyaNQvDhw/XTY2Zuz5PlIKDg/Hrr7+iRYsWuHHjBlq3bo39+/cDyO2nOHHiRLRp0wYVK1bE/fv3kZWVhdjYWPTu3RubN2/G559/7vQyOpJB0surT0SF0sWLFxETEwNvb28cOXIE1atXd3eRiIh0iTVlRORUYvTsoEGDGMiIiKxgKCMip9q6dSt8fX3xzjvvuLsoRES6xuZLIiIiIh1gTRkRERGRDjCUEREREekAQxkRERGRDvi4uwCuZjQacfnyZQQHB5stuk1ERETkSJIkITU1FWXKlDFb0N1UkQtlly9fRkxMjLuLQUREREXIhQsX5CX1LClyoSw4OBhA7pOjNSM4ERERkaOkpKQgJiZGzh/WFLlQJposQ0JCGMqIiIjIJWzpMsWO/kREREQ6wFBGREREpAMMZUREREQ6wFBGREREpAMMZUREREQ6wFBGREREpAMMZUREREQ6wFBGREREpAMMZUREREQ6wFBGREREpAMMZUREREQ6wFBGREREpAMMZUREREQ6wFBGLmM0GnHkyBFIkuTuohAREekOQxm5zDfffIPatWvjzTffdHdRiIiIdMcgFbFqi5SUFISGhiI5ORkhISHuLk6RUqZMGSQlJQEAcnJy4OXF3wRERFS42ZM7+K1ILnP9+nX5cmZmphtLQkREpD8MZeQSmZmZyM7Olq/fu3fPjaUhIiLSH4YycombN2+qrjOUERERqTGUkUswlBEREVnHUEYucevWLdV19ikjIiJSYygjl2BNGRERkXUMZeQSN27cUF3Pbyj7559/kJyc7IgiERER6QpDmRulpqZi165dRWKG+0uXLqmu5yeU7d+/H7Vq1UKzZs0cVSwiIiLdYChzo3HjxqFZs2Z466233F0Up1u/fr3qen5C2apVqwCASzUREVGhxFDmRrNnzwYATJo0yc0lca4DBw5gz549qm35CWUBAQHy5atXrxa4XERERHriMaFsz5496NSpE8LDwxEYGIhHHnkEixcvdnex8u3+/fuq67Nnz8adO3fcUxgn27Rpk3xZLK3Uo0cPpKSk2HUe5QjOEydOOKZwREREOuERoSwxMRGPP/44fvvtNzzzzDMYNWoUbty4gf79++PDDz90d/Hy5eLFi6rrw4cPxzPPPOOm0jjX8ePHAQDFixdHhw4dAABGo9Hu1+7y5cvy5du3bzuugERERDqg+1CWnZ2NoUOHwmAwYPv27Zg9ezamTJmCgwcPolatWnjnnXc8stZEq1Zs8+bNri+ICxw+fBgAsGDBAvj7+8vbjx49atd5Lly4IF/mCEwiIipsdB/KtmzZglOnTqFfv35o0KCBvD04OBhvvfUWsrOzMW/ePDeWMH+KSqiQJAl///03AKBOnTqqUGbvBLJnzpyRL9vb9ElERKR3ug9liYmJAID27dub7RPbtm3b5soi5dvZs2fx6aefIjk5uUiEMqPRiFOnTuHu3bsoVqwYqlWrhoiICHm/PZ39MzMzVc2XReH5IyKiokX3oUw0TVatWtVsX3h4OCIiIjym+bJJkyZ47bXX8OabbxbaTv1K3bt3l1+36OhoFCtWDJGRkfL+W7du4c6dO9i4cSNycnKsnmv//v2qaTBWrVqFjIwM5xSciIjIDXQfykSNSGhoqOb+kJAQq7UmmZmZSElJUf1zFzGNw7Zt2yyW2XRUpif7+eef5cvi9evWrZu87fz582jdujXat2+POXPmWD3X8uXLVdf37duH5557zoGlJSIici/dh7KCmjx5MkJDQ+V/MTEx7i4SoqKiLIay69evu7g0rhEWFgYAqF27NrZv3w4gN3Dv378fALBs2TKrtxfPS5kyZeRtS5YscUJJiYiI3EP3oUzUsFgKMSkpKRZr0QBg/Pjxch+u5ORk1Qg+V1LO1RUZGWmx+fLatWsuKpFzmdb4KV+j5s2bIzw8XLXf9Lqp1NRUAEDZsmUdVEIiIiJ90X0oE32StPqN3b59Gzdu3NDsbyb4+voiJCRE9c+Zbty4gffff9+sj5QylPn6+soh08/PT3VcYQlld+/eVV0XNWVCvXr1VNdLlChh9XwilJUrV061ncstERFRYaH7UNayZUsAwIYNG8z2iW3iGHfLyclBly5d8Pbbb2PcuHHYv38/9u7dCwBIT0+Xj9u2bZs8eaxpzY/od7Z9+3bs27fPRSV3vLS0NNV109rMuLg41fWgoCCr57NUU2bvtBpERER6pftQ1qZNG1SqVAmLFy/GgQMH5O2pqal4//334ePjg8GDB7utfEre3t5yWebOnYuGDRuicePGSE1NVY0UPHfunBwolaMRAeDKlStYs2YNWrZsiXbt2nlsTZBpKDOtKTOt8corXFmqKVOGXSIiIk+m+1Dm4+ODOXPmwGg0onnz5hg+fDheeeUV1KtXD0eOHMG7776LatWqubuYsoEDBwJ4ECKA3CZNS+GhTp06quvHjh3D6tWrATyYMsITmZY7KipKdd20D1le4cpSTZlp+CMiIvJUPu4ugC3i4uKwY8cOvPPOO1i+fDnu37+PWrVq4f3330f//v3dXTyVgIAAlCtXTrW25YwZMywunt6vXz+0bNkSN27cwJgxYzB37lzVCNHr16/n2Qleb65evYrHHntMta1ixYqq6/kNZaY1ZQxlRERUWHhEKAOARx55BOvXr3d3MWxSvnx5VSj7/PPPLR5bsmRJtGrVCv/++6+8TTlC9Pr160hJScEHH3yAjz76CDVq1HBOoR1I63WKjY1VXbcnlEmSxOZLIiIq9HTffOmJAgMDbT5WdIA3DS3CtWvXEBcXh59++gmdOnVySPny4+7du3j44Yfxyiuv5Hms1vJJFSpUUF23J5TduXNH7lvH5ksiIiqsGMqcwFooe+mll+TLUVFR8mSoyoW6la5duyZPL6FckNvVFi9ejH379uGzzz7L89hLly7Jl4cNG4YtW7aYdfS3J5RduXIFQO5gAX9/f1VTKEMZEREVFgxlTmAtlHXr1g2//fYbpk+fjnPnzsHHx3oL8siRIx1dvHy5efOmfDmvwQei6XbSpEn45ptvzKa/AMynwLAWrpKSkgAApUuXBgAcPXoUdevWBQB5EAgREZGnYyhzAmtzbgUEBODxxx/Hiy++aDZx7KRJk5xdtHxT9pE7e/as1WNv374NILe/nCUGgwFnz55F7969AeSONLXENJT5+vqiVKlSAHIXJv/2229Vx9+4ccNq+YiIiPSIocwJrNWUWWqmBID//ve/zihOvinnSBPBCMg7lIlar7z61sXGxuKLL74AkNtEaboKgiCaL0UQMz33r7/+Kl/+7rvvEBkZiffff9/qfRMREekNQ5kTmIaRadOmyZcDAgLyfR4ALmuqW7p0KaKiopCYmAhAXZOVVygT/cNsGfAQFRUFLy8vGI1Gi0tMpaSkAFBPQKs8t3KdzWHDhgEA3n77bXlbVlZWnuUgIiJyN4YyJ1AGhrCwMMTHx2PChAl49tlnUaVKFau3Ff2vKlasiNOnT5vtV9ZYOVPfvn1x48YN9OvXD8CDJknA9poyWwKot7e3XAN2+fJlzWPEQAdls7Dy3MrQZboCwsqVKxEUFIQlS5bkWRYiIiJ3YihzAuVIQlGz9f777+Pbb7+FwWCwetsffvgB8fHxWLVqlWafrFOnTjm2sHkQAcueUGZPTRnwYGLZPXv2aO4Xc5QpQ5ny3AkJCcjOzta8bc+ePXH//n05XBIREekVQ5kTnDt3Tr78448/2nXbsLAwTJs2DQ0aNIC3t7fZfldPiyEGIyibLy01Mwr21JQBwJNPPglAe9JZ4EFNWXBwsLzNNPCtWbMGgHlNmZLW/GlERER6wVDmBM8//zwA4KmnnkLr1q0LdK6+ffuqrg8ePBgNGzZU9aNyNBGCgNxQ9vPPP6umrFAurq4lvzVllqbayKv5EnjQ78ya7t2721QeIiIid2Aoc4JHHnkEly5dwvLlywt8Lq0Z9Pfv348dO3YU+NyWKGvj0tPTMXv2bNX+tLQ0DB06FJMnT9a8vQhlttaUifBmaa4yW0KZuE9lTdlff/2lOsaZzxkREVFBeczal55GzNTvrPN4eTkvTyv7jN24cQPHjh0DADRr1gw7d+7EiRMncOLECQDA2LFj4evrKx+fnZ0t1+LZWlMmApbWrP6ZmZk4fvw4AHUoM23avXr1KgB1KFu3bp3qmGLFitlUHiIiIndgTZnORUVFoWHDhmbbtfqbOYppR34RirTm/hLhTFAGK0fUlI0YMUJetkkZykxDqQhlSmJQxKhRoyyen4iISC8YynTOy8sLe/bswS+//KLabmmiVUcQk7UqNWzYEJUrVzbb/s8//6iui+Dj5eWlqkGzRoQyrZqyBQsWyJdtCWXKmjIRJuvUqQMgd+oMzllGRER6xVDmAby8vMyaMfPqbF8QWkse1alTR7Pmy7SGStmfLK/pPwRx3hs3bmD48OGqJZ2UatWqJV82PfeVK1dgNBpVk+v+/vvvAICHHnrIrHxERER6w1DmIaKjo1XXnTm9g3LxcSEiIkIzlCUnJ6uu27rEkpLy2NmzZ2P48OGQJElVS3bixAnVElVaNWWff/655vlLly4tN/cylBERkV4xlHmIiIgI1XVX1JQp1+KMiIgwW0AdMA9l9o681Dr2yJEjmDVrFgYPHixvCw0NVR3TrVs3ALl97oDcUPbqq69qnr9EiRLyfZw8eRIff/yxZvAkIiJyJ46+9BDFixdXXXdFTdkjjzwib/Py8oKXlxf8/f1VgdARNWWmi7SHhISY9VUzDWVRUVFISUlBTk4OwsPDrdaAhYWFISAgAKmpqXj66adx48YNbN68GRs2bLC5jERERM7GmjIP5cyaMhHKSpcuLW8THeRNa7VMJ3zNT02Zl5eX6viwsDCzkGUaSoHcGf5DQ0NRrlw5q+cvVqyYHBJv3LgBANi4caPN5SMiInIFhjIPMnPmTPmyLTVlR48exTvvvIPt27fbfB9nz57FhQsX4OXlhUqVKiEsLAwA0L59ewDmNVYrVqzAxx9/LF+3d4klQTRDivuwdfoKg8GAJ554Is/j7C0PERGRqzGUeZARI0aga9euAPKuKZMkCTVr1sR7772Hli1bWl0TUknMet+kSRNERETg2LFj+PPPP9G4cWMAUI1uFN544w0AwOXLl7FlyxYA9jVfAsAff/whXw4ODlaFsp49e1q9renIVK0Jd7XK8/zzz8tzoBEREbkbQ5mHqVChAoC8a8pMO7LbWvMkOvmLJsGoqChV37IWLVqY3UbMR1arVi15SSZ7a6aio6PlyWmzsrLk8n777bdYtmyZ1dsqFyoH1IMiJk2aZLE8X3/9NZo1a2ZXOYmIiJyFoczDiE7xedWUXbhwQXXdtEO+Jbdv3wYAhIeHa+6fOnUq4uPjceTIETz11FMAcgOcJEmq/mX21pQBQNmyZQHk1pqJGreSJUvmOd9ZSEiI6roylIkF3S2FxHPnztldTiIiImdgKPMwYlqKvGrKzp8/r7qekpJi0/lFKBN9yUyFh4dj2rRpqFmzJiZOnCif23TC1/z04RKPTdmkaMt5TENZZGSk2TnzExKJiIhciaHMw9haU3b58mXVda1QtmLFCqxevVq1TdR2WaopUxKd/pOTk/HMM8+o9pkGJVtozYNmS5gybb5UDhoQzxc7+hMRkd5xnjIPY2tNmWlzpen1q1evolevXgCAzMxMLFq0CLdu3cqz+VJJhLL79+9j9+7dqn1ai6jnxXS+MsC2UKYMgF5eXqpaPtaUERGRp2Ao8zC21pSZhjDTmrLTp0/Ll2/duoXnnnsOAFC+fHkAlpsvlUxrqISQkBDExcXleXtTWjVlPj55v0WVoczPz09VLjEIgTVlRESkd2y+9DC21pSZhjDTkKbs4H7ixAn5suiLZktNmen6kwCwfPly7N+/32xZKFtohTLTNT+1KENZ8eLFERQUJF8XgwRMQ9lPP/0EIHcJJiIiIj1gKPMwttaUmYayW7du4dy5c3jrrbdw9epVnDlzRt537Ngxs9vbUlMGACtXrlRdr1atGipVqmTTbU2ZNl9OnTrVpnCnnNH/zp07moFS2Xw5f/581KtXDwAXKCciIv1g86WHyW+fsosXL+Kpp57C/v378ccff+Dhhx+W9x0/ftzs9rbUlAFAjx49ULZsWXnEZEGaCU0HBzRv3tym2xUrVkx1vXv37mjcuDEaNWokb8vOzpYvd+vWDffv3weQ+zwajUbNWj8iIiJX4jeRh8lvTdnFixexf/9+AMCmTZtUNUQFqSkDHkxoCxSsQ71pENRqzrRk9OjRAIDOnTvDz88Pu3fvxv/+9z95v3LeNrFAueDMxd2JiIhsxVDmYeztUzZy5EgAMJtHTBnK1q1bZ3Z7e0KZcuHygoSykJAQ1USxWqMxLfn8889x8OBBrFq1SnN/y5YtATx4XMpzswmTiIj0gM2XHsbWmrLr168DyF36CACSkpJU+5VBRNm0BwBBQUE2jXoUlJO1FiSUieksxLQc9tSUeXl5oW7duhb39+zZE35+fvIant7e3vD19UVmZiZDGRER6QJDmYexpabs/v378uSxIqiYLrxtLYjY2p9MUE7Wak+Y0xIUFJSvUJYXLy8vdOvWTbXN39+foYyIiHSDzZcexpaasosXL8JoNMLPzw+VK1cGABiNRtUx1tbCtFbjpEUZygpK2axoT/Nlfoh+ZXnVOhIREbkCQ5mHEbVHd+/etXiMmHesfPny8qz7pkTzppaePXvaVaZ+/fohOjoaTz75pF2306IMYmLiV2cRoYw1ZUREpAcMZR4mJCQE3t7eAICNGzdqHrN27VoAQNOmTVV9vKpUqSI3L5qGsq5du8qX69SpY1eZwsLCcP78ebN1NPND2WSp7PTvDAxlRESkJwxlHiY4OBgdOnQAAOzatUvzmL179wIAnnjiCVWwKV++vBzSrl27prpNp06d5MvVq1e3u1zFixd3SIhydpOl1n0xlBERkR4wlHkg0efr3XfflZdFUhLTXyjnDwNyQ4hyCSKlNm3aYMiQIZgwYYJbF+92ZShjnzIiItITjr70QMr1Gj/++GN89dVX8vWcnBx55KVy+SEgN/BYClxlypTB3LlznVBa+7gjlLGmjIiI9IA1ZR5IOWWF6RQUmzZtQk5ODry9vVGqVCnVvlq1alkMZe6sHVNiKCMioqLKpaFs+/bteOWVVxAXF4fQ0FAYDAYMHjzY6m2MRiNmzJiBunXrwt/fH5GRkejVq5c8wrAoCg4Oli+XLFlStU/MaF+mTBl5QEBCQgJGjhyJ119/3az5skGDBnjppZecXGLbKR+bs7FPGRER6YlLmy/nzp2LBQsWICAgAOXLlzdbn1HLyJEjMXv2bNSsWRPx8fG4evUqli1bhg0bNmDXrl2oWbOmC0quL2IxbcA8xKSmpgIARo0aJW9r37492rdvDwCqUFa9enXs27fPmUW121tvvYU1a9Zg6NChTr8v9ikjIiI9cWlN2Ysvvoi///4bKSkpmDdvXp7Hb926FbNnz0bz5s2xb98+fPLJJ1iwYAHWrl2LlJQUVfAoSho1aiRfVgY0AEhLSwMAREREaN62YcOG8uWKFSs6oXQFU6ZMGVy8eBETJ050+n2x+ZKIiPTEpaGsUaNGqFWrltyslpfZs2cDAD744APVRKJt2rRBhw4dsH37dhw/ftwpZdWzhx56SB6BabrckggYlvqIKZuLldNg6Imz5ycTRCizNhEvERGRq+i6o39iYiICAwPRrFkzs31irq5t27a5uli6EBcXBwDIzMxUbRehTAQOU1WqVMGiRYswdOhQPPfcc84tpM6J/ng3btxwc0mIiIh0PCVGWloakpKSULt2bc2atapVqwJAke3wb2lhctF8aSmUAUD//v3Rv39/5xXOQ0RHRwMArl696uaSEBER6TiUiQWzLa3dGBISojrOkszMTFVtki2DCzyBpVCWV/MlPSBCmenqBkRERO5gd/NlREQEDAaDzf8SExOdUGzbTZ48GaGhofK/mJgYt5bHUUQfO3ubL+mBqKgoAKwpIyIifbC7pqxv377ytAu2MJ3A1FaihsxSTZio8bJUkyaMHz8eY8eOVd2uMASzgjRfUq7SpUsDAG7duoXTp0+jUqVKbi4REREVZXaHsunTpzujHGYCAwNRunRpnDlzRp6hXkn0JRN9yyzx9fVVjdwsLNh8WXAlS5ZEy5YtsW3bNvzwww945ZVX3F0kIiIqwnQ9+rJly5ZIS0vDzp07zfYlJCTIxxRFWs2XWVlZyMrKAsCaMls1btwYAHDlyhU3l4SIiIo6XYey4cOHAwAmTJigmiR18+bNSEhIQIsWLVCtWjV3Fc+ttGrKrl+/DgDw8vJy6XJFniwyMhLAg+eOiIjIXVw6+nLHjh2YM2cOgAdfgjt27JAnNK1RowbeeOMN+fi4uDgMHToUc+bMQYMGDdC5c2d5maWQkBB8/fXXriy+rmiFMjGRbsWKFVGsWDG3lMvTiJUPOAKTiIjczaWh7OTJk1iwYIFq26lTp3Dq1CkAuU2RylAGALNmzULdunUxa9YsTJs2DUFBQejatSsmTZpUZGvJAPPmy4sXL+Lw4cMA8u5nRw+wpoyIiPTCpaFs8ODBqmV+bOHl5YX4+HjEx8c7p1AeSllTduLECVVArVChgptK5XnEtBgnTpxAWloaB0gQEZHb6LpPGVmmDGU//fSTal9YWJgbSuSZ6tWrh6ioKKSkpMiDR4iIiNyBocxDiebLkydPYv369ap9DGW28/Pzw2OPPQaATZhEROReDGUeStSUAcCWLVtU+/KaUJfUwsPDAQB37txxb0GIiKhIYyjzUMpQZoqhzD6iZpGhjIiI3ImhzENZW6WAocw+DGVERKQHDGUeylpNGfuU2Uc8X2vXrpWX7yIiInI1hjIPZS2UiQlRyTYilF24cAEPP/ywvNg9ERGRKzGUeShLzZcdOnTg5LF2io2NlS+npqaytoyIiNyCocxDaS2jFBERgTVr1sBgMLihRJ6rZcuWWLZsGUqVKgUAOHv2rHsLRERERRJDmYfSCl4VKlRA8eLF3VAaz2YwGNCrVy+0atUKAEMZERG5B0NZIfL000+7uwgerUyZMgCAK1euuLkkRERUFLl07UtyjpdffhmPPvoonnrqKXcXxaMFBQUBANLT091cEiIiKooYygqBp556Cs2bN3d3MTxeQEAAACAtLc3NJSEioqKIocyDHTlyBCdOnGAgc5DAwEAArCkjIiL3YCjzYDVr1kTNmjXdXYxCgzVlRETkTuzoT/T/WFNGRETuxFBG9P9YU0ZERO7EUEb0/1hTRkRE7sRQRvT/lDVlhw4dQpMmTbBlyxY3l4qIiIoKdvQn+n+ipuzs2bOoV68eAGDAgAG4dOmSO4tFRERFBGvKiP6fqClTunbtmhtKQkRERRFDGdH/i4iIMNumtfA7ERGRMzCUEf2/0NBQs20ZGRk4dOiQG0pDRERFDUMZUR4WLVrk7iIQEVERwFBGpCA6+yv9/fffbigJEREVNQxlRAq7du3CM888g8jISPTp0wdA7hqjREREzmaQJElydyFcKSUlBaGhoUhOTkZISIi7i0M6dvr0aVSuXBmBgYG4e/euu4tDREQeyJ7cwZoyIguCgoIA5E4mazQa3VwaIiIq7BjKiCwIDg6WL3M9TCIicjaGMiIL/Pz84OWV+yfC5ksiInI2hjIiCwwGg9yEyVBGRETOxlBGZAVDGRERuQpDGZEVDGVEROQqDGVEVohQlpqa6uaSEBFRYcdQRmQFQxkREbkKQxmRFREREQCAa9euubkkRERU2DGUEVlRqVIlALmz+xMRETkTQxmRFQxlRETkKgxlRFbExsYCAC5cuODmkhARUWHHUEZkhVhqicssERGRszGUEVkREBAAAEhPT3dzSYiIqLBjKCOyIjAwEABDGREROZ/LQllaWhoWLVqEXr16oVq1avD390dYWBhatmyJJUuWWLyd0WjEjBkzULduXfj7+yMyMhK9evXCiRMnXFV0KsJETRmbL4mIyNlcFsp+++03DBgwAFu2bEGDBg0wZswY9OjRA4cOHUK/fv0QHx+vebuRI0ciPj4eOTk5iI+PR6dOnbBmzRo0btwY//zzj6uKT0WUCGWZmZnIyclxc2mIiKgwM0iSJLnijg4ePIgjR46gZ8+eKFasmLz96tWrePTRR3Hu3Dns3r0bjRs3lvdt3boVrVu3RvPmzbFx40b4+voCADZv3ox27dqhefPm2LZtm13lSElJQWhoKJKTkxESEuKYB0eFVkZGhhzMUlJS5I7/REREtrAnd7ispqxevXro16+fKpABQHR0NEaMGAEAZgFr9uzZAIAPPvhADmQA0KZNG3To0AHbt2/H8ePHnVxyKsr8/PxgMBgAsF8ZERE5ly46+oug5uPjo9qemJiIwMBANGvWzOw2HTp0AGAe5IgcyWAwcAQmERG5hE/ehzhXTk4OFi5cCIPBgLZt28rb09LSkJSUhNq1a8Pb29vsdlWrVgWAPDv8Z2ZmIjMzU76ekpLioJJTUREQEIC0tDR29iciIqdye03ZW2+9hcOHD2PIkCGoXbu2vD05ORkAEBoaqnk70S4rjrNk8uTJCA0Nlf/FxMQ4qORUVLCmjIiIXMHuUBYREQGDwWDzv8TERIvn+uabbzB58mQ0aNAAX375ZUEeh0Xjx49HcnKy/I/L5ZC9xFxlrCkjIiJnsrv5sm/fvkhNTbX5+FKlSmlunzdvHkaOHIk6depg48aNCAoKUu0XNWSWasJEM6SlmjTB19dXNUiAyF6sKSMiIlewO5RNnz69wHc6d+5cDBs2DDVr1sTmzZtRsmRJs2MCAwNRunRpnDlzBjk5OWb9ykRfMtG3jMhZOKs/ERG5gsv7lM2dOxdDhw5FjRo1sGXLFkRGRlo8tmXLlkhLS8POnTvN9iUkJMjHEDkTZ/UnIiJXcGko+/bbb1WBLCoqyurxw4cPBwBMmDAB9+/fl7dv3rwZCQkJaNGiBapVq+bUMhOx+ZKIiFzBZVNibNmyBcOGDYMkSWjRogW+/vprs2Pq16+P7t27y9fj4uIwdOhQzJkzBw0aNEDnzp1x9epVLFu2DCEhIZrnIHI0dvQnIiJXcFkoO3/+PMSKTrNmzdI8ZtCgQapQJo6tW7cuZs2ahWnTpiEoKAhdu3bFpEmTWEtGLsGaMiIicgWXhbLBgwdj8ODBdt/Oy8sL8fHxFhcsJ3I21pQREZEruH3yWCK9EzVln376KY4ePerm0hARUWHFUEaUBxHKAKB9+/ZuLAkRERVmDGVEeRDNlwBw8eJFN5aEiIgKM4YyojxER0fbfOzhw4ftWvGCiIhIYCgjykONGjVU18UoYlM7d+5E3bp10aJFC1cUi4iIChmGMqI8mC7ldevWLfny/fv3MWfOHJw7dw7Lly8HABw4cMCVxSMiokKCoYwoD/7+/nj//ffl6+fOnZMvf/bZZxg2bBjq16+PiIgIefvt27ddWkYiIvJ8DGVENpgwYQIeeeQRAOpQ9uuvvwIA7ty5g8zMTHn7sWPHXFtAIiLyeAxlRDYqX748AODChQvyNi+vB39CN2/elC8zlBERkb0YyohsVLJkSQDqpklvb2/58vr16+XLDGVERGQvhjIiG4WGhgLIbaoUlDVlymbNkydPuqxcRERUODCUEdkoLCwMAJCcnAwgt7ly48aNmsfeuHHDVcUiIqJCgqGMyEYilImasvnz55sdYzAYAABbt27F/fv3XVQyIiIqDBjKiGwkmi9FTVl2drbZMZ9++ql8eeLEia4pGBERFQoMZUQ2Mq0pu379utkxvXr1ki9/8sknrigWEREVEgxlRDYy7eivnBpDECM0ASAyMtIl5SIiosKBoYzIRsHBwQCAu3fvAtAOZQEBAfLlhg0buqZgRERUKDCUEdlIBK60tDQAwPnz5zWPmzNnDgAgJyfHNQUjIqJCgaGMyEaBgYEAgPT0dGRlZSEpKUnzuPDwcAAPatSIiIhswVBGZCMRyiRJwuHDh2E0GlG8eHGz44KCggAwlBERkX0YyohsJEIZAHz77bcAgDZt2qBHjx4AgEcffRQAQxkREeWPj7sLQOQpvL294evri8zMTBw5cgQA0LJlS4wYMQItWrSQp8NgKCMiovxgKCOyQ2BgIDIzM+WRlyVLlkRYWBheeukl+RiGMiIiyg82XxLZQTRhKkOZKWUoMxqNriscERF5NIYyIjuIUJaVlQUAKFGihNkxIpQBuSM1iYiIbMFQRmQHZWd/QDuU+fv7ywuTswmTiIhsxVBGZAdbQpnBYGC/MiIishtDGZEdlMsoeXt7IyoqSvM4hjIiIrIXQxmRHZQ1ZbGxsShWrJjmcSKUffXVV5AkySVlIyIiz8ZQRmQHZSirUqWKxeNEKJszZw5+/PFHp5eLiIg8H0MZkR2Uoaxy5coWj1MuRt6jRw+OwiQiojwxlBHZwdaaskOHDqmuJyYmOqtIRERUSDCUEdnB1pqy+Ph41fXk5GSnlYmIiAoHhjIiO9haU/bBBx/go48+kq+LFQCIiIgsYSgjssO9e/fky5UqVbJ4XEhICF5//XUMGjQIAHD+/Hmnl42IiDwbQxmRHZKSkuTL/v7+eR7fsGFDAMC1a9ecViYiIiocGMqI7NCsWTMAsDg/mSmxYPnNmzedViYiIiocfNxdACJP0qdPH3h7e+Oxxx6z6XiGMiIishVDGZEdvL290adPH5uPZygjIiJbsfmSyIkYyoiIyFYMZUROFBERAQDIyMjAiRMn3FwaIiLSM5eGso8++gjt27dHTEwM/P39UbJkSTRq1Aiff/65xWVojEYjZsyYgbp168Lf3x+RkZHo1asXv+DII4SEhKBp06YAgBUrVri5NEREpGcuDWWzZs3C7du30a5dO4wePRp9+/bFvXv3MG7cODRt2lQzmI0cORLx8fHIyclBfHw8OnXqhDVr1qBx48b4559/XFl8onx59NFHAQApKSluLgkREemZSzv6Hz16FH5+fmbbBw4ciO+++w7z5s3DCy+8IG/funUrZs+ejebNm2Pjxo3w9fWVj2/Xrh1GjRqFbdu2uaz8RPkREBAAAFyUnIiIrHJpTZlWIAOAZ555BgBw8uRJ1fbZs2cDyF2yRgQyAGjTpg06dOiA7du34/jx404qLZFjMJQREZEtdNHRf+3atQCA2rVrq7YnJiYiMDBQnrBTqUOHDgDAmjLSPbFeJkMZERFZ45Z5yqZOnYo7d+7gzp072LlzJ/bu3Yv27dtj4MCB8jFpaWlISkpC7dq14e3tbXaOqlWrAkCeHf4zMzORmZkpX2e/HnI11pQREZEt3BbKzp07J1//z3/+g6+//lq1dE1ycjIAIDQ0VPMcISEhquMsmTx5MiZOnFjQIhPlmwhlaWlpbi4JERHpmd3NlxERETAYDDb/S0xMNDvH2bNnIUkSkpKSsHjxYiQmJuLRRx/FxYsXHfGYVMaPH4/k5GT534ULFxx+H0TWsKaMiIhsYXdNWd++fZGammrz8aVKlbK6r2/fvqhSpQoeeeQRjBs3DsuWLQPwoIbMUk2YaIa0VJMm+Pr6qgYJELkaQxkREdnC7lA2ffp0hxeicePGCA8PV9WqBQYGonTp0jhz5gxycnLM+pWJvmSibxmRXrGjPxER2UIXoy/v3r2L5ORk+PioM2LLli2RlpaGnTt3mt0mISFBPoZIz1hTRkREtnBZKDt37hzOnj1rtj0rKwtjxoyB0WhEx44dVfuGDx8OAJgwYQLu378vb9+8eTMSEhLQokULVKtWzanlJiooUVN28eJFtG3bFitXrkR2drabS0VERHpjkCRJcsUdrV69Gj169EDz5s1RtWpVRERE4OrVq9i0aRMuXLiA6tWrY9u2bYiOjlbdbtiwYZgzZw5q1qyJzp074+rVq1i2bBn8/Pywa9cu1KxZ065ypKSkIDQ0FMnJyfIITiJnun79OqKiolTbHnroIRw+fFhzuhciIio87MkdLgtl58+fx9SpU7F9+3acPXsWd+7cQVBQEB566CE89dRTeOGFF+QaBSWj0YivvvoKs2bNwsmTJxEUFIS4uDhMmjQpX7VkDGXkatnZ2arpXoSdO3fKi5UTEVHhpMtQphcMZeQOJUqUwO3bt1XbpkyZgnHjxrmpRERE5Ar25A5ddPQnKuwiIiLMtt25c8f1BSEiIt1iKCNygZIlS5ptYygjIiIlhjIiF9AakMJQRkRESgxlRC7w7LPPmm1jKCMiIiWGMiIXYE0ZERHlhaGMyAXCwsLMtjGUERGREkMZkQsYDAazbefPn0dmZqYbSkNERHrEUEbkIocOHVJdT0lJwdq1a91UGiIi0huGMiIXqVOnDiIjI1Xbpk6dCqPR6KYSEZErFbG52ikfGMqIXGjz5s144oknsGzZMhQrVgy//fYb9u7d6+5iEZGTvfHGGyhXrhyuXLni7qKQjjGUEblQnTp1sH79evTq1QtxcXEAzJs1iajw+fjjj3H58mXMmDHD3UUhHWMoI3KTOnXqAAAOHz7s5pIQkTMpuyhMmjQJs2fPdmNpSM8YyojcJDY2FgDYnEFUyF2/fl11ffjw4W4qCekdQxmRmwQGBgIA7t696+aSEJEz7dmzx91FIA/BUEbkJkFBQQCAtLQ0N5eEiJwlOTkZXbt2dXcxyEP4uLsAREWVCGWsKSMqXLKzszF8+HA0adIEDRo0cHdxyIOwpozITUTzJWvKiAqXjRs3Yt68eRgxYgSysrLcXRzyIAxlRG7CmjKiwun+/fvy5X/++ceNJSFPw1BG5CYMZUSFk7L2e9euXW4sCXkahjIiN2HzJVHhdOvWLfnymTNnzPZ7efGrl7TxnUHkJqKmLCsrS9XcQUSe7fbt2/Lly5cvm+2XJInrYJImhjIiNxGhDGATJlFhoqwpsxTKMjIyXFkk8hAMZURu4uPjg4CAAAC5cxkRUeGgrCmz9IOLP8RIC0MZkRuFhYUBAO7cuePWchCR49jST5ShjLQwlBG5EUMZUeGTnp6e5zFawS0pKQlTpkxRNX9S0cJQRuRGDGVEhY9WKOvcubPqulZNWbt27fDqq69i/PjxTisb6RtDGZEbMZQRFT5aoWzYsGHYvXs3KlWqBEA7lB05cgRA7ooAVDQxlBG5EUMZUeGjFcpCQ0PRuHFjlCpVCoB5KFNer1GjhnMLSLrFUEbkRiKUKUdrEZFn0+ovFhISAuDBVDjHjh1T7T958qR8uXjx4k4sHekZQxmRG0VHRwPI7eBLRIWDpZoy4MFKHuPHj0dCQoK8/8SJE/Jl1pwXXQxlRG5Urlw5AMClS5fcXBIichStUFaiRAkA6kmj+/fvL19WLsfEUFZ0+bi7AERFWdmyZQEAFy9edHNJiMgRJEkyC2UNGzZEeHg4AMj/A8DNmzfxySefoFSpUrhx44a8naGs6GJNGZEbiVBmWlNmNBqxa9cum+Y7IiL9yMrKQk5Ojmrbo48+Kl+OiopS7Xv99dcxaNAgXLt2Td7GUFZ0MZQRuZEIZbdu3VKthffVV1+hWbNm6N27t7uKRkT5oPVDSnTyB4CIiAjN2x0/fly+nJKSAqPR6PjCke4xlBG5UVhYGPz9/QGoa8s++eQTAMAvv/zilnIRUf6IdWyVIyiDg4Ply76+vpq3++eff+TLkiQhJSXFSSUkPWMoI3Ijg8Gg2YTJD2Qiz3Tz5k0AQMmSJeVt4m8cgPwjzJQIcwKbMIsmhjIiNxMf2PHx8fI2hjIiz6QMZZ9//jm6d++Ofv36yfu7du2K6tWr53kehrKiiaGMyM1q1qwJgB/CRIWBWEy8ZMmSePnll/Hjjz+qmjIDAgJw9OhRfPXVV2a3LVasGCpUqACAnwdFFUMZkZu99tprAIBr165BkiSz/cuXL3d1kYgon0RNmZiXTIvBYJAnjlZ65JFHULp0aQAMZUUVQxmRm0VGRgIAMjMzkZqaikOHDqn29+7dW5cjsSRJwujRozFt2jR3F8Uj6PE1JMdT1pRZI9bAVGrRooW89JoId1S0MJQRuVlgYKC89Mq1a9dQr149s2NMOwHrwd69ezFt2jSMHj0a2dnZ7i6OriUkJCAoKAjfffedu4tCTqbV0V+LVk1ZixYtULFiRQDqtTCp6HBrKPvjjz/g7e0Ng8GAjz76SPMYo9GIGTNmoG7duvD390dkZCR69eqlWieMyNOJCSWVE0gqiV/feqIMim+//bYbS6J/TzzxBDIyMvDCCy+4uyjkZLY0XwLaNWVNmzaVBwGYLlhORYPbQllGRgYGDx5scXiwMHLkSMTHxyMnJwfx8fHo1KkT1qxZg8aNG6vmdSHyZHmFMj02ZSjLOnnyZDeWRJ/27NmDxMRE1Tax1ikVLmfPnsXp06cB2N58qVwDEwC6dOmCkJAQVKtWDQBryooqt619+eabbyIpKQlvvPEG3nrrLc1jtm7ditmzZ6N58+bYuHGjPOnewIED0a5dO4waNQrbtm1zZbGJnEI0ZVy9elVzv2ko+/nnn3H58mUMHz4cBoPB6eXTkpSU5Jb79QTZ2dl45JFHAABXrlyRtytndreHJElue53JuszMTFStWhXZ2dlITk62ufkSAK5fv46MjAyEh4cjICAAwIMfaMq1MKnocEtN2c6dO/Hll19iypQpVn85zp49GwDwwQcfqGZBbtOmDTp06IDt27erlqYg8lTig/jMmTOa+zt16oRvv/0WAHDv3j08+eSTGDlyJNasWeOyMppShg0AuHv3rptKoj9nz56VLytr9C3N5m5JRkYGunTpAi8vL67uoFNHjx6V+1T++OOPdoWyiIgIxMTEICgoCF5eXqrb3bx5U3M0NhVuLg9l6enpGDx4MFq1aoVhw4ZZPTYxMRGBgYFo1qyZ2b4OHToAAGvKqFAQoezo0aMAcr+8Tb/Ahw4dCgDYvXu3vO3DDz902we3aSizVMtXFCl/LCovZ2Vl2XWeiRMnYu3atQByJx0l/Tl8+LB8efDgwXJ/57z6lFkiQtn9+/eRlpZW8AKSR3F5KHvjjTeQlJSEOXPmWD0uLS0NSUlJqFixIry9vc32V61aFQDy7PCfmZmJlJQU1T8ivRGhTNR8RURE4NChQ+jfv7/ZsSK4AbkBbdOmTQ4vT3JysubfliRJcgg0DWVsznzg1KlT8uV///1XvqxcdN4W7qwJJdtYaq2xpaZMS2BgoDzZrB77kpJzuTSUbdu2DTNmzMCHH34oD/u1RIzsCg0N1dwv+mbkNVXA5MmTERoaKv+LiYnJR8mJnKt+/fqq6+XLl0e1atUwceJEeVt4eDiA3Npmpd9//92hZVm3bh3Kli2LatWqqeZMy87ORqNGjdCpUycA5qGMfWAeUD4XU6dOlS/bG8qKFSvmqCKRk5w7d05ze35rygwGgxzo+DdV9NgdyiIiImAwGGz+J0YfpaWl4dlnn8Vjjz2GF1980dGPw6Lx48cjOTlZ/nfhwgWX3TeRrVq2bCmHLgDyj4fKlSvjwIEDAHJn+M7OzjYLZe+8847dzWLWzJw5U242MW2G27dvH3799VfcvXtXDmXly5cHwC8Qpdu3b2tuN33t8qJcnof0yVIoK8hrJ0KZpfcRFV52j77s27cvUlNTbT5ezMXy5ptv4vLly1i3bp3codEaUUNmqSZMNENaqkkTtPrmEOlR9erV8ccffwB4EHQAoFatWjAYDJAkCbdu3ZK/2L28vORZ4hcuXIjnnnvOIeVQzommXOrl3r178uWLFy/KIaxWrVo4f/48m1oULM0rZ29NmR5D2e7du5GcnIx27dq5uyi6cP78eYefMzg4GADs+q6lwsHuUDZ9+vR83dGBAwdw79491KhRQ3P/+PHjMX78eIwePRpTp05FYGAgSpcujTNnziAnJ8esX5no7yL6lhF5OmUflDJlysiXfXx8UKJECdy8eRM7d+6UQ1lsbKw8WtORo5AthTLlr3Zls2blypUBsP+Lkmko279/Pxo0aGB3TZnepsHIzs7Go48+CiC3D6HWBKhFzfXr1x1+ThHKOKK56HHZPGWdO3dGlSpVzLafOHEC27dvR+PGjVG3bl089thj8r6WLVti6dKl2LlzJ1q0aKG6XUJCgnwMUWGg7INiugRLz549MXPmTCxYsEDeJz64AciLGDuCMnxZCmW9e/cGkFsTLe6bzZcPiOdq7Nix+M9//iOHl4yMDJvmHMvOzkbfvn2xc+dOeZuPjw+MRqNNLQ3Oopxl/vz580U+lGVlZclN/VWqVHHYhK9iYlnWlBU9LvvrfvXVVzFnzhyzf0OGDAEAPP3005gzZ478YQ8Aw4cPBwBMmDAB9+/fl7dv3rwZCQkJaNGihTz7MZGnU9aUidGYwsCBAwHkzvEnvgR69Ogh77e3BsYSSZJU4WvZsmXyZa3+LSEhIap5lSiXqCnr1q0bGjRoIK9cIkmSqhnYkh9++AErV65UbcvOzjYbXOFqon8jYD7QoyhS/mjZtWsXpkyZgvDwcHz55ZcFOi+bL4suXS9IHhcXh6FDh+K3335DgwYN8Nprr2HQoEHo3LkzQkJC8PXXX7u7iEQOo6x1iIyMVO1r2LAhgNzaqIsXL8rHjB49GoDjmjkyMjKQmZkpXz958qQ8EapWKAsODmYo0yBCmaj9DA4Olvu2xsfH53l7S3O+KSeldYdLly7Jly9fvuzGkuiDCGXBwcGIjIzEuHHjcPPmTbz00ksFOi+bL4suXYcyAJg1axamTZsGg8GAadOmYe3atejatSt2796NmjVrurt4RA7z8MMPy5dNa8qUg1XEhMkBAQEO/0WtFbxECNTqvM6aMnPK2kYRyry8vFC3bl0AkFdmsMZ00lBxW3eEspSUFEiShN9++w2vv/66vF0Z0Ioq8TqHhYXJ2xzRD5DNl0WX20PZ4MGDIUkS3njjDc39Xl5eiI+Px99//4179+7hxo0bWLFiBZstqdARHah9fHzMasq0BAQEOPzDW6vTshgBbammLCIiAgD7lAmpqanIyckBANU0J++//758Oa8aENP99erVA+D6UPbnn38iPDwcr732mlm/XrEAd1GVnJyMefPmAVC/zo7AmrKiy+2hjIhyBQcH48yZMzh58iR8fPIeg+Pv7+/wD+9r164BAOrUqYO2bdsCeBDG8upTduvWLXmKjqJM1Cj6+fnJfcmA3KXhAgMDAeS9+oHpc12pUiUArg9lI0eOhNFoxJQpU8z2KVeWKGoyMjIQFhaGmTNnAlDXlDmC+Lv+9ttvVd0JqPBjKCPSkQoVKiA2NtamY4OCgvJsvrx9+7ZdS4uJvkzR0dHyF41pKOvZs6d8vLJPmdFozHOFDb36+uuvsXDhQoecSzxPWrUnYqRqXqHMtBN9hQoVALg+lFnrN3bs2LEiu2C2chQqALm22FHENDMAMG3aNIeem/SNoYzIA0VFRaFx48bycmPKUWDC8ePHERkZifLly9s8Uk7UlEVFRcmhQpxbhI2BAweid+/eKFGiBHr27AlfX1+5BsgT+5Xdvn0bzz//PAYNGuSQJljTTv5KtoYy047+4kt669atDu9gbylY3bt3T34/aElPTy+yfZ5Mf+g4uqasY8eO6NevHwDgyJEjDj036RtDGZEHWrt2LQIDA+UBAVqj9fbs2YOcnBwkJyfj4MGDNp1XnCcyMlIOZTt27MBHH30kh4ESJUpg6dKluHnzJp5++mkAnt0HRhkstm7dWuDziSCjVXsigppWiAZyp8IYNmyYapb40NBQNG3aFOXLl0d2djZ27dpV4DIKV65cQZkyZfDqq6+a7RNTElljLbQVZqbh3dGT/BoMBrkPn6X3ChVODGVEHqhRo0YAHkyjce7cOdy5cwfp6ekYPXo0/vzzT9UXpq2zjosVAmJjY+VQtmHDBowfP16u3dFqlhMDDkxHDXoC5RxvS5cuLfD5xFqIyqWyBFGzqVXDtGHDBvTo0QNz5sxRrdFbq1YteHt7o0GDBgAcWxs5ffp0XLlyRbPP2HfffWe2bfTo0Rg6dKi8NmtRDWWmf0/OWHlB/J1x/cuihaGMyEN07doVAPDCCy/I25Qz/w8cOBAff/wxpk2bhiZNmqhqz2wJZdnZ2fKEpVWqVLE4okxru2i+9MSaMmUoU86gn18ilGn1DRShzLT569ixY+jQoYPm+ebMmQMAThnlau/qAFOnTsXs2bNRtmxZAJbnUyvsTF8DZ6yvzFBWNDGUEXmIRYsW4YcfflDVagQEBMiXf/75Z5w6dUq+ruyMfOPGDVy/fh1PPPEEFixYoHl+ZS2RvaFM1JR5eii7fft2gTuv5yeUbdq0yezY6OhoZGdn46GHHgLwYMUHR4YyawueiwmLtYhm86I6q7+ytjIqKko1f5ujiL+zw4cPq1a0ocKNoYzIQ4SEhOCpp56Cn5+f5v6aNWuqAsZff/0lX75+/TrmzJmDhIQEDB48GLt37za7vbIfU9WqVTXDl7+/v2atgCc3XyrLfP/+fZuWQbJk79692LhxIwDt9UgthTKtztwPP/wwvL295euipsyRzZfKUGY0GuVAevz4cezbtw9A7jJ3YWFhWLRokXysmCfy77//dlhZPIlofn7//fdx5coVuTnXkZR/f4sXL3b4+UmfGMqIPJyYKykmJkaupQGg6peUlJSE6dOny9cfffRRs2AgwslLL70EHx8fzVCmNaIQ8OyaskOHDqmu57e5aMeOHWjcuDGys7MBaHf0txTKtNYuNV2xRJzP1v6BtlCGsitXrqBatWoYNmyY3H8NyG02v3XrFvr37y9vE6tP7N2712Fl8STi9QsODnZKfzJAvarHli1bnHIfpD8MZUQeTgzHz8zMtBiKNm/ebDYNw549ewDkNlvGxsZix44dAB70D9Ma5m+pSdNT+5Rt3LgRr732mmpbfka7GY1G9OnTR7VNucC8IEapmoayjIwMs2NNa9pMpyhxBGWgWLJkCU6ePIk5c+aoQmJgYKBZ8KhSpQoA9TxmWVlZWLZsWZFo0hQ1ZeL1dIbg4GA88sgjABw/5QbpF0MZkYcTzYmZmZmaNS6A9pe+qOXo27cvzp8/j+3btwN4UOtlTyjz1JqyL7/80mxbfmrKDhw4YLYWZEFrypSDOADnhDLlbPGihs+Ust+iIEK4sun3iy++QJ8+ffDYY485rHx6JUKZeD2dRUw546mTMpP9GMqIPJwtoUzLn3/+qdlpXHzhlixZUjV7P2D5F7sIZZ62/mXFihXNtuUn9Ozfv99sW2hoqNk2S1NiaIVm8ToI4rl3VijTWnAesB7KxPstNTVV7uzujkXTXc0VNWXAg9ecoazoYCgj8nCiX5C9oWz37t2qPmiC+MI1GAxYvnw5PvnkE3mfpZoBMeP8ypUrPWr9S63nKz81ZVpLWWn1NVLWlN28eROvvPIKli5dKpfjxx9/lI81bb40XfbKEZSDGi5evKh5jFYoE9syMzORk5NjdaRmYeSqUCaCPUNZ0ZH3qsdEpGuipuzevXtmIwfLly+vGlWplJSUpFmrIWq9BOWi2qa1N0KfPn0wYsQIXL9+HXfv3nV6s46jaNXsKWuicnJykJmZqRlMlMSXdMOGDREdHY0ePXpoHqcMZePGjZOnJxHzhfn7+2PRokU4deqU3J9IUPYdvHfvnsVRuLbKycnB5MmT5et//vmn5nHK119Qvg8OHz6MkydPFqgsnkbZ0d+ZRCjjrP5FB2vKiDycCGVaH9ymnc+VjEYjnn32WbPtpsFL+eVvGtiE4OBgefoGT1oPUYxkrF69Otq3bw9AXRPVpEkThIWF5VlTIfrSxcXFYd26dXjuuec0j1OGsjVr1sjbRe1iQEAA+vfvj7ffftuspk050s8RX9KmS0op57hT8vEx/+3u5+cnl0VrehUlSZIKXahg8yU5C0MZkYcToUxr/ioxSk6oVKkSHn/8cfm6VrNbfmrKDAaD/AXlSaFMBLCZM2eiXr16ANSBZ+/evcjKysK2bdvMbitJEv755x/k5OTY/CWtrEHUaobUqpUSvLy8HNqvzJambmXTtZLBYJDfC2IUryXvvvsuwsPD5fnbPF1WVpbcF8/ZNcLOmDCY9I2hjMjDWVvipVKlSqrrUVFR+O2336wur2P6RWNLKAPgUaHszp07WLp0qfxlFxAQII9uvHjxIn766SfVSNJixYqZnWPVqlWoVasWXnrpJflYSzWJgp+fn2pCWFN5NZM6MpTlNdHv4sWLNRcqF0RZxTJQlrz33nsAgCFDhthZQn1Svr+dXVMm1rZNTU31yImZyX4MZUQeztpSOaaLYosle5Sd8Vu3bq06pkKFCqrryiBmLXR40rQYffr0Qd++fVWhTASe5cuXo3v37qrJO7VC2aeffgoA+N///offfvsNQN5f0gaDwWrtiitDmbXal8GDB5uNvDVlLaCvWLHCbNulS5fMmkw9kQhlvr6+mu8LR1K+n8aNG+fU+yJ9YCgj8nDWaspKlSqFhQsXom/fvnj++efx8ccfA8id0V8wnRbCdNZ+8WsdKDw1ZQkJCarr/v7+ZnOwKaep0FoPUyzKDTxY7zKvmjJAXRNpOpeZteZL4EEoO3DgAObNm4esrKw8788SSysD7NmzB/PmzdPsS6Zk7b3Qq1cvze2mPwA8SUZGBu7du+eyTv6AegTvrFmznH5/jiBJEn777Tf8888/7i6KR2IoI/JwpqGsatWq+PzzzzF9+nQEBwdjwIABWLx4Mb766itERkYCyJ26QlCGBG9vb7MO5srwYa1mwJNCmamAgACUKVPG4n7lfF6C6QoJAGwKScom5S+++EK1T2sVACURysaPH49nn30W06ZNy/P+LNEq//Tp09GoUSObbq9833h5eSE+Pl6139LUKJ7YPyo7OxulS5dGTEyM3OneFaHME61btw4tWrRA7dq1Lc59pzdaf9/uwlBG5OFMQ1m5cuXw8ssv48UXX7R4m3LlysmXlX2cTGeRB9RBwVrg8pRQtnPnTrNt/v7+Zv3vlEynGjEajZrTQNSoUSPP+4+Li1Mdv2XLFhgMBnz66ad51k6Z1uZt3rw5z/uzRCwmPmXKFHmbadO1NcpaQaPRaBYQxXJLpn3otMKg3iUlJSE5ORk3btyQl5Zy1bQvYs3agk6B4iqnT58GkFtjJi7r2Z49exAbG4tvv/3W3UUBwFBG5PFMQ5mYyNVWypnntUKZsubMWk2OpXUd9UY5+lTIq6bMNJTt3r1brvHp378/du7cifXr15vNLaZlwIAB8uWYmBjExcUhPT0dr7zySp63NV1RwVp/QmvOnTuHP/74AwDQqVMn+T3UuHFjm8/RqVMn+bJoDhfrpwIPZvY3fX/qqVbCVsoa0GvXrgFwXU2ZWGrp/v37ms3oeqMc1esJ66C+/vrruHr1quYIa3fg5LFEHs60dsXWUPbee+9hxYoVeP755/HWW28B0F52CAB++uknbN++Xf6C0CI6xl+9etWm+9cLLy8vFCtWTHMGfsE0lB07dgwA0K5dOyxatMiu+6tQoQK2b9+O5ORkOQTbWgtiGsry29F89uzZAHJrTKtVq4bTp08jNTVVM5Rb8uKLL+Lu3bs4duyYPMKyWbNmaNWqFRITEzFlyhSsWrXK7Hk1fS49gXLk44wZMwC4LpSJ2lGj0Yi7d+/qvtlUGcr0/lkgSRJ+//13AMBrr73m5tLkYk0ZkYczGAxYt26dfN10bjJL3nrrLRw6dAglSpTAZ599hooVK+Lzzz/XPPbJJ5/ElClTrE7nIJYF0nPzlFZNQ0BAgBwcvv/+e83bmdbuiH5FlhZoz0vz5s3RpUsXu2/niJqy7OxsTJo0CQAQHx8Pb29vlClTBtWrV7frPN7e3njzzTexcOFCVbOneP/9+OOPWL9+vdl8aJmZmXj11VdRo0YNj5lUVjmiWARya38LjuTn5ye/zp7wfCkHyOi9puzu3bvyjwRLP0hdjaGMqBBQTt9gb/MlAIwdOxanT59GbGxsvsug51CWnZ2Nxx57TDMIKUc8Kgc1KJnW7ogvR61Fx53JEaFs9erV8mVbA7w9WrVqJV/esWOHWRDOzMzElClTcOzYMSxZssTh9+8MWtO82NLc7AgGg8Ep657mV1ZWFt599125hsmUMoQfP37cVcXKF9EUHRgYaHU0sSsxlBEVAsovvvyEMkfQcyg7evQo/vjjD1WNoqAMZcopKpYuXSrvMw1loqbMNCQ5m2nNXH4Wfxcd1QGgfv36BS2SGeW6n1OnTjXbrxwI4imd17UmblUOlnE20d9RDx3nv/jiC0ycOBFNmzbV3K+sKVu/fr2u+8GJUCZGpesBQxlRIVCrVi2UKlUKDRo0cNti4HoOZdb6MSn7PClDWcOGDeU1LC01X7q7piw/s7yLZreIiAirI07zy8/PD2PGjAGg/oIWAyzEnG6AbfO66YFWTZkra1ZEeN6/f7/L7lNLeno6Xn/99TyPEa5fv67rgR0ilClbGtyNoYyoEPD398epU6fyXBzamUQoS0lJsWldRUe6ffs23nzzTbm/jylb50tSTpzr7+8vjxzUa/NlXqsn5OTkoHfv3mjbti1Wr16NdevWyUGpY8eOziqm2QTEjRo1kjuov/vuu/J2T+n0r/U857X6giPVrl0bACy+v13hyJEjaNKkSZ7Hmf7t63mFj0uXLgFQT5Dtbhx9SVRIuPJLQktISAgCAgKQnp6OpKQklzajvvjii1i8eDHmz58vf9AqWQtlyhGMxYoVw9y5c3Hnzh2UK1dObl6z1Hzp7lCmVVN27949PPvss3jiiSdQt25dLF++HMCDOc2ef/55AHmvHlAQpqFs4sSJ8ohPZe2Zq8N7frk7lImpaNw13cymTZvQrl07s+2ZmZlmU54oX18g97kzXblCL0StrT3z8zkba8qIyCEMBoPbmjB/+uknAOr+Uko3b960eFvTaSWGDBmCl19+GQAshjIR8vI7+jK/TO9PGcqOHDmCxo0bo0ePHliyZAkGDRqkOZGveG2c2Z/LtJzR0dGa9+cpocx01GPx4sXznOjXkUSXBHeFsk8++URzu9bflelreuLECaeUyRFEKCvIACdHYygjIocRzQCuHgqfV98qazVl1r5cRS2Aab8YEWysTTjrDIGBgfDyevCxrXzcr7/+Ovbu3asazKAVykQtnzNrylq0aKG6HhUVpblGq9bACz26cOGC6vr9+/ddev/uDmViImBTWktmmYay9u3bO6NIDsFQRkSFmug3lJaWBkmSMHv2bOzZs8fh95OTk2PX8fkNZVo1ZdnZ2fKkmK4OZUDuCLwOHToAUIcyraBw8eJFs23ii9SZoaxcuXKoVauWfD0qKkrzed60aRN+/fVXp5XDUZSDE9zB3aHMUr8wW0IZkPs+TExMxMGDBx1etoJgKCOiQk180WdkZGDv3r0YPnw4HnnkkXyNErTk0qVLiIyMRFRUFL744guzubaefvppLF26VLXNNJS1bdtWvmxtVnytUHbt2jUYjUZ4e3u7ZSh9bGwsvvzySwDqL0utEWQjRoww2yaanJwZyoDc8Cr4+vpabEIWTc96VtRDmWmNq3jvaIUyUROrJJYTc8YULPmVmZkp13gzlBFRoaQMZcomzHnz5jnsPhYuXIjbt2/j+vXrGDt2LE6dOqXa/+OPP6Jv376qbaahTDmJrC2hTNl8KT7Io6OjXTaruykxHYMy7No6sairQplpbaalfoaubgq0V1pamhzKmjVr5pYyiFB2+/ZtnD9/3qX3bTQazX5UNWrUCIB2KMtr1QG9zFsmnkd/f39dDURgKCMih1GGMmUzxi+//OKw+9Dqm5QX01DWsGFDtGnTBkDuyM287ishIQFDhgzBrVu35NoKV08cqyTm98rOzpZDzZkzZ2y6raj1c3UoszQIQ6vfm54cPnwYkiShVKlS+P777xEZGYnx48e7tAzKuQddXauTnp4uB6levXphxIgRqFGjBgCYLeJ98+bNPKc50UsI37t3L4DcVS2srXvragxlROQwylCmbGpx1Ci71NRUjBs3zqZjv/nmG7n2yDSU1a9fH7/88gsOHDiA3r17WzyHcsTg/PnzUbJkSbnTszuXZVHed1paGo4ePYqjR48C0J6mo3bt2mZLTDk7lCn7lAFQLWavnC5Fz/NYAcC///4LAKhTpw5iY2Nx9epVfPjhhy4tg+l7zTQMOZN4fQwGA5YuXYqZM2fKy3stX75cFaqVNYmW1nbVy4jbtWvXAgC6du3q5pKoMZQRkcOIL/rk5GQMHz5c3u6IX8dXr15FtWrVLO437Ug+YsQIDBkyBIB5KAsODoafnx/q1atn9Vey1jQOzz77LAD3zkZfrFgxudn17t27qsEUly9fxujRo1XHp6ammn2xOzuUzZw5E3379sWuXbsAAJMmTcKCBQtw48YN7NixQ66F1HtNmXjviP6D7qhVMb1P5fqiziZen6CgILkcyjnaLl++jNWrV+PEiROqyW2XLl2qObpWL6FMDNZ56KGH3FwSNYYyInIY8UVv+kveEaFswoQJVqfa0Kq5+umnnyBJkvzFunz5crv65FhrKnX3EkHKfmWiRrBXr14ICAgwC6+xsbFmk506YzFypbJly2Lx4sV47LHH5PIOHDgQJUuWRKlSpeQO/nqvKRPPravnpNML8fqIkdWAejH2N998E0899ZTZey4wMFBz1Yj8hLIpU6agYsWKDu1P564JoPPCUEZEDiNCmelUDI4IZcePH5cva02vYGmNvZSUFLl/U5cuXRATE2PzfVqbYNXZNU15EaFQGcpEcChbtqzq2Llz56pCWenSpVG3bl0XlVSbKL/ea8pEx3V39iEEzJcCysrKcsn9KmvKhKioKLl5etWqVVZvb7q+qumM/7Z49dVXcfbsWbz99tt239YShjIiKvREUDFtLnREKBPr/wG5X5Tvv/++ar/WSEhvb2+5LP7+/nYHKWuhzN0LLYvO30lJSWahTDl/2sqVK1G5cmXV0kfVq1d3YUm1iZoXPdaUffzxx+jSpQtOnjyJGTNmAHB/TVlCQoLqutbIR2fQqikDrE/YLJbUAoA///wTf//9txzOCtJ86ci1UkUoc3fYNsVQRkQOYyn0OCLAGI1GAMCoUaMQGBiI//73vzh48CAaNGgAILd505Sfn58cykzXY7SFteZLR869lh+PP/44AGD9+vVWQ5moCVA+P8o5xNxFzzVlb7zxBtauXYuqVavK29wdykxrNm0JZWlpaZg4cSIOHz6c7/vVqikDLE/I3K1bNwwdOlS+HhERgVq1asmfDXrpUyZqQIt0TdngwYNhMBg0/4khtqaMRiNmzJiBunXrwt/fH5GRkejVq5eu19MiKqoshTJH1JSJD/OKFSsCALy8vFC3bl2sXLkSS5cuxeuvv252m7S0NMyfPx9A/kKZtZoyd9fwPPLIIwByJzY1bWKLjo6WjxMBTIyYU25zJ/Eln56eLgduPdNbjcpXX32V5zG9e/fGu+++i0GDBuX7fizVlFkK02LxdFOi+VwPoSwzM1P+oai3UOa6FVUVRo8ebfYGtzR528iRIzF79mzUrFkT8fHxuHr1KpYtW4YNGzZg165dqFmzpgtKTES2MA1l8fHxmD59ukNCmeiLYtphvVKlSnLTyLBhwzB79mysW7cOK1aswLx58+Tmp8IWypTTj4gvGFGb4+Pjg3bt2uHIkSNyjZqSHkKZ8rm9f/++UxdIt4elgJif948zzZo1C6NHj7Y6elBM+7B///5834+lmjLlJLDVqlWT+3xaep7yG8qcMdmsctUB07Dpbm4JZWPGjEGFChXyPG7r1q2YPXs2mjdvjo0bN8pNCQMHDkS7du0watQol87XQkTWmf64EjU2jqwpMw1lSrNmzcJ7772HUqVKoXLlyqqVBPLT/GQtKBSk9sERlKFMTMxarlw5ef+vv/6K7OxsVQ2ZoIdQpgzwGRkZuglllkKD1jJW7uaKfmUilJmGl9atW2PLli1o2rSp6jnLq6bM3o7+ym4CjpqORISy4OBgt63KYYmu+5SJzoIffPCBqm9HmzZt0KFDB2zfvl01IouI3Es5KSjwIJQ5ok+Z+OC31lnfYDDIo9SqVasmLwcDQHN4fl5CQkJUv/wXL16Mc+fO4ddff8WYMWPsPp8jiefh7t278mjX8uXLy/u9vLw0AxngupF71vj4+MDLK/cryJEduAvKUg2oO9Y5zYs9ISUxMREvvPCC3TW8lpovv//+e3zwwQdYtWqV6oeSpZoy8aNIzA9mK+Uk1NnZ2bh161a++3NeuHABCxculJfN0luTNOCmmrK1a9ciNTUVvr6+qFu3Llq1aqWZVhMTExEYGKi53liHDh3w66+/Ytu2bVYnlCQi1zGdikHULmRlZUGSpAL90rWlpsxUtWrV5OVU4uLi7L5PLy8vtGnTBitWrACQ24k5ICBAFX7cRYSy06dPIycnBz4+PmbTJphq1aoVEhMTMWzYMFcU0SqDwQA/Pz+kp6frKpRZ6iulh+bLsWPH4vPPP5evW6t1Mt0n3v+RkZF49913bb5PS82XpUqVwptvvglA/TdpqaZM/GAzXavW1vsHckNVyZIlUa5cOVy4cMGu80iSZPZ3q7f+ZICbQpnpWnPVqlXDkiVL0LBhQ3lbWloakpKSULt2bc3AJkbF5NXhX9mhD1CnbiJyLC8vL8TGxsq/RJVNPllZWRZrbmxhqU+ZNcoJZfPbd6R06dLy5fysu+ksIpSJWoOYmJg8m2LWrFmDvXv3okWLFk4vny38/f2Rnp6er7mrnMVSTZIemrmmTJmCV199VX5PWnveLC1QL5YJs8XGjRuxZMkSANb/fmypKROTFZ88edLm+wfUC5z/+eefAHLnQczJybH5NTly5Aieeuops+16DGUubb5s2bIlVq1ahQsXLiAjIwNHjx7FmDFjcOrUKbRv3161YG1eE7uJOXqUHfa0TJ48GaGhofI/eyaOJCL7iQ9OQN2cVpB+ZRkZGTh06BAA+0KZ8kM7vzPwK3/56+GLWTBtxrVlMtjg4GDExcXp5nGIfmR6qilz9wAOa0TzvFhmyVqn+d9//11z+5UrV3DkyJE87ysrKwvt27eXQ5GtocxSTZmoSLE3lF2/fl1zuz0VLD179tSswCkUoSwiIsLitBZa/xITE+XbDhkyBE8//TTKlSsHPz8/1KhRA1988QVef/113Lx5E1988YUjHxsAYPz48UhOTpb/2VvlSUT2iY6Oxl9//YUdO3aopmZ49dVX831OZXNLfmfStyfMKVn6knE30+ehXr16bipJ/nlCKAsNDXXo8j6OoBzkYcnYsWM1tyckJKB27doWw46grKEKDQ1Ft27d8iwPkHdN2YULF+x6vS2VU5QvJSUFXbp0UQ3qMXXmzBnN7XoMZXY3X/bt29euyf7y6uMAAM899xw+/PBD7Ny5U94mnixLNWEiJef1pPr6+uqqyYGoKFB2RRBmzpyJDz74wO6Qs3//fnzyySfydXsWEFYOpxedyu1Vv379fN3O2UxDmR76idnLlnDhaqbfb02bNtVdC4stz1teHer37duHDh06WNyvDGWHDx+2+l2u7HhvaXqriIgIhISEICUlBWfOnLH6d3zkyBGEhIQgJibGYig7deoUJEnCunXrsHbtWqxduxZDhgzRPDYwMFAzCBaKUDZ9+nSHF0K8iMqq2MDAQJQuXRpnzpzRbDsWVZHKGZeJSN9u3rxpdygTC1cDuf1RXT11QrNmzTBz5kyzkaXupgxl06dPV02H4Sk8oaZMdJXRE1umlwgICEBmZqY8V6Apa7V/kiTJfdLKly+fZyhVtkBZ+vs0GAyoVKkSDhw4gLNnz1oMZTdu3JCXVMvMzLQYytq1awcAeOedd+Rtly5dMhtsBOTmiZs3b5pt18PgDVO6mBJD9EExnbusZcuWSEtLU9WgCWIdsJYtWzq9fETkGPmZV0n5he2uRcBHjBiBtm3buuW+LVE+F3oc2m8L8QWup5oyEcpq1KiBHj164L333nNziczlVVOmXKTeUu3RzJkzzbYZjUYMGDAAISEh8hQytvTFtHWaC1EBY2mJJgDyICEA2LBhQ57NrPv27ZMvL168WPMY5YAfJbGoup64LJRduXJFcyjspUuX8NJLLwHIbRpVGj58OIDcNduUnYQ3b96MhIQEtGjRgtNhEHmQvD5gtSiDnL3za+lxbilHUdZI6LEZxhYiXOippkw0XzZr1gwrV67U5XdMXqHsypUr8nGWmt/37dtn9vf0xx9/YNGiRbh7964cnP755588yzN9+nR4eXnhs88+s3qcqJnSqrUSlI/p9OnT8meGpXB47Ngx+fKWLVs0j7HUn9SerhCu4rIpMf7991+0bt0ajz/+OGrUqIESJUrg7Nmz+OWXX5CWloZBgwahV69eqtvExcVh6NChmDNnDho0aIDOnTvLyyyFhITg66+/dlXxiSifqlevLn9wioC1YsUKBAQEoHPnznneviCh7NVXX8W+ffvQp08fu27nCZRzvnlqNw49N1/qbfkdpbxCmdgeGBhodW7AmzdvqvqKbdq0KV/l6dSpE1JSUizWSAkilInAt2zZMvz222+YOnUqfHxy44iy+fjmzZtyKKtVq5ZqZLegnEDeUpOsMtB17NgRtWrVwo0bN3TZX9Rloaxy5cp47rnnsHv3bqxcuRKpqakIDQ1F06ZN8dxzz6F3796at5s1axbq1q2LWbNmYdq0aQgKCkLXrl0xadIkXf6CISK1LVu2yP08rl+/jtOnT8s/wHJycuDl5YWNGzfi66+/xv/+9z+zDsXKLx57Z9EPCQmR1/8rjBISEnD9+nXUqFHD3UXJFz129BehIL9TqLiCqPmxNLO9mJszr/6XpqFM2blfePbZZ20qU16BDFCHMkmS5B9LHTt2lH+gKR/TgQMHsGfPHgBAzZo1NUOZ0rlz5zQnqVaG/kuXLmHdunU2PCL3cFkoi4mJkZdNsoeXlxfi4+MRHx/vhFIRkbOVKVMGL7zwAr766iukp6dj9+7d8r67d+8iJCQE7du3B5D7ZbNo0SLV7cU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   "source": [
    "figure(figsize=(7,7/1.4))\n",
    "  plot(dN,cumsum(y),\"k-\")\n",
    "  xticks(xTicks)\n",
    "  gca().xaxis.set_major_formatter(matplotlib.dates.DateFormatter(\"%Y\"))\n",
    "  title(\"A random walk, with better tick marks\",fontsize=18)\n",
    "#display(gcf())"
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   "source": [
    "# Adjusting the Resolution (extra)\n",
    "\n",
    "In case you use PyPlot in a script (not a notebook), then you may experience that your figures do not work well with the resolution of your screen (the figures are too small/big and the elements look garbled). It sometimes help to change the resolution of your figures by adding the following to your script\n",
    "```\n",
    "rcParams = PyPlot.PyDict(PyPlot.matplotlib.\"rcParams\")\n",
    "rcParams[\"figure.dpi\"] = 50       #experiment with different numbers\n",
    "```\n",
    "\n",
    "Notice: this is typically not needed in a notebook."
   ]
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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