{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyze the RDE Results of the Films"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the Data and perform a ZHIT correction. Extract the info from index. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2mZubKxYWFim+b926dcqGDRuUL774QvH19U3xdVOnTlU++OAD5eHDh8qVK1eU/PnzK7t27UqHT5K5xMbGKpGRkcpXX32lDBs2TImMjFTi4uKUhw8fKvfv31fu37+vHDt2TDE1NVXu37+vxMbGKoqiKFWqVFFGjhypREVFKTNnzlSKFSumO/b3338rH374oRIcHKwEBgYqBQoUeOPP0sPDQ/Hw8MiQzytEepg5U9HlJU2aKEpcnFbp1q2bLv9o3ry5Eh8fb+wws63UXkMk6X5Hz549U4oWratAsAKKYmYWr+zbl/Q1v/zyi+4fuqWlpdKuXTtl3759ilarVRStVlHOnVOU335TlHr1FK2FxX//U15urV9J1ueBojUxUZQqVRTlxx8V5eJF5cGDB2p7QogM4evr+9ov0gmbqanpW9/fs2fPNybdH330keLn55fkfB07djRE6Jlacj/X+fPnJ3nN9evXX/sZBwYGKtWrV1esrKyUDz/8UDl9+rTuWHx8vPLtt98qDg4OirOzs/L777+/MQZJukVWdu6colhZqSlE/vyKEhKiKOPHj9f9f6pcubLy4sULY4eZraX2GqJRFEVJbTd7dpAwXjAqKuqd3xMQEEDlyv2Jjt4CWODoGM+JE6YULw7bt2/ns88+A8A1Xz4O7NtHifff/+/NH38MR44k265iYUGsoyO7GzViXmQkBw8e5OHDh9zWaCj4yl/PNo2G6RYW3Hr/fd4vXZp+/frx8ccfp+7DCyHe2ciRIxk1alSyx0xNTZMs3JKcr7/+GldX1xSHlzg4OHDw4EHdkIg1a9Ywbtw4Tpw4oVfc4u3eZZ0GITKjFy+gcmW4dAlMTGDPHggJWa0bd1yoUCGOHj2Km5ubkSPN3lJ7DZHqJalQtmxZFiz4CugOwLNnpjRtqiU0VF3daUyrVsy2suJ2dDQl7t5N+ubEpa+KFVNr+WzYAI8fo4mKwuLhQxovWsSqVau4f/8+F8+f5+7PP6vTkStV0r31M0VhQ3Q0S8+exXH5cprWrcuBAwcy4NMLIdKDVNwQQqTWN9+oCTeAry9YWR2lQ4cOAOTKlYvNmzdLwp0JyUTKVPryyy85evQokyePB37g4eVQFn+8hN5W8xh2+rT6oqgoOH0aEq+C1qED1KoFn30G7u7whsmSGo2G9z08wMPjv52XLxM5YQKmixdjERNDaWA6cCM6mmbNmrFv3z4qVKiQHh9ZiBwtpVnrFSpUMMikZ30qbgghch4/P1iwQH1cty60a3eD6tU9iYqK0pUGLFeunFFjFMmTpDsNJowfj7KrClUCltKCQKwvJhqiotFA/frwwQdJ3+Tpqd9JS5XCeu5c+P13mDsXpkzhTu7cbDtzBsLCaNSoEf/++y8lS5bU7zxCiCRSmrVuYmKYG4WpqbghhMjZLl9Wb5QDODvDtGmheHo2JTg4GIC///6bRo0aGTFC8SYyvCQNzIcNY3KAP+3wxxo14b5BEc42HwnXr8OOHdCgQfqc3NERvvsOgoIouGcPf/75JwAhISEM/+QTInv1Uot2CiGMKi4ujqioKOLj45M8flX79u2ZOHEiISEhBAUFMXv2bN0KckIIkSAqSq3H/eKF+nz+/Dj69m3FhQsXABg4cCBff/21ESMUbyNJdxrsfjn+MgpYBtTnV97jGtW2jOB4cJE3vtdgzMwgd2769evHiBEjMAX+1GqxnjEDKlSAwMCMiUMIkawxY8ZgbW3NnDlzGDt2LNbW1vj5+XHw4MEkw0d69epF7dq1KVGiBNWrV2fgwIHUSzw0TQghUPvbzp5VHw8erLBhQ2927doFqIu0TJgwwYjRiXch1UtSUb0EYNWqVbT58kvaa7XstLKidvPmLFv2ANgBmJE/v7oca0bOX1AUhQOrVlF7yhT49191p4sLbN8OH36YcYEIkYOk9RoiMg+pXiKyijVroFUr9fHHH4On5+/8+OMgACpVqsT+/fuxtbU1YoQ5k1QvSUerVq2iTZs2xGu1rLS2xm/zZhYsWECFCs8AdQW5e/egRQuIjs64uDQaDbVbt4YDB+Cnn9SdwcFEVqvGi61bMy4QIYQQQhjU9evQrZv62NEROnbcytCh3wNqacCNGzdKwp1FSNL9jk6dOqUm3PHxWFlZ8c8///Dpp59iYWHBkiVLsLScA8wB1HLcvXqpK95kKI0Gfv4Z7R9/AGAdE4NJkyb878cfyaE3NIQQQogsKyYGvvzyv6laQ4cGMnBgSxRFIVeuXGzatIn8+fMbN0jxziTpfkcVKlTg66+/xsrKik2bNiUZc1m6dGl+/30i0Ac4BMD8+fDXX8aJ9VnHjox9/33iAGug6vjxTKlSRW6DCyGEEFnIsGFw7Jj6uHPnMH7//RMiIyMxMTFhxYoVuqpHImuQpPsdaTQapkyZwqlTp5Kd5NS7d28+++xToCVwG4CBA2HnzoyNE8DJyYmhFy6wv39/IlHrQn558iQDu3aVHm8hhBAiC9iyBSZOVB9/8EE8R4/W5uHDhwBMmTKFxo0bGzE6kRbZKum+ffs21atXp3bt2nh6ehIZGWnQ9jUaDaVLl07x2Pz588mbNx7wBiLRatXyPkFBBg3jnWg0Gur98QfRGzcSaGNDTWD6smVMnjw544MRQgghxDu7excSKofa2SnY2X3FxYtnAOjfvz+9e/c2XnAizbJV0p0/f37+/fdf9u/fT6VKldi0aVOGnt/V1ZU5c+YAp4CuADx9qq6Lk2jBuQzl2KwZ9kFBRBUqBMCgQYPYvn27cYIRQgghxBvFxUHbtvD4sfq8WrW5HDq0AABPT08mJnR/iywnWyXdpqamulXi4uPjKVGiRIbH4OXlxaBBg4DlwDgALl6Edu0gmXUxMkQ+NzfWr1+PtbU1Wq2WRZ07E3vzpnGCEUIIIUSKRo9Wi5EBVK3qz+7d3QGoWLEiS5cuxdTU1IjRCX1k2qR7+vTpVKxYEXNzc0aOHJnkWEhICE2bNsXW1pZSpUqxe/du3bF///2XSpUqsXv3booVK5bBUavGjRtH7dq1geHAPwBs2vRfNT9jqFixIvPnz2eImxuLHz3C3MvLeN3vQgghhHjNnj1q0g1QqFAYx459BEDBggX5559/pDRgFpdpk243NzdGjhxJy5YtXzvWp08fXF1dCQkJ4bfffqN169Y8efIEgJo1a3Ly5Em8vb2ZN2/eG8+hKArnz59PdgsODk5z7GZmZixfvhw3t3xAO+AiAOPGwYoVaW5Wb1988QVjP/8cTVycuqxVy5YQG2u8gIQQQggBQHCweldcUcDSMp7g4LpABHZ2dlIaMJvItEm3t7c3np6eODo6JtkfHh7O+vXrGTVqFDY2Nnh6elKuXDk2bNhAdKIVaRwdHbG2tn7jOeLj4ylbtmyy27Rp0/SK39XVlVWrVmFmFgk0Q6NRi2x26QKnTunVtF5Mp02DZs3UJ7t2wahRxgtGCCGEEGi16sTJBw/U55aW3xMdfUpXGvCDDz4wboDCIDJt0p2SwMBA7OzsKFiwoG5fuXLlOH/+PEeOHKFWrVrUrVuXbdu20TFh6q+R1KhR4+WEh6soig8QT2QkeHurv9EahZkZLFtGfNmyAMSPHYty6JCRghFCCCHEb79BQo0DB4cthIWpi9z9+eefNGnSxIiRCUPKckl3eHg49vb2SfbZ29sTHh5O7dq1OXDgAHv37mXNmjXY2NgYKcr/9OvXjy+++ALYCajLtt6+Da1aqStNGYWtLX6NGhEFmAKRPj7w/LmRghFCCCFyrv/9T10EB8DG5i6hoV8C8O233/LNN98YMTJhaFku6bazsyPslQmAYWFh2NnZpbotrVZL8eLFKV68OAEBAUk2Q9XA1Gg0zJkzh/fffx/4A1gEwMGD8O23BjlFmngNG4avhQUANvfvw4ABxgtGCCGEyIGePIE2bdTqZiYmsURENAOe06xZM37//XdjhycMLMsl3SVKlCA8PJy7d+/q9gUEBFCmTJk0tWdpaYmlpSVlypRJsrm4uBgqZOzs7Fi1atXLMeY9MDM7DcCMGepmDLlz5ybm66/R1X2ZOxc2bzZOMEIIIUQOoyjQrRvcuqU+12oHAqepUKGClAbMpjJt0h0XF0dUVBTx8fFJHtvZ2eHl5YWvry+RkZFs2rSJc+fO4eXllepzWFhY6KqVpLeyZcsyffp0IJq4uM+xsFCr3vftC//+m+6nT1a//v3pqtHwFDhQvDh88olxAhFCCCFymL//hvXrE56tA/6mQIEC/PPPP2m6ey8yv0ybdI8ZMwZra2vmzJnD2LFjsba2xs/PD4Bp06Zx79498uTJw8CBA1mxYgVOTk5GjvjtOnXqRJcuXYB7xMQ0xdQ0jrg4aN36vxnLGalYsWJUa9WKMkC9mze5I3W7hRBCiHR36hQMGqQ+1mhuAd2wtbVl06ZNFChQwKixifSjURRFMXYQxmBlZQVAVFRUhp43IiKCatWqERAQAPQAZgJQu7Zawc/MLEPD4ejRo3z0kVp8f/Dgwfz6668ZG4AQWZSxriHCcBKGJWbE3U4hEjx/DhUrQlAQQBxQCxOTo2zYsIHPP//cyNGJ1EjtNSTT9nRnhJiYGN0Y7oxiY2PDqlWrXq4qNQtLy2UA7N8PQ4dmWBg61apVo2bNmgDMnDmT5/fvq9OojVbTUAghhMi++vRJSLgBhgGHmTx5siTcOUCOTrqN5f3332fWrFkAREd3w9b2KqDW6Vy7NuPjGfTyHlcRa2ssKlSAX375776XEEIIIQxi8WJ4OVIW2AH8Rt++fenbt68RoxIZJUcn3Rk5kfJVbdu2pVu3bkAkL140wspKvUXduTNcuZKxsTRr1oyVK1dy/OZNLKtVU3f6+cGePRkbiBBCCJFNXb0KvXoljOgNBjrStGkT/vjjD2OGJTJQjk66je3PP/+kVKlSwFViYtRi+M+fQ8uW8OJFxsVhYmKCj48PFhYWMGUK2NqqB3r1gujojAtECJGpREdHM3fuXJo2bYqLiwvm5ua4uLjQpEkTZs+eLePZhXhHMTFqPe7wcM3LPZ344ANXli1bJqUBc5AcnXQbY0x3Yra2tixbtgxzc3O02g04OEwDICAAevRQa3hmuMKFUUaOVB9fuQIysVKIHGnhwoUUKVKEWbNmUblyZaZPn87WrVuZPn06VatWZe7cuRQtWpRFixYZO1QhMr2ffoLjxxOeTSJ//nNs2rSJXLlyGTMskcFydNKdGVSoUIHx48cDEBraj3z51KEuS5fC1KkZH8/9+/fx2rOH6w4O6o5ffoHAwIwPRAhhVGvWrGHHjh0cPXqUUaNG0bJlS+rXr0/Lli0ZOXIkR44cYceOHaxZsyZN7U+fPp2KFStibm7OyIRf9IHNmzdTvXp1HBwcyJ8/PwMHDiQ2NlZ3/OrVq9SoUQMbGxsqVqzI2bNndce0Wi39+/fH0dGRfPnyyW17kSns2AETJiQ8O4WNzRj++ecfChYsaMywhBFIycBMcHtUq9XSpEkTtm/fDjiTO/d1nj61xdxcrWry8ccZF0vXrl2ZP38+VYEjGg0aRYF69WDnTtBo3vp+IXKKzHQNyYrWr1+PiYkJS5cu5f3339cl3suWLSNPnjx88sknhIeH06JFCxo3bszQl+WdqlatSuPGjfnxxx+ZP38+v/32G1euXMHMzIxp06Yxa9YsduzYQWhoKHXq1GHRokXUq1cv2RjKlClDfHx8ir84ODs7G3R1YpHzBAdD2bLxhISYAuFoNJXZsOE3mjVrZuzQRCoEBwcTEhLy2n4vLy/MzMy4dOnSuzWk5FCWlpaKpaWlscPQefDggeLi4qIAirV1XcXcXKuAouTPrygPHmRcHMHBwbo4ZltYKIo6ykVRFi/OuCCEyAIy2zUkq+rZs6fi6+ub4vGZM2cqn3/+uaIoinLp0iXF1tZWiYqK0h0vUqSIsmfPHkVRFOWjjz5S/Pz8dMd8fX2Vjh07pti2h4eH4uzsrADJbm+KS4i3iY9XlAYNYnVfo9BJmTx5srHDEmng6+ub4nXC2dn5nduR4SWZRL58+Vi4cCEAkZF7cXQcBcC9e/DllxAXlzFxODs7M3v2bAAGxcTw2MICpXRpSBhuIoTIcfbu3cvgwYPp06cPU6ZM4fHjxwD07t073c994MAB3bybCxcuULJkSSwtLXXHy5Urp6tAdeHCBcqXL5/sMSEy2h9/xLNzZ8KKd0vp3duOfv36GTUmYVw5Ouk29kTKV3322WcMGzYMgJCQUTg7bwNg3z51vZqM4unpSadOnQgFqsTEMLtvX5Ci/ULkSJ07d6Z+/fqsXbuWY8eOMWzYMEqXLs2BAwdYvHhxup57zZo17N69m4EDBwIQHh6Ovb19ktfY29sTHh6e7PHEx4TISKdOweDBCaN3r1G//lr+/HMyGhmmmaNl8KLj4m1+/vlnrl+/ztKlSwkJaYGDwwVCQ4syYQJUqwYtWmRMHH/++Sd79uzh+u3bDPz+e+o1bEjx4sUz5uRCiExhxowZ7Nu3j6NHj1K5cmUAIiIi+P333/H09CQ6HUuK7t27l169erFlyxbduGo7OzvCwsKSvC4sLAw7O7tkjyc+lhInJyf27t2b7DFnZ2d9PoLIocLDoWnTMLRaeyCO4sVHsHbtfMzMJOXKqnr37o2Pj89r+xPGdL+rHP0vIGFxnMzExMSEefPmcffuXfbv309oaH0sLf2JjramUyd4/33w8Ej/OBwcHJg3bx4NGjTgxYsXfPvtt2zatEktJC4ljoTIEWbNmsXMmTN1CTeAjY0NP/30EzY2Nnz//ffpct6jR4/SunVrVq1aleTcHh4eBAYGEh0drRtiEhAQoOsJ9/DwwN/fXzfEJCAg4K13Mk1NTTPN3U6RPbRt+4gHD/ICYGMzjp07R0tpwCzOxcUl2UnViYe6vYscPbwks7K0tGTdunWULl0auEp0dGtA/e3Z2xuePcuYOOrXr/9y1Uy4t3UrEQ0bQsWKGTfAXAhhVIGBgdStWzfZYwMHDmTfvn1pbjsuLo6oqCji4+OTPPb396dZs2bMnTuXOnXqJHlPqVKlKF26NOPHjyc6OppZs2ah0Wj45JNPAGjfvj0TJ04kJCSEoKAgZs+eTceOHdMcoxCpNXPmM/75J+/LZ3tYt646xYoVM2pMIvOQpDuTyp07N1u2bCFfvnzAJjSakYBaMrt9e9BqMyaOn376ia5du7J9+HBsdu6EoCBYsiRjTi6EMCoTE5MUSyLGxsZy8+bNNLc9ZswYrK2tmTNnDmPHjsXa2ho/Pz8mTZrE48ePadu2LXZ2dtjZ2dG4cWPd+5YuXcqOHTtwdHRk+vTprF27Vnd7t1evXtSuXZsSJUpQvXp1Bg4cmGK5QCEM7fLlGPr0SRhA8IiRI6/SsKH8+xP/kTrdmbzG7okTJ6hduzYREZGYm/9DbGxTQF3d6uefMzCQqCgoXlwtp+LuDhcvgoxPEzlYVrmG6KN+/fq0atWKr7/++rVj33zzDdOnTyc+Pt4IkRlGwrCSzDbMUGQ9sbFQqNA1Hj58D4BPP53Erl0DZOJkNpfaa4j0dGdylStXZsGCBYBCbGwbrK1vATB6NKxbl4GBWFnBkCHq46AgdclMIUS2NmTIEAYNGsTkyZO5d+8ekZGRHDlyBC8vL3bu3Jnq8YxCZFfe3md0CbeLy3I2beolCbd4TY5OujNbycCU+Pj48NVXXwHPiYxsiKWlWjGgY0e1wzmjRHfsyIuEclxjxsjYbiGyuQYNGjBlyhR8fX0pVKgQdnZ2VK9endDQUPbs2YOpqamxQxTC6KZMCWDLFnXyrplZAIcO1cTa2trIUYnMKM1Jd3R0NHPnzqVp06a4uLhgbm6Oi4sLTZo0Yfbs2dn6lqsxTJ48mffffx+4TGzsF8B/EytDQ9P//NHR0ZSpXJlhCeW4AgNh+fL0P7EQwqi6dOnCnTt32LRpE0uXLuX06dPs27ePAgUK6JZmFyKn8ve/T//+eVHTqQjmz4/G3b2gscMSmVSaxnQvXLiQIUOGUKRIET777DPKly+Pg4MDoaGh+Pv7s23bNm7cuMGECRMy7czxrDge88yZM1SrVo2YmBgcHSfx7NkAAJo1g/XrwSSd71v06NEDv9mzuQ64ApQuDefPg9xCEzlQVryGiKRkTLfQR2RkFPnzH+PZs1oAtG+/Hz+/2kaOSmSkDBnTvWbNGnbs2MHRo0cZNWoULVu2pH79+rRs2ZKRI0dy5MgRduzYwZo1a9LSvEjBhx9+yK+//grAs2ffUaDASQD++Ucd7ZHehg4dSpyZGb8n7Lh4EXbuTP8TCyEy3Icffsg///xDSv0yiqKwceNGKlSokMGRCWF8iqJQt+5qXcL93nsnWLRIEm7xZlK9JIv1UimKQtOmTdm6dStgj6vrLR48cADU5Du9V2vv3r07q+fM4TqgNGhA7okT4eVCFELkJFn1GvKuDh06RL9+/Xj48CH16tWjbNmyujua58+fZ/fu3bi4uPDXX39Ro0YNY4ebJtLTLdLqhx+W8euvzQErLC3vc+tWHlxcLIwdlshgqb2G6J107927l61bt/LixQvef/992rZtS548eejduzfTpk3Tp+l0lZW/MIODgylfvjwPHz7EyqoiJibHiIgwxd4ejh+HkiXT79zXr1+nZMmSWMXFUc/Li/Xr16ffyYTIxLLyNSQ19u7dy9q1azlx4gRPnjzBycmJSpUq0aJFCz799FNjh6cXSbpFWmzdeoAmTZyB0kAcGzeG0qxZHmOHJYwgQ5Puzp074+fnR7FixcidOzeXL1/GysqK1atX8/nnnxOWMOkuE8rqX5g7d+6kUaNGKIpCgQJ9uXv3L0BdIv7IkfRdqf2rr75i7ty5wLstsyxEdvS2a0hISAidO3dm3759FCxYkGnTpiW7UMuNGzfo2bMnR48exdbWll69ejF8+PB0jV2oJOkWqXXz5k1KldpPdLQ6X61nzzvMmCETJ3OqDKvTPWPGDPbt28fRo0cJCgri+PHjPHjwgL59++Lp6Ul0dHRam84wWaVkYHIaNGjATz/9BMDdu1MoU2YDABcuQJcukJ6DhoYMGaKrP/rrr7+qy2PGxqbfCYUwouDgYM6fP//aptVqUxzvDNCnTx9cXV0JCQnht99+o3Xr1jx58uS11/Xt25fChQsTEhLCv//+y7Rp09i+fXt6fiQhRBpERERQp87fuoS7VKkHTJ0qCbd4d2lOumfNmsXMmTOpXLmybp+NjQ0//fQTP/30E7GShKW7ESNG6HrOzp9vgYfHbQDWrIFx49LvvCVKlKBVq1aYAwU3bEBbujTMnJl+JxTCiKZNm0bZsmVf22JjY1NcjTE8PJz169czatQobGxs8PT0pFy5cmzYsOG11964cYPWrVtjbm5OsWLFqFmzJhcuXEjvjyWESAVFUWjT5gdu3FDLZFpZvWDXLlekVL1IjTQn3YGBgdStWzfZYwMHDmTfvn1pbTrDWFhY6HqtsiJTU1OWLFmCm5sboCUoqCoFCqh3GIYPhy1b0u/cw4YN44+//mJM3ryYXLkCU6aoPd5CCAIDA7Gzs6Ngwf96wcqVK5fstaZPnz6sWLGC6OhoAgMDOXLkSIrXViGEcUyYMImNG1sDuQHw87OkoHRyi1RKc9JtYmKS4ljG2NhYbt68meagxLvLly8fy5cvx9TUlJiYB2g03tjaKigKtG0LV66kz3k/+OAD+vTti0nfvuqOK1dAbokLAag93fYJq7e+ZG9vT3h4+Guv/eSTTzhx4gS2traULFmSHj168OGHH2ZQpEKIt9m+fTs//PACqAlAly6RtGplZtygRJaU5qS7SpUqLF26NNljAwcOpHPnzmltWqRSrVq1GDt2LAB37mzDw+M3QF2p0tsb0nU+a5cuYGurPv7rr3Q8kRDG0bt3bwICAl7bzM3NU1wG3c7O7rWJ5GFhYdjZ2SXZFx8fz2effUbnzp2Jiori2rVrLFmyhI0bN6bb50mrsLAwli5dyoQJEwB4+PAhDx48MHJUQqSvoKAgWrX6CxgGgLt7JFOnyhLvIm3SnHQPGTKEQYMGMXnyZO7du0dkZCRHjhzBy8uLnTt3Ymlpacg4xVt8//33fP6ySPfx40OoWfMAoK5f06lTOo78cHAgrEUL9fG2bXD5cjqdSAjjcHFx0U24TryZmJjoJhS/qkSJEoSHh3P37l3dvuQq/Tx58oQ7d+7Qq1cvzMzMKFasGE2bNmX37t3p+plS68yZM5QoUYKRI0fy888/A3D69Gm++eYbI0cmRPp5/vw5n3/eifDwGYAp5uZxrF9vjbXk3CKN0px0N2jQgClTpuDr60uhQoWws7OjevXqhIaGsmfPnhR7gET6MDExYdGiRZQoUQKAf/+ty4cf3gfUJeLTa8XKkydP8tGSJf/t+Pvv9DmREFmInZ0dXl5e+Pr6EhkZyaZNmzh37hxeXl5JXufs7EzhwoWZPXs2Wq2W27dvs3nzZsqVK2ekyJPXv39/fH19uXLlCubm5gDUqFGDI0eOGDkyIdKHVqulY8dOXL48CCgEwF9/mZEFi52JTCTNSTdAly5duHPnDps2bWLp0qWcPn2affv2UaBAAYYOHWqoGMU7yp07Nxs3bsTBwQHQculSRQoXVsfd+/qqybehVahQAaVkSba+fK4sWADPnxv+REJkMdOmTePevXvkyZOHgQMHsmLFCpycnFiyZEmSHu/Vq1ezdOlScufOTdWqVWnSpAldu3Y1YuSv8/f35+uvvwbQ9e7nypWL5/J/XWRTY8eOZf16F6A5AN7eCj17GjcmkfXJMvBZdHGcN9m+fTtNmjRBq9Xi4lKHFy928+KFCba2cPgwGLoTbcGCBazq0oXNCTtmzoQePQx7EiEymex8DXmVu7s7Bw8exM3NDScnJ548ecKtW7do0KABl7PwkDJZHEckZ+PGjXh5DQWOA9bkz6/F398EJydjRyYymwxZHOfDDz/kn3/+SXFhCEVR2LhxIxUqVEhL80JPjRo1YtKkSQAEB+8jf/7v0WgUXrwAT08ICTHs+dq2bcv5ggW5DTwyNUUrNdqFyFZat25Np06dCAwMBODOnTv07duXdu3aGTkyIQzr4sWLtGv3FbAcsMbERGHZMkm4hWGkqaf70KFD9OvXj4cPH1KvXj3Kli2Lg4MDoaGhnD9/nt27d+Pi4sJff/1FjRo10iNuvVlZWRETE0Pp0qWB7NfToSgKPXr0YM6cOQB8+OFyzpz5AoBatWDnTrCwMNz5Jk2axKzvvuMacPDIEapVq2a4xoXIhHJST3d0dDQ9e/Zk0aJFgDrExNvbm6VLl2bpSfPS0y0Se/bsGVWrViUwsD/QG1CHZo4cacyoRGaW2muIXsNL9u7dy9q1azlx4gRPnjzBycmJSpUq0aJFCz799NO0NpshsnvSDeoy9w0aNODAAbWSSfny5zh3Th1b0qMHzJgBKRRfSLV79+5RsGBBFEVh0KBB/Pbbb4ZpWIhMKicl3QmePHlCUFAQrq6uFC5c2Njh6E2SbpEgPj4eT09PtmyxANYBUKMG7NsHZlKSW6QgQ5PurCynfGE+evSIatWqce3aNcCK9967zbVreQG10EifPoY7V82aNTl06BBFixbl2rVrKZZTEyI7yCnXkOxMkm6RYNiwYfzyyyLgLOCEo6PCmTMaihQxdmQiM8uQMd0i68ibNy+bN2/G0dERiOL27SrkyaMuFf/tt7Brl+HO1apVKwBsbtwgpF07WLbMcI0LIYzGz8+PM2fOJNl3+vRpliQuFypEFrVq1Sp++WU8sBhQB2/Pni0JtzA8SbpzgPfff5+1a9diZmZGbOwNYmM/x8JCS3w8tGqlLqBjCC1btqRv796cypsXl2XLYPJkwzQshDCqUaNG4erqmmSfm5sbvr6+RopICMM4d+7cyxW0hwK1AXX45cs+JCEMSpLuHKJu3brMnj0bgLCwXTg5fQeoS8V//jk8eqT/OQoVKsRfU6di2auXuuPYMXild0wIkfUEBwe/lnS7urry8OFDI0UkhP4eP36Mt7c3EREfACMBKF0a/vjDqGGJbEyS7hykc+fODBs2DIAHDyZTuPBcAK5dg+bNITraQCfq1u2/GZovE30hRNbl5ubGlStXkuy7cuUKLi4uRopICP3ExcXxxRdfcP16MLAIMMXSEpYvBxsbY0cnsitJunOYn3/+mS+//BKAW7e+wt39KAD//gtffQUGmVZbpAjKZ5+pjxcvhhcvDNCoEMJYfHx86NixI6dPn+bFixecPn2azp0707p1a2OHJkSaDB48mN27dwMTAHcAxo2D8uWNGpbI5gySdIeFhbF06VImTJgAwMOHD3nw4IEhmhYGZmJiwvz583V1tIOCauPurt4iXrwYxo7V/xx///03PU+cUJ+EhcHKlfo3KoQwmuHDh+Pu7k6lSpWwt7encuXKFCtWjBEjRhg7NCFSzc/Pjz/++ANoSEI97tq11eICQqQnvZPuM2fOUKJECUaOHMnPP/8MqLPav/nmG72DE+nDysqK1atXv7w1HM2tW5UoUEAdW/LTT7BihX7th4WFMT8khHsJO2bN0q9BIYRRWVlZsXjxYkJCQjh69CgPHz5kyZIlWFtbGzs0IVLlxIkTdO/eHXBEo1kAgJ0dzJ8PJnLvX6Qzvf+J9e/fH19fX65cuYK5uTkANWrU4MiRI3oHJ9JPwYIFWblyJaampsTE3EWrbUquXFoAOnVSh5ukVcuWLYkD5iXsOHIEAgL0DVkIYUTXrl1jz549nDt3jo0bNzJv3jzmzZv39jcKkUk8fPiQ5s2bEx0djUbzN4riBqgTJ4sVM3JwIkfQO+n29/fn66+/BtAthpIrVy6eP3+ub9MindWuXVs3JOj+/d2UKPEjZmYK0dHg5QWBgWlrt1SpUpQtW5YkX8ebN+sdrxDCOGbMmEHJkiXp06cPo0eP1m1jxoxJc5vTp0+nYsWKmJubM/KVdbYXLFhAwYIFsbe3p0uXLsTExOiOXb16lRo1amBjY0PFihU5e/as7phWq6V///44OjqSL1++l0MIhFBXaG7VqhV37twBWqAo7QBo2lSd+y9ERtA76c6dO/drZaNu3br1WnkpkTkNGDCAL774AoBTpybQqNEaAJ48gcaNISQkbe22bNmS68AA4Pb69TB4sEHiFUJkvHHjxrFy5UqCg4O5fv26blNXuk0bNzc3Ro4cScuWLZPs9/f3Z8CAAaxbt47bt29z+/ZtRo8erTvepk0b6tevz5MnT+jevTvNmzcnLi4OUH852LdvH1euXOHff/9l4sSJLyfLpSw+Pp7z588nuwUHB6f584nMpX///vz7779APiwtFwDg5KQW2JLFk8XbBAcHJ3uNiI6OJj4+/t0bUvT0448/Kg0aNFCuXLmi5M6dW7l9+7bi6empjBo1St+m05WlpaViaWlp7DAyhefPnytlypRRAAVQWrTwV9Q6Jory8ceKEhGR+jbPnTuna+/XX381fNBCGFlOuoY4ODikW9s9e/ZUfH19dc9/+OEHpVu3brrne/fuVQoXLqwoiqJcunRJsbW1VaKionTHixQpouzZs0dRFEX56KOPFD8/P90xX19fpWPHjime28PDQ3F2dtZdq17dEsclsq5Zs2bp/k4dHffrvt9WrDB2ZCKr8PX1TfE64ezs/M7t6N3T7evrS/78+SlVqhTPnj2jSJEimJmZMWTIEH2bTncxMTGUKVOGMmXKGDsUo7Kzs2PdunXY29sDsGFDBerWvQvA4cPqGG+tNnVtli1blpIlSwKwZs0ag8YrhMhYTZs2Zf/+/RlyrgsXLlA+Ud22cuXKcevWLcLDw7lw4QIlS5bE0tIyyfHz58+n+N6EYyJn+t///kefPn0AsLf/lmfPagHw5ZcgFS9FRjPTtwFLS0sWLFjApEmTCAoKwtXVlcKFCxsiNpGBSpQowdq1a2nSpAkxMTH8738efPDBTc6edWTVKihSBH777d3b02g0tGzZknHjxnHs2DFuXrtGkatX4ZNPwMoq/T6IEMLgnJ2d8fb2pmXLluTPnz/JsYSqVYYSHh6u6wAAdI/Dw8NfO5ZwPDw8PMX3JhwTOc/du3dp2bIlsbGxmJkVJy5uIgBubjB1qpGDEzmS3km3n58f5cqV48MPP6Rq1aqAWjLwwoULtGvXTu8A05OFhYX0giRSr149Vq5cScuWLYmODuPq1fIULXqZGzesmTgRChZMXR3TVq1aMW7cOBq5uuJatSo8fgxr1kCLFun3IYQQBnf27Fk+/PBDrl69ytWrV3X7NekwGNbOzo6wsDDd84THdnZ2rx1LOG5nZ5fiexOOpcTJyYm9e/cme8zZ2TlNn0EYX1RUFC1atHi5ZoiG4sX3c/mymvLMmaOO5xbiXfXu3RsfH5/X9nt5eWFm9u6ptN5J96hRo15OTviPm5sbPj4+mT7pFq/z8vJi4cKFdOjQgfDw25iZVSdv3mM8emTOgAFQoAC0avVubVWoUIGTJ09S4f330SRMrF28WJJuIbKYlJLS9ODh4YG/v7/ueUBAAIULF8bOzg4PDw8CAwOJjo7WDTEJCAhg4MCBSd6bMMQkICDgrcMHTU1Nc/wQw+yoX79+HDt2DIDq1Zfxv/8VAKB7d2jSxJiRiazIxcXl5domSSUe6vYu9B7THRwc/FqlEldX19cqmoiso127dkybNg2AZ8/OAE2xtdWiKNC+PRw48G7taDQaKlasiMbG5r9MffNmtTSKECJLUhQFrVar29IqLi6OqKgo4uPjkzxu27Yta9as4eTJk4SGhjJ27Fg6duwIqOVIS5cuzfjx44mOjmbWrFloNBo++eQTANq3b8/EiRMJCQkhKCiI2bNn694rco4NGzYwe/ZsACpUaMOpU+rg7WLF4PffjRmZyOn0Trrd3Ny4cuVKkn1XrlxJ9jcCkXV8/fXX/PrrrwA8erQTe/suSWp4p3pUTvv26p8xMbB6tWGDFUKkq8ePH9OuXTucnZ0xMzPD3Nxct6XVmDFjsLa2Zs6cOYwdOxZra2vdcMVJkybh6elJwYIFyZ8/P8OHD9e9b+nSpezYsQNHR0emT5/O2rVrdbd3e/XqRe3atSlRogTVq1dn4MCB1KtXT+/PL7KO4ODglytOgoNDHhRlAVFRGjQaWLgQcuUycoAiZ9O3jMqwYcOUatWqKadOnVLCw8OVU6dOKR9//LHyww8/6Nt0uspJ5b708eOPP+rK4hQpMlxXaqlgQUW5ffvd2oiLi1MO7N2rhDk4qG/+5JN0jVmIjJCTriEdOnRQPvroI2XdunWKnZ2dsm7dOqVq1arKlClTjB2aXjw8PBQPDw9jhyEMRKvVKp6enrrvLB+fs7rvrO++M3Z0IjtK7TVE757u4cOH4+7uTqVKlbC3t6dy5cq89957jBgxQt+mRSYwduxYvvrqKwBu3hzDe++pt+zu3IFGjd5t8RxfX19q1a3LjNBQdcfBg3DzZnqFLIQwsF27drFy5Uq8vb0xNTXF29ubxYsXs3z5cmOHJoTO/Pnz2bhxIwANGw5h3Tp1bL+HB+ixeKoQBqN30m1lZcXixYsJCQnh6NGjPHz4kMWLF2NtbW2I+ISRaTQapk+fjpeXFwDXrvWgePEtAFy4AA0bwtOnb26jadOmAPgl3rl0aTpEK4RIDy9evKBQoUKAOnEoNjaWEiVKJJnwKIQxXbt2jW9fltdycyvK7dtjiIsDMzNYtEgq1YrMQe+kO0GePHmoXLkyefPmNVSTIpMwMzNj2bJluslKV69+TsmSRwA4c0ZdLv7585TfX61aNQoUKIA/cM3WVt3p56fe9RNCZHqFCxcmKCgIAHd3d9atW8fu3buxTfj/LIQRxcfH06lTJ11N9po193DxojrOf/hwqFTJmNEJ8R+9SwaC+hvmyZMnef5K5tW1a1dDNC8yAWtrazZu3EitWrXw9/fnypWalC59losXy3D0KDRrBlu2gI3N6+81MTGhZcuW/PXXX8yKiGCMuztmbdtCXBzoMRFLCJExevXqhb+/P+7u7nz33Xe0bt0aRVEYN26csUMTgt9//11Xurh5899ZvboYAJUrw9ChxoxMiKQ0iqJfd+OMGTP45ptvcHJyStLrodFouHbtmt4Bpherl/eaoqKijBxJ1nLv3j2qV6/OzZs3AXPKlLnM+fPqBa5hQ9i4EZIrW3nw4EFq1aqFGTBt5ky69+iRoXELYWg5+Rpy9+5dwsPDKVWqlLFD0UtCfW5ZJC3rOnfuHFWqVCEmJgZ39w+Jjz/J9esmWFrC6dNQurSxIxTZWWqvIXoPLxk3bhwrV64kODiY69ev67bMnHCLtMufPz87dux4uVJbLOfPl6ZMmfsA7NgBPj4QHf36+6pXr46rqytxwJq1azM0ZiGEYRUoUCDLJ9wi64uOjqZ9+/bExMRgampK+fLbuH5dTWvGjZOEW2Q+eg8vCQ0NpYWsMJijlCxZkm3btlG3bl3CwsK4eLEUHh7XuXAhD//8oy44uWZN0okrpqamtGjRgmnTprF7926ePHmCk6zDK0SmdeAdV8GqVatWOkciRPJ++ukn3WTeL76Yx9Kl+QCoXRtezqkUIlPRe3hJu3bt6NGjB7Vr1zZUTBkiJ98aNpQDBw7QqFEjoqKisLR0pmTJQPz9HQBo0ADWr086xnvv3r18+umnAOwYOJAGT55A8eLqTBchspjsfg0xMUl6I1Sj0ZD460Kj0QDqJLasSoaXZF0HDhygTp06KIrChx/WJTh4N/fuabCzg3Pn1NUnhUhvqb2G6N3T7ezsjLe3Ny1btiR//vxJjv3888/6Ni8ysVq1arFq1Sq8vb2Jjg7hxo3SVKp0mZMnc7FzJzRtCv/8A3Z26us/+eQTatasSZ06dai5ZQucOgVFisCwYfDyC1wIkTnExsbqHq9YsYJly5Yxbtw4ihUrxvXr1xk2bBhffvmlESMUOVVYWBidOnVCURSsrKwoVGgdZ86o3yF//CEJt8i89O7prlu3bvINazTs2bNHn6bTVXbvpcpIS5Ysof3LZd4dHfNTvHgAJ0/mBqBmTbWqyWtL7/7113/3/44dgypVMjBiIfSXk64h7u7unDhxAkdHR92+p0+fUrlyZa5evWq8wPQkPd1ZU7du3Zg3bx4AXbpsZv78JsB/HT3ShyMySob3dO/du1ffJkQW165dO54+fUrfvn159uweZ88WoVy5i/j7F+Dff9WhJlu2QJIh3C1b/pd0r1wpSbcQqRQdHc3ixYtZu3Ytx48f5+nTp+TOnZvKlSvTvHlzOnTooPvFQF+PHz/WDSdJoNFoePz4sUHaF+JdbdiwQZdwf/KJDxs3NgbU75fZsyXhFpmbwRbHAVAUBa1Wq9tEzvHNN9+wcOFCzM3NiYt7jr//e5QocRGAo0fhk0/UpeN1ChRQu8EBVq2ShXKESIWFCxdSpEgRZs2aReXKlZk+fTpbt25l+vTpVK1alblz51K0aFEWLVpkkPPVrVuXNm3acOHCBSIiIrhw4QLt27fXzdEQIiMEBwfTvXt3ABwcHLG0XMjjx2qWPX06uLkZMzoh3oGip0ePHilt27ZV8ubNq5iYmCTZMjNLS0vF0tLS2GFkO/v371ecnJwUQAFzpVChQ4qaUStKoUKKcvGiohw9elTp1q2bMtrFRdEdPHrU2KELkSrGvIY0a9ZMOXv27Btfc/bsWcXT09Mg5wsODlYaNGigaDQa3fW9fv36ysOHDw3SvrF4eHgoHh4exg5DvAOtVqt4enq+/G5B6dHjsO7r48svjR2dyKlSew3Ru6d7wIABXLt2jdmzZ2NjY8OaNWuoXLkyf/75p96/EKTW/v37+eijj6hZsyYDBgzI8PMLdXLlkSNHKFGiBBDL7ds1yZdvFQC3byeM8b7C3LlzmRYcjJJwL3DlSuMFLUQWs3HjRsqXL//G15QvX54NGzYY5HzOzs7s2LGDO3fucPjwYW7fvs3OnTtxcXExSPtCvM38+fPZuHEjAE2b9mbZsmqA2rs9daoxIxPi3emddO/atYuVK1fi7e2Nqakp3t7eLF68mOXLlxsivlRxd3dn//79/PvvvwQHB+vqd4qMVaJECY4cOfKyjKTCw4etcXGZAsDjxzBhQmNMTEy4D1xLqHizcqUMMREiEwsLC2Pfvn3s27eP/Pnz8/DhQx48eGDssEQOcP36db59OQfI1TU/oaGTef5c7bCZM+eV+UJCZGJ6T6R88eIFhQoVAsDS0pLY2FhKlChhlIS3QIECusdmZmaYmppmeAxC5eTkxI4dO+jcuTPLli0jOLgfefM+4MmTMURG5gGqA/+yJCaGEaB2g587Bx98YNzAhcgC6tat+9rExuQYqoLUmTNnaNSoEQ4ODty7d4/Bgwdz+vRp5syZw+rVqw1yDiGSEx8fT8eOHQkPDwfA23sXM2aYA9CjBzRpYszohEgdvXu6CxcuTFBQEKD2NK9bt47du3dja2urV7vTp0+nYsWKmJubM3LkyCTHQkJCaNq0Kba2tpQqVYrdu3cnOX769GkePXqEh4fHG8+hKArnz59PdgsODtYrfgEWFhb4+fnx9ddfA/Do0S84OHTHwkILNANgWkgID/p/B1evSsItxDuqWbMmNWrUoEaNGpQpU4YjR47g5OREpUqVyJMnD0ePHqVs2bIGO1///v3x9fXlypUrmJurCU+NGjU4cuSIwc4hRHJ+//13/v33XwDatBnFggXq2u7FisHEicaMTIjU07unu1evXvj7++Pu7s53331H69atURSFcePG6dWum5sbI0eOZOnSpa8d69OnD66uroSEhLBr1y5at25NYGAgTk5OBAcH069fv3fqfYmPj0/xi8nX1/e1ZF+knqmpKdOmTcPBwYFff/2Vp0/nYm9/B2vrXwkNHcJDoOY/bhwZ9h55jR2sEFnE6NGjdY9btWrFypUr+fzzz3X7Nm/ezPz58w12Pn9/f12veUIPe65cuXj+/LnBziHEq86dO8dPP/0EgLv7+wQGDiMqSi0LuHBhMus/CJHJ6d3T3bt3b5o3bw5AixYtuHnzJhcuXGDw4MF6tevt7Y2np2eSxRgAwsPDWb9+PaNGjcLGxgZPT0/KlSvHhg0biI6Opm3btkyePJl8+fLpdX5hOBqNhvHjx+t+EQsL205MTGvMzIoCcPXqP1StCgEBRgxSCAN72x25xBYsWECJEiWws7OjdOnSqVpwZufOnTR55R5748aN2blzZ5pjf1Xu3Ll5+PBhkn23bt3C1dXVYOcQIrHo6Gjat29PTEwMpqam1K27kxMn1CGjAweqZWiFyGrS1NN94MCBt77m4cOH1KpVKy3Nv1FgYCB2dnYULFhQt69cuXKcP3+eRYsW4e/vz3fffQfAuHHj+Pjjjw0eg0ibH374AUdHR3r37k1k5BUgYcz9v1y//pS6H1kxb8R1mg1+87AgITJScHAwISEhr+3XarVvHFf9pjtyiW3evJk//viDDRs26BLuV1/zJvny5WPbtm1JEu/t27cbtLJI69at6dSpE1Nflom4c+cOffv2pV27dgY7hxCJjRgxQjc3rEuXqcybp37nlykDY8YYMzIh0i5NSXedOnWSPNdoNCiJKk8kfBHFx8enPbIUhIeHY29vn2Sfvb09jx8/pnv37rrC+e/C1NSUs2fPJnvM2dlZrzhF8r7++mvy5cuXZGIMxDOCXnz/YhMhQ5xpe/oa06ZreOUmhxBGMW3aNEaNGpXssZQmayfckbt27dprd+S6dOmS5LU///wzkyZN0s1BcXd3T1V8P/30E97e3nh5eVGsWDFu3LjBxo0bmTVrVqraeRNfX1969uxJqVKlAChSpAje3t4MGTLEYOcQIsGBAwf47bffAKhYsQYHD/YgPh7MzcHPDwy00KoQGS5Nw0tiY2N12+LFi2nSpAnnzp3j+fPnnDt3js8//5zFixcbOlYA7OzsCAsLS7IvLCwMOzu7VLcVGxtL69atad26NWXKlEmySf3Z9NO8eXOOHj36spa3SrG/hR0vKMYNLi4/wwcfwP79RgxSCD286Y5cYvHx8Zw6dYqAgAAKFSrEe++9x5gxY5J0YrxNhw4d2LdvH7lz5yYgIABHR0d2795Nx44dDfZ5LC0tWbBgASEhIRw5coTr16+zZs0aLC0tDXYOIUD9Pu/UqROKomBlZUWZMhu5fFntyBs5EipUMG58QugjTT3diXt3RowYwYkTJ3Rjr8uWLcuCBQuoXLkybdq0MUiQiZUoUYLw8HDu3r2rKxEYEBBg0C8Ykf48PDw4fvw4HTp04J9//mFh2GF+fnmsBWsZcasCdevCkCEwahRYWBg1XCFS5U135BJ7+PAhcXFx7NixA39/f549e0bDhg0pUqQIHTp0eOfzVa9enerVqxsk9jfJkycPefLkSffziJxrwIAB3LhxA4CuXZcybZo61Orjj0HPqWJCGJ3eEykfP3782rhGjUbz2pdLasXFxREVFUV8fHySx3Z2dnh5eeHr60tkZCSbNm3i3LlzeHl5pfocFhYWuhKBIuM5ODjoJsXeAk683N/Wci5WVgqKAuPHq5UE3zAHTYh01bt3bwICAl7bzM3NUxxe8q535KytrQEYPHgwjo6OFC1alJ49e7Jly5ZUxRgXF8f58+fZu3cve/bs0W2GdPjwYbp3785nn33GV199xf/+9z+Dti/Ehg0bmDdvHgC1a3uxcaM3ALa2sGgRmOldb00I49I76a5bty5t2rThwoULREREcOHCBdq3b8+nn36qV7tjxozB2tqaOXPmMHbsWKytrfHz8wPUMZb37t0jT548DBw4kBUrVqRq4pHIPExMTBgxYgTr169n28sEpHj0fcpbVqZYsWcAXLoE9etD69Zw544RgxU5kouLy2vDz8qUKYOJiUmKEykT35FLEBAQQJkyZZK8Lnfu3OTPnz9JO++y6E1iZ8+exd3dnXLlylG/fn3q169PgwYNaNCgQaraeRM/Pz/q1KnD8+fPqVChAi9evKBevXosWrTIYOcQOVtwcLBuTpajoyNOTku4c0f9v/D775DKqQ5CZE6KnoKDg5UGDRooGo1GMTExUUxMTJQGDRooDx8+1LfpdGVpaaloNBrFw8ND8fDwMHY4Odrw4cMVOzs7pVGRIoqiLgavDAEFzJXKlZcrtrbahN2Kra2ijB+vKNHRxo5a5HSWlpaKpaVlisdbtWqldOvWTYmIiFD++ecfxcnJSXn8+PFrrxs6dKjStGlTJSwsTLl9+7ZSqlQpxc/P753j+PTTT5WePXsqT548URwdHZWnT58qXbp0UVavXp2mz5WcEiVKKFu2bEmyb+vWrYq7u7vBzmEMcv3PHLRareLp6akACqD063dAd81v0kRRtFpjRyhE8lJ7DdE76U5w9+5d5ejRo8rdu3cN1WS6kqQ78/jll190F9uo4sUVBZQTpqa6fY6OZZUKFS7pLsKgKEWLKsrcuYoSE2Ps6EVO9bakOzg4WGncuLFibW2tlChRQtm5c6eiKIqyePHiJNec6Oho5auvvlLs7e2VAgUKKKNGjUpVHE5OTkp4eLiiKIri4OCgKIqiPH78WClVqlQqP1HKcuXKpcTHxyfZFx8fr+TKlctg5zAGuf5nDnPnztVd75s166E4OakdLXnyKMq9e8aOToiUpfYaolGUVEyTz0asXtYcioqKMnIkIiAggHLlygFwpH59qu3aBUC7mjVZ+nL5XwA3t3aYmEzj7t3/Jqi99x6MGAHt2sl4P5GxMss1JG/evDx8+BBTU1MKFizIhQsXyJUrF7ly5UpUllM/LVu2pFu3bklqgW/dupU5c+awZs0ag5zDGBKG+8i8HuO5fv065cuXJzw8HFdXN8qWvcGuXerM+VWroFUrIwcoxBuk9hqi95huUCcILV26lAkTJgDqjPwHDx4YommRA5QpU4aiRYsCMOfxY3WN3xo1WDx5MmvWrNHVLb5/fwl37+alWLHfyJtXTXSuXYPOncHDA+bPB/kdSuQ0pUqV4vjx4wBUrFiRkSNHMmrUKAoXLmywc+TPnx8fHx98fHwYPHgwrVu3xsfHhwIFCjBixAjdZkhnzpyhRo0a2Nvb89577zFnzhxAXZSof//+ODo6ki9fPv74448k79u6dSvu7u7Y2tri5eXF06dPDRqXMBytVkvnzp11vxz6+OzUJdzt20vCLbIfvXu6z5w5Q6NGjXBwcODevXuEh4ezbds25syZw+rVqw0Vp8FZWVkRExND6dKlAenpMLbvvvuOSZMmoQEenjuH88ueb4CYmBhmzpzJqFGjElXFscTNbQQREd8SGmqre22ePNC9O3z9NRQpkrGfQeQsmaWne//+/VhYWPDxxx/j7++Pj48PYWFhzJs3j88++8wg56hbt+5bX6PRaAxaMaVcuXL4+PgwfPhwzpw5Q+3atTl27Bh79+5l1qxZ7Nixg9DQUOrUqcOiRYuoV68ewcHBlCxZkqVLl1KnTh169eqFVqvVTcJ/VZkyZYiPj0+xt97Z2VnWbEhHixYtolOnTgC0bevL+vUjiYiAggXB3x9ZIE1kGimtTOzl5YWZmRmXLl16t4b0Hc9Su3ZtZerUqYqiKIqjo6OiKIoSFhamFChQQN+m05WM6c5cDh48qBvTN2vWrGRf8/TpU2XIkCGKtbW17rVgpdjY/KDY2YUmGfNtYqIo3t6Ksm2bosTGZvCHETnC28Z0Z4S4uDjl6NGjSkw2nNxgZ2enXLlyRfe8SpUqytq1a5WPPvooyURTX19fpWPHjoqiKMqMGTOUevXq6Y5du3ZNsbS0VCIiIpI9h4eHh+Ls7JzoepJ08/X1TZ8PJ5TQ0FDF1dVVARRX14JKlSpxuuv3rl3Gjk6IpHx9fVO8Tjg7O79zO3oPL/H39+frr78G/it1lStXLp4/f65v0+lO6nRnHh9//DH58uUDYO3atcm+xtHRkfHjx3P79m3GjRv3crW/KCIixhMenhf4kty5AwDQamH9evjsMyhQAPr2hcOH1Uu6ENmFqakpdevWxSwbTmjo27cvixcvJi4ujmPHjnHr1i0++ugjLly4QPny5XWvS7zS56vHihUrhrm5OVevXs3w+MWbjR49WjcMtWbNfzh+XK15/+23UK+eMSMTIv3onXTnzp2bhw8fJtl369YtXF1d9W1a5CCmpqZ4e3sDsHv3bkJv3oQlS+CXX157bZ48efjhhx+4du0aK1aseLkSXyywgqdPywEfYmnph5lZDADBwfD331C9ujrxcsgQ2LMHoqMz7OMJkW5KlCjB/fv30/UcgYGBNG7cmDx58mBhYZFkSy+NGzdm0aJFWFlZUb16dX799Vfc3NxeW+3T3t5eNyY4pZVADTWhVBjGpUuXmDx5MgAffNCF9es/AKB0aRg3zoiBCZHO9O4ead26NZ06dWLq1KkA3Llzh759+9KuXTu9gxM5S4sWLZg5cyaVK1dGO3gwrFyprv/+zTfwyhcpgLm5Oa1bt6Z169acOnWKuXPnsmTJEkJDzxId3RHoCzTHwqIzsbGfoCgm3LgBEyaom7U11KoFDRqoi++ULQspLDAoRKbVr18/vvjiC3x9fSlatCgmJv/1pbz33nsGOUeHDh0oWLAgs2fPxtbW9u1v0NOTJ09o2rQp8+bNo3nz5pw/f57PPvuMcuXKvbbaZ+KVPt91JdDEnJyc2Lt3b7LHnJ2dDfBpRGKKovDtt98SFxcHWPH8+VTi4jSYmYGfn3pdFiKz6d27Nz4+Pq/tTxjT/c70HecSFRWldOrUSdFoNLoFclq0aKFERUXp23S6ygzjMUVSMTEx/9V537r1vwHay5a9cxsRERHKkiVLlHr16r0y7iqfAt8o8D8F4pOM/0688E7t2ory/feKsmqVoty4IYsyiJRllmtIwrU38QJlCY8NJVeuXEpsBk6OOHbsmOLq6ppkX8uWLZVJkyYpH330kbJ48WLd/pEjRyYZ012/fn3dsevXr791TLfM6clY69at012Xy5Xbqbv+/vyzsSMTIvWMVqf7yZMnBAUF4erqatBSVelFqpdkcjEx4OwMYWFq3ahVq1LdxK1bt9i6dSvbtm1j165diW4x5wE+BRq83Iqm2IaDg1qO0MMDypRRtxIloFAhqQue02WW6iU3b95M8VgRA5XwqV69OitWrKBQoUIGae9tQkNDKVy4MIsWLcLT05OLFy9St25dlixZwuXLl5kzZ06S6iULFy5MUr1k+fLl1KpViz59+hAXF/fG6iUg1/+MEhkZiYeHBzdu3MDOrhnh4RsBqFYN/v1Xrqki60ntNcQgSffhw4eZN28et2/fpmDBgnTt2vXlONvMS5LuLKB9e3Vct40NhISof6ZRTEwMhw8fZuvWrRw4cICTJ08SExPz8qg78AlQ9eVWnreNvDI1VUsSvveeuhUurE7YTNjy51cT9pdzi0U2lFmS7owQEBDAjz/+SIcOHV6br1OrVq10Oef27dsZMmQIV69excnJid69ezNkyBC0Wi0DBw5kwYIFWFhY8MMPPzBw4EDd+7Zs2ULfvn25f/8+9evXZ+HCheTOnTvZc0jSnbFGjx79sp67Pblz3+Hp01xYW8OZM1CypLGjEyL1Mjzp9vPz46uvvqJ58+YUK1aMGzdusH79embOnEnHjh31aTpd5aQvzKwmLCyMzZs347B3L01mz1Z3rlkDLVoY7BzR0dGcOnWKw4cP87///Y8TJ04k6jG0Bj4EKgMeQJmXm1OqzmFpqZA3r4Y8eSBvXrWGeMLm5JR0c3D4b8uVC0wMsmyVSE/GvIacOHGCypUrG+x1b7NixQq6detGREREkv0ajYb4+Hi92zcWSbozzs2bNyldujSRkZHkzr2Rp0+bATB1KvTubeTghEijDE+6S5YsyZ9//knjxo11+7Zt20bfvn0JDAzUp+l0JUl35tWqVSvWrFmDq4MD9+Li0Lx4AW3awNKl6XreZ8+ece7cOc6ePcvZs2fx9/fn0qVLiSZmuQKlgeLAe4m24qQ2IX8TjUbB1laLrS3Y2WnIlUuDra0GW1uwtVU7/BP/aW2tblZWSR+/ullavr5ZWam3dKVHPvWMeQ0pX7487u7u9OzZkzp16mBpaak7FhMTw969e5kxYwZXr17l3Llzep+vcOHCDBo0iM6dO782kdI0C88+lqQ74/j4+LxcMK85oJaFbdQItm6V64/IujI86ba3t+fZs2dJZsxrtVocHR1fm0WemUjSnXktXryYDh06AHC/Th1c9+0DOzt1iMnLv7eMoigKDx8+5NKlS1y6dIkrV64QHBzMo0ePdFtISAhqB2B+oECiP12AvKhjyBP/6QhknkTFxETBwkKLlZWCtbUGa2sTrK0VLC15+ae6mZpqMTWNx8QkHo0mDhOTOMzNwdLSFCsrUywtTbCyMsXKyhwrKzPMzTWYmqpJvampupmYJH2cMI1Vq317DfWEL2aNRt0S2kloP+GXh1enyMbFQUQEREaqW0QEREWpJSNf3cqUgaFD3+3nZsxrSFxcHNOmTWPy5Mncv3+f9957DwcHB0JDQ7l27Rpubm58++239OnTxyA1vBPazm4k6c4Yu3fvpn79+kA+LCwCiYnJRe7cEBCgDsUTIqtK7TVE76txgwYN2LZtG02aNNHt2759Ow0aNNC3aZFDff7555iZmREXF8c/FhZ0BwgPh507oVmzDI1Fo9Hg6uqKq6srderUSfF1z58/5969e9y9e1f356NHwTx5coknT57w+PFjnjx5QkhICCEhj1EUO9Te8YTNIZnNNoXN5pU/9UvgtVoNUVGmREXBs2e6T65Xm1mVi4s/Q4eWM3YYb2VmZka/fv3o27cvJ0+e5OTJkzx58gQnJycqVapEpUqVdIuVGULjxo05dOgQNWrUMFibImeIjY2lX79+AJiazicmJhcA06dLwi1yHr2T7vz58+Pj40OTJk10Y7q3bNlC165dX06YUP3888/6nsrgYmJipKcjE3J0dOTTTz9lx44djDtzhq8aN0bj7Q0ff2zs0FKUK1cuSpUqRalSpd762vj4eB4/fkxwcDAPHz7k6dOnJNxwSvgzLi6O58+fExZ2h9DQUEJDQwkLCyMmJobY2Fji4uKIjY0lJiaW6GgtL15oiYxUiIrSEBkJMTEaYmJMiIkxIS7OHK3WHLACLJPZrF5u1q/8+eo+85ebRaLHZsn8mVVEAdEvtxggGo3mAZD5k+4EGo2GypUrG2Tc9pu4uLjQrFkzWrZsiZubW5JjmfHaLjKPadOmceHCBeAr4uPVYaht2sAXXxg3LiGMQe9vyICAAKpWraq71Q5QpUoV/P39da8xZI+LyBlatGjBjh07uB4czOHhwzN9NZzUMDU1xcXFBRcXF8qWLZsh54yPjycmJob4+Hji4uJ0W2RkpK4nPqE3/tmzB2g0GkxMTJJsFhYWWFpaYmlpiZWVFRYWFmi1WqKjo4mKiiI6OpqIiCgiI2MID48iIiKaFy/+2yIjY4iKiiEiIpqoqFiio2NfDhnR6oaMaDTqsA0bGxusrKywtrbGysqKuLh4oqOjiY6OISoqmqioaBRFg9rLbwaYoSimmJqavozRAgsLcywszF8Oc4nBxCQKjSYKExM10TY1Tfr5NBoN77//PmoZSZGYv78/H3zwAUFBQQQFBen2y7VdvElwcDC+vr5AMTSaySiKWt3p5Vp6QuQ4eifdKa3klRVYWFhID3cm5eXlRa9evVAUhbVr12arpNsYTE1NsU5hqbdixYplcDQiq8nK13lhPD/++COhoc+BTSiKOgF3/nxIoYKjENleVroXLHIQV1dXqlevzqFDh1i/fj2//fab2qsWHa2W3RBCpKuxY8cybNgwgCRDBRPTaDSMGjUqI8MSWcSxY8eYN28eMBioCcA334BM9xI5md5Jd2BgIP369ePYsWM8f/48ybH/Fh8RIvW8vb05dOgQV69e5cbs2RRbswbOnoXbt8Hc3NjhCZGtHTp0SPf44MGDyb5GhpeI5Gi1Wr755hvUdQ7UMf+lSsGvvxo1LCGMTu+ku0OHDhQsWJDZs2e/Vr9VCH14e3uza9cuvLy8cI6Phx071AP79kl3iRCJxMfHc/ToUW7fvs0XX3xBVFQUGo0mSf3u1NqyZYvusQwvEamxYMECjh8/CRwCLDExgYUL9VpUWIhswSB1up88eWKQWrAZSep0ZzHPnoGLC8TGQo8eMHOmsSMSOVxmuYZcv36dzz//nOvXr6PRaHjx4gVr165l/fr1LFq0yKixZXZSvcrwnj17RsmSJQkJaQ9MAmDQIPjtN+PGJUR6SO01RO/FpsuWLcv9+/f1bUaIN3N0/K93e906dcUTIQR9+/bF09OT58+fY2FhAUDdunU5cOCAkSMTOdGoUaMICbEHxgDg7g4y7F8Ild7d07NmzaJ379506NABV1fXJMdq1aqlb/PpSup0Zy1Ky5ZotmxRV6Y8eBDq1jV2SEIY3dGjR1m3bh2mpqa6Mda5c+fm6dOnRo5M5DTnz5/nr7/+BnaiLt4Fc+fKsBIhEuiddJ8/f569e/eyefPmJPs1Gg3x8fH6Ni8Ey5cvZ+HChTjEx7PczEzt5V69WpJuIQBbW1siIiJwcHDQ7QsJCSFPnjxGjErkNIqi0K9fP7TabkAdAHr3hkze9yZEhtJ7eMn333/PL7/8wrNnz4iNjdVtWaFySUKdbunlztwOHjzItm3bWLN3L7EJV/A1a0B+qROCxo0b07dvXyIiIgB1UuXQoUNp1qyZkSMTOcmaNWvYsycQmABA4cIwfrxxYxIis9E76Q4NDaVfv37Y29tjamqaZBPCELy9vQF1afRTxYurOx8+VIeYCJHDjR8/ntu3b+Pk5ERoaCi5cuXi7NmzBl2e3d7ePtn9Tk5OBjuHyLoiIiIYOPA7YCag/luZNQty5TJqWEJkOnon3Y0bN05SzzXbevECfvoJpNpJhqtdu7buS39WcDCYmYGFBVy8aOTIhDA+BwcH9u7dy+HDh1m2bBnbtm3jyJEjSYab6EvPIlcim/v111+5fbs20BiAzp2hUSOjhiREpqT3mG4XFxeaNWtGy5YtcXNzS3LMkD0tRhUSAp99BqdOwdWrsGQJyKIQGcbCwoKmTZuybNkyVu7ezfT167GoWRMMmFQIkdVVqFCBChUqEBQUxM2bNylWrJjebSasRBkbG/vaqpRXrlyhSJEiep9DZG3Xr19n/PgFwGkAXF0VJk2S70chkqN30u3v788HH3xAUFAQQUFBuv3ZaqUye3tIWPhn2TLw8IDhw40bUw7j7e3NsmXLCA8PZ4+pKZ9Jwi0EAF27dqVr167UrFmT5cuX065dOzQaDX5+frRp00avthNWooyLi0uyKqWJiQmurq7MnTtXr/ZF1jdw4EBiYn4H1KFG06dryJ3buDEJkVnpvThOVpXqhS0ePYKqVeH6dfX5ypXg45NO0YlXhYWFkTdvXmJjY+nZsyczZswwdkgih8ssi+O4ublx9epVbGxsqFatGoMGDcLe3p7vv/+ec+fO6d1+bGws/fr1Y9KkSVhbWxsg4sxDSsbqZ8eOHTRqNAtYDUDr1rBihXFjEiIjZfjiODlG3rywaZPa6w3QqROcOGHcmHIQe3t76tWrB8CGDRvQarVw7x5MmyYL5YgcLSIiAhsbG54/f86VK1do2bIljRo14tatWwZp39zcnJUrV2a7hFvoJzo6mj59RgBTAcidW8uUKcaNSYjMLk3DS8aOHcuwYcMAXhvnl1hmH9Od6sVxPDzUX+ObNoXISPDygmPHoECBdI5UgDrEZNu2bTx69Ig7s2dTuFcvUBQoUeK/1SqFyGGcnZ25ePEiAQEBfPTRR5iYmPDixQuDDvFr2LAh27dvp5HMjhMvTZo0iaCg3kA+AKZMMcHFxbgxCZHZpSnpTlyt5GAKZduy1ZjuxD77DP74A779Vu1p9fRUS9fJklvprnnz5uTKlYsmTZrgqNFAv34QE6P+IiRJt8ih+vfvT+XKlQF1ISmAAwcO6DoUDCFv3ry0atUKT09PihUrhonJfzdJM3vnijC8mzdvMnLkMWAdAE2aaGnbVm6cC/E2MqY7LeMxFUVdaithXHGrVuoY7+z6i0Zm5eUFGzdC7txq3W5zc2NHJHKQzDKmGyAoKAgzMzOKFi0KqJVFYmJiKFu2rEHar5vC6q8ajYY9e/YY5BzGIGO606ZZs3Zs2jQeKIStbRyXL5vJDV+RI6X2GqJ39ZIcSaOBv/6CwEDYvVtdknzMGLWOt8g4rVurSffTp7BrFzRubOyIhDAKd3f3JM9Llixp0Pb37t1r0PZE1rV161Y2bfoEKATAH39Iwi3Eu5KkO63MzdXe7apV1drdI0ZA+fJq76tId/fv3+eOqytVLC0hOlr9u5CkW+RQs2fPZseOHQQHBydZyObAgQNGjEpkN1FRUXz11RJgMQCffBLNV19ZGjcoIbIQGYSlDycntafVzk593r49BAQYN6YcoE+fPhQoUIB2vXqhNGmi7ly3Th3fLUQOM3LkSH788UcKFCjA8ePHqVixIhcuXKBSpUrpcj5FUdBqtbpN5ByjR0/i3r1RAFhYxLJwoaWMqhQiFSTp1peHx38rVIaHqz3djx8bO6psrVixYiiKQmBgIDerVlV3hobCjh3GDUwII/Dz82PLli1MnjwZKysrJk+ezKpVq3jw4IHBzvH48WPatWuHs7MzZmZmmJub6zaRM1y7do1ff7UFigMwbpwJBlj0VIgcxSBJd1hYGEuXLmXChAkAPHz40KAX/EzP0xNGj1YfX7sGX3whtaPTkU+iRYnmh4TAywltrFxppIiEMJ7g4GCqJvzyidoTXadOHXbu3GmwcwwYMIBr164xe/ZsbGxsWLNmDZUrV+bPP/802DlE5qUoCh06TCU+vi8AZcuG8e23pkaOSoisR++k+8yZM5QoUYKRI0fqSkedPn2ab775Ru/gspShQ/9boXL3bhg0yLjxZGNFihTho48+AmDx+vUorVurkypbtzZyZEJkvLx58/Lo0SMA8ufPz9mzZ7l79y7x8fEGO8euXbtYuXIl3t7emJqa4u3tzeLFi3UlCtPLhAkTKFSoELly5aJChQo8f/4cgPHjx+Ps7IyTkxODBw9OMo79+PHjlC9fHhsbG2rXrs3NmzfTNcacYM2aTfzvf90AE0xNY1m1yh5TybmFSDW9k+7+/fvj6+vLlStXdLcaa9SowZEjR/QOLkvRaGD+fPjwQ/X5n3/CvHlGDSk7++KLLwD1luepfv3UWt2ff27kqITIeA0bNmTjxo0AtGnThoYNG1KtWjWaNWtmsHO8ePGCQoXUahWWlpbExsZSokQJ/P39DXaOV02dOpVt27Zx6NAhwsLCWLhwIRYWFmzZsoWpU6dy5MgRLly4wNatW5n38lobHR1NixYt6NevH0+ePKFmzZq0b9/+jeeJj4/n/PnzyW7BwcHp9vmyioiICLp1uwF4APDDD9G8/75RQxIiwwUHByd7jYiOjk5dB4eiJycnJyU+Pl5RFEXJnTu3br+9vb2+TacrS0tLxdLS0vAN37ihKM7OigKKYm6uKIcOGf4cQrl9+7YCKIAyePBgY4cjcqC3XUOCg4OVJk2aKDY2NkrJkiWVXbt2vbG969evK1ZWVkq3bt30imvp0qXKjBkzlKioKL3aSaxs2bJKYGCgoiiKUr16dWXFihXKrl27FDc3N4OdI7G4uDjFzc1NCQoKeu3Yl19+qYwePVr3fP78+UqtWrUURVGUbdu2KcWLF9cde/HihWJtba1cu3Yt2fN4eHgozs7OumvJq5uvr69hP1gW1K3b3wrEKqAohQoFKzExxo5IiIzn6+ub4nXC2dn5ndvRu6c7d+7cPHz4MMm+W7du4erqqm/TWVORIrBmDZiZQWwstGgBt28bO6psp2DBgtSoUQOAlStXJrm9jFRUEAaUUg+HVqtN+u/uFX369MHV1ZWQkBB+++03WrduzZMnT1J8/YABA6hYsaLe8bZp04aePXtiaWm4Um69evXS9Wp/9913tG3bloYNG9K/f3+DnSOxO3fuEBERwerVq8mXLx+lSpVi9uzZAFy4cIHy5cvrXluuXDndwhSvHrOxsaF48eKy+E0aXbx4hXnzPgbM0GjiWLfOSdYgE0IPetfpbt26NZ06dWLq1KmAerHs27cv7dq10zu4LOuTT+Dvv+Hrr9WVEps3V5eKt7Y2dmTZyhdffMGhQ4e4ceMGJw4dosqxY+DnB926QU6bUyDSzbRp0xg1alSyx0xTGNgaHh7O+vXruXbtGjY2Nnh6elKuXDk2bNhAly5dXnv99u3bURSFBg0acOfOnVTFp9Vq8fPz49ixY7oxzwkWLVqUqrZS0rt3b93jFi1acPPmTcLDwylVqpRB2n/V3bt3CQ0N5cqVK9y4cYPAwEDq1avH+++/T3h4OPb29rrX2tvbEx4eDvDasVePi3enKAotWmxHUdTJk507B1OpUn4jRyVE1qZ3T7evry/58+enVKlSPHv2jCJFimBmZsaQIUMMEV/W1bOnulQ8wMmTaiL4hl4xkXotW7bE1tYWHx8fzG1s1FVCz5xRE28hjCgwMBA7OzsKFiyo25e4RzaxmJgYvv/+e37//fc0nat3794MHDiQkJAQTE1Nk2yGdPjwYbp3785nn32Gr68vj9OxNKr1yw6KESNGYG1tTfny5fnyyy/ZsmULdnZ2hIWF6V4bFhaG3cu1El499urx5Dg5OREQEJDslviXjZxm3rxNXLqkjofPlSuEqVMl4RY5V+/evZO9RhQvXhwnJ6d3bkfvnm5LS0sWLFjApEmTCAoKwtXVlcKFC+vbbIaIiYmhTJkyAOlz+3HyZLhwAfbtg2XL1BUrf/jB8OfJofLnz8+jR4+wSigZ2L49jB0Lx47B5cuQTr1wQrxNSj2uySWqkyZNokmTJhQvXjxN51q9ejVHjhyhRIkSaXr/u/Dz8+Orr76iefPmVKhQgRs3blCvXj1mzpxJx44dDX6+kiVLYmFhgSbRyisJjz08PPD398fT0xOAgIAA3XXcw8ODadOm6d4TGRnJ1atXdceTY2pq+sbjOVF4eDj9+kUAuQGYMcNSbtSKHM3FxQUXF5fX9qd2GJ/BFsdxcnKiatWqWSbhzhDm5rBqFRQtqj4fOhQ2bzZqSNmNLuEG6NDhv8eLF2d8MCJbSqmHw9zcPMXe5Hftcb179y7z5s1j+PDhaY7PwsKCYum8Ssno0aNZv349y5cvZ9y4cSxbtox169YxOmF9AgOztbWlVatWjB07lujoaC5evMiKFSto0qQJ7du3Z+bMmVy7do2HDx8yadIkXeJfp04dIiMjmTdvHtHR0YwdO5ZKlSql+88nu+nRYyEREWqFqA8+uEnbtvZveYcQ4l1olDfNBErBgQMH3ul1tWrVSnVAGSUhWYuKikr/k507B9Wrw4sXYG8PR48iNZfSSdWqcPy4+ovO1atgIouuivTxpmtIeHg4Tk5OXL9+nQIFCgBQt25dOnbsmGRM9/r162nTpg0ODg6692m1WqpXr86uXbveKY6ff/6ZXLlyMWDAAH0/Uors7e159uwZJon+P2m1WhwdHV/75cJQnj17Rrdu3dixYwd58+blxx9/pEePHgCMGzeO33//nfj4eLp3786vv/6q6wk/fvw43bp1IzAwkCpVquDn50eRIkWSPUe63unMos6du8AHH8QB5dFoogkMNKd4cbmOCpGc1F5D0pR0m7ySyGg0miSz+BMufoZcnMHQMjTpBrWiSatW6uOSJdXE29ExY86dzd25c4fly5ezb98+NjZsiMm336oHDhxQJ7UKkQ7edg3x8fHBwcGBKVOmsHv3bjp16kRgYGCS8X/R0dE8ffpU93zixIncv3+fv/76izx58qR47k8++UR3nVUUhaNHj1K4cGHy50867vZdO0jepmXLlnTr1o0mTZro9m3dupU5c+awZs0ag5zDGCTpTkpRFEqW/JugIHXyZK9e95g2TcZyC5GS1F5D0jSmOzY2Vvd4xYoVLFu2jHHjxlGsWDGuX7/OsGHD+PLLL9PSdPbVsiWMGAE//wxXrkCbNrBpE7Ksl/42b97M999/D8DBzp2pbWYGcXHqhEpJuoWRTJs2jU6dOpEnTx4KFizIihUrcHJyYsmSJfzyyy+cP38eS0vLJOVV7ezssLa2fmPCDVC/fv03Pje0/Pnz4+PjQ5MmTShWrBg3btxgy5YtdO3alREjRuhel7Aqsciapk9fR1CQOlTHwSGESZMk4RbCkNLU052Yu7s7J06cwDFRr+3Tp0+pXLkyV69e1Te+dJPhPd2g1o9u2RLWr1efDx4Mv/6acefPpp4+fYqbmxvR0dG0bduWJWFh6i80Dg7w4AEkHvcthIEY5RpiJHXr1n3razQaDXv27MmAaAxHerr/ExYWRr58O4iKUu/IrlwZjo9PylVfhBAZ1NOd2OPHj5PMMAf14pue5aSyLBMTWLQIPv4Yzp+HCRPggw+gbVtjR5al5c6dmxYtWrBs2TLWrl3Li2nTsE24i3DxIlSoYOwQhUhXz58/Z+PGjdy+fZtChQrRrFmz16qn6GPv3r0Ga0tkTt26LSQqSh1WUqnSLXx8pCiCEIam9+yIunXr0qZNGy5cuEBERAQXLlygffv2fPrpp4aIL/vJlQs2bIDcaikmunWD06eNG1M2kDA5LSoqiqXPn8O6dXD/viTcIts7efIkxYsX5/vvv2fDhg0MHjwYd3d3Tp48aezQRBZx8uQ5Vq9W72aYmESxenUhI0ckRPakd9I9c+ZM4uLiKFu2LLly5aJs2bJER0czffp0Q8SXPRUvDitXqj2xUVHqkJNEk6lE6n366acUKqR+UcxZsgS8vcHCwrhBCZEB+vTpQ58+fbh79y6HDx/WrQqckxd2Ee9Oq9XSqtV+oCwAffo8o2hRzZvfJIRIE73HdCe4d+8ed+7coWDBgq/NoM+MMsV4zN9+U8d1AzRtChs3Sok7Pfz000+MGTMGUMdXeXh4GDkikZ1limsIkCtXLp48eYK5ubluX2xsLHny5Em3cn7ZhYzphsmTVzJgQGMgF7lzB3P/vgupXO9DiBwrtdcQvTO8PXv2sGfPHi5dukR4eDiXLl3S7RNvMWgQtGihPt68GX75xbjxZHGdO3fWPZ4/f7764OJFdey8YX63FCLTKV26NNeuXUuy7+rVq5SSFVnFWzx79owffjADcgEwf76dJNxCpCO9J1ImV6oqK9TpzhQ0Gpg3D/z9ITBQLSlYrRo0aGDsyLKk4sWLU6tWLQ4cOMCOHTuYULo0mm7d1IN160KVKsYNUIh00KZNG5o1a0b//v0pWrQoN27c4M8//6RXr15JOj/0mWezceNGmjVr9tqkeZG1deniR3S0OnmyWrVbeHnJ5Ekh0pPBhpckuHfvHj/++CMtWrTAy8vLkE0bVGa5NQxAQICabEdEQJ48cOoUFJaLX1rs2bOH58+f06RJE8yDg9Wfo1YLPXrAzJnGDk9kI5nlGvLqYmXJ0Wg0enWCODs7Y21tTffu3enWrVuWGEL4LnLy8JJjx85QrZoF4IGpaSTXr1tRqJD8UiVEamT48JJX5c+fnylTpjA4YayyeLuyZWHWLPXx48fg4wPR0caNKYv69NNP8fLyUse3FigAjRurB5YtgxcvjBucEOlAq9W+ddP3ruPdu3cZN24cu3btomjRojRv3pxt27YZ6BOIjKbVavHxOQSo816+/TZMEm4hMkC6zNpTFIX79++nR9PZV7t20KeP+vjYMejf36jhZBsJw0ueP4fVq40bixDp7M6dO+nSroWFBe3atWP//v2cPXuWokWL0r59e9577z3Gjx/PkydP0uW8In388cdqbt3qBECePA8ZNy6fkSMSImfQe0z3vHnzkjx/8eIFy5Yto3r16vo2nfNMmgQnTsDRozBjhrqITseOxo4qyzp37hxPc+WitosLBAfD3LnQqZOxwxIi3Xh4eKR7xZK8efPi6uqKg4MDUVFRrF+/nrFjxzJz5kzaykJfmd7Tp08ZOtQSUFebXLAgl1RXFSKD6D2mu1ixYkme58qVi8qVKzNmzJhMPe4vs4zHfM3t21CxIjx6pC5ffuSIumqlSJXWrVuzatUqypYty7nPPkMzcaJ64PJlKFnSuMGJbCEzXkNy5crF8+fP06Xt3bt3M3PmTP755x9q1KhBr1698Pb2xtTUlC1bttC5c2eCg4PT5dzpJSeO6W7WbAqbNqmTJ6tXv8WhQzJ/SIi0yvBl4K9fv65vEyKxQoVg+XJo2FBdOKdFC7X3O2EFS/FOPvzwQ1atWkVAQAD+P/1E+YQD8+bB+PHGDE2ILMfd3Z0nT57QsWNHzpw581o5wiZNmuh+CRGZ1+HDp9i0qSEApqYRrFwpK08KkZFkJZbMqF49GDtWfXztmjrERKs1bkxZTKdOnXRVHabs3Ak1aqgHFi6E2FgjRiZE+pmZThV6hg4dyt27d5k8eXKK9b9v3bqVLucWhqHVavnii/8B6t/foEHPKVBAJk8KkZH0Trrt7e2T3e/k5KRv0znbkCGQUHJx0yYYN8648WQxBQoU4PPPPwdg2bJlRHTtCt27w/r1YKb3DR4hMqX0GFMdGxvLiRMnpEZ3FvfHHyu4ffu/yZOjR8vkSSEymt5Jt4HLfOslOjqajz76CDs7O4KCgowdjn40GrVX1t1dff7TT7Bjh3FjymJ69uwJqJN7F8XEqGUZq1VTf7ZCiHdibm7OihUrZPhIFvbkyROGDjUhYeXJefPsMTc3bkxC5ERp7vIbMWIEoPaCJDxOcOXKFYoUKaJfZGlgbm7Ohg0bGDJkSIafO104OMDatWqiGBkJbdqo47tfmbwqkteoUSMKFy7MrVu3mDlzJj179pTeOiHSoGHDhmzfvp1GjRoZOxSRBt26zSUm5nsAqla9i6dnASNHJETOlOak++DBgwDExcXpHoO6Opqrqytz587VP7pUMjExIV++bHbLrFw5mDNHreP95Al4e8P//ge2tsaOLNMzNTXlq6++YsSIEZw5c4YTJ05QpUoViIuDq1chhbGpQoik8ubNS6tWrfD09KRYsWJJVsH8+eefjRiZeJujR0+wfn1dAExMolm+PPNWFRMiu0tz0r13714AevXqxfTp0w0WUILp06cze/Zs/P39GTZsGCNHjtQdCwkJoXPnzuzbt4+CBQsybdo06tWrl+pzKIqSYpkXZ2dnXFxc0hq+YbVtCydPqnW8z52Dr76CpUtlmMQ76Nq1K6NGjSI+Pp5Zs2ZR5fJlGDZMnUx54wZSoFaItwsICKBy5crcu3ePe/fu6fbLnaPMTavV8uWX24FhAHz99XOKFctr3KCEyMHSlHSPHTuWYcPU/8R58+Z9bXhJAn16QNzc3Bg5ciRLly597VifPn1wdXUlJCSEXbt20bp1awIDA1M9eTM+Pp6yZcsme8zX1zdJom90v/4KZ87Anj1qScFKlWDQIGNHlekVKFCAdu3aYWdnR48ePeD0aUiosrBmjTpkRwjxRgmdLCJr+esvP27c6AGAvf0zfvtNEm4hjClNSfehQ4d0j//9999kX6NvD4i3tzcAW7ZsSbI/PDyc9evXc+3aNWxsbPD09KRcuXJs2LCBLl266HXOTM3MDFasgMqV4eZNtbrJhx9C/frGjizTW7hw4X9PSpWC779XFx/66y9JuoVIJUVRkkygTzzURGQejx494ocfogBnAP7+2wobG+PGJEROl6akO3EinNE9IIGBgdjZ2VGwYEHdvnLlyumGiXh7e3Ps2DECAwPp378/Pj4+GRpfusqbF9atU2tOR0bCF1/IxMrUsrKCnj3VOuhHjsCxY1C1qrGjEiJTe/z4Mf369WPHjh08efIkybH4+HgjRSXe5KuvJhMdPRKAMmWCad8+kwyXFCIHy3IFi8PDw1+rDW5vb8/jx48BWL9+/Tu3ZWpqytmzZ5M95uzsnOYY01WFCkknVjZvrk6slC6MdxIXF0d4mzY4jh8P8fEwZQr4+Rk7LCEytQEDBnDt2jVmz55Nhw4d8PPzY9y4cXTo0MHYoYlk7Nmzlw0b6qJ+xcezdKmzTAESIhMwSNJ97do1Tp48yfPnz5Ps79q1qyGaT8LOzo6wsLAk+8LCwrCzs0t1W7GxsbRu3RogxQmVmVLbtmoP9x9/wNmz0KOHmjjKVTVFiqLw888/M3PmTJo2bcrsVq3U4TorVsBvv4Grq7FDFCLT2rVrF0ePHqVQoUKYmpri7e1NmTJl6NKlC998842xwxOJREVF0a7dGuBvADp2fEH58skvYieEyFh6J90zZszgm2++wcnJCdtEZew0Gk26JN0lSpQgPDycu3fvUqCAWms0ICCAjh07GvxcmdqECerEyr17YckSdax3//7GjirT0mg0nD59mvv377Ns2TImr1uH7YoVahWTWbMghcnAQgh1galChQoBYGlpSWxsLCVKlMDf39/IkYlXjRr1Gw8eqDW5bWwi+eMPSbiFyCz0ngEzbtw4Vq5cSXBwMNevX9dt165d06vduLg4oqKiiI+PT/LYzs4OLy8vfH19iYyMZNOmTZw7dw6vhCXTU8HCwoLz589nrV7uBAkTK19+ETJoEOzbZ9SQMrsePdRZ/C9evGB2QIBaAQZg+nSIiTFiZEJkboULF9at8uvu7s66devYvXt3ko4WYXwXLlxgwgQFUBen++03C1JZ1EsIkY70TrpDQ0Np0aKFIWJJYsyYMVhbWzNnzhzGjh2LtbU1fi/H3k6bNo179+6RJ08eBg4cyIoVK1JdLjBbcHZWJ1ZaWqrjk1u3htu3jR1VptWoUSNKliwJwG8TJxLbqxcULgwDB6oL5gghktWrVy9dr/Z3331H27ZtadiwIf3l7lqmodVq6dRpBFqt2stdsuQLevY0NXJUQojE9E66mzZtyv79+w0RSxIjR47UlaZK2Dp37gyokxy3bNlCREQEV65coX4ay+bFxMRQpkwZypQpY8DIM1ilSjBjhvo4JARatICoKOPGlEmZmpryww8/AHDv3j0WxMSoK1N+/71MRBXiDXr37k3z5s0BaNGiBTdv3uTChQsMHjw43c99+PBhTExMGDNmjG7f+PHjcXZ2xsnJicGDBycpYXj8+HHKly+PjY0NtWvX5ubNm+keY2Ywd+5cTpz4ArB++dwWU8m5hchU9B7T7ezsjLe3Ny1btiR//qTLy8rywBmkc2d1YuXUqeqfvXrBvHkysTIZ7du3Z+TIkdy6dYvxEyfSpXv3rFfCRwgjSG7C/KFDh9Jl7k4CrVbLgAEDqFKlim7fli1bmDp1KkeOHMHW1pYGDRpQqlQpunXrRnR0NC1atMDX15f27dszevRo2rdvz8GDB9MtxszgwYMHDBjwD7ARAB+fWGrWNDduUEKI12iUxF0EaVC3bt3kG9Zo2LNnjz5NpysrKytAnemdLcTEQL16kLBY0d9/Q58+xo0pk5o6daqu4oKfnx/t27dXDzx6pNZCF+IdZLtryBu8acK8vvN33nbeixcvEhoairu7O8OHD6dNmzaUKVOG4cOHA7BgwQLmz5/P/v372b59O3369NGNP4+IiCBv3rycP3+eYsmsZ1CmTBni4+NZs2ZNsud3dnbGxSXz17f+8sv2rFgxBCiHlVUcQUFmvKwzIIQwgODgYEJCQl7b7+XlhZmZGZcuXXq3hpQcytLSUrG0tDR2GIZ1/76iFCigKKAoZmaKsn+/sSPKlCIiIpR8+fIpgFK6dGkl/tYtRfnqK0WxsFCUc+eMHZ7IIrLlNSQFhQsXVtasWZOh53z06JFSqlQp5enTp0qnTp2U0aNHK4qiKOXLl1c2bNige92JEyeUPHnyKIqiKJMmTVKaN2+epJ2yZcsq//zzT7Ln8PDwUJydnRUg2c3X1zd9PpwBbd26VYHeCqiX/l9+MXZEQmQ/vr6+KV4nnJ2d37kdve+sHzhwINn9VlZWFClShHz58ul7inSTMKYbslid7pS4usKaNVCrltrz3aoVnDz5X4UTAYC1tTXfffcdM2bMYMCAAWjDwzGZNw+0Whg9GlauNHaIQmQq6TVh/k2GDRtG//79cXR0TLL/1QXS7O3tCQ8PT/bYq8ezm4iICHr2HArsAqBw4TgGDJABc0JkVnr/76xTpw4ajSbJRJaE5xqNhk8//ZTFixdn6uQ7W6lWTZ1Y2bWrOrGyeXM4eBCsrY0dWabSr18/BgwYgJnZy/8C7dqpCwytXg3nz0NWnlwrhIElTJivXbt2hpzv9OnTHD9+nKlTp7527NUF0hIvjmbIxdOyglGjRnHrVhdArd41ebIZL0c9CSEyIb2T7sWLF7Ny5UrGjh1L0aJFuXHjBj/99BNeXl588MEHfPfdd/Tv359ly5YZIl6DSqjTne106aL2cE+dqv7ZsycsXCgTKxOxtLRMumPYMHWRoYTe7uXLjROYEJlQRk+Y379/P5cvX9YtgBYaGoqZmRlXr17Fw8MDf39/PD09AXVxtIQ7lh4eHkybNk3XTmRkJFevXn1jhSonJyf27t2b7DFnZ2dDfSSDO3v2LBMnbgVOAVC3roK3t1zjhUgPvXv3xsfH57X9CWO635XeEynd3d05efIkDg4Oun3Pnj2jUqVKXL16lTt37lClShXu37+vz2kMLttPgoqNhfr1IWH4z+TJ8O23Rg0pM7t16xaFfvwRzdKl6i8nAQHg4WHssEQmlu2vIYlk9IT5iIiIJD3W3377LcWKFeOHH37g0KFD9OrVi3379mFra0vDhg3p16+frnpJ8eLF+fnnn2nXrh2jR49m//79KVYvyarDC+Pj4/n44+ocPz4aaIiJicKZMxrKlTN2ZELkLKm9hujd0/348WM0r/SgajQaHj9+DECBAgWy7Xi6TM3cHFatUut437kD332nDplIY03z7OrOnTsMGTKE5cuXc3jePKouW6bORxo7Vu35FkKk2BOcXmxsbLBJVDvf2toaOzs7HB0dadq0Kb169aJq1arEx8fTvXt3XdlCS0tL1q1bR7du3ejTpw9VqlRh8eLFGRp7Rpg+fTrHj+cDGgLw9deScAuRFejd0+3t7Y2iKEyYMIHChQtz8+ZNfvzxRxRFYf369Zw+fZovv/ySy5cvGypmg8gxvVQnTsAnn6gL5uTODUePQokSxo4q0wgODqZo0aJERkbSoEEDduTJow4tMTGBCxegVCljhygyqRxzDcnGsmJP9927d3n//Q8IDz8CuJM7t0JgoIY8eYwdmRA5T4b3dM+aNYs2bdpQunRpXY93nTp1WLp0KaCOm54/f76+p0kX2a56SXIqV4a5c9WJgk+fgpcXHD4MiYYD5WQuLi50796dv/76i507d+K/bBnlVqxQx3aPGaNOrhQiBxo7dizDhg0DYMSIESm+ThZBy1gjR44kPLwr4A7AqFGScAuRVeiddLu4uLB7927u3LnDvXv3KFCggG7yC5C1l1jPLtq2BX9/GD8eLl5Un2/ciKwRrBo0aBDTpk0jLi4O35UrWduqFTx+DN27Gzs0IYzm0KFDuscpjYl+dWihSF9BQUHMm7cFUBfi8PCAr782bkxCiHen9/CSxBRFSVI60MTExFBNG1yOuzWs1YK3N/zzj/p88GD49VejhpSZdOvWjXnz5gFw4dQpSleoYOSIRGaX464h2VBWu9PZoUMHFi+uC6hj2Ldvh4YNjRuTEDlZaq8hemfFjx8/pl27djg7O2NmZoa5ubluE5mIiQksXvxf/ekJE2ToRCJDhgzR9dqNnzzZuMGIbCEkJISmTZtia2tLqVKl2L17d7Kv++677yhevDi5cuWifPnybNq0KYMjFVnBhQsXWLz4MgkJd7NmknALkdXoPbxkwIABXLt2jdmzZ9OhQwf8/PwYN24cHTp0MER8wpDs7WHDBqhaFZ48UYdPuLvDxx8bOzKjK1myJK1atWLVqlUsWbKEUaNGUbTo/9u787Coyv6P429WEYZVwQXEJUxzXyoTNegxyw1NXFMU0fxlmKlZVma5L09q2aalppZb7lruS6BYWj5qLrgEbriLuyj73L8/ToyMIKIsMzDf13WdiznLnPOZMzLcnrnP966kfUOwbh20aaP9x0VYnCtXrhAfH59luV6vz7F7xYABAyhbtizx8fFs3bqVLl26EBMTg4eHh9F2zs7ObNiwAT8/P7Zv306HDh3Yv38/lStXzvfX8qSK8sjDxcXIkaOAaQDY2iqmTpWuPUIUOXkdj75cuXIqLi5OKaWUq6urUkqpf/75RzVp0iSvuy5QJUqUUCVKlDB1DNP47TelbGyUAqU8PZU6dcrUiczCvn37FKAAFR4ertSJE0o1aqSdpwULTB1PmMjIkSMN/y4enGxsbLJ9zp07d5SdnZ06e/asYVlAQICaM2fOI4/XuHFjtXz58nzLnx+srKyUtbW1srKyMkwZ89bW1urll19Wly5dMnXMx1ajRg1Vo0YNU8d4pP379yt4XWn1TJV6/31TJxJCKPX4nyF5vnR39+5dKlSoAGg1UlNTU6latSqHDh3K664LXEb1Eou72fOll7TRKkEbKr5tW7h1y7SZzED9+vVp3bo1QUFB2jc1np5w5oy28oMP4O5d0wYURUZMTAw6nQ4fHx/Dstq1az+y39+NGzc4fPgwNcxsYKYFCxYQFBTEoUOHuHPnDocOHaJ9+/bMnTuXvXv3otfrGTx4sKljFlsjRowHJgFQqlQaI0aYNo8Q4snkuXuJr68vsbGx+Pn54efnx6pVqyhVqhROTk75kU8UlDffhOPH4YsvIDoaunXTbrJ8jOFMi6NVq1Zhb29/f8GECdCnD5w/r/WDHz3adOFEkZGQkICLi4vRMhcXF8OgYdnR6/WEhYXRsWNHnnnmmYKO+Fg+/fRTo5GHa9asyZw5cwwjD//4448899xzJk5ZPP3111+sW/cU4AvApEm2PPBPSwhRROT5Svdbb71luKo9dOhQunfvziuvvFIkrnrY29sTHR1dZO5cz3eTJ2t34wBs3AhDhpg2jxkwanADhIZCgwba488+g7i4wg8lTCo8PJzDhw9nmezs7LB5SNlNnU5nNIw5wO3bt9HpdDke59atW3z33Xf5mj8/yMjDpvPhh1OAjwB4+ukUwsJMm0cI8eTyfFkzPDzc8Dg4OJgzZ86QkJBANRnJz/zZ2MCiRdqIlX//Dd98o43A+Pbbpk5mFvR6PbGxsTw9bRq8+KI2qucHH8DixaaOJgqRl5cXXl5eWZbnVBK1atWqJCQkcP78ecO4BYcPH6ZXr17Zbj9s2DD27t3Lb7/9RokSJfIneD4KCAigZ8+eWUYeDgwMBODvv/+mfPnypg1ZDEVFRRER0QTQvmH44gt7GV5BiCIs38sxeHt7S4O7KNHptG4l5cpp84MGwfr1ps1kBjZt2kTdunVp0KAB5ypXhi5dtBU//wyZBg0RIjs6nY727dszcuRIEhMTWbt2LQcPHqR9+/ZZth03bhxr165l48aNODs7myDto82cOZOEhASeeeYZdDodNWvW5Pbt23z//feAeY88XFQppXjvve8A7cKWv38yrVqZNpMQIm/y3OiOiYmhVatWlCpVCnt7e6NJFBE+PlrDu2RJrURely6wf7+pU5mUnZ0dhw8f5u7du7z33nta15KMK5Bvvw2pqaYNKMze9OnTuXDhAqVKleLdd99lyZIleHh4sHDhQqObtz/55BNOnDhBxYoV0el06HQ6Fi5caMLkWWWMPBwXF8euXbuIi4tj27ZthlKBNWvWxN/f38Qpi5fffvuNv/5qD2hjXnz1VQlkAFAhirY8j0j5wgsv4OPjQ/fu3bPcPPnqq6/mKVxBktHksrF6NQQHa1WpypeH3bvh38o0lqhr164sXboU0P4AvhQRAWPHalVNIiLuDzQkLJKlfoaoIjTy8KOY64iUSilq1+5HdPRsADp2TGL5cgcTpxJCPOhxP0Py3Oh2cXHh+vXr2BaxqheW+gfzkaZNu39DZe3asHMnlnqr/NmzZ6levTr37t2jZs2a7N+9G7uRI7V+3dn08RWWxZI+Q65du8Y777zD5s2buX79utG69PR0E6XKO3NtdK9atZrg4FJAM2xs0oiNtaVSJVOnEkI8qNCHga9VqxYXL17M625MwmLrdOdk0CAYOFB7fOgQdO5ssV0pKlSowIh/C+JGR0fz7ezZMHWqNLiFxck88rCjoyMrVqzg2Wef5csvvzR1tGInMTGRN99cDzQD4K23UqXBLUQxkecr3YcPH+ajjz6iZ8+elC1b1mjdiy++mKdwBcnBwYGUlBRDPVxzu9JhUunp0KGD1s8b4I03YOZMLLFDYXJyMrVr1yYmJgYXFxeOHz9u/O/87FmL7oJjySzpSnf58uX5888/qVChAm5ubty8eZOYmBjCwsLYuXOnqeM9MXO80v3pp2MZO7YLUA1HxyTOnXPA3d3UqYQQ2Sn0K93R0dFERETQrVs3AgMDDdNLL72U110XOIuv0/0wNjZaWbyGDbX52bO1QWIsUIkSJfjqq68Arc7yBx98oK1IToaPPoIqVWD7dhMmFKLgFeWRh4uS06dPM3FiPKBVABs92l4a3EIUI3ludL///vtMmDCBmzdvkpqaaphSUlLyI58wFScnWLsWKlbU5keMgHnzTBrJVFq2bGko9bZ161Zu3rypXeH+8ktIS4PeveHOHZNmFKIgZYw8DBhGHt62bZuMPJzPBg4cTlraxwCUK5fEwIFF9yZVIURWef6NvnXrFu+88w4uLi7Y2NgYTaKIK1sWNmzAcKmlXz/YtMm0mUzkiy++4P333+fo0aO4ubmBnx/897/aytOnZTRPUawV5ZGHi4rNmzezdm01QCvDOHWqA2Y4TpIQIg/y3Ke7W7duDBw4kCZNmuRXpkJhSf0x82znTnj5Za1LhZOT1p0io+uJJdProUUL+O03bX7OHGSMZsthyZ8h58+fLxYjD5tLn+6UlBRq1GjOiRMbASfq1Elh/357inA1RiEswuN+huS5zp+XlxdBQUF07NiRchmjGv5rzJgxed29MAdNm2rDxXfqBHfvQuvWsGuX1p/ZQimlWLpsGZ1++AGb55+H+Hjo3x9q1IBGjUwdT4gClTG0vcgfX375JSdO9AC07jrTpkmDW4jiKM+/1ocOHaJu3brExsYSFRVlmIryHe0iG8HB8O8NhVy5Ai1bwtWrps1kImlpafTv359u3brx9n//i1q6VLv5NCVFO0+XLpk6ohD5SkYeLjgXLlxg1KjFwBsAtGyppwjUIRBCPIE8X+mOiIjIjxyiKHj7bTh3TuvLHBOjXfHeutXiBs9JTEzkzz//BOC7777D29ubEdOmafXNL1yAjh21ESulQSKKiZ49e+Lj48OsWbPk5sl8NmzYMO7dGwHYYmWl+O9/5RK3EMVV0RpGUpjehAlw/jwsWAB79kDbttrNlhb0h9jZ2Zn169fj7+/PmTNn+OSTTyg/ezZ9wsJg7lwIDNSufAtRTBw5coSdO3cWuZGHzd3//vc/Fi48CQQD0KuXFXXqmDaTEKLgWPR/qWVEyidgba3dMPhvCT2iouC118DCbiYrX748GzduxMPDA4B+//d/LGraVPsPyPjx0ugWxUpRHnnYnA0f/jHwGQD29nrkNighijeLbnSLJ2RnB0uWwCuvaPNbt2o3WVpYbfbq1avz66+/4ujoiF6vp2e/fsyPjzfeSK83TTgh8tHMmTMJDw9n6dKl7Nixw2gST2b79u1s2eIANAVg0CBrfH1Nm0kIUbDyXDKwqLLkcl/55t49rV93xoiMnTppI1la2FfQO3bsoHXr1ty9excrKyvmzZtHr169tIomrVvD6NHaT1GsWNJnyJIlS+jbty/37t0zWm5lZUV6erqJUuWdqUoGKqVo2jSQP/74DngGNzc9J09ay+iTQhQxhT4MvLBgjo7w66/wwgva/PLl2uiMRfiP8JN48cUX2bBhA05OTiilOHPmjHYOWraE//0POnSAjRtNHVOIJyYjD+evjRs38scfVYFnABgxQhrcQlgCudJtAVepCtzNm/Cf/8D+/dr866/DTz9Z3BXvnTt3smPHDoYPH64t+OUX7ep/aiqUKAFr1sCrr5o2pMg3lvQZ4urqyq1bt0wdI9+Z4kq3Xq+nQQN/DhxYBlTA2zud2Fgb/v3nJIQoQuRKtyh8bm6weTPUravNL14M3bppjU0L0rRp0/sNboB27bg5axbK1lYbzbN9e+08CVHEtGrVit9//73QjpecnEyfPn3w9fXFxcWFF154gV27dhnWT5o0CU9PTzw8PBg2bBiZrx3t2bOHOnXq4OjoSEBAgPbNkxlZuXIlBw74AxUAGDNGGtxCWArLuhQpCk7p0tpw6K+8Anv3wooV2lXepUu1q7wW6Pbt2zSeNImQunUZfuAAVhkN7zlztG8DhCgiCnvk4bS0NCpVqsTOnTvx8fFh6dKlBAUFcfr0aXbs2MG3337L7t27cXJyokWLFlSrVo2+ffuSnJxMcHAwI0eOJCQkhLFjxxISEkJUVNRDj5Wenv7Qq1Senp54eXnl6+saPnwSoHU3e/rpdHr1kkpHQpi7K1euEP9goQS0CwSPU0pVupdYwFfDhermTa0v87+Dx9CqFaxciSVeyhk8eDBffvklAAPKlePr+His0tK0lUOGwGefWVwXnOLEkj5DXnrIEIlWVlb89ttvhZKhfPny/Prrr0yZMoWaNWsyYsQIAObNm8fcuXPZvn07mzZtYsCAAcTGxgJw7949SpcuTXR0NJUrV86yz5o1axIfH5/tH1OAkSNHMmrUqHx7DYsWLaJHj38AbZ/LlmnXJoQQ5m3UqFGMHj0623Wenp5cuXIlV/uRv/gif2V0NWndGn7/XatbHRQEq1aBTmfqdIVqzJgxnD59mjVr1vDtxYucdXBgmYMD9gkJ2uBC770H5cubOqYQj2TqkYdjYmK4fv06fn5+HDlyhNczfVNUu3Ztw5XqI0eOUCfT6DKOjo489dRTD210FyalFBMnzgbWAFC/vp6OHaWHpxCWRBrdIv+5uGjVOtq21coJbt0KzZvDunVaNxQL4eLiwsqVKxk/fjwjR47kl6QkqgE7ypal/Pz52EiDW5ix8ePH8/HHHwPw6aefZruNlZXVQ6/+5JfExERCQkL46KOPcHV1JSEhARcXF8N6FxcXEhISALKse3C9KUVERHD4cBDgDMCkSdZYWZk2kxCicEmjWxQMnQ7Wr4eOHbUG+F9/QdOmsGkTVKxo6nSFxtramk8++YT69esTEhLC6Vu3qHjpEv+ZNInFdevi6empbbh9OzRrpo34KYQZyHzj5MP6RFsVcKsxNTWVzp074+fnZ2j463Q6bt++bdjm9u3b6P79Fu3BdQ+uz46Hh8dDr+Qbfj/zwbhxPwHfA9CkSQotWtjn276FEAUrPDyczp07Z1nevn37x+rTLY1uUXAcHbWyeWFhsHAhHD8OTZpoDe9/y+xYirZt27Jnzx6Cg4M5fPgw27Zto3PnzkRGRsK2bfDyy1rZxblzkWHphDlYv3694bEpupfo9Xp69uyJlZUVP/74o6GBX6NGDQ4dOkS7du0AOHz4sKFsV40aNZg+fbphH4mJiZw4ccKwPjs2NjY5rs8PR44cISLiRUC7qXzKFHu5yi1EEeLl5ZXtTdUlHrNQhFxWEwXLzk6r2T1kiDZ//rx2RfePP0ybywSqVq3K7t276datGw4ODnzxxRfairFjtZ+//QZ16mj9vS3z/mYhDN58800uXrzIsmXLjK4khYSE8P3333Py5EkuX77M559/ro0ACwQGBpKYmMicOXNITk5m/PjxNGzY0OT9uT/55GcgFICXX04wjCcmhLAs0ugWBc/aGqZOhUmTtPkbN7Qru0uXmjaXCTg5ObFo0SL27t1L/fr1tYW//orq21d7fOsW9OwJXbpALu+GFqK4OXPmDLNnz+avv/6idOnS6HQ6dDodUVFRtGnThrfeeovnn3+e6tWr8+qrr9KnTx9Au+q0atUqpk2bhpubGzt27GDBggUmfS2XLl1i1arnABsgna++sqwbyoUQ91l0ycCUlBSeeUYbhrcwRySzaHPnQr9+94eKHzECRo+2+L7MP/74I1sGDmS2tTUOGSP/6XTw7rswdKh2c6owK5ZUMrC4KowRKUNDZ/HTT/0AaNv2Mr/+WqbAjiWEKFwyIqUwb2FhsHYtuLpq8+PGQXAw3Llj2lwmdO3aNQYNGsTCO3eocOsWf2VUNUlIgDFjtC4nFja6pxDFQXz8VRYurA2AlVUS06fn30A7Qoiix6Ib3fb29kRHR8tV7sKWMXhOtWra/Jo14O8Pp06ZNpeJeHh48P3331OqVCmuAo0uXCDY2ZmL3t7aBj17an3jhRBFSljYCtLTtQ7cwcHnqVBB7p4UwpJZdKNbmFC1arB7t9YABzh8GJ57TiszaGGsrKzo2rUrR44coWPHjgCsunOH8ufP09nKio67drF06VIMPcE++UTrcnLypAlTCyFyEh19jHXrmgBga3uHmTOrmDiREMLUpNEtTMfNTetq8t572vy1a9CmDbz9NiQmmjSaKXh5ebF8+XKWLl1KrVq1AFiuFCu3bWPy5MlaybTbt2HaNPj8c/Dzg/bttVE/M4aXF0KYhZ491wHa73F4eAIeHnKVWwhLJ41uYVo2NjB5slbH21kbqY1vv4WGDeHvv00azVQ6d+7MwYMH2bNnD+Hh4bi5uREWFqatjI/XvhEArazgL79A69bacPIDB8KuXVJuUAgT27w5gv37tTriJUveYsKEciZOJIQwBxZdvQSk8oBZOXVK67+cMRKenR2MH691pbDg6iZJSUkopShZsqRh2bstWtDgjz/olpqK7YM3WVapAgcPgpNTISe1LPIZUvQVRPUSvV5P5crjiYv7BIAxY27xySeu+bZ/IYT5kOolouiqXBkiI7XBYmxstIodw4ZpN1nu3WvqdCbj4OBg1ODet28fX2zdSs979yiVmkpvYDPwbxFGdsXFUfP55zly5Ii24NIl+Owz2LfvfqlGIUSBWLx4JXFx2kA4Li63GDZMGtxCCI00uoV5sbXVanf//rvWZxm0SifPPQf9+2v9vi1c3bp1mTt3Lr6+vtwGfgReBbyBgcBnaWkcOXKEsmXLak/YvBk++AAaNiTJ0ZEbzz+PfvRo7T849+6Z6mUIUeykpqYyZMhRwBeA8eNL8JijRAshijHpXiJfDZuvu3e1Ot5Tp96vU12qFEycCH37WnSXE4Dk5GRWrFjBhQsXSEpKIikpieTkZBITE7l9+zY//fSTtuGQIdrNl9nQW1uTXrkytu3bYzV1auGFLwbkM6Toy+/uJd988wMDB7YCylO69E0uXHCTap9CFGOP+xkijW75g2n+jh/XbhLcsuX+sjp1tJEs27cHK6kK8Cjnd+7kpz59KBMTQxOg2gPrl9raMrVBAzZv3oyrqyvs3AmjRsELL0DjxtCoEZQubYLk5ks+Q4q+/Gx037t3j3LlJnH79hgAZs9OpW9faXELUZxJn25R/FSrBps2wfLlUKGCtuzgQejQQaty8uuvUrHjEbybNuWjf/6h7eXL7Jw9m5CXX6aLrS0TgV+A39LSOHbsGC4Zw83v2AHbtmk3srZtC56e3C5dmsvNmnHtvfdI37BBuvoIkclnn33N7dtvAVCmzC1CQ6XBLYQwJo1uUTRYWUHHjnD0qNblxN1dW75/P7RrB88/r41sKTcK5sjLy4u+ffuyYMsWfrh+nUbbtnH2m2+wCQ8nJCREqwUO4OpKkp8f+kzPdbl2jTI7d1Jq6lRsWrfmfz4+hISEcDJjkJ6bNyE2FvT6Bw8rRLF26dIlJk68AWilAT/7zBlbW9NmEkKYH+leIl8NF023bsGXX2qDxNy6dX95pUoQHg59+mj9v8UTO378OF+NHQt//YXXqVPUSUujIRm3iMGXwBArKy5cuKDdtDl/PvTqhXJ2hjp1sKpfH+rVg/r1oWZNitsdZfIZUvTlV/eSsLCBzJs3AiiDj89dTp92wsYmHwIKIcya9OnOJfmDWUzcvAlffKHdKHj79v3lDg7QvbtW8eTZZ6Xfdx7p9XrOnz9PbGws5/fvJ+XPP/n7yhVOODqybt06baOhQ7X/BGUjzcqK615eJP/nP3jOmWP4/SvK5DOk6MuPRnd0dDS1ay9AqYkALF4M3brlSzwhhJmTPt3Csri5aTdUnjsH06dDjRra8qQkmDNH63ZSrRqMHAnHjpk0alFmbW1NhQoVeOmllwh59136LFnCVxERrF279v5GffqwOzSU74DdQOZihLZK4XX5Mn8uXoyrqyvXMvqD794N7dujHzkS1q6F8+eLTf/8+Ph42rRpg5OTE9WqVWPbtm3ZbpeYmEhISAjOzs74+vqyePHiQk4q8mLq1Nko9T4AVasm0aWLiQMJIcyW9DoTxYOzM7z1lnZlOzISvvkGVq/W+hfHxMCYMdpUvz507QqvvqpVQLHwsoN5ZZX5G4SaNbEODyepXj023LjBkuvXKREXR+mzZ3E5dYqKN2+yHfDx8aFURtef33+HX37B+pdfDLtJs7Eh2dMT6woVKOHnh3WNGlrtdhO5cuUK8fHxWZbr9Xrj1/+AAQMGULZsWeLj49m6dStdunQhJiYGDw8Po+1GjhzJ1atXOX/+PEeOHKFVq1Y0aNCAatUerDEjzM29e/dYtKg0oL2nn33mIB8pQoiHku4l8tVw8XXuHCxZAosWaaMxPsjTE15+GVq00H5mVEYRBeLixYvs3LmT5ORkQkJCtIVff03ipEmUvHDhoc/b6+jItOBgpk2bpjXWY2K0m2lr1SKpYkWOKsXuy5fZf/gwnp6evP3225QrVy7fco8aNYrRo0dnu87Gxoa0tLQsyxMSEvDw8ODkyZP4+PgAEBgYSGhoKGFhYUbblitXjmXLltG0aVMAevfuTcWKFR96TJF/8tq9ZPr0xQwY0Apwo0qVG8TGuktPNiEsyON+hsiVblF8+fho/YyHDoV//tE6Wy5erNX9BoiPv78MwNtb646SMT37LGSU0BN5Vq5cOTp37my8cOBATv7nP8z/+muSd+/GISYGj3v38AHDtP3ePVasWMGcOXO05/z5J/w78I8DUB+oBZwA9gADJk/m6bff5r3hwyltotriMTEx6HQ6Q4MboHbt2lk+mG/cuMGlS5eoU6eO0Xa7du0qtKziyaSnp/PppzcBNwA+/9xZGtxCiBwVu0b3sGHD2LVrF35+fsyePRsbuYVcADz9tNave+RIOHFCG2hnyxb47TftZkzQ+hOvWqVNGSpV0ipv1Kih/axZE6pWBVdXU7yKYqlmzZpM+u47w/zVq1c5duwYx44dY82xY0RHR/NKiRLYZQztd+8eae7u2N64YXiOHVD936lnaiqnv/iChkuXEnvq1P3nFaKEhIT7Nc//5eLicr8ve6btAJydnY22y1guzNesWSu5dk37xsbX9wLt2pU3cSIhhLkrVo3uAwcOEB8fT1RUFKNHj2bt2rW0b9/e1LGEuXnqKW3q31+r6/2//0FUFPz1lzadOXN/29OntSmjQkcGDw+oUuX+5OurXSnPmDw9kZphT6Z06dI0bdrU0N0ii//7P+jTh+5t2hBQrhzPOjnxVFoarufPo9+6FZvkZHYAff/v/+43uP/+m1WDB7Pg1CnOlSpFGR8fPvzwQ/z9/R+ZJzw8POsVeqB+/foP7dOt0+m4nbmaDnD79m10Ol2W7QDu3LljaKRnt50wL+np6QwffhXQ/rP05ZcecpVbCPFIxarR/ccff9CyZUsAWrZsycqVK6XRLXJmY6MNcd6o0f1lly/Dnj1aY/zIEYiO1rqnZO67e/26Nv3vf9nv19ZWa3iXLq3VC8/4mTF5eBhPrq7a5OQk5Q1zwdbWlkWbNmVZbpOQgFq9mqdv3OC10ND7K1atosP27XQA7sXF8df+/UT++ivHO3Wi+1dfUSKHPuBeXl54eXllWW6dwx1zVatWJSEhgfPnz+Pt7Q3A4cOH6dWrl9F27u7ulC1blkOHDtGkSRPDdhn9BIV5+umnX7lxQ7vKXbHiRdq3z797CIQQxZfZNrpnzJjBrFmzOHToEB9//DGjRo0yrIuPj6d3795ERkbi4+PD9OnTad68OTdu3KBy5coAuLq6ciPT18/ZUUo9tPO7p6dntn9ohQUoU0Yb+rxt2/vLUlK0G/iOHtW6p5w8eX86cybrSJhpaXDxojY9DhsbrR+5qyvodODoqDXEM0+Zlzk6apODA5QsafzzwcclShhPxbHMgk6HVUgILzy4/MgRw0NHIPDfieXLYflykipXxiE8HN57L59i6Gjfvj0jR47k66+/Ztu2bRw8eDDbiwAhISGMGzeOpUuXcvToUdasWSN9us2YUoqPP75MxlXuadPk5kkhRO6YbaO7XLlyjBo1ikWLFmVZ97BSXG5ubtz6d3TCW7du4Z4xVPhDpKenU6tWrWzXjRw50qihLyycvf39Pt0PSkuDS5fgwgWtX3jGFB8PV69q07Vr2s/r13MeJj09HW7c0KaCZmt7v0H+sMZ65p92djlPtrb3fz442dhok7W18WOltEmvf3R97oyWjZWVNmXsJ2P/trba8ox9ZkxpadCrFwQEwKFDcPQoSceOYR8fbxiowOHUKf744guet7XFdvDgfDm906dPJzQ0lFKlSuHj48OSJUvw8PBg4cKFTJgwwfAf/jFjxvDGG29Qrlw53N3d+eabb6RcoBlbvnwTFy9q3Y3KlbtA+/bSl1sIkTtm2+h+7bXXAFi/fr3R8oSEBFavXs3JkydxdHSkXbt21K5dmzVr1uDv78/XX39N165d2bRpE40bNzZBcmFxbG21SimZKlU8lF6vjZyZ0T3lxg3t561b2g2dt27dn+7ezTrdu3f/Z0pK3nKnpUFCgjZZGAcgFVgInAZeAFZcuEDDX37Jt0a3p6dnls8vgB49etCjRw/DfMmSJVm4cGG+HFMULKUUQ4f+A2jdGCdNcpGr3EKIXDPbRvfD5FSKKywsDHd3d5o1a0aVKlUYPny4CZMKkQ1ra20UTTc37QbMvEhL0xrgSUmQmKhNGY+Tku5PmeeTk7NOD26XefvMy1JTtSkl5f7jB7vVFCF2QE9gr7U1fZVirpMTJTJVERHFW+ZBj0aNGkV4ePgjuxT+9tsfnD2rXeUuXfoKISGm64J45coVpk+fbpjPTX5zIvlNS/KbRpFrdD+qFNeUKVNyvS8bGxsOHDiQ7TpPT88nDylEYbC1vX8DpqlkdN9IS7vfEM+YT0+//zhjXq/XfmY8trLS/iOS0WXkYZcNM7qeZO42otdnPU6GzPuztdW6xzg6aj8zpn/7tje0sWG/UjmOLimKn/j4eEOje/To0XTu3PmRf7Tffz8a0G54/fTTEia9LSI+Pt5oAKXc5Dcnkt+0JL9pFLlGd25LceVGamoqXbp0AZ58RDIhLJqV1f0+3SVLmjrNE5MGt3iUo0dj2L+/BQBOTvH07y8XZoQQj6fIlS/IXIorg5TYEkIIUZDeffd3QKuONWRIKiYYc0kIUcSZbaM7LS2NpKQk0tPTjR5nLsWVmJjI2rVrH1qK61Hs7e2Jjo6Wq9xCCFGMxMfH06ZNG5ycnKhWrRrbtm3L0/7u3r3Lli01ALCzu8Xw4VKxRAjx+My2e8m4ceOM+uuMHz+euXPn0rt374eW4hJCCCEeVlY2p78TsbGxWZZljNfQq9cM0tO1Gu7t2l2iZEkT3kchhCh0mW+8ziw5ORlb29w3pa2UelRx3OLJwcGBlJQUnnnmGSDnPt1F5S7ZopBTMuafopCzOGd0cHAAICkpqcCyiceXkJCAh4cHJ0+eNFS5CgwMJDQ0lLCwMMN20dHRDx2nIYOnpyceHh4cP54CaPcsVK2KWXQtSU5O5sSJE4b5p556ihIlSpgw0eOR/KYl+R9P5huvH2Rvb09ycnKu9iON7lw0uh/8cDbXPuRFIadkzD9FIWdxziiNbvO0f/9+mjdvzvXr1w3LBg4cSIkSJYyqW125coUqVaoYui5mx9PT02wrWaWnpxu9Rg8PD2xsbEyY6PFIftOS/I8np0a3k5MTCbkc78Jsu5cUhow+3UIIIYqHR5WVzeDl5UVCQgKjRo0y6sqYWXh4uIxMLITI8XPivffey/V+LLrRLYQQonh53LKy4eHhdO7cOdt15nqVWwhRuPLrc0Ia3WD4Kjk6OjrL18rR0dFPVBnlwf3mZt2Dyx42nzlb5mW57VOU24xPkjOnc/mkGR+VMz8zyvst77co2jKXlfX29ga0LkO9evXKdnsvLy+zu89ACGFe8utzwmxLBhaGlJQUatasadQZXwghRNGVn2VlhRAiP1nsjZQZI9BZWVmh/h0C2t7enpSUFKPtsrsr1c7ODutcjP+bsS97e/tcrXtw2cPmM2fLvOzBtzI3OXPK+CQ5s3uc2ZNkfFTO/Mwo77e837nNmPE8C/0INWvx8fGEhoYSGRmJj48P06dP5+WXXzZ1LCGEhbPYRre1tTVKqVyVmFFKGd3dbmNjY5bDRheFnJIx/xSFnMU5Y3JyMlZWVuj1+oKMJ4QQopiw2Ea3EEIIIYQQhcWi+3QLIYSwTPk9VHx+S05Opk+fPvj6+uLi4sILL7zArl27AJg3bx62trbodDrDFBcXZ3junj17qFOnDo6OjgQEBHDmzBmTvIbAwEAcHBwMGVu1amVYN2nSJMPgQ8OGDTPqpmUO+TOfW51Oh7W1NVOnTgUgMjISa2tro/VRUVGG5544cYImTZrg6OhIgwYNOHDgQIHnnTFjBg0aNMDOzi5Lmct58+bh4+ODi4sLYWFhRt3scsqq1+sZPHgwbm5ulClThi+++KLQ869btw5/f39cXV0pX7487777LqmpqYb1lSpVwtHR0fA+9O/f3yT5c0sa3UIIISxO5qHiJ0+eTJcuXYwG2zC1tLQ0KlWqxM6dO7l58yaDBw8mKCjIMAhHYGAgCQkJhsnX1xfQGuvBwcG88847XL9+naZNmxISEmKy1zF79mxDxg0bNgCwfv16vv32W3bv3s2RI0fYsGEDc+bMMav8mc/tP//8g7W1NcHBwYb1VapUMdqmWbNmhnWvv/46L7/8MtevX6dfv3506NCBtLS0As1brlw5Ro0aRceOHY2WHzp0iCFDhrBq1SrOnj3L2bNnGTt2bK6yfvfdd0RGRvLPP/+wc+dOpkyZUmD/OX1Y/tu3bzNq1CguXbrEgQMH2LNnD5MnTzbaZvPmzYb34bvvvjMsL8z8uaaEEEIIC3Lnzh1lZ2enzp49a1gWEBCg5syZY8JUj1auXDn1v//9T82dO1c1b9482202btyonnrqKcP83bt3VcmSJdXJkycLK6ZBQECAmj9/fpbl3bp1U2PHjjXMz507V7344otKKfPKn2Hy5MmqadOmhvmIiAijjJkdO3ZMOTk5qaSkJMOyihUrqt9++63Acyql1JtvvqlGjhxpmP/www9V3759DfMRERHK19c3V1lfeOEFo/dv5MiRqlevXoWa/0Hff/+9atu2rWG+YsWKKioqKtttTZH/UeRKtxBCCIsSExODTqfDx8fHsKx27dpmPUJxTEwM169fx8/PD4Ddu3dTqlQpatSoYXR178iRI9SpU8cw7+joyFNPPWWy1zZkyBA8PT1p0aIFBw8ezDZj5nNvbvkB5s+fn6XO+9mzZ/Hy8qJq1aqMGTPGcDP2kSNHePrpp42KNJjy31Z25zouLo6EhIRHZs3pfTKVHTt2ZBlvoVOnTpQpU4YOHToYdUUyx/zS6BZCCGFRHjZUfEbXDXOTmJhISEgIH330Ea6urgQEBHD48GHi4+OZO3cuY8aMYcWKFYB5vbbPPvuMU6dOERcXR4sWLWjVqhV37tzJkjFzPnPKD3Dw4EH++ecfo9EIq1evzoEDB7h06RJr1qxh6dKlTJs2DTC//Nmd64zlj8qa0/tkCitWrGDbtm28++67hmWLFi3i9OnTxMTE4OvrS/v27Q0VpcwtP0ijO18lJyfzwgsvoNPpiI2NNXUcI8OGDaNZs2aEhYUZlUczF+Z87jLbvn07L7zwAk2bNmXIkCGmjpOts2fP4u/vT0BAAO3atSMxMdHUkR5q+fLlVKhQwdQxHur06dOUKVOGwMBAXnnlFVPHEfnkcYeKN6XU1FQ6d+6Mn58fn376KQCVK1emUqVKWFtb06hRI9555x1WrlwJmNdre/7559HpdJQsWZJhw4bh7OzM7t27s2TMnM+c8oN2lTsoKAg3NzfDsrJly1K9enWsra2pUaMGI0aMMMvzn12ejMcZNx7mlDWn96mwRURE8NZbb/Hrr78ajQzp7++Pg4MDLi4ufP7558TGxhoGPDSn/Bmk0Z2P7OzsWLNmDZ06dTJ1FCMHDhwgPj6eqKgoKlWqxNq1a00dKQtzPXcP8vPzY/v27ezcuZMrV65w6NAhU0fKonz58uzcuZPt27fTsGFDs3y/QauPvWzZMrNudAO0aNGCyMhINm/ebOooIp9kHio+w+HDh7N8bW1qer2enj17YmVlxY8//vjQ+vEZ404A1KhRw+hzKTExkRMnTpjFa8vI+WDGzOfenPLr9XoWLVpEz549c9zuwfMfExNjNOiWKf9tZXeufX190el0j8ya0/tUmP7880+6dOnC0qVLefbZZx+6nZWVlWHAQzCf/JlJozsfWVtbU6ZMGVPHyOKPP/6gZcuWALRs2ZI//vjDxImyMtdz9yBvb29D/zdbW1tsbGxMnCgrGxsbw4iK6enpVK1a1cSJsrdq1SratGmTq9EfTSkyMpJmzZqZRbkpkT+KylDxb775JhcvXmTZsmXY2toalm/cuJH4+HgA9u3bx1dffUW7du0ArapJYmIic+bMITk5mfHjx9OwYUMqV65cqNlv3rzJli1bSE5OJiUlhS+++ILr16/TqFEjQkJC+P777zl58iSXL1/m888/N/SZNpf8ANu2bSM1NdWo1CFonwlnz54FtL7248aNM5z/atWq8cwzzzBp0iSSk5OZOXMmVlZWRtVNCkJaWhpJSUmkp6cbPe7evTsrVqxg79693Lp1i/HjxxvO9aOyhoSEMGXKFOLj44mNjWXWrFlZ+rYXdP5Dhw4RFBTEDz/8QGBgoNFz4uLi2LVrF6mpqdy9e5f3338fX19fnnrqqULPn2smvY3TxKZPn67q16+vbG1ts9wte+XKFdW6dWvl6Oionn76abV169Zc7zc0NFTFxMTkc1rNk2QeP3682rBhg1JKqaNHj6p+/foVSLa8ZMxQkOcuP3Pu27dPtW7d2mwzRkVFqQYNGih/f3918+ZNs8uo1+tVhw4dVGpqqmrSpEmB5stLzqSkJJWQkKBSU1NV69at1YEDBwolqyh4V65cUa1atVIlS5ZUVatWVVu2bDF1JCOnT59WgHJwcFBOTk6GaceOHerdd99Vnp6eytHRUVWtWlV99dVXRs/966+/VO3atZWDg4Nq1qyZOn36dKHnv3LlimrYsKHS6XTK3d1dvfTSS2rv3r2G9RMmTFClSpVSbm5u6v3331d6vd6s8iulVM+ePdXAgQOzLJ8yZYoqX768cnR0VJUqVVKffPKJSk1NNayPiYlR/v7+ysHBQdWrV0/t37+/wLOOHDlSAUbT3LlzlVJadZjy5csrnU6nQkNDjaqV5JQ1PT1dDRo0SLm6uipPT081derUQs/fu3dvZW1tbfQ70LJlS6WUUocPH1a1atVSTk5OqnTp0iooKEjFxsaaJH9uWfSIlKtXr8ba2ppFixZRvXp1o4LsXbp0wdnZma+//pqtW7cSFhZGTEwMKSkpdOvWzWg/9vb2Rl899+7dmxEjRhjuMjd15p9//plSpUrRtWtX/vzzT1auXMl///vffM+Wl4weHh5AwZ67/Mp55coVOnbsyPLlywv86nxeziXA5MmTsbW1LdD+50+ScceOHVy+fJk333yTpk2bsnPnzgLLl5ecmc/ljBkzcHV1pXv37gWeVQghRPFj++hNiq/XXnsN0Ar1Z5aQkMDq1as5efIkjo6OtGvXjtq1a7NmzRrCwsKIjIws/LD/epLM/v7+fP3113Tt2pVNmzbRuHFjs8sYFhZWoJnyK2f37t3p3r0706ZNK5TuME+aMaMLjJubW4HfOPskGS9cuEBERASrVq0iOjqajz76iIkTJ5pdzk6dOuHs7AzA77//zsCBAws0oxBCiOLLvDtTmkheari+9tprbN68mdDQUJYtW1aQMY3klLlevXq4u7vTrFkzTpw4Qdu2bQstV24zgunO3YNyyvnTTz9x6NAhhg4dSmBgoGFYZnPKuHv3bl588UVeeuklNm7caLI+bDll/Pjjj9m6dSsbN26kZs2aBd7gftKcUVFRNGzYEH9/f7y9vWnUqJHJcgohhCjaLPpK98M8rHbltWvXHvnc1atXF1CqnD0q85QpU0wRy8ijMprq3D0op5z9+vWjX79+Jkp2X04ZAwIC2LFjh4mS3Zfb36PC6FqSk5xytm7dmtatW5somRBCiOJErnRnw9zqbOZGUchcFDJC0cgpGfNPUckphBCiaJNGdzaKSg3XzIpC5qKQEYpGTsmYf4pKTiGEEEWbRTe6H1YX0pxruBaFzEUhY1HJKRktL6cQQohiytQ1C00pp7qW5lrDtShkLgoZi0pOyWh5OYUQQhRPFl2nWwghhBBCiMJg0d1LhBBCCCGEKAzS6BZCCCGEEKKASaNbCCGEEEKIAiaNbiGEEEI8tsDAQEaMGGHqGA/VqlUrxo4da+oYWaSlpWFlZUVkZKSpo+To999/p27duuj1+sd6XlBQEPPmzSuYUEWcNLqFEEIIUaTkpsG/YcMGPvnkk0JKVPwMHDiQ0aNHY219v6m4ZcsWmjdvjouLC05OTtSrV48ZM2aQuSbHuHHj+OCDD0hMTDRFbLMmjW4hhBDCwqSkpJg6whMpqrmLmoiICC5dukRQUJBh2dy5c3nttdcIDg4mLi6Oa9euMXHiRCZNmkTv3r0N29WtW5eKFSuyYMECEyQ3b9LoFkIIIYq5wMBA3n77bbp164a7uzvvvPMOSUlJDB8+nKeeegp3d3defPFF9u/fb3jOt99+S61atXBxcaFs2bL07NmTq1evPvYxg4ODcXZ2xs/Pj59++slom0cdI7vc/fv3Jyoqis8++wydTodOp3vo8TNfDQ8MDGTgwIF07doVFxcXfHx8+Pnnnzl06BCNGzfG2dmZ559/nuPHj+f6NTzqHAJcuXKF4OBg3NzcqFKlCkuWLHnsczBo0CC6d++Oq6srFSpUYMaMGUb7SExMZMSIETz99NM4OztTpUoVfvzxx1xnfNCKFSto3rw5NjY2ANy+fZtBgwYxZswYBgwYgJubGw4ODrRq1Yrly5czf/58tm3bZnh+y5YtWblyZY7HsEgmrhMuhBBCiAIWEBCgHB0d1bp161R6erq6e/euCg0NVc2bN1dnz55Vqamp6uuvv1aenp7qxo0bSimlli9fro4fP67S09PV6dOn1fPPP6+6detmtM+PP/44x2M6ODioX375RaWmpqp169YpOzs7tXPnTsM2uTnGg7lzc+zstgkICFCurq5q+/btKj09XU2bNk05Ojqq1q1bq1OnTqnk5GQVHBysXnnllVy/hkedQ6WUatGihXr11VfVtWvX1LVr11SbNm0UoCIiInJ9DlxcXNS2bdtUenq6Wr58ubK2tlYxMTGGbXr06KGee+45deTIEaXX69X58+fV3r17c53xQY0aNVKTJk0yzK9bt04B6uzZs9luX6VKFTV06FDD/LJly1SpUqVyeHcskzS6hRBCiGIuICDAqCF39epVBahjx44Zbefn56fmz5+f7T5WrlypPDw8jPb5qEZ3cHCw0bIuXbqoPn36PPQ52R0jc+7cHju7bQICAoyOffPmTQWoRYsWGZYtX75cubm55eo15OYcnjt3TgHq4MGDhvUHDx40anQ/KLtzEBYWZrRN6dKl1c8//6yUUio+Pl4Bas+ePVn29STvs1JKVa1aVc2YMcMwv3jxYgWohISEbLdv2LCh6t+/v2F+8+bNytra+qH7t1S2prrCLoQQQojCU7lyZcPj2NhYABo1amS0TUpKCufOnQNg5cqVTJkyhdjYWJKSktDr9dy9e5f09HRDt4PHOWbG/L59+wzzuTnGg/vIi3LlyhkeOzk5Zbvszp07uXoNuTmHGT8z7+PB/eXmHJQvX97oOZlznjp1CoBq1apleb25yZgdDw8Pbt26ZZivXr06AAcOHMDf399o27t373L8+HF69uxpWHbr1i3c3d0fun9LJX26RYFJTU2lR48eeHh4oNPpjH6BhWbChAkMGDAgX/c5cOBARo0ala/7FEIUfZmrUJQtWxaAgwcPcvPmTcN07949PvzwQ86dO0fnzp0ZOHAgcXFx3L59m/nz5wMYVap4lNOnT2eZ9/HxAcj1MTLnzmlZQXnYa3jUOQQMrzXzPjI/zo/zXKlSJQD++eefLOtykzE7DRs2JDo62jBfr149mjVrxsSJE7Ns+/nnn1OiRAm6d+9uWHbo0CGeffbZXOW3JNLoFgVm+fLlREREcPr0aRISEnB1dTV1JLNy6dIlJk+ezMiRIw3LHlYGq3fv3oSEhORqv5988gnTpk3j/Pnz+ZZVCFG8VKxYkddee40BAwZw5swZAO7cucOGDRu4ePEiCQkJ6PV6SpcujYODAzExMdk2uB5l/fr1rFu3jvT0dDZu3MiqVasICwsDyNMxypYtm20jsyA87DU86hwCeHt707x5c4YNG8aNGze4ceMGw4cPN+w7P86zp6cnr7/+OgMGDDDcBHrx4kX27duXq4zZCQ4OZtu2baSnpxuWLVq0iOPHjzNgwADDFfmpU6cyZcoUli9fjqenp2HbjRs30qFDh8d6HZZAGt2iwJw4cYIqVarg4uLy0G1SU1MLMZF5mTFjBi1atMDLyytf9+vl5cUrr7zC9OnT83W/QojiZdGiRTRs2JAWLVrg7OxMtWrVmDVrFkopqlevzsSJE+nVqxfOzs6Ehobm+j/+mfXp04cffvgBNzc3BgwYwHfffUezZs0A8nSMoUOHcvz4cdzd3XFzc3vsXI8jp9eQ0znMsGDBAuzt7alUqRINGjSga9euhnX5dZ5nzZpFQEAArVq1QqfT0aRJE8OV6txkfFDz5s3x8vLi119/BbRvZatXr05cXBzTp09nyZIlREVF8d5773Hv3j3atm1L//79Ae2q+qlTp4y6m4h/mbJDuSi+QkNDlZ2dnbK2tlZOTk6qZcuWSimlKlasqD799FP16quvKp1OpyZOnKiUUurHH39UderUUS4uLqpGjRpq8eLFRvv76aeflJ+fn9LpdKpDhw5qwIABKiAgwLC+YsWKatasWUbPAdSWLVsM87t371YBAQHKw8ND+fr6qhEjRqjU1FSj7b/66ivl7++vnJycVK1atVRUVJTRPufNm6fq1q2rXFxclJeXl3rnnXeUUko1bdpUjRo1ymjbZcuWKS8vL5WcnJztOapZs6aaPXu20bKH3RwUGhqqevTooZRSat++fcrJyclosrKyUiNHjjRs/8MPP6jq1atne1whhCgMubnZ0dwVh9fwpKKiolSdOnVUenr6Yz0vKChIzZkzp4BSFW3S6BYFZuTIkapJkyZGyypWrKjKlCmj/vjjD6XX69Xdu3fV3LlzVYUKFdSePXtUenq6ioqKUs7OzoYG7++//65sbW0NJZt++eUX5eDg8FiN7mPHjiknJye1ePFilZqaqk6fPq3q1Kmjxo0bZ7R9nTp1VExMjEpNTVWDBg1Svr6+hvWzZs1SpUuXVlu2bFGpqanq9u3bKjIyUiml1MKFC1WFChWMPpxefvll9cEHH2R7bu7du6cAtXv3bqPluWl0P2j+/PnK3d3d6O74PXv2KEDduXMn2+cIIURBKw4N1uLwGoT5kO4lotCFhYXRuHFjrKyscHR05PPPP+fjjz/m2WefxdramqZNm9K1a1fmzZsHaKNgtWvXjqCgIGxtbQkKCqJ169aPdcxvv/2WoKAgunXrhq2tLRUrVmTYsGHMnTvXaLuhQ4fi5+eHra0t/fr1Iy4ujsuXLwMwbdo0PvjgA15++WVsbW1xdnYmICAAgE6dOpGUlMSGDRsArWtNREQE//d//5dtnhs3bgBk2899ypQpuLm5GU2LFi3Kdj8bNmwgPDycNWvWULt2bcPyjP1ev379cU6TEEIIIQqIlAwUhe7BckkxMTEMHTqUDz74wLAsLS2NF198EdDu7q5Zs2aWfVy7di3Xx4yJiSEiIsKo759er0ev1xttl7ksU0Y5qTt37lCmTBlOnTqVbUkmAHt7e/r27cv3339PmzZtmDlzJs2bN6dKlSrZbp9RSim7ii7vvfce48aNM1rWu3dv0tLSjJb9+eefdOvWjfnz5xv6F2bI2K+Hh0e2xxdCiIIWGRlp6gh5VhxegzAfcqVbFLoHSz2VLVuW6dOnG5UzSkhIYP369YBWcim7kk2ZOTs7c/fuXcP8hQsXshyje/fuRse4ffs2CQkJuc5dqVKlHO+Wf/PNN9m0aRMnT55k7ty5hptKslOyZElq1KhhVJLpcRw7doy2bdsydepU2rdvn2X9oUOHqFat2kOHRxZCCCFE4ZJGtzC5wYMHM3bsWPbs2YNeryc5OZk9e/awd+9eAEJDQ/nll18MJZvWrVtnaJBnePbZZ1m8eLGhMf1g/dHw8HCWL1/OsmXLSElJIT09ndjYWDZu3JjrnIMGDeK///0vv/32G+np6dy5c4ft27cb1leqVIkWLVrQuXNn7OzsCAoKynF/wcHBbNq0KdfHz3D+/HleffVVhgwZwhtvvJHtNlKuSQghhDAv0ugWJjdo0CBGjRpF//798fDwwNvbm/fff99w5bpp06bMnDmTQYMG4ebmxg8//ECfPn2M9jFu3DhcXFyoUKECDRs2zNLgfO6559iyZQuzZs3C29ubUqVK0alTJ0Pd0tz4v//7PyZOnMjgwYNxd3enatWqrF692mibt956i3379tG3b19sbXPuvRUeHs7mzZsNfcZza8uWLcTFxTFhwgR0Op1hmjBhAgDx8fFs2rQp3wfdEUIIIcSTs1LqMYaWEsJMjBgxgp07d5pdf7ujR49Sq1YtTp06ha+v7yO3Hz9+PBcuXODbb7/NtwzvvPMO7u7ujB49Ot/2KYQQQoi8kUa3KJLMsdGdkpJC3759SUlJYcmSJaaOI4QQQggzIt1LhMgH69atw93dnejoaKZOnWrqOEIIIYQwM3KlWwghhBBCiAImV7qFEEIIIYQoYNLoFkIIIYQQooBJo1sIIYQQQogCJo1uIYQQQgghCpg0uoUQQgghhChg0ugWQgghhBCigEmjWwghhBBCiAImjW4hhBBCCCEKmDS6hRB5UrNmTXbt2mXqGOIxREVFUbduXVPHKHbM6bwePXqU2rVr4+zszIoVK7h06RL+/v44Ozvz+eefmzqeEBZJGt1CiDyJjo6mcePGhXrM3r17M27cuEI9piktXLgQnU5nNDk6OmJlZcWOHTuybG9lZcW5c+eMlmU+Z82aNePAgQOGdZUqVWLnzp0F+yLMzOOeUzCf85qens7YsWOpVKkSJUuWpHr16kyfPt1om8mTJxMUFMSdO3fo2LEjM2fOpFKlSty5c4d33333iY47atQo3njjjfx4CUJYJGl0CyGeSFpamqkjWIwePXqQkJBgNPXp04dmzZrRpEkTU8crksztnEZGRhIYGJirbcPDw1myZAmrV6/mzp07zJw5kwkTJjBp0iTDNnFxcdSoUeOh80IIE1BCiCLtzJkzqnXr1srDw0NVr15dbdiwQUVGRqqyZcuq+Ph4pZRSa9asUVWqVFEJCQkqIiJCPfXUU2rEiBHKzc1NVa1aVW3evNmwv2vXrqnXX39deXp6qsqVK6t58+YZ1gUEBKgRI0aohg0bKnt7e5WSkqIqVqyooqKilFJKhYaGqoEDB6rAwEDl5OSk2rZtq65cuaI6duyonJ2dVWBgoLp69aphf5GRkapBgwbK1dVVBQQEqNjYWKWUUqdOnVI2NjZq5syZqmzZsqpMmTKGHPPmzVO2trbK3t5eOTk5qTfffLPAz7G5WbFihSpdurQ6d+5ctusBdfbsWaNloaGhauzYsUopZfg3oJRSffv2VVZWVqpkyZLKyclJLViwoGDDm6lHnVOlCva8RkREqICAgEfmPHbsmLKyslJ///230fLVq1crR0dHdfPmTdWyZUtlbW2tSpQooZycnNQbb7xh9Duzb98+9cMPPyhfX1+l0+nU008/rSIiIpRSSt27d08NGDBAlStXTnl7e6uJEyca8tnZ2SlbW1vl5OSkWrZs+cisQghjtqZu9AtR1AwePJi///67wI9Tr149pk2bluM2er2eoKAg+vbty5o1a9izZw/t2rXj8OHDdO3alfDwcGbMmEH//v35+eefcXJyAuD06dOkp6dz+fJl1q9fT+fOnTl16hTu7u707NmTZ555hrNnz3Lq1Cn+85//UL9+ferUqQPA4sWL2bhxIz4+PtjaZv0IWbZsGVu3bsXX1xd/f3+aNm3K7NmzWbRoEW3btuWrr75i9OjRnD17lk6dOrFy5Ur8/f2ZPn063bp1Y8+ePYD2Ffrhw4c5c+YMkZGRBAcHExwcTGhoKBEREfj5+TFixIj8PekPGjwYCuG9pl49eMR7neH06dO88cYbzJ8/H29v7zwfevbs2WzdupUFCxbQtGnTPO/vUQrjlD7G6QTy/5xCwZ3XiIgIKlasmKXveNu2bUlJSWH37t1s2LCBwMBA3njjDUJCQgBITU01/M7cvXuXgIAA9u7dS9WqVTlz5gx6vR6A9957jxs3bvDPP/9w+/ZtWrRoQa1atWjbti3Dhw/n3LlzzJ49O99ejxCWRBrdQjymv//+m+3bt5s6BgB//fUXiYmJvPPOOwA0btyYgIAANmzYwMSJE6lXrx4BAQF06dKFF1980fA8W1tbPv30U+zt7XnttdeoVasWGzZs4D//+Q+RkZGsXr0aOzs7qlevTvfu3Vm5cqWh0d23b1/8/Pwemqlz587UrFkTgNatW3P06FGaNWsGQIcOHdi0aROg9ant0KGDYd3AgQMZM2YMp0+fNuwrI+Mrr7yCo6MjJ06coF69evl2/h7p77/BTN5r0BpO3bp1o0+fPrRp0ybHbWvWrImVlZVh/t69e3z66acFHfGRzOyUPtY5BdOf16tXr1K2bNksy21sbChVqhRXr17N1X6srKyIjo7G19eXihUrAqCUYu7cucTGxhr6ub/11lssX76ctm3b5uvrEMISSaNbiMdUWI2+3BwnLi6OU6dO4ebmZliWlpZGw4YNKVmyJK+//jqjR4/m119/NXqep6cnDg4OhvkKFSpw8eJF4uLiSEpKwtPT07AuPT2dHj16GOZ9fHxyzOTl5WV4XLJkySzzCQkJhuzz589n6dKlhvUpKSmcP38eb29vQyMig6Ojo+G5haawGvi5PM7w4cNRSjFx4kTDslatWhEVFQXAhg0bDP+JiY6ONnqvevfunW9x86IwTunjHCO7cwqFc14XLVpEeHg4oP3eJiUlGX6XfX19OXjwYJbnlCpVikuXLmVZnp6ezrVr1yhduvQjj+vk5MTixYuZMmUKvXv3pkWLFnz55ZfY2tqSmJho1Pdbr9fLfQNC5BNpdAvxmB7V5aMweXt788wzz2T7xzk2NpZvvvmGbt268e6777Jq1SrDuqtXr5KUlGRoeJ89e5agoCC8vb3R6XTcuHHD6GpeZg9b/iTZ+/Xrx1dffZVlXear3QWZ4ZHM6L1ev349P/zwA3v37sXOzs6wfMOGDXned6GdT8zqlD70nELhnNfu3bvTvXt3QLuRctSoUURGRub4nJdeeokBAwZw4MABoy4ma9euxc7OjkaNGuUqW+vWrWndujUJCQn079+f4cOHM2fOHEqUKMHJkyfx8PB47NcjhMiZVC8Roghr1KgRer2eGTNmkJKSQkpKClFRUcTFxREaGspHH33EvHnzOH78OAsWLDA8LzU1lXHjxpGamsovv/zC4cOHadWqFd7e3jRu3JgRI0Zw79490tLS2LdvH0eOHMn37N27d2fZsmVERUWh1+u5c+cOy5cvz9Vzvby8HtkwL07Onz9PaGgos2bNonLlyvm+f0s7n1Dw5xQK5rxWr16dPn360KNHDw4cOEBaWhpRUVG8/fbbDB8+3Ohbr4e5fPkya9euJTExkRIlSuDo6IiNjQ3W1taEhoYydOhQbt68iV6v5+jRo/z111+G13PmzBmUUvn6moSwFNLoFqIIs7W1Zd26dWzatAlvb2/Kly/P+PHjWbJkCVZWVgwZMoQSJUrw448/MmTIEC5cuABo9YOtrKzw8vJi6NChLFmyBHd3d0Dra33u3DmqVKmCl5cXgwcPJjExMd+zV65cmZ9//pn3338fDw8Pqlevzpo1a3L13D59+vDnn3/i5uZm+Hq+OPvhhx+4evUqoaGhWWpLL1y4MM/7/+CDD/jwww9xc3Nj0aJF+ZDY/BX0OYWCO6/fffcdnTp1ol27duh0Ovr27cuwYcNyfWOxXq/ns88+o0yZMnh5eXH+/HlDrfEvvvgCV1dXateujYeHB7169eLGjRsAdOrUiYSEBNzd3aWPtxBPwErJf1mFsCiRkZG88cYbxMbGmjqKEEIIYTHkSrcQQgghhBAFTBrdQgghhBBCFDDpXiKEEEIIIUQBkyvdQgghhBBCFDBpdAshhBBCCFHApNEthBBCCCFEAZNGtxBCCCGEEAVMGt1CCCGEEEIUMGl0CyGEEEIIUcCk0S2EEEIIIUQBk0a3EEIIIYQQBUwa3UIIIYQQQhQwaXQLIYQQQghRwKTRLYQQQgghRAGTRrcQQgghhBAFTBrdQgghhBBCFDBpdAshhBBCCFHApNEthBBCCCFEAft/tozZqc0tqL8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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u3ozm5s0E7t0zJyTEiocPbYmMLEhUlBNJSR5Axt/NzCyRUqUe4OdnxwcfFMKQq2KfOnWKw4cP88EHH6QaQqLT6Th37hx//vkn33zzDQCtW7dmw4YNMtREPJck3XmHJN1CiMyQpPsVyQ/OnHP/fiTr159jx47bnDgRx9WrDiQl+QAe6R5fqlQ4ffva062bFWXKZP66MTEx+Pj4cPHiRbp168bixYvTJNSKotC5c2dWrlwJwM8//8ywYcMyf1GR58m9I++QpFsIkRmZvXdIyUCR7YoWLUT//vVZvvw9Ll7sQXx8W06dCmf8+D+oW/cnbGzmAU/+4V675sTYsVa89hr4+MSwZk3mxpkPHjyYixcvAuDt7Z1uD7ZGo2H27NmULFmSAgUKYGNjk9mvKYQQQgiRIenplt4qo1MUhePHjzNt2jZWrzYnPr4dUCHVMcWLJzFypCV9+/JSEzEXLVpEr169AGjWrBn//PPPc4fvHDlyBBsbm1TLvwqRHrl35B3S0y2EyAwZXvKK5Adn7pSQkMCGDRuZPn0ne/eWQVH6AYX1+wsW1DFkiBmff55x8n3v3j28vLyIjY3FxcWFU6dOUaxYsRyJX+R9cu/IOyTpFkJkhgwvEXmCtbU1773Xkd27Z3DhQls6dBgGDAGCAIiONmPyZPD2Vli6NO3iQQALFy4kNjYWgAULFmQq4b506RI7d+7MwjcRQgghhHgiTyXdu3fvpl69ejRq1IiPP/7Y2OGILCpXrhyrVy/i2LG+tGjxP6AtcAiAu3c1dO8Or78OJ048+YyiKCxYsACAChUq0KpVq4wvkJQEixfDJ5/AuXP65mXLllGzZk2GDRtGPn0QJITRzZo1i5o1a2JpaYm/v7++fdOmTTRo0IBChQrh7u7OiBEjSEpK0u+/fPkyDRs2xNbWlpo1a3Lq1CkjRC+EEGnlqaTby8uL3bt3s2/fPkJCQggMDDR2SMIAatasydatm9m9exQ1aw4BegH3ANi/H2rVUhg8GGJi4ODBg/rJk3369Em//F9cHPz6K3h5Qc+eMHUqVKkCvXrB1avcunWL2NhYzp49S0BAQM59USGEXrFixfD396djx46p2qOiovD39+fevXucOnWKI0eO8MMPP+j3d+nShTfffJPw8HD69+9Phw4dSE5OzunwhRAijTy1IqWHx5MSdBYWFiZV91q82BtvvMHhwweZOXMmX3xRi5iYj4H/oSiWzJwJ//6r0L37ZQoWLMijR4/o0aNH+idavBiGDk3dptPBokXw558M69mT3woU4Gp8PL/88gvNmjXL9u8mhEitffv2AGzevDlVe5cuXfSvbWxs6NGjBxs2bADg4sWLnDt3jr1792Jtbc3AgQP57rvv2Lt3L02bNk33OlqtNsNxmS4uLri6uhrg2wghTFFISAihoaFp2hMSErCwePUUOtf2dGf0aBEgNDSU1q1bY2dnh7e3Nzt27Ei1/8SJEzx48ICKFSs+9xqKonD27Nl0t5CQEEN/JWEA5ubmDB06lAsXDvPee4eAKsAuAIKCNHz9dTdGjLjHli3/4Obmlv5JevSAokWhTBmYPVsdn5LSm5aURIHff2e2lxcA69ev5+rVq9n+vYQQmbNnzx79pKZz585Rrlw5rJ9a4rZKlSrPnewUHh5O5cqV091mzpyZ7fELIXKvmTNnpntvuHz5MuHh4a98vlybdGf0aBHU+stubm6Ehobyww8/4Ofnp//yISEhDBs2jPnz57/wGlqtVm62JsrDw4O//vqLjRun4u7eE/gUSCI5WcP48bZ8/XUzrl/P4MM2NhAQABcvwocfQvXq8PffcOQItGgBdnZ4TJ8OqL+YzZgxI4e+lRDiVaxatYodO3YwYsQIQF0Qy8HBIdUxDg4OxMTEGCM8IYRIJdcm3e3bt6ddu3YULlw4VXtMTAxr165l/Pjx2Nra0q5dO6pUqcK6detISEiga9eu/PTTTxQtWtQ4gYsc1bp1a44dO0y9enuAesAFAPbuhWrVYNMmYNs2GDRIHfSdokIFePbRkI8PbN0K589TsUkTmjRpAsC8efPkh7YQuUxAQAADBw5kw4YN+iEg9vb2REVFpTouKioKe3t7Y4QohBCpmNyY7qCgIOzt7fH09NS3pTw+XLRoEYGBgYwcORKAyZMnU79+fWOFKnKIm5sbf/zxB35+fpw+XQOYBgwkMhK6tYnkRqEPcIi8pc66PHECzF7wu2bx4gAMGzaMXbt2YRMZyZIlS/joo4+y/bsIIV7s0KFD+Pn58ddff+Hj46Nvr1ixIkFBQSQkJOiHmJw5c0bfE54eJyenDCdMu7i4GDZwIYRJGTRoEJ06dUrT7uvrm6kx3SaXdGf0+DAsLIz+/fvTv3//lz6Xubl5huWk5GZrWpYvX87p06cfvxsE7AD+YAoj1YQbiO83mAIvSrif0rZ5c+YXLMj70dH4TZnCgAED0q+GIoQwuOTkZJKTk9FqtSQnJxMfH4+lpSXnzp2jbdu2/P777/qnUSm8vb2pUKEC3377LZ999hkLFy5Eo9Hw+uuvZ3gdc3Nz/ZhwIYR4mqura7qTqZ+eN/IqTC7pNuTjQ41GIzfbPECn0/HHH38AUKNGDSZMmEDXrl1pEF2ZD1AHdv/DW4yc05+1reG1117uvBZnztA7JgYNsEijQUlKQmNllT1fQgiRysSJExk/frz+/aRJk1iwYAG7d+8mLCyMrl276ve9/vrrbNmyBVDr7Pfq1Ytvv/2W8uXLs3r16kz1SAkhhKHl2jHdGSlbtiwxMTHcvn1b33bmzBlJnvOx3bt3c+3aNUCtzd2mTRv2bdrE72Y3AYjClg+Yx5mzGmrXVudQvpQGDeDxIktOwcGYff99NkQvhEiPv78/iqKk2nr37s2CBQvQarXExMTot5SEG9T1Gvbv309cXBwnTpygevXqxvsSQgjxlFybdKc8Tnz60aJWq8Xe3h5fX1/GjRtHXFwcGzdu5PTp0/j6+r7yNRITE6lUqZIk7CYuZQVKKysrfe9X1YUL8dDpAPiEOG7yJwAPH6oFShYufLlzayZNgpTSk+PHp17+UgghhBDiJeXapHvixInY2Ngwb948Jk2ahI2NDYsXLwbUuol37tzB2dmZESNGsGLFCpycnIwcsTCGqKgo/v77bwDatWuHs7MzHD0Kv/8OQGKTJpyuUxv4DOiGRpNIUhL07g3jxsELV3kvUEBdNMfCApKTSerX7yU+JIQQQgiRmkZR8mcGUaBAAQDi4+ONHInIivnz59OvXz8ANm3aRKtWraBzZ1ixQk2UL10i1tWVzp07s3HjRuB1zMzWodM5AtCtm5qfv2hOxI1u3SixbBkA2h07MJdVKvMtuXfkHSlPOZ+3eI4QQjwrs/eOXNvTLcTLWPY4EXZ1deXtt99WGzt3hnr11D9Ll8bOzo41a9bQt29fYC86XV3MzdVVJpcuhbffhhctLLXHx4e4x68jv/wye76MEEIIIfIsSbqFybpz5w47d+4EoHPnzk8qFLRvDwcOwJw5+mMtLCyYN28en332GRCEVlsbc/ODAOzZo+boQUEZX+utrl354/FrpwMHIDjY4N9HCCGEEHmXJN3CZBUtWpR///2XPn360LNnz7QH2NikeqvRaJg8eTLTpk0DwtBqm2BmthJQE+569WD37oyvFVCzJquBTh4eKC9bd1AIIYQQgnyedEv1EtNmbm5O8+bNmT9/PrVq1YIHD17qcx9//DGLFy/GwkKLTtcZmAioQ0zeekudN5meul270hH4+/Ztzp07Z5gvIYQQQoh8IV8n3SIPSUiAKlWgaVPYu/eFh3fv3p3169djY1MA+AroiZlZMklJ0KsXfPklPK44qPd0Wco1a9YYNn4hhBBC5Gn5Oum2srLi7NmzMnPdBN27d49UhXeWLoV792DXLrh69aXO0bJlS3bu3EmRIkWAxeh0zbC2jgFg0iTo1Amio58c7+XlReXKlQFYt2YNbNwIERGG+UIizwgNDaV169bY2dnh7e3Njh070j1u3LhxFC9eHAcHB8qWLcv8+fNzOFIhhBA5KV8n3cI0KYpCw4YNKV++vLowjk4HU6aoO93d1aolL6levXr8999/lClTBthLQkINbG1vAbB6NdStCxcvPjm+Q4cOuAELjx+Htm1h9mzDfTGRq4SEhOh/KX960+l0PK/S6uDBg3FzcyM0NJQffvgBPz8/wtMpj9O9e3cuXLhAVFQUmzZtYsyYMQQGBmbnVxJCCGFEknQLk3Pw4EGuXLnCpUuXiIqKgq1b4fx5def//gdWVq90vrJly/Lff//h4+MDBPPoURUcHPYD6mnr1IENG9Rj27dvzz1Ap9GoDT/9pA5tEXnOzJkzqVy5cpotKSkJrVab7mdiYmJYu3Yt48ePx9bWlnbt2lGlShXWrVuX5tiyZctiZ2cHqJN8Aa6+5FMaIYQQpkeSbmFyli5dCoCZmRnvv//+k17uggVhwIBMnbNo0aLs2rVLXVyHCKKi3sDW9kcAoqKgXTvw94dq1WqwYcMGyqb0cN+7pw5tEQIICgrC3t4eT09PfVuVKlUyHML27bffYmdnR7ly5fDw8ODNN9/MqVCFEELksHyddEv1EtOTlJTEihUrAHjzzTdxu3sXAgLUnf37Q6FCmT63nZ0d69at48MPPwR0PHo0AuiAlZXakz1+PLzzjoaqVdtg3asXeHioH5wyRZaGF4Da0+3g4JCqzcHBgZiYmHSP/+yzz4iJieHgwYN07NgRq1d8SmNsCQkJ/P7777Ru3RpXV1csLS1xdXWlVatWzJ07V1btFEKIp+TrpFuYnn///ZcHj0sDduvWDRYuVHdoNDBsWJbPb2FhwezZs1m4cOHjR/9rSUysToEC1wHYvl0tkjJ/iRXKsP+pHzp/Xp3AKfKUQYMGcebMmTSbpaUl5ubm6X7G3t5eHfL0lKioKOzt7TO8jkajoW7duty5c4c5Ty3olNstXLiQkiVLMmfOHHx8fJg1axZbtmxh1qxZ1KlTh99//51SpUqxKKManEIIkc9YGDsAY0qpXiJMR8rQEhsbGzq0bQujRqk7mjWDkiUNdp2ePXtSt25d3n//fU6dOkV8fBWsrH4lMbEnUVHQrx+sbdCc1RaWWCQnwaxZarlCkWe4urri6uqapt3MLOO+irJlyxITE8Pt27fxePwk5MyZM+kv3vSM5ORkgk1opdNVq1bxzz//ULVq1TT7OnbsiL+/P6dPn+arr756qe8vhBB5nfR0C5ORMkkNoF27dhTU6aBFC7Czg+7dDX49b29vDh48yODBg4FoEhN7AS2xsgoFxrDhv1osS1aLeStr1sDduwaPQZgWe3t7fH19GTduHHFxcWzcuJHTp0+nqvGeYu7cuURERKDT6QgICGDp0qU0a9bMCFFnzvr169NNuJ9WtWrVdCeRCiFEfiRJtzAZGzZs4NGjR8DjoSXOzurykffvv1KZwFdRoEABfv31V1avXk3RokWBrSQmlgPUAt6zUKtYaJKTufTp7zK0WzBz5kzu3LmDs7MzI0aMYMWKFTg5ObF06dJU80c2btzIa6+9RqFChRgyZAhTpkyhTZs2RoxcCCFEdtIozys4m4cVKFAAQCb6mJDZs2fj7+9PbGwsDx48yPFJZ5GRkYwbN47p06ej0+lQf2fVsRFPjtCPeXxA+eae/PAD1KiRo6GJHCT3jrQCAgLYsmULsbGxlC9fnq5du+Ls7MygQYOYOXOmscPLUMovQTLMUAjxKjJ775CkW35wmhRFUbh9+3aqkmw57fTp0wwePJh9+/Y9bikA3AacAHVOp58fjBwJtWsbK0qRXeTekVrv3r1ZvHgxpUuXxtHRkYsXL1KgQAH+/vtv2rRpk2ZiaW4iSbcQIjMye++Q4SXCpGg0GjXhHjxYXav92rUcj6Fq1ars2bOHAfqa4PFAaeAXIAlFgRUr1EV1GjaEv/6C5OQcD1OIbPfbb7+xa9cuDh06RHBwMEeOHOHevXsMHTqUdu3akSALRwkhhF6+7ulOTEykQoUKgPR0mJT799Xl3nU6GDQIZswwShgREREULVqUxMREChcuTEREBPaUwZJRPKQfYKk/tnhxdd2e994Db2+jhCsMRHq6n6hZsyaTJ0+mRYsWafZNnTqVUaNGPR6KlTtJT7cQIjOkp1vkaStXruS///4jKSkJli9XE27IlqolL6tw4cL6ZMNSo+Hy229zz+wanzIQKAVMAsIAuHkTvvwSypeHSpXgq6/gxAlZU0eYtqCgIJpmUCpzxIgR7JL69UIIoZevk+6UOt3Sy5G7abVaPvzwQxo2bKiuFrlkibqjTBmoV8+osXXq1AmA0IcPcbx9GzudjhGFC9O/55vY2n4DFAf6A4H6z5w7BxMnQs2a4OmppXt3mDNHXWNHknBhSszMzDLs8U9KSuL69es5HJEQQuRe+TrpFqbh2LFjREZGAtC2bFk4elTd0b27OmvRiNq1a4erqys9e/Yksls3ACwjIpjTogV3797lt99+pFatE0BVoALwBXBE//k7d8xZulQdelKxIhQtqtC+PUyYAOvXw40bkoiL3Kt27dosW7Ys3X0jRoygd+/eORuQEELkYvl6RUphGnbs2KF/3fzevSc7Hie5xlSoUCHu3LmjLguekAA//gihoTBrFg5duzJgwAAGDBjAmTNn2LNnD0eOHOHw4d6cOxcL+ALNgNdJqXwSGqph3Tp4ej2RwoV11KihoVo1DVWrQrVqaoL+eGixEEbz6aef0qFDB+Lj4/Hz88PR0ZFTp04xefJkLly4gLW1tbFDFEKIXCPTEykTEhJYsmQJq1ev5siRIzx8+BBHR0d8fHzo0KEDPXr00E84yo1kMpTpePPNN9mxYwdlvby4lJysViypXRsOHzZ2aGl99hl89536+uxZNTtOR1RUFMeOHWPnzp1s2bKNY8fiUJPvN4DawGvPvYy5uUK5cgpVq5pRuTJUqaJupUrBc1YpFwYg947UFixYwPDhw4mJiQHUsp5vvPEGS5cupXz58kRHRxs5wozJREohRGbkaJ3uhQsX8umnn1KyZEneeecdqlatSqFChYiMjCQwMJCtW7dy7do1vv/+e3r27Pmqp88R8oPTNMTFxeHo6EhCQgLf+/oyKqUL+OefYdgw4waXnsuXwctLfT1iBEyd+lIfCw0N5d9//2Xr1q0cOXKE4OBQkpMrANWf2iqh1gTPmJVVImXKxFG3ri21allStaqajDs5ZfYLiWfJvSOt6Oho9u3bR1RUFOXLl6datWoATJ48mc8//9zI0WVMkm4hRGbkaNLdrl07Jk6cSNWqVTM85vTp03z11Vese/o5eS4iPzhNw44dO3jzzTcBuNi2LeU2bABzc7h9G4oWNXJ0T1y9epXFixfzzz//sMfSErNdu6BIETXOTKycmZyczPXr17l06RKXLl3i3LlznDgRyKlTcSQmlkcdI14NqAyUeOH5PD2TadDAgrp1oW5ddRKnjc0rhyWQe0deIkm3ECIzcrRk4Pr165+bcIO6gEhuTbiF6UgZz63RaHCeMwf++UcdvpGLEm6AAwcOMG7cOPbv309gyjKUDx6osyEzwcLCgtdee42WLVvyv//9j9mzZ3P48H/Exh7h3LmxLFtWijFj/qNXr7G88YYvJUp0w9r6f8BMYC8Qkep8t25ZsHKlukpmo0ZQsKCO6tWTGDIEli5VO+jz44TNAwfOULnyPL77bo+xQzE51atXZ8OGDWTUb6MoCuvXr6dGjRqZOv+sWbOoWbMmlpaW+Pv7p9r3xx9/4OnpiYODA3369CExMVG/7/LlyzRs2BBbW1tq1qzJqVOnMnV9IYQwtCwvjhMQEMCWLVuIjY2lfPnydO3aFWdnZwYNGsTMmTMNFafByeI4pqFu3bocPnyYmjVrcuzYMWOHk6Ho6GhcXFxISEjgwx49mL1hgzqee9w4ePvtHIsjNDSU//77jz179rJjxyUCA0GnqwzUAeoCxTL8rKNjMg0bmtOwoYYGDcDHB2xtcyrynLV371UGDDjD+fOvA4Wxt99DRERDdULsC0hPt2r//v0MGzaM+/fv07x5cypXrqwfZnj27Fl27NiBq6srv/zyCw0bNnzl869duxYzMzOWLVtG+fLl9Yl3YGAgb7zxBv/88w/lypWjY8eO1K9fn6+//hqAOnXq0LJlSz7//HMWLFjADz/8wKVLl7CwSFs3oFKlSmi1WlatWpVuDC4uLri6ur5y7EKIvCEkJITQ0NA07b6+vlhYWHDhwoVXO6GSBb169VLMzMyU1157TfHx8VEKFiyouLi4KLt371YKFiyYlVNnO2tra0Wj0SgVK1ZUKlasaOxwRDp0Op0yatQopWrVqsro0aONHc4LtW/fXgGUwoULKwm3bhk7HEVRFCUmJkbZuXOn8v333yt+fu8rJUu+rsB7CkxRYK8CjxS1jzvtZm6uVapXT1CGDVOUpUsV5fJlRdHpjP2NsmbLlruKl9cBBRJTfddChe4qd+5EvdQ5rK2tFWtr62yO1HTs3LlTGTJkiFKvXj2lXLlySr169ZTBgwcrO3bsMMj5BwwYoIwbN07//rPPPlP69eunfx8QEKCUKFFCURRFuXDhgmJnZ6fEx8fr95csWVLZuXNnuueuWLGi4uLiogDpbk9fVwiR/4wbNy7D+4OLi8srny/TJQN/++03du3axaFDh/Dx8QHg0aNHTJ06lXbt2pGQkJDZU+eYlMVxRO6k0Wj4/vvv+f6bb9AFBqr5kZHrcj+Pn58fa9euJSIigu2nTtHKw8PYIWFnZ0fTpk1TrRoYERHB8ePHOXBgN3v3fs++fVHExlYG6gH1SamcotWacfKkFSdPPjmfo2MS9eubU6+eGTVqQPXq4OGRq/+zkJSUxPz5h5g40Y5bt2oAbvp9Li7n8fd34KOPPKTqSyY9++8ru507d47mzZvr31epUoUbN24QExPDuXPnKFeuXKpShVWqVOHs2bM5GqMQQqQn00n3nDlzmD17tj7hBrC1teWrr77C1taWUaNGGSRAIQgIwOztt8HbW10Cvnp1Y0eUrjZt2mBtbU1CQgJ//fUXrVq1MnZI6SpcuDDNmjWjWbNmAOh0Os6dO8f+/fs5dGgS+/df5tKlIqgJeEOgJqAmMQ8fWrJ5M2ze/OR8Tk4K1atrqFZNXebe21v909XVeMm4Vqtl//79/P77FlasqEhCQlcgZehIMu7u//H990Xp1q2CcQIUmRYTE4ODg4P+fcrrmJiYNPtS9qeUMxRCCGPKdNIdFBSUYc/BiBEjqJ0ymUyIrFqxQv3z6lW1EHUuVbBgQVq1asWaNWtYs2YNs6dPx2rrVpg3Dz75BB5XYcltzMzMqFy5MpUrV2bAgAGAOkb9+PHjHDq0l/37f2TfvmjCw71Qe8Pr8XQd8fBwDTt3ws6dqc9rZ5dEiRLxeHgolCxpQZky1hQvbo67u5qQFykCzs6ZKu6ipygKkZGRXLp0iRMnTnDy5ElOnjzJqVP3iIvrC3wFpAxM11Kq1E6mTHGiY8c3Mn9RYVT29vZERUXp36e8tre3T7MvZb+9vX2G53NyciIgICDdfS4uLgaIWAhhqgYNGkSnTp3StKeM6X5VmU66zczMiI+Pxyqdn5hJSUlcv349s6cWgrt37zJp0iTebNwY31Wr0AC0aAGFCxs5sufz8/NjzZo1REZGsnPjRt7p0wfi46FQoVybdKenYMGCNG7cmMaNGwNqcnvt2jUOHDjAf//9SEDASc6dM+dJDfFqqHXEnzzWj4215Px5S86ff/61LC0fYWMTi5VVEhYWWiwsdFhaqpuiaEhMNCMpyYykJAuSkszRaOIwN79JcnIwsbFnSUq6CGhQe+RbAmMAz1TXqF79Jr/9Vpi6dd8yyN+PMJ6KFSsSGBiof3/mzBlKlCiBvb09FStWJCgoiISEBP0QkzNnzjBixIgMz2dubq4v/yWEEE9zdXVNdzJ1ZlfbzXTSXbt2bZYtW8ZHH32UZt+IESOYNWsWPXr0yOzpRT63fft2ZsyYweUZM2if0vj++0aM6OW0adMGGxsb4uLiWBMQwDvvvQdLlsDatWoJwSJFjB1ipmg0GkqXLk3p0qXp2rUrAGFhYezdu5fdu3eza9cvnDp1BkUpDpQHvB9vZQF3wANwSPfcSUm2JCW9apmUUqgreD5fjRpJ/PijJY0bF3/F8wtjS05OJjk5Ga1WS3JyMvHx8VhaWtK1a1caN27MRx99hJeXF5MmTdIvwubt7U2FChX49ttv+eyzz1i4cCEajYbXX3/xvxUhhMhumU66P/30Uzp06EB8fDx+fn44Ojpy6tQpJk+ezIULFzL9W4AQAJsfDxruZmEByclgbQ1t2xo5qhezt7fnp59+4rXXXlN7iffvV5PuxET1z+HDjR2iwTg7O9O+fXvat28PqGPDHz16RFRUFJGRkfo/w8JO8uDBdu7ciebGjWTu3IGICAuio62JjS3Ao0e2JCQURKu1RqezRKezRO0xtwZ0QDwQj5lZIubmSZibF0ajKUNCgjs6XeonbWXLKtSsqaFmTXURoDfesMzVkzzzkqioKDZu3MitW7cYPXo09+/fR1EU3NzcXvzhdEycOJHx48fr30+aNIkFCxbQu3dvpk2bRrt27YiKiqJjx458+eWX+uOWLVtGr169+PbbbylfvjyrV6/O1GNgIYQwtCzV6V6wYAHDhw/XT1JRFIU33niDpUuXUr58eaKjow0WqKFJrd3cKyYmBldXV7RxcYRbWmKXlAQdOsDq1cYO7dUpCpQrB8HBULkynD6du0t95BJarZbExETMzMywtLTELJ3SIooC9++rQ/21WnW5+0KFsj82uXekdfLkSVq0aEGhQoW4c+cOMTExbN26lXnz5vH3338bO7wMyYqUQojMyNEVKVP06dOHW7dusXHjRpYtW8aJEyfYtWsXHh4efPHFF1k5tcjH1q5dS1xcHG+DmnCDSQwtSZdGA337qq/PnIEDB4wbj4kwNzfHxsYGa2vrdBNuUP9q3dygfn11lc2cSLhF+oYPH864ceO4dOkSlpaWADRs2JCDBw8aOTIhhMg9srwipamS3qrcq1WrVmzZsoUVVlb4JSaCjQ2EhMBzKhDkRoqicPz4ccoXLoxd+fLqMJmuXdV114XJkntHWs7OzoSGhmJmZoaTkxPh4eEA+hUqcyvp6RZCZEaO9nRXr16dDRs2kFG+rigK69evp0aNGpk5vcjHQkJC+OeffwAoWLkyFCsGbdqYXMIdHBxMuXLl8PHxYe3Bg/Dee+qOv/5Sx0QIkYc4Ojpy/5l/1zdu3Mj0eG4hhMiLMjW7ZMaMGQwbNoyBAwfSvHlzKleurO/ROHv2LDt27MDV1ZVff/3V0PEaVGJiovR05DJ//fUXWq0WgII//6yOHcjFPWUZKVGihL63b/ny5XT77DN1YR9zczh82CQmhQrxsvz8/OjVqxczZswA4NatWwwdOpRu3boZOTIhhMg9MtXT3bBhQ44dO8bixYtxcHBg9erVTJ06ldWrV2Nvb8/ChQs5duwYDRs2NHS8Io9btmwZoCatDRo0UJNUJycjR/XqrKys6NixIwDbtm0jvHx5mDsXbt2ShFvkOePGjcPd3R1vb28iIiIoWbIkFhYWfPrpp8YOTQghcg0Z0y3jMnOVGzdusHz5cuzs7Bg8eLCxw8mSnTt30rx5cwDmzZtHv379jByRMAS5d2QsPDyc4OBg3NzcKFGihLHDeSF50imEyAyjVC8RwtBKlCjB6PLlGXzlChw9qtaFM1GNGzemaNGigDrERIi8zsnJiTp16phEwi2EEDlNkm6R+8yZA9OmwdtvQ0rJQBNkbm5Op06dALXXOyQkRN3x4AF8+y0vXB9dCBOxePFiTp48martxIkTLJVKPUIIoSdJt8gVwsLC1EWWwsJg2za1sVMnsLJ6/gdzuc6dOwPqao1///23+v1KlIDPP4dcPtFYiJc1fvz4NJVKihUrxrhx44wUkRBC5D6SdItc4fvvv6do0aL83rKlWs8aoEsX4wZlAPXr16d48eLA4yEmzs7QpIm6c9EiiIoyXnAiW4SGhtK6dWvs7Ozw9vZmx44d6R43cuRIXnvtNQoWLEjVqlXZuHFjDkdqOCEhIWmSbjc3tzRlBIUQIj+TpFsYnU6n488//+TRo0fUvHhRbXR3h9dfN25gBmBmZsb777+Ph4cHderUQafTQcoE0ZgYNfEWuVJISAhnz55Ns+l0ugzXKAAYPHgwbm5uhIaG8sMPP+Dn56cvH/m0ggULsmXLFiIjI/n555/p3r07V69ezc6vlG2KFSvGpUuXUrVdunQJV1dXI0UkhBC5j0Gql0RFRbFx40Zu3brF6NGjuX//Poqi5OqFEaQCQe6xZ88eGjdujAdwU6NBoygwYgRMnWrs0AwiNjYWGxubJ8uZa7VQrhxcuQLly8O5c+qa5iJX8ff3Z/z48enuMzc3JznlicxTYmJicHJy4sqVK3h6egLQpEkTevXqRZ8+fZ57vQYNGjBy5Eh9qUlT8uWXX7J9+3ZmzZpFuXLluHTpEoMHD6Zx48ZMnjzZ2OFlSKqXCCEyw2jVS06ePEnZsmXx9/dnwoQJgDqBZsiQIVk9tcgnUmpzdzEzUxNuyBNDS1LY2dk9SbhBrT0+cKD6+sIFeLwCpzB9QUFB2Nvb6xNugCpVqrzwxvzw4UPOnDlDxYoVszvEbPHll1/i5eVFrVq1cHBwwMfHh9KlSzN27FhjhyaEELlGlpPu4cOHM27cOC5duoSlpSWgLp5z8ODBLAcn8j6dTse6desA+DBlqXcvL6hVy4hRZa+7d+9C375gZ6c2TJhg0qURxRMxMTE4ODikanNwcFAnCWdAp9PRp08fOnbsSIUKFbI7xGxRoEABlixZQmhoKIcOHeL+/fssXboUGxsbY4cmhBC5RqaWgX9aYGAgO3fuBEDz+BF5wYIFiY6OzuqpRT5w5MgR7t27x2tA2ZRJhV275snhFmFhYfj7+zN79my2bt1Ks6FD1dKB//0H//6rlkgUucagQYP0JR+fVqNGDf297ln29vZEPTM5NioqCvuUXygzuE5kZCQrVqzIWsBGduXKFY4dO0Z0dDSnT5/Wt/ft29eIUQkhRO6R5aTb0dGR+/fvU6xYMX3bjRs3cvV4bpF7rF+/HoDLQOiWLbhs3w7duhk3qGySlJTE/PnzSUpK4tNPP+Xwli1ofv1VnVC5fLkk3bmMq6truhMBUw0VekbZsmWJiYnh9u3beHh4AHDmzBl69uyZ7vGjR4/m2LFj7Ny5E2tra8MEbgS//fYbQ4YMwcnJCbuUJzioHTGSdAshhCrLw0v8/Pzo1asXQUFBANy6dYuhQ4fSLY8mTsKwUpLu2rVr4/LOOzBlijrJMA9yc3NjxIgRABw9epS/AwLghx9g9WqYN8/I0QlDsLe3x9fXl3HjxhEXF8fGjRs5ffo0vr6+aY6dOHEiGzduZOvWrRQsWNAI0RrO5MmTWblyJSEhIVy9elW/XblyxdihCSFErpHlpHvcuHG4u7vj7e1NREQEJUuWxMLCgk8//dQQ8WWrxMREKlWqpJ+FKnJWbGwshQoVQqPR0K5dO2OHkyNGjRqFs7MzAF988QVJ/fpBhw7wnN5TYVpmzpzJnTt3cHZ2ZsSIEaxYsQInJyeWLl2a6l7z1VdfcfnyZUqWLIm9vT329vYmu4JjZGQk7777rrHDEEKIXM0gJQMBwsPDCQ4Oxs3NjRIlShjilNmqQIECJCYm6icuScko4wk7fBilZEmKFC1q7FByxM8//8zw4cMBNUEbmFLJRJgEKTeaVrdu3fjwww9p3LixsUN5JVIyUAiRGZm9d2Q56V68eDFVqlShevXq+rYTJ05w7ty5XD3ERH5w5hJarbosuk4HX375ZOGYPCwhIYHy5ctz7do1ihYtSnBwsDrR7tAhWLlSHWKTByeS5hVy70hr+PDhLFy4kI4dO+Lu7p5qX0op2dxIkm4hRGZk9t6R5YmU48ePZ9++fanaihUrRqdOnXJ10i1yiZ074c4d9bUJTyR7FdbW1kycOJHu3btz//595syZwwhHR7WMIKgTKlu0MG6QQryCU6dOUb16dS5fvszly5f17RlVeRFCiPwoyz3dDg4OaUpkQe4vGyi9Vca1b98+rl+/znvr1mH9119qwn3/PhQqZOzQcoROp6NSpUpcuHABDw8Prhw5gpW3N0RHQ926cOCA9HbnUnLvyDukp1sIkRlGW5GyWLFiXLp0KVXbpUuX0i21JUSKX3/9lY+6dyf5r7/Uhvbt803CDWrZuVGjRtG0aVN+//13LN3cYNgwdeehQ7Bpk3EDFCKTFEVBp9PpNyGEEKosJ92dOnWiZ8+enDhxgtjYWE6cOEHv3r3x8/MzRHwiD0pMTGTLli10BPQVfTOoY5yX9enTh507d9KiRQv1MfyIEZCymuHQoRAba9wAhXhJYWFhdOvWDRcXFywsLLC0tNRvQgghVFlOur/88ku8vLyoVasWDg4O+Pj4UKZMGcaOHWuI+EQetGfPHqKiotCn2a6u+XJhmDTjXZ2c4Jtv1NfXroG/f06HJESmfPzxx1y5coW5c+dia2vLqlWr8PHx4eeffzZ2aEIIkWtkOekuUKAAS5YsITQ0lEOHDnH//n2WLFmCjY2NIeITedD69espATRLaejWDSyyPKfXpCmKwrFjx+Cjj6BePbVx2jQ4fty4gQnxErZv387KlStp37495ubmtG/fniVLlrB8+XJjhyaEELmGwVbkcHZ2xsfHhyJFihjqlCIPUhSF9evXk6quTT4cWvK0wMBA6tevj4+PD/8dOgRz5qi/hOh00L8/JCcbO0Qhnis2NpbixYsDanWepKQkypYtS2BgoJEjE0KI3MMg3YtXrlzh2LFjaaqV9E0pgSbEY4GBgVy/fp27QLirK05Fi0K1asYOy6iKFCnCiRMnAPj+++9Zu3YtjB4N334LTZqoSXc+fxIgcrcSJUoQHByMl5cXXl5erFmzBmdnZ+zs7F78YSGEyCey3NP922+/Ua5cOQYPHszXX3+t3yZOnGiI+EQes379egD+ACL++0+t053PS+MVK1aMno97+9etW8eFCxfgq6/gyBGYOhUel6gTIrcaOHCgvld75MiRdO3albffflu/8mp2OHnyJA0bNsTBwYEyZcowb948QC3HOXz4cAoXLkzRokX58ccfsy0GIYR4FVmu012yZEl+/PFH3n33XUPFlCOk1m7OUxSFmjVrcvLkSSpXriyPnp9y8eJFKlSogKIo9OvXT59AiNxH7h0vdvv2bWJiYvD29s62a1SpUoVOnTrx5ZdfcvLkSRo3bszhw4cJCAhgzpw5/PPPP0RGRtKkSRMWLVpE8+bN05yjUqVKaLVaVq1ale41XFxcpPytEPlYSEgIoaGhadp9fX2xsLBQO8leQZZ7uiMjI00u4RbGM2bMGJo0aUKnTp2MHUqu4u3tja+vLwCLFi3i9u3bqQ8ID1efCghhAjw8PLI14Qa4du0aXbp0wczMjJo1a1KhQgUuXLjA4sWL+eSTT3B1daVs2bL079+fRYsWZXie8PBwKleunO42c+bMbP0OQojcbebMmeneGy5fvkx4ePgrny/LA0Vbt27N7t27ady4cVZPJfI4jUbDezY2vOfpia5uXdBqwdzc2GHlGp9++ilr164lKSmJ7t27s23bNqysrGDNGhgwAB4+hA0b4J13jB2qEOzZs+eljnvjjTey5fpDhw5lyZIlfPXVVxw/fpwbN25Qr149zp07R9WqVfXHValShY0bN2ZLDEII8SqynHS7uLjQvn17OnbsiLu7e6p9EyZMyOrpRV4zdy6sW4fZunVw7x7Y2ho7olyjXr16dO7cmeXLl7Nr1y4GDBjA/Pnz0Tg7Q1SUOqGyY0e1x7tuXWOHK/K5Jk2apHqv0Wh4erRiSh16rVabLddv2bIlPXv2ZNKkSQD8/vvvFCtWjJiYGBxSFpkCHBwciImJyZYYhBDiVWQ56T516hTVq1fn8uXLXL58Wd+eZuEPka89fPgQx8hItacWwM9PEu50zJ8/n6tXr3Lo0CEOHz5MREQEjm+8AcuXqwn3o0fQujXs3w/Z/PheiOdJSkrSv16xYgV//vknkydPpnTp0ly9epUxY8bQuXPnbLl2eHg4rVu3Zv78+XTo0IGzZ8/yzjvvUKVKFezt7YmKitIfGxUVhb29fYbncnJyIiAgIN19Li4uBo9dCGE6Bg0alO5w2JQx3a8qyxMpTZVMhso5Wq2WMmXK8L1Wy/spY5VPnsz3pQIzcv/+fT777DN+/PFHChcu/GTHnDnqMBOAEiXgv//Aw8MoMeZnpnLvSEhIYMmSJaxevZojR46ov/g6OuLj40OHDh3o0aOH/rtklZeXF0ePHk317/Xhw4f4+Pik6owxlCNHjtCuXTvu3r2rb3vvvfdo2LAhK1euZMiQIXTrpq4GMH78eK5cucLChQvTnKdSpUoAnD171uAxCiHyrszeOwy2OA6o1Sl0Op1+EwJg48aNhN+4wTspCXfTppJwP0fRokVZsGBB6oQb4MMPYfx49fWNG+rY7ocPczw+kfstXLiQkiVLMmfOHHx8fJg1axZbtmxh1qxZ1KlTh99//51SpUo9d4LhqwgLC0vzdFOj0RAWFmaQ8z+rXLlyPHr0iHXr1qEoCufOnWPv3r1UqVKF7t27M2XKFEJDQwkODmbu3Ln6kpxCCGFUShY9ePBA6dq1q1KkSBHFzMws1ZabWVtbK9bW1sYOI1946623lGGgKCnbhg3GDsnkzJ07V7l48aKi6HSKMnDgk7/LGjUU5e5dY4eXr5jCvaNt27bKqVOnnnvMqVOnlHbt2hnkeh06dFBatmypnD17VomNjVXOnj2rtG7dWunQoYNBzp+erVu3KtWqVVPs7e2VEiVKKN9++62iKIqi1WqV//3vf0qhQoUUFxcXZerUqRmeo2LFikrFihWzLUYhRN6U2XtHloeX9OzZk6CgID799FN69OjB4sWLmTx5Mj169GDIkCGG+t3A4EzlEbGpu3TpEhW8vQkCygCUKwfnz4OZQR+y5FmKojBixAh++uknihQpwsaNG6nr4wNdusBff0GpUuowk2LFjB1qviH3jrRCQ0Pp1q0b27dv1/d4N2vWjKVLl+bqOtcyvEQIkRmZvXdkeSLl9u3bOXToEMWLF8fc3Jz27dtTqVIl+vTpk6uTboDExES56WazmTNn4svjhBvgf/+ThPsVaDQa/TCTBw8e0LRpU/788098ly2D4sXVMd6ScAsjc3Fx4Z9//uHOnTvcunULT0/PNNWshBAiv8ty0h0bG0vx4sUBsLa2JikpibJly8pqg4KYmBj++OMPhgFawNzREXr1MnZYJmfcuHG4ubkxaNAg4uLiePfdd/nll18YPHVq2oNv3FAnWYp8rWnTpi9VQWqnARdcioqKYteuXdy6dYvRo0dz//59FEXBzc3NYNcQQghTluUuxxIlShAcHAyoM9jXrFnDjh07sLOzy3Jw2c3KyoqzZ89KL3c2Wbp0KZGRkXwN7Jg9GxYvBhP4d5EbDRgwgHXr1mFra4tOp2PIkCF8+umnqScsL14MZcvCjBnqwkMi32rUqBENGzakYcOGVKpUiYMHD+Lk5EStWrVwdnbm0KFDVK5c2WDXO3nyJGXLlsXf31+/PsOJEydy/dNOIYTISVke0z1z5kyKFStGhw4dWL16NX5+fiiKwuTJkxk9erSh4jQ4GZeZvRRFoVq1agQGBlK8eHGuXLmSqZqWIrWjR4/SunVrQkJCAPDx8eGnn36iobe3Or47NlY9sEoVmDYN3nzTeMHmUaZ273jvvffo3bs3bdq00bdt2rSJBQsW8PfffxvkGk2aNMHPz49Bgwbh6OjIw4cPiY6OpkKFCty6dcsg18gOMrxQCJEZmb13GLxO9+3bt4mJicE7ly/cYWo/OE1NXFwcn332GXPmzGHs2LF8/vnnxg4pz7hy5QotW7bk0qVLAOzdu5dGjRrB7t3Qs6c6xCRFmzbwww9QvryRos17TO3eUahQIR4+fIjZU3MpdDodjo6OREZGGuQazs7OhIaGYmZmhpOTE+Hh4fprG+oa2UGSbiFEZuToRMo9e/a88Jj79+/zxhtvZOb0Ig+wsbHhZy8vvp4wAXr0MHY4eUqZMmU4fPgw06ZN49SpU2rCDdC4MWf+/pugQYNodfo01omJsHEjui1bSOzblwITJ0IuriQhskfRokXZunUrrVq10rdt27bNoFVFHB0duX//PsWemtR748YNGc8thBBPyVTS3aRJk1TvNRoNT3eYp0zg0cq40vwrMhLGjsUhIkLtgd240dgR5SmFChVifMpCOU85f+0afkePUhT4GugHmGm1FJg7l4hNmyh08yYaqR6Tr3z11Ve0b98eX19fSpcuzbVr11i/fj1z5swx2DX8/Pzo1asXM2bMAODWrVsMHTpUvyqkEEKITE6kTEpK0m9LliyhVatWnD59mujoaE6fPk2bNm1YsmSJoWMVJiI+Ph6mT4eICLXhgw+MGk9+otPpcHNzI9zSkg+BGsC/j/cNv3OHNm3b5uoxtsLwevTowa5du3B0dOTMmTMULlyYHTt2GHSVxnHjxuHu7o63tzcRERGULFkSCwsLPv30U4NdQwghTF2Wx3R7eXlx9OjRVEtWP3z4EB8fHy5fvpzV+LKNqY3LNBX79u2jh68v5+LisImLU5d7P3ECXqJ8mTAcRVGIjo4mLCyMgwcPsnLwYNY/fIgO6NSpEytXroSffoJateD1140drkmRe0fGwsLCuHz5Mm5ubpQwgdKVMqZbCJEZRlscJywsLE09WI1GQ1hYWFZPLUzQpEmT6BIejk1Kw9ixknAbgUajwcHBAQcHB0qXLk2LFi34+OOPWbNmDVOnToVjx2DkSNDp2FexIsfffx+PSpVo0KBBqnG5Im9ITk7m4sWLhISEpBoK2KxZM4Nex9nZGWdnZ4OeUwgh8oos93S/++67xMfHM2XKFEqVKsW1a9cYPXo0VlZWrF692lBxGpz0Vhne0aNHaVq7NtcAZ1DL1p08KStQ5iJ37txRVwpcuhT694e4OLUdGAJsKVCANWvW8M477xg1ztzM1O4dp06dwtfXlxs3bujn32THvJsDBw4wf/58bt68iaenJ3379qVBgwYGO392kJ5uIURmZPbekeVsaPbs2SQnJ1O5cmUKFixIlSpVSExM5LfffsvqqYWJmTRpEoN5nHCD2sstCXeuol+au1s3CAwkqk4dtR1YDSyJj6ePry///vtvhucQzxcaGkrr1q2xs7PD29ubHTt2pHvc33//Tb169ShQoAC9e/fOtnhGjBjBO++8Q1hYGA4ODoSHh9OrVy91iJGBLF68mCZNmhAdHU2NGjWIjY2lefPmLFq0yGDXEEIIU2ewOt137tzh1q1beHp6PvnBnouZWm9VbhcYGEj9qlW5BhQBqFwZTp2SpDu3UxRYtAjdxx9j9vAhANeA7lZWTNiyxeDDD0xJSEgIoaGhadpr1KiBRqMhISEh3c/5+flRsGBBpk+fzvbt2+nTpw9BQUE4OTmlOm7nzp2Eh4fz33//ER4ezh9//JEdXwNnZ2du3LiBnZ0dhQsXJiIigvDwcBo0aMCFCxcMco1y5crx888/07JlS33b1q1bGTp0KEFBQQa5RnaQnm4hRGYYbUx3Cnd3d5NItkX2+Oabb/AGElMapJfbNGg00KsXZi1bwkcfwZo1lAJ2JiZSs1UrZmzbRuPGjY0dpVHMnDkz3bKMAObm5um2x8TEsHbtWq5cuYKtrS3t2rWjSpUqrFu3jj59+qQ6NuUXmuDgYP1iMtlBo9HoOxns7e2JiorC0dHRoFVs7t27R4sWLVK1vf3229y/f99g1xBCCFNnkKwoKiqKZcuW8f333wPqwjj37t0zxKmFCTh//jwrV67kODCmc2dYsAA6djR2WOJVuLrCqlXw44/ozM35HTibkEC3bt3kadArCAoKwt7eHk9PT31blSpVjNqT6u3tzZEjRwCoWbMm/v7+jB8/3qDVRd566y22bt2aqm3btm289dZbBruGEEKYuiz3dJ88eZIWLVpQqFAh7ty5w+jRozlx4gTz5s3j77//NkSMIpfz9/dHp9Oh0WgY9dVXULGisUMSmaHRwPDhmL3+Oo5nzlDkk09Yt26dvpdUvFhMTAwODg6p2hwcHIxazembb77RVyyZNGkSnTp1Iioqivnz5xvsGu7u7nTq1IlWrVrpF+DZvHkzffv2ZezYsfrjJkyYYLBrCiGEqcly0j18+HDGjRvHoEGDcHR0BKBhw4Z8IAui5BvtWrfm6NGj1K9fn4qScJu+WrXoXKsWLdu3p1ChQhATo5YXnDABihY1dnQ5ZtCgQXTq1ClNe8qY7vSkDN94WlRUFPb29tkS44totVpsbGyoUaMGoPa6G2oc99POnDlDnTp1ePDgAQ8ePACgdu3aBAYG6o/J6O9MCCHyiywn3YGBgezcuRN4clMtWLAg0dHRWT21MBHdDh2ii48PkV9+aexQhAHpE+633oKDB9EdOIDZnj3w1EJYeZmrqyuurq5p2s2eM1ehbNmyxMTEcPv2bTw8PAA1ITXk6o+vwtzcnKZNmxITE5Ot1wkICMjW8wshRF6Q5THdjo6OaSbL3LhxAzc3t6yeWpiC//6DWbMwW7kSx88/N3Y0wtDs7FDKlwfALDCQmCZNIDbWuDHlYvb29vj6+jJu3Dji4uLYuHEjp0+fxtfXN82xWq2W+Ph4kpOTU702tLJly3L37l2Dn1cIIcSryXLS7efnR69evfRloW7dusXQoUPp1q1bloMTudvVixfhww/VsnPW1vDdd8YOSRiaRsPVzz9n1eOnWPanTqFt3x4yKJcn1Kond+7cwdnZmREjRrBixQqcnJxYunSpvswUqLWtbWxs+Oqrr1iyZAk2NjZMnDjR4PEMGzaM999/n+3btxMcHMyVK1f0m6EEBQXRsmVLnJ2dsbKySrUJIYRQZblOd0JCAgMGDNAvgqDRaGjfvj3Lli3D2traIEFmB6nTnTX//fcfWxo25OuUhokTYcwYY4YkstGksWPx+fpr9EXhOnaE5cvBwmBVR02Gqd07nh4OkzIEMGVVSkOtSFmvXj08PT3p2rUrdnZ2qfY9W0owN5E63UKIzMjsvcNgi+OEh4cTHByMm5ubQUtRZRdT+8GZ2/SqV485hw5hDSR5e2N5+jRIr1aelZSURNM6dfju5EkapjSOHAlTphgzLKMwtXvH9evXM9xXsmRJg1wjZaVLCxP7JUySbiFEZhh1cZwDBw4wf/58bt68iaenJ3379qVBgwaGOLXIhQJ27qTP44RbB1guWCAJdx5naWnJ7CVLaF6zJv8mJlIFYOpUqF9farLncoZKrJ+ncuXK3L17l+LFi2f7tYQQwlRleUz34sWLadKkCdHR0dSoUYPY2FiaN2+uH24i8hZFUTg4YABNHr+P79NHTbxEnlepUiU+mTSJ9kAEkGhmhiJVinKlo0ePGvS4F5kzZw6DBg1i5cqV7NmzJ9UmhBBCleWe7q+//pq1a9fSsmVLfdvWrVsZOnSo0cpkiezztb8/3YODAYi0t6fQTz8ZNyCRoz7++GM2bdrE+7t28UCn4/2QEEYbOyiRRt++ffHy8mLAgAE0adIk1fyaxMREAgIC+O2337h8+TKnT5/O8vXOnj1LQEAAmzZtStVuyHHjQghh6rLc033v3r00E2XefvvtNGUEhen76aefGDdhAm8DZy0tMZsxA55ZfU/kbebm5qxcuZJLpUpxHDh06BA6nc7YYYlnHD9+nCZNmjBw4EAKFy5MpUqVaNCgAZUqVaJQoUIMHDiQJk2acPz4cYNcb9SoUXzzzTdERESQlJSk3xITEw1yfiGEyAuy3NP91ltvsXXrVlq1aqVv27ZtG2+99VZWTy1ykT/++IOPP/4YgGhXVyx37qTgU+XPRP7h4uLCunXrWLNmDV999ZVaHePCBThxArp0MXZ4ArCwsGDYsGEMHTqUY8eOcezYMcLDw3FycqJWrVrUqlXLoCtERkZGMmzYMIOdTwgh8qIsJ93u7u506tSJVq1aUbp0aa5du8bmzZvp27cvY8eO1R83YcKErF5KGFEZV1fs7e0xNzfnn3/+oZwk3Pla1apVqVq1qvpmwwbo2lWt3V26NNSrZ9zghJ5Go8HHxwcfH59svU7Lli3Zv38/DRs2fPHBBvT9998zffp0IiIi8PLyYs+ePRQsWJBvv/2WqVOnotVq+eCDD/juu+9kGXohhNFlOek+c+YMderU4cGDBzx48ACA2rVrExgYqD9GbnYmLiiIN3r1InDgQO74+lKtWjVjRyRyExcXlIQENElJKL16oTl9Wl0sSeQbrq6utG3blo4dO1KsWLFU+7Krw2XGjBls3bqV/fv3U7x4cQIDA7GysmLz5s3MmDGDgwcPYmdnx1tvvYW3tzf9+vVL9zxarTbDsl8uLi64urpmS/xCiNwvJCSE0NDQNO0JCQmZKpFqsDrdpsbUau0azaNHanWSlMlWhw9D7drGjUnkKmFhYfxVuzYfXb2qNowdC+PHGzeobCT3jrSaNm2abrtGo2Hnzp0Gv55Wq6V48eLs3buX1157LdW+Ll26UKlSJb788ktAHRq3YMECdu/eneY8lSpVIjQ0NN0fqgDjxo3D39/f4PELIUyDv78/4zP4eebi4kJISMgrnc+0VjJ4gYSEBBo3bsyZM2c4efIkXl5exg7JZEVGRvLuu+/yp40NrikJ96efSsIt0rCxsWGOvT11gRqAMnkymvffh4oVjR2ayCEBAQE5er1bt27x6NEj/v77b6ZNm0bhwoX55JNP6N+/P+fOnaPLU3MLqlSpIovfCCFyhSwn3UFBQQwbNozDhw8T/UzN3pyeuW5pacm6dev49NNPc/S6eY2iKPTr14+6O3eif7D6xhvqUu9CPMPW1pYffvyR/m++ySHAPCkJ+veHvXvBLMsFkkQuNWnSJMaMGQOQav7O0zQaTYa9RFlx+/ZtIiMjuXTpEteuXSMoKIjmzZtTvnx5YmJicHiqqpKDgwMxMTEGj0EIIV5VlpPuHj164Onpydy5c7GzszNETJlmZmZG0aJFjRpDXvDrr79SatUqvnn8XnF3R7N8OZjYEs8i5zRv3hyHpk35OSCAEQD//Qdz5sBHHxk7NIE6HOPQoUPcvHmT999/n/j4eDQaTar63a9q//79+td79+5N95jsms9jY2MDqMm+jY0NVatWpXPnzmzevBl7e3uioqL0x0ZFRWFvb5/huZycnDLsqXdxcTFs4EIIkzJo0CA6deqUpt3X1zdTY7qznEWdO3eOffv2ZerizzNr1izmzp1LYGAgY8aMSTWuLjQ0lN69e7Nr1y48PT2ZOXMmzZs3N+j186sjR45wZfhwfnz8XufigtmOHfDM5CghnjVp0iTeatCAd4FSoA5HatsWPDyMG1g+d/XqVdq0acPVq1fRaDS8//77bN68mbVr12Zp5eDNmzfrX+f08JJy5cphZWWVKqlPeV2xYkUCAwNp164doE72r/Scakvm5ubP3S+EyL9cXV3TnUyd2Q6LLD/7rVy5Mnfv3s3qadIoVqwY/v7+dOzYMc2+wYMH4+bmRmhoKD/88AN+fn6Eh4e/8jUUReHs2bPpbq86OD4vePjwIT+3bcuPjxc7SSpUCLOdO6F8eSNHJkxB/fr1adqmDQMfv4+tUcOo8QjV0KFDadeuHdHR0VhZWQHqxEdTXqLdzs6O9957j0mTJpGQkMD58+dZsWIFrVq1onv37syePZsrV65w//59pk2bJqsjCyFyhSx3T8+ZM4dBgwbRo0cP3NzcUu174403Mn3e9u3bA6l7UwBiYmJYu3YtV65cwdbWlnbt2lGlShXWrVtHnz59XukaWq2WypUrp7svv81aVxSFPn36sOH+fZoBXW1sKLBrF2Tw9yNEeiZOnEj1jRtpAJR2d2ep9HIb3aFDh1izZg3m5ub63mBHR0cePnxo5MiyZsaMGfTr148iRYpQpEgRvv76a15//XUABg4cSJ06ddBqtfTv35++ffsaOVohhDBA0n327FkCAgLYtGlTqnaNRoNWq83q6dMICgrC3t4eT09PfdvTs9Pbt2/P4cOHCQoKYvjw4emOxRGpJSQk0LVrV9atWwfAhnbt6DNtGjxTikuIF6lWrRrvv/8+K1asIOjff4mMjKRQoULGDitfs7Oz49GjR6n+O4SGhuLs7GzEqLKucOHCrFq1Kt19n3/+OZ9//nkORySEEM+X5eElo0aN4ptvviEiIoKkpCT9ll2VS56dmQ6pZ6evXbuWO3fusH//fkm4X8aNG1j364f94yElZcqUYf4ff6CRhFtk0vjx4xk7dizBwcFqoqfVwlOLZYmc1bJlS4YOHcqjR48A9QnfF198Qdu2bY0cmRBC5C9Z7umOjIxk2LBhhojlpTw7Mx1ePDs9I+bm5pw6dSrdffli1vpff8GHH0JEBLPffRerfv34ZvJkHB0djR2ZMGHe3t5PysTt2weDB8O1axAcDPnh/6tc5ttvv6V9+/Y4OTmRlJREwYIFqVy5Mv/++6+xQxNCiHwly0l3y5Yt2b9/Pw0bNjREPC9UtmxZYmJiuH37Nh6Px4ueOXMmUxNlNBpNvpy1vmvDBuI/+oh37tzRtxVwcWHur79KWUBhWFFRT1YzHT8efv3VuPHkQ4UKFSIgIIATJ04QFBSEm5sbjRo1wsyANdQdHBzSdIaAWo4vM5PchRAiL8pyhuXq6krbtm3p2LEjxZ4pKzdhwoRMnzc5OZnk5GS0Wi3JycnEx8djaWmJvb09vr6+jBs3junTp7Njxw5Onz6Nr6/vK18jMTFRn3TnhxXLkpOSWOPnR8O1a3FPaXRygnnzoEMHY4Ym8qiQWrWILFGCsjduwG+/wdCh4O1t7LDypRo1alCjRg2Cg4O5fv06pUuXNti5FUUx2LmEECKvynLSHRgYSLVq1QgODiY4OFjfntVFESZOnJhqJbNJkyaxYMECevfuzcyZM+nVqxfOzs54enqyYsUKnJycsnS9vO7+jh3c6diRTpGR+rY73t64b98OT01KFcJQ4uLiqFipEh5hYZwAzLRaGD0aHk/YFTmjb9++9O3bl0aNGrF8+XK6deuGRqNh8eLFqZZLz4yUlSiTkpLSrEp56dIlSpYsmaXzCyFEXqJR8mkXRYECBQCIj483ciTZb8uWLRT09aVRUhIAYebmxE2YgOdnn8ky3SJb/e9//+OXX37hd0BftC0gAJo0MV5QWWRq945ixYpx+fJlbG1tqVu3Lp988gkODg6MGjWK0ylDfzKpadOmgLoiZUq5PlBXB3Zzc2PkyJHUrFkzS9fITvnpSacQwnAye++QpNtEfnC+sgcP+Of4cWbPns3q1aupChwG9lasSIN//8XW3f1FZxAiy+7evUuZMmVwio8n2MwMG50OataEI0dM9hc+U7t3FCpUiMjISKKjoylRogRhYWGYmZlRuHBhIiIisnz+pKQkhg0bxrRp0/TLs5sKSbqFEJmR2XtHpoaXTJo0iTFjxgCkeaT4tKyM6RaZEB+vViT59VcICWFGpUqsf1w//Yq9PRu//ZaOgwcbOUiRnxQrVoyBAwfy448/8r1OxziA48dh6VLo0cPY4eULLi4unD9/njNnzlCvXj3MzMyIjY3N8hDAFJaWlqxcuZJZs2YZ5HxCCJFXZSrp3r9/v/713r170z3GUDd0kZZOp+PgwYMcOnSI2zduUOjkSWqcO0fziAhsnqqP/kX37vy7cyfvv/8+X3zxBWXLljVi1CK/+vTTT/ntt9/4IS6OIVZWOCcmwg8/QPfuIPeJbDd8+HB8fHwAWL58OQB79uwxaOWmt99+m23bttGiRQuDnVMIIfKafD28JDExkQoVKgC5//FicnIye/bsYdWqVaxZswb3u3fxA7oCaaZBFi0KH35I8gcfEFuokKwIKIxu1KhRTJkyhe7AhO7dKf3zz2rlHBNkasNLAIKDg7GwsKBUqVKAOskxMTGRypUrG+T8Q4cO5Y8//qBdu3aULl06VTnC3PzEU4aXCCEyI0eHl4ic98MPP/DFF1/o328Enp6elKTRcL50aap+9x20awdWVlgAkm6L3GDUqFHMnDmTJY8ecfXqVfY6OiJ93DnHy8sr1fty5coZ9PxnzpzBx8eHO3fucOep+v/yxFMIIZ7I10m3lZVVrurhiI+PZ+fOnfzzzz/YJifzja8v7N8P//1H13bt+AKwsLCgWbNmKJaWsGkTyuuvo+neHcv33qOqifYcirzP1dWVIUOG8P333xMXF8fDhw+lzGcOmjt3Lv/88w8hISGpamrv2bPHIOcPCAgwyHmEECIvy9dJ96sKDg4mNjaWqlWrGqwHJyIigu0rVnD2zz+JPnCAcomJ9AGqAMyYoT+uhIcHK1eupHnz5mqycu8eJCejkRrbwkSMGjWKBg0a0K5dO/X/n7AwmDMHRo4EKytjh5dn+fv78+uvv9K9e3c2bdrEhx9+yJIlS+ghE1mFECJHSdL9Cn755RemT5/O6E8+4Tt/f4iLg4IFwdr6yUHHjsHdu5CU9GRLTobERIiIgLAwkho1Ym1cHPPnz2f79u38lpysVnXISIUKaNzc6NSp05M2N7fs+ZJCZJMiRYo8WTn26FFo1gyio6FIEejf37jBGVBoaCi9e/dm165deHp6MnPmTJo3b57muLi4OPr378+6detwdHTku+++y/JiNelZvHgxmzdvpk6dOixatIiffvoJX19f5syZY/Brgbo65dO96YZcbl4IIUyZQZLuqKgoNm7cyK1btxg9ejT3799HURTc8lhi2HzhQr4HCkyZAlOmqI1btzJ2/34uXbpEvXr16L18OYUPHXrueSLDwvCbN0//PvCpfYm2tpjVrInFG29AgwZQrx44Oxv+ywhhTFWrojg6oomOhkmToFevXNfbHRISQmhoaJp2nU733CddgwcPxs3NjdDQULZv346fnx9BQUFphtOMGzeOBw8ecPv2bc6dO0fLli2pWbMm3t7eBv8ederU0b9XFIUmTZqk/iU+i8LCwhg2bBj//PMP4eHhqfZptVqDXUcIIUyakkUnTpxQXF1dlbJlyyp2dnaKoijKli1blI4dO2b11NnK2tpasba2fqXPRLVpoyiQelu9WqlataoCKICy+tn9z26WlooyYoTSsGFDpXDhwspHH32k7F64UElcv15Rbt5UFJ0um76xELnHwYMHlR/Kln3y/8WcOcYOKY1x48bp/79+djM3N0/3M9HR0YqlpaVy8+ZNfVvjxo2V+fPnpznWzc1N2bt3r/59r169lLFjxxr8e5QqVUoJDQ1VFEVRKlWqpJw4cUK5efOmUrhwYYNdo0ePHkq9evWUNWvWKPb29sqaNWuUOnXqKNOnTzfYNbJDxYoVlYoVKxo7DCGEicnsvSPLPd3Dhw9n3LhxDBo0CEdHRwAaNmzIBx98kNVTZ7vExMRXKvtSsEsXqFgRbGzA1hZsbNBVroyXlxf379/n/v37fA5MBhKBpKe2qT//zLt9+oC9PWg0LL56FTc3N5NbwU2IrEpOTqZz587cvnaNzmZmeOp0uba3+1UFBQVhb2+P51NzLapUqZLm/vLw4UPu3btH1apVUx134MABg8f09ttvs379evr27UuXLl14++23sbS0pG3btga7xvbt2zl06BDFixfH3Nyc9u3bU6lSJfr06cOQIUMMdh0hhDBlWU66AwMD2blzJ/CkPFTBggWJjo7O6qlzn65d1e0pZsCqVatQFIXr169z6NAhTpw4QVRUFLGxsTx69IhHjx5RpHp1dfz3Y6VLl87Z2IXIJSwsLJgwYQI9e/Zkgk7HHIDr12HhQpMf2x0TE4ODg0OqNgcHB8LCwtIcB+q98unjUtoNafbs2frXY8aMoUyZMkRFRdG7d2+DXSM2NpbixYsDYG1tTVJSEmXLliUwMPAFnxRCiPwjy0m3o6Mj9+/fp1ixYvq2GzdumMR4bkOWDNRoNJQqVYpSpUrx/vvvG+ScQuRV3bp1Y+rUqfxx6hRfajSUUBS1t7tPH7DIHfO7Bw0alO645xo1amQ4ptve3p6oqKhUbVFRUdjb26c5DiA6OlqfpKd3XHbIjsmaJUqUIDg4GC8vL7y8vFizZg3Ozs7Y2dkZ/FpCCGGqsvzTzc/Pj169ejHjcXm7W7duMXToULp165bl4IQQeZOZmRnffvstLVu2ZLKiMAvU3u4NG6BDB2OHB6i1xV1dXdO0P68aR9myZYmJieH27dt4eHgA6sIxPXv2THWco6Mjbm5uBAYG0rBhQ/1xhlyaPYVOp2Px4sUcPnw4zRPIRYsWGeQaAwcOJDAwEC8vL0aOHImfnx+KojB58mSDnF8IIfKCLC8Dn5CQwIABA/Q3b41GQ/v27Vm2bBnWT5fSy2VMcSlnIfISRVFo3rw5hwICuA0UBnX41tKlxg3sBV507+jUqROFChVi+vTp7Nixg169eqVbvWTUqFGcOXOGlStXcv78ed555x0OHDhg8OolH330EX/99RfNmzdP0/O8YMECg14rxe3bt4mJiTH4dzE0WQZeCJEZmb13ZDnpThEeHk5wcDBubm6UKFHCEKfMVpJ0C2F8R44coU6dOnwAeL/+Op8EBIC5ubHDeq4X3TtCQ0Pp1atXqjrdb775JkuXLuWbb77R36Tj4uL44IMPUtXp7vrMnBFDKFKkCAcOHKBs2bIGP/fTDhw4wPz587l58yaenp707duXBg0aZOs1s0qSbiFEZhg96TY1knQLkTu8//77rFy5Eo1GQ1BQEK+99pqxQ3ouU7t3uLu7c+PGDSyycaz84sWL+eCDD+jQoQOlS5fm2rVrrF27ltmzZ6cZWpObSNIthMiMzN47MnUX3rNnz0sd98Ybb2Tm9DnmVUsGCiEM76uvvmLdunV06dJFVi/MBh999BHTp0/n448/zrZrfP3116xdu5aWLVvq27Zu3crQoUNzddIthBA5KVM93c/+YNRoNKmW/U2Z2Z+bVyIrUKAAiYmJVKhQAZCkWwhjioiIoHDhwuqbo0fV5eGbNjVqTBkxhZ7u119/XX8fVhSFQ4cOUaJECdzd3VMd97IdKC/i4OBAREREqp8NOp2OwoULp6nmkptIp4sQIjNytKc7KSlJ/3rFihX8+eefTJ48mdKlS3P16lXGjBlD586dM3PqHGXIkoFCiMzTJ9zvvw8rV0KlShAYCM9Zbl1k7M0333zue0N766232Lp1K61atdK3bdu2jbfeeitbryuEEKYky2O6vby8OHr06JMfmqirrfn4+HD58uWsxpdtTKG3Soh857vv4LPP1NcBAdCkiVHDSY/cO9IaOnQo8+fPp1WrVvox3Zs3b6Zv376pfjZMmDDBeEGmQ3q6hRCZkaM93U8LCwtLs1CERqNJswKbEEI8T0xMDAvj4/kAsAaYMSNXJt2mKDo6mvXr13Pz5k2KFy9O27Zt06ycmRVnzpyhTp06PHjwgAcPHgBQu3btVCtSZrSgkBBC5BdZ7ul+9913iY+PZ8qUKZQqVYpr164xevRorKysWL16taHiNDjprRIid4mIiMDT05NfY2PpDWrpwOvX4fEiM7mFqd07jh07RsuWLbGwsKBkyZLcuHGDpKQktmzZQq1atYwdXpYcOHCAhg0bMmHCBL788ksAvv32W6ZOnYpWq+WDDz7gu+++yzDhl55uIURmGK2ne/bs2XTr1o3KlSvrJ1Q2b96c33//PaunFkLkI4ULF1ZXt505U026tVqYPRty2ZAEUzN48GAGDx7M2LFj9ffoiRMnMmjQIA4dOmTs8DJNp9Px8ccfU7t2bX3b5s2bmTFjBgcPHsTOzo633noLb29v+vXrl+F5tFpthj84XVxc0l2VVAiRP4SEhBAaGpqmPSEhIVNlWA1Wp/vOnTvcunULT0/PNDPkcyNT660SIj+4cOECFSpU4BBQB6BoUbhxA6ysjBzZE6Z27yhYsCDh4eFYWlrq25KSknB2ds7VlUVe5LfffuP8+fNERkbi5eXFl19+SZcuXahUqZK+1/uPP/5gwYIF7N69O91zVKpUidDQ0HR/qAKMGzcOf3//7PoKQohczt/fn/Hjx6e7z8XFhZCQkFc6X5aL4u7cuZOdO3dy4cIFYmJiuHDhgr5NCCFeRfny5WnRogUzUhru34eNG40ZksmrUKECV65cSdV2+fLlXL9E+/OEhYXx008/pflheO7cOapWrap/X6VKFRk6IoTINbI8vCS9UlSmUKdbCJE7DRs2jPe2beMXoBDA/Pnw7rtGjsp0denShbZt2zJ8+HD9vJuff/6ZgQMHpuocadasmRGjfDVjxoxh+PDhqSqjgDoZ9+kJog4ODsTExORwdEIIkb4sJ906nS7V+zt37vD555/zrgn8kJQVKYXIfd555x08y5ZlRlAQ7g4O9JgwAXNjB2XCRo4cCcCQIUNStY8YMUL/WqPRZKmTZP369bRt2zZHKpScOHGCI0eOMGPGjDT77O3tUw2ZiYqKwt7e/rnnc3JyIiAgIN19Li4uWQtWCGHSBg0aRKdOndK0+/r6ZmpMd5aT7me5u7szffp0ateuja+vr6FPL4TI48zMzBg6dCjDhg2DqCiKP3xIc2MHZcKe7RjJDv369cPGxob+/fvTr1+/bJ3Xs3v3bi5evIjH46o2kZGRWFhYcPnyZSpWrEhgYCDt2rUD1FKGKR0rGTE3N3/hMUKI/MnV1TXdydTW1taZOl+Wx3SnR1EU7t69mx2nNqiUFSmll1uI3KV79+5YWVnh4eEhNf8N6NatW9ly3tu3bzN58mS2b99OqVKl6NChA1u3bs2Wa3344YcEBwdz8uRJTp48Sbt27Rg8eDA//vgj3bt3Z/bs2Vy5coX79+8zbdo0evbsmS1xCCHEq8pyT/f8+fNTvY+NjeXPP/+kQYMGWT21ECKfcnR05OjRo1SsWBFzc3NISoKoKHB2NnZoJq1ixYrZUrHEysqKbt260a1bN86fP8+cOXPo3r07Dg4OfPjhh3z44Yc4OTkZ5Fq2trbY2trq39vY2GBvb0/hwoVp3bo1AwcOpE6dOmi1Wvr370/fvn0Ncl0hhMiqLJcMLF26dKr3BQsWxMfHh4kTJ+bq0oGmVvZLiHzrq69g7lxo0QIWLjR2NCZ97yhYsCDR0dHZeo3Q0FDmz5/PnDlziI+Pp3jx4pw9e5bZs2fTtWvXbL32q5I5PUKIzDDa4jhXr17N6imEECJj58+rpQP/+gumTwcDLl8uDGfHjh3Mnj2bDRs20LBhQ77//nvat2+Pubk5mzdvpnfv3rku6RZCiJyULWO6hRDCEBRF4WKjRuqbuDhYscK4AZm42bNnZ8t5vby86NSpE+7u7pw8eZLt27fTsWNHdWgQ0KpVK/0TAiGEyK+yPLzEwcEh3TGCTk5OhIeHZ+XU2cqUHxELkV+cOHECn5o1uQ54AtStCwcPGjUmuXekNX/+fLp06YKNjY2xQ3klMrxECJEZmb13ZLmn20CryAshRBrVq1enrLc3f6Q0HDoEkiDlKklJSRw9ejRHanQLIYQpy/SY7rFjxwLqDTfldYpLly5RsmTJrEUmhMj3NBoNPXv25PcxY/gypXHBApgyxZhhiadYWlqyYsUKZs6caexQhBCvKCQkhMDAQEJDQ7G3t8fBwYGCBQum2mxsbOSXagPJdNK9d+9eAJKTk/WvQV3Yws3Njd9//z3r0Qkh8r1u3boxZswYAoCmAIsWwTffgJWVkSMTKd5++222bdtGixYtjB2KECIdjx494uzZswQGBqbaQkJCXvhZc3PzDBPypzcPDw/q169P1apVsbS0zIFvZXoynXSnLJs7cOBAZs2aZbCAcpIsAy9E7leyZEmaNGnC/F271KQ7NBS2bYO2bY0dmnisSJEivPfee7Rr147SpUtjZvZk5OKECROMGJkQ+UtycjLBwcGcOXMmVXJ9+fLlTA8H1mq1REZGEhkZ+VLH29raUqdOHRo0aECDBg2oX7++wer0m7pMJd2TJk1izJgxgHqzfXZ4SQq52QohDKFHjx4M3bWL2YCueHHsk5KMHZJ4ypkzZ/Dx8eHOnTvcuXNH3y6PpIXIXoqi8O+//7J8+XJOnjzJuXPnSEhIeO5nrKysqFixIlWqVNFvxYsXJzY2lujoaKKjo4mKitK/fnrLqD06Oprk5GRA7VXftWsXu3bt0l+zfPnyNGzYUJ+Ie3t758v7Q6aql7Rq1YrNmzcD0LRp0/RPrNGwc+fOrEWXjaQCgRCmIyoqiqJFi1IkPp7XO3dm2Z9/Gi0WuXfkHfKkU5iqmJgYFi1axPTp07lw4UKGx5UpUyZVcl2lShXKli2LhYXa56rTQVgY3LkDd++q29OvU97HxoKjIzg5qZuz85PX6qaQkHCXGzdOcunSQU6d2sm5cwcAXbpxOTk5Ub9+fRo0aECjRo1o1KhRqidkuV1m7x1ZLhloquQHpxCmpWvXrvz555/Y2NgQEhKCvb29UeKQe8fzKYqS6jF2bv5BKkm3MDVXrlxhxowZ/P7776mGe9jY2FC/fn19Yl25cmUqVaqEvb09cXGwezccOfIkoU758949eNxBbXAajYK9fRL29g+wtt7L/fuLiYv7F0hMc2y1atWYNGkSrVq1MokecKOtSCmEEDnhww8/xNPTkx49ehgt4RbpCwsLY9iwYfzzzz9p1mfQarVGikqIvEFRFHbu3Mkvv/zChg0bUv1SW6pUKYYMGULfvn1xdHR8fDxcugS//w5bt8KuXfCqfQSFCkGxYk+2ggUhIkLtFQ8Pf7Kls0zLU3FriI62IjraHXgfeB8bGy2vvXYTG5vd3Lu3iJs31RERp06dok2bNjRq1IjJkyfTKGVRtDzGID3dV65c4dixY0RHR6dq79u3b1ZPnW2kt0oIE5WUBDt3wpo18OOPkMMLssi9I62ePXsSFBTEp59+So8ePVi8eDGTJ0+mR48eDBkyxNjhZUh6ukVuFhsby5IlS/jll184d+5cqn1NmzZl2LBhtG3bFnNzc2JiICAAtmxRE+2rV9M/p5MTuLunTqiffV+sGNjavlyMSUnw8GHqRDxlCwtTt+PH4fBh9ZeBZ5UokYyb22kCA6cQF7cRUPPI1q1b880331C1atVX+BvLOUYbXvLbb78xZMgQnJycsLOze3JijYYrV65k5dTZSn5wCmGiVq+Gjh3V12vWQPv2OXp5uXek5e7uzqFDhyhevDiFCxcmIiKCoKAg+vTpw759+4wdXoYk6Ra50bVr15gxYwbz5s0jIiJC325jY0P37t0ZOnQolStX4dy5J0n23r2QmHbUBp6e0LIlvPMONG+u9mAbQ1gYbN+uFp7atk0d3vIsMzMtinIARdkMbANO0rVrZyZMmMBrr72W0yE/l9GS7pIlS/Ljjz/y7rvvZuU0OU5+cAphoh49QnF1RRMbC126wLJlOXp5uXekVahQIf340qJFi3Lr1i0sLS1TtedGknSL3CQkJIRPPvmEpUuXotM9mYBYokQJBg8eTL9+/QgOdtYPG7l5M+05LC3hjTfUJLtlS6hYEXLbEGlFURcW3rpVTcD37En/Fwa4AnyNufmffPhhX7766iuKFSuWw9Gmz2jLwEdGRppcwi2EME2JiYn0GjiQdSkzf9avh7g44waVCUeOHKFq1arY2trSuHFjrl+/nuGx/v7+VKpUCTMzM/7444+cC/IVlChRguDgYAC8vLxYs2YNO3bsSPX0UwiRPp1Ox7x58yhfvjyLFy/WJ9yNGzdm1apVBAVdpnz50XTo4Ey9ejB3buqEu1QpGDhQvR2Gh6s9yp98ApUq5b6EG9SYKldWY/z3X3V4yubN8L//gbf300eWARag1Z5m1qxIypQpy+eff87Dhw+NFHnWZTnpbt26Nbt37zZELEII8VxWVlYcOXKERSl1aGNj1e6SbBASEsLZs2fTbDqdLtOLTAAkJCTw7rvvMmzYMMLDw2nUqBHdu3fP8HgvLy+mTZuWqycWDRw4kMDAQABGjhxJ165defvttxk+fLhxAxMilzt//jxNmjShf//++mTS19eXkydPsmXLLh48eJcqVSzw9VWHkABYWECLFvDTT3DhAly5AjNnquuFmeIcc1tbtVc+5ftcu6a+9vBIOaIcsJT4+EN8+20wpUu/xnfffcejR4+MFXKmZXl4yfDhw1m4cCEdO3bE3d091b7cvDiOPCIWwjSNGDGCWT/+SChgD9C5M2RD3W5/f3/Gjx+f7j5zc3P9QhCvatu2bQwePFjfM/zo0SOKFCnC2bNnKV26dIafe+edd+jcuTO9e/fO1HVz0u3bt4mJicE7dbdVriPDS4SxxMfHM3nyZCZPnkzS48W+PDw8+PXXX2nUqD0zZ8Kvv6oL8KZwcICPPoJhw55OSPOu+HiYPRsmT4b795/ecwoYi5vbEaZNm0rnzp1zvMyg0UoGnjp1iurVq3P58mUuX76sbzeFOotCCNPTsmVLfvzxRzYAXQA2bIBHj15+ur2RnTt3LtWMfFtbW1577bUXJt25XXpVrPbv35+rq1gJYQwBAQF89NFHXLp0CVDzpaFDh9K79yTmzrWna9fUo+ZKlIDhw6FfPzXxzi8KFFCHnPTvr/bkf/edwoMHGqAasI57947QtetY5s9fwKxZM/Hy8jJ2yC+U5aQ7ICDAEHEIIcRLeeONN7C1tWXlo0dq0h0bq07hT6loksvFxMTg8MxPTgcHB2JiYowUUdY9r4qVJN1CqMLCwvjkk09Szc2oXr06Q4YsY9OmCtSqlbqsXs2a6rjn995TJ0jmV7a26t/DgAEapk+HKVMUHj7UALWBLWzf/h8VKw7jq6/qM3r0aKytrY0dcoaynHTv2bMn3fYCBQpQsmRJihYtmtVLCCGEnrW1Nc2aNWPrxo3EaDTYKwr89ZfBk+5BgwbRqVOnNO01atR47pO8Ro0asX///nT3jRkzBmdnZ6KeWVEiKirKpBf8mTx5MitXrpRJ9UKkQ1EUFi9ezMiRI3nw4AGgPuH65JMpnD8/gA8+SD29rlUrNcls0iR3ToQ0loIF4YsvYPBgDT/+CNOmKURHa4AGJCVtZuzYxSxe3IDZs6fQtGlTY4ebriwn3U2aNEGj0aSaWJTyXqPR0KxZM5YsWZIrk+/ExEQZ0yeECWrZsiUbN25kmqLwwZAhuP/vfwa/hqurK66urmnaX7Ss+YvqUm/bto2ZM2fq38fFxXH58mX9vcgUSRUrIdIXFRVFly5d2Lx5s76tZctWvPHGQr77rggpZbitrKB7dxgxQq06IjJWqBD4+8OwYRqmTIGfftISF2cO9CAoqB7NmnWmZ8/KTJkyBRcXF2OHm0qWq5csWbKEtm3bEhgYSHR0NIGBgfj6+rJgwQKOHTuGTqeTGexCCINq2bIlAOOAP4oVAxMYy5eiSZMmxMXFMX/+fBISEpg0aRK1atXKcDx3UlIS8fHx6HS6VK9zE6liJURad+7coXHjxvqE283NjZ9+2syjRxv5/PMnCfd776kVSH7/XRLuV+HkBN98A5cvm/Pmmyn3xLLAARYtcqZcufLMmzcvV90vs1y9xMvLi2PHjlHoqWWOIiIiqFWrFpcvX+bWrVvUrl2bu3fvZjlYQ5LqJUKYtvLly3Px4kU6d+7Mn9lQvSQjhrh3HDlyhH79+hEUFETt2rVZvHgxJUuWBOCjjz4C1HHSAL1792bhwoWpPh8QEECTJk0yfX1DM9UqVvKkU2SX8+fP884773Djxg0AWrb0pWbNP5kyxYaUiqeenjBjBrRrZ8RA8widDqZMgTFjFJKTU8bkbAJ607ChNytWrMDDgCVfjLYipaOjI9evX081MSgyMpKSJUsSERGBoig4ODikmtGeG0jSLYRp27t3L8WKFcvxGety70gro/GTGo2GnTt35nA0L0+SbpEd9u7di6+v71N1tycTHPwpZ8+qyaBGA4MHw6RJ+asaSU44dAg6d1a4di0l8b4DdKdatXD27dtnsLkzRku627dvj6IofP/995QoUYLr16/z+eefoygKa9eu5cSJE3Tu3JmLFy9m5TIGJz84hcgjNmyABQvg6lU4fjzbZx7JvSPvkKRbGNrff/9N9+7dSUhIAApSt+5ODh+uhaKo96VKldQVJevXN26ceVlkJAwYACtWpLTogMm0aXOUtWv/xtzcPMvXMNoy8HPmzCEmJoYKFSpgb29PpUqViIqKYvbs2YC6gtyCBQuyehkhhEjftWuwZg2cPAmPH+UKIURO++mnn/Dz8yMhIQFz85o4O9/h0CEfFEWDtTVMnKj2C0jCnb0KFVLXS5s3D2xsFNRUdwwbN37CwIHfGDW2LFcvcXV1ZceOHdy6dYs7d+7g4eGRatyMKc/IF0LkfgmVKqGvynr8ODweGy2y16RJkxgzZgwAY8eOzfC43DymWwhD0Ol0jBo1imnTpgFQoEBHNJrlhIWpKVbjxjBnDpQrZ8wo8xeNRl1MqH59DZ06aTl3zhxoyNy5bpQrt4RPPululLiynHSn8PT0xMPDA0VR9DNFX1RaSwghsmLjxo309fPjHo8f2x0/Dh06GDmq/OHpWuR79+5N9xhZmVjkdYqi0KdPHxYtWgRAwYJjiI39Gp1Og0YD332n1tyW/xWMo2JFOHrUnL59o1i+3AF4jVGjoilXbjft2jXO8XiynBWHhYXRrVs3XFxcsLCwwNLSUr8JIUR2qlixIqFxcehnjBw/bsxw8pWn6w4HBASku2XXJMqEhAT69u1LiRIlcHBwoF69ehw4cEC//9tvv8XFxQUnJydGjx5NFqcuCZGhKVOmPE64zSlceCnR0RPR6TTY2qqj3kaNkoTb2GxsYNkyB9q2vf+4pTrvvmvO6dOXcjyWLPd0f/zxx1y5coW5c+fSo0cPFi9ezOTJk+nRo4ch4hNCiAyVKVOGypUrc/zMGSqAJN35RHJyMqVKlWLfvn14enqycuVK2rZty7Vr19izZw8zZszg4MGD2NnZ8dZbb+Ht7U2/fv3SPZdWq81wMpSLi0u6CyQJAbBjxw4+++wzwAEbm3VERDQBwN1dnd9ds6ZRwxNP0Whg9eqi1K9/k6NHi6PVNqJBg21cueKMq6tzhp8LCQkhNDQ0TXtCQgIWFq+eQme5eom7uzuHDh2iePHiFC5cmIiICIKCgujTp88LV2YzJqlAIETe8OWXXxI3aRJTUxru3IFixbLtenLvSGvPnj3pthcoUICSJUvmyIrE7u7ubNiwgSlTplCpUiW+/PJLAP744w8WLFiQ7uI9lSpVIjQ0NN0fqgDjxo3D398/O8MWJurGjRvUqlWLBw/s0Gg2oSjq/LUaNdSE24AloYUBxceDt/c1btwoBUCxYuu5evUdrK2t0j3e39+f8ePHp7vPxcWFkJCQV7p+lnu6Y2NjKV68OADW1tYkJSVRtmxZAgMDs3rq/EFR1KruKZtWq7al/C707O9EGs2TzcwMzM3VTcbPi3yqffv2jJo06UnD8ePQurXxAsqHmjRpgkajSTWMI+W9RqOhWbNmLFmyJNuS76CgIMLDw/Hy8uLcuXN06dJFv69KlSpSElAYVHx8PB07duTBA3fgHxRF/Xfdrh0sXQoGKgUtskGBAnDyZEnKlLlORERJ7t5tR+3a6zh5sm2OzEPMctJdokQJgoOD8fLywsvLizVr1uDs7IydnZ0h4ss9SpWCe/dSJ73wJPl9OhFObwBXSnKdnKwm1lqt+tpQYw01micJeEoS/vT29D5zc7CwyPjPZ7cCBdS7yNObgwMULpx6c3ZWexit0v+NUYjsUKtWLe4XKwYpq95K0p3jlixZwsqVK5k0aRKlSpXi2rVrfPXVV/j6+lKtWjVGjhzJ8OHDs2Xl0Li4OLp3787nn39OoUKFiImJSbVYm4ODAzExMQa/rsifFEVh8ODBHD36CNgFuAAwYgR8/736Y1Tkbo6OGo4dc6VixdskJHgQGOhL06Z/s2tXx2yf/J3lpHvgwIEEBgbi5eXFyJEj8fPzQ1EUJk+ebIj4co/4ePRrt+ZGiqIm8cnJxo1DowFXV3V9Ww8PKFECvL2hfHn1T09PmVUiDEqj0dDs3Xf5asYMrpmZ8auvL4WMHVQ+M3bsWI4dO0ahQurffKVKlZg/fz61atXi8uXLLFy4kNq1axv8uklJSXTq1AkvLy992UJ7e3uioqL0x0RFRT13FTonJycCAgLS3efi4mLYgIXJmzt3LvPn7wN2k5JwT5sGH39s1LDEKypTxobduwvQsOEDtNoi7NnzHl26LGL58p6pjhs0aBCdOnVK83lfX99MjenOctI9aNAg/et3332X69evExMTg7e3d1ZPnbsMGQLR0WmHfqRsOl3q1+kllun1ND/dK53yOr3e9Gevl3Kdp3vNU14/PVzl6WOe3p7tcX/2z5QtKUn9hSMm5sn26FHGf0+KAvfvq9uxY2n329mpCXjdutCggbqVKiWJuMiS9u3b89aMGaDT0fLMGbpWrWrskPKVsLCwND1EGo2GsLAwADw8PAze26zT6ejRowcajYaFCxfqr1+xYkUCAwNp164dAGfOnHnuehHm5uaynoR4KYcPH2bw4B+BnYAboJYElITbNNWt68yGDfdp3ToGRbFnxYoWeHlNZ+LEofpjXF1d051MbW1tnabtZRisTncKj7w6e+DxpByBmpjHxEBEROotJARu34Zbt578ee2aemyK2Fg1GT92DGbOVNvc3NTku3VraN8enJxy+hsJE9e4cWMcHR0pX778c3s1RfZo3LgxPXr04Pvvv6dEiRJcv36dzz//nCZNmgBw8uRJ3N3dDXrNAQMGcPfuXbZt25aqx6l79+4MHDiQLl26YGdnx7Rp0xg2bJhBry3yn6ioKN57bxTJydsANc/5+msYPdq4cYmsadmyKD/8cJ9PPrEHijJpkhdubjMZMmTQCz+bGVmuXhIUFMSwYcM4fPgw0dHRqfYlJiZmKbjsJBUIcoiiqNUkLlx4sp06BUeOqD3oz7KwgLfeAj8/8PUFR8ecj1mYpOjoaAoWLJjt15F7R1ohISF06dKFgIAAfY9zkyZNWLZsGUWLFuXs2bNERkbSoEEDg1zv+vXrlCpVigIFCmD+1CDaLVu28PrrrzN58mSmTp2KVqulf//+fPfdd+mO1Uzp4ZaJluJF3ntvBKtWDQVKA2o/3NdfGzcmYTht2kSwaVPhx++Gs3BhTXr27Jnh8Zm9d2Q56a5Xrx6enp507do1zeTJFi1aZOXU2Up+cBpZYqKafP/3n7oFBMCzZbssLdWe748/hvr1jRKmMCHJyepspuPH1V/asql3U+4dGbt16xZ37tzBw8PDJJ56StItXsYff6yiT5/ygPrvZdQohe++08ioyDwkMhIqVUrg9m1rIAGNpj5//TWGjh07pnu80ZJuBwcHwsPDMzWg3JjkB2cuo9XCnj2wciWsWpU2Aa9bF4YPh44d1WRciPR4eqpDm/z8YMWKbLmE3DueT1GUVKUDc6IMV2ZJ0i1e5Nq1G5Qte4rk5LYA9O0bw7x59pJw50EHDsDrrytotRrgPDY2r3Pz5kWcndMunpPZe0eW74aVK1fmbkqpLiEyy9wcmjaFWbPU4Sjbt0P37k8S7EOHoEsXKFMGfv5ZneApxDOSHk+gvL91KzqdzsjR5B9hYWF069YNFxcXLCwssLS01G9CmCqtVkuTJv/oE+6aNe8zZ44k3HlV/frg75/yH7cCcXFfs8LAnTdZTrrnzJnDoEGDWLlyJXv27Em1CZEpFhbQvDksXgzXr6uD54oUUffduqX2eFerpibmQjzl9OMnbkWjoji6Y4eRo8k/Pv74Y65cucLcuXOxtbVl1apV+Pj48PPPPxs7NCEyrW/fVVy/3hcAB4cQtm8vKnW487jPP1d7u1UDmTXrkEHPn+XhJStWrKBfv348eqaMnEajQavVZim47FSgQAESExOpUKECII8Xc724OHWpr+++g+DgJ+3vvgtTp6plB0W+93DRIhx79QLgt86d+SgbFmOR4SVpubu7c+jQIYoXL07hwoWJiIggKCiIPn36sG/fPmOHlyEZXiIysnFjEG3bugKF0GhiOXTIjNq1bYwdlsgBwcHg7a1FpzMHtnPhQgm8vculOsZow0tGjRrFN998Q0REBElJSfotN1cuESbIxgY++ADOnlUT75SycKtXQ4UKMGGCDDkRODZvrn8dvn07WexTEC8pNjaW4sWLA2r92qSkJMqWLUtgYKCRIxPi1T16lIyfH/B4ma1vvrkjCXc+4uUFXbqkLLD1JuPHHzDYubOcdEdGRjJs2DAcHBwwNzdPteV2VlZWnD17Vno5TImVlVoY9eJFdcw3qKUHx42DRo0gKMi48Qnjcncn9vEvZMUfPODChQtGDih/KFGiBMGPn0B5eXmxZs0aduzYkaailRCmoF27w8TFlQWgTp0APvusrJEjEjlt2jRHzMxiAfj779okJxtmjlCWk+6WLVuyf/9+Q8QixMtzd1fHfO/bB1WqqG2HD0ONGvD7709WDRX5i0aj/hsAagLr1683bjz5xMCBA/W92iNHjqRr1668/fbbDB8+3LiBCfGKVq26yo4ddQCwtj7PP//UM3JEwhhcXaFlS/WelpRUkbFjLxrkvFke0z1s2DCWLFlCx44dKVasWKp9EyZMyFJw2UnGZeYh8fHwxRfw449P2t59F+bMgXRK/Yg8bswY+OYbtECnt99m9bZtBj293Dte7Pbt28TExODt7W3sUJ5LxnSLp8XF6XB2vkpc3GtAEgsWnKV37+rGDksYyfXrDyhVKgkoho1NCOHhrjy+/RtvTHdgYCDVqlUjODiYvXv36rfcPHlG5DEFCsC0afDPP5Dyi9/q1VC1Khw8aNzYRM5r144VNWvSAth36JCUDjQCDw+PXJ9wC/Gs998//Tjhhvr1d0jCnc+VLFmEhg3VKmlxca5Mn5718thZ7uk2VdJblUc9eAAffghr/t/enYc1cbVtAL8DAVnCvoiigIJKFVFBa0UotEqrCC64ixbc6kLdq35Vq7jbaq3VVq1LtcVirbhWwfUFxZ1qRcUNEARxAUWFyJKQnO+PkUgkICAhCTy/65rLZGYyc+eg8WFy5px93HNdXWD9emD0aNXmIrVq06ZNGDduHADuwoCLi0uNHZs+O8pKSkrC5MmTcenSJeTl5cltU+eb6ulKNylx/nwePDz0AOhAR+cGnjxxgJmZQNWxiIolJNxC+/YWAKxhY5OER4+4/v3V/ezQrGkkCXkXS0tuRssNG4ApU7jp5seM4aYG//FHrggndZ6Pjw8GDx4MT09PWFtbqzpOnTdixAg0adIEmzdvppsnicaRSoH+/Z8CaAZAggULHsDMrOZ+USeaq127D+DoGImUlAF4/LgF4uKewsvLstrHoyvddLWq7oqLAwYMALKyuOdeXsDu3UDDhqrNRWpPSdeSGpyKnD47yjI2NkZOTg74fM26jkNXugkATJ58B+vWcd2hbG13IiNjCHg07SR5LSLiEoKCuJtrP/roLM6f76q6Pt2EqC0vL+Dff4GOHbnncXHc46tXVRqL1ILUVOCLL7g+/ufOqTpNnefi4oJHj96/vyMhte3y5Rz8/HMTAACPl4aDB92o4CZyhg7tBCOjfwEAFy86Ize3+l3mqOgmdVvTpsDp08DrWQrx4AE3nndUlGpzEeXS1+eGlMzKAmp49BJS1qZNmzBx4kT8/fffOH36tNxCiLqSSBh69HgAxrguUVOnJsLNjW4AJvJ4PB6GDy8AADBmgZ9+qv7wgdS9hL4irh8YA9asAWbM4B5raQHr1gETJ6o6GVESSfv20E5IwF0TE9wJD0dAQECNHJc+O8ratWsXRo8ejfz8fLn1PB4PEolERanejbqX1F+MAV5eiTh7lvs70KzZMaSk+NJVbqJQRsYz2NnpAjBCq1ZXoa0dBIC6lxCiGI8HTJvGDSWor8/19Q0N5YpwNS4KSPUxX18AQMuXL3H+wAEVp5EXHx8PV1dXGBgYwNvbG/fv31e4X1ZWFoYMGYJGjRrB1NQU3bt3x61bt2o57bvNnDkTy5Ytw4sXLyAWi2WLOo9cQuovqRQYNOiRrODm8+/gf//rSAU3KVfTphawtOS6Kt692wrVHYmWim5Sv/TtC5w69eZmytWrgYEDgbeu0BHNx/f3lz3WOnmyyq/PyspCYmJimUUqleJ9viAsKipCYGAgJk+ejJycHHh6emL48OEK9xUKhfjoo49w9epVPHv2DJ9//jn69OlT7XMry8uXLzF58mQYGxtDW1tbbiFEneTmAh9+mIbIyJLJ/JKwe/cLODiYqzQXUX89ejwHADCmjxcvqnexjrqX0FfE9VNaGtCrF3DzJve8Y0fg4ME3k+sQzScSodDICHoiEcIB9M3NhZGRUaVfHhYWhoULFyrcpq2tjeLi4mrFOnr0KEJDQ5GcnAwAyM/Ph6WlJRITE9GsWbMKX1tUVAR9fX1kZ2fDQo1mWx0yZAgmTZqErl27qjpKlVD3kvpBKpUiLu5fbNokRmSkC0Qik9dbEvHdd9cwa9ZQleYjmiE+PgEffmgPwBT6+k5o1qwBjdNNSKU4OABnz3JXuU+c4EY56dwZ+OcfoF07VacjNUFXF8/d3NDowgV8BuDCuXPw/fxzVafCzZs34erqKntuYGAAR0fHShXdcXFxaNiwoVoV3ABgbW2NgIAA9O/fH43e+sV10aJFKkpF6rvi4mJERZ3FhAk38fBhfwBvxuzX0TmNvXu14e9PBTepnI4dXaGrexEi0UcoKqreMah7Cam/TE25UUzGjOGeZ2TQyCZ1jNGAAQCAhgBS9uxRbZjXhEIhjI2N5dYZGxtDKBRW+LqnT59i3LhxWLFihTLjVcv169fRrl07JCcnIy4uTracOXNG1dFIPXTo0CG4u38MPb0l6NPHFQ8fTsCbgjsVbm7fITXVCf7+mvXNDFEtHo8HJyfuPhWpVKdax6Ar3aR+09EBNm0CWrUCZs0ChEIgIIAb6WTSJFWnI+9J0L8/8PXXAIDiU6eq9NqJEydi4MCBZdZ36NChwhuuPD09cfbsWYXb5s6dCwsLC+Tm5sqtz83NhUBQ/pTTeXl56NmzJwYPHozgkuEv1UhMTIyqIxACiUSCOXPm4vvvHwP4C0Bj2TYbm0eYNQuYMKEp9PRmqywj0Wwffih43Su1etesqegmhMfjCjNHRyAoCCgoACZP5vp7//QTTR2vyRwc8Ju3N5aeOoUnmZkYJxZDR6dyVyisra0VTiGv9Y7ZLd91dffo0aNYv3697HlBQQFSUlJk/YvfVlBQAH9/f7i7u2PZsmWVSF47li5dirlz5wIA5s+fr3AfHo9Xbr94QmpScXExhg0bj927PwMwSLa+adNnWLiQh5CQRqDBScj7Mja+D8Ct2q+nopuQEv36cRPp9O4NPHoEbNwIXLvGTR3fuPG7X0/UEn/UKNw7dQp49QoJCQnoWDJDqYr4+PigoKAAv/32G4KCgrB06VK4u7sr7M8tFovRv39/NG7cWK5QVwelr+bHxcUp3IeGYCO1QSQSYfDgadi/fwaADwAA1tbFWLmSj+HDLfCO35MJqTQe7waAftV/PY1eQqOXkLc8eAD07w9cusQ9t7EBIiMBDRuZgXDS09OxevVqeHp6wtfXFyYmJu9+UQVq4rMjPj4eo0ePRlJSEjp16oTw8HDY29sDAMaPHw8A2LhxI06dOgUfHx/o6+vLXWG/efMm7Ozs3uNdEIBGL6kLUlJSMGBAKK5e/RElBXf37iL89Zcu1Ox+Y1IH7N+/H/36uQHoidatq/7ZQUU3Fd1EkcJCrk/3li3ccx0drqvJ+PGg7yg1VGEhkJoKfPDBex2GPjvqDiq6Ndvt27fRqVNnCIUHAXgDAEJCCrF1qx5d3SZKIZFIYGz8P+TnT61W0U1/LQlRRE8P2LwZ+PVXruAWi7kp44OCgJwcVacjVTV/PmBuDvTowc3/TAjReJs2bYJQOBIlBfewYRIquIlSaWtro23b6v8fQn81CanIl19yM1iWjD28cyfQpg1w6JBqc5GqMTfnbpBNTwdu31Z1GkJIDfjvv3sAFgMAmjcHfv1VmwpuolQPHz7ExYsbqv16+utJyLt06QJcucLNYAkAjx9zwwqOHAm8eKHSaKRy8kr1x7+sRiOAEOXIzs5Gr169YGhoiFatWuHkyZOqjkRqmEQiwaVLrQBws8z+9BNQwaibhLy3R48ewdbWFkD1P0+o6CakMmxsuNkqt20DSiY22b4dcHHhpo+nLgtqTb99e9x/3Rdfj8aUrvNCQ0NhY2OD7OxsrFy5EoMGDUJOOd3CJBIJEhMTFS5ZWVm1nJxU1r///ov8/CEAACurXPj5qTgQqZOysrKQmJiIKVOmoLFsFDPu/3uJRFLl41HRTUhl8XhASAiQmAiUTCeemQn06QN8+ilw+bJK45Hy8XV0cP31B6bjw4dcVxNSJwmFQuzfvx8LFy6EgYEBevfujbZt2+LAgQMK98/JyYGLi4vCRd2GaSRv/P33BQAdAADDh4O6lRClWL9+PVxcXLB27dpSa78EgHJ/ka8I/TUlpKqaNAGio7mZLEuGn4uNBTp25G60TEtTZTpSjkJv7mYrPcbwVE2mhCc1LykpCQKBAE2aNJGta9u2LY1QUsccOfKmfAkKMlZhElL/VP+zhIpuQqqDxwPGjgVSUoCpU7kRTgAgIoKbUn7KFG54OqI27EJCIH79OHvHDpVmIcojFAphbCxfhBkbG0MoFKooEVGGlJQGAAA+vxAdOqg4DKlnjgJ4Uq1X0oyUhLwPCwvgxx+Br74C5swB/v4bEImAtWuBn3/mup5MnQp4edH43irWwccHF7W04CmVwvTCBVXHIUoiEAiQm5srty43NxeCcu6yMzc3R0w5/fytrKxqPB95f3l5eSgq4n425uZCaGnpqTgRqasmTpyIgQMHllnfp08f8PlVL6HrXNE9a9YsnD9/Hk5OTtiyZQu0tbVVHYnUB46OwK5dwPTpwLx5wIkTgFQK7NvHLR06cON89+0LWFqqOm29pKOjgyRHR3RJSsLDwkI0EgppuIM6qEWLFhAKhcjMzHw90gBw48YNfPHFFwr319bWlk2SQzRDZmYmAG4YVysrccU7E/IerK2tYW1tXWZ9gwYNqnW8OtW9JCEhAdnZ2YiLi4ODgwMO0VjKpLZ17gwcPw5cuwaMHg2U/MP87z+uO0rDhtxNlz//zE03T2pV7tChsATQsagI6TTJUZ0kEAjQp08fLFiwAAUFBTh06BCuXbuGPn36qDoaqSHPnj0DwI0coaOjq9owhFRBnSq6z507hx49egAAevTogXPnzqk4Eam32rblppDPyAAWL+aGHAS4q98xMdwU802bAu7uwIwZwP79wNOnKo1cH3Tp1QsvXj8ur0sB0Xzr16/Hw4cPYWFhgenTp2PXrl0wNzdXdSxSo/IBACIRfZtNNIfaFt0bNmyAm5sbdHR0EBYWJretvIkPnj9/DpPXo0mYmJjg+fPntR2bEHlWVlx3k4wMboSTyZO5YrvElSvA6tVAv37cvm3aAOPGcdPPX7wI5OerLHpd5ObmhqVLl+LMmTMYOnSoquMQJbGyskJUVBTy8/Nx9+5ddO/eXdWRSA3ipkXg+nRLpSqNQkiVqG2f7kaNGiEsLAwRERFltpWe+ODEiRMYNGgQkpKSYGpqipcvXwIAXr58CTMzswrPwRgrdxgpKysrhf14CKkWPh/w9uaWNWu4Mb337gX+9z/ucXExt9/Nm9xSQksLaNkSaN8eaNcOcHXl/mzcmG7MrAY+n485c+YA2dnA7t1cu1J/XkI0yu3bZgBaAwBcXZ8AMFVlHEIqTW2L7r59+wIAoqKi5NaXTHxw7969MhMfeHh4YN26dRg8eDCOHj2KLl26VHgOiUQCFxcXhdsWLFhQ5go7ITWCx+PG9O7YkXv+6hVw4QJw+jS3/PsvUDK8mVQK3L7NLX/99eYYFhZcAd62LTcrZtu2XPFoZFT770fTvHgBNGoESCTA7NnAihWqTkQIqYKDB5u9fiSCq+sZAK1UGYeQSlPbors8FU18MHLkSJiZmcHLywvNmzfnrmgRou4MDYFu3bgF4Arte/eAq1fll8zMN6959ozrG/52v2QHhzfFuKsrtzg5cVfaCcfUFHBzA+LjIYmKgjYV3YRojKIiICqqZIjAXcjJuVnh/oSoE437n7i8iQ+4u5mBVatWqSIWITVHS4srlJ2cgAED3qx/+hS4fh1ISOBGR0lI4LqiFBa+2SctjVsOHnyzrkEDrktK585vFkfHet09JUoqhR8A7evXgUePuCvfhBC1p60NaGnxIJEAwGOk0QzARINoXNFd1YkPKqKtrY2EhASF22hSBKJ2LC2BTz7hlhISCTcr5vXrwI0bXDF+/TqQnFxytxF3aejSJW5Zt45bZ2HBFd8ffQR06QJ06vRmSvt64JS+PvxeP2YLF4I3fjzXv5sQotb4fKB5c+DOHQBwwuXLv4AxBl49vohANIfGFd1VnfigIjwejyZFIJpNW5u70bJlS6B//zfr8/OBxMQ3V8YvXeJGShGJuO3PngFRUdwCcFe9W7fmCnAPD25p2bLOXg1v3KMHXpw5A1MAwl9/hdGzZ9yNlYQQtefkVFJ0t8D9+/dx584dODs7qzoWIe+ktkV3cXExiouLIZFIUFxcjMLCQujo6MhNfLBu3TqcPHmy2hMfiEQiWdFd3igmhGgkAwPu6nWnTm/WiURcAX7xInfj5sWL3BVxgLsqnpjILVu2cOvMzbniu0sX7qp4p07AW127NE5GBvDTT/DeuBHHAQwEoAMAcXHczas0QyUhaq9Fi5JHjgB4iI6OpqKbaAS1Had7yZIl0NfXx5YtW7B06VLo6+sjPDwcAE18QEi16OpyhfNXXwE7dgBJSdzQeYcOcWOJd+8uP/pJTg63be5cbpupKTdSypgxwKZNQHw8UFCgsrdTJZmZXO5mzYAffoDrq1eIe71JDwB27aKCmxAN8abo1gdgW2aUM0LUFY+xko6f9YueHnf3c2Hpm9AIqe8kEq5v+Llz3HL2LJCaWv7+WlpAq1ZvxhF3duaeOzoCOjq1FrtcubnA999zExCV/gXBxwdjc3Ox+coVAABbsAC8Sg4RSp8ddQd906mZTpwAfH1Lnn0HLa05ePDgARrRDdGkllT3s0Ntu5cQQlRAW5srntu1AyZM4NZlZcl3Sbl0CcjL47ZJpcCtW9yyc+eb45Tc7dSyJTcDp60tN6FPyZ/W1lz3FWUNZVhUBGzeDCxcyI36UqJ3b2D+fMDdHW3XrsX5K1eQBaCjpSVslZOEEFLDPv6Y+9Ltxg0AmA2pNB47duzAzJkzVR2NkApR0U0IqZi1NRAQwC0AdzU8OZnrH14yhnhCAvDw4ZvXFBcDd+9yS0XMzLhRWSwtufHKGzSQX6RSbkjEkqWggOuv7uDAdRUp+ZMx4L//uNk9r1zh/jcuuWkUAD78EFi5kvvf+rVPPvkErq8fb+DzMf79W4oQUgt0dYF9+4COHRlevuQB2I6NG4fi66+/plFMiFqjopsQUjXa2lwXklatgEGD3qzPyeGGFLh9m/vzzh2u3/jDh8Dz54qP9fw5tyQlKSeroyOwfDk33vlb/xm3adMGlpaWePr0Kf777z/lnJ8QohROTsCff/IQEMDAmAD37v2AmJgr+PRTd1VHI6Rc9bpPt0gkwgcffACA+vQRolT5+dwkNJmZXBH+9GnZJT+f6xZSetHSAvT0AH197s8GDbiuLampigt5Y2Nutkk3N27Elb59ucti5Thx4gSaNWuG5s2bV/oKGfXprjuoT7fmmzkzF6tWcaMq2dtfw717rtBS2yEiSF1BfboJIerLwIC76uzoWHPHfPmSm30zNZXr8tKuHdePvAr/43bv3r3m8hBSjqysLKxfv172fOLEibC2tlZhospT9+zffWeMP/64gKysj3D/vivWrs3B1KncaGbqnr0ilF01lJ29Xl/pBuhqFSGkauizo+6orSvdiYmJcHFxkT2/ceOGxkzMpgnZ//nnNHr3dgLQGHp6OcjKMoeRkWZkLw9lV43KZq/uZwd9CUMIIYQQjRUQ8DE6d94PACgsNMfYsfdUG4iQclDRTQghhBCNFhnZF1pa8QCAXbuaIDGxSMWJCCmLim5CCKll8fHxcHV1hYGBAby9vXH//v1y9+3Vqxesra1hYmKCzp074/z587WYlBDN0KRJY0yenPz6mS4GDEhTZRxCFKIbKStBE24KoIw1gzLWDE3ICFScMysrC9nZ2WVeI5VK32ss4KKiIgQGBmLBggUYPnw4Fi9ejOHDhyMuLk7h/t9//z1atWoFPp+PgwcPok+fPnjy5AmNR0zIW1auHIjffz+A58/74PbtVjh48F9VRyJETr2+kbKyQwZqwk0BlLFmUMaaoQkZgYpzhoWFYeHChQpfp62tjeLi4mqd8+jRowgNDUVyMndVLj8/H5aWlkhMTESzZs3KfR1jDFFRUfD398eLFy9gYmJSrfOTN4yMjCAWi+FYk6PqKFBUVISUlBTZc0dHRzRo0ECp56wpmpY9L68AGRkNADDo6uZAJHrzi7O6Zy9N09q9tPqQPSUlBTo6OsgrmZ25kuhKNyGE1KKbN2/C1dVV9tzAwACOjo4VFt3+/v44fvw4RCIRxo8fTwV3DTE0NMSrV6+Ufh4+nw8rKyu555pC07IbGemjdWvusURijpycN9vUPXtpmtbupdWH7Do6OjA0NKz68audrA7Q1dWlSREIIbVKKBTC2NhYbp2xsTGEQmG5rzl06BBEIhEOHTpUK0ViffH48WNVRyCE1CP1uuguUXq8RUVfgRcVVe8u6IrGcVS07e11inJpasbExET06dOHMtbhjKUfq+vfx7fbtKKcEydOxMCBA8us79ChQ4X9qT09PXH27FmF2+bOnQsLCwvk5ubKrc/NzYVAICj3mAB3kSAwMBCurq5wc3NTy+46hBBCykdFNyGEKGBtba3w5k+td8x4eebMmQq3Hz16VO7mzYKCAqSkpFS6iBaLxVXanxBCiHqotzdSllypatCgAUQiEQDuSlLJ49LebiIdHZ13/scLQO64ldn29jpFuTQ1o66ubpmripSxbmUs/Vhd/z6+3abVyVnS/tX96CwqKoKjoyMWLVqEoKAgLF68GKdOnVI4eklqaipu3ryJbt26gcfjYePGjZg3bx6SkpJgY2NTrfMTQghRjXpbdGtpaYExVqk7ahljkEgksufa2tpqN1wXZawZlLFmaEJGoHo5i4qKwOPxIJVKq33e+Ph4jB49GklJSejUqRPCw8Nhb28PABg/fjwAYOPGjbh37x6CgoKQmJgIbW1tuLi4YMmSJfD29q72uQkhhKhGvS26CSGEEEIIqS00IyUhhBCiRNnZ2ejVqxcMDQ3RqlUrnDx5UtWRFCoqKsKoUaNgZ2cHY2NjfPTRR7IZULdv3w4+nw+BQCBb0tPTVZxYno+PD/T09GT5evbsKdu2YsUKWFlZwdzcHLNmzap29zBlKN2mAoEAWlpa+OGHHwAAsbGx0NLSktte3kRatWXDhg1wc3ODjo4OwsLC5LZt374dTZo0gbGxMUaOHCnXnS8lJQVdu3aFgYEB3NzckJCQUMvJy89++PBheHh4wMTEBI0bN8b06dMhFotl2x0cHGBgYCD7GZR8I1lVVHQTQgghShQaGgobGxtkZ2dj5cqVGDRoEHJKDyCtJoqLi+Hg4IAzZ87gxYsXmDp1KgICAmTDWfr4+EAoFMoWOzs7FScua8uWLbJ80dHRAICoqCj88ssvuHDhAm7evIno6Gj89ttvKk76Ruk2vXv3LrS0tBAYGCjb3rx5c7l9vLy8VJgWaNSoEcLCwtC/f3+59devX8e0adOwb98+ZGRkICMjA4sXL5ZtHzp0KLp3746cnByMHTsW/fr1q/YkYzWdPTc3F2FhYXj8+DESEhIQHx+PlStXyu1z7Ngx2c9g48aN1To/Fd2EEEKIkgiFQuzfvx8LFy6EgYEBevfujbZt2+LAgQOqjlaGoaEh5s+fDzs7O2hpaWHIkCHQ1dXFnTt3VB3tvYSHh2PcuHFwdHSEjY0NZsyYgT/++EPVsRSKiIhAly5dKpydVtX69u2L3r17w9TUVG59REQE+vfvj06dOsHExATz5s2TtfOdO3dw8+ZNzJkzB3p6epgwYQKkUmmtX7UvL/vQoUPx2WefQV9fH1ZWVhgxYoTsW56aREU3IYQQoiRJSUkQCARo0qSJbF3btm01YmK2pKQk5OTkwMnJCQBw4cIFWFhYoHXr1tW+0qds06ZNg5WVFXx9fXHt2jUAZWeBVef2Dw8PxxdffCG3LiMjA9bW1mjRogUWLVokd/O3OlHUzunp6RAKhbh58yZatmwpN3iFOv8cTp8+XWZY1gEDBqBhw4bo168f7t+/X63jUtFNCCGEKEl1ZiBVBwUFBRg+fDi++eYbmJiYwNvbGzdu3EB2dja2bduGRYsWYc+ePaqOKef7779Hamoq0tPT4evri549eyIvL6/Mz0Bd2//atWu4e/eu3KRczs7OSEhIwOPHj3HgwAH8/fffWLNmjepCVkBRO5es16R/B3v27MHJkycxffp02bqIiAikpaUhKSkJdnZ26NOnT7VGsKKiuwYVFRXho48+gkAgQHJysqrjyJk1axa8vLwwcuRItfwtWZ3brsSpU6fw0UcfwdPTE9OmTVN1HIUyMjLg4eEBb29v9O7dGwUFBaqOVK7IyEg0bdpU1TEUSktLQ8OGDeHj44PPPvtM1XGIBhMIBNWagVSVxGIxBg4cCCcnJ8yfPx8A0KxZMzg4OEBLSwudO3fG5MmTsXfvXhUnlffhhx9CIBBAX18fs2bNgpGRES5cuFDmZ6Cu7R8eHo6AgAC5rg82NjZwdnaGlpYWWrdujXnz5qldu5dQ1M4l6zXl30FMTAwmTJiAf/75R25yNA8PD+jp6cHY2BirV69GcnIyUlJSqnx8KrprkI6ODg4cOIABAwaoOoqchIQEZGdnIy4uDg4ODjh06JCqI5Whrm1XmpOTE06dOoUzZ84gKysL169fV3WkMho3bowzZ87g1KlTcHd3V8ufNcCNj7179261LboBwNfXF7GxsTh27JiqoxAN1qJFCwiFQmRmZsrW3bhxQ21nFJVKpRgxYgR4PB5+//33csetL5nrQp2VZGzdurXc57U6tr9UKkVERARGjBhR4X7q3O6K2tnOzg4CgQCtW7dGUlKS3ORu6vZzuHjxIgYNGoS///4bHTt2LHc/Ho8HHo9XrZ8DFd01SEtLCw0bNlR1jDLOnTuHHj16AAB69OiBc+fOqThRWeradqXZ2trK+qPx+Xxoa2urOFFZ2trashkVJRIJWrRooeJEiu3btw+9evWq1CyVqhIbGwsvLy/8+OOPqo5CNJhAIECfPn2wYMECFBQU4NChQ7h27Rr69Omj6mgKjRs3Do8ePcLu3bvB5/Nl648cOYLs7GwAwJUrV7B27Vr07t1bVTHLePHiBY4fP46ioiKIRCL8+OOPyMnJQefOnTF8+HD8+uuvuHfvHp48eYLVq1eX6TetaidPnoRYLJYb5hDgPocyMjIAcH3slyxZovJ2Ly4uRmFhISQSidzjYcOGYc+ePbh8+TJevnyJpUuXytq5VatW+OCDD7BixQoUFRVh06ZN4PF4tT4SS3nZr1+/joCAAGzduhU+Pj5yr0lPT8f58+chFovx6tUrzJw5E3Z2dnB0dKx6AFaPrV+/nnXo0IHx+Xy2YMECuW1ZWVnMz8+PGRgYsJYtW7ITJ05U+rjBwcEsKSmphtNyqpN56dKlLDo6mjHG2K1bt9jYsWOVku19MpZQZtvVVMYrV64wPz8/tc0YFxfH3NzcmIeHB3vx4oXaZZRKpaxfv35MLBazrl27KjVfdTMWFhYyoVDIxGIx8/PzYwkJCUrPSequrKws1rNnT6avr89atGjBjh8/rupICqWlpTEATE9PjxkaGsqW06dPs+nTpzMrKytmYGDAWrRowdauXavquHKysrKYu7s7EwgEzMzMjH3yySfs8uXLsu3Lli1jFhYWzNTUlM2cOZNJpVIVpi1rxIgRbNKkSWXWr1q1ijVu3JgZGBgwBwcH9u233zKxWKyChG8sWLCAAZBbtm3bxhhjbNu2baxx48ZMIBCw4OBgVlhYKHtdUlIS8/DwYHp6eqx9+/bsv//+U5vsISEhTEtLS+7vfY8ePRhjjN24cYO5uLgwQ0NDZmlpyQICAlhycnK1zs8vtxqvB0rGa4yIiCizrfS4qidOnMCgQYOQlJQEkUiEIUOGyO2rq6tba19BVyezqakpXr58CQB4+fIlzMzM1C6jubm5UjPVVMasrCxMnjwZkZGRapvR09MTly9fxsqVK/Hbb78ptf95dTKePn0an3/+udxVNGWqbjuWfKvh7++PGzduyN2VT0hVWFlZISoqStUx3sne3r7cr8y9vLxkE7aoIysrK/z777/lbv/mm2/wzTff1GKiqilvCMMZM2ZgxowZtZymYmFhYWUmxSkREhKCkJAQhducnJxw9uxZ5QWrhPKyh4SEYNu2bQpf06ZNmxrrTlqvi+6+ffsCQJkPw5JxVe/du1dmXNWRI0ciNja29sO+Vp3MHh4eWLduHQYPHoyjR4+iS5cuapdx5MiRSs1UExmHDRuGYcOGYc2aNbXSFaa6GUuKRVNTU6XfNFudjA8fPkRMTAz27duHxMREfPPNN1i+fLlaZRwwYACMjIwAAGfPnsWkSZOUlo8QQkj9oL4dKlXofcZV7du3L44dO4bg4GDs3r1bmTHlVJS5ffv2MDMzg5eXF1JSUuDv719ruSqbEVBd21U24x9//IHr169jxowZ8PHxUcrA+e+b8cKFC/j444/xySef4MiRIyrrt1hRxrlz5+LEiRM4cuQI2rRpo9SCu7oZ4+Li4O7uDg8PD9ja2qJz584qyUgIIaTuqNdXustT3niSz549e+dr9+/fr6RUFXtX5lWrVqkilpx3ZVRV25VWUcaxY8di7NixKkr2RkUZvb29cfr0aRUle6Oy/4bOnDlTm7HkVJTRz88Pfn5+KkpGCCGkLqIr3QpoyniSpWlCZspYMyhjzdCEjIQQQuoOKroV0LRxVQHNyEwZawZlrBmakJEQQkjdUa+L7vLGa1TncVU1ITNlpIyUkRBCCHlLDQ5/qHEqGmtSXcdV1YTMlJEyUkZCCCFEHo8xNZ1PlBBCCCGEkDqiXncvIYQQQgghpDZQ0U0IIYQQQoiSUdFNCCGEEEKIklHRTQghhJAq8fHxwbx581Qdo1w9e/bE4sWLVR2jjOLiYvB4PMTGxqo6SoXOnj2Ldu3aQSqVVul1AQEB2L59u3JC1QFUdBNCCCFEY1Sm4I+Ojsa3335bS4nqnkmTJmHhwoXQ0npTJh4/fhzdunWDsbExDA0N0b59e2zYsAGlx+NYsmQJZs+ejYKCAlXEVntUdBNCCCH1iEgkUnWEatHU3JomJiYGjx8/RkBAgGzdtm3b0LdvXwQGBiI9PR3Pnj3D8uXLsWLFCoSEhMj2a9euHezt7bFjxw4VJFd/VHQTQgghdZiPjw+++uorDBkyBGZmZpg8eTIKCwsxZ84cODo6wszMDB9//DH+++8/2Wt++eUXuLi4wNjYGDY2NhgxYgSePn1a5XMGBgbCyMgITk5O+OOPP+T2edc5FOUeP3484uLi8P3330MgEEAgEJR7/tJXw318fDBp0iQMHjwYxsbGaNKkCf766y9cv34dXbp0gZGRET788EPcuXOn0u/hXW0IAFlZWQgMDISpqSmaN2+OXbt2VbkNpkyZgmHDhsHExARNmzbFhg0b5I5RUFCAefPmoWXLljAyMkLz5s3x+++/Vzrj2/bs2YNu3bpBW1sbAJCbm4spU6Zg0aJFCA0NhampKfT09NCzZ09ERkYiPDwcJ0+elL2+R48e2Lt3b4XnqLdUPE44IYQQQpTI29ubGRgYsMOHDzOJRMJevXrFgoODWbdu3VhGRgYTi8Vs3bp1zMrKij1//pwxxlhkZCS7c+cOk0gkLC0tjX344YdsyJAhcsecO3duhefU09NjBw8eZGKxmB0+fJjp6OiwM2fOyPapzDnezl2Zcyvax9vbm5mYmLBTp04xiUTC1qxZwwwMDJifnx9LTU1lRUVFLDAwkH322WeVfg/vakPGGPP19WWff/45e/bsGXv27Bnr1asXA8BiYmIq3QbGxsbs5MmTTCKRsMjISKalpcWSkpJk+wQFBbFOnTqxmzdvMqlUyjIzM9nly5crnfFtnTt3ZitWrJA9P3z4MAPAMjIyFO7fvHlzNmPGDNnz3bt3MwsLiwp+OvUXFd2EEEJIHebt7S1XyD19+pQBYLdv35bbz8nJiYWHhys8xt69e5m5ubncMd9VdAcGBsqtGzRoEBs1alS5r1F0jtK5K3tuRft4e3vLnfvFixcMAIuIiJCti4yMZKamppV6D5VpwwcPHjAA7Nq1a7Lt165dkyu636aoDUaOHCm3j6WlJfvrr78YY4xlZ2czACw+Pr7Msarzc2aMsRYtWrANGzbInu/cuZMBYEKhUOH+7u7ubPz48bLnx44dY1paWuUevz7jq+oKOyGEEEJqR7NmzWSPk5OTAQCdO3eW20ckEuHBgwcAgL1792LVqlVITk5GYWEhpFIpXr16BYlEIut2UJVzljy/cuWK7HllzvH2Md5Ho0aNZI8NDQ0VrsvLy6vUe6hMG5b8WfoYbx+vMm3QuHFjudeUzpmamgoAaNWqVZn3W5mMipibm+Ply5ey587OzgCAhIQEeHh4yO376tUr3LlzByNGjJCte/nyJczMzMo9fn1GfbqJUojFYgQFBcHc3BwCgUDuHzDhLFu2DKGhoTV6zEmTJiEsLKxGj0kI0XylR6GwsbEBAFy7dg0vXryQLfn5+fi///s/PHjwAAMHDsSkSZOQnp6O3NxchIeHA4DcSBXvkpaWVuZ5kyZNAKDS5yidu6J1ylLee3hXGwKQvdfSxyj9uCba2cHBAQBw9+7dMtsqk1ERd3d3JCYmyp63b98eXl5eWL58eZl9V69ejQYNGmDYsGGyddevX0fHjh0rlb++oaKbKEVkZCRiYmKQlpYGoVAIExMTVUdSK48fP8bKlSuxYMEC2bryhsEKCQnB8OHDK3Xcb7/9FmvWrEFmZmaNZSWE1C329vbo27cvQkNDcf/+fQBAXl4eoqOj8ejRIwiFQkilUlhaWkJPTw9JSUkKC653iYqKwuHDhyGRSHDkyBHs27cPI0eOBID3OoeNjY3CIlMZynsP72pDALC1tUW3bt0wa9YsPH/+HM+fP8ecOXNkx66JdrayssLQoUMRGhoquwn00aNHuHLlSqUyKhIYGIiTJ09CIpHI1kVERODOnTsIDQ2VXZH/4YcfsGrVKkRGRsLKykq275EjR9CvX78qvY/6gopuohQpKSlo3rw5jI2Ny91HLBbXYiL1smHDBvj6+sLa2rpGj2ttbY3PPvsM69evr9HjEkLqloiICLi7u8PX1xdGRkZo1aoVNm/eDMYYnJ2dsXz5cnzxxRcwMjJCcHBwpX/xL23UqFHYunUrTE1NERoaio0bN8LLywsA3uscM2bMwJ07d2BmZgZTU9Mq56qKit5DRW1YYseOHdDV1YWDgwPc3NwwePBg2baaaufNmzfD29sbPXv2hEAgQNeuXWVXqiuT8W3dunWDtbU1/vnnHwDct7LOzs5IT0/H+vXrsWvXLsTFxeHrr79Gfn4+/P39MX78eADcVfXU1FS57iakFFV2KCd1U3BwMNPR0WFaWlrM0NCQ9ejRgzHGmL29PZs/fz77/PPPmUAgYMuXL2eMMfb7778zV1dXZmxszFq3bs127twpd7w//viDOTk5MYFAwPr168dCQ0OZt7e3bLu9vT3bvHmz3GsAsOPHj8ueX7hwgXl7ezNzc3NmZ2fH5s2bx8Risdz+a9euZR4eHszQ0JC5uLiwuLg4uWNu376dtWvXjhkbGzNra2s2efJkxhhjnp6eLCwsTG7f3bt3M2tra1ZUVKSwjdq0acO2bNkit668m4OCg4NZUFAQY4yxK1euMENDQ7mFx+OxBQsWyPbfunUrc3Z2VnheQgipDZW52VHd1YX3UF1xcXHM1dWVSSSSKr0uICCA/fbbb0pKpfmo6CZKsWDBAta1a1e5dfb29qxhw4bs3LlzTCqVslevXrFt27axpk2bsvj4eCaRSFhcXBwzMjKSFbxnz55lfD5fNmTTwYMHmZ6eXpWK7tu3bzNDQ0O2c+dOJhaLWVpaGnN1dWVLliyR29/V1ZUlJSUxsVjMpkyZwuzs7GTbN2/ezCwtLdnx48eZWCxmubm5LDY2ljHG2J9//smaNm0q9+HUvXt3Nnv2bIVtk5+fzwCwCxcuyK2vTNH9tvDwcGZmZiZ3d3x8fDwDwPLy8hS+hhBClK0uFKx14T0Q9ULdS0itGjlyJLp06QIejwcDAwOsXr0ac+fORceOHaGlpQVPT08MHjwY27dvB8DNgtW7d28EBASAz+cjICAAfn5+VTrnL7/8goCAAAwZMgR8Ph/29vaYNWsWtm3bJrffjBkz4OTkBD6fj7FjxyI9PR1PnjwBAKxZswazZ89G9+7dwefzYWRkBG9vbwDAgAEDUFhYiOjoaABc15qYmBh8+eWXCvM8f/4cABT2c1+1ahVMTU3lloiICIXHiY6OxsSJE3HgwAG0bdtWtr7kuDk5OVVpJkIIIYQoEQ0ZSGrV28MlJSUlYcaMGZg9e7ZsXXFxMT7++GMA3N3dbdq0KXOMZ8+eVfqcSUlJiImJkev7J5VKIZVK5fYrPSxTyXBSeXl5aNiwIVJTUxUOyQQAurq6GD16NH799Vf06tULmzZtQrdu3dC8eXOF+5cMpaRoRJevv/4aS5YskVsXEhKC4uJiuXUXL17EkCFDEB4eLutfWKLkuObm5grPTwghyhYbG6vqCO+tLrwHol7oSjepVW8P9WRjY4P169fLDWckFAoRFRUFgBtySdGQTaUZGRnh1atXsucPHz4sc45hw4bJnSM3NxdCobDSuR0cHCq8W37cuHE4evQo7t27h23btsluKlFEX18frVu3lhuSqSpu374Nf39//PDDD+jTp0+Z7devX0erVq3KnR6ZEEIIIbWPim6iUlOnTsXixYsRHx8PqVSKoqIixMfH4/LlywCA4OBgHDx4UDZk0+HDh2UFeYmOHTti586dsmL67fFHJ06ciMjISOzevRsikQgSiQTJyck4cuRIpXNOmTIF3333Hf73v/9BIpEgLy8Pp06dkm13cHCAr68vBg4cCB0dHQQEBFR4vMDAQBw9erTS5y+RmZmJzz//HNOmTcOYMWMU7kPDNRFCCCHqh4puolJTpkxBWFgYxo8fD3Nzc9ja2mLmzJmyK9eenp7YtGkTpkyZAlNTU2zduhWjRo2SO8aSJUtgbGyMpk2bwt3dvUzB2alTJxw/fhybN2+Gra0tLCwsMGDAANm4pZXx5ZdfYvny5Zg6dSrMzMzQokUL7N+/X26fCRMm4MqVKxg9ejT4/Ip7bk2cOBHHjh2T9RmvrOPHjyM9PR3Lli2DQCCQLcuWLQMAZGdn4+jRozU+6Q4hhBBC3g+PsSpML0WIGpg3bx7OnDmjdv3tbt26BRcXF6SmpsLOzu6d+y9duhQPHz7EL7/8UmMZJk+eDDMzMyxcuLDGjkkIIYSQ90dFN9E46lh0i0QijB49GiKRCLt27VJ1HEIIIYSoGepeQsh7Onz4MMzMzJCYmIgffvhB1XEIIYQQooboSjchhBBCCCFKRle6CSGEEEIIUTIqugkhhBBCCFEyKroJIYQQQghRMiq6CSGEEEIIUTIqugkhhBBCCFEyKroJIYQQQghRMiq6CSGEEEIIUTIqugkhhBBCCFEyKroJIe+lTZs2OH/+vKpjkCqIi4tDu3btVB2jzlGndr116xbatm0LIyMj7NmzB48fP4aHhweMjIywevVqVccjpF6iopsQ8l4SExPRpUuXWj1nSEgIlixZUqvnVKU///wTAoFAbjEwMACPx8Pp06fL7M/j8fDgwQO5daXbzMvLCwkJCbJtDg4OOHPmjHLfhJqpapsC6tOuEokEixcvhoODA/T19eHs7Iz169fL7bNy5UoEBAQgLy8P/fv3x6ZNm+Dg4IC8vDxMnz69WucNCwvDmDFjauItEFIvUdFNCKmW4uJiVUeoN4KCgiAUCuWWUaNGwcvLC127dlV1PI2kbm0aGxsLHx+fSu07ceJE7Nq1C/v370deXh42bdqEZcuWYcWKFbJ90tPT0bp163KfE0JUgBFCNNr9+/eZn58fMzc3Z87Oziw6OprFxsYyGxsblp2dzRhj7MCBA6x58+ZMKBSymJgY5ujoyObNm8dMTU1ZixYt2LFjx2THe/bsGRs6dCizsrJizZo1Y9u3b5dt8/b2ZvPmzWPu7u5MV1eXiUQiZm9vz+Li4hhjjAUHB7NJkyYxHx8fZmhoyPz9/VlWVhbr378/MzIyYj4+Puzp06ey48XGxjI3NzdmYmLCvL29WXJyMmOMsdTUVKatrc02bdrEbGxsWMOGDWU5tm/fzvh8PtPV1WWGhoZs3LhxSm9jdbNnzx5maWnJHjx4oHA7AJaRkSG3Ljg4mC1evJgxxmR/BxhjbPTo0YzH4zF9fX1maGjIduzYodzwaupdbcqYcts1JiaGeXt7vzPn7du3GY/HY1evXpVbv3//fmZgYMBevHjBevTowbS0tFiDBg2YoaEhGzNmjNy/mStXrrCtW7cyOzs7JhAIWMuWLVlMTAxjjLH8/HwWGhrKGjVqxGxtbdny5ctl+XR0dBifz2eGhoasR48e78xKCJHHV3XRT4immTp1Kq5evar087Rv3x5r1qypcB+pVIqAgACMHj0aBw4cQHx8PHr37o0bN25g8ODBmDhxIjZs2IDx48fjr7/+gqGhIQAgLS0NEokET548QVRUFAYOHIjU1FSYmZlhxIgR+OCDD5CRkYHU1FR8+umn6NChA1xdXQEAO3fuxJEjR9CkSRPw+WU/Qnbv3o0TJ07Azs4OHh4e8PT0xJYtWxAREQF/f3+sXbsWCxcuREZGBgYMGIC9e/fCw8MD69evx5AhQxAfHw+A+wr9xo0buH//PmJjYxEYGIjAwEAEBwcjJiYGTk5OmDdvXs02+tumTgVq4WeN9u2Bd/ysS6SlpWHMmDEIDw+Hra3te596y5YtOHHiBHbs2AFPT8/3Pt671EaTVqE5AdR8mwLKa9eYmBjY29uX6Tvu7+8PkUiECxcuIDo6Gj4+PhgzZgyGDx8OABCLxbJ/M69evYK3tzcuX76MFi1a4P79+5BKpQCAr7/+Gs+fP8fdu3eRm5sLX19fuLi4wN/fH3PmzMGDBw+wZcuWGns/hNQnVHQTUkVXr17FqVOnVB0DAHDp0iUUFBRg8uTJAIAuXbrA29sb0dHRWL58Odq3bw9vb28MGjQIH3/8sex1fD4f8+fPh66uLvr27QsXFxdER0fj008/RWxsLPbv3w8dHR04Oztj2LBh2Lt3r6zoHj16NJycnMrNNHDgQLRp0wYA4Ofnh1u3bsHLywsA0K9fPxw9ehQA16e2X79+sm2TJk3CokWLkJaWJjtWScbPPvsMBgYGSElJQfv27Wus/d7p6lVATX7WAFc4DRkyBKNGjUKvXr0q3LdNmzbg8Xiy5/n5+Zg/f76yI76TmjVpldoUUH27Pn36FDY2NmXWa2trw8LCAk+fPq3UcXg8HhITE2FnZwd7e3sAAGMM27ZtQ3Jysqyf+4QJExAZGQl/f/8afR+E1EdUdBNSRbVV9FXmPOnp6UhNTYWpqalsXXFxMdzd3aGvr4+hQ4di4cKF+Oeff+ReZ2VlBT09Pdnzpk2b4tGjR0hPT0dhYSGsrKxk2yQSCYKCgmTPmzRpUmEma2tr2WN9ff0yz4VCoSx7eHg4/v77b9l2kUiEzMxM2NrayoqIEgYGBrLX1praKvAreZ45c+aAMYbly5fL1vXs2RNxcXEAgOjoaNkvMYmJiXI/q5CQkBqL+z5qo0mrcg5FbQrUTrtGRERg4sSJALh/t4WFhbJ/y3Z2drh27VqZ11hYWODx48dl1kskEjx79gyWlpbvPK+hoSF27tyJVatWISQkBL6+vvjpp5/A5/NRUFAg1/dbKpXSfQOE1BAqugmpond1+ahNtra2+OCDDxT+55ycnIyff/4ZQ4YMwfTp07Fv3z7ZtqdPn6KwsFBWeGdkZCAgIAC2trYQCAR4/vy53NW80spbX53sY8eOxdq1a8tsK321W5kZ3kmNftZRUVHYunUrLl++DB0dHdn66Ojo9z52rbUn1KpJy21ToHbaddiwYRg2bBgA7kbKsLAwxMbGVviaTz75BKGhoUhISJDrYnLo0CHo6Oigc+fOlcrm5+cHPz8/CIVCjB8/HnPmzMFvv/2GBg0a4N69ezA3N6/y+yGEVIxGLyFEg3Xu3BlSqRQbNmyASCSCSCRCXFwc0tPTERwcjG+++Qbbt2/HnTt3sGPHDtnrxGIxlixZArFYjIMHD+LGjRvo2bMnbG1t0aVLF8ybNw/5+fkoLi7GlStXcPPmzRrPPmzYMOzevRtxcXGQSqXIy8tDZGRkpV5rbW39zsK8LsnMzERwcDA2b96MZs2a1fjx61t7AspvU0A57ers7IxRo0YhKCgICQkJKC4uRlxcHL766ivMmTNH7luv8jx58gSHDh1CQUEBGjRoAAMDA2hra0NLSwvBwcGYMWMGXrx4AalUilu3buHSpUuy93P//n0wxmr0PRFSX1DRTYgG4/P5OHz4MI4ePQpbW1s0btwYS5cuxa5du8Dj8TBt2jQ0aNAAv//+O6ZNm4aHDx8C4MYP5vF4sLa2xowZM7Br1y6YmZkB4PpaP3jwAM2bN4e1tTWmTp2KgoKCGs/erFkz/PXXX5g5cybMzc3h7OyMAwcOVOq1o0aNwsWLF2Fqair7er4u27p1K54+fYrg4OAyY0v/+eef73382bNn4//+7/9gamqKiIiIGkis/pTdpoDy2nXjxo0YMGAAevfuDYFAgNGjR2PWrFmVvrFYKpXi+++/R8OGDWFtbY3MzEzZWOM//vgjTExM0LZtW5ibm+OLL77A8+fPAQADBgyAUCiEmZkZ9fEmpBp4jH5lJaReiY2NxZgxY5CcnKzqKIQQQki9QVe6CSGEEEIIUTIqugkhhBBCCFEy6l5CCCGEEEKIktGVbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClIyKbkIIIYQQQpSMim5CCCGEEEKUjIpuQgghhBBClOz/AcXsMgPNlH6CAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Sample</th>\n",
       "      <th>Annealing</th>\n",
       "      <th>RPM</th>\n",
       "      <th>MeasurementID</th>\n",
       "      <th>freq/Hz</th>\n",
       "      <th>Z' /Ohm</th>\n",
       "      <th>Z'' /Ohm</th>\n",
       "      <th>technique</th>\n",
       "      <th>Z' ZHIT /Ohm</th>\n",
       "      <th>Z'' ZHIT /Ohm</th>\n",
       "      <th>potential vs RHE (V)</th>\n",
       "      <th>cell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</th>\n",
       "      <th>&lt;Ewe&gt;/V</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Sample6_20250325_0p1M_NaOH_after_annealing_EIS_sequence_60Ohm_correction_3000rpm_with_bypass_auto_range_10_PEIS_C01.mpr</th>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>100003.710938</td>\n",
       "      <td>50.453255</td>\n",
       "      <td>1.259856</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.231683</td>\n",
       "      <td>1.079196</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>74988.867188</td>\n",
       "      <td>50.669815</td>\n",
       "      <td>0.811703</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.060234</td>\n",
       "      <td>0.839961</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>56237.011719</td>\n",
       "      <td>50.693405</td>\n",
       "      <td>0.444957</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.787399</td>\n",
       "      <td>0.601144</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>42170.800781</td>\n",
       "      <td>50.737064</td>\n",
       "      <td>0.114621</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.706233</td>\n",
       "      <td>0.208346</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>31621.142578</td>\n",
       "      <td>50.825157</td>\n",
       "      <td>0.199170</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.810402</td>\n",
       "      <td>-0.036869</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             Sample Annealing  \\\n",
       "fname                                              <Ewe>/V                      \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "\n",
       "                                                             RPM  \\\n",
       "fname                                              <Ewe>/V         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "\n",
       "                                                           MeasurementID  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "\n",
       "                                                                  freq/Hz  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      100003.710938   \n",
       "                                                   0.8       74988.867188   \n",
       "                                                   0.8       56237.011719   \n",
       "                                                   0.8       42170.800781   \n",
       "                                                   0.8       31621.142578   \n",
       "\n",
       "                                                              Z' /Ohm  \\\n",
       "fname                                              <Ewe>/V              \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      50.453255   \n",
       "                                                   0.8      50.669815   \n",
       "                                                   0.8      50.693405   \n",
       "                                                   0.8      50.737064   \n",
       "                                                   0.8      50.825157   \n",
       "\n",
       "                                                            Z'' /Ohm  \\\n",
       "fname                                              <Ewe>/V             \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      1.259856   \n",
       "                                                   0.8      0.811703   \n",
       "                                                   0.8      0.444957   \n",
       "                                                   0.8      0.114621   \n",
       "                                                   0.8      0.199170   \n",
       "\n",
       "                                                           technique  \\\n",
       "fname                                              <Ewe>/V             \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "\n",
       "                                                            Z' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8         51.231683   \n",
       "                                                   0.8         51.060234   \n",
       "                                                   0.8         50.787399   \n",
       "                                                   0.8         50.706233   \n",
       "                                                   0.8         50.810402   \n",
       "\n",
       "                                                            Z'' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           1.079196   \n",
       "                                                   0.8           0.839961   \n",
       "                                                   0.8           0.601144   \n",
       "                                                   0.8           0.208346   \n",
       "                                                   0.8          -0.036869   \n",
       "\n",
       "                                                            potential vs RHE (V)  \\\n",
       "fname                                              <Ewe>/V                         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "\n",
       "                                                           cell  \n",
       "fname                                              <Ewe>/V       \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from galvani import BioLogic\n",
    "import os\n",
    "from numpy.typing import NDArray\n",
    "from scipy.optimize import curve_fit \n",
    "from scipy.signal import savgol_filter\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "E_ref = 0.1635\n",
    "pH = 13\n",
    "\n",
    "def load_data(file: str) -> pd.DataFrame:\n",
    "    mpr_file = BioLogic.MPRfile(file)\n",
    "    data = pd.DataFrame(mpr_file.data)\n",
    "\n",
    "    frequency = data['freq/Hz']\n",
    "    real_impedance = pd.Series(data['Re(Z)/Ohm'], name = \"Z' /Ohm\")\n",
    "    imag_impedance = pd.Series(- 1* data['-Im(Z)/Ohm'], name=\"Z'' /Ohm\")\n",
    "    cutoff = 100e3\n",
    "    idx_cutoff = np.argmin(np.abs(frequency - cutoff))\n",
    "    frequency = frequency.iloc[idx_cutoff:]\n",
    "    real_impedance = real_impedance.iloc[idx_cutoff:]\n",
    "    imag_impedance = imag_impedance.iloc[idx_cutoff:]\n",
    "    potential = np.round(data['<Ewe>/V'], 2)\n",
    "\n",
    "    # Generate metadata columns\n",
    "    fname = os.path.basename(file)\n",
    "    fnames = pd.Series(np.full(np.shape(frequency), fname), name='fname')\n",
    "\n",
    "    match = re.search(r'_(\\d+_PEIS)_', fname)\n",
    "    technique_no = pd.Series(\n",
    "        np.full(np.shape(frequency), match.group(1) if match else 'NA'),\n",
    "        name='technique'\n",
    "    )\n",
    "\n",
    "    return pd.concat([frequency.reset_index(drop=True),\n",
    "                      real_impedance.reset_index(drop=True),\n",
    "                      imag_impedance.reset_index(drop=True),\n",
    "                      potential.reset_index(drop=True),\n",
    "                      fnames.reset_index(drop=True),\n",
    "                      technique_no.reset_index(drop=True)], axis=1)\n",
    "\n",
    "def calc_integral(y: np.ndarray[float], x: np.ndarray[float]) -> np.ndarray[float]:\n",
    "    integrand = np.diff(x)\n",
    "    y_mid = 0.5*(y[1:] + y[:-1]) # mid value, length N-1\n",
    "    integral = np.zeros_like(y)\n",
    "    integral[1:] = np.cumsum(y_mid * integrand) # length N\n",
    "    return integral\n",
    "\n",
    "def deriavtive(y: np.ndarray[float], x: np.ndarray[float])->np.ndarray[float]:\n",
    "    derivative = np.gradient(y, x)\n",
    "    return derivative \n",
    "\n",
    "def constant_function(y_reconstructed: np.ndarray, c: float) -> np.ndarray:\n",
    "    return y_reconstructed + c\n",
    "\n",
    "def cal_shift_factor(y_exp: np.ndarray, y_reconstructed: np.ndarray) -> float:\n",
    "    popt, _ = curve_fit(constant_function, y_reconstructed, y_exp, p0=np.average(y_exp))\n",
    "    return popt\n",
    "\n",
    "def Z_HIT(Re_Z: np.ndarray, Im_Z: np.ndarray, freq: np.ndarray, fname: str) -> np.ndarray:\n",
    "    '''\n",
    "    Performs the reconstruction of the magnitude from the phase using\n",
    "    '''\n",
    "    # smoothing\n",
    "    Z = Re_Z+1j*Im_Z\n",
    "    magnitude    = savgol_filter(np.abs(Z), 6, 1)\n",
    "    ln_magnitude = np.log(magnitude)\n",
    "    phase        = savgol_filter(np.unwrap(np.angle(Z, deg=False)), 6, 1)\n",
    "    omega    = 2*np.pi*freq\n",
    "    ln_omega = np.log(omega)\n",
    "\n",
    "    # integral of phase dln omega over full range\n",
    "    integral   = calc_integral(y=phase, x=ln_omega)\n",
    "    # derivative d phase/d ln omega aligned to intervals\n",
    "    derivative = deriavtive(y=phase, x=ln_omega)\n",
    "\n",
    "    # Z-HIT formula (finite-window correction term: -pi/6 * d phase/d ln omega)\n",
    "    ln_abs_Z = 2/np.pi * integral - (np.pi/6.0) * derivative\n",
    "\n",
    "    # fit constant offset C to experimental ln|Z|\n",
    "    shift_factor = cal_shift_factor(y_exp=ln_magnitude, y_reconstructed=ln_abs_Z)\n",
    "    ln_abs_Z_C   = ln_abs_Z + shift_factor\n",
    "\n",
    "    # reconstruct complex impedance on the interval grid (use phase to align)\n",
    "    impedance = np.exp(ln_abs_Z_C) * (np.cos(phase) + 1j*np.sin(phase))\n",
    "\n",
    "    # plotting the result\n",
    "    fig, axs = plt.subplots(nrows=1, ncols=2, constrained_layout=True, figsize=(6, 3))\n",
    "    fig.suptitle('Z-Hit correction')\n",
    "\n",
    "    ax0 = axs[0]\n",
    "    sec = ax0.twinx()\n",
    "    ax0.tick_params(which='both', direction='in', bottom=True, left=True)\n",
    "    sec.tick_params(which='both', direction='in', bottom=False, left=False, right=True)\n",
    "\n",
    "    ax0.plot(freq,     np.abs(Z),             '-',  color='black', label='experiment')\n",
    "    ax0.plot(freq, np.exp(ln_abs_Z),     '-',  color='red',   label='Z-Hit')\n",
    "    ax0.plot(freq, np.exp(ln_abs_Z_C),   '-',  color='blue',  label='Z-Hit + Offset')\n",
    "    sec.plot(freq, -np.angle(Z),    '--', color='black')\n",
    "    sec.plot(freq, -phase,          '--', color='red')\n",
    "\n",
    "    ax0.set_yscale('log'); ax0.set_xscale('log')\n",
    "    ax0.set_xlabel(r'frequency (Hz)')\n",
    "    ax0.set_ylabel(r'magnitude impedance ($\\mathrm{\\Omega}$)')\n",
    "    sec.set_ylabel(r'-phase (rad)')\n",
    "\n",
    "    axs[1].tick_params(which='both', direction='in', bottom=True, left=True, right=True, top=True)\n",
    "    axs[1].plot(Z.real,           -Z.imag,           '-', color='black')\n",
    "    axs[1].plot(impedance.real,   -impedance.imag,   '-', color='blue')\n",
    "    axs[1].set_xlabel(r'real part impedance ($\\mathrm{\\Omega}$)')\n",
    "    axs[1].set_ylabel(r'imaginary part impedance ($\\mathrm{\\Omega}$)')\n",
    "    axs[1].set_aspect('equal')\n",
    "\n",
    "    ymin = np.min(np.hstack((Z.real, -Z.imag)))\n",
    "    ymax = np.max(np.hstack((Z.real, -Z.imag)))\n",
    "    axs[1].set_ylim(bottom=ymin, top=ymax)\n",
    "    axs[1].set_xlim(left=ymin, right=ymax)\n",
    "\n",
    "    fig.legend(ncol=4, frameon=False, loc='center', bbox_to_anchor=(0.5, -0.03))\n",
    "    #plt.savefig(fname=f'{fname}_ZHIT.tif', dpi=600, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    return impedance.real, impedance.imag\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "AllEisData = pd.DataFrame()\n",
    "files = []\n",
    "root = os.getcwd()\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    for dirpath, dirnames, filenames in os.walk(root):\n",
    "        for file in filenames:\n",
    "            if file.endswith('.mpr') and 'PEIS' in file:\n",
    "                files.append(os.path.join(dirpath, file))\n",
    "\n",
    "    for file in files: \n",
    "        EisData = load_data(file)\n",
    "        EisData[\"Z' ZHIT /Ohm\"], EisData[\"Z'' ZHIT /Ohm\"] = Z_HIT(EisData[\"Z' /Ohm\"].to_numpy(), EisData[\"Z'' /Ohm\"].to_numpy(), EisData['freq/Hz'].to_numpy(), file)\n",
    "        \n",
    "        AllEisData = pd.concat([AllEisData, EisData], ignore_index=True)\n",
    "    AllEisData['potential vs RHE (V)'] = AllEisData['<Ewe>/V'] + E_ref + 0.059*pH\n",
    "    AllEisData['cell'] = np.full(len(AllEisData['<Ewe>/V']), 'RDE')\n",
    "    AllEisData_indexed = AllEisData.set_index(['fname', '<Ewe>/V'])\n",
    "    filename_series = AllEisData_indexed.index.get_level_values(0).to_series()\n",
    "    sample_info = filename_series.str.extract(\n",
    "        r'(?P<Sample>Sample\\d+)_\\d+_.*?_(?P<Annealing>before|after)_annealing.*?_(?P<RPM>\\d+)rpm.*?_(?P<MeasurementID>\\d+_PEIS)'\n",
    "    )\n",
    "\n",
    "    # Align sample_info's index to AllEisData_indexed for safe concatenation\n",
    "    sample_info.index = AllEisData_indexed.index\n",
    "\n",
    "    # Final DataFrame with metadata\n",
    "    AllEisData_indexed = pd.concat([sample_info, AllEisData_indexed], axis=1)\n",
    "\n",
    "AllEisData_indexed.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Sample</th>\n",
       "      <th>Annealing</th>\n",
       "      <th>RPM</th>\n",
       "      <th>MeasurementID</th>\n",
       "      <th>freq/Hz</th>\n",
       "      <th>Z' /Ohm</th>\n",
       "      <th>Z'' /Ohm</th>\n",
       "      <th>technique</th>\n",
       "      <th>Z' ZHIT /Ohm</th>\n",
       "      <th>Z'' ZHIT /Ohm</th>\n",
       "      <th>potential vs RHE (V)</th>\n",
       "      <th>cell</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fname</th>\n",
       "      <th>&lt;Ewe&gt;/V</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Sample6_20250325_0p1M_NaOH_after_annealing_EIS_sequence_60Ohm_correction_3000rpm_with_bypass_auto_range_10_PEIS_C01.mpr</th>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>100003.710938</td>\n",
       "      <td>50.453255</td>\n",
       "      <td>1.259856</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.231683</td>\n",
       "      <td>1.079196</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>74988.867188</td>\n",
       "      <td>50.669815</td>\n",
       "      <td>0.811703</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.060234</td>\n",
       "      <td>0.839961</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>56237.011719</td>\n",
       "      <td>50.693405</td>\n",
       "      <td>0.444957</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.787399</td>\n",
       "      <td>0.601144</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>42170.800781</td>\n",
       "      <td>50.737064</td>\n",
       "      <td>0.114621</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.706233</td>\n",
       "      <td>0.208346</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>31621.142578</td>\n",
       "      <td>50.825157</td>\n",
       "      <td>0.199170</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.810402</td>\n",
       "      <td>-0.036869</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Sample7_20250314_0p1M_NaOH_before_annealing_EIS_sequence_60Ohm_correction_1600rpm_06_PEIS_C01.mpr</th>\n",
       "      <th>0.5</th>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.316193</td>\n",
       "      <td>818.478333</td>\n",
       "      <td>-2030.787964</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>931.510215</td>\n",
       "      <td>-2290.240011</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.237066</td>\n",
       "      <td>1028.441650</td>\n",
       "      <td>-2596.245117</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1128.888415</td>\n",
       "      <td>-2874.248110</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.177799</td>\n",
       "      <td>1284.365112</td>\n",
       "      <td>-3271.662109</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1396.245281</td>\n",
       "      <td>-3598.102024</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.133362</td>\n",
       "      <td>1616.653931</td>\n",
       "      <td>-3969.551025</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1697.764845</td>\n",
       "      <td>-4483.410396</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.5</th>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.100022</td>\n",
       "      <td>1815.081421</td>\n",
       "      <td>-5251.104980</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>2074.246206</td>\n",
       "      <td>-5615.760518</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1176 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             Sample Annealing  \\\n",
       "fname                                              <Ewe>/V                      \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "...                                                             ...       ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5      Sample7    before   \n",
       "                                                   0.5      Sample7    before   \n",
       "                                                   0.5      Sample7    before   \n",
       "                                                   0.5      Sample7    before   \n",
       "                                                   0.5      Sample7    before   \n",
       "\n",
       "                                                             RPM  \\\n",
       "fname                                              <Ewe>/V         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "...                                                          ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5      1600   \n",
       "                                                   0.5      1600   \n",
       "                                                   0.5      1600   \n",
       "                                                   0.5      1600   \n",
       "                                                   0.5      1600   \n",
       "\n",
       "                                                           MeasurementID  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "...                                                                  ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5           06_PEIS   \n",
       "                                                   0.5           06_PEIS   \n",
       "                                                   0.5           06_PEIS   \n",
       "                                                   0.5           06_PEIS   \n",
       "                                                   0.5           06_PEIS   \n",
       "\n",
       "                                                                  freq/Hz  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      100003.710938   \n",
       "                                                   0.8       74988.867188   \n",
       "                                                   0.8       56237.011719   \n",
       "                                                   0.8       42170.800781   \n",
       "                                                   0.8       31621.142578   \n",
       "...                                                                   ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5           0.316193   \n",
       "                                                   0.5           0.237066   \n",
       "                                                   0.5           0.177799   \n",
       "                                                   0.5           0.133362   \n",
       "                                                   0.5           0.100022   \n",
       "\n",
       "                                                                Z' /Ohm  \\\n",
       "fname                                              <Ewe>/V                \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8        50.453255   \n",
       "                                                   0.8        50.669815   \n",
       "                                                   0.8        50.693405   \n",
       "                                                   0.8        50.737064   \n",
       "                                                   0.8        50.825157   \n",
       "...                                                                 ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5       818.478333   \n",
       "                                                   0.5      1028.441650   \n",
       "                                                   0.5      1284.365112   \n",
       "                                                   0.5      1616.653931   \n",
       "                                                   0.5      1815.081421   \n",
       "\n",
       "                                                               Z'' /Ohm  \\\n",
       "fname                                              <Ewe>/V                \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8         1.259856   \n",
       "                                                   0.8         0.811703   \n",
       "                                                   0.8         0.444957   \n",
       "                                                   0.8         0.114621   \n",
       "                                                   0.8         0.199170   \n",
       "...                                                                 ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5     -2030.787964   \n",
       "                                                   0.5     -2596.245117   \n",
       "                                                   0.5     -3271.662109   \n",
       "                                                   0.5     -3969.551025   \n",
       "                                                   0.5     -5251.104980   \n",
       "\n",
       "                                                           technique  \\\n",
       "fname                                              <Ewe>/V             \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "...                                                              ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5       06_PEIS   \n",
       "                                                   0.5       06_PEIS   \n",
       "                                                   0.5       06_PEIS   \n",
       "                                                   0.5       06_PEIS   \n",
       "                                                   0.5       06_PEIS   \n",
       "\n",
       "                                                            Z' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8         51.231683   \n",
       "                                                   0.8         51.060234   \n",
       "                                                   0.8         50.787399   \n",
       "                                                   0.8         50.706233   \n",
       "                                                   0.8         50.810402   \n",
       "...                                                                  ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5        931.510215   \n",
       "                                                   0.5       1128.888415   \n",
       "                                                   0.5       1396.245281   \n",
       "                                                   0.5       1697.764845   \n",
       "                                                   0.5       2074.246206   \n",
       "\n",
       "                                                            Z'' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           1.079196   \n",
       "                                                   0.8           0.839961   \n",
       "                                                   0.8           0.601144   \n",
       "                                                   0.8           0.208346   \n",
       "                                                   0.8          -0.036869   \n",
       "...                                                                   ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5       -2290.240011   \n",
       "                                                   0.5       -2874.248110   \n",
       "                                                   0.5       -3598.102024   \n",
       "                                                   0.5       -4483.410396   \n",
       "                                                   0.5       -5615.760518   \n",
       "\n",
       "                                                            potential vs RHE (V)  \\\n",
       "fname                                              <Ewe>/V                         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "...                                                                          ...   \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5                    1.4305   \n",
       "                                                   0.5                    1.4305   \n",
       "                                                   0.5                    1.4305   \n",
       "                                                   0.5                    1.4305   \n",
       "                                                   0.5                    1.4305   \n",
       "\n",
       "                                                           cell  \n",
       "fname                                              <Ewe>/V       \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "...                                                         ...  \n",
       "Sample7_20250314_0p1M_NaOH_before_annealing_EIS... 0.5      RDE  \n",
       "                                                   0.5      RDE  \n",
       "                                                   0.5      RDE  \n",
       "                                                   0.5      RDE  \n",
       "                                                   0.5      RDE  \n",
       "\n",
       "[1176 rows x 12 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AllEisData_indexed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Sample</th>\n",
       "      <th>Annealing</th>\n",
       "      <th>RPM</th>\n",
       "      <th>MeasurementID</th>\n",
       "      <th>freq/Hz</th>\n",
       "      <th>Z' /Ohm</th>\n",
       "      <th>Z'' /Ohm</th>\n",
       "      <th>technique</th>\n",
       "      <th>Z' ZHIT /Ohm</th>\n",
       "      <th>Z'' ZHIT /Ohm</th>\n",
       "      <th>potential vs RHE (V)</th>\n",
       "      <th>cell</th>\n",
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       "    <tr>\n",
       "      <th>fname</th>\n",
       "      <th>&lt;Ewe&gt;/V</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Sample6_20250325_0p1M_NaOH_after_annealing_EIS_sequence_60Ohm_correction_3000rpm_with_bypass_auto_range_10_PEIS_C01.mpr</th>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>100003.710938</td>\n",
       "      <td>50.453255</td>\n",
       "      <td>1.259856</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.231683</td>\n",
       "      <td>1.079196</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>74988.867188</td>\n",
       "      <td>50.669815</td>\n",
       "      <td>0.811703</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.060234</td>\n",
       "      <td>0.839961</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>56237.011719</td>\n",
       "      <td>50.693405</td>\n",
       "      <td>0.444957</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.787399</td>\n",
       "      <td>0.601144</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>42170.800781</td>\n",
       "      <td>50.737064</td>\n",
       "      <td>0.114621</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.706233</td>\n",
       "      <td>0.208346</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>31621.142578</td>\n",
       "      <td>50.825157</td>\n",
       "      <td>0.199170</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.810402</td>\n",
       "      <td>-0.036869</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Sample6_20250325_0p1M_NaOH_before_annealing_EIS_sequence_60Ohm_correction_3000rpm_with_bypass_2nd_run_10_PEIS_C01.mpr</th>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>before</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>0.316193</td>\n",
       "      <td>116.201340</td>\n",
       "      <td>-1.832758</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>116.869774</td>\n",
       "      <td>-1.899597</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>before</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>0.237066</td>\n",
       "      <td>115.651985</td>\n",
       "      <td>-1.051115</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>116.784932</td>\n",
       "      <td>-1.420297</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>before</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>0.177799</td>\n",
       "      <td>115.241196</td>\n",
       "      <td>-0.681879</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>116.955202</td>\n",
       "      <td>-1.224289</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>before</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>0.133362</td>\n",
       "      <td>115.965881</td>\n",
       "      <td>-0.679721</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>117.327345</td>\n",
       "      <td>-0.830787</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>Sample6</td>\n",
       "      <td>before</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>0.100022</td>\n",
       "      <td>116.041405</td>\n",
       "      <td>-1.114093</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>117.445191</td>\n",
       "      <td>-0.433843</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>392 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                             Sample Annealing  \\\n",
       "fname                                              <Ewe>/V                      \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "                                                   0.8      Sample6     after   \n",
       "...                                                             ...       ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8      Sample6    before   \n",
       "                                                   0.8      Sample6    before   \n",
       "                                                   0.8      Sample6    before   \n",
       "                                                   0.8      Sample6    before   \n",
       "                                                   0.8      Sample6    before   \n",
       "\n",
       "                                                             RPM  \\\n",
       "fname                                              <Ewe>/V         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "...                                                          ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "                                                   0.8      3000   \n",
       "\n",
       "                                                           MeasurementID  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "...                                                                  ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "                                                   0.8           10_PEIS   \n",
       "\n",
       "                                                                  freq/Hz  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      100003.710938   \n",
       "                                                   0.8       74988.867188   \n",
       "                                                   0.8       56237.011719   \n",
       "                                                   0.8       42170.800781   \n",
       "                                                   0.8       31621.142578   \n",
       "...                                                                   ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8           0.316193   \n",
       "                                                   0.8           0.237066   \n",
       "                                                   0.8           0.177799   \n",
       "                                                   0.8           0.133362   \n",
       "                                                   0.8           0.100022   \n",
       "\n",
       "                                                               Z' /Ohm  \\\n",
       "fname                                              <Ewe>/V               \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8       50.453255   \n",
       "                                                   0.8       50.669815   \n",
       "                                                   0.8       50.693405   \n",
       "                                                   0.8       50.737064   \n",
       "                                                   0.8       50.825157   \n",
       "...                                                                ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8      116.201340   \n",
       "                                                   0.8      115.651985   \n",
       "                                                   0.8      115.241196   \n",
       "                                                   0.8      115.965881   \n",
       "                                                   0.8      116.041405   \n",
       "\n",
       "                                                            Z'' /Ohm  \\\n",
       "fname                                              <Ewe>/V             \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      1.259856   \n",
       "                                                   0.8      0.811703   \n",
       "                                                   0.8      0.444957   \n",
       "                                                   0.8      0.114621   \n",
       "                                                   0.8      0.199170   \n",
       "...                                                              ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8     -1.832758   \n",
       "                                                   0.8     -1.051115   \n",
       "                                                   0.8     -0.681879   \n",
       "                                                   0.8     -0.679721   \n",
       "                                                   0.8     -1.114093   \n",
       "\n",
       "                                                           technique  \\\n",
       "fname                                              <Ewe>/V             \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "...                                                              ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "                                                   0.8       10_PEIS   \n",
       "\n",
       "                                                            Z' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                 \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8         51.231683   \n",
       "                                                   0.8         51.060234   \n",
       "                                                   0.8         50.787399   \n",
       "                                                   0.8         50.706233   \n",
       "                                                   0.8         50.810402   \n",
       "...                                                                  ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8        116.869774   \n",
       "                                                   0.8        116.784932   \n",
       "                                                   0.8        116.955202   \n",
       "                                                   0.8        117.327345   \n",
       "                                                   0.8        117.445191   \n",
       "\n",
       "                                                            Z'' ZHIT /Ohm  \\\n",
       "fname                                              <Ewe>/V                  \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8           1.079196   \n",
       "                                                   0.8           0.839961   \n",
       "                                                   0.8           0.601144   \n",
       "                                                   0.8           0.208346   \n",
       "                                                   0.8          -0.036869   \n",
       "...                                                                   ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8          -1.899597   \n",
       "                                                   0.8          -1.420297   \n",
       "                                                   0.8          -1.224289   \n",
       "                                                   0.8          -0.830787   \n",
       "                                                   0.8          -0.433843   \n",
       "\n",
       "                                                            potential vs RHE (V)  \\\n",
       "fname                                              <Ewe>/V                         \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "...                                                                          ...   \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "                                                   0.8                    1.7305   \n",
       "\n",
       "                                                           cell  \n",
       "fname                                              <Ewe>/V       \n",
       "Sample6_20250325_0p1M_NaOH_after_annealing_EIS_... 0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "...                                                         ...  \n",
       "Sample6_20250325_0p1M_NaOH_before_annealing_EIS... 0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "                                                   0.8      RDE  \n",
       "\n",
       "[392 rows x 12 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AllEisData = AllEisData_indexed.reset_index(drop = False)\n",
    "Selection = AllEisData_indexed.loc[(AllEisData_indexed['RPM'] == '3000')&(AllEisData_indexed['Sample'] == 'Sample6')]\n",
    "Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([0.800000011920929, 0.0, 0.6499999761581421, 0.5], dtype='float32', name='<Ewe>/V')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Selection.index.get_level_values('<Ewe>/V').unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EIS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:58: SyntaxWarning: invalid escape sequence '\\m'\n",
      "<>:58: SyntaxWarning: invalid escape sequence '\\m'\n",
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_24299/3828213375.py:58: SyntaxWarning: invalid escape sequence '\\m'\n",
      "  parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,2}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$C_{\\mathrm{Pseudo,2}}$', r'$L$'])\n",
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "E_ref_info: E = 0.1635 V\n",
      "/Users/leppin/Documents/SYNC/People/Carl/Minor_Revisions_ACS_Catalysis/Research_ Scharf_2025_Role of defects in reversible surface restructuring and activity of Co3O4 oxygen evolution electrocatalysts Kopie 2/EIS_RDE\n",
      "['Sample6']\n",
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 4917.8 ± 336.5 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 73733.2 ± 1963.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 188103.0 ± 6930.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 6.2 ± 0.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 5.9 ± 0.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 11.3 ± 0.2 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/f2/krn3py8536556jbm969hx5380000gn/T/ipykernel_24299/3828213375.py:246: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  Selection.loc[(Selection['Sample'] == sample) & (Selection.index.get_level_values('<Ewe>/V') == potential) & (Selection['Annealing'] == annealing_state), 'Z fit /Ohm'] = fit\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 445.9 ± 53.9 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 4369.3 ± 371.8 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 30974.6 ± 2571.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 38.7 ± 2.3 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 60.9 ± 3.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 86.6 ± 2.7 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 2833.4 ± 206.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 42548.1 ± 2677.2 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 198109.5 ± 15331.8 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 25.7 ± 0.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 17.5 ± 0.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 15.4 ± 0.3 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 152.7 ± 29.0 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 1958.9 ± 207.3 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 17444.4 ± 2714.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 104.8 ± 9.5 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 149.3 ± 10.5 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 210.9 ± 8.4 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 1063.2 ± 100.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 8726.6 ± 635.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 21296.9 ± 1455.7 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 54.0 ± 1.7 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 54.6 ± 2.1 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 87.0 ± 4.2 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 105.5 ± 13.8 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 904.1 ± 75.4 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 3082.1 ± 279.9 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 122.4 ± 10.0 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 264.3 ± 16.0 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 591.0 ± 30.5 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 7.4 ± 1.4 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 46.2 ± 6.0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 28.7 ± 6.3 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 9.3 ± 1.1 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 21.0 ± 2.3 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 94.9 ± 38.6 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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NmzdjY2OT5fcnhBD5hczDK4TINUePHkWn0+Hp6WlU3qZNG1asWGHymCFDhhj1rJpSsmTJHIvxcVu3buXy5csMHjw4Td2pU6d44YUXiIuLw9HRkdWrV+Pv75+t8w0cOJDp06ezbds2WrZsCSQPZ2jZsiXe3t4mj3F1daVt27YsWbKE1q1bA7BmzRqsra3p0KEDUVFR3Lt3j/bt21O+fHkAnnvuuSfGsnnzZhwdHdHpdMTFxQGYXEY6Zb/UUifsGe03fPhwpk+f/sRYhBAiJ0nCK4TINceOHaNr165MmzbNqNzZ2TndY9zc3Mz6sfdPP/1E3bp1qV69epq6SpUqceLECSIjI/n999/p378/u3btomrVqlk+n6+vL02aNGHevHm0bNmSmzdv8ueffz5xjHOfPn3o378/MTExODg4sGTJErp27Yq9vT329vYEBgbSqlUrmjVrRrNmzejWrRulS5fOsM0XX3yROXPmEBsby08//URISAhvv/12uvuldvr06TSLQ5jaz8XFJcMYhBAiN8iQBiFErjl27BgNGzakQoUKRi8PD490jzHnkIbQ0FDWrl1rsncXwNbWlgoVKlC7dm0+/fRTatSowcyZM7N93oEDB7JmzRoiIiJYsGABbm5udOzYMcNj2rVrh7W1NWvXriU0NJRt27bRp08fQ/38+fM5dOgQL774IuvWraNSpUr8+eefGbbp4OBAhQoV8Pf35+uvvyYmJoZPPvkk3f1Sv0qVKpWp/YoWLZrJqyKEEDlHeniFELni8uXLREREPNX4XTDvkIYFCxZgZ2dHz549M7W/Xq8nPj4+2+ft1q0bb731FosXL2bevHn069fviWNn7ezs6N69O0uWLCE8PBwvLy8CAgKM9qlevTrVq1fngw8+oE2bNvzyyy+0atUq03GNHz+eNm3a8Prrr1OiRImsvDUhhMgXJOEVQuSKo0ePAuDl5cXt27eN6ooWLYq1tenbT3aHNERHR3Px4kUgOSG9du0aJ06cwM3NzfCR/rfffsu3337L+fPnDccppfj555959dVX04w7BRg9ejTt2rXD29ub+/fvs3TpUnbt2mWYizcz501PoUKF6NWrFxMmTODu3bsMHDgwU++1T58+NGvWjMuXL9OzZ0/DjA6XL1/mxx9/NMwLfOnSJU6ePMnQoUMz1W6KgIAAqlSpwuTJk5k9e/ZTHQsQHx+f5mtvZWWVYQ+/EELkCiWEELlg9OjRCkjz0mg06u7du7l23p07d5o8b//+/Q37jB8/Xj1++9uxY4cC1KFDh0y2279/f1W6dGlla2urPDw8VLNmzdTmzZuf6rwZOXr0qAJUgwYNMv1e9Xq9KlOmjAJUUFCQofz27duqc+fOqkSJEsrW1lZ5e3ur//3vfyohISHdtvr376/atWuXpnzJkiXK1tZWXblyJcP9jhw5ogB1+fJlw36mrkfJkiUz/f6EECKnaJRSKs+yayGEEEIIIfKYPLQmhBBCCCEKNEl4hRBCCCFEgSYJrxBCCCGEKNAk4RVCCCGEEAWaJLxCCCGEEKJAk4RXCCGEEEIUaJLwCiGEEEKIAk0SXiGEEEIIUaBJwiuEEEIIIQo0SXiFEEIIIUSBJgmvEEIIIYQo0CThFUIIIYQQBZokvEIIIYQQokCThFcIIYQQQhRokvAKIYQQQogCTRJeIYQQQghRoEnCK4QQQgghCjRJeIUQQgghRIEmCa8QQgghhCjQJOEVQgghhBAFmiS8+dxbb73FhAkTMtxn7969ODo6otPp8iaop1CqVCkWLFhg7jCEECJHZebenJ8EBgbSp0+fbLWRn3/XCPEkkvDmA/Pnz0ej0TB69Og0dR9//DGzZs3ixo0b6R7fuHFjoqOjsbKyys0wRQ6bMGECjRo1MncYQojHBAQEYGtri6OjI46OjpQsWZI333yT2NhYwz6ZuTdbMlMJsvyuEZZMEt58YPbs2bi7uzNv3jzi4+ON6jw9PWnZsiWzZ882U3TCnJRSJCUlmTsMIZ4577//PtHR0URHR7N//362b9/OpEmTDPXmuDcnJCSkKdPpdOj1+jyLQQhLJQmvmR05coS///6bxYsXExkZyYoVK9Ls07p1a1atWpVuG7t27UKj0RgSo5Sew3HjxlG8eHGcnJx4//33uXv3Lq+88grOzs74+Piwdu1aQxsLFiygVKlSfPXVV5QqVQp3d3dee+01oqOjDfvcu3ePoUOHUqZMGdzd3Wnbti2XLl0y1EdHRzNw4EDc3d0pWbIkX331lVGccXFxdO/enZIlS1KkSBEqVarEd999Z7SPj48PkyZNom3bthQpUoTy5cuzevVqo33++OMP6tevj6urK+7u7nTr1s1Qd+PGDXr16kXJkiXx9PSkZ8+ehIWFpXvtdu7cSZ06dXB2dsbd3Z2GDRty9+5dILmHo0ePHgwaNAgXFxdKly7NZ599ZnT8+fPnefnllylWrBglS5Zk2LBhPHjwwFAfERHBsGHDKFu2LEWKFOG5557jzz//ZMmSJUydOpUDBw4YepH27t3LlStX0Gg0zJ07l+rVq+Pg4MDff/9tsrclICCAsWPHGrY1Gg1fffUVL7zwAoULF6Z69eqcOnWKFStWUKlSJZycnOjWrZvR11QI8WQ+Pj60bt2akydPGpU/6d4McODAAZo2bUrRokVxc3PjpZdeMvQU37hxgx49elCsWDGKFSvGK6+8ws2bNw3HptyDhg4dioeHBx07djTc73/77TcqVqyIg4MDoaGhT7w/P27cuHFUrFiRIkWK4O3tzVtvvUVMTAwAU6dOZcmSJSxbtsxwf7p27Vqa3zU6nY7PP/+cihUr4uzsTJ06ddi0aZPhHCn7//7774ZztWjRosD2iot8TgmzCgwMVDVq1FBKKfXKK6+oF154Ic0+R44cUYC6f/++yTZ27typAJWYmKiUUmr8+PHK2tpazZo1SyUkJKjDhw8ra2trVbt2bbVnzx6l0+nUF198oVxdXdWDBw+UUkrNnz9fWVlZqcDAQBUdHa3+/fdfVadOHTVo0CCllFJ6vV4FBASoXr16qTt37qi4uDj1/vvvq8qVK6uEhASllFKDBw9WNWvWVNevX1fR0dEqMDBQWVlZqfnz5yullIqJiVHz5s1Td+/eVTqdTm3YsEHZ2tqqzZs3G95LmTJllLe3tzp69KghziJFiqjIyEillFJbtmxR9vb2avny5So+Pl7Fxsaqbdu2KaWUiouLU5UqVVIjR45U0dHR6v79+6pPnz6qefPm6V7/EiVKqHnz5im9Xq/i4+PVX3/9paKjo5VSSvXv319ZW1urH374QSUkJKgDBw4oV1dXtXjxYqWUUmFhYapo0aLqyy+/VHFxcSosLEw1a9bM6Jo1btxYtWnTRl29elXp9XoVEhKizpw5Y/g6NWzY0Ciey5cvK0A1aNBAXbt2TSUlJam4uDjVv39/1bt3b6N9mzRposaMGWPYBlSNGjXUpUuXVHx8vOrevbsqV66cCgwMVFFRUer27duqXLlyaurUqeleDyFE2p+tixcvqkqVKqlp06YZ7feke/Pp06eVvb29+vbbb9WDBw9UfHy82rlzp4qLi1NJSUmqRo0a6tVXX1X37t1Td+/eVd27d1e1a9dWSUlJSqlH96C5c+eqhIQE9eDBA8P9vlOnTio8PNzQ1pPuz4/fQxYuXGi4L50+fVqVL19ejR492lBv6p7z+O+aGTNmqJIlS6qjR4+qxMRE9euvvyobGxt19OhRo/179eql7t27p+7du6caNGig+vXrl9UvjRBZJgmvGUVERKhChQqp2bNnK6WU2r59uwLUiRMnjPb7559/FKCuXr1qsh1TCW+5cuWM9qlRo4Z6/fXXDdvh4eFG55o/f77SarXq3r17hn02btyobGxsVFJSkjp69KiysbExurEnJSUpe3t7tXfvXqXT6ZSdnZ1at26dof7evXtKo9EYEl5TOnTooEaMGGHYLlOmjJo4caJhOzo6WgHq4MGDSiml2rVrp4YPH26yrZUrV6oSJUoovV5vKPv3338VoK5fv27yGB8fHzVmzBj177//pqnr37+/qlWrllHZ+++/r5o2baqUUuqLL75Q9evXN6rft2+fsrW1VUlJSerIkSNKo9Go0NBQk+fOKOFN/UdASiyZSXgXLlxo2F6zZo0C1M2bNw1lb775purUqZPJeIQQyZo0aaLs7OyUs7OzKly4sAJU48aNVVRUlNF+T7o3Dx8+XLVr185k3V9//aU0Go2KiIgwlIWHhyuNRqMOHDiglEr+uX/8HpNyvz9//ryh7En355S2Hr+HpPbll18a3e8yk/BWrFhRzZo1y2ifDh06qDfeeMNo/9TX59tvv1XPPfdcunEIkVtkSIMZpTys1rt3bwBeeuklKlSokGZMWGRkJABubm6Zbrt48eJG24ULFzYqK1y4MAD37983lLm6uuLs7GzYLlu2LImJifz3338EBweTlJREqVKlcHFxwcXFBXd3dwCuX79OWFgY8fHxlC1b1nC8s7OzUczx8fGMGjXK8PGXi4sLmzZtIjQ01CjWEiVKpBvn5cuXqVSpksn3HBwczH///Yerq6shRj8/P+zs7Lh27ZrJY9atW8elS5eoXbs2FSpUYPz48UZjZlO/n5Tt69evG8539OhRw7lcXFxo27YtGo2G27dvc/nyZVxdXfHw8DB57ow8ft7MMvU1frws9ddcCGHaqFGjuHfvHtHR0YSGhlKsWDFatWpltM+T7s0Z3a+uX7+Om5sbrq6uhjJ3d3dcXV2N7lfp3QtSlz/p/mzKjz/+SK1atXB3d8fZ2ZkxY8akuRc/yfXr1ylfvrxRWYUKFdLcbx+/p8s9SJiDtbkDeFYppfjhhx9ISEigYsWKhvLIyEiWLFnC559/jpOTEwCnTp2iUqVKODo65mpMd+/eJTIy0pD0XrlyBRsbG4oVK4aXlxe2traEhYVhY2OT5li9Xo+dnR1XrlyhatWqhveSMh4W4Msvv2T9+vWsX78eX19ftFotHTt2RCmV6Rh9fHz4559/TNZ5eXlRpkwZQkJCMt2ev78/S5cuBeDEiRO0atWKUqVKMXjwYMM1SO3KlSuUKlXKcL5GjRqxY8eOdGO9e/cu4eHhFC1aNE29Vpv+35uP1xUpUoR///3XqCz1WD8hRO7x8PCgf//+tG/fnjt37hiSySfdmzO6X3l7e3P37l3u3r1rSHojIiK4e/cupUuXNuyX3n0idfmT7s+PO3DgAG+++SZbtmyhUaNG2NjYMHPmTL744osnnvfx9/D4/TYkJMQofiHyC+nhNZOtW7cSHBzMli1bOHHihOGV8lDEL7/8Yth38+bNdO7cOddj0mg0jBw5kgcPHnDz5k3Gjx9P3759sbKyolGjRlStWpWhQ4caegHu3r3LypUriYmJQavV0qdPHyZMmMCNGzd48OABI0eORKPRGNqPjIzEzs4ODw8P9Ho9K1asYMuWLU8V4zvvvMPcuXNZuXIlCQkJxMXFsX37dgC6dOlCYmIiH3/8saHnJTQ0lGXLlplsKyEhgfnz5xseanN2dsbKygpr60d/BwYFBfHzzz+TlJTE4cOH+emnnxgwYAAAAwYM4Pjx48yePZuYmBiUUly/fp01a9YAUKdOHRo0aMCAAQMMyerly5c5d+4ckPxL6tq1a8TFxT3xfdepU4edO3dy/vx5EhMTmTVrFpcvX36qayeEyJq7d++yaNEivL29DckuPPnePHToULZu3coPP/xAbGwsiYmJ7N69m/j4eOrVq0fVqlV58803iYqKIjIykuHDh1OjRg3q1q37VPE96f78uMjISKysrPDw8MDGxoZjx47x7bffGu3j5eVFSEhIhnPuDho0iBkzZnDixAmSkpJYvnw5GzduZNCgQU8VvxB5QRJeM/n+++9p3rw5L730El5eXoaXr68vgwYN4vvvvwcgLCyMP//8k+HDh+d6TF5eXvj7+1OxYkWqVq1K5cqVmTVrFgBWVlZs3boVBwcHnn/+eYoUKUL16tVZvXq1IamdOXMm/v7+hjb8/f3x8vIytD9q1Ci8vb0pU6YMJUqUYPv27XTq1OmpYmzZsiW//vor06ZNw8PDg1KlSvHjjz8Cyb2gBw4c4Nq1a/j7++Pk5ESDBg3Ys2dPuu39/vvv+Pn5UbhwYZo0aUJgYCD9+/c31Hfu3JmDBw9StGhRunbtyqhRowyzJZQuXZoDBw6wdetWypcvj4uLC61ateLUqVNA8h8Qa9eupXjx4rzwwgsUKVKEtm3bGj5ifOWVV6hUqRIlSpTAxcWFffv2pRtn7969efXVV2nQoAHe3t7cu3ePhg0bPtW1E0Jk3meffWaYoaBixYrExMQYzUCQmXtz1apV2bZtG7/++islSpSgWLFiTJo0Cb1ej5WVFRs2bCA+Pp4KFSrg6+tLUlIS69ate+p5bjNzf06tZcuWDBkyhICAAJydnfnoo4+M7nsAr7/+OgBFixbFxcXF5LCwESNGMHz4cLp164abmxvTp09n1apV1KlT56niFyIvaNTTfJ4s8tzbb7+Nq6srEydOzNXzLFiwgLFjx6b52PxZFhgYSFJSEosXLzZ3KEKIfCav7s1CiJwhY3jzua+//trcIQghhHiM3JuFsCwypEEIIYQQQhRoMqRBCCGEEEIUaNLDK4QQQgghCjRJeIUQQgghRIEmCa8QQgghhCjQJOEVQgghhBAF2jM5LZmXlxcPHjyQ5Q+FMINr165RuHBhbt++be5QxENyTxTCPOR+mHeeyYT3wYMHJCYmotPpiIiIMJS7ubk99Qo3lk6uQTK5Dsny4jokJiby4MGDHG1TZM+DBw+Ii08gKj4py23ok5KIjoo0bDs6OaO1zt6vmJu3I568U0aUHpX4aOlujY09aLL3waZnbFT2YgJ0ShGD3rDtgBYrEyuiZZajb7nsx5SkI/LeXcO2s4srVtbZ+9m/eS82W8crvY7EmPuGbRuHImi02YspJjLyyTs9idJDUsKjbWvbrH9fxadd+lnkjmcy4U3pxVi+fDlVq1Y1lO/cuRM/Pz9zhWUWZ86ceeavAch1SJEX1+FZvK75XenSpYmKT2LW6p1ZbuP6xQu816WpYXvi3BV4V6iUrbgGvjc7W8frosOIPjTHsF24Vh+sHD2y1ebowyuydTzALV0802OuGrbfdChFcSu7LLfXds/hbMcUfP4c7Zo8b9hetOoPfJ+rnK02X/vl72wd/+D2ZY5/OdCw7f/GlxT2KputNg8tXZSt4wFU7F2SLqwxbFtXaI2mkGuW2ko8v5rSpUtkOybxZDKGVwghhBBCFGiS8AohhBBCiAJNEl4hhBBCCFGgScIrhBBCCCEKNEl4hRBCCCFEgfZMztKQwsPDg/HjxxttP2vkGiST65BMroPIKidXd7oPGWG0bW4aWwfsyjY22s4PHDVWtLJ1M9o2Nzf3orw5arTRtrnZOLrg3byf0Xa+YG2PtlgNo22R/2mUUsrcQeS1lGmRzpw5Y+ZIhHj2yM9f/uPn55ftaclyQ3anJcsNE3NgWrKc1vZi9qb/yi3ZnZYsN+TEtGQ5KfH8aqqUKyH3wzwgQxqEEEIIIUSBJgmvEEIIIYQo0CThFUIIIYQQBZokvEIIIYQQokCThFcIIYQQ4glUXGS26oV5ScIrhBBCCJEB3a3jJF1Ygz7yusl6feR1ki6sQXfreB5HJjJLEl4hhBBCiHSouEj0oSdB6dFd2ZEm6dVHXkd3ZQcoPfrQk9LTm09JwiuEEFkUHh7OW2+9hbe3N05OTvj5+fHZZ5+h0+nMHZoQIodo7J2x8mkKGm2apDd1sotGi5VPUzT2zmaOWJgiCa8QQmRBaGgoL7zwAnFxcRw6dIioqCiWLl3Kvn370Got79aqT0ri+sULJl+Rd8LNHZ4QZqV19k6T9Oqu/5Um2dU6e5s8XiXGomLvpnmh18kfyHnkmV5aWAghsurNN9+kVq1a/PTTT4ay6tWrs27dOjNGlXXRUZG816WpybruQ0bwyrCReRyREPmL1tkbfJo+Gr5w50JyxROSXQB9+Hn0/50wWRcREZEL0YrHScIrhBBPKSQkhJUrV3L27FlzhyKEyENaZ2+Um++jZBfQuvlmmOyK/MHyPncTQggz2759O76+vlSqVMlk/a5duyhTpgwBAQG0b9+emJiYHDnvtm3bmDBhQqb23b17N/Xr16dRo0a89957OXJ+IZ51+sjr6COCjcsigtOdvSG/+/7776lVqxY2NjYZ3lv0ej3vvvsuLi4uFCtWjJkzZ+ZdkDkk3/Xwfv/99/z000+cOnWKMWPGGL4Af/zxB1OmTOHMmTMULlyYV199lenTp2NjYwMk97j069eP48eP89xzzzF//nyqV69uxncihCioQkNDKVWqVIb79O3bl8mTJzNjxgyWL19OYGBg3gT3UIUKFdi9ezd2dnb07t2bU6dO4e/vn+7+jk7OTJy7wmSdk6t7boUphMV4/AE1rZtvcvL7cEwvGQxr0BZ9Dq2LT5rypMvbcXNzy3ZsoaGhhIWFmazz8PDA09PTZF3x4sWZMGECS5cuzbD9H374gV27dvHPP/8QGRlJQEAA1apVo1mzZtmOPa/ku4Q3vYsfFRXFhAkTaNy4MdHR0XTp0oXPP/+cjz76CICePXvSpk0btm/fzvz58+ncuTP//PMP1tam36JOp+PMmTMm6zL65hBCZE56N+D4+Ph0fy4tRenSpbl+PXM9Ov7+/hw5coSgoCBef/11HBwcaNq0KWPHjmXYsGFcuHABBwcHlixZwvHjx9m2bRuTJ09m27Zt7Nu3jzFjxvDqq69y//59PD09qVChAjqdjv79+3P9+nWcnZ1ZvHgxTk5ORuctWbKk4f/W1tZYWVllGKfW2hrvCqZ7rIV41pmajUHr7I3GydtQnlHSq7EpBDaF0jastXriz2Z6OnToQEhICABhYWHpJrwVK1bkwoULJus6deoEwMaNGzM816JFixg1ahSenp54enoyePBgFi5caFEJb74b0tCpUyc6dOiAi4uLUXnPnj1p2bIlhQoVwsPDg759+3LgwAEALly4wNmzZ/noo4+wt7dn6NCh6PV69u7dm+55IiIiqFq1qsnX7Nmzc/MtCvFMmD17tsmfr5CQEIt/SKN9+/ZERkYyZcoUYmJi0Ov1HDlyxOTQgX379uHr68u2bdt477332LlzJ2PGjGHDhg14e3uzY8cO3njjDebMmWPyXGvWrKF69eps2bKFihUrArB69WpDD27Hjh2NHpx73PHjxwkPD6dKlSo58+aFeMaouMh0Z2MwNXtDXs3DGxISwtlz5zl36SZhd++nu9/du3ezfa6zZ89SrVo1w7a/v3+6nYb5Vb5LeDNrz549+Pn5AclfiIoVK2JnZ2eot8QvhhDCMri6urJ9+3b27dtH6dKlKVq0KMOHDzcaMrBo0SICAgIIDQ2lS5cuBAYG8tdff9G7d2+2bNnCuXPnWLZsGQEBAUyfPp07d+6g0WgMxyulgORfarVr1wYw/Hvx4kXq1q0LwPPPP8/FixdNxhkaGsrbb7/NvHnzcuU6CPEs0Ng7o/Wslu5sDKmTXq1ntTydh1dj54xt1Vew8vDL1fNER0cbfYrk5OREdHR0rp4zp1nk54orV65k+/btBAUFAWm/EGCZXwwhhOXw8/Nj06ZN6danjOFN4eDgwNdff01CQgINGzZkzJgx9OvXj5Ejk6f7SkxM5OzZs9y8eRPAcH8rV64cx48fp127dhw/nrxsaYUKFTh8+DDt2rXj0KFDlC9fHoAbN24YhjLEx8fTq1cvZs2aRbFixXL+AgjxDLEqXhOta7l0k1mtszeaSp3yftEJDWi0Vlh7+WPl7pumOjF4Y46MEXZ0dCQqKsqwHRUVhaOjY7bbzUsWl/Du3LmToUOHsnHjRsM428e/EPDkL4abmxs7d+40Wefh4ZFzAQvxjBo2bBjdu3dPU96xY0eLH8ObFUuXLuWXX34hJiaGvn370rFjR4YPH07Tpk1RSvHee+/Rvn17QkNDad26NWXKlKF48eJ07tyZHj160KJFC7y9vSldujSdOnVi1apVNGnShCJFirBkyRKSkpIIDAxk69atACxcuJBTp04ZEupPP/2UF154wZyXQAiL9qRk1jwrrGnQ2tiCja3J2kTtk8fvZ0aVKlU4deqUYVjD6dOnDZ+yWwqL+q1z6NAhevTowYoVK6hTp46hvEqVKgQHBxMfH28Y1nD69GlGjBiRbltWVlYW98USwpKkPNzwuNRDjwqqgIAAAgICjMoGDhzIwIEDjcpMPS+wYcOGNGWrV69OU/b4g72HDx+mZ8+ehu3BgwczePDgpwlbCGFhNBoNWm36CW3qYVKmJCUlkZSUhE6nIykpibi4OGxsbNIkyX369GHGjBm0bNmSyMhIfvrpJ3755ZcceQ95Jd+N4U254Kkvvk6n49SpU7Rv3565c+em+UVSqVIlKleuzLRp04iPj2fOnDloNBoaN25snjchhBB5rF69erz22mvmDkMIkac0aK1t031Bxgnv5MmTKVSoED///DNTpkyhUKFCLFq0iL179xp9Sj506FCaNGmCr68vDRo0YMSIERY1QwPkwx7eyZMnM3HiRMP2lClTmD9/Prt37+bOnTv06tXLUNe4cWPDGLqlS5fSv39/pk2bxnPPPceqVaueyY9NhRBCCPGM0IBGm0HfZcb5LhMmTEh3wYnUz0FptVpmzZrFrFmznj7GfCLfZYTpXfzAwEDmz5+f7nEVKlRg//79uRiZEEIIIUR+onnYk5t+vUiW7xJeIYQQQgjxZBqNBk02xvA+SyThFUIIIYSwUJocmIXhWSAJrxBCCCGEJdI8YUiD9PAaSMIrhBBCCGGRMp6WTMbwPiIJrxBCCCGEBdI8oYdXxvA+IgmvEEIIIYSFyuihNfGIJLxCCCGEEJZIxvBmmiS8QgghSEjSExz+wNxhGClTp4G5Q0ij0uU/zB1CGmVs8tfXLcWhpYvMHUIaz/fqa+4QjBz7Ykc2W9A8YZYGSXhTSMIrhBBCCGGBNJqMhzRIB+8jkvAKIYQQQlgkWWktsyThFUIIIYSwRBrQajNIaiXfNZCEVwghhBDCAmnQoLXSZlgvkknCK4QQQghhiaSHN9Mk4RVCCCGEsFBa6/R7eMUjkvAKIYQQQlggDaDNYCoG6eB9RBJeIYQQQghLpAGNDGnIFEl4hRBCCCEskgarDIc0SMabQhJeIYQQQghLpAGN5LuZIgmvEEIIIYQF0gBWGU5LJlLIo31CCCGEyDdUXGS26p8pD8fwpveSjPcRSXiFEEIIkS/obh0n6cIa9JHXTdbrI6+TdGENulvH8ziy/EmDBisrbbovWXjiEUl4hRBCCGF2Ki4SfehJUHp0V3akSXr1kdfRXdkBSo8+9KT09D6UYQ+vMJCEVwghsiA8PJy33noLb29vnJyc8PPz47PPPkOn05k7NCEsksbeGSufpslPYT2W9KZOdtFosfJpisbe2cwR5wMypCHT5KE1IYR4SqGhoTRs2JCAgAAOHTpEiRIlCAoK4uOPP+Z///ufucPLEr1Ox3+Xg03WFXZxw9HVPY8jEs8irbM3+DQ1JLe6KztQbr7oI4KNkl2ts7e5Q30qCdF3SYy+l6Zcn5SY7T+SM3poTTwiCa8QQjylN998k1q1avHTTz8ZyqpXr866devMGFX2xN6PZNbAdibrmvV7k+aBb+dxROJZ9XjSq79zIbnCQpNdgFt/reX6toUm6yK0HlluV/OEackyWITtmSMJrxBCPIWQkBBWrlzJ2bNnzR2KEAWW1tk7uWc3JdkFtG6+Fpns5i5ZeCKzpB9cCCGewvbt2/H19aVSpUom63ft2kWZMmUICAigffv2xMTE5Mh5t23bxoQJEzK1b3x8PPXr18fR0ZGLFy/myPmFyEv6yOvJwxhSl0UEpzt7w7NMo9Gk+xKPSA+vEEI8hdDQUEqVKpXhPn379mXy5MnMmDGD5cuXExgYmDfBPWRjY8PatWv54IMPMn1MoSLODP5ykcm6wi5uORWaEE/0+ANq2lRjeHVXdoAFDmso3qAjRas1SVN+7pePcXMrkuV2NRoy7OGVnPcRSXiFEOIplC5dmuvXM9fL5O/vz5EjRwgKCuL111/HwcGBpk2bMnbsWIYNG8aFCxdwcHBgyZIlHD9+nG3btjF58mS2bdvGvn37GDNmDK+++ir379/H09OTChUqoNPp6N+/P9evX8fZ2ZnFixfj5ORkdF6tVkuxYsWe6n1prawoVtb3qY4RIqeZmo1B6+yNxsnb6EE2S0t6bR1dsXV0TVOutbbBysoqW21byfRjmSJDGoQQ4im0b9+eyMhIpkyZQkxMDHq9niNHjvDee++l2Xffvn34+vqybds23nvvPXbu3MmYMWPYsGED3t7e7NixgzfeeIM5c+aYPNeaNWuoXr06W7ZsoWLFigCsXr2aChUqsHv3bjp27Gj04JwQlkzFRZpMdiF5TO/jU5bJPLwPe3i1mnRf0sP7iCS8QgjxFFxdXdm+fTv79u2jdOnSFC1alOHDh+Pv72/YZ9GiRQQEBBAaGkqXLl0IDAzkr7/+onfv3mzZsoVz586xbNkyAgICmD59Onfu3DEab6eUApIfkKtduzaA4d+LFy9St25dAJ5//nkZoysKDI29M1rPaunOxpA66dV6VpN5eEleac3WWpvuS1Zae0SGNAghxFPy8/Nj06ZN6danjOFN4eDgwNdff01CQgINGzZkzJgx9OvXj5EjRwKQmJjI2bNnuXnzJgBBQUEAlCtXjuPHj9OuXTuOH09eSrVChQocPnyYdu3acejQIcqXLw/AjRs3KFmyZK68XyHyilXxmmhdy6WbzGqdvdFU6iTJbgrNE4Y0SL5rID28QgiRy5YuXcqLL75IgwYN6NOnDx07diQkJISmTZvy0ksvsWnTJqpVq0ZoaCitW7cmODj56fTOnTtz9OhRWrRowaVLlwDo1KkTwcHBNGnShNWrVzN48GCSkpLSPBjXqVMntmzZQv/+/VmxYkVev2UhsuxJyawku49oADtrbbovyXcfkR5eIYTIQQEBAQQEBBiVDRw4kIEDBxqVzZ49O82xGzZsSFO2evXqNGVLly412j58+DA9e/Y0KluzZk0mIxZCWCrNE3p4MzOGNywsjMDAQHbt2kWpUqWYPXs2zZo1S7NfYGAgv/76KzY2NgCUKVOGM2fOZDn2vCYJrxBCWLh69epRr149c4chhMhjyWN405/lITNjeIcPH46XlxdhYWFs27aNHj16EBwcjJtb2ukIP/74Y8aOHZutmM1FEl4hhBBCCEv0sIc3NjKC2Ki7aap1SQnodDbpHh4dHc2aNWu4dOkSDg4OdOjQAX9/f9auXcuAAQNyM/I8JwmvEEIIIYQF0pCc8J7bupyjK340uU+E3iPd44ODg3F0dDRaTMff3z/doQozZ85k5syZVKpUiU8//ZQmTdIuppFfyUNrQgghhBAWSKPRYGulxSqLE+5GR0enWbjGycmJ6OjoNPu+8847XLx4kVu3bjF8+HA6dOjA1atXs3Rec5CEVwghhBDCQllpNWizmPA6OjoSFRVlVBYVFYWjo2OafWvWrImrqyu2trb07t2bF154gS1btmTpvOYgQxqEEEIIISyQVpM8LVnd9j3xe7F1mvqVn7yJm7NDusf7+voSHR1tNI/36dOn6dev35PPrdUaFsmxBNLDK4QQQghhoay0GpzciuJV1jfNy9rWFiur9GdxcHR0pGPHjowfP57Y2Fg2bNjAyZMn6dixY5p9V65cyYMHD0hKSmLZsmXs3buX5s2b5+Zby1GS8AohhBBCWCCN5glLC2diqMPs2bO5efMm7u7ujBgxgmXLluHm5saSJUvw8/Mz7Ddz5kxKlCiBu7s7X375JWvWrKFcuXK5+fZylAxpEEIIIYSwQCmzNGRU/yQeHh5s3LgxTXnv3r3p3bu3YXvfvn1ZiDD/kIRXCCGEEMICaTRga53+h/VZfJatQJKEVwghBFExCfy+65K5wzCy7aMAc4eQhlvg1+YOIY1CTT8ydwgmRe+Yau4Q0riaWNjcIRhpO7dQttvIqIdXPCIJrxBCCCGEBdKgecKQBkmGU0jCK4QQQghhgTQasLWSIQ2ZIQmvEEIIIYSFyuqiE88aSXiFEEIIISyQBrCxyt4sDfnRpUuXOHr0KPfv3zcqf+2117LcpiS8QgghhBCWSANWGfXwWmDG+8MPP/Dmm2/i5uZG4cKPHjLUaDSS8AohhBBCPGs0aLApYA+tffrppyxfvpwuXbrkaLuS8AohhBBCWChtAZuWLDIyMseTXZClhYUQQgghLJKG5IfW0ntZYircrl07du/enePtSg+vEEIIIYQF0mjIeEiDBWa8Hh4edOrUia5du1KiRAmjukmTJmW5XUl4hRBCCCEsVEFbaS0oKIgaNWoQEhJCSEiIoVyTzexdEl4hhBBCCAuk4Qk9vHkXSo7ZuXNnrrRrcWN4T5w4QcOGDXFycqJcuXL8/PPPAOj1et59911cXFwoVqwYM2fONHOkQgghhBC5KIPxu1qNxjLHNDwUGhrK33//TWhoaI60Z3E9vH379qV79+7s3buXEydO0KRJExo2bMjOnTvZtWsX//zzD5GRkQQEBFCtWjWaNWtmsh2dTseZM2dM1nl4eODp6Zmbb0OIAi80NJSwsLA05fHx8VhbW9ytR4gCScVForF3znK9MK+CuPBEVFQU/fv3Z+3atUDyUIYOHTqwYMECnJ2z/r2YpR7e+Ph45s6dS7t27fD09MTGxgZPT0/atm3LTz/9RFxcXJYDepIrV67Qs2dPtFottWrVonLlypw/f55FixYxatQoPD098fX1ZfDgwSxcuDDddiIiIqhatarJ1+zZs3MtfiGeFbNnzzb58xUSEkJERIS5wxPimae7dZykC2vQR143Wa+PvE7ShTXobh3P48hEZmlIXngivZclJrzvv/8+d+/e5dixY0RFRXH06FEiIyP54IMPstXuUye8v/zyC2XKlGHOnDnUqVOH77//nk2bNvH9999Tr1495s6di4+PT4bJZna89dZbLF68mKSkJA4fPsy1a9eoX78+Z8+epVq1aob9/P390+3BFUIISxMeHs5bb72Ft7c3Tk5O+Pn58dlnn6HT6cwdmrBAKi4SfehJUHp0V3akSXr1kdfRXdkBSo8+9CQqLtJMkYoMaTKelswSM96NGzeybNkyatSogaOjIzVq1GDp0qX88ccf2Wr3qRPelStXsmXLFg4dOsTEiRPp2rUrzZs3p2vXrkyYMIGDBw+yZcsWVq5cma3A0tOmTRsWLlyIvb09DRo0YPr06RQvXpzo6GicnJwM+zk5OREdHZ0rMQghRF4KDQ3lhRdeIC4ujkOHDhEVFcXSpUvZt28fWq3FPYoh8gGNvTNWPk1Bo02T9KZOdtFosfJpKsMa8qmUIQ3pvSww3yU2NhYXFxejMhcXF2JjY7PV7lMPpFu3bt0T96lWrZph7EVOioiIoF27dsybN4/OnTtz5swZWrdujb+/P46OjkRFRRn2jYqKwtHRMd223Nzc0n0S0MPDI8djF+JZM2zYMLp3756mvGPHjjKG9ym9+eab1KpVi59++slQVr169UzdjzNL6fXEhl4xWWdd2AWbwi45di6RP2idvcGnqSG51V3ZgXLzRR8RbJTsap29zR2qxbsTFkbEnfA05Qnx8VjZ2WarbSsLfjDNlLp16/Lxxx8zbdo0tFoter2eCRMmUKdOnWy1m63fOjt37mTTpk08ePCA5557jl69euHu7s6wYcNyZRxsSEgIhQsXplu3bkByYt2gQQN2795NlSpVOHXqlGFYw+nTp/Hz80u3LSsrqwzrhRDZ4+npafLhTzs7OzNEY7lCQkJYuXIlZ8+ezdXz6GLvc/aHISbrir/YmxIBfXP1/MI8Hk969XcuJFdIspujliz4iW9nTDNZl51ONo1Gk/FDaxaYDH/55Zc0b97cMIT22rVrWFtbs3Xr1my1m+XPwgIDA2nevDmrVq3i8OHDjBkzhsqVK7Nnzx4WL16craDSU7FiRWJiYli7di1KKc6ePcvevXvx9/enT58+zJgxg7CwMC5evMhPP/1Ev379ciUOIYTIK9u3b8fX15dKlSqZrN+1axdlypShWbNmBAQEGO6/u3btYuzYsXkZqrBQWmdvtG6+xmVuvpLsWogMx/BaoOeee47z588za9YsunfvzqxZszh37hyVK1fOVrtZ6uH94Ycf2LVrF4cOHTJ0McfExPDFF1/QoUMH4uPjsxVUepydnVm+fDkffPABffr0wc3NjREjRtC8eXOaNm1KcHAwvr6+2NraMnr06HSnJBNCCEsRGhpKqVKlMtynb9++TJ48mbi4OLp27ZpuciyEKfrI68nDGFKXRQSjcfKWpDefS5mlIaN6S+To6EjPnj1ztM0sJbxz5szhxx9/NBpP4eDgwMcff4yDgwP/+9//cizAx7Vq1YpWrVqlKddqtcyaNYtZs2bl2rmFECKvlS5dmuvXTU8b9Th7e3tGjRrFunXrnvoPfqtCRajYb7rJOmsZv1tgPf6AmjbVGF7dlR0gwxpyRO/AwbRp3zlN+dD+r1Iom2N4LbQj18iUKVMYM2YMAOPGjUt3v0mTJmX5HFlKeIODg3nppZdM1o0YMYK6detmOSAhhBCPtG/fnvfff58pU6bw3nvvYW9vz9GjR1m6dKnJFSVLlCjB7du3n/o8Gq2WQp4+ORCxsBSmZmPQOnujcfI2epBNkt7sc/fwwN3EWF1bOzusrLI300oGKwtbjP379xv+v3fvXpP7ZHc8cpYSXq1WS1xcHLa2af8qSUxM5OrVq9kKSgghRDJXV1e2b9/OqFGjmDlzJnq9ngoVKjBkiOkHzG7cuEHx4sXzOEphaVRcpMlkF0zP3qCp1EmmJsuHNJonDGmwkGR448aNhv+nN4NWdmXpz4q6deuydOlSk3UjRowgMDAwOzEJIYRIxc/Pj02bNhEeHk5ERASHDx/mtddeS7NfXFwcM2fOpEOHDmaIUlgSjb0zWs9q6c7GoHX2NszTq/WsJsluPqbRpP+yRMOGDTNZ/uabb2ar3SwlvB988AGjRo1i1qxZ3Lx5k9jYWA4ePEjHjh3ZunWrTDskhBB5aNGiRTRr1ozWrVvzyiuvGJ6vWLJkCc2bN6d58+Zs2LDBzFGK/MaqeE2sK3VKd7iC1tkb60qdsCpeM48jE5mV/NBa+i9LzHnTm+krvY7WzMrSkIYWLVrwzTff8O677zJy5EgAlFK8+OKL7Nixg+eeey5bQQkhhMicgIAAk8PIAgICuHz5shkiEpbkST230rOb/1nq9GOPu3TpEpCcT16+fBmllKHuwoUL2NvbZ6v9LC88MWDAALp168a+ffuIioriueeeo3r16gB89NFH2QpKCCGEEEJkLKWHN6N6S1GhQgXDg2kVKlQwlCulsLKyYurUqdlqP1srrRUpUoQ2bdqkKf/www+z06wQQgghhMgES1xNzZSUXt2qVaty5swZQ7lWq8XDwyPbPbxPPYa3Ro0arF+/3qirOTWlFOvWraNmTRnzI4QQQgiRazTJ05Kl97KkLt4yZcrg4+NDdHQ0ZcqUMby8vb2znexCFnp4v/vuO95++22GDh1Ks2bNqFq1Ks7OzkRGRnLmzBm2b9+Op6cn3377bbaDE0IIIYQQphWkIQ2phYeHc+jQIUJDQ406WE3NTpNZT53wNmzYkKNHj7Jz505WrVrFqlWriIiIwM3Njdq1a/PLL7/QtGnTLAckhBBCCCEyQ/OEIQ2Wl/Lu3LmTzp07o9FouH//PkWKFCE6Ohpvb++8TXhTvPTSS+mutiaEEEIIIXJfRj28lujDDz9kxIgRjBs3DldXV+7evcvo0aPx9s7ean/ZemhNCCGEEEKYh4aMlxa2xFz4woULhuWFU4YzfPzxx1StWpXhw4dnud3sLeAshBBCCCHMQwNWWk26r8xkvGFhYbRr147ChQtTqVIltm/fbnK/2NhY+vTpQ5EiRShdujS//vprDr+ZZDY2NoZE19nZmfDwcGxtbQkLC8tWu9LDK4QQQghhoTRAWGgo4eHhaeri4+KxtbXJ8Pjhw4fj5eVFWFgY27Zto0ePHgQHB+Pm5ma03/jx4wkPD+fGjRucPXuWNm3aUKtWLSpVqpSTb4dq1aqxd+9emjVrRoMGDXjzzTdxdHTM9qJmkvAKIYQQQlig5CENGn7+6SemTp1ich8PD490j4+OjmbNmjVcunQJBwcHOnTogL+/P2vXrmXAgAFG+y5atIgVK1bg5ORE/fr16dixI0uXLmXixIk5+Zb46quvDP//7LPPGDx4MFevXuX777/PVruS8AohhMDHOoZtJXebOwwjX3gOM3cIaUyv3MTcIaQR++uAJ+9kBlvrpF2YytwuhMWYOwQj0Q+u4PZchSfvmAEtCg2m10Z4kuDgYBwdHSlVqpShzN/f32jhB4C7d+9y+/ZtqlWrZrTfgQMHshZ0Bvz8/Az/9/b2ZvPmzTnS7lMnvKtWraJBgwZ4eXnlSABCCCGEECIrFCh98r9ZEB0djZOTk1GZk5MTd+7cSbMfJK+wm3q/lPLsunTpUqb2K1euXJbP8dQJ7+7du/nggw/w9/fnjTfeoFWrVlk+uRBCCCGEyCIFGn0Sbwx6ja6dOqSp7vZKL2xsbdM93NHRkaioKKOyqKgoHB0d0+wHcP/+fUOCbGq/rKpQoUKG8wkrpdBoNOh0uiyf46kT3hdffJEPP/yQmJgYtm/fzsSJExk/fnyWAxBCCCGEEFmkFJ5Fi+JZtGiaKjs7OzTa9Cfk8vX1JTo6mhs3blCyZEkATp8+Tb9+/Yz2c3V1xcvLi1OnTtGwYUPDfqmHH2TH5cuXc6SdjDx1wrtnzx4+/PBDqlatyhtvvMHgwYNzIy4hhBBCCJEhhUaflGF9RhwdHenYsSPjx4/nm2++Yfv27Zw8eZKOHTum2bdPnz5MnjyZ5cuXc+7cOdauXZtjY3jLlCmTI+1k5Knn4f3qq6/4559/mDFjBteuXcvxp/OEEEIIIUQmKX36r0yYPXs2N2/exN3dnREjRrBs2TLc3NxYsmSJUQ/upEmTcHNzo3jx4nTt2pVvv/02x6ckS/Hrr7/SokULw0Nye/fuZc2aNdlqM0uzNPzxxx+0a9cuW4OHhRBCCCFENiiVcWKrnvwwm4eHBxs3bkxT3rt3b3r37m3YLlSoEEuWLMlSmE/jm2++YcaMGbzxxhtMnz4dADc3Nz744AM6deqU5XaztNJa+/btGTJkSJZPKoQQQgghcoAuKf2XBfr222/ZtGkTH330EdqH44+fe+45/vnnn2y1m6WE18bGhpUrV/L++++brG/ZsmW2ghJCCCGEEE+i0Ch9uq+sTldmTmFhYVSpUgXAaOYGlYne6oxkKeG1s7Nj8+bN/Pjjj0yZknZlj4MHD2YrKCGEEEII8QQK0OvSf1levkvFihXZtWuXUdnu3bupXLlyttrN8kprtWvXZt26dbRt2xYXFxeGDx+erUCEEEIIIcTTeMIYXgvMeMeNG0fnzp0ZNmwYCQkJTJ48mW+++YZFixZlq90s9fCmaNKkCStWrGDkyJHZDkQIIYQQQmSehuSFJ9J9mTvALGjbti2rVq3i9OnTlC5dmh07djBnzpxsD5fNcg9v6sB++eUX+vfvT5EiRejUqVO2x1kIIYQQQognKVg9vImJibzzzjt8+eWXvPTSSznadpZ6eB9PaF955RW++eYbevXqxdatWzNcHk4IIYR4Fqm4yGzVC2FSNufhzU9sbGz47bffsLe3z/G2s9TDO3/+/DRlgwcPJioqis6dO5OQkJDtwIQQQoiCQnfrOPrQk1j5NEXr7J2mXh95Hd2VHWg9q2FVvKYZIhQWSSk0GU0/ZoGfuLdq1Yo///yTVq1a5Wi7WUp4u3XrZrJ85MiRREZGMnny5GwFJYQQQhQUKi4SfehJUHp0V3bAY0lvSrKL0qMPPYnWtRwae2czRiwsigUmtRkpWrQo3bp1o0OHDpQtW9YwFy8kr/aWVdkew/u4SZMm0aVLl5xuVgghLN6VK1coW7YshQsXRimFj48Ps2fPpkmTJuYOTeQijb0zVj5NDUlt6qQ3dbKLRouVT1NJdsVTUGj0GS0wYXnJ8OnTp6lTpw43b97k5s2bhvLsDpfNkYS3adOmrF27liJFigBQo0aNnGhWCCEKlKCgIPz8/Dh9+jRKKcaMGcPrr7/OhQsXzB0aSXo9526Gmawr6uiAh1PhPI6oYNE6e8NjSa9y80UfEWyU7Joa7iAs3319EtFKl6Y8USl0urTlmaZ4wtLCWW/aHHQ6HdOnT6dGjRrY2trmaNs5kvDu2rWLxMTEnGhKCCEKrKCgIGrWTB6fqdFoaNiwIT/++KOZo0p290EcDSb+bLLug5cbMbp94zyOqOB5POnV33n4h44kuwXevsR7/JkQYbJOG2G6PHMU6DLKvywr47WysuKll14iOjo6x9vO1jy8QgghMi8oKIhatWoBcOPGDaZPn0737t3NHJXIS1pnb7RuvsZlbr6S7IqsUaD0+nRfFpbvAuDr68utW7dyvN0cH8MrhBDCtKCgILZs2cLHH3/MgwcPGDJkCF999ZWhfteuXUyYMAG9Xk+RIkVISEggMTGR48ePG3qGH19yE+DPP/9kypQpaLVaatSowYwZM7C2ltt7fqSPvJ48jCF1WUQwGidvSXpFFqjkJYQzqrcwb7/9Nq+88grjx4/Hx8fH6KG1cuXKZblduSMKIUQeiI6O5tKlS0RERODk5MSMGTP49ddfDePUwsPDGTduHBs2bMDJyYkrV66glKJs2bI0atTIZKKbctzkyZPZtGkTjo6OfPbZZ/zwww+8+eabTxWfa2F71o/sZbKuqKPDU7UlTHv8ATVtqjG8pmZvEAVHIxsXalgXSVP+c+xN3Nzcst6wUqjEDKaCtcAZHAYNGgRAy5YtDQ+qKaXQaDTZGu8sCa8QQuSBkydPUqJECVxcXAB45513mDx5MidPnqRatWps3LiRvn374uTkBICPj0+m2v3jjz/o168fjo6Ohnbbtm371AmvtVZL5RIeT3WMyDxTszFonb3ROHmbnL1BFCxFtNYUMZFy2Wg0WFlZZa9xveUtMJGRy5cv50q7OZLwyspqQgiRsZQZGlLY2dkREBDAhg0bqFatGjdv3sTf3/+p271165bRcXZ2drL4Tz6j4iJNJrtgevYGTaVOMjWZyBSlFCop/Z93pRSWlqGVKVMmV9rNkYfWHl9qWAghhLGgoCCqVq1qVNaqVSs2bNgAQIkSJbhx48ZTt1u8eHGjuSrj4+MNwyTWr1/Pp59+yjvvvJONyEV2aeyd0XpWS3c2Bq2zN1Y+TZOHOXhWk2RXPB29Pv2XhVq3bh1t27alatWqtG3blrVr12a7zRxJePv3758r6x4LIURB8cMPP/DFF18YlQ0fPpy//voLgLZt27J48WKioqIAuHbtWrof7aVOjNu0acPChQt58OABAF999RUdO3YEoH379nz44YfExcXl+PsRT8eqeE2sK3VKd7iC1tkb60qdZFlh8XQe9vCm97LEMbwLFy6kd+/eVKxYkSFDhlCxYkX69evHL7/8kq12c2RIw/z583OiGSGEeGYVLVqUSZMm0aFDB/R6PU5OTsyZMyfNfklJSQQGBrJ161YAPD09+fDDD2nVqhVWVlZUr17dKLGeNm0aAwcOzLP3IdL3pJ5b6dkVT089oSfX8hLeGTNmsGbNGpo1a2Yo69ChA++88w79+/fPcrvy0JoQQuQTAQEBJmdj2Ldvn+H/x44do2fPnkb1bdu2pW3btmmOmzp1Kv/88w/29vbUrVtXnrcQoqBRoDKaucDy8l2uXbtG06ZNjcoCAgK4du1attqVhFcIISxIvXr1qFevXqb2/eijj3I5GiGEeSnI4KE1S8x4vb292b17NwEBAYayvXv3UqpUqWy1KwmvEEIIIYQlerjSWkb1lmbkyJF07NiRQYMGUb58eUJCQpg3b16aZyCeliS8QgghhBAWqeD18AYGBlKkSBF++uknNm/ejLe3Nz/99BPdunXLVruS8AohhBBCWCKlntDDa3kJ76JFi/D392fz5s2GsuPHj7NkyRJ69+6d5XZzZFoyIYQQQgiR1x728Kb3ssAe3okTJ+Ll5WVUVrx4ccaPH5+tdqWHVwghhBDCEhXAWRpCQ0PTJLxeXl78999/2WpXeniFEEIIISySgqTE9F8WmPEWL16cf/75x6jsn3/+wdPTM1vtSsIrhBBCCGGBlFIovS79lwWO4e3evTv9+vXj+PHjPHjwgOPHjxMYGEiPHj2y1a4MaRBCCCGEsFAZPrRmgcaOHcuVK1eoXbu2YbGcnj17Mm7cuGy1KwmvEEIIIYQlUgp9QlKG9ZbG3t6exYsX89VXX3H58mV8fHwoWrRottuVhFcIIQRxju6cbTnS3GEYmV75trlDSOODc7vNHUIaESW+NXcIJn3QfYq5Q0jj6t9/mTsEI/cP/ohbNtsoaD28Kdzd3XF3d8+x9iThFUIIIYSwQOoJPbyWOIY3t0jCK4QQQghhiRToC9i0ZLnFImdpOHDgAFqtlsmTJxvKpk2bhoeHB25ubrz//vvyV40QQgghCjal0CcmpfuyxDG8ucXienj1ej3vvfcedevWNZRt3LiR7777joMHD1K4cGFatGhBpUqVGDhwYLrt6HQ6zpw5Y7LOw8Mj2/O9CfGsCw0NJSwsLE15fHw81tYWd+sRQoh8SelydwzvkSNHGDhwIBcvXqRu3bosXLiQMmXKmNzXx8eH0NBQtNrk/tQ+ffrwww8/5Gp8mWVxv3XmzJnD888/T2RkpKFs0aJFvPHGG5QvXx6AkSNHMn/+/AwT3oiICKpWrWqybvz48UyYMCFH4xbiWTN79mwmTpxoss7DwyOPoxFCiIJHqeSH1sKiY7gTHZumPj4xCbuMhjw8QXx8PF26dGH8+PH06dOHTz75hD59+rB37950j9myZQuNGjXK8jlzi0UlvHfu3GHWrFkcPHiQd99911B+9uxZevbsadj29/dPt/dWCCGEEKJAUApdQhLz9wXx5c6jJnfxsLLLcvO7du3Czs6OQYMGATBmzBhmzpzJ5cuXKVu2bJbbNQeLGsM7ZswY3n33XVxcXIzKo6OjcXJyMmw7OTkRHR2dx9EJIYQQQuQtpdOj9LkzVvfs2bNUq1bNsO3g4ED58uUz7FTs1q0bxYoVo3Pnzly9ejVX4soKi+nhPX78OEeOHOG7775LU+fo6EhUVJRhOyoqCkdHxwzbc3NzY+fOnSbr5ONWIbJv2LBhdO/ePU15x44dZQyvEELkAPXwobXcmov38Q5FyLhTcenSpdSqVYuEhAQ+/vhjOnbsyLFjxwxjes3JYn7r7N69mwsXLlCyZEkAIiMjsba2JiQkhCpVqnDq1Ck6dOgAwOnTp/Hz88uwPSsrqyfuI0SuWrECOnUCGxvT9YmJsGYNmEgaLYGnp6fJhz/t7LL+8ZoQQghjSqenb41KtKuY9kGyQSt3YO+W/tIWjRo1Yv/+/SbrxowZg7u7u1GHImTcqdigQQMgebW0L7/8EmdnZ0JCQvD19c3s28k15k+5M+n111/n4sWLnDhxghMnTtChQweGDx/OzJkz6dOnDz/++COXLl3iv//+48svv6Rfv37mDlk8C1asSE5M05OYmLyPqeN69IDevU0fn5iYXNejh+njhRBCCKXQJSbhamtDeZciaV62VlqsrKzSPXzfvn0opUy+Jk+ebOhQTBEbG0tISEimOgw1Gg0ajSbfTBNrMQmvg4MDXl5ehlehQoVwdHTExcWFdu3aMXToUOrVq8dzzz1Hq1ateO2118wdsijoMkhaExMT2b1tG/82aQI9epD066/Gx3bqlNxzu2KF0fFGx61Ygb5r1+R9hRBCiMcphdLp0n1ldx7egIAAYmNjmTdvHvHx8UyZMoXatWubfGDt2rVrHDhwgMTERB48eMD//vc/SpcubZhBy9wsJuF93IIFCxg7dqxh+8MPPyQ8PJy7d+/y2WefodFozBideCaYSFoTExP55JNPKOftzX8tWlDqwAGWA+VGjOCTTz4hMSUxtrGBJUsMx+t79mTKhAlpjvPZv59Ppk17dFyKrPYsC/EMUHGR2aoXwlIokqclS/eVzfbt7OxYvXo1s2bNwsXFhT179rB48WJD/ZAhQxgyZAgA9+/f5/XXX8fV1RUfHx+Cg4NZt25dhj3MeclixvAKke+kJK2QnLTq9XR98IBNmzez2sGBl4Grzz9PcOvWaObPZ9y4cRw6dIjVq1djY2NjOF6v16NduZLKK1fyU6FCtH7ScSk9y927J5//8THAKcMhVqyA5cstdgywEFmhu3UcfehJrHyaonX2TlOvj7yO7soOtJ7VsCpe0wwRCpGDlEKfkJRhfXbVrVuXkydPmqxLvaiEn5+f0fCH/EYSXiFSmHiILDExkf379xMREYG7kxMNw8KwTjXnc+qkV7tiBYHAxFKlqPnvv9CqFWXGjWNMXBwf+Pszd9YsTvzxB3tefplm9erB/fsQHc258+dxB7oAxMZCxYqUeestxtSpw/ujRzPojTdYuHAh06dPT/5UI3XPMpC4YAH7Dx82xNj4hx/QrlyZvI8MhxDPEBUXiT70JCg9uis74LGkNyXZRenRh55E61oOjb2zGSMWIpsU6DNaaS1/DJ/NFyThFQLS9JomAtOmTWP27Nncvn0ba2AJyT8wv69ZQ8fFi5N7WwHCw0lq3ZqbK1fSRa+Hf/9NLv/zz+TXw+PeSDnXli3Jr4fSDP3/5x/o0wcAm8KFme/vT3NHR07OmEFS06ZY16jxqGd4xQo2rV9P17g4eBijFjjr54fvggWPYhT51pUrVyhbtiyFCxdGKYWPjw+zZ8+mSZMm5g7N4mjsnbHyaWpIalMnvamTXTRarHyaSrIrLJ4ieVqyjOpFMkl4hQCjXtOUoQnrN2+mdOnSTB4/nj6bN1Pm0CE2ODjw5vLlBF+8yPt162K1ezecP481UPopTqc0GjSOjsTb2hJ/5w5OAEWLQnx8cs9vigcP0B48SN+U7YYNQatFVarEnnv3cAU6xMVxtmJF7J2c8P77bzY4OND5zBla9ejxaBiEyLeCgoLw8/Pj9OnTKKUYM2YMr7/+OhcuXMjTOPRJSVz657zJOlc3d1yLWsb85Fpnb3gs6VVuvugjgo2SXVPDHYTILfqEB6iEGBMVOnTZWPoXBUqXQVIr+a6BJLxCQJqhCX2Aog+nu7Pp3RsOHQJfX9rZ2nL7zBk4diz59Zg4JyfsS5aEc+fg+edh9GhwcYEiRaBIEVZu2UL/t95i4fLldOnYkbAmTSh14ABXn3+eMilrk7/6KqxaBbVrQ506cOoUiUePYhMfn1yv16M5d46AVOf1/eef5P/Ur0+rrVvpNXy48TAIkW8FBQVRs2byWFKNRkPDhg358ccf8zyOqMh79G3VyGTda+/8j4HvfpDHEWXd40mv/s7DPx4k2RVmkvDvUeIv7zVZFxGRjVRMgS4xg4RZEl4Di52lQYhMeWw2g8TERHbt2sWqVavYtWsXiTExj2YzsLEhccEC1tnb0wOYe+wYNiVLJi/+ABAcjCbVcopxgP7FF+HhfIS/A1+89x4EBSX3Fh86BEuXJvfK1q4NFSty9u5dHgDuLi7Qu7dhNobFrVsnJ902NvDbb8nHHz0KERGwaxfTPvyQisCZcePQvf8+221tCTW1cs3Bg9jUrcvcxo2p4O3N7Nmzk2d4kFkd8q2goCBq1aoFwI0bN5g+fbrJFerE09E6e6N1M57sXuvmK8muKFAUoNepdF+S7z4iCa8ouFLNk5sYE8Mnn3xC6dKleemll+jatSstXnqJTe7uRvPknly0iIi4OPQaDZqzZ+HevUftWVsnJ69jx7IwMJCiQLhGA2fOoO/alfeKFWPO/PkkgtGUY6mnLPv5558pXrw4DcPCDPPsjkw5Lp0py5J+/52f580junhxKo4dy942bWiekMBPH38M7dsnH+PrmxwfJA+xGDyYo/fu0efWLS5+/LHRfMEmk35Z5MJsgoKCGDduHI6OjpQqVQo/Pz++/vprQ/2uXbsICAjgxRdfpF27drRo0YKAgACcnZ0JCAggICAgTZu7d++mfv36NGrUiPfeey8P303+oY+8njyMIXVZRDD6yOtmikiIXKAUSqdP95UTszQUFDKkQRRcqcblHty7l0m3b1OidGkmTZpEhTJlqP7ZZ1Q5c4bfgevTpvHOrFnUPnyY2mB8k6hYEb78Epo0gYfLKVotWUKbBQvw3L0bundHu2QJr0+bxrhx4xg0aBA///wzNqmmLEvq3JmBmzZx7do1Pvnkk+SZHqyt0XbqlPa4VFOWJXXuzGupjrOxsSEiIgJroM/mzcm9yCnTk0VFQdOm8HD6GKf79/kMSPzqK6hUCVas4OzZs7QKD+ff//4Dkm8AK+3t6RAXh75rV7Qyq0Oeio6O5tKlS0RERODk5MSMGTP49ddfsbW1BSA8PJxx48axYcMGnJycuHLlCkopypYtS6NGjdi1a5fJditUqMDu3buxs7Ojd+/enDp1Cn9//wxjcXJ24Ztf15qsc3Vzz9b7zGuPP6CmTTWG19TsDULkNttStbHxrJymPObkCtwyWPr3iRToEmSWhsyQhFcUXA+TxrNnz9L4zBn2lylDzbNnkxPK3r2Te2YrVaLllSs4pZpjUM/Djz4aN05+kGz1avjlF2jZ0rDPpUuX+B04M348fmPGgI0No0eP5tChQyxcuJBdu3YxaNAgyrdrh41Gw6jRo7l27Rrt2rXjgw8ejoV8+LG1qePKlStHSEgIc+fOTXOcu5MTS4AyqZNdGxtwd4e//4aePWHlSuLs7LCPj8cmLg4uXEAPVDlzhsX29uwbP55y5coZkv7lwJKYGH4H5BG3vHPy5ElKlCiBi4sLAO+88w6TJ0/m5MmTVKtWjY0bN9K3b1+cnJwA8PHxyVS7JUuWNPzf2to6UxO/a62tKVfxuad+D/mNqdkYtM7eaJy8Tc7eIERe0NoWBtvCJiqssrUwg4LkntwM6kUyGdIgCrREoFV4OBscHKh39So2ffok94I+/Ohee+ECTg8fBgvTaNBXqoQW2ODgQOLmzbBsWYZDEyo+THYBbGxsWL16tWFFtXHjxtE7MJAey5cbVmAzNWuCqeP69OnD+PHjTR7XMCyMHikxLlhgvPCEjQ38+iv6rl2xj4/nm8KF0TdunPxeH+7SJC6OMT/+SM+5c6nycDjG5j59WLdpE9OnT8+lr4QwJWWGhhR2dnYEBASwYcMGAG7evEmJEiWy3P7x48cJDw+nSpUq2Y7VEqi4SJPJLiSP6bXyaQoa7aPZG2TFNWHplEKXqE/3JUMaHpGEV1iuTDyI9c+UKfz7338E/e9/yT22q1fDvn3G+zVowJouXditFNoLFzjr50fnmBgGDR2aZjyuvmdPXh8wgGvXrjFs2DCTyevYsWO5evUqO3fuZOXKlezcuZOrV68yduzYdKcIe5rjrHv25PcePR7F+Ng1SAQG2tvTHYgcPRrd9u20c3NjU6FCj/7av30b9uwBb2+0c+fy47x5lC5d+tFDbiJPBAUFUbVqVaOyVq1aGRLeEiVKcOPGjSy1HRoayttvv828efOyHael0Ng7o/Wslu5sDKmTXq1nNZmHV1i+hwtPpPeSLt5HZEiDsEypFopIvdKYm5sbDRs2TP5Yvndv/Fas4F0gcO1aOHHi0fFaLfTvD2+9BTVr4v722zQG/n3hBXy3baNVjx5phiZUP3sWv5UriQbjoQkm2NjYmHyY6Ekye1zHxYtp9eBBpoZB7N+/n40REdSfNIk2XbrAyy/DlSvJDV2/Do0bY7N6NYMGDWLcuHHs378/S7GLp5d6Wc4Uw4cPZ/jw4QC0bduWLl268Oqrr+Lk5MS1a9fQ6XSULVs2zXE3btwwDGWIj4+nV69ezJo1i2LFiuXum8hnrIrXzHAFNa2zN5pKnSTZFQWCUqDPYAyvdPA+IgmvsEydOiU/ZJVqpbGUtWa8vbzY7O5OlTNniC1enBm3bmGVkuxaWSXPaHD+PERHw8PetV0eHnwNvDlpEqUcHFi9ejXTp09n9uzZjBs3Dkj+YRng4kL1kSP54IMPzLqgQ8owiMdjBChevDiffPKJIcaIiAgAKpQpAxMnJie7bdrAkSMQHg6nTkGtWjQeNAiAiIgIoyWVDX9EyAIWea5o0aJMmjSJDh06oNfrcXJyYs6cOWn2S0pKIjAwkK1btwKwcOFCTp06xciRIwH49NNPeeGFF/I0dnN6UjIrya4oOFTGSwtLF6+BJLzCIiUCXR88oA/QIy6OID8/gt5/n0uXLlHrs8+ocvs2SRoNhW7dMhyjfHzQ7NoFJUokj8d9OI43ccECfv75ZxKLF2fpw+VcU4YYpPSQ5sfEL7Mxurm5YQ1U/+wzOHPm0YNuSUlQsyZcuABRUQR8+SW/A5vXrGH48OHcvn3b0Ebx4sUZOnQoo0eOxOaPPwwP3IncFxAQYHI2hn2phuYcO3aMnj17GrYHDx7M4MGD8yI8IYSZKb0ktZkhCa+wSNOmTWP95s0U7dOHbrGxVFm5kiqrV8PVqxAbC4B1qs9yNgPLGzXixxIlkpPBVFOGHTt8mJvXrjH+4bRfqWV1aEJeelKMDevVY6W9veEBNW3KrA42Nsm9u02awIEDAHQFGi5axLESJRg2aRLly5cnJCSEn3/+mUnjxhHw/fc0vnULli+XpDcfqVevHvXq1TN3GEKIPKYU6BLSX2lNhjQ8IgmvsDiJiYnMnj2b0qVL8+O8eclPXrZu/WhFtIeuW1nhrdOR1KUL38fGsm7xYrbv2WMY73q5cmVqODjw8tWrTKpVi1EZjMm1ZDZ//EGHuDiWA5sLFeJHUk09ZmND4rZtnPP1pdrNmwB4AUfu3UPTogXUrw/A6JEjOV6lCvWuXuWsnx9VZL5eIYQwP6VQugyyWsl4DSThFfnXihXJi0c81uu6f/9+bt++zeTx47FZuRKCg2Hnzkc72NvDt9/yy7//EjRhAm8OHcrvTZqYHO/q7eVFfPv2jFq0KN8MVchx3buTtHQpSxYtSpP0pzzkdvPmTfpYW9PVxoaXY2PRxMQkryr33XcwcCA2gYHUu3qVDQ4ODLtzhxBkvl4hhDA7BbrE9Ht4ZQjvI5Lwivwp1SwMLFlCIhjGqZ4+fRprIHDNGggKMj6uUqXkMal//km5du34GOgZFWURY3Jzk3XPnvzerVu6D7n1e+015s2bR7mPP+ZlBwd4/33Q62HoUJg2LXmoSPfuBFWpwvWJE2UmByGEyAcUoM+gh1fy3Uck4RX5U6plgU0th3sQKJk62S1SBP78E+rUMTyQVuPsWazBaNlGSxiTm1sySvrXr1/PvHnzKF+hAvTqBbVrJ8/kEB+fnOyWLg2LF+Pz8EG/lJkfhBBCmJFS6DMYwytDGh6RhFfkTzY2JC5YwMG9e2l85gzfOzgQNH48fm5uNBszhiLR0YZd9RUqoD16FB4uv8qSJej1eqqsXMlKe3saysM8Rkwl/Sl/FISEhCQXNGqUvCLdpk3J29euwfTpXCJl8xqrVq16pnrJhRAi31EZ9/BKF+8jstKayLemffEFTW/f5nCZMrwcE8OYTZvoNGqUUbK7C5jSs+ejZJdHK40tBzrExSVPoyUy1LBhQ7y8vJKnZ4uJSe4l37QJ2rYFB4fkncaN498pU9Bqtbz33nt07dqVl156iTJlyiQvixwTY5jqTQghRO5TgNKp9F/mDjAfkR5eYX4mHk5LmYmhROnS1DxxAvz94fBhQ72+Vy9mnj7N6JMnUVOnotNq8fX1NVppLKJNG7r07Yu1TJ/1RDY2NgwbNoxJ48YZZmMwzNd79iyqdm00Oh3fx8dzo1Ahnv/wQ5myTAghzE1Boj6DhSck4zWQhFeYVzoPp+3Zs4fbt2/zyYcfYlOzJvz776Njnn8e7YIFvA1sbN2aHTt2MHHiREN16pXGrOWj9kwbPXIkAd9/b5iNIahKFXyWLyckJIRTtrYsj41FC6yPj0fTubNhlTqZskwIIcxDATKiIXMk4RXmlcHDaS7A4E8/fbRvoULJU2Vt2wa9e2OzZAmvvfaaIeGtWrWqjCnNBps//qDxrVuc9fNj2J07XE/1R4RWq2WEnR0z4+PR6PVQt27yw2yurjJlmRBCmIlCkZDBSmsyqOERSXiFeaXzcJpNeDiDv/sO14e73be2xv70aWy8vY2WBb5SpQoAL7744jM7+0KO6d4dli+nSqdOhPBoGrhr167x3nvv4TZmDNy9CzNnQlwc+Pkl/wGydq1MWVYAXLn+HwGd/2fuMIzsWv25uUNIo8qWL8wdQhrNv9hr7hBM6tnK19whpOHbu4a5QzDybufsP/egk5kYMkUSXmF20774gkm3b7O/TBlevnqVl/fvR+3bh+Zh/V17e8rGxTFq6VLGjh1rtCxwdQcHvL28aNiwodniL1Aejr21AUPSumrVKgDKly8Pr76a3LO7ahWEhycnu507w5Il+CxfDsiUZUIIkVeUIuMeXsmFDWSWBmFWRg+nnT0LAQGwbRuauDgALgEjO3XCydub2bNnk5iYaOgVPvRw9oaZTZrIEIZcZDRlmVYL8+eDq6uhXn/rFrt372bDhg0AOKWaMUMIIUTuSRnDm95L8t1HJOEVeWvFCkhMNGymLBM8aNAgbK5fh7/+MtSpkiUZ1bIl83/7jaioKG7dusWECROYNGkSFSpXptHVq3xaqxYdFi0yxzt5ZqSZsmzQILh7F6VNvn1oDx4krEULfv/tNwD69esn05QJIUQeySjhFY9IwivyTsqMDL17Q2IiiYmJ7NmzBwDrO3dQdepAQkLyvmXKoLlxg9+LFGHKhAloNMkDHKZOncr48eNJTExk/CefMOrgQendzWUpU5bdvHaN41WqwIoV6J9/PvnhtYe6AUuAFgEB2NjYMGncOA5WqJD89ZakVwghcoUieUhDei/JeR+RMbwi76QzI0NhYNBXXxnG7Op9fdGeOAGBgWhXrOAjrZakN99k/OTJTJw4kRdffFFmYshjj09Z9p2dHa8BKbPtJgE9gG7u7ujWrOF49eoyTZkQQuSy5CENGc3SIFJIwivyjqkZGUaPpv/06Xg8/IG9BrxdvjwrbGywSfVwWq2HD6d9+OGHkuiaQeopy4aGh/Pvnj1sA9yAZiTfSFSxYmhXrkR744ZMUyaEEHlAHlrLPBnSIPJUmuWCf/mFUg9/IqNsbfnklVdYu3kz06dPl4fT8pOUKcuOH2f+4sUAdHv1Vay3bkWVKQOA5r//UBUqwMGD/PvCC6zt3p3rt2+zf/9+c0YuhBAFmozhzRxJeEXue/igWuoZGe7/8AMRvr5w6xYA8RoNFRIS2HLgAM7OznzxxReMHz9eHk7LT7p3BxsboqKiAGjfvj1NmjdHs38/6uEfIpqLF1kLlD1wgJ9/+QWAH3/8MXl2DSGEEDlKoUhU6b9kFO8jkvCK3JXqQbU927dz+/ZtIiIi6NOmDQ7BwYbd7JRidteuJCYmEhkZyb1795g0aZI8nJYPGU1TBiS6uvKflZWh/nkvLxb+8gtNmzYF4LfffqNbx44k/fpr3gcrhBAFWMoY3vReku4+IgmvyF2pHlTT9+yJNVDY1pbzTk7YP7ar1/79XDx3jo8++giAiRMncvXqVcaOHSvJbj7y+DRltytVwisuDt3DmTS8bt/mlXXruBIcjJeXF/179aL3pk1Y9+olMzYIIUQOkyENmSMJr8hdNjawZAln/fxoce8eS4EjhQrh/PBjcQB9584cKV2aRrdvc6VhQxweJrcvvviiJLr5UOppyo5Vroz3v/9y08oKq1RPR2hXruTT69d5Z/Bg5sXH0wNYZ29PYrt25gtcCCEKmJSH1tKdlkySXgNJeEXuSLXARCLQKjycdba2dAe8b9x4tF/79miXLaPGuXNscHCgypkzVP/8c1kuOJ8bPXIkO4oX5/lr11gODGzYkOu1axvqb5M8Tdnb332HduVKzlSpQte4OPYfPmyukEUuUXGR2aoXQmRdXgxpGDJkCBUqVECj0bBr164M9w0LC6Ndu3YULlyYSpUqsX379hyIIGdIwityXqpxu4kxMbzxxhv8+99/LE1ZVCKVpIcPQtk4OHBsxAiWg8zIYAFSpik76O1Nb2Dznj2UO3qUfx7We5Gc9DpERPAXEHDjBklAaGiouUIWuUB36zhJF9agj7xusl4feZ2kC2vQ3Tqex5EJ8WxIWXjini6J27r4NK8kFDqdLlvnqFGjBj///DPlypV74r7Dhw/Hy8uLsLAwPv/8c3r06EFERES2zp9TZB5ekfNSjds9uHcvi27fBqBE8+aobdsMC0z8C7SbNIkRej1Xr17l6++/JxI4Wq4ck2VGhvzt4TRl8a6uJLVowYABAxjk7Mz47dtZeuoUGpKT3vDy5dnZpw+Js2ZhDQSNHYuytjasnCcsl4qLRB96EpQe3ZUd4NMUrbO3oV4feT25XOnRh55E61oOjb2zGSMWouCJJJFf1U1i0RGH3uQ+dtlMOIcMGQLwxE6o6Oho1qxZw6VLl3BwcKBDhw74+/uzdu1aBgwYkK0YcoIkvCLnpYzbPXuWxmfOsM3Tk9ahoYzZv9+Q7EYXLkypBw8Yc/EivQMDSQKKFClCEtDixx+ld9cSdO9Og8REvLy8sFu/ngbh4dwA7tnb4xoXB4BblSrUr18feysrftZq6RYczEInJ5xKlTJv7PnIlStXKFu2LIULF0YphY+PD7Nnz6ZJkybmDi1DGntnrHyaGpLa1Elv6mQXjRYrn6aS7AqRw8qXL2/4f1hYGHFhYSb3c3V1zZN4goODcXR0pFSq+7u/vz9nzpzJk/M/iQxpEDlvxQoSExNpFR7OahsbmoSGcgVwj40F4F+Nhi2tWpHQqRM9gOU2Nmxevx4XFxeKFy+e73/Ri0dSHmD7OTycVVot3cGQ7AJo168nok0bvomIoJtezwqNhpv376PkSQqDoKAg/Pz8iI6OJjo6mo4dO/L666/nfSBKj4q9a/qVGGvyEK2zN1Y+TUGjNSS9uut/pUl2U/f8CvEsirwTzvWLF9K8EhPiszzkYN26dZw5c4YzZ84wbNiwdPfr2bNnVsN+KtHR0Tg5ORmVOTk5ER0dnSfnfxLp4RU56+H43YgXX+T2f//RC7hkZUXxhz/QeiDY1pYuq1YxvWZNXq5Shc5nz7J70CBu/fcf4z/5RHp3Lczo0aP5c8MGdKkeSNMBVsBloPvDsjOVKzP0xg30UVFcuXIl7wPNp4KCgqhZsyYAGo2Ghg0b8uOPP+Z9IEkJJF1YY7JKW6wGVsVrmq5z9oZUPb36OxeSKyTZFcJg87JfWPHDlybr9B4e2W5/2LBhdO/e3WSdRwbtN2rUKN3VMMeMGcPkyZMzHYOjo6NhYaIUUVFRODo6ZrqN3CQJr8hZSUnQtSvFVq5kCXCuQgWKX7xoqI4FXoqPZ4uLC2OPH2dp5cqMAXr89x+TatVi1AcfmCtykUU2wK9aLd7AYa2Wa3o93R7WlUy1n1+VKsx85x3eHDKEqFjTPYbPoqCgIBo1agTAjRs3mD59erq/uPIrrbM3ys33UbILaN18JdkVIo94enri6en51Mft27cvx2Lw9fUlOjqaGzduULJk8t3/9OnT9OvXL8fOkR0ypEHknBUroFcv9Ho9a21s6AEMfLgaV4rCD//95d49koCT587RG/j+pZdkNTVLtWYN3gcP8hdQT6/HxsaGE9rkW4stoH/hBUIbN4aVK3nh448pBbho5daTIigoiHHjxhnGvvn5+fH1118b6nft2kVAQAAvvvgi7dq1o0WLFgQEBODs7ExAQAABAQFp2oyPj6d+/fo4OjpyMdUfnLlFH3kdfUSwcVlEcLqzNwghLEdCQgJxcXEopYz+/zhHR0c6duzI+PHjiY2NZcOGDZw8eZKOHTuaIeq0pIdX5JyHvbvalStJBK4D3kqhJ+1fVgPd3NAFBLBs1Sqc3NwY9Oefkuxaqu7dSVq6lN7vvsvyiAg6JiZy39ERHo7bCjl8mFo6HX8CDcLCiAUS7R9fZ+/ZFB0dzaVLl4iIiMDJyYkZM2bw66+/YmtrC0B4eDjjxo1jw4YNODk5ceXKFZRSlC1blkaNGqU7J6aNjQ1r167lg6f5xMTaFusKrdOpS//r9fgDalo33+TkN53ZG4R4FrV+pT8NWr6cpnzaOwNwccjf98OWLVuye/duAFq1agXA5cuX8fHxYerUqezdu5dNmzYBMHv2bPr374+7uzulSpVi2bJlhuXozU0SXpEzHvbu0rkzh0qWpNvDxSUigMe/1S+6u9P0zh1iNm9mJck/QJLsWjbrnj35fM0a6i5fTgxQJDqaJI0Ga6Xw1en4t0gRnO/f5zpQCLCKiTFzxPnDyZMnKVGiBC4uLgC88847TJ48mZMnT1KtWjU2btxI3759DQ+C+Pj4ZKpdrVZLsWLFni4YjRZNoad7mtvUbAxaZ280Tt4mZ28Q4lnl7F4UZ/eiacptbO2wsrIyQ0SZl9FiEx999JHRtoeHBxs3bszliLJGPlcUOSNlHNDq1ahUK6k5mNj1OysrVmg0vBwTQyfgtddey4sIRS7rOGcO/9na4gDEANYPP/JSgPP9+8QA3kAUILPwJkuZoSGFnZ0dAQEBbNiwAYCbN29SokQJc4WXIRUXme5sDKZmb5AV14QQ5iQJr8i+ESPg66/RP/zFXB84SPJKW49/UBMO/BAaSqC1Nd2BHW5uMg1ZQZCYiM3gwRR7uJqeA3DnYZUGiHtYdrdwYWxsbIweZnuWBQUFUbVqVaOyVq1aGRLeEiVKcCP1Utz5iMbeGa1ntXRnY0id9Go9q8k8vEIIs5KEV2TPiBEwcyaqZEm0N2+S8ohKfZJX2kotHigKLLayQq/X8zsynKHAWLMmeVhL166EFE3+2M49VbU9yWO6XR88oFBiIjKgIdkPP/zAF198YVQ2fPhw/vrrLwDatm3L4sWLDVP9XLt2jcuXL5tsyxyJsVXxmlhX6pTucAWtszfWlTqlO6WZEELkFRnDK7Lu5Zfhjz+gVCk0//6b/JAayR9nmxrKsBFQWi1ddTp0QG9kOEOB8XCpYZKSKL9ypcnvAVtra0hKItFEnTCtaNGiTJo0iQ4dOqDX63FycmLOnDlp9ktKSiIwMJCtW7cayjp16sThw4cJDg7m3XffzbWpzp7Ucys9u0KI/EASXpE1KcluoUKQKtkNJ7kXNzUFrAM6Ayv0elYAPYCNDg4ynKEg6d4dFi8GkhPaJB7dYHRAsaQkYkiet1dkXkBAgMmHRlLPn3ns2LE0qymtWbMmlyMTQgjLIQmveHorVjxKdmNjiSU52U1Jeh+nARKBFSSvurUCeBUo/OqrMpyhIElMhG+/NWxa8yjptXr4f+nZzR316tWjXr165g5DCCHyLRnDK55eSs9SbCwJ1tYUAsMT+I9LGavZjeTENyXp1VhZ8c033+R+rCLvrFkDhw4ZFVmn838hhBAiL0nCK57e0qWG/9o+/JjageSPrR/nAIYH2VKS3lcB348+wsFB+vsKlE6d4OGCCUIIIUR+8kx3uoSGhjJ79mzD9rBhw7K0FrUly9I1OHoUypQxbDoACSQvI/u4GxgPd+gGbHdx4eOPP85u6DlKvheSZes6rFkDCQkoZJ7dZ5FKjEUfft6wrS36HBqbQmaMCO6Gh7Fq8TzDdpc+r+Fa1MOMESULi3rA3N3HDNsDm9TCw6lwBkfkvsQH9wg7st6w7VG3PTaFXcwXEBB99w4H1y4xbNfv2BtHV/cMjsgbkXfC2bzsF8N261f6m1xUQuQvBSrhDQsLIzAwkF27dlGqVClmz55Ns2bNMtx/4sSJhu3u3bs/c0lOlq5B6dIkXryIdYUKhsQmvWS3JI+S3ZR/Xx82LN+N3ZXvhWTZug7du8PSpYR9+SWef/+d4a73sxOkyJ+S4tD/d8KwqXXxAXMnvBF3mPfV54btl9p2zBcJb3h0DNM3PHrosGPt58ye8CY9uMetPY+SS9cqjc2e8D64F8H2hY+eC/Bv0iZfJLxRd++w4ocvDdsNWr4sCa8FKFBDGoYPH46XlxdhYWF8/vnn9OjRg4iICHOHVSBtDw6mBMkzMJgSg+lk9wcHB6pOmJAnMQozsLbG8++/DcNYTEkEiuRVPEIIIQQFKOGNjo5mzZo1TJw4EQcHBzp06IC/vz9r1641ub9Op+PixYtGZRcvXuTMmTOEhobmRcgWbenSpcQBehN1KatqpTzIlpLsfgGEf/hhvuvdFTmoUyciK1c2+QBjChsgNq/iEUIIIShAQxqCg4NxdHSkVKlShjJ/f3/OnDljcv9Lly7RqVMno7KU7TJlyuDj45NLkeYvDx48MNoODAykcOEnf7R2/MgRqgPpDRjRk/zXVMq/14EIFxeqbd3Ktm3bshVzbsjqdShosn0dQkPh3LkMd7kC+Dx1ZEIIIUTWFZiENzo6GicnJ6MyJycn7ty5Y3L/xMTEdNu6evUqV69ezdH4LMXfTxh7mdrep2383j327NnztEeZxdNch4JMroMQQoiCQKOUSm8YpkU5fvw4zZo1Mxqz+9Zbb2FnZ8eMGTOM9i1SpAjR0dHptmVjY/PMfOyu1+uJi4szbNvb26PVPmGkS1ISJCQYFaXMt/v4RGM6IP7h/62trbHNp9NWZek6FEDZvg6Z+N6IBQoD9wvGradAKFKkCNEPYsDO6ck7p0evg4RUjyPaFgGtVbbi8vEulq3jE+PjuXHtimG7ZGkfbOzsstWmfbTpTpSnEZ+UxOWwe4btsh4u2Flnvf/pSlL2p3hUSYnE371l2LZzLY7GOnu/B50csne/T0pMIOLmNcO2W4nSWNtkr01b6+zf1xMT4vnv+qNOsWLeZbCxzdr31e1rV7C3s+X+fXmUN7cVmB5eX19foqOjuXHjBiVLlgTg9OnT9OvXL82+hQsXRimFh4cHkZGRhnJnZ2esrKywtrbGyip7N2pLodPpjP5IcHNze/J7v3nTKKn5B9BoNCilSAAqptr1LpByC3V3d8fd3fxP2JqSpetQAGX7Ojz2vXEhVVU8UAm4RnLCK/KPlGErpUuXyHIb+fFnSKe1w8Pj0awMjoXssh+Ta/Znb7HV6fBItci2rZsb2mzEVS7bET38+lknGbbd3JzM//XTWWGV6uvnVqSQ2WMC0Flr0KeKy8XBPstx3bOzfSaHz5lDgenhheQplJydnfnmm2/Yvn07/fv3Jzg4GDc3N3OHJoQQQgghzKTA9PACzJ49m/79++Pu7k6pUqVYtmyZJLtCCCGEEM+4AtXDK4QQQgghxOOevadyhBBCCCHEM0USXiGEEEIIUaBJwiuEEEIIIQo0SXiFEEIIIUSB9kwnvGFhYbRr147ChQtTqVIltm/fbu6Q8tSBAwfQarVMnjzZUDZt2jQ8PDxwc3Pj/fffpyA/03jixAkaNmyIk5MT5cqV4+effwaSF1949913cXFxoVixYsycOdPMkeac77//nlq1amFjY8OECRMM5X/88QcNGjTA2dmZEiVKMGLECKPVCENCQmjYsCEODg7UqlWLoKAgM0QvhBBCZM0znfAOHz4cLy8vwsLC+Pzzz+nRo4fRxOkFmV6v57333qNu3bqGso0bN/Ldd99x8OBBzp49y6ZNm5g3b54Zo8xdffv2pVWrVty7d4/ff/+d9957j3PnzvHDDz+wa9cu/vnnH/bt28eMGTMKzB9DxYsXZ8KECXTt2tWoPCoqigkTJnD79m2CgoI4cuQIn3/+uaG+Z8+eNG/enIiICAYPHkznzp1JSkp6vHkhhBAiX3pmE97o6GjWrFnDxIkTcXBwoEOHDvj7+7N27Vpzh5Yn5syZw/PPP0/lypUNZYsWLeKNN96gfPnyeHl5MXLkSBYuXGjGKHPXlStX6NmzJ1qtllq1alG5cmXOnz/PokWLGDVqFJ6envj6+jJ48OACcx06depEhw4dcHFxMSrv2bMnLVu2pFChQnh4eNC3b18OHDgAwIULFzh79iwfffQR9vb2DB06FL1ez969e83wDoQQQoin98wmvMHBwTg6OlKqVClDmb+/P2fOnDFjVHnjzp07zJo1i4kTJxqVnz17lmrVqhm2C/r1eOutt1i8eDFJSUkcPnyYa9euUb9+/WfuOpiyZ88e/Pz8gOTvi4oVK2Jn92it+GfxmoiC4/GhWgV56NazRK/XmzuENOR7K/94ZhPe6OhonJycjMqcnJyIjo42U0R5Z8yYMYYxqqk9fk0K+vVo06YNCxcuxN7engYNGjB9+nSKFy/+zF2Hx61cuZLt27czYsQI4Nn+WRHZkx8TEL1ej0ajAZLHpgOGbWHZfwxotckpzYULF8wcSTKllOF7a/Xq1SxfvpzQ0FAzR/XsemYTXkdHR6KioozKoqKicHR0NFNEeeP48eMcOXKEwYMHp6l7/JoU5OsRERFBu3bt+Pzzz4mPj+fYsWN8+OGHHDt27Jm6Do/buXMnQ4cOZf369Xh6egLP7s+KyL6UBGTixIl8++23Rg9CmktKTDNnzuS9995j1KhRnDt3DsifCXpe02g0hIeHs3XrVsO2JSW9H374IXXq1GHTpk3odDqzxpKS7E6ZMoW5c+eyf/9+vv32W2JjY80a17PqmU14fX19iY6O5saNG4ay06dPGz7GLah2797NhQsXKFmyJF5eXixbtozp06czYMAAqlSpwqlTpwz7FuTrERISQuHChenWrRtWVlZUq1aNBg0asHv37mfqOqR26NAhevTowfLly6lTp46hvEqVKgQHBxMfH28oe1auici+ffv28eOPP7J3717Wrl2bL5LetWvXsnr1ahYvXoy3tzdz5swBHiXDeS0loXxS72peJZ6nT5/mjz/+YOPGjUBy4mbu5DGz3N3d+e677/jjjz/YunWr2f+IuXHjBrdu3eL333/nq6++4r///ivQD4Pna+oZ1q1bNzVw4EAVExOj1q9fr9zc3NSdO3fMHVauevDggbp165bh1aNHD/XBBx+ou3fvqg0bNihvb28VEhKibt++rapVq6Z+/vlnc4ecK+7du6ecnJzUmjVrlF6vV2fOnFGenp5q69at6ttvv1U1atRQoaGhKjg4WJUsWVJt27bN3CHniMTERBUbG6sGDRqkxowZo2JjY1VSUpI6efKk8vDwUGvXrjV5XN26ddWECRNUXFyc+vHHH1XZsmVVYmJiHkcvLFVcXJy6du2aCgwMVL/99puKjY01azwnT55UISEhhu2+ffuqf//91yyx6HQ6w/+TkpLS1Ov1evXDDz+o06dP53oMDx48UA8ePFCRkZFqx44datKkSWrdunVG+16/fj3X4shJe/fuVYGBgWrDhg1KqeTvQXPcsxISEtS1a9cM2/v371ffffedUkrJPTSPWZs74Tan2bNn079/f9zd3SlVqhTLli3Dzc3N3GHlKgcHBxwcHAzbhQoVwtHRERcXF9q1a8fQoUOpV68eOp2OwYMH89prr5kx2tzj7OzM8uXL+eCDD+jTpw9ubm6MGDGC5s2b07RpU4KDg/H19cXW1pbRo0fTrFkzc4ecIyZPnmz0sOKUKVOYP38+u3fv5s6dO/Tq1ctQ17hxYzZt2gTA0qVL6d+/P9OmTeO5555j1apVWFs/07cPkQnq4RhGGxsbvL29GT16NNOnT8fJyYlq1apx+vRpmjVrlmffSynx+Pn5odPp0Ol0aLVa7t+/j7W1NXfu3OHWrVv4+fnl2bjelF7luXPnEhQUhI+Pj2GmFIBffvmFBw8esHDhQiZMmEChQoWyfc4tW7ZQvHhx/P390el0WFlZERwczJgxY9BqtdSsWRNHR0defPFF9uzZg42NDa1bt+aTTz7B2dmZt99+O9sx5LZGjRqhlOK3334jIiKCEydO8Oabb1K2bNk8jcPGxsbo4fiEhATCw8O5ffs233//PW+//Tbu7u55GtOzSqOUBQ3OEUIIkS+pVA/oZFQfFhbGsGHDOHnyJJ9++ildunQxW0wpZs2aRfXq1Zk6dSpvvfUWHTp0yLWYTPnuu+/YuHEjH330EVZWVkybNo1GjRoxatQogoKCqF69OnPnzsXZ2ZmXXnopWwnSyy+/TEJCAq6ursybN4/ChQtz4cIFhgwZwtixY/H39+fSpUv8+eefaLVaGjduzP79+zl06BCurq7MnTvXov7YXb16NYMGDWLKlCkMGTLErLEopThz5gz/+9//sLKyMnQyibzxzI7hFUIIkTNSz3wwY8YMwwNPqWk0GvR6PR4eHty4cYN33303V5PdzMSU4t9//+Xll1+mZ8+eeZ7sQvJUkV9//TUNGzakfv36LFq0iL1797J8+XKqV68OwJEjRwgODs7Wp5Avv/wyOp2OLVu2MH/+fAoXLkxSUhLLli2jUKFCNGvWDE9PT+rWrUtgYCDW1tYUK1YMf39/ihYtakh288t43tT9dY/33aVsh4eHM3nyZEOym9t9fBnFpNFoKFeuHDdu3KB9+/aS7OYx6eEVQgiRZal7UWfOnMnu3btZtGgRRYoUSfeYEydOUKNGDSA5Mc3ph8UyG1PKfps3byY6Oppu3bqlOT4vjB8/HgcHB0aNGoWVlRUAe/fu5ejRo7z77rvExMSwfPly+vXrh1arzVJ8u3btYurUqfz555+GPz5SrntISAg7duwgNDSUQYMGUaxYMWJiYhg0aBBvvfUWL7zwgqGdlCEQ5vZ4HCnXJKNrkxvfa08bU3R0NCEhIYY/ZPL6e+1ZJj28QgghsiT1L+uvv/6ajz/+mMqVKxsSy9RPyKee2i4l2VVK5Wqy+6SY7t+/D0Dz5s0NyW7qnuG80qVLF+zt7Tlx4oSh9zQxMZFLly6RlJSEg4MDgYGBaLXaLMd39epVNBqNYcaF1Ne9fPnyNG3aFCcnJ+bMmUNkZCQODg4UK1YszRRa+SHZhUdxjBo1iuHDhzNjxgyCgoLQaDQEBQVx+fJlwLiXNbdn4XhSTJcuXcLR0VGSXTORhFcIIcRTS514/fzzz+zdu5fg4GCuX7/OJ598AiQnGDqdjqioKF577TVOnjxp1EZO/7LPSkxBQUFGY1JzKynK6MPUlAdk9+3bx6effsrZs2eZMmUKzz//fJrxslmNT6PRZDj/a/ny5enWrRtubm7MmzePkSNHcvPmTZo0aZKl8+WW/fv3c+nSJQA+++wzwsPDeffddylTpgxz584lIiKCq1evMm3aNGJjY/MkoXzamFJIspu3JOEVQgiRaSk9pCmJ13fffcfmzZt57733KF68ON9//z0nTpxgypQpQHKvl5OTE6+++ir37t3LdzFFRkbmSkyPx5feeGKllKEHt1mzZuh0OlatWkXv3r3p3bt3jsXg7u7O7du3iYyMxMrKCr1eb0jCly5dynfffUfx4sVp3bo1//33H6dOnWLJkiWGffODiIgIgoKCWLRoEdHR0VSsWJFatWrh6+tLjx49cHFxISYmhrZt29KnT58cmdEiJ2Pq27dvnsQkTJMxvEIIITIUFhZGQkICJUuWBCApKQlra2sWLlzI4sWLWbhwIV5eXoYxkrGxsQQGBlKlShXGjx8PwH///UexYsUKdEymZGY8cUYfbefkx961atWiSpUqLF68GHg0pjVldohJkyYZVlpzd3c3DH/ID8MYUq7DrVu3mDVrFk5OTvj6+hIWFoavry8VKlSgb9++fPbZZzRs2PCZjUmkT3p4xf/bu/e4qKr1f+AfQJKRcUAkBfGaot+vKJoFerwA4hXvmWinNAgvnLxf+p6TQSIqKpplp9JTmll4MLNSk9QIAlKzNC/g7YRiCpKFgiLDfeD5/eGPOQzXGRwujZ/36zUvnb3XXvvZey02D2vW3kNEVK2jR49i4MCBmDJlCjw8PCAi2o/Z8/LyEBwcDAcHB515oQqFAh9//DGOHz+OkydPAoBRE8umGFNV9J1PbGZmVunru8sYI9ktG9cKDg7GjRs3EBQUBODBiPjGjRsRGRmJOXPmaPdlb2+vvdmqKSS7AHTO4507d3Dnzh1cvnwZeXl5uHLlCgIDA/HSSy81aGLZFGOi6jHhJSKiKn3//feYNGkSFi1ahLCwMBQWFmLFihXa9QqFAlFRUcjNzYWFhYX2hqszZ87AysoKhw8fhru7u8nHVBVjzHE2lrI4hg0bhmnTpiE6OhqdOnXCM888g+3btyM2NhYdOnSo9LixpjDHtPyH0P/5z3/w008/4cMPP8SCBQtgZ2eH3Nxc+Pr6Yvfu3Zg1a1albR6VmKh2THiJiKiSrKwsDB8+HDNnzsT8+fMxZMgQ9OnTR+cmqsGDB6NNmzb4+eeftQnm9evXERISguTkZO3ooLF+2TfFmCpqinOcy9jY2GD27Nk4dOgQQkJCsHDhQhw9ehRdu3ZtMlMXKipLug8fPgwrKyuMHz8eP/74I5544gk4OjoiOTkZqampsLe3B9AwTz5oijFR7TiHl4iIqrR8+XKcPn0a77//Prp06YKAgABkZ2fjhRde0H5pxL59+5CcnIxbt25h3LhxWLduHZ577jnMnj37kYnpzzKfuDr1/XzauiifJN67dw//+te/UFxcrP0DQa1W49ixY5g1axYmTZr0yMZE+mPCS03WwoUL4eHhoX0+ZkXHjx/H3LlzcfbsWYMv1uPHj8ezzz4Lf39/I0RKZJqSkpKwadMmeHp64syZM9ixYwemTp2KI0eOYNSoUZg6dSrGjh2L27dv45tvvkFRURGUSiWmTp0KoH5GtppaTEePHkVAQADs7e1haWmJhIQEbf3/+te/0LNnT3h4eFQaQS0oKMCECROwZs2aBpli8WcVHx8PT09PpKen47vvvsONGzfQr18/5OXloaioSPski4YcRW2KMZEehKiBffbZZ2JtbV3pZWlpKQDkq6++EhGRrl27Snp6erX1PPnkk7Jv3z6dZdHR0eLt7S0tW7aUFi1aSJ8+fWTLli1SWlqqU+7cuXPSpk0bycvLM/rxEZmSd999V5ydnaV79+5SUlIiIiKpqani7+8vffv2lYiIiCq3q/gzZ4oxJSQkiJ2dnbzzzjsSGxsr7u7uEhwcrF2/c+dO+b//+z9Rq9UiIqLRaERE5PTp0zrv6b/K2lNE5LfffpOgoCB57733pKioSK5duybz58+XVatW6WxTn32tqcZEhmtan2HQI8HX1xdqtVrnFR8fD5VKhVmzZmHs2LFISUlBr1690K5duyrriIuLw++//47x48drl3300UeYNGkSJk+ejNTUVGRmZmLdunVYv359pZHcPn36oFOnTtrH8xCRLvn/H/7NmzcPI0eORLNmzbSfpHTo0AHvvPMOdu3ahenTp1e5fX2MbDWlmP4M84n/bMpPrYiNjUVBQQFGjBgBc3NzbN++Hc2bN0dOTk6lpx7U5yhqU4yJ6oYJLzW6hIQEeHt7w8/PD9u2bYO5uTliY2MRGBhY7TZffPEFhg0bpv2Fcf/+fSxatAirVq3CvHnzYGtrCysrK/j4+ODzzz9HREQEYmNjdeoYPXo0vvzyy3o9NqI/q7LHUgHAu+++C5VKBT8/P+16pVIJFxcXAGiwLyZoSjHZ2dlh2bJlOHfuHH799VdYWlpCo9EgKSlJe13p2rUrunbtih9//BFBQUGIiYnBzJkzMWHCBHTv3l3nuOi/N/otW7YMO3fuxMGDB3Ho0CG4ublpBzi8vLzg7e39SMdEdcOElxrVoUOH4OPjg1deeQWbNm3SLk9PT8eoUaOq3e7nn39Gr169tO+PHTuGnJwcTJs2rVJZNzc3dOnSBYcPH9ZZ7urqilOnThnhKIhMU/kE880330RGRgbeeeedSuUa8oanphTTX//6Vzg6OiIuLg7z58/Hp59+ipYtW2Lu3Lnw8/PD119/jWeeeQYBAQF4+umnkZqaisDAQO3NcxzZfaD8HycXLlxAVlYWIiIi8P3336Nnz57o06cPQkND8dlnn2k/ravvc9cUY6KH06z2IkT1Y8+ePXjxxRexceNGLFy4UGddaGhojdtmZWXBxsZG+77soe2tWrWqsnyrVq2Qm5urs8zGxgZ3796tS+hEj4yy0cfevXuje/fuUCqVjRxR04nJ1dUV7u7uWL9+PczMzKBWq2Fubo60tDSsWLECwcHBuHv3LqZPn15pmoXwhiYAulMGvv32W7i5ueGJJ57AiBEjMGbMGLzwwgt49dVXsWDBAnTt2hVA/Z+7phgTPTwmvNQotm3bhnnz5uGDDz6o05MS7OzskJ2drX3/P//zPwCAxMREDBw4UKdsbm4ufvnlF8yYMUNneXZ2drUJMhHpUiqVWLVqlc4fmo2tMWMqS3DmzZuHy5cvIy4urtJ84hs3bminWFT0qCZHFR+BVvb/uXPnwsHBAYMHD0a7du3g7OwMe3t7PPfcc/D09ESnTp202xj73DXFmMj4OKWBGtymTZuwYMEC7N69u86PBXvqqadw8eJF7fu+fftiyJAhWLduXaWyb775Jpo3b47nn39eZ/n58+fx9NNP12n/RI+issSyKX1021gxNaX5xE1ZZmYmbt26BQA6X/UcHR2N1NRU/PHHH7hw4QJSUlKwcOFCxMXF4ZdffsHo0aOhUCgwdepULFiwAIDx2rgpxkT1j8/hpQa1YsUKbNq0CV9++WWNc3RrExsbixdffBGpqanaG9du3rwJb29vjBgxAps2bcJjjz2Gt956C6tWrcKBAwfg5eWlU0f//v0REBBQ481xREQ1KRvpPXHiBFatWoUxY8Zok6FH3Q8//ICQkBCYmZnhnXfeQY8ePQA8GIT4+uuv4e7ujhYtWsDV1RVXr15FWloa3N3dkZaWBhsbG/ztb3/T1mWsKQNNMSZqIA33BDR61J05c0YAiIWFRZXP4R02bJhB9fXt21f7HN6wsDCxtraW5s2bCwDZuXOnxMfHCwBp1qyZWFtbS2BgoHbbxMREefzxxyU3N9eYh0hEj6icnBxZuHCh7Nixo7FDaRKOHz8uNjY2smPHDjl37px2eWxsrDg4OEhaWprk5eXJBx98IJ9++qlkZWVJZmam5OTkiKenZ6VnrJtqTNRwOMJLf1rHjh3DvHnz6vRNaxMmTMAzzzyDl156qZ6iI6JHTXZ2dpOa49xY7t27B19fX0ybNg2zZs3SLi8tLUVaWhq+/PJLmJubY/78+fjhhx9w8OBBbNiwAdnZ2di0aRMcHBwwd+5ck4+JGhYTXiIiIiOSR/yj7uzsbEyePBnvv/8+nnjiCZiZmemcj6tXr+Kbb75BdnY2Tp8+DS8vL+00kPT0dDg5OQEw7nlsijFRw+JNa0REREb0qCdEN27cwKVLl2BtbQ1zc3Pt+SgbX+vWrRsmT56M3Nxc3L59W+c+irLEEjDueWyKMVHDYsJLRERERiEicHR0RPv27ZGWlgbgwZMQgAfJ4vXr17F582Y4Ojpi7ty5mDZtGtauXVvpOemmHhM1PCa8REREZBRmZmZ4/PHH0apVK7z22msAAAsLC+Tn5wMA8vLy8PPPP+PWrVtwcnLCiBEjMHnyZFhbWz9SMVHDY8JLRERERlE2RSAsLAz3799HUFAQAEChUAAA/P394eTkBEdHRwBA9+7d4erq+sjFRA2PN60RERGRUanVanz44Yf49NNPYWVlBR8fH3z66afo2bMndu3aBaDyN5w9ijFRw2HCS0REREaXk5ODS5cu4d1330Xnzp3RunVrLF68GMCDObRlXxr0qMdEDYMJLxERETWYpphYNsWYyLiY8BIRERGRSeNEFSIiIiIyaUx4iYiIiMikMeElIiIiIpPGhJeIiIiITBoTXiIiIiIyaUx4iYiIiMikMeElIiIiIpPGhJeIiIiITBoTXiIiIiIyaUx4iYiIiMikMeElIiIiIpPGhJeIiIiITBoTXiIiIiIyaUx4iYiIiMikMeElIiIiIpPGhJeIiIiITBoTXiIiIiIyaUx4iYiIiMikMeElIiIiIpPGhJeIiIiITBoTXiIiIiIyaUx4iYiIiMikMeElAMD169dhZmYGpVIJa2truLi4ICEhobHDMoiXlxesrKygVCqhVCrh4+Ojs/727dsYO3YsrK2t0aNHD8TGxlZblyFl68LQ+jdv3oxu3bpBoVDA2dkZb7/9dp333Vht3ZTOf132YQpt8LDKfrbKXubm5ti0aVON25w4cQLm5uZYs2aNUWPZunUr+vXrB0tLS6xcuVKvbfSNxZhtTURNAxNeAgAkJibCxcUFarUaarUaEydOxJw5cxo7LINt375dewyHDx/WWTdv3jw4ODjg9u3b2LhxI6ZOnYqsrKwq6zGkbHn+/v7YuXNnreUMqf/111/Hzp078fnnn0OtVmPPnj3Yvn07Xn/99Vr3U5XGauuGOP8A26A+lcWrVquRnJwMc3NzTJ48udrypaWlWLJkCdzc3PTeh77t5+joiJUrV+LZZ5/Vq159YzF2WxNREyFEIhIaGirTp0/Xvo+KihI7O7tGjMhwnp6eEhERUeW6nJwcsbS0lLS0NJ3yO3bseKiyFfn5+clHH31UYxlD6r99+7a0aNFCkpOTdZZfvHhRFAqFZGRk1BpTRY3R1g11/kXYBg1l48aNMnjw4BrLbN26VRYuXCh+fn6yevVqverVp/3KCwwMlJCQkFrL6RNLfbQ1ETUNHOElAA9GnPr16wcASE9PR3h4OHx9fRstnnHjxsHW1rbK1/r166vdbsmSJXj88ccxYsQIJCUlaZdfuXIFSqUS7du31y7r3bs3Ll68WKkOQ8rWhSH1nzhxAl26dIGzs7PO8p49e6J9+/Y4ceKEwfs3Rlsb2j5N6fwbuo+m2gYPo64/X+VFRETgxRdfrHZ9ZmYmNm/ejNDQUGOFXWf6xlIfbU1ETQMTXgLw4BfwihUrtEmAi4sL/vnPf9aprnPnzuHDDz98qHiioqJw7969Kl+vvvpqldts2LABv/76K1JTUzFixAj4+PggJycHwIOPYlUqlU55lUoFtVpdqR5DygK6yUNkZCTmzp1bY/LwsLGUsbW1RV5eXpXralJbW48aNQp//PFHjXUY2j71ef4B02uD+Ph4eHl5wcPDA2PHjkV6ejpGjhwJLy8v2NjYwMvLC15eXpXqLSwsxIABA6BUKnH16tVq91+Xn6/ykpKSkJycXGOSHhQUhMWLF8PW1rbW+gxtP0PpG0t9tDURNQ3NGjsAanxqtRrXrl1DVlYWVCoV3njjDezevRuPPfZYnepzdXVF3759jRukHtzd3bX///vf/44dO3bgxx9/xIgRI6BUKnH//n2d8vfv34dSqaxUjyFlgQfJQxl/f394eXnB39+/2jgNqb9Lly5ITk6GRqNBs2b//XEtKirClStX0KVLl2r3UxV92vqPP/5A27ZtDaq3NvV5/gHTaoM7d+5gxYoViIqKgkqlwvXr11FUVITo6GgAwODBgxEfH19l3ZaWljhw4AD+8Y9/GBSToSIiIjB+/PhqE8izZ8/i1KlTeO+99/Sqz9D2M4QhsRi7rYmo6eAILyEpKQnt2rWDra0tzM3NsWjRIqSkpGinBCQmJqJ///4YOnQoVq9eDRHByy+/DG9vb4wbNw7Z2dmIj4/HxIkTMWHCBOzbtw/BwcFVlqtYV3V8fHwq3RFe9lq7dq1ex2Vubg4RAQA4OztDrVYjPT1du/7ChQtwcXGptJ0hZevCkPrd3d3RunVrREZG6izftWsX2rRpY9DNQEDtbZ2Tk4OWLVvWWo+h7dOUzr+h+2joNjh06BBmzJihHWns3Lmz3omWubm5Xn+sPMzPV2lpKSIjIzFjxoxqyyQkJOCXX36Bk5MTHBwcsGfPHoSHh+Oll17S6ziMyZBYjN3WRNSENPIcYmoCtmzZIiNHjtRZNn78eAkLCxMRkTfeeEN2794tIiIlJSXy1Vdfadd99dVXsmHDBomLi5Phw4eLiEhcXJwEBQVVWa5iXcZy9+5diY6OloKCAiksLJQ333xT2rZtK/fu3dOWmTJlisycOVPy8vLk4MGDYmdnJ5mZmVXWZ0jZujCk/uPHj0vbtm0lLi5ORES+++47adOmjRw/ftzg/dbW1j/99JPMnj3b4Hr10ZTOv6H7aMg2WLdunURFRVW7/aBBg2rdh5+fn1y5csXg2PQRHR0tjz/+uBQXF1dbJjc3V27duqV9TZ06Vf7xj3/I3bt3jRZHcXGx5Ofny6xZsyQoKEjy8/NFo9E8dCzGbGsiajo4wktITExEr169dJaNGjVK+zGjv78/fvjhB7zwwguIjo7G5cuXsWfPHnh5eSE8PByZmZkAUGn0o6pyFesyluLiYixfvhz29vZwcHDAwYMHcejQIdjY2GjLbNmyBb/99htat26NpUuXYs+ePbCzswPwYMSr/MhWTWUrqstomb71r127FiNHjsSdO3e0I1IBAQHIzMzEyJEj9R7tLlNbW1+6dAn/+7//a1Cd+qrtmMu3gSHnv2xbU2mDdu3a6Yw8NzURERF47rnndD7yB3Tbr0WLFnBwcNC+FAoFlEpltVMg6tJ+a9asgUKhwPbt2xEWFgaFQoGIiIhK8RgSi7HbmoiaDjOR//+ZL1E18vPzoVAoUFRUhEGDBiEoKAgpKSlYtmwZgAfJ5vHjxxETE4M1a9YgPj4eMTExePrppyuV02g0OnWdOnWqMQ+NKvj73/+OYcOGYdSoUY0dyiPrzp07mDx5snYOb2pqKkpKSrTTGgYPHoxjx45py6enp8PJyUmnDn9/fwQHB6Nbt24NGjsRUVPFEV6qVWRkJDw8PDBw4EBMnz4dEydOREpKCry9vTF06NBKX/BQpqpyFeuipuXy5csICQnB8OHDMWbMGPDv4YZnb2+PVatWYcKECfDw8MDcuXPRvHnzKstqNJpKN3dNmjQJ0dHR8PPzw969exsgYiKipo8jvEREf1InT57EhQsXEBAQ0NihEBE1aUx4iYiIiMikcUoDEREREZk0JrxEREREZNKY8BIRERGRSWPCS0REREQmjQkvEREREZk0JrwEALh+/TrMzMygVCphbW0NFxcXJCQkNHZYejlx4gTMzc2xZs0aneUbNmxAhw4d0LJlSzz55JPIycmptG1hYSECAgLQsWNHqFQqDBgwACdOnDB6jPrEUub27dsYO3YsrK2t0aNHD8TGxtZY9+bNm9GtWzcoFAo4Ozvj7bffrnOcf+Z+UEafNj137hwGDRoElUqFJ554Atu3b6+yrorf+mVubo5NmzYZNV5D+sacOXPg6OgIlUqF3r174+DBgzXWbcy+ATz4UowFCxagQ4cOUKlUcHFxwYYNG1BSUvJQ9dbFxYsX4eHhAZVKhZ49eyI+Pr7asoaet7rYunUr+vXrB0tLS6xcudJoZWvSuXNntGjRQts/HRwc6lwXkclrxK81piZk//794uLiIiIipaWlsnz5cunevXsjR1W7kpIS6d+/v7i7u8vq1au1y999910ZOnSo3LhxQ0pLSyUxMVEKCgoqba9WqyU0NFRu3LghJSUlsnv3bmndurXk5OTUum8/Pz/56KOPai2nbyxlfH19JSAgQHJzc+XAgQNiZ2cnmZmZVZYNDg6WPn36yNmzZ0Wj0cjp06elV69eEhwcXGtcVfmz9oPy9GnTXr16SWhoqJSUlMjp06dFqVTKpUuXaqw3PT1dLCws5Nq1a7XGUF994/Lly9r1J0+eFJVKJXfu3KmyrLH7xh9//CHdunWTWbNmSXp6uoiInDt3TsaPHy+lpaV1qrOuioqKpGvXrvL222+LRqORb7/9Vlq3bl3tuTDkvJWnbzuKiOzbt08OHDgg06ZNk5CQEKOVrUmnTp3k6NGjdd6e6FHChJdERCQ0NFSmT5+ufR8VFSV2dnaNGJF+tm7dKgsXLhQ/Pz9twqvRaMTR0VGuXr1apzodHR3l559/rrWcPr8MDY0lJydHLC0tJS0tTbvM09NTduzYUans7du3pUWLFpKcnKyz/OLFi6JQKCQjI0OvfZb3Z+0HtanYpkqlUue8ubm5yZdfflljHRs3bpTBgwfrtb/66BsVnTp1SqysrCQxMbHSuvroG76+vjJ16tQ6xWps58+fr9Qvhw8fLtu2bat125rOW0WGJLxlAgMD9U5i9SkLoNL1ICIiQkSY8BIZglMaCACQmJiIfv36AQDS09MRHh4OX1/fBtv/uHHjYGtrW+Vr/fr1VW6TmZmJzZs3IzQ0VGf5zZs3kZeXh88//xxt27ZFjx49sG3bNr3iuHLlCrKystCtW7eHPqa6xHLlyhUolUq0b99eu6x37964ePFipbInTpxAly5d4OzsrLO8Z8+eaN++fZ2mZjR2P6hKXfpGeVW16YIFC7Br1y5oNBqcPHkSqampGDBgQI31RERE4MUXX3zo4ylT1346d+5cKBQKuLm5wdvbG717965Uxth9IyUlBV988QVWrVpl0Hb6qksbS4XvTBKRKn9Oyuhz3ojIhDV2xk1NQ9euXUWpVIq1tbUAkL/97W9SWFioXR8XFyeenp4yZMgQGTNmjAwfPlw8PT1FpVKJp6eneHp6VqozPj5e+vfvL4MGDZLFixcbPebAwEDZunWriIjOCO/x48cFgAQEBEheXp4kJiaKvb29fP/99zXWl5eXJ+7u7rJy5cpqy4wdO1ZsbGzExsZGLC0tRaFQaN+vW7euUnlDY/n++++lU6dOOstee+01CQwMrFQ2MjJS/vKXv1RZj5ubm+zevbuGo61affSDMkeOHJEhQ4aIp6enLFq0SIqLiw2Oz1DVten3338vnTt3FgsLC7GwsJCdO3fWWE9iYqJYWVnJ3bt3qy1T332jPI1GIzExMbJ58+Yq1xu7b7z//vvSo0ePatfHxcVJx44dxdvbW2cEMi4uToKCggzalz6KioqkS5cusmnTJikqKpLDhw9Ls2bNZPbs2TVuV9t5EzG8HStq6BFepVKpjW/JkiV67ZfoUcSElyQnJ0fMzMzk7t27UlJSIuHh4dK3b1/t+tu3b8uQIUMkOztbRER+/fVX7TzGQYMGVVvvzZs3tfPmnn/+eUlKSjJazGfOnJF+/fqJRqMREd2E98yZMwJArl+/ri0/f/58efXVV6utr6ioSMaOHSvPP/+83vMR9fm409BYzpw5I61atdJZNn/+fFm2bFmlsidOnJDWrVtXShwLCwvF1tZWfvzxR72Oo0x99YOybQcPHqydRxseHi7vvPOOQfEZqro2zczMlJYtW8revXtFo9FIYmKiODo6yunTp6ut65VXXhFfX1+9910ffaMq48aNk6+//rrScmP3jdWrV8uwYcOqXV8+sc3Pz5cxY8bIyZMn6y3hFXnwR4iHh4fY2dnJyJEj5YUXXpDQ0FC9tq3uvFXEKQ1EpoNTGghJSUlo164dbG1tYW5ujkWLFiElJQVJSUkAgEOHDmHGjBlQqVQAHtwZ3KVLl1rrdXJyQvPmzQEAzZo1g4WFRbVlfXx8Kt0RX/Zau3ZtpfIJCQn45Zdf4OTkBAcHB+zZswfh4eF46aWX0L17dzz22GMwMzPTli///4pKS0sxY8YMmJmZ4eOPP66xrKEMjcXZ2RlqtRrp6enaZRcuXICLi0ulsu7u7mjdujUiIyN1lu/atQtt2rSBm5ubQbHWVz8AgK+//hovvvgilEolAGDRokXYt2+fXtsa2jeAmts0JSUF1tbWmDJlCiwsLODq6oqBAwdW+zSK0tJSREZGYsaMGXrFqy9D+0ZVNBoNrl69Wmm5sftGx44dkZaWpldZKysrvPLKK/jqq6/0rr8ubezq6oqEhARkZmbim2++wbVr1+Du7q7X/qo7b01VQUGB9v/Z2dmNGAnRn1hjZ9zU+LZs2SIjR47UWTZ+/HgJCwsTEZF169ZJVFRUldvWNrIn8mAka8yYMQ8faDm5ubly69Yt7Wvq1Knyj3/8Q/uR8/PPPy9z5syRgoICuXTpkrRp06baj4pnzZolHh4ekp+fb9QYyxgSi4jIlClTZObMmZKXlycHDx6s8SkNx48fl7Zt20pcXJyIiHz33XfSpk0bOX78uMFx1mc/qGpbfW8Aq4ua2vTevXuiUqlk//79UlpaKhcvXpQ2bdrIt99+W2Vd0dHR8vjjj9fLFAxD+sa9e/fk3//+t+Tk5EhxcbF89tln0rx5czl79myV5Y3ZN7KysqRt27ayZs0ayc3NlZKSEjl58qR2qlLFkdz//Oc/MmvWrHof4c3Pz5fc3FzZsGGD9O/fv8pyhp63uiouLpb8/HyZNWuWBAUFSX5+vvYTqIcpC0Bef/11KSkpkW+//VbMzc1ly5YtUlxczBFeIgMw4SUJDAyUpUuX6ix79913tXMAP/74Y3n//fer3La2ROePP/6QwYMHy++//26cYKtRfkqDiMjdu3dl8uTJolQqpXPnzpXiHz16tISFhcn169cFgFhZWYm1tbX2VV3SMXr0aJ1y5V9liWFF+sZSJiMjQ3x8fEShUIizs3O1iVhYWJhYW1uLhYWFdO7cWUREOy+1pniqU5/9YOfOnfLBBx9o3xcUFIi3t7d89dVXsnbtWlm4cKFBsdZEnzY9cuSI9OnTR5RKpXTs2FHWr1+vXVexPWbMmCELFiyodb/13Teys7PFy8tLbGxsRKVSSb9+/eSLL76osl5j9w0RkQsXLsjo0aOldevW0qpVK3Fzc5MPP/xQRConvLGxsfL666/Xa8K7ePFisbGxkZYtW8rkyZPl1q1b2nV1PW9l2xrajiIiISEhAkDnVTYdomKfqqlsRQAkMDBQ7O3tZejQobJixQqxs7OTGzduMOElMoCZSIVbXYkquHPnDiZPnoyoqCioVCqkpqaipKQEXbp0weDBg3Hs2DFt2fT0dDg5OQF48AUAY8eORXh4OJ566qnGCp+MpK79AAAyMjLw7LPP4siRI7C2tsaGDRtgZWWFhQsXAgACAwPx/vvvN/gxkXHEx8cjJiYGa9asQUFBAXx9fRESEgK1Wq1dTnVjZmaGtLQ0nSe3EJHhOIeXamVvb49Vq1ZhwoQJ8PDwwNy5c7Vzc8vTaDTw9/fXvv/kk09w/vx5LFu2DF5eXvXyDWbUcOraDwCgTZs2WL58OUaNGgVPT0/cvHkTL7/8MgBg/fr1mDlzZkMcAtWjiIgIDBs2DKNHj8a0adPw9NNPAwD+/e9/Y/jw4Rg+fDiioqIaOUoielRxhJeM5uTJk7hw4QICAgIaOxRqRIb0g7Vr1yI5ORl9+/bFokWLjHrDIJEp4AgvkXEw4SUiIiIik8YpDURERERk0pjwEhEREZFJY8JLRERERCaNCS8RERERmTQmvERERERk0pjwEhEREZFJY8JLWnfu3MGCBQvQoUMHqFQquLi4YMOGDSgpKWns0OpVYWEhAgIC0LFjR6hUKgwYMEDnSzK2bt2Kfv36wdLSEitXrqyxrtu3b2Ps2LGwtrZGjx49EBsb26CxVjRnzhw4OjpCpVKhd+/eOHjwYJ3227lzZ7Ro0QJKpRJKpRIODg51PYRHtp+VuXjxIjw8PKBSqdCzZ0/Ex8dXKnPixAmYm5vX+A1l+tTzsGrqP+fOncOgQYOgUqnwxBNPYPv27TXWtWHDBnTo0AEtW7bEk08+iZycnDrFZIy+mJKSgmbNmqGgoKBOMdTGkOtAfV8zGiuezp0763z7IgCsXLkSs2bNqlN9RA+LCS8BePDVr3/5y19QUFCAn376Cffv30dkZCSOHTsGc3PT7iYajUZ7cb537x4WL16M8ePHQ61WAwAcHR2xcuVKPPvss7XWNW/ePDg4OOD27dvYuHEjpk6diqysrFq38/f3x86dOx861oqWLl2K69ev4/79+9ixYwemT5+OzMzMWvdTlejoaKjVaqjVavz+++91quNR7mcAUFxcjIkTJ2LKlCm4e/cu/vnPf2LKlCk6bVJaWoolS5bAzc3toeqpjr59Dai5/8yYMQOjRo3CvXv38Pnnn2PJkiW4fPlylfW89957OHLkCI4fP4779+/j448/xmOPPaZXDFV52L6YmJiIHj16wMrKqs4x1MSQ60B9XzMaKh6iJk+IRMTX11emTp3a2GE0GY6OjvLzzz/rLAsMDJSQkJBqt8nJyRFLS0tJS0vTLvP09JQdO3bUuj8/Pz/56KOPjBZrVU6dOiVWVlaSmJhY5XoAlWKPiIgQEZFOnTrJ0aNH6xRfeY96Pzt//rzY2dnpLBs+fLhs27ZN+37r1q2ycOFC8fPzk9WrV9e5nurUta9V7D9KpVKSk5O1693c3OTLL7+stJ1GoxFHR0e5evWqXvupqR+KGKcvrlixQv76178+VB3VMeQ60BDXjPqMx9BrRkhIiMycObPWmInqg+kPqVCtUlJS8MUXX2DVqlWNHcpDGzduHGxtbat8rV+/Xq86rly5gqysLHTr1s2gfV+5cgVKpVLnK0B79+6NixcvGlSPofusLda5c+dCoVDAzc0N3t7e6N27d73FUxNT6mdA3fuaVPhySxHR9pHMzExs3rwZoaGhte6/pnqMqbr+s2DBAuzatQsajQYnT55EamoqBgwYUGn7mzdvIi8vD59//jnatm2LHj16YNu2bUaP0xBJSUlwdXXVq6yh7WzIdaAhrhlNLR6ixsKElxAbGwtnZ2f06NGjyvXx8fHo1KkTvLy8MH78eOTl5RllvzExMbXOiS1TWFiIAQMGQKlU4urVq9WWi4qKwr1796p8vfrqq7XuJz8/H9OnT8fy5cthY2Oj76EAANRqNVQqlc4ylUpV7XSD8r9IIyMjMXfuXIOSc31j3bJlC9RqNWJiYjBy5EiYmZkZdFxlfHx8tPEtXbrU4O0bq58BhvW1hIQEDBgwAIMHD8aSJUuqLVeXvtajRw/Y2trizTffRHFxMY4cOYKEhATk5uYCAIKCgrB48WLY2trWGGNt9VT0MH2tuv7j4+ODTz75BFZWVhg4cCDCw8Ph6OhYafv09HRkZ2cjOTkZ169fx969e/Haa6/h6NGjNe63Jg/bFxMTE9GnTx+9yhrazoZcBxrimlGf8dSmfDsZMuhAVB+Y8BIyMjJ0/qKvyowZMxAfHw9PT0989tlnDRTZf1laWuLAgQOYMmVKve2juLgYvr6+6NatG1asWGHw9kqlEvfv39dZdv/+fSiVyirLl/9F+vzzz2PLli16J+eGxmphYYFhw4YhJiYGhw4d0v+gyjl8+LA2vjfffNPg7f8M/QwAunXrhoSEBBw7dgwZGRk4f/680eq2tLTE/v37ceDAATg4OOCtt97CtGnT0L59e5w9exanTp3C7NmzH6qeqjxMXwMq95+srCyMHTsWGzduRGFhIc6cOYPly5fjzJkzlbZVKBQAgBUrVkChUMDV1RXPPfdcnfsh8HB98f79+7h+/breCa+hDLkONMQ1oz7jqU35dtK3rxHVFya8hI4dOyItLU2vsr1798bNmzeRmJiI/v37Y+jQoVi9ejVEBC+//DK8vb0xbtw4ZGdnIz4+HsHBwQD+O8JWXFyMZ599FiNHjtTecFFSUoLp06fD09MTEyZMqHTBBQBzc3O0bdu21vh8fHy0d29XfK1du7ba7UpLSzFjxgyYmZnh448/rtMoqLOzM9RqNdLT07XLLly4ABcXF4PrqsnDxKrRaGocIS9/13p2dvZDxVmRMfoZgHrva05OTmjevDkAoFmzZrCwsKgyxrr2NVdXVyQkJCAzMxPffPMNrl27Bnd3dyQkJOCXX36Bk5MTHBwcsGfPHoSHh+Oll14yqJ76VNZ/UlJSYG1tjSlTpsDCwgKurq4YOHAgEhISKm3TvXt3PPbYYzr9tLY+W5/98Pz582jdujXatWunV3lD29mQ60BDXDPqO576bCsiY2LCSxg/fjyys7MRFhaGvLw8lJaW4tSpU1V+nHvs2DE4OzsjJiYGS5YsQVxcHIKCghAVFYUOHTrgu+++Q2BgID744IMq97V//3706dMH0dHR6N69OwBg37592lG1iRMnPtT8vsOHD2vv3q74eu2116rdLjAwELdu3cLevXvRrFkznXUajQYFBQUoKSnR+X9FSqUSEydOREhICPLz8xEVFYWkpCRMnDix1rh37twJf39/vY6xpljLy87ORmRkJNRqNTQaDfbu3Yu4uDh4eHhUu80nn3yC0tJSxMTEICkpCTk5OdBoNHrFVRtj9DMADdbXzp49izt37qBnz55Vrq9rX0tKSkJBQQHy8vKwceNGlJaWYvTo0ZgzZw6uXr2Kc+fO4dy5c5gwYQLmzZuHt956y6B6aqNvX6up/3Tv3h15eXk4cOAARASXLl3C0aNHq5wfXpYYh4WFobCwEJcvX8aePXswZsyYavddn/0wMTERLi4uKCgo0L6KioqqLW9oOxtyHWiIa0Z9x1OfbUVkTEx4Ca1atUJsbCyOHTuGjh07wt7eHvPmzdP55RUREQEvLy9kZGRg8uTJ8Pf3xw8//IAXXngB0dHR2l9iXl5eCA8PR2Zmps4oTtkNNikpKXjqqacAQPvv1atXtY9g6t+/f40jkPXhxo0b2L59O06ePAl7e3vt6E3ZHMM1a9ZAoVBg+/btCAsLg0KhQEREhHZ7Hx8f7UjPli1b8Ntvv6F169ZYunQp9uzZAzs7uyr3W5cRwtpiLR+LmZkZtm3bhvbt26N169ZYv349IiMj0bdv32rPRUZGBtq2bYu1a9ciODgYwcHB+O233ww+p1UxRj8D0CB9LSMjAwsXLsSOHTuMcuzlffTRR3BwcICDgwN+/PFH7N+/HwDQokUL7XIHBwcoFAoolUrtfN7ybVtTPVWpS1+rqf/Y2Njgs88+Q0hICFQqFXx8fLB06VIMHz68yljfe+893LlzB/b29hgzZgxWr16NIUOGVBtvffbDxMREJCQkQKFQaF/Tpk0zSt1laroOVDw39X3NqM94gPptKyJjMpOKt/oSVRAfH4+YmBidh+Dn5+dDoVCgqKgIgwYNQlBQEFJSUrBs2TIAD+aYXrp0CW+//TZ27NiBN954A2q1Gj179kRycjKCg4OxZs0aaDQa9OrVC+fPn0doaCg+/PBD3L17F6+88grS09Ph5OSkE4u/vz+Cg4MNfoIC1c7MzAxpaWm1zrOtL/r0s1OnTmH//v312tcKCwsxduxYhIeHaxNlajiN3Q9Jf2wr+jPhCC/VSWRkJDw8PDBw4EBMnz4dEydOREpKCry9vTF06FAcPnwYrq6uyMjIwOjRo3HlyhUAwDPPPIPTp09jxIgRuHbtGgBg0qRJuHLlCjw9PbFv3z7Mnj0bGo2m0sd1kyZNQnR0NPz8/LB3796GPmRqBBX7GYB672uffPIJzp8/j2XLlsHLy6vGb7IjIqI/B47wUpN08uRJXLhwAQEBAY0dyiPjUR2tYV9rWh7VfvhnxLaiPxMmvERERERk0jilgYiIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik8aEl4iIiIhMGhNeIiIiIjJpTHiJiIiIyKQx4SUiIiIik/b/ALNzXHlIeoIzAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/anaconda3/lib/python3.12/site-packages/uncertainties/core.py:1024: UserWarning: Using UFloat objects with std_dev==0 may give unexpected results.\n",
      "  warn(\"Using UFloat objects with std_dev==0 may give unexpected results.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---weight 0.3---\n",
      "$R_{\\mathrm{series}}$ = 50.0 ± 0 $\\mathrm{\\Omega}$   $R_L$ = 0.0 ± 0 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,1}}$ = 3.2 ± 0.7 $\\mathrm{\\Omega}$   \n",
      "$R_{\\mathrm{CT,2}}$ = 27.9 ± 4.7 $\\mathrm{\\Omega}$   $R_{\\mathrm{CT,O_2}}$ = 32.6 ± 5.0 $\\mathrm{\\Omega}$   $C_{\\mathrm{DL}}$ = 12.3 ± 2.8 $\\mathrm{\\mu F}$   \n",
      "$C_{\\mathrm{Pseudo,1}}$ = 60.7 ± 8.4 $\\mathrm{\\mu F}$   $C_{\\mathrm{Pseudo,2}}$ = 239.1 ± 72.2 $\\mathrm{\\mu F}$   $L$ = 0.0 ± 0.0 $\\mathrm{\\mu H}$   \n",
      " False\n",
      "[False False  True  True  True  True  True  True False]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from numpy.typing import NDArray\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from lmfit import Model\n",
    "from matplotlib import cm\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.signal import savgol_filter \n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import re\n",
    "\n",
    "E_ref_info = 'Hg/HgO in 0.1 M KOH'\n",
    "E_ref = 0.1635\n",
    "print(f'E_ref_info: E = {E_ref} V') \n",
    "\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (2.5, 2.5)\n",
    "plt.rcParams['figure.dpi'] = 120\n",
    "\n",
    "plt.rcParams['font.size'] = 7\n",
    "plt.rcParams['axes.labelsize'] = 8\n",
    "plt.rcParams['axes.titlesize'] = 8\n",
    "plt.rcParams['legend.fontsize'] = 7\n",
    "plt.rcParams['xtick.labelsize'] = 7\n",
    "plt.rcParams['ytick.labelsize'] = 7\n",
    "\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "\n",
    "# Major ticks\n",
    "plt.rcParams['xtick.major.size'] = 4\n",
    "plt.rcParams['ytick.major.size'] = 4\n",
    "plt.rcParams['xtick.major.width'] = 2\n",
    "plt.rcParams['ytick.major.width'] = 2\n",
    "\n",
    "# Minor ticks\n",
    "plt.rcParams['xtick.minor.size'] = 2\n",
    "plt.rcParams['ytick.minor.size'] = 2\n",
    "plt.rcParams['xtick.minor.width'] = 1\n",
    "plt.rcParams['ytick.minor.width'] = 1\n",
    "\n",
    "plt.rcParams['xtick.top'] = True\n",
    "plt.rcParams['ytick.right'] = True\n",
    "\n",
    "plt.rcParams['axes.linewidth'] = 1.0\n",
    "plt.rcParams['lines.linewidth'] = 1.5\n",
    "plt.rcParams['lines.markersize'] = 6\n",
    "\n",
    "plt.rcParams['legend.loc'] = 'best'\n",
    "plt.rcParams['legend.frameon'] = False\n",
    "\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['savefig.bbox'] = 'tight'\n",
    "\n",
    "\n",
    "\n",
    "parameters = np.array([r'$R_{\\mathrm{series}}$', r'$R_L$', '$R_{\\mathrm{CT,1}}$', r'$R_{\\mathrm{CT,2}}$', r'$R_{\\mathrm{CT,O_2}}$', r'$C_{\\mathrm{DL}}$', r'$C_{\\mathrm{Pseudo,1}}$', r'$C_{\\mathrm{Pseudo,2}}$', r'$L$'])\n",
    "\n",
    "\n",
    "\n",
    "def Circuit(freq: NDArray[np.float64], Rseries: float, RL: float, Rct1: float, Rct2: float, RctO2: float, Cdl: float, Cpseudo1: float, Cpseudo2: float, L: float) -> NDArray[np.float64]:\n",
    "    '''\n",
    "                  ---RL---    -----------Cdl------------------------\n",
    "                 |       |   |                                      |\n",
    "    ---Rseries---         ---          ------------Cpseudo1---------|---\n",
    "                 |       |   |        |                             |\n",
    "                  ---L---    ---Rct1---           ---Cpseudo2---    |\n",
    "                                      |          |              |   |\n",
    "                                       ---Rct2---                ----\n",
    "                                                 |              |\n",
    "                                                  -----RctO2----\n",
    "    '''\n",
    "    omega = 2*np.pi*freq[:len(freq)//2]\n",
    "    Z_loop3 = (1/(1/(1j*omega*Cpseudo2)) + 1/RctO2)**-1\n",
    "    Z_loop2 = (1/(1/(1j*omega*Cpseudo1)) + 1/(Rct2+Z_loop3))**-1\n",
    "    Z_loop1 = (1/(1/(1j*omega*Cdl))      + 1/(Rct1+Z_loop2))**-1\n",
    "    if L == 0:\n",
    "        Z_loop0 = 0\n",
    "    else:\n",
    "        Z_loop0 = (1/RL + 1/(1j*omega*L))**-1\n",
    "    Z_model = Rseries + Z_loop0 + Z_loop1\n",
    "    return np.hstack((Z_model.real, Z_model.imag))\n",
    "\n",
    "def CalculateCorrelation(covariance_matrix: NDArray[np.float64])-> NDArray[np.float64]:\n",
    "    '''\n",
    "    Johnson, M. L. Parameter Correlations While Curve Fitting. In Methods in Enzymology; Numerical Computer Methods, Part C; Academic Press, 2000; Vol. 321, pp 424–446. https://doi.org/10.1016/S0076-6879(00)21207-X.\n",
    "    https://en.wikipedia.org/wiki/Correlation\n",
    "    '''\n",
    "    standard_deviation = np.sqrt(np.diag(covariance_matrix))\n",
    "    matrix_standard_deviation = np.outer(standard_deviation, standard_deviation)\n",
    "    correlation_matrix = covariance_matrix / matrix_standard_deviation\n",
    "    return correlation_matrix\n",
    "\n",
    "\n",
    "### manage the input files####\n",
    "working_directory = os.getcwd()\n",
    "print(working_directory)\n",
    "\n",
    "\n",
    "\n",
    "###############################\n",
    "\n",
    "initial_guesses = [\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 130,  'Rct2': 9600,   'RctO2': 300,     'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760000e-6, 'L': 0.5e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 67,     'RctO2': 30,      'Cdl': 20e-6,  'Cpseudo1': 150e-6,  'Cpseudo2': 760e-6,    'L': 9e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 90,   'Rct2': 300,    'RctO2': 200,     'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 500e-6,    'L': 19e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 5,    'Rct2': 1283.0, 'RctO2': 4119.9,  'Cdl': 120e-6, 'Cpseudo1': 150e-6,  'Cpseudo2': 76e-6,     'L': 12e-3},\n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 13,   'Rct2': 1196.0, 'RctO2': 7795.9,  'Cdl': 9e-6,   'Cpseudo1': 100e-6,  'Cpseudo2': 50e-6,     'L': 3e-3}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 21.7, 'Rct2': 10226,  'RctO2': 65300,   'Cdl': 9e-6,   'Cpseudo1': 15e-6,   'Cpseudo2': 3.7e-6,    'L': 3105}, \n",
    "    {'Rseries': 50, 'RL': 10,   'Rct1': 10.7, 'Rct2': 1526,   'RctO2': 3200,    'Cdl': 9e-6,   'Cpseudo1': 50e-6,   'Cpseudo2': 20e-6,     'L': 8105}, \n",
    "    {'Rseries': 50, 'RL': 15,   'Rct1': 7,    'Rct2': 15,     'RctO2': 32,      'Cdl': 8e-6,   'Cpseudo1': 11e-6,   'Cpseudo2': 50e-6,     'L': 6105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 3,    'Rct2': 980,    'RctO2': 860,     'Cdl': 20e-6,  'Cpseudo1': 50e-6,   'Cpseudo2': 30e-6,     'L': 4105}, \n",
    "    {'Rseries': 50, 'RL': 6,    'Rct1': 16,   'Rct2': 4430,   'RctO2': 79000,   'Cdl': 10e-6,  'Cpseudo1': 15e-6,   'Cpseudo2': 5e-6,      'L': 2900}, \n",
    "    {'Rseries': 50, 'RL': 9,    'Rct1': 21.6, 'Rct2': 940.3,  'RctO2': 5297.4,  'Cdl': 4e-6,   'Cpseudo1': 17e-6,   'Cpseudo2': 16.2e-6,   'L': 100000}, \n",
    "    {'Rseries': 50, 'RL':30,    'Rct1': 4.5,  'Rct2':4.5,     'RctO2': 32.2,    'Cdl': 11e-6,  'Cpseudo1': 13.e-6,  'Cpseudo2': 77e-6,     'L': 1000000},\n",
    "    {'Rseries': 50, 'RL':6,     'Rct1': 3.8,  'Rct2':939,     'RctO2': 5590,    'Cdl': 19e-6,  'Cpseudo1': 48.e-6,  'Cpseudo2': 32e-6,     'L': 4e-3}, \n",
    "    {'Rseries': 50, 'RL': 11.0, 'Rct1': 4.3,  'Rct2': 1499.1, 'RctO2': 11318,   'Cdl': 19e-6,  'Cpseudo1': 61e-6,   'Cpseudo2': 41e-6,     'L': 6e-3 }, \n",
    "    {'Rseries': 50, 'RL': 13.2, 'Rct1': 14.6, 'Rct2': 901.9,  'RctO2': 7150.1,  'Cdl': 8e-6,   'Cpseudo1': 85e-6,   'Cpseudo2': 47e-6,     'L': 3236e-6}, \n",
    "    {'Rseries': 50, 'RL': 14.0, 'Rct1': 7.5,  'Rct2': 80.2,   'RctO2': 6.4,     'Cdl': 12e-6,  'Cpseudo1': 31e-6,   'Cpseudo2': 1029e-6,   'L': 11699e-6}, \n",
    "    {'Rseries': 50, 'RL': 4.7,  'Rct1': 10.0, 'Rct2': 9131.8, 'RctO2': 74211.0, 'Cdl': 9.4e-6, 'Cpseudo1': 15.8e-6, 'Cpseudo2': 6.3e-6,    'L': 10796268227e-6}]\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "threshold = 0.98\n",
    "AllEISParams = pd.DataFrame() \n",
    "matrices = {}\n",
    "\n",
    "samples = sorted(set(Selection['Sample']))\n",
    "potentials = sorted(set(Selection.index.get_level_values('<Ewe>/V')))\n",
    "annealing_states = sorted(set(Selection['Annealing']))\n",
    "print(samples)\n",
    "for i_sample, sample in enumerate(samples):\n",
    "    for i_potential, potential in enumerate(potentials): \n",
    "        for i_annealing_state, annealing_state in enumerate(annealing_states):\n",
    "            df = AllEisData.loc[(AllEisData['Sample'] == sample) & (AllEisData['RPM'] == '3000') & (AllEisData['<Ewe>/V'] == potential) & (AllEisData['Annealing'] == annealing_state)]\n",
    "            frequency = df['freq/Hz'].to_numpy()[:-1]\n",
    "            impedance = df[\"Z' ZHIT /Ohm\"].to_numpy()[:-1] + 1j*df[\"Z'' ZHIT /Ohm\"].to_numpy()[:-1]\n",
    "            file = df['fname'].iloc[0]\n",
    "\n",
    "            sum_squared_best_residual = np.inf\n",
    "            # --- set safe defaults for every file ---\n",
    "            vary_L = False       # default: keep L fixed\n",
    "            fix_L  = 0.0\n",
    "            weight_exponent = 0.3\n",
    "            weights = np.hstack((frequency, frequency))**weight_exponent\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "            best_residual = np.inf\n",
    "            out = None\n",
    "            for guess in initial_guesses:\n",
    "                model = Model(Circuit)\n",
    "                model.set_param_hint('Rseries',  value=guess['Rseries'],  min=40, max=70,     vary = False)\n",
    "                model.set_param_hint('Rct1',     value=guess['Rct1'],     min=0,  max=np.inf, vary = True)#before np.inf\n",
    "                model.set_param_hint('Rct2',     value=guess['Rct2'],     min=0,  max=np.inf, vary = True)\n",
    "                model.set_param_hint('RctO2',    value=guess['RctO2'],    min=0,  max=np.inf, vary = True)\n",
    "                model.set_param_hint('Cdl',      value=guess['Cdl'],      min=0,  max=np.inf, vary = True)\n",
    "                model.set_param_hint('Cpseudo1', value=guess['Cpseudo1'], min=0,  max=np.inf, vary = True)\n",
    "                model.set_param_hint('Cpseudo2', value=guess['Cpseudo2'], min=0,  max=np.inf, vary = True)\n",
    "                if vary_L:\n",
    "                    model.set_param_hint('L',  value=guess['L'],  min=0, max=np.inf, vary=True)\n",
    "                    model.set_param_hint('RL', value=guess['RL'], min=0, max=np.inf, vary = True)\n",
    "                    params = model.make_params(Rseries=guess['Rseries'], RL=guess['RL'], Rct1=guess['Rct1'], Rct2=guess['Rct2'],\n",
    "                                RctO2=guess['RctO2'], Cdl=guess['Cdl'], Cpseudo1=guess['Cpseudo1'], Cpseudo2=guess['Cpseudo2'], L=guess['L'])\n",
    "                else:\n",
    "                    model.set_param_hint('L',  value=fix_L, vary = False) \n",
    "                    model.set_param_hint('RL', value=0,     vary = False)\n",
    "                    params = model.make_params(Rseries=guess['Rseries'], RL=0, Rct1=guess['Rct1'], Rct2=guess['Rct2'],\n",
    "                                RctO2=guess['RctO2'], Cdl=guess['Cpseudo1'], Cpseudo1=guess['Cpseudo1'], Cpseudo2=guess['Cpseudo2'], L=fix_L)#Cdl = Cpseudo1 as guess intended\n",
    "\n",
    "                #print(\"INIT from hints  L:\", params['L'].value, \"vary:\", params['L'].vary)\n",
    "                output = model.fit(np.hstack((impedance.real, impedance.imag)), freq=np.hstack((frequency, frequency)), params=params, method='least_squares', nan_policy='omit', weights=weights)\n",
    "                #print(\"POST-FIT       L:\", output.params['L'].value,  \"vary:\", output.params['L'].vary)\n",
    "\n",
    "                sum_squared_residual = np.sum(output.residual**2)\n",
    "                covariance = output.covar\n",
    "                if sum_squared_residual < sum_squared_best_residual:\n",
    "                    sum_squared_best_residual = sum_squared_residual\n",
    "                    best_fit = (output.best_fit)\n",
    "                    fit = np.append(best_fit[:len(best_fit)//2], np.array([np.nan])) + 1j* np.append(best_fit[len(best_fit)//2:], np.array([np.nan]))\n",
    "                    out = output \n",
    "            print(f'---weight {weight_exponent}---')\n",
    "            #### plot the fitted impedance spectrum###\n",
    "            min = np.nanmin(np.hstack((impedance.real, -impedance.imag)))\n",
    "            max = np.nanmax(np.hstack((impedance.real, -impedance.imag)))\n",
    "\n",
    "            fig, ax = plt.subplots(nrows = 1, ncols = 2, figsize = (6,3), tight_layout = True)\n",
    "            bias = np.round(potential + E_ref + 0.059*pH, 3)\n",
    "            fig.suptitle(f'{sample} {annealing_state} annealing \\n $E$ = {bias} V vs RHE')\n",
    "            ax[0].set_title('A) impedance spectrum')\n",
    "            ax[0].tick_params(which='both', direction = 'in', bottom = True, top = True, right = True, left = True)\n",
    "            ax[0].plot(impedance.real, -impedance.imag, marker = 'o', fillstyle = 'none', linestyle = 'none', color = 'black')\n",
    "            ax[0].plot(fit.real, -fit.imag, linestyle = '-',  marker = 'x',   color = 'red')\n",
    "            ax[0].set_xlim(min, max)\n",
    "            ax[0].set_ylim(min, max)\n",
    "            ax[0].set_ylabel(r'$-Z^{\\prime\\prime} \\ (\\Omega)$')\n",
    "            ax[0].set_xlabel(r'$Z^{\\prime} \\ (\\Omega)$')\n",
    "            ax[0].axhline(y=0, color='black', linestyle='-')\n",
    "            ax[0].set_aspect('equal')\n",
    "            ax[0].yaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "            ax[0].xaxis.set_major_locator(MaxNLocator(nbins=4))\n",
    "            params = [param.value for _, param in out.params.items()]\n",
    "            errs = [param.stderr for _, param in out.params.items()]\n",
    "            names = []\n",
    "            info_string = ''\n",
    "            ic = 1\n",
    "            for param_name, param in out.params.items():\n",
    "                if 'R' in param_name:\n",
    "                    prefac = 1\n",
    "                    unit = r'$\\mathrm{\\Omega}$'\n",
    "                    names.append(f'{param_name} (Ohm)')\n",
    "                elif 'L' in param_name:\n",
    "                    prefac = 1e6\n",
    "                    unit = r'$\\mathrm{\\mu H}$'\n",
    "                    names.append(f'{param_name} (H)')\n",
    "                elif 'C' in param_name:\n",
    "                    prefac = 1e6\n",
    "                    unit = r'$\\mathrm{\\mu F}$'\n",
    "                    names.append(f'{param_name} (F)')\n",
    "                if param.stderr == None: \n",
    "                    err = np.nan\n",
    "                else: \n",
    "                    err = np.round(param.stderr*prefac, 1)\n",
    "                param = np.round(param.value*prefac, 1)\n",
    "                info_string += f'{parameters[ic-1]} = {param} ± {err} {unit}   '\n",
    "                \n",
    "                if ic % 3 == 0: \n",
    "                    info_string += '\\n' \n",
    "                ic += 1 \n",
    "\n",
    "            print(info_string, vary_L)\n",
    "            fig.text(x=0.2, y=-0.2, s = info_string, color='black')\n",
    "            EISParams = pd.DataFrame({\n",
    "                'fname': np.full(len(names), file), \n",
    "                'parameter': names,\n",
    "                'value': params,\n",
    "                'error': errs, \n",
    "                'potential RHE': np.full(len(names), np.round(np.average(df['potential vs RHE (V)']), 3)),\n",
    "                'sample': np.full(len(names), sample), \n",
    "                'annealing': annealing_state,\n",
    "                'cell': np.full(len(names), 'RDE')\n",
    "            })\n",
    "            Selection.loc[(Selection['Sample'] == sample) & (Selection.index.get_level_values('<Ewe>/V') == potential) & (Selection['Annealing'] == annealing_state), 'Z fit /Ohm'] = fit\n",
    "            \n",
    "            AllEisData.loc[(AllEisData['RPM'] == '3000') &\n",
    "                                   (AllEisData['Sample'] == sample)&\n",
    "                                   (AllEisData['<Ewe>/V'] == potential) & \n",
    "                                   (AllEisData['Annealing'] == annealing_state), \"Z' fit /Ohm\"] = fit.real\n",
    "\n",
    "            AllEisData.loc[(AllEisData['RPM'] == '3000') &\n",
    "                                   (AllEisData['Sample'] == sample)&\n",
    "                                   (AllEisData['<Ewe>/V'] == potential) & \n",
    "                                   (AllEisData['Annealing'] == annealing_state), \"Z'' fit /Ohm\"] = fit.imag\n",
    "\n",
    "            AllEISParams = pd.concat([AllEISParams, EISParams])\n",
    "            #############################################\n",
    "\n",
    "            covariance = out.covar\n",
    "            try:\n",
    "                correlation = CalculateCorrelation(covariance)\n",
    "\n",
    "                ax[1].set_title('B) correlation')\n",
    "                ax[1].tick_params(which = 'both', direction = 'in', bottom = True, top = True, left = True, right = True)\n",
    "                if np.shape(correlation) == (6,6):\n",
    "                    parameter_mask = np.full(np.shape(parameters), True)\n",
    "                    parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "                    print(parameter_mask)\n",
    "\n",
    "                else:\n",
    "                    parameter_mask = np.full(np.shape(parameters), True)\n",
    "                    parameter_mask[0] = False; \n",
    "                    print(parameter_mask)\n",
    "                c = ax[1].pcolormesh(parameters[parameter_mask], parameters[parameter_mask], correlation, cmap='RdBu', vmin = -1, vmax = 1)\n",
    "                for i in range(correlation.shape[0]):\n",
    "                    for j in range(correlation.shape[1]):\n",
    "                        if correlation[i, j] > threshold:\n",
    "                            ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "                        if correlation[i, j] < -threshold: \n",
    "                            ax[1].scatter(parameters[parameter_mask][j], parameters[parameter_mask][i], marker='x', color='black')\n",
    "                ax[1].set_aspect('equal')\n",
    "                for label in ax[1].get_xticklabels():\n",
    "                    label.set_rotation(45)\n",
    "                cbar = fig.colorbar(c, ax=ax[1], shrink=0.8)\n",
    "                cbar.set_label('correlation')\n",
    "                plt.savefig(fname = f'{file[:-4]}_corr_RS.tif', dpi = 600, pil_kwargs={\"compression\": \"tiff_lzw\"}, bbox_inches='tight')\n",
    "                plt.show()\n",
    "            except ValueError:\n",
    "                pass\n",
    "            finally: \n",
    "                #plt.show()\n",
    "                with open(f'{file[:-4]}_output_RS.txt', 'w') as f: \n",
    "                    f.write(out.fit_report())\n",
    "            matrices[file] = correlation\n",
    "\n",
    "# Convert each to DataFrame\n",
    "for name, mat in list(matrices.items()):\n",
    "    if np.shape(mat) == (6,6): \n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0:2] = False; parameter_mask[-1] = False\n",
    "    else:\n",
    "        parameter_mask = np.full(np.shape(parameters), True)\n",
    "        parameter_mask[0] = False; \n",
    "    matrices[name] = pd.DataFrame(\n",
    "        mat,\n",
    "        index=parameters[parameter_mask],\n",
    "        columns=parameters[parameter_mask],\n",
    "    )\n",
    "\n",
    "\n",
    "matrices = pd.concat(matrices, axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fname</th>\n",
       "      <th>&lt;Ewe&gt;/V</th>\n",
       "      <th>Sample</th>\n",
       "      <th>Annealing</th>\n",
       "      <th>RPM</th>\n",
       "      <th>MeasurementID</th>\n",
       "      <th>freq/Hz</th>\n",
       "      <th>Z' /Ohm</th>\n",
       "      <th>Z'' /Ohm</th>\n",
       "      <th>technique</th>\n",
       "      <th>Z' ZHIT /Ohm</th>\n",
       "      <th>Z'' ZHIT /Ohm</th>\n",
       "      <th>potential vs RHE (V)</th>\n",
       "      <th>cell</th>\n",
       "      <th>Z' fit /Ohm</th>\n",
       "      <th>Z'' fit /Ohm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sample6_20250325_0p1M_NaOH_after_annealing_EIS...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>100003.710938</td>\n",
       "      <td>50.453255</td>\n",
       "      <td>1.259856</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.231683</td>\n",
       "      <td>1.079196</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>50.004000</td>\n",
       "      <td>-0.171610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sample6_20250325_0p1M_NaOH_after_annealing_EIS...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>74988.867188</td>\n",
       "      <td>50.669815</td>\n",
       "      <td>0.811703</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>51.060234</td>\n",
       "      <td>0.839961</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>50.007107</td>\n",
       "      <td>-0.228716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sample6_20250325_0p1M_NaOH_after_annealing_EIS...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>56237.011719</td>\n",
       "      <td>50.693405</td>\n",
       "      <td>0.444957</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.787399</td>\n",
       "      <td>0.601144</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>50.012618</td>\n",
       "      <td>-0.304651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sample6_20250325_0p1M_NaOH_after_annealing_EIS...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>42170.800781</td>\n",
       "      <td>50.737064</td>\n",
       "      <td>0.114621</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.706233</td>\n",
       "      <td>0.208346</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>50.022376</td>\n",
       "      <td>-0.405491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sample6_20250325_0p1M_NaOH_after_annealing_EIS...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>Sample6</td>\n",
       "      <td>after</td>\n",
       "      <td>3000</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>31621.142578</td>\n",
       "      <td>50.825157</td>\n",
       "      <td>0.199170</td>\n",
       "      <td>10_PEIS</td>\n",
       "      <td>50.810402</td>\n",
       "      <td>-0.036869</td>\n",
       "      <td>1.7305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>50.039600</td>\n",
       "      <td>-0.538945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>Sample7_20250314_0p1M_NaOH_before_annealing_EI...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.316193</td>\n",
       "      <td>818.478333</td>\n",
       "      <td>-2030.787964</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>931.510215</td>\n",
       "      <td>-2290.240011</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>Sample7_20250314_0p1M_NaOH_before_annealing_EI...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.237066</td>\n",
       "      <td>1028.441650</td>\n",
       "      <td>-2596.245117</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1128.888415</td>\n",
       "      <td>-2874.248110</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>Sample7_20250314_0p1M_NaOH_before_annealing_EI...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.177799</td>\n",
       "      <td>1284.365112</td>\n",
       "      <td>-3271.662109</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1396.245281</td>\n",
       "      <td>-3598.102024</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>Sample7_20250314_0p1M_NaOH_before_annealing_EI...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.133362</td>\n",
       "      <td>1616.653931</td>\n",
       "      <td>-3969.551025</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>1697.764845</td>\n",
       "      <td>-4483.410396</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>Sample7_20250314_0p1M_NaOH_before_annealing_EI...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Sample7</td>\n",
       "      <td>before</td>\n",
       "      <td>1600</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>0.100022</td>\n",
       "      <td>1815.081421</td>\n",
       "      <td>-5251.104980</td>\n",
       "      <td>06_PEIS</td>\n",
       "      <td>2074.246206</td>\n",
       "      <td>-5615.760518</td>\n",
       "      <td>1.4305</td>\n",
       "      <td>RDE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1176 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  fname  <Ewe>/V   Sample  \\\n",
       "0     Sample6_20250325_0p1M_NaOH_after_annealing_EIS...      0.8  Sample6   \n",
       "1     Sample6_20250325_0p1M_NaOH_after_annealing_EIS...      0.8  Sample6   \n",
       "2     Sample6_20250325_0p1M_NaOH_after_annealing_EIS...      0.8  Sample6   \n",
       "3     Sample6_20250325_0p1M_NaOH_after_annealing_EIS...      0.8  Sample6   \n",
       "4     Sample6_20250325_0p1M_NaOH_after_annealing_EIS...      0.8  Sample6   \n",
       "...                                                 ...      ...      ...   \n",
       "1171  Sample7_20250314_0p1M_NaOH_before_annealing_EI...      0.5  Sample7   \n",
       "1172  Sample7_20250314_0p1M_NaOH_before_annealing_EI...      0.5  Sample7   \n",
       "1173  Sample7_20250314_0p1M_NaOH_before_annealing_EI...      0.5  Sample7   \n",
       "1174  Sample7_20250314_0p1M_NaOH_before_annealing_EI...      0.5  Sample7   \n",
       "1175  Sample7_20250314_0p1M_NaOH_before_annealing_EI...      0.5  Sample7   \n",
       "\n",
       "     Annealing   RPM MeasurementID        freq/Hz      Z' /Ohm     Z'' /Ohm  \\\n",
       "0        after  3000       10_PEIS  100003.710938    50.453255     1.259856   \n",
       "1        after  3000       10_PEIS   74988.867188    50.669815     0.811703   \n",
       "2        after  3000       10_PEIS   56237.011719    50.693405     0.444957   \n",
       "3        after  3000       10_PEIS   42170.800781    50.737064     0.114621   \n",
       "4        after  3000       10_PEIS   31621.142578    50.825157     0.199170   \n",
       "...        ...   ...           ...            ...          ...          ...   \n",
       "1171    before  1600       06_PEIS       0.316193   818.478333 -2030.787964   \n",
       "1172    before  1600       06_PEIS       0.237066  1028.441650 -2596.245117   \n",
       "1173    before  1600       06_PEIS       0.177799  1284.365112 -3271.662109   \n",
       "1174    before  1600       06_PEIS       0.133362  1616.653931 -3969.551025   \n",
       "1175    before  1600       06_PEIS       0.100022  1815.081421 -5251.104980   \n",
       "\n",
       "     technique  Z' ZHIT /Ohm  Z'' ZHIT /Ohm  potential vs RHE (V) cell  \\\n",
       "0      10_PEIS     51.231683       1.079196                1.7305  RDE   \n",
       "1      10_PEIS     51.060234       0.839961                1.7305  RDE   \n",
       "2      10_PEIS     50.787399       0.601144                1.7305  RDE   \n",
       "3      10_PEIS     50.706233       0.208346                1.7305  RDE   \n",
       "4      10_PEIS     50.810402      -0.036869                1.7305  RDE   \n",
       "...        ...           ...            ...                   ...  ...   \n",
       "1171   06_PEIS    931.510215   -2290.240011                1.4305  RDE   \n",
       "1172   06_PEIS   1128.888415   -2874.248110                1.4305  RDE   \n",
       "1173   06_PEIS   1396.245281   -3598.102024                1.4305  RDE   \n",
       "1174   06_PEIS   1697.764845   -4483.410396                1.4305  RDE   \n",
       "1175   06_PEIS   2074.246206   -5615.760518                1.4305  RDE   \n",
       "\n",
       "      Z' fit /Ohm  Z'' fit /Ohm  \n",
       "0       50.004000     -0.171610  \n",
       "1       50.007107     -0.228716  \n",
       "2       50.012618     -0.304651  \n",
       "3       50.022376     -0.405491  \n",
       "4       50.039600     -0.538945  \n",
       "...           ...           ...  \n",
       "1171          NaN           NaN  \n",
       "1172          NaN           NaN  \n",
       "1173          NaN           NaN  \n",
       "1174          NaN           NaN  \n",
       "1175          NaN           NaN  \n",
       "\n",
       "[1176 rows x 16 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AllEisData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['fname', '<Ewe>/V', 'Sample', 'Annealing', 'RPM', 'MeasurementID',\n",
       "       'freq/Hz', 'Z' /Ohm', 'Z'' /Ohm', 'technique', 'Z' ZHIT /Ohm',\n",
       "       'Z'' ZHIT /Ohm', 'potential vs RHE (V)', 'cell', 'Z' fit /Ohm',\n",
       "       'Z'' fit /Ohm'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AllEisData.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Sample  <Ewe>/V Annealing\n",
      "49   Sample6     0.00     after\n",
      "294  Sample6     0.00    before\n",
      "147  Sample6     0.50     after\n",
      "196  Sample6     0.50    before\n",
      "98   Sample6     0.65     after\n",
      "245  Sample6     0.65    before\n",
      "0    Sample6     0.80     after\n",
      "343  Sample6     0.80    before\n"
     ]
    }
   ],
   "source": [
    "combinations = (\n",
    "    Selection\n",
    "    .reset_index()  # brings MultiIndex levels into columns\n",
    "    [['Sample', '<Ewe>/V', 'Annealing']]\n",
    "    .drop_duplicates()\n",
    "    .sort_values(['Sample', '<Ewe>/V', 'Annealing'])\n",
    ")\n",
    "\n",
    "print(combinations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "AllEisData.to_parquet('AllEISDataRDE.parquet')\n",
    "AllEISParams.to_parquet('AllEISParamsRDE.parquet')\n",
    "AllEISParams.to_csv('EISParamsRDE.csv')"
   ]
  }
 ],
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