PersistExt/API_tf_version_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7vH/55Ycffsj169cpWbIkFSpU4L333uPQoUPG9fR7zuq5XL58maSkJIvyzJ5tunr16tGkSRPjePHFF7Os+/vvv3Pz5s0sx05LS+PcuXPA/yd9t27dSlJSEgcOHKBu3brUq1fPSKxt3boVFxcXKlWqlOWY6dKXPKfvMfbrr78ae/ylf0jg1KlTrF27NsO7aNKkCZDxd53Zc8nOb+lBWb0TW1tbihYtalxPV6hQoQyJ5Qd/BzmJQ0REROR5pq+Cioj816ZNm4iPj2f+/PnMnz8/w/XIyEiaNWtmUVaoUCHjL8dPgqOjY7b6e/CrlOkboHft2pXu3btn2qZixYrAvUTDiRMnWLlyJWvXrmXx4sV88cUXjB49mrFjxz5WX+my+hKh+b7N4B8lfdyhQ4dmmCGWrnjx4lm2N5vNfPfddyQlJWWaMLt06RKJiYk4OTllOybI+Kwfx6OeNUDHjh2pW7cuS5cu5YcffuCTTz5h0qRJLFmyJEdfloV7zzJ//vxZzvJ6cDZUdt5fvXr1iImJYfny5fzwww/MnTuXzz77jNmzZ/PWW2/lKM5n8XXVAgUK4Ofnx5YtW/D19cVsNlO7dm08PDwYMGAAZ8+eZevWrdSpUydbCfJq1apRunRpvvvuO0aOHMl3332H2Wy22GMwLS2Npk2bMmzYsEz7KFmypMV5Zs8lO7+lPys7v4OnEYeIiIjI34kSayIi/xUZGUn+/PmZOXNmhmtLlixh6dKlzJ49+5kkAx7Fw8MDZ2dnUlNTs5WYc3R0pFOnTnTq1ImUlBTatm3L+PHjGTFixGP3lR3FihUD4Oeff86yz/QlfLly5crRuD/++CO//vorH374oTFzLN21a9fo1asXy5Yto2vXrhQrVoy0tDSOHj1K5cqVH3usIkWKGEsJ73f8+HHjerqHPevcuXMD95Ys9unThz59+nDp0iWqVq3K+PHjc5xYK1asGBs2bODFF198or/XPHny0KNHD3r06EFiYiL16tUjODiYt956y7jnrJ5Lvnz5cHR0fGKx3M/DwwMHB4csx7ayssLHx8coq1u3Llu2bMHPz4/KlSvj7OxMpUqVcHV1Ze3atezfv/+xkkRdunRh1KhRHDp0iG+//ZYSJUrwwgsvGNeLFStGYmLin/7nKTu/pfvd/07uXyKbkpLCmTNnchzP48YhIiIi8jzTUlAREeDWrVssWbKEFi1a0L59+wxHv379+OOPP1ixYsWzDjVT1tbWtGvXjsWLF/Pzzz9nuP77778bf75y5YrFNVtbW8qWLYvZbObOnTuP1Vd2Va1aFT8/P6ZOncr169ctrqXPhsmfPz8NGjRgzpw5xMfHP/a46ctA33vvvQzvr2fPnpQoUcKYwdW6dWusrKz48MMPjZlyD8bzMC+//DK7d+9m586dRllSUhJffvklvr6+xoy5Rz3r1NRUbty4YVEnf/78FChQgOTk5EfGkZWOHTuSmprKuHHjMly7e/duhneQHQ/ei5OTE8WLFzfi9Pb2pnLlykRERFj0//PPP/PDDz/w8ssvP/aY2WVtbU2zZs1Yvny5xV5nFy9e5Ntvv+Wll17CxcXFKK9bty6xsbEsWLDAWBpqZWVFnTp1+PTTT7lz584j91e7X/rstNGjR3Pw4MEMX8Tt2LEjO3futNjnL93169e5e/fuI8d41G8pM02aNMHW1pbp06db/K7//e9/c+PGDV555ZVHjvsk4hARERF5nmnGmogIsGLFCv744w9effXVTK/XqlULDw8PIiMj6dSp01OOLnsmTpzI5s2bqVmzJj179qRs2bJcvXqV/fv3s2HDBq5evQpAs2bN8PLy4sUXX8TT05Njx47x+eef88orr+Ds7PxYfWWXlZUVs2bNomXLllSuXJkePXrg7e3N8ePHOXLkiJFwmDlzJi+99BIVKlSgZ8+eFC1alIsXL7Jz505+/fVXoqOjM+0/OTmZxYsX07Rp0yxnzLz66qtMmzaNS5cuUbx4cT744APGjRtH3bp1adu2LXZ2duzZs4cCBQowYcKEh97P8OHD+e6772jevDn9+/cnT548REREcObMGRYvXmwsIXzUs75+/TqFChWiffv2VKpUCScnJzZs2MCePXuYMmXKYz3j+9WvX5+3336bCRMmcPDgQZo1a0auXLk4deoUCxcuZNq0abRv3/6x+ixbtiwNGjSgWrVq5MmTh71797Jo0SL69etn1Pnkk09o3rw5tWvXJigoiFu3bjFjxgxcXV0JDg7O8f1kx0cffcT69et56aWX6NOnDzY2NsyZM4fk5GQmT55sUTc9aXbixAk+/vhjo7xevXqsWbMGOzs7ixlnj+Ln50edOnVYvnw5QIbE2nvvvceKFSto0aIFgYGBVKtWjaSkJA4fPsyiRYuIjY3NsI/ig7Lzz+2DPDw8GDFiBGPHjiUgIIBXX32VEydO8MUXX/DCCy9YfKggu3ISh4iIiMhz7Sl/hVRE5H9Sy5Ytzblz5zYnJSVlWScwMNCcK1cu8+XLl81ms9kMmPv27fvIvosUKWJ+5ZVXHlmvfv365nLlyj2y3sPGvXjxorlv375mHx8fc65cucxeXl7mxo0bm7/88kujzpw5c8z16tUz582b12xnZ2cuVqyY+b333jPfuHHjsfvavHmzGTAvXLjQou2ZM2fMgDksLMyifNu2beamTZuanZ2dzY6OjuaKFSuaZ8yYYVEnJibG3K1bN7OXl5c5V65c5oIFC5pbtGhhXrRoUZbPZPHixWbA/O9//zvLOlFRUWbAPG3aNKMsNDTUXKVKFbOdnZ3Z3d3dXL9+ffP69euN6w97dzExMeb27dub3dzczLlz5zbXqFHDvHLlSos6j3rWycnJ5vfee89cqVIl45lUqlTJ/MUXX2R5H5np27evObP/pH/55ZfmatWqme3t7c3Ozs7mChUqmIcNG2Y+f/78I++xfv365vr16xvnH330kblGjRpmNzc3s729vbl06dLm8ePHm1NSUizabdiwwfziiy+a7e3tzS4uLuaWLVuajx49alFnzJgxZsD8+++/Zxj3YdfuB5jHjBljUbZ//36zv7+/2cnJyezg4GBu2LCheceOHZm2z58/vxkwX7x40Sjbtm2bGTDXrVv3oWNnZubMmWbAXKNGjUyv//HHH+YRI0aYixcvbra1tTXny5fPXKdOHXNISIjxDNP/ufnkk08ytM/OP7dhYWFmwHzmzBmLtp9//rm5dOnS5ly5cpk9PT3N77zzjvnatWsWdbL690/37t3NRYoUeaw4RERERP5JTGbzY+wsLSIiIiIiIiIiIoD2WBMREREREREREckRJdZERERERERERERyQIk1ERERERERERGRHFBiTUREREREREREJAeUWBMREREREREREckBJdZERERERERERERywOZpDZSWlsb58+dxdnbGZDI9rWFFRERERETkH8psNvPHH39QoEABrKw0r0REnrynllg7f/48Pj4+T2s4EREREREREQDOnTtHoUKFnnUYIvIcemqJNWdnZ+Dev9BcXFye1rAiIiIiIiLyD5WQkICPj4/x91ERkSftqSXW0pd/uri4KLEmIiIiIiIiT422IxKRv4oWmYuIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNKrImIiIiIiIiIiOSAzdMe8NPoK+R2Snnaw4qIiIiIiMgTMLxKvmcdgojI/wzNWBMREREREREREckBJdZEREREREREnqHAwEBat26drboNGjRg4MCBxrmvry9Tp079S+ISkUdTYk1ERERERESEewkuk8mEyWQiV65c+Pn5MWzYMG7fvv3M4rj/OH36NEuWLGHcuHFPNR4RydpT32NNRERERERE5H9VQEAAYWFh3Llzh3379tG9e3dMJhOTJk16JnHcz8PDA2tr66cah4g8nGasiYiIiIiIiPyXnZ0dXl5e+Pj40Lp1a5o0acL69esBSEtLY8KECfj5+WFvb0+lSpVYtGiR0TY1NZWgoCDjeqlSpZg2bZpF/6mpqQwePBg3Nzfy5s3LsGHDMJvNWcZx/2FtbZ1hKeiDrl+/zltvvYWHhwcuLi40atSI6OjoJ/NwRCQDJdZERERERETkuZaQkGBxJCcnZ6vdzz//zI4dO7C1tQVgwoQJfP3118yePZsjR44waNAgunbtyo8//gjcS7wVKlSIhQsXcvToUUaPHs3IkSP5/vvvjT6nTJlCeHg4oaGhbNu2jatXr7J06dIndq8dOnTg0qVLrFmzhn379lG1alUaN27M1atXn9gYIvL/tBRUREREREREnms+Pj4W52PGjCE4ODjTuitXrsTJyYm7d++SnJyMlZUVn3/+OcnJyXz88cds2LCB2rVrA1C0aFG2bdvGnDlzqF+/Prly5WLs2LFGX35+fuzcuZPvv/+ejh07AjB16lRGjBhB27ZtAZg9ezbr1q3LMo50zZs3Z+HChQ+9z23btrF7924uXbqEnZ0dACEhISxbtoxFixbRq1evRzwpEXlcSqyJiIiIiIjIc+3cuXO4uLgY5+lJp8w0bNiQWbNmkZSUxGeffYaNjQ3t2rXjyJEj3Lx5k6ZNm1rUT0lJoUqVKsb5zJkzCQ0NJS4ujlu3bpGSkkLlypUBuHHjBvHx8dSsWdOob2NjQ/Xq1TMsB02PI52jo+Mj7zM6OprExETy5s1rUX7r1i1iYmIe2V5EHp8SayIiIiIiIvJcc3FxsUisPYyjoyPFixcHIDQ0lEqVKvHvf/+b8uXLA7Bq1SoKFixo0SY9UTd//nyGDh3KlClTqF27Ns7OznzyySfs2rXrsWO+P47sSkxMxNvbm6ioqAzX3NzcHjsGEXk0JdZEREREREREMmFlZcXIkSMZPHgwJ0+exM7Ojri4OOrXr59p/e3bt1OnTh369OljlN0/U8zV1RVvb2927dpFvXr1ALh7966xF9qfVbVqVS5cuICNjQ2+vr5/uj8ReTR9vEBEREREREQkCx06dMDa2po5c+YwdOhQBg0aREREBDExMezfv58ZM2YQEREBQIkSJdi7dy/r1q3j5MmTjBo1ij179lj0N2DAACZOnMiyZcs4fvw4ffr04fr1608k1iZNmlC7dm1at27NDz/8QGxsLDt27OCDDz5g7969T2QMEbGkGWsiIiIiIiIiWbCxsaFfv35MnjyZM2fO4OHhwYQJE/jll19wc3OjatWqjBw5EoC3336bAwcO0KlTJ0wmE6+99hp9+vRhzZo1Rn9DhgwhPj6e7t27Y2VlxZtvvkmbNm24cePGn47VZDKxevVqPvjgA3r06MHvv/+Ol5cX9erVw9PT80/3LyIZmcwP7pD4F0lISMDV1ZUxW34ht5Pz0xhSREREREREnrDhVfI96xCyLf3voTdu3Mj2HmsiIo/jqc9YG1wpr/6FJiIiIiIiIiIif3vaY01ERERERERERCQHlFgTERERERERERHJASXWREREREREREREckBfBf0LTDxw+VmHICIiIiIi8pf4O328QETkr6YZayIiIiIiIiIiIjmgxJqIiIiIiIjIQzRo0ICBAwf+pWMEBwdTuXLlv3SMJ+XvFGt2BQYG0rp162cdhvwNKbEmIiIiIiIiwr3kislkynBMnjyZcePGPdVY/leSVyaTiWXLlj12u/ufZa5cufDz82PYsGHcvn37yQf5F3gwfk9PT5o2bUpoaChpaWmP1Vd4eDhubm5/TaAPoWTh06HEmoiIiIiIiMh/BQQEEB8fb3FUq1YNZ2fnZx3a3076s/zll1/47LPPmDNnDmPGjHmmMd25cyfbddPjj42NZc2aNTRs2JABAwbQokUL7t69+xdGKX8nSqyJiIiIiIiI/JednR1eXl4WR+PGjY2loMePH8fBwYFvv/3WaPP9999jb2/P0aNHAbh+/TpvvfUWHh4euLi40KhRI6Kjoy3GmThxIp6enjg7OxMUFPTYM7nOnTtHx44dcXNzI0+ePLRq1YrY2FjjevpspZCQELy9vcmbNy99+/a1SCzFx8fzyiuvYG9vj5+fH99++y2+vr5MnToVAF9fXwDatGmDyWQyztPNmzcPX19fXF1d6dy5M3/88Uemz9LHx4fWrVvTpEkT1q9fb1xPS0tjwoQJ+Pn5YW9vT6VKlVi0aJFFH0eOHKFFixa4uLjg7OxM3bp1iYmJMdp/+OGHFCpUCDs7OypXrszatWuNtrGxsZhMJhYsWED9+vXJnTs3kZGRpKamMnjwYNzc3MibNy/Dhg3DbDZneMbp8RcsWJCqVasycuRIli9fzpo1awgPDzfqffrpp1SoUAFHR0d8fHzo06cPiYmJAERFRdGjRw9u3LhhzIALDg42nl/16tVxdnbGy8uL119/nUuXLhn9Xrt2jS5duuDh4YG9vT0lSpQgLCwsW7+B4OBgIiIiWL58uTFuVFRUhnuUP0+JNREREREREXmuJSQkWBzJyck57qt06dKEhITQp08f4uLi+PXXX+nduzeTJk2ibNmyAHTo0IFLly6xZs0a9u3bR9WqVWncuDFXr14F7iXigoOD+fjjj9m7dy/e3t588cUX2Y7hzp07+Pv74+zszNatW9m+fTtOTk4EBASQkpJi1Nu8eTMxMTFs3ryZiIgIwsPDLRJC3bp14/z580RFRbF48WK+/PJLi8TOnj17AAgLCyM+Pt44B4iJiWHZsmWsXLmSlStX8uOPPzJx4sQsY/7555/ZsWMHtra2RtmECRP4+uuvmT17NkeOHGHQoEF07dqVH3/8EYDffvuNevXqYWdnx6ZNm9i3bx9vvvmmMVts2rRpTJkyhZCQEA4dOoS/vz+vvvoqp06dshh7+PDhDBgwgGPHjuHv78+UKVMIDw8nNDSUbdu2cfXqVZYuXZqtZ9+oUSMqVarEkiVLjDIrKyumT5/OkSNHiIiIYNOmTQwbNgyAOnXqMHXqVFxcXIwZkEOHDjXe47hx44iOjmbZsmXExsYSGBho9Dtq1CiOHj3KmjVrOHbsGLNmzSJfvnxG24f9BoYOHUrHjh0tZmDWqVMnW/coj8fmWQcgIiIiIiIi8lfy8fGxOB8zZowxa+hBK1euxMnJyThv3rx5hjp9+vRh9erVdO3aFVtbW1544QXeffddALZt28bu3bu5dOkSdnZ2AISEhLBs2TIWLVpEr169mDp1KkFBQQQFBQHw0UcfsWHDhmzPWluwYAFpaWnMnTsXk8kE3Et+ubm5ERUVRbNmzQBwd3fn888/x9ramtKlS/PKK6+wceNGevbsyfHjx9mwYQN79uyhevXqAMydO5cSJUoY43h4eADg5uaGl5eXRQxpaWmEh4cbS2TfeOMNNm7cyPjx4zM8y7t375KcnIyVlRWff/45AMnJyXz88cds2LCB2rVrA1C0aFG2bdvGnDlzqF+/PjNnzsTV1ZX58+eTK1cuAEqWLGn0HxISwvvvv0/nzp0BmDRpEps3b2bq1KnMnDnTqDdw4EDatm1rnE+dOpURI0YYZbNnz2bdunXZevZwL7l66NAhi/7T+fr68tFHH9G7d2+++OILbG1tcXV1xWQyZXiGb775pvHnokWLMn36dF544QUSExNxcnIiLi6OKlWqGO/n/hmD2fkN2Nvbk5ycnGFcebKUWBMREREREZHn2rlz53BxcTHO0xNemWnYsCGzZs0yzh0dHXnttdcy1AsNDaVkyZJYWVlx5MgRI7kRHR1NYmIiefPmtah/69YtYwnjsWPH6N27t8X12rVrs3nz5mzdT3R0NKdPn86w79vt27eNMQDKlSuHtbW1ce7t7c3hw4cBOHHiBDY2NlStWtW4Xrx4cdzd3bMVg6+vr8X43t7eFrPd4P+fZVJSEp999hk2Nja0a9cOgNOnT3Pz5k2aNm1q0SYlJYUqVaoAcPDgQerWrWsk1e6XkJDA+fPnefHFFy3KX3zxxQzLbtMTUwA3btwgPj6emjVrGmU2NjZUr1490+WgmTGbzcb7BtiwYQMTJkzg+PHjJCQkcPfuXW7fvs3NmzdxcHDIsp99+/YRHBxMdHQ0165dMz6KEBcXR9myZXnnnXdo164d+/fvp1mzZrRu3dqYdZbd34D89ZRYExERERERkeeai4uLRWLtYRwdHSlevPgj60VHR5OUlISVlRXx8fF4e3sDkJiYiLe3d6b7WT2pL0MmJiZSrVo1IiMjM1xLn2UGZEhImUymx/6iZVay0/f9zzI0NJRKlSrx73//m6CgIGMPslWrVlGwYEGLdumJT3t7+ycSq6Oj4xPpJ92xY8fw8/MD7u3j1qJFC9555x3Gjx9Pnjx52LZtG0FBQaSkpGSZWEtKSsLf3x9/f38iIyPx8PAgLi4Of39/Yzlv8+bNOXv2LKtXr2b9+vU0btyYvn37EhISku3fgPz1tMeaiIiIiIiIyGO4evUqgYGBfPDBBwQGBtKlSxdu3boFQNWqVblw4QI2NjYUL17c4kjfH6tMmTLs2rXLos+ffvop2+NXrVqVU6dOkT9//gxjuLq6ZquPUqVKcffuXQ4cOGCUnT59mmvXrlnUy5UrF6mpqdmOLStWVlaMHDmSf/3rX9y6dYuyZctiZ2dHXFxchntIX7pbsWJFtm7dmumXPF1cXChQoADbt2+3KN++fbux111mXF1d8fb2tnj+d+/eZd++fdm6j02bNnH48GFj5t2+fftIS0tjypQp1KpVi5IlS3L+/HmLNra2thme4fHjx7ly5QoTJ06kbt26lC5dOsOMP7iXJOvevTvffPMNU6dO5csvvwSy9xvIbFx58pRYExEREREREXkMvXv3xsfHh3/96198+umnpKamGhvSN2nShNq1a9O6dWt++OEHYmNj2bFjBx988AF79+4FYMCAAYSGhhIWFsbJkycZM2YMR44cyTDOrVu3OHjwoMURExNDly5dyJcvH61atWLr1q2cOXOGqKgo+vfvz6+//pqteyhdujRNmjShV69e7N69mwMHDtCrVy/s7e0tljn6+vqyceNGLly4kCHp9rg6dOiAtbU1M2fOxNnZmaFDhzJo0CAiIiKIiYlh//79zJgxg4iICAD69etHQkICnTt3Zu/evZw6dYp58+Zx4sQJAN577z0mTZrEggULOHHiBMOHD+fgwYMMGDDgoXEMGDCAiRMnsmzZMo4fP06fPn24fv16hnrJyclcuHCB3377jf379/Pxxx/TqlUrWrRoQbdu3YB7y2fv3LnDjBkz+OWXX5g3bx6zZ8+26MfX15fExEQ2btzI5cuXuXnzJoULF8bW1tZot2LFCsaNG2fRbvTo0SxfvpzTp09z5MgRVq5cSZkyZQCy9Rvw9fXl0KFDnDhxgsuXL2eaoJQ/T4k1ERERERERkWz6+uuvWb16NfPmzcPGxgZHR0e++eYbvvrqK9asWYPJZGL16tXUq1ePHj16ULJkSTp37szZs2fx9PQEoFOnTowaNYphw4ZRrVo1zp49yzvvvJNhrJMnT1KlShWL4+2338bBwYEtW7ZQuHBh2rZtS5kyZQgKCuL27dvZXvKafi+enp7Uq1ePNm3a0LNnT5ydncmdO7dRZ8qUKaxfvx4fHx9j77OcsrGxoV+/fkyePJmkpCTGjRvHqFGjmDBhAmXKlCEgIIBVq1YZyyzz5s3Lpk2bSExMpH79+lSrVo2vvvrKWIbav39/Bg8ezJAhQ6hQoQJr165lxYoVFh9gyMyQIUN444036N69O7Vr18bZ2Zk2bdpkqLd27Vq8vb3x9fUlICCAzZs3M336dJYvX27sXVepUiU+/fRTJk2aRPny5YmMjGTChAkW/dSpU4fevXvTqVMnPDw8mDx5Mh4eHoSHh7Nw4ULKli3LxIkTCQkJsWhna2vLiBEjqFixIvXq1cPa2pr58+cDZOs30LNnT0qVKkX16tXx8PDIMLtPngyTObu78/1JCQkJuLq6cuPGjcf6B/3vaOKBy886BBERERERkb/E8Cr5nnUI2fZP+nvok/Drr7/i4+PDhg0baNy48bMOR+RvQR8v+Av8nf5DIyIiIiIiIv9M6bPBKlSoQHx8PMOGDcPX15d69eo969BE/jaUWBMRERERERH5B7pz5w4jR47kl19+wdnZmTp16hAZGZnhi58ikjUtBRUREREREZHnkv4eKiJ/NX28QEREREREREREJAe0FFRERB6bPtIiIiLyz6U9pUVE/p9mrImIiIiIiIiIiOSAEmsiIiIiIiIiD9GgQQMGDhz4l44RHBxM5cqV/9IxnpS/U6zZFRgYSOvWrZ91GPI3pMSaiIiIiIiICPeSKyaTKcMxefJkxo0b91Rj+V9JXplMJpYtW/bY7e5/lrly5cLPz49hw4Zx+/btJx/kX+DB+D09PWnatCmhoaGkpaU9Vl/h4eG4ubn9NYE+xIPJwosXL5IrVy7mz5+faf2goCCqVq0KwFdffUXdunVxd3fH3d2dJk2asHv37qcR9t+OEmsiIiIiIiIi/xUQEEB8fLzFUa1aNZydnZ91aH876c/yl19+4bPPPmPOnDmMGTPmmcZ0586dbNdNjz82NpY1a9bQsGFDBgwYQIsWLbh79+5fGOVfw9PTk1deeYXQ0NAM15KSkvj+++8JCgoCICoqitdee43Nmzezc+dOfHx8aNasGb/99tvTDvt/nhJrIiIiIiIiIv9lZ2eHl5eXxdG4cWNjKejx48dxcHDg22+/Ndp8//332Nvbc/ToUQCuX7/OW2+9hYeHBy4uLjRq1Ijo6GiLcSZOnIinpyfOzs4EBQU99kyuc+fO0bFjR9zc3MiTJw+tWrUiNjbWuJ4+WykkJARvb2/y5s1L3759LRJL8fHxvPLKK9jb2+Pn58e3336Lr68vU6dOBcDX1xeANm3aYDKZjPN08+bNw9fXF1dXVzp37swff/yR6bP08fGhdevWNGnShPXr1xvX09LSmDBhAn5+ftjb21OpUiUWLVpk0ceRI0do0aIFLi4uODs7U7duXWJiYoz2H374IYUKFcLOzo7KlSuzdu1ao21sbCwmk4kFCxZQv359cufOTWRkJKmpqQwePBg3Nzfy5s3LsGHDMJvNGZ5xevwFCxakatWqjBw5kuXLl7NmzRrCw8ONep9++ikVKlTA0dERHx8f+vTpQ2JiInAvQdWjRw9u3LhhzIALDg42nl/16tVxdnbGy8uL119/nUuXLhn9Xrt2jS5duuDh4YG9vT0lSpQgLCwsW7+B4OBgIiIiWL58uTFuVFQUQUFBbNy4kbi4OIt7XbhwIXfv3qVLly4AREZG0qdPHypXrkzp0qWZO3cuaWlpbNy4McNz+qdTYk1ERERERESeawkJCRZHcnJyjvsqXbo0ISEh9OnTh7i4OH799Vd69+7NpEmTKFu2LAAdOnTg0qVLrFmzhn379lG1alUaN27M1atXgXuJuODgYD7++GP27t2Lt7c3X3zxRbZjuHPnDv7+/jg7O7N161a2b9+Ok5MTAQEBpKSkGPU2b95MTEwMmzdvJiIigvDwcIuEULdu3Th//jxRUVEsXryYL7/80iKxs2fPHgDCwsKIj483zgFiYmJYtmwZK1euZOXKlfz4449MnDgxy5h//vlnduzYga2trVE2YcIEvv76a2bPns2RI0cYNGgQXbt25ccffwTgt99+o169etjZ2bFp0yb27dvHm2++acwWmzZtGlOmTCEkJIRDhw7h7+/Pq6++yqlTpyzGHj58OAMGDODYsWP4+/szZcoUwsPDCQ0NZdu2bVy9epWlS5dm69k3atSISpUqsWTJEqPMysqK6dOnc+TIESIiIti0aRPDhg0DoE6dOkydOhUXFxdjBuTQoUON9zhu3Diio6NZtmwZsbGxBAYGGv2OGjWKo0ePsmbNGo4dO8asWbPIly+f0fZhv4GhQ4fSsWNHixmYderU4eWXX8bT09Pid5D+jtu2bZvlktWbN29y584d8uTJk63n9E9i86wDEBEREREREfkr+fj4WJyPGTPGmDX0oJUrV+Lk5GScN2/ePEOdPn36sHr1arp27YqtrS0vvPAC7777LgDbtm1j9+7dXLp0CTs7OwBCQkJYtmwZixYtolevXkydOpWgoCBj2d1HH33Ehg0bsj1rbcGCBaSlpTF37lxMJhNwLzHi5uZGVFQUzZo1A8Dd3Z3PP/8ca2trSpcuzSuvvMLGjRvp2bMnx48fZ8OGDezZs4fq1asDMHfuXEqUKGGM4+HhAYCbmxteXl4WMaSlpREeHm4skX3jjTfYuHEj48ePz/As7969S3JyMlZWVnz++ecAJCcn8/HHH7NhwwZq164NQNGiRdm2bRtz5syhfv36zJw5E1dXV+bPn0+uXLkAKFmypNF/SEgI77//Pp07dwZg0qRJbN68malTpzJz5kyj3sCBA2nbtq1xPnXqVEaMGGGUzZ49m3Xr1mXr2cO95OqhQ4cs+k/n6+vLRx99RO/evfniiy+wtbXF1dUVk8mU4Rm++eabxp+LFi3K9OnTeeGFF0hMTMTJyYm4uDiqVKlivJ/7Zwxm5zdgb29PcnJyhnG7d+9OeHg4o0aNwmQyERMTw9atWy1mEz7o/fffp0CBAjRp0iTbz+mfQok1ERERERERea6dO3cOFxcX4zw94ZWZhg0bMmvWLOPc0dGR1157LUO90NBQSpYsiZWVFUeOHDGSG9HR0SQmJpI3b16L+rdu3TKWMB47dozevXtbXK9duzabN2/O1v1ER0dz+vTpDPu+3b592xgDoFy5clhbWxvn3t7eHD58GIATJ05gY2NjbFYPULx4cdzd3bMVg6+vr8X43t7eFrPd4P+fZVJSEp999hk2Nja0a9cOgNOnT3Pz5k2aNm1q0SYlJYUqVaoAcPDgQerWrWsk1e6XkJDA+fPnefHFFy3KX3zxxQzLbtMTUwA3btwgPj6emjVrGmU2NjZUr1490+WgmTGbzcb7BtiwYQMTJkzg+PHjJCQkcPfuXW7fvs3NmzdxcHDIsp99+/YRHBxMdHQ0165dMz6KEBcXR9myZXnnnXdo164d+/fvp1mzZrRu3Zo6deoA2f8NZObNN99k4sSJbN68mUaNGhEWFoavry+NGjXKtP7EiROZP38+UVFR5M6dO1vP6J9EiTURERERERF5rrm4uFgk1h7G0dGR4sWLP7JedHQ0SUlJWFlZER8fj7e3NwCJiYl4e3sTFRWVoc2T+jJkYmIi1apVIzIyMsO19FlmQIaElMlkeuwvWmYlO33f/yxDQ0OpVKkS//73vwkKCjL2IFu1ahUFCxa0aJee+LS3t38isTo6Oj6RftIdO3YMPz8/4N4+bi1atOCdd95h/Pjx5MmTh23bthEUFERKSkqWibWkpCT8/f3x9/cnMjISDw8P4uLi8Pf3N5bzNm/enLNnz7J69WrWr19P48aN6du3LyEhIdn+DWSmRIkS1K1bl7CwMBo0aMDXX39Nz549LZKF6UJCQpg4cSIbNmygYsWKj/uo/hG0x5qIiIiIiIjIY7h69SqBgYF88MEHBAYG0qVLF27dugVA1apVuXDhAjY2NhQvXtziSN8fq0yZMuzatcuiz59++inb41etWpVTp06RP3/+DGO4urpmq49SpUpx9+5dDhw4YJSdPn2aa9euWdTLlSsXqamp2Y4tK1ZWVowcOZJ//etf3Lp1i7Jly2JnZ0dcXFyGe0hfuluxYkW2bt2a6Zc8XVxcKFCgANu3b7co3759u7HXXWZcXV3x9va2eP53795l37592bqPTZs2cfjwYWPm3b59+0hLS2PKlCnUqlWLkiVLcv78eYs2tra2GZ7h8ePHuXLlChMnTqRu3bqULl06w4w/uJck6969O9988w1Tp07lyy+/BLL3G8hs3HRBQUEsXryYxYsX89tvv1ns7ZZu8uTJjBs3jrVr11rM+hNLSqyJiIiIiIiIPIbevXvj4+PDv/71Lz799FNSU1ONDembNGlC7dq1ad26NT/88AOxsbHs2LGDDz74gL179wIwYMAAQkNDCQsL4+TJk4wZM4YjR45kGOfWrVscPHjQ4oiJiaFLly7ky5ePVq1asXXrVs6cOUNUVBT9+/fn119/zdY9lC5dmiZNmtCrVy92797NgQMH6NWrF/b29hYzl3x9fdm4cSMXLlzIkHR7XB06dMDa2pqZM2fi7OzM0KFDGTRoEBEREcTExLB//35mzJhBREQEAP369SMhIYHOnTuzd+9eTp06xbx58zhx4gQA7733HpMmTWLBggWcOHGC4cOHc/DgQQYMGPDQOAYMGMDEiRNZtmwZx48fp0+fPly/fj1DveTkZC5cuMBvv/3G/v37+fjjj2nVqhUtWrSgW7duwL3ls3fu3GHGjBn88ssvzJs3j9mzZ1v04+vrS2JiIhs3buTy5cvcvHmTwoULY2tra7RbsWIF48aNs2g3evRoli9fzunTpzly5AgrV66kTJkyANn6Dfj6+nLo0CFOnDjB5cuXLRKUHTp0IFeuXLz99ts0a9Yswz6EkyZNYtSoUYSGhuLr68uFCxe4cOGCMdNQ/p8SayIiIiIiIiLZ9PXXX7N69WrmzZuHjY0Njo6OfPPNN3z11VesWbMGk8nE6tWrqVevHj169KBkyZJ07tyZs2fP4unpCUCnTp0YNWoUw4YNo1q1apw9e5Z33nknw1gnT56kSpUqFsfbb7+Ng4MDW7ZsoXDhwrRt25YyZcoQFBTE7du3s73kNf1ePD09qVevHm3atKFnz544Oztb7KM1ZcoU1q9fj4+Pj7H3WU7Z2NjQr18/Jk+eTFJSEuPGjWPUqFFMmDCBMmXKEBAQwKpVq4xllnnz5mXTpk0kJiZSv359qlWrxldffWUsQ+3fvz+DBw9myJAhVKhQgbVr17JixQqLDzBkZsiQIbzxxht0796d2rVr4+zsTJs2bTLUW7t2Ld7e3vj6+hIQEMDmzZuZPn06y5cvN/auq1SpEp9++imTJk2ifPnyREZGMmHCBIt+6tSpQ+/evenUqRMeHh5MnjwZDw8PwsPDWbhwIWXLlmXixImEhIRYtLO1tWXEiBFUrFiRevXqYW1tzfz58wGy9Rvo2bMnpUqVonr16nh4eFjM7nNwcKBz585cu3bN4iMK6WbNmkVKSgrt27fH29vbOB6MUcBkzu7ufH9SQkICrq6u3Lhx47H+QRcRkf89Ew9cftYhiIiIyDMyvEq+Zx1CtunvoY/n119/xcfHhw0bNtC4ceNnHY7I34I+XiAiIiIiIiLyD5Q+G6xChQrEx8czbNgwfH19qVev3rMOTeRvQ4k1ERF5bH+n/6daRERERDJ3584dRo4cyS+//IKzszN16tQhMjIywxc/RSRrWgoqIiIiIiIizyX9PVRE/mr6eIGIiIiIiIiIiEgOaCmoiDxV2vReRERE5O9NW0KIiPw/zVgTERERERERERHJASXWREREREREREREckCJNRERERERERERkRxQYk1ERERERETkPhcuXODdd9+laNGi2NnZ4ePjQ8uWLdm4cSMA0dHRvPrqq+TPn5/cuXPj6+tLp06duHTpEvv27cNkMvHTTz9l2nfjxo1p27YtAIGBgZhMJkwmE7ly5cLT05OmTZsSGhpKWlraY8UcHh6Om5vbn7rvnAgMDKR169ZPfVyR/xVKrImIiIiIiIj8V2xsLNWqVWPTpk188sknHD58mLVr19KwYUP69u3L77//TuPGjcmTJw/r1q3j2LFjhIWFUaBAAZKSkqhWrRqVKlUiNDQ00743b95MUFCQURYQEEB8fDyxsbGsWbOGhg0bMmDAAFq0aMHdu3ef5q2LSA4osSYiIiIiIiLPtYSEBIsjOTk5y7p9+vTBZDKxe/du2rVrR8mSJSlXrhyDBw/mp59+Yvv27dy4cYO5c+dSpUoV/Pz8aNiwIZ999hl+fn4ABAUFsWDBAm7evGnRd3h4ON7e3gQEBBhldnZ2eHl5UbBgQapWrcrIkSNZvnw5a9asITw83Kj36aefUqFCBRwdHfHx8aFPnz4kJiYCEBUVRY8ePbhx44YxAy44OBiAefPmUb16dZydnfHy8uL111/n0qVLRr/Xrl2jS5cueHh4YG9vT4kSJQgLCzOunzt3jo4dO+Lm5kaePHlo1aoVsbGxAAQHBxMREcHy5cuNcaOionLyikT+tpRYExERERERkeeaj48Prq6uxjFhwoRM6129epW1a9fSt29fHB0dM1x3c3PDy8uLu3fvsnTpUsxmc6b9dOnSheTkZBYtWmSUmc1mIiIiCAwMxNra+qHxNmrUiEqVKrFkyRKjzMrKiunTp3PkyBEiIiLYtGkTw4YNA6BOnTpMnToVFxcX4uPjiY+PZ+jQoQDcuXOHcePGER0dzbJly4iNjSUwMNDod9SoURw9epQ1a9Zw7NgxZs2aRb58+Yy2/v7+ODs7s3XrVrZv346TkxMBAQGkpKQwdOhQOnbsaMy6i4+Pp06dOg+9N5Hnjc2zDkBERERERETkr3Tu3DlcXFyMczs7u0zrnT59GrPZTOnSpbPsq1atWowcOZLXX3+d3r17U6NGDRo1akS3bt3w9PQEIE+ePLRp04bQ0FC6desGwObNm4mNjaVHjx7Zirl06dIcOnTIOB84cKDxZ19fXz766CN69+7NF198ga2tLa6urphMJry8vCz6efPNN40/Fy1alOnTp/PCCy+QmJiIk5MTcXFxVKlSherVqxt9p1uwYAFpaWnMnTsXk8kEQFhYGG5ubkRFRdGsWTPs7e1JTk7OMK7IP4VmrImIiIiIiMhzzcXFxeLIKrGW1Qy0B40fP54LFy4we/ZsypUrx+zZsyldujSHDx826rz55pts2bKFmJgYAEJDQ6lfvz7FixfP1hhms9lIZgFs2LCBxo0bU7BgQZydnXnjjTe4cuVKhuWmD9q3bx8tW7akcOHCODs7U79+fQDi4uIAeOedd5g/fz6VK1dm2LBh7Nixw2gbHR3N6dOncXZ2xsnJCScnJ/LkycPt27eN+xL5p1NiTURERERERAQoUaIEJpOJ48ePP7Ju3rx56dChAyEhIRw7dowCBQoQEhJiXG/cuDGFCxcmPDychIQElixZYvHRgkc5duyYsWdbbGwsLVq0oGLFiixevJh9+/Yxc+ZMAFJSUrLsIykpCX9/f1xcXIiMjGTPnj0sXbrUol3z5s05e/YsgwYN4vz58zRu3NhYRpqYmEi1atU4ePCgxXHy5Elef/31bN+LyPNMiTURERERERER7i3h9Pf3Z+bMmSQlJWW4fv369Uzb2draUqxYMYs2VlZW9OjRg4iICL799ltsbW1p3759tuLYtGkThw8fpl27dsC9WWdpaWlMmTKFWrVqUbJkSc6fP58hhtTUVIuy48ePc+XKFSZOnEjdunUpXbq0xYcL0nl4eNC9e3e++eYbpk6dypdffglA1apVOXXqFPnz56d48eIWh6ura5bjivyTKLEmIiIiIiIi8l8zZ84kNTWVGjVqsHjxYk6dOsWxY8eYPn06tWvXZuXKlXTt2pWVK1dy8uRJTpw4QUhICKtXr6ZVq1YWffXo0YPffvuNkSNH8tprr2Fvb59hvOTkZC5cuMBvv/3G/v37+fjjj2nVqhUtWrQw9mcrXrw4d+7cYcaMGfzyyy/MmzeP2bNnW/Tj6+tLYmIiGzdu5PLly9y8eZPChQtja2trtFuxYgXjxo2zaDd69GiWL1/O6dOnOXLkCCtXrqRMmTLAvY8w5MuXj1atWrF161bOnDlDVFQU/fv359dffzXGPXToECdOnODy5cvcuXPnib0Lkb8DJdZERERERERE/qto0aLs37+fhg0bMmTIEMqXL0/Tpk3ZuHEjs2bNomzZsjg4ODBkyBAqV65MrVq1+P7775k7dy5vvPGGRV+FCxemSZMmXLt2zeIjAvdbu3Yt3t7e+Pr6EhAQwObNm5k+fTrLly83vh5aqVIlPv30UyZNmkT58uWJjIzM8GXTOnXq0Lt3bzp16oSHhweTJ0/Gw8OD8PBwFi5cSNmyZZk4caLFclW4N+NsxIgRVKxYkXr16mFtbc38+fMBcHBwYMuWLRQuXJi2bdtSpkwZgoKCuH37tvExiJ49e1KqVCmqV6+Oh4cH27dvfyLvQeTvwmTO7u6Mf1JCQgKurq7cuHHD4mssIvLPMvHA5WcdgoiIiIj8CcOr5HvWIWSb/h4qIn81m2cdgIj8s/yd/oeYiIiIiIiIyMNoKaiIiIiIiIiIiEgOKLEmIiIiIiIiIiKSA1oKKiIiIvIEaS9JEXneaWsPEZH/pxlrIiIiIiIiIiIiOaDEmoiIiIiIiIiISA4osSYiIiIiIiIiIpIDSqyJiIiIiIiI3OfChQu8++67FC1aFDs7O3x8fGjZsiUbN24EIDo6mldffZX8+fOTO3dufH196dSpE5cuXWLfvn2YTCZ++umnTPtu3Lgxbdu2BSAwMBCTyYTJZCJXrlx4enrStGlTQkNDSUtLe6yYw8PDcXNz+1P3nROBgYG0bt3aOL948SK5cuVi/vz5mdYPCgqiatWqAHz11VfUrVsXd3d33N3dadKkCbt3734aYYs8MUqsiYiIiIiIiPxXbGws1apVY9OmTXzyySccPnyYtWvX0rBhQ/r27cvvv/9O48aNyZMnD+vWrePYsWOEhYVRoEABkpKSqFatGpUqVSI0NDTTvjdv3kxQUJBRFhAQQHx8PLGxsaxZs4aGDRsyYMAAWrRowd27d5/mrT8Rnp6evPLKK5nef1JSEt9//71x/1FRUbz22mts3ryZnTt34uPjQ7Nmzfjtt9+edtgiOabEmoiIiIiIiMh/9enTB5PJxO7du2nXrh0lS5akXLlyDB48mJ9++ont27dz48YN5s6dS5UqVfDz86Nhw4Z89tln+Pn5AfdmZS1YsICbN29a9B0eHo63tzcBAQFGmZ2dHV5eXhQsWJCqVasycuRIli9fzpo1awgPDzfqffrpp1SoUAFHR0d8fHzo06cPiYmJwL0EVY8ePbhx44YxAy44OBiAefPmUb16dZydnfHy8uL111/n0qVLRr/Xrl2jS5cueHh4YG9vT4kSJQgLCzOunzt3jo4dO+Lm5kaePHlo1aoVsbGxAAQHBxMREcHy5cuNcaOioggKCmLjxo3ExcVZ3P/ChQu5e/cuXbp0ASAyMpI+ffpQuXJlSpcuzdy5c0lLSzNmBor8HSixJiIiIiIiIs+1hIQEiyM5OTnTelevXmXt2rX07dsXR0fHDNfd3Nzw8vLi7t27LF26FLPZnGk/Xbp0ITk5mUWLFhllZrOZiIgIAgMDsba2fmi8jRo1olKlSixZssQos7KyYvr06Rw5coSIiAg2bdrEsGHDAKhTpw5Tp07FxcWF+Ph44uPjGTp0KAB37txh3LhxREdHs2zZMmJjYwkMDDT6HTVqFEePHmXNmjUcO3aMWbNmkS9fPqOtv78/zs7ObN26le3bt+Pk5ERAQAApKSkMHTqUjh07GrPu4uPjqVOnDi+//DKenp4WiUGAsLAw2rZtm+WS1Zs3b3Lnzh3y5Mnz0Ocj8r9EiTURERERERF5rvn4+ODq6mocEyZMyLTe6dOnMZvNlC5dOsu+atWqxciRI3n99dfJly8fzZs355NPPuHixYtGnTx58tCmTRuL5ZCbN28mNjaWHj16ZCvm0qVLGzPDAAYOHEjDhg3x9fWlUaNGfPTRR3z//fcA2Nra4urqislkwsvLCy8vL5ycnAB48803ad68OUWLFqVWrVpMnz6dNWvWGLPd4uLiqFKlCtWrV8fX15cmTZrQsmVLABYsWEBaWhpz586lQoUKlClThrCwMOLi4oiKisLJyQl7e3tj1p2Xlxe2trZYW1vTvXt3wsPDjeRjTEwMW7du5c0338zynt9//30KFChAkyZNsvWMRP4XKLEmIiIiIiIiz7Vz585x48YN4xgxYkSm9bKagfag8ePHc+HCBWbPnk25cuWYPXs2pUuX5vDhw0adN998ky1bthATEwNAaGgo9evXp3jx4tkaw2w2YzKZjPMNGzbQuHFjChYsiLOzM2+88QZXrlzJsNz0Qfv27aNly5YULlwYZ2dn6tevD2As03znnXeYP38+lStXZtiwYezYscNoGx0dzenTp3F2dsbJyQknJyfy5MnD7du3jfvKyptvvsmZM2fYvHkzcG+2WnpSMDMTJ05k/vz5LF26lNy5cz/6AYn8j1BiTURERERERJ5rLi4uFoednV2m9UqUKIHJZOL48eOP7DNv3rx06NCBkJAQjh07RoECBQgJCTGuN27cmMKFCxMeHk5CQgJLliyx+GjBoxw7dszYsy02NpYWLVpQsWJFFi9ezL59+5g5cyYAKSkpWfaRlJSEv78/Li4uREZGsmfPHpYuXWrRrnnz5pw9e5ZBgwZx/vx5GjdubCwjTUxMpFq1ahw8eNDiOHnyJK+//vpD4y9RogR169YlLCyMtLQ0vv76a3r06GGRLEwXEhLCxIkT+eGHH6hYsWK2n5HI/wIl1kRERERERES4t4TT39+fmTNnkpSUlOH69evXM21na2tLsWLFLNpYWVnRo0cPIiIi+Pbbb7G1taV9+/bZimPTpk0cPnyYdu3aAfdmnaWlpTFlyhRq1apFyZIlOX/+fIYYUlNTLcqOHz/OlStXmDhxInXr1qV06dIWHy5I5+HhQffu3fnmm2+YOnUqX375JQBVq1bl1KlT5M+fn+LFi1scrq6uWY6bLigoiMWLF7N48WJ+++03i73d0k2ePJlx48axdu1aqlevnq3nI/K/RIk1ERERERERkf+aOXMmqamp1KhRg8WLF3Pq1CmOHTvG9OnTqV27NitXrqRr166sXLmSkydPcuLECUJCQli9ejWtWrWy6KtHjx789ttvjBw5ktdeew17e/sM4yUnJ3PhwgV+++039u/fz8cff0yrVq1o0aIF3bp1A6B48eLcuXOHGTNm8MsvvzBv3jxmz55t0Y+vry+JiYls3LiRy5cvc/PmTQoXLoytra3RbsWKFYwbN86i3ejRo1m+fDmnT5/myJEjrFy5kjJlygD3PsKQL18+WrVqxdatWzlz5gxRUVH079+fX3/91Rj30KFDnDhxgsuXL3Pnzh2j7w4dOpArVy7efvttmjVrho+Pj8XYkyZNYtSoUYSGhuLr68uFCxe4cOGCsf+byN+BEmsiIiIiIiIi/1W0aFH2799Pw4YNGTJkCOXLl6dp06Zs3LiRWbNmUbZsWRwcHBgyZAiVK1emVq1afP/998ydO5c33njDoq/ChQvTpEkTrl27luWm/WvXrsXb2xtfX18CAgLYvHkz06dPZ/ny5cbXQytVqsSnn37KpEmTKF++PJGRkRk+wFCnTh169+5Np06d8PDwYPLkyXh4eBAeHs7ChQspW7YsEydOtFiuCvdmnI0YMYKKFStSr149rK2tmT9/PgAODg5s2bKFwoUL07ZtW8qUKUNQUBC3b9/GxcUFgJ49e1KqVCmqV6+Oh4cH27dvN/p2cHCgc+fOWd7/rFmzSElJoX379nh7exvHgzGK/C8zmbO7O+OflJCQgKurKzdu3DD+ARQRERF53kw8cPlZhyAi8pcaXiXfsw4h2/T3UBH5q9k86wBEREREnid/p79wioiIiMifo6WgIiIiIiIiIiIiOaDEmoiIiIiIiIiISA4osSYiIiIiIiIiIpID2mNNRORvThuli4iIyNOkvSRFRP6fZqyJiIiIiIiIiIjkgBJrIiIiIiIiIv/jAgMDad269bMO40/x9fVl6tSpzzoMkSdKiTURERERERER7iWvTCZThiMgIOBZh8a0adMIDw9/1mEAYDKZWLZs2RPp68CBA3To0AFPT09y585NiRIl6NmzJydPnjTqLF26lFq1auHq6oqzszPlypVj4MCBAEyZMgV3d3du376doe+bN2/i4uLC9OnTgXuJvfR3am9vj6+vLx07dmTTpk2PHfezSnQqOfm/R4k1ERERERERkf8KCAggPj7e4vjuu++eWTypqamkpaXh6uqKm5vbM4vjr7By5Upq1apFcnIykZGRHDt2jG+++QZXV1dGjRoFwMaNG+nUqRPt2rVj9+7d7Nu3j/Hjx3Pnzh0A3njjDZKSkliyZEmG/hctWkRKSgpdu3Y1yj788EPi4+M5ceIEX3/9NW5ubjRp0oTx48c/nZuW544SayIiIiIiIiL/ZWdnh5eXl8Xh7u5OVFQUtra2bN261ag7efJk8ufPz8WLFwFo0KAB/fr1o1+/fri6upIvXz5GjRqF2Ww22iQnJzN06FAKFiyIo6MjNWvWJCoqyrgeHh6Om5sbK1asoGzZstjZ2REXF5dhhlSDBg149913GThwIO7u7nh6evLVV1+RlJREjx49cHZ2pnjx4qxZs8bi/n7++WeaN2+Ok5MTnp6evPHGG1y+fNmi3/79+zNs2DDy5MmDl5cXwcHBxnVfX18A2rRpg8lkMs5jYmJo1aoVnp6eODk58cILL7Bhw4Ysn/PNmzfp0aMHL7/8MitWrKBJkyb4+flRs2ZNQkJCmDNnDgD/+c9/ePHFF3nvvfcoVaoUJUuWpHXr1sycOROA/Pnz07JlS0JDQzOMERoaSuvWrcmTJ49R5uzsjJeXF4ULF6ZevXp8+eWXjBo1itGjR3PixAngXjIzKCgIPz8/7O3tKVWqFNOmTTP6CA4OJiIiguXLlxsz4NLf4fvvv0/JkiVxcHCgaNGijBo1ykgCAkRHR9OwYUOcnZ1xcXGhWrVq7N2717i+bds26tati729PT4+PvTv35+kpCTj3Zw9e5ZBgwYZ48qzp8SaiIiIiIiIPNcSEhIsjuTk5Mfuo0GDBgwcOJA33niDGzducODAAUaNGsXcuXPx9PQ06kVERGBjY8Pu3buZNm0an376KXPnzjWu9+vXj507dzJ//nwOHTpEhw4dCAgI4NSpU0admzdvMmnSJObOncuRI0fInz9/pjFFRESQL18+du/ezbvvvss777xDhw4dqFOnDvv376dZs2a88cYb3Lx5E4Dr16/TqFEjqlSpwt69e1m7di0XL16kY8eOGfp1dHRk165dTJ48mQ8//JD169cDsGfPHgDCwsKIj483zhMTE3n55ZfZuHEjBw4cICAggJYtWxIXF5dp7OvWrePy5csMGzYs0+vps/O8vLw4cuQIP//8c5bvJigoiE2bNnH27Fmj7JdffmHLli0EBQVl2S7dgAEDMJvNLF++HIC0tDQKFSrEwoULOXr0KKNHj2bkyJF8//33AAwdOpSOHTtazG6sU6cOcC9xFx4eztGjR5k2bRpfffUVn332mTFWly5dKFSoEHv27GHfvn0MHz6cXLlyAfeSkwEBAbRr145Dhw6xYMECtm3bRr9+/QBYsmQJhQoVMmbdxcfHP/Le5K9nMt+fOv8LJSQk4Orqyo0bN3BxcXkaQ4qI/CNMPHD50ZVEREREnpDhVfI96xCyLf3voQ8aM2aMxSysdIGBgXzzzTfkzp3bonzkyJGMHDmSlJQUatasScmSJfn555958cUX+fLLL416DRo04NKlSxw5csSYTTR8+HBWrFjB0aNHiYuLo2jRosTFxVGgQAGjXZMmTahRowYff/wx4eHh9OjRg4MHD1KpUiWL2K5fv27sbdagQQNSU1ONGXSpqam4urrStm1bvv76awAuXLiAt7c3O3fupFatWnz00Uds3bqVdevWGf3++uuv+Pj4cOLECUqWLJmhX4AaNWrQqFEjJk6cCNzbY23p0qWP3GOsfPny9O7d20gM+fr6MnDgQAYOHMjkyZN5//33uXr1Ku7u7ln2kZSURMeOHVm9ejVFihShVq1aNGvWjC5dumBnZ2fce5EiRXjrrbeM9zp69GgiIiI4c+YMVlZWGcZ/kJeXF23btuWLL77INI5+/fpx4cIFFi1aBGR8H1kJCQlh/vz5xqw0FxcXZsyYQffu3TPUfeutt7C2tjZm68G9GWz169cnKSmJ3LlzP/Qe5NmwedYBiIiIiIiIiPyVzp07ZzHBIz0hk5mGDRsya9Ysi7L0pYS2trZERkZSsWJFihQpYjETKV2tWrUslujVrl2bKVOmkJqayuHDh0lNTaVkyZIWbZKTk8mbN69xbmtrS8WKFR95X/fXsba2Jm/evFSoUMEoS59Jd+nSJeDeMsTNmzfj5OSUoa+YmBgjrgfH9vb2NvrISmJiIsHBwaxatYr4+Hju3r3LrVu3spyxlt05Po6OjqxatYqYmBg2b97MTz/9xJAhQ5g2bRo7d+7EwcEBa2trunfvTnh4OGPGjMFsNhMREUGPHj2MpNqjmM1mi/c2c+ZMQkNDiYuL49atW6SkpFC5cuVH9rNgwQKmT59OTEwMiYmJ3L171+K3N3jwYN566y3mzZtHkyZN6NChA8WKFQPuvZ9Dhw4RGRlpEVdaWhpnzpyhTJky2boXebqUWBMREREREZHnmouLS7ZXTjk6OlK8ePEsr+/YsQOAq1evcvXqVRwdHbMdR2JiItbW1uzbtw9ra2uLa/cnu+zt7bO1f1b6EsJ0JpPJoiy9j7S0NGP8li1bMmnSpAx9eXt7P7Tf9D6yMnToUNavX09ISAjFixfH3t6e9u3bk5KSkmn99CTe8ePHqV279kP7BihWrBjFihXjrbfe4oMPPqBkyZIsWLCAHj16APDmm28yYcIENm3aRFpaGufOnTOuPcqVK1f4/fff8fPzA2D+/PkMHTqUKVOmULt2bZydnfnkk0/YtWvXQ/vZuXMnXbp0YezYsfj7++Pq6sr8+fOZMmWKUSc4OJjXX3+dVatWsWbNGsaMGcP8+fNp06YNiYmJvP322/Tv3z9D34ULF87WvcjTp8SaiIiIiIiISDbExMQwaNAgvvrqKxYsWED37t3ZsGGDxayoB5MvP/30EyVKlMDa2poqVaqQmprKpUuXqFu37tMOn6pVq7J48WJ8fX2xscl5OiBXrlykpqZalG3fvp3AwEDatGkD3EvixcbGZtlHs2bNyJcvH5MnT2bp0qUZrl+/fj3Lr6D6+vri4OBgbOoP9xJv9evXJzQ0FLPZTJMmTShSpEi27mfatGlYWVkZS1u3b99OnTp16NOnj1EnJibGoo2trW2GZ7Bjxw6KFCnCBx98YJTdv+9bupIlS1KyZEkGDRrEa6+9RlhYGG3atKFq1aocPXr0oYndzMaVZ0sfLxARERERERH5r+TkZC5cuGBxXL58mdTUVLp27Yq/vz89evQgLCyMQ4cOWcxGAoiLi2Pw4MGcOHGC7777jhkzZjBgwADgXkKlS5cudOvWjSVLlnDmzBl2797NhAkTWLVq1V9+b3379uXq1au89tpr7Nmzh5iYGNatW0ePHj0eK1nj6+vLxo0buXDhAteuXQOgRIkSLFmyhIMHDxIdHc3rr7/+0Flujo6OzJ07l1WrVvHqq6+yYcMGYmNj2bt3L8OGDaN3797AvRlew4YNIyoqijNnznDgwAHefPNN7ty5Q9OmTS36DAoKYsmSJSxdujTLjxb88ccfXLhwgXPnzrFlyxZ69erFRx99xPjx442EVokSJdi7dy/r1q3j5MmTjBo1yvhIw/3P4NChQ5w4cYLLly9z584dSpQoQVxcHPPnzycmJobp06dbJA1v3bpFv379iIqK4uzZs2zfvp09e/YYSzzff/99duzYQb9+/Th48CCnTp1i+fLlxh516eNu2bKF3377zeJrrvLsKLEmIiIiIiIi8l9r167F29vb4njppZcYP348Z8+eNTaW9/b25ssvv+Rf//oX0dHRRvtu3bpx69YtatSoQd++fRkwYAC9evUyroeFhdGtWzeGDBlCqVKlaN26NXv27HkqS/0KFCjA9u3bSU1NpVmzZlSoUIGBAwfi5uaW7b3IAKZMmcL69evx8fGhSpUqAHz66ae4u7tTp04dWrZsib+/P1WrVn1oP61atWLHjh3kypWL119/ndKlS/Paa69x48YNPvroIwDq16/PL7/8Qrdu3ShdujTNmzfnwoUL/PDDD5QqVcqiv3bt2mFnZ4eDg0OWH1YYPXo03t7eFC9e3PjC68aNG3n//feNOm+//TZt27alU6dO1KxZkytXrljMXgPo2bMnpUqVonr16nh4eLB9+3ZeffVVBg0aRL9+/ahcuTI7duxg1KhRRhtra2uuXLlCt27dKFmyJB07dqR58+aMHTsWuLe33Y8//sjJkyepW7cuVapUYfTo0RYfuvjwww+JjY2lWLFieHh4POJNydOgr4KKiPzN6augIiIi8jT9Hb8K+rT+HtqgQQMqV67M1KlT//KxROR/g/ZYExH5m/s7/Y9bERERERGR54mWgoqIiIiIiIiIiOSAZqyJiIiIiIiIPAFRUVHPOgQReco0Y01ERERERERERCQHnvqMtU+jr5DbKeVpDysiIiIiIiJPgPZ3FRH5f5qxJiIiIiIiIiIikgNKrImIiIiIiIg8p3x9fZk6depD65hMJpYtW/ZU4hF53iixJiIiIiIiIgIEBgbSunXrZx1Gpv7Xkl8JCQl88MEHlC5dmty5c+Pl5UWTJk1YsmQJZrP5qcQQHBxM5cqVn8pYIlnRV0FFREREREREJNuuX7/OSy+9xI0bN/joo4944YUXsLGx4ccff2TYsGE0atQINze3Zx2myFOhGWsiIiIiIiIiD2jQoAHvvvsuAwcOxN3dHU9PT7766iuSkpLo0aMHzs7OFC9enDVr1hhtoqKiMJlMrFu3jipVqmBvb0+jRo24dOkSa9asoUyZMri4uPD6669z8+ZNo11myzUrV65McHCwcR2gTZs2mEwm4zwmJoZWrVrh6emJk5MTL7zwAhs2bMhwL3/88QevvfYajo6OFCxYkJkzZz703s+dO0fHjh1xc3MjT548tGrVitjYWOP6yJEjiY2NZdeuXXTv3p2yZctSsmRJevbsycGDB3FycgLg2rVrdOvWDXd3dxwcHGjevDmnTp0y+gkPD8fNzY1169ZRpkwZnJycCAgIID4+3uKZ1qhRA0dHR9zc3HjxxRc5e/Ys4eHhjB07lujoaEwmEyaTifDw8Ifel8hfQYk1ERERERERea4lJCRYHMnJydlqFxERQb58+di9ezfvvvsu77zzDh06dKBOnTrs37+fZs2a8cYbb1gkyeDeEsXPP/+cHTt2GEmqqVOn8u2337Jq1Sp++OEHZsyYke349+zZA0BYWBjx8fHGeWJiIi+//DIbN27kwIEDBAQE0LJlS+Li4izaf/LJJ1SqVIkDBw4wfPhwBgwYwPr16zMd686dO/j7++Ps7MzWrVvZvn27kfBKSUkhLS2N+fPn06VLFwoUKJChvZOTEzY29xbHBQYGsnfvXlasWMHOnTsxm828/PLL3Llzx6h/8+ZNQkJCmDdvHlu2bCEuLo6hQ4cCcPfuXVq3bk39+vU5dOgQO3fupFevXphMJjp16sSQIUMoV64c8fHxxMfH06lTp2w/U5EnRUtBRURERERE5Lnm4+NjcT5mzBhjNtjDVKpUiX/9618AjBgxgokTJ5IvXz569uwJwOjRo5k1axaHDh2iVq1aRruPPvqIF198EYCgoCBGjBhBTEwMRYsWBaB9+/Zs3ryZ999/P1vxe3h4AODm5oaXl5dFfJUqVTLOx40bx9KlS1mxYgX9+vUzyl988UWGDx8OQMmSJdm+fTufffYZTZs2zTDWggULSEtLY+7cuZhMJuBeQs/NzY2oqCgqV67MtWvXKF269ENjPnXqFCtWrGD79u3UqVMHgMjISHx8fFi2bBkdOnQA7iXyZs+eTbFixQDo168fH374IXAvIXrjxg1atGhhXC9TpowxRnoS7/5nIvK0acaaiIiIiIiIPNfOnTvHjRs3jGPEiBHZalexYkXjz9bW1uTNm5cKFSoYZZ6engBcunQpy3aenp44ODgYSbX0sgfb5ERiYiJDhw6lTJkyuLm54eTkxLFjxzLMWKtdu3aG82PHjmXaZ3R0NKdPn8bZ2RknJyecnJzIkycPt2/fJiYmJtsfJjh27Bg2NjbUrFnTKMubNy+lSpWyGNvBwcFImgF4e3sbzyZPnjwEBgbi7+9Py5YtmTZtmsUyUZH/BZqxJiIiIiIiIs81FxcXXFxcHrtdrly5LM5NJpNFWfqMrrS0tCzbPdgmvez+NlZWVhkSVvcvl8zK0KFDWb9+PSEhIRQvXhx7e3vat29PSkrKI9tmJTExkWrVqhEZGZnhmoeHB87Ozri5uXH8+PEcj3G/zJ7N/c8iLCyM/v37s3btWhYsWMC//vUv1q9fbzFDUORZ0ow1ERERERERkWfIw8PDYiZWQkICZ86csaiTK1cuUlNTLcq2b99OYGAgbdq0oUKFCnh5eVl8ZCDdTz/9lOH8/iWV96tatSqnTp0if/78FC9e3OJwdXXFysqKzp07ExkZyfnz5zO0T0xM5O7du5QpU4a7d++ya9cu49qVK1c4ceIEZcuWfeQzuV+VKlUYMWIEO3bsoHz58nz77bcA2NraZngmIk+bEmsiIiIiIiIiz1CjRo2YN28eW7du5fDhw3Tv3h1ra2uLOr6+vmzcuJELFy5w7do1AEqUKMGSJUs4ePAg0dHRvP766xlmz8G9BNzkyZM5efIkM2fOZOHChQwYMCDTWLp06UK+fPlo1aoVW7du5cyZM0RFRdG/f39+/fVXAMaPH4+Pjw81a9bk66+/5ujRo5w6dYrQ0FCqVKlCYmIiJUqUoFWrVvTs2ZNt27YRHR1N165dKViwIK1atcrWczlz5gwjRoxg586dnD17lh9++IFTp04ZSUFfX1/OnDnDwYMHuXz5crY/SiHyJCmxJiIiIiIiIvIMjRgxgvr169OiRQteeeUVWrdubbHvGMCUKVNYv349Pj4+VKlSBYBPP/0Ud3d36tSpQ8uWLfH396dq1aoZ+h8yZAh79+6lSpUqfPTRR3z66af4+/tnGouDgwNbtmyhcOHCtG3bljJlyhAUFMTt27eN5bR58uThp59+omvXrnz00UdUqVKFunXr8t133/HJJ5/g6uoK3FvGWa1aNVq0aEHt2rUxm82sXr06w/LPrDg4OHD8+HHatWtHyZIl6dWrF3379uXtt98GoF27dgQEBNCwYUM8PDz47rvvsvfARZ4gkzm7Ow/+SQkJCbi6ujJmyy/kdnJ+GkOKiIiIiIjIEza8Sr5nHUK2pf899MaNGznaY01E5FGe+scLBlfKq3+hiYiIiIiIiIjI356WgoqIiIiIiIiIiOSAEmsiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDjz1PdY+jb5CbqeUpz2siIiIiIiIPAF/p48XiIj81TRjTUREREREREREJAeUWBMRERERERHJAZPJxLJlyx5aJzAwkNatW2e7z9jYWEwmEwcPHgQgKioKk8nE9evXcxznk5Kde2nQoAEDBw58KvE8zx58jr6+vkydOvWZxSNZU2JNREREREREhMdPgsXHx9O8eXMgY0Is3bRp0wgPD89xTHXq1CE+Ph5XV9cc95GuQYMGmEymLI8GDRr86TEeV3ri8MHjX//611OLIf3dPez4M+8wq+RoYGBgpmOdPn2aJUuWMG7cuD93Y/JUPPU91kRERERERESeB15eXo+s82cTYra2ttkaJzuWLFlCSsq9Pc/PnTtHjRo12LBhA+XKlTPGelZOnDiBi4uLce7k5JShTmpqKiaTCSurJztHyMfHh/j4eOM8JCSEtWvXsmHDBqPsSSQ2MxMQEEBYWJhFmYeHB9bW1n/JePLkacaaiIiIiIiIyAMaNGhA//79GTZsGHny5MHLy4vg4GCLOvcvBfXz8wOgSpUqFrO/HpwFt3btWl566SXc3NzImzcvLVq0ICYmJss4HpztlNWss9jYWACuX7/OW2+9hYeHBy4uLjRq1Ijo6GgA4z68vLzw8PAAIG/evMb5e++9h5+fH/b29pQqVYpp06ZlGtPYsWON/nv37m0k6zKTnJzM0KFDKViwII6OjtSsWZOoqKgM9fLnz2/E5uXlhZOTE+Hh4bi5ubFixQrKli2LnZ0dcXFxXLt2jW7duuHu7o6DgwPNmzfn1KlTRl/p7VauXEmpUqVwcHCgffv23Lx5k4iICHx9fXF3d6d///6kpqZibW2dYWwbGxvjPH/+/EydOtV4NpUqVWLRokUAmM1mmjRpgr+/P2azGYCrV69SqFAhRo8eTWxsLA0bNgTA3d0dk8lEYGCgEaudnZ3F2F5eXlhbWz9ySe3D3rM8XUqsiYiIiIiIyHMtISHB4khOTs5Wu4iICBwdHdm1axeTJ0/mww8/ZP369ZnW3b17NwAbNmwgPj6eJUuWZFovKSmJwYMHs3fvXjZu3IiVlRVt2rQhLS0tWzEtWbKE+Ph442jbti2lSpXC09MTgA4dOnDp0iXWrFnDvn37qFq1Ko0bN+bq1asP7TctLY1ChQqxcOFCjh49yujRoxk5ciTff/+9Rb2NGzdy7NgxoqKi+O6771iyZAljx47Nst9+/fqxc+dO5s+fz6FDh+jQoQMBAQEWibCHuXnzJpMmTWLu3LkcOXKE/PnzExgYyN69e1mxYgU7d+7EbDbz8ssvc+fOHYt206dPZ/78+axdu5aoqCjatGnD6tWrWb16NfPmzWPOnDlGguxhJkyYwNdff83s2bM5cuQIgwYNomvXrvz444+YTCYiIiLYs2cP06dPB6B3794ULFiQ0aNH4+Pjw+LFi4F7s/Li4+OzTFg+jpy+Z3nytBRUREREREREnms+Pj4W52PGjMkw+ywzFStWZMyYMQCUKFGCzz//nI0bN9K0adMMdR+cAZaVdu3aWZyHhobi4eHB0aNHKV++/CNjypMnj/Hnzz77jE2bNrFr1y7s7e3Ztm0bu3fv5tKlS9jZ2QH3ljUuW7aMRYsW0atXryz7zZUrl0WCzM/Pj507d/L999/TsWNHo9zW1pbQ0FAcHBwoV64cH374Ie+99x7jxo3LsEQzLi6OsLAw4uLiKFCgAABDhw5l7dq1hIWF8fHHHxt1CxUqZNH27NmzANy5c4cvvviCSpUqAXDq1ClWrFjB9u3bqVOnDgCRkZH4+PiwbNkyOnToYLSbNWsWxYoVA6B9+/bMmzePixcv4uTkRNmyZWnYsCGbN2+mU6dOWT6X5ORkPv74YzZs2EDt2rUBKFq0KNu2bWPOnDnUr1+fggULMmfOHLp168aFCxdYvXo1Bw4cwMbGxuKd5c+fHzc3N4v+V65cabHstXnz5ixcuDDLeIA/9Z7lyVNiTURERERERJ5r586ds9i/Kz0Z8SgVK1a0OPf29ubSpUt/KpZTp04xevRodu3axeXLl42ZanFxcdlKrKVbs2YNw4cP5z//+Q8lS5YEIDo6msTERPLmzWtR99atWw9dbppu5syZhIaGEhcXx61bt0hJSaFy5coWdSpVqoSDg4NxXrt2bRITEzl37hxFihSxqHv48GFSU1ON+NIlJydniHHr1q04Ozsb5+7u7sC9RN797+HYsWPY2NhQs2ZNoyxv3ryUKlWKY8eOGWUODg5GUg3A09MTX19fiySWp6fnI9/n6dOnuXnzZoZkakpKClWqVDHOO3TowNKlS5k4cSKzZs2iRIkSD+03XcOGDZk1a5Zx7ujo+Mg2f/Y9y5OlxJqIiIiIiIg811xcXCwSa9mVK1cui3OTyZTtJZtZadmyJUWKFOGrr76iQIECpKWlUb58+YfuU/ago0eP0rlzZyZOnEizZs2M8sTERLy9vTPdw+zBmVIPmj9/PkOHDmXKlCnUrl0bZ2dnPvnkE3bt2pXtuB6UmJiItbU1+/bty7AZ/4MfJ/Dz88s0Rnt7e0wm02OPndm7y8n7TExMBGDVqlUULFjQ4tr9CdqbN28a95ndZa5wL5FWvHjxbNdPjymn71mePCXWRERERERERP6k9C9qpqamZlnnypUrnDhxgq+++oq6desC95b1PY7Lly/TsmVL2rVrx6BBgyyuVa1alQsXLmBjY4Ovr+9j9Zu+tLJPnz5GWWazn6Kjo7l16xb29vYA/PTTTzg5OWVYbgv3PuSQmprKpUuXjPv9s8qUKcPdu3fZtWuXsRQ0/bmWLVv2iYxxv/s/mlC/fv0s6w0ZMgQrKyvWrFnDyy+/zCuvvEKjRo2A7P02Hsefec/y5OnjBSIiIiIiIiJ/Uv78+bG3t2ft2rVcvHiRGzduZKjj7u5O3rx5+fLLLzl9+jSbNm1i8ODBjzVOu3btcHBwIDg4mAsXLhhHamoqTZo0oXbt2rRu3ZoffviB2NhYduzYwQcffMDevXsf2m+JEiXYu3cv69at4+TJk4waNYo9e/ZkqJeSkkJQUBBHjx5l9erVjBkzhn79+mXYXw2gZMmSdOnShW7durFkyRLOnDnD7t27mTBhAqtWrXqs+74/zlatWtGzZ0+2bdtGdHQ0Xbt2pWDBgrRq1SpHfT6Ms7MzQ4cOZdCgQURERBATE8P+/fuZMWMGERERwL3ZbKGhoURGRtK0aVPee+89unfvzrVr1wAoUqQIJpOJlStX8vvvvxuz4HLqz7xnefKUWBMRERERERH5k2xsbJg+fTpz5syhQIECmSZ5rKysmD9/Pvv27aN8+fIMGjSITz755LHG2bJlCz///DNFihTB29vbOM6dO4fJZGL16tXUq1ePHj16ULJkSTp37szZs2eNr4Zm5e2336Zt27Z06tSJmjVrcuXKFYvZa+kaN25MiRIlqFevHp06deLVV1996IcgwsLC6NatG0OGDKFUqVK0bt2aPXv2ULhw4ce67wf7rFatGi1atKB27dqYzWZWr16dYannkzJu3DhGjRrFhAkTKFOmDAEBAaxatQo/Pz9+//13goKCCA4OpmrVqgCMHTsWT09PevfuDUDBggUZO3Ysw4cPx9PTk379+v2peP7Me5Ynz2Q2m81PY6CEhARcXV0Zs+UXcjs5P7qBiIiIiIiI/M8ZXiXfsw4h29L/Hnrjxo0c7bEmIvIoT32PtcGV8upfaCIiIiIiIiIi8renpaAiIiIiIiIiIiI5oMSaiIiIiIiIiIhIDiixJiIiIiIiIiIikgNPfY+1f4KJBy4/6xBERERERET+En+njxeIiPzVNGNNREREREREREQkB5RYExERERERERERyQEl1kRERERERERywGQysWzZsofWCQwMpHXr1tnuMzY2FpPJxMGDBwGIiorCZDJx/fr1HMf5pGTnXho0aMDAgQOfSjzPswefo6+vL1OnTn1m8UjWlFgTERERERER4fGTYPHx8TRv3hzImBBLN23aNMLDw3McU506dYiPj8fV1TXHfaRr0KABJpMpy6NBgwZ/eozHlZ44fPD417/+9dRiSH93Dzv+zDvMKjkaGBiY6VinT59myZIljBs3LkfjTZkyBXd3d27fvp3h2s2bN3FxcWH69OlcvXqVd999l1KlSmFvb0/hwoXp378/N27cyNG4/1T6eIGIiIiIiIhIDnh5eT2yzp9NiNna2mZrnOxYsmQJKSkpAJw7d44aNWqwYcMGypUrZ4z1rJw4cQIXFxfj3MnJKUOd1NRUTCYTVlZPdo6Qj48P8fHxxnlISAhr165lw4YNRtmTSGxmJiAggLCwMIsyDw8PrK2tc9znG2+8wYgRI1iyZAmvv/66xbVFixaRkpJC165dOX/+POfPnyckJISyZcty9uxZevfuzfnz51m0aFGOx/+n0Yw1ERERERERea4lJCRYHMnJyY9s06BBA/r378+wYcPIkycPXl5eBAcHW9S5fymon58fAFWqVLGY/fXgLLi1a9fy0ksv4ebmRt68eWnRogUxMTFZxvHgbKesZp3FxsYCcP36dd566y08PDxwcXGhUaNGREdHAxj34eXlhYeHBwB58+Y1zt977z38/Pywt7enVKlSTJs2LdOYxo4da/Tfu3dvI1mXmeTkZIYOHUrBggVxdHSkZs2aREVFZaiXP39+IzYvLy+cnJwIDw/Hzc2NFStWULZsWezs7IiLi+PatWt069YNd3d3HBwcaN68OadOnTL6Sm+3cuVKSpUqhYODA+3bt+fmzZtERETg6+uLu7s7/fv3JzU1FWtr6wxj29jYGOf58+dn6tSpxrOpVKmSkXgym800adIEf39/zGYzAFevXqVQoUKMHj2a2NhYGjZsCIC7uzsmk4nAwEAjVjs7O4uxvby8sLa2fuSS2oe95/z589OyZUtCQ0MztAsNDaV169bkyZOH8uXLs3jxYlq2bEmxYsVo1KgR48eP5z//+Q93797NcmyxpMSaiIiIiIiIPNd8fHxwdXU1jgkTJmSrXUREBI6OjuzatYvJkyfz4Ycfsn79+kzr7t69G4ANGzYQHx/PkiVLMq2XlJTE4MGD2bt3Lxs3bsTKyoo2bdqQlpaWrZiWLFlCfHy8cbRt25ZSpUrh6ekJQIcOHbh06RJr1qxh3759VK1alcaNG3P16tWH9puWlkahQoVYuHAhR48eZfTo0YwcOZLvv//eot7GjRs5duwYUVFRfPfddyxZsoSxY8dm2W+/fv3YuXMn8+fP59ChQ3To0IGAgACLRNjD3Lx5k0mTJjF37lyOHDlC/vz5CQwMZO/evaxYsYKdO3diNpt5+eWXuXPnjkW76dOnM3/+fNauXUtUVBRt2rRh9erVrF69mnnz5jFnzpxszcyaMGECX3/9NbNnz+bIkSMMGjSIrl278uOPP2IymYiIiGDPnj1Mnz4dgN69e1OwYEFGjx6Nj48PixcvBu7NyouPj88yYfk4HvWeg4KC2LRpE2fPnjXa/PLLL2zZsoWgoKAs+71x4wYuLi7Y2GiBY3bpSYmIiIiIiMhz7dy5cxbLDO3s7LLVrmLFiowZMwaAEiVK8Pnnn7Nx40aaNm2aoe6DM8Cy0q5dO4vz0NBQPDw8OHr0KOXLl39kTHny5DH+/Nlnn7Fp0yZ27dqFvb0927ZtY/fu3Vy6dMm4x5CQEJYtW8aiRYvo1atXlv3mypXLIkHm5+fHzp07+f777+nYsaNRbmtrS2hoKA4ODpQrV44PP/yQ9957j3HjxmVYohkXF0dYWBhxcXEUKFAAgKFDh7J27VrCwsL4+OOPjbqFChWyaJueELpz5w5ffPEFlSpVAuDUqVOsWLGC7du3U6dOHQAiIyPx8fFh2bJldOjQwWg3a9YsihUrBkD79u2ZN28eFy9exMnJibJly9KwYUM2b95Mp06dsnwuycnJfPzxx2zYsIHatWsDULRoUbZt28acOXOoX78+BQsWZM6cOXTr1o0LFy6wevVqDhw4YCSn0t9Z/vz5cXNzs+h/5cqVFstemzdvzsKFC7OMB8jWe/b396dAgQKEhYUZMy3Dw8Px8fGhcePGmfZ7+fJlxo0b99DfiWSkxJqIiIiIiIg811xcXCwSa9lVsWJFi3Nvb28uXbr0p2I5deoUo0ePZteuXVy+fNmYqRYXF5etxFq6NWvWMHz4cP7zn/9QsmRJAKKjo0lMTCRv3rwWdW/duvXQ5abpZs6cSWhoKHFxcdy6dYuUlBQqV65sUadSpUo4ODgY57Vr1yYxMZFz585RpEgRi7qHDx8mNTXViC9dcnJyhhi3bt2Ks7Ozce7u7g7cS+Td/x6OHTuGjY0NNWvWNMry5s1LqVKlOHbsmFHm4OBgJNUAPD098fX1tUhieXp6PvJ9nj59mps3b2ZIpqakpFClShXjvEOHDixdupSJEycya9YsSpQo8dB+0zVs2JBZs2YZ546Ojo9sk533bG1tTffu3QkPD2fMmDGYzWYiIiLo0aNHpnvUJSQk8Morr1C2bNkMS57l4ZRYExEREREREclErly5LM5NJlO2l2xmpWXLlhQpUoSvvvqKAgUKkJaWRvny5R+6T9mDjh49SufOnZk4cSLNmjUzyhMTE/H29s50D7MHZ0o9aP78+QwdOpQpU6ZQu3ZtnJ2d+eSTT9i1a1e243pQYmIi1tbW7Nu3L8Nm/A9+nMDPzy/TGO3t7TGZTI89dmbvLifvMzExEYBVq1ZRsGBBi2v3z3y8efOmcZ/ZXeYK9xJpxYsXz3b99Jiy857ffPNNJkyYwKZNm0hLS+PcuXP06NEjQ5s//viDgIAAnJ2dWbp0aYbnJA+nxJqIiIiIiIjIn5T+Rc3U1NQs61y5coUTJ07w1VdfUbduXeDesr7HcfnyZVq2bEm7du0YNGiQxbWqVaty4cIFbGxs8PX1fax+05dW9unTxyjLbJZbdHQ0t27dwt7eHoCffvoJJycnfHx8MtStUqUKqampXLp0ybjfP6tMmTLcvXuXXbt2GUtB059r2bJln8gY97v/own169fPst6QIUOwsrJizZo1vPzyy7zyyis0atQIyN5v43Fk9z0XK1aM+vXrExoaanxk4cFZhQkJCfj7+2NnZ8eKFSvInTv3E4nxn0QfLxARERERERH5k/Lnz4+9vT1r167l4sWL3LhxI0Mdd3d38ubNy5dffsnp06fZtGkTgwcPfqxx2rVrh4ODA8HBwVy4cME4UlNTadKkCbVr16Z169b88MMPxMbGsmPHDj744AP27t370H5LlCjB3r17WbduHSdPnmTUqFHs2bMnQ72UlBSCgoI4evQoq1evZsyYMfTr1y/T5YUlS5akS5cudOvWjSVLlnDmzBl2797NhAkTWLVq1WPd9/1xtmrVip49e7Jt2zaio6Pp2rUrBQsWpFWrVjnq82GcnZ0ZOnQogwYNIiIigpiYGPbv38+MGTOIiIgA7s1mCw0NJTIykqZNm/Lee+/RvXt3rl27BkCRIkUwmUysXLmS33//3ZgFl1OP856DgoJYsmQJS5cuzfDRgoSEBJo1a0ZSUhL//ve/SUhIsPg9SfYosSYiIiIiIiLyJ9nY2DB9+nTmzJlDgQIFMk3yWFlZMX/+fPbt20f58uUZNGgQn3zyyWONs2XLFn7++WeKFCmCt7e3cZw7dw6TycTq1aupV68ePXr0oGTJknTu3JmzZ88aXw3Nyttvv03btm3p1KkTNWvW5MqVKxaz19I1btyYEiVKUK9ePTp16sSrr7760D25wsLC6NatG0OGDKFUqVK0bt2aPXv2ULhw4ce67wf7rFatGi1atKB27dqYzWZWr179ly1hHDduHKNGjWLChAmUKVOGgIAAVq1ahZ+fH7///jtBQUEEBwdTtWpVAMaOHYunpye9e/cGoGDBgowdO5bhw4fj6elJv379/lQ8j/Oe27Vrh52dHQ4ODrRu3dri2v79+9m1axeHDx+mePHiGX5Pkj0ms9lsfhoDJSQk4Orqany69Xk28cDlZx2CiIiIiIjIX2J4lXzPOoRs+yf9PVREng3tsfYX+Dv9h0ZERERERERERHJGS0FFRERERERERERyQIk1ERERERERERGRHHjqS0E/jb5CbqeUpz2siIiIiIiIPAHa+kZE5P9pxpqIiIiIiIiIiEgOKLEmIiIiIiIiIiKSA0qsiYiIiIiIiDxhvr6+TJ069S8dw2QysWzZMgBiY2MxmUwcPHjwLx1TRCwpsSYiIiIiIiICzJ49G2dnZ+7evWuUJSYmkitXLho0aGBRNyoqCpPJRExMTKZ97dmzh169ehnn9yfBHoevry8mk8niKFSoEADx8fE0b978sfsUkSdHiTURERERERERoGHDhiQmJrJ3716jbOvWrXh5/R97dx6e07X+f/z9JJGBTBIhQUiISIwVtIdWIoSkRAVFNa1EDL8qVTqYOhhr6EFbdFAqQbVUTTmmYwwRNaXEUBSVhgpKSRpDROL3h9rfPo0QxHg+r+va19fe695r3Xtre32f+6y1tjtbtmzh0qVLxvV169ZRoUIFKleubNbH5cvXPtbn5uZG8eLFiySv4cOHk56ebhw7duwAwN3dHRsbmyIZQ0TujAprIiIiIiIiIkDVqlXx8PAgISHBuJaQkEDr1q3x9vZm8+bNZteDg4OJjo4mIiKCDz74gLJly1K1alXAfCmol5cXAG3atMFkMhnnAIsXLyYgIABbW1sqVarEsGHDzGbMATg4OODu7m4cbm5uwK1nwe3Zs4dnn30We3t7ypQpw8svv8zp06fv/AWJSD4qrImIiIiIiMhjLTMz0+zIzs4uMDY4OJh169YZ5+vWraNx48YEBQUZ1y9evMiWLVsIDg4GYM2aNRw4cIBVq1axZMmSfH1u27YNgNjYWNLT043zxMREOnfuzOuvv85PP/3ElClTiIuL44MPPrjrZz537hxNmjShTp06bN++nRUrVnDy5Ek6dOhw132LyP9RYU1EREREREQea56enjg5ORnH6NGjC4wNDg4mKSmJK1eu8Oeff7Jjxw6CgoIIDAw0ZrL98MMPZGdnG4W1EiVKMG3aNKpXr0716tXz9Xl9hpmzs7PZjLNhw4YxcOBAoqKiqFSpEs2aNWPEiBFMmTLF7P4BAwZgb29vHBMnTrzlM0+ePJk6deowatQo/Pz8qFOnDtOnT2fdunX8/PPPhXpvInJrVg86AREREREREZF76ejRozg6OhrnN9uXrHHjxpw/f55t27Zx9uxZfH19cXNzIygoiC5dunDp0iUSEhKoVKkSFSpUAKBmzZpYW1vfdl4pKSkkJSWZzVDLzc3l0qVLXLhwwdij7e233yY6OtqIKVWqVKH6XrduHfb29vnaDh8+jK+v723nKyL5qbAmIiIiIiIijzVHR0ezwtrN+Pj4UL58edatW8fZs2cJCgoCoGzZsnh6erJp0ybWrVtHkyZNjHtKlChxR3llZWUxbNgw2rZtm6/N1tbW+HOpUqXw8fG57b5btWrF2LFj87V5eHjcfrIickMqrImIiIiIiIj8TXBwMAkJCZw9e5a3337buB4YGMjy5cvZunUrPXv2vK0+ixUrRm5urtm1gIAADhw4cNtFs8IICAhg/vz5eHl5YWWln/4i94r2WBMRERERERH5m+DgYDZu3MjOnTuNGWsAQUFBTJkyhcuXLxv7qxWWl5cXa9as4cSJE5w9exaA999/n5kzZzJs2DD27t3Lvn37mDNnDu++++5dP0OvXr34448/6NSpE9u2bePw4cP897//pUuXLvkKfCJy51RYExEREREREfmb4OBgLl68iI+PD2XKlDGuBwUF8eeff1K1atXbXk45fvx4Vq1ahaenJ3Xq1AEgNDSUJUuWsHLlSurXr8+//vUvPvroIypWrHjXz1C2bFmSkpLIzc2lefPm1KxZk759++Ls7IyFhUoBIkXFdPXq1av3Y6DMzEycnJwYsuEXbO0d7seQIiIiIiIiUsQG1rn1xvkPi+u/QzMyMgq9x5qIyO247wut36jtqv+giYiIiIiIiIjII0/zP0VERERERERERO6ACmsiIiIiIiIiIiJ34L4vBZ2QcgZb+8v3e1gREREREREpAo/SHmsiIveaZqyJiIiIiIiIiIjcARXWRERERERERERE7oAKayIiIiIiIiIiIndAhTURERERERGRv/z+++/07NmTChUqYGNjg7u7O6GhoSQlJT3o1ETkIXTfP14gIiIiIiIi8rBq164dly9fZsaMGVSqVImTJ0+yZs0azpw586BTE5GHkGasiYiIiIiIiADnzp0jMTGRsWPHEhwcTMWKFXnyyScZNGgQzz33HAATJkygZs2alChRAk9PT1599VWysrIAyMzMxM7OjuXLl5v1u3DhQhwcHLhw4QIAR48epUOHDjg7O+Pi4kLr1q1JTU29r88qIkVDhTURERERERF5rGVmZpod2dnZN4yzt7fH3t6eRYsWFRhjYWHBxIkT2bt3LzNmzGDt2rX0798fAEdHR8LDw/nmm2/M7pk9ezYREREUL16cnJwcQkNDcXBwIDExkaSkJOzt7QkLC+Py5ctF++Aics+Zrl69evV+DJSZmYmTkxNDNvyCrb3D/RhSREREREREitjAOqUedAqFdv136D8NGTKEoUOH3vCe+fPn0717dy5evEhAQABBQUG88MIL1KpV64bx33//Pa+88gqnT58GYNGiRbz88sucPHmS4sWLk5mZSZkyZVi4cCFhYWF8/fXXjBw5kn379mEymQC4fPkyzs7OLFq0iObNmxfNw4vIfaEZayIiIiIiIvJYO3r0KBkZGcYxaNCgAmPbtWvH8ePHiY+PJywsjISEBAICAoiLiwNg9erVNG3alHLlyuHg4MDLL7/MmTNnjGWeLVq0oFixYsTHxwPXCnWOjo6EhIQAkJKSwqFDh3BwcDBmyLm4uHDp0iUOHz58b1+EiBQ5zVgTERERERGRQnsUZ6xlZGTg6Oh4x/1069aNVatWsX79evz8/OjZsycdO3bExcWFjRs30rVrV86ePYuzszMAPXr04MSJE8THx9OsWTP8/f2ZOHEiAD179uTHH39k9uzZ+cZxc3O74Qw7EXl46augIiIiIiIiIjdRrVo1Fi1aRHJyMnl5eYwfPx4Li2sLwL777rt88ZGRkTRr1oy9e/eydu1aRo4cabQFBAQwd+5cSpcufVfFPhF5OGgpqIiIiIiIiAhw5swZmjRpwtdff82uXbs4cuQI8+bN48MPP6R169b4+PiQk5PDpEmT+OWXX5g1axZffPFFvn4CAwNxd3cnMjISb29vnnrqKaMtMjKSUqVK0bp1axITEzly5AgJCQn06dOHY8eO3c/HFZEioMKaiIiIiIiICNe+CvrUU0/x0UcfERgYSI0aNXjvvffo3r07kydPpnbt2kyYMIGxY8dSo0YNZs+ezejRo/P1YzKZ6NSpEykpKURGRpq1FS9enA0bNlChQgXatm2Lv78/Xbt25dKlS5rBJvII0h5rIiIiIiIiUmj/i3usiYgU5L7vsfZGbVf9B01ERERERERERB55WgoqIiIiIiIiIiJyB1RYExERERERERERuQMqrImIiIiIiIiIiNyB+77H2oSUM9jaX77fw4qIiIiIiEgReJQ+XiAicq9pxpqIiIiIiIiIiMgdUGFNRERERERERETkDqiwJiIiIiIiIvKX33//nZ49e1KhQgVsbGxwd3cnNDSUpKSk+zL+a6+9hr+//w3b0tLSsLS0JD4+ntTUVLp27Yq3tzd2dnZUrlyZIUOGcPmytl4SuZ/u+x5rIiIiIiIiIg+rdu3acfnyZWbMmEGlSpU4efIka9as4cyZM/dl/K5duzJ58mQ2bdpEw4YNzdri4uIoXbo0LVq0YPXq1eTl5TFlyhR8fHzYs2cP3bt35/z584wbN+6+5CoimrEmIiIiIiIiAsC5c+dITExk7NixBAcHU7FiRZ588kkGDRrEc889B8CECROoWbMmJUqUwNPTk1dffZWsrCwAMjMzsbOzY/ny5Wb9Lly4EAcHBy5cuADA0aNH6dChA87Ozri4uNC6dWtSU1MBeOKJJwgICGD69OlmfVy9epW4uDiioqKwsrIiLCyM2NhYmjdvTqVKlXjuued46623WLBgwT1+SyLydyqsiYiIiIiIyGMtMzPT7MjOzr5hnL29Pfb29ixatKjAGAsLCyZOnMjevXuZMWMGa9eupX///gA4OjoSHh7ON998Y3bP7NmziYiIoHjx4uTk5BAaGoqDgwOJiYkkJSVhb29PWFiYsYyza9eufPfdd5w/f97oIyEhgSNHjhATE1Pgc2ZkZODi4nJb70ZE7o4KayIiIiIiIvJY8/T0xMnJyThGjx59wzgrKyvi4uKYMWMGzs7OPP300wwePJhdu3YZMX379iU4OBgvLy+aNGnCyJEj+e6774z2yMhIFi1aZMxOy8zMZOnSpURGRgIwd+5c8vLymDZtGjVr1sTf35/Y2FjS0tJISEgA4MUXXyQnJ4d58+YZ/cbGxvLMM8/g6+t7w9wPHTrEpEmT+H//7//d1bsSkdujwpqIiIiIiIg81o4ePUpGRoZxDBo0qMDYdu3acfz4ceLj4wkLCyMhIYGAgADi4uIAWL16NU2bNqVcuXI4ODjw8ssvc+bMGaOQ1qJFC4oVK0Z8fDwA8+fPx9HRkZCQEABSUlI4dOgQDg4Oxgw5FxcXLl26xOHDhwFwdnambdu2xnLQzMxM5s+fT9euXW+Y82+//UZYWBjt27ene/fuRfLORKRwTFevXr16PwbKzMzEycmJIRt+wdbe4X4MKSIiIiIiIkVsYJ1SDzqFQrv+OzQjIwNHR8c77qdbt26sWrWK9evX4+fnR8+ePenYsSMuLi5s3LiRrl27cvbsWZydnQHo0aMHJ06cID4+nmbNmuHv78/EiRMB6NmzJz/++COzZ8/ON46bmxtOTk4ArF27lqZNm3Lw4EHWrVvHm2++SXp6OiVKlDC75/jx4zRu3Jh//etfxMXFYWGh+TMi95O+CioiIiIiIiJyE9WqVWPRokUkJyeTl5fH+PHjjQLW35eBXhcZGUmzZs3Yu3cva9euZeTIkUZbQEAAc+fOpXTp0jct9gUHB+Pt7U1sbCzr1q3jhRdeyFdU++233wgODqZu3brExsaqqCbyAOjfOhERERERERHgzJkzNGnShK+//ppdu3Zx5MgR5s2bx4cffkjr1q3x8fEhJyeHSZMm8csvvzBr1iy++OKLfP0EBgbi7u5OZGQk3t7ePPXUU0ZbZGQkpUqVonXr1iQmJnLkyBESEhLo06cPx44dM+JMJhMxMTF8/vnn/PDDD/mWgf722280btyYChUqMG7cOH7//XdOnDjBiRMn7t0LEpF8VFgTERERERER4dpXQZ966ik++ugjAgMDqVGjBu+99x7du3dn8uTJ1K5dmwkTJjB27Fhq1KjB7Nmzb/ghBJPJRKdOnUhJSTE+WnBd8eLF2bBhAxUqVKBt27b4+/vTtWtXLl26lG8GW3R0NBkZGVSvXt2sOAewatUqDh06xJo1ayhfvjweHh7GISL3j/ZYExERERERkUL7X9xjTUSkIPd9j7U3arvqP2giIiIiIiIiIvLI01JQERERERERERGRO6DCmoiIiIiIiIiIyB1QYU1EREREREREROQO3Pc91iaknMHW/vL9HlZERERERESKwKP08QIRkXtNM9ZERERERERERETugAprIiIiIiIiIo8YLy8vPv74Y+PcZDKxaNGiB5aPyP8qFdZERERERERE/vL777/Ts2dPKlSogI2NDe7u7oSGhpKUlHTfcrhw4QKDBg2icuXK2Nra4ubmRlBQEIsXLy7wnvT0dJ599tn7lqOIXHPf91gTEREREREReVi1a9eOy5cvM2PGDCpVqsTJkydZs2YNZ86cuW85vPLKK2zZsoVJkyZRrVo1zpw5w6ZNm26ag7u7+33LT0T+j2asiYiIiIiIiADnzp0jMTGRsWPHEhwcTMWKFXnyyScZNGgQzz33HAATJkygZs2alChRAk9PT1599VWysrIAyMzMxM7OjuXLl5v1u3DhQhwcHLhw4QIAR48epUOHDjg7O+Pi4kLr1q1JTU014uPj4xk8eDAtWrTAy8uLunXr8tprrxETE1Ng7v9cCnrs2DE6deqEi4sLJUqUoF69emzZssVoX7x4MQEBAdja2lKpUiWGDRvGlStXALh69SpDhw41Zu2VLVuWPn363NW7FXlcqbAmIiIiIiIij7XMzEyzIzs7+4Zx9vb22Nvbs2jRogJjLCwsmDhxInv37mXGjBmsXbuW/v37A+Do6Eh4eDjffPON2T2zZ88mIiKC4sWLk5OTQ2hoKA4ODiQmJpKUlIS9vT1hYWFcvnwZuDb7bNmyZfz555939LxZWVkEBQXx22+/ER8fT0pKCv379ycvLw+AxMREOnfuzOuvv85PP/3ElClTiIuL44MPPgBg/vz5fPTRR0yZMoWDBw+yaNEiataseUe5iDzuVFgTERERERGRx5qnpydOTk7GMXr06BvGWVlZERcXx4wZM3B2dubpp59m8ODB7Nq1y4jp27cvwcHBeHl50aRJE0aOHMl3331ntEdGRrJo0SJjdlpmZiZLly4lMjISgLlz55KXl8e0adOoWbMm/v7+xMbGkpaWRkJCAgBffvklmzZtwtXVlfr169OvX7/b2uPtm2++4ffff2fRokU888wz+Pj40KFDBxo0aADAsGHDGDhwIFFRUVSqVIlmzZoxYsQIpkyZAkBaWhru7u6EhIRQoUIFnnzySbp37174Fy7yP0SFNREREREREXmsHT16lIyMDOMYNGhQgbHt2rXj+PHjxMfHExYWRkJCAgEBAcTFxQGwevVqmjZtSrly5XBwcODll1/mzJkzRiGtRYsWFCtWjPj4eODa7C9HR0dCQkIASElJ4dChQzg4OBgz5FxcXLh06RKHDx8GIDAwkF9++YU1a9bw/PPPs3fvXho1asSIESMK9bw7d+6kTp06uLi43LA9JSWF4cOHG+Pb29vTvXt30tPTuXDhAu3bt+fixYtUqlSJ7t27s3DhQmOZqIiYU2FNREREREREHmuOjo5mh42NzU3jbW1tadasGe+99x6bNm0iOjqaIUOGkJqaSnh4OLVq1WL+/PkkJyfz6aefAhjLOK2trXn++eeN5aDffPMNHTt2xMrq2rcDs7KyqFu3Ljt37jQ7fv75Z1588UUjh2LFitGoUSMGDBjAypUrGT58OCNGjDDGuRk7O7ubtmdlZTFs2DCz8Xfv3s3BgwextbXF09OTAwcO8Nlnn2FnZ8err75KYGAgOTk5txxb5H+NvgoqIiIiIiIichPVqlVj0aJFJCcnk5eXx/jx47GwuDZP5e/LQK+LjIykWbNm7N27l7Vr1zJy5EijLSAggLlz51K6dGkcHR1vK4crV65w6dIlrK2tbxpbq1Ytpk2bxh9//HHDWWsBAQEcOHAAHx+fAvuws7OjVatWtGrVil69euHn58fu3bsJCAgodM4i/ws0Y01EREREREQEOHPmDE2aNOHrr79m165dHDlyhHnz5vHhhx/SunVrfHx8yMnJYdKkSfzyyy/MmjWLL774Il8/gYGBuLu7ExkZibe3N0899ZTRFhkZSalSpWjdujWJiYkcOXKEhIQE+vTpw7FjxwBo3LgxU6ZMITk5mdTUVJYtW8bgwYMJDg4uVDGuU6dOuLu7ExERQVJSEr/88gvz58/nhx9+AOD9999n5syZDBs2jL1797Jv3z7mzJnDu+++C0BcXBxfffUVe/bs4ZdffuHrr7/Gzs6OihUrFsVrFnmsqLAmIiIiIiIiwrWvgj711FN89NFHBAYGUqNGDd577z26d+/O5MmTqV27NhMmTGDs2LHUqFGD2bNn3/BDCCaTiU6dOpGSkmJ8tOC64sWLs2HDBipUqEDbtm3x9/ena9euXLp0ySiahYaGMmPGDJo3b46/vz+vvfYaoaGhN5wddyPW1tasXLmS0qVL06JFC2rWrMmYMWOwtLQ0+l+yZAkrV66kfv36/Otf/+Kjjz4yCmfOzs5MnTqVp59+mlq1arF69Wr+85//4OrqejevV+SxZLp69erV+zFQZmYmTk5ODNnwC7b2DvdjSBERERERESliA+uUetApFNr136EZGRm3texSRKSw7vsea2/UdtV/0ERERERERERE5JGnpaAiIiIiIiIiIiJ3QIU1ERERERERERGRO6DCmoiIiIiIiIiIyB2473usiYhI0Rqz4/SDTkFERET+hzxKHy8QEbnXNGNNRERERERERETkDqiwJiIiIiIiInKHvLy8+Pjjjx90GiLygKiwJiIiIiIiIgJER0djMpkwmUxYW1vj4+PD8OHDuXLlSoH3bNu2jR49ehR6jISEBEwmE+fOnTOutWrVirCwsBvGJyYmYjKZ2LVrFykpKXTq1AlPT0/s7Ozw9/fnk08+KfTYIlL0tMeaiIiIiIiIyF/CwsKIjY0lOzubZcuW0atXL4oVK8agQYPM4i5fvoy1tTVubm53PWbXrl1p164dx44do3z58mZtsbGx1KtXj1q1ajF9+nRKly7N119/jaenJ5s2baJHjx5YWlrSu3fvu85DRG6fZqyJiIiIiIiI/MXGxgZ3d3cqVqxIz549CQkJIT4+nujoaCIiIvjggw8oW7YsVatWBfIvBTWZTEybNo02bdpQvHhxqlSpQnx8PACpqakEBwcDULJkSUwmE9HR0YSHh+Pm5kZcXJxZLllZWcybN4+uXbsCEBMTwyeffEJQUBCVKlXipZdeokuXLixYsODevxgRuSEV1kREREREROSxlpmZaXZkZ2cX+l47OzsuX74MwJo1azhw4ACrVq1iyZIlBd4zbNgwOnTowK5du2jRogWRkZH88ccfeHp6Mn/+fAAOHDhAeno6n3zyCVZWVnTu3Jm4uDiuXr1q9DNv3jxyc3Pp1KlTgWNlZGTg4uJS6OcRkaKlwpqIiIiIiIg81jw9PXFycjKO0aNH3/Keq1evsnr1av773//SpEkTAEqUKMG0adOoXr061atXL/De6OhoOnXqhI+PD6NGjSIrK4utW7diaWlpFMFKly6Nu7s7Tk5OwLXZaIcPH2b9+vVGP7GxsbRr186I+adNmzYxd+7c29rjTUSKlvZYExERERERkcfa0aNHcXR0NM5tbGwKjF2yZAn29vbk5OSQl5fHiy++yNChQ+nVqxc1a9bE2tr6luPVqlXL+HOJEiVwdHTk1KlTN73Hz8+Phg0bMn36dBo3bsyhQ4dITExk+PDhN4zfs2cPrVu3ZsiQITRv3vyWOYnIvaEZayIiIiIiIvJYc3R0NDtuVlgLDg5m586dHDx4kIsXLzJjxgxKlCgBYPzfWylWrJjZuclkIi8v75b3de3alfnz5/Pnn38SGxtL5cqVCQoKyhf3008/0bRpU3r06MG7775bqJxE5N5QYU1ERERERETkLyVKlMDHx4cKFSpgZVX0i7yuz3jLzc3N19ahQwcsLCz45ptvmDlzJjExMZhMJrOYvXv3EhwcTFRUFB988EGR5ycit0eFNREREREREZH7pGLFiphMJpYsWcLvv/9OVlaW0WZvb0/Hjh0ZNGgQ6enpREdHm927Z88egoODad68OW+88QYnTpzgxIkT/P777/f5KUTkOhXWRERERERERO6TcuXKMWzYMAYOHEiZMmXo3bu3WXvXrl05e/YsoaGhlC1b1qzt+++/5/fff+frr7/Gw8PDOOrXr38/H0FE/sZ09e/f8r2HMjMzcXJyIiMjw2zTSBERuTtjdpx+0CmIiIjI/5CBdUo96BQKTb9DReRe04w1ERERERERERGRO1D0OzGKiMh99Sj9r8YiIiIiIiKPE81YExERERERERERuQMqrImIiIiIiIiIiNyB+74UdELKGWztL9/vYUVERERERKQIaBsKEZH/oxlrIiIiIiIiIiIid0CFNRERERERERERkTugwpqIiIiIiIjIQ8JkMrFo0aIC2xMSEjCZTJw7d+6+5dS4cWP69u1rnHt5efHxxx/ft/FFHmYqrImIiIiIiIgA0dHRmEwmXnnllXxtvXr1wmQyER0dXai+UlNTMZlM7Ny5s0hzbNiwIenp6Tg5ORVpv9ef/Z/HoUOHWLBgASNGjCjS8UQeFyqsiYiIiIiIiPzF09OTOXPmcPHiRePapUuX+Oabb6hQocIDzOwaa2tr3N3dMZlMRd53WFgY6enpZoe3tzcuLi44ODgU+XgijwMV1kREREREROSxlpmZaXZkZ2cXGBsQEICnpycLFiwwri1YsIAKFSpQp04d49qKFSt45plncHZ2xtXVlfDwcA4fPmy0e3t7A1CnTh1MJhONGzc22qZPn0716tWxsbHBw8OD3r17m+Vw+vRp2rRpQ/HixalSpQrx8fFG2z+XgsbFxeHs7Mx///tf/P39sbe3Nwpk1125coU+ffoYuQ4YMICoqCgiIiLMxrWxscHd3d3ssLS0zLcU9J/OnTtHt27dcHNzw9HRkSZNmpCSkmK0p6SkEBwcjIODA46OjtStW5ft27cX2J/Io0SFNREREREREXmseXp64uTkZByjR4++aXxMTAyxsbHG+fTp0+nSpYtZzPnz53njjTfYvn07a9aswcLCgjZt2pCXlwfA1q1bAVi9ejXp6elGoe7zzz+nV69e9OjRg927dxMfH4+Pj49Z38OGDaNDhw7s2rWLFi1aEBkZyR9//FFgvhcuXGDcuHHMmjWLDRs2kJaWxltvvWW0jx07ltmzZxMbG0tSUhKZmZk33cftdrVv355Tp06xfPlykpOTCQgIoGnTpkbOkZGRlC9fnm3btpGcnMzAgQMpVqxYkY0v8iBZPegERERERERERO6lo0eP4ujoaJzb2NjcNP6ll15i0KBB/PrrrwAkJSUxZ84cEhISjJh27dqZ3TN9+nTc3Nz46aefqFGjBm5ubgC4urri7u5uxI0cOZI333yT119/3bhWv359s76io6Pp1KkTAKNGjWLixIls3bqVsLCwG+abk5PDF198QeXKlQHo3bs3w4cPN9onTZrEoEGDaNOmDQCTJ09m2bJl+fpZsmQJ9vb2xvmzzz7LvHnzCnhL12zcuJGtW7dy6tQp472OGzeORYsW8f3339OjRw/S0tJ4++238fPzA6BKlSo37VPkUaLCmoiIiIiIiDzWHB0dzQprt+Lm5kbLli2Ji4vj6tWrtGzZklKlSpnFHDx4kPfff58tW7Zw+vRpY6ZaWloaNWrUuGG/p06d4vjx4zRt2vSm49eqVcv4c4kSJXB0dOTUqVMFxhcvXtwoqgF4eHgY8RkZGZw8eZInn3zSaLe0tKRu3bpGztcFBwfz+eefm419KykpKWRlZeHq6mp2/eLFi8bS2DfeeINu3boxa9YsQkJCaN++vVm+Io8yFdZERERERERE/iEmJsbY++zTTz/N196qVSsqVqzI1KlTKVu2LHl5edSoUYPLly8X2KednV2hxv7nMkmTyZSvCHar+KtXrxZqrL8rUaJEvmWpt5KVlYWHh4fZbL7rnJ2dARg6dCgvvvgiS5cuZfny5QwZMoQ5c+YYM+hEHmXaY01ERERERETkH8LCwrh8+TI5OTmEhoaatZ05c4YDBw7w7rvv0rRpU/z9/Tl79qxZjLW1NQC5ubnGNQcHB7y8vFizZs29f4C/ODk5UaZMGbZt22Zcy83N5ccffyyS/gMCAjhx4gRWVlb4+PiYHX+f5efr60u/fv1YuXIlbdu2NdvDTuRRphlrIiIiIiIiIv9gaWnJvn37jD//XcmSJXF1deXLL7/Ew8ODtLQ0Bg4caBZTunRp7OzsWLFiBeXLl8fW1hYnJyeGDh3KK6+8QunSpXn22Wf5888/SUpK4rXXXrtnz/Laa68xevRofHx88PPzY9KkSZw9exaTyXTXfYeEhNCgQQMiIiL48MMP8fX15fjx4yxdupQ2bdpQvXp13n77bZ5//nm8vb05duwY27Zty7dHncijSjPWRERERERERG6goL3ZLCwsmDNnDsnJydSoUYN+/frx73//2yzGysqKiRMnMmXKFMqWLUvr1q0BiIqK4uOPP+azzz6jevXqhIeHc/DgwXv6HAMGDKBTp0507tyZBg0aYG9vT2hoKLa2tnfdt8lkYtmyZQQGBtKlSxd8fX154YUX+PXXXylTpgyWlpacOXOGzp074+vrS4cOHXj22WcZNmxYETyZyINnunonC6/vQGZmJk5OTgzZ8Au29g73Y0gREREREREpYgPrlLp10EPi+u/QjIyM2/p4weMuLy8Pf39/OnTowIgRIx50OiKPtPu+FPSN2q76D5qIiIiIiIjIffLrr7+ycuVKgoKCyM7OZvLkyRw5coQXX3zxQacm8sjTUlARERERERGRx5iFhQVxcXHUr1+fp59+mt27d7N69Wr8/f0fdGoijzx9vEBERERERETkMebp6UlSUtKDTkPksaTCmoiIyA2M2XH6QacgIiLyUHqU9lgTEQF44403ChU3YcKE2+5bhTUREREREREREXls7dix45YxJpPpjvpWYU1ERERERERERB5b69atu2d96+MFIiIiIiIiIg8Jk8nEokWLCmxPSEjAZDJx7ty5+5ZT48aN6du3r3Hu5eXFxx9/fN/GFykKmZmZrFq1iqVLl/L7778XWb8qrImIiIiIiIgA0dHRmEwmXnnllXxtvXr1wmQyER0dXai+UlNTMZlM7Ny5s0hzbNiwIenp6Tg5ORVpv9ef/Z/HoUOHWLBgASNGjCjS8a67Xig0mUxYWFjg5OREnTp16N+/P+np6bfd360Kk/fCgyh2yu3ZuXMnfn5+hIaG0qpVK3x8fPjvf/9bJH2rsCYiIiIiIiLyF09PT+bMmcPFixeNa5cuXeKbb76hQoUKDzCza6ytrXF3d7/j/aBuJiwsjPT0dLPD29sbFxcXHBwciny8vztw4ADHjx9n27ZtDBgwgNWrV1OjRg127959T8eV/w0DBgzA29ubpKQkkpOTadq0Kb179y6SvlVYExEREREREflLQEAAnp6eLFiwwLi2YMECKlSoQJ06dYxrK1as4JlnnsHZ2RlXV1fCw8M5fPiw0e7t7Q1AnTp1MJlMNG7c2GibPn061atXx8bGBg8Pj3w/8E+fPk2bNm0oXrw4VapUIT4+3mj75+youLg4nJ2d+e9//4u/vz/29vZGgey6K1eu0KdPHyPXAQMGEBUVRUREhNm4NjY2uLu7mx2Wlpb5loL+07lz5+jWrRtubm44OjrSpEkTUlJSjPaUlBSCg4NxcHDA0dGRunXrsn37drM+Spcujbu7O76+vrzwwgskJSXh5uZGz549jZht27bRrFkzSpUqhZOTE0FBQfz4449Gu5eXFwBt2rTBZDIZ54cPH6Z169aUKVMGe3t76tevz+rVq83G/+yzz6hSpQq2traUKVOG559/3mjLy8tj9OjReHt7Y2dnR+3atfn++++BazMTg4ODAShZsuRtzWqU+yc5OZlJkybRoEED6tSpw/Tp0zl8+DCZmZl33bcKayIiIiIiIvJYy8zMNDuys7NvGh8TE0NsbKxxPn36dLp06WIWc/78ed544w22b9/OmjVrsLCwoE2bNuTl5QGwdetWAFavXk16erpRqPv888/p1asXPXr0YPfu3cTHx+Pj42PW97Bhw+jQoQO7du2iRYsWREZG8scffxSY74ULFxg3bhyzZs1iw4YNpKWl8dZbbxntY8eOZfbs2cTGxpKUlERmZmaRLpds3749p06dYvny5SQnJxMQEEDTpk2NnCMjIylfvjzbtm0jOTmZgQMHUqxYsZv2aWdnxyuvvEJSUhKnTp0C4M8//yQqKoqNGzeyefNmqlSpQosWLfjzzz+Ba4U3gNjYWNLT043zrKwsWrRowZo1a9ixYwdhYWG0atWKtLQ0ALZv306fPn0YPnw4Bw4cYMWKFQQGBhq5jB49mpkzZ/LFF1+wd+9e+vXrx0svvcT69evx9PRk/vz5wLVZd+np6XzyySdF9m6laPzxxx+UL1/eOHd2dqZEiRKcOXPmrvvWV0FFRERERETksebp6Wl2PmTIEIYOHVpg/EsvvcSgQYP49ddfAUhKSmLOnDkkJCQYMe3atTO7Z/r06bi5ufHTTz9Ro0YN3NzcAHB1dcXd3d2IGzlyJG+++Savv/66ca1+/fpmfUVHR9OpUycARo0axcSJE9m6dSthYWE3zDcnJ4cvvviCypUrA9C7d2+GDx9utE+aNIlBgwbRpk0bACZPnsyyZcvy9bNkyRLs7e2N82effZZ58+YV8Jau2bhxI1u3buXUqVPY2NgAMG7cOBYtWsT3339Pjx49SEtL4+2338bPzw+AKlWq3LTP667Hp6amUrp0aZo0aWLW/uWXX+Ls7Mz69esJDw833rmzs7PZO69duza1a9c2zkeMGMHChQuJj4+nd+/epKWlUaJECcLDw3FwcKBixYrG7MTs7GxGjRrF6tWradCgAQCVKlVi48aNTJkyhaCgIFxcXIBrs+6cnZ0L9Wxy//3000+cOHHCOL969Sr79u0zCrMAtWrVuu1+VVgTERERERGRx9rRo0dxdHQ0zq8XgAri5uZGy5YtiYuL4+rVq7Rs2ZJSpUqZxRw8eJD333+fLVu2cPr0aWOmWlpaGjVq1Lhhv6dOneL48eM0bdr0puP//cd9iRIlcHR0NGZt3Ujx4sWNohqAh4eHEZ+RkcHJkyd58sknjXZLS0vq1q1r5HxdcHAwn3/+udnYt5KSkkJWVhaurq5m1y9evGgsjX3jjTfo1q0bs2bNIiQkhPbt25vlW5CrV68CGPvJnTx5knfffZeEhAROnTpFbm4uFy5cMGaeFSQrK4uhQ4eydOlS0tPTuXLlChcvXjTua9asGRUrVqRSpUqEhYURFhZmLMU9dOgQFy5coFmzZmZ9Xr582WxpsDz8mjZtavwzdV14eLjxZ5PJRG5u7m33q8KaiIiIiIiIPNYcHR3NCmuFERMTY+x99umnn+Zrb9WqFRUrVmTq1KmULVuWvLw8atSoweXLlwvs087OrlBj/3OZpMlkylcEu1X8PwsIhVGiRIl8y1JvJSsrCw8PD7PZfNddn701dOhQXnzxRZYuXcry5csZMmQIc+bMMWbQFWTfvn3A/+2dFhUVxZkzZ/jkk0+oWLEiNjY2NGjQ4KbvHOCtt95i1apVjBs3Dh8fH+zs7Hj++eeN+xwcHPjxxx9JSEhg5cqVvP/++wwdOpRt27aRlZUFwNKlSylXrpxZv7cq0MrD48iRI7eM+fvMtduhwpqIiIiIiIjIP4SFhXH58mVMJhOhoaFmbWfOnOHAgQNMnTqVRo0aAdeWRP6dtbU1gNkMGAcHB7y8vFizZo2x4f295uTkRJkyZdi2bZuxb1hubi4//vgjTzzxxF33HxAQwIkTJ7CysjIKYDfi6+uLr68v/fr1o1OnTsTGxt60sHbx4kW+/PJLAgMDjSWeSUlJfPbZZ7Ro0QK4NhPx9OnTZvcVK1Ys36yjpKQkoqOjjfGysrJITU01i7GysiIkJISQkBCGDBmCs7Mza9eupVmzZtjY2JCWlkZQUNANc73R37U8XCpWrHjD63/++SfffvstX331Fdu3b9eMNREREREREZGiYGlpacyYsrS0NGsrWbIkrq6ufPnll3h4eJCWlsbAgQPNYkqXLo2dnR0rVqygfPny2Nra4uTkxNChQ3nllVcoXbo0zz77LH/++SdJSUm89tpr9+xZXnvtNUaPHo2Pjw9+fn5MmjSJs2fPGkss70ZISAgNGjQgIiKCDz/8EF9fX44fP87SpUtp06YN1atX5+233+b555/H29ubY8eOsW3btnx71J06dYpLly7x559/kpyczIcffsjp06fNvs5apUoVZs2aRb169cjMzOTtt9/ONwvweuHy6aefxsbGhpIlS1KlShUWLFhAq1atMJlMvPfee2YzAJcsWcIvv/xCYGAgJUuWZNmyZeTl5VG1alUcHBx466236NevH3l5eTzzzDNkZGSQlJSEo6MjUVFRVKxYEZPJxJIlS2jRogV2dnZme9XJw2fDhg189dVXzJ8/n7Jly9K2bVsmT558R33pq6AiIiIiIiIiN1DQElILCwvmzJlDcnIyNWrUoF+/fvz73/82i7GysmLixIlMmTKFsmXL0rp1a+DacsaPP/6Yzz77jOrVqxMeHs7Bgwfv6XMMGDCATp060blzZxo0aIC9vT2hoaHY2tredd8mk4lly5YRGBhIly5d8PX15YUXXuDXX3+lTJkyWFpacubMGTp37oyvry8dOnTg2WefZdiwYWb9VK1albJly1K3bl3GjBlDSEgIe/bsoVq1akbMV199xdmzZwkICODll1+mT58+lC5d2qyf8ePHs2rVKjw9PY090CZMmEDJkiVp2LAhrVq1IjQ0lICAAOMeZ2dnFixYQJMmTfD39+eLL77g22+/pXr16sC1jx289957jB49Gn9/f8LCwli6dCne3t4AlCtXjmHDhjFw4EDKlCljLCGWh8uJEycYM2YMVapUoX379jg6OpKdnc2iRYsYM2ZMvo+IFJbp6p0svL4DmZmZODk5kZGRcdtr20VERO63MTtO3zpIRETkf9DAOqVuHfSQ0O/QG8vLy8Pf358OHTowYsSIB52OyD3XqlUrNmzYQMuWLYmMjCQsLAxLS0uKFStGSkqKWQH3dmkpqIiIyA08Sj8aRERERG7m119/ZeXKlQQFBZGdnc3kyZM5cuQIL7744oNOTeS+WL58OX369KFnz55UqVKlSPvWUlARERERERGRx5iFhQVxcXHUr1+fp59+mt27d7N69Wr8/f0fdGoi98XGjRv5888/qVu3Lk899RSTJ0/O9+GLO6WloCIiIiIiIvJY0u9QEfm78+fPM3fuXKZPn87WrVvJzc1lwoQJxMTE4ODgcEd9qrAmIiIiIiIijyX9DhWRghw4cICvvvqKWbNmce7cOZo1a0Z8fPxt96PCmoiI3DZt7C8iIvK/61Hah1S/Q0XkVnJzc/nPf/7D9OnT76iwpj3WRERERERERETkf5KlpSURERF3VFQDFdZEREREREREHnrR0dFEREQ86DTuipeXFx9//PGDTsNMQkICJpOJc+fOFRgzdOhQnnjiifuWE4DJZGLRokUApKamYjKZ2Llz533NQQpHhTURERERERERrhWvTCZTviMsLOxBp8Ynn3xCXFzcg04DMC/63A0vLy9MJhNz5szJ11a9enVMJtNtPXNcXBzOzs53ndc/vfXWW6xZs6bI+73+/H8/ypcvD0B6ejrPPvtskY8J1wqF18ezsrKiVKlSBAYG8vHHH5OdnX1bfRWmMHkvPIhiZ0FUWBMRERERERH5S1hYGOnp6WbHt99++8Dyyc3NJS8vDycnp3tSNHrQPD09iY2NNbu2efNmTpw4QYkSJR5QVubs7e1xdXW9J30PHz7c7J+1HTt2AODu7o6Njc09GROuFS7T09NJS0tj3bp1tG/fntGjR9OwYUP+/PPPezbu40iFNREREREREZG/2NjY4O7ubnaULFmShIQErK2tSUxMNGI//PBDSpcuzcmTJwFo3LgxvXv3pnfv3jg5OVGqVCnee+89/v7NwOzsbN566y3KlStHiRIleOqpp0hISDDar8+6io+Pp1q1atjY2JCWlpZvKWjjxo157bXX6Nu3LyVLlqRMmTJMnTqV8+fP06VLFxwcHPDx8WH58uVmz7dnzx6effZZ7O3tKVOmDC+//DKnT58267dPnz70798fFxcX3N3dGTp0qNHu5eUFQJs2bTCZTMb54cOHad26NWXKlMHe3p769euzevXqW77vyMhI1q9fz9GjR41r06dPJzIyEisrK7PYCRMmULNmTUqUKIGnpyevvvoqWVlZwLWZU126dCEjI8OYjXU97+zsbAYMGICnpyc2Njb4+Pjw1VdfmfWdnJxMvXr1KF68OA0bNuTAgQNG2z9nR13/uxg3bhweHh64urrSq1cvcnJyjJj09HRatmyJnZ0d3t7efPPNNzdcCuvg4GD2z5qbmxtw61mBt/p7/P7776lZsyZ2dna4uroSEhLC+fPnjXYrKyvc3d0pW7YsNWvW5LXXXmP9+vXs2bOHsWPHGnGzZs2iXr16Rp4vvvgip06dAq4tUQ0ODgagZMmSmEwmoqOjAVixYgXPPPMMzs7OuLq6Eh4ezuHDh41+L1++TO/evfHw8MDW1paKFSsyevRoo/3cuXN069YNNzc3HB0dadKkCSkpKcC1f0eGDRtGSkqK8Xf9IGdzqrAmIiIiIiIij7XMzEyz43aXu8G1glPfvn15+eWXycjIYMeOHbz33ntMmzaNMmXKGHEzZszAysqKrVu38sknnzBhwgSmTZtmtPfu3ZsffviBOXPmsGvXLtq3b09YWBgHDx40Yi5cuMDYsWOZNm0ae/fupXTp0jfMacaMGZQqVYqtW7fy2muv0bNnT9q3b0/Dhg358ccfad68OS+//DIXLlwArhUrmjRpQp06ddi+fTsrVqzg5MmTdOjQIV+/JUqUYMuWLXz44YcMHz6cVatWAbBt2zYAYmNjSU9PN86zsrJo0aIFa9asYceOHYSFhdGqVSvS0tJu+l7LlClDaGgoM2bMMJ597ty5xMTE5Iu1sLBg4sSJ7N27lxkzZrB27Vr69+8PQMOGDfn4449xdHQ0Zn+99dZbAHTu3Jlvv/2WiRMnsm/fPqZMmYK9vb1Z3++88w7jx49n+/btWFlZ3XD8v1u3bh2HDx9m3bp1zJgxg7i4OLPiTufOnTl+/DgJCQnMnz+fL7/80ihI3a1b/T2mp6fTqVMnYmJi2LdvHwkJCbRt29aswHsjfn5+PPvssyxYsMC4lpOTw4gRI0hJSWHRokWkpqYaxTNPT0/mz58PwIEDB0hPT+eTTz4B4Pz587zxxhts376dNWvWYGFhQZs2bcjLywNg4sSJxMfH891333HgwAFmz55tFGkB2rdvz6lTp1i+fDnJyckEBATQtGlT/vjjDzp27Mibb75pzLpLT0+nY8eORfJu74TVrUNEREREREREHl2enp5m50OGDDGbhfV3S5YsyVd0GTx4MIMHD2bkyJGsWrWKHj16sGfPHqKionjuuefyjfXRRx9hMpmoWrUqu3fv5qOPPqJ79+6kpaURGxtLWloaZcuWBa7t37VixQpiY2MZNWoUcK2Y8dlnn1G7du2bPlft2rV59913ARg0aBBjxoyhVKlSdO/eHYD333+fzz//nF27dvGvf/2LyZMnU6dOHWMcuDY7zNPTk59//hlfX18AatWqxZAhQwCoUqUKkydPZs2aNTRr1syYUeXs7Iy7u7tZLn/Pd8SIESxcuJD4+Hh69+590+eIiYnhzTff5J133uH777+ncuXKN9w/q2/fvsafvby8GDlyJK+88gqfffYZ1tbWODk5YTKZzPL6+eef+e6771i1ahUhISEAVKpUKV/fH3zwAUFBQQAMHDiQli1bcunSJWxtbW+Yc8mSJZk8eTKWlpb4+fnRsmVL1qxZQ/fu3dm/fz+rV69m27Zt1KtXD4Bp06ZRpUqVfP0MGDDA+DsEGDVqFH369Lnp+7rV32NWVhZXrlyhbdu2VKxYEYCaNWvetM/r/Pz8WLlypXH+9wJjpUqVmDhxIvXr1ycrKwt7e3tcXFwAKF26tNlS5Xbt2pn1O336dNzc3Pjpp5+oUaMGaWlpVKlShWeeeQaTyWTkCbBx40a2bt3KqVOnjOWw48aNY9GiRXz//ff06NEDe3t7Y9bdg6bCmoiIiIiIiDzWjh49iqOjo3F+s72rgoOD+fzzz82uXS8eWFtbM3v2bGrVqkXFihX56KOP8t3/r3/9C5PJZJw3aNCA8ePHk5uby+7du8nNzTUKWNdlZ2eb7eFlbW1NrVq1bvlcf4+xtLTE1dXVrIByfSbd9ZlSKSkprFu3Ll/hEK4t5fx7Ye3vPDw8bjnbKisri6FDh7J06VLS09O5cuUKFy9evOWMNYCWLVvy//7f/2PDhg1Mnz69wNliq1evZvTo0ezfv5/MzEyuXLnCpUuXuHDhAsWLF7/hPTt37sTS0tIomhXk78/s4eEBXHtvFSpUuGF89erVsbS0NLtn9+7dwLXZW1ZWVgQEBBjtPj4+lCxZMl8/b7/9tjEDDKBUqVI3zRNu/ffYvHlzmjZtSs2aNQkNDaV58+Y8//zzNxz/n65evWr2z29ycjJDhw4lJSWFs2fPGjPO0tLSqFatWoH9HDx4kPfff58tW7Zw+vRps/tq1KhBdHQ0zZo1o2rVqoSFhREeHk7z5s2N58vKysq3r93FixfNlpM+LFRYExERERERkceao6OjWWHtZkqUKIGPj0+B7Zs2bQLgjz/+4I8//ritDfazsrKwtLQkOTnZrCgDmBVJ7OzszIobBSlWrJjZuclkMrt2vY/rRY2srCxatWpltofWddeLSQX1e72Pgrz11lusWrWKcePG4ePjg52dHc8//zyXL1++5XNYWVnx8ssvM2TIELZs2cLChQvzxaSmphIeHk7Pnj354IMPcHFxYePGjXTt2pXLly8XWFizs7O75fjATd/breKv33Ord3QjpUqVuuk/bzdyq79HS0tLVq1axaZNm1i5ciWTJk3inXfeYcuWLXh7e9+073379hkx58+fJzQ0lNDQUGbPno2bmxtpaWmEhobe8u+1VatWVKxYkalTp1K2bFny8vKoUaOGcV9AQABHjhxh+fLlrF69mg4dOhASEsL3339PVlYWHh4eZnsPXvcwfsBDhTURERERERGRQjh8+DD9+vVj6tSpzJ07l6ioKFavXo2Fxf9tX75lyxazezZv3kyVKlWwtLSkTp065ObmcurUKRo1anS/0ycgIID58+fj5eWV78MAt6NYsWLk5uaaXUtKSiI6Opo2bdoA14o/qamphe4zJiaGcePG0bFjxxvOrEpOTiYvL4/x48cb7/u7774zi7G2ts6XV82aNcnLy2P9+vXGUtB7rWrVqly5coUdO3ZQt25dAA4dOsTZs2eLpP/C/D2aTCaefvppnn76ad5//30qVqzIwoULeeONNwrsd//+/axYsYJBgwYZ52fOnGHMmDHGcurt27eb3WNtbQ1g9t7PnDnDgQMHmDp1qvHP+caNG/ON5+joSMeOHenYsSPPP/88YWFh/PHHHwQEBHDixAmsrKzM9l3757j//Lt+UPTxAhEREREREZG/ZGdnc+LECbPj9OnT5Obm8tJLLxEaGkqXLl2IjY1l165djB8/3uz+tLQ03njjDQ4cOMC3337LpEmTeP311wHw9fUlMjKSzp07s2DBAo4cOcLWrVsZPXo0S5cuvefP1qtXL/744w86derEtm3bOHz4MP/973/p0qXLbRUpvLy8WLNmDSdOnDCKRVWqVGHBggXs3LmTlJQUXnzxxduaweXv78/p06eJjY29YbuPjw85OTlMmjSJX375hVmzZvHFF1/kyysrK4s1a9Zw+vRpLly4gJeXF1FRUcTExLBo0SKOHDlCQkJCvqJcUfLz8yMkJIQePXqwdetWduzYQY8ePQo9E/FWbvX3uGXLFkaNGsX27dtJS0tjwYIF/P777/j7+xt9XLlyhRMnTnD8+HF2797NpEmTCAoK4oknnuDtt98GoEKFClhbWxvvPD4+nhEjRpjlUrFiRUwmE0uWLOH3338nKyuLkiVL4urqypdffsmhQ4dYu3ZtvoLehAkT+Pbbb9m/fz8///wz8+bNw93dHWdnZ0JCQmjQoAERERGsXLmS1NRUNm3axDvvvGMU9ry8vDhy5Ag7d+7k9OnTd/RBkqKiwpqIiIiIiIjIX1asWIGHh4fZ8cwzz/DBBx/w66+/MmXKFODakrsvv/ySd999l5SUFOP+zp07c/HiRZ588kl69erF66+/To8ePYz22NhYOnfuzJtvvknVqlWJiIhg27ZtBe7lVZTKli1LUlISubm5NG/enJo1a9K3b1+cnZ3NZt3dyvjx41m1ahWenp7UqVMHuFYoKVmyJA0bNqRVq1aEhoaa7TFWGK6urgUu3axduzYTJkxg7Nix1KhRg9mzZzN69GizmIYNG/LKK6/QsWNH3Nzc+PDDDwH4/PPPef7553n11Vfx8/Oje/funD9//rZyu10zZ86kTJkyBAYG0qZNG7p3746Dg0OBH0O4Hbf6e3R0dGTDhg20aNECX19f3n33XcaPH8+zzz5r9LF37148PDyoUKECjRs35rvvvmPQoEEkJiYay5Ld3NyIi4tj3rx5VKtWjTFjxjBu3DizXMqVK8ewYcMYOHAgZcqUoXfv3lhYWDBnzhySk5OpUaMG/fr149///rfZfQ4ODnz44YfUq1eP+vXrk5qayrJly7CwsMBkMrFs2TICAwPp0qULvr6+vPDCC/z666/GvoHt2rUjLCyM4OBg3Nzc+Pbbb+/6vd4p09VbfW+1iGRmZuLk5ERGRkah17aLiMjDacyO0w86BREREXlABta59ebqD4v7/Tu0cePGPPHEE3z88cf3fCx5tBw7dgxPT09Wr15N06ZNH3Q6UoS0x5qIiNy2R+n/oRYRERERud/Wrl1LVlYWNWvWJD09nf79++Pl5UVgYOCDTk2KmAprIiIiIiIiIiJFKCcnh8GDB/PLL7/g4OBAw4YNmT17dr6vicqjT0tBRURERERE5LGk36Eicq/p4wUiIiIiIiIiIiJ34L4vBZ2QcgZb+8v3e1gREREREREpAtprVUTk/2jGmoiIiIiIiIiIyB1QYU1ERERERESkCA0dOpQnnnjiQadhMJlMLFq06J6PExcXh7Oz8z0fR+RhosKaiIiIiIiICBAdHY3JZMJkMlGsWDHKlClDs2bNmD59Onl5eQ86vRvy8vLi448/fijG7dixIz///LNx/rAVGEXuBRXWRERERERERP4SFhZGeno6qampLF++nODgYF5//XXCw8O5cuXKg07voWZnZ0fp0qUfdBoi95UKayIiIiIiIiJ/sbGxwd3dnXLlyhEQEMDgwYNZvHgxy5cvJy4uDoBz587RrVs33NzccHR0pEmTJqSkpOTra8qUKXh6elK8eHE6dOhARkaG0da4cWP69u1rFh8REUF0dLRxnp6eTsuWLbGzs8Pb25tvvvnmljPUDh48SGBgILa2tlSrVo1Vq1blizl69CgdOnTA2dkZFxcXWrduTWpqqtEeHR1NREQE48aNw8PDA1dXV3r16kVOTo6R+6+//kq/fv2MGX5gvhQ0Li6OYcOGkZKSYsTExcURExNDeHi4WT45OTmULl2ar776qsDnEnlYqbAmIiIiIiIij7XMzEyzIzs7+7bub9KkCbVr12bBggUAtG/fnlOnTrF8+XKSk5MJCAigadOm/PHHH8Y9hw4d4rvvvuM///kPK1asYMeOHbz66qu3NW7nzp05fvw4CQkJzJ8/ny+//JJTp04VGJ+Xl0fbtm2xtrZmy5YtfPHFFwwYMMAsJicnh9DQUBwcHEhMTCQpKQl7e3vCwsK4fPmyEbdu3ToOHz7MunXrmDFjBnFxcUZhccGCBZQvX57hw4eTnp5Oenp6vlw6duzIm2++SfXq1Y2Yjh070q1bN1asWGF2z5IlS7hw4QIdO3a8rfcj8jBQYU1EREREREQea56enjg5ORnH6NGjb7sPPz8/UlNT2bhxI1u3bmXevHnUq1ePKlWqMG7cOJydnfn++++N+EuXLjFz5kyeeOIJAgMDmTRpEnPmzOHEiROFGm///v2sXr2aqVOn8tRTTxEQEMC0adO4ePFigfesXr2a/fv3M3PmTGrXrk1gYCCjRo0yi5k7dy55eXlMmzaNmjVr4u/vT2xsLGlpaSQkJBhxJUuWZPLkyfj5+REeHk7Lli1Zs2YNAC4uLlhaWuLg4IC7uzvu7u75crGzs8Pe3h4rKysjxs7OjoYNG1K1alVmzZplxMbGxtK+fXvs7e0L9W5EHiZWDzoBERERERERkXvp6NGjODo6Guc2Nja33cfVq1cxmUykpKSQlZWFq6urWfvFixc5fPiwcV6hQgXKlStnnDdo0IC8vDwOHDhww0LUPx04cAArKysCAgKMaz4+PpQsWbLAe/bt24enpydly5Y1G/fvUlJSOHToEA4ODmbXL126ZJZ/9erVsbS0NM49PDzYvXv3LfMujG7duvHll1/Sv39/Tp48yfLly1m7dm2R9C1yv6mwJiIiIiIiIo81R0dHs8Landi3bx/e3t5kZWXh4eFhNrvruuv7ixWGhYUFV69eNbt2fQ+zeykrK4u6desye/bsfG1ubm7Gn4sVK2bWZjKZiuzLqJ07d2bgwIH88MMPbNq0CW9vbxo1alQkfYvcbyqsiYiIiIiIiNzE2rVr2b17N/369aN8+fKcOHECKysrvLy8CrwnLS2N48ePG7PHNm/ejIWFBVWrVgWuFbH+vs9Ybm4ue/bsITg4GICqVaty5coVduzYQd26dYFr+7adPXu2wDH9/f05evQo6enpeHh4GOP+XUBAAHPnzqV06dJ3VWy0trYmNzf3jmJcXV2JiIggNjaWH374gS5dutxxHiIPmvZYExEREREREflLdnY2J06c4LfffuPHH39k1KhRtG7dmvDwcDp37kxISAgNGjQgIiKClStXkpqayqZNm3jnnXfYvn270Y+trS1RUVGkpKSQmJhInz596NChg7EMtEmTJixdupSlS5eyf/9+evbsyblz54z7/fz8CAkJoUePHmzdupUdO3bQo0cP7OzsjK9w/lNISAi+vr5m477zzjtmMZGRkZQqVYrWrVuTmJjIkSNHSEhIoE+fPhw7dqzQ78nLy4sNGzbw22+/cfr06QJjjhw5ws6dOzl9+rTZRyO6devGjBkz2LdvH1FRUYUeV+Rho8KaiIiIiIiIyF9WrFiBh4cHXl5ehIWFsW7dOiZOnMjixYuxtLTEZDKxbNkyAgMD6dKlC76+vrzwwgv8+uuvlClTxujHx8eHtm3b0qJFC5o3b06tWrX47LPPjPaYmBiioqLo3LkzQUFBVKpUyZitdt3MmTMpU6YMgYGBtGnThu7du+Pg4ICtre0Nc7ewsGDhwoVcvHiRJ598km7duvHBBx+YxRQvXpwNGzZQoUIF2rZti7+/P127duXSpUu3NYNt+PDhpKamUrlyZbMlpH/Xrl07wsLCCA4Oxs3NjW+//dZoCwkJwcPDg9DQULM94UQeNaar/1zUfY9kZmbi5OTEkA2/YGvvcOsbRERERERE5KEzsE6pB51CoV3/HZqRkXHXe6w9DI4dO4anpyerV6+madOmDzqdu5KVlUW5cuWIjY2lbdu2DzodkTt23/dYe6O262PxHzQRERERERGRe2nt2rVkZWVRs2ZN0tPT6d+/P15eXgQGBj7o1O5YXl4ep0+fZvz48Tg7O/Pcc8896JRE7oo+XiAiIiIiIiLyEMrJyWHw4MH88ssvODg40LBhQ2bPnp3vi52PkrS0NLy9vSlfvjxxcXFYWaksIY+2+74U9HGZgisiIiIiIiIPN/0OFZF7TR8vEBERERERERERuQOacykiIvI/asyO0w86BREReQQ9Sh8vEBG51zRjTURERERERERE5A6osCYiIiIiIiJShIYOHcoTTzzxoNMwmEwmFi1adM/HiYuLw9nZ+Z6PI/IwUWFNREREREREBIiOjsZkMmEymShWrBhlypShWbNmTJ8+nby8vAed3g15eXnx8ccfPxTjduzYkZ9//tk4v5MCY6tWrQgLC7thW2JiIiaTiV27dpGSkkKnTp3w9PTEzs4Of39/Pvnkk9t9DJG7psKaiIiIiIiIyF/CwsJIT08nNTWV5cuXExwczOuvv054eDhXrlx50Ok91Ozs7ChduvRd9dG1a1dWrVrFsWPH8rXFxsZSr149atWqRXJyMqVLl+brr79m7969vPPOOwwaNIjJkyff1fgit0uFNREREREREZG/2NjY4O7uTrly5QgICGDw4MEsXryY5cuXExcXB8C5c+fo1q0bbm5uODo60qRJE1JSUvL1NWXKFDw9PSlevDgdOnQgIyPDaGvcuDF9+/Y1i4+IiCA6Oto4T09Pp2XLltjZ2eHt7c0333xzyxlqBw8eJDAwEFtbW6pVq8aqVavyxRw9epQOHTrg7OyMi4sLrVu3JjU11WiPjo4mIiKCcePG4eHhgaurK7169SInJ8fI/ddff6Vfv37GDD8wXwoaFxfHsGHDSElJMWLi4uKIiYkhPDzcLJ+cnBxKly7NV199RXh4OG5ubsa7vi4rK4t58+bRtWtXAGJiYvjkk08ICgqiUqVKvPTSS3Tp0oUFCxYU+G5E7gUV1kREREREROSxlpmZaXZkZ2ff1v1NmjShdu3aRtGmffv2nDp1iuXLl5OcnExAQABNmzbljz/+MO45dOgQ3333Hf/5z39YsWIFO3bs4NVXX72tcTt37szx48dJSEhg/vz5fPnll5w6darA+Ly8PNq2bYu1tTVbtmzhiy++YMCAAWYxOTk5hIaG4uDgQGJiIklJSdjb2xMWFsbly5eNuHXr1nH48GHWrVvHjBkziIuLM4pdCxYsoHz58gwfPpz09HTS09Pz5dKxY0fefPNNqlevbsR07NiRbt26sWLFCrN7lixZwoULF+jYsSNWVlZ07tyZuLg4rl69asTMmzeP3NxcOnXqVODzZ2Rk4OLicsv3KlKUVFgTERERERGRx5qnpydOTk7GMXr06Nvuw8/Pj9TUVDZu3MjWrVuZN28e9erVo0qVKowbNw5nZ2e+//57I/7SpUvMnDmTJ554gsDAQCZNmsScOXM4ceJEocbbv38/q1evZurUqTz11FMEBAQwbdo0Ll68WOA9q1evZv/+/cycOZPatWsTGBjIqFGjzGLmzp1LXl4e06ZNo2bNmvj7+xMbG0taWhoJCQlGXMmSJZk8eTJ+fn6Eh4fTsmVL1qxZA4CLiwuWlpY4ODjg7u6Ou7t7vlzs7Oywt7fHysrKiLGzs6Nhw4ZUrVqVWbNmGbGxsbG0b98ee3t74NpstMOHD7N+/XqzmHbt2uHk5HTDZ9+0aRNz586lR48et365IkXI6kEnICIiIiIiInIvHT16FEdHR+Pcxsbmtvu4evUqJpOJlJQUsrKycHV1NWu/ePEihw8fNs4rVKhAuXLljPMGDRqQl5fHgQMHbliI+qcDBw5gZWVFQECAcc3Hx4eSJUsWeM++ffvw9PSkbNmyZuP+XUpKCocOHcLBwcHs+qVLl8zyr169OpaWlsa5h4cHu3fvvmXehdGtWze+/PJL+vfvz8mTJ1m+fDlr16412v38/GjYsCHTp0+ncePGHDp0iMTERIYPH37D/vbs2UPr1q0ZMmQIzZs3L5IcRQpLhTURERERERF5rDk6OpoV1u7Evn378Pb2JisrCw8PD7PZXddd31+sMCwsLMyWOgLGHmb3UlZWFnXr1mX27Nn52tzc3Iw/FytWzKzNZDIV2ZdRO3fuzMCBA/nhhx/YtGkT3t7eNGrUyCyma9euvPbaa3z66afExsZSuXJlgoKC8vX1008/0bRpU3r06MG7775bJPmJ3A4tBRURERERERG5ibVr17J7927atWtHQEAAJ06cwMrKCh8fH7OjVKlSxj1paWkcP37cON+8eTMWFhZUrVoVuFbE+vs+Y7m5uezZs8c4r1q1KleuXGHHjh3GtUOHDnH27NkC8/T39+fo0aNm/W7evNksJiAggIMHD1K6dOl8+Re0zPJGrK2tyc3NvaMYV1dXIiIiiI2NJS4uji5duuSL6dChAxYWFnzzzTfMnDmTmJgY4yMJ1+3du5fg4GCioqL44IMPCp27SFFSYU1ERERERETkL9nZ2Zw4cYLffvuNH3/8kVGjRtG6dWvCw8Pp3LkzISEhNGjQgIiICFauXElqaiqbNm3inXfeYfv27UY/tra2REVFkZKSQmJiIn369KFDhw7GMtAmTZqwdOlSli5dyv79++nZsyfnzp0z7vfz8yMkJIQePXqwdetWduzYQY8ePbCzs8tXYLouJCQEX19fs3Hfeecds5jIyEhKlSpF69atSUxM5MiRIyQkJNCnTx+OHTtW6Pfk5eXFhg0b+O233zh9+nSBMUeOHGHnzp2cPn3a7KMR3bp1Y8aMGezbt4+oqKh899rb29OxY0cGDRpEenq62ddS4dryz+DgYJo3b84bb7zBiRMnOHHiBL///nuhn0GkKKiwJiIiIiIiIvKXFStW4OHhgZeXF2FhYaxbt46JEyeyePFiLC0tMZlMLFu2jMDAQLp06YKvry8vvPACv/76K2XKlDH68fHxoW3btrRo0YLmzZtTq1YtPvvsM6M9JiaGqKgoOnfuTFBQEJUqVSI4ONgsl5kzZ1KmTBkCAwNp06YN3bt3x8HBAVtb2xvmbmFhwcKFC7l48SJPPvkk3bp1yzeTq3jx4mzYsIEKFSrQtm1b/P396dq1K5cuXbqt5bLDhw8nNTWVypUrmy0h/bt27doRFhZGcHAwbm5ufPvtt0ZbSEgIHh4ehIaGmu0J93ddu3bl7NmzN4z5/vvv+f333/n666/x8PAwjvr16xf6GUSKgunqPxd13yOZmZk4OTmRkZFx12vbRURE5O6N2XHj/3VZRETkZgbWKXXroIfE4/Y79NixY3h6erJ69WqaNm36oNO5K1lZWZQrV47Y2Fjatm37oNMRuWP6eIGIiMj/qEfph5GIiMj/orVr15KVlUXNmjVJT0+nf//+eHl5ERgY+KBTu2N5eXmcPn2a8ePH4+zszHPPPfegUxK5KyqsiYiIiIiIiDyEcnJyGDx4ML/88gsODg40bNiQ2bNn5/ti56MkLS0Nb29vypcvT1xcHFZWKkvIo01LQUVEREREROSxpN+hInKv6eMFIiIiIiIiIiIid0BzLkVERERERIrI/8KHYbRHp4jI/9GMNRERERERERERkTugwpqIiIiIiIiIiMgdUGFNREREREREpAgNHTqUJ5544kGnYTCZTCxatOiejxMXF4ezs/M9H0fkYaLCmoiIiIiIiAgQHR2NyWTCZDJRrFgxypQpQ7NmzZg+fTp5eXkPOr0b8vLy4uOPP34oxu3YsSM///yzcX4nBcZWrVoRFhZ2w7bExERMJhO7du3izJkzhIWFUbZsWWxsbPD09KR3795kZmbe7qOI3BUV1kRERERERET+EhYWRnp6OqmpqSxfvpzg4GBef/11wsPDuXLlyoNO76FmZ2dH6dKl76qPrl27smrVKo4dO5avLTY2lnr16lGrVi0sLCxo3bo18fHx/Pzzz8TFxbF69WpeeeWVuxpf5HapsCYiIiIiIiKPtczMTLMjOzu7wFgbGxvc3d0pV64cAQEBDB48mMWLF7N8+XLi4uIAOHfuHN26dcPNzQ1HR0eaNGlCSkpKvr6mTJmCp6cnxYsXp0OHDmRkZBhtjRs3pm/fvmbxERERREdHG+fp6em0bNkSOzs7vL29+eabb245Q+3gwYMEBgZia2tLtWrVWLVqVb6Yo0eP0qFDB5ydnXFxcaF169akpqYa7dHR0URERDBu3Dg8PDxwdXWlV69e5OTkGLn/+uuv9OvXz5jhB+ZLQePi4hg2bBgpKSlGTFxcHDExMYSHh5vlk5OTQ+nSpfnqq68IDw/Hzc3NeNfXZWVlMW/ePLp27QpAyZIl6dmzJ/Xq1aNixYo0bdqUV199lcTExALfjci9oMKaiIiIiIiIPNY8PT1xcnIyjtGjR9/W/U2aNKF27dosWLAAgPbt23Pq1CmWL19OcnIyAQEBNG3alD/++MO459ChQ3z33Xf85z//YcWKFezYsYNXX331tsbt3Lkzx48fJyEhgfnz5/Pll19y6tSpAuPz8vJo27Yt1tbWbNmyhS+++IIBAwaYxeTk5BAaGoqDgwOJiYkkJSVhb29PWFgYly9fNuLWrVvH4cOHWbduHTNmzCAuLs4odi1YsIDy5cszfPhw0tPTSU9Pz5dLx44defPNN6levboR07FjR7p168aKFSvM7lmyZAkXLlygY8eOWFlZ0blzZ+Li4rh69aoRM2/ePHJzc+nUqdMNn/348eMsWLCAoKCgQr1bkaKiwpqIiIiIiIg81o4ePUpGRoZxDBo06Lb78PPzIzU1lY0bN7J161bmzZtHvXr1qFKlCuPGjcPZ2Znvv//eiL906RIzZ87kiSeeIDAwkEmTJjFnzhxOnDhRqPH279/P6tWrmTp1Kk899RQBAQFMmzaNixcvFnjP6tWr2b9/PzNnzqR27doEBgYyatQos5i5c+eSl5fHtGnTqFmzJv7+/sTGxpKWlkZCQoIRV7JkSSZPnoyfnx/h4eG0bNmSNWvWAODi4oKlpSUODg64u7vj7u6eLxc7Ozvs7e2xsrIyYuzs7GjYsCFVq1Zl1qxZRmxsbCzt27fH3t4egJiYGA4fPsz69evNYtq1a4eTk5PZOJ06daJ48eKUK1cOR0dHpk2bVqj3K1JUVFgTERERERGRx5qjo6PZYWNjc9t9XL16FZPJREpKCllZWbi6umJvb28cR44c4fDhw0Z8hQoVKFeunHHeoEED8vLyOHDgQKHGO3DgAFZWVgQEBBjXfHx8KFmyZIH37Nu3D09PT8qWLWs27t+lpKRw6NAhHBwcjNxdXFy4dOmSWf7Vq1fH0tLSOPfw8LjpbLnb0a1bN2JjYwE4efIky5cvJyYmxmj38/OjYcOGTJ8+Hbg2+y8xMdFYBvp3H330ET/++COLFy/m8OHDvPHGG0WSo0hhWT3oBEREREREREQedvv27cPb25usrCw8PDzMZnddd31/scKwsLAwW+oIGHuY3UtZWVnUrVuX2bNn52tzc3Mz/lysWDGzNpPJVGRfRu3cuTMDBw7khx9+YNOmTXh7e9OoUSOzmK5du/Laa6/x6aefEhsbS+XKlW+4zPP6bDg/Pz9cXFxo1KgR7733Hh4eHkWSq8itaMaaiIiIiIiIyE2sXbuW3bt3065dOwICAjhx4gRWVlb4+PiYHaVKlTLuSUtL4/jx48b55s2bsbCwoGrVqsC1Itbf9xnLzc1lz549xnnVqlW5cuUKO3bsMK4dOnSIs2fPFpinv78/R48eNet38+bNZjEBAQEcPHiQ0qVL58v/n8ssb8ba2prc3Nw7inF1dSUiIoLY2Fji4uLo0qVLvpgOHTpgYWHBN998w8yZM4mJiTE+klCQ64W/m32cQqSoqbAmIiIiIiIi8pfs7GxOnDjBb7/9xo8//sioUaNo3bo14eHhdO7cmZCQEBo0aEBERAQrV64kNTWVTZs28c4777B9+3ajH1tbW6KiokhJSSExMZE+ffrQoUMHYz+yJk2asHTpUpYuXcr+/fvp2bMn586dM+738/MjJCSEHj16sHXrVnbs2EGPHj2ws7MrsMAUEhKCr6+v2bjvvPOOWUxkZCSlSpWidevWJCYmcuTIERISEujTpw/Hjh0r9Hvy8vJiw4YN/Pbbb5w+fbrAmCNHjrBz505Onz5tVvDq1q0bM2bMYN++fURFReW7197eno4dOzJo0CDS09PNvpYKsGzZMmJjY9mzZw+pqaksXbqUV155haeffhovL69CP4fI3VJhTUREREREROQvK1aswMPDAy8vL8LCwli3bh0TJ05k8eLFWFpaYjKZWLZsGYGBgXTp0gVfX19eeOEFfv31V8qUKWP04+PjQ9u2bWnRogXNmzenVq1afPbZZ0Z7TEwMUVFRdO7cmaCgICpVqkRwcLBZLjNnzqRMmTIEBgbSpk0bunfvjoODA7a2tjfM3cLCgoULF3Lx4kWefPJJunXrxgcffGAWU7x4cTZs2ECFChVo27Yt/v7+dO3alUuXLuHo6Fjo9zR8+HBSU1OpXLmy2RLSv2vXrh1hYWEEBwfj5ubGt99+a7SFhITg4eFBaGio2Z5wf9e1a1fOnj17wxg7OzumTp3KM888g7+/P/369eO5555jyZIlhX4GkaJguvrPRd33SGZmJk5OTmRkZNzWv6wiIiIiIiKPijE7bjxz53EysE6pWwc9JB6336HHjh3D09OT1atX07Rp0wedzl3JysqiXLlyxMbG0rZt2wedjsgd08cLREREREREisijVHSSh9/atWvJysqiZs2apKen079/f7y8vAgMDHzQqd2xvLw8Tp8+zfjx43F2dua555570CmJ3BUV1kREREREREQeQjk5OQwePJhffvkFBwcHGjZsyOzZs/N9sfNRkpaWhre3N+XLlycuLg4rK5Ul5NGmpaAiIiIiIiLyWNLvUBG511QaFhERERGRx9L/wn5nD4KWu4qI/B99FVREREREREREROQOqLAmIiIiIiIiIiJyB1RYExEREREREbkNJpOJRYsWFXm/jRs3pm/fvsa5l5cXH3/8cZGPc6cSEhIwmUycO3fuQaci8tBQYU1EREREREQEiI6OxmQyYTKZKFasGGXKlKFZs2ZMnz6dvLw8Iy49PZ1nn322UH3eThFuwYIFjBgx4k5SL9C9LoZNnTqV2rVrY29vj7OzM3Xq1GH06NH3ZCyRh5E+XiAiIiIiIiLyl7CwMGJjY8nNzeXkyZOsWLGC119/ne+//574+HisrKxwd3cv0jEvX76MtbU1Li4uRdrvvTZ9+nT69u3LxIkTCQoKIjs7m127drFnz54HnZrIfaMZayIiIiIiIiJ/sbGxwd3dnXLlyhEQEMDgwYNZvHgxy5cvJy4uDjCfhXb58mV69+6Nh4cHtra2VKxY0Zix5eXlBUCbNm0wmUzG+dChQ3niiSeYNm0a3t7e2NraAvmXggL8+eefdOrUiRIlSlCuXDk+/fRToy01NRWTycTOnTuNa+fOncNkMpGQkEBqairBwcEAlCxZEpPJRHR0NAB5eXmMHj0ab29v7OzsqF27Nt9//73Z2MuWLcPX1xc7OzuCg4NJTU01a4+Pj6dDhw507doVHx8fqlevTqdOnfjggw+MmG3bttGsWTNKlSqFk5MTQUFB/Pjjj0b7iy++SMeOHc36zcnJoVSpUsycObPQuYo8KCqsiYiIiIiIyGMtMzPT7MjOzr6t+5s0aULt2rVZsGBBvraJEycSHx/Pd999x4EDB5g9e7ZRQNu2bRsAsbGxpKenG+cAhw4dYv78+SxYsMCsMPZP//73v6lduzY7duxg4MCBvP7666xatapQeXt6ejJ//nwADhw4QHp6Op988gkAo0ePZubMmXzxxRfs3buXfv368dJLL7F+/XoAjh49Stu2bWnVqhU7d+6kW7duDBw40Kx/d3d3Nm/ezK+//lpgDn/++SdRUVFs3LiRzZs3U6VKFVq0aMGff/4JQGRkJP/5z3/Iysoy7vnvf//LhQsXaNOmTaFyFXmQtBRUREREREREHmuenp5m50OGDGHo0KG31Yefnx+7du3Kdz0tLY0qVarwzDPPYDKZqFixotHm5uYGgLOzc77lo5cvX2bmzJlGTEGefvppo6Dl6+tLUlISH330Ec2aNbtlzpaWlsby0tKlS+Ps7AxAdnY2o0aNYvXq1TRo0ACASpUqsXHjRqZMmUJQUBCff/45lStXZvz48QBUrVqV3bt3M3bsWKP/IUOG0LZtW7y8vPD19aVBgwa0aNGC559/HguLa/N4mjRpYpbTl19+ibOzM+vXryc8PJzQ0FBKlCjBwoULefnllwH45ptveO6553BwcChUriIPkmasiYiIiIiIyGPt6NGjZGRkGMegQYNuu4+rV69iMpnyXY+Ojmbnzp1UrVqVPn36sHLlykL1V7FixVsW1QCjmPT383379hUu6QIcOnSICxcu0KxZM+zt7Y1j5syZHD58GIB9+/bx1FNP3TQXDw8PfvjhB3bv3s3rr7/OlStXiIqKIiwszPjYw8mTJ+nevTtVqlTByckJR0dHsrKySEtLA8DKyooOHTowe/ZsAM6fP8/ixYuJjIwsdK4iD5JmrImIiIiIiMhjzdHREUdHx7vqY9++fXh7e+e7HhAQwJEjR1i+fDmrV6+mQ4cOhISE3HIPsBIlStxVPoAxK+zq1avGtZycnFved33Z5dKlSylXrpxZm42NzW3nUaNGDWrUqMGrr77KK6+8QqNGjVi/fj3BwcFERUVx5swZPvnkEypWrIiNjQ0NGjTg8uXLxv2RkZEEBQVx6tQpVq1ahZ2dHWFhYfckV5GipsKaiIiIiIiIyE2sXbuW3bt3069fvxu2Ozo60rFjRzp27Mjzzz9PWFgYf/zxBy4uLhQrVozc3Nw7Hnvz5s35zv39/YH/W2qanp5OnTp1APLt12ZtbQ1glkO1atWwsbEhLS2twKWU/v7+xMfH3zSXG6lWrRpwbeYZQFJSEp999hktWrQArs0ePH36tNk9DRs2xNPTk7lz57J8+XLat29PsWLFCp2ryIOkwpqIiIiIiIjIX7Kzszlx4gS5ubmcPHmSFStWMHr0aMLDw+ncuXO++AkTJuDh4UGdOnWwsLBg3rx5uLu7G/uZeXl5sWbNGp5++mlsbGwoWbLkbeWTlJTEhx9+SEREBKtWrWLevHksXboUADs7O/71r38xZswYvL29OXXqFO+++67Z/RUrVsRkMrFkyRJatGiBnZ0dDg4OvPXWW/Tr14+8vDyeeeYZMjIySEpKwtHRkaioKF555RXGjx/P22+/Tbdu3UhOTja+inpdz549KVu2LE2aNKF8+fKkp6czcuRI3NzcjGWjVapUYdasWdSrV4/MzEzefvtt7Ozs8j3niy++yBdffMHPP//MunXrjOuFyVXkQdIeayIiIiIiIiJ/WbFiBR4eHnh5eREWFsa6deuYOHEiixcvxtLSMl+8g4MDH374IfXq1aN+/fqkpqaybNkyY5nm+PHjWbVqFZ6ensasstvx5ptvsn37durUqcPIkSOZMGECoaGhRvv06dO5cuUKdevWpW/fvowcOdLs/nLlyjFs2DAGDhxImTJl6N27NwAjRozgvffeY/To0fj7+xMWFsbSpUuN5a4VKlRg/vz5LFq0iNq1a/PFF18watQos75DQkLYvHkz7du3x9fXl3bt2mFra8uaNWtwdXUF4KuvvuLs2bMEBATw8ssv06dPH0qXLp3vOSMjI/npp58oV64cTz/9tFnbrXIVeZBMV/++GPseyszMxMnJiYyMjLte2y4iIiIiInIrY3acvnWQ3LaBdUo96BQKTb9DReRe01JQERERERF5LD1KBSAREXk0aSmoiIiIiIiIiIjIHVBhTURERERERERE5A5oKaiIiIiIPPS0V5bIw0NLbEVE/o9mrImIiIiIiIiIiNwBFdZERERERERERETugAprIiIiIiIiIo+YhIQETCYT586dAyAuLg5nZ+cHmpPI/yIV1kRERERERESA6OhoTCYTJpOJYsWK4e3tTf/+/bl06VKRjpOZmck777yDn58ftra2uLu7ExISwoIFC7h69WqRjiUi95Y+XiAiIiIiIiLyl7CwMGJjY8nJySE5OZmoqChMJhNjx44tkv7PnTvHM888Q0ZGBiNHjqR+/fpYWVmxfv16+vfvT5MmTTTzTOQRohlrIiIiIiIiIn+xsbHB3d0dT09PIiIiCAkJYdWqVQCkpqZiMpmYM2cODRs2xNbWlho1arB+/XqzPvbu3Ut4eDiOjo44ODjQqFEjDh8+DMDgwYNJTU1ly5YtREVFUa1aNXx9fenevTs7d+7E3t4egFmzZlGvXj0cHBxwd3fnxRdf5NSpU/f3ZYjILamwJiIiIiIiIo+1zMxMsyM7O7tQ9+3Zs4dNmzZhbW1tdv3tt9/mzTffZMeOHTRo0IBWrVpx5swZAH777TcCAwOxsbFh7dq1JCcnExMTw5UrV8jLy2POnDlERkZStmzZfOPZ29tjZXVtYVlOTg4jRowgJSWFRYsWkZqaSnR09N29CBEpcloKKiIiIiIiIo81T09Ps/MhQ4YwdOjQG8YuWbIEe3t7rly5QnZ2NhYWFkyePNkspnfv3rRr1w6Azz//nBUrVvDVV1/Rv39/Pv30U5ycnJgzZw7FihUDwNfXF4BTp05x9uxZ/Pz8bplzTEyM8edKlSoxceJE6tevT1ZWljGrTUQePBXWRERERERE5LF29OhRHB0djXMbG5sCY4ODg/n88885f/48H330EVZWVkYR7boGDRoYf7aysqJevXrs27cPgJ07d9KoUSOjqPZ3t/NhguTkZIYOHUpKSgpnz54lLy8PgLS0NKpVq1bofkTk3tJSUBEREREREXmsOTo6mh03K6yVKFECHx8fateuzfTp09myZQtfffVVoceys7MrsM3NzQ1nZ2f2799/0z7Onz9PaGgojo6OzJ49m23btrFw4UIALl++XOhcROTeU2FNRERERERE5AYsLCwYPHgw7777LhcvXjSub9682fjzlStXSE5Oxt/fH4BatWqRmJhITk7ODft74YUXmD17NsePH8/XnpWVxZUrV9i/fz9nzpxhzJgxNGrUCD8/P324QOQhpcKaiIiIiIiISAHat2+PpaUln376qXHt008/ZeHChezfv59evXpx9uxZY0+03r17k5mZyQsvvMD27ds5ePAgs2bN4sCBAwB88MEHeHp68tRTTzFz5kx++uknDh48yPTp06lTpw5ZWVlUqFABa2trJk2axC+//EJ8fDwjRox4IM8vIjenwpqIiIiIiIhIAaysrOjduzcffvgh58+fB2DMmDGMGTOG2rVrs3HjRuLj4ylVqhQArq6urF27lqysLIKCgqhbty5Tp0419lxzcXFh8+bNvPTSS4wcOZI6derQqFEjvv32W/7973/j5OSEm5sbcXFxzJs3j2rVqjFmzBjGjRv3wN6BiBTMdPV2dk+8C5mZmTg5OZGRkWG2aaSIiIiIyK2M2XH6QacgIn8ZWKfUg06h0Ir6d2hqaire3t7s2LGDJ5544u4TFJFHnr4KKiIiIiIPvUfph7yIiIj879BSUBERERERERERkTugGWsiIiIiIiIiheDl5cV92k1JRB4RmrEmIiIiIiIiIiJyBzRjTUREREQeevp4gcjDQ3seioj8H81YExERERERERERuQMqrImIiIiIiIg8ZLy8vPj444+Nc5PJxKJFix5YPiJyYyqsiYiIiIiIiADR0dGYTCZMJhPFihXD29ub/v37c+nSpSIdJzMzk3feeQc/Pz9sbW1xd3cnJCSEBQsWFPhxhPT0dJ599tkizeOfxTsRuX3aY01ERERERETkL2FhYcTGxpKTk0NycjJRUVGYTCbGjh1bJP2fO3eOZ555hoyMDEaOHEn9+vWxsrJi/fr19O/fnyZNmuDs7JzvPnd39yIZX0SKlmasiYiIiIiIiPzFxsYGd3d3PD09iYiIICQkhFWrVgGQmpqKyWRizpw5NGzYEFtbW2rUqMH69evN+ti7dy/h4eE4Ojri4OBAo0aNOHz4MACDBw8mNTWVLVu2EBUVRbVq1fD19aV79+7s3LkTe3v7G+b1z6WgR48epUOHDjg7O+Pi4kLr1q1JTU012qOjo4mIiGDcuHF4eHjg6upKr169yMnJAaBx48b8+uuv9OvXz5ilJyK3T4U1EREREREReaxlZmaaHdnZ2YW6b8+ePWzatAlra2uz62+//TZvvvkmO3bsoEGDBrRq1YozZ84A8NtvvxEYGIiNjQ1r164lOTmZmJgYrly5Ql5eHnPmzCEyMpKyZcvmG8/e3h4rq1svLMvJySE0NBQHBwcSExNJSkrC3t6esLAwLl++bMStW7eOw4cPs27dOmbMmEFcXBxxcXEALFiwgPLlyzN8+HDS09NJT08v1DsREXNaCioiIiIiIiKPNU9PT7PzIUOGMHTo0BvGLlmyBHt7e65cuUJ2djYWFhZMnjzZLKZ37960a9cOgM8//5wVK1bw1Vdf0b9/fz799FOcnJyYM2cOxYoVA8DX1xeAU6dOcfbsWfz8/O7qeebOnUteXh7Tpk0zZprFxsbi7OxMQkICzZs3B6BkyZJMnjwZS0tL/Pz8aNmyJWvWrKF79+64uLhgaWmJg4ODlpmK3AUV1kREREREROSxdvToURwdHY1zGxubAmODg4P5/PPPOX/+PB999BFWVlZGEe26Bg0aGH+2srKiXr167Nu3D4CdO3fSqFEjo6j2dwV9mOB2paSkcOjQIRwcHMyuX7p0yVhyClC9enUsLS2Ncw8PD3bv3l0kOYjINSqsiYiIiIiIyGPN0dHRrLB2MyVKlMDHxweA6dOnU7t2bb766iu6du1aqPvt7OwKbHNzc8PZ2Zn9+/cXqq+CZGVlUbduXWbPnn3DMa77Z3HPZDKRl5d3V2OLiDntsSYiIiIiIiJyAxYWFgwePJh3332XixcvGtc3b95s/PnKlSskJyfj7+8PQK1atUhMTDQ+EvDP/l544QVmz57N8ePH87VnZWVx5cqVW+YVEBDAwYMHKV26ND4+PmaHk5NToZ/P2tqa3NzcQseLSH4qrImIiIiIiIgUoH379lhaWvLpp58a1z799FMWLlzI/v376dWrF2fPniUmJga4tv9aZmYmL7zwAtu3b+fgwYPMmjWLAwcOAPDBBx/g6enJU089xcyZM/npp584ePAg06dPp06dOmRlZd0yp8jISEqVKkXr1q1JTEzkyJEjJCQk0KdPH44dO1boZ/Py8mLDhg389ttvnD59+jbfjIiACmsiIiIiIiIiBbKysqJ37958+OGHnD9/HoAxY8YwZswYateuzcaNG4mPj6dUqVIAuLq6snbtWrKysggKCqJu3bpMnTrVWJbp4uLC5s2beemllxg5ciR16tShUaNGfPvtt/z73/8u1Iyz4sWLs2HDBipUqEDbtm3x9/ena9euXLp0qdBLXgGGDx9OamoqlStXNltCKiKFZ7paVLsn3kJmZiZOTk5kZGTc1r/oIiIiIiJjdmgmhcjDYmCdUg86hUIr6t+hqampeHt7s2PHDp544om7T1BEHnn6eIGIiIiIPPQepR/yIiIi8r9DS0FFRERERERERETugGasiYiIiIiIiBSCl5cX92k3JRF5RGjGmoiIiIiIiIiIyB3QjDUREREReejp4wUiDw/teSgi8n80Y01EREREREREROQOqLAmIiIiIiIiIiJyB1RYExEREREREQGio6MxmUyYTCaKFSuGt7c3/fv359KlS0U2xoULFxg0aBCVK1fG1tYWNzc3goKCWLx4cZGNISL3j/ZYExEREREREflLWFgYsbGx5OTkkJycTFRUFCaTibFjxxZJ/6+88gpbtmxh0qRJVKtWjTNnzrBp0ybOnDlzx33m5uZiMpmwsCj6uTOXL1/G2tq6yPsVeVxoxpqIiIiIiIjIX2xsbHB3d8fT05OIiAhCQkJYtWoVAKmpqZhMJubMmUPDhg2xtbWlRo0arF+/3qyPvXv3Eh4ejqOjIw4ODjRq1IjDhw8DEB8fz+DBg2nRogVeXl7UrVuX1157jZiYGOP+7Oxs3nrrLcqVK0eJEiV46qmnSEhIMNrj4uJwdnYmPj6eatWqYWNjw7Rp07C1teXcuXNmubz++us0adLEON+4cSONGjXCzs4OT09P+vTpw/nz5412Ly8vRowYQefOnXF0dKRHjx5F9WpFHksqrImIiIiIiMhjLTMz0+zIzs4u1H179uxh06ZN+WZsvf3227z55pvs2LGDBg0a0KpVK2PG2W+//UZgYCA2NjasXbuW5ORkYmJiuHLlCgDu7u4sW7aMP//8s8Bxe/fuzQ8//MCcOXPYtWsX7du3JywsjIMHDxoxFy5cYOzYsUybNo29e/cSGRmJs7Mz8+fPN2Jyc3OZO3cukZGRABw+fJiwsDDatWvHrl27mDt3Lhs3bqR3795m448bN47atWuzY8cO3nvvvUK9K5H/VaarV69evR8DZWZm4uTkREZGBo6OjvdjSBERERF5TIzZcfpBpyAifxlYp9SDTqHQrv8O/achQ4YwdOjQfNejo6P5+uuvsbW15cqVK2RnZ2NhYcF3331Hu3btSE1NxdvbmzFjxjBgwAAArly5gre3N6+99hr9+/dn8ODBzJkzhwMHDlCsWLF8Y2zYsIHIyEhOnjxJ7dq1eeaZZ3j++ed5+umnAUhLS6NSpUqkpaVRtmxZ476QkBCefPJJRo0aRVxcHF26dGHnzp3Url3biOnbty+7d+9mzZo1AKxcuZLnnnuOEydO4OzsTLdu3bC0tGTKlCnGPRs3biQoKIjz589ja2uLl5cXderUYeHChXf20kX+x2iPNREREREREXmsHT161GyCh42NTYGxwcHBfP7555w/f56PPvoIKysr2rVrZxbToEED489WVlbUq1ePffv2AbBz504aNWp0w6IaQGBgIL/88gubN29m06ZNrFmzhk8++YRhw4bx3nvvsXv3bnJzc/H19TW7Lzs7G1dXV+Pc2tqaWrVqmcVERkbyr3/9i+PHj1O2bFlmz55Ny5YtcXZ2BiAlJYVdu3Yxe/Zs456rV6+Sl5fHkSNH8Pf3B6BevXoFvh8RMafCmoiIiIiIiDzWHB0dC71yqkSJEvj4+AAwffp0ateuzVdffUXXrl0Ldb+dnd0tY4oVK0ajRo1o1KgRAwYMYOTIkQwfPpwBAwaQlZWFpaUlycnJWFpamt1nb29vNo7JZDJrr1+/PpUrV2bOnDn07NmThQsXEhcXZ7RnZWXx//7f/6NPnz75cqpQoYLZOxCRwlFhTUREREREROQGLCwsGDx4MG+88QYvvviicX3z5s0EBgYC15aCJicnG/uU1apVixkzZpCTk1PgrLV/qlatGleuXOHSpUvUqVOH3NxcTp06RaNGjW4758jISGbPnk358uWxsLCgZcuWRltAQAA//fSTUTgUkbunjxeIiIiIiIiIFKB9+/ZYWlry6aefGtc+/fRTFi5cyP79++nVqxdnz541vurZu3dvMjMzeeGFF9i+fTsHDx5k1qxZHDhwAIDGjRszZcoUkpOTSU1NZdmyZQwePJjg4GAcHR3x9fUlMjKSzp07s2DBAo4cOcLWrVsZPXo0S5cuvWW+kZGR/Pjjj3zwwQc8//zzZsteBwwYwKZNm+jduzc7d+7k4MGDLF68ON/HC0Sk8FRYExERERERESmAlZUVvXv35sMPP+T8+fMAjBkzhjFjxlC7dm02btxIfHw8pUpd+6iDq6sra9euJSsri6CgIOrWrcvUqVON2WuhoaHMmDGD5s2b4+/vz2uvvUZoaCjfffedMWZsbCydO3fmzTffpGrVqkRERLBt2zaz5ZoF8fHx4cknn2TXrl3G10Cvq1WrFuvXr+fnn3+mUaNG1KlTh/fff9/sIwkicnv0VVAREREReejpq6AiD49H8augRfU79PpXQXfs2METTzxx9wmKyCNPe6yJiIiIyEPvUfohLyIiIv87tBRURERERERERETkDmjGmoiIiIiIiEgheHl5cZ92UxKRR4RmrImIiIiIiIiIiNwBzVgTERERkYeePl4g8vDQnociIv9HM9ZERERERERERETugAprIiIiIiIiIvJQaNy4MX379n3QaYgUmgprIiIiIiIiIkB0dDQmkwmTyUSxYsXw9vamf//+XLp0qcjGuHDhAoMGDaJy5crY2tri5uZGUFAQixcvLrIx7oXr78VkMuHo6Ej9+vXvSc4LFixgxIgRhYpVEU4eBtpjTUREREREROQvYWFhxMbGkpOTQ3JyMlFRUZhMJsaOHVsk/b/yyits2bKFSZMmUa1aNc6cOcOmTZs4c+bMHfeZm5uLyWTCwqLo585cvnwZa2trAGJjYwkLCyMzM5PPPvuM559/nh9//JGaNWsW2XguLi5F1ldh/f0ZRW6XZqyJiIiIiIiI/MXGxgZ3d3c8PT2JiIggJCSEVatWAZCamorJZGLOnDk0bNgQW1tbatSowfr168362Lt3L+Hh4Tg6OuLg4ECjRo04fPgwAPHx8QwePJgWLVrg5eVF3bp1ee2114iJiTHuz87O5q233qJcuXKUKFGCp556ioSEBKM9Li4OZ2dn4uPjqVatGjY2NkybNg1bW1vOnTtnlsvrr79OkyZNjPONGzfSqFEj7Ozs8PT0pE+fPpw/f95o9/L6/+zdeVxN+f8H8NettG8iCm2WIktKWSJNplSGfpEKjSw1X8Y0iCxjSTQUY6yDYQxZJ2Qd+2DsZiQqimRJlmKEUtF2378/+na+XS3qdqvB+/l49OCee855f97nnru97+d8PsYIDQ2Fr68vNDU18Z///Ee4T1tbG3p6ejA1NUVoaCgKCwvx559/Cvc/fPgQXl5e0NbWho6ODv7v//4PKSkpwv2FhYUYP348tLW10ahRI0ybNg0jRoyAu7u7sM67vdBWr16NNm3aQFlZGU2bNsXgwYMBFPcuPHPmDJYvXy70pCuJdePGDbi6ukJdXR1NmzbF8OHD8fz5c4kYAQEBmDhxIho3bgxnZ+fyTgXGqoQLa4wxxhhjjDHGPmpZWVkSf3l5eVXa7saNG7h48WKZ3kxTpkzB5MmTce3aNfTo0QMDBgwQepw9fvwYvXv3hpKSEk6dOoWYmBiMHj0ahYWFAAA9PT0cPnwYr1+/rjBuQEAALl26hMjISMTHx8PT0xMuLi5ITk4W1snNzcXChQuxfv16JCQkwMfHB9ra2ti9e7ewTlFREXbs2AEfHx8AwN27d+Hi4gIPDw/Ex8djx44dOH/+PAICAiTiL168GBYWFrh27Rpmz55dpn2FhYX49ddfAUA4NgUFBXB2doaGhgbOnTuHCxcuQF1dHS4uLsjPzwcALFy4ENu2bcPGjRtx4cIFZGVlYd++fRUehytXrmD8+PGYN28ekpKScPToUfTu3RsAsHz5cvTo0QNfffUV0tLSkJaWBgMDA7x69Qp9+vSBpaUlrly5gqNHj+Lp06fw8vKS2PemTZugqKiICxcu4Oeff66wDYy9j4iIqC4CZWVlQUtLC5mZmdDU1KyLkIwxxhhj7CMRfu35+1dijNWJ6ZaN67sJVVbyPfRdc+bMQUhISJnlI0eOxNatW6GsrIzCwkLk5eVBTk4OO3fuhIeHB1JSUmBiYoLw8HBMmzYNQHGRycTEBN9++y2mTp2KGTNmIDIyEklJSWjQoEGZGGfPnoWPjw+ePn0KCwsL9OrVC4MHD0bPnj0BAKmpqWjZsiVSU1PRrFkzYTtHR0d07doVCxYsQEREBEaNGoXY2FhYWFgI60ycOBHXr1/HyZMnAQDHjx+Hm5sb0tPToa2tDX9/f8jLy2Pt2rXCNufPn4e9vT1ycnKgrKwMY2NjWFpaYu/evRLtFolEUFZWhry8PN68eQOxWAxjY2PExMRAR0cHW7duxffff4+bN29CJBIBKL7EUltbG/v27UPfvn2hp6eHoKAgBAUFASgu/LVs2RKWlpZCge2zzz5D586dsWzZMuzZswejRo3Co0ePoKGhUeZYll63xPfff49z587h2LFjwrJHjx7BwMAASUlJMDU1xWeffYasrCxcvXq1zD4Zqy4eY40xxhhjjDHG2Eft4cOHEh08lJSUKlzXwcEBa9asQU5ODpYuXQoFBQV4eHhIrNOjRw/h/woKCrC2tsbNmzcBALGxsbCzsyu3qAYAvXv3xr179/DXX3/h4sWLOHnyJJYvX465c+di9uzZuH79OoqKimBqaiqxXV5eHho1aiTcVlRURKdOnSTW8fHxQffu3fHkyRM0a9YM27ZtwxdffAFtbW0AQFxcHOLj47Ft2zZhGyKCWCzG/fv30a5dOwCAtbV1uW1funQpHB0dce/ePQQGBmLFihXCmGhxcXG4c+dOmQLY27dvcffuXWRmZuLp06fo2rWrcJ+8vDy6dOkCsVhcbjwnJycYGRmhZcuWcHFxgYuLCwYOHAhVVdVy1y9px59//gl1dfUy9929e1c4rl26dKlwH4xVBxfWGGOMMcYYY4x91DQ1Nat85ZSamhpat24NANiwYQMsLCzw66+/ws/Pr0rbq6iovHedBg0awM7ODnZ2dpg2bRq+//57zJs3D9OmTUN2djbk5eURExMDeXl5ie1KF4tUVFSEnmElbGxs0KpVK0RGRuLrr7/G3r17ERERIdyfnZ2NMWPGYPz48WXaZGhoKHEMyqOnp4fWrVujdevW2LhxI/r164fExEQ0adIE2dnZ6NKli0TRroSuru57j0l5NDQ0cPXqVZw+fRrHjx9HcHAwQkJCEB0dLRQL35WdnY0BAwaUO9mEvr7+e3NkrLp4jDXGGGOMMcYYY6wccnJymDFjBmbNmoU3b94Iy//66y/h/4WFhYiJiRF6e3Xq1Annzp1DQUFBleOYm5ujsLAQb9++haWlJYqKivDs2TOhiFXyp6en9959+fj4YNu2bfj9998hJyeHL774QrjPysoKiYmJZfbbunXras+K2bVrV3Tp0gXz588X9p2cnIwmTZqU2beWlha0tLTQtGlTREdHC/soKip67+WYCgoKcHR0xKJFixAfH4+UlBScOnUKQHGvvaKiIon1rayskJCQAGNj4zLt4GIaqw1cWGOMMcYYY4wxxirg6ekJeXl5rFq1Sli2atUq7N27F7du3cI333yDly9fCrN6BgQEICsrC0OGDMGVK1eQnJyMLVu2ICkpCUDxuGBr165FTEwMUlJScPjwYcyYMQMODg7Q1NSEqakpfHx84Ovriz179uD+/fu4fPkywsLCcOjQofe218fHB1evXsX8+fMxePBgictep02bhosXLyIgIACxsbFITk7G/v37y0xeUFUTJ07E2rVr8fjxY/j4+KBx48b4v//7P5w7dw7379/H6dOnMX78eDx69AgA8O233yIsLAz79+9HUlISJkyYgJcvX5bpeVfi4MGDWLFiBWJjY/HgwQNs3rwZYrEYZmZmAIpnMP3777+RkpKC58+fQywW45tvvsGLFy8wdOhQREdH4+7duzh27BhGjRpVpgjHmCxwYY0xxhhjjDHGGKuAgoICAgICsGjRIuTk5AAAwsPDER4eDgsLC5w/fx4HDhxA48bFkzo0atQIp06dQnZ2Nuzt7dGlSxf88ssvwphrzs7O2LRpE/r27Yt27drh22+/hbOzM3bu3CnE3LhxI3x9fTF58mSYmZnB3d0d0dHREpdrVqR169bo2rUr4uPjhdlAS3Tq1AlnzpzB7du3YWdnB0tLSwQHB0tMklAdLi4uMDExwfz586GqqoqzZ8/C0NAQgwYNQrt27eDn54e3b98Kl+FOmzYNQ4cOha+vL3r06AF1dXU4OztDWVm53P1ra2tjz5496NOnD9q1a4eff/4ZBKaQ7gAAivpJREFUv/32G9q3bw8ACAoKgry8PMzNzaGrqytM+HDhwgUUFRWhb9++6NixIyZOnAhtbW3IyXEJhMkezwrKGGOMMcb+9XhWUMb+PT7EWUFl9T20ZFbQa9euoXPnzjVv4CdOLBajXbt28PLyQmhoaH03hzGp8OQFjDHGGGOMMcYYq3UPHjzA8ePHYW9vj7y8PPz000+4f/8+hg0bVt9NY0xqXFhjjDHGGGP/eh9SDxnGGGPlk5OTQ0REBIKCgkBE6NChA06cOCFM/MDYh4gvBWWMMcYYY4wx9lHi76GMsdrGI/cxxhhjjDHGGGOMMSYFvhSUMcYYYx8tHvCeMcZkjy/NZoyx/+Eea4wxxhhjjDHGGGOMSYELa4wxxhhjjDHGGGOMSYELa4wxxhhjjDHGWB2JiIiAtrZ2fTeDMSYjXFhjjDHGGGOMMcYAjBw5EiKRCCKRCA0aNICJiQmmTp2Kt2/fyiyGt7c3bt++XaV1ZV2ECwkJEfJTUFBA48aN0bt3byxbtgx5eXnV2tfp06chEonw6tUrmbWvKkJCQtC5c+c6jclYZbiwxhhjjDHGGGOM/ZeLiwvS0tJw7949LF26FGvXrsWcOXNktn8VFRU0adJEZvuriqKiIojFYgBA+/btkZaWhtTUVPz555/w9PREWFgYbG1t8fr16zptF2MfAy6sMcYYY4wxxhj7qGVlZUn8VdY7S0lJCXp6ejAwMIC7uzscHR3xxx9/AADEYjHCwsJgYmICFRUVWFhYICoqSmL7AwcOoE2bNlBWVoaDgwM2bdok0bPr3V5ocXFxcHBwgIaGBjQ1NdGlSxdcuXIFp0+fxqhRo5CZmSn0MgsJCQEA5OXlISgoCM2bN4eamhq6deuG06dPC/ssiXHgwAGYm5tDSUkJqampAAAFBQXo6emhWbNm6NixI7799lucOXMGN27cwMKFC4V9bNmyBdbW1tDQ0ICenh6GDRuGZ8+eAQBSUlLg4OAAAGjYsCFEIhFGjhwJADh69Ch69eoFbW1tNGrUCP3798fdu3eF/ebn5yMgIAD6+vpQVlaGkZERwsLChPtfvXoFf39/6OrqQlNTE3369EFcXJyQ19y5cxEXFycck4iIiPc8+ozVLi6sMcYYY4wxxhj7qBkYGEBLS0v4K13IqcyNGzdw8eJFKCoqAgDCwsKwefNm/Pzzz0hISEBgYCC+/PJLnDlzBgBw//59DB48GO7u7oiLi8OYMWMwc+bMSmP4+PigRYsWiI6ORkxMDKZPn44GDRrA1tYWy5Ytg6amJtLS0pCWloagoCAAQEBAAC5duoTIyEjEx8fD09MTLi4uSE5OFvabm5uLhQsXYv369UhISKi0l1zbtm3h6uqKPXv2CMsKCgoQGhqKuLg47Nu3DykpKULxzMDAALt37wYAJCUlIS0tDcuXLwcA5OTkYNKkSbhy5QpOnjwJOTk5DBw4UOgxt2LFChw4cAA7d+5EUlIStm3bBmNjYyGup6cnnj17hiNHjiAmJgZWVlb4/PPP8eLFC3h7e2Py5MlCr7u0tDR4e3tX5aFkrNYo1HcDGGOMMcYYY4yx2vTw4UNoamoKt5WUlCpc9+DBg1BXV0dhYSHy8vIgJyeHn376CXl5eViwYAFOnDiBHj16AABatmyJ8+fPY+3atbC3t8fatWthZmaGH374AQBgZmaGGzduYP78+RXGS01NxZQpU9C2bVsAQJs2bYT7tLS0IBKJoKenJ7H+xo0bkZqaimbNmgEAgoKCcPToUWzcuBELFiwAUFwYW716NSwsLKp0jNq2bYvjx48Lt0ePHi38v2XLllixYgVsbGyQnZ0NdXV16OjoAACaNGki0QPPw8NDYr8bNmyArq4uEhMT0aFDB6SmpqJNmzbo1asXRCIRjIyMhHXPnz+Py5cv49mzZ8JjtHjxYuzbtw9RUVH4z3/+A3V1daHXHWP/BlxYY4wxxhhjjDH2UdPU1JQorFXGwcEBa9asQU5ODpYuXQoFBQV4eHggISEBubm5cHJyklg/Pz8flpaWAIp7b9nY2Ejc37Vr10rjTZo0Cf7+/tiyZQscHR3h6emJVq1aVbj+9evXUVRUBFNTU4nleXl5aNSokXBbUVERnTp1qlLOAEBEEIlEwu2YmBiEhIQgLi4OL1++FHqcpaamwtzcvML9JCcnIzg4GH///TeeP38usV2HDh0wcuRIODk5wczMDC4uLujfvz/69u0LoPiy2OzsbIk8AODNmzcSl5My9m/ChTXGGGOMMcYYY+y/1NTU0Lp1awDFva0sLCzw66+/okOHDgCAQ4cOoXnz5hLbVNYD7n1CQkIwbNgwHDp0CEeOHMGcOXMQGRmJgQMHlrt+dnY25OXlERMTA3l5eYn71NXVhf+rqKhIFMre5+bNmzAxMQFQfDmns7MznJ2dsW3bNujq6iI1NRXOzs7Iz8+vdD8DBgyAkZERfvnlFzRr1gxisRgdOnQQtrOyssL9+/dx5MgRnDhxAl5eXnB0dERUVBSys7Ohr68vMV5cCVnOjsqYLHFhjTHGGGOMMcYYK4ecnBxmzJiBSZMm4fbt28IkAPb29uWub2ZmhsOHD0ssi46Ofm8cU1NTmJqaIjAwEEOHDsXGjRsxcOBAKCoqoqioSGJdS0tLFBUV4dmzZ7Czs5M+uVJu3bqFo0eP4rvvvhNuZ2RkIDw8HAYGBgCAK1euSGxTMu5c6fZlZGQgKSkJv/zyi9C28+fPl4mnqakJb29veHt7Y/DgwXBxccGLFy9gZWWF9PR0KCgoSIy79m7cd48JY/WJJy9gjDHGGGOMMcYq4OnpCXl5eaxduxZBQUEIDAzEpk2bcPfuXVy9ehUrV67Epk2bAABjxozBrVu3MG3aNNy+fRs7d+4UZq0sr/fYmzdvEBAQgNOnT+PBgwe4cOECoqOj0a5dOwCAsbExsrOzcfLkSTx//hy5ubkwNTWFj48PfH19sWfPHty/fx+XL19GWFgYDh069N58CgsLkZ6ejidPnuD69etYuXIl7O3t0blzZ0yZMgUAYGhoCEVFRaxcuRL37t3DgQMHEBoaKrEfIyMjiEQiHDx4EP/88w+ys7PRsGFDNGrUCOvWrcOdO3dw6tQpTJo0SWK7JUuW4LfffsOtW7dw+/Zt7Nq1C3p6etDW1oajoyN69OgBd3d3HD9+HCkpKbh48SJmzpwpFPaMjY1x//59xMbG4vnz55XO8MpYXeDCGmOMMcYYY4wxVgEFBQUEBARg0aJF+O677zB79myEhYWhXbt2cHFxwaFDh4RLKE1MTBAVFYU9e/agU6dOWLNmjTAraHmXi8rLyyMjIwO+vr4wNTWFl5cXXF1dMXfuXACAra0txo4dC29vb+jq6mLRokUAgI0bN8LX1xeTJ0+GmZkZ3N3dER0dDUNDw/fmk5CQAH19fRgaGuKzzz7Dzp078d133+HcuXPCpaS6urqIiIjArl27YG5ujvDwcCxevFhiP82bN8fcuXMxffp0NG3aFAEBAZCTk0NkZCRiYmLQoUMHBAYGChM5lNDQ0MCiRYtgbW0NGxsbpKSk4PDhw5CTk4NIJMLhw4fRu3dvjBo1CqamphgyZAgePHiApk2bAiieHMHFxQUODg7Q1dXFb7/9Vp2HkzGZExER1UWgrKwsaGlpITMzs8qDRjLGGGOM1UT4tef13QTGGPvoTLdsXN9NqLJ/w/fQ+fPn4+eff8bDhw/rJT5jrHbxGGuMMcYY+2h9SF/+GGOMfRxWr14NGxsbNGrUCBcuXMAPP/yAgICA+m4WY6yWcGGNMcYYY4wxxhiTkeTkZHz//fd48eIFDA0NMXnyZGFSAMbYx4cvBWWMMcYYY4wx9lHi76GMsdrGPdYYY4wxxhj7BPEYhExafJk9Y4z9D88KyhhjjDHGGGOMMcaYFLiwxhhjjDHGGGOMMcaYFLiwxhhjjDHGGGOM1ZGIiAhoa2vXdzMYYzLChTXGGGOMMcYYYwzAyJEjIRKJIBKJ0KBBA5iYmGDq1Kl4+/atzGJ4e3vj9u3bVVpX1kW4kJAQIT8FBQU0btwYvXv3xrJly5CXl1etfZ0+fRoikQivXr2SWfuqIiQkBJ07dxZu5+fno3HjxggPDy93/dDQUDRt2hQFBQXYs2cPnJycoKurC01NTfTo0QPHjh2ro5azjxUX1hhjjDHGGGOMsf9ycXFBWloa7t27h6VLl2Lt2rWYM2eOzPavoqKCJk2ayGx/VVFUVASxWAwAaN++PdLS0pCamoo///wTnp6eCAsLg62tLV6/fl2n7ZIFRUVFfPnll9i4cWOZ+4gIERER8PX1RYMGDXD27Fk4OTnh8OHDiImJgYODAwYMGIBr167VQ8vZx4ILa4wxxhhjjDHG2H8pKSlBT08PBgYGcHd3h6OjI/744w8AgFgsRlhYGExMTKCiogILCwtERUVJbH/gwAG0adMGysrKcHBwwKZNmyR6dr3bCy0uLg4ODg7Q0NCApqYmunTpgitXruD06dMYNWoUMjMzhV5mISEhAIC8vDwEBQWhefPmUFNTQ7du3XD69GlhnyUxDhw4AHNzcygpKSE1NRUAoKCgAD09PTRr1gwdO3bEt99+izNnzuDGjRtYuHChsI8tW7bA2toaGhoa0NPTw7Bhw/Ds2TMAQEpKChwcHAAADRs2hEgkwsiRIwEAR48eRa9evaCtrY1GjRqhf//+uHv3rrDf/Px8BAQEQF9fH8rKyjAyMkJYWJhw/6tXr+Dv7y/0KuvTpw/i4uKEvObOnYu4uDjhmERERMDPzw+3b9/G+fPnJR6LM2fO4N69e/Dz8wMALFu2DFOnToWNjQ3atGmDBQsWoE2bNvj999+rfH4w9i4urDHGGGOMMcYY+6hlZWVJ/FX1sscbN27g4sWLUFRUBACEhYVh8+bN+Pnnn5GQkIDAwEB8+eWXOHPmDADg/v37GDx4MNzd3REXF4cxY8Zg5syZlcbw8fFBixYtEB0djZiYGEyfPh0NGjSAra0tli1bBk1NTaSlpSEtLQ1BQUEAgICAAFy6dAmRkZGIj4+Hp6cnXFxckJycLOw3NzcXCxcuxPr165GQkFBpL7m2bdvC1dUVe/bsEZYVFBQgNDQUcXFx2LdvH1JSUoTimYGBAXbv3g0ASEpKQlpaGpYvXw4AyMnJwaRJk3DlyhWcPHkScnJyGDhwoNBjbsWKFThw4AB27tyJpKQkbNu2DcbGxkJcT09PPHv2DEeOHEFMTAysrKzw+eef48WLF/D29sbkyZOFXndpaWnw9vZGx44dYWNjgw0bNkjktXHjRtja2qJt27bl5i0Wi/H69Wvo6OhU+hgxVhmF+m4AY4wxxhhjjDFWmwwMDCRuz5kzR+j99a6DBw9CXV0dhYWFyMvLg5ycHH766Sfk5eVhwYIFOHHiBHr06AEAaNmyJc6fP4+1a9fC3t4ea9euhZmZGX744QcAgJmZGW7cuIH58+dX2LbU1FRMmTJFKP60adNGuE9LSwsikQh6enoS62/cuBGpqalo1qwZACAoKAhHjx7Fxo0bsWDBAgDFhbHVq1fDwsKiSseobdu2OH78uHB79OjRwv9btmyJFStWwMbGBtnZ2VBXVxeKUU2aNJHogefh4SGx3w0bNkBXVxeJiYno0KEDUlNT0aZNG/Tq1QsikQhGRkbCuufPn8fly5fx7NkzKCkpAQAWL16Mffv2ISoqCv/5z3+grq4u9Lorzc/PD0FBQVixYgXU1dXx+vVrREVFYcWKFRXmvHjxYmRnZ8PLy6tKx4ix8nBhjTHGGGOMMcbYR+3hw4fQ1NQUbpcUbcrj4OCANWvWICcnB0uXLoWCggI8PDyQkJCA3NxcODk5Sayfn58PS0tLAMW9t2xsbCTu79q1a6VtmzRpEvz9/bFlyxY4OjrC09MTrVq1qnD969evo6ioCKamphLL8/Ly0KhRI+G2oqIiOnXqVGns0ogIIpFIuB0TE4OQkBDExcXh5cuXQo+z1NRUmJubV7if5ORkBAcH4++//8bz588ltuvQoQNGjhwJJycnmJmZwcXFBf3790ffvn0BFF8Wm52dLZEHALx580bictLyDB06FIGBgdi5cydGjx6NHTt2QE5ODt7e3uWuv337dsydOxf79++v8zHv2MeFC2uMMcYYY4wxxj5qmpqaEoW1yqipqaF169YAintbWVhY4Ndff0WHDh0AAIcOHULz5s0ltqmsUPc+ISEhGDZsGA4dOoQjR45gzpw5iIyMxMCBA8tdPzs7G/Ly8oiJiYG8vLzEferq6sL/VVRUJApl73Pz5k2YmJgAKL6c09nZGc7Ozti2bRt0dXWRmpoKZ2dn5OfnV7qfAQMGwMjICL/88guaNWsGsViMDh06CNtZWVnh/v37OHLkCE6cOAEvLy84OjoiKioK2dnZ0NfXlxgvrsT7ZkfV1NTE4MGDsXHjRowePRobN26El5eXxDEpERkZCX9/f+zatQuOjo5VO0CMVYALa4wxxhhjjDHGWDnk5OQwY8YMTJo0Cbdv3xYmAbC3ty93fTMzMxw+fFhiWXR09HvjmJqawtTUFIGBgRg6dCg2btyIgQMHQlFREUVFRRLrWlpaoqioCM+ePYOdnZ30yZVy69YtHD16FN99951wOyMjA+Hh4cJltFeuXJHYpmTcudLty8jIQFJSEn755Rehbe9OKAAUF8G8vb3h7e2NwYMHw8XFBS9evICVlRXS09OhoKAgMe7au3HfPSYl/Pz88Nlnn+HgwYO4ePGicEluab/99htGjx6NyMhIfPHFF+85Moy9H09ewBhjjDHGGGOMVcDT0xPy8vJYu3YtgoKCEBgYiE2bNuHu3bu4evUqVq5ciU2bNgEAxowZg1u3bmHatGm4ffs2du7ciYiICAAot/fYmzdvEBAQgNOnT+PBgwe4cOECoqOj0a5dOwCAsbExsrOzcfLkSTx//hy5ubkwNTWFj48PfH19sWfPHty/fx+XL19GWFgYDh069N58CgsLkZ6ejidPnuD69etYuXIl7O3t0blzZ0yZMgUAYGhoCEVFRaxcuRL37t3DgQMHEBoaKrEfIyMjiEQiHDx4EP/88w+ys7PRsGFDNGrUCOvWrcOdO3dw6tQpTJo0SWK7JUuW4LfffsOtW7dw+/Zt7Nq1C3p6etDW1oajoyN69OgBd3d3HD9+HCkpKbh48SJmzpwpFPaMjY1x//59xMbG4vnz5xITUfTu3RutW7eGr68v2rZtC1tbW4nY27dvh6+vL3788Ud069YN6enpSE9PR2Zm5nuPG2MV4cIaY4wxxhhjjDFWAQUFBQQEBGDRokX47rvvMHv2bISFhaFdu3ZwcXHBoUOHhEsoTUxMEBUVhT179qBTp05Ys2aNMCtoeZeLysvLIyMjA76+vjA1NYWXlxdcXV0xd+5cAICtrS3Gjh0Lb29v6OrqYtGiRQCKZ7v09fXF5MmTYWZmBnd3d0RHR8PQ0PC9+SQkJEBfXx+Ghob47LPPsHPnTnz33Xc4d+6ccNmkrq4uIiIisGvXLpibmyM8PByLFy+W2E/z5s0xd+5cTJ8+HU2bNkVAQADk5OQQGRmJmJgYdOjQAYGBgWV6jWloaGDRokWwtraGjY0NUlJScPjwYcjJyUEkEuHw4cPo3bs3Ro0aBVNTUwwZMgQPHjxA06ZNARRPjuDi4gIHBwfo6urit99+E/YtEokwevRovHz5UmLyhRLr1q1DYWEhvvnmG+jr6wt/EyZMeO9xY6wiIiKiugiUlZUFLS0tZGZmVvnadsYYY4wxxljtCL/2vL6bwD5Q0y0b13cTquzf8D10/vz5+Pnnn/Hw4cN6ic8Yq108xhpjjDHGGGOfoA+pOMLYh2T16tWwsbFBo0aNcOHCBfzwww8ICAio72YxxmoJF9YYY4wxxhhjjDEZSU5Oxvfff48XL17A0NAQkydPFiYFYIx9fPhSUMYYY4wxxhhjHyX+HsoYq208eQFjjDHGGGOMMcYYY1LgS0EZY4wx9tHiwdkZY0z2eHw+xhj7H+6xxhhjjDHGGGOMMcaYFLiwxhhjjDHGGGOMMYhEIuzbt6++m8HYB4ULa4wxxhhjjDHGGICRI0dCJBJBJBKhQYMGaNq0KZycnLBhwwaIxeIq7yciIgLa2tpStWHv3r3o3r07tLS0oKGhgfbt22PixIlS7au60tLS4OrqKrP9GRsbC8dTRUUFxsbG8PLywqlTp6q9r5EjR8Ld3V1mbasqY2NjLFu2rM7jsg8HF9YYY4wxxhhjjLH/cnFxQVpaGlJSUnDkyBE4ODhgwoQJ6N+/PwoLC2s19smTJ+Ht7Q0PDw9cvnwZMTExmD9/PgoKCmq036pur6enByUlpRrFete8efOQlpaGpKQkbN68Gdra2nB0dMT8+fNlGoex+sKFNcYYY4wxxhhj7L+UlJSgp6eH5s2bw8rKCjNmzMD+/ftx5MgRREREAACWLFmCjh07Qk1NDQYGBhg3bhyys7MBAKdPn8aoUaOQmZkp9NYKCQkBAGzZsgXW1tbQ0NCAnp4ehg0bhmfPngmxf//9d/Ts2RNTpkyBmZkZTE1N4e7ujlWrVkm0cf/+/bCysoKysjJatmyJuXPnShT9RCIR1qxZAzc3N6ipqSE0NBQtWrTAmjVrJPZz7do1yMnJ4cGDB8J2pS8FffToEYYOHQodHR2oqanB2toaf//9d5XbAUDI1dDQEL1798a6deswe/ZsBAcHIykpCQBQVFQEPz8/mJiYQEVFBWZmZli+fLmwj5CQEGzatAn79+8Xjunp06cBANOmTYOpqSlUVVXRsmVLzJ49W6KQGBcXBwcHB2hoaEBTUxNdunTBlStXhPvPnz8POzs7qKiowMDAAOPHj0dOTg4A4LPPPsODBw8QGBgoxGXsXVxYY4wxxhhjjDH2UcvKypL4y8vLq9b2ffr0gYWFBfbs2QMAkJOTw4oVK5CQkIBNmzbh1KlTmDp1KgDA1tYWy5Ytg6amJtLS0pCWloagoCAAxT3HQkNDERcXh3379iElJQUjR44U4ujp6SEhIQE3btyosC3nzp2Dr68vJkyYgMTERKxduxYRERFleoCFhIRg4MCBuH79Ovz9/TF06FBs375dYp1t27ahZ8+eMDIyKhMnOzsb9vb2ePz4MQ4cOIC4uDhMnTpVuCS2qu0oz4QJE0BE2L9/PwBALBajRYsW2LVrFxITExEcHIwZM2Zg586dAICgoCB4eXkJvQnT0tJga2sLoLhwFxERgcTERCxfvhy//PILli5dKsTy8fFBixYtEB0djZiYGEyfPh0NGjQAANy9excuLi7w8PBAfHw8duzYgfPnzyMgIAAAsGfPHrRo0ULodZeWlvbe3NinR0REVBeBsrKyoKWlhczMTGhqatZFSMYYY4x94sKvPa/vJjDG2EdnumXj+m5ClZV8D33XnDlzhF5kpY0cORKvXr0qdwD/IUOGID4+HomJiWXui4qKwtixY/H8efH7TkREBCZOnIhXr15V2r4rV67AxsYGr1+/hrq6OnJycuDl5YXDhw/DyMgI3bt3R9++feHj4yNcouno6IjPP/8c3333nbCfrVu3YurUqXjy5AmA4p5nEydOlCgwxcbGwsrKCikpKTA0NIRYLIahoSFmzZqFsWPHCtvt3bsX7u7uWLduHYKCgpCSkgIdHZ0yba9KO4yNjTFx4sRyx4jT09PDoEGDsHr16nKPTUBAANLT0xEVFQWg8semtMWLFyMyMlLolaapqYmVK1dixIgRZdb19/eHvLw81q5dKyw7f/487O3tkZOTA2Vl5UpzYAwAFOq7AYwxxhhjjDHGWG16+PChRAcPacYRIyLhUsATJ04gLCwMt27dQlZWFgoLC/H27Vvk5uZCVVW1wn3ExMQgJCQEcXFxePnypdD7KzU1Febm5lBTU8OhQ4dw9+5d/Pnnn/jrr78wefJkLF++HJcuXYKqqiri4uJw4cIFiZ5hRUVFZeJbW1tLxO7cuTPatWuH7du3Y/r06Thz5gyePXsGT0/PctsaGxsLS0vLcotqAKrcjqocTwBYtWoVNmzYgNTUVLx58wb5+fno3LlzpfsAgB07dmDFihW4e/cusrOzUVhYKPFYT5o0Cf7+/tiyZQscHR3h6emJVq1aCTnEx8dj27ZtEu0Si8W4f/8+2rVr9974jPGloIwxxhhjjDHGPmqampoSf9IU1m7evAkTExOkpKSgf//+6NSpE3bv3o2YmBhhDLT8/PwKt8/JyYGzszM0NTWxbds2REdHY+/eveVu16pVK/j7+2P9+vW4evUqEhMTsWPHDgDFl2jOnTsXsbGxwt/169eRnJwMZWVlYR9qampl2uDj4yNcDrp9+3a4uLigUaNG5bZXRUWl0uNR1XaUJyMjA//88w9MTEwAAJGRkQgKCoKfnx+OHz+O2NhYjBo1qtLjCQCXLl2Cj48P+vXrh4MHD+LatWuYOXOmxHYhISFISEjAF198gVOnTsHc3Fw47tnZ2RgzZoxEDnFxcUhOThaKb4y9D/dYY4wxxhhjjDHGKnHq1Clcv34dgYGBiImJgVgsxo8//gg5ueK+KiVjgZVQVFREUVGRxLJbt24hIyMD4eHhMDAwAACJQfQrYmxsDFVVVWFAfSsrKyQlJaF169bVzmPYsGGYNWsWYmJiEBUVhZ9//rnCdTt16oT169fjxYsX5fZaq0k7li9fDjk5Obi7uwMALly4AFtbW4wbN05Y5+7duxLblHdML168CCMjI8ycOVNYVjIRQ2mmpqYwNTVFYGAghg4dio0bN2LgwIGwsrJCYmJipTmUF5ex0riwxhhjjDHGGGOM/VdeXh7S09NRVFSEp0+f4ujRowgLC0P//v3h6+uLGzduoKCgACtXrsSAAQNw4cKFMgUqY2NjZGdn4+TJk7CwsICqqioMDQ2hqKiIlStXYuzYsbhx4wZCQ0MltgsJCUFubi769esHIyMjvHr1CitWrEBBQQGcnJwAAMHBwejfvz8MDQ0xePBgyMnJIS4uDjdu3MD3339faW7GxsawtbWFn58fioqK4ObmVuG6Q4cOxYIFC+Du7o6wsDDo6+vj2rVraNasGXr06FHldrx+/Rrp6ekoKCjA/fv3sXXrVqxfvx5hYWFCQatNmzbYvHkzjh07BhMTE2zZsgXR0dFCj7aSth87dgxJSUlo1KgRtLS00KZNG6SmpiIyMhI2NjY4dOiQ0BsNAN68eYMpU6Zg8ODBMDExwaNHjxAdHQ0PDw8AxTOKdu/eHQEBAfD394eamhoSExPxxx9/4KeffhLinj17FkOGDIGSkhIaN/5wxhhkdYMvBWWMMcYYY4wxxv7r6NGj0NfXh7GxMVxcXPDnn39ixYoV2L9/P+Tl5WFhYYElS5Zg4cKF6NChA7Zt24awsDCJfdja2mLs2LHw9vaGrq4uFi1aBF1dXURERGDXrl0wNzdHeHg4Fi9eLLGdvb097t27B19fX7Rt2xaurq5IT0/H8ePHYWZmBgBwdnbGwYMHcfz4cdjY2KB79+5YunRpuTN7lsfHxwdxcXEYOHBgpZd7Kioq4vjx42jSpAn69euHjh07Ijw8HPLy8tVqR3BwMPT19dG6dWsMHz4cmZmZOHnyJKZNmyasM2bMGAwaNAje3t7o1q0bMjIyJHqvAcBXX30FMzMzWFtbQ1dXFxcuXICbmxsCAwMREBCAzp074+LFi5g9e7awjby8PDIyMuDr6wtTU1N4eXnB1dUVc+fOBVDcK+/MmTO4ffs27OzsYGlpieDgYDRr1kzYx7x585CSkoJWrVpBV1e3SseYfVp4VlDGGGOMfbR4VlDGGJO9D3FWUP4eyhirLXwpKGOMMcY+Wh/Slz/GGGOMMfbh4UtBGWOMMcYYY4wxxhiTAhfWGGOMMcYYY4wxxhiTAhfWGGOMMcYYY4wxxhiTAo+xxhhjjDH2AeMJGhhjdY3Hr2SMsf/hHmuMMcYYY4wxxhhjjEmBC2uMMcYYY4wxxhiDSCTCvn376rsZjH1QuLDGGGOMMcYYY4wBGDlyJEQiEUQiERo0aICmTZvCyckJGzZsgFgsrvJ+IiIioK2tLVUb9u7di+7du0NLSwsaGhpo3749Jk6cKNW+qistLQ2urq4y25+xsbFwPFVUVGBsbAwvLy+cOnWq2vsaOXIk3N3dZda2qjI2NsayZcuE27t374a8vDweP35c7vpt2rTBpEmTUFBQgGnTpqFjx45QU1NDs2bN4OvriydPntRRy1ld4cIaY4wxxhhjjDH2Xy4uLkhLS0NKSgqOHDkCBwcHTJgwAf3790dhYWGtxj558iS8vb3h4eGBy5cvIyYmBvPnz0dBQUGN9lvV7fX09KCkpFSjWO+aN28e0tLSkJSUhM2bN0NbWxuOjo6YP3++TOPUFTc3NzRq1AibNm0qc9/Zs2dx584d+Pn5ITc3F1evXsXs2bNx9epV7NmzB0lJSXBzc6uHVrPaxIU1xhhjjDHGGGPsv5SUlKCnp4fmzZvDysoKM2bMwP79+3HkyBFEREQAAJYsWSL0RDIwMMC4ceOQnZ0NADh9+jRGjRqFzMxMobdWSEgIAGDLli2wtraGhoYG9PT0MGzYMDx79kyI/fvvv6Nnz56YMmUKzMzMYGpqCnd3d6xatUqijfv374eVlRWUlZXRsmVLzJ07V6LoJxKJsGbNGri5uUFNTQ2hoaFo0aIF1qxZI7Gfa9euQU5ODg8ePBC2K30p6KNHjzB06FDo6OhATU0N1tbW+Pvvv6vcDgBCroaGhujduzfWrVuH2bNnIzg4GElJSQCAoqIi+Pn5wcTEBCoqKjAzM8Py5cuFfYSEhGDTpk3Yv3+/cExPnz4NAJg2bRpMTU2hqqqKli1bYvbs2RKFxLi4ODg4OEBDQwOampro0qULrly5Itx//vx52NnZQUVFBQYGBhg/fjxycnIAAJ999hkePHiAwMBAiZ6Mw4cPF86F0jZs2IBu3bqhffv20NLSwh9//AEvLy+YmZmhe/fu+OmnnxATE4PU1NQy27IPFxfWGGOMMcYYY4x91LKysiT+8vLyqrV9nz59YGFhgT179gAA5OTksGLFCiQkJGDTpk04deoUpk6dCgCwtbXFsmXLoKmpibS0NKSlpSEoKAhAcc+x0NBQxMXFYd++fUhJScHIkSOFOHp6ekhISMCNGzcqbMu5c+fg6+uLCRMmIDExEWvXrkVERESZHmAhISEYOHAgrl+/Dn9/fwwdOhTbt2+XWGfbtm3o2bMnjIyMysTJzs6Gvb09Hj9+jAMHDiAuLg5Tp04VLomtajvKM2HCBBAR9u/fDwAQi8Vo0aIFdu3ahcTERAQHB2PGjBnYuXMnACAoKAheXl5Cb8K0tDTY2toCKC7cRUREIDExEcuXL8cvv/yCpUuXCrF8fHzQokULREdHIyYmBtOnT0eDBg0AAHfv3oWLiws8PDwQHx+PHTt24Pz58wgICAAA7NmzBy1atBB63aWlpQEA/Pz8kJycjLNnz0ocr6ioKPj5+VWYd0mxVdrLhNm/k4iIqC4CZWVlQUtLC5mZmdDU1KyLkIwxxhhjH73wa8/ruwmMsU/MdMvG9d2EKiv5HvquOXPmCL3IShs5ciRevXpV7gD+Q4YMQXx8PBITE8vcFxUVhbFjx+L58+LX5IiICEycOBGvXr2qtH1XrlyBjY0NXr9+DXV1deTk5MDLywuHDx+GkZERunfvjr59+8LHx0e4RNPR0RGff/45vvvuO2E/W7duxdSpU4Xxu0QiESZOnChRYIqNjYWVlRVSUlJgaGgIsVgMQ0NDzJo1C2PHjhW227t3L9zd3bFu3ToEBQUhJSUFOjo6ZdpelXYYGxtj4sSJ5Y4Rp6enh0GDBmH16tXlHpuAgACkp6cjKioKQOWPTWmLFy9GZGSk0CtNU1MTK1euxIgRI8qs6+/vD3l5eaxdu1ZYdv78edjb2yMnJwfKysoV5tCjRw+YmZkJPdc2bNiAb7/9Funp6dDQ0CgT6+3bt+jZsyfatm2Lbdu2VZoD+7BwjzXGGGOMMcYYYx+1hw8fIjMzU/grXQyqKiKCSCQCAJw4cQKff/45mjdvDg0NDQwfPhwZGRnIzc2tdB8xMTEYMGAADA0NoaGhAXt7ewAQLg1UU1PDoUOHcOfOHcyaNQvq6uqYPHkyunbtKuw7Li4O8+bNg7q6uvD31VdfIS0tTSK+tbW1ROzOnTujXbt2Qq+1M2fO4NmzZ/D09Cy3rbGxsbC0tCy3qFaddlSk9PEEgFWrVqFLly7Q1dWFuro61q1bV6VLJnfs2IGePXtCT08P6urqmDVrlsR2kyZNgr+/PxwdHREeHo67d+9K5BARESGRg7OzM8RiMe7fv19p3NGjRyMqKgqvX78GUFxY8/T0LLeoVlBQAC8vLxBRmctx2YePC2uMMcYYY4wxxj5qmpqaEn/SDNB/8+ZNmJiYICUlBf3790enTp2we/duxMTECGOg5efnV7h9Tk4OnJ2doampiW3btiE6Ohp79+4td7tWrVrB398f69evx9WrV5GYmIgdO3YAKL7kcO7cuYiNjRX+rl+/juTkZCgrKwv7UFNTK9MGHx8fobC2fft2uLi4oFGjRuW2V0VFpdLjUdV2lCcjIwP//PMPTExMAACRkZEICgqCn58fjh8/jtjYWIwaNarS4wkAly5dgo+PD/r164eDBw/i2rVrmDlzpsR2ISEhSEhIwBdffIFTp07B3NxcOO7Z2dkYM2aMRA5xcXFITk5Gq1atKo09ZMgQAMDOnTuRnJyMCxculHsZaElR7cGDB/jjjz/4Cr6PkEJ9N4AxxhhjjDHGGPs3O3XqFK5fv47AwEDExMRALBbjxx9/hJxccV+VkrHASigqKqKoqEhi2a1bt5CRkYHw8HAYGBgAgMQg+hUxNjaGqqqqMKC+lZUVkpKS0Lp162rnMWzYMMyaNQsxMTGIiorCzz//XOG6nTp1wvr16/HixYtye63VpB3Lly+HnJwc3N3dAQAXLlyAra0txo0bJ6xTumcZUP4xvXjxIoyMjDBz5kxhWclEDKWZmprC1NQUgYGBGDp0KDZu3IiBAwfCysoKiYmJleZQXlygeGw3T09PbNiwAXfv3oWpqSns7Owk1ikpqiUnJ+PPP/+ssIjJPmxcWGOMMcYYY4wxxv4rLy8P6enpKCoqwtOnT3H06FGEhYWhf//+8PX1xY0bN1BQUICVK1diwIABuHDhQpkClbGxMbKzs3Hy5ElYWFhAVVUVhoaGUFRUxMqVKzF27FjcuHEDoaGhEtuFhIQgNzcX/fr1g5GREV69eoUVK1agoKAATk5OAIDg4GD0798fhoaGGDx4MOTk5BAXF4cbN27g+++/rzQ3Y2Nj2Nraws/PD0VFRXBzc6tw3aFDh2LBggVwd3dHWFgY9PX1ce3aNTRr1gw9evSocjtev36N9PR0FBQU4P79+9i6dSvWr1+PsLAwoaDVpk0bbN68GceOHYOJiQm2bNmC6OhooUdbSduPHTuGpKQkNGrUCFpaWmjTpg1SU1MRGRkJGxsbHDp0SOiNBgBv3rzBlClTMHjwYJiYmODRo0eIjo6Gh4cHgOIZRbt3746AgAD4+/tDTU0NiYmJ+OOPP/DTTz8Jcc+ePYshQ4ZASUkJjRv/b4xBPz8/2NnZ4ebNm5g2bZrE8SsoKMDgwYNx9epVHDx4EEVFRUhPTwcA6OjoQFFRsdLHin04+FJQxhhjjDHGGGPsv44ePQp9fX0YGxvDxcUFf/75J1asWIH9+/dDXl4eFhYWWLJkCRYuXIgOHTpg27ZtCAsLk9iHra0txo4dC29vb+jq6mLRokXQ1dVFREQEdu3aBXNzc4SHh2Px4sUS29nb2+PevXvw9fVF27Zt4erqivT0dBw/fhxmZmYAAGdnZxw8eBDHjx+HjY0NunfvjqVLl5Y7s2d5fHx8EBcXh4EDB1Z6uaeioiKOHz+OJk2aoF+/fujYsSPCw8MhLy9frXYEBwdDX18frVu3xvDhw5GZmYmTJ09KFKLGjBmDQYMGwdvbG926dUNGRoZE7zUA+Oqrr2BmZgZra2vo6uriwoULcHNzQ2BgIAICAtC5c2dcvHgRs2fPFraRl5dHRkYGfH19YWpqCi8vL7i6umLu3LkAinvlnTlzBrdv34adnR0sLS0RHByMZs2aCfuYN28eUlJS0KpVK+jq6kq0qVevXjAzM0NWVhZ8fX0l7iuZTfXRo0fo3Lkz9PX1hb+LFy9W5aFiHwieFZQxxhhj7APGs4IyxurahzgrKH8PZYzVFr4UlDHGGGPsA/YhfcFljDHGGPvY8KWgjDHGGGOMMcYYY4xJgQtrjDHGGGOMMcYYY4xJgQtrjDHGGGOMMcYYY4xJgcdYY4wxxhhj7B08KQRjFeOxHRlj7H+4xxpjjDHGGGOMMcYYY1LgwhpjjDHGGGOMMcYgEomwb9+++m4GYx8ULqwxxhhjjDHGGGMARo4cCZFIBJFIhAYNGqBp06ZwcnLChg0bIBaLq7yfiIgIaGtrS9WGvXv3onv37tDS0oKGhgbat2+PiRMnSrWv6kpLS4Orq6vM9mdsbCwcTxUVFRgbG8PLywunTp2q9r5GjhwJd3d3mbWtqoyNjbFs2TLh9u7duyEvL4/Hjx+Xu36bNm0wadIkAEBISAjatm0LNTU1NGzYEI6Ojvj777/rotmsDnFhjTHGGGOMMcYY+y8XFxekpaUhJSUFR44cgYODAyZMmID+/fujsLCwVmOfPHkS3t7e8PDwwOXLlxETE4P58+ejoKCgRvut6vZ6enpQUlKqUax3zZs3D2lpaUhKSsLmzZuhra0NR0dHzJ8/X6Zx6oqbmxsaNWqETZs2lbnv7NmzuHPnDvz8/AAApqam+Omnn3D9+nWcP38exsbG6Nu3L/7555+6bjarRVxYY4wxxhhjjDHG/ktJSQl6enpo3rw5rKysMGPGDOzfvx9HjhxBREQEAGDJkiXo2LEj1NTUYGBggHHjxiE7OxsAcPr0aYwaNQqZmZlCb62QkBAAwJYtW2BtbQ0NDQ3o6elh2LBhePbsmRD7999/R8+ePTFlyhSYmZnB1NQU7u7uWLVqlUQb9+/fDysrKygrK6Nly5aYO3euRNFPJBJhzZo1cHNzg5qaGkJDQ9GiRQusWbNGYj/Xrl2DnJwcHjx4IGxX+lLQR48eYejQodDR0YGamhqsra0lely9rx0AhFwNDQ3Ru3dvrFu3DrNnz0ZwcDCSkpIAAEVFRfDz84OJiQlUVFRgZmaG5cuXC/sICQnBpk2bsH//fuGYnj59GgAwbdo0mJqaQlVVFS1btsTs2bMlColxcXFwcHCAhoYGNDU10aVLF1y5ckW4//z587Czs4OKigoMDAwwfvx45OTkAAA+++wzPHjwAIGBgRI9GYcPHy6cC6Vt2LAB3bp1Q/v27QEAw4YNg6OjI1q2bIn27dtjyZIlyMrKQnx8fJlt2YeLC2uMMcYYY4wxxj5qWVlZEn95eXnV2r5Pnz6wsLDAnj17AABycnJYsWIFEhISsGnTJpw6dQpTp04FANja2mLZsmXQ1NREWloa0tLSEBQUBKC451hoaCji4uKwb98+pKSkYOTIkUIcPT09JCQk4MaNGxW25dy5c/D19cWECROQmJiItWvXIiIiokwPsJCQEAwcOBDXr1+Hv78/hg4diu3bt0uss23bNvTs2RNGRkZl4mRnZ8Pe3h6PHz/GgQMHEBcXh6lTpwqXxFa1HeWZMGECiAj79+8HAIjFYrRo0QK7du1CYmIigoODMWPGDOzcuRMAEBQUBC8vL6E3YVpaGmxtbQEUF+4iIiKQmJiI5cuX45dffsHSpUuFWD4+PmjRogWio6MRExOD6dOno0GDBgCAu3fvwsXFBR4eHoiPj8eOHTtw/vx5BAQEAAD27NmDFi1aCL3u0tLSAAB+fn5ITk7G2bNnJY5XVFSU0FvtXfn5+Vi3bh20tLRgYWHx3mPEPhwiIqK6CJSVlQUtLS1kZmZCU1OzLkIyxhhjjDEmlfBrz+u7CYz9a023bFzfTaiyku+h75ozZ47Qi6y0kSNH4tWrV+UO4D9kyBDEx8cjMTGxzH1RUVEYO3Ysnj8vfu2IiIjAxIkT8erVq0rbd+XKFdjY2OD169dQV1dHTk4OvLy8cPjwYRgZGaF79+7o27cvfHx8hEs0HR0d8fnnn+O7774T9rN161ZMnToVT548AVDc82zixIkSBabY2FhYWVkhJSUFhoaGEIvFMDQ0xKxZszB27Fhhu71798Ld3R3r1q1DUFAQUlJSoKOjU6btVWmHsbExJk6cWO4YcXp6ehg0aBBWr15d7rEJCAhAeno6oqKiAFT+2JS2ePFiREZGCr3SNDU1sXLlSowYMaLMuv7+/pCXl8fatWuFZefPn4e9vT1ycnKgrKxcYQ49evSAmZmZ0HNtw4YN+Pbbb5Geng4NDQ1hvYMHD2LIkCHIzc2Fvr4+9u3bBxsbm0pzYB8W7rHGGGOMMcYYY+yj9vDhQ2RmZgp/pYtBVUVEEIlEAIATJ07g888/R/PmzaGhoYHhw4cjIyMDubm5le4jJiYGAwYMgKGhITQ0NGBvbw8ASE1NBQCoqanh0KFDuHPnDmbNmgV1dXVMnjwZXbt2FfYdFxeHefPmQV1dXfj76quvkJaWJhHf2tpaInbnzp3Rrl07odfamTNn8OzZM3h6epbb1tjYWFhaWpZbVKtOOypS+ngCwKpVq9ClSxfo6upCXV0d69atE45LZXbs2IGePXtCT08P6urqmDVrlsR2kyZNgr+/PxwdHREeHo67d+9K5BARESGRg7OzM8RiMe7fv19p3NGjRyMqKgqvX78GUFxY8/T0lCiqAYCDgwNiY2Nx8eJFuLi4wMvLS+LyX/bh48IaY4wxxhhjjLGPmqampsSfNAP037x5EyYmJkhJSUH//v3RqVMn7N69GzExMcIYaPn5+RVun5OTA2dnZ2hqamLbtm2Ijo7G3r17y92uVatW8Pf3x/r163H16lUkJiZix44dAIovOZw7dy5iY2OFv+vXryM5ORnKysrCPtTU1Mq0wcfHRyisbd++HS4uLmjUqFG57VVRUan0eFS1HeXJyMjAP//8AxMTEwBAZGQkgoKC4Ofnh+PHjyM2NhajRo2q9HgCwKVLl+Dj44N+/frh4MGDuHbtGmbOnCmxXUhICBISEvDFF1/g1KlTMDc3F457dnY2xowZI5FDXFwckpOT0apVq0pjDxkyBACwc+dOJCcn48KFC+VeBqqmpobWrVuje/fu+PXXX6GgoIBff/210n2zD4tCfTeAMcYYY4wxxhj7Nzt16hSuX7+OwMBAxMTEQCwW48cff4ScXHFflZKxwEooKiqiqKhIYtmtW7eQkZGB8PBwGBgYAIDEIPoVMTY2hqqqqjCgvpWVFZKSktC6detq5zFs2DDMmjULMTExiIqKws8//1zhup06dcL69evx4sWLcnut1aQdy5cvh5ycHNzd3QEAFy5cgK2tLcaNGyesU7pnGVD+Mb148SKMjIwwc+ZMYVnJRAylmZqawtTUFIGBgRg6dCg2btyIgQMHwsrKComJiZXmUF5coHhsN09PT2zYsAF3796Fqakp7Ozs3pu7WCyu9hh/7N+NC2uMMcYYY4wxxth/5eXlIT09HUVFRXj69CmOHj2KsLAw9O/fH76+vrhx4wYKCgqwcuVKDBgwABcuXChToDI2NkZ2djZOnjwJCwsLqKqqwtDQEIqKili5ciXGjh2LGzduIDQ0VGK7kJAQ5Obmol+/fjAyMsKrV6+wYsUKFBQUwMnJCQAQHByM/v37w9DQEIMHD4acnBzi4uJw48YNfP/995XmZmxsDFtbW/j5+aGoqAhubm4Vrjt06FAsWLAA7u7uCAsLg76+Pq5du4ZmzZqhR48eVW7H69evkZ6ejoKCAty/fx9bt27F+vXrERYWJhS02rRpg82bN+PYsWMwMTHBli1bEB0dLfRoK2n7sWPHkJSUhEaNGkFLSwtt2rRBamoqIiMjYWNjg0OHDgm90QDgzZs3mDJlCgYPHgwTExM8evQI0dHR8PDwAFA8o2j37t0REBAAf39/qKmpITExEX/88Qd++uknIe7Zs2cxZMgQKCkpoXHj/40x6OfnBzs7O9y8eRPTpk2TOH45OTmYP38+3NzcoK+vj+fPn2PVqlV4/PhxhZffsg8TXwrKGGOMMcYYY4z919GjR6Gvrw9jY2O4uLjgzz//xIoVK7B//37Iy8vDwsICS5YswcKFC9GhQwds27YNYWFhEvuwtbXF2LFj4e3tDV1dXSxatAi6urqIiIjArl27YG5ujvDwcCxevFhiO3t7e9y7dw++vr5o27YtXF1dkZ6ejuPHj8PMzAwA4OzsjIMHD+L48eOwsbFB9+7dsXTp0nJn9iyPj48P4uLiMHDgwEov91RUVMTx48fRpEkT9OvXDx07dkR4eDjk5eWr1Y7g4GDo6+ujdevWGD58ODIzM3Hy5EmJQtSYMWMwaNAgeHt7o1u3bsjIyJDovQYAX331FczMzGBtbQ1dXV1cuHABbm5uCAwMREBAADp37oyLFy9i9uzZwjby8vLIyMiAr68vTE1N4eXlBVdXV8ydOxdAca+8M2fO4Pbt27Czs4OlpSWCg4PRrFkzYR/z5s1DSkoKWrVqBV1dXYk29erVC2ZmZsjKyoKvr6/EffLy8rh16xY8PDxgamqKAQMGICMjA+fOnUP79u2r8lCxDwTPCsoYY4wxxtg7eFZQxir2Ic4Kyt9DGWO1hS8FZYwxxhhj7B0fUuGAMcYYY/WHLwVljDHGGGOMMcYYY0wKXFhjjDHGGGOMMcYYY0wKXFhjjDHGGGOMMcYYY0wKPMYaY4wxxhhjnyCeoIFJi8cgZIyx/+Eea4wxxhhjjDHGGGOMSYELa4wxxhhjjDHGGGOMSYELa4wxxhhjjDHGGINIJMK+ffvquxmMfVC4sMYYY4wxxhhjjAEYOXIkRCIRRCIRGjRogKZNm8LJyQkbNmyAWCyu8n4iIiKgra0tVRv27t2L7t27Q0tLCxoaGmjfvj0mTpwo1b6qKy0tDa6urjLbn7GxsXA8VVRUYGxsDC8vL5w6dara+xo5ciTc3d1l1raqMjY2xrJly4Tbu3fvhry8PB4/flzu+m3atMGkSZPKLB87dixEIpHEvtjHgQtrjDHGGGOMMcbYf7m4uCAtLQ0pKSk4cuQIHBwcMGHCBPTv3x+FhYW1GvvkyZPw9vaGh4cHLl++jJiYGMyfPx8FBQU12m9Vt9fT04OSklKNYr1r3rx5SEtLQ1JSEjZv3gxtbW04Ojpi/vz5Mo1TV9zc3NCoUSNs2rSpzH1nz57FnTt34OfnJ7F87969+Ouvv9CsWbO6aiarQ1xYY4wxxhhjjDH2UcvKypL4y8vLq3BdJSUl6OnpoXnz5rCyssKMGTOwf/9+HDlyBBEREQCAJUuWoGPHjlBTU4OBgQHGjRuH7OxsAMDp06cxatQoZGZmCr21QkJCAABbtmyBtbU1NDQ0oKenh2HDhuHZs2dC7N9//x09e/bElClTYGZmBlNTU7i7u2PVqlUSbdy/fz+srKygrKyMli1bYu7cuRJFP5FIhDVr1sDNzQ1qamoIDQ1FixYtsGbNGon9XLt2DXJycnjw4IGwXelLQR89eoShQ4dCR0cHampqsLa2xt9//13ldgAQcjU0NETv3r2xbt06zJ49G8HBwUhKSgIAFBUVwc/PDyYmJlBRUYGZmRmWL18u7CMkJASbNm3C/v37hWN6+vRpAMC0adNgamoKVVVVtGzZErNnz5YoJMbFxcHBwQEaGhrQ1NREly5dcOXKFeH+8+fPw87ODioqKjAwMMD48eORk5MDAPjss8/w4MEDBAYGSvRkHD58uHAulLZhwwZ069YN7du3F5Y9fvwY3377LbZt24YGDRqU2YZ9+LiwxhhjjDHGGGPso2ZgYAAtLS3hLywsrFrb9+nTBxYWFtizZw8AQE5ODitWrEBCQgI2bdqEU6dOYerUqQAAW1tbLFu2DJqamkhLS0NaWhqCgoIAFPccCw0NRVxcHPbt24eUlBSMHDlSiKOnp4eEhATcuHGjwracO3cOvr6+mDBhAhITE7F27VpERESU6QEWEhKCgQMH4vr16/D398fQoUOxfft2iXW2bduGnj17wsjIqEyc7Oxs2Nvb4/Hjxzhw4ADi4uIwdepU4ZLYqrajPBMmTAARYf/+/QAAsViMFi1aYNeuXUhMTERwcDBmzJiBnTt3AgCCgoLg5eUl9CZMS0uDra0tgOLCXUREBBITE7F8+XL88ssvWLp0qRDLx8cHLVq0QHR0NGJiYjB9+nShwHX37l24uLjAw8MD8fHx2LFjB86fP4+AgAAAwJ49e9CiRQuh111aWhoAwM/PD8nJyTh79qzE8YqKipLorSYWizF8+HBMmTJFotjGPi4K9d0AxhhjjDHGGGOsNj18+BCamprCbWkud2zbti3i4+MBQGLMM2NjY3z//fcYO3YsVq9eDUVFRWhpaUEkEkFPT09iH6NHjxb+37JlS6xYsQI2NjbIzs6Guro6vv32W5w7dw4dO3aEkZERunfvjr59+8LHx0do89y5czF9+nSMGDFC2E9oaCimTp2KOXPmCPsfNmwYRo0aJdz28fHBjz/+iNTUVBgaGkIsFiMyMhKzZs0qN9/t27fjn3/+QXR0NHR0dAAArVu3Fu6vajvKo6OjgyZNmiAlJQUA0KBBA8ydO1e438TEBJcuXcLOnTvh5eUFdXV1qKioIC8vr8wxLd1+Y2NjBAUFITIyUih0pqamYsqUKWjbti2A4jHQSoSFhcHHx0d4PNu0aYMVK1bA3t4ea9asgY6ODuTl5YVedyXMzc3RvXt3bNiwAb179wYA7Ny5E0SEIUOGCOstXLgQCgoKGD9+fKXHg33YuMcaY4wxxhhjjLGPmqampsSfNIU1IoJIJAIAnDhxAp9//jmaN28ODQ0NDB8+HBkZGcjNza10HzExMRgwYAAMDQ2hoaEBe3t7AMXFHwBQU1PDoUOHcOfOHcyaNQvq6uqYPHkyunbtKuw7Li4O8+bNg7q6uvD31VdfIS0tTSK+tbW1ROzOnTujXbt2Qq+1M2fO4NmzZ/D09Cy3rbGxsbC0tBSKau+qajsqUvp4AsCqVavQpUsX6OrqQl1dHevWrROOS2V27NiBnj17Qk9PD+rq6pg1a5bEdpMmTYK/vz8cHR0RHh6Ou3fvSuQQEREhkYOzszPEYjHu379fadzRo0cjKioKr1+/BlB8Gainpyc0NDQAFD/Wy5cvR0REhESe7OPDhTXGGGOMMcYYY+w9bt68CRMTE6SkpKB///7o1KkTdu/ejZiYGGEMtPz8/Aq3z8nJgbOzMzQ1NbFt2zZER0dj79695W7XqlUr+Pv7Y/369bh69SoSExOxY8cOAMWXHM6dOxexsbHC3/Xr15GcnAxlZWVhH2pqamXa4OPjIxTWtm/fDhcXFzRq1Kjc9qqoqFR6PKrajvJkZGTgn3/+gYmJCQAgMjISQUFB8PPzw/HjxxEbG4tRo0ZVejwB4NKlS/Dx8UG/fv1w8OBBXLt2DTNnzpTYLiQkBAkJCfjiiy9w6tQpmJubC8c9OzsbY8aMkcghLi4OycnJaNWqVaWxS3qm7dy5E8nJybhw4YLEZaDnzp3Ds2fPYGhoCAUFBSgoKODBgweYPHkyjI2NK903+7DwpaCMMcYYY4wxxlglTp06hevXryMwMBAxMTEQi8X48ccfISdX3FelZCywEoqKiigqKpJYduvWLWRkZCA8PBwGBgYAIDGIfkWMjY2hqqoqDKhvZWWFpKQkicsyq2rYsGGYNWsWYmJiEBUVhZ9//rnCdTt16oT169fjxYsX5fZaq0k7li9fDjk5Obi7uwMALly4AFtbW4wbN05Yp3TPMqD8Y3rx4kUYGRlh5syZwrKSiRhKMzU1hampKQIDAzF06FBs3LgRAwcOhJWVFRITEyvNoby4QPHYbp6entiwYQPu3r0LU1NT2NnZCfcPHz4cjo6OEts4Oztj+PDhEpfosg8fF9YYY4wxxhhjjLH/ysvLQ3p6OoqKivD06VMcPXoUYWFh6N+/P3x9fXHjxg0UFBRg5cqVGDBgAC5cuFCmQGVsbIzs7GycPHkSFhYWUFVVhaGhIRQVFbFy5UqMHTsWN27cQGhoqMR2ISEhyM3NRb9+/WBkZIRXr15hxYoVKCgogJOTEwAgODgY/fv3h6GhIQYPHgw5OTnExcXhxo0b+P777yvNzdjYGLa2tvDz80NRURHc3NwqXHfo0KFYsGAB3N3dERYWBn19fVy7dg3NmjVDjx49qtyO169fIz09HQUFBbh//z62bt2K9evXIywsTChotWnTBps3b8axY8dgYmKCLVu2IDo6WujRVtL2Y8eOISkpCY0aNYKWlhbatGmD1NRUREZGwsbGBocOHRJ6owHAmzdvMGXKFAwePBgmJiZ49OgRoqOj4eHhAaB4RtHu3bsjICAA/v7+UFNTQ2JiIv744w/89NNPQtyzZ89iyJAhUFJSQuPGjYX9+/n5wc7ODjdv3sS0adMkjl+jRo3K9AZs0KAB9PT0YGZmVunjxD4sfCkoY4wxxhhjjDH2X0ePHoW+vj6MjY3h4uKCP//8EytWrMD+/fshLy8PCwsLLFmyBAsXLkSHDh2wbdu2MrOM2traYuzYsfD29oauri4WLVoEXV1dREREYNeuXTA3N0d4eDgWL14ssZ29vT3u3bsHX19ftG3bFq6urkhPT8fx48eFYoyzszMOHjyI48ePw8bGBt27d8fSpUvLndmzPD4+PoiLi8PAgQMrvdxTUVERx48fR5MmTdCvXz907NgR4eHhkJeXr1Y7goODoa+vj9atW2P48OHIzMzEyZMnJQpRY8aMwaBBg+Dt7Y1u3bohIyNDovcaAHz11VcwMzODtbU1dHV1ceHCBbi5uSEwMBABAQHo3LkzLl68iNmzZwvbyMvLIyMjA76+vjA1NYWXlxdcXV2FiRI6deqEM2fO4Pbt27Czs4OlpSWCg4PRrFkzYR/z5s1DSkoKWrVqBV1dXYk29erVC2ZmZsjKyoKvr2+Vjj/7+IiIiOoiUFZWFrS0tJCZmSkxGwtjjDHGGGOs7oVfe17fTWAfqOmWjd+/0r8Efw9ljNU2vhSUMcYYY4yxT9CHVBxhjDHG/q34UlDGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqTAhTXGGGOMMcYYY4wxxqSgUFeBiAgAkJWVVVchGWOMMcYYY4x9wkq+f5Z8H2WMMVmrs8JaRkYGAMDAwKCuQjLGGGOMMcYYY3j9+jW0tLTquxmMsY9QnRXWdHR0AACpqal19oKWlZUFAwMDPHz4EJqamh9lTM7x44j5KeRYHzE5x48j5qeQY33E5Bw/jpifQo71EZNz/Dhifgo51kfM+sixJogIr1+/RrNmzeq7KYyxj1SdFdbk5IqHc9PS0qrzF2BNTc2PPibn+HHE/BRyrI+YnOPHEfNTyLE+YnKOH0fMTyHH+ojJOX4cMT+FHOsjZn3kKC3uqcYYq008eQFjjDHGGGOMMcYYY1LgwhpjjDHGGGOMMcYYY1Kos8KakpIS5syZAyUlpboK+UnE5Bw/jpifQo71EZNz/Dhifgo51kdMzvHjiPkp5FgfMTnHjyPmp5BjfcSsjxwZY+zfTEQ87zBjjDHGGGOMMcYYY9XGl4IyxhhjjDHGGGOMMSYFLqwxxhhjjDHGGGOMMSYFLqwxxhhjjDHGGGOMMSYFLqwxxhhjjDHGGGOMMSYFLqwxxhhjjDHGGGOMMSYFLqwxxhhjrAyeNJxJ61M4d+ojx0/huJbnU82bMcbYh+NfV1j7FD6ofAo51kdMzvHjiPkpfoD+FHNmVffu+VHb50tRUZHEbbFYXKvxgLrPsT5ifgo5fgrnTn3kWB8xS3v79i1ev35dZ/Gys7Px9OlTvHnzBmKxGCKRqNZzrusc6zpefcSsjxwZY6y+iKiev9FlZWXhzZs3UFRURMOGDQEUfygSiUS1FvPFixfIzMwEEaFly5a1FqdEfeT4KcTkc6d21HWOdR3vXWlpabh58ybk5eVhaGgIExMTALV3nB8+fIhLly5BXl4eBgYG6Nq1q8xjvKuuc6yPmB9rjklJSdi2bRtSU1PRq1cv9OrVC23btoVYLIacnOx/G7t58yZWrlyJJ0+eoF27dhg8eDC6dOki8zil1XWO9RHzU8jxUzh36iPH+ohZ2o0bNzB58mSkp6dDX18fjo6O+Oabb6CiolIr8a5fv46vv/4az549g46ODqytrbFo0SKoqqrW2uNa1znWdbz6iFkfOTLGWL2iehQfH0+2trbUsmVLsrGxoVGjRlFBQUGtxoyLiyMLCwsyMjKiVq1akbOzMz148KDW4tVHjp9CTD53akdd51jX8d4VHx9PzZo1IwsLC1JRUSFra2sKDw8X7heLxTKP16RJE7KxsSFdXV0yMDCgSZMmyTRGeTHrMsf6iPmx5piQkEBaWlrk4eFBtra21K1bN2rRogWdOHFCZjFKu3nzJmlqatKIESPIw8ODnJycSElJiTZv3izTOKXVdY71EfNTyPFTOHfqI8f6iFnanTt3qGHDhvTVV1/RunXraOjQoWRlZUWOjo70+vVrmce7f/8+NW7cmMaPH0979+6lGTNmkKWlJZmZmVF6ejoRERUVFck0Zl3nWNfx6iNmfeTIGGP1rd4KaykpKaSrq0uTJ0+m3bt306JFi6hNmzbUsWNHSk5OrpWYDx8+pGbNmtH06dPp9OnTtGvXLurSpQsZGhrSiRMnqLCwUKbx6iPHTyEmnzsfR451He9dGRkZZGZmRhMnTqSMjAz666+/aM6cOaSiokITJkwQ1pPVl7PMzEzq3LkzTZgwgfLz8ykpKYk2bNhA6urqNGTIEMrOzpZJnNLqOsf6iPmx5lhYWEhffvkl+fj4CMuuXbtGfn5+JC8vTwcPHiQi2X7JHDduHLm7uwu3nz59SrNmzSJ5eXlavXo1Ecn2ONZHjnUd81PIkejTOHfqOsf6ilnamjVryNnZWTiOYrGYdu/eTV26dKHu3bvL/H1r165dZGtrSzk5OcKymJgY6tGjBxkbG9OLFy+EdshKXedY1/HqI2Z95MgYY/Wt3gpru3fvJmtra8rMzBSW3b17l7p160bt2rWjp0+fEpFsPxSdOnWKzM3N6cmTJ8KywsJCcnV1JX19fbp06ZJMY9ZHjp9CTD53Po4c6zreu+7du0ft27enuLg4YVlWVhZt2rSJlJSUaNq0aTKN9/z5c+rYsSOdPHlSYvmZM2eoYcOGNHLkSJnGI6r7HOsj5seaY35+Ptnb29P06dMllj979oy+/vprUlZWFp4jsjJo0CDy8/Mrs3zBggUkEono0KFDRCS7L7X1kWNdx/wUciT6NM6dus6xvmKWNnv2bDI0NJRYVlhYSIcPHyYbGxv68ssvKT8/X2bxVq5cSdra2mWWJyYmUrdu3ahnz5705s0bmcUjqvsc6zpefcSsjxwZY6y+1Vth7aeffqLGjRsLt0u+PD958oQsLCyoZ8+eMo+5c+dO0tbWprdv3xIRUV5ennDf559/Tu3atZPph5P6yPFTiMnnzseRY13He9eDBw9IRUWFtm3bJrH87du3tHbtWmrcuDH99ttvMov34sUL0tLSomXLlgnLSvI7evQoqaqq0vLly2UWj6juc6yPmB9zjt988w316NFD6KVRIjU1lTw8PKhfv34SxfeaCgkJIQMDA3r8+DER/e/8zM/Pp7Fjx1K7du0oLS1NZvGI6j7H+oj5KeT4KZw79ZFjfcQs7cSJE9S5c2fav3+/xI9cb9++pRUrVlDnzp0pISFBZvFu3bpF5ubmtGzZMole64WFhXTw4EGysLCgo0ePyiweUd3nWNfx6iNmfeTIGGP1rd5mBR0wYACUlZURHh4OAJCTk4NYLIa+vj5Wr16Np0+fYseOHTKN6erqCg0NDUyePBkAoKioiPz8fADA5s2bkZeXh8WLF8ssXn3k+CnE5HPn48ixruOVRkTQ19fH4MGDsXPnTty4cUO4T0lJCe7u7ujVqxf++usvmcQTi8Vo2LAhvv76a2zduhVnzpwBAIhEIhARHBwc4Ofnh9OnT+Pt27cymdWurnOsj5gfe44ODg54+/YtNm7cKDGzmoGBAQYMGIDY2FhkZmbWOE4JV1dXGBoaIiwsDM+ePRNm4mvQoAEGDx6MzMxMpKenyyweUPc51kfMTyHHT+HcqY8c6yNmaZaWllBXV8fKlSuRmJgoLFdSUsLo0aNx584dnD17VmbxmjdvDmtra+zduxdHjhwRlsvLy+Pzzz9HRkYGoqOjZRYPqPsc6zpefcSsjxwZY6y+1VthTUdHBx4eHjh69Ch+++234sb8d6afDh06QE5ODnfv3pVZPCKCiooKgoKCcOHCBfzwww8Air/Mi8ViNGrUCC1atJDpB5S6zvFTicnnzoefY30c09JEIpHwxSQpKQnr16/HnTt3hPubNGkCIyMjXL58GYWFhTWOV/LYubm5QUNDA6tWrRIKLyKRCIqKitDX18fdu3chEolkMqNkXedYHzE/9hw9PDxga2uLX375BVu3bsWLFy+E+2xsbKCqqipRUKiprl27YsCAAbh48SIWL16Mx48fC+du27ZtoaamhpycHJnFA+o+x/qI+Snk+CmcO/WRY33ELCEWi6Gjo4OtW7fi+vXrCAwMxOXLl4X7FRQU0LlzZzRu3Fgm8YgI6urqCA8PR15eHn744Qfs2rVLuF9ZWRnt27eHjo6OTOIBdZ9jXcerj5j1kSNjjP0bKNRXYHV1dQQEBGDChAn45Zdf8PbtW4waNQoAoKmpiZYtW0JJSQlA8ZttTb9oikQiyMvLY/Dgwbh9+zZ27NiBN2/eIDg4GHJyclBSUoKOjg4aNGggs5h1neOnEvNjPHfe3eZjzLE+41XEzc0NT58+xffff4/8/HyMGDEC3bp1AwDk5uaiVatWMuk9VqJHjx4YP348wsPDER4ejq+++gpffPEFioqK8PTpUxgYGEAsFsssHlD3OdZHzI8xR7FYDDk5Ofz0008YNWoU1qxZg9u3byMgIABaWlrYtGkT5OTk0LRpU5nkUxJv2rRpyM3NxbFjx3Dr1i2EhoZCTU0Nv/76K/Lz89GqVSuZxCsds65yrI+YdRHv3dfHj/XcKYlT+v8fW471HbM0OTk5FBUVwcjICJcuXYKTkxOCgoLQp08f9OrVC4cPH0ZiYiK6dOkik3gikQhFRUXQ19dHVFQURo4cicWLF+PQoUNwcXHBuXPn8Ndff2HlypUyiQfUfY51Ee/d14Pajln6eVlXOTLG2L9SXVxvWp6ScSJu3rxJnp6e1KlTJ/ryyy9py5YtNHbsWNLU1KTbt2/XSszU1FSaOnUqtWrVihwdHSk8PJxGjx5N6urqdPPmTZnHq60cyxt/qrZjljeQfG3GrOscK5qJsrbOnYqmHa+r50fp41tfz4+6ildRfCKiTZs2UY8ePahNmzbk6upK7u7upKmpKTE4vSzjHTp0iDw8PEhbW5u6detGffr0IW1tbYqNjZVZjHdv10WOdRHz3degusixLo9r6fxKvx7NnTuX7OzsSCQSUZcuXUhPT4+uXr0qVYyKxi4sHTsiIoJcXV1JJBJRhw4dyMjISOp4lamtHN9VOufaiFkyVuS7sWorHhGVGVustmM+ffqU7ty5U+59tXXuJCcn0w8//FDufbWRY2WPXV09P0rHqY/nJFH5z5fHjx/TuHHjyMLCgkxNTcna2rpWXxP++ecf+uGHH6hnz55kYWFB9vb2NX6PfF9MWeUoFosrnXipNo7p8+fP6eXLl0L82o55+/Ztunv3boX31/V5wxhj9U1EJOOf8UspKiqCvLz8u4U84ZeUkv8/fvwYR48exerVqyEvLw91dXUsXboUFhYWUsemCnq4lCx/9eoVYmJisGjRIhQWFkJdXR2hoaHo1KmT1DEra4csc8zPzxfGo1JUVKyTmGlpadDQ0IC6unqlj6usYt68eRMA0K5du3Lvr40c79y5gz/++ANubm5o3rx5hTFlde4kJSVh0KBBWLNmDXr37l0nOWZmZqKoqAivX7+GkZGRRJzayLGqrwG19XzMzs5Gbm4utLS00KBBA2Gsund7PQDAtWvXEB8fj+PHj8PExATDhg2Dubl5teK9+8vtu0rn/vDhQyQmJuLo0aNo0aIF+vfvDzMzs2rnmJeXh8LCQqipqb23TbLIESg+j54/fw5VVVU0bNgQysrKtRrzzp07+Ouvv/Dll1+W2X9t5RgTE4N169Zh7dq15d4vi5iPHj1CQkICsrKy0LVrV+E5Wfp5U1hYCAWF4s7l//zzD2JiYqChoQEjIyO0aNGiWjllZ2dDWVkZCgoKFb5Hlo4nFotx5coVqKurQ0dHB3p6etWKBwBPnz7Fo0eP8OLFC/Ts2ROqqqqVxqxpjgCQmpqKCxcu4OXLl+jWrVu5PSNkGTMxMRFTp05FYGAgPv/8cwBlP4PIOsdr167B2toaV65cgaWlZbnryDJmfHw8PD09MWHCBHh6ekJXV7fSeLI4d+Lj4+Hg4AANDQ1cvXoVOjo6tXpck5OTsW7dOuTk5MDY2BhTp06t9RwfPnyIW7du4fnz5+jSpQtMTU0BVPwaIIuYpd2+fRtbt25Famoq+vTpA0tLS3Ts2FGIJScnJ/S8FYlEKCgoQH5+PrKysqCurg4NDY1qxXv+/DnevHkDAwODCtcp/dpa8nhnZWWhQYMGUFFRqXaO9+/fx+HDh3Hv3j04OTmhT58+ZT47yzLH27dv45dffsGtW7fw+eefY9CgQTA0NKy1eABw7949ODo6YuDAgZg+fTp0dXXLPFdkGTMuLg5du3bFsmXL8PXXX5e7jqxzZIyxf73aqtglJibS119/TX379qWQkBA6duyYcF/JLynl9Q568+aN1FNpP3r0iC5cuFAmTmkV9UiSZtrn5ORkCg0NpSFDhtCGDRvK7UEk6xxv3rxJI0eOJDs7Oxo7dqxEvrUV8969e6SgoEB9+vQRfiF/N4YsY8bFxZFIJKJFixZVuI6sc4yLi6OGDRvSpEmThMex5NfGys5XIunOnWvXrpGmpiaJRCJhlsh3f92UdY43btyg3r17U8eOHal169a0cePGMuvIMsfExEQaN24cOTs703fffUf79++v1Xjvio+Pp65du1K7du2oXbt2FBQUJPS2KIlb2S/K1XXnzh1auXJlpTO0yTIeUfExdnNzI2tra+rWrRvt27dPYnbV2oh5/fp16tGjB7Vt25ZatWpFixYtqtWYr169Il1dXTI0NJSYUbWinl2yEBsbS6qqqvTtt99KLC/9nlLTHOPj46lp06ZkY2ND8vLyZG1tLRGvsLBQpscxMTGRnJ2dafv27cLzq7KeeJUtq6r4+Hhq164dWVhYkEgkon79+tH169cl9ivr8zM+Pp4MDAzIwcGBtLS0yMHBoUwvF1nGFIvFNGLECNLS0qL+/fvTiRMnJO6TdTyi4vNTQ0ODJk2aVGGbZBnz9u3b1KhRI5owYUK5vawLCwtlfu7ExsaSiooKjRgxgrS1tWnlypVl1pFljvHx8dS4cWPy9PSkPn36kKWlJa1Zs0a4XywWyzzHuLg4atq0KTk7O5OOjg51796dRo8eLdxfUFAg85ilJSQkkLa2Nrm4uJCLiws1bdqU+vTpI/HZoKCgQPh/RkZGjePp6OjQiBEj6NGjR+9dXxaznZa8Hnz22WfUpUsXkpOTo9WrVxNR2c94RDXPMT4+npo0aUKenp40bNgw0tTUpKVLl0qsU/q8rWm8Ehs3biSRSETOzs40a9Ys+ueffyRilX6PrGnMa9eukYqKCgUFBVW4jizjMcbYh6JWCms3b94kLS0t+vLLL2no0KHk6OhIjRo1knhzKf2iW1KsqcmHpJs3b5Kuri599tlndOrUKWF5RR9ASt50Sj40VPeDyvXr16lp06Y0cOBA6tOnD7Vq1YomTpxIb9++LXdfssgxPj6eGjZsSGPGjKEJEybQZ599Rt98843Eh6/S+5dFTCKiy5cvU/PmzcnR0ZFcXFyEN8ny9lvTmCUfpqdNm1bhOrLO8cmTJ9SmTZsyHxIqukyzpudOSY6LFi2i4OBgatKkibDP8sgix8TERNLR0aFp06bR1q1bKTAwkGxsbOjVq1fCOqXzqGmOCQkJ1LBhQ/r6669p/Pjx5OPjQ8rKyhUWRmoa710pKSnUuHFjCggIoMOHD9PUqVOpd+/e1L59e+GLfenXoIMHD9Yo3u3bt0lbW5tUVVVp8eLF9PTp00rX37p1a43iERUf48aNG9PYsWNp3bp19MUXX5CJiQk9ePCg3PVrmiNRcXG2UaNGFBgYSH/99RcFBASQsbExPX/+XFin9GMni5j//PMPmZiYkIeHB9nZ2UmcQ+8W1GQRLzY2ltTU1Cr90lD63JUm5qtXr8jCwoImTpxIr169okePHlFoaCh16NCBvvjiizLr//jjjzU6Z+7fv09t27alBg0akK2tLe3evbvC4hoR0Zw5c2jJkiVSxyMqfk7o6+vTrFmz6N69e3Tr1i1q0aIFTZw4sdz1a5ojEdGtW7dIT0+PZs6cSbm5uZSamko6OjoUGRlZazGJiMaNG0fdunWjgQMHkqOjIx0/frzW4l2/fp1UVFRo9uzZwrKnT59SfHy8RBFEljEnT55MQ4cOJaLi8+W3336jFStW0ObNm4V1Ss4jWZw7JV/cp0+fTkTFx9fW1pYeP35c7vo1zfGff/6hTp060dSpU4mo+Pnp6upaJo+S570sckxPT6d27drRd999R/n5+fTs2TOaM2cOiUQi6t+/v7CeLI9rafn5+TR8+HDy9/cXYly+fJn8/f3J3NxcoqhIRLRo0SIaNmwYpaamShUvLS2NunfvTnZ2dqSiokKjRo2q8PEkIlqxYgV169aNbt26JVU8ouLPAa1ataLp06cLr3dLly6lxo0bl1u0q2mO9+7dIyMjI5o5c6ZwrgQGBtLYsWPL/bGwpvFKu3z5MvXp04cmT55MFhYWNHPmzHI/w9Y05u3bt0lBQYHmzZtHRMWf2Y4ePUrr1q2j06dPl/nsI8scGWPs365WCmuBgYE0cOBA4faDBw8oLCyMRCIRhYeHS6y7fPlyat26NT18+FDqeOnp6WRvb0+9e/emnj17kru7O508eVK4/90vDqtWrSKRSFTp2ACVefjwIZmbmwsf+oiKx75o2LAh3b9/v8z6ssjx/v371LJlS5o5c6awLCwsjHx8fOjt27eUm5sr85gl4uPjqXXr1rRs2TLq2bMnubq6CvFKf6Guaczbt2+TSCQS3rALCwtp165dNG/ePNq5cyddu3ZNYn1Z5XjixAnq3r07FRYWUmFhIY0fP5769u1LdnZ2tGLFCol1a3ruxMbGkoKCAn333XdEVPwlqW3btkKx4N1zVRY55ufn0+jRoyV+CT9+/Dj179+fnj59SklJSRLr//TTTzXK8c2bN+Tt7S3xBTolJYXatm1LIpGI5s6dK7F+TY9peXbu3Em9evWSGPfozJkz1L9/fzIyMqKEhAQiKj7ee/fupRYtWgjnXXVlZWWRp6cnDR8+nMaPH0+Ghoa0cOHCCotrZ8+eJR0dHfrPf/4jVTyi4i+C9vb2ZXpUtW7dmoKDg8usX9MciYq/vFtbW0s8ri9fviQnJye6cuUK3bt3Tyi6y+K4lubj4yOML2htbS30OIiPjxfWkUW8J0+ekKqqKo0cOZKIisfNmj59Onl6epKjoyOtW7dO+EJWkxwfPHhApqamdPHiRWHZ69evaefOnWRmZkaenp7C8nv37lGfPn3I3t6esrKyqp1TQUEB/fDDD+Tm5kZXr14lJycn6tKlS4XFtWfPntGIESPIzMyMXr58KVWROzc3l8aMGUN+fn6Ul5cnFEB//vlnat++fZkfoFJSUmqUIxFRTk4O+fv703/+8x+JH5sGDx5M8+fPp3nz5kkU2O7evVvjmCW2b99O4eHh9Pfff5OzszP17duXrl27RgsXLhQK3bLI8fXr12Rvb0/a2trCskGDBpGlpSWJRCJycHCg5cuXC/fV9NwpMXjwYGG/JcWRVq1aUatWrahbt25CESEtLa3G5869e/dIS0tL4vPV7t27SVNTU/jRtHRhWxbHNSYmhtq2bSsxftyoUaNo0KBBNGzYMPr666+F5U+ePKlxjkTF7wOdO3emJ0+eCMsSExPJwMCAdHR0JIprT58+lUnM0sRiMdnZ2dE333wjsfzWrVs0btw46tKli0Qv89mzZ1OPHj0k2ludWH/88Qd5enrSnTt36PTp09SgQYNKi2vr1q2jvn37VvhD0fsUFhZSWFgYDRo0SOLHyZs3b5KJiUm5YwXWJMeCggJaunQpBQQESPxg+Z///If69OkjvHfu27dPJvFKKyoqotjYWOrZsyfl5+fTrFmzqEuXLhQWFkYuLi60ePFiYd3g4GCpY+bn59PUqVNJWVmZDh06RERErq6u1L59e2rWrBkpKyvT8OHD6dKlSzLPkTHGPgQyL6yJxWIaOHAgeXt7SyzPzs6mJUuWUIMGDWjDhg3C8h07dlDfvn3p3r17UseMi4sjd3d3+vvvv+nMmTPvLa79/fff1L9//zIFhaoQi8W0adMm8vDwoPv37wsf8PLy8sjc3Jz+/PPPMttERkbWKEexWExRUVE0duxYSk9PF5aX/DLVvn17cnV1pV9//VVmMUsUFRXRy5cvaeDAgfT06VOhYDFw4EByd3en2bNnC8WLmjyWYrGYNmzYQCKRiH777TciIvrss8+oc+fO1Lp1a2rVqhVZW1tLfCiRxblDVNyFvmfPnkJMV1dXmjVrFk2ePJnk5ORo8uTJwro1OXeysrLIyclJojhaUFBA/fv3J1tb23K3kUWO+fn51KtXL4mCyNy5c6lx48bUtm1batKkicxyJCouRlhZWdGPP/5IRP/rhfbNN9/Q4MGDSV5eniIiIoT1L1++XKN45Vm3bh1paGhIFH5LYn3xxRfk6OgoFL7S0tJo+vTpUhf2Xr58ST/88APt2rWLiIhmzZpVaXHtxYsXtHr1akpOTpYqHhHRpUuXqG/fvnTlyhUiIuFSzKFDh9KUKVPKrP/kyZMa5UhUXMRasGCBRLtDQkJIUVGRWrVqRR06dKA+ffoI56osYpYUZFxdXWnLli30zz//0Ndff029evUic3NzatOmjfD6U9PHkYjoypUrZG9vTx06dKDk5GTq168f9ezZk77++mvq378/de7cmfz9/YXzStqYL168IBMTE4kvPETFz51NmzZRp06d6OeffxaW//3331IX18ViMcXExNDOnTuJqPj1oHRxreTcKf0eefPmzRpdhvX69WsaNWpUmcvN9+3bR/r6+pSVlVWmOHDp0qUa/YDw5s0bOnDggMRln/PmzSORSETDhg0jW1tb6tixo8TlkzU5rqX9/vvvwmv4iRMnaODAgdS8eXMSiUQS79k1jZebm0tbt26l1q1bk7u7Ozk7O1P//v1p165ddP78efLx8aGuXbvSli1bZBaTiMjd3Z1GjRpFa9asob59+9Lz58/p+fPn9Ndff1G7du1owIABwrrJyck1Onfu379PmzZtKrN8wIAB1Lt3b4kfS0rUNMdbt26RoaEhhYSEUEFBAc2bN48UFBRo2rRpNHHiRDIzM6NevXoJ69c0RyKiP/74g4yMjITXcKLinnpdu3alZcuWkampKe3YsUOmMUuUXNb6zTffkJeXV5lJMOLj46lv3740YsQIiSLmu++n1ZGenk7nzp0Tnvd//vmnUFwrfVlo6V6XpQtU0ti3b1+Zqx9yc3OpWbNmdObMmXKvAqhJjrdv35Z4POfMmUPKyso0Z84cCg0Npb59+5Kjo6PE+0VN4r3LyclJ2Pe8efNIV1eXVFRU6OjRoxLr1STm9evXacKECWRqakqGhobk5uZG8fHxVFRURIcPH6YOHTrQmDFjJF7fZZkjY4z9m9VKj7WlS5dS27ZtKTExUWL5ixcvaOLEidSjRw+JN9KKLrmrqqKiIqEHClHxG3ZJca30eCel37ClHaeKiOjYsWNlxkx48+YNGRsbC0Whd9X0F/GnT59KdImfN28eqamp0YoVK+jnn3+moKAg0tPTo3Pnzgnr1PS4lubg4CBc8rR//37S09MjOTk5ieJlTWO+fv2aFi9eTCKRiJo3b04eHh5CseXvv/+moUOHkoODg8QvX7LI8eLFi6StrU2LFy+mfv36SZybe/bsITk5Ofr999+FZeV9sK+q0sWjkqJBXFwcaWpqShSbSpNFjjNmzCAjIyMKDQ2lb7/9llRVVWnXrl30119/0b59+0hBQYHWr18vrF+THLOzs8nNzY3Gjx9Pz549I6LiXgi6uroUGRlJ/v7+5OzsLNHLsibxynPt2jWytLSkdevWldn3zp07ydzcnM6cOSMsq+nl0s+ePZP4IDlz5kyhuFZyDAoKCoQPmLIYG6h00aLkXJowYQKNGzdOYr2cnByJdWqidO+Bkp6N27dvpwcPHtC+ffuoe/futGDBAuG1tqZ5lmy/cuVKicu0TE1NSU1NjQIDAyXWl0WOMTEx1LdvXxKJROTq6ipxmfaPP/5IJiYmdP78+TJtrI63b9/SiBEjyMXFRaLXHVHx4+Xm5kZDhgyRPol3vHtccnNzheLanj17hMer9A8XNVX6dbok/l9//UUdOnSQeK6Ufu+uqdJj/cXFxZGqqqrQ66aoqIimTZtG1tbWEsUuWUhKSqJu3boJtx0dHUlVVZW6d+8u8Z4sC2/evKFdu3aRiYkJ9ejRQ6LYkpGRQT179iQfHx+ZxCo5tzdt2kSOjo7k5ORUpkdsZGQkmZuby6THcWWzjm/cuJFatWpF0dHRwrqyGmssMzOTpk6dSs2bNycnJydSUFCg3bt3C/efOnWK9PT0JIYZqakHDx6QsbExjRgxgiIjI+ns2bOkpaUl/PDWtWvXSofEkFbpY7Zz505SUVGhdevWlTmWu3btIgUFBbp3716NjnN525b0lH2351phYSGtWLGiTCGouio7j3JycsjIyEjieXny5Mkanb/lxXv9+jV99dVXEkMFnDlzhhQUFGRyHr07o3tRURF169ZNKMaOGDGC1NXVqV27djRv3rz3Dk/xPqVzTExMpP/85z/k6upa5nvehg0bqEGDBpSamirzsSUZY+zfrlYKa+fOnSMbGxuaOnVqmV8R//jjD9LQ0JD4VUeWSj7Anz59mmxtbSV6rk2dOpWioqJkGq/kzU0sFpOlpaXE/rdv305///23TOOVGD9+PB0+fFi4nZiYSHp6ejIZL6a0kjdGT09PoUfcl19+Sdra2tS5c2dyd3eX6a9Rb968oR9//JHs7OzKnCN79+4lZWVliouLk1k8sVhML1++JF9fX7K0tKROnTpJ3Pf69WuytLQsd+Dk6sapyPPnz8nR0VG4/Kz0OSUr8fHxNGPGDBo+fDj16NGjTGHYwcGhTEGmJn766ScyNTWlvn370vjx40lVVVW4nCYqKop0dXUrHVdOWqU/yA0ZMkToRfpuYcHY2JhmzJgh03hEksX7GTNmkKGhIS1atIgePnxIU6ZMIQ8PD8rPz6/RY/vuWC2l2zB27FgaPHiwcHvZsmW0bNmyGn8JLa9gdfv2bTp79qzEsu7duwvncU2829aIiAihx4ifnx81adKEBg0aRHZ2dmWGF5BW6Rz/+usvCgoKoj/++KPMfVpaWjKJWTJOp5eXV5nLkn788UeysrISiqKyVJJLTk4OOTk5kbW1Ne3cuZPGjh1LzZo1q3TcI2mUPj8vXrxIhoaGlJ2dTUTFz5G+ffvWuGdKRUqKeyVtWLduHZmbm8s8XlFREfXu3ZtSU1Np+PDh1KxZM1q9ejW5u7uTjY2NRBFfFnJzc+ngwYN05MgR4fEs+febb76h3r17y/RL7YMHD8je3p5EIhENHz5c4r4zZ86QmZkZpaSkyCxeed6+fUstW7aUGNJAlrKysujevXt05swZ6tChg8T705UrV6h169YUExMjk1ilxzTr1KkTtWzZklq0aCFRSPP29qZhw4bJJB5RcaGnvB88Zs+eTUpKSrR161aJH6FiY2Opffv2UveWLx2vvPeekjaUFNdGjx5NPj4+pK6uXu5EYNWNWd75X1hYSFlZWdS2bVuhZ+u0adNIS0tLqte99+VY8l5d0paEhASysrIq82NKTWOW7D8kJIT27t1LY8aMoWbNmlF8fDwFBweTiYkJzZ8/X6ofnio6prdv36ZTp06VyXH37t218hrLGGMfglqbFXTJkiVkZGREs2fPlvglKD09ndq3b1/ubJayVnJZ6KBBg+iLL76gBg0alJkdTJZ69eoljDswffp00tLSKncch5p498275M3s0aNH1LVrV4keerK0bt06WrhwIX355Zekr69P0dHRQs8fLy8vmX6Iz8zMpNjYWKH3Qcm+L168SObm5uWOY1dTu3btojZt2pBIJJKYwZaIqE+fPvTLL7/IPGZpW7ZsIXl5+VorxJZ4+/YtdenShVatWiUsE4vF1LdvXwoNDa3x/kufn5s3byZ/f38aPHiwxFh1e/fupc6dOwtfrmvq3dmASxeeunbtSqampnTo0CGJD4B9+/YVxumqabyKnpNExZeFmpiYUOfOnUlJSYmuXr1aqzEnT55Mo0aNIqLiL0wikUiYrEGWMd99vhcVFdGbN2/Iy8urTNFWFvESExNpwIABNGTIENLX16fk5GR6/PgxDRs2jJycnKSedezdmKW/eKSkpEj0gCosLKS0tDTq1q2bRA9WaZQcv7/++ovU1NRo8ODBEr0YvvrqK3Jzcysz26qslHxRevPmDTk7O5OioiKpqanJrHBQkdOnT1PDhg3p7du3FBwcTAoKCkIPpNrw7vPk22+/JS8vrxr1WC8vRl5eHtnZ2VHz5s3JwMBAGA/00KFD5O3tLfU4UZXJy8srd7ICb29vGj9+vMzilBzDpKQksrS0JB0dHVqwYAERkfA42tralrmcUJZKj9Fnampaaz/MEhXP7tylSxeJHw1mz55NnTt3lmlPx5LXgKdPn1JqairdvHlTuK+goIBcXV1p/vz5MolV3ozApc+dKVOmkJycHIWGhtLly5cpMzOTpkyZQm3atJHqB7CqzEBM9L9jcPLkSRKJRNSwYUOpX4OqGjMnJ4eMjY3pypUrNGfOHFJTU6PLly/XSrx3b3/33XfUtWtXqX9UfF/MJUuWkEgkEj6jlwgNDZWqQFpevNLv/eUd38mTJ1Pfvn1lesUMY4x9KGReWCv9ojt//nwyMzOjYcOG0fHjx+nevXs0ZcoUatGihczGiihP6Rf7kydPkoqKCmlra9dqUS0/P5/atWtHe/fupdDQUFJRUanTLwwzZsygjh071tpxLRn/zMjISPjgUzK5QG0UusozZcoU6tGjB718+VJm+yx9HHfs2EHt27enFi1a0MaNG+nMmTM0ffp00tfXr/E4bu/z6tUr6tu3L3311Vcy/dJXnq+//pq+/PJLunr1Kr148YJmzZpFzZo1q9GYX6W9W3R591fScePGkaOjo0wKaxXNBly6IOHg4EAdOnQgf39/Wr9+PQUEBJC2trZUY7pVdfbh0segQ4cOpKOjI3VPy6rELDnG06ZNo6CgIAoLCyNlZWWpv4BWd5ZlouIvn0ZGRlL9mPC+eG/evCEDAwPS09OTKE6mpqZKPShyRTEr+1V/zpw5ZGZmVu0Zzso7biVxrly5Qp07dyYrKyuysLCg//u//yNNTc0avV9VpXdiSfyxY8eSjo4O3bhxQ+p4VY156dIlsrGxoaCgIFJSUqpxgaSqvTBzcnJoxowZpKurW6M8K4u3detW6tatW5mcavo6V9Ucc3NzacaMGaSvr1+jmRQrK4AkJSXR4MGDycDAgPT19al3796ko6NTZmIhWcQsT2JiIikqKkpM0CDreCWTtDg5OZGXlxeNHj2aGjZsWCs5lrfs8ePHNHPmTGrcuLHUPbdKq2xG4NLvU0uXLiVzc3PS0dEhCwuLMq+1sohXXr5v3ryhwMBA0tLSKnNZYW3EfPPmDXXq1Il69epFioqKUr0GVTfHO3fu0IwZM0hLS0vqzwFVeRyfPHlCs2fPFj6j1+QH76qeNyVKctTW1pb6xzzGGPvQSV1Yq+zLR+kX3YiICHJ3dyc5OTnq2LEjGRkZSd1ro7rdmPPy8uibb74hbW1tqT5MVydeQUEB2draUrt27WpUVKtujklJSTR58mRq2LCh1F/Eqhpz0aJFQl6yvqysMrdu3aLAwEBq2LCh1B9Kqnq+njx5ksaMGUPKysrUsWNH6tSpk1TnqzRd7seMGUPt2rWT+vKvqsbcsmUL9ezZkzQ1NcnGxoaMjY3rJMeYmBgaO3ZsjT5clva+2YBLF9e+//57+uKLL6h9+/bk5OQk1Zek6s4+nJeXR2PGjCGRSCT1pR/VjRkUFEQikYjU1NSkfg2qbsxjx47RhAkTpP6C/b54JT0rEhISJIqhNXkNqm6OR44coYCAANLS0qpyjtnZ2ZSVlUWZmZkVrlPyHHrw4AHt2bOHAgICaOHChRK9V6qqKvHetXLlShKJRFK/J1c35oULF0gkEpGOjo7UPVOqG3P//v00YsQIMjAwkCrPqsbLz8+X+NGnJudndXPcs2cPDR06lPT19Wstx5L3yefPn1NsbCyFhYXRtm3bpO6VL835SkQUHh4u1ee5qsQrecwSExNp7Nix5OLiQmPGjJG64FPdHO/duycUR6V9TpZWlRmBS7+P3759m/788086duyYxFizsoz37vMiJiaGjIyMpO6tX52YRUVF9PTpU1JVVSU1NTWp3perm2NiYiK5ubmRhYWF1J/RqxKzhCx6OVc3x4SEBHJyciIzM7MaF6AZY+xDJlVhLSkpiRYvXlxpT4HS3cyzs7Pp+vXrlJCQIHVX+qrEfPcNOzU1lRo3bizVG3Z14+Xm5pKtrS01btxY6qJBdWMmJCQIk0FI+4Zd3ceypqqb4/Xr12nMmDFkaWlZpzk+fvyYnj17JtXlLdXNseSDbUFBgdS9/6oSs3QB8fLly7Rt2zbauXNntXvfVDVeadnZ2XT48GH6/PPPZdZztCqzAZf+0FlUVESvXr2SmDRB1vHeHVB4wYIFUl1mIm3MOXPmkLq6utRfBKWJuWzZMhoyZIjUPYGqEk/WqpvjwoULyc3Nrcq/xCckJFDfvn3J0tKSmjVrJox9Wd7ltLIYS7E68Up79uyZ1IURaWLev3+fbGxspJ6wQJqYKSkptGTJEqnyrEq8d39gqOmwCNIe19DQUKl6OEl77tSENDFrMjFJdeKV/FvyPvFu4aI2YpbIzs6mmJgYqd6Ty1PVGYFlMelLdeKVPgavX7+u0VUI0sRcu3at1J9DpIl38eLFGs1aW9WYpdXkMZUmx7Nnz9bKJe+MMfYhqXZhLTk5mXR0dEgkEtF3331X7lgBshx0vaYxpbmsTtp4mzZtkurysprEjIuLk3q2H2ljSvshW9p4MTExUl/i+qHkKO2H95rErOt4b9++lem4G1WdDbgmx1aaeLL6klKdmKVzrOmHW2li1mTW4w/luFZ1MOaEhARq1KgRBQYG0rZt22jSpEnUoEGDCn/J37dvX41mbKtuvP379wsz1dZlzJLXcGlnAK5JTGlezz+04yrN8+NDybEmMWv6fJTmvVOaHGs6a2NFqjojcMnsuR9avOrE3Lt37wcZrzoxDxw4UKfxZJkjY4x96KpVWMvOzqbRo0fTyJEjadWqVSQSiWjKlCkVDsS5aNEimjdvXo0aWNOY1f1QJE28kJCQasX4UGPW5LHkHGUfT9qYc+fO/WDiVdX7ZgPes2fPBx2vKjFLfl2uy5iynmX533hcq5NjRkaGMBNuaZ999hl9++23RCT5nvT7779TixYtaObMmVIVf+o6Xk1izpgxgwoLC6UqVNQkpjQz4n5ox/Vjz/FTeH7UJGZVvW9GYGnHq/y3xKtKTFnPelzX8aoSs64fx9rIkTHGPkTVKqzl5ubSqlWrKDIykoiKB3uv6It1RkYGeXt7U7du3aSesa0+Ykob7/nz51LF+9BifgrHta5z/BSeHzXJsbrqejbguo73qcT8EHNMT0+nrl27CjMKlnxRHjVqFPn4+JS7zbszZ1dHXcf7VGJyjpyjtOojZnXU9YzA9TEDMef44cdjjLEPUbUvBX13hqvIyEgSiUQUFBQkFEEKCwvp5cuXlJGRIZNfTuo65qeQY33E5Bw5x9pU17MB18fsw59CzA89x9LjXJVcSjpr1iwaPny4xHqymt24ruN9KjE5R9nH+//27j0oqjL+4/jnLCAIqKE4auGY5iWGAC/Q5GiAOIU2aZPjjKapIeaYt7DULiqKoU7alJVpXgrNbHamCbNRS8sR8laaCqKQmbesbNTB/pAcNfb5/eGP/bG/RAVxF/a8XzM7A3vOPp/zfXZmxe+ecx5fZNqhxqq8vSJwfV2BmBrrdx4A+KNA1VBYWJgkqaKiQg6HQ0OGDJExRsOGDZNlWcrMzNSiRYt06tQpOZ1ONW/evKYRPs+0Q42+yKRGaqyNiooKBQQE3HI/y7IkSVevXlVeXp6Cg4O1c+dOxcTE1Os8u2TaoUZJ6tSpkyTJ5XIpKChIkmSM0blz59z7LFiwQMHBwZo8ebICA2v8z7BP8+ySSY11n+eLTDvUWF5eLpfLJWOMmjZtesv9AwICtGTJEi1fvlz79++v8eect/N8kUmNdZ8HAH7vTrpyLpfLfZq70+k0QUFBpkuXLiYwMLBOlgqvD5l2qNEXmdRIjbejvq8GfKd5dsm0Q403G3/GjBmmf//+xpjrl31ZlnVXzsDzdp5dMqmRGutrprdXBG4oKxDfSSY11n0eANjBHTXWjLn+IVz5QZyammqaN29uDh06dMcHVp8y7VCjLzKp0T8y71ZeQ1kNuLZ5dsm0Q43VqfyPyezZs83YsWPNokWLTHBw8F27L4238+ySSY13BzXemfq+wqodVpGlRgBApTturBlz/br7KVOmGMuyTFFRUV0MWe8y7VCjLzKp0T8y6zqvIawGfCd5dsm0Q423Iycnx1iWZZo1a2b27dtX5+P7Os8umdToH5n+UCMrrFJjQ6kRAOzCUVeXlMbExOjAgQOKi4urqyHrXaYdavRFJjX6R2Zd5jkcDvXo0UP9+vXT+PHj5XQ69dZbb2nhwoW6cOGCx75lZWXav3+/Nm3apLKyMkn/d8+s+ppnl0w71Hg70tLSJEm7d+9WQkJCnY/v6zy7ZFKjf2T6Q43Xrl3T33//rcGDB0u6fj83SWrfvv0NP8uefPJJpaena/To0XI4av6nv7fzfJFJjXenRgCwjbrq0N2Nb/nrW6YdavRFJjX6R2Zd59lhtVM7ZNqhxtock7/l2SWTGv0j0x9qZIXVus+kxrrPAwC7uPPlj/7X3fiWv75l2qFGX2RSo39k1nWev692apdMO9RYk2PyFm/n2SWTGv0j0x9qZIXVus+kxrrPAwC74NMSQL0WEBAgY4xcLpeGDh0qy7I0YsQIffXVVzp+/Lj27t2r4ODgBptnl0w71AgA3uZwOGSMcX+5VXnJXlZWlnJycnTw4ME6bY54O88XmdR4d2oEAH/GBfMA6j3LsmRZlowxGjJkiB599FGdP39eBw4cULdu3Rp8nl0y7VAjAHibMUaSFBgYqLZt27rvK/nTTz8pPj6+wef5IpMa706NAOCv+CoCQINgWZYqKio0bdo0bd++XYWFhYqNjfWbPLtk2qFGAPCmyrONgoKCtHLlSjVt2lQ7d+5U9+7d/SLPF5nUCACoCc5YA9CgNOTVTsn0XZ6vMgHAW1hhteHn+SLTFzUCgL+xTOV5wADQAFS9J4g/5tkl0w41AoC3lZeXe3VxBm/n+SKTGgEAt0JjDQAAAAAAAKgFLgUFAAAAAAAAaoHGGgAAAAAAAFALNNYAAAAAAACAWqCxBgAAAAAAANQCjTUAAAAAAACgFmisAQAAAAAAALVAYw0AAB+wLEtffvmlrw/jrjp16pQsy1JhYaGvDwUAAAC4K2isAQDqNcuybvqYM2eOrw/xhu6///7/HGtUVJRPjiU2Nlbjxo274ba1a9cqODhYFy5cqPPctm3b6uzZs3rooYfqfGwAAACgPqCxBgCo186ePet+LF68WE2bNvV4burUqb4+RA9Xr151/zx37lyPYz148KBPjikjI0NOp1OXL1/+z7bc3FwNHDhQkZGRNR732rVrN90eEBCg1q1bKzAwsMZjAwAAAA0BjTUAQL3WunVr96NZs2ayLMvjOafTqejoaIWEhOjBBx/U0qVL3a+tvBQxLy9Pffr0UWhoqOLj47Vnzx73PqdPn9aAAQMUERGhsLAwxcTEaPPmze7tBQUFevjhhxUcHKw2bdro1Vdf1b///uvenpKSookTJyozM1ORkZFKS0tzb2vSpInHsbZs2bLaOouLi5WamqrGjRurRYsWGjt2rC5duiRJOnz4sBwOh86fPy9JKisrk8Ph0NChQ92vz8nJUe/evW849rPPPqvLly/riy++8Hj+5MmTys/PV0ZGhiRpw4YN6t69u0JCQtShQwdlZ2d71GpZlpYtW6aBAwcqLCxM8+bN08WLFzV8+HC1bNlSjRs3VqdOnZSbm+sx/1UvBb2d+Zw8ebKmT5+u5s2bq3Xr1vX2rEQAAACAxhoAoMFat26dsrKyNG/ePJWWlmr+/PmaNWuW1qxZ47HfjBkzNHXqVBUWFqpz58565pln3M2cCRMm6MqVK/r+++9VXFysN998U+Hh4ZKkP/74Q0888YQSExNVVFSkZcuW6aOPPlJOTo7H+GvWrFGjRo20a9cuffjhhzWuo7y8XGlpaYqIiNC+ffv0+eef67vvvtPEiRMlSTExMWrRooUKCgokSTt27PD4XbresEpJSbnh+JGRkXrqqaf08ccfezy/evVqRUVF6fHHH9eOHTs0cuRIvfjiiyopKdHy5cu1evVqzZs3z+M1c+bM0dNPP63i4mKNHj1as2bNUklJib7++muVlpZq2bJl1Z79VpP5DAsL048//qiFCxdq7ty5+vbbb2s0pwAAAIBXGAAAGojc3FzTrFkz9+8PPPCA+eyzzzz2eeONN0zPnj2NMcacPHnSSDKrVq1ybz9y5IiRZEpLS40xxsTGxpo5c+bcMO/11183Xbp0MS6Xy/3cBx98YMLDw01FRYUxxpjk5GTTrVu3/7y2Xbt2plGjRiYsLMz9ePfdd93bJZn169cbY4xZsWKFiYiIMJcuXXJv37Rpk3E4HOavv/4yxhgzaNAgM2HCBGOMMZmZmWbatGkmIiLClJaWmqtXr5rQ0FCzdevWaufum2++MZZlmRMnThhjjHG5XKZdu3Zm5syZxhhj+vbta+bPn+/xmrVr15o2bdp4HHNmZqbHPgMGDDDp6ek3zKyc/4MHDxpjbn8+e/fu7TFOYmKieeWVV6qtDQAAAPAVzlgDADRI5eXlOn78uDIyMhQeHu5+5OTk6Pjx4x77xsXFuX9u06aNJOncuXOSpMmTJysnJ0e9evXS7NmzdejQIfe+paWl6tmzpyzLcj/Xq1cvXbp0Sb///rv7uR49etzwGKdNm6bCwkL3Y+TIkTfcr7S0VPHx8QoLC/PIcblcOnr0qCQpOTlZ+fn5kq6fnZaamqqkpCTl5+dr3759unbtmnr16lXtfD322GOKiopyX6a5bds2/fbbb0pPT5ckFRUVae7cuR5z+fzzz+vs2bP6559/3OMkJCR4jPvCCy/I6XSqa9eumj59unbv3l3tMdzufFZ9v6Tr71nl+wUAAADUJzTWAAANUuX9x1auXOnRvDp8+LB++OEHj32DgoLcP1c2dVwulyRpzJgxOnHihEaMGKHi4mIlJCTo/fffr9GxVG2IVRUZGamOHTu6H/fcc0+Nxq0qJSVFJSUlOnbsmEpKStS7d2+lpKQoPz9fBQUFSkhIUGhoaLWvdzgceu6557RmzRq5XC7l5uaqT58+6tChg6Tr85mdne0xl8XFxTp27JhCQkKqrbV///46ffq0pkyZoj///FN9+/a94wUlqr5f0vX3rPL9AgAAAOoTGmsAgAapVatWuvfee3XixAmP5lXHjh3Vvn37Go3Vtm1bjRs3Tnl5eXr55Ze1cuVKSVJ0dLT27NkjY4x73127dqlJkyaKioqqs1qio6NVVFSk8vJyjxyHw6EuXbpIkmJjYxUREaGcnBx17dpV4eHhSklJUUFBgfLz86u9v1pV6enpOnPmjPLy8rR+/Xr3ogWS1L17dx09evQ/c9mxY0c5HDf/c6Fly5YaNWqUPv30Uy1evFgrVqyotk5vzCcAAADgLTTWAAANVnZ2thYsWKD33ntPv/zyi4qLi5Wbm6u33377tsfIzMzUli1bdPLkSR04cEDbt29XdHS0JGn8+PE6c+aMJk2apJ9//lkbNmzQ7Nmz9dJLL92y2VQTw4cPV0hIiEaNGqXDhw9r+/btmjRpkkaMGKFWrVpJun7WVlJSktatW+duosXFxenKlSvatm2bkpOTb5nTvn17paamauzYsQoODtagQYPc27KysvTJJ58oOztbR44cUWlpqZxOp2bOnHnTMbOysrRhwwb9+uuvOnLkiDZu3Oiev//PW/MJAAAAeAt/xQIAGqwxY8Zo1apVys3NVWxsrJKTk7V69eoanbFWUVGhCRMmKDo6Wv369VPnzp21dOlSSdJ9992nzZs3a+/evYqPj9e4ceOUkZFxy2ZTTYWGhmrLli0qKytTYmKiBg8erL59+2rJkiUe+yUnJ6uiosLdWHM4HEpKSpJlWTe9v1pVGRkZunjxooYNG+ZxiWdaWpo2btyorVu3KjExUY888ojeeecdtWvX7qbjNWrUSK+99pri4uKUlJSkgIAAOZ3OG+7rrfkEAAAAvMUyVa/HAAAAAAAAAHBbOGMNAAAAAAAAqAUaawAAAAAAAEAt0FgDAAAAAAAAaoHGGgAAAAAAAFALNNYAAAAAAACAWqCxBgAAAAAAANQCjTUAAAAAAACgFmisAQAAAAAAALVAYw0AAAAAAACoBRprAAAAAAAAQC3QWAMAAAAAAABq4X8ALDaXux9sKYYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# 起始日期\n",
    "start_date_1 = datetime(2024, 1, 1)\n",
    "start_date_2 = datetime(2024, 1, 17)  \n",
    "\n",
    "# 生成版本号到日期的映射\n",
    "version_to_date = {}\n",
    "\n",
    "# 为1.0.0到1.15.0生成版本和日期映射\n",
    "for minor in range(0, 16):\n",
    "    version = f'1.{minor}.0'\n",
    "    date = start_date_1 + timedelta(days=minor)\n",
    "    version_to_date[version] = date.strftime('%Y-%m-%d')\n",
    "\n",
    "# 为2.0.0到2.15.0生成版本和日期映射\n",
    "for minor in range(0, 16):\n",
    "    version = f'2.{minor}.0'\n",
    "    date = start_date_2 + timedelta(days=minor)\n",
    "    version_to_date[version] = date.strftime('%Y-%m-%d')\n",
    "\n",
    "\n",
    "version_positions = {version: idx for idx, version in enumerate(version_to_date.keys())}\n",
    "\n",
    "api_versions  = {\n",
    " 'ReadFile': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'FixedLengthRecordDataset': ['1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'FixedLengthRecordDatasetV2': ['1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'CSVDataset': ['1.9.0', '1.10.0', '1.11.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'CSVDatasetV2': ['2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'ExperimentalCSVDataset': ['1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'ImmutableConst': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'InitializeTableFromTextFile': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'InitializeTableFromTextFileV2': ['1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'WriteFile': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'Save': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'SaveV2': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'SaveSlices': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'PrintV2': ['1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'MatchingFiles': ['1.0.0', '1.1.0', '1.2.0', '1.3.0', '1.4.0', '1.5.0', '1.6.0', '1.7.0', '1.8.0', '1.9.0', '1.10.0', '1.11.0', '1.12.0', '1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'MatchingFilesDataset': ['1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'ExperimentalMatchingFilesDataset': ['1.13.0', '1.14.0', '1.15.0', '2.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DebugIdentity': ['1.0.0', '2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DebugIdentityV2': ['2.1.0', '2.2.0', '2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DebugIdentityV3': ['2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DistributedSave': ['2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RpcCall': ['2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RpcClient': ['2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RpcServer': ['2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RpcServerRegister': ['2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RegisterDataset': ['2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'RegisterDatasetV2': ['2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DataServiceDataset': ['2.3.0', '2.4.0', '2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DataServiceDatasetV2': ['2.5.0', '2.6.0', '2.7.0', '2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DataServiceDatasetV3': ['2.8.0', '2.9.0', '2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0'],\n",
    " 'DataServiceDatasetV4': ['2.10.0', '2.11.0', '2.12.0', '2.13.0', '2.14.0', '2.15.0']\n",
    " }\n",
    "\n",
    "data = {\n",
    "    'API': [],\n",
    "    'StartVersion': [],\n",
    "    'EndVersion': []\n",
    "}\n",
    "for api, versions in api_versions.items():\n",
    "    data['API'].append(api)\n",
    "    data['StartVersion'].append(versions[0])\n",
    "    data['EndVersion'].append(versions[-1])\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "\n",
    "def version_to_str_date(version):\n",
    "    return datetime.strptime(version_to_date[version], '%Y-%m-%d')\n",
    "\n",
    "\n",
    "df['StartPosition'] = df['StartVersion'].apply(lambda v: version_positions.get(v, None))\n",
    "df['EndPosition'] = df['EndVersion'].apply(lambda v: version_positions.get(v, None))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "\n",
    "for i, row in df.iterrows():\n",
    "    if pd.notna(row['StartPosition']) and pd.notna(row['EndPosition']):\n",
    "        ax.barh(row['API'], row['EndPosition'] - row['StartPosition'], left=row['StartPosition'], color='skyblue')\n",
    "\n",
    "\n",
    "ax.set_xticks(list(version_positions.values()))\n",
    "ax.set_xticklabels(list(version_positions.keys()), rotation=45)\n",
    "ax.yaxis.set_label_position('right')\n",
    "ax.yaxis.tick_right()\n",
    "ax.invert_yaxis()\n",
    "plt.xlabel('TensorFlow Version')\n",
    "plt.ylabel('API')\n",
    "plt.title('API Presence Across TensorFlow Versions')\n",
    "plt.grid(False)\n",
    "\n",
    "plt.show()"
   ]
  }
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