Scale-Grenzboten-Example.ipynb

Scale-Grenzboten-Example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from __future__ import print_function\n",
    "\n",
    "import ocrolib\n",
    "from ocrolib.toplevel import *\n",
    "from pylab import *\n",
    "from scipy.ndimage import filters,interpolation\n",
    "import ocrolib.sl\n",
    "import ocrolib.morph\n",
    "\n",
    "figsize(18,18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def binary_objects(binary):\n",
    "    labels,n = ocrolib.morph.label(binary)\n",
    "    objects = ocrolib.morph.find_objects(labels)\n",
    "    return objects\n",
    "\n",
    "def estimate_scale(binary):\n",
    "    objects = binary_objects(binary)\n",
    "    bysize = sorted(objects,key=ocrolib.sl.area)\n",
    "    scalemap = zeros(binary.shape)\n",
    "    for o in bysize:\n",
    "        if amax(scalemap[o])>0: continue\n",
    "        scalemap[o] = ocrolib.sl.area(o)**0.5\n",
    "    scale = median(scalemap[(scalemap>3)&(scalemap<100)])\n",
    "    return scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8d9630a210>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JrY6PjwcADB48mHczlETgICQRSpYsybtbg0RYu3atbD/lZNq0aQD+JRGUfgtK\n/UEIbZPVatWq8USEnAl3nz598ObNG0VTV2Py1tfeQjchGSB053b4OQiJDS7emjVr4OXlZTaJwN0C\nLtShbt268PLygpeXF65evSpLInDxOBNuLh6Qtzui/eEU4vTp0/yxlOnTpwPI2y10dXU1qyw1a9bk\n8zCEROBE2/oJkH9lQ2hq+emnn+pta10kwmeffYaMjAycOXOGd3N0dISXlxdatmwJIM+kXztelSpV\nePNRQLpjLVwwbt++XfL2tJeXl8gUnnuXvmbNmrz/woULeX8lEmHGjBlQq9V8PKK840BeXl6iehQS\ntN26dQMgPnIklAsXLuDRo0ei4z1CsbGxASB94cXLy0u0SNQmEU6fPi0bj3spR0h0EBG6d+/Op6VN\nInD5rFy5UkI0cYQvh7Fjx4r8+/fvz/utXLlS5CfcbADkSQThxFx7N5Yo73gSB+F3n+hfSygAiIiI\nEPnJWUCtWLECT548ER175Eg0YVzhC1SWfhGJg9CNIxG082vVqpVI/48//lgx3oMHD0R9TJtE4MY+\n7X4qrF+hu5OTE44ePYqcnBz++IISiUBEqF69Om9Fc+vWLUm59ZEIbdq0wcuXLwEokwjcAk/o1rNn\nTwCAWq3mF0bCvg7kWW9yrz1Ur15d8nsGCpZEEPaFJ0+eIDU1VSeJoF1fQuI3LS1N8finOf1TSCIU\nLlyY7zsAMGnSJNl42npykCMRJk2ahNzcXN461cvLS3YBL4zTuHFj3uqWc7Ozs5MNq63H7NmzYWNj\nI7s4z8rK4sfXu3fvwsvLi5+rAnnf3dmzZ6N27drw8vLC7NmzderZrl07ibucm7COgLxXSTj30qVL\ny/ZTIdFoqBQpUgRLly6VpNW0aVM8f/6ct2ASHvPhwFkGFCtWDBs3buTdP/vsM8VyAMDjx4/5Yzou\nLi7w8vISEbQJCQk4ffo0iPLGMeFm7/+nx0iEd1kAYOTIkbxpT+vWrRU7jHZc7WMCVatWFQ0C2tA2\nb+V2YIWLs+rVq6NUqVI4e/as4vNiSvpMmTKFPzunPQkR5geIjzNwYm9vz09QzSERiMQmmMJ60S7L\nN998o/gkEwdTSAQi4s/cfv311/nSb5TaQRhmwoQJEnfOdFWJDJCLV7JkSSQlJUl26Y0RV1dXAODr\nLyEhAaVLl+b9ORJBe6cLAEJCQiT9VygDBgwAIE8iCOtL7k4EQ+rzxYsXACA7ieAGbH1tpXQnghIZ\noJ2GNhn9lqdWAAAgAElEQVTg4uKCe/fuyS6euR3JzZs3K+bn6+uLXbt2mdUPhUcK5MrHWeQIyQJh\nPM6iQLuutO8LET4pKbxPoGfPnmb1SaGYSiJwImT5tfXkhDsyINwJ0RZuYaWLRBAu9uWOTwQEBAAQ\nn7/mhLs3QC7eoEGD+HQXLVokm7dw915ud+6rr74CIL/AIfqXDFCyUOEQGxsrG08ujrbpq1K6cpYB\nRHkLudjYWGRkZGDQoEGy+hj6vCy3sOIIFqFER0cDABYsWKBo1s1B+4nHGjVq8GTm+fPnJUSAra0t\nHzc6OlqSrvCbKEciCPOW2wHlLIe0SQQi4u9LAIDDhw/rTFvoVq5cOd6d2xmzlMjlV6ZMGdy7d092\nzBCSAbpIBLm8hCbKSvoISQRDnmPmyABtEoGIRM9xys1fuIWCHInAkQGAPImgRHYoxRs+fDgyMzMB\n5B0r0y6bMF5oaKhF29jYvgBAQiKULVuWP/aoTQgSEb755htR/CpVqlhUJ7knHrlNLCUSQVtPDtok\ngr29PbZs2aJzrgdIzeLbtm0r2wc4SwbtdJycnPD06VPZ+4SE487jx4/1to+2n/BOrAYNGoj8OMJA\n+/gbp6cwP+GdCAAwfPhwSV0p1YcxMnLkSMmxEbljCQCwatUqnDhxAjk5Ofj22295v0mTJonuIdEm\nnLnjDMC/5INQuDsRODx79oz327Jliyg/KKzl2esM7xBWrlxJV69e1Rlm0aJFEjfumR4Of/75J///\n+Ph4Onv2rMh/ypQpenW5f/8+DR8+nLy8vBSfF1PCzz//TAkJCUbFEcLb25v69u1rcnwhGjZsyP//\n1KlTiuHmzZtHhQsXNjmfXbt2mRw3v7F582aaP38+2draGh13/vz5ZGNjQ/Xq1aOpU6dSVlYWBQYG\nkpubm8n6JCUl0Y8//khbt26lp0+fUs+ePenVq1dElHdjvEqlouvXr9Pdu3clcceMGUPVq1c3Oe/8\ngp2dnc6b7i2B//3vf7Lujx49Ijc3N3r48KFJ6R47doz8/f3N0EyMvO+/GL/99ptRaSxYsICio6NF\nz83pQkREhFl9Ugnaevfq1UtvHF9fX1E8Nzc38vDwkA2r6wm+AQMGGKilMq5du0b37t3jX9uxBpRe\nueHKp/Q6CBfP0NctWrRoQX///bfIbejQoaK/5Z5IFmLcuHHk4uJCFy9epE2bNsmGMfZ2+dq1ayv6\njR8/nqpWrSrrp9Fo6Mcff6T79++L3O/fv0/9+vWj169fk6enJw0aNEjkL/z9NW/eXDHvgwcPUlZW\nliFFMBjC/Dp16mR0/NDQUIuOo998842se2JiIrm5uVl8zJg7d65R4bXnbsaiUaNGZqehVqtp3759\nBoe/ffs23bhxQxJvzZo1dOPGDSLKmzfoe+b7bUOrVq34F8HkXiU7e/YsPX/+3OL57ty50+w0GjVq\nRNWqVSMiojNnztCLFy9E/iEhIfTJJ58ofoc4KL04FBwcbJAeEydOpIoVK9LGjRslfrpeQzMX+tYo\nixcv5v//4sULOn36NBERxcbG0sWLF/NFp1WrVtGECRNEbkrflCZNmpCLiws9f/6c5s2bx7sHBwcb\n/PSqHLTL98UXX/D/HzhwIE2ZMkWUnxwYifCOwN3dnY4dO0ZpaWnk7u6uOOmT+zFv2bJFMd1nz56J\nSAUiopkzZ/LPU+nSx9iJP4dvv/3WrCcA3zYY8jSQuR9yc6HrCZ1169aZnf7jx48pPDycsrKyjJpw\nyCEpKYmmTZtGH3zwAXl7e/MDeqtWrWjDhg1kY2NDnTp1olu3bpmttyUxefJkyZNgHOzt7SVPeSrB\n1LeOZ82aZVK8twGrVq0yanEwceJE6tGjh0FvJOcXunTpInl6qV+/fqRSqWjfvn0UFRWlGHfUqFHk\n7u5OSUlJVLt2bZOeBhs8eLDeMEuXLqXY2FhF/8uXL9OdO3eMzttcODo68mS1cAInRGBgIH377beK\naXz99dfk7u6u+KzXtWvXRH/fuXOHOnbsSO7u7jwBMXLkSFGYjz/+mDQaDU2ePFmSnqurq2iSpQRt\nYiK/AICmTZtG9+7dk/gdO3aMXr9+LRtPo9EYtFGwb98+vSRCWFiYxO2HH36glJQUat++vd7nIHXB\n1taWbty4QTdu3KBXr16Ru7s7jRkzxuT05GDsE6NEeeVLTU01KT9DSEZLY/PmzUSU95z1Tz/9ZHC8\n48eP06FDh0itVuskM4mIbty4Qf379yciopiYGOrUqRN5eHjojfcuISIignJycohInij8888/qVWr\nVhbPV9f83c/Pz6A0PD096eTJk+Tu7k69e/eWkB3Dhw+n6dOnU2Zmpkk6zpw5U/R3WFiYhBSoVasW\nDR8+nIjyyEBdMPRZSUPx2WefybpzegoXyqVKleKfiX7w4EG+EuxLly4VEddt2rSRhGnatCk1a9ZM\ncXNMV12FhYXxT1PLQV/55s+fr+jHgZEI7whiYmKoQ4cO5ODgQDExMZSRkcH7Xbt2jdLT0ykwMFCR\nCXVwcOD/zzGSHL799ls6fPiwyM3Dw4NKlSqlUx9ud9hYVKhQgQoVKkR///03RUREKIZ79uwZLVu2\nTGda3IcrP6Fvki23I64NQ95lz08Yuwvt4OAgO5GWg0qlojdv3lBMTIwJminj/v37Ir3/+usvev36\nNdna2hq8A12Q4Pr1mzdvTP5tEMnv1Atx/fp1WXfOkuTAgQMG5dO5c2ejrYgsASWS5N69ezR9+nTF\nd6CJiH788UciylsImcPAm4OsrCy6cOECv6vGoUuXLhQQEEAXLlygnj17UlpammIamZmZFBMTw+8C\nbN682WjyyJBxZ8yYMZLx3pLIzc01ichJSUmR3Y3SxpMnTxT9PDw8KCkpiZ/Yc4iMjKQtW7aQh4cH\nAaBRo0YREdHr168pJiaGYmJi6OrVqzoXyHK7pEWKFKFy5coREekkMI0hw5SshwzFtGnTqGPHjkbH\nM8SqrmrVqnrfD5ezCIyPjyeNRkMlSpSgkiVLKsa9efOmzrRzcnIoIyODhg0bRmq1mmJiYkxe5FgS\n5lgkcouTgkRERATt2LGDVCoVVaxYUeSnqw1SU1PpzZs3VKRIEVq7dq3OPDIyMig3N5f/+8mTJ5Lf\nyIQJE6hJkyYmlODdwYMHDyyeZo0aNfTmV6lSJdl+yVm+rF27llxdXSkmJkZihVC/fn0iyhvz5OYe\nx48fJ6K837Vw3SEEt9HDITk5WTIftLOzM3jzUN+3rVixYop+69atU5yzZ2RkkI+PD2+9pqRnmTJl\nDNLTEhBaksl9q/XNq+/evUu3b9+W9bO1tSUbGxt6/PixQcSxKWAkwjsOX19fqlChAgUFBSmawhiC\nzp0704QJE+jcuXNERNSxY0dq166d2frpIgE++OAD6tmzp6J/xYoVafTo0WbrYC4M2X3Shzlz5lhA\nk/zB559/LnHLzc1VHJi0oW/RaylMmDCBunfvThqNRuJn6A6VtmlvfuDVq1dmmTXqW0wauvtgDLjd\nqoKAOf3lu+++s6AmpiEuLo48PT0lO+AjRowgorxdH0Ph6+vL/1+uXpR26YmIvvrqK73p//7773qP\njq1evVpvOkpITk7Wu1tx8+ZNiUmoo6Mjb2UwadIkSRzOqkbJgmrs2LF04cIFvs61IezPclYeK1as\nUCQ/VCqV3qMiw4YN0+lvKGbPnm20iTsHW1tb+uGHH4yOZ2NjY1C82rVr8+bb1sD48ePJ09NTcgTF\n2pgyZQo5ODjQ9evX6dKlSxZPPz4+no4ePWrxdNVqNW3fvl3kdv78ecXwHh4eBltIeXp6Unh4uFn6\nvW3QZ8ZdUFiwYIFO/3nz5tFXX31FFSpU4N1mz55NRHkWe/oQGRlpkB7r169XXJxbwgLD0CMR+jB0\n6FDFI3BERH/88Qf98ccfiv7Pnj3jiZO3DUrWpnJzeKK8uaIx8xFTwEiEdwzFihWjp0+f8rJ7927q\n27evQbs6RLrPfC5cuJA6depE2dnZFtF1w4YN9PXXXyv6nzp1SvJRexdx7tw5Wrx4sUlmwWPHjtU5\n4JkLXedtOfTt25fGjh1LarWadytSpIhBxzTyGw0bNuQXCgsXLpTs/nIw9Byy0pk+S8LV1ZXq1aun\n6H/mzJl818FYGDqRYFCGo6OjZKfPUCiRpeaSO2fOnKGkpCSdYcy5r8XJyUnvgvTBgwc6d1M+/fRT\niRtXH0q/V13Hs4jE/VlpcdOyZUtZd5VKZZIZfuXKlYmIaOvWrUbFGz9+vNF5WQq67lg6duyYyXMB\nbsf9119/NTrukCFDKCgoSPZ+J0vDkO+jEu7duych2hMSEmjGjBl64wYFBSn6vXr1yiTiRN+mj0aj\nod9//13kpssSzc3NzaKWEytWrNB7pxcRUXZ2ts7fhC7zbEti/fr1JsedPXt2gVlLyulpCMGsjXnz\n5pG9vb1JOmjfyyIHfQvzsWPHmpS3IeDusDDkvqyEhIQC62PGYtWqVdZWQQJGIrwjKFeuHPn4+FBa\nWhpVrFiRl6VLl9LJkycNTicxMVGnf3JyMtnZ2Yncnjx5QklJSVStWjWjztQNHjyYPvjgA0X/du3a\nyZpHrVy5UnJPQ0HA3t5e1nRMaIKnffFMVFQUlShRgq5cuSJahBMRHTlyRG+ee/bs4U12a9WqZZap\npBy4SYASGxkfH0+vXr0y6yiCdrnNBWduFhsbS5cvX6bGjRvrrRfhuS4vLy+L6mNplC9fXtEvMDBQ\n1tJCCEMsROTO1lkTwvsBdFkizJw5U2TKqOteAX3o1q2byXG1wfXJGzduEABat24d+fj4kKenJ9Wq\nVYsKFSpEH374odEWKFw7KS30mzVrZpbe1atXp6JFi+oMc/DgQZPvqLGxsdFpsq6ExMREftKofbGv\nNkwZX+rVq0cdOnSgjRs3So7qcdB1ad7gwYONvviPOwJRunRpat26tVFxTYGu3TQOycnJkiMhwoso\ntceSoUOHkrOzs950ud+l0nlazpTdFCu+9evX6yW+LAXhkShLnMMuW7asQSQCRzjJwd3dnaZOnWp0\n3kpm72XLltX5zVFCQkICxcfHU3Z2tizRJ0TTpk31phcUFEQNGjQwKO/k5GSJW/HixWnTpk3UrFkz\nAiC5z8QSMJUE5sBdHJqSkqL3O24o9BEvuubYcneWKKFUqVIGX1KrDUPGDCHRcOLECZPyMQTBwcGS\nOuPWPXXr1s23fAsCShYff/zxB928eVOxz9nZ2ek8FmMOGInwjmDbtm2yTF737t1pzZo1NH36dJ3x\nhTdgG2I+ef78ed5Ub//+/fyPsnv37pKBVvuGUaFpuZypqj60a9dO57loIZTMeAyF8LiFs7MzhYeH\ni8q3cOFCkVlbREQENWrUiOzt7WnNmjVUs2ZNGjp0qN4zg82bN5c1DRw0aBB/DuqLL77gL+YbNmwY\nrVmzxqyyERF/yeGSJUtozZo1tGbNGsmA/88//yhOtInyJiFyFiwLFy7k/6/9QTf0PgU5HD9+nI4f\nP04uLi5ElHcJndIlniEhIUQkZt7N2UEoCJQtW1bxgq3hw4crHmf4+eefDc7jyJEjNHDgQP7vjz76\nyCL9yVQYcgTj66+/pr1798rG4y5kMgaW3Nng+iR3WdSQIUPo+PHjFBkZSbt37zb5ktk9e/bQ1atX\nFXcelV4uMBRDhgzRuWDx8vLiz8QaC32X7+qCg4MDbz0kd6zA0J20Xr168fcUcGjQoAFFRETQ0aNH\nqWXLloo3jm/atIk3+5WDthVdfHy8zktjhb9bbeuOXr16Kf7+lI5kcFA6CmeIpdj169clvynOVH7h\nwoWSW+bXrVvHE2GDBg1SJKDkbqfXxqVLl/jjkaZA+9LS/MaxY8csdkxFH0y50FEOJUuWpI8//piI\niA4dOiRrubNlyxZq37690Yvu06dP08mTJ8nW1lZvvRSE1Ui1atX0WiDlJwIDA6lIkSI6w6xatYqe\nPHliUcu+77//Xqd/aGgohYWFiS5S5e6BMRbm6K0vT+E3vHbt2lbZ6Dh48GCB52lJyFluc+uTBQsW\niO4HKlKkCA0ZMoSI8jah9X1nTIbS24/5LWSB91P/S8LB3t6ef29eCLVajfT0dDg7O+uMn5mZyYd1\nd3eXDZuUlITChQuL3E6dOsWnkZGRwbvfv38fR48eFYXds2ePSDft9OfPnw8ASE9PR2BgoMjPwcFB\n9HZqdnY26tatKwrDvTUMALm5uejWrZvZ9SqEML/nz59L/DMzM5Geng4A8PX1VUybewdcGO/58+e8\nv4uLC7Kzs0Vh0tPTkZ6ezr/9ak6fCQsLky1fRkYG0tPT8eWXX8Le3h5FihSRxC1ZsqQoTnZ2NmrX\nri0K07FjR95/69atvPuIESOQm5uLGzduWKxNAPG743379kV6erro3V8h9KWt0Wjwyy+/KPqnp6fr\nrU/td7l/+eUX3k+7XxMRxo0bJ6rPWrVqGZy38A1kXeUbMmQIHyYnJwfNmzdH9erV+X4mDNu5c2c+\n7G+//SZJKyMjQ29+hkpcXJxO/U+cOIE7d+7obDND8hHqHBkZybv3798fnTt3Nkn33bt3AwCWLVsG\ne3t71K9fH3LYvXu30WknJiaK9OSkdOnSesvNjYMajUbW383NTTS+jBkzRhImICAAPXv2lLhPnToV\narVaMV5WVhY6d+6MypUrY9GiRbL5h4SEAAAOHDgg8StTpgyv161bt3S2u0ajwZo1a0R+586d4/1r\n1Kgh8uvWrZuoXTIzM/Ho0SNRmO+++072+1e4cGFJPx09ejSaNm0KIsLMmTMBAH/88Yeszty74xqN\nBunp6WjSpAlq1aqF7OxsSX42NjbYvn27bDrR0dEiPYTvh3PfCC4/uffjp02bBrVajb/++kuxXjt2\n7Cibt/C9drmxiJNvv/0WLVu25P8WjvdJSUmi8ZqTcuXK8WnfvHlTNl1/f39kZWVBo9Fg1apVIj+5\n8pgrQnDjYPny5ZGeno7GjRuLwnp5efHf5tzcXPTp00fkX758ecXf7eLFi6HRaCT++/fvF4UTjmG5\nublIT0+Hg4MD0tPT4e/vLwpboUIFkf7Z2dlIT08XzckAICAgQKLPV199xf/Gp0yZIls327dvBwCs\nXbtW4qdSqRAcHMzr+dlnn+ms5wkTJvB6yuXXs2dPAEBWVpZsfGG9AMDIkSMt3hecnZ0V22/FihWi\n/NPT0/Hrr7/y/uPGjYNarYadnZ1FdRKO88uXLxf5nT17FteuXUOhQoUU+7W+9O3s7ETl0vY/fvw4\n37caNGgg8mvbti0fb9euXTrz0f5uDh8+XPF3qJQGh6JFi0r8uDnSnDlzJH7t2rXj4wrnqkoyZ84c\nAPLjvL29PZ9WXFyc2e2r/XsfOnSoyL9o0aK8v0ajwQ8//CDyf/z4MU6cOAFbW1vFeADw888/y+a/\nevVqPkzv3r111b38Wl7JI7/Fkj+y910yMzMRFxeHFi1agChv8RYeHo7IyEjIwc/Pj5cWLVpg0qRJ\nsuE4rFu3jg8/d+5c2QHpxx9/lMS7cuUKHB0dMX36dD5cv379JOEePnwoSosjEYTg/BwcHCR+hw8f\nFsX/8MMPRf49evQwq36DgoIAAA8ePJD1nz59OsaMGYPw8HA+z+zsbL0fsQ4dOkjKsnHjRt6/XLly\nCA8PF6ULAPHx8QgPD4eNjY3Zfado0aKyebx69UpnvWmTCNrtRERo1KgRHj58KAlz7949hIeHW6Tv\nHzt2TJQ2tzgPDw+Hp6enKKwQ0dHRkrRyc3NFYZYuXSoJI8ShQ4d499atW+Pp06eScgrjCkkEDlu2\nbOH9u3btioSEBN6vdu3aCA4Ols371KlTqFChAu93+vRp2fbYt2+fSIdPPvlEEiYlJQXh4eGoWLEi\nH06b4AIgIeO++OIL3u/27dtwc3MzqQ0XLVokq/usWbPg5+fHf8Tk2kO7XoRjW8OGDUXhli5dKsnj\nl19+4SfuXbt2Nbkfrl+/XuImlx8AyURfTpycnHDgwAFJ+3EiJBGePHkiIVITExN5f41Gw9dJ9+7d\n+TA1a9YU6bV69WpR/Snp5uDgwC8elOJpL3InTpwoSkP7m7Nw4UKRv5BEkCsfkZgMOHHiBMqXL88v\n8rjFCwdhvKZNm/JjXnh4uIQI1tc22mG7d+/O932ORACAUaNGSeK2a9fOqPy2bNmC3NxcvXpwiIiI\nQHh4OB49eoTc3FwsXrwYAJCUlCSa4P/www+Kedva2gIAZs6cKYlHRFi+fLkoz+joaPj5+aFPnz68\nW1JSEvz8/HD37l2eDOAWOMuWLeN1Fabr7e0tWyYAaNu2LR/uo48+4t2PHz8OPz8/DB061OD2M1Z6\n9Ogh0ScjIwPh4eGoXr26zjb5+OOPRf5CEiEuLg516tTh/UaOHCki9bKzs9G+fXvRt3LevHk4fPiw\nbB2Fh4ejVatWovwcHR35fq4Ub9KkSZIya5MPmzZt4n/fwjJz48CxY8dw+fJlPHv2TJTOTz/9JErn\nk08+ka3jYcOGSfLTXghyJEKvXr30/h5OnTpl8X5ApJtE+PzzzxEeHq74Lb516xZcXV0tpktQUBBP\nWHE4cuQI307r1q2TbODJ1VdWVhYf57PPPsOtW7dQrVo1UdiTJ0/y4Xft2oWwsDB+sS0c877++mtJ\nPitXrgQAnD17Fn5+fujVqxeqVauGq1evSsL+/PPPfFraJAJH1gPy32rhRsSAAQPwwQcfiPw5EmHX\nrl0oWbKkyM/Dw4MnR8+cOcN/x+T0FG72XL16VdKmQhIhISEBHh4eJrfxlStXZPsStzmmPW8XgtNT\njqQnkpII4eHhku/+tGnTFNMHxL8BMBLh3ZXMzEzs2LFDtpNs2rRJZyfgfmj+/v7w9/fH9evXdYbX\nZsG0OhGP+/fvS3ZSiQiVK1eGv78/H27q1Kno0qWLKEyDBg3w6tUrAEBISIho0l2oUCER4xsWFoYS\nJUqI4gtJhL/++ku0ODJFOBJBW09ddSC3e6ct5cuX51ncP//8U+fiQojWrVvnSz/iygnotqDg2mHV\nqlUivb788ktJuHXr1onC+Pv7S3ZvzBFPT09R+nI7/JwIF71yJIKfnx/vn5qaKqunEEISgYjQqlUr\nkb/2znbDhg2RlJQkCtO8eXNRGOEERNuyg5v4A0BUVJTIqqh9+/YYNWqUKO3Q0FCJFUnVqlVx/vx5\nPszkyZNld+A/+ugjzJo1iw936tQpiRWTNr766iuT2rBhw4b8+COcrHA4cOCAzt+GUE8Ob968QaNG\njSRh/f39sX//fkl4f39/ESljKVHKLywsDE2aNJGNs3TpUqxcuRL+/v4Siy9OhCQCABFRy7WfHBIS\nEvgwxYsX5+tdDkplcnBwgL+/v4Q0A8Bb77i4uODChQuK6enLT0giAMD3338v0UObRNBuP0PKQiRd\nvOprUw7aOz5EBHd3d54kuHDhAooVKyYJc+jQIQB5BJ8+QkkXiTBmzBiR3qtWreIJ/ubNm4v8kpKS\neFKtUqVKuHHjhmJZbWxsRHG1CR4iwpQpUyTtx/Wlixcvity1LQo4EkFopUCUR8QqoV27dnw4Z2dn\nREVFScJEREQYRNAZK9okwsyZM0VknK5+rYtEAID//e9/In9uoQzkkQhyeZQoUQL+/v6Ij4/nw8pZ\nEsjF07aWU4pnZ2cn+XZz+Pzzz/lwQjIRkBLNHh4eePHihSiMXH6ffvqpJB9tCyyubtRqNcLCwkTk\n1rx580RxhaSTJUUXicBJxYoVJUTCq1evUL9+fYvr06tXL51juDaRLhRtohUAEhMTZfXUtijQXqDr\nat8mTZpIrIODg4Nlf6u6SAQbGxt+7Hj8+LHIb9CgQUhLSxPpob1RJbTWPHLkiCRv7fnsli1beMsx\nLsyCBQskdXb+/HnRPEtIIgBATEwMwsLCTGrfDh064Ouvvxalt2zZMn4DMTw8HJmZmRJil8OGDRtE\n1rhCsbW1lY0nDPP999/LpisXFoxEeL8lMzNTJIMHD1YMW7VqVf5YgzCOvjxcXFyQk5Mju2skp09u\nbi68vb1l/R8+fIjMzEzFRWFUVJTEgkEoq1atMkhnS0vfvn0VJxhysnr1amg0GpEFgpxkZWUhJycH\n5cuXzzfdXV1dAUC0O6JLuEW5RqORLGK0y2eIiZgp0rRpU56N1zb7lCufvmMgAwYMAADRsRLt/HT9\nHrh+rf2R5SQuLg6ZmZmKk7cTJ04omvF26tQJABTzrl69ukHHXHbv3i3ZMVKSDRs2KKZXo0YNAHk7\nGVFRURZrU6FJ76tXr/SG79ixI29FYuhYlZCQALVarbgzZmmRW3DLIScnx+Bx68svv9TZ1l27duV/\nn5mZmejUqZPO9JYsWcLrMXDgQL35CwnnzMxM7NmzR+QfERHBl6lZs2aS+JwViFqtRv/+/SX+o0eP\nhlqthlqtxtSpUyX+3bp1U1xoEZHo2JsSGSPsc/PmzTOo3jMzMyXHJ4Ry8+ZNPt9SpUrJhjHUzHXL\nli1IS0tT9P/hhx+QmZkpa1ZrY2Mje0ypQYMGyMnJ0bkrOnjwYL7vzJ07V+LfsmVLUdv369dP5C88\nlnD58mVJPF19nNtBy8zMxOTJk2XDcONSbm5ugXznt23bhszMTKxevVpv2CVLlkCj0SguHLhjApcu\nXZL1B5QJBKE8ePAAarUaI0aMMLgcnMXosWPHDI4jbGdtP26TKjc3F+3bt5eNz1kjZmdno3jx4rJh\nKlSowH+7uHln1apVRWGEBIt2fkLCMj/7gyEkgna9KR2/sLQIF+qZmZmYPXu2zvA9e/bkv5u5ubk6\niZe2bdsiOztb9piAdt5yYy23wM/OzkZSUpJiPrNmzeK/4cOGDZP4c4t6ACIrTbm+um3bNpGf0BJH\nrk2WL1/Ozz2ys7Px+vVrxbIK+6q2ntokgiX6AEf4/P777wb1OUB+o0xbhg0bxh9Z0jX3EB6p4Nqn\nTZs22nkzEoGJWOR2WnRJmTJlDN4JsLOz07lrrE8mT54sO7l5F0X7XKecVKtWTe8iwFwpW7YsQkND\nFRxW3K8AACAASURBVO/N0BYfHx+EhobKDuZCWb16tWj3wtLSv39/hIaGGhT2o48+0hm2RYsWBqcl\nJ0WLFjVoV8gU8fDwQGhoKFQqlWKYHj16mKW/tmzYsEExvXLlyiE0NNTiO/hr1qxBaGgoHj16hCVL\nlhgUZ+PGjQD0T+w4Wbx4McaNG5cv7aQkoaGhuHv3rmSCAeTtooaGhhpkwcTJhx9+iBcvXij6C0kE\nQ9IbOHAgfz+AEgmmLQBw+vRp2R13orzJhy6i5tWrV4rmlkR5dxMoTYYbNmyoU89atWrx9Xv69Gm9\n/cGQ8rZr106nNZ6wXgBlEsFQER53kpPevXujbNmyiv4tW7YU/X65XfXvvvtOZ7ociaB0n4Wbmxtu\n3LihSH6XKFECZ8+elRBLnHm7tjmxUDp27GjQGBYaGopPP/3UrPo1VIz9fikdveJEzrJGWC5tCzU5\nCQ4OViRZlMTPz8/o7wO3IClTpoyivnILPk7mzp2LZ8+eiaxJ5KRz585ISEjAtWvXZP0bN26M+/fv\nIzc3V5IfRyJER0ejdOnS+dYPjCERcnNzERoaatCmmiWkUKFCCA0NNap9d+7ciZycHL1jWu3atXWS\nDBUrVuTr5cqVKxL/X3/9FaGhoZIjpsaKPhLhwIEDAOTvRCAibN26FZcvX0aVKlVk/dPT0/HgwQP+\njhsl4e5E0D6mR5R3b47QUkpXfoYKRyLoC7dt2zYA+u+fEMqJEyeQmpoqub9FKJz1t57jMYxEYMKE\nCRMm/0q9evWslrfccQRdeuo7gvM2iIeHB3x9fSWia1GlS+R2+DkpU6YMn76h6bVt29aoevf19dU5\nQdLerTA3P052796No0eP6ixb0aJF+R1rfSSCIfLBBx/g2bNnUKvVesNagkTg8rNk/4uOjkZsbKze\ns9nOzs56+02dOnUkl3UJpWrVqqKjhhzRt2jRIp3xmLxd4uvrKzkjb6zoW5RxcuHCBZ3EYP369eHj\n4yNy69evH968eQNA+QJISwlHIhhyaaOSZcbbJPXr1zdIzwULFuj010ciGCLVq1fHgAEDdIapVKkS\nf1xKjkRwdHSEr6+v4n1hdnZ2Ou9uat++veQOGDnhSARdenLfXlPvihKKm5ubQd9xOzs7+Pr6Klr8\nyMmJEycMsow7efIkypUrp+jPSAQmTJgwYcKEyVstJUqUwOvXrwEAQUFBOsNyl35ZgkQQQu4iTe2w\nchcrGiPc5aaWqjfumIA12qx48eKIjY1VvCiUCRNTxMbGBjNmzAAARQsGSwpHIphCfL6L4uDggMeP\nHwOAzmMzliAROOi6M2vgwIH8MTV9FrBMClaU1vI2xMDAwMDAwMDwFmD27Nnk6OhIREQ9evRQDOfo\n6EheXl5ERLR161az8929ezcREQGgQ4cOKYb79NNPzc7L0vj666+pffv2tHnz5gLP28nJiXbv3k0u\nLi4624uBwViUL1+epk+fTkRE69evt7I27x+mTp1KlStXLtA8L168qOh35coVevToUQFqw2A2mCUC\nEyZMmDBhwuRtkKpVqyI5ORmA8pNxRP/eiWDMPRO6hHsNQt9xhnv37r11lggczD2TbIrUqVMHgPlP\nLTNhoi2cZUBBXZD7X7NEqFSpEp49e2aUJYK7u7tJeQmhFIa7EyE+Ph6VK1e2ev0wEbUfs0RgYGBg\nYGBgeHsRFxdHMTExRERUsWJF2TAuLi50+/ZtSkhI0LmzZQwiIyN5iwZnZ2eJf+HChWnp0qVUo0YN\n2r59Oy1fvtys/NLS0ujWrVtmpVGyZEmKioqi3NxcmjJlCv3zzz9mpWcsqlWrRjExMfTy5Uu6cOFC\ngebN8P7j2bNn9OrVK7p06ZK1VXkv8fTpU8rJySEiogoVKpBKpZKEqVKlCj19+pSIiB4+fEg3b940\nKa8HDx4QEVG7du1k/VUqFT/uxsTE0JMnT0zKh6GAwSwRmDBhwoQJEyZvk0ybNg2XL1/GzJkzeZk0\naRK8vLzw5MkTvHz5Uu/FjsaKn58fpk2bhl69eiEwMJDPt1KlSli6dCmOHTuGadOmWb1uOAkMDAQA\nTJgwocDzbtmyJZ4+fYoXL16gdevWVq8LJu+fTJs2DR06dCiw/BwcHDBt2jSLv0j0NsvYsWN5C4HZ\ns2djwIAB/JO8TZs2xYMHDwAAUVFRZtVL/fr1+Xy0X9/o378//7LL2rVrrV4nTKSiuJZnJAITJkyY\nMGHC5G2T8uXLi8xgXV1dUapUKdSoUUPyzrylhTPhXbt2Lezs7FCjRg04OTlZvU44sbGxwfPnzzFk\nyBCr5M9d5Jjf7cCECZP8lU8++YQfY1NSUpCSkoLr16/j008/BQDUqFHD7Kc1ixQpgho1auDp06dI\nT0/H3bt3eUlJSQEAbN++Hfb29lavDyZSUVrLq/5/QV/g+P+30BkYGBgYGBgYGIxE165dKTExkc6d\nO1fgeQ8YMIAuXrxo9pEMBgaGtwft2rWj4OBgysrKUjx6YAlMmTKFevXqxV+Oy/B2A4D0rAsRIxEY\nGBgYGBgYGBgYGBgYGBjEUCIR2MWKDAwMDAwMDAwMDAwMDAwMBoGRCAwMDAwMDAwMDAwMDAwMDAaB\nkQgMDAwMDAwMDAwMDAwMDAwGgZEIDAwMDAwMDAwMDAwMDAwMBqGQtRUwBB9//DH//+3bt9OmTZto\n37599OLFCzpx4kS+5rdjxw6Lp8/AwGAaWrRoQa6urvTo0SM6e/astdVhYGBgUETHjh2pUKFCdPDg\nQWurwsDAwPBeonr16pSamkovX760tir/ObzVrzN06tSJRo8eTT179pT1f/nyJZ05c4b69u1LOTk5\nFtFr9uzZNGXKFKGeFknXUOzdu5eIiIYOHUqvX78mIqKwsDA6d+4czZ07t0B1YXi/sHfvXtqxYwdt\n3rxZMUzr1q3p22+/Fbn16tXLoPSnTp1KHh4eNHDgQCIiKl++PK1evZpGjRpFT548MSiN4OBgcnJy\nopEjR8rq36RJE/ryyy8pLi6OLly4YFCaDAxvI0aMGEFbt26l1NRUa6vyn0LlypVp+fLlsn7z58+n\nqKgos/PYu3cvRUREUFBQEJUoUYLq1q1rdpoMbw+2bt1Kn3zyibXVYGD4T2LHjh1kZ2fH/+3i4kJp\naWnUunVrs9JdvHgxubq60vr162nXrl3mqvleQel1BgJgFSEi6JIKFSqAw5s3bzBjxgyR/61btyCE\nvvQMlZMnT/JppqamWixdQ4WDs7MziAihoaEAgB07dhS4LkwsLyVKlAAAdOjQId/zioiIgEajwYIF\nC3D48GGkpKQAAOrUqQMbGxs4ODjg/8k82Nvbw8HBAW/evOElIyMDAPDgwQMUKVJEZ179+/cHACQl\nJfFuHOrUqWOQvuPHjwcAXLlyBUSEYsWK8X4vXrwAAAQGBoKIMHToUPTt29fq7fm+S5EiReDg4AAA\n+Oqrr8xKy8/Pz6yxmtMDABITE61eN+ZIixYt+LJERkaalIatra2oTrp06WL1cr3NUrhwYZw/fx6G\nYMuWLbC1tVVMy8vLC+PHj5e4FypUCEeOHIFarcacOXOsXmYm5vUXBwcHeHp66u0vmzZtgoODA4oX\nL251vQ0RNzc32XIULVoUv/76q1njtJyoVCo4ODjg0qVLyM3NxYQJEyRhhONZaGio1evoXRRbW1sU\nLlzY6nrkZ/l+++03xd+hOWlPnDiRT2fixIlWL+vbIHXr1uXrFUpreSWP/BZdinfq1IlvzL179yqG\ni4iI4MNZalEmJBE8PDwUw+XXIpADIxHeT+FIhD179uRrPjVq1MDly5eRnJzMu5UpUwbnzp1DnTp1\n0LRpUwBAuXLlULlyZZw+fRqrVq0SpfHFF1/w/fHAgQNwdHRUzM8YEqFKlSqoXbs2/3eXLl0wduxY\nAMDu3bt595s3b8LPzw8tW7bEmzdvAOSRCCNGjLDIR4OJbilZsiQ/xsbHx8PX19es9Ixps3LlymHk\nyJGws7MDEcHHxwcajQZA3qJ7wYIFVq8fc8QUEmHAgAHo3bs3//eSJUsAACtWrMCKFSt0fq/+62Jv\nb4/t27fzdX7u3DmsWLECu3fvBgCsXbsW2li0aJFiel5eXgCAUqVKwcXFBW5ubiAiBAYGYv/+/Zg3\nb57Vy/w+ib29Pby8vAosv6JFi2LHjh2SPqEPycnJBaqnqcIhLCxM9LuIiorCwIEDsWLFCovm9803\n3/D5ff/997Jhli1bhsOHD2PFihUYPHiw1evoXZR58+ZhxIgRVtcjv6Rdu3YAgDVr1vDfPSHMSZsj\nERISEtCpUyerl9WaUrduXYwcOVJUr3iXSIRdu3YBACIiIlCqVCnFcD4+Pnwhd+7caZHK40iEjRs3\ninZChXLkyBGL5actALBs2TJ+55cjEdzd3a3esZiYL3/++ScAoFWrVvmaz8cffyybT9WqVVG0aFGe\nRDh9+jQuX76Mn376SZKGkEQAdFsUKJEI69atQ9GiRUVhO3bsKJok7Nu3DykpKWjTpg1KlCjBuzdr\n1gxv3rxBXFwcr8PNmzfRrl07zJgxw+yPBpN/5cMPP8TJkydFbn///TcAYODAgWjcuLHZeQDArFmz\nDArbvHlzAMBff/2FFi1a4Pnz5wCANm3awMnJyer1Za4ISYT69esbFOfOnTtITk6Gv78/9u3bBwD4\n4YcfrF6Wd0FOnz4NABgxYgTatGkDFxcXEOWRum3atIGtra1oJ4rDyZMnMWbMGEl6Fy9exMKFC2Fr\na4tu3bphwIABUKlUuHnz5n9+Appf7VeQxCHXX7TRpk0btGnTBqmpqbL+ABAXF4eTJ09iw4YNVq83\nOVmwYAEAYNu2bShevDjc3d153Rs1asSHk5sTGCNHjx7l/w8AW7duFVlqCDfGDh06BADMutAM2blz\nJz/GWVuX/JJLly4BgGhOyf0m27RpY1ba3PjftGlTq5ezIOXbb7/FyZMn+bmEnZ0db+kfHx/P1yve\nFRKhT58+AAw7SiAkEfbv3y9ZrJgiO3fuRE5ODiZNmqQYJjMzM99IhEePHmHkyJEgInh7eyMlJQWP\nHj2yekdjYhnhkN8kAgclf45E4CDH/AcGBiIzM1MUTik9jkS4du0a75aTkyNrttixY0cAgI2NjSz5\nIBRtU1LuOEOPHj2Qnp5u9fZ8X6RXr15IT09HpUqVQEQ4c+YMAEiOkZkqlSpVQnp6Ovz8/AyOM2PG\nDOTm5hrU/9414UiEx48fGxWPI1M4DBw40OpleRcEAH755ReDwwLgj1ABQPfu3UX1/ujRI8mY6eLi\nYrV+amNjgxkzZsDT09PqdZ1f7VcQJEKxYsVw6tQp5Obm4tGjR4oEX+XKlZGeno5Hjx6JRIjbt2+j\nSpUqOo/FWEOOHDmC8+fP6wzz5s0bs60ls7Ky4OTkhKNHjwKAxDonNjYWp06dAhEhJSUF6enp6N69\nu9Xr510Vrv+9zyQCB0PWehUqVDA43UqVKgEAnj17ZvUyFrQEBwdDo9EgLCwMRHlWWHLfMbwrJEL9\n+vUxZ84cg3ZY3NzccPnyZb7AQlNPc2TKlCk6/fOTRNCWvn37vnUfof+K+Pj4KFqjmCoLFy4EkGdt\n8vnnn+eb7vomsxyJsGTJEsyZM0eRfeUsJ/Sl17BhQ8kZYKVzZbVq1cLVq1cxefJkk0kEIsKQIUOs\n3kfeJ9m/fz9evXoFojwS4dWrVxY7tvX999/j008/NSmeIf3vXZOqVavi/PnzRltVCC0YAEYiGCqA\ncSTC1atXUatWLQBAdHQ0nj59qrcfWrOfli1bFgAYiWCGqFQq3rT/u+++UwzXsWNHZGRkyB61nTNn\nDo4dOybqCz///LPV608oR44c0RvGEiTCvHnzEB0djTt37gCQkgiTJ0/G/fv30bhxY6SkpOT7Ec/3\nXd53EkFoGauLRPjggw8wceJEPHv2DB988IFBaZcsWRJz5szhj5H/1+THH3/ElStXUKtWLUydOlX2\nO4Z3hUQwVtasWcMX2FIkgi6ZMWMG1Gp1gZEIhsiuXbv+j70rD6/p6t7rZk4kEUEIghCiBDFVEfOs\nWqU0lCqlYkjR1FBfaTVUWnxVU7WlWkVR2h8xqzGGmGKeJSSGxJDEkFGm9/fH7d494703uTe5ab/z\nPs/7PPeetaezzz777L322msblBva22kJSvfSG2K9evVw/vx5lC9fXlF+7Ngxg/HOnz9vkTJ369YN\n58+fN5jfo0eP4OXlZdG6Yj4RAODFixf8ns6fPy+aIJtLhqNHjyrKmRLh8uXLBtOROmCyVPmqVauG\nvLw8xMfHAzBNiXD06FGDfhk0mseaNWsiNzcX58+fR3p6OmJjY61eJiLC6NGjLd7+SgOrVKlSaAWx\nUIkQFRWlvQ8mEjBNifDll18iPz8f1apVAxGhYcOG8Pb2hp+fHwBgyZIlaNiwoWoehtrp9u3bi+3+\nNCWC+bS1tTXazwQGBiI5ORkAUKNGDdVn0bBhw2L5blqCJaVEsLe3F9WBkp8QQL/9Iy8vT1MimEmm\nRLh79y6cnJysXh5LU7itlTnflvL8+fMihW9iYqLF5gz/dn744Ye4ffu2ar+F/3UlgpOTk8h5ktKq\nGHPYZkp+Sh80Hx8f1Y9G1apV8eLFC6MOEp2cnPDTTz+hY8eORu+dmYUD+r3iFSpUEMkbNGjA5RkZ\nGdxUWciAgADu7VQqE5pnSuVOTk4ICAjA48ePAQDDhg0zWNaKFSsiNjZWNb2yZcti//79AIBly5aJ\nZGxFiMGUj6Aaq1WrhpycHJ5Wenq6rF6k+dWsWVOWDlMGtGnTRiarXLkykpOTFeOVKVMG9+7dgyEo\nxSssmU+EtLQ0BAQEyMwyhdsZjOVXs2ZNHtbJyUlVASRkrVq1jJ7KIDRVVwsjtUT4z3/+w+/H0F7y\ngIAA/PLLL4rt7ODBg3j27JnB5y59l1i8J0+eqOa3evVqWbzSRuYATo0eHh68DgqjRAgICIC3t7fZ\n5fPy8pI91+7du6u2kdq1a4ucdFqChtqWKfkFBATg448/xujRoy1SHmF+DRs25H2u0qTU1tYWAQEB\nFtnaV5w05OPH29vbZD8RphIwrkTo1asXAODcuXNFzkOpP3NwcCi0x/vatWsjICAAFStWNCl8SSgR\n2Hvh6upqMIynp6fF875y5YrsO9m9e3eL5hcYGAjAsJPud955B4B4254afX198fDhQwBATEyMyeVk\n9WyKl/2AgADF1VMXFxcEBATAxsZGJvvzzz9Rr1491TSrVKmC9PR0kyf1/v7+qs9h2LBh/HkpKRGE\nY0K19CtUqICAgADUqVNHUe7u7o7du3cbdCxbqVIl1frU6XSoWrWqxdusEqtXr15sDnD37Nkje0cA\n8PZk6skh7u7uCAgI4PE7dOigWJ9qfXRx3Z9QiSBsLzqdDgEBATh58qRiPwHoHekasvoLCAgwuP2h\nQYMG3I+OWvv08/NTTdvQ94zNpezs7FTbp6HnV69ePfj6+ppcjwEBAYrj1H79+snqTSjH/7ISYeLE\nidxBIYNUiWBvb4+dO3cCAD7++GPFdGrVqsUdexDpPyiff/45ly9dupSnLzwOjXnKB/ST/fr166ve\nT+PGjXkaERERiIiIUF2tkkK6//zFixciudTj7sSJE0XykSNHihrajRs3VBuU1Jv1tm3bVMsZERGB\nzz77DFOnTsXChQsV02NesgGxEqFjx4580Mxw+/btIg+WevXqJdtn/e2334rCSDsiqdJi6NChfFvC\n6tWrRbIqVapwh3S3bt1S3CbQpEkTTJ06Vfb8GNTiFYb16tWT3Ydwe0GlSpUQFRUFANizZ49iGq+8\n8goiIiJQtmxZTJ06FVOnTkWlSpXQvHlzo/kfPXoUT548QdeuXVXDGFMihIWFGTzORy2e9N0QXt+y\nZQu/HhMTI/owXLt2jcsWLlyoGC8rKwuvv/46v96pUydERESoxistZOVMTEw06I+jKEoENlA8ffo0\nfHx8ZPLevXubZNJbvnx53ibHjh3Lr6spEVq1aoX79+/j5s2bFqunGTNmqLat1q1b4/79+7hx44bB\nNNgpEobaZ0REBFq1amUwndatWyMiIgIpKSn8W8C2QQByJcKwYcPwzTffAABatGhRIu3KxcWFl03J\n/4kShw8fjoyMDPTu3VuxXtj9WbKcgH4gySwMlMi88ZuTh9Jz//777422B8YyZcrw9xTQO3Y0ZcsL\n+64WlxJh4MCB/B7Wr1+vGIY5JhszZoxqOhEREar73vv06aPaT7i4uHBnolLs2rWLn+JiDqdNmwbA\nsBKBQegA2BDbtWuH1NRUADCqVAwKChJ9S6TjEilHjBgBADhx4oRMIb569WoA8sWuZs2a4fbt2wb3\nfjOFF1MizJ49WzGcl5cXIiIi8PTpUwBQ3J5pTIkQFBRk8N1wc3Pj20MePXqkOKHdtGkTAL1lp1o5\njx07hqVLlyrK586di/Pnz6NWrVomt5XBgweb7CSYsX79+rh69Sqys7PNbqtqlJ5WIMTatWuNbtUO\nDw9HeHg4Ll68yONJ67xSpUrc8aj0/iIiIpCbm4t+/fpZ/N6kSoQhQ4aASH+sLhufurq68t8LFiwQ\nhd+xY4fiRJ0tHkdHRysq5Pr164ecnBxcu3ZNpiCJiIjAgQMHAEDR4iE8PNxg+yb6ew67ZMkSmWzI\nkCGYP38+AKBdu3Yyec+ePfH8+XPEx8cbHZe3b9+e9y/79++X9WFSJYJ0voj/VSXC2LFj8eLFC1y+\nfBk+Pj7cWiA5OZmfgEBEIqc4ao4MhU6tEhISkJGRIXIAKcTZs2f5dUdHR6xfv57L+vTpo3o/9vb2\nso4gISEBCQkJMq/P7JgphsIqES5duiSSZ2VlYcCAASDS+2KQgpnGM0c5UiQkJMjuh3mMZZ5+mbYf\n0HdqSnX3/Plz/kK4u7vLlBmA/vmpae6M0cfHR7S/Svqx9vb2FuUlXQ0STkSBvzuHffv2yfbOGion\ng9BBqDCeub4w2OoUw61bt0Ry5qVZSYng5uaGlJQU0f0Z4uLFi0X/jx49CsCw93hjSoSrV6/K6kUI\nqfULe09q1aolcoQmVPRIITyOS6hEEJZJauIl7OyFk04GVg6dTmfW87MUq1evjidPnvDyCRWcUhZG\niRAfH4+FCxdi+/btPI50D2Ljxo358ZzGynn//n2eTnZ2NhISEuDh4cFX84T1WbZsWd4+LaVEkDpy\nFPZnwvxycnIwceJEWfyEhAS88cYbIos0pYEFOwEoJSVF9fQhDw8Pnp8QSUlJ/LdUibBjxw4uKykl\ngnBgl5OTg4SEBNUVG1ZHmZmZAORHKDIFEsNPP/1ksXIy5XxSUhL279+vGIahqHkIIbzeoUMHfl14\nhK0SpX02ANy/f9/olkVh+2D9j5JCryhMSEiQnUYgDTNp0iTk5ubydq00yV6zZg0A/TGI0pW5Zs2a\n8X7ixx9/VCyHm5sbLly4IKsfQD9mS0hIUFRMFYY+Pj4GTcEZTFUiEP39/UhJSVFdTaxQoQJXNgjB\nnqUwnp2dHRISEpCVlcXDJSYmcjn79kqflZ2dHd+KkZeXh08++UTxWbPnsHnzZixduhQFBQUyBcCO\nHTtw6NAhLF68mOeTkpIi8yFlrhJBarUpnQQLF0oKCgowd+5cWTmFYzKhrFu3bkhISOAyU6x/WbyM\njAzF/AyxT58+AFCsSgRHR0f4+PggIyND8T3Jzc1VVSREREQgPz8fFSpUEPVDDx48EIUT1ueGDRv4\n9TfeeINfT0tLM6okLyylSoSMjAz06NFDNby9vT2+/fZbURzp3C44OFj0Hkm3qiUkJCAtLY3LHz16\nJJIL8eLFC5Gi8KuvvkJ+fj6XX7t2TVbG3bt3i9JYt24dl/Xo0UP0HKXPoV69enj27BmXjxgxQrUu\nEhIS8MUXX4jG1FKnzlIlglRpgX+aEgEAtmzZAnd3d9UwZcuWNXjUlYODA5+QC68zqwB27rlwFZxh\nzpw5imUC9GfpAvr95FFRUZg0aRKI9BrPqKgoPhhaunSpyISKebo3tg+dMSoqSjRoVFI+DBkyhH/g\nlVaCmDIgLy+Pl5Nx1apViIqKEr2c169fF016hR+k+Ph4UfyxY8eKBn6HDx9WvAdpPKZZO3XqFDch\nioqK4h84QG5SWqdOHVE5jW2fMMYBAwbwtJQ0/k2aNAEARZ8IERERonq5ffs2iPTa/xUrVmDcuHEi\nBY6S9rxRo0YA/j7yrm7duqK2w2DOPTK+8cYbePr0qaoSAZCfztCjRw+TyvDzzz/zcMIBnLDzHjx4\nsMH33FAeUVFRfCCRmpqK7t27g0i/si78SLFJgrAfYNYiJ06c4M+xc+fOsjoWanDPnDkjK9PBgwcR\nFRWFVq1aoWzZsgD+Vj68++67svQYlExJS5qNGzdGZmYm9z0hbVtS03xTlQhsq8iMGTNA9Pd+78aN\nG4vqk2n5AWDnzp2ydOzs7PiKAWv/UVFROHv2LGJjY1XfBzc3N5EprCVOkVi4cKHsaDe2JYeVS/jR\nFpovpqSkYMeOHfx/165duRKAWaewffVKz0FItg3t3r17qFevHs87MzMTUVFRImWL0LGiUIlQ3M61\nvLy8EBQUhJycHERFRfGJhxQ9e/bkcdq2bSuTs7YyfPhwxfdIaOlnLvv378/rUskpqxCrVq0qdPpq\nz7Ru3br8+sWLF1W3/QQEBIjegaioKNEkRyltLy8vbvkmRWFMXI3dl1ShK1QWVq9eXVTOmzdvyibL\ns2fPFsVnlnY1atQQtWeG4OBg1fJcuXIFRIQNGzbw94F9jz/99NNia/NSZbIhi1IpmQWr2lYQQL+X\nXfjshZMb4XO3tbVVHCvcvn2bK47atGnDrzOLAiUEBgbC2dkZv/zyi2z7anJyMj+hZOXKlTz/sLAw\nUXmYBQ8AmeWhuUoET09PxMXF8TDSCbB0EiZUQH300Uey+z137hxfbWaTeiFefvll1Wfo5+eHzMxM\nXL58WRRn/PjxCAoKQlBQkKqSqHXr1rK8DCnzzWV6ejoeP36M9u3bw8HBgR/Zx9CoUSNReHd35jwN\n6QAAIABJREFUd744xq45Ojry8Pfv3+fXmaUYoF8sFa7eM6uQ4ro/BmdnZ/z+++8mxRGWSXh/Tk5O\nsmcilBPJ52AARKeCRUVF4datW1y2bNkyODg4IDAwUPEdBYD27duDiBSPFAb+Vga0a9dOFv/u3bs8\nb6nfFQCKFlkHDx4UxYuJieHhpUqTP/74g8v+8UqE8ePHK96IkGwFV+kcZyL9/ncGpXjsevfu3RES\nEsJNwADDSgQHBweEhIQY3EvOIHzBsrOzcfr06ULteWfbMAzFYxYFhpQIaWlpqnnMmzePl1c6OS9T\npgyXSZUB0nuV7jlr27YtEhMTVZUIV65cEe2b37x5M09LydeAWryi0FQlws8//6wYX+ggUclD+tCh\nQ7lcaJrNOgfWMSmZxDGTZGm7NYdHjhwplBKBYe7cuQbN9tSUCMI01O5DuP3HUNmZMuDOnTuq3naV\nLB9atWrFJzdSp5VCDBo0iF9nPhikCjdGqRKBcc6cOaI0LbmKWlS2b98eDx48wKBBg9C0aVOEhISI\nyrhs2TJcv35dFMcUJUL9+vX5oEQqi46OFsUTmucqKRGE+QmvV6xYka9WqrWj0NBQfv3UqVMm7x9X\nY5s2beDo6IiQkBAcP34cALBmzRpRGHZ969atIgW3VIlA9PekvrBKBGk8RtZOFy1aBEA/IRUqMtie\nfgZLTsClHDJkCADwyXjfvn1lJ2kAwIcffsjjhISEyLbBSU0wv/zyS6P1U1wU4tq1awb9NhiLL7xe\ntmxZbNu2jcuioqJkPitatmypaAHZokUL0VGTUgsYtkefYc6cOfjss88AWE6JEBISInOw+/DhQ1k5\n2bZD6XYGnU4n25bGjhNr0aIFQkJCMHfuXJFcTYkwbdo0rkRgDAoKEjnxK672IVUiKJ3OoEY2qV+x\nYoVMNmHCBDx79ky2cvv2228bfQ8mT57M5YmJiWjSpIkovwkTJnDF+9ixYyFFYGAgPDw8sGPHDlSv\nXl00Fty8eTO6dOmCkJAQvhDi7u7Ov7WmtH1zlQhEYmWA0io6W7DIzc3lEzQi/UJNSEgIPv/8c1H5\n2BHqNWvWlH0ThRYdQvr5+eHy5csYP368YjyGxo0bK8ZnW0+ksHQb9fPzw7Jly5CTkyOyXqpXr56o\nzFLfbO3atZOVydbWli8WCJUInp6e2LVrFw9/8OBBPvbv1q1bsd4fw/LlyxEXF8fbuzEKx7rC+wsJ\nCZEpWKRx27VrJ1oUlB4tLlUGSLcWCS3LDx8+zJXIgYGBCAkJEW15AOQWBUKkpaVxi3tPT0+ZEk3q\n5L5Nmza4f/++SIlQvnx5Hk9qlfevUiIQ6Sdqu3fvxrNnzxSZnp6OcePGqcY3VYnAyFbN7t69q6jR\n6d27NwC9OZ4pjX369OkiE1w3NzdFh1fPnj3DZ599ppgOUyIYcshYWpUIrNOSxnN0dISbm5vM9M1U\nJYI5jhUZTVUiSNuI8FkakgvrRbqdQehtXmmCbmtry00/LTEZHTFiBHJzcwutRFi+fDlsbW2Rn5+v\neuSVISWCUFOqFNcUx4pEfysRALkygFFt+wQbgEvjqTlBtbGxgZubm+pWBLYSLVUiNG/enKe3d+9e\nk5xiFSc9PDyQmZnJra2E7VZq4ie9VzZoU1MiMB8FUiuxUaNGITc3F/n5+Xyw16JFC56PkhJBuIJt\n7D2ShhEqEQCoOjYqCplCOScnR7RH2sXFBbGxsaKtcESmKRFY2xKurCmZ/qspERiZEkHJsaIQxnw3\nmMPMzEz07dtXdI3dH1uZUfoe2dvb488//+RllCoRbG1tRT4EinIsaFEp3cIn3T5ojGrtlEj/zROu\nWAm3sdjY2CAzM1N1m6OwvUjfOXt7e9GRgs2aNTPahxWVQkiVCETE7y8zM1OxnMJvprSObG1t4ebm\nxvtXJSXCuHHjkJeXJ1MiMDJnwikpKcXSPlxdXUXlz8nJkb0DarS1teVbb4XX3377beTm5spMlU1p\nU0T6/ekMQgtXVp/S8MJtnIBeicDap06ng62tLR9zKo1VhfkJr7NvgvS6JZQIDg4O3JJDSYnALArU\nfCLUr19fdM9MicAoNN1XUyIwKyrhmNXNzU2mmFFTIhDplcCAfjuDm5tbobbEmEqhtZfSFiihVZTw\nupISgYjw3nvvARArEYjEiwPStgLoF9+K4/6kinJTfS+0b99etZ25uLhwmdoWDGHfJb0vBwcH7kPi\n008/lfW7wm0CSifZSS0KpEoE4Tt379490dzU0dFRZMklXUgZOXIkALEFA5F+qwVgGSWCDZVilCtX\njqpUqUL29vZ06NAhGS9cuEBLliyhfv36FSrdAwcOkE6nI51OpygHQC9evJBdz8jIICIid3d3g+lf\nunSJiIiys7OZwoSIiNLS0igrK0sW/unTp/T555+bXP5/Ol68eEFpaWmUmZkpun7q1Ckrlcg83L59\nW3ata9euREQ0bNgwysvLE8m+++47Onr0qGp6+fn5dOrUKSooKCBnZ+cilysyMpIA0IoVK+j48eO0\nb98+k+OWKVOGUlJSyN3dnWxsbGjWrFk0evToQuV/8eJFmjFjBhEpP1s7O7tCpVcUeHl5kU6no9Wr\nV4uuP3/+XDF8QUEBpaWlid5bhq1bt5K7uzvdvn2bnjx5oppnly5dKDc317yCm4knT56Qs7Mz77MY\n0tLSaOzYsZScnExERO+8847oXj08PGj+/PkG027ZsiURyevQwcGB7OzsaMWKFRQREUFE+ue+cOFC\nIiLq2bOnLC03N7dC3tnfWLJkCZ04cYL/v3nzZpHTUoO9vb2onWZmZpKfnx/l5OTwawsXLiRPT09Z\n3F69etGvv/5KEyZMIKK/21bt2rV5mLS0NFGcwYMHU8+ePSklJYXHKwzKly/Pf5cpU4bq1q1b6DSM\nAQClpKRQQkKC6Dq7v4KCAjp+/Dj997//lcXNzc012vexut2+fTutXLnSsoUnfb2sW7eOatWqJboe\nHx9P9+/ft3h+RPpvnlKfwuDs7Cz7Hkpx8eJF2bckNzdXds1QH2YObG1tDcpZfSp9s3Jzc0VtvVmz\nZiJ5fn6+7F2QwsHBwWAZbt++Tffv3zc6PjMFDg4OtGLFCtE7mJ6eTm3atOH/7e3tyd7e3qT0hO1a\nCNa/VK5c2WD8nTt3mljyv/NTqs9ly5bR3r17ZddZ+3zllVfovffeIyJSHKuq4e7du7R161baunVr\nocppCnJycqigoKDI8a9cucK/R4cPH6YffvhBJBd+x6pUqSKL37lzZ4qKiqKQkBDRO5qWlkbffvst\n7d+/n4iI5s2bR+fPn1ctx61btygxMZHHNdbeiwM3btygKVOmEBFR+/btVcM1a9aMevXqRXfu3KFG\njRpR1apVRfJp06bRvXv3FOPqdDoaNmxYsdzfnTt3RN+d5s2bmxTv0KFDtHz5ciIi+v3330Uy4TNN\nT09XjC+8F+l9CdundM5nCi5evEhz585VlQvbp3Ru+uLFC9qzZ49iWCGGDx/Of7dr146mTp1Kq1at\noujo6EKVVQmlVong6OhImzZtot9//52Cg4Pp9ddfl/GTTz4hIn2jmDhxotn5vf/++5YoeqERGhpq\nlXwtgWXLlhGRfmKcn59vVlrZ2dmWKJJFERISUqR4bNI6ZswYo4MvJSxcuNCsDyeR/qNGRLRnzx7q\n27evavu+cOECRUVFia5lZmbSihUraNasWfzasmXLaM6cOYUqwx9//EH379+nWrVqKU4iC4MLFy7Q\n4cOHzUrDEtixYwddv37d2sVQBRsk7N69m2JjY1XDnTt3zmB9qk1i1RSeu3fvpoEDBxb5nTGGQYMG\nya5Nnz69WPKyFAYPHiy7tmDBghLJu0qVKjRw4ECLpsm+VQcOHKAzZ87I5P3796dKlSqRn58fdevW\nTTGNmTNnWrRMhUXVqlUV6+X06dOyfrA4sHLlSqMKAyV89913RYpXGmHoOxITE1Okwe2pU6foyJEj\n5hSLw8PDg0aMGCFTiNy4cYP+/PNPi+Rha2tLY8aMMSnsW2+9ZZE8iYi++OILk8J99NFHJqd55coV\nPi4vbahWrRr16dOnyPFXrlxJV69eLdQijBJOnDhBx44dMysNS2Dr1q2UkJBAS5YsUQ0zbdo0cnFx\nob1799LFixcNprd8+XJFBVlx4NKlS6JJ87Rp00ok39IMoYJADT/99BMREX311Ve0aNEiItIvcLI5\ntDkolUoEnU5H2dnZdPbsWZo5c6aqdvPAgQP0448/EpF+YPbGG28ohjNlMmZra0stWrQoeqEVMG/e\nPKMaZp1OR1u3blW1iijtYB+NkydPmj3pbdu2rSWKZFF8//33ZsVv2bKl1Z7t4cOHSafTUffu3fnK\nM0PTpk0pLCyMiIiSkpIoPj5eFj82NpZCQ0NJp9PxyZraxEANV65cobS0NPL09CR/f/+i3chfePDg\ngWI5NYjRrl07ItKvzKekpMjkrD0mJibKVpOF2L59u8F8pBr3mzdv0oYNGxTDmts3EJFi2kqraqUd\nvXv3JiLDdVK+fHluwVEYpKam0vjx44tcNmNo1aqVQXlAQAC5urpShQoVqE6dOsVWDnNw48YN+vzz\nzyk2NlbWN7P/ll7FFyImJkZkqWSu8p2hOMtMRKK6qlSpkkx+69YtIjLtXe/evbvs2tKlS8nd3Z0S\nExPpzp07RS6nnZ0dHzSbg4KCAtq9e7foWnJyMsXFxRERCbfmFgk6nY5bdZUkTJ04KI3HbGyKNmUw\nt65MhdJYy93dnerXr29Wuo8fP+bP3RwMGDCAnJyczE7HHFy7do2ePn1qMEz//v1p06ZNJqV3+vRp\ni/VhUihZjI8aNcosZaq0fzpw4ECR05KiNM3jnJ2dufUFw9SpUykwMNCk+Ka+66VSifDBBx9QXl4e\nHT9+3GjY6Ohoow24UaNGlipaoRATE2PQJKxOnTp05coV8vHxMVk7XJxISkoqdEfJzJxWrlxpsmmf\nBuujV69eRES0ceNG6tGjR7HmtWXLFouk4+3tLTNB1iBGzZo1ZaaHUixYsIAqVKhAr776qll5SbeI\nGMK4cePMyotIfZK0efNms9O2BiZMmGBwW8y/FZ06dbJ2EWjmzJl069Ytun79Oldu9urViwYOHEir\nV6+m0aNHi1a8/gnYvXu34tY6S8HUSWBoaKiqWW1JoKCgwOwV30ePHtGrr75KqampouutW7fm2/rC\nwsJo48aNZuVT0hg2bBh16dKlyPHZKmZh8fDhQ24hV1i89NJLVK5cOaPh2BaUkkTt2rWpcuXKlJmZ\nqWiZ9b+A77//3qxtt0pwdnamdevWUUFBgcEtIkXBgAEDRP8t2c9/+eWXiltiTMWDBw8MWo8qobDb\n+U2FqcqVUqlEWLRoEfXs2dMkbfKPP/7Itfps/7UU3333nUXLZyrWr19Pz549U5V37NiR6tWrR0RE\nwcHBVL16dZG8cePGRld+leIpwcnJiT744AODYa5cuVJoc/Fff/3VaBgvLy969913C5WuhuLFrFmz\n6IcffqAhQ4YUe15K+8WLgoYNG4r2pP5bEBISUug9r2po1aqVQU1znTp1uGmncKtKUTB06FCTw7Jt\nT0KEh4eblT/DpEmTLJKOBsNo3rw5dejQgYj0igDpvnZTMXnyZAuWqnBYuHAh7dy5k3bu3Ene3t5U\np04d+uOPP6hMmTJ06tQp6tGjBw0dOlS2b9pSuHr1arHsGyci6tGjB/n6+hZL2oXBuHHjyMXFpdjS\n9/HxMbhNp6CgQLYCVxTs2rWLEhIS6Pvvv6d3332Xdu7cyf189OvXj7755huT06pfv77ZSlslPHny\nxCL3aiqKuvW2XLlyNHLkyCLF7dWrF9WsWbNIcc3FsGHDqGLFiqrydu3aUf369enZs2e0fv36EiyZ\nMi5dukQ7duywdjHMRrly5fg7XrNmTdnEn2H27Nlm5+Xh4WE0TEktVFy9epUOHTpUqDhFVewZg6nf\n6VKpRCAqmplq06ZNFR1jBAUFWaJIhYax7Qw//PADbdu2jYj0TolcXV1F8vLly1O1atUM5lGrVi2D\nzsmYptzOzo4aNGhARERly5ZVDGtnZ0cODg4G85OiY8eOqrLvv/+eDh8+TM7OzsXi4MscSOtaisJo\nlQ1N2tQctTBMnz6dK5KE+Omnn8jOzs5ofENwdXWl6tWrc1PCcuXKUbly5cjGxoZ0Oh2FhIQUei+b\nIaWYGtq2bUunT58u1KCrqJgxY4ZJbc2UlQ0hHBwcisXSxtbWlgIDA6lHjx60b9++Qr9/huDo6Cjz\nx1G2bFk+IFNySvTs2TOjK0bMcsWUlckWLVqo+lYwtU9gjoxKk6mgEBMmTKDU1FTq2bMnvf322ybH\nW7x4caHboRDBwcEG5fn5+YVyjmYMHh4e3HFj1apVqUKFCqphjx8/TkuXLrVY3uZCp9PRtGnTaPz4\n8dSjRw/q0aMHn+jWr1+f0tPTKSsrS2a+rgZbW1tavny54rdUyaGYs7Mz2djY0NOnT+nu3buKae7Z\ns8ekAa21YKrJcoMGDYw6zVVSQI0bN46eP39O3bt3p759+6rGdXZ2Nmu1r7AICQmhVatWUeXKlalV\nq1ak0+no//7v/wqVRo0aNah69eqqY7UHDx4UqWy5ubmF2vrx888/87H1f//7Xzp37lyR8i0sHB0d\nFbczmuIEc+nSpXThwoXiKJZR1K1bl5ydnaldu3Y0atQos9PbuHGjWX2+MTx58oQ7PFQbszg5OZGt\nrS01bNhQMQ1jY+OSAAC+ZcHNzY0aNGig+P0/e/asSem1b9+e3n//fZllERHRyy+/bDR+YbfxCmGJ\n+pQ6yDYFWVlZZvn5O3nypEnhSq0SwRJIT0/nZm2WcDBl6MPG0KxZM8WV186dOytqcV977bUil8fV\n1VW0R7VNmzZ8YMTyE65wBgQEUGhoqKhDrlChAjVp0oSI9C+aoUGwm5sbvfLKK6pyQybLzZs3N9h5\n+vn5mbyK4uPjQy+99JJJYZUwduxYkdfvgIAA8vb2Vg1vzCmPoQ9xaGiozHu2ND+pNYDw/oqqvffz\n86Njx46J9rynpqZSamoqff755xQaGkqhoaGFNkPr3Lmzqozt9RaiRYsWVK5cOdW98sbg5eWlqKQJ\nDQ01a3VCaPZryop6v379FPfxmouIiAhuHtupUyezHWjduHGD+414//33TfZezFC2bFmDnoItCVP7\nZLZtQk1pwZ5fYbZX/Btg7J26desWd65qCezdu1fk2bo0OlFTg6enJ82ZM4c2bNhAixcvpsWLF8sU\nosePHzd5pXXu3Lmivlk4yOzfv78s/Mcff2xSf3Xjxg2T8i9pFEffJ0X79u3JwcGBdu/ebXCS/vjx\nY0UHmDVr1rSYHw5nZ2f+jWRk/reKgh07dtCBAwcsfmqPl5eX2RZlRUVhFKZqEPrdUbPUGDdunMEt\nycVh4WEKbGxsDI6HpPD19aXatWtTUlJSsZWpSpUqfLHw1VdfVeyjP/jgAwoICFBN45dffim28pmK\npKQkkQPezz77jD755BOqWrUqhYaGkp2dHcXFxZm8/ZqZ/Bvb6lkcWLVqlUF5+fLlqWnTpqry3Nxc\nioyMNKsMZcqUMerPSAqTt0monf1Y3CQLnh2alZXFz7ZMT08XyT7++GN+ffDgwappCM8Kzc7Oxpgx\nY7BmzRrpOZkcX3zxBYhIds4my4/h9OnTiI6OxsOHDwEon4XLzqw/d+6c6HqnTp14OsnJybJzO4Vn\n3SvlFxQUBE9PTxw6dEgUJiEhgadx/vx5kSw2NhZ2dnZcfuLECcX7ZmzatKlIPnv2bJFceEbvuXPn\nsGrVKsU6GDBggCidS5cuycLMnz9fVM7o6OgitZeXX35ZVm+XLl1CdHQ0QkJCQEQYOnQolz19+hS9\nevUSpSE8N/b27duyPB48eAAAePfdd2XtTHheOEN0dDQGDhwIIsKVK1cAAK1bty7yO8HOzE5PT0fL\nli3RsmVLWZ6Avr0YS8vb2xt37tzBW2+9JavHR48eidL7888/jcZjPHLkiGI8IS9cuCBK/+bNm4iO\njgYAvPrqqzxcgwYNeJizZ8+K0oiOjkbPnj1BROjatSuPz5CVlYXo6GhOpTPKBw4cyMMvWbJEJm/e\nvDmXF+Y5SdtAhQoVivzMGbdt28bTvHjxomo5d+7cKYvr4eFh9D6EZ4J//vnnBsvSokULHnbBggUy\nedeuXbl848aNBuvIWB36+fmZXXdEhFdeeUXUrnv06MFlK1asUIyTkpIiap/Ctvfhhx+Kwt68eZOn\nferUKZGsQoUKOHbsGAAgKSkJ9evXF8nr16+PpKQkAEBqaiq6desmK8sHH3wAwPCZ5UXl2rVrRW1W\nKp85cyYA4Pnz5+jfv79iGjt37uTxmzdvLpI1aNCA39+2bdssVu5Tp07J8gsMDIQSoqOj8emnn6qm\ntWnTJgD6c+9tbW1BRPj11195/CtXrvC+pF69eiAifP755wCABg0ayNJr3bo1j/vo0SOZPC4uDgAw\nduxYxfLs3r2bx2/WrJnFn3mbNm3w+PFjUR3t2LFDFk74XTt58qRiWgxNmzaVyZYuXQoAiIyMVIz7\n4Ycf8viffPKJTN67d28AwMsvv2zW/S5cuBCnT59WbRt9+/YtVHrs7PXRo0eLrut0OoSHhwMAXrx4\ngQ8++EAxHgC4uroqpi0sZ0ZGBh9vREdH44033lCM8+effwIA5s+fL5NdunSJp7d582aZXHhm/eXL\nl0WyKVOmiPo+Ozs7xMbG8vDz5s3jstGjR8u+wyy/qKgoHq58+fKIj4/nYRISElCpUiUQEaZOnQpn\nZ2dMmTKFy3/88UdZmYVjUGHajMePH+dyqczHx4f3R6NGjRLJHBwceLzExESj7eDatWsA9PMLS7+j\njG3bthXV6fXr10XyChUqID4+HkOGDBFdb9euHY+TkpKCDh06cNmSJUtk7+SYMWOQnZ3N4zg7O3PZ\nwYMHLXIv3t7eom8la3MA0L59e9SpU8ekdLZs2QIAmDNnDnQ6nUx+4MABnv758+cV08jMzFRtI0Ti\neVSVKlVEMuGc8IcffpDFbdiwIZc/ffoUr732mkju7OzM5Xfv3pXFv3fvHpc7OjqKZCNHjuSyiIgI\no3Ul7HMAfX83ZswYEBGgNpdXExQ3hQV3cnKCr68vfH19MXbsWABAzZo1TW5spigRhNi3b58sDWdn\nZ9mE6M6dO6Iw9+/fl6UlHaSPHj2af/QZMjMzERcXBwcHB8XyC5UB2dnZGDlyJJf9+OOPorSkL1lc\nXBxevHghy084gNu8eTOX3b9/X5TG3bt3RXEfPnwIe3t7LndxceH1kpOTg48++khWfiEWLVpkUA4A\nYWFhsjBxcXFIT09XLSeRWImgVB+FYa9evUT5AcChQ4e4vEmTJqL67Nevn8F7kipPmBJh0qRJ8PX1\nhZeXF4gIrq6uiIuLQ1xcHBISEmTpAPrBQFxcHB+gFoWAfhIivFatWjU+2ZHio48+gq+vryi8u7s7\nfH19AegnLLVq1ZLlM2/ePMTFxfH7FSInJ0c2gRLGKygokMW5d++erF08ffpUFCYuLg4LFy402s4A\noEKFCoiLi+MDv969e/P6lw6MAeWBk1Lab775pkgunJwfOnRIddAnfR5C/PTTT0V+3obKK7zesGFD\nXp8HDx6UlVM4sYqPj0e5cuVARLIP4y+//MLDDR8+HDVq1IC7uzvOnDkjCidUIijlJ1RaAMDChQvh\n6+sryo+hVq1a8PX1xYEDB7isSpUqAICZM2darO4SExMV25JSfTLGxMTIwiUmJiIuLk42IZUOjKQT\nspUrV4rk7NtoZ2cny2PixImoVasW4uLi0L59e3h6ehosp6XbVnJyMr9es2ZNpKamctm4ceNkccPC\nwkTx+/TpI5ILlZ379+/n926pMkuVFk2aNEFcXBzy8vJkdfvuu+/y/H19fdG5c2cAYiU84zfffIO4\nuDi+WADoB4QBAQGoW7euajwigo2NjSjeypUrceHCBS4XDnIbNWrEJ1FEhHfeeUdWbgZL1BsRoWPH\njkhLS5Ol/+OPP+LChQu4evUqiEimHE9PT0fv3r15OpUrV+Yy6UCZ6G8lAgCZIrdixYqq98iYnp4u\nUiwXhZMmTQIA5Obm8u+Eofo11D7t7e2xZMkSAMCGDRsUw7z77ruiNKX1Is1PqFgT9sFKYAsiUqop\nEYSTdSFevHhh8B0OCgqCt7c3Zs2ahbi4OB7OUN2lpKTA29sbzZs3x7Nnz1Tzq1ixIpKTkxXTePTo\nEVxcXNC1a1dZ+xSWV6j0PnnyJNzc3ERyYbutXr26rL4OHz7M5S4uLvD19UWZMmXg4ODAx8YPHz6E\np6enYn1/9913srJv2LABTk5OFnk/1dqLFG+//TZyc3MxdepUxbjff/+9KHy9evX472PHjvFwdevW\nxZMnT2Tph4SEANAvyljynurWrYu4uDjk5uYiMzNT1jfodDrRu8ieg729Pa/7tWvXqqYv7F8ZpkyZ\nwuU//PCDTM6UAVWrVlWsa29vbx6/X79+MrmxZyZsG1IsW7ZMNEcTKhEA8LkG48GDB7msR48evJ4e\nPHggWgQfM2aMYllYeVGalQgdOnTghd24cSMAfUcyffp0xZdaSkNKhLZt24o+0ICyEoGI8P777/Mw\nR44ckT2Mjh07cvmVK1cQHh5u0ss8bNgwg+UXKhGkqw1vvPEGcnNzRQ9TytDQUC7/+uuvZfkxJcLp\n06dRo0YNkaxy5coIDw9HWloabt26hSZNmsjSZ51DfHy8Yv6rV68GILdSUKqL8PBw1RX2t99+m5dT\n6bl3796dfyy2bNlisP5NIdNQAvIJnLe3N9eUS60JiAhfffUVj/vkyRN07txZJJdOqtevXy9Lw8PD\nA/v374cUSvkVlgBEAzjG9u3b89UPJUyfPp0zMjISgF6BIL0/KQMCAnD9+nVRWmoKBEa2aslw8uRJ\n+Pj4yML16NGDK3w2b96sqE0mIixevFiU3u7du+Hi4qKaP1NYAvoVCkPt6ffffxeVUxqbzHrcAAAg\nAElEQVRWqEQAgE2bNhl9RmxlgsHcZy7k3LlzVdP95ptvuEy6IiGMB+gncp6enrJVGOkANjMzk1tA\nCMMJlQgAZNZgTk5OopVphhMnTojashRMxlaRLKlEqFOnDsLDw2VKrhMnTpjc5wNiCwYhJ06cKAqn\ntKorxcGDB+Hp6Ynw8HCZdZjQGmTOnDkAoGoxYQkK+4+MjAyRNUTHjh25onLr1q2YPn26wfsSPksi\nUrSYys/PN7vMTAEtVSIw/uc//1EsmxQHDhzgijUlMiuF8PBwbv3E3jdDk3qpMmD58uWq9bZ161Z+\nvXHjxor9ubFyFpYDBgzArFmzZPksX74c48ePB5HYUgAQWxQ0atRIpjxjK1yMQiWCdNKtpkQQwpCl\nqSn89NNPeVrCSUR4eDjCw8MVJ04AkJeXh+nTp4ue78iRI7Fw4UIAygsrjIGBgaLJtnSl8qeffpLl\nJ30Xw8PDZYrP8PBwtGjRQjFPNSVCWFiYYn6fffaZKFzr1q356jyD0gq/ra0twsPDZcqlR48eiaxq\nly1bxmUbN26U5demTRtZGw8PDxe9y7/99huXrV692mCfs2XLFtEkTGhR8Pz5c3Tp0kV2LwzMYpkt\nIgwfPpzLDh8+LFLwMSopEQCgY8eOFns/pe1BbYw3efJk1bivv/46cnJyROHPnDmj+M3r2rWrTPkD\nAL/99ptBKy5zOGnSJAwfPpz/9/f3x/Tp07mVF0NUVBSmT5/Ox4PffPONwXSFzxDQt62goCAu79On\nj6hecnJyuPLb3d0de/fuFcVfsGCBqJzGlAhK7UOoRIiIiBDJpHNTqRJBOvYUKhEMlVP4DimVF6VZ\nicBWZBs1agQ3Nzfs2bOHF15qwq9EoRKhbt26MvnFixcBAHPnzoW/v7/iRIXobyVCYmIiKlasKJML\nlQjSlTm1TkfYGNXIlAhqWvTs7Gzs3LkT/v7+RvOrXLmyTFa1alWkp6crdnCMSUlJ2Lt3r6LMw8MD\np06dQu3atRXlnTp1wrRp01TTZvVmyioBoNe0GSrn0aNHUbZsWZM7HzUyLeKvv/4qMsdirFixIh4/\nfqwY18bGhk+ClVbo/fz8RC+hWnspX768yOSvTZs2Zt8Xkb6DLVOmjEG50oBBikGDBinenxKZ0mHt\n2rUG26qQbOD5/Plzg+3Tz88PR44cgbu7u2oYZjUB6C2EjA2imRLhzp07RrcRuLm5cY21se0MgHgQ\nqkahEuGVV16xyHNnNLQtwcvLi68YS5UINjY2ogHIkiVLRAMuRqVVsNWrV8ueu5OTE1atWsXDKA30\nPTw8cPbsWR6mW7duImWn0CQvMjJSlMfx48cRHx9vkW0gSu8Ig7+/v0ypLKVQCW3s/ROiWrVqMrlw\nMu3v74/y5cuLnh+b0EyaNEmW7i+//FIsq1xq5ZcO0oT9mbT9+fv7IyoqisukWx6cnJywZs0aUXxT\n+xJDtLW1hb+/v8F68ff3F20FkkL6HJQ4ZcoUjBgxQlZXCxcuVHyPGJkSISUlRbGcxtpLYctZFNrY\n2Ijy+fnnn2XmswzNmzdH1apV+XV3d3ccPXpUFJ9ZMDBWqlRJtKKs9PwYv/32W9nzsVSbFg6shaxV\nq5Zq2wD0liZXr17F1atX+Zh0wYIFou2hSmSTegCyRZw2bdpw2b59+1TfBWYJtWDBAqPvi6HtDM7O\nzli3bh0AYO/evappnTlzBoB+0crf39/gYp9wkaxv374yZRpTIuzdu1dmJaD0fJQm32wCtGnTJtnC\ngb+/P19lP3XqFPz9/UULEUIlAiDediHN28XFBf7+/rycZcuWFW3LUNpCVqlSJfj7+2PcuHGifIpD\niSC97127dvH8hg4dajRORkYGD+/v7684n2CsXbu26H78/f1NssC0FKVW1FJcv34d/v7+Rt8/4fMF\nlPsRZk0GyOeYnp6efCw3b948WX6urq58Tvvbb7/J3ilHR0csX74cAHD8+HFZ+9TpdJg+fToAvXWx\ndG4qfQ5SJUL16tVldWOsnAyJiYm8vCjNSgQG9kGS7ssw9PBXrFjBw6ntASMirFu3zmhD6tu3L54/\nf47t27erhpkxY4bBwYCw0b3zzjsmvQyVK1dGTEyM6mTNlL3/devWlU0INBYvR48ejWvXrqnKY2Ji\nEBMTY7QTu3LlCjIyMsxeSSkK//zzT9y4cYO/Q6zMwq0dhWFMTAw+/vhjk8N369YNMTExFrmXqlWr\nIiYmRmZto8YBAwYUKu9vvvnG4H6/jz76yOT0KleujNu3byM9PR2DBg2y+HN1c3MzqMjYt28ff+ZS\ny4633noL6enp2LJli2p8tlKfkpJi9J4nTZqE3NxcLF68WDVMdHQ0srKyFE1wW7VqJcvH1taWWwOp\nbUGxBAF1iwIpW7dubfLzf/nll3Hnzh1VpVjZsmURExOjuIeeSO+D4enTp7xs5cqVw5EjR5Cbm2tw\ntckS1Ol0APT+H5Ss+piF1507d1QnBYDhFaLU1FTR/ZUkdTod7wfVrBZNYcWKFXH58mWD3wjGV199\n1WDbYeVRG6QD+gldcddN7969DZazUaNGRssJKPtEICK+unnr1i2D5WBWEWlpaaq+N4qL06ZNQ0xM\njExZBuhXKdmzMjW9b7/9VnXrH1MiSP38SLl27VpVnzJSGlIiCO/PWH4xMTGqChcpY2JiMHHixCLn\nx9IwlN/x48dVZcYstNhq9O7du1Xzlm5pZRR+Sw35oenQoYNou5exuY0luHHjRuTn52PGjBkmhT96\n9Khqu1Di9evXkZCQUOxKaykzMjLw5MkTdOrUCTExMXwrzosXLwr9/hHp++qYmBiDfpU6duxoUPET\nExOjakU8b948HD161GAZdu7cie+//15RxhZSDD2H+Ph41S3zgF4BYYrfqLNnz+Lx48eyOoTaXF5N\nUNyU3iBQeCWCn58fd7x27tw5izjWUnMCp1GjlI0aNTJqkWIKhw0bZhUFAmP16tURFham6KtCY/Fw\nxowZANQdkJUEGZQGDaYoNsLCwmQOR9Wo5hROmN97772nKmem4YzlypUrkYFYTExMofzzmMrKlSsj\nMDCwyPHHjh0rcvA2ePBgAGIfBcXJsLAwg/USFhZm8P7CwsJEzruU7s/QokBpZ5kyZfhWNVMnWuYw\nLS0N7du3t/p9G+Onn36KQ4cOqVr1hIaGIiwszOhqOlMiMGfE1mCtWrX4d5NR6jzRVKrFq1KlCsLC\nwkxauDKVxpQI/0YGBQUZHN80aNCgyOMfoVNwY85s2XbtklQisO1GxcFq1aqhYcOGJf48MzIy8Pvv\nv/P/AQEBCAsLk227/LewYcOGBtunj48PAgICVOVhYWEmWcUT6R2iqmzpKb1KhEqVKolMmaXOttQ8\nyAu3F3h4eFj9QWvUqFGjKSwuJULfvn2RlJQkMxVWIoMhk8XSSuZzRKpcsDQtsW2qJMiUCMa2XGgs\nGTI/TEqnZxQHlbZflkba2NgYNFk3la6urga3v2lU5/+iEqGonDZtGpKSkvB///d/BsMxqG1/ZSxp\nJcK/dV4kVSJoLH6WaiWCEp2cnLBv3z5OdmIBQ//+/QHoHRxaUkurUaNGjcVJoe8GS6c9aNAgnrah\n7QNEf/elao4qSyu3b9+OnJwchIaGWr0spYHsKGBrmP5rlLNx48YA9Ns5lHw0adRoTWpKBNMoPBrS\n2PZOhsJYIhS3T4R/M5nvhs8+++wfYYH1b6DaXN6OSimys7Opc+fOsuszZ86kmTNnUvXq1WnEiBF0\n5MgRys3NtUIJNWjQoKHw+PLLL4mI6JNPPrFySfT4S6n7j0DLli2pYcOGlJaWRkuWLLF2cayOkSNH\n0vLlyyk6OpouXbpk7eL8T0On09Hy5cupe/fulJaWRgMGDKAbN25Yu1gaNGgoZTh8+DBdu3bN2sX4\nx2LMmDG0atUqmjlzJmVlZZGLi4u1i/S/i9JqiaBGnU4n8wisUaNGjf8UMhTHKqWNjQ127Nhh1BKB\neTYuif3aluSLFy8AQPsG/MU1a9agoKBAs8YrBRSeEqW1T42llZolgmnU6XT8yGNDlgjsiOKvv/7a\noFXfa6+9hry8PGRnZ5t0YoBGw3R0dMQff/yh9bUlRNW5vAmT/R+J6CERXRBcK0dEe4joOhHtJqKy\nAtkiIrpJROeIKNDSSgSNGjVq1KhOdub99u3bRc73iPQ+E7Zu3QoAmD59utXLaiqbN2+Ovn37IiEh\nQdWz+/8amXM56ZFOGq1DQH/MnzkOMzVqLG7++eefSEpKsno5/gkcPHiw6NhDqcPhGjVq4MKFC8jK\nyjJ4hOLrr7/O01i/fr3V70ujxsLSHCVCEBEFkliJ8BURTfnr91Qi+vKv3z2JaPtfv1sS0XFNiaBR\no0aNJcuhQ4fyQcumTZs4GYYNG2b1MhaGq1evBgC0aNHC6mUpLQT058Jbuxwa9ezXrx+aN29u9XJo\n1GiIQUFBJp+qo5HQo0cPCEGkP85506ZNOHXqFAAYrc/09HQAwLx586x+Pxo1FoVFViL8NeGvQWIl\nwjUiqvTX78pEdPWv398RUbAg3FUWTlMiaNSoUWPJ8uDBg8jKyhJx3LhxVi9XYbly5UpkZWVZvRyl\nicY8hmvUqFGjRstw8eLFcHFxARFh7dq1yMrKwnfffWdS3JI6elejxuKimn5ABxOcaul0uhpEtBVA\no7/+pwLwFMhTAXjqdLqtRBQB4Nhf1/eS3mLhjEKaxjPWoEGDBg0aNGjQoEGDBg0aNJQ4AOiUrttY\nKn0LpaNBgwYNGjRo0KBBgwYNGjRoKKUoqhLhoU6nq0REpNPpKhPRo7+u3yciH0G4an9d06BBgwYN\nGjRo0KBBgwYNGjT8w2GqEkH3FxkiiWjYX7+HEdEWwfWhREQ6ne4VInoK4KHZpdSgQYMGDRo0aNCg\nQYMGDRo0WB1GfSLodLpfiagDEZUn/VGPnxHRZiLaSHqrgwQiegvA07/CLyGiHkSUQUTDlfwh/BVO\n2wKhQYMGDRo0aNCgQYMGDRo0lEKo+UQwybFicUBTIvw74e/vz38/ffqUHj58qCpfuXIlvffee0RE\ndO3aNerTpw9FRkaWTEE1aNCgQYMGDRo0aNCgQYMqituxogYrIzw8nNq0aWO1/Pv27Uvh4eF07do1\nmjFjBg0YMICaNm1KI0aMEIW7du0aZ+vWrfnvGTNm0LVr16xUeg0aSg4ffvihtYugQcP/FFxcXCg8\nPJyqVq1q7aJo0GAxTJkyxeSwNjY21Ldv32IsjQYNGgyhWbNmFB4eTuHh4dS1a1drF8cyUDv7sbhJ\npeDcy38Ld+7cCQB4/PgxKlasWOL5t2rVCs+ePQMAbN++nZ+lS0SoUqUKYmNj8dFHH2HXrl1QQr16\n9axeh9bi2LFjERsba7X8T5w4gdjYWPTt27dY84mNjcXw4cOtXt/FeX+xsbHw9PQ0GjYuLs7q5dX4\n7+HNmzfNTsPDwwOxsbFo1KiR1e/HUtTpdPy9vHXrFgDg7t27/Fr16tUtnucbb7yB2NhYnDx50ur3\nr/HfyzfffBOxsbHIzc3l7ZmxSpUqsvCLFi1CbGwsnj17xsNNmzbN6vehUWNRydrxpUuXrF6Wbdu2\nITY2FqNGjVKUL126FLGxsXj48CEGDRqE1q1b48svvzSYZvfu3a06N5BSdS6vKRH0dHFxAQC0bdu2\nxPL08vJCy5YtzU7n0qVLfEJeuXJlazQuAIC9vb2q/N69e6hZsya/tm3bNkRHR+PVV181O/+6deui\nY8eOAIA2bdpYvS2Zwvr16+ONN94AAJw7d0413CeffALoXxgeDwBWrlwJJycnk/KqVKmSrJ29++67\nAIDTp08jOjoaPXv2tPg9Ojo6omXLlrh9+zbS0tIQHBxs9XovDl67do2/AxUqVJDJ/f39AQCLFy+2\nelk1Wp+NGzfGe++9BwAoV65ckdPx8PDgitnVq1cbDV+zZk1ZP9CyZUscO3YM0dHRiI6ORv369a1e\nP+bSw8MDLVu2BAA8evSI33NwcDBeeuklREdH4+7duwCABg0aWDTvd955h+dr7XrQWDysWbMm0tPT\nERUVZZLS2NJs06YNAODKlSvYtm0biAg///wzzp07x79Dwvd48uTJuH79Ov+/aNEi0SLO5cuXrV6n\nGv9mkyZN+LMRLsj9G9miRQt+r8ePH+e/W7ZsqajkbdmyJby8vHDgwAEe9uDBg1a9B29vb9y8eRMA\nMGXKFJnc09MTBw4cQEZGBogIL730Epo0aaKanq+vL7Kysvj9WfsZMarO5dUExU1rV4iUy5YtA1By\nSgQHBwfs37/fIo2EKRH++OOPEu90Zs+eDQBYs2YNbGxs1Bofvvjii2Irw5YtWwAAUVFR8Pb2tnpb\nknLBggUYNmwY/x8UFIT79+8jOTkZoaGhBicS0o7kyJEj/JqpFhxjxowBAHz22Wcg+lsx8fvvv8PZ\n2dli9zlq1Ch89dVX/P/PP/8MAJg1axbeeustqz+H4iJTImzatElRsbNt2zZkZGSgXbt2Vi+rRuux\nYsWKWLRoEZ48eYLQ0FCEhobC0dGxyOn17NkTAFBQUICuXbsaDc8mD9L/S5cutXrdWJK9evUCAOTn\n56vWS8uWLfHo0SMkJiZa9JvPlAgjRoywej2URi5atKjYrd7UWKlSJSxatMjsif+3334LALhw4QL8\n/PxK/D4AIDo6GtWqVRNdL1euHFcq3r9/ny+onD9/XlbO//znP3wckZKSYlL/obFkeOfOHf5s/s1K\nhIEDByInJwcAsGLFCtja2mLt2rX83k+fPi2yqgkPD8eNGze4gozFs/Z9TJkyhZdZqEQYNGgQ7O3t\nsX37dgDA6NGj0apVK9y9exdpaWl4/fXXZWnVqVOHz+fYGMHa98eoOpcvigLAErR2hShUEICSUyKU\nKVOG52lOOhMnTkRubi4uXLhg8sq0JZmUlAQAokmyUt0WtxIhLS0NZcqUsXo7UmJOTg6ys7PRvXt3\nEBFGjx4NAPDw8DAaV9pGmBJh/vz5sLW1NSl/R0dHHD9+HHl5eUhOTkZeXh4A4MMPP7TofUZGRuLp\n06eysvv7+6vG6du3L7p162b1Z2QOmRJhwoQJ/NrSpUvxl/NYbNu2DU+ePLF6OTWWLNevXy/aauDn\n5wcAaN68uUXSZ0oEUydFLi4uePLkCdatW4fvvvuOv5+sX/q3kG2tM1YvsbGxAID09HS4u7ubna9O\np0NaWprBb3rz5s3x3nvvWb2OrEUA+Prrr62Sd7169QAANWrUMCsdpkTYsmWLVe4jJydHdazDFnUA\nIC0tDcnJyXBzc5OFq1SpEgCgQ4cOAKBtbShFZEoES4/PzGVoaCiSk5MRFRVldlqtW7fmq+2enp5w\ncHAAkX6sevjwYd6G2bjp008/RV5eHu+nWR3169fP6vXClAiXLl0SzcGWL18OJycnfi937tzByJEj\n+X+2neHQoUM8ztOnTwEAVatWtXg5x48fj+TkZM5KlSoVKj5U5vKaY0UrY/LkyWbFT0pKor1791Kj\nRo0oOzvbQqUyDjc3N9q4cSNVrlyZ9u3bRz///LNiuKioKHr48KGq3FJwdXWlefPmFWseRcXu3bvJ\n0dGRHBwcyM3NjZYtW0ZE+tMrTMFrr71GREQ+Pj7k4eFB8fHxNGnSJMrPzzcp/osXL+iVV16hI0eO\nUPny5cnW1pZiYmJowYIFRbshFZw5c4bs7Oyofv36dPToUSIimjVrFl2/fl01TosWLcje3t6i5ShJ\nzJgxg/z9/WnRokW0cOFCfv3WrVtERFS5cmWqWLGitYqnwYpwd3cnT09P/v/mzZsUGxtL9+/ft1ge\n58+fp9TUVJPCZmZmUrly5WjgwIEUEhJCRERr1qyh3bt3W6w81saTJ08oOzubOnbsaHK9lClThnQ6\nRcfThYarqyt1795dVW5nZ0c//vgjlS1b1iL5/ZPQvHlzq+Z/9epVunnzJmVlZRU5DQ8PD/Lx8aG9\ne/dSnz59LFg607BhwwYiIsrIyFCUT58+nRISEohI3xbLly9PaWlpqumZOgbRUDKoU6cOOTk5UWpq\naqlyNO7t7U0ffvghnTp1inQ6HQGgwYMHFzk9Ozs7cnJyIhcXF0pNTaWcnBwi0o9V27ZtSwcOHCAi\n/ftGpHeMW6NGDXr+/Dk1aNCgVI6pAgICRHOw999/X/QNqlKlCrm4uJBOp6Ndu3bRjRs3iEg/rvf1\n9SUiorJly9KlS5fo8ePHFi1bhQoVqGfPnnTq1CnO+Ph4OnfuHFWrVs28xNW0C8VNKgWaNSFHjBgB\nANi1axcWLFiA3r17F4s2iNFSlgjWYmBgIC//3r17FcN07NgRDx48AFC8lghMm379+nX88ssv+OWX\nX9C/f3+r15GQixcvxv79+7Fu3bpCPffo6GjeDtm2hKKag9asWZPnffr06WK5z1GjRuHatWt49OgR\nACA8PNxgeAAW8YthLTZs2BCJiYmq8oEDB4o06hr/d9ipUycMHz4cQ4YMAZG+rbMtRZZglSpVRH5m\nTOW8efN4P2CKL4V/Et966y107NjRpLDMEgEA1q9fb5H8hwwZYnBL3SuvvAIAKFu2rNXrqqS5Z88e\nPHv2DM2aNbNK/gBw9uxZRb81prJ169YAoLi6XxLcsGEDcnJyDIaJj4+HEEphnJycsHbtWj6O0ywR\nSgcDAwORnJxc6qwznZ2d+T5+Dw8PDBkyBCkpKfjPf/5TpPR2794NAKrbaatUqcLb7y+//IIZM2bw\nrR0//PADl1nbHwIRoUGDBvwbL2VmZiYvK/OJIOW0adMwefJkLFy4EEDJbYV78803C5Wf6lxeTVDc\ntPaDl5I5VgT0e0zz8/ORl5dXbJMtoRIhLy9PRms4SCwMTVEihISE8DD5+fl46aWXZGFWrFih6pCx\nMJSCPb+8vLxSYRam0+kQGRlp9OOuFE/4W83vhCksCSWCu7u76B7/7UoEIjL4TPLz8wFoSgRjPHLk\nCK5du2b1clia5cqVQ35+Pl5++WUAllUiFJVsGwTw71MiFIZCJYKp/bG5ZFvJ/leVCAUFBZg/f75V\n8mcwdzuDOd9gc7lhwwYUFBQY3AtuY2NjUrsOCwvj7VFTIpQeWrN9FYZ3794t8iSewRQlAiD2NSBU\nIgD6bTvWrgs1mqJEICJ89dVXKCgoAFCy/nTYXMkU30z4J2xn6N+/P3399dc0f/581TAAaNKkSary\n4OBgg2Zzr7/+uuL1/Px8Wr9+PT169Ih0Oh3Z2NiQra0tNWvWjFdWx44dTb8ZI8jIyKAuXbrQo0eP\nyNbWVsY+ffpQcHAwN3NRgouLC61bt44++ugjg3kFBQXRu+++y++DmbtZCl26dFG8/v3339Phw4eJ\nSH9G8ZUrV6hbt25cPnv2bBoxYgTl5ORwMz2Gw4cPEwD6448/yN3dXSSbPXs2LVu2TGSC6uzsTOvX\nr+dmQOz52dra0tdff02jRo0yeh8uLi4UHBxMwcHBdOvWLfL39zetAkwA/laeFTpe27ZtqV+/fgSA\nCgoKTI7btm1bCg4OpmbNmhkN27JlSwoODqZWrVoZDRsYGMjrKTg4WPQcnj9/TmPHjjWpfG+99ZZJ\n4QIDA+nZs2d/d1o24m7Lz8+PgoODqXfv3orxlcppKTRo0IAGDBigKmdlLVeunCxecHAwAaAJEyYo\nxm3btq3BvJs0aUIODg4mlzM4ONiksFL06tWrWM80rlOnDnl5eZGtra2ivHLlyqL25u3trRjuxo0b\ndPPmTapTp06xlVWIXr16qfZ9DDk5OXTu3LlC15+DgwO/X3Px6quvUnBwMK+XpKQkio+PJwB0/Phx\nWfjg4GBq0KBBocop3Lbxb0TXrl358yhTpoxiGFP6M1tbWxo3bhw9e/bM0kU0Ca1ataJBgwYRAINt\nEgCNGTNGVR4cHEyBgYGq8n79+smudevWjXQ6HX300UcEgO7duyd6r/38/Ap3M0UEa/sAaNiwYRQU\nFFSo+KZ+g4ODg+mPP/6g0NDQohRTFTqdjkaMGEGzZ89WfA7S8m3evFkxnevXr9PGjRuJiGjOnDk0\nbtw4g/l26NCBANDWrVu5mbkhDB48mA4cOEBeXl4yWcOGDSk4OJiuXr1KtWvXlsl9fX3p4sWLRvMg\nIqpatSr/lu7fv18xP6K/t4VaG4bGC0Smt6+SgK+vr0W+QVLs27ePiPRb7Nq0aVOouKdOnaK8vDz+\n38HBgVq0aGE0XosWLSg4OFgxP2dnZwoODlbcZtaiRQvVsUlhUatWLdX6LOz4dPLkyUb7aZZfcnKy\n7P7YXHjUqFH04sWLQuUtgpp2obhJAg1Hw4YNERkZybWiatrTxYsXAwAmTZqkKJ82bRoAID4+XnZ0\nU82aNREZGYmsrCzMnj1bVdvCzNWU8PjxY3Tp0sWimqDWrVtj+PDhqnmePXsWdnZ2inH//PNPg/VF\npD8OiDk/ZMjMzMQ777xjVrmFlgjG7k+IM2fOcNn06dP59Q0bNvDrPXr0QEpKCpcJLRhWrVrFryvV\ny+HDh/Hw4UP07t0bvXv3xoQJE0wqp7Q+ASAsLMyiz5qdIgEAkydPNilOUFAQkpKSkJOTg9GjR5uc\nF4sHALdv38ZLL71k0BKBnaSwbt06g+l+/fXX+Prrr0X1JNWcs20XgGFLBPa+v/rqq3BxcUFISIgs\nTGRkJOLi4kT5bd26lctdXFxw4cIFAEBcXJwo7ogRI0TWH8J4lmClSpW4U0W1MEptTxjvxo0b8PX1\nVYy7bds21efh5+eHuLg47Nq1y2g5K1euzPP773//q9guIyMjVR3+Xb9+HampqXjttdcsWn9Eeoss\n9vzS09MxaNAgWZju3buLnr/0OFJvb29ERkZyp3YXL14sdnPjQYMGIS0tDampqejdu7fBsB988AEv\nu6mWCDt37jTYb61duxaffvqpSeVMT08HAO7puVmzZrh79y4KCgpkfdz8+fMBwKS0Z86cycvZokUL\nkczf3x+RkZGKDuBmzpyJNWvWFOvzMYVCSwRjx8+ePHmSh1WzvCsoKMDEiRMNpmt37AUAACAASURB\nVAMAY8eOBZHeyWJJHindvHlz3Lt3j99HdHS0Yrjly5cD0J8+oOYdnvW3tWvXlslGjx6NnJwcTJ8+\nXSYbMmQIz//u3btYv349/3/hwgWLnhYkpfC7JERSUhIiIyPxf//3f0bTeOmll4weh9ynTx+Z1aGx\nM+FNZdOmTWXlV7LsEEL6bhoKqxamc+fOfIsioDcjj4yMVN02KvRYf+zYMZHMx8cHN27c4HLpdz8y\nMhJnz54FAPz8888Gy75hwwYsWrRI5IyvU6dOsnBDhw5FZmYmIiIiZDI7OztERkYiMjKy2Noekf5E\nGDbP+eCDD2Ty6tWrIzIyUnW7DStnw4YNFeUrV65UvD8lLly4EJGRkXjzzTcNhmNHEUufA6vPoloi\ntGvXjj+vxMREWd0bskQgImRkZIjkCQkJCAgIUM0vICCAb/NJTExEq1atRPI9e/YAgKxuWTx2lKqU\nrN2obSsUWiLk5eXxY1hXrlwpCvfVV1/xcIYsEcqXL8/zFEJpu7iDg4Po2FcAOHDgAI+flZWF8+fP\nw8fHx6RnhtK8nUEJ6enpohuYOnUql0mVCK6urrL47OPs4OCAy5cvi2QHDx6Eq6urYkU5OzsDAObM\nmQMiwvPnz/H8+XNulgwA5cuXN6szkdLHxwfA32f7zp49G/n5+cjNzcXz589RUFAgCm9vb4+jR4+K\n7knpY8/qhR0lMnz4cOTm5gIA5s2bZ5bZlFCJYKzz9fHxQXZ2Ng8/bdo0bqb/7bffoqCggHdSrq6u\neP78OS8nIPZmzs5jZZDWy7Fjx3Dp0iV+TXjm7v79+xUVDyzexYsXQUS4cuUKj+Pl5WWx5yxUIrRu\n3dpgWCcnJ7i6uoo6IQZXV1e4uroqPj8nJyfk5ubip59+woYNG/D8+XPuBbdGjRrIzs5Geno6zpw5\nI9pGwpQIGzduVDz1wcHBAdevXxcpH1hHLjXNNaZEcHV1FR3lI4Swc7969SoA8IG58MOh1HfcunWL\ne/m1sbHBkiVLZOn/9ttvJp9qoUZ7e3tZn+Pq6qq4LUcoZ9d8fX359dOnTxuMBwCLFy8WPQfpO6A2\n8GZtxNfXl79/wvxsbW1FPjqE9eri4oJGjRqJZJMnT1btN4tCdvSRFI0bNxaF69KlC+8HAblH5lq1\naon6F6B4TRwbN24symvSpEkG68VUJYKrqyvfXsAUIgBEE3EbGxu4uroiNTUVAPD2228rpsWeH/t+\nqUG4nWH8+PH8uiElgpubG3JycmTpMrlwq57wOhGJvFN/++23VjXdFSoRlLYXODs7Iz8/n08AmTJG\nek+urq747bffAAC//vqrrC3odDpERESoPoOSul/pwBsAHj16JArzySefiMY60lMrRo0aJYrftGlT\n1ee+Y8cO1QUQ5pF81qxZsjIZimcup0+fbvB9WLNmjer3gd2fIUVRrVq18OLFCzRu3Bh169bl/dKx\nY8cssm2TSD+ZlI4LpOfOm9K+2Hfs5MmTBvPz9Px/9q47LKrjax+KgFgQURELdsGCPWLBFjXYYmwR\no4mJxi4aE2PvGA2WGDtqrBgl6k+Nxhq7RrFhRY0KFkQRFUGKwAL7fn/sN5NbdxdYWE32fZ7zPLt3\n2ply5868c2amOH/fhf2SEMIT+7t27SpzZ32YcNuw1N3Gxga7du0SPY+JiVEc69jY2GDdunWi/Anr\nVej3gw8+UNTT1tZWlp6pb/gS6pmYmMivNNy0aZOsnbEtb9KrO21tbWXjDaG7tbU1fvrpJ+42ePBg\nRV0KFiyIwoULY/z48aIFW6Wrwh0cHGBvb69YVwy5+cY2b94c6enpoviE/aabm5vomy4lEYhI9g60\natVK5sfOzg7R0dFITEwUpcfOFStQoABOnz4tikc4lxJi586dsvJkaNKkiWI+hToKx+JPnjwR+TOW\nRACAtLQ01KxZE7Vq1eJ5OnXqlKh/cXBwgFarlc2lclN/eJdJhKCgIC4MUhLho48+4qvTUhKBVYwQ\nCxcuRKFChbB7925s27YNQUFBnN1kYBMOoZw6dQrAPyQCk8DAQBH7Y8qOhllQMBKBpceujEtLSxPd\n4+vj44Nnz56J8jJlyhRZvKyBCe8jFb4ws2bNyrHOhiwRpNdYdejQgQ98AYiuFxFOkpiMHTsWmzdv\n5v6FjKlSPRQoUIBPTIXxlC9fXtS2vvzyS1la7MpF9n/GjBk8fmMtBowRY0mEsmXL4ty5c1i9ejUa\nNmzI9Zd2dtLOn4WTlkHLli0RFBQEIt1+aFdXVwQFBaFt27bcDyMRAOV746dMmQJAvHeyffv2PIww\nLkMkwh9//MHd79+/LzoIipEIDRo0QExMDGJjY/nKglJ67AMNAFu2bMH+/fvh5OQEd3d3Xm7C9IDc\nn8EwYsQIKEF4xSMTBuGZCCVKlBCtbG7btk12PasQwvejU6dOon4SAG7duoVq1aqJwhcrVgwA4O3t\nzcPFx8cDAEaPHg0i+Qo/8E+7CQ0NVcwjAHTq1Mkk78P+/fuRlpYm6/uFegiFkQhK7p07d0ZCQgJi\nY2MRFBSUZ9e9du/eneubkJCA58+fc0uKoUOHKt4bbyyJoNVq+aS+UKFCfHUtNjaWH0bHBpoM69at\nk8VTu3ZtPHz4EPfu3ePPhN9YIXlz/vx5vhLRpk0bxMbGAtARw0rXHrZt2xZarZZf6bthwwYeV58+\nfUAkP2uArdyyflYIU113KRR3d3dFqyapMD3PnDmjSMQdOnQIL1++5P9dXV1x+fJlAEC3bt1k76pW\nq8WxY8dk7bN69eqq75JaW88LqV27tuw9k5IIRIQHDx4A0E24hP2SdK89IF4Bmz17tmxS9ssvvyjq\n0qNHD/j5+aFr166itsnGLIYsQ3IrgG7gnZ6ejocPH4rKRcna9IMPPsCrV6+4HzVLJ0Bs7dW1a1c+\nud2yZYvJiISmTZuKdM4uiTB06FDs2LEDO3bs0JtOu3btkJmZif79+4NId+aRUn89duxYHqZOnToy\n95iYGBARJk+ezMMLJ/2jR4/m4VavXi1rZ/Xq1RPp5ePjAwCisyEKFCjA/QstbYXWLvfu3eOWrXXr\n1pX1VQkJCRg6dKjJFgqZZRd7D3bs2MHTEh4A26tXL/584sSJojG7tCyldVqmTBlcuXKFu23evFmx\n/zt+/DiSk5PRvXt3Pp5Tiq9ixYoICwuDra0tgoKCRNZLDKGhoUZdUa5P+vXrx0kVANBoNCIiYNy4\ncdxNiUTo3r27SCcpiVC8eHEcOnQIwcHBPD02oV61ahWIdGSGtHyvX78uKnu2qHjlyhVUqlQJNjY2\nGDp0KO7evSsKp2SVs3TpUlEZs/Sk80tjSARGzgmtTdTC7dq1C0uWLAGR7uwT6Rw7NDQ02+fy4F0m\nEZQ6PymJQPSPKZeURGjWrBl8fHx4x8JgZ2cHHx8fzixVrFgRL1++FLkL4/n444/5PZ3SSiYiODk5\n8QmJoQPjjBW2RQMQkwhCSUtLw/bt20XPpKuESuGUSARhuNxsaTBEImRkZIg+LEQksghRM6UUiru7\nO/cv3AbRtm1bALo7jtkzIVOrr21JSYSCBQvylV2ldqgvvuxKzZo1eZz6SIR27dopmie5ubnxCQsg\nJxHatWtnUOf+/fvj9OnTssFd9erVRYylNBz76AifCSf1QrN7QyRCsWLFcODAAR6uZs2a/P1lgzO2\n1eXSpUuicMx8mqVnY2PDw7KJefXq1WXpCc3Dc0MiFC5cWGYJwGAsiUCkI7ceP37M3aWDlpkzZ3K3\np0+fyrZnAcDixYs5MSA9HZiRSYxEICL+0YuIiICTkxOcnZ3h4+Mjmpzv378fRLoBFitXdiczw8GD\nB03yPtSqVUvE4Auh5F8fiUBEuHfvHi5cuGCy91UqPXv2xJs3b/j/hg0bom7duvxUZQC4c+eOLJwx\nJMK0adNEJIJaOCmJoFQWLJyQRBAKO1iR1a+zszN3E1pZKJmqb9myRWQZZ2tri8WLFwPQ3Y5DpDOb\n9/Hxwc6dOwEAcXFxOH36NE/v/PnzPA1hv24q6dSpEwD9J3cPHDgQb9++xc2bN1VvU5CSCESEWbNm\nARCbaDNotVr8/fffsi0iSiRChw4deHnkVXtVk1atWnE99JEIw4cPl7n5+PjgwoULqu2vSJEiMiJB\nGsenn36KxMRExXflzZs3qu+RqWTbtm24ceMGSpcujaZNm/JxF4OURDh9+rSorwaUSQS2zU+6Zezh\nw4c8nCktuYj+mVhISQQfHx/8/vvviuUv3I4onZwrlVV6erqim746JtKRkgyMRBCKtEzZcyXLHTUS\nQUgWC8MJb0wSjrsAXb/ISENPT098+OGHkEJqDZdTYWBzEE9PT/5MOFmVLnAySx0Wh3DrLwDs2rVL\nlE7FihX5TWhKddK5c2fEx8fj6dOn/Fn//v2536VLl/Ln3bp1E4X38vLifdX9+/cREREhs5bIqUi3\nOwvHpYZIBBcXF5w8eVKxPIl0pCkA0S17QssAoV8hIZGcnCyy8BMe5Ni9e3c4ODjI2otS+tI2oK8c\njCERWF6FJELFihX5NiMWrmXLlrLvllSfnCyO4t9AIgjd1T78DGp7DZ8+fQoAspVyIsLgwYN5eCUS\ngYgwf/58aLVagwyuscIsHwD9JAIAfPLJJ6LnbBuEUgNlK7RC8qFQoUK4cOECoqKiFF/K7Ig+EuH3\n339HYmKi3vox9FIRiUmEAwcO6PVrDInAyAehqSQL9/z5c5Fftg0iOjraJPVMZJwlAtsLpmQxQaQ7\nxR4AZs+eLXMzRCIYup2BDR4BccdrY2OD+fPnK8bLLBiEzxiJoEQkScOp7flnH03hXjR7e3vO5C9f\nvlzkn23vSUhIQOXKlUVuQrJj69atJqtP4bYENT8MbKuMUE6cOMHdlVY+9u3bx92VzOXY5E3pXARA\nZz6ntkIlTY/h9evXsriEjLsp3wepVKlSBQBUr8w0hkS4evWqyQfqRLpbFgCgcePGiu5xcXF4+/at\naIWaCZvUazQa1Ztifv31V8V8XbhwQTGcWnrFixfnZaRGIrD0pNvkpG1Bqo+DgwN2794tC8e2QUgn\n7UKCXHrWRWZmJqKiolCnTp08aUvCFaB+/fpx8rxz5878ubSfEMoXX3wBAKokgnT//NatWwHozJSV\n4vvuu+84ScvORDCXCC0KsksiGGojTNhijJJFwZgxYwCoEwVsUJyRkWHyvLPtE3/99ZfMzcbGBq9e\nvZKRCFFRUYiKiuL1FxcXp9jHsDOVpCQC+zbFxcWZ3EKqQYMGSExMlO0Hb968uWr9MD0N3ZLBCApD\nbcDd3V3RXWgZoEQiCK3dlMrl6NGjAIA3b97ISHQlEoFId8VrVFSUbHwzd+5cntaQIUNEbnZ2dqIz\nuBYsWGCSunFzc1NNT6luhFCaXwjDCckAJkJyVmouz842kIZhpIuw7wbkWwaZXLt2DTdu3DBpGyYi\nrFq1CkD2SARhOH3lKRzLCp9L4xKe4yFMLzAwEFFRUVi9erXI/7Zt21TTNiY9oeSURCAiREdHIzU1\nlVsC9ujRQzU9V1dXno6+q4hV8qE4l3+nbmd4HzB+/HjSaDQmi2/Lli0G/SxYsECv+9q1aw3GMWHC\nBNq8eTPdu3eP3N3daf78+UbraEzcXl5eRvndsGEDEREtW7YsW2l06tTJaL9qp5U+evRI9cTfnj17\niv7HxsZSYGAgeXp6Gq+kCXDlypUch+3Tp0+u0q5cuTL/PWjQIP67fPnyNG7cOMUw+/fvp8DAQEW3\nJ0+e0E8//aQ3zRo1ashOZ3ZycuI3E7AbF0aNGkXff/89RUREUGBgoOqJ10uXLqUHDx7oTdMcWLdu\nneyZKW97UcKmTZvo6tWrsudHjx6l1NRUxTCLFy/WG2fdunVNops+tGzZUq87O1FcCfXq1aMBAwaY\nWiUaM2YMXb58mWJiYlT9nDx5UvUkdCJd//Pzzz9nO+1JkyYphjtx4oTe9HKKNWvW8N9ffPEF/92m\nTRvq1q2bzP/ly5cpMDCQWrdubXQaM2fOJHd3d7px40audFXDkSNH+O+PP/6YBg4cSJcuXRKdxD9s\n2DD6/PPPsxXvmTNnKDAwkLp3756tcIsWLaKoqKhshfmvYuDAgWZJNysriz766CN69OiR6Lm7uzu5\nu7tTdHQ0ERFNmTKFkpOTjY63efPmFBgYSJ06daKUlBST6Orl5UUTJkygsLAwWrNmDYWHhxsdrmLF\nikb5lY6JTA12E9Thw4cpIyND1d+aNWvo1q1bRsW5fft2cnd3l93QdurUKdUbUTQaDb/xLTk5mU6c\nOGFUWoZw4cIFve4hISGi/2yMsHLlSoM3OChh06ZN/LfwZjEbGxvq2LGj3rBbt24V/Vfq37y9valU\nqVJUsmRJmjBhAhUpUiTbOqph2LBh+RZu165d2fI/ceJEcnd3p6FDh4qe58WtFdkBq4fChQvT6NGj\n6bfffhO5f/fdd7Iwwu+iqW6NsZAIOUT79u1NMgkQDtjUMG3aNL3uxgxMAwMDKTMzU/YimAKBgYGi\nawRHjx5Njo6ONHXqVJnfEiVKkJeXl2IDNxWOHz+u+DwyMpLCwsIU3YQdMBHRs2fPaNKkSdkaLJgK\noaGhtGfPnmyH+/rrr02mw6xZs4zyt2PHDpo0aVKO06lbt66MqHF2duZXgYaEhNC4ceNo0aJFtGXL\nFpo0aVKu0stvjB8/noiIZsyYkeM4QkJC6Pr166JntWrVon79+hkVvly5cvzaTS8vL+rTpw+9fftW\n0W9AQECO9TQFgoKCDE62GBGZn5g+fTqdO3eOnjx5InObMGGC7BpaIbZu3Uo3btwgd3d3vdcxEemu\nWlu5ciX/37dvX1UirkWLFtkiV42F8IplQ9e1nj59ms6dO5ftd/KHH37IkW7Gok+fPqTVasnLy4sG\nDRpEY8eOpU8++YQmTZpEXl5e/D1YvXp1tsjXo0ePvlf9T14jLwbSp06dooMHD5o8XiHq1auneCXn\nlStXKCIiQu9EcurUqYrXfA4ePFg1zKRJkwxOKrODhg0bUmBgIL169UrvlehK4Yy9SrN///45VS9b\n2L17d44X5owt08OHDxt1rWpSUhIdOHAgR7pIIb1CtU2bNtSuXTvKyMggLy8vWXth4/gff/zRYNxt\n27aVPVPrl2xtbalXr16KbosXLyYvLy/ZPESJXG3ZsiW5ublR6dKlKTAwkC5evGhQz/wAu95RH/nY\nqFEjunHjBtnb29OAAQOMXvQ0FnlNuCnh7NmzVKpUKfLx8aFffvlF5r5gwQLZuLNHjx68LUyePNkk\neryXJMK4ceP0rggR6QY3OYVGo6Hnz5/nOHx+ITsrG1ZWVtS7d2/VyUN2ce3aNdHHa8OGDVSgQAGu\n1+3bt7lb7dq1qXbt2hQREUHlypWj8PBw0T2vpsbdu3eN9svuQ1e6qzi/Ubp0abK1taXk5GRKSEiQ\nuQ8fPjzbd+pmF6xN1axZM0/TyQ4WLFhABQoUkK0QGYvk5GSKj483rVJERlk8KE06s4u4uDiZ5cCt\nW7e4FdPDhw8Vw/n7+5O3t7doUBQeHk5xcXG51smUcHFxodq1a1NkZCSNGDHC4IBSaZBXqlQpsrOz\nyxP9DA0qy5QpQ7a2tqrurP7s7e1V7zBnGDZsmMg6LTIyUtVvkSJFjLqvXYqOHTvqJaA0Gg3FxsZm\nO953BSNGjKC+ffuSjY0NhYeHU3JyMmVlZfExQ3h4OIWHh9PNmzfJ0dGRQkJC+KpoblGsWDEqXLiw\nSeLKDwi/00KkpKTQ69evDYaPiIgwtUqUlJTEJ3zlypUzefxERIUKFaLixYururdu3VqVvCtbtixZ\nW8uHzjn9PuUE8fHxdPPmTSpZsqTiWPWvv/4iIjJ6BT+v4ebmJnvGVsvVytMYsPGbIbi6uvLxaX5j\n9erVFB4eTkuWLCEiIgAUHh4us0qpVq2a0XEuX75c1e3p06dsyzhPj1nRSBEbG6tqxVK7dm0qW7Ys\n/79gwQKysrKi+/fvExGRp6cnnTx50midlZCSkkJHjhyhtWvX0uXLl/UScWpg+usbj12+fJl27txJ\nRESJiYmKeZ4/f36OLeNYmeQnqlevTmPHjpXlZdeuXbR7926ytrYmLy8vql27NneLiIignTt30nff\nfUcZGRmqC67ZwXtJInTq1MmkpjRSxMbG0tKlS/X6OXLkiMnMnvISXl5eVKNGjTyJ+8CBA5SUlMT/\nz5kzh/+uU6cOX226efMm3bx5k/bs2WOwXNUwatQoo/1OmDDBaL/nz58nIqJVq1ZlWydTY9y4ceTi\n4mJWHdjK+blz58ymQ3x8PP35559ERPTZZ5/lOr5Xr17R06dPcx1PTpBb/VNTU2nv3r2y5+XKleOE\nkqHV7Tp16ohWt98lODg4UEhICN28eZOblOYEw4YNowoVKphQM9OhWbNmVL58eaP89u/fn86ePZvH\nGunH48ePqVevXvTq1SvFdiNc8TK09cQcWLFihcy0UwmdO3fmv6X93ZUrV+jevXvZTrtcuXJUsmRJ\nVfd37T1U24Jy/fp12rZtW/4qI4GVlVW+bJ9SQlJSEu3fv98saRuDPXv2UJ06dQz6a9KkSZ7qcfjw\nYcUFD2PAvvHTpk2jggULKvpJTEzUS+JOnz7dqLS++eYbRSIjL8FMx3fv3k3169enOnXq0NGjR1X9\n79692+i427VrJ3vGLBhmzZolWnTQaDTZsoTcvHkzEenG7UoWqc2bN881eSBE6dKlaf78+dyiIK8w\na9YsSk9PV3Vv2bIllS5dmmJiYujUqVN5qkt+oWfPnorbFn7++Wd6+fKlSdJ4L0mENm3a5Anbv3Xr\nVrpw4QK5ubllayL6LsPT0zNbDGd2cOLECRGbOm7cOMVBUvny5al8+fI0YcIE2rhxY47SMrTPOSUl\nhZvnqE2qfHx8ZHvNGMGS3T2ueYkWLVqomp/lBk+ePDF4vkZ+Y+/evXTs2DHRszdv3tCZM2eIiGjf\nvn25TqNixYoiNjY/0bVrVyKiHKefnp4u2sfGULp0adm+z/cNGzdupIiICG72OXfuXPr222/NrJU6\nBgwYQPXq1ZM9nzFjht6BdMOGDalMmTL08OFDg1vPTNHeTYG//vqLEhIS+IBSiHnz5hkVx7Rp03I8\nwcgNypcvn+utXbdu3VK18NGH8PBwveFyYvb6119/ZXsfb27RsGFD0XkYOcGRI0cUCVBjAcBsE/m3\nb99me5VOuq/c3Jg0aZLJzmBQw6lTpygxMTFHYY0hOFJSUvQu1g0ZMiRHaecnDh06pPfMB1Phyy+/\nNEk8Q4cO1UvcvHz5ki++eXt7U9++fXOcVvXq1al169aKhO2qVavozp07BuMwlRVAkyZNqFSpUvTy\n5UujtsmYm2TVB2bRsXXrVvrmm2+yFdbBwYGioqKMtnR/p0iEZs2a8d/6SIKHDx+a9HBDhpSUFEpP\nTydbW1tycnJS9LN27Vqyt7fP0cEnhiA8V0CItLQ02rFjh+o+eSWTta+//jpPykgKNzc30WGFw4cP\np4kTJ4r8REdHU3R0dK62MBgaFAIwaLJub29PI0eOFOnBzLxcXV1zrJup4eDgQPXr11d1j4mJUTxM\nU1gPSgdCZmVlGbUvkEjdEuHy5ctGhTeEe/fuEQAqVKgQOTo6qvp7l+olN9C3Eh0ZGan6bhQrVizb\nh5C+L/jqq6/I09OTm+wXKFCAvLy8yMHBQW84tUM+8xpFihShxo0by57PmjXLqG0FmZmZOR5wC7F0\n6VIqXrw4hYaGKhJMxsLKykqRJCDSHXyotndaeDihPri4uJCNjU2O9cspoqOjc7RtT4nAKVGihEHi\np1OnTtziqH///vw8FykuXbpErq6utGLFCtXxhRAFCxakjRs3UvPmzal79+4Gz6cwFuzQWn2wt7en\n6dOnK+79NxYNGjTI0TaR4sWLU8mSJblJfl7gzZs3qlti2Qp5dsEsUMqWLZurcsstHj16RG/evKHb\nt2+LzNqzCzau1Ld6ayyUDoBlE9Fhw4apkh12dnZUqVIl1XhNsd3Fzs6O1q9fn+t4zI0yZcqYJJ7U\n1FRKTU0lrVarOkGfNGkSRUdH04ULF3JFnj19+lR1e2VSUpJR5Eu5cuVo7dq1+W49INya2KBBg3xN\n2xBYmbI5rRLUiBIfHx++8GsMkfBOkQjSFUk1PH/+PEcT0h49euj9ePv4+PCBU4cOHSgoKIimTJnC\n3T08PKhZs2YmO9VSiuDgYFF6RLrTsW1tbRUPzjAW0pV5Z2dnCgoKMpl5V8eOHUWTzh9//JGCgoK4\nCLc5MMybN0/kRwnCcEqn2wthb29Pn332GS1cuJB++uknCgoKotKlS4v8+Pr6UmhoqGoceX3YV3Yw\nefJk1QG4m5ub6PYEBuFhlTNnzsxRuixe4YFtcXFxOTroUR/mzp1LWq2W2rZtq3eg6e7uTh9++KHJ\n0jXUjoyFdCIrJc6k6ek7KGzZsmV6yZ3WrVvrHUi9z9BqtRQSEsL3Mw4YMEBxYPjVV1/x3+a0plm9\nerXof8WKFfP8lg01NG3aVHZ4V0pKisEVkvDwcLp48SIByNEhladPnxbVhxrGjBmTp9sO3zewAXlI\nSIjq7ShClC9f3mSriwxff/210abIixYtytFKdp8+fcjBwYHOnTuXoz23zZo1o7Zt2+bpexUeHm7y\nbxqDn58fVa9ePU/iNhY3b97MlRUI0T8Hr9nY2KgesvjJJ5/oPVuCQelWF31o2rQpeXh4kIuLi8nI\nM3OhX79+eXZeT3ahdpOWEjQajdFWZ3mB9u3bi85kUMKQIUNIo9HQr7/+qurHmIMqcws1C+ucbt/W\nB19fX4OEkTEH6Pfo0UPxebYXJtTufsxrIckdlMuXLxfdA650rywJ7txUu+NS372d7K57ABg4cKDI\nzdHREampqZAiMzMTiYmJSExMREpKCgDAzs7OZPejHjx4UDW9xMREaDQaxTvkpXlVuvc4PT2duycm\nJmLx4sUgIiQlJQEAatasabJ8ODg4iNITIisrS5SnxMREZGVl6a2rw4cPjMff0wAAIABJREFUy8rF\n399fNf3ExEQAQEpKCs9fcnKyyE/BggVl4QoXLszTePjwocw9IiLCJOXTo0cPfs80ADRr1kzmx97e\nHrGxsaI6Y25FihQRtc/Zs2fLwrdr1467azQadOjQQeReoUIFpKWl8fIcOXKkYpv69NNPZc+nTJnC\nw0nvOY+Pj+e/ixYtyvXMysrClClTZHF9+OGHSExM5O97586dZX6mTp3K8zJmzBjV9IgIgwcPRmZm\nJgAgLS0NVatWFbm3b9+ex7Vu3TqT1Oe5c+dE7fPixYuK/t6+fQsAMp2JCGFhYQCAb775RjHsvn37\nePxNmjQRuTVq1Ii77dq1Sxa2fPnyiu+Amqi9h0SEu3fvcne1viinEhUVBXt7ezg6OvI0kpKSZP42\nb94sKm/2/Pjx47h27RqmT5/O3VJTU3k/07t371zrWLBgQcW0iQiNGzfmzw8cOKAYftSoUfx9mDRp\nkqKfX3/9FYD4nmw1Wbp0KU+zb9++qundu3dPMXz79u2h0Wig1WoV3atUqcL7CeHzjh078nQ1Gg3a\ntWunV89ly5Zx/5999plJ242pRIh9+/aJ3A4dOgQASE9PR4MGDVTjsLGxwfbt23k8H330kczP5MmT\n+TcvNTUVTk5OBnWrXr26SD9pv5sTCQkJEcX54MEDmZ8HDx4AAIYPH26w3JTKZcWKFQCAvXv3KoYd\nM2YMAODOnTuK7ikpKfjqq6/ypL5nz54NQHm8RETo27cvMjIyUKhQIZnbw4cPeb6LFCkicxf2E/Xr\n1xe5NWnSBImJiShcuLBJ88P6ubp164KIMG3aNGRlZSmOdYgItra2OH78OG/XderUUY27a9euPD/r\n169XbQPu7u6qujHcv39f5v748WP+PkjLe8CAATzsggULZGFtbGywbt06ALpxUrdu3bjb3r17ZX3f\n3LlzeXxDhgwRudnZ2XG3Z8+emaxuChUqxOMVjuXUhKFcuXKK7kI9ldyjoqIAAIMHD5a5DRw4EADw\n9OlTg3p06dIFGo0Gqampqn5mzpypt53lRvbt24fExET+DQJ04zppGX788cfQaDR4+/at3vJUKy+p\njB8/HoBujCsdcyrJiRMnDKbBxn8A8Pz5c/5c2vfNmzeP+/v6668V4zp58iT3U7t2bZFbYmIi+vfv\nDyLde6vRaADo3vHExETVvlap/oSIiooSPleey6s55LVIFV+7di2UMHHiRNUMCgfWbm5usoG9sACI\nxCTCkiVLYG1tLXL39fXF3r17sXfvXty+fVumyw8//GDyF+bHH3/kaQo7XQB48eKF3oHakSNHRP7H\njh0r83Pp0iVZPvbu3YsvvvjC5HkhIly+fFmxHpXw4sULtG3bVjGewMBA1XBHjhxRfBn27t2LGjVq\nyMolPDwcxYoVU32Jrl+/zv1u27YNXbp0QZcuXbBr1y4AQEBAQK7LpXfv3op5kZIBwcHBIvcGDRpg\n6tSp2Lt3L27cuMGf//bbb+jSpYsobL169fiHRIiHDx+iRo0aqFixoszt0KFDPHznzp0BQBYv05+R\nMwze3t4YM2aMaLB44MABxXxeunSJ+xFO6oV48OABPD09QUTw8/OTpcfwxx9/8LhsbW0RFBQkcq9e\nvbpId6X0fH19c1yXI0aMUNRLWp6///47f56UlISgoCDeZ1WrVg1PnjzBTz/9pJhGnz59RPF+//33\nInchiRAWFoayZcuK3IsVK8bdu3Tpwsvk22+/xZo1a1CgQAHeZoTk7evXr2W6CEkEpUlrTmX//v2i\n9KpUqcLT8fHxEfn97rvvsHfvXu6emJiI2rVrY8GCBVi9ejWICPfu3ROVmdqkPiciJHulboMHD0Z6\nejouX74sqwdnZ2eRTlu2bOH9S8WKFUX5E9YD88PqccaMGdyvkERgfoVpCkmEmTNncj8sPSGOHz+O\nLl26oFevXhg0aBBvmwBQpUoVWV7Hjh3Lw06fPh1EhEqVKqFLly5o06aNqP398ccfMj2ZKE20cyPO\nzs7o0qULbG1tsxWuSZMmXD81EgEAvv32WwwdOpT/nz9/vsjv1q1bRXlNS0vj5SklA4To06ePqm5C\nnD171iTlNG7cOFm9MLCB5i+//CJ6Luxvy5UrhytXrojcW7duLUqDkQgAMG/ePJFbyZIlFdO+desW\nbxsxMTFo0aKFSdsHkW7B4LfffhOlKyQZWfolSpRQDC8kEdTISSGioqJ4nABw/fp1k026ypcvz+OV\n1mHJkiX1hpWOj4YPHw5ATgZ4e3vj6dOnIr979+7lC3BSDB06lIdlEzKG169fo0aNGtzd09MTL168\nwF9//cX9fPDBB6L0jx49yt1Gjx4ty8eIESNECzMajQZ169aVjalq1qwp01W4UCKcnMfFxaFLly4o\nWrSoSepJiEaNGoGIYG1tjSVLloj6S6lfpUWm7t27c3clMkA49nN0dBS5MRIBAP73v//x/Hl6esq+\nH0ro0qULrz9/f3/cvn3b5AsK1tbW/Nv29u1b7N27F2/evJHpsmzZMnTp0gVz5swRjSulUrt2bR7m\nxo0bvH3PmTMHgPg7/uWXX8rS+fLLLzFp0iQAgIODgyx+Fo8UZcqUAZG8HxVCSMr5+/uL3JYuXcr7\njdKlS6vWzYMHD9ClSxe8evUKwD/kQ9OmTUVjJYYdO3Yoju2FwuY8SnriXScRPvjgA/j5+WHRokWi\nTMycOVO1EIUvYc+ePWWFJiUR6tati9evX3P3bdu2qRZmjRo1RC+lsIPMK+nQoYNI/6NHj+r1z1Yb\nAd1E0cPDQ+anV69e3M+RI0fg5+eXp3koX748/Pz8ZHUhRHBwMPz8/GSDD6n4+fnJPvpDhw41GM7R\n0VEU7rvvvtPrf9iwYXr1NFW5SAmWFy9ewMvLS+ZXiKZNm/LnVatWxd9//y1yl4b19vbmq/KAzjKj\nYcOGINIx48JyCQ4Ohr29PQ+bkZGBs2fP8k5QKnfu3BGl3apVK5mfAgUKyAjBb7/9Fu3bt+d+XF1d\nRawqAPj5+XE91dIDgBUrVsDKyor7KVq0qMyPMSSCkmWAsVK1alXRxFoI6QB0yZIl3O3QoUNwcXFB\nqVKlOCGkloaURJD6FZIIABAaGioqFyGJAAA3b97kq5AbN27k1lRS0io9PV22CijNa0hIiGySn11p\n3rw5nj59iu7du/NnhQsX5iu6Fy5cUAzHkJSUJFsF7dSpE3cfNGgQWrZsaZJ3l0hMBii5x8XFAZCT\nLHZ2dtiwYYOsLu/fv49q1aqJ/Er7zYMHD6J48eLw8/NDrVq1uL8GDRqICDapRUG1atVw//59JCYm\n4ubNmwB0hAJLT4mgFdbDvn37sH37dtVVU2lbCAsLw+TJk9GpUydRP6QPwpXD3EivXr0QEhKCP//8\nE4BugDx+/Hijw7NwgJxEaNWqlUzv7du3K34TpCTCixcvuFuRIkXg5+eH58+fi/yEhYWpruJKy1mN\nbM+JWFlZiSb6ADBp0iR07NhRMW3hhL5///6yMpGucknj/vXXX7mbvb09Nm3aBED3XVBCXhAIRLoJ\nkxJCQkJ433jy5Em4uroqhheSCICc2CUiDBkyRDENPz8/RVIuJ2JjY4Pz588rpjN58mSD4aUkAoNS\nW9y2bRt3l07OhYTinTt3ZPnr168fd4+Pj+fWEkQELy8v+Pn5iYgC6TdF6AYo97vCfjAjIwONGzeW\n+VEiEYTxWVtbyxYiDh48aJK6YiQuADx58gQhISG8TPWRCKdOnRK5Mesdhrdv38q+NcL5yo4dO0Tj\n3kqVKiE8PFyUv5CQENy6dUtWtn5+fopj+Nu3b8Pd3R0AMGHCBJO/n9bW1li9ejUCAgLQtWtXEOkW\ndvWhR48eqvEJSQRAN6YQWmIJ/TIiTQmrV6+GjY2NYhpSbNmyhROFbE4rxNGjR2Xfj3Hjximm6+fn\nJ7NKUcLw4cPh5+eHypUry+px9erVMv9q5dW4cWM8efKE+1OYe7/bJAITRgZkZmYiKChI5l6nTh1k\nZWUhMzNTMTybQKm5M2Y1KyvL4LaEmzdvQqvVKq7w55Uw3aQMlJpMmjRJNa+sPLVaLRISEvItD1KJ\njIwEEeHGjRt6mUO1/Gm12myHmzx5MgB1M3OpnDlzhpe9vvI0Rf3qa59CP0odF2Pus7Ky+Kq9VDIy\nMpCVlaW4TYBINznXarUiky0rKytkZGRgy5YtRrVPQ6sdZ8+ehVarlXVEQsnMzERWVpZo8qGWnqE6\nOXv2LABlq5F27dpxU2JT1m+lSpV4vFqtVnG1xM/PT5Ze1apVAcjJDqmw7QxqOi9evJi3laysLBGJ\nQEQYOXIk1y0zM1M138LVnJcvX+ptk6zt9uvXL1dl17dvX0V92LYENRJBLZywTenb9pRTYSSCWtov\nXrzQa/nA2mdWVpbeyQRDbGysQZ1YfIbclXRm5FFWVpbIKsDa2hparRbTpk0zqCMrj0WLFqn6FZL2\nWq0WGzduNGm9zJo1C4BuYLRkyRJuzWFs+xRCyfzexcWF5/PWrVtGxWWob8/KyjK4ncHa2tqo+HIq\njAxQ2zbKxlFKK7JCqxwl3ZYtW8brISsrC2lpaap6sO0FrI9S2iaQVyLdQqtPTyLd1kYhdu/eLfNT\nqlQpUdmobV/KjbC6YcTSt99+C61Wixs3bmQrDmO+hdu2bYNWq8XatWtlbjVq1DAYx1dffcXfTyXx\n8fEBAMXtI3/++Se0Wq3MmkUoCQkJyMzMRM+ePfXm44cffoBWq4VWq1U09xdunzDlO9eiRQvR1l19\n8daqVYv7O378uKwehItDmZmZCAwMFPmRWqFKtzmybSwMWq1WL+Fqb28v0j0rK0vv9pe8ENYPMj2F\nZbBjxw6D4YWEeVZWlqJFgVCEVlbGtIGyZcty/9evX1f006NHDwCGt7RER0cb1FOYnlarVSQypXLs\n2DEer748MT0BcOtOoeB9IRE++OADBAcH6y2UPn36qJqns721amz2kiVLEBwcbNQq1dy5cxX3nuel\nBAcHi1YEDMnHH38sM6GVijH7e95l+fHHH7MdpmvXrgbbkVDOnDmDpKQk9OrVK0/zwphQJXM1JkeO\nHMHZs2dl222IdGcFBAcH6/1obtiwQfG8AyaBgYGiyXbp0qVx+vRpbN682aD+wcHBRm0FmDZtmqqp\nPhOl8xVyk15iYqJquQwZMgRZWVl69/nmRKZNmwZAztrqE/bBMUQUfvfddwB05ntK7v369UNqaiqC\ng4MV2xMjEYw51+P06dMA1Ad7+/fvx8WLF7P1TumTlStXKvZz3bp1w5s3b1RJhKZNm+b7QIZIZ8UT\nHBwsY/uF8v3336N58+b4/PPPFd2Dg4NFK/5qbcOQBRqT6OhokaWSVHbv3s23HKjpM2zYMP7f09MT\nERERuHv3rkEdjdWTrfCdPn0amzZtMnm9zJo1SzSZi4+P5/oZE14IJXcXFxfcvn0blSpVMhjX5s2b\nERkZqWhdxkTfFj6hsG2IV69eNUjY5kR8fHz0vstVq1ZFcHCwqvk9sxhSOysiISEBT548gbe3t149\nDJ1RkNfCzKWlK7+G2ktISIiiOyMRpFYtphQbGxsEBweLrJOyu+XSycnJqHNKRo4cqXgeApNevXrp\nNWtv0aKF3nZWvXp1mUWkUJYuXWqycnv8+DFOnz6t6NayZUvExMQgODgYwcHBei2EsiurVq0CoLP8\nlG7ZEErZsmW55ZiSu6EzEX7++WfuvnXrVtmiBjPNDw8PR3BwMObOnWtQd7YNIiUlJc+tmJWEbTVm\nJIKnpyeCg4ORkZFhVPjevXsjOTkZMTExBi2YmQA6KzFnZ2eDftmk/o8//sCcOXMU/TRq1MiocVN0\ndDRiYmIULXyZODs78zaqlp6SBAcHGzwfipEIGRkZGDBggFK5vB8kQm7FxsYGvr6+RjUAi1iESePG\njU1q/qwmrH2qkWBEuoGr2paCvJCLFy8CULZ8yEsx9b5oQ/Vn6vSIdPv4s3O+AtuuNWvWLKP8+/r6\nivaSSuXDDz9UdXN3d8ft27eNMg92c3PTmw8nJydUqFDBZOUGQJFE6Nu3L5KTk1VJBHPI7NmzsX37\ndqP8sgMSc5qWr6+v6p5sqeg77I9IR6hnx4R69OjRAAybk/v6+mZLTyDvDlasWrWqaKLbtm1bPpDe\nv3+/3rDr16/nftXIxwIFCqhafCmJPgKBiAxOqpkwEmHq1Kl5Um65FTs7O/j6+qruHW/btq3B9snq\nz9fX1+hyMbW8efMGoaGhRlt+MqhZTBgqF4uYT1q1aqW43YGJvgl+bqRmzZpGjxHmzp2rSkJbWVlh\n0aJFeq0HWN+sNpbz9fU1aAEplLJly8LX19foCbipRUoiMDF0qK+03rNTt76+vkaRxkQ6aw1fX1+T\nHJjaunXrPGuDxgizwkhJSVF0/8+QCBaxiEWMF2amzU52tUjeCbMMuHz5stl1Mbf07dtXcWXD0HaG\n/BY7Ozu+h3jJkiV6/QrPtDG33tkVtsXGnNveTCVsdTkrKwvFixfnIj1sLCIiAhqNRvU0bHPJN998\nAwD4+++/za6LRSxiEYvkl7C+mi2yqZEIFjG9GBq7qM3lbckCCyz4T8LHx4cOHDhAUVFR9Pfff5tb\nnX81/P39qWXLlrRjxw7q3bu3udV5J/Dbb7/Rtm3bFN22b9+ez9ooo1evXtSuXTuj/Hbt2pWIiJYt\nW5aXKuUJ7t+/T9euXaNPPvnE3KrkGk2bNqVhw4bRqFGjKC4ujj8/ceIE7dq1i/8vWrQoTZgwgdat\nW2cONQ1C393nFlhggQX/Jtjb2/P++unTp1SuXDkza/TfwfDhw4mIaP/+/dkPbLFEsIhF/nvi4eGB\nZ8+eAUC2zHUtkjMBoPfE+/+a9O3bFwBw+PBh/qxcuXL8cChz68fExcWFXx1syBLhfbVCYHtpFy9e\nbHZdTCne3t5cpFi9erXZTOj1SbFixfDw4UPZDSkWsYhFLPJvFnt7e94/p6enY+TIkRZLhHyS1NRU\nAPpvTVKdy1tIBItY5L8ngO4k/uLFi5tdl3+zMNPkzMxMzJgxw+z6vEsivQoU0N3TbcqzF0wh69at\nM0giqF3x+K4Lu2Yvu7ff5FQqV66selifRXTmvBEREahdu7bZdbGIRSxikfwSOzs7xMbGysYEhs62\nsUju5datW1i+fLlePxYSwSIWsQiI/rkT99tvvzW7Lv92YTDm/u7/ogQEBCAgIABPnjxBQECA7O7s\nd0UA4Ny5cyhTpgycnZ35IZ5lypTB1KlTkZKSgvv375vl5oicCrtZxNC1rqYux7y4pcEiFrGIRSzy\nfkuDBg34mICJuXWyiE7U5vJW/z+hz3f8/53mFlhgQT6jUqVK9Mcff1CLFi0oPj7e3Or8qwGAhg4d\nSmvWrDG3Ku80KlSoQI8fPza3Gqrw8PAgIqLHjx9TeHg4OTk50atXr8jBwYEqVqxI3t7e9OzZM4qO\njjazpsaDffs7dOhAhw8fztc0rays8iU9CyywwAILLLAgdwCg+NG2HKxogQX/MTx8+JBq165tbjX+\nE5g7d66FQDAC7zKBQER09+5d/jshIYESEhKIiKhGjRrmUinXCAsLowMHDuQbgcDSHDVqVL6lZ4EF\nFlhggQUW5A0slggWWGCBBRZYYIEFFlhggQUWWGCBCGqWCNb5rYgFFlhggQUWWGCBBRZYYIEFFljw\nfsJCIlhggQUWWGCBBRZYYIEFFlhggQVGwUIiWGCBBRZYYIEFFlhggQUWWGCBBUbBQiJYYIEFFlhg\ngQUWWGCBBRZYYIEFRsFyO4MFFlhggQUWWGDBvww9evSQPdu1a5cZNLHAAgsssODfBoslggUW/EdQ\nqlQp2rlzJ5UtW1bVz86dO2nnzp38/5w5c2jlypX5oZ4FFlhgQZ6gSJEisr7t34w+ffrQzp07ac6c\nOQRAJNbW1rRz506qW7euudW04F8MW1tbg+/cDz/8QEREW7Zsyfb7OXToUNq5cydNmDAh17q+ixg2\nbBjZ29ubWw0LLNAP6Qcmv4SIkFuxtraGvb097O3tUaBAgVzH976IjY0N7O3toYbjx4/D3t5ebxy2\ntrZmz4dF8kdGjx6NZs2aoUKFCtBoNEhLS0NYWBhsbGxApHuPNm/erNiW0tLSTKKDlZUV7O3tERsb\ny+N2dHTk729CQoLZy+ldF3t7+//ke8vayNu3b5Geng4Aov6Nta379++L2m5mZiZSU1MNxm9nZwc7\nOztFN+E3Ri28ra0t92NtbZ1n+f//a5HNLg4ODgAAX19fs+tirLi4uPB2YW5d8lrq1Kmjt++2trbm\n75Gp07a3t+fflXdVHj58CAAYNmyY2XXJqz7DHML6wdTUVC4ajQYAEBMTI/t22dvb4+jRoyAivHz5\nUtR3r1u3zmB6q1at4v579epl9vznVth37MmTJzh16hSWL18OR0dHs+v1b5QCBQrA3t4ew4YNAwBE\nR0fz72yjRo0AAGXKlDG7nkoinP+NGzcuW2Ht7Ox4Pg3NEaWiOpc3NNnPKzFFYbZp04Z3Ijt27DB7\n5eaH2NraYtOmTTAGQ4YMwcCBA+Hu7i6K4/vvv8ecOXPMnpd3RTw9PTFw4ECz65EXMnLkSABAs2bN\nQETo3LkzSpcujbVr12Lq1KkYOHAgFi5cqNh+bt++japVq5pEj4CAANV2evjwYSxbtszsZfUuS5cu\nXQAAe/fuRdGiRc2uT35Jv379AAAnTpwAEcHb2xtr165FcnIymjRpAiLCxIkTFdvVN998YzD++vXr\n4/nz5zh//ryie9++fQEAcXFxiu4DBw7EkSNHeJpr1qwxaV/y8ccf87irVKli1roYOHAgKleujLVr\n1+L+/fuoVauW2duHsfKukwhVq1Y12aCVoVKlSqp++vfvDwDo27evSfMBAMOHDzd7eapJgwYN+ITV\n3CTC4MGDAQBt27Y1e7nkVlxdXXHixAls2rRJ9Lx58+Z4+vQpAODQoUMoXrw4iAgNGzbEihUrRH7/\n/PNP3nbPnDkDNzc3vWkyEuHRo0do2LCh2csgJ9KnTx/+u1atWjz/48ePN7tu/2bZuXOn6ng0Li4O\na9euRbFixcyup1QGDhyIHTt2YOfOnVi7di06dOhgdNg6dergyZMnorxmJ21YSIT8k3Xr1uHYsWNc\nTBn3yZMnAQCjR49GmzZtRLJt2zbFl+L69evSxmAhEQTC2MgtW7aYTYegoCCTx/nDDz8AAH7//Xc4\nOTnJ3H/66ScAwOXLl3kbYpP9pKQkVK9e3WS6MPTo0UPUNo8dOwYXFxcUKlQIo0ePNntbeFfl3Llz\nAIBNmzahYMGCZtcnP2TkyJHQaDS4cOECXF1dRW5t2rTB+PHjcezYMV4u7AO5bNkytGnTxmD8x44d\nw4MHDwBAdRAaHh7OBxZK7mrIaZ6PHTuGDz74gP+/cOECAGDjxo1mrffff/8dAPDZZ5+BiFCjRg2z\nt4/syOnTpwGYf+IolCZNmuDYsWM4cuQIvvjiC1y9ejXXca5cuZK3QWNIhBcvXpgsP7/++ivCw8NR\ntmxZs5etmsyePZuXj7nbAqCbWDs7O5sl/U8//RTHjh3D+vXrcx2Xj48PAKBQoUIyt3r16vEyv3Dh\nAogIlStXlq2Edu3aVdSHfvjhh6rpeXl5ITo6GgDg5eVl9naVE1m4cCHS0tIwZMgQEBHOnz8PAPDz\n8zO7bv9m8fHxEVnESsG+v9u2bTOrni1atBDNHxctWgQA2Lp1q+J7JpX9+/eL/k+YMEGUz+xa7+Df\nSCL07NkTgM5UytwNk8moUaOg0WgQExPD5cyZMyYZABYrVgwAsGrVKr3+YmJikJKSovqSxMTEYOLE\niWYvq3dBChcuzMslv9O2trbGjz/+CADQaDRITk5G7dq1TTKo6N27NwDgzZs3qn4YiZDX+SxRogQ0\nGg3/WDKJjo7mv4sWLYqUlBQ0atTI7G3iXRNHR0dcunQJGRkZ2TZfe1+lQ4cOAIDnz5+r+vH398er\nV69Ezw4cOKDot2/fvqJV1/PnzyMjIwNjx47VqwegTiDcu3cPMTEx+Prrr0GkIzbevn2bq+8Rs7yw\nsrLClClTAABnz57N07JW6m9mzpzJ+4YiRYogPj5eNih5n+T58+f4+eefza6HUNq1aydqKyEhIYiN\njc2VnpcuXQIABAYG6t1W8OmnnyItLQ0AsGjRIpPk58GDB3neVnMrjETYs2eP2XUBgA0bNpglbVdX\nVwDAy5cvERMTg6SkpFyt5usjEYhINmmbNGmSzE92SARD6b0vEhsbixUrVvD6SExMNIsZfYECBWRE\n/b9VunfvDgB48OABf1a6dGnExMRwcjwwMNAscwKhdOrUCampqShVqhSIdAvImZmZmDx5slHhAZ1l\nJBGhbNmy/L1iW4iyK0rzeLzvJAJDdvd25LV8//33ov/bt2/Hb7/9luu9grt370Z6ejp69uxp0G/v\n3r2xcOFC7N27l5fTtWvXsHDhQrOXz7sk5iQRnJ2dsXDhQixcuBBjxozBxx9/jOTkZPz555+5jjs4\nOBgA8MMPPyi6lypVCidPnsTKlSvzPJ937tzBpUuX9PopWrQoli9fbvb28C4K25KiNPD6twoDM3+V\nioODA6ZNmybbqqUmbFsCkW5l7NGjR7h//75ReqiZDN67d08xndzku0GDBli4cCGmTp2ab/3SwYMH\nZc8++ugjvH79GkSEpUuXAsB7TSI4Ojrik08+MbsehqREiRImIREA/ZYINWvWxN9//w3AtCTCw4cP\nUbduXbOXo5owEsHcehDp+paLFy8a3YeZUooUKYKFCxfyCWvHjh31LjgYkuXLl+ud1Lu6uuLSpUt8\n66TSt6xWrVq8TQL6SYRKlSph4cKFqmfZvC9StGhRbl0MwGyLey1btgSA/4SVIyMR9Pl5F0gEIsKX\nX36JlJQUeHl5ISIiAk+ePDE6LPAPiTBr1iwAOotGqb/27dsbNTdVncubmhwwVkxRwPXr10f9+vXf\nmQOn1IRtu8hth7d7924kJSVlK0yxYsV4OZUvX97sZfGuiZBE+OMbUACbAAAgAElEQVSPP8yuj5eX\nF968eYMuXbrkKh5DE5AGDRoAAEqWLJnneTKGRLh27ZqFRFCRkSNH4ssvvzS7HvkpADBv3jzVj9u1\na9ewdOlSo+NzdnZG/fr1ERYWhqioKAAwikSoX7++6hkUNWvWzNP85yeJoLTtrmbNmggLC+OriO8z\nifC+iK2tLcqVK5fj8MaQCNbW1vxwQcC0JAIAPH78GGFhYdkiQ+rWrYuwsLA8X1l2c3ND/fr1zV7P\nRP+84/fu3UNYWBi+/fZbs+rz6NEjow40VJKBAwcCgOqWHFdXVyxYsIDnW40Qr1SpEi8XfSTCuyCh\noaEmief777/neTYXiXD37l0A/w0SITIy0qAF4rtCIhDpzoF69OgRAGSLRKhfvz6++eYbPtYHgNq1\na8v8/fLLL7hy5Qrmz5+vNz7VubypyQFjxdwVkx0pWbIkPDw8DE7CPTw8uAiff/nllwByTyIsW7YM\nycnJBs2OPDw8FPfA56WULl063+vFw8PDJKZfffr0kW3/CA8PV6xLU0rlypUVnwPI1aTRw8MDAPQS\nEQzvCokAwEIiWAREuhV+ABg1apSqHwDYvHlztt9PIQ4dOmT2vBqjZ16mU7RoUZw+fVrV3dvbO1/0\nyI1UrlwZADBy5EhFd32TcgcHB739PHNzcHAwqIeHhwfGjx8PAHoPpHV1dcWbN29w4sQJWbpNmzY1\nmSUCAMVVbmtra+6ekZGhOHExtDqulr87d+7g9evXAHSHwIaEhAAAdu/erfddbdasGQCgSJEiqn6c\nnZ31xuHh4aE3/Lsmd+7cgRp+/vnnPLuJp3z58or19+jRI5w5cyZHcbLtBcb0W4Bhq7oePXogOTk5\n13mtWLEif4el5enh4YGDBw8qnv3EwqlZwu3YsQOAcbdIMClcuLBi+zREIhQuXDhPx6GsTmJiYozq\n5953AYDu3burutvb22PNmjV5/s0rXry4UfVasGBB3j7USAS1Od+gQYNE76QaiQAA//vf/wyV2/tF\nIhQoUAABAQGoWLFijipI3wnZlSpVQkBAgFEmHAEBAfxQM32HJDImlmHEiBEgIowbNw4AsGvXLpNc\nfQQYPhMBAAYMGGBUfKVLl0ZAQAACAgJkbn379sXUqVMNxlG5cmVcvXo1W4c1qp0+a2dnh4CAAKNM\n/DQajckOPzlz5ozsI8gQEBCAevXqGRWPm5ubankKZdCgQYiPj0dAQABKlCghKhcgdyRCRkYGgNyR\nCAEBAYrhWd6kK0a1a9dGQECA4n4tU5MIM2fOREBAgOLHv1WrVggICMDQoUNV82Wobv5tMmbMGKP9\nOjg4oHPnzopuHTt2VL1yypRbLQyRCJ9//jlSUlIwdepUREVFKeZv4sSJ+OKLLxTbGUNudGSHkOZV\nnZlaz8GDByu6szMY1MIbIhHY+2SOw/QCAgLQunVrREREAAAOHjwoGwTXrVsXERERqit869evV8xf\n3bp1RTfKrF27Vq8un376qajO1A4sLF++PC5evCj7vjABYFISQemMAuHhglI9P/zwQwQEBCAqKgqN\nGzdWTKN///6IjY1V1aFDhw5ITU0VkQgMEyZMUAyzYcMGAOokQqFChXD48GG9bRUAevfurepeokQJ\nBAQEZOvU9by8acLa2hpTp07l7VeKpUuX8vNWjH0fWrZsqddP/fr1ERkZiaSkJH5Fa8mSJREQEID4\n+PgcjzvKly/PD4FlmDFjhmJ5Asokgqenp6hP7devn2JaY8eORUBAgN7zkwoXLoyAgADExMRwfZYs\nWSJrL4D8KtTmzZvzcEr9hqenJ27fvg1AZ3mhb9sQk6lTp2Lbtm2KB8AbIhHYgen66j0gIEDVYi4g\nIADdunXTqx8A1W9EdtLr06cPpk+frhiuVKlS78T4CwC2b9+u6u7l5cXrQ8nd1tZW79xUup1dSYoW\nLYqjR48CUCe/mRgiEVj7UeorjCEROnfuDI1G8+8iEYKCgrhp3NOnT7PdSPr06YO3b9/ir7/+UnRn\nV84ID9aQyrBhw1C9enVRBegjEU6dOiXym5aWhsjISGRkZODs2bMoXLiwyV6AN2/e6O1AAeNJBOGV\nH8LnkZGRSE5ORlZWFmbPnq03jmfPnvE4DJkY16xZk5dLcHCwzN3Yep83bx60Wi2SkpIQGRmZ63J1\nc3Pj++yUEBsba9TKgLA8pdcdEek+bpGRkUhNTeX+oqKiEBkZycvlzJkzuWovxpAI7Oq4R48eITIy\nEj169JC1oYSEBDRo0ED2HJCTD8+fP+dhpGkZIhEYE8rSK1eunKJpp4+PDyIjI6HVagHID1QtX748\n4uLiAEAxPTY5BdTNLvNbvLy8eN0ruRcpUgSRkZF6TXAjIyNVBwn/+9//oNFojCIS1q5di4cPHyIh\nIUFGmtWpUwcJCQlwcXGRhVu3bh0yMzNVBw/ZEXYw7bVr11QHRfv37+eHHZ4/f162LWH69OnIzMxE\nSkqKbB98/fr1eRs4fvy4Xl0iIiJU3WbMmCHrMw1JZGSk0TeQCCF8XrduXb3tRZoeWxVWM73NDokg\nXXUTTsCFN0rkh+zevRsAMG3aNNEkTLoa8/nnnwPQHSAnjeP48eOK5RwZGal4ere+ck5KSkKlSpVQ\nqVIlnDp1SpVEaNKkiSxeIV69eqX4jhkrZcqUEcWnRCIIUaFCBf68cuXKvL0Aylc19ujRAykpKcjM\nzMSUKVNU9UhISICrq6uMRFALx6BGIjBzXrV6uH79OgD9JALbxiTMsz4ZOHAg0tLScPjw4Txty6VL\nl1ZtD6mpqXrPWSlRogTvDwDdIbBq1pnSdh0fH4+aNWvyctHXxo2REiVKoFKlShgyZAgAID09Xebn\nypUrAJRJhJiYGIMTqrFjx/LxjfSgZml7WbNmjWh7hDB/N27c4M+0Wi0CAwNFaTAoTeqFxASgf6wa\nGRmJPn36IDk5mfu/c+eOyI+TkxNu3bqlmN7Nmzf11s2+ffu4u5LFFTurQh8J+tdffwEwnkRgePTo\nkeh5+/bt+Zxh7ty5snBqc438FFbO+nRQIhFu3brFf6vNUTw8PPgY3tBNb8L+jM0V1SzMraysMGnS\nJAByEmHChAn8fVAiEYoUKcJv/QCUSQQineUNO8BRT72/+yRC48aNoQTpANrd3R0vXrzApUuXZJMZ\nR0dHHu758+eiLQjz58+Xxa2kBzsllt2D7e/vj/T0dACQWThIB0/9+/dHaGgoj//y5csmfxG6deuG\nunXr8jTYtVtE/0zopSSCtbU1vL294e3tzZ+Fh4cjOTmZkyrCa7vYHikAqtcPuru749WrV4p1xtIS\npvf/DZHjyJEjIjd2jZhavTNp27atLL3ExMRcl6udnR2CgoIAANWrV+flwtC8eXPFcBUqVACgO7gy\nNDSU18GFCxdEVgbVq1dHq1atEBoaitDQUP5BFcIU7cUYEsHDw0NE/syaNUu1noiInxQvhKenJ4h0\nHyHhBJ3d/2xvb4/Vq1cDUJ7UC9ORrs4BEJl6vXjxAvHx8ejYsSP/6AEQkWlSsImzk5MT9u/fL3JL\nTEyEt7e3yci97IiwXISDGSXz+nbt2gEABg0aJHNbvHgxDztz5kyRG7vJRa1+mVSpUgXe3t68TTLo\ne29ZvUufb9++PdflOX36dAD/XAWmJoCOsGQfyLVr18LBwQGFChUSXXUrXc1ydnbmbmpxOzk54eDB\ngwCAX3/9VeZetWpVg3EIxdXVlV8VCQA9e/bk3xZ9+VNKQ+05E1tbW37rSmhoqGjg5u/vL/PPSISG\nDRuidOnSsnoXkgjCMxHY5JwhP0mE0aNHAwDu3r2rt1ysrKxw//59xbIaPHiwqL0Duv6matWq0Gq1\nmD59On7++WeR+99//y2LJz4+Hvv27RM9O3ToEACxRUG5cuVEt9EwmTVrFtejffv2Jikftp2NgVlF\nCsvqxYsXipYGgwcP5gS3lESwtrbm5QkAz549UzTHrVixouLZTUuWLOFh1chpVg9q4QDg9u3b3I1t\ng1CqfyasXQth6DyTjh07ivwHBQXJ3g1TiaenJ9LT00WWV+x6ZgalflUa7tq1awAgI06dnZ1x9OhR\n3sez9vb06VO+UPb48WOTbUlt0aIFXr16JSMRhJNzKYmQlJQEQP+1c0pQusr36NGjSE9P5/1dzZo1\nFes9NDRUNH4VEhhXr17lz6XbmFu2bInQ0FCcOnUKAwYMAKB7F6R6REVF4c2bN5zgZ4dGpqeny7ay\nsvSkJIKQ6JS+r25ubqJxl7Dtf/DBB9yqlUHaDxDpFl7YAtCPP/7ItzopLSrNmzcPRP8QdsL0iHTz\nEoY9e/bwRQAlPcPCwuDt7Q1ra+s8eaeUhG1RYEhNTRVZkbi5uYn6CSkhq9QO2aTey8tLVC5hYWGy\nuSmbgxUpUgShoaF4/Pgx1CC1qGMWBbGxsaL2OG/ePB5mzpw5iucDCg/uVCMRjBG86yTCZ599hoyM\nDFy5cgX+/v747rvveMajoqK4vzJlyiAsLIy7SSf1QhIBgIgRa9asGRISEgAAW7Zsgb+/v+K2BwA4\nfPiwaD8Um3AdPXqUb0sYNGiQ6r4tdjBHXp4V4O/vj71794q2EaiRCGxyDPzzMvTt2xd+fn5YsGAB\nzxtzq1q1Kn8plEiEcuXKISwsDJMnT4a/vz8XKaSmmUJERUWJPsxSEkHtgEElEiE9PV3vKoQxwkwq\n2Y0GzZs35/lik5WvvvpKNRybXLFBPCDelrBnzx7RCchFihTh8c+bNw87d+7M9cE2n3/+ObKysgDo\nJxGIdCv7iYmJXFfhdgIGduhWo0aNuJ4MwhWaatWq8QkxIxGKFCnCmfLnz5+jdevWiu/aqlWrULRo\nUR7vjBkzcPDgQW522r17d7x9+1aUHlsFFVo+vHz5UsTMMxIhMDBQtX02adIkz95PNdm4cSMAnRlz\nqVKl+EDh0aNHosnY0KFDRboK43B3dxcNdACIPshSEuHChQuKW1fYLR7sPxt4CM39hDcFABCd5s/y\nwpDbgbaxJML48eNx7do10apQcHAwSpUqBX9/f77yIyUR7O3tsX37dll5CmXPnj08TkMkQoUKFfSa\nEDs6Osqs1ACdFc3SpUtVLbcY2GFk0udq+hcvXlwUrnHjxnjx4gUA4OTJk7L+hZEIb9++5XoK3dVI\nBA8PD9GqTn6RCIUKFeJ6fv755/y5sM8VbmViZIfSypg03L59+/DRRx+JJhMTJ07k7sL0mOgjEa5e\nvcoHfOx0bCUd2MDdVCRCsWLFOAkGKJMISqd0M2ErbUqWCP379wegI2F9fHwUw69YsUI1rwz6SIQH\nDx7I3NlKHKBbbWfvjpubm6xvX7x4MQ9XuHBhnD59GlKoWakSEUaMGAF/f3/s3LlTFo6la6q9440b\nN0ZUVJTsKtsmTZqI8iQdg3l7eyMqKkpkjefs7MzbntDvH3/8IbMi8vf354siMTExubreUUm2bduW\nIxLhwIEDitt52Hdp79693NqQQer36NGjokl98eLF+VYY6fkv7FsgjUsfiSAUQyTCqVOn+P9KlSrx\nhSOpZYAaiSB8N6TbLurXry8b0zC35ORk+Pv7yxaqpHGzK8YZVq5cCUBMIowaNQrAPySCi4sL/vzz\nTwAQWdYJSQQA2LlzJ4h0h3hHR0dDCfl5kKOURACAX375RdbGAOD3339HoUKFRASmtD4AICkpCUuX\nLsXLly9F5QLILQPYtoRWrVrxcmF915EjR0TxCvuXAgUK4NixY9ztxx9/5G7NmjVDfHw8d1O6qfA/\nQyKsXbsWAER7hsaMGQNAZwI3bdo0EOnMaoVQIgFYOEA3OBKunBUrVgzOzs6ws7PDs2fPFPcoAfJB\nh3BQzg5I3L17tyqJwCwF8vrAQQcHB9FZC2okghDXr18XuSmRCET/TOqVSIR69eph2rRpMuaLdaoA\nsH79etkWgFatWol0EU7KCxcujPLly4vcla4otLW1hbOzM5ydnUXp5ea6QuFKtbC9MGFEwW+//abY\nXn766Sc+iStYsCA3G0xKSoKtrS26deuG9PR01WuUGjRoYJLTmYWTOmNueJBONtlzVr7S+rOxseEf\nGo1GAz8/P+7GrhNlJAJrn3fv3sWHH36IlJQUkWUGS6dAgQJ4/fo1fvnlFzg7O8Pa2lr0cVm0aBEA\nsamrnZ0dDh06hKysLP5xc3JyEk14U1JS4OLiIgon3SNmDhIBAObPn8/bi6OjI18RSUpK4u8Uuzlk\nzZo1cHZ2FsXRqFEjSMFM/Il0q7DsPBaG+Ph4mS5SEkHYHtgzJycnEXEnJOzs7OxEH878IhGsrKxk\nKy1CnV+9eoUjR44oHmbLBl5K8QpXWgHdwK1t27YiP9bW1pwkbty4MZKTkxX3WW/btg2RkZH8XWLC\nTI+lOkvbCCCfnDPLFLVwzBxdGM7JyYmHkerJBu9q+qiRCML2CShvY8oLcXFxUdRTuE1AOKm3s7PD\nsWPHFLczEOn6Mza4lJIB+tJjokQisHIJCgqCjY0Nqlatirdv36rGwSZFubliTyrC8xxySiIkJyfL\nthcwEkHfmQj6SAS28i1tLx06dBC1QeF3hUj3vjNrOLVzOhgyMjL4s5IlS2LFihUiCyRAmUSwsbFB\nXFwcPv74YxDpCEdnZ2eZFQOg/wDI7Ag7dFtKIjARWkQIn3/11VcA5O8zs2AQvqsA8Omnn6rqIDTV\nNpXklEQAdNsLpORq0aJF4ezsDAcHB9EKrnSC37dvX2g0Gtmkfu7cuQD0kwhCCw6WHhuPqOVTjUSY\nNm0aMjMzRSQC0T8HMuaERNBqtbJzHYTuwD83jLHxgrCPlrYhIjGJMGbMGP6eCEmE48eP49mzZ6Ix\nGQun0WjQv39/EMlJBGF6RYsWRfPmzWXu+UkiODo68n6YQUgiODg48PyzM9uEcw3mz9nZGd98840o\nHkaoFixYkM/BpCRCXFwcNm3apLgtmi3OnT59WjbWE56JAIhJBCISETTCMSCT3JAIcXFxfO4Nlbm8\nNb0DKF68OJUrV46IiK5du8afL168mE6dOkU2Njbk6OhIREQ3btygBQsWEBFRXFwcRUdHy+JbvHgx\nnT59moiIChYsSDY2NtwtISGB4uPjaeXKleTm5iYL27hxY0UdExISKC4ujnx9fUmj0ZCrqyuVKlVK\n0W/z5s3p9OnTdOjQIXr48CFdvXqVypYta0xRGISNjQ35+vqSr68vtWrVitLS0igrK0vmb/369QSA\n6tatS0S6crh16xZduHCBP5Oibdu29NVXX/H/3bp1o927d9Pw4cNF/m7dukXr16+n2bNnM0KIY8OG\nDbRnzx4iIkpPT6fMzEyR+6lTp+inn34iIqJXr17R06dPuVtycjK9evWKbt26RUREjx8/pqlTp8r0\nzMzMpPj4eIqPj6fk5GT+7Pbt24r5MgZFixYlIqLIyEhKSUmRuQ8YMIAyMjKodOnSVLJkSf78zJkz\nRESUmppKWq2W/wZAr169ou7du1NmZibZ2dmRnZ2dYto+Pj4UFhZGixYtoj59+uQ4D4ZQsGBB2rhx\nI3l4ePBnCQkJdOnSJf4/JCSEiIiXr7T+srKyKC0tjYiI3rx5Q3Fxcdyta9eutHPnTho5ciR/lpaW\nRlqtlt68eUOOjo5kZWUlii8+Pp527dpFzs7OlJ6eTvHx8aTVaik1NZWIdPVSsWJFIiJKSkri4TQa\nDWVkZJC1tTUVKlSI6yPElClTKC4uThSOtRciohUrVtD58+cNFZtJ4e3tTUTi9vL27VsqUaIEEREV\nLlyY+2W6urq6cr8Mly9fJisrK1F5Fi9enP8GQAsWLBC537hxQxSHr68vffHFF3To0CH+LCEhgfz9\n/YmIKCIigoh05Xrs2DFasmQJj4e1ZY1GQ+fPn6eMjAwaMWIEXbhwIdtlogQnJydyd3eXPa9Tpw7P\n3/z582nx4sW8HO7fv8/9lShRgtq3b08ajUYUvkCBAlSjRg3VdKtVq0ZWVlb066+/EpHuGyNtV6x9\nVqtWjYiIChUqJGvXbm5uVKlSJapSpQp/l5hUqVKF+xPWmRAuLi60dOlS0btJRJSYmMh/X7x4UfYN\nc3Z2lsUl1V8I1t62b98ua09SdO7cWfQ/OTmZjh07RkS6+jInEhIS6NChQ3To0CHq0qULf876CTVk\nZWVReno6EZEonDFYvnw5FStWTPY8OTn5/9i77rCqjqc999IuKKLYEexdbNhbFLsmNuw10RiNJTH6\nJaCJiUajmESixthbbLFiN7GALbaYKKLYUFHBhg1FQETg/f64v11PvY0LaHLe55mHy9Y5e/ZsmZ2d\nofz589PZs2cpIyODXrx4wec59v0LwfpAvnz5yN/f3yoe1PDNN99Q8+bNFeMcHByodu3aBIAePHig\nWsbNmzdla4tVq1bRvn37yNnZmSpXrmyShx07dsjCoqOjSafT8bGFYc+ePTR69GjZfMMAgC5evEjP\nnj2jGjVq0NWrV6lYsWKiNA0bNqR79+6Jwh4+fEijRo2ihIQEUXjTpk1ldbRr145evHjB15RsPvrr\nr79o2rRpPN2FCxcU11zZgT/++IMWLFggCtPpdFS9enUiMvZ7JVy6dMls2aVLl6Z27dpR1apVacWK\nFWQwGGzms2nTpnxT0blzZ6pYsSK5uLjweGdnZ77uuHDhAgUHB4vy79+/n//W6XR8TmdITEykhIQE\nvvZg5Tx8+FCUzsXFhZycnERhTZo0oejoaNqzZ49sfhLuN4RjK6uPrUeU4OzsTMuXL6dTp06Rl5eX\nKE667xDWt2fPHoqKilIsUwndunUjIuV2ISLy9fXlv9l7Z/1duN45deqUyXqSk5MpISGBdDodbdmy\nhYiISpQoQZ6engSAr8mIjN9xamoqPX/+nL+Dbdu2UWhoqGJ9iYmJdOzYMZoxYwYRET158oQ6dOgg\nKjO7kZKSwveRSkhNTeXt9v3331P//v1Few2GhIQEmjNnDh06dIiIiGJiYviY8eLFCwoPD6cffviB\nli1bxvPUqlWLPDw86PTp06pjHNHrvY0QL168oI8++oiIiG7fvk0TJkwQxR88eJD/VltPWIKiRYvy\nvWW7du0oMjKSPD09TbYZEdEboYnQokULmeSKBFKUR48eie7H+/n54cmTJxYZOtyxY4fM2FKVKlX4\niZNUFZXlU1J/bN26Nf9dsmRJ/PPPP3j16pXo1P+9995DQkICt3CuphlgK+XJk4e3VVJSElatWiWy\njC285w6I1ZIrVKigaDyDaSIAyur6Urpw4QLOnDmjGr9t2zakpKSonkoy44VSmwiMmBq31HCLEjGr\n2NKTC2uJeWc4d+6cqmGifv36AQA/qRDmk2pM9OjRQ3SC2atXLwDKp03M0i+DmucKS0ioiSA1HFe6\ndGls27ZNZrCuWLFiXOVz3bp1ZutgmgGWGpy6dOkS6tSpA0DZG8TOnTsBKHtnYPmkY0ODBg0QFxeH\nAQMGiE5dhZoISsYE+/Tpw+Nzw6Xk8ePHER8fj5o1a8riBgwYIFOZZjClMcGg5I2Anexv3bpVdnrW\nrl07WbsSGVXVr169Krtby2wwtGvXTsZnVq8SSfkFlL0zKF0vKFKkCLp164bo6Giz5VtiE4GIsHr1\nagDK1xmIjIYVt27dit9//x0AZKcH/fv3N+l3mUGaj5GnpycuXbokuztbsGBBDBgwgJ/cSY2uMUg1\nGK5evYoBAwbINDPMtYXwFFbJtza7PgHArJ9pe5A5zQAl2rNnj6omApHRdTIAjBs3zqr6mNEyJQ0G\nKbHrDMePH5fFsdN9wHhPV80qvbXENF6U7kKXLVsWAwYMUDyhNnWdgYi4aji76iak8uXL87vfO3bs\nUOVNzfZP7969AajP5//88w8AqBp1XL9+vUgTQUhCqMWvWLFCMY6d8F+5cgUVKlSwW39mmggpKSki\n21ZCql+/PlJSUvj/jo6Oqs9Rq1YtxTlEeiK+atUqTJ06FTdu3OBlMfVzW6hIkSJ8/vL29pYZryxa\ntCivR7h+EhJbVwCmXScyTQQlw4pKmgFRUVEmeWdQsq9gipydnXHo0CFFg3hM80Ha7mpkShPBx8cH\nAwYMwODBgxUNJFarVs1svwageJ20du3aXAtSybAi8zqnZDwyLi5OdgVr8+bNJutjGgyHDh2yua9l\nlYQQaiIoxZsq5+DBgwAgMsqpRqGhoUhOTlaNZ5oIasaemQatmotHUzxboomwbNkyUTrAuKcZMGAA\n33vjTdZEMIfChQtTREQE/793796KJwBKiIqKkp3EFCtWjMqXL09ExDUWLEFYWBj/HRsbS3FxceTo\n6EjLli2jZs2akY+PDzVu3JgKFixIu3fvFuVdunSp6km0LWjevDnlyZOHBg4cKDoFMqXxcPXqVZMn\nD5Zg/PjxJk/yevToQZ07d6b09HS7nUpagg0bNtilnOrVq3OtBCl+++03s/lr165Nn332GW3evJmf\n0gnh7u5O8+bNE4VVq1ZN9P+MGTNo0KBBVnD9GoMHD+aSTqVTrfPnz4sk7kRE9+/fp5iYGJvqsxSn\nT5+m2bNn26WstLQ0GjNmDJUsWZLWrFkjOq397rvv6MqVK3apJ7tQuHBhfrogxJo1a/gJuC1Qytuh\nQwciMmoPCDUyiIh+//13IiLZqdqVK1eoYsWKXKNICpZPiI0bN9rEsz3g7u5OoaGhfEzPKXTt2pU6\ndOhAY8aMkZ0eEBEdOHAgS+VXrlyZChYsKAp7/PgxrVmzRqZhQUS0a9cu1bIqVqwoy2dK60AJLVu2\nNBnfpUsXq8qzBcL5y5LT1v79+1Pbtm0tKtvc89kDDRs2lGn2rVq1ivR6Pe3bt48MBgPVrVvXbvUd\nP36c5s+fLwuPiYmhNWvW0KZNm+xWF5FxbBNqulmLhQsXmoyvV6+e2TIcHBxo+fLlqvFly5aVhTEN\nPHN4+PChSOPJXnB1daU6deooxp06dcrk6aUQZ8+eVZwH3nnnHdH/77//Pn3zzTeitggICKDDhw9b\nwfVrPHjwgM9ft2/fplu3bqmm3blzp2L4uHHjaPPmzURkXHuOJQAAACAASURBVMfYS9uDaW3YExs2\nbKCnT5+Sv78/xcfH2718IeLi4mjNmjW0dOlSu5cdERFBKSkpVuVh2hslS5YUaZBoeDNg7Vps8eLF\nNHjwYK65ptfrSa/X08SJE2nNmjWivbcS3gghgnDyZpPar7/+SkRELVq0kKnMm1O7zCl069aNNm/e\nTDqdjo4cOUI//PADnTt3TqT+xNSc9Hr7NHVycjKvT0ndF4BIvaVnz578+ocazp49a7Fakbm2z8l3\n07NnT+rRowfpdDpydHRUnYQtQbNmzbLES9euXcnLy4siIiIUN8uxsbF0584d0ul0NHLkSPrmm294\nHADebvHx8VlqQ+m3EhAQwH8nJyfT+fPnZXmKFi3KrwwcP37c4rratm1rsbBjwoQJ9Nlnn8nCe/fu\nbbUasbOzM/Xr10/2rEREVatWJXd3d7NlCNX2cxpvyvjFxiSlsUmpbT/77DN69OiR3cYyJVy4cEEm\n7GBQUyslMrapknAju/HXX3/Rzz//LAvPijBIiDZt2iiGM3VTIdjVKiUovU+lMFOQXmeQQio4zw4I\nrxCaEmYz2Otb27dvn2qcJQcRkyZNopiYGFV+AHD1WFtRsWJF6t27N40dO5YAUNmyZalJkyZZKlOK\nQYMGUdu2bWnRokU0btw4WfyjR4+ytMk2N7ZY0mfNvXOlcUSn01F6ejoNHjxYFle5cmX66quviEj5\nGsSbDjYuAODCFeFJok6no+nTpxOR/dapUty/f58uX75MZcqUMZmuZ8+e/GqVEi/Vq1c3r14tgbXj\nnCl0796dfvzxR+rVqxfp9Xq7lm0KjRs3ztZ51xrUqlWLiOzbrm8zOnfurLgXYwgICBCtw6WoXr06\nBQYGZokH4YFFr169rMr7999/04YNG2jcuHGk0+mEtwUswhvRK7/++mtZmPBuvhpq1KhBrVu3zgaO\nLMf777/Pf/ft25fWr1+f4zxIT7a/++470f+ff/65yfzOzs5vxKaGyCiRHzlypNl0n376qaitDQYD\nbd682aKFZXZg27ZtdPfuXdX4kydP0unTp/n/3377bbbx0rVrV/57xYoV/PfDhw8VpZTVq1en5s2b\nU9euXWnu3LnZwhNbpEjx559/yu59ZwUBAQGy+4n/FVj7DU+aNCmbOLEdoaGhdP/+fSIiGjZsmEgg\n1LlzZ2revLlMWLh48WJat24d9e7dO0d5ZXVLhWBqGhy2QHgXWwh2R1KI77//3m712gKlTeW/BWwT\nqYQffvjBLnVI74lbg3z58tGWLVto/fr1/EBAqY9YikuXLqkK5b755hv6+OOPFeOuXr2aI6eTAwYM\nULVJZS3q16//xgsHrN0YCDFz5kw7cmI9pk6dSgkJCRQQEEA3b940m37AgAGqcX369OH2g3IDK1eu\n5OtpR0dH2rFjR7ZoOkgxduzYbK9Dg23YsWMHxcbGmk3n4uIishdmT0ydOtVsms2bNytqCC1ZsoT6\n9u1Ls2bNksXt2LHD7EHhGyFEEBqy69mzp8X5ChUqZFIClJOQqotJYW8DIm5ubrzjtmjRQhR34MAB\nmTqf2ukekfH01mAwUHh4ONcAMQe9Xq94PSOras0ODg7ceJoSz9HR0QSA5syZQ3q9nnr16kW9e/em\npKQkKlOmjEUqruagVoa7uztt2LBBVR3PHJi6b1paGjVs2NBm/sxBeCKYL18+mZCJyGhsjVFYWBjp\ndDq7bn4sxd27d+nGjRs5Vp/Q2I0p5M2b1+oTj+xCWlqaRaqdatJjnU6nKDBg142sNYqXnp5u0lhd\nVsGMQfn6+ooM++zatYvGjRvHpe6jR48mAFS3bl06f/68okFUW9C+fXuTC1kio9G1zMxMunHjhux0\nrVOnTibzspPa1NRUsxJ/NUO/9oAlQqeMjAx+BcJWTYPu3bsTAIs0hKyBkpGx3MCePXvI0dHRbLqa\nNWvSiRMnFK8XZBVOTk5Urlw5SkpKooULF9LUqVNpyZIlBMAm4U6VKlWoY8eOinFTpkxRVeF2cHAw\ne21z5MiR3CipGlxdXRXD//nnHyIyavqoXc188uSJokaBGooWLcqvgWbFuGB2wMHBgZYuXUpHjx5V\njJcaklTCjh07aOPGjfTq1SsaMmSIvVnkMBgM5O7uLrszPXHiRPL09LTL2iy3kTdvXn5Io9frqXXr\n1lSqVClZOjY/WIOoqChueFCIrl27Uo8ePejly5c0dOhQxXxvGpYuXZolzSp3d3dyd3fPVe0LU3sm\nW+Dg4KBq1J4hq1fqpFeVhYiLizO7RnJ1dRV9u506dTJ7MPtGCBGsVWdmuHPnDl2+fNmuvFi7kVL6\nqJUwatQoxXustqBKlSoiq7JKOHTokGjj4ejoaFZlv0SJEhbfZ6xZsyZ98sknFqW1FUoS3ooVK8o2\n8Tml/SH0RJAVLFu2LNvtRZg7DfLw8OCU3WDv5/jx4yLrygymTpAfPnzIvQqYU6e2BB9++KFF6WJi\nYujvv/+mihUrZrlOJdSpU8fitl+8eHGWtDWGDx9u8p61Kev9Srhy5QqdOXPGZn7Mwc/Pj/++efMm\nnTp1im86Nm3axNstKiqKFi5cSB4eHlk6xbUFM2bMoOvXryvaPWD3utU2YQxffPGFqnV1SxAbG5sl\n1XFLVBb/+ecfWrRoEREp28JgULpewcDuOVvbz8zBkj5oblFWtGhRkXVzNZhSR23Xrh316NHDbBmR\nkZFm09iKx48f07vvviuzr0NEFBISoniVLDtQv359s2ui+fPnmx37hBp0UiQkJJCDg4OqUEpqR4TI\n9Pu7desWXbt2jRwdHenAgQN286RlDzRs2FA2Z2VmZoqurFqKxYsXm02zbds2q8slMtoZ27t3r+Im\nxtZDl6zAzc3NooMatetipnDz5k1auHAhzZs3j0aNGqX4fN9++y3duXOHihcvbnYTVrNmTcU+K8WS\nJUus5vVtRKdOnSgxMZESExMVxzN7IT093aQNEHPeZyzFjRs3uM2xKlWqKHoFZDB3AKGGzp07ExGZ\n1M5q0aKFzKMNkdG+3vDhw2n48OH8OvPFixdp4cKFtHDhQrN7lTdCiCDElClTLE575coVq+5wW4Kf\nfvrJqvTM7dncuXPtbqRIDc2aNRNJ8pXUTVavXi1y8WQwGKh///4my61cuTI1atTIfoxmE1ibCw0H\nCt3UZScmT56sGD5w4EBFibQQwo2OknYAw99//01//PGHTfwxCI3wdO3alY4cOWI345PWgl3d2LRp\nk9XS3djYWG6g8tNPP7U7b0r45JNPKH/+/FS1alXasWNHtlz1effdd6lo0aIm01irnq7G58KFC22e\nnIT49NNPycPDg6pVq6boqs6eGDZsGP9drVo1xRP5Q4cOyYzUvQlg17HsIWRVW/jv2rWLoqKiVIVL\nlmwYLEHVqlWpe/fuRGR6zFI6QSOyv52EZ8+e8fHfx8dHdJ2QSCzo0Ov1/ETaw8ND8X2UKVNGpsmn\nBKlbLSKiWbNm8fFMqukjrW/IkCFUvHhxqlatGh05ckTRjkJISAg9ffrU5itlBw4cUFWrVVJVVcKH\nH36ousjV6/X05ZdfWsxP48aN6ciRIzZteJXQq1cvqlixIrVp04acnJxkG6/GjRurCo2EfEu1Jc+d\nO8evGjZq1Mjkps/UN5BV9O7dW6ahMW/ePAoJCRFpsmZmZtKqVausKnvSpElUtWpVs+mY+21rsWfP\nHq6N26xZM9GBVenSpcnT01O130vBBLPmBF+ff/65TGPl999/p9OnT5OHhwcft4QQfltNmzaltWvX\n8v+ZLas+ffqo8rl3716KjIykESNGiL7vrVu3KqavUKGC7PDuyJEjFBQUxP9v06YN+fj4qD0mh9p8\nIh0DlbBr1y5FA3nDhw83ufHcvXs3nTlzhgoWLKh6hclSlC1b1uwe5N1337W6b1sL5jb+1atXJm0X\nmRKMW4OIiAh+6Nu0aVOTB1O2XluxJN/evXtlV65r165N69evp4ULF1Lfvn3pk08+oWbNmlGXLl1o\nxIgRNGLECPOCRTW3DdlNJHAvIXTxuGDBApn7CanLvR9++MGk+408efLg5MmTvEyha0Yigr+/P4/z\n8fGBq6urKP727ds8PioqirtGc3FxQZ48eXi6xYsXIzY2VuQW45dffoGPjw+ICPnz50d8fLxFbvMs\nJaGLRwB4+vSpSZdDDx8+5GkXLlwoi2/fvr2oPObGy9XVlT+HkEaNGoW0tDRRWiExPH/+XNF9mZOT\nExYtWgRA2cVj3rx5eRlKz1OiRAmRm0D2fGr1WUJ58+bFqVOnIMXUqVOh1+vh4+ODjRs34tatW4r5\nGaQugnx8fHh/Ebp4/PjjjwEAsbGx3P2oj48PFi9ebLJfW0vLli2TPRPj08nJCT4+PrJ3zMJ8fHwU\n27Njx46issaOHSvKo8THpUuXACi7XPTx8UFYWBj/dliY0C0rc/10+PBhuLm5yfIzPh0cHETuSpXq\nY0hISFDk1dnZGUuXLuXpHj16BJ1OZ7d3IuRB6gLJYDCInm/Xrl0AgLlz56qWVaJECV6e1K0WEeHE\niRMAgG+//VYW17x5cyQlJQEAChYsKIpTclvFXDwCwJgxY0BEcHNzg4+Pj8jNrD2oZs2aSExMlPVd\n1s9M1VegQAGeTtiehQsXFpVVvHhxxfzSMbF9+/aK6aKjo3Hy5EnVdxwfH4+EhATZd3T16lXVfFI+\nO3XqpMhnZGSkYt64uDieV9qvfXx8RH1ZCDVeunTpwtMouWcFgNmzZ6vmf/LkCc+fmZlpl77x6aef\ninhv2rQpfHx8uHtblk6n04nmPwCoW7eujH8hRo8eLYoXuni8fPmyjJfz58/L+qaPjw8AYNasWTzd\nuHHjcOvWLdy7d4+nDwsL42PmwIEDTb4Ha+n//u//8OrVK9GzSd+f9P9KlSrJ2qNatWqidMwd5cOH\nDxXHfHMwxfO8efNEaYWuGvV6PaZMmcLbec6cOQDA+7WPjw/69OmD9957T7Fs5hpSjQ/mrhN47TbV\n3d0dTk5OqFy5Mo87evSo3d6R0FWjGm7duiVz2UhE+OCDD3iamTNn8nAPDw/RO/H29paV2bdvX9H4\n2bJlSyQkJNg8ht+8eRMAMHz4cFE4c8UoxZUrV+Dj4wMHBwdReldXV+zatQuZmZmq7mKnTZsmK2/r\n1q2iNL/99ptifadOncKmTZtE/KnxKHQRyWjhwoUAxH1HyaUkI+negPVT4fMVKVJENEbOmDFD8Zt6\n8OCBYnsUK1ZMVIfUhfumTZt4nHS94eTkJPrmgoKCoNPp4OrqKtoTHThwgKepUaMGD/fy8hLV5+rq\nyl0er1u3Di4uLqL6fH19eTlqLh6/+OIL0fNUr17dbt8bo27dugGAyG0qo8jISMV3Jpw3dTodAgMD\neZr58+eLxn6ldTDb8zB4eXnB3d0dly5dwt27d3n4sWPHRHtMpfqCg4P5u2fvAQA+/PBDWb158uTh\na0DA6OLRx8eH72kbNWrEvwNz7Qa1vbxaRHaTkLmyZcvi7NmzgDEC3bp1E/lsjo2NFT2MUIjQoUMH\nBAUFiT6M0NBQSCHMLxQiAMDKlStF8dKB9/PPP+d8ShchTk5OCA4O5v5PGQYPHowOHTrwF24vEgoR\nnj59irZt25pM36NHD57+5MmT8Pb2FsUvX75c1lZffvkl1qxZg82bNyuWeeHCBQBG/9hBQUEICgri\nH/vWrVt5OSdOnJDVV6tWLR5/9epVBAUFQa/X83ihEEHJT/W9e/dEwoeePXvy9PPnz7epTT/++GOs\nXr0a8+fPl7XF1KlT+bMK+RSSMF9QUBD30Q4A77//PogINWrUQHBwMCZPnsyFCAAQHh6OoKAg/v/P\nP/9s1/4SHByMPXv2yJ7r559/FvHMSIh58+aJymK+atUgnKCFZEqIIMTx48c5D1OmTOFp3n33XSQn\nJwMANmzYIOOXCR/KlCkjKm/nzp0yAeH27dsBGCcQqY9jIkKdOnVEZQwcONCu70P6zIMGDeLhy5Yt\nEy0YmQ/xY8eOyQSpjKSbJGk8m0DCwsIUhUKrVq0CAERERKBcuXIgIvj5+ckmleLFi+Po0aOiusaP\nH49169YBAJ48eWL3durUqRNSUlIU+1pycrKoHwiJ8Xnt2jXUqlWLl7d7925RGQ8fPuR5hPVKhQjL\nly9HUFCQTBhtSoiwY8cOXs6cOXNEceaECGwhpsRnUFAQ/Pz8VPN6enryfMI88+bNw759+2AwGHjb\nAkYh+fXr1/Hpp5+iTp06srYQYvfu3Yp9WU2I0KZNG9H7mz59ul36RePGjUULLwC4ffs2n4eFaWvX\nro3r16/zdNL5m/V/hu3bt4vizQkRpG0EAOvXr0dwcLDihrZkyZI4ffq0KH1gYCBq165t97WCdEG+\nc+dOHufr64srV67gk08+4WGFCxdGcHAwEhISVPP5+fkhJiZGFC+sk72D4OBg0QYGgNnDFFNCBKkA\nkEE49wrHUimNHj1alK9///4m3yMRoWnTpvDy8kLhwoVx7NgxAMCNGze43/Sskl6vF7VXeHi47NnU\n8tapUwc3btwAABw5coR/56wMlm7y5MmK69PExESeJzg4WLbBtIaCgoIQGxuLBg0aiMIdHBwQHBzM\n+ZQiODhYNEatXLkSgNE/vVpdbdu2xdOnT0XlKM3RUhw8eFB0MCEktp8AjIdRwcHBMsGtt7c3Tp48\nKRLYEL0WIjx79kzWhuPHj5fxsWXLFkydOlWUrlmzZrh//z5PI1x3jRs3DleuXIGvr68i72zfxBAT\nE4OaNWvyeOE3uGjRIlHeatWqyfibOHEiVq1ahYCAAJ5OKESYPXs2goKC0LBhQ8TFxYmEAV27dhWV\nJa1PKES4fv06goKC4OjoyONdXFxE+U+cOME3yvYka4QIDGzeJDIe9pgCW4+a6pNxcXF45513EBwc\njGLFiok2+ps3bxa1i6urqyjvwYMHERQUhDFjxqBFixZ4+vQpbt68KZvbiORr9lmzZgEAvvjiC6vb\nDW+yEIGI+OnfuXPn8PTpU2RkZODcuXM4d+6cqhDh3LlzePz4MYDXg6abm5viixXmz5Mnj0zQIIx3\ncnISnboxIYIFjcxRvnx5u3d+xjuDJdKjfPnyiQaBpk2biuINBgN8fX1lmxFfX18urZJShQoVZO37\nwQcfgEi8qQeMC3lh3ujoaFleJycnHi8UIrx8+VK0yCEyChFKly7N//fw8ODPZ6sQwdPTE25ubnBy\ncoKvr69osGNtkT9/ftX8pUqVEqW/e/cuPD09VfN5enrizJkzojwXLlyAr6+vaPCwFynVZw6+vr6y\njWuFChV4+zx69EiWXq2/mBIi+Pr64tChQ6Ky4uLiZBL1Bw8eyHgcNWqUiE+pEIG1q7CcPn368LhH\njx6JJOtEYiHC0aNHTb53W0mI5ORkPs4BkJ06MVy7dk22iQsKCpKdNs6YMUOURjg5KW2ChJuoGzdu\n4Ny5c7hz5w4A8ZhYr149WdsKUaVKFbu3ExGhSpUqJus1BeE4QSQXIgghTJc3b17s3LlTFP/06VPZ\nwtKUECF//vx8LJMKESpWrCh679K8pUuXhq+vr2zhDwCRkZEyrRHpt64EX19fUb41a9YgMzMT3t7e\n+OOPP/Dq1SvF996vXz9ehrT/LViwAAkJCaoaHXPnzuV5AwMD7dovhJpjHTp0QNmyZVXTMiHq6tWr\nZUJFV1dXfnJ5+PBh2UbDGiFCRkYGfH19kTdvXpO8e3l54dmzZ6J3kx3fDhFhwIABvJ5nz57h3Llz\n0Ov1/JRU6buVaiRINZz27t3L43r16qVat7u7OxeIbd++3aJ2ef78OQDjIlfYLg4ODnzu8fX1lZ3s\nNWzY0GxbCKGkUcDw0UcfyeK+++47Hv/xxx9ny7saN26cyXaX0v79+0Xpr127xttHKb3wAIehZ8+e\nduHd1PdXpkwZPHz4EDNnzpTVL4Xw8FCNhNoD9evXN/mue/ToAV9fX0UtKkbOzs48feXKlRXTNGvW\nDABkmpAFChTgWs9K2hNC+Pr6Il++fIrlly9fHoBxk87Ww9988w0yMjKwZcsWVd6lQgRA3H9Lliwp\nigsLC+NxLi4u8PX1FWlHMQiFCErrqqCgIMTFxaFMmTI8HdNIEULIq3RdDUA0HguFCPfv388WAQKR\naSFC+fLlERAQwPk4deoUfH19ZZoIvr6+itrLP/30k+oaXriGqlSpkiju+++/F5UjFFrodDpMmjRJ\nFN+tWzdRvgMHDijWWaBAAfz9998yPnNUiEBE3kR0gIguENF5Ivr0f+EFiGgfEV0hor1E5CHI8zMR\nXSWis0RUS6VcGZMvXrzgDxkZGYnIyEjUqVNH8YHYgic2NhbOzs6y+MOHDwMwqpSyEzYhTZ48GRkZ\nGYiMjJSpoRO9liJu2LDB4kZmPCvVZy8SChEszbNt2zYAxk2TKSk6a09LNrIM0k2atD6p2m3lypX5\nhlDpOoObm5tIJVcolS5evLgib+x0GQCaNGlil3YGgDt37sDT09NsWqEQITIy0uLTa8A4WAoH4uwk\n1j/VpK2RkZH4/vvvrWqj2NhYVQ0NaX9QEiIQvd5sqElwicRCBDU+S5QoIZoQleoTChEePnwoEyII\nkV3vQTop37lzR1U9PSoqiqfbtWuXLF4qgJHGr1692uwzZWZmitp2/PjxZt87S2vv01M1mj59Ou+7\nbAP28OFDrqECAJcuXcLatWtNllOgQAGePjU1VXVDIGy3mJgYxTSmhAhErzUKpEIEaT/7/fffTfLM\nhHCXLl2yqK0++eQT/nxSFWMh6XQ6zsOrV69UN/pMa0n4fbLN6eHDh1XLZ9+1kgZDVmnt2rVITU3F\nsGHDzKZdsGCBqvqskE+1+P79+6t+n0SEmJgYiwT6QkpISEBkZKTqVRl70oQJE0RjP6NGjRqp5rl6\n9aqiJiCjyMhIiw5X1q1bh9OnT1vFLwD07t3bbLqYmBgkJSWZFGQIiV1LuHjxomq9K1asUIwTChEA\nqArMs0JMiKC0plIiJkR48OCByf4pJHYNIjIyUvE6anbThg0bRO2YlJSEyMhImXDPFDGhoKlv/8KF\nC3jw4IFss6ZGXbt25RqkSqQmRCAirv2hJES4du0a4uLiRJtCSyhPnjxci8BcWqFGwfLly2Xx7IBC\nrSwmUDTFJ8OVK1dUNZSJCCEhIQCAx48fK/ZJJhh//vw5IiMjRfXVrVuX16O0N7AXmRIiEBGqV69u\ncpwQ0sWLF3m7mEvLNAqkB6uMbt++jefPn3MBgZCYRsHLly/5VVKDwcA1yU3VK73WvHHjRpvaDVkQ\nIhSj/wkCiCgvGYUGlYnoeyIK/F94EBHN+N/vDkS0+3+/GxDRSZVyZUwyIYL0eoESjRw5ElevXlW9\nM9O3b18kJCTgnXfeUS3D1CDasGFDu5+e2IOyIkRQsokgpKtXr1p8KgIYNzXS+zusvtTUVNWrFv7+\n/khMTFRdKAwfPhyAUUW6WbNmPHzmzJmKd7WzQ4gQGBhoclIRUr58+bBnzx6ZqpsldQifLycpMDBQ\nRtbe/b9y5QqqVatmcX9REyIwfqTq4kJi6qjr1683yWejRo3w4MEDxMXFKap3ValSBRcvXkRKSopi\nfQxKNgTsRR4eHvw0LzAwUFVQytICpgUsDFJVdGm82j1TJkRQWoColbd+/fpc6bdExitarL8MHDiQ\n919LbKIYDAY+HiqdODJ69913kZmZiTNnzqgK+SwRIiQnJ6NVq1ayOLZxnTx5Mnr06GGSZ3ZKZalw\nmgkRTD2ftG9INb6E9PPPP2PSpEmisJ07d2Lp0qWqeXx8fPg99OwQIhAZF1b2KKd169ZZmuvLli1r\ntSYOWwi+qeTl5WUXtf1OnTpZnScwMFD1RFhIw4cPV7yWoEaenp4IDAxUPQ0ODAxEx44dFeOaNWvG\ntV6B7BEi1KtXD4GBgYp3m5Wod+/eSExMVDwEUyNfX99cX9cK1xzM/oQtZQjV9qWUJ0+eLF3RUHr/\ngPVCBG9vb5N8qtHatWsBGK8XmEtbqFAhHDx4ENOmTVOMd3Bw4O2tFD9ixAhcv37dJJ/fffcdDh06\nZFKjgxEALFmyRDHunXfeQWBgIPr27auYD5Bfg7A3mRMiFC5cGIGBgWY1p4iMB1cHDx60qF0cHR0R\nGBioajts5MiR6NOnj2JcjRo1EBgYKBLsMmGHqes/jKZNm4aDBw9m6dtX2sfDlusMRLSNiFoT0WUi\nKorXgoZL//u9kIh6C9JfYulggRBh165dFkslzb04NTXLt5myU4hgyYfAyNvbW3UiLViwoFkjPffu\n3TP5jN7e3qL3V61aNSQmJioKEQoVKsTbxF5CBGvJ3d09W64ivMlUqFAhi9MCpoUIlpCSYUUlKlas\nmGI/EfKt1D8PHjzI+5E1z2YLff3112jevLnZdDqdDt7e3oraVoy8vb1ltkeU4tX6Z2ZmJrZu3Wrx\naYm3t7dF7+FNpbx585psL+FzmtJEMidEKFSokKotC2dnZ3h7e5vV4iEyLj5MvT9bn4/IaKRQyXCb\nkPLnzy8T3AFAu3btVPM0aNAgx74ljTTKKknt/yiR8G5/dggRbCG18UUj+5KtQgRbCXht6NCS9B4e\nHjJDldaQubW/Xq9XtSkhJW9vb5uMnDPYU/ijROaECNaQg4ODxe1ib2Jat5aMAfbg0y5CBCIqTUQ3\nyaiRkCCJe/K/vzuJqLEgPIyI/CwRImhkGQ0bNgyA+n0wIRUqVAh//vkn0tPTc0V9zV7E7vN16dJF\nMR4wqoVnhzVXjbJO9hAiZDddvnwZAN74U0KN3gwyJ0T4N1LlypWRmZmJr776ymQ6Zjw2O2yKaKSR\nPYkZGRUaclSiN1GIoFHOUI0aNbgxV2G4Ke8MtlDp0qURHx+Pp0+fqnoa+TfS5s2bAahrMNiT7ClE\nyC3y8/PD8+fPFTU6souyLEQgo+DgHyLqIhQaCOIfa0KEnKEqVaogOjoaz58/V91UM9q3bx8Ao7eI\n3OY7K1SwYEH+LNK4ESNGALDdsKJG2U9vuhChY8eOzNoBowAAIABJREFUSEhIwM2bN7PV0JlG/x76\nLwoR1q5da5EdAgD47bffTGrQaKTRm0CaEEEjS4i5eFy4cCH8/Pzg6OjItRfNaXNZWj4zgG3LNaC3\nlWrVqoXr168jLS3N5PVze9HbLkRo166dor257KYsCRGIyJGI9hDRGEEYv6ZApq8z8GsPmhDBfnTk\nyBEARuNZiYmJimmYBX1LjBS9DcSs+wrdcHXr1o1bqNeECG8uvelChIkTJwJQVlfUSCMl+q8JETZv\n3mzWcCXRa4vho0aNynWeNdLIHFkrRHiT5zGNso9cXFyQlJTEN6CJiYkAgHfffTfLZQvdJ1tiD+Tf\nRGxT/+LFixyt720UIiQmJiI1NTVX1qpZFSKsIqKfJGHfE1HQ/36Pp9eGFTvSa8OKDckKw4oaWUeF\nChXC9u3bRe6ihNi5c2euG9GxN/36668AjK5whO7tctPQm0bm6U1efDFvCeHh4bnOi0ZvD0VHR+PH\nH3/MdT6ym3x9ffH8+XOLDSReu3YNJ06cyHW+NdLIEqpfvz5u376N9PR01KpVSxafN29e7lXg8ePH\nOeJRQ6M3lxo0aIDt27dj+/btJg3SWkMREREAYNYz0r+R2KY+p+t7m4QIJUuWxPnz5wEgxzxiSclm\nIQIRNSGiDDK6a4wgojNE1J6IPMl4VeEKGV095hfk+YWIrhFRJClcZdCECPal9u3bo1evXjKyxGjX\n20js+V69esV/5zZPGpmmN1mIkCdPHvTq1UtTUdXIKoqOjs51HrKbypcvj+joaACw2JNMx44dFT1S\naKTRm0qNGjUCYHTnKj2QYK5aAaBly5a5zqtG/z5q27YtevXq9Z/TQiAyejjIyTU8EyJ0794915/d\nUmIuHh89eiRzS55TpCYj0P1vQ5/j+J/VUQ0aNPwHcPLkSWrYsGFus6FBgwYr0KBBAzp27BgVKlSI\nnj59mtvsaNCQbXBwcKCXL1/y3wwZGRn09ddfU3BwcG6xpkGDhv8wPvzwQ1q0aBE5OjrmGg8AdErh\nmhBBgwYNGjRo0KBBgwYiWrlyJf/9/vvv5yInGjRo0JD70IQIGjRo0KBBgwYNGjRo0KBBgwaLoCZE\n0Oc0Ixo0aNCgQYMGDRo0aNCgQYOGtxOaEEGDBg0aNGjQoEGDBg0aNGjQYBE0IYIGDRo0aNCgQYMG\nDRo0aNCgwSJoQgQNGjRo0KBBgwYNGjRo0KBBg0XQhAgaNGjQoEGDBg0aNGjQoEGDBougCRE0aHgD\nEBoamtssaNCgQcNbicuXL9Ply5fJ3d09t1nJMgYNGkTVqlXLbTY0/Atw+vRpmjdvXm6zoUGDhn8p\nNCHCfwiFChUiPz8/AkDTpk3LbXZUwfi8e/cueXl5KaYpVaoU+fn55TBn9kOlSpUIAKeAgADR/5Mm\nTTL5fMWKFSODwZBlPmrUqMHrdHBwyHJ5/xVUqlSJ/Pz8aMGCBQSAoqKiyM/PjxwdHWVpy5UrJ/rf\n2dmZ/Pz83ur+m9uoWbNmbrOgIRdQo0YN/tvFxYX8/PwoLi6OkpKSKCkpiXLLZbU9UL58eWrVqhWt\nXLmSoqKi+LjcqVOn3GZNwxsKR0dHPpf06NGD9xk/Pz/avHkz+fn5Ub9+/ah169Y5wk+tWrVE813B\nggX/FYK97ECFChXozp07uc3GvwIFCxbk30GJEiVyrF4nJ6ccq69ixYqqcXnz5uXPX7ZsWSIi0ul0\n5OfnR3nz5s1exoQbl5wkIoJG2Ue9e/eGg4MD/z8kJAT79+/H3LlzMXbsWDRp0iTXeVQiFxcX7N+/\nHwDw+PFjRT5DQkJw/vx5wNiR3ipycXFBSEgIbt++DUsQEhKCkJAQURkFChTA0aNHsWLFiizzEx8f\nz+sS9heN1KlJkya4c+cOAGDv3r2iNpw/fz6GDRvG09auXRvXr18X5V+6dClPbw9+KlWqhDp16uR6\nu+QUDR06FI8fP851PjTKeUpJSUHXrl1BRKhQoQIA4Lvvvst1vrJKderUwY0bNxTngH/D82mUPbRw\n4UKT64fx48ejc+fO2c5HmTJlEBISgpcvX2Lbtm0gIjg4OGDPnj1o2bJlrrfTm0QhISHo1asXevTo\nIVoraGR9OzLau3cv7/OnTp1CSEgIPv/882ytf+TIkVi0aBFOnTqF4sWLZ2tdDRo0QFxcHL7++mvF\n+I0bN/Lnj46ORkhICObMmQMAeOedd+zCA9T28moR2U253QH/7bRs2TLcv38fRIRff/0VALBy5Uo4\nOTnlOm+miG3IOnXqhEKFCsniz507xz+WEiVK5Dq/1tDKlSsRHx+PFStWoEiRIiJq06aNycXA1atX\neTmlSpXi4fZq708++STX2+dtoHz58uHZs2fo2LEjihQpgjx58qBgwYIoUqQIFi1aBABITU1Fz549\nQfRaKHblyhUQEXbt2gUAmDlzJooUKWIXnp48eYKnT59Cp9PlevvkBO3evVsTIvxHCQBmz54NIsLD\nhw8BAGXLls11vrJKAwcOBAA+H0RERAAAZsyYoQl3NVIktnGYP38+IiMjUaRIEcyaNYuvDb744osc\nmxMeP34MAChTpgw8PDxARHBycgKA/7QQoWHDhrh//z5cXV1BRFiyZAkAYOnSpVaVs2TJklx/ljeB\nGjdujPv37+P+/fsm18sAkJaWhvv376tu8O/fvy87oLOEDAYD7t+/j5cvXwIA5s6dC0dHx2x7ZldX\nVzx79gwAEBcXJ4tnc4USVq9ebbc9H94WIcLkyZP5SYNGWaOXL1+iSJEiOHr0KF69eoXPPvss13mS\n0vLly9GuXTsQEbZt2wYAWLBggSjNhQsXQESYOXMmAKOGAsvzttCUKVNw9uxZi9KGhYXxk26h0IQh\nJSUFgwcPzjJPISEhAIB9+/appqlTpw4aN26c6+33plDnzp0BAA0bNlSMf/DgAQAgODiYh02bNg3P\nnz9Hy5YtceHCBZlmQlYJAKKiov4TQoR+/frxMSC3edEo5ylfvny4cuUKHwvVTmbeJtLr9QCAM2fO\n5DovGr0dVLx4cfzzzz+4d+9ejtc9btw40Qn6zZs3kZCQgPfee0+Url27drhz5w5q166d6+2VW9Ss\nWTMAgJubG4gImzZtQkZGBv7v//7P4jKaNGmCsLAw/PHHHxgyZAiAt08D1x7UpEkTPHnyBGFhYQgL\nCwMRYdKkSXB2duZhphASEgK9Xo/ChQvjyJEjSE9Px7hx4yyqOyUlBdWrV0f16tUBALdv30bNmjVz\n5LldXV35M6xbt04Wf/v2bVG7hIWFIT4+Hrt27ZKlbdCggc18qO7lc0OAABNCBACaEMFO9P777yM8\nPBwA8Pz581znR4mWL18OAKhbty5u3ryJFy9eoFGjRqI0UiHC2yZAIDL2606dOlmcvlmzZhg8eDDK\nlCkjkjROmzaNn3JnlZgQwVR7Hj16FDExMbnefm8KAUB4eDgKFy6sGN+3b1/+roSbeiGyQ4gwYMCA\nXG+bnCBNiKBR1apVERMTA+DfIURwcHAAALRp0ybXedHo7aAPPvgAAHJNiADjIh4BAQF4/vw5jhw5\nIksHGFWrq1SpkuvtlVtUtGhRHDx4ECtXrgSRUYiQmppqc3kVKlTAxYsXbTpBf5upR48eSEpKQocO\nHUymGzx4MAYPHozY2FipDAEA8OuvvyIsLAy//PILBg0aZHH9gwYNwo0bN/iVs8WLF+fYszMhwowZ\nM1TbpX379qJwJe2fDh064PHjx5g8ebJNfKju5XNaeMArVmdUEyLYkRjeVCGCo6MjXr58ibS0NABA\nYmKiLM2FCxeQmpqKV69e8cnrbaLnz59j48aN0Ov1NreRs7MznJ2d7Xra7ODgAGdnZ5NpNCGCmAAg\nPT3dpESXQfi+s1uIkJaW9p/QRNDr9fjjjz80IcJ/nE6dOvWvESIwTQRNiKCRpWSNECE1NTVLG1cp\nsXWDcE2mJkQA/tvXGYiM67ekpCSkpqYiPT09y+8iPDwcd+7cyfXnyimqVq2a1Wt/Jycn+Pn5KQoS\ntm7datNaXIjcECIo2Tb4/vvvLW6XoKAgALBYI1rh+RX38m+Ud4auXbtalT4gIIACAgJIr1d+jA4d\nOiiGFy5cmMLCwqh3795W86iEMmXKUEBAgGp84cKFqVSpUhaV5eHhQQEBAXaxvE9E1LNnT5PxLVu2\ntEs9tiI9PZ22bt1KTk5OqmmqVatGLi4uipbvswv2apc6deqQwWCgXr16UWZmJg9v3rw5FS5cmPr0\n6UNExr5cvnx5xTLS09MpLS2N0tLSmADOLsjIyKC0tDTV+LJly1LBggVpz549dqtTDY6OjlSrVq1s\nr8cecHBwoJMnT9L9+/epSpUqqukyMjL47x07dvDf9m7Po0ePkpOTE2VmZlK9evWIiGy26M7GVLXx\n7L333qMmTZrYzGvdunUpICCA82ktMjMz6c8//yRPT0/6+eef6eTJk3wyGzVqFPn7+9tUbosWLWzK\n92+Hp6enzLtITsFUPzSXz8fHx6o61Oaf9957TzHc09PTZv7shYCAAJozZw61adMm2+vx9vbO1jo0\nWA6dTkd16tQhIqOHkurVq8vSFCxYkAICAiglJYVcXFzIxcWFXr16RQEBAVS4cGGL6ilevDgFBATI\n1uVs3SBckx0+fFiW38nJif755x8KDw8XbTpiY2MpICCAXF1drXpu9r0p5WvQoAGlpaXxdpHmCw0N\ntevaiYiod+/eFB4ebrY909PTadu2beTi4mKxB6xChQrl6PjC6nsTPXS1adOGLl26RAULFpTFNWjQ\nQDHPq1ev6MyZM6TT6WTUrVs30VrcUuTWWP/ixQvS6XR05MgRu5Rn93W2LVoE9iBSkHS8ePECgGWa\nCMxACQC4uLjI4qdOnYrk5GT0799fFufv78/zmqvHHLm4uODMmTMmyzpy5IjFd9jZvZ7du3dbzcug\nQYMQGhqKSZMm8bAePXoAUNZEmD17drbdwzQYDAgNDbVYlY1BSRNBGG9pO3bv3h2hoaH48ccfFeND\nQ0NRt25dxbg5c+YgISHBqusHarRixQrZ9YN27drJrPJ+/vnnGDt2rN3av3HjxggNDUVoaCg++ugj\nWXzZsmURGhqKfPnyqZYxYsQIi7+RsWPHYsKECVi9erVqe6vVN2HCBOzYsQO//PJLtvRFe9KAAQNE\nEumLFy/Cy8tLlEYIFrZjxw6zY06tWrVMWtKdN2+eYnjbtm152bGxsQgNDcXLly8xdOhQBAcHq+aT\n0pdffqnIu5AePnyIP/74QxaeJ08ehIaGokKFCiaf79atWwCANWvWZOk9dOvWDTVq1MDJkyfRrVs3\nrFu3DoDxmkPHjh2tKuuXX36xKR+jIUOGIDQ01Op8H374IUJDQ/HVV19ZzKeSSqMl+YQ2OqyhgwcP\nYvTo0Vl6V9bS0KFDERoayvvhpk2bZGnUNBFWrVoFAOjbt6/JOvr06SOqY8eOHaL45s2bIzQ0FKmp\nqYpzzsGDB+22hmDXGf7880+r8jFYm88aWr16NQDgr7/+Mpt2/vz5mD59umJcixYtUKNGDVl43759\nVb8dvV6P0NBQxXyMQkND7X698ZtvvsGyZcssTh8aGmryG5HaeMoqOTo6isbpmTNnytIcOnQIarC0\nvxw/fhwAkJGRgVGjRqn2P1PfANOYePLkCbp164br16/zPL///rvFz8yusirlq1+/PuLi4gBA9t6E\n+QD7eTr5/PPPeZlKWhhKxGCJJsLhw4d5+tDQUG6DqVWrVoiPjzer1m8tsfqYZ42sUqtWreDr62uX\nsgAgMDBQFPbbb7/hiy++wObNm/naslq1anZtEyl169aNv5Oc1EQwRbZoImThPbzZ1xmcnJzw4sUL\npKen882bwWCQqZ3Ur18faWlpSElJQWpqqmwQc3NzEw0a0kmNGaxj2LJlCwwGg02N6uzsLCrr1q1b\novgffviBxw0fPtxkPY6Ojrhw4QKkYPmU2oKRi4sLGjRoIMvLNmzbtm2TCREmTJgAwP7GnBwcHLBz\n504RHwaDwaz1UgZzQoSiRYuarFuv16NkyZI8/ZkzZ0R1Ozk58asT3bt3F+XX6XSYNGkSz2up0RU1\n0uv1WLVqlah+d3d3zJ8/3+Iy2Ls3GAwWWVl1cnKCwWBA9+7dkZ6eDgBYtGiRrO80atRI9u1I6dNP\nP+Xxjo6Osv6r1+thMBjw/Plzbqn26dOnsnIuXbrE6xLaEjAYDNwqOUOLFi3s2h+zg4YNG4aUlBTO\ns3SRy5CSkiILU2tvg8HA46XvymAw4OTJkwCAb7/9VpWvpKQkAEDHjh2RmZmJlJQUZGRkADDa0jB1\n3eH9999Hamqq6LmuXbsm+jZ++eUXAEa3lkKL8bt37zb5fKzftmnThqslArD7QogZIR03bhwMBoPZ\nqzrVqlWDEvbs2QMHBweLvrn69evL8pnj08XFBXXr1uVtYUk+Ni6dOnXKKmv9kydP5vxJhZQGgwGD\nBw9WfGfse2fInz9/jnxbAPDy5Uvkz5+fz+8ZGRmydEyIALz2zjB37lwe9v7776vWUb16daSkpKiu\nIYhINC7NmjWLfwMGgwE6nU7UXwwGQ5Y8KEjLUkrD5gAiwubNm0FEom/V3u9Br9dzbzMM6enpcHJy\ngrOzs+zbmDp1Kk/36aefisrKmzevIp81a9bk4UePHhXFOTk5ifJJ28XR0ZHfT5bWlxX66KOPeJ1z\n5swxuzZcv349AGDVqlWK47bBYMDNmzftLuhhm3PA6K1EOraz/p03b17Vfqa0JtPr9ViyZAny5s2L\nd999l68hVq5cKXs+duhnSf8TXrsAjNfv2NxkSgADgB8ECesTju1dunQRPRu7PjFmzBhehxR58uSx\nue0B8LmSrXsA4KeffoLBYMD58+dV87G8amU7Ojri6tWrSE1NxcuXL5GZmcnzeXh4mM1vDbHxjAlg\nhOjTp4/q/GcwGPDjjz+qvvf8+fMDsI/tMhcXF5w7d04UtnjxYgBiI4MffPCBaL2VVXJ0dOR7xZEj\nR8JgMJgUIri4uACQCzvYN7Vt2zYkJyfL2pPl+/LLL1V5MTUGMSHCgQMHTKYtUaKExd+qiX7/5gkR\n6tWrhyFDhmDIkCE4cuQIgNenDkwYIDyZYy+R+f+sXLkyLl++DOD1wOHs7Iw///yTN9ju3btFCyCp\nZNLWhi1dujTXQGAwJURg8Pf3Vyxv/PjxAIyuXxhJ0aVLF1m+mjVr4vbt23j06BGWLl2K5ORknn75\n8uWcTzUhwq1bt+wmMSQySt2VsGvXLv6ulepjMCdEUDutd3JywqpVq9CkSRN4enri77//5nmEwoAV\nK1aovnfmOnHz5s0AgPXr19ssYCIitG7dGgCsFiKwdpIuVg8cOIAhQ4ao5vPy8sLRo0f5cwlPv4Ue\nFrp37y4qV2qUhYgwatQoHj9kyBBs2bJF1l7MLaVer0e9evVw69YtJCcnywxjXrp0CQ8ePMD58+dF\nQgS2QJHCXoYjs5s2bNig2I8YhIsudkIqTcuIuauT5mMLB4YdO3aY1B4BjEKEn3/+GUSEEydO8Lxq\nWgLM4nPHjh3h5uaGY8eOAQDi4+O5Ze169eqJ+BC6nBozZozo+aTvb/bs2fD09ASR8ZSZLYzY5swW\ncnZ25t+JMHz79u2cj3PnzqFcuXIm2+r06dN8vI2KiuJ5Fy9ejMzMTJMaEz169MB3330nahdzJxS1\na9dGfHw8iIynsGwTayrfkCFDuOcaAFi7dq3JcaBq1ao8vnPnztw9FCAWBggh1NgbMmQIJk2aJJqD\nRo8ejbZt22br99SzZ0/Ex8fzObJ69eq4du0aMjIyZBo6SkKEfv36qQoFGHXu3BmXL1/m/5ctW5YL\n74U2CYRChH379qFQoUKoWLEiAKMbOza2sn6/cOFCm59biAcPHii2C4Pw22e2FADjGJ0Vy9vS+qZP\nn45jx45h6dKlIh/sR48e5d/JTz/9xPMIhQgARCfXQvTr108xPDo6GpUrV+ZxTLOIgX0zRMYxUXpQ\nMWrUKLRu3TpLzy0UIAjBxhnpN1eyZEn89ddfPF2rVq14nHRjK32+rJJQiACYFi4zYkasGZQ0GIKD\ngwGACx+Ec5xUq7NKlSo8zlzdQiHC0qVL0bFjR66VBihv6tu3by+q18vLC2fPngUgPv1nbc2eT8jn\npEmT+HpOCFuFCIMGDcLNmzdRp04dEBk9BkgPJm0VIuTPnx+7d++Gt7c3KlSogHfeeQfz5s3DjRs3\n+Fh8+fJlu/Wjr7/+GqdOneLzn/Cwh0HJFaUQQu29UqVK8bWEpf3CHEVGRioKEX799VezeQsUKMC/\nW2sPLGbMmCFrCzUhQvXq1bkhRyUhQkBAgGI+IrHLeiWPHa1atUJqaiqaNGmi+Hy///47AOPeoGnT\npkhLS8OQIUNQqlQpUVqpEIHtva1pE7yJQgQmRRGCCRH0ej38/f1Fi57z58/j2rVrKFmyJA9jH5dQ\n5dHLywuRkZG8zJMnT4oag1mXzUpnL1y4MP7880906NCBlyEVIpQrV050dQIANm7cKCurSJEimDJl\nikzAIIWSEIEJA+rVqwci46Dm7+8Pf39/6HQ61esMLB+g3HltJQCYOHEi50H4HhiUTvgZzAkR1N4V\nO7VgH1upUqX4SUV0dDQKFCgAIuPEJzwN3blzJy/DYDDA398fbm5uGDZsGICsqYqqCRFu375tUvWK\ngam5SrF27VqT9bHFFHNHA7wWIvTv35+fWDM8fvxYtkFQgzBNRESESE2aLayl6vMNGjRA3bp18dNP\nP4km/xYtWsDf35+rTTK8LYYcDQYDX7gotZ3wdEionigtZ+TIkaITjfDwcB7n4eGBrVu3isYRU1cG\nAPHEXqdOHZ7vxIkTinkyMzMRFhaGggULgsg44bD6mCVfd3d3/k0HBgbK+GSnD4BYg6FSpUqIjY3l\nQgQi8XUyW9UnCxQooNie7u7uIjV1petsREYV/9u3b6N06dI8rEKFCnj69CkAo+aGKSHCoEGDkJyc\nzNtE+Ezh4eEIDw/nYzKjEiVKICYmRuRJg/lXl/YXRvPmzUNcXBx+/fVX2bfI6pHm+eSTT0Tt0rBh\nQ57n8OHDit94Wloa3/j5+/vzdhEKE225YmcNXbt2TdZH165dC8BoQE7YnkpCBKLXLtUAYP/+/bI6\nTp06JRIiEL3WYBC6xCpWrJiojrp168LNzQ3+/v4wGAy8TYVCPlufu1WrVrwMJSGCUAVcKkBkmz5A\nvKnPCsXExCAqKgolSpQAEaFgwYLw9/cX8Smtr0yZMrh7964onqmO+/v7cz6FwgApRowYweOkWkLC\nfG5ubvyahRDSKynWUnp6Ov+WhQt/IYTpO3XqJIoTChHq1q0ry3v58mXF79UWkgoRpLwpkU6nE625\nlYQIDEyIIH0PwrSWChF+/PFHpKamYvjw4aLwxo0b8/xKm/qwsDA8evRIJAieNm0aAIhcShYqVAiH\nDh2Ck5OTIj958uTh4whgdPVni+bQ2LFjkZ6ejurVq4vCa9WqJWqj+vXrK+ZnaN68uWL8yZMnsWTJ\nEtn1bHboBihv6m0lAAgKCuL/V6pUSbZfMSdEOHToEA8vVKiQaJ0DGOco6dVdaygyMlLWnosXL4ar\nq6tqnt69e6Ns2bJcexMwXqdh86Up7wRLlizBkiVL+N4tIiKCjwnMNSQgFgaw9RCgLEQQCgru3Lkj\ncg0pdeEu9LoRHh6O+Ph4nk+q8SoUYA4ePFgkzBKaBPjpp5+wdetWrsERHh6Omzdvyr4TC/rLmydE\nICKuTs+EATt37lS0cUBkFCJILUsqCRGIxIt2pQ0by5eSkpIltRtXV1e+8JQKEZQ+OrV4pbuELVu2\n5PmUhA8+Pj4myxXWffXqVVmc8OTN1DUBS8jDwwMvX77Ehg0bZHHsQwDUr0+w0xZbhQgMUokdQ5Ei\nRRTD1epjp+z379+3uU3UhAiAWDOA6PW99iJFioieNSUlBXfv3sWVK1dAZDxpjY+Px6xZs2QTIYMw\nnNXH2m3MmDEoV66c6OR7/fr1Jtv77t27ssGR8Sl1k8Mg1UYQbmaV2ipfvnw8Xir0e9PIzc0NTk5O\ncHBwwA8//CBa4D548IA/h5p3Bml53377Le7evSvaUFr7DXh4eHDVTend/lKlSiExMVExHztJVRJM\nAVCccNu1ayfjw8PDA3fv3sXdu3dFaZkGg1CIIHyWJ0+e2PQO7t27Z7KtiIwbdCUhwujRo1XzsVNp\nNeEDkXHxm5iYiDJlyojC/f39RSrmUg0ftmiWakeovVc3Nzfs27dPFFa7dm0uBFRqb09PT8WyhNfd\nhOH9+/fn/W727NmyZ1XLZ29i1y6UBF0AkJycLLrqZMo7A3setWsQUiHCtGnTkJGRIfOrvWfPHgBA\nUlKSok/wX375BZUqVcKLFy8UBfyWklCjQC0Ng5IWklBTIKsqxFOmTFHlQ8in9HSQkXBeEW7qBw0a\npJhPqMEgFCIQGa8nJiQk8HipWzvhJgGARaeTStSpUyfZBpfIeG2NXX0ExIIMRlLNS+l6QaqpZE+X\njPv37xeVbUu+WrVqyfqZtC3UNudVqlTBhAkTcOrUKZP1MTtfSvap6tevz8czYTi7ZhURESHLwzQY\npJtTdo1VyRvE9OnTAVhuv0BKTDip9v6KFStm9j1YEj9+/HjFOCakt5cQ4ezZs6oaE127dgUAZGZm\nKrqSrFy5Mp4/f86fR8nm1ocffsjjv//+e5v5jIyMlIWpCRE8PT1Ru3ZtWAK1U/jIyEjFOhmxAwqp\nRgHr4wC49qaQpJrlcXFxsn4BvL6WIA0H5N4Z7t69K3oPwOs1AVt7DB06lMfNnTsXFy9eFKU31/56\nvR7FihVj/Cju5XPdO4Ofn5/o//fee0/Vq4Ip7Ny506b6d+/eTXv37rUpL5HRcmZgYKBFaWfPni0L\n69WrFyUmJtLRo0dN5rX1+RgqVKiQpfzmMGvWLHJ2dqZdu3bJ4oSW2FevXp2tfEixevVqOnToEKWk\npIjCzbXnvn37iIioRo0aduUnLS2NwsLCqE8yK58DAAAgAElEQVSfPpQvXz4aN24cjRs3jvfBESNG\n8LSzZs2iYcOGkZeXF1WqVImIiLp06UKVK1emunXrKr7TP/74gwnpFDFnzhy6fv06tWvXjocxDxFq\n8PLyoh9++EEUdv78ebp58yZdvHhRFP7LL7+YLEsNo0ePJiKidevWUcOGDW0qIyfg4uJCq1evppkz\nZ9KUKVOoadOm5OvrK0tn7j0IMWnSJPLy8qK+ffuqpjEVR0Q0d+5cVS81t27dou7du1NCQgL169fP\nIp6IiJ4+fUrHjx+XhSu992fPnpGXlxd5eXmJwvv3769Y9u+//05btmyhefPmWcyPEFWrVjWbpn//\n/tSxY0dRmMFgoJYtW9Jvv/2mmKdatWpERLJ8Qhw7doxCQkLoxo0bovCDBw/Sli1biIjo4sWLdPPm\nTVk+JbA8ISEhIj7XrFlDX331lShtREQEDRgwgF68eKHY3uag1N79+vWjkJAQOnjwoFVl5RRCQkJo\n6NChdOjQIVlc48aNycPDQxTWtGlTunTpEhERtW/f3mz5X331FU2fPp22bt0qi3vx4gX179+fIiMj\nZXHh4eF09uxZCg8Pp+3bt1v4NNmLrHh+KVCgADVs2JCWLl1qNq3avNi5c2f+e9u2bfz3xYsXKSQk\nRJbv2LFj9OzZM8WyMjIyaMyYMao8SOeJDz74wBzbiujatauiF47FixfT+fPnicjoAady5cqyNML5\nmohowYIFov+PHj3Kny8sLIxKly5tE4/2xObNm63OExUVJRqfGJo2bUrr16+3mZdTp07xNWGXLl1k\n8QsXLlTMFxISQufOneP/v/fee3Tr1i2b+bAU2e2ppmnTppQ3b15RWPny5fnY5+vra7HnGTXUrVvX\nIg8dL1++pP/7v/+ThV++fNnidd7z58/t5lVACOm44OvrS3/99RedOXNGNc++fft4H162bJksvl69\nelSoUCHV/OXLl1fdR7Vu3Zr/VuJh6NChquWuWrWKjhw5QiEhIbRx40YeHhISQlevXiUionPnztHt\n27dF+by8vGj+/PmisDJlypCXlxefB86fP09xcXFEZFxjnzp1ikJCQjipoXr16jRu3DiaPHky3bt3\nTzUdEVGuayKQgqRGyTsDM5wh1UQoWbKkouTHUk0EJcvP1hJTfTeniaB0Cn/48GHVfEJNBKV4azQR\nlOKE6mimpG/mqF69enj06JFqPUJDh2pl2EMTYePGjVwtbsiQIShTpgxcXV1lWgjW1KeU11JS0kQg\nMqp91a5dG+fPn4cavvnmG5Nlf/XVV7hw4YKMZ6lmgF6vR+3atWXfiNCHri3tHR8fj71798rC8+XL\nJ3oPjMxpIjBINRjeNHJwcBCpEEvvojJNhIEDB1rVnkRiLwvSOHYfWy1eaJNAzcvAlStXZKdGpjQR\nTF25YfnMtReDVBOhQIECJm07mCO16wxCYndqhdcEWD41lVMhz0rXC1auXAkAIg84QlqzZg0AKHop\nYZBqIrRv315mWOns2bP47bff4ObmpljP48ePMWfOHFm4miaCm5sbateuLdNe6t+/v8nT65zWREhK\nSkKvXr3Mple7zsCIqS+vWrWKh/Xt2xdJSUkyTQQ1KleuHF69eoXTp0+jatWqsvigoCC8evVKpsFg\nLbFra9KTeKW+o/TNlC9f3qLxxRxVqlQJAERXfJT4NFWHJQZ7pRQTE6P6/EyDAZBrIgjbJSvPDUC1\nz50+fRqAacNn5nhg1yo//vjjLPUTe753BiVNhFu3bsHNzQ3NmzfH6dOnodPpRFeIGVl6ncGUJgKR\ncR2bnJwsutrGNBGEmlZMG1dpXtq4cSPnJTs1EdTGY3tpIgCAt7e3KNzDw0OkPRIdHZ2lfvPFF18A\ngKrnNKaJ8OLFC9Uy2Bron3/+4dcghcQ0EbJqby0yMlKm3czU8k+fPo2WLVvCxcWFq+dLMWfOHL7+\nZXzWrl0b4eHhOHbsmKhcdi1BbS9kzjuDuW9RCGG7GAwG1X2GmuYDI6lJACUtfqGnFumeQYlOnz4t\nslfCngdvqiaCpShatKiif9jY2FiKiIjIBY7kKFmyJE2fPl01vnbt2qL/hw0bRu+8847N9cXGxppN\nI5VeCXHp0iWKiYkhoqyduLu7uyv6cM1pZGRkUGZmJhUvXpw+//xz0uv19OLFC3rw4IEsbYkSJbKd\nn+TkZHr69Cm9evVKFP7o0SOKiIigdu3a0aVLl2Sk0+loypQpZstXOo1duXKlyNdvZmYmRUREyL6R\n06dPExFRdHS0YtnS0z0l5MmTR5YuMTGRevXqRcnJyWbzv43IyMigCRMmcJ/DkyZNIiLjyfHKlSup\ncOHCtGTJEpnGzZUrV7JUb3R0NNceuX79uk1lXL9+nQwGAxUoUICHDRo0iABQvnz5KE+ePKL0Fy5c\nUC1r/PjxFmla1K9fXzE8ISGBEhMTLeTcNiQnJ9OzZ89EfFasWNFknkePHvHfSs9XqVIlunr1Kn37\n7beyuDx58lC+fPms5nPPnj2yeaNmzZr08OFDmQYVkXEu1Ov1VL58eYvrSElJoYiICMrIyFCsP7s1\n1SyFXq/nvuctwTfffMPnMHMoUqSIrI+bwrx588jR0ZH8/PzIzc1NFu/j42MVr2oAQHfv3qVr166p\npmncuLFq3LVr18jT05Pi4+OzxIe5U1ZLvndrMXXqVCpTpozdy7UU5sYDIuO4uWjRohzgxjpcu3ZN\nNH+XLVs2S+Wx91+yZEnS6/Xk4OBArq6uBMCitaatiIuLo8zMTLPpevXqRUTK8xKLyy6YO01np7WW\njkVKYHnZyTHDs2fPqE2bNnT58mUiMmoV37lzx+Z6GFJTU23O++DBA3r16hUlJSXR48ePRXEuLi5c\nmykqKipLPBIRValSRfT/sGHD6MyZM1SkSBEKDw+n1NRUKlWqlChNTEwM6XQ6GjNmDF//Mj4jIiIo\nKiqK/Pz8qFixYlnmj8HcHko4hwjbJTU1VXGPYi2GDh1KL1++lIW3aNGC/1baMxQrVowqV65Me/fu\npf3795Ofnx+5u7vzvYhOpzNZ71sjRHgb8PTpU9q/f39usyHC2LFjTcZ37949hzjJfvTp04f8/Pzo\n3r17VLVqVZObrVmzZhGRcRGTXThx4gRX6VSa5O7evUtVq1aVUU6iadOmiuETJ040m7dJkyaKKoj/\nRcybN48GDRpEwcHBNGzYMFn8xo0bs3wliV15seW6F5FRRb969eo0cOBAHsa+fx8fHypevLjFZc2Y\nMcPs5EJE9PHHH1vPqJ1w//592eL35MmTNpfXsGFD8vb2Vo1v1qwZderUiYhsUxlmEL4fJXz11VeU\nP39+WrVqlc11SHHixAm7lZUVREZGql41sQabNm2ShZ04ccKkUF0Nx48ft8uiXQ2ZmZk0fvx4s+r4\nO3fuVFwkEhmFcjNmzMgSH7t3785S/uxARESESeFKVvH333+bTVOuXDkaPnx4tvGQFQgPobI6v4SH\nhxMR0fbt2yktLY0OHDiQ4+sRW9G7d2+L0pUqVYrq1q2bbXywNrQFwqtASvD19aWJEydmSVDh7u7O\nDyN27NhhczmzZs3KstDSUhQtWpSaNWsmCqtTpw61bt2aJk6cyAX6y5Yto4kTJ9LEiROpUaNGJssc\nM2YMff/991at/y9evGjyYEWIIUOGWFxuVrB3716rDmPmzp0rC5s6dSpdunSJ2rZtSw8ePKCJEyfS\ngAEDLP72//VChAULFqiettobiYmJb9y9UlvvqFuDNWvWZLkMpc6dE/jxxx9zpJ5ly5ZRq1atcqQu\ne+CLL77IbRbeKgwZMoSmTp2qKnz58ssv6dq1aybv7OUGunTpQv/P3nWHRXV87bN0AekCEUUFxV5R\nsUYRC4rG3qJYYowlmpCgiZpgiTFGjVhi1ERNiChq7DFR7L1gF0QQe0cRxIIo7f3+4LuTW3cXWFj1\nd9/nOc+ze6edOzP33pl3zpzRaDQUHx9fLIP1kviY7tu3T/a6t7c31a5dWy+yQw7idI0aNSIPDw+q\nWLEiffbZZ1rTFmWPvC7/FxzWrVtX6DLedWzZsoXy8vIEe3pPnjype3+nDGrWrKl1r6yhoM1fyfr1\n6yk6OlqRRHByctKL+NUHBw8elL1e2OdIG8LDwyUrr3zExcVJfI/8L+LChQt07do1rb5a+H6OioId\nO3ZQVlaWQfIqKei7GObp6Snxw2ZIDB8+vNBpk5KSJD41+MjNzaUZM2ZIfO0UBLa2tiU6DlXyA6Qv\nOnXqRK6urrR582aJ1cDly5dpxowZNG3aNPLy8qIxY8bQjBkzaMaMGXqt7PNJVzc3N52+7SpUqEAV\nK1akV69e0aRJkyThly9fZhZLuhYCDIV9+/bR8+fP9Y7/22+/KYZ5eXnR8OHDacaMGbR9+3a983zn\nSQQbGxuJyaG/vz8NGzasxHWxtLQstryVTGk4pz4F6WgFBX8Fs7ADWzc3NyLKH+iVJIrbpHro0KGU\nnZ1Ntra2tGfPHoGTycLC0tKSypcvLzHzKgyUXrb6bGf4X0eTJk3ot99+Ix8fH9JoNDR58mRFs0xT\nU1P64osvijSA6dWrl2LYoEGDdJqE1qtXj06dOkULFy4stA5E+YPVkvpI6gP+FgQxrly5IjDD1mfl\nUS4dH+bm5oItIcaCnKO34oK297K7uzvFx8cTAJo8eXKRymnSpAl9+umnescvX7687Hd19erVRESU\nkpIiCbOysirQdjZ7e/ti/XbrAw8PD6pUqZKi01k/Pz9ydnY2yCqrp6cnczDKR05OTpHzFuPJkyda\n8x00aBC1a9fO4OXqi9jYWDp//rzWOHl5eVoJWEMQx5UqVSIvLy/JltiHDx8yoqygVjZz586Vvbel\nS5dKnPuVBLp161ak9LrawRDQtU2zXr16hc47Ozub0tPTC51e3zI4B5S1atWir7/+WhKHc+KtDZ6e\nnmRhYaEznnibQUHBWYA5OzsrEsAA6MaNGwXenpGWlsZIH1NTU7Yl29raWtZhsY2NDdnY2BAA2TFH\nVlZWsbdfcWD48OGk0Wjoxo0bbPukq6srNWnShJo0aUKenp5a0781JMLu3bvp/v375OHhUSAmbdCg\nQUXeK1bccHR0ZGawBUFYWBj7/eeff8rG6dSpk8CL7ZuOovq30LV9Qx+IPaIXFXxPsnv27Clyfu7u\n7lShQoUSMyczFDZu3FgkMqtatWqKe+xLCj///DOT48eP67XyYCiTfm0m8sHBwTpXCrURfA0bNpSd\nOBQVnKXPrFmzDJ43B6V9l6NHj5b4LuBW68aNG6c1TzmfB3x06tRJLw/XcuD8aOhCq1attA7CtHlX\nJqIiT+j50LbK2adPH4OaPffu3VvW/5Echg8frkgIjB07VvZ6hQoVimwhU7FixSL5M1LCzJkzFcPG\njRunuO1k+/bttG/fPoPtXde2YmVIdO7c2ej+lOLi4qhu3bqyYQkJCTpNmAEorg537tyZ7t+/X1QV\nGb7//vsi58GdhCSGId8XcggICJDdDta3b1/FCamdnZ3e5AKAEjmhoSjWBkVF06ZNycfHp9Bj1MeP\nH+s8Eal///6KfYTDqFGjyNXVtVA6FBR8f0G6LAALi6dPnzLrwcqVK9PAgQOLpZy3Aebm5rR27Vo6\nfvw4bd++XSfh/taQCGfPnqW0tDRycXGRsLFvK/788086duwYlS5dmtatW6cXAyhOrwvXrl2jGzdu\n6GSTDLGqTZRvHl3YPdtEVOi9h9z9FdTHg9wgXelYusJiyZIlzPKldOnSlJqaKnFGUxCcP3+eTp8+\nTU+ePDGUioXGL7/8oni0oBhHjhzR2Q+1ISYmhvbu3at3ecWBMWPGMOHrpQ0F3e5TGNPpdu3aFcrc\neNSoUQSAfHx8JM9Camqq7EqF3H5zJUycOJF+/fVXrUccFQZ8fyeTJ0+W6HnlyhUqVaqUoq69e/fW\n2yqBw2+//cYckjZu3LjQ1jr6WnHUrVtX9mhBfVESAyFHR0etzoT1xaxZs5jZeqtWrQQr/xqNRnCU\n1SeffCIYA3BtwqFdu3a0c+dOyfFXurBmzRrBf22WP+7u7lS7du0C5a8P9LGQFPuM2LBhAz1+/Ji6\ndOkia3nxJsPPz08vZ6QpKSkG264hRtWqVSk0NFSWlO/bt6/O8YCpqangiDc+mjRponNCVlAkJyez\n366urgX269S1a1d6+PChYBGKiLT6WOnfv3+RSbP69etLvm1NmjShiIgIiZPY1atX08GDB8nGxoai\noqL0etZMTU2LzVSffwTookWLJIt+Tk5ONGXKFMWtQPogNTWVQkJC2O9BgwZJ4lSvXp3KlStHERER\nhS6Hj8mTJ0tW3a9fv17oo5eLA5MnT6YFCxYQEdFPP/1kECtI8dwpIyND9jhrOVhZWTGfakqQ829R\nGH88JYnOnTtTamoqJScnk7+/P3Xp0oUqVaqk01+S0UkEf39/AiD4eDZo0IACAwMVV8aqVavGBhm1\natWi169fCwaL5cqVE5ibip1y8NGrVy+dq07aYGpqys6J9/T0pLVr1yqagon3M75+/ZqZ8pUqVYoS\nExOpefPmsmkPHTqklfmrV6+e5EzXDh06EADq2rUr3bt3jwIDAykwMJAA0IwZM4gof+U/MTGxSKva\n9erVYw+IpaUl+fn5KcaV8zLNX+Xat28fBQYGkqOjI1lZWVFERITErJi7D/4Z4PwJdWBgIPM2bmdn\nRxs3bhTUHb+8u3fvSlbRDh8+rPV+C4Pff/+dpkyZQhqNhpycnMjJyYkAUFRUFAUGBmr1vs3B09OT\nLl68SBYWFrJ+PjiT45ycHMHKiqenJzk4OCjme+bMGQoMDGST0AYNGrBtMKGhobL1zTkQ0sfssWXL\nlnT69Gkiync+GhgYWODz7du0aUN2dnZka2tLgYGBiitHxY0dO3Yw4eDg4ECXL19mk3AXFxfas2cP\n21f24sULQR6tWrWSzZvb6lIUcigqKooePnwoO5g6dOiQxJKDb57ZsGFDCggIIE9PTwoMDCQnJyfJ\ninBAQACVLl2a/ef6Ra9evWS3Sdja2rKtSqdOnWLt/t5779HJkycpLS2tUPfJf7+bmprSjz/+SAAo\nMDCQtmzZQpUrV6bjx49L9vZmZ2fTjh07KD09nRo2bMisAjhHTJyl0KpVqyRk6OvXr+nw4cPs3cKd\n4Vy9enUyNzcXxJXbXsYfYGpz/MTf92xvb0/vv/8+Va5cWfaEADGys7Pp0qVLRJRvlskNzu3t7SXP\nMBGx58jZ2Znmz58vyY9zRKk0SWrXrh078SAjI6PQ5sSZmZmC7ThPnjyhmJgY2rdvH+Xm5gqciT18\n+JB2797NPKY7ODgQAPrll18oMDCQvvjiC50r8t999x0NHTqUAgMDGbHJP0ElODhYYDXVrFkzwTgi\nPT2drXqWKVNGtm4NiR07drDyvLy8WHlz5syhnj170p49e2RP8igIypcvz9qvWbNmtGjRIjIzMyNf\nX18iInb2ONF/z72YAOAPxPnfDblJoI2NjeBEiJo1awpOFtJoNOw5Mjc3L7JptBx2795NFhYWZGlp\nSU5OToIw/vYzHx8fva1jigN2dnaMLHNzcyMANHHiRIqIiKDPP/9cbwJ5yJAh1LZtW9q7dy9lZmYq\nxnv+/DkFBgaSu7s7denShaKioiT+o7j3DB/8rScajYbmzp0r+BY1b96c9QkrKytq0aIFXb16VUJ+\nZWVlCcbG77//Ptna2pKXlxfdunVLcFpC165dqXfv3uz/3r17yd/fX/HeatWqRS9fvqTNmzcrxhHj\n1q1b7J1iYWFBfn5+1L59exb+5MkTevnypeA9a2VlRUT5/Zpf11lZWZL3xaJFiygmJoZZrTg5OdGf\nf/5J3bp1E4zbp06dWqQtE0T51oEcOW1tbU337t0TjAvu3btHhw8fJisrK4qOjpY8F1w7cHpqczZs\nCOTm5lJISAhFRkaSubk5rVy5kgDQkSNHCvXOnT59Og0aNEiv76kcNBqN7Ck/pUuXZvUiZ3HLr0f+\niQlK6NGjB/Xo0YOI8t/Nhd1CyW9bsSN1Jycn2rFjBwGgZcuWUUxMDB06dIg0Gg39888/bB6gFUpn\nPxa30P+fSXnv3j0o4ddffxWcXxkXF8fCNmzYgMjISFy5cgUA0LJlSxZv+PDhkrz4+fj7+2sNL4is\nWbNGkpf4TGk+IiMj4evry8LatWsnCD937hwLa9OmjSBs//79WLZsGQu3trbGunXrWPjp06cRGRmJ\nCRMmgIjw+vVr2XpNSUlB3bp1mW6hoaFFOsuViNCkSRNkZ2fL1qenpye7npqaisjISME56nw9bW1t\nAQDR0dHYtGkTtmzZggEDBmDSpEmS+xg0aBDLg0vHITY2FpGRkfj333+xevVqWFlZsbhZWVmCuIsX\nL1Y803X9+vWIjIwU9K+iyIABA/D7779L7uX06dP48MMPWd3ISUxMDACgW7dusnm3bduW5Xfjxg1B\numbNmin2SQ7cGfJ///23bLi4XTmsWrUKkZGRqF+/vqxeCQkJAICQkBD88ssvkrbj5xUdHY3w8HBJ\nnWVmZgr0uHHjhuSM65KWL774QqDT559/DiLCvHnzcPjwYWg0Gtn6fvbsGXr06CHIa/HixYL6HD16\ntGKfrFKliiRs5cqVAIDr16/j7t27ePXqlaDviMvjS15eHsv71atXOHnyJAAgOTkZderUEcRNSUmR\n7RcvXrxAw4YNJXk7OzsjOjqaxTty5AgiIyNx+PBhzJ49G7179y70c8TJl19+KdDlzz//xIABA7Sm\nP3HiBABgypQpICJ06NBBtq3kzq7nn89ORGjYsCEsLCxQtmxZHDlyBAAE7ze5dCkpKYiMjISNjY2s\nfiNGjGBxk5KSMGXKFHh7e4OIsHDhQgDA3bt3Jc81EWHs2LEs7fnz5xEZGYkdO3YIdCYiREZGAgA7\nazohIQFeXl6K74lx48Yp9kkAuHz5cpGep65du8r2rQ8//FA2funSpTFgwAAkJyezuMOHD9daRmBg\noCT/Tz/9VBIvODhYEq9Lly6COIsWLRKE5+bmFvreufIePXqkGKdRo0bIyMgQlHn48GGdfb0gUqdO\nHTx8+JDlb2dnh9atW4OIYGJiIqmTBg0aKPYHDjk5OWjatKmkrKpVq0rirl27loWbmpoKwi5duoSK\nFSsqliceV+gr/PaLjIxkZ7hXq1YNN27cYOGbNm0SpKtfvz57hjgsWrRIEOf7779nYSdOnBCMQwoq\nHh4eGDBgAMtv5syZinEjIyPRpk0bybVjx45pTTdt2jTB/Rw6dAiDBw/GwYMH4ebmJntf/LrPyspi\ncczNzWX7A78+ExMTZb9nRISAgABB/L///hvnzp3Dixcv0K5dOxZP7r0h/t798MMPkjitWrUqUP0v\nXbpUkL5///4szN7eHmfOnBGElytXDkSExo0bS8YvADBjxgxJGfXq1cOAAQMwffp0SfysrCw0adLE\nIM95p06dBHkfOHCAhZUrV46NAQBg165dgrS1atUSpD1+/DgsLCxYuKWlJQvLyMhAv379DKKzXL8D\ngBUrVoCIMGnSJK1pP/roI/a8zps3TxL+1VdfsTzPnDnD+jT3/jtw4AALT0pKQrVq1eDo6Ii+ffuC\niFC7dm0AwJgxYyR5f/755wKdX7x4gb59++KHH35AZGQkgoKCJGl69OghSLNz504sWLBAEu/u3bsA\ngGHDhsneN19vAChfvjwiIyPh4OCA1q1bAwCGDBmic44Dpbm8UkBxC6eYRqOBiYkJVqxYIalk/iCc\niyvGsGHDJPHEJELt2rUlFSIur7CdWjx5BbSTCADQtWtXxXA+iUBEkgmn+F6JCBcvXpSNw9Xtli1b\nAOSTMiYmJiw8NjYWZ8+eNdgDzicDxGFyJIBcu+bm5rLffF3r1asnSDt06FBJGaNGjZKUIVdfBSER\nOAwePNhg9UREbLLBIS8vTzCZk8PixYthYmKimCefRODw9OlT2Tpo2LChJC5HIsg9ZwBQvXp1rXWU\nm5uLtLQ0SVkciZCbm8vuUYlEAPInwvyw8PBwSVn8waYxZfLkyUwnjkSIjo6W1Lmjo6NA/7y8PPj4\n+Mg+AwAQFRWl2CflJisajQa5ubn48MMPJXV19epV2T6gVDYANG3aVDaNRqNBx44dJfG15T9//nxJ\nfG39uKDi7e3N8o2JidErjZhEUOqLcvfFf0eJw1atWgVAnkQgIkydOlWQv9LE08nJicVJSkqStEFq\naqrW9BzhyMfYsWMF9c7XgUOjRo0E+TRt2pSF/fvvvwWuq4IKv7x//vlHrzyvXr0KQH7wJif69kP+\npLlx48aScDGJUNT737lzp1YSgWt7Djk5OQapc7Fcv36dlWFnZ8euiyf1cgPx5s2bS/qdko5yJAIA\nxfIA3aQFN6AviIgnoW3btpWtbyB/Us2FdenSRVJ+cnKyIG/xpKcoRBO/X2rrt1z75ebmsvLWrl0L\nAPjjjz+05i3Xflw98OOdPXtWtu347cfXVaPRYNy4cZK4uvqvGJMmTZJNw39W+e3HCZ9EGDFiRKGe\nGz6JICa/3d3dBXpOnDhR8bkF/pv4KknLli0F8Xv37m3wZ11bO2zYsEGxTfnfCw6lSpVi4XwSAcgf\n6xii33OybNkyQf4vX77ERx99xMpREm7suXHjRtl8+SQCH7m5ubCyspK9npubix9//BFE/5EIZcuW\nleS9ceNGSXr+mH/8+PGSNGISAQDu3LkjiaeNRBg2bJhkXsG133vvvSf7bGvpL28micCXzMxM3Lp1\nS3ZFS9zxN2/erNdDEh8fzxhBvixfvhxA/mBdbsBeEPnkk08AALdu3ZIN5ywf1q5dyyYacnrK6fHJ\nJ58gJycHt27dElgw8OXixYtIS0tDVFQUHBwcJOFbtmxBVlaWoJPVqFEDd+7cKRYS4eDBg5Kwrl27\nIj09nelpb28vqyeQP2jmT7CIhCSCEuM4cuRIAPkEVJ8+fbTq2rt3bwDKL3Nu5W7Tpk06Gc7CiouL\nC+t/UVFRbLIN5LO7/DBdHx1OIiIiADyPQSQAACAASURBVAA3b97U2q8bNGjAyhJ/8IgIdnZ2LDwq\nKkp2xbh27dpswBIVFSUZ4PGlUqVKSEhIUHyBr1+/npU3f/58STj/A75mzZpiaY/CSFhYGADg8ePH\nCAwMVIxnbW2NU6dOAQCeP3+OXr16SeLs27dP6/3xLUS06TR+/HjwITfYFwsHvqWTNuEsH+RWceXk\n8ePHuH//Ppo3b27wNnBzc0NsbCy2bdumd5oTJ05ILF442b9/v9Y6fvbsGXr27KkYvnr1aq3txFnP\nnT59WtESwdbWFqdPn8bOnTtlwzkSQakMbiUrNjZW63sgKioK9+/fx6tXryTEHhHBz8+PlfPVV18J\nwlq1asXCxORDYcXPzw+nTp1SrBc5mTdvHqZNm6Z3fB8fH8TGxsLV1VVnXF3Pz7Jly2QHgIWRnTt3\nYunSpTrjBQUF4ejRowYpU06uX7+umH/Lli0RFRWlVU/O2iwqKkrWAkEsHMkoZ/XTsmVLPHjwAJmZ\nmRg4cKAkvFmzZqwPylnK6CMcGZCbm4sRI0bI9gEOU6dOZdcbNGiAqKgoFrZ3714sWbJEkp5vzfDX\nX38ZvL2qVq2Kfv36QQl37txBVFSUXlYaPj4+SEpKAqDbQtXDw4MtYD18+BABAQE6+21aWhqAfAsp\nZ2dnnfrwJ+e64gLaJ+cLFy7E5MmTC13Pw4YNQ3Z2Nr788ktJmIODA86ePYvt27crpufIKn3K4kiE\n4ugvnERFRUmsqzgJCQlhY0/xoigRYebMmazdxRYvXF1xuHTpEjw9PQ2q+x9//IFDhw4p9nk5xMTE\nwNzcXGu+P/74oyBNVFQU/P39QZRvCcZ/3vfs2SOwPALyF4EdHR0V65tP7nNzPo6EkBM++SAujxNd\nlghhYWFsbgVA61xRm+BtIRG0TUSI8l9EQUFBsLS01HnTQUFBqFq1qmxYnTp1ZE1ICiOenp6Ii4uT\nfZiI8k16g4KCFNljbXoSETp27Ki1Xt5//32tpigNGzaUTHAmTpwIAAYz0+f0DAoKEpi98aVVq1Y6\n9czIyGDmhHyxs7PDpk2bZAcSnFSoUAFBQUGK7cAXjkRQCrezs0NQUJDATKu4pXr16qx/yxFf+ghH\nIihtLeDE3t4emzdvVqwDjkTQNUDmytNHtxo1aijWp5mZGbt3pfTffvst5s6dW2LtoY9wJEKLFi10\nxv30008BgH2UxNK+fXsAyqszXl5eAIBPPvlEZ1kAsG3bNr3fcbrqXiz16tUrUPzHjx/LruYaSqpU\nqQJra2u942sjM8qUKaP13jjzRiXRRfb4+/sjKChIYpotlooVK8qSrfy+AuSb+Sr1AX0GzTt27ED7\n9u1lwxwcHBT7Bke0bt26VVHPgoqDgwMqVKhQbP2EiGBjY6NoQi2WoKAg2UF0cYgSYSQWV1dX2dUu\nQ4m/v7/sNhl9pVatWgUeW8XHxyu2+65duwTm63xxdHTEP//8U+htUUT5JGRQUBA6deokG84tTnz0\n0Uey4RyUJtHcttRffvmFWfsZShwcHBAfHw8gfxErKChIsB0FgNZFuaK234wZMwBAL7KIKN+C4ebN\nm6hcubJe8S0tLfX+NgUFBUm23xlatC0UeHl5CSx3lPqZPuU4OTkhKCjI4P3FUFKtWjWkpKQItkHw\nhSMRgoKCUK1atWLRwd3dHUFBQbIr9kD+lleu7wQFBaF8+fJ65ctBjlTnwqOjo+Hk5MSu/fzzzwCk\nRLtYPv74YwD52xn1qRdfX1/Z8vjCbftRIhGI8gk/IH/Rp7BzPrwNJIIqJSM1atQAIN12ocrbL0uW\nLHljPzyqlJwoWUWpUnjhfA2ItxeIhW8+WNAyzM3NUbp0aaSmpuokyjmULl26xOvC3Nwcu3fvFphz\nqlI00Wc7gypvnpiZmcluiSwJcXNzAyBcNIiLi8PTp09lt3yqoooq2qVmzZoICQlRDH/69KnAN4GF\nhQXi4uJw4cIFnXkPHjwYT58+LZA+4vLkRBeJULZsWTx9+rRIcz6VRFBF0OHOnDnD9sSooooqqqii\nXUqCROA7Ttu3b59Wk3sOeXl5JV4XAwcOBADMmTPH6O3yLoiPjw/i4+Mxe/Zso+uiytsjciSCKqqo\nUjJiY2ODTZs2AQC++eYbo+mhi0QwUBmyc3kzUvE/hUWLFtHDhw+pR48e9ODBA2Oro0KFChXvJMaN\nG1ek9P7+/lShQgV69OiR1njajjAuLnz77bdERDR+/PgSL/tdhJ+fH9WoUUPxWGsVKrRhxYoVFB8f\nT8HBwcZWRYWK/xk4ODhQ9+7dafDgwbRy5Upjq2MUmBhbARUlA41GQxMmTKBPP/2Url+/zs6cVqFC\nhQoVhoGzszMREWVkZLBz3QuC1atX044dO4iIaOHChXTq1CnZeB4eHkRE9PjxYzp69GghtS0cNBoN\nVa1atVBndKtQocJwyMvLo9u3b1PNmjVp4MCBNGnSJGOrpELF/wRcXV3p7t27NGvWrP9ZAoFIJRH+\nZxAWFkYzZ86kVatWUbNmzYytjgoVKlS8VTh9+jTdv3+fHB0dqUWLFpJwLy8v2rNnD2k0Gtq8eTMd\nOHCgUOX89ddfOuPExsYSEdHnn39eqDKKAgB08eJFun79eomX/a7i4sWLdOPGDWOroeItQ0pKClWo\nUIFCQ0Np5syZdOzYMWOrpELFO4+6devS8ePH6dmzZ7R//35jq2NcqD4R3n1ZuHAhgPzjYgriwVwV\nVVRRRZX/hDsh4+HDh4iLi8Pq1asxYcIExMXFCY5yK+zpKpwA+ceGxsXF4Z9//hGETZw4EdnZ2Th4\n8KDBTkUoqHh4eBi9Ld41Ke5TKVRRRRVVVCmaWFpasmMVtZ2qV5JiTJ8IqiXC/wA8PT0pNzeX4uLi\n6OXLl8ZWR4UKFSreSly/fp00Gg1NmTKF8vLyqFu3btS/f3/Ky8uj7du3k0ajIY1GQ3fv3i1SOQ4O\nDnTv3j3Ky8ujoKAg9sHOyMigfv36kbOzM7Vq1YqePn1qoDsrGO7du2eUct9lqFsMVahQoeLNRp06\ndcjDw4OuXbtGly9fNrY6RET04sULSktLM0rZmv+3Cij5gvPPQldRAujevTtVqFCB5s+fb2xVVKhQ\noeKdQXBwMEVGRhZrGV999RX7/eDBg2IvT4UKFSpUqFAhBQA6efIk9erVi+7cuWNsdYiIqF+/frR2\n7dpiLQOARu66SiKoUKFChQoVKlSoUKFChQoVCvDw8KCMjAxKT083tiolCpVEUKFChQoVKlSoUKFC\nhQoVKlToBSUSQfWJoEKFChUqVKhQoUKFChUqVKjQCyqJoEKFChUqVKhQoUKFChUqVKjQCyqJoEKF\nChUqVKhQoUKFChUqVKjQCyqJoEKFChUqVKhQoUKFChUqVKjQC28ciaDRaMjU1JQJH3LXDAETExMy\nNTUlExPl6tAVrkIeSm2pwrDg6lijkfV98s7AxMSEcnJyjK2GChUqVKgwMExNTenvv/82thoqVPzP\nwdTUlDIyMggA9ejRw9jqqHhL8MbNihcsWEA5OTlMZsyYQcHBwRQcHEw3b96kM2fOGLQ8T09POnny\nJOXk5NCSJUsk4Y6OjhQcHEyPHz+m3bt3G7Tsdx0+Pj4UHx/P2rJ69erGVumdhK+vL6WlpVFOTg4F\nBwcbWx2DoHbt2uy55/pNcHAwHTx4kExNTally5aSNMHBwVS3bt2SVlWFChVvMRo3bkzm5ubGVuN/\nGsHBweTj40O//PKLUfXw9vam9957z6g6FBbBwcFUq1YtIiLq0KEDEeWfH19UmJiYUHBwMLm7uxc5\nL20oV64c++bzxdfXt1jL/V9DzZo1BePEnj170owZMygnJ4esra1p5cqVdPv27RLVqVWrVhQcHExN\nmzYVXO/cuXOJ6qGiEABgFCEiiOXvv/8Ghw8++AB8rF27Fu3bt0fTpk0l6Yoi586dAwC0b98eNWrU\nkIQfPXqU6bB3716Dlv0uS6lSpRAfH8/qtn379rCxsTG6Xu+izJ07l/XRQYMGGV2fokh4eDiio6OR\nlJQEALh8+TIqVKgAIhK8D+7fv4/GjRsL0gHA1atXUa5cOaPfhyqqqPJ2yM8//4w9e/YYXQ9DyqBB\ngxAdHW10PbTVOf8/AIwaNQpEhJEjR6JVq1YlrpOJiQliY2PRtm1bo9dPQaRHjx7w9vYGAEyaNAlE\nxL6Nz549K3B+Y8eOFfQdc3NzAMDJkyeL9T7Onj0LOcyZM8fodfwuyfjx4wEAS5cuBRHh9u3bAID5\n8+ejffv2JarL1q1bER0djeTkZADAnTt3EB0djVWrVqFXr16F6r/FpWdYWJjR9TCmKM7ljUEgQEQi\ntG7dmr0wXr16hU6dOoGIEBwcjKysLNy+fZvFjYuLQ6lSpQpVCdbW1njw4AH7/+rVK7x69QodO3aU\nje/g4AAAGDdunNEb8E2X33//HchvWJQuXZq1Z4sWLUpUD3t7ezg6OmqN4+zsjNKlSxu9zgwlHImw\na9cuo+tSWNFoNPjqq68AAKdPn5aN8/r1a/Tp0wdEhG7duiElJQVEBCsrK8TExAgGHsa+H1VUUeXN\nlyZNmgAA7O3tja6LoaRq1aoAgEqVKhldFyU5ffo0EhISYG1tjZs3bwIAxo8fD2dnZ6O9w93c3JCZ\nmWkUAqOwAgAvX75E7dq1tcZbvnw57t+/D0tLSzg7OyvGa968uaT+OaSnpxfbfTx//pyVk5KSgmfP\nngEALl68aPQ6ftdkzJgxSElJwaVLlzB//nwAwIEDB0pcD1tbW2RkZAAAnj59ipSUFNYH7t69CyLC\nhQsX4ODgYNT6+u2335he3bt3N3r7yYm5uTkiIyNhaWlZbGUozuWLgyDQR/jK8UmE9evXCxQfO3Ys\npk6dyr+RQk/qP/jgAzx//hzdu3dHQEAAsrOzJeUREYYOHQqifMLi0aNHaNOmjdE7yZsuHIkwduxY\nxMbGAgBiY2Ph5eVVonocPnwYN2/e1BonKysL69atM3qdGULKlCmDffv2AQBGjx5tdH0KKxyB8Ndf\nf8mGf/zxx9i5c6dsWIsWLXD//n3wYez7UUUVVd58UUkE48i4ceOQnJyM6OhowXt7yZIlRnuHA8Af\nf/xh9LrRV7p16wYA+Omnn/ROM2TIEK11q0QixMfHw8fHp1juw9/fH69evcKCBQuwYMECEOWPwTdt\n2mT0On6XhY+SJhHKli3LrLwXLFiAunXrwszMDHv27AEAfPfddyDKJxFiY2ONWk9vA4mwcOFCAFBJ\nBACoXLmyrhspkmXAvXv3kJ6ejocPHwKQkhZExCwf4uLicO7cOaN3kLdBvLy8kJWVJRkQlLQe/2sk\ngrW1NVavXo3AwECj61JY+emnn1ifUdqu9OjRI0USgei/bUcrVqwQbHNQRRVV3kzp06cPTpw4YVQd\nOBLh1KlTRq8PQ8nbQCJw7c/HrFmzYGpqitDQUK0T3eISAHj06BEaNWpk9LrRJUFBQUhPT8fjx4/h\n6ekpCNu8eTNOnDjBhB/m4uKCmJgY/Pvvv7L5ciRC69atBfXy+++/F9u9cMSRWE87Ozuj1/O7LP37\n9zcaifD+++8DAN5//33B9TJlygjGb28SibBv3z5FK+dVq1YZVUcA+P7776HRaIqzDNm5/BvhWDEz\nM5OePXtGRERXr14t1rI8PDzI3t6eXF1di7Wc/zVcv36dLCwsjK2GTrxr7f7y5UsaMGAARUdHG1uV\nQqFv374UGhpKubm5NHXqVDp+/LgkjouLi87TPZo3b05ERPfu3aOTJ08Wi66Ggre3Nzk5ORlbjWKD\nmZlZge+vXLly1KZNG1q4cKGskztXV1fy9vaWTWtubk7e3t4Fco7HlQeAKleurBjP1tZWsVyi/La0\nt7eXDXvvvfeoUqVKeuukpKchYGlpSd7e3or3YmJiQi4uLrJhCxcuJAAGdThnYmJCtWrVIj8/P8U4\n1tbWWuu+SpUqNG/ePDIzMyu0HidOnKBFixZRw4YNiYjIzc2N1ZO2sgsLDw8Pg+ephOvXr5O3tzfZ\n2dlRpUqVyNvbm2xtbUusfF24cOGC4P/NmzcpNzeX5s6dS/Pnzy9xfa5evUplypSh6tWrF2sfMARq\n1qxJ9vb25OLiQrdv36Zy5crR69evadSoUeTo6EjOzs7k7OxMjRo1IgA0duxYIiJ6/Pgx+fn5UadO\nneinn36SzfvRo0d06tQp9j8hIYE++ugj2bhOTk5Fev6U8PjxYzYnUKGM8uXL6x23bNmyVLFiRfY/\nNjZWa3yNRkNlypQprGp6gd/PiIhSUlLeyPHbtWvXqE2bNvTkyRPZ8Nq1a0veZyWNjIwM4xT8Jlgi\nEOXv2dLFPo8YMaJAlgh2dnayWxH+/PNPxsDJWSJMmzYNYWFhSE5O1tsSYfDgwQgLC5Mtr2LFiggL\nC4OpqalBmaHPPvvMqOyXnKxfv16rJYK7uzvCwsL0drLYokULuLi46F2+LkuEP/74AwD0tkT48ssv\nMXDgwELVRVhYGOrWrWv0NnmT5a+//gKgfb8l5zRRmyUCUT4by5nB6SMNGzYssLOc8ePHK4a1b99e\nr/wAYNq0aQUql9tiJSdhYWFa98SOGTOmRNt03rx52LdvH5ycnPROc/z4cfbeEFujeXt74/z584rf\nh3nz5gHIdwylb3knTpxQLI9fr9z7TC78008/BZC/hUscVrt2bSQlJSEjIwMdOnSQTR8YGIiwsDD0\n799fNrxRo0a4c+eO1nbXt//++uuv7H7lyps5cyaOHTuGsmXLCq57eHiwtrl8+TJq1aplkD6iz973\nTp06AQC+/fZb2XBuP68+W+ZKlSrF6ku87atTp07IzMwEESEqKgp8hIWFFcjZGFdGaGioJGzMmDE4\nduyY5LpGoylQW+oSFxcXHDx4kN3Dtm3bkJmZCSB/u5hSfSpJlSpVisWpmIuLCw4dOgQAuH37doEs\nAFq3bm1wnUxNTSEHFxcXhIWFvTFbXszMzCTPzpkzZxAfHy+JO2nSJNnnbO7cubLbIDw9PdGwYcMC\n9TOxJURBRc4S4V2UqlWronr16rJhw4cPR1hYGJo3b653fk2bNsWDBw8wYsQInXHr1auH69ev4+nT\npwgICAARoWbNmqxvyFkiTJs2DcuXLy+WuuAsEbT5t+Puz9jbdD/44AOYmZlpjXPhwgVcuHDBaDpy\nKOi4soBlvLnbGYj0IxHi4uKQkJCg03Fenz59kJiYiKtXr+Lx48eoUqWKINzf359VuhyJUK5cORbO\neYbXVR7nIOSHH36QhHPlWVhYSMIiIyOxb98+2XwTExPRo0cP2bBVq1YhKysLX3zxhdE6rpz07t2b\n1Z0ciXDjxg0AgJubm868ypYti0ePHuH69et6l68vifDee+/pzOvrr79GdnY2Xrx4IdkLZWNjg8TE\nRCQmJsqmPXLkCID8UwR0vYCKIjVr1kRiYqLihI3TsX79+rL3l5iYiBUrVkjCbG1ttd6foYSDPiTC\nixcv0LVrV9k4a9aswe3bt7U6jRLL6NGjAQC7d+/WK/6SJUuQk5MjO3itVasW0tLS9BoMFeRlX7p0\naSQmJuLly5eKjjMBKBJda9euxevXr2UnusUha9euZW0qfu+K5ddff0VMTAyI8gevHK5duyaId+fO\nHRYm9tS9bt068KFUljgdn0QQl0dEmD17NvLy8lgcsVnwmDFj8Pr1awBAcnKyZILB99HB7fMVC7eP\ncfv27ZIwBwcH5rFazss+X39tdTxmzBgkJiYK6khsyrxs2TIWJp7I+fn5CdIqER4FFX1IBK7dc3Nz\nJWF8slofEuHKlSssvtw7jSOSxCQCAKSlpekkT+bOnQsTExOWJjs7GxMnTmThY8eOxevXr/Hy5Ut8\n+OGHgrT89jFE3XL1e/v2bfj4+MDHx4c5qgOAvLw8zJw5U++8uHaQm6Ru3LgRiYmJGDlypGK9aHOO\n5+Ligjt37uDIkSMgIkWnuuLyHj9+rFhfpqamSExMRLNmzWTD9+7di6ioKNkwHx8f9u3mUK1aNQD5\n7wmldHKSmJio1wSvoKJEIlSsWFE2Poe4uDh2zc3NDampqYqTWn2kevXqAGAUEsHX1xeJiYmwtrY2\neP0Wl9y9exc9e/aUXP/oo48YyTdhwgSd+URERCAxMZFtyea3q5xYWFjgwYMHrB+kpqaiatWqWkkE\n7ttkTBKBO0VCKbxdu3YlfpqEkhibRAgODhZ83xITEw2+FR9vIong4eEBX19fZmEAyE/qfX198fPP\nPwPIXw3x9fWFubk5Tp48KVil5o65efToEU6dOoULFy4AAPPozgmfRPjxxx8l5fFJBKUKdXBwwP79\n+3Ho0CF0795d8JHu3bs3i6fk8K1ly5aC63zyoVy5csxTqXgFUpxuxowZRn+A+KJEIri7u+PatWss\nTBuJUKZMGXb0JofExET4+vrC19dXNo2JiQlmzpwJAIxEqFmzpuAjOWrUKJafl5cXKleuLDu5rlmz\nJgYMGCAof/DgwYI43EtQ3Eesra2xatUqQVo/P79iqWv+R6BMmTKCMEdHR8FqFH9AVbNmTQwcOJCF\nnThxgk2+HR0d4evri1atWrFwXZ6fCys5OTmsDH1IBACYPHmyJLxXr154/vw57t69i7JlyyIxMVHr\n4Khy5cqQQ48ePVgfExM/fCxatEgQJp6kKU2ey5Qpw95JXHlKenIrSKdOncKtW7cA5B9/xF8pLl++\nPJ48ecLy4++HE+O3335TfHYMIfx3Kofu3buz+hSX7eTkhCNHjiAtLY1d497fABi5IL6X7du3C/Li\nSEE+xIQJnwzgX+ccwAL5EwV+WGRkJE6dOsXC09PTUb58eRY+fPhwNvAT533y5EnBu27NmjWS+x88\neDALv3z5smR1mP/+u3XrFiM9+ek45OXlye5/7969OwDA29sbRPnO7LKzswGATWS591x2djZu3brF\njoidOnWq4J727t0rKK+o/UWu3ojyyVlfX1/BuwsAVq5cqXcefAkLC8Ply5dBROjXrx9evHgBALJE\noL29PaKjoxETE4NOnTohPT0dADBv3jxUr15dkVD9/PPPmQ6dOnVi/SYqKgrW1tbw9PTEqVOn8OrV\nKwD5DnDr1avH0vP72aNHjwz+bC5atAgA8OTJE1bWtm3btL4PfH192TeFO243JyeHTVTNzMwERwt/\n8803gvT16tUDkD/xzs7Olp3g+vr6ssUjOfDjtmvXDg8ePGDP6fTp0wGAkQ+ceHl5sfTiFUwrKytB\neUrEB9e35s6dCyJCtWrVcPfuXbRv315rOh8fHxaHD30WogoiYhLBzc0NCQkJOp81fju4ubkBgKAf\nyglXn3I+ETgokQicvxFtjslbtGjB8uF/K3x9fbWeoKXUT940sbW1ha+vL16+fCmr73vvvSfpL9zp\ndOJ2aNq0KYtz6tQpdjTj1atX4e7urrX9Hj16hKdPn7L0Fy9exMWLF9l/PonQunVrtiCyZcuWYjnJ\njA/u+8QXc3NzLFiwAABQo0YNEBHq1KkjiDNu3DjZ9uecdOvypaDRaODr66uTuNQlXHm6CEYTExNW\nXnJyMjw8PCRxWrdujenTpyv6NvD19ZVN5+vri0ePHkn6Ev/ZkkunVMb333+P4cOHi9vszSMRZs2a\nJbnZpKQkhIeHM8U5k1EOs2fPBgD28H300Ucs7qZNm/Dq1StmrqNEBvAHvHKVqA+J0LNnT0E4f/LM\nvy4mEbjJaEhIiGAVLSYmhk2s58yZw67v3LlTsA1CjJiYGEF9GVuUSIRGjRoJ2FAlEsHS0pJ5aFVC\neHg4wsPDYWJiwtJxAyUgn0Ro27YtHj9+jDNnzsjW3eXLl3H16lW8fv0avXr1YnG4dCEhIQgJCWHk\nUHR0NCtv2LBhgry4CcDXX3+N+vXry+rMDc4NIY6OjggPD2erMcB/Z/5yInZatXbtWhaWkJCgqF/f\nvn0lYenp6QgPD4erq6tB+wqfRODOCJcTPokAACYmJggODhbE4fT+7rvvkJiYiOTkZInTHk62bdsG\nADh8+DBCQkLYgJQP8RYaPs6dOycYGIondjdu3JA1CRW/ywDls7eB/Ik/EaFu3brMgodvwcCZc/Pr\nhQsLCQnBhg0bJOWFhIQY/JkfPnw4AODQoUMICQnB999/LykXAD755BOW5sMPP5S0u729PXbs2AFA\nSCJwz2JISAjLi1++uDx9SQQ+aXH//n20bNmShXGOSiMjI1kcsUUB5+lcLu9q1aoJ9BWHh4SEMFPu\nwMBASbiTk5Mg7ZQpUwR1kZGRgfj4eJw+fRoAcOnSJQkRAgA7duwQWElwg0OOROD0HDlyJD777DOm\nR5MmTQR9hV/HhiYRwsPD2YrSmjVrsGHDBlhaWgq8Ysvd34wZM1i43NY+bpsLf7Xq5MmTAICjR49K\nrJY2b94saIfu3bsjJCQErVq1wsmTJ5GamipZ+eJ0EJMcHPgT9aFDhwIA9u7di8zMTHz88ccgIoEF\ng6FJhPDwcJw7dw4TJkxgVlxffvklK09p+xfw37MZFBTE4nNe+suUKSNowyNHjgis4TjC/t9//wUA\nREREaO0DQP4CktIzDvw3qSdSJhE4S6iYmBgkJiYK7o+zKOCwZ88eWW/mI0eOFJRXrVo1TJo0ib2D\nldLt3r0bz549k7yrDL2aKyYRvvzyS60nNPCJE44MUCIR+O/OmjVr4vLly4J0cu3n6emJSpUqCZwi\nDxo0SNCuSrqJLcn4EJMP4eHhbGzPhyHr1tAid3+zZ89mzwh/mxkfn376KcuD2xoHAMePH2fvZW4S\nDeSPZcRHIXLpsrKy0K5dO/Ts2ZP1TRcXF62WCPyxA9/JpiFk8uTJgntNSkqSEAT8d39KSgrCw8Px\n7NkzRgz++OOPLHzWrFksnb29PfuupqSkaCWwOGsL4L/vq1i4uYa5ubliPhyJoO2ehwwZIigPyB/7\niS2iOQs7KysrSR7c+FEuHVH+3EXs3F5XeXL3ygd/0Q5vA4nAN2nlFD9w4IAgTp06dTB16lT24eVI\nhM6dOyMzMxMvXrxgaU1MTNjg2HZucAAAIABJREFUZ+/evew6n0RYtmyZpDL1IRG4FUD+tQYNGkjS\nubi4wNXVFa6urnj16pXgCLtSpUrh2LFjLA3HuNna2jJTVkC4DYLLi7+HGMj/sBXHS7Cgom07Q3x8\nPAtTGizZ2toCALp06cLuVbzSC0gHjXzk5OSwc4c5EiEuLg4HDx6Eq6ur5EFbvHgxiPJXdrl0/Pbr\n1asXgHyzZe5F9ezZM7i6uuLEiRPIyclBcnIysrOzYWZmBldXVwkrmJmZaTDTKyXGke/nwdLSEjt3\n7hSEc2HOzs5wdXUVHKeVnp4OU1NTREREwNXVVXa1vmrVqgbtK3wSQVs8W1tbwRnCJiYmyMzMRNu2\nbQXxGjVqhOfPn7PVVqUJ87Zt2+Dq6soYdlNTU8FH6dtvv5UwwXxrKQBo0qSJIFy8AiUmObjnnevT\n3LtPG4nAX5Hg3hPPnz9n5tu2trZwdXVlZXL9k18eN8nkUBA/BfpI9+7d8erVKzx58kRQn9x9dujQ\ngZXNH+RwJII4P26AwScRiIhZfwCQmIObmpoycvns2bMSE0l+HSmlA+R9G3B6AvLbEvhQakcAsqen\nlC5dGmlpabIkgkajEexnFg9yypQpAwcHB2b1tH79esl2OUBquSMmEThxdHRkhKncfXDpABiETORM\noTk8f/4cycnJOH36NGs/CwsLbNy4kcUR+5aoUqUKC5PzNQDk+wDg1wufnBFvg9DWjhz5ILZg4MYB\n/fr1k81LvNrP+XkA8q0BuOtjxowBILUoK4rExMSwssSe7l1dXbF//37Z7/DJkydx8uRJQTu4urqy\nhZt27dpBo9HA1dWV+SoB8gft4jI4YkaORHB1dWWD1piYGFYe9+4Q1yefRLCxscGtW7fw+vVrDBky\nhF1fu3YtsrOzYWdnh127duHhw4cYMWIE6tSpA1NTU4SHh8PX1xedO3cGADx8+FBQTt++fZnFCFee\nqakpbGxs4OLiojMd/x3MX2XfunWrwdqVTyIkJyfj2bNnePz4sWL8Dz74gMXXRiKcOnUKr1+/ZgsK\nlpaW2Lp1qyAdXzirWE9PT6SmpuLp06dse4G+28z44BMPgJREAMC2CPHv6U0+lhPI9+HGbXcGgFev\nXoEo37qL6+txcXGCe+dv2eaO8gSEhJS1tbXAmkD8LHPpOH8vYuFIhPr160u2iPNJhNTUVIPVxzff\nfCMY93Hgtm1/+OGHgrmPGPv37wcRCerz5cuXLH/x2Pirr76S6JCcnIxOnTqhQoUKLN7du3cl8fjW\ngHKTeqJ8SxLuu5mcnMyEfzxpUFAQMjMzkZGRISBwAQi2yWkrb8CAAWz7pDgdX/hjHTloe08AkCyM\ncCcV/n/4m0cicMI/4pGD+Ab79u2L58+fK1YAZxnAJxGICBMmTAAAnD9/nl0riE8EbRXOz5MofxKq\nLR33ceLv6547dy52794tsKggyv8Ypqam4t69e7L5cWwbID+AMpbo8onAh3grQZ06dRTTceaRSnXL\nkQ/Af9sZli9fzgiCv/76C7t370aNGjWQnZ2N5ORkyXGC3EtFvOIVEBCgtWwAuH79usDcWXyvYnPP\nosju3bsxZMgQrFixQuszw+mwdetWxMXFyTrt4fbVAZA4/uRv/5C7v6KKviQCUT5De+bMGQD5g9jY\n2FhJnbq7u+Pq1asACndkG0dWff7557Lh3OrX7du3ZbchcCufcnvYxRIWFgZAnkTIzc2VNY3jIN4u\noa0P8MlGXT4KCiPcMVFK4Rx7LiYv5EgEbhAp5+iQbxHQsWNHSbgS+SCuI/H14OBgNiDRRiIoDaRO\nnDgBHx8fPH36VGu5SseOpqamKuo2duxYFia3UuLs7Iw9e/YoWgYA8tt/5FZo+JNrubz4JIIh+o2d\nnR12797NtgwA8r4NJk6cyMLlHFROmzaNhfNX77j7V9oGcfXqVcGqzJMnT5CSkgJ/f39ZfTlLNzkS\nQS4dBzGJwJl4G6oetQl/S43ccXk7d+6UJRGuX7+Oo0ePSq5zCzft2rVj1/gk5eHDhyVp1qxZg+zs\nbEUdlSwK+LJr1y4AQhKB0xMAEhISBHvjgfx38OnTpyWTfU44qxuxPyq+VZm4PE4WL14saT8uHf8a\n3/JBrm4KK3wSgQ9tadatW8csPLnV/F69ejFTcs6iRqznt99+y/IXOzTn+0Tg0LlzZxZubm7Orqem\npsp+f3bv3o07d+5g3759+OCDD9CrVy+YmZlJHJOePXtW4ltj6dKlLH++NembJPw+xIEjEZTu5dCh\nQ4IwJRJBnE7cB/QlEQDpe4qvLwDcu3fPYHUi53eGIxE6duyIunXrCuY3nEVmVFSUwOKmefPmePjw\nIbM+53x79e3bl03sk5KSBFalL1++xMaNG9n/jh07sm8bt7Xd1tYWa9askegovo/9+/dL4nDgyA4i\nQo8ePQTp+Uea86/fvXtXcD0gIACHDx9mZLN4QV1umzQ3t+3WrRssLS3xxRdfCLadyd0HESEzMxMb\nNmwAUT55eOnSJRZ/zZo1XH94u0mETp06IS0tTdEhGUciiB2McSTCBx98IKlooGgkgtjJm42NDdav\nX684YZQjEbTJnj17sGLFCmb2yBfuIdu2bZvEjMmYootE4JsyiR3abdmyBS9fvpRM7on+IxGUJnh8\nEkHpg3Lv3j1mFiZnolVQEqF169b4/fffkZKSggYNGsj2EV39qKjCQemkDj7k6kVfEmH69OkG170g\nJAJRvqNNzukV9wIXx+EGPWPHjhUMdvURXSQCV5+XLl2S3cdXGBKBP+jiRBuJsHXrVsmEQFs/K24S\n4cCBA1q3U3HQh0QYMmQIhgwZIrsHs7hIBKL/PvLHjx+XnBqji0R49OgRs7DSVq4uEkG8HYkof5DO\nTQTlSISOHTsCUN5eAPxHInh5ebHJg9iCh0h/EkFOz6IIt8IPKDtI5GAoEuH+/fuSU3OePHmCf/75\nR6uuEyZMwJkzZwTWAuJ0zZo1Q82aNVlfFm+ZMAaJsHLlSllz3Pbt2yMzM1NiRaFEImg0GgwZMkTg\nl6VLly4AgI0bN8LW1laSpjhJhF69emHIkCGy23g4KJEIHMTvGn1IhCZNmghWP01NTdl4jB+vuEgE\njUYj60uCH+f3339nMnbsWLRu3Zq1n5xJM0ciJCcnS8ZGH3/8sWwZ9vb2GDJkCGxsbFg431+EiYmJ\nQE+xc1tOlixZAhsbG+zZs0dx7CZHIjRt2pT5pVFyTv4mCQc5EoEfXq5cOcF1bSSCuL/zHTPqIhEc\nHBzwzz//AJA/nYGPjIwMga+3ogrnv4yD2IF82bJlZfucWPgWE61atWLXL1y4gDt37khW7MUkAtF/\nZABHItSuXVvybMnpwVkQcrh9+zZ77/MtDzl/Qkp1y10Tb0E+deqUwMpKXJ7YkeOQIUOYFW63bt0k\nYdxJaOI5NJeOIxGI8v27iB3+QmEub0JvCWrXrk2Ojo7UtWtX2fA1a9YQEdGqVauIiGj37t1ERDRn\nzhyytLSkv//+u9h1zMjIoH79+tEPP/xgkPz8/f1p8ODBtHLlSsU4sbGxlJ6ebpDySgK62iEnJ4eO\nHz+uGD5r1iyt6du0aUMbNmyQDStbtixVqVKFiIgOHDggCb98+bJivh9//DFZWloKrlWrVo2GDh1K\nL168oLNnz2rVq7jB9X9tUKqXNxlHjx5lv+/fv0+tW7em3Nxcat26tWz8mTNnUlJSEh07doy2b99O\nLi4uLCwjI4P+/PPPIutUvXp1g52f/M8//8he79OnDwUGBgquWVpaUo8ePd6Y87MzMzOpVatW7F2r\nhNDQUEpLS5NcF7/LIyIiKCIigp4/f25QPXVh06ZNRETUpEkTyTPOwdHRkebOnSu5XqZMGapRo0aR\ndTh06JDkWkJCAj1+/LhQ+R0+fFjwv0yZMlS9enUiItqzZ0+h8iQiOnjwYKHTyqF58+ZFSv/dd9/R\n9evXC5SmQoUKkjO93dzcKDAwkF69eqWYbtOmTdSgQQOytbUVXA8MDKQ+ffoQEdGJEyfo0qVLrC+n\npqYWSLfiwIkTJyg7O1tyfdeuXVS5cmVq3LgxuzZ58mTBWfJE/z0fACgiIoLu37/PwrZt20ZERGfP\nnqUXL17Ilm9jY1PUWxDg/PnzRJT/PYuIiKDExMQClaftOx8ZGUl79+7Vmp6rT+57qtFoqGXLlrLl\n/Pjjj+Tj40Nt2rTRmmdBAICOHDmiNc7QoUOZBAQE0IEDB1j7PXjwQDGdm5sbVa1aVXBt+fLlNHz4\ncCIiunnzJrv+9OlTioiIEJxPHxkZyX7n5eUJ9AwJCaG6devKlpuamkoBAQGyYUrpjh8/Tjk5OURE\ntGzZMsV7etfRoEED9rtjx456p0tPT6e4uDjFcHt7e/bb2tqaGjZsWDgFZbBjxw6D5SWHhg0bkpeX\nF128eJFdW7x4MVlZWelMe/HiRbK0tFQcC3CIjo4mb29v9t/b25u996Ojo9n1Nm3aUN++fQVp+ek4\n/PXXX9S+fXv2/9atWxQRESEojw9xezRv3pzMzMxkdY2IiKD+/fvTxYsXJeMuuXRJSUmUnJwsm5cY\nbw2JwKFu3bo0btw4yXVzc3MiIvYhO3bsGBER5ebmUlZWlmJ+vXv3LrQuW7ZskVzLzc3lLC0EWLFi\nhc5OKYaJiQmZmppqjTNp0iSDDGKNjd69eysSRHzoqsNmzZophrVt21avvBMSEqhSpUq0fv16sre3\np71799KKFSu09iNjgP/CUYKdnV0JaFJ0yBFhCQkJZGFhIbiWk5NDGzduVMyHe/4CAgIoPj5e0GaW\nlpbsPSFGtWrVJJMDMbT1rYIgMDCQpk+fThqNRjGOqakpmZgIX89ZWVmUm5trEB0MAV3PIjdY5wZ6\nYmzdulWWXDAG/Pz8tIZrNBrFD7QS9J0g79ixg6KiogqUNxHR9u3bFcPEz01MTAwtWrSowGUUN/iT\n24IMgDkofW/1LZNDVlYWmZqaFvgbTSR8VvPy8gqsT3Gjfv36in339evXgv9mZmak0WioatWq7Pty\n8uTJIpX/8uVLg05A6tWrpzVcfE9icM/GqFGjJIRlXl4e5eXl6aWH3LekZ8+e9Mcff9Du3bsJAE2c\nOJGuXLki2+eKgoiICK1kYIsWLQqVb0JCAu3atUtyfffu3RQXF6fz+RATSRERETRlyhQiyu9b7dq1\nk02nLV+5byGH0qVLk0aj0WsR5V3F48ePJUSaPrCzs5MQRnzoeo4MhU2bNjGi0lDIzs6WPHPcu02M\ngwcP0m+//UYTJkwgonySLisrSzB2LFWqlGw5/DrS9oxzYZUqVaKePXtSeno6bdiwgSpUqCAbTxdq\n165d4HdKbm4u7dq1i+rWrUvjx4/XGf/gwYO0dOlSreNUojeURPjxxx8LnGb27NmC/9yLqzhRGD0N\njQ0bNtCdO3eMrcYbg++//77IeYwdO5Zu3LhBvXv3pqdPnxpAq+LB/Pnzja2CUSBmdeUwa9YsioiI\n0HvVvlevXuTh4aE1Tl5eHmVkZNBvv/2mNd53332nGDZz5kzasGED9evXTy+93gZ8++23Ri3f3d29\n2Ovz+fPntGLFigKl+eabb4iI6N9//6UrV64oxps+fXqRdHtXoIvkmDx5suz1UaNGFYc67ww+/vhj\nsra2lg3jr3QR5Vu0PXz4kC5fvswmk9rGOXPmzNFa9ty5c8nU1JTGjBlTMKWNBH9/f8XVciXk5ubS\nzz//zH5v3bqVevXqVRzqCTB16lSD51m9enXZxQnOdLkw4H8PdfUXbShfvjz17Nmz0OnfVdy5c4d6\n9uxZYKu18uXLU/fu3RXDs7Oz6Zdffimqem88pk6dSiNGjCjWMr7++muysLCgjRs30oYNGygtLY16\n9+5Nt2/fLlR+hR37h4aG6ozDEXJTpkzR69v6RpIIMTEximEXLlygn376SXK9qGw5H1ZWVjRnzhyK\nj4/XGu/EiRN65zly5MhiYfaSkpIKZf6rxMqVJIqL6eSb3BUGRTH3VaE/+Ktj9vb2kklE9erVqVGj\nRiWiy/fff0+XL1+mvLw8xZVzzoz10qVLWvPirKD4sLe3JwA0YcIEsrGxoTVr1lCdOnUU81izZo3W\nleY3Cc2aNdPLTLC4YGNjw0z1iwJtlkbZ2dkUGxtbqHxv3bqldcvZsWPH6MMPP5Rc51bgrly5QtOm\nTStU2friTTC714acnBxFa5FDhw4pPrfBwcF6WWzpAysrK5o8eTLduHHDIPm9CQgKChL8T0hIoJcv\nX+qd3t/fX2v46dOn6fnz58wcvqSRmZlZoPj79++XbHURg7NA4CwnAdCZM2eIKN86dcuWLSWy+HD0\n6FHB/SmNV7t27Voki1siotu3b1NKSkqh07u7uxNRvlVMYXHnzh2tVohvM7Rt4dUHSUlJWrdiFQZ5\neXlsm+79+/fp66+/Nmj+HLRZmhBRob+7YmRlZRnNSszPz4+ysrKoQYMGBpl3yW39GT58uEH6QP/+\n/QsUXyeJoNFoLDUaTYxGozmn0WjiNBrNlP+/XlGj0ZzQaDRJGo1mjUajMfv/6xYajWatRqO5otFo\njms0Gs9C3YkRceXKFRo/fjzVrFnTYHkuXbq0UKaSxQEbGxtat26d0VcQO3fuLLlmbm5e5H2yJYG3\nRc83Hfv27St02p07dyqGpaSkCPbDcfDy8qLy5ctLrterV4/s7e3p7NmzWtl3BwcHnSxwhw4dJNey\nsrIk5IK2waqSntpQ0JVyQ4K/T1ofXLt2je7cuUMWFhbUtGnTIpX97NkzNojXhYEDB0qu9e7dm5o2\nbUodO3ZU3F5haWlJTZo0KZR+o0ePLhQZNnr0aL3MwJcvX14Ytd4qrFmzRnEVJT4+nmJiYujXX38t\nVh0OHjxI586dkw3TNZk2BtatW6czTmZmpuxiiKurq0GIOaJ8fyJF2bNe0P3TAGj58uV07949iX+H\ngqBWrVrk7Owsub5gwQLFbYJyZKChMGzYMBo2bJjgmru7u+yi28OHDykhIaHYdBFDybdPQXDr1q13\niqArCLR9A/Wpl+nTp1O5cuUM0g4cTE1NZX19GBpdu3albt26FXs5Y8aMMTjRUpzQ5ZvlTSlPJ4kA\n4DUR+QOoT0T1iKijRqPxI6JZRDQXgA8RpRMR93YbRkRpAKoQ0Xwimi2TrQDnz59/a1bd3jQMGDBA\nsq9GF3bt2kU9evSg7777rtgHXgWFlZWV7EC/JMAxcGITTznk5eVRSkoKffbZZ8WslX4w9J6ykgJ/\na0DXrl1libvRo0cLnPwQ5ZMPAwYMUMz31q1bshYlfn5+shYAnTt3Jnd3dxo5cqRinjNmzFAM4+OL\nL76QXMvMzKQ+ffoIJhuDBg1SzMPPz49q166tV3kcPvnkkwLFNyZiYmIoLi6ObGxsJMz3ypUrafHi\nxXrnlZKSotVhK//juGDBAkn4jBkzqH///loJLTk9SwoeHh40ePBgxXC5dh89enRxqmQULFiwgDZv\n3iy4NmTIECpbtqxWc3nxVkddkHtvLF68mB4+fKg4SC/Ms6fv+6SwmDRpktbw2bNnU7t27eivv/6S\nhFWuXFnRea0Yt2/fZg6txfj222+LbNk3b968Aqfx9vZW3MesL9q3b0+ensI1sJo1a9IHH3wguwBC\nRBQeHl6kMrVh+fLltHz5ctq3bx999dVXRJRPoMq139WrVw3uBFUbdDm81gfnz5/XSgZXrFixyCRN\n7dq1ad++fUVavChp2NjY6O2cVG67iLm5uawfuZs3b2r1xWNmZkZDhgwhoqL5jtOFw4cPyzoW1hf+\n/v6y1ulihIaGkoWFBbVs2bLQPkNKEkuWLFEME5OJhoCbm1uh0um1nQEAZ99mSURmlH8MhD8RcbZF\nfxIRRyV1/f//REQbiEje5SoP6enpWj3GmpiYUOnSpfVRlWxsbCQTY76HdiISsMsODg6CMCcnJ73K\nefLkCW3ZsoUyMjIErLSNjQ0z3eJgYWEh+0GztraWOMAqKCpUqFAg78eHDh0SOIgrKXNxMcR1xIe1\ntbWiA7ziBGdS5ufnp3NlMzc3l5KSkrSeylCSJsLcqRPFgZycnGLzmL9u3To2MC9Xrhx5eXlJ4ixe\nvFhiHhoQECCpX1NTU5o1axZVrVpVsV9nZmbShg0bFF+YSu1uZWWl97OitJp97949OnDgALvH69ev\nK27DktvOYGpqSu7u7gJnq66uruy3tmeqOMA3QXR0dKQVK1aQu7u75OSKBQsWyL5XuXoaO3as4Mig\nDh06CIjRDh06CIhFcV7e3t7M3N/c3Fyy/7tatWr05MkTlpYr5/r162Rra0uPHj2StTJwd3en1atX\ns/+fffaZwJO9GNqIcBcXF3J3dxc477Szs2OmjfxyOKxYsYLOnTtH1tbWVKtWLUUnu3l5eRKSjevH\n06ZNIwCCb96AAQMEg3FHR0dBWm0nj0RFRRmsn1lbW0tW9k+fPi1oP/732dHRkbp160bLli0jd3d3\nat68OS1cuJCqV68u+x7mxhR169YVPCfi5+jnn38WmLkGBASwPuLu7k5hYWE0atQoqlatmqQMvgfr\n3Nxc1g7u7u6S1eoyZcoIzJYbNWpE7u7u5OHhQQAUnc4VFKamphQeHi64p6dPn5K7uzvbdvTZZ5/R\n+PHjBaffiLF48WLy8fERXBP3M6J8x4m3bt2SXO/cuTNNnz5dkYxo0aIFs4bkP7d8Pfngxlb88VyX\nLl0k+3Zzc3PJ39+fnJycBO2uDwYPHixoh7Nnz5KLiwvZ2tqSu7s7Xbx4kWxtbRUn6G5ubpJTXMqU\nKSNr0VBY+Pv7C/piRkaGVidrDx480LoCa2ZmJngv2dvbS0yuhwwZQgEBAfTee+/J5sHdnzbnxC9e\nvJDdcjRq1CjFkz2I/rs/GxsbqlWrllbTd12IjY0lf39/8vf3lxCSxoaSNZOLiwvrx3JzhtatW9OE\nCRMULRdNTU2pQYMGkvd2o0aNKDY2llkElipVitzc3CTfAyL5LZqGQkpKisSfA398putkkxMnTsiS\nJGJUrVqVTE1NqUyZMgY7XcvQ0DY35UPX9n25NiTK7/8XLlyQJZtq1aqlp5YiKJ39yBfKJxvOEdEz\nIppJRM5ElMQLL0dEsf//O46IyvLCrhCRk0yegrMq+efJis+45M4SBoB79+6hYcOGGDFihODc0tq1\nayMpKQlZWVmYNm0aPDw8QERo3LgxHjx4gEGDBsme0XnhwgWEhoYiNDQU7dq1w6hRowThXJj4/PCe\nPXuyOMeOHUNoaCg++eQTTJgwgZ2ryYm/v78gzz/++AOhoaFYv349WrZsKXv+6ciRI1n8r7/+WhLO\nnUsMADVq1ND7fFZ+OgAICQkx2NmvISEhWLlypaBePDw8ULp0abRo0QJEhPDwcACAm5ubIG2dOnVw\n5coVlnbRokUgIvj5+SE0NBT16tVjYXJlT5o0iYWnpaWxdhs4cCCICKNGjcLSpUtZnM6dO4OIMHbs\nWJZHhQoVWPiZM2ckZ8KGhoay/xYWFtiwYQOaN2+O1NRUdn98adu2rVadiyqXLl1i+U+ZMgUVKlRA\naGgoNBoNi/PNN9+wOB9//LEgfevWrfH8+XMWPn78eEE49yykpqaiefPmGDp0KKtPQ8pHH30k6JNi\nPfWVH374AQCwYsUK2fBZs2bh7NmziI+Px8uXLxEQEMDCvv32WwD/Pe+hoaHo2bMnC+/Xr59AxyZN\nmkjynzdvHhYtWoSKFStKnklLS0u0adMGRAQnJyccOXIEQP7Zwg0aNBDEnT17Ns6ePYvQ0FCMGTNG\ncn9VqlRh11JSUgR6derUSZDX8ePHWRh3DrIhhTtnmsOqVavYWdVfffUVux4WFiabXoyjR4/CxcVF\nEKdDhw6SePxwZ2dnVp8ABM80J/Xr18ecOXMEeaSlpaFdu3aK9zZ79mxJuY0bN1bUf/v27YKw7du3\nS9JPmTKFhS9cuFDxnojy3018zJw5UxDOPyM7MjJSkp7/Tb158ybr19euXUP9+vVBRKhevToSEhI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ibNTCpVqqT4Ejo4OMDd3d2kOMx5eQCoDoSFMmTIEFWygeXVlA7R1taW759OSEhQHPRaQlxc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\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bIGAaQLP7Y95/UlFIyDp16uD69euidHnBTZs2ISMjg9fnvHnzuM0lS5ZEUFAQ4uPjMXz4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D51rpS3p6er6UK8acUx3ym/T0dNXOq1oHLyIiAkDePHpjMffcQm04ODiYtbzXr1/j2rVrOtPZ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\nSVJL/gWxy33EKAl8/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d96862990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = 1-ocrolib.read_image_binary(\"grenzboten.bin.png\")\n",
    "imshow(image,cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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None)), (slice(657L, 692L, None), slice(189L, 202L, None)), (slice(658L, 682L, None), slice(0L, 10L, None)), (slice(658L, 683L, None), slice(12L, 20L, None)), (slice(658L, 681L, None), slice(23L, 30L, None)), (slice(658L, 683L, None), slice(34L, 46L, None)), (slice(658L, 683L, None), slice(48L, 55L, None)), (slice(658L, 682L, None), slice(151L, 164L, None)), (slice(658L, 683L, None), slice(167L, 178L, None)), (slice(658L, 682L, None), slice(178L, 187L, None)), (slice(658L, 682L, None), slice(306L, 315L, None)), (slice(658L, 682L, None), slice(317L, 326L, None)), (slice(659L, 682L, None), slice(58L, 66L, None)), (slice(659L, 679L, None), slice(199L, 207L, None)), (slice(659L, 683L, None), slice(212L, 223L, None)), (slice(659L, 676L, None), slice(231L, 242L, None)), (slice(659L, 683L, None), slice(246L, 256L, None)), (slice(659L, 683L, None), slice(256L, 265L, None)), (slice(659L, 691L, None), slice(292L, 303L, None)), (slice(659L, 676L, None), slice(477L, 486L, None)), (slice(660L, 669L, None), slice(381L, 388L, None)), (slice(660L, 692L, None), slice(421L, 431L, None)), (slice(660L, 684L, None), slice(435L, 446L, None)), (slice(660L, 684L, None), slice(449L, 456L, None)), (slice(660L, 684L, None), slice(458L, 468L, None)), (slice(660L, 669L, None), slice(518L, 525L, None)), (slice(660L, 684L, None), slice(537L, 545L, None)), (slice(661L, 663L, None), slice(21L, 22L, None)), (slice(661L, 684L, None), slice(391L, 398L, None)), (slice(661L, 684L, None), slice(528L, 535L, None)), (slice(662L, 683L, None), slice(226L, 239L, None)), (slice(662L, 684L, None), slice(376L, 384L, None)), (slice(662L, 664L, None), slice(476L, 477L, None)), (slice(663L, 682L, None), slice(147L, 153L, None)), (slice(663L, 667L, None), slice(353L, 355L, None)), (slice(663L, 684L, None), slice(471L, 482L, None)), (slice(663L, 684L, None), slice(513L, 521L, None)), (slice(664L, 683L, None), slice(414L, 420L, None)), (slice(667L, 669L, None), slice(40L, 41L, None)), (slice(668L, 671L, None), slice(381L, 384L, None)), (slice(669L, 673L, None), slice(353L, 355L, None)), (slice(669L, 670L, None), slice(440L, 442L, None)), (slice(676L, 685L, None), slice(550L, 559L, None)), (slice(677L, 679L, None), slice(482L, 483L, None)), (slice(678L, 691L, None), slice(291L, 296L, None)), (slice(678L, 680L, None), slice(386L, 388L, None)), (slice(678L, 680L, None), slice(410L, 411L, None)), (slice(679L, 680L, None), slice(445L, 446L, None)), (slice(679L, 681L, None), slice(522L, 524L, None)), (slice(680L, 684L, None), slice(114L, 116L, None)), (slice(684L, 692L, None), slice(414L, 420L, None))]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1754"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "slices = binary_objects(image)\n",
    "print(slices)\n",
    "len(slices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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None), slice(714L, 726L, None)), (slice(272L, 305L, None), slice(158L, 170L, None)), (slice(325L, 358L, None), slice(797L, 809L, None)), (slice(380L, 413L, None), slice(973L, 985L, None)), (slice(435L, 468L, None), slice(560L, 572L, None)), (slice(489L, 522L, None), slice(1305L, 1317L, None)), (slice(498L, 531L, None), slice(266L, 278L, None)), (slice(11L, 36L, None), slice(981L, 997L, None)), (slice(12L, 37L, None), slice(1104L, 1120L, None)), (slice(226L, 251L, None), slice(797L, 813L, None)), (slice(280L, 305L, None), slice(743L, 759L, None)), (slice(444L, 469L, None), slice(359L, 375L, None)), (slice(274L, 305L, None), slice(973L, 986L, None)), (slice(12L, 36L, None), slice(706L, 723L, None)), (slice(110L, 144L, None), slice(254L, 266L, None)), (slice(119L, 143L, None), slice(1011L, 1028L, None)), (slice(227L, 251L, None), slice(562L, 579L, None)), (slice(552L, 576L, None), slice(375L, 392L, None)), (slice(552L, 586L, None), slice(1111L, 1123L, None)), (slice(596L, 630L, None), slice(683L, 695L, None)), (slice(605L, 629L, None), slice(331L, 348L, None)), (slice(67L, 90L, None), slice(670L, 688L, None)), (slice(227L, 250L, None), slice(1171L, 1189L, None)), (slice(437L, 469L, None), slice(968L, 981L, None)), (slice(604L, 630L, None), slice(286L, 302L, None)), (slice(379L, 414L, None), slice(1242L, 1254L, None)), (slice(597L, 632L, None), slice(1316L, 1328L, None)), (slice(11L, 36L, None), slice(430L, 447L, None)), (slice(497L, 522L, None), slice(437L, 454L, None)), (slice(57L, 90L, None), slice(1351L, 1364L, None)), (slice(120L, 153L, None), slice(303L, 316L, None)), (slice(326L, 359L, None), slice(1088L, 1101L, None)), (slice(445L, 478L, None), slice(54L, 67L, None)), (slice(3L, 27L, None), slice(582L, 600L, None)), (slice(13L, 37L, None), slice(834L, 852L, None)), (slice(66L, 90L, None), slice(958L, 976L, None)), (slice(227L, 251L, None), slice(832L, 850L, None)), (slice(335L, 362L, None), slice(1110L, 1126L, None)), (slice(444L, 468L, None), slice(1041L, 1059L, None)), (slice(543L, 567L, None), slice(1231L, 1249L, None)), (slice(552L, 576L, None), slice(485L, 503L, None)), (slice(600L, 627L, None), slice(733L, 749L, None)), (slice(605L, 629L, None), slice(115L, 133L, None)), (slice(228L, 251L, None), slice(156L, 175L, None)), (slice(13L, 47L, None), slice(806L, 819L, None)), (slice(13L, 47L, None), slice(849L, 862L, None)), (slice(66L, 100L, None), slice(538L, 551L, None)), (slice(66L, 100L, None), slice(631L, 644L, None)), (slice(120L, 154L, None), slice(653L, 666L, None)), (slice(229L, 263L, None), slice(1280L, 1293L, None)), (slice(335L, 369L, None), slice(915L, 928L, None)), (slice(336L, 370L, None), slice(443L, 456L, None)), (slice(381L, 415L, None), slice(155L, 168L, None)), (slice(390L, 424L, None), slice(541L, 554L, None)), (slice(444L, 478L, None), slice(1077L, 1090L, None)), (slice(445L, 479L, None), slice(632L, 645L, None)), (slice(113L, 145L, None), slice(908L, 922L, None)), (slice(173L, 205L, None), slice(1135L, 1149L, None)), (slice(325L, 353L, None), slice(632L, 648L, None)), (slice(382L, 414L, None), slice(89L, 103L, None)), (slice(544L, 572L, None), slice(646L, 662L, None)), (slice(3L, 33L, None), slice(600L, 615L, None)), (slice(226L, 251L, None), slice(1102L, 1120L, None)), (slice(281L, 306L, None), slice(180L, 198L, None)), (slice(605L, 630L, None), slice(430L, 448L, None)), (slice(606L, 631L, None), slice(1190L, 1208L, None)), (slice(227L, 262L, None), slice(124L, 137L, None)), (slice(657L, 692L, None), slice(189L, 202L, None)), (slice(551L, 575L, None), slice(171L, 190L, None)), (slice(597L, 620L, None), slice(623L, 643L, None)), (slice(391L, 424L, None), slice(213L, 227L, None)), (slice(499L, 532L, None), slice(1308L, 1322L, None)), (slice(11L, 37L, None), slice(1315L, 1333L, None)), (slice(279L, 305L, None), slice(706L, 724L, None)), (slice(606L, 631L, None), slice(1279L, 1298L, None)), (slice(606L, 631L, None), slice(1330L, 1349L, None)), (slice(73L, 89L, None), slice(733L, 763L, None)), (slice(492L, 522L, None), slice(1145L, 1161L, None)), (slice(119L, 154L, None), slice(426L, 440L, None)), (slice(2L, 43L, None), slice(782L, 794L, None)), (slice(435L, 476L, None), slice(202L, 214L, None)), (slice(114L, 143L, None), slice(1335L, 1352L, None)), (slice(217L, 246L, None), slice(977L, 994L, None)), (slice(222L, 251L, None), slice(1135L, 1152L, None)), (slice(9L, 35L, None), slice(227L, 246L, None)), (slice(443L, 476L, None), slice(282L, 297L, None)), (slice(443L, 476L, None), slice(1136L, 1151L, None)), (slice(444L, 477L, None), slice(898L, 913L, None)), (slice(498L, 531L, None), slice(297L, 312L, None)), (slice(274L, 305L, None), slice(814L, 830L, None)), (slice(541L, 566L, None), slice(815L, 835L, None)), (slice(217L, 259L, None), slice(786L, 798L, None)), (slice(280L, 316L, None), slice(1177L, 1191L, None)), (slice(550L, 586L, None), slice(709L, 723L, None)), (slice(64L, 98L, None), slice(767L, 782L, None)), (slice(173L, 207L, None), slice(1320L, 1335L, None)), (slice(281L, 315L, None), slice(161L, 176L, None)), (slice(493L, 523L, None), slice(148L, 165L, None)), (slice(550L, 584L, None), slice(355L, 370L, None)), (slice(5L, 37L, None), slice(642L, 658L, None)), (slice(111L, 143L, None), slice(200L, 216L, None)), (slice(165L, 197L, None), slice(957L, 973L, None)), (slice(599L, 631L, None), slice(993L, 1009L, None)), (slice(603L, 640L, None), slice(950L, 964L, None)), (slice(435L, 475L, None), slice(248L, 261L, None)), (slice(389L, 424L, None), slice(976L, 991L, None)), (slice(112L, 143L, None), slice(88L, 105L, None)), (slice(166L, 197L, None), slice(221L, 238L, None)), (slice(437L, 468L, None), slice(667L, 684L, None)), (slice(437L, 470L, None), slice(1285L, 1301L, None)), (slice(491L, 524L, None), slice(113L, 129L, None)), (slice(3L, 44L, None), slice(1092L, 1105L, None)), (slice(57L, 98L, None), slice(995L, 1008L, None)), (slice(488L, 529L, None), slice(717L, 730L, None)), (slice(542L, 583L, None), slice(517L, 530L, None)), (slice(651L, 692L, None), slice(490L, 503L, None)), (slice(59L, 91L, None), slice(885L, 902L, None)), (slice(273L, 305L, None), slice(919L, 936L, None)), (slice(328L, 360L, None), slice(284L, 301L, None)), (slice(329L, 361L, None), slice(177L, 194L, None)), (slice(383L, 415L, None), slice(3L, 20L, None)), (slice(383L, 415L, None), slice(653L, 670L, None)), (slice(490L, 522L, None), slice(558L, 575L, None)), (slice(542L, 576L, None), slice(976L, 992L, None)), (slice(545L, 577L, None), slice(45L, 62L, None)), (slice(597L, 629L, None), slice(216L, 233L, None)), (slice(599L, 631L, None), slice(1135L, 1152L, None)), (slice(380L, 422L, None), slice(756L, 769L, None)), (slice(435L, 477L, None), slice(99L, 112L, None)), (slice(595L, 637L, None), slice(78L, 91L, None)), (slice(55L, 86L, None), slice(1228L, 1246L, None)), (slice(113L, 144L, None), slice(865L, 883L, None)), (slice(273L, 316L, None), slice(1045L, 1058L, None)), (slice(324L, 367L, None), slice(765L, 778L, None)), (slice(3L, 36L, None), slice(294L, 311L, None)), (slice(57L, 90L, None), slice(258L, 275L, None)), (slice(58L, 91L, None), slice(1158L, 1175L, None)), (slice(67L, 100L, None), slice(1100L, 1117L, None)), (slice(110L, 143L, None), slice(643L, 660L, None)), (slice(219L, 252L, None), slice(1033L, 1050L, None)), (slice(220L, 253L, None), slice(460L, 477L, None)), (slice(275L, 308L, None), slice(1330L, 1347L, None)), (slice(328L, 361L, None), slice(1173L, 1190L, None)), (slice(381L, 414L, None), slice(1313L, 1330L, None)), (slice(436L, 469L, None), slice(1319L, 1336L, None)), (slice(542L, 575L, None), slice(744L, 761L, None)), (slice(543L, 576L, None), slice(192L, 209L, None)), (slice(111L, 143L, None), slice(49L, 67L, None)), (slice(2L, 36L, None), slice(1141L, 1158L, None)), (slice(13L, 47L, None), slice(1212L, 1229L, None)), (slice(174L, 208L, None), slice(917L, 934L, None)), (slice(228L, 262L, None), slice(583L, 600L, None)), (slice(335L, 369L, None), slice(526L, 543L, None)), (slice(273L, 315L, None), slice(1214L, 1228L, None)), (slice(71L, 90L, None), slice(293L, 324L, None)), (slice(4L, 37L, None), slice(513L, 531L, None)), (slice(273L, 306L, None), slice(349L, 367L, None)), (slice(382L, 415L, None), slice(367L, 385L, None)), (slice(542L, 577L, None), slice(987L, 1004L, None)), (slice(219L, 262L, None), slice(1326L, 1340L, None)), (slice(597L, 629L, None), slice(1L, 20L, None)), (slice(66L, 100L, None), slice(465L, 483L, None)), (slice(109L, 143L, None), slice(975L, 993L, None)), (slice(228L, 262L, None), slice(617L, 635L, None)), (slice(390L, 424L, None), slice(1222L, 1240L, None)), (slice(280L, 315L, None), slice(500L, 518L, None)), (slice(335L, 370L, None), slice(1205L, 1223L, None)), (slice(490L, 532L, None), slice(36L, 51L, None)), (slice(650L, 692L, None), slice(501L, 516L, None)), (slice(164L, 207L, None), slice(339L, 354L, None)), (slice(162L, 196L, None), slice(810L, 829L, None)), (slice(382L, 423L, None), slice(1190L, 1206L, None)), (slice(57L, 90L, None), slice(617L, 637L, None)), (slice(57L, 89L, None), slice(1033L, 1054L, None)), (slice(164L, 206L, None), slice(1256L, 1272L, None)), (slice(173L, 205L, None), slice(107L, 128L, None)), (slice(502L, 528L, None), slice(407L, 433L, None)), (slice(271L, 305L, None), slice(1164L, 1184L, None)), (slice(595L, 633L, None), slice(408L, 426L, None)), (slice(56L, 79L, None), slice(733L, 763L, None)), (slice(3L, 36L, None), slice(793L, 814L, None)), (slice(57L, 90L, None), slice(523L, 544L, None)), (slice(225L, 258L, None), slice(981L, 1002L, None)), (slice(333L, 366L, None), slice(636L, 657L, None)), (slice(436L, 469L, None), slice(618L, 639L, None)), (slice(443L, 476L, None), slice(476L, 497L, None)), (slice(327L, 368L, None), slice(1328L, 1345L, None)), (slice(606L, 629L, None), slice(251L, 282L, None)), (slice(62L, 96L, None), slice(1238L, 1259L, None)), (slice(218L, 252L, None), slice(177L, 198L, None)), (slice(434L, 468L, None), slice(1063L, 1084L, None)), (slice(435L, 469L, None), slice(40L, 61L, None)), (slice(488L, 530L, None), slice(766L, 783L, None)), (slice(541L, 576L, None), slice(695L, 716L, None)), (slice(325L, 369L, None), slice(877L, 894L, None)), (slice(555L, 577L, None), slice(1229L, 1263L, None)), (slice(272L, 314L, None), slice(2L, 20L, None)), (slice(489L, 532L, None), slice(456L, 474L, None)), (slice(597L, 631L, None), slice(870L, 893L, None)), (slice(164L, 197L, None), slice(291L, 317L, None)), (slice(165L, 197L, None), slice(530L, 557L, None)), (slice(108L, 142L, None), slice(153L, 179L, None)), (slice(54L, 95L, None), slice(9L, 31L, None)), (slice(542L, 577L, None), slice(85L, 111L, None)), (slice(543L, 585L, None), slice(1289L, 1311L, None)), (slice(541L, 577L, None), slice(231L, 257L, None)), (slice(378L, 413L, None), slice(1032L, 1059L, None)), (slice(597L, 640L, None), slice(1251L, 1275L, None)), (slice(109L, 149L, None), slice(720L, 746L, None)), (slice(163L, 197L, None), slice(1025L, 1056L, None)), (slice(543L, 584L, None), slice(576L, 602L, None)), (slice(219L, 252L, None), slice(1230L, 1263L, None)), (slice(326L, 359L, None), slice(1255L, 1288L, None)), (slice(435L, 468L, None), slice(3L, 36L, None)), (slice(649L, 690L, None), slice(346L, 373L, None)), (slice(217L, 251L, None), slice(252L, 285L, None)), (slice(598L, 631L, None), slice(623L, 658L, None)), (slice(488L, 521L, None), slice(880L, 916L, None)), (slice(56L, 90L, None), slice(919L, 954L, None)), (slice(326L, 360L, None), slice(473L, 509L, None)), (slice(110L, 151L, None), slice(1216L, 1246L, None)), (slice(0L, 36L, None), slice(101L, 142L, None)), (slice(647L, 683L, None), slice(101L, 144L, None))]\n"
     ]
    }
   ],
   "source": [
    "bysize = sorted(slices,key=ocrolib.sl.area)\n",
    "print(bysize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 0, 0, 0, 0, 0, 0, 0]\n",
      "15.4919333848\n"
     ]
    },
    {
     "data": {
      "image/png": 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RUGFrAHbc+/BOfQiBSSwM6AUf/9y9fvQfYHO2rJOLHkD/5Gc9GhgPnX+PUj2W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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8d963caf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scalemap = zeros(image.shape)\n",
    "values = [0,0,0,0,0,0,0,0];\n",
    "i=0\n",
    "for o in bysize:\n",
    "    if amax(scalemap[o])>0: continue\n",
    "    scalemap[o] = ocrolib.sl.area(o)**0.5\n",
    "    #values[i]=ocrolib.sl.area(o)**0.5\n",
    "    i=i+1\n",
    "imshow(scalemap,cmap=cm.hot)\n",
    "print(values)\n",
    "scale = median(scalemap[(scalemap>3)&(scalemap<100)])\n",
    "print(scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f19663d0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qUK/X0el0cHl5GRMOeoOeijwfg3mLXe6dwWAQqz+hjXyfbtA0qHA4uRNGGhSA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\nOBRFSY0Kh6IoqVHhUBQlNSociqKk5v8HRBC86II7PdsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f1aa0450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[0]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.2480768093\n"
     ]
    }
   ],
   "source": [
    "print(estimate_scale(image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f1781210>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VZcW40t5YCIPB4FbamxxDL3LP4XAYu2N7eRx7Kca6p52oKCvG1wKWaW+uDKMi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\nA4Rep2+1QW4DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f17fbc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[2]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f16a6f10>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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43BY805KiWsC7a6nGYyzTSHZnW6aXXSsmdf/W6/WGIHZpvjLlob7EY4XBrRC1PliqGFwI\nYSc3+C/+4i+i548i1sePH3e+Ph6PW5FaoapY7cpwVqh9ryVCbs8uwThb9S8mVv28LRVrX9/nGOjX\nsvoStqmCfn7pjVjx86zFuotl1eqEWq0wJljvKh+jkj7Zja65v7qw02w2w2QyiRZUt0K3qyh0ba37\nqQIFDldO1hct9ysdWpHGEllsWdTbkI1YrUhtiy3lmFpMipyWriLmtjyptVLAptDtGjG+Hxg71t85\nmbz2KNsK/H3hVxiIrTbXtTCXX2/nNmThBo9Go42Fpnbtr6YWsyXHp8sN9ktKWLHa/px+xgo71VSg\n/sG/q/XqYltd665+ql2hIGuxbrOso9GodXljLWZd9aYxwJQH26YSenfVBpS862xFkNqPZXb5ivt9\nErOsugyICjXl+lr3vaqq8sWqVfZ1iYzYCud+aMcP55DTEpuh1LWEhE+xVCvshzu89YqJwruZhxCs\n7yerYGOzo7y49f27DN2kyEasGva2W7sY1S5DN7Sup8O7wcvlEuPxGE3T3BhaSSWb6BCPXzlQ97eJ\nQpdvPLRl9ctX6jX598f6t/P5PG+xbuuzisjGgsl2qMbu+0gwA0z5EEuCUDfYf5l2FaJrmqa9535B\nYy9S3dolHA85nTBmKX3+tnXJY8LeliDURRaWVURaYdoxq9j+dDpt/3D2WfPCW9bYvekai9Vx2LOz\ns2jFDO/epsRzjD5rTKypa/JjsbclG7HatTv9fuycjQgzGnx6Ym5wlzWNjcPaYZBUtYyYKDQodehJ\n+t5axkTaNbSjX0C3JRs32Eb7/DZ2zgeXKNTTY8UYc31jM5hi91hft9MGgbR1m0wmB5+s7393bGw3\n1k+1pXs0w+m2ZGNZbQqhb7HzsT4rBXs67Fipvxd6frVaYTKZtCJtmubGvfVi9TWTU27mMVYv8AEm\nPRez8svlcuO6bHbTbclCrACiWStdjRlMeaEWUERawdrz4/F4I0qcup8pK+ndTG0xoR5yrFV/f+yc\n/TJKLVy2Wq1u/fvvJFYR+SMA/w/AGkATQnhH7H27iNXne+6zT7HmgRWstYzqFu9yL7UvqFlAir3X\n1qLG+rZ+GKUPfGaUt6j2d/uSPH7/ttzVsq4BPA0hfLHrTdv6rABuzJzYtu/P0Q0+LbZPqsf6cHbd\nN79vkxpSfdSqqtqglE2gP3QZHJtz7MeM9bpjJXr8/m25q1gFwNbUoV0sqxWbFV9X8+8lp8NaVbu/\n7331KYOp5AIdxjtWjWX9G2xOs7W01v1ONX3fbbmrWAOAD4tIAPDTIYSfib1pF7HG6BIgxZkfMYuW\nuk+p8zZt1E+Ls1PSvFiPFWDy1536XYe4hruK9Z0hhD8Vkb8E4D+LyKdCCB/3b7IdcnK/2PdhtpFj\n3w+NVXw8lMvr2fdL5xDcSawhhD+93v65iPwKgHcAuCHWZ8+etftPnz7F06dP7/JrCRkUH/vYx/Cx\nj31s6/tuLVYReQXAKIRwLiIPAfx9AD8ae68VKyFkE2/AfvRHozK6k2V9I4Bfue6vTgD8QgjhI3f4\neYSQDm4t1hDC/wLwth6vhRAGDjvgjG1CCoFiJaQQKFaSFccYhikVipWQQqBYCSkEipWQQqBYSVZw\n6CYNxUpIIVCshBQCxUqygkM3aShWQgqBYiWkEChWQgqBYiVZwaGbNBQrIYVAsRJSCBQryQoO3aSh\nWAkpBIqVkEKgWAkpBIqVZAWHbtJQrIQUAsVKSCFQrCQrOHSThmIlpBAoVkIKgWIlpBAoVpIVHLpJ\nQ7ESUggUKyGFQLGSrODQTRqKlZBCuMvK54QclBBC29brNdbrNVarVduWy2XbmqZB0zRYLBZtG42G\nZYsoVpIdXpwqSBXhfD7HbDbDZDJBVVWYTCYYjUYYj8cb0eTFYnHCv6J/KFaSHdaaqlibpmm3Klgv\n1tFoBBFpW9M0p/5TeoViJVliXV5rWauqwnw+R1VVGI/HrVCB18ZoVeh1XZ/yT+gdipVkh7esq9Vq\no086mUxuWFPgpVitCz2fz0/8l/QLxUqyI9VnTYnVBpLsZ6fT6Qn/iv6hWEl2xMSqlnU8HmM8Hm/0\nT/Uz+rnlconVaoWqqk78l/QLxUqyQ4UX67Naa+r7qN4SU6yEHJjYuKpaVStUPw7rrfBkMqzHe1h/\nDSmelADH4zGaptlwfRWfLEGxEnJE/NCNDyTF3qNWtaoqLBYLjMfjE139YaBYSXb4YJGIbLi++h5r\nTauqQtM0mE6n7VgsxUrIgbF9VusK+9e966sWVbOaKFZCDoy3rLHzq9UKk8mkdX1VnDoGazObhgLF\nSrLDCtKes+fH43EbeEo1ipWQA6OijCU82OGbbftDq+dEsZLssOK0QzkigtVq1QrRjrnGzlGshBwB\nFaqItFY21gB0vjYkKFaSHXZ4xpISYNf52M9Incvl/SkoVlIMqYf6vhRZG1a4jJABQ7ESUggUKyGF\nQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLES\nUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggUKyGFQLESUggU\nKyGFQLESUggUKyGFQLESUghbxSoi7xWRV0XkE+bcl4jIR0Tk0yLyYRF53WEvkxCyi2V9H4B3uXM/\nBODXQghvAfBRAD/c94URQjbZKtYQwscBfNGdfjeA91/vvx/AN/V8XYQQx237rG8IIbwKACGELwB4\nQ3+XRAiJ0VeAKfT0cwghCSa3/NyrIvLGEMKrIvImAH/W9eZnz561+0+fPsXTp09v+WsJub/sKla5\nbsqHAHwngB8H8B0APtj1YStWQsjt2GXo5hcB/FcAXy0inxWR7wLwYwD+noh8GsDXXx8TQg7IVssa\nQvi2xEvf0PO1EEI6YAYTIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJS\nCBQrIYVAsRJSCBQrIYVAsRJSCLetFJEtIYSt213eAwCXl5e4urrC1dUVZrMZZrMZ5vM5FosFFosF\nmqZB0zRYLpdYLpdYrVZYr9dYr9cbv4eQPhicWIGXYrOCsfvbju3+5eUlzs/PcX5+jouLC1xeXrYC\nVvFa4XrRUrCkTwYnVhVcH+3y8hIXFxcbYrWWdj6ft5bWWtnVatUKlpC+GJxYAWxYSRWOimef46ur\nqw3BxiyrFSstKzkkgxWrF54Vkh53ba1YbUu5wNaqst9KDsHgxGqt6nq9bkXqm7WEqXPq8qpo7XYf\nwRLSB4MTK3DTsqoQVUzWbdXzsaaCtP3Urj6r769SqKRPBi3WlGCtNezan8/nrWBjzQ/jpIZwCOmD\nwYnVDsmoUL1IVYhd+2o1tanLay2qDzB5N5h9VtIngxMrsOkG2/6ot5hefLFmhZsSdMwN5tAN6ZvB\nidWPs1oX2Iqty8W1VnMXt1kbh27IIRmcWIH00E2sL2oDR35r3dttTX++tarss5I+GbRYdejG91m9\nWP3wjO5bEcaGd1L7FCo5BIMTayzAZAVr+6MqzIuLi41sJT2nlrIrgSL1Gt1g0jeDEyvQPXSTsqwq\nVM0BtmJNpSP6Zl+ndSV9M2ixpsZXvVh9wr7uq0trxedb12sUKumTwYnVpxt2RYNt7q+K9MWLF+12\nuVzemDqXmk7X9TohfTA4sQLd6YZ22Ma6wHbu6vn5OZ4/f47VarV10vou+4T0wWDF2iVYP9bqLawK\nlkkNJCdYg4mQQqBYCSkEijWBiJz6EgjZgGJNwMAQyQ2KNQEtK8kNijUBLSvJDYqVkEKgWAkpBIqV\nkEKgWBMwwERyg2JNwAATyQ2KNQEtK8kNijUBLSvJDYqVkEKgWAkpBIqVkEKgWBMwwERyg2JNwAAT\nyY1BlnVRRAQigtFo1LbxeNy2yWSCyWSCqqraNp1O27ZardqfZcW77z4hfTBIsVqBWkGqCOu6xtnZ\n2caSF7HyoVowzVYsvG0j5K4MWqzeiqpg67pOrqdqi6T5pTB8TeBdjilU0heDE6t3fcfj8YaL2zRN\nK1a/NKMKSz/bNM1GIe99tyEEiAgFS3phcGIFcKN/avul0+m0cwEpa5X9Wje2rGlsfzQa3ejnUqik\nLwYnVrWsItIKVbdWqF3r0VjLqu/Xz9hFk5fLJcbjcfu6DvfYusWE9MXgxArghhuslnW5XKKu6xsi\nta6zjRLrAsl+DVa7r7/HjsuqUP15Qu7CoMWqbrAKNRVISok7ttq5HluhjkavDVfblQD0S4CQPhic\nWH2AaTKZYLVaoaqqG+umeovqo8bz+bwVql3USt9rrapfEGs8Hm/0Xwm5K4MTKxAfuqmq6sZ4aZdY\ntalAte9rranto/plIPV1WlbSF4MWqx26ifVTvevrx2J18aqqqtrXrWCB+BKT3uoS0geDE2ssGmwj\ns6lgkorU9k1ns1krVOv6WovpV6ybTCZtf5ZCJX0yOLECN63mer1GVVXtazHXVyO8OrzTNM2GUPUz\nNsnBJkAsl8tOURNyVwYnVi/UWP9UX9PAkx1LtWOoVqze9QWw0U9Vgfv3U6ykLwYnVmAzwKTHMffX\nZiXZjCRvKe3ngddcX32/CruqKjRNQ8tKDsKgxeqTHtQltuOtXftVVW2IFcCNYJKKVa1qzBIT0geD\nE6sPMFmL6mfHbNvXz9vhHpsPvFwuNxInbJ/Vi5yQuzI4sQKbllVFu8+8U91PiVWbzWZSN5h9VnIo\nBitWL5Ku2S+p16xY1eJa19dmNqWGeAjpi8GJNSWQ2wjHurQ+e8laTt8IOQSMgBBSCBQrIYVAsRJS\nCBQrIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJSCBQrIYVAsRJSCFvFKiLvFZFXReQT\n5tyPiMjnReQ3rts3HvYyCSG7WNb3AXhX5PxPhBDeft1+tefrIoQ4too1hPBxAF+MvMSJm4Qckbv0\nWb9HRH5LRH5WRF7X2xURQqLcVqz/BsBfCyG8DcAXAPxEf5dECIlxq7IuIYQ/N4c/A+A/dr3/2bNn\n7f7Tp0/x9OnT2/xaQu41u4pVYPqoIvKmEMIXrg//MYDf7vqwFSsh5HZsFauI/CKApwC+VEQ+C+BH\nAHydiLwNwBrAHwH4pwe8RkIIdhBrCOHbIqffd4BrIYR0wAwmQgqBYiWkEChWQgqBYiWkEChWQgqB\nYiWkEChWQgqBYiWkEChWQgqBYiWkEChWQgqBYiWkEChWQgqBYiWkEG5VKWJfFovFzu8Vkeh+12td\nn+kDEWnbaDRq23g8xng8xmQyaVtVVW2bTqeYTqeoqqr9WSGEjZ9tj3fZJ/eXo4j1+fPnW99jBdHV\nRqNR5+t9o7/TitIKsa5rLJdLNE2D5XKJ9XqN1WqF9XoN4KXQRAQhhL3ber2+cY7cX44i1hcvXmx9\nj1orb732Oe5brDFLuk2sq9VqQ6z6c1R82vyxPxd7HaCVvc9kY1nH43EriH23wGuC6FOw1pp7y1pV\nVStUFehqtdqwgPbz1uLus7V/z2q16u1vI+WRjVgnk8lGH1D3Y8fj8RghhFaowEvLfAisWMfj8UZ/\nNGVN9UvDWmR9jxd37Hg0GrVCXS6X7ReAfiGR+0kWbrCItFbLupo+eKPNPrAqikM8xF5w9trUslqh\n2r6l7UePx2Msl8toU4FqG41GWC6XrUW1/Vdyv8nCsooIqqraEIKPrHpB6OesWA8p2FiAKSbUmOtc\nVVVrhZumubHfNE3r1ttAmRXqoQJopByyEasOcagQdKvWp6qqqCjUch1KqNa6WrGqSPWa9P0qOC/u\npmmwWCywWCxagS4Wi9abaJpmQ6xWqPr7yf0mG7HWdd1GWJumaYVa1/UNUQDYcE9jr/eBt5LWUsaE\n6oVtv3wWiwXm83krWBXqYrGIRrNVqNrfpWUlWfRZR6MRmqZBXdcbQRvfDwRuBnzs+w5BrM/qh1v0\nutSixhIlFosFqqrCfD5vrakVqXV99Werm32IYSlSHllY1tFohLOzMywWC5ydnd2IsFrX1495+n5s\nn8T6n7F+s78m26+t6xrz+Rzz+XyjP24j3DGLul6v24CTFzS5n2Qj1sVigQcPHmxYVR8BtQkKk8kE\ny+XyKILiXItuAAATiElEQVT1YoxFo31AyQ7v1HWN2WzWCtWKNBZM0i8qb4HJ/SYbN9im6sWGQLwr\n6kV9DMsaS/uLCbVpGlRVtRHx1aGorv6p/v06jKN/L91gAmRkWa3rmxqv9KKIucp9Y8Vof4fvy6qV\n9+Om2lSsMfHFxGqHc+gGEyATsdpAUSrqayOsPgh1LMuq5zTDyH552Cwk31TIfhKCYl1ftcLWZaZl\nJUBmYvWBGwDRVD91MX3UuG+sWO05P2xkvzRi+6vVKpr04K2pirVpmo2+LS0rATLps6qLqQ9jLBFB\nxyR1/DXlNveNF6oKzI/vbttPBZI06qvego0WqzVmgIkAGVlWFVpsiMZHV4/pBgNoLVsIYSMPeZ+5\nqdaV9VFfm3ao2Vu0rMRzNMvqxWSntKnV8IkFKlSbfmgTJw7tBttrsqR+V9f52JxWK1ZNQ9TxWDsW\nyz4rAY4k1l3mYfqgjJ94fYqqCSmB7Cscnc5nEyZik9gXiwXqusbZ2dlG/rB1k6113rbd9h5SFkcR\n6zbuw8MTS0e07r16DNvmyFZV1Vpo+8XVdZx6jZRFFmK9Dy7etrREK9hUX1zFGvM6rGtt+8QhhBue\nCiexl0kWYr0vD04sscNa1lgXwCeGqFh9l6HrWKPY2h2xfWhSDlmI9T7QVXVCo9x2vNVPYNCfoZlb\ntsqETb7wxxqcskNcrDpRJhTrkUhNobOT7FOury0Op++1EXFt/pymcSpe/KQsKNYjkZqdE6uM2DWB\nYT6fb4zL2jaZTNp9P66rzU5kpxtcFlmI9b5803cFmWxgyLu+ftzZjsvaqhO7zOrhmG25ZCHW+/AN\nn7KsKdfXZ3Dp+7U0jG5tKmYqNdFGiinWcslCrPfh4Yn1WWOT7GPv05IwtvKElorxmU42NdKnNTJ1\nsWyyEOt9taxdJWJ89X+b5TSbzdr+a9ccWStWncxOy1ouWYj1vmADRuv1eqNETKo/O5lM2uqIurXF\n0LtqDdshHFrV8qFYj4QXo7eoPmHCj8HqujrqEqdm5Fix6hBOVzVFUg4U65GwfdFUMElrS+m8Vp/4\noGOpalFtZUQ/q8cmSdjJ7HSDyyULsd6Hh0dFqTNw/PnRaNS6xrEZSHY6nbWOfgzVur5aIsYL9T78\nv4dIFmK9DwEm4DVh2n1ffyqWmG+PvViBeD/VLs/BiezDIAux3ocHJyZUjQbbPqwtBxOb4tY0TTTh\nQS2rur6xgBRrEJdNFmK9D5ZVBWaF6QNNqQnjdt/m+uo5X8tJraqtOpHKbiLlkIVYh44NAt0Vm/Dv\ni61ppQm1qraeU6rfGssRtiV3Uq8d6v0kDcVaILGhHp84YdcN0miyzz1eLBan/lOSxEr47HtuaFCs\nBRKbjRMrEWPntvq6zLq+UI74vrvvx3dtbRmcoZGFWNmH2o9tJWJsPaeuKXhN05z6T4mSioRvO9bn\naKila7IQ69D+qccglkOs2U5drq9NzshVrF1LkXQ1YLguMJCJWGlZd8cLLmZZbdZTKq1RJ6rniP2y\nsZUvUsd+zJmW9YAM7Z96aFJzY215GBWqxX/GDwPlgnoHXVv1DGJjzrpw2NDIQqxkP3yAyQu2ZLFq\n4odvi8WiFagfL7bJI0PO0KJYCyQ1dBOL+nrX15eSyY0QwsZSIrqvk/D9ZAQbNNMvqSEKFaBYiyQ2\ndGOjopauqHGuYlWR2jI2u9aXGnKGVhZiHeo/9xBYS+mrTgxFrCrSrgkIqbI1NgA3NLIQKwNM++Hn\nwPq1bLpcX1sdMcdi3yrW6XS6c0UMuxD1kCcqZCHWIX4LHhI7dGPLw6hQU9ZU13/ViGrOYr26utoI\noMWGZ/wk+6FPAcxCrLSs+xErERM7rxFfrTphK0fYFepyQr98YlP6UvWl7ksljCzESnYn1me1r8XE\nGlsTJza0kwPr9TpZrdFbU3V970uNKYq1QKwbbI9thNhaH5tHa8+VINZtrq+dr0vLSrLDVp0ANiO+\nviyMfch9y5HYEEzK9Y2VrqFYD8xQ/7mHQsVqi6ZpMbZYKZjU+RyxXyJ+ho11fe0aP16oQxVsFmLN\n9cHJlZhIgc3/Y6w8jH8tR1SstnKjrYGsFTHm8/lGJQy6wUdiqP/cQ2D/V0P8v63X6zbFUNf1sSVq\nfJma+xBYUrIYPc75m56QXMhCrISQ7VCshBQCxUpIIWQh1iEHBQjpiyzEygATIdvJQqy0rIRsJwux\n0rISsp0sxEoI2Q7FSkghUKyEFEIWYmWAiZDtZCFWBpgI2c5WsYrIm0XkoyLyOyLySRH5vuvzXyIi\nHxGRT4vIh0Xkdbe9CFpWQrazi2VdAviBEMJbAXwtgO8Rka8B8EMAfi2E8BYAHwXww7e9CFpWQraz\nVawhhC+EEH7rev8cwKcAvBnAuwG8//pt7wfwTYe6SELInn1WEfnLAN4G4L8BeGMI4VXgpaABvKHv\niyOEvMbOYhWRRwA+AOD7ry2s913pyxJyQHYq6yIiE7wU6s+HED54ffpVEXljCOFVEXkTgD+768Wk\nijj7anbz+Rzz+Ryz2Wyj1Md4PG7Xb9Ggld3Gzu2yJSQHdq3B9HMAfjeE8JPm3IcAfCeAHwfwHQA+\nGPnczmwrN2nFqQWs/UJEIQTUdb1Rj8dXAvTHsdcACpXkx1axisg7AXw7gE+KyG/ipbv7HrwU6b8X\nke8G8BkA33yXC0lZVRWqrteiixRpoazrawTwWrEtLaB1mwZg0BXySLlsFWsI4b8AGCde/oa+LmSb\nZbXLAKbW6VytVqjreqPqnV3cyJ/zrysUKsmRLEqRAjctq+2rxoo5p5apb5pmY5Hhrq1d1ElRd5qQ\n3MhKrFp9PRZUShVx9p+r63pjmUO7PmnsvBWmiLTLNxCSG1mItWspv9gS9XY5CH2/LqtQ13UbIU41\nuw4MsLmwk1+UmJBcyEKsQLdgY66vfsavhaILBuvq2br1q6d5ixpbQpGQnMhKrF54Nuq7bfk/tcJ1\nXaOu63bJhbquN9Ym9WL1Qs11KURCshErgBtWdTQaoWmaqDW1rq/t22pT0Wr/N7YmqV3TNGV1CcmF\nbMQaiwZ7a7rL8E5d1zg7O0PTNFstqi5IvFwubwiWkNzISqzete0S63K5xHQ6vSFWFam1pnYZQev2\njkajjSgxLSvJmSzE6oW4SyBJrepkMsF8Pm+HY+q6bgWbWuXb9lGrqrohbAqW5EgWYgVuCtaet66v\nJjRolNgnOtR13b7XD8PYPqp+pmkaVFV1w10mJDeyEut6vYaItGK1FlX7lNq/TKUTNk3Tfs5iXV8V\nqrWqDDCR3MlOrPZ4NBptuMZecLFE/Lquk66vCtomSEyn06gbTEhuZCVWFawKtWs6W+r1xWIRHUe1\nrrIVqo8a07KSXMlKrOoGA7gRwd11v67rZMKDRn01YcJGjm1AimIlOZKNWAH0YtWapokKVC2pZjXp\nkE9pLnDu13dXbFCwq91HshIr2Q19WP3Dm3qoU+dyZL1e48WLF3jx4gXOz89xcXGBy8tLXF1dYTab\nYTabtWV9FotFMvlliFCsBeL797tsY+dyRMV6cXHRtsvLy1awVqhWrPehG0OxFopN+NCI+T7HuT7U\n6/Ua5+fnuLy83BCqWtXZbLYh1FSAMMe/7a5QrAUSy5O+TcvxgV6v161IY5bVCzaWWprj39UHFGth\nxHKkbQqmP07tL5fLLB/q9XrdClNFmuqzWst6HwRLsRZIaj5vbGtnJtlj7ePlxnq9xtXVVbLF+qxN\n0zDARPKka2KDuob2QfZzfnU/R7GGEForaq1pzAW2QvUBpiEKlmItEF9/ygpVH2I7ET/W9CHPjRBC\n6+raoJI/pmUlRbDNstolRrr2cxWrXuO2FosGU6wkG3apmGHXAuraz1Ws9gsntm+bTxfl0A3JilhE\nWPupdl2gVNNAzXK5PPWfcoMQwkbf2rv1sb63t6w59sX7gGItkJhQY4t42UCN7tthkFzFav8eG932\nzUa270OlD4q1QLpKsXrrascrdV+3OYoVQBswskL0M6RijX1WkhXWBU6tYGD7pmpVVaQ2I6hpmlP/\nOVGsW7vPPi0ryY7U0I13g71ltcnxFxcX2YpVhWf7odvO2e0QhQpQrEXSNXSTsqoq0PPz83bq2WKx\nOPWfEsXPEkq11OsUK8mGrj5rl3W1Yj0/P89WrH7+rR+S2fX80KBYCyTmBscsq0Z/vWXVyd25ilXx\nE+WtAHd5bWgMWqw+GOOnlPlhDx9RTa2Gfpv91MO0776Op9qMpFSWkk+C8Gl7ufZZSZxBitUKNJWK\nN5vN2tpMqSUlx+PxjQqKt2l6Tbdp3tVbLpdtyZOusie+ksLQp4/dBwYtVm9FbX/Orn7uaxArk8lk\nQ8T2Pbsep5YB8RZ/1+OmaTZE6ud7dtUnGnq0dOgMTqyxcUi/eJWK1Vb2t1ZQP1tV1UZB8X236v7q\n1pdYuc22aZpkfSIrWJ+Odx+mkA2dwYkVwIYoYuOQalG96+tzblXQan3tGjmx/fV6faOf27VkZWyA\nP3Zsz1mx+iSHbW4wi5iXzeDEavt3vuyJFWrK9QU2LatdEtI2FepqtWrPqQjsCgH2uryV3JY+F2tN\n00TTB7uEyj7rMBicWIH0OKQuDxmzqLEkg+l02gahVLh+PyYAFao/7xPwfZL6LvuLxSJa7sQm7sfc\nYN9npWDLY9Bi1QdUhZqypilxT6fTjUr+do0cK1Q7JcuurWNFkfpC8FPBYtPD/BQxa0l9yRM7ZHPf\n6uoOncGJ1QeYdIlIXc/VBpO6JnIvFgvUdd0K1S694edOahDJRoRXq9VG/zU2BzU2tpuaZG3Px8ZN\n/QTzbZaVlMfgxArEh250DRw7/rmt6oJa17qub/T77EPvh2002BSzrF3DSbGEhl3P+/ek6uoOuZLC\n0Bm0WO1wx679VCueuq7bRaxigRoANyyqLvocczm3WVZfHCyWdZSyvKmiaLSsw2FwYo1Fg21kNuaO\nWpHavunZ2dnWAI0V63g8xnK5bPuzMaF2fTn4ciyxUpzexfUlR2OvMRo8DAYnVuCmMEajUZsHm3J9\nNcKrwztVVW086Db1T62zTYCYTCadot7mclsXNlaCxS7MFCtrEtt6j4DjrGUzOLF6ocb6p/qaBp5S\nY6gxqwRgQ6zaVOApK9YlVOsG2+EYP56qiQ9WgKnyJrHzzGAqm8GJFdgUhh7H3F+blWQzkryl9EEZ\n/QKwizWr8KqqSvYNu9xvP2ncTm2zU9xms9mN7KZYi2VBsc9aNoMWq0/1U5fYjrd27WvhLi/U1Mrq\nXdlC3qpr4CtWPlQtq80B1uR9FavPM951n2Itl8GJ1QeYrEX1s2O27evn7XCPzQeeTCYbiRPemnX1\nWWNT92xE2Jdjubi4wIsXLzCbzW7MyrnNPgVbHoMTK7BpWVW0+8w91f2UWLXZbCY/TBKzYl191q4i\nZ7a6w9XV1Q233B53NfteUh6DFat/IO28Uk/qNStWtbjW9bWZTdvGM7dlS8X6rL4Uy/Pnz3F1dZX8\nm7v+H6R8BinWGLd5mGPBGd9SFmyX6/Et9vNj10DuJ6PtbyGE5ADFSkghUKyEFALFSkghUKyEFALF\nSkghUKyEFALFSkghyKGzW0SE6TOE7EkI4UZa3cHFSgjpB7rBhBQCxUpIIVCshBTCycUqIt8oIr8n\nIr8vIj+YwfW8WUQ+KiK/IyKfFJHvO/U1KSIyEpHfEJEPnfpaAEBEXicivywin7r+f/2tU18TAIjI\nPxeR3xaRT4jIL4jI9ATX8F4ReVVEPmHOfYmIfEREPi0iHxaR1+3zM08qVhEZAfgpAO8C8FYA3yoi\nX3PKawKwBPADIYS3AvhaAN+TwTUp3w/gd099EYafBPCfQgh/HcDfBPCpE18PROTLAPwzAG8PIfwN\nvJwG+i0nuJT34eVzbfkhAL8WQngLgI8C+OF9fuCpLes7APxBCOEzIYQGwC8BePcpLyiE8IUQwm9d\n75/j5QP45ae8JuClxQfwDwD87KmvBQBE5AmAvxtCeB8AhBCWIYTnJ74sZQzgoYhMALwC4E+OfQEh\nhI8D+KI7/W4A77/efz+Ab9rnZ55arF8O4HPm+PPIQBiKiPxlAG8D8N9PeyUAgH8F4F8AyGWs7a8A\n+N8i8r5r1/ynReTBqS8qhPAnAP4lgM8C+GMA/zeE8GunvaqWN4QQXgVeGgUAb9jnw6cWa7aIyCMA\nHwDw/dcW9pTX8g8BvHpt8eW6nZoJgLcD+NchhLcDuMRLN++kiMjr8dKCfSWALwPwSES+7bRXlWSv\nL95Ti/WPAXyFOX7z9bmTcu0+fQDAz4cQPnjq6wHwTgD/SET+EMC/A/B1IvJvT3xNnwfwuRDC/7w+\n/gBeivfUfAOAPwwh/J8QwgrAfwDwd058TcqrIvJGABCRNwH4s30+fGqx/jqArxKRr7yO2H0LgBwi\nnT8H4HdDCD956gsBgBDCe0IIXxFC+Kt4+T/6aAjhn5z4ml4F8DkR+errU1+PPIJfnwXwt0XkTF5W\nwvt6nC7w5b2gDwH4zuv97wCwlyE4acG0EMJKRL4XwEfw8ovjvSGEk0YUReSdAL4dwCdF5Dfx0lV5\nTwjhV095XZnyfQB+QUQqAH8I4LtOfD0IIfwPEfkAgN8E0Fxvf/rY1yEivwjgKYAvFZHPAvgRAD8G\n4JdF5LsBfAbAN+/1M5kbTEgZnNoNJoTsCMVKSCFQrIQUAsVKSCFQrIQUAsVKSCFQrIQUwv8H3e+S\n+Gd9qJsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f1719850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[3]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f15d7c10>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PF/9QrT/FnxHe51eLvFgsGqH2HReLBWazWSN029G1Pn/M7aHlJ3vFin+1WjXC1mKFa69t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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f1735ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[4]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f158b150>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAHfCAYAAABDDy1WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f1666ed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[5]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f14a6a50>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qE+Gy7xVYKVMcLZmvkVrP3OT7a+Yq3y+1WfdXy6x7snLYByQOAI+xRj6j+9Jc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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f151b190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[6]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f59f13d9ad0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ofPzR/a2KWoXon+4iVy/Ju45bb8fpnbtKdcpQi0SnRMDZOrWo1QvJPnvL98Lf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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f59f15257d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(image[slices[7]],cmap=cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}