paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "plt.rcParams[\"font.size\"] = 16\n",
    "\n",
    "g_label_fontsize = 16\n",
    "\n",
    "colors = [\n",
    "    \"#5D7599\",\n",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\\\\\", \"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-,-)\",\n",
    "    \"(A,-,8,-)\",\n",
    "    \"(B,-,8,-)\",\n",
    "    \"(A,2,4,-)\",\n",
    "    \"(A,2,8,-)\",\n",
    "    \"(A,4,2,-)\",\n",
    "    \"(B,4,2,-)\",\n",
    "    \"(C,1,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,1,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comm\n",
    "data_a = {\n",
    "    labels_name_a[0]: [3.5, 10.4, 0.1],  # modela 8DP\n",
    "    labels_name_a[1]: [49.0, 26.5, 13.6],  # modela 8TP\n",
    "    labels_name_a[2]: [41.3, 25.5, 13.0],  # modelb 8TP\n",
    "    labels_name_a[3]: [33.4, 37.6, 28.2],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [31.0, 32.3, 25.7],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [31.6, 36.2, 28.2],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 42.3, 37.3],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [48.2, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [81.9, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [32.5, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [81.2, 1, 1],  # modeld 2DP 8TP 8EP\n",
    "}\n",
    "# total = comm/(comm+comp)\n",
    "data_a_diff = {\n",
    "    labels_name_a[0]: 38.4,  # modela 8DP\n",
    "    labels_name_a[1]: 57.6,  # modela 8TP\n",
    "    labels_name_a[2]: 52.2,  # modelb 8TP\n",
    "    labels_name_a[3]: 46.8,  # modela 2DP 4TP\n",
    "    labels_name_a[4]: 42.0,  # modela 2DP 8TP\n",
    "    labels_name_a[5]: 43.4,  # modela 4DP 2TP\n",
    "    labels_name_a[6]: 53.9,  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: 48.3,  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: 82.2,  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: 35.8,  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: 81.5,  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "x_label_cnt = len(data_a.keys())\n",
    "x_label_group_cnt = 3\n",
    "\n",
    "for idx in range(x_label_cnt):\n",
    "    group_positions[idx] = []\n",
    "    for _ in range(x_label_group_cnt):\n",
    "        group_positions[idx].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for idx, positions in group_positions.items():\n",
    "    group_centers[idx] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(a) # (model, i-way DP, j-way TP, k-way EP)')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    diff_value = data_a_diff[x_label]\n",
    "    positions = group_positions[idx]\n",
    "\n",
    "    up_base = None\n",
    "\n",
    "    for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "            legend_labels,\n",
    "        )\n",
    "    ):\n",
    "\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "\n",
    "        if value == -1:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"$\\\\times$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "            continue\n",
    "\n",
    "        if value == 100:\n",
    "            continue\n",
    "\n",
    "        # if up_base == None:\n",
    "        #     ax.text(\n",
    "        #         pos,\n",
    "        #         diff_value + 3,\n",
    "        #         f\"{round(value, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\n",
    "        #     up_base = value\n",
    "        # else:\n",
    "        #     ax.text(\n",
    "        #         pos,\n",
    "        #         diff_value + 3,\n",
    "        #         f\"{round((value) - up_base, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "\n",
    "        total_label = None\n",
    "        if idx == 1 and i == 0:\n",
    "            total_label = \"Total Communication\"\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            alpha=0.6,\n",
    "            label=total_label,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 110)\n",
    "ax.set_yticks([0, 50, 100])\n",
    "ax.set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(\n",
    "    axis=\"x\", bottom=False, labelsize=g_label_fontsize - 2, pad=1, rotation=-20\n",
    ")\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"Communication Ratio (%)\", fontsize=g_label_fontsize)\n",
    "ax.set_xlabel(\"(a) # (model, i-way DP, j-way TP, k-way EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fb742493200>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=2,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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po4ULF6pkyZKBfBkAgBDn7Y9WAAAAAACcgIsxCCaOKwAIDH6fA/YJs7sAf+jRo4eWLFmiihUruoMRGW9S5mU+PD3ukjGAMWDAAK1YsUJly5YN7gsCAIQkb2vZAQAAAADgBKzRjmDiuAKAwOD3OWAPx89Y4dK0aVNt2LBBb775psaMGaOEhARJ8hie8CTjbBYtWrTQSy+9pJYtWwasXgCAMzFzBQAAgL2SkpLsLsEnERHnP3JJTU21uZLsOanWjCIjI+0uAXAkvumKYOK4AoDA4Pc5EHz5YsYKl+joaL3++uvav3+/xo4dqxYtWigiIkLGmIveLMtS3bp1NXDgQK1fv16xsbGEKgAAXjFzBQAAAADAyfimKwJl9qKVWbZxXAFAYPD7HAiufDNjRUZFixbVY489pscee0xJSUn6448/tGPHDh04cEBnz55VeHi4SpQooZIlS6pMmTKqX7++ihQpYnfZAAAHWRAXr+iogurUqoHdpQAAAFySEhMTM80+GUosy1JMTEymbaFar5Nqlc7XGxUVZXcZQL7AN10RCLHLNyspOZXjCgCChN/nQPDky2BFRpGRkWrYsKEaNmxodykAgHxm6YqtBCsAAABsEqoX/iXPtYVqvU6qVQrt2gAn4mIMAoHjCgCCi3EXCI58tRQIAAAAAAAAAMB3TCOOQOC4AoDgYtwFAo9gBQAAAAAAAHAJsCzL7hK8CuXaLgVcjEEgcFwBQHAx7gKBle+XAvGnBx98UK+99pquuOIKu0sBAAAAAAAAciQqKsruEhDCmEYcgcBxBQDBxbgLBA4zVvgoKSlJn332mY4fP253KQBwSWnZpKbdJQAAAAAAcEngm64IBI4rAAguxl0gMJixwkfbt2+XMcbuMgDgktOlTUMlJaeSpAUAAACAXIqMjLS7hBxJTU21u4RLGt90RSBwXAFAcGU37q6K3xX0mgCnI1jho5EjR7LWIwDYhJNsAAAAAACCh4vgCASOKwAIrouNu9FRBe0oCXA024IVp06d0meffaYdO3aoWrVq6t27t4oUKeLTvn/99VeAq5NSUlJ0/Phxbd++XZ988oliY2MJVgCAjTjJBgDAfklJSXaXkK2IiPOnuU75trPT6pWc9813AP9z+739deLESbvL8Khs2TL68pP37C4DGXARHIHAcQUAweVt3O3UqoEd5QCOZkuwYuPGjWrTpo0OHDjg3jZy5EgtXLhQNWvWzHb/ypUrE3IAgEsQJ9kAAAAAkHt//3NQx0I0WIHQxEVwBALHFQAEl7dxF0DO2BKseOyxx/TPP/9k2rZv3z49+uijio2NzXb/K664Isv+gUSIAwBCByfZAADYLzExUcYYu8vIwrIsxcTEZNoWqrVKzqrXsixFRUXZXQYAwAZcBEcgcFwBQHARrgDyLsyOTn/77TdZlpXpJknLly/3af8HH3xQkrK0EagbAMA+sxetzLKte4cmate8jg3V4FIWqn8ThGpdAPK3ULzwL3muK1RrlZxVb6jWBQAIjgVx8Zr+bdbPbjk/R15wXAFAcHkbdwH4xpYZK6644grt2bMn0zbLslSuXDmf9n/44Yf1xhtvKD09XdL5D3i4qAAA+VPs8s1KSk7lGwywHd/SBQAAAHApY4YBBALHFQAEFzNXALlny4wVzz77bKZvuxhjZIzRiy++6NP+5cuXV4cOHdxtWJblbiMQNwCAvfgGAwAAAAAA9uP8HIHAcQUAwbUgLl7zlqy2uwzAcWyZsaJ///4qWrSoRo4cqZ07d+rqq6/Wiy++qC5duuSojXnz5kk6H8yoXbu2OnbsqMqVK6tEiRKKiopSZGSkwsLCFB4enqP6jDFKTk7WsWPHtGnTJk2dOlW7d+/OURsAAP/iGwywS2RkpN0l+Cw1NdXuEgAAAADkc5yfIxA4rgAguJau2KpOrRrYXQbgKLYEKyTp3nvv1b333pvr/du0aaOrrrpKO3fu1K233qpvvvlGYWGBmYDjhRdeUMeOHbVkyZKAtA8A8A0n2QAAAAAA2I/zcwQCxxUAAAhltgUr/KFv374aNGiQ2rdvH7BQhSQVKlRIw4cPJ1gBACGAk2zYZeiYOTpz9pzdZWRRslgRvfRIR7vLAAAAAHCJ4fwcgcBxBQAAQpWjgxV9+vTRkCFDdOTIkYD3Vbt2bRljAt4PACB7nGTDDkdPnNHphNALVgAAAACAXTg/RyBwXAEAgFAUuGkegqBkyZLq1q2bfvrpp4D3VbhwYVWpUkUFCxYMeF8AgOwtiIvX9G+XZ9nevUMTtWtex4aKkN+1bFLT7hIAAAAAIORwfo5A4LgCkB/weSKQvzh6xgpJGjFihKKjo4PS144dO4LSDwDAN3yDAcHUpU1DJSWnclwBAAAAwAUudn4eHcUX1ZA7fO4DwOn4PBHIXxwfrLjiiivsLgEAYCNOshFMHFcAAAAA4Jm38/NOrRrYUQ7yCT73AeB0jFdA/uHopUCC7fXXX9eRI0fsLgMAcAGmh0QwcVwBAAAAgGfezs+BvOBzHwBOx3gF5A8EK3yUmpqql19+WYcOHbK7FACAB5xkI5g4rgAAAO2kzHUAAQAASURBVADAM8IVCAQ+9wHgdIxXgPMRrPDRX3/9JWOM3WUAAC6Ck2wEE8cVAAAAAHhGuAKBwOc+AJyO8QpwNoIVPpo2bZosy7K7DABANjjJRqDMXrQyyzaOKwAAAADwjHAFAoHPfQA4CZ8nAvlLhN0FhLq9e/fq008/1euvv253KQAAHy2Ii5d0/o/UjFz3XY8DORG7fLOSklM5rgAAAADARwvi4hUdVVCdWjWwuxTkI3zuA8Ap+DwRyF/yTbBi7dq1Wrx4sTZs2KB9+/bp6NGjOnfunFJSUnK1hEdycrKOHz+uc+fOSZKMMcxYAQAOwkk2AoHjCgAAAAByZumKrQQr4HecnwNwCsYrIP9wfLDim2++0bBhw7R27dpM23MTpgAA5C/80YpA4LgCAAAAAMB+nJ8DcArGKyB/cGywIjk5WQ8++KCmTZsmyXOQwp8zTBDUAABn4o9WBALHFQAAAAAA9uP8HIBTMF4BzufYYMVDDz2kqVOnuu+zTAcAwBv+aEUgcFwBAAAAAGA/zs8BOAXjFeBsjgxW/Pjjj/riiy+8hin8PbsEoQ0AcD7+aEUgcFwBAAAAAGC/7M7PV8XvCnpNAOAJnycCzuXIYMVHH33k/tkYI8uy3GGKmJgYNWjQQJUrV1apUqUUFRWl8PDwXPd18uRJzZgxQwcPHsxz3QAAe/FHKwKB4woAAABAKGjZpKbmLV5rdxmAbS52fh4dVdCOkgDAIz5PBJzJkcGKX375JdMsEsYY1a9fX8OHD9ctt9yisLAwv/Y3dOhQtW3bVqtWrfJruwCA4OOPVgQCxxUAAAAAu3Vp01BJyamcf+CS5u38vFOrBnaUAwBe8Xki4Dz+TSAEiWv2CNdsFY0bN9avv/6qtm3b+j1UIUnFixfXiBEj/N4uAMAeC+LiNf3b5Vm2d+/QRO2a17GhIuQHHFcAAAAA7Mb5B+D9/BwAQg2fJwLO4shgRVRUVKb7r732mgoWDOxUXtdff31A2wcABBd/tCIQOK4AAAAA2I3zD4BwBQDn4PNEwDkcuRRI7dq19euvv7rvN2rUKOB9FilSJNPyI0B+lpSUZHcJ2YqIOD98paam2lxJ9pxUa0aRkZF2lxBwTLeGQOC4AgAAAGA3zj8A7+fnABBq+DwRcAZHzljRoUOHTPcvnMEiUGJjY1WlSpWg9AUACA4SwQgEjisAAAAAduP8A2DmCgDOweeJQOhz5IwVDzzwgIYPH66EhARJ0o4dO1SjRo2A99u8efOA9wGEksTERBlj7C4jC8uyFBMTk2kbtfqHZVlBC6uFEhLBCASOKwAAAADBNHvRSnVp0zDTNs4/gPPHf3RUQXVq1cDuUgDgovg8EQhtjpyx4rLLLtOgQYPc93/44Yeg9Lt3716lpaUFpS8gFITqxX9PdVGrf4RybYFGIhiBwHGFS12oLqUXqnUBAADkRezyzZx/AF4sXbHV7hIAwCd8ngiELkfOWCFJgwcP1rfffqsVK1Zo/PjxeuyxxwL+AWmVKlX0xx9/qFatWgHtBwBgDxLBCASOK1wqLMtSeHi4JCk1NVVS8JbsAwAAwHmcfwAA4Hz8PgdCkyNnrJCk8PBwzZkzR+XKldP27dv1/vvvB7S/U6dOKT09PaB9AADsRyIYgcBxBQAAAFycpy9MheosU6FalwvnHwAAOB+/z4HQ49gZKySpXLlyWrBggVq2bKnBgwerRYsWuvbaawPS16ZNm0L+pAkA4B8kghEIHFe4lERGRtpdgs9cs2sAAAB7FY2JybKN2a9yj/MPAACcj9/nQGhx7IwVLtdcc41+/PFHlShRQu3bt9eePXv83kd6erqGDRvm93YBAKGLRDACgeMKAAAAQLBw/gEAgPPx+xwIHY6csSIuLi7LthEjRujRRx/VTTfdpA8++EDR0dF56iM1NVWnT5/Wnj179Nlnn2n9+vXMWAEAl5jsEsGr4ncFvSY4H0lzXEpuv7e/Tpw4aXcZWZQtW0ZffvKe3WUAAAAvnDT7Vajj/APB1rJJTc1bvNbuMgAgX+H3ORAaHBmsaNGixf+zd9/hUVX5H8c/N4UQQmiKAlKsNHERKcqKVBdRKSqKgquAi2D7uWvvZa1rW3VdG5ZdG1YUVtTgIkJEkY5GRZpKLyK9pM79/TE7Q0IyEMice+6deb+eJw+ZSTL3m/Wz55x7851zYzY5bN26VX379vW4IgBAotrbojUrs5qNkpAAOBlCsli9Zp02+rCxAgAAIJlw/gEvDezdUQWFxeQKAOKM+RywL5CNFUcffbSWLFlS4dccx5HrunE9HjtVAEByi7VoHdCrvY1ykCA4GQIAAAB225WfX+65wttuk7Zts1DNPmRnq9r999uuYr9w/gEvkSsAMIP5HLArkI0VI0eO1I033hiz4YFGCABAvMVatAJVwckQAAAAsBcbNvizsaKgwHYFB4TzD3iJXAGAGczngD0ptgs4EJdcckmZey3Ge4cKAAAqkpObpzETptsuAwkmVq6G9O2sPl2Ps1ARAAAAgETF+Qe8RK4AwAzmc8COQDZW1KtXTwMHDow2VERu/2HyAwAAieYKmMHJEAAAic+vu2v6tS4A5nD+AS+RKwAwg/kc8F4gbwUiSZdffrnGjBkjKbxjxcCBA9WvXz81a9ZMtWrVUmZmptLT05Wamipp/y4UuK6rXbt2af369fr+++/19ttv64svvjDyewAAgofbgsAEtvEDACBxOI4TvR5RXFwsScrMzLRZEgCUwfkHTBn76SwN7N2xzHPkCgDMYD4HvBXYxoqTTz5Zbdq00ffff6+rr75aTzzxRNyP0apVK3Xr1k1XXHGFhg4dqtdffz3uxwAABFNObp6yMqtpQK/2tktBAuFkCAAAAIBXOP+ACZOnL1BBYTG5AgCPMJ8D3glsY4UkjRo1SldffbU6depk/Fg33ngjjRUAgDKmzlxIYwXijpMhAAASS0ZGhu0SKi2yuwaA5MH5B0wgVwDgLcZdwBsptguoiosvvlg1atTQzz//bPxYLVu2lOu6xo8DAADAPRIBAAAAeIXzD5hArgDAW4y7gHmB3rEiOztbgwcP1qpVq4wfKzU1VZdcconq1q1r/FgAAAB0mgMAkFjOuvBybd68xXYZ5TRocIjeeukJ22UAsIzzD5hArgDAW4y7gFmBbqyQpGeffVapqanGXn/Dhg3atm2bjjjiCL344ovGjgMAALAnToYAAEgcq9es00YfNlYAQATnHzCBXMFrBQUFtkvYp7S08J/mgnAbtiDVWlqQbscXb4y7gDmBvhWIJKNNFZJ0xRVX6NprrzV6DABAbD07t7JdAmAV2/gBAAAA8ArnHzCBXAGAtxh3ATMCv2OFaX369NFll12mlStXqnHjxrbLAYCkM7B3RxUUFtNJi6S2t07zrMxqNkoCAAAAkKB4pytMIFfw2q5du+S6ru0yynEcR9nZ2WWeo9b4cBxHmZmZtsvwjX2Nu7Pzfva8JiDoAr9jhWkHH3ywiouLNXr0aNulAEDSopMWiN1pPqBXewvVAAAAAEhkvNMVJpAreMmvf/yvqC5qjQ8/12bL3sbdbp1aWKgICDYaK/aiuLhYL7/8siTpxRdfVElJieWKACB5cZINxD4ZAgAAAIB444/gMIFcAYC3eLMWED+BvRXIq6++GtfXC4VCKioqUn5+vrZv364VK1bo448/1ooVKyRJ69at0wcffKBzzz03rscFAFQe20MCsbfxAwAAAIB44/YNMIFcAYC3uJ4IxEdgGyuGDRsmx3GMHmPPbYOefvppGisAwDJOsgFOhgAAAAB4hz+CwwRyBQDe4noiUHWBvxWI67rGPhzHiX64rqvc3Fz9+OOPtn9lAEgqYz+dVe45tocEuC0IAAAAAO9w+waYQK4AwFtcTwSqJvCNFaWbH+L9IZXfteLZZ5+18WsCQNKaPH0BJ9lADDm5eRr/2RzbZQAAAABIAvwRHCaQKwDwFs0VwIELfGOFaZEGi8i/r776qs1yACApcZINxDZ15kLbJQAAAABIEpyfwwRyBQDe4s1awIEJfGOFyVuBVPSxdetW278yACQlTrIBAAAAALCP83OYQK4AwFu8WQvYf4FurEhJSdFf/vIXzZkzR9u2bVMoFKryx9atW9W5c2fVqVNHX331Vbmvl5SU2P61ASBpcZINAAAAAIB9nJ/DBHIFAAD8LNCNFVdccYX+/ve/q127dsrKyorLa9asWVOffPKJGjdurNNOO01Tp06Ny+sCAOKDk2wAAAAAAOzj/BwmkCsAAOBXgW6sGDJkiJHXrVWrliZMmKC0tDT17dtXX375pZHjAAAODCfZAAAAAADYx/k5TCBXAADAjwLdWNGyZUtjr920aVM9//zz2rFjh/r27atvv/3W2LEAAPuPk2x4rWfnVrZLAOQ4ju0SYvJzbQAAADCH83OYQK4AJAKuJwKJJc12AQeqffv2qlWrltFjnHvuuerUqZNmzpyp/v37a9asWapfv77RYwIAKi8nN09S+KS6tMjjyNeBeBjYu6MKCovJFazKzMy0XQIAAABQzt7Oz7Myq9koCQmA6z4Ago7riUBiCeyOFbNmzfLkXXGjRo2SJK1YsUKXX3658eMBAPYP72CAl8gVAAAAAFQs1vn5gF7tLVSDRMF1HwBBx3gFJI7A7ljhle7du0uSXNfVBx98oFmzZqljx452iwIAlME7GOAlcgUbMjIybJcAAAAA7FOs83OgKrjuAyDoGK+AxBDYHSu80rhxY0m77xn973//22I1AIBYeAcDvESuAAAAAKBisc7Pgargug+AoGO8AoKPHSv2Yc2aNdHPXdfVlClT7BUDANgr3sEAL5Er2HDnk+9r+85822WU0a1TC7Z3BgAAQBnsXAETuO4DIOgYr4Bgo7FiH/7zn/+Uebxs2TJLlQAAKoOTbJgy9tNZGti77O3AyBW89tvm7dq2w1+NFWMnztGOXYVcNAcAAEAZNFfABK77AAgSricCiYVbgezF+vXrdf/990dvAyJJoVDIYkUAgMpge0iYMHn6AnIFxJCTm6cPP59nuwwAAAD4TE5unsZ/Nsd2GUgwXPdBZZT+u46f+LUumMH1RCCxsGNFBUKhkD766CNdc801WrduXZmJrnHjxhYrAwBUFu9ggAnkCoht2uxF6tejne0ygHIcx5HrurbLqBAXVQEAyWDqzIXcOg5xx/k59iUzM9N2CYAkxisgkQS2seKSSy6J6+sVFxdrx44dWr16tb7//nvt2LGjzMU313XlOI569eoV1+MCAMxh0QoTyBUA+JfjOEpNTZUUPseTuKAKAACQqDg/BxAUjFdAYghsY8W///1vY+/uiTRU7Pn6qamp+r//+z8jxwQAmMGiFSaQKwAAAAAA7OP8HHvKyMiwXUKlRZrBkRwYr4DgC2xjRYSJLV0rathwHEd33323WrduHffjAQDMYtEKE8gVAPhbkC6oSlxUBQAAOFCcnwMICsYrINgC31hh+p60kVuA3Hrrrbr11luNHgsAYA6LVphAruC1np1bafykebbLAAAAAABf2df5+ey8nz2vCXbd+eT72r4zv8qv061TCw3o1b7c8+M/m6OpMxfu9+vVq11Tt1/Rv8p1Ibi4nggEV+AbKyJM7VzRs2dP3X333erSpUvcXx8A4C0WrTCBXMFLA3t3VEFhMbkC9sNZF16uzZu32C6jQg0aHKK3XnrCdhkAgARBEy6S3d7Oz7Myq9koCRb9tnm7tu2oemPF2IlztGNXYblcDejVXjt2FXJ+jgPC9UQgmALfWOG6rmrXrq2jjjpKWVlZSklJ2e/XSElJUXp6umrUqKGDDz5YTZo0UevWrdWlSxcdeuihBqoGANjCohUmkCt4iVwB+2f1mnXa6NPGClSN4zhG3mQRD6Z31wSAitCEC8Q+P69oxwGgsrjuAxPIFRA8gW6sSE9P1zPPPKPhw4dz0QIAUGksWmECuYKXyBUASJmZmbZLAADfYZ0IxD4/B6qC6z4wgVwBwRLoxorrr79el1xyie0yAAABxKIVJpAreIlcAQAAoCKsEwGaK2AG131gArkCgiPQjRUXXHCB7RIAAAHGohUmkCt4iVwBSEYZGRm2SwAA32OdCNBcATO47gMTyBUQDCm2C6iKI444wnYJAICAy8nN05gJ08s9P6RvZ/XpepyFipAIyBVMGfvprHLPkSvY4NdbMfq1LgAAbGCdCMQ+Pweqgus+MIFcAf4X2B0r2rdvr6ysLNtlAAASAB3BMIFcwYTJ0xeooLCYXMG6zMxM2yUAuvPJ97V9Z77x43Tr1EIDerUv9/z4z+Zo6syFFf7MIQfV0s0j+5ouDQDKGPvpLA3s3bHMc6wTgXD+szKrVTifAweK6z4wgVwB/hbYxopZs8q/W8+0o446ShMnTtTRRx/t+bEBAGaxaIUJ5AomkCsACPtt83Zt22G+sWLsxDnasauw3Lg7oFd77dhVWOG4m56WarwuANgTTbhAbFNnLqSxAnHH+TlMIFeAfwW2scJrmzZt0s8//6zCwkLbpQAADGHRChPIFUwgV7AlIyPDdgmAFYy7AIKC8QoAvMW4CxPIFeBPKbYLCIrp06dzv14ASALcyw4mkCuYQK4AwFuMuwCCgvEKALzFuAsTyBXgP+xYUQlbt27VzTffbLsMAIBH6AiGCeQKJpAr2HLnk+9r+07zt2DYX4ccVEs3j+xruwwkMMZdAEHBeAUA3mLchQnkCvCXhGqscF1XS5cu1apVq7Rx40YVFBSoqKhIruvu92sVFRVp06ZNWrp0qf7zn/9ozZo17FgBAEmERStMIFcwgVzBht82b9e2Hf5rrEhPS7VdApIA4y6AoGC8AgBvMe7CBHIF+EdCNFZMmDBBzz33nKZMmaJdu3bF/fUPpDEDABB8+1q0zs772fOaEHycDMEEcgWv9ezcSuMnzbNdBmDNvsbdbxYs97wmAKgI60R4jXUikh3XE2EC8zngD4FurFi8eLGGDRumr7/+WpK5BgjHcWiuAIAktbdFa1ZmNRslIQFwMgQTyBW8NLB3RxUUFpMrJLW9jbvZWdVtlAQAFWKdCC+xTgS4nggzmM8B+wLbWPHNN9+oV69e2rRpU7TpgVt1AABMiLVoHdCrvY1ykCA4GYIJ5ApeIldA7HG3X492NsoBgJhYJ8JL5ArgeiLMYD4H7EqxXcCBKCgo0MCBA7Vx40ZJ4YYKmioAACbl5OZpzITptstAgomVqyF9O6tP1+MsVIREQK7gJXIFsE4EEBysE+ElcgWwToQZzOeAPYHcseLll1/WTz/9VK6Zgtt1AABMitURDFQFneYwgVzBS+QKYJ0IIDhYJ8JL5ApgnQgzmM8BOwK5Y8W7775b7jnXdXXaaafp5Zdf1vz587Vhwwbl5+crFAod0EdJSYl27typxYsX68orr7TwWwIA/IhOc5hApzlMIFfwErkCWCcCCA7WifASuQJYJ8IM5nPAe4FsrPj222+ju1W4rivHcfTyyy/rk08+0bBhw/S73/1O9erVU7Vq1Q74GI7jqHr16jrqqKP01FNP6eKLL45X+QCAgONkCCZwMgQTyBVMGfvprHLPkSuAdWJCOvJI2xVU3umnS0uW2K4CAcE6EaawTgQqxjoRJjCfA94KZGPF1q1bJe1uqhg1apSGDRtm9JiXX3650dcHAARLTm6exn82x3YZSDCcDMEEcgUTJk9fQK6AGHJy8/Th5/Nsl4F4+eUX2xVU3ooVUmGh7SoQIKwTYQLrRCA2rifCBOZzwDuBbKyoXbt2mccjRowwfsyWLVvKdV3jxwEABMfUmQttl4AExMkQTCBXMIFcAbFNm73IdgmIp82bbVdQOf97IxKwP5jPYQK5AmLjeiJMYNwFvBHIxoo2bdqUaXJo2bKl8WPWrl1bRx55ZJVuLwIAAFAZnAzBBHIFE8gVgKQwLwA7kGzcKK1ebbsKBBTzOUwgVwDgLcZdwLxANlacfvrpZR7n5+d7ctwlS5bo6KOP9uRYAAAguXEyBBPIFUwgVwAS3j//abuCfXvhBYmdVlEFzOcwgVwBgLcYdwGzAtlYcfHFFysjIyP6eOnSpRarAQAAMIOTIZhArmACuQKQ0MaNk66/Xtqxw3Yl5ZWUSK++Kt11l+1KkACYz2ECuQIAbzHuAuak2S7gQDRo0EBXXXWVHnvsMUnSBx98oA4dOhg/7hdffKEOHTooMzPT+LEAAGE9O7fS+EkB2HoXMCQnN09S+OSntMjj2Xk/e14Tgm9fuYp8Hdgf5ApeY50ITz3+eHjnimOPlZo0kWrWlGzdLrawUNq5M3zrjx9+CDd8uK7kOHbqQUJhPocJ5AoAvMW4C5gRyMYKSbr33nuVk5Oj77//Xq+88oruvPPOMrtYxJvruurevbvy8vLUunVrY8cBAJQ1sHdHFRQWs9hDUtvbyVBWpqUL+gi8ZD7Jdir4w5PjOHJ9uIV6RbX6WTLnCt5jnRgfQRoTJYvjouuGGxrmzZPmz7dTw558+t8Iwcd8DhPIFbxGEy6SHW/WAuIvsI0V1atX14QJE3TiiSdqzZo1uueee3T//fcbO96vv/7q24sKAJDoOMkGYp8MDejV3kY5SBDJenGzVnZ2uefYlS5+kjVXsINcVR1jYiVFGjpc118NDaXrAuKI+RwmkCt4iSZcgDdrAfGWYruAqmjWrJkmT56s+vXr6+GHH9Znn31m7FgzZswI3LvFACCRcA84IPY9EoGq4N6bMIFcwUvkCp6INC44jr8+AIOYz2ECuYKXyBUQe9zlzVrA/gvsjhURrVu31pQpU9SnTx8NGjRIX331lVq0aBHXY+zcuVN33HFHXF8TALD/eAcDELvTHKiKZH7nmMnbCSa7ZM4VvEeu4oMxcR9K7wpBUwOSBPM5TCBX8BK5ArieCMRL4BsrJKlly5b6+uuv9fvf/169e/fWX//6V6WkVG0zjuLiYu3YsUMrV67U2LFj9dNPP7FjBQD4ACdDACdDMIOLmzCBXMFL5ApGOU7Zxgq/3HqDa1XwAPM5TCBX8BK5ArieCMRD4Bsrfv31Vz3xxBN67bXXtGrVKrmuqz/96U9xPYbrl5NlAEhCYz+dpYG9O5Z5jpMhgJMhmJEsFzd35eeXe67wttukbdssVLMP2dmqdv/9tquokmTJFbzHOjE+AjUmSt6Pi82bS4sWhT+PNDG4rpSSIp16qtSwoXe1RBQWSjt3SmvWSN9/L+3Y4X0NSDrM5zCBXMFL5ArgeiJQVYFurJgwYYKGDx+ujRs3RpsfHMeJeyOEidcEAFTO5OkLVFBYzEk2UIGc3DxlZVbjnoiIq6S9uLlhgz//iFhQYLuCuEjaXMEo1okG+XVMlLwfF3/8URo/Xnr0UenLL8PPRXavmDpVGjxYuv56qXVrb+uKKC6WnntOuvZaqaTETg1IGsznMIFcwRSacIGK0VwBHLiq3S/Doo8//ljnnHOOfvvtN7muK8dxorfqiHwerw8AgF05uXkaM2F6ueeH9O2sPl2Ps1AR4B9TZy60XQISEOMuTCBXMIFcwRMDBkhffCHNmCENHBjercJ1wztHvPKKdNxxUr9+Um6u97WlpUlXXSXddpv3x0ZSYtyFCeQKJkyevoBcATHk5OZp/GdzbJcBBE4gGyu2bNmi4cOHq7i4mOYHAEgSnGQDgLcYd2ECuYIJ5Aqe6dhRevfd8K1BrrxSqlEj3GDhutLHH0s9ekidOoW/x+udTy+/3NvjIakx7sIEcgUTyBUQG2/WAvZfIBsrnn/+ef3666/RhorSt+lwXdfIBwDAPk6GAMBbjLswgVzBBHIFTx1xhPTUU9Ly5dK990qHHrq7wWLOHOmCC6Sjj5aeflratcubmg45RGrUyJtjAWLchRnkCiaQKwBAvASyseLDDz8s89hxHLmuqyOPPFL333+/cnNztWrVKu3YsUOhUOiAPoqLi7Vjxw79+OOPuvTSSy39pgCAPXEyBADeYtyFCeQKJpAreK5u3fAtOJYtk0aPllq12t1g8csv0tVXS02aSHfeKa1fb76eOnXMHwMohXEXJpArmECuAADxEMjGih9++KHcbhWjRo3Sjz/+qFtuuUVdunRRw4YNlZmZecDHSElJUWZmppo3b67nn39eI0aMiEvtAICq42QIALzFuAsTyBVMIFewolo1acQI6fvvpf/8R+rWbXeDxcaN0v33S4cfLl12Wfg2IqYcdli4FsBDjLswgVzBBHIFAKiqQDZW7Ny5U1K4qcJxHPXq1UvPPvusUlNTjR1z1KhRxl4bALD/OBmC13p2bmW7BMAqxl2YQK5gArmCVX37Sp9/Ls2eLQ0aJKWmhhss8vOlF16QWreWzj5b+uqr+B87Jyd8CxLAY4y7MIFcwQRyBa9xPRFILIFsrDj00EPLPL7pppuMH7Nly5bR3TEAAP5g+2TIqeg5p6Jn7fNrXUEysHdHTrKR9PY27nbp0NxCRUgEtudzJCZyBetOOEF66y1pyRLp//5Pqlkz3GARCoV3tTjlFOn3v5c++MB2pUBc7G3c7daphYWKkAiYz2ECuYKXuJ4IJJY02wUciPbt22v58uXRxx06dDB+zKysLB1xxBGqxpaKAOArObl5ksInP6VFHke+bkKNzIxyz1XlNlTwPy9yBfhdrHG3X492NspBgrA5nyNxkSv4QrNm0pNPSn/9q/Tss9I//ymtWRP+2owZ0rnnSkcdJV13nTRsmJRR/hwDCIpY4+6AXu1tlIMEwXwOE8gVvESugMQRyB0rzj777DKPTd4CpLSlS5fqaLZUBADfodMcXiJXQOxxF6gK5nOYQK7gG3XqSLfcIv3yi/TSS9Kxx4Z3sHBdaelS6YorpKZNpXvukX77zXa1wAFjnQgTmM9hArmCl8gVkBgC2Vhx/vnnq2nTptHHS5cutVgNAMAPbJ8MZWRk+P4jNTXVs2bERMfJEMBFc5hhez5HYiJX8JX0dGn4cCkvT/roI6lnz90NFhs2hHe2aNpUuuqqcMMFEECsE2EC8zlMIFfwErkCgi+QjRXp6el64IEHoo/Hjx/vyXFXrFihkpIST44FANh/nAzBS+QK4KI5zGA+hwnkCr50+unSpEnSnDnSBRdIqanhBotdu8K3DWnZUjrvvPAtQ4CAYZ0IE5jPYQK5gpfIFRBsabYLOFBDhgzRxIkT9dprr+nFF1/ULbfcovT0dKPHPOKII/Ttt9+qdevWRo8DADhwXt4jsbCouNxzZ114uTZv3hK3Y8RLgwaH6K2XnrBdRqCN/XSWBvbuWOY57pEIxB53gargnscwgVzBt9q1k8aMkR56SHr88fCtQrZtk0pKpPffD3906SJdf73Ur5/taoFKY50IE5jPYQK5gilcTwQSS2AbKyRp9OjRWrlypaZMmaJ//OMfuu6664wda9u2bQqFQsZeHwAQPzZPhlavWaeNPmysQNVNnr5ABYXFnGQDFcjJzVN2VnX169HOdilIIMlwcdNxnAqfc13XQjV7V1GtQZQMuUKANWki/f3v0t13S889Jz31lLRqVfhr06aFP5o3DzdYXHSRVK2a1XKBysjJzVNWZjUN6NXedilIIMznMIFcwQSuJwKJJZC3AonIyMjQhAkTdMopp+juu+/WUoP3nlywYEHCXEgCgGTANn4wwY+5qmh14uc1i59rQ9VMm73IdglIQH4cd+OpVnZ2uecyMzNVo0YN331kZmZa+F/IjETPFRJArVrSjTdKP/8s/fvf0nHHhW8R4rrSwoXSyJFSs2bSAw9ImzbZrhbYp6kzF9ouAQmI+RwmkCuYQK6AxBHoHSuk8EWnjz/+WGeccYbOOeccffnll6pZs2ZcjxEKhXTPPffE9TUBAObRaQ4T/JarGpkZ5Z5LpD9+AYDfxl0kBnKFQEhLky6+WOrZUzrvPGnGDMlxwg0W69ZJd9whPfig9Kc/SddcE262AIAkwnwOE8gVTCBXQGIIZGNFbm5uueduuukmjRw5UqeddpoeeOCBKr8bsqioSFu2bNFPP/2kN954Q9988w3vsASAAGLRChPIFQB4KxnG3YyM8o1yMCsZcoWA++EH6ZFHpDfflIqKwk0V0u5/XVfasSN8y5BnnpEGDgzfQqR2bXs1A4DHmM9hArmCCeQKCL5ANlZ07949ZpPD6tWr1bNnT48rAgD4GYtWmODHXAXtj3LFxcW2SwAQIH4cdxF85Aq+9MUX0sMPS598svsWIHtynN0NFpJUXCx9/LG0ZQuNFQCSDvM5TCBXMIFcAcEWyMaKY445RosXL/bseOxUAQDBx6IVJpAreK1n51YaP2me7TIAa/Y17n6zYLnnNVXFrvz8cs8V3nabtG2bhWr2ITtb1e6/33YVRjCfwzc++CC8Q8WMGeHHkYaK0jtUlH4cea5hQ+nqq6XLLqOpAkDS2td8PjvvZ89rQvCxToQJ5AoIrkA2Vlx++eW69tpraXgAAOwXFq0wwXauCovK7/pw1oWXa/PmLUaPe6AaNDhEb730hO0yAmtg744qKCxmvEJS29u4m51V3UZJ8bVhgz8bKwoKbFdglO35HEmssFB65RXpscekyJuIKmqgKP048vXWraXrr5cuvFBKT/emXvgaTbhIdnubz7Myq9koCQmAdSJMIFdAMAWysWL48OG6/fbbtWvXLkmS67o0WQAAKoVFK0zwW65Wr1mnjT5trEDVMV4Bscfdfj3a2SgHCcJv8zkS3Nat0jPPSP/4h7RuXdnbfcS6xhX5nm7dpBtukM44w3ydCBSacIHY8/mAXu1tlIMEwToRJpArIHhSbBdwIGrXrq0hQ4bI/d8JpeM4cl3X6AcAIHHk5OZpzITp5Z4f0rez+nQ9zkJFSATkCl4iV0DscReoCuZzGLdqVXiXiSZNpNtuk9auDTdMOM7ujz2vQ7mulJIinXeeNHOm9PnnNFUgJsYrgHUizGCdCBPIFRAsgdyxQpKuvPJKvfjii5LCO1b07t1bAwYM0JFHHql69eopMzNT1atXV0pKilJTU/frtV3XVWFhoTZt2qRFixbpxRdf1BdffGHi1wAAWEJHMEwgV/ASuQJij7tAVTCfw4gffpAeflh66y2pqKji232UbrCIPK5RQxo+XLr2WumII7yvG4HEeAWwToQZrBNhArkCgiOwjRVt27ZV586d9fXXX+v888/Xm2++aeQ4J554oi666CJdcMEFevfdd40cAwBgB4tWmECu4CVyBXDRHGYwnyNucnPDDRWffBJ+XNmGivr1pauukq68UqpXz9uakRAYrwDWiTCDdSJMIFdAMATyViARV155pVzXVceOHY0f65ZbbjF+DACA99huDSaQK5gy9tNZ5Z4jVwDbPcMM5nNUyfvvS507Sz16hJsqXLd8A0VE5PYfrisddZT07LPSsmXSHXfQVIEqYbwCWCfCDNaJMIFcAf4X6MaK8847T4cccoh+/vln48dq2bKl3D3vcQkASAgsWmECuYIJk6cvIFdADDm5efrw83m2y0CCYT7HfikslF54QWrRQjrvPGnmzL03VEi7v37SSdLYsdLChdKoUVL16t7Xj8CjCReoWE5unsZ/Nsd2GUgwrBNhArkC/C3QjRXp6ekaMWKEVq1aZfxYGRkZGj58uOrWrWv8WAAA77FohQnkCiaQKyC2abMX2S4BCYhxF/u0ZYv04IPS4YdLl10mLV5cvqFizzfrRB737y998YX01VfS2WdX3HwBVBJNuEBsU2cutF0CEhDrRJhArgD/SrNdQFX99a9/VWpqqifHuvvuu3XIIYd4ciwAgPe4lx1MIFcwgVwBgLcYd1GhVaukv/9devFFafv23c0SpZsj9tytwnWljAzpoouk664L724BxBHjFQB4i3EXJpArwJ8CvWOFJM+aKlzX1eGHH66FC+lsBYBERkcwTCBXMIFcAYC3GHcR9f330tCh0pFHSk88IW3bVnEDhVT2cZ060q23Sr/8Io0eHf+miueekzZsiO9rIpAYrwDAW4y7MIFcAf4T+B0rvLJmzRq5e27bCABISHQEwwRyBRPIFQB4i3E3yU2dKj38sJSTE368rx0qIl9v1ky65hrpT3+SsrLM1ffMM1LXrtLBB5s7BgKD8QoAvMW4CxPIFeAvNFZU0ieffCKH+1wCQNJg0QoTyBVMIFcA4C3G3SQ0dqz0yCPSrFnhxxU1VESUbqg44QTphhuk886TUjzYNDY/3/wxECiMVwDgLcZdmECuAP+gsaISZsyYoRtvvNF2GQAAj+1r0frNguWe14Tg42QIJpAreK1n51YaP2me7TIAa1gnJpHmzaWlS8Of762hovTX+/QJN1T06GG+voiSEmn1au+Oh8BgnQivsU5EstvXuDs772fPa0LwMZ8D/pAwjRUlJSWaNWuWvvvuO61atUobN25UQUGBioqKDugWHkVFRdq0aZOWLl2qRYsWyXVddqwAgCS0t0VrdlZ1GyUhAXAyBBPIFbw0sHdHFRQWkyskNdaJSWLJkt27UESuC5X+PPI4PV0aPFi6/nqpTRvv6/z8c2nXLu+Pi0BgnQgvsU4E9j7uZmVWs1ESEgDzOWBf4Bsr1q9fr4cfflgvv/yytmzZEvfXP5CmDABAYom1aO3Xo52NcpAgOBmCCeQKXiJXAOvEpFL6Fh+lGyxq1ZJGjpT+/GfpsMPs1LZ1q3TttXaOjcBgnQgvkSsg9rg7oFd7G+UgQTCfA3YFurHi3Xff1ahRo7RlyxZjDRCRXSposACA5BZr0QpUBSdDMIFcwUvkCmCdmDT23LEiJUU64wxp1Khwc8XSpbtvGWJaYaG0c6e0Zo307bfS++9L69bFvkUJ8D+sE+ElcgWwToQZzOeAPYFtrHjzzTd10UUXKRQKSRK36QAAGMfJEEzgZAgmkCt4iVwBrBOTRqS5IrJ7xccfhz9s481A2A+sE+ElcgWwToQZzOeAHYFsrFi3bp1GjRqlUCgUs6EiXjtM0LABACiNkyGYwMkQTCBX8BK5AlgnJrzS14f81MhQutEDqCTWifASuQJYJ8IM5nPAe4FsrHj66ae1ffv2ck0PkWaKOnXqqHHjxqpZs6YyMjIO6BihUEgFBQVavXq1Vq5cWeWaAQCJg5MhmMDJEEwgVzBl7KezNLB3xzLPkSuAdWJCizQuNG4stWghHXywlJFh5/YbpW8F8v330o4d3teAwGOdCFNYJwIVY50IE5jPAW8FsrHio48+KvPYdV3VrFlTt912m84//3wdfvjhcT3e2LFjNXToUO3atSuurwsACK6c3DxlZ1VXvx7tbJeCBMLJEEwgVzBh8vQFKigsJldABVgnJqj27aUXXpCOP952JWUVF0vPPitde630v9vlApXFOhEmsE4EYsvJzVNWZjUN6NXedilIIMzngHdSbBdwIBYvXhzdrcJ1XWVnZ+urr77STTfdFPemCkkaOHCgrrvuuri/LgAg2KbNXmS7BCSgnNw8jZkwvdzzQ/p2Vp+ux1moCImAXMEEcgXExjoxwRx2mDRpkv+aKiQpLU36v/+Tbr3VdiUIKOZzmECugNimzlxouwQkIMZdwBuBbKwoLCyUFG6qcBxHd9xxh9q0aWP0mEOGDDH6+gAAABGcDMEEcgUTyBWApHDDDVLt2rar2LsrrrBdAQKM+RwmkCsA8BbjLmBeIBsrDjnkkDKPzznnHOPHbNasmdzI/TQBAAAM42QIJpArmECuACS8Hj1sV7Bvhx4qNWpkuwoEGPM5TCBXAOAtxl3ArEA2VpxwwgllmhyaNGli/JjVq1fXJZdcorp16xo/FgAAgMTJEMwgVzCBXAFIWI4jNWtmu4rKqVPHdgUIOOZzmECuAMBbjLuAOYFsrBgwYECZxxs2bPDkuC+++KIaNmzoybEAAGE9O7eyXQJgFSdDMIFcwQRyBa+xToQnmjaVata0XUXlHHaYVK2a7SoQcMznMIFcAYC3GHcBMwLZWDF48GDVr18/+viHH36wWA0AwKSBvTuy2EPS29vJUJcOzS1UhETASTZMIFfwEutEeOLnn8O7VgRBTo509NG2q0ACYD6HCeQKXqMJF8mOcReIv0A2VlSvXl0PPvhg9PGYMWM8Oe59993n2e4YAIDdWOwBsU+G+vVoZ6EaJApOsmECuYKXyBUAmMF8DhPIFbxEEy6w93G3W6cWFioCgi2QjRWSdMkll+i8886T67p65513tHr1aqPHKy4u1l133aX169cbPQ4AoGKcZAOxT4aAquDiJkwgV/ASuQIAM5jPYQK5gpfIFRB73B3Qq72FaoBgC2xjhSS98sor+v3vf68dO3boiiuuMHqsVatWyXVdo8cAAOwdJ0MAzRUwg4ubMIFcwUvkCgDMYD6HCeQKXiJXANcTgXhJs11AVVSvXl05OTk67bTT9OGHH+qxxx7TddddZ+RYn376qZyg3FMTABLYkL6dJYUXg0CyiuQ/8v8HIB5i5YpxF1VBruAlcgVfWrZM+u476ZdfpFWrpB07pJ07pYwMKStLOugg6fDDpaOPln73Oykt0JfqkKCYz2ECuYKXyBXA9UQgHgJ/tlazZk3997//1Xnnnaebb75ZRx55pM4+++y4HuO7777TrbfeGtfXBABUzthPZ2lg745lnuNkCOBkCGZwcRMmkCuYwjoRvlRQIH3yifTee9KUKdKaNZX/2erVpfbtpb59pYEDpaOOMlYmsL+Yz2ECuYKXyBXA9USgqgLfWCFJNWrU0GOPPaYzzjhDQ4YM0fnnn6+UlKrd5aS4uFg7duzQypUrNX/+fBUVFbFjBQBYMHn6AhUUFnOSDVQgJzdP2VnV1a9HO9ulIIFwcRMmkCuYwDoRvrJ+vfTkk9Lzz0ubNoWf299byu7aJX35ZfjjllukHj2ka66Rzjwz/vUCB4D5HCaQK5hCEy5QMZorgAMX+MaKzz77THfeeae+/vprSZLrunrttdfi9vru/p4EAwDijpNsILZpsxfRWIG4Y9yFCeQKJpArWFdYKD36qPS3v4Vv81H6OtKBvEGn9M9//nn448QTpccfD/8LWMa4CxPIFUygCReILSc3T1mZ1TSgV3vbpQCBUrVtHSy7+eab1bt3b3399ddyXVeu68pxnOjn8fiQxE4VAOADObl5GjNhernnh/TtrD5dj7NQEQAkNsZdmECuYAK5gjXffRe+dccdd0jbt4ebIhxn94cUfq6yH1LZn488//XX0sknS9ddJxUV2ft9gf9h3IUJ5AomkCsgtqkzF9ouAQicwDZWPPjgg3r44YfLNFREGiAin8frAwDgD5wMAYC3GHdhArmCCeQKnnvzTalTJ+mHH8o2VEjlmyUiSjdN7Pmx58/t+ZqhkPTEE9JJJ0mrV3v2awKxMO7CBHIFE8gVACBeAtlYsXTpUt199937bH6I144VAAD/4GQIALzFuAsTyBVMIFfwzCOPSBddJOXn726AkCredWLP5olY9tZsUXoHi3nzws0V331n7vcDKolxFyaQK5hArgAA8ZBmu4AD8fTTT6uoqCh6249IY0WkEaJatWpq1qyZ6tSpo8zMzAPadaKkpEQFBQVatWqVVvNOAADwFe69CQDeYtyFCeQKJpArGPfYY9JNN4U/3/N6054NFnuqXl2qUUOqVk1KTw/f1qOgIHwbkYpu8bFnQ0bk85UrpV69pKlTpZYtq/b7AFXEuAsTyBVMIFcAgKoKZGPFpEmTytz2I9JcMXToUI0cOVInnniiUlLitxnHm2++qUsuuUSFhYVxe00AQNVwMgSv9ezcSuMnzbNdBmDNvsbdbxYs97wmBB/zOUwgVzDmtdekG26oePeJSDNF9epSu3bhXSVatZKaN5eaNZPq1w83VcSydau0dq20ZIm0aJE0c6Y0fbq0bFn463s2WPz6q3TqqeHva9Qofr8jcAD2Ne7OzvvZ85oQfMznMIFcwWtcTwQSSyAbK3755Zfo567rKiUlRa+++qqGDBli5HiDBw/WqlWrdFPkHQkAAF/gZAheGti7owoKi8kVktrext3srOo2SkICYD6HCeQKcTd3rjRqVPnnXTfcMDFokHTOOeFmh+oHMCfWqhX+aN5cOuOM3c//8IP03nvSiy+Gd6oo3WCxerV07rlSbq6UFshLfEggext3szKr2SgJCYD5HCaQK3iJ64lAYonftg4eCoVCkhTdqWLUqFHGmioiBgwYYPT1AQAHhnskwkvkCog97vbr0c5CNUgUzOcwgVwhbgoKpCFDpPz8srf7qFtXevhhadUq6eWXpb59D6ypYm9at5buvFP65ZfwMRo1Ch87UseMGeGvAz4Qa9wd0Ku9hWqQKJjPYQK5gpfIFZA4AtlY0bhx4zKPR44cafyYzZo1kxvrHpkAAKs4GYKXyBUQe9wFqoL5HCaQK8TFvfeGb89Ruqni0kulpUul66+Xatc2X0NKijRsmLRgQbjJI9Jc4brSY49JebwLEv7AOhEmMJ/DBHIFL5ErIDEEsrGiW7duZZocWrRoYfyY1apV0/Dhw1W3bl3jxwIA7D9OhuAlcgVw0RxmMJ/DBHKFKlm3Tnr88d1NDNWrS++/Lz3/vDcNFXuqWVN6/XXpvvt2N1cUF0vcvhY+wjoRJjCfwwRyBS+RKyD4AtlYcf7555d5vG3bNk+O+9JLL6lhw4aeHAsAsP84GYKXyBXARXOYwXwOE8gVDtgjj0i7doU/z8yUcnKks86yWpIk6dZbpb/+Ndxc4brSxInSrFm2qwKiWCfCBOZzmECu4CVyBQRbIBsrevbsqRNPPDH6+Mcff7RYDQDATzgZgiljPy1/oZpcAVw0hxnM5zCBXGG/FRVJr7yy+/Ho0dIpp9irZ0933CGdc87ux88/b68WoAKsE2EC8zlMIFcwheuJQGIJZGOFJD311FNKT0+XJL3xxhueHPP111/X1q1bPTkWAODAcTIEEyZPX0CugBhycvP04efzbJeBBMN8DhPIFfZLTo7022/h22307y9deKHtisobPVqqWze8a8W770oFBbYrAsrIyc3T+M/m2C4DCYb5HCaQK5jA9UQgsQS2saJDhw56+OGH5bquxowZow0bNhg9nuu6Gjp0qFauXGn0OACA+OBkCCaQKyC2abMX2S4BCYhxFyaQK1Tap5/u/vyBB+zVsTf16kk33BD+fPt2ado0u/UAFZg6c6HtEpCAmM9hArmCCeQKSByBbayQpD//+c+68cYbtX37dt16661Gj/Xbb7/JdV2jxwAAxBeLVphArgDAW4y7MIFcoVJyc8O7VXTpIrVqZbua2EaOlDIywp9PmWK1FADwEvM5TCBXMIFcAYkh0I0VkvS3v/1N1113nV566SVNnDjR2HFmzZolx3GMvT4AwAwWrTCBXAGAtxh3YQK5wl65rrTof7sx9e1rt5Z9qVdP6to1/Hlent1aAMBjzOcwgVzBBHIFBF+a7QLi4ZFHHpHjOBoyZIi+/PJLtWzZMq6vv2LFCl1zzTVxfU0AgHdycsMXF4f07Vzm+cjjyNeB/UGuAMBbjLswgVwhppUrpYKC8I4VnTvv+/ttO+UU6b//lRYvtl0JAHiO+RwmkCuYQK6AYAtkY8U999xT7rmaNWuqRo0a6tatm6644ooq7y5RVFSkLVu26KefftKUKVO0c+dOdqwAgABj0QoTyBW81rNzK42fNM92GYA1+xp3v1mw3POaEHzM56jQli27Pz/mGHt1VFaLFuF/162zWwcAWLKv+Xx23s+e14TgY50IE8gVEFyBbKy4++67YzY5uK5bYeNFVbiuG9fXAwDYwaIVJpAreGlg744qKCwmV0hqext3s7Oq2ygJCYD5HOXs2LH787p17dVRWQcdFP63dN1IOjThItntbT7PyqxmoyQkANaJMIFcAcGUYruAA9G1a1e5rlvhh+M4Mb92oB/sVAEAiYN72cEEcgUvkSsg9rjbr0c7C9UgUTCfo4yMjN2fpwXgfUmpqeF/QyG7dcCqgb07Ml4h6cWazwf0am+hGiQK1okwgVwBwRPIxoorr7xSkuQ4TrmPWM9X5QMAkFhYtMIEcgUvkSsg9rgLVAXzOaJq1tz9+dat9uqorEiNWVl264B1jFcA60SYwToRJpArIFgC2VhxzjnnqFGjRrbLAAAEGItWmECu4CVyBXDRHGYwn0OSdNhhuz//6Sd7dVTWkiXhf4Nw2xIYx3gFsE6EGawTYQK5AoIjAHsZlpeamqoRI0bonnvuie4o4bpu9OuZmZnKzMxU9erVlZKSotTIdoiV5LquCgsLtXnzZuXn58e1dgCAf3AvO5hAruAlcgXEHneBqmA+hzIzpYYNpbVrpVmzpBNOsF3R3n39dfjfI4+0Wwd8g/EKYJ0IM1gnwgRyBQRDIBsrJGnUqFF64IEHVFJSourVq+uOO+7QgAEDdOSRRyqj9H0wq2jFihUaPXq0/va3vynEfSoBIOGwaIUJ5AqmjP10lgb27ljmOXIFcNEcZjCfQx06SB9+KE2YII0aZbua2Hbtkj79VHIcqVUr29XARxivANaJMIN1IkwgV4D/BfJWIJLUsGFDnXXWWZLCTRY333yzWrVqFdemCklq0qSJ7r33Xt1xxx1xfV0AgH+w3RpMIFcwYfL0BeQKiCEnN08ffj7PdhlIMMznSe7kk8P/TpwoLV9ut5a9eeUVacuW8OddutitBVaN/XRWuecYr4DwfD7+szm2y0CCYZ0IE8gV4G+BbayQpCuvvFKu66phw4bGj3XxxRcbPwYAwB4WrTCBXMEEcgXENm32ItslIAEx7iax/v3D/5aUSLffbreWWLZske65J/x5SorUvbvVcmAXTbhAbFNnLrRdAhIQ60SYQK4A/wp0Y0W3bt107LHH6ttvvzV+rCZNmsh1XePHAQDYw6IVJpArmECuAMBbjLtJqmVL6bjjJNeV3nhDGj/edkXljRghrV0bvg1I9+7SIYfYrgiWMV4BgLcYd2ECuQL8KdCNFZJ000036ZhjjjF+nNTUVL3yyitq3Lix8WMBAOxh0QoTyBVMIFcA4C3G3SR11VXhf11XuugiafZsu/WUdu210tixux8PH26vFvgK4xUAeItxFyaQK8B/0mwXUFV//OMfPTvWRRdd5NmxAAD25OTmSQovUkuLPI58Hdgf5AomkCsA8BbjbhK6+GLpr3+V1qyRtm+XevWS3nlHOu00ezXt3Cldeqn01lvhnSpcVzr8cOmCC+zVBN9hvAIAbzHuwgRyBfhL4HesAADABDqCYQK5ggnkCgC8xbibZDIypPvvDzcvOI60bZt05pnSjTdK+fne1zNlitS2bbipwnV313XXXVIKl/lQFuMVAHiLcRcmkCvAP5LijGvVqlWaMWOGPvroI7355puaMGGCpk+fri1bttguDQDgYyxaYQK5ggnkCl7r2bmV7RIAqxh3k8zQoVLXrrubGEIh6bHHpObNpX/9SyoqMl/DjBlS//7hHTOWLg3XIoXr6do1vLMGUAHGK3iNdSKSHeMuTCBXgD8E/lYgseTk5Ojtt9/W1KlTtWzZspjf16xZM5122mnq37+/+vTpI8dxPKwSAOB3e9tuLTuruo2SkADYxg8mkCt4aWDvjiooLCZXSGqsE5PMq6+Gd4rYunX37TdWrpRGjJBuvVUaNkwaOFDq0CF+x1y2TPrgA2nMGGnOnPBzkeaOyOd16kgvvxy/YyIhsU6El1gnAnsfd7Myq9koCQmA+RywL+EaK1555RU9/PDD+vHHHyVJbqSDP4ZffvlFo0eP1ujRo3XYYYdp1KhR+vOf/6yaNWt6US4AIABiLVr79WhnoxwkCE6GYAK5gpfIFcA6Mak0bRq+/UbfvuEdK0o3N6xbJz38cPijfn3p5JOlk06SWraUjjlGathQql079mtv3x5+jSVLpIULpblzpWnTpJ9/3n2MiNLHTUkJN3wccYSZ3xkJhXUivESugNjj7oBe7W2UgwTBfA7YlTCNFcuWLdOIESM0efLkMs0UldmBIvL9K1eu1J133qknn3xSd999t6644gpj9QIAgiXWohWoCk6GYAK5gpfIFcA6Mamcdpr07LPSqFG7nyvd6CBJ69dL48aFP0pLT5eys6WMjPDnRUVSYWG4qaKgoPyx9nyjUOnrW5FdK555RjrzzKr+VkgirBPhJXIFsE6EGczngD0J0VgxceJEDRo0SNu3b482SZRuqHBdd68NFnt+74YNG/R///d/mjBhgl599VUdfPDB5ooHAAQGJ0MwgZMhmECu4CVyBbBOTCojRoT/veyyineSkMo3RUjhJorffqv8cWJdx4rsVPGPf0gjR1b+9YD/YZ0IL5ErgHUizGA+B+xIsV1AVX3wwQfq37+/tm3bFm2g2LOJYs/GiYo+Sn+v4zhyXVcTJ05U165dtWbNGs9+HwCAv+Xk5mnMhOm2y0CCiZWrIX07q0/X4yxUhERAruAlcgWwTkwqI0ZI77wj7Xkb2cj1Jcep+kfk9Uo3abiuVKOGNHasxC6rqALWifASuQJYJ8IM5nPAe4HesWLmzJkaMmSIioqKKtyRonTDREpKipo0aaLatWurVq1aql27tlJTU7Vjxw7t2LFDa9eu1fLlyxUKhSTtbsb48ccfdeqpp2rmzJnKysry5hcDAPganeYwgU5zmECuYMrYT2dpYO+OZZ4jVwDrxKRyzjlSq1bSBRdIeXnlGyL2tLdb1Vb0/Xv+jOtKHTpIr78uNW9+4HUD/8M6EaawTgQqxjoRJjCfA94KbGNFfn6+hgwZooKCgnJNFa7rqnr16urfv7+6d++udu3a6Xe/+50yMzP3+ZoLFizQRx99pHfffVd5eXlyHEc//vijLr/8cr366qsmfyUAQIDk5OYpO6u6+vVoZ7sUJBBOhmACuYIJk6cvUEFhMbkCKsA6MYm0aiXNnSs9+qh0333Sjh1lGyyk3U0TsZonSquo+cJ1pXr1pDvukK66SkpNjU/tgFgnwgzWiUBsObl5ysqspgG92tsuBQmE+RzwTmBvBfLYY4/pp59+Knebj9atW+vFF1/U2rVr9dZbb+myyy7TiSeeuM+mCkmqXr262rVrp9tvv13ffPONXn31VR100EFyXVdvvPGGvvjiC5O/EgAgYKbNXmS7BCQgtvGDCeQKJpArIDbWiUkkNVW66SZp2TLpttukunXL3sJjf2//Ie3++SZNpAcflJYulf78Z5oqYATzOUwgV0BsU2cutF0CEhDjLuCNQDZWFBYW6oknnog2Vbiuq1q1aunxxx/X/Pnzdckll6hWrVpVPs4f//hH5ebmqlGjRpKk22+/vcqvCQAAsC+cDMEEcgUTyBUA/E+9etK990pr1kjjxkkXXig1arS7SaIyH1L4Nh9XXSV99pn000/hpo3ata3+akh8zOcwgVwBgLcYdwHzAnkrkI8++ki//fabHMeR67pq06aNPvnkEx122GFxP1bLli316quv6g9/+IOmTZumxYsX65hjjon7cQAAAEpjGz+YQK5gArkCgFLS06X+/cMfUngnix9+CO86sXq1tH27tHOnlJYm1agh1akjNW0qHXGEdPzxNFHAGuZzmECuAMBbjLuAWYFsrJg4cWL085YtW2ratGlx2aEilp49e6pXr1767LPP9O677+rWW281diwAAIAIToZgArmCCeQKAGJo1iz8AQQA8zlMIFcA4C3GXcCcQN4KZP78+ZKklJQUjRkzxmhTRcTAgQPluq6+/vpr48cCAOzWs3Mr2yUAVrGNH0wgVzCBXMFrrBMBIP6Yz2ECuQIAbzHuAmYEsrHip59+kuM4OvXUU3X88cd7cswjjjhCkvTdd995cjwAQNjA3h1Z7CHp7e1kqEuH5hYqQiLgJBsmkCt4iXUiAJjBfA4TyBW8RhMukh3jLhB/gbwVyNatWyVJAwYM8OyYjuNIkn777TfPjgkACGObMiD2Nn79erSzUQ4SBNtDwgRyBS+RKwAwg/kcJpAreGlg744qKCwmV0hqext3szKr2SgJCLRANlakpqaqqKhIhx9+uGfH/PHHHyVJu3bt8uyYAIDdOMkGYp8MAVXBxU2YQK7gJXIFX1u2TPruO+mXX6RVq6QdO6SdO6WMDCkrSzroIOnww6Wjj5Z+9zspLZCX6pCgmM9hArmCl8gVEHvcHdCrvY1ygEAL5NlavXr1tHr1aqWmpnp2zLFjx0qSsrKyPDsmAKAsToYAmitgBhc3YQK5gpfIFXyjoED65BPpvfekKVOkNWsq/7PVq0vt20t9+0oDB0pHHWWsTKCymM9hArmCl8gVwPVEIF5SbBdwIFq3bi1J+vbbbz05Xk5OjnJzc+U4jho3buzJMQEAFeMecEDseyQCVcG9N2ECuYKXyBWsWr9euu026bDDwk0Rb74prV4tuW7lP3btkr78UrrlFql5c+nUU6WPPrL9mwHM5zCCXMFL5ArgeiIQD4FsrDjppJPkuq7efPNN48daunSphg4dGn3ctm1b48cEAOw29tNZ5Z7jZAjgZAhmcHETJpArmMI6Eb5QWCg98ED4Vh5/+5u0cePuRgnH2f+P0o0Wn38u9e8v/f730owZtn9TJDnmc5hAruAlcgVwPRGoqkA2Vpx33nmSpHnz5umdd94xdpzp06era9eu+vXXX6PP/eEPfzB2PABAeZOnL+AkG4ghJzdPH34+z3YZSDBc3IQJ5AomsE6Edd99F751xx13SNu3l2+mkPZvxwqp4iaLr7+WTj5Zuu46qajI3u+LpMd8DhPIFUyhCReoGM0VwIELZGNFmzZt1LFjR7muq1GjRmnmzJlxff3Nmzfr+uuvV/fu3bVmzRo5/zsZzsrK0tlnnx3XYwEA9o2T7KqLzGX7es4P/FqXX02bvch2CUhAjLswgVzBBHIFa958U+rUSfrhh7INFVL5ZomIve1UsefP7fmaoZD0xBPSSSeFbzECWMK4CxPIFUygCReILSc3T+M/m2O7DCBw0mwXcKDuvvtunXnmmdqyZYu6d++uu+66S3/5y1+UkZFxwK+5dOlSPfnkk/rXv/6lnTt3ynVdOY4T/XfUqFGqVatWHH8LAEBl5eTmSQqf/JQWeRz5OipWKzu73HOZmZkWKgEQFIy7MIFcwQRyBc898oh0yy3hZgepbGNE6WaI/RHrZyKvGfl83rxwc8XHH0tt2uz/cYA4YNyFCeQKJpArILapMxdqQK/2tssAAiWQO1ZI0umnnx7dPSI/P1+33nqrmjVrphtuuEHTpk1Tfn7+Pl9j9erV+u9//6tbbrlFv/vd79S8eXM9/fTT2rFjR7SZIqJhw4a68847jf0+AIB94x0MAOAtxl2YQK5gArmCZx57TLrppnBTxZ5NFPu6/UdGhlS3rnTooVLjxuF/69SR0tL2fmuQ0q/vONLKlVKvXtKPP3r2awN7YtyFCeQKJpArAEC8BHbHCkl64YUXNHfuXC1fvlyu62r9+vX6+9//rr///e9KTU1V06ZN1bhxY2VnZysjI0O7du3S9u3btXXrVv3yyy/aunVr9LXcUtszlm6ocF1X6enpeuutt5Rdwbt9AQDeotO86qqyuxOA5MO4CxPIFUwgVzDutdekG26oeHeJyHWl6tWldu3Cu0q0aiU1by41aybVry/VqBH7tbduldaulZYskRYtkmbOlKZPl5YtC399zwaLX3+VTj01/H2NGsXvdwT2A+MuTCBXMIFcAQDiIdCNFfXq1dPkyZPVtWtXrVq1KnrbDkkqLi7WTz/9pJ9//rncz7l73uPyf/a8p7vrukpNTdXrr7+uLl26xP8XAAAcEE6GAMBbjLswgVzBBHIFY+bOlUaNKv+864YbJgYNks45J9zsUL36/r9+rVrhj+bNpTPO2P38Dz9I770nvfhieKeK0teuVq+Wzj1Xys0N73oBWMC4CxPIFUwgVwCAqgr8WdcRRxyhGTNmaNCgQfrqq68qbI6oyJ7fF/neyPOu66pu3bp666239Ic//CH+hQMAqoSTof2zq4JbZBXedpu0bZuFavYhO1vV7r/fdhXl9OzcSuMnzbNdRuBVtAYr3RzrJxXVmsz2Ne5+s2C55zUh+JjPYQK5QtwVFEhDhkj5+WVv91GvnnTzzdKll0q1a5s5duvW0p13SrffLr36qnTHHdKqVeE6XFeaMSP89QceMHN8oBL2Ne7Oziv/xjdgX5jPYQK5gte4nggklsA3VkhSo0aNNHXqVD3yyCN68MEHtW3btuiF8L1dEC/dSBH53shF/bPPPltPPfWUGrGdIgD4FidDVbRhgz8bKwoKbFdQoYG9O6qgsJhcVVGtCm6tlpmZaaESHIi9jbvZWQfw7lxAzOcwg1whru69N3x7jtJNFZdeKj38sLmGij2lpEjDhoV3qLjsMmnMmN3NFY89Jg0eLB3HfeJhz97G3azMajZKQgJgPocJ5Ape4noikFhSbBcQL6mpqbr55pu1aNEiXXvttapdu7Zc193rux9LN1VEvvfEE0/Uhx9+qLFjx9JUAQABkJObpzETppd7fkjfzurTlQuLiC9yBcQed/v1aGehGiQK5nOYQK4QF+vWSY8/vruJoXp16f33peef966porSaNaXXX5fuuy9cj+NIxcXSTTd5Xwuwh1jj7oBe7S1Ug0TBfA4TyBW8RK6AxJEQO1aUduihh+rRRx/VPffco/fff1/jx4/X5MmTtWnTpgq/33EcHXvsserevbuGDRumE044weOKAQBVRac5vESu4icjI8N2CThAscZdoCqYz2ECuUKVPfKItGtXuIEhM1PKyZFOOcV2VdKtt0olJdJdd4UfT5wozZoldexoty4kPdaJMIH5HCaQK3iJXAGJIeEaKyJq1KihP/7xj/rjH/8oSVq+fLkWL16szZs3q7CwUHXr1tVBBx2kY445RnXq1LFbLACgyjgZgpfIFcBFc5jBfA4TyBUOWFGR9Morux+PHu2PpoqIO+6QvvkmvIOGFN5Fg8YK+ADrRJjAfA4TyBW8RK6A4EvYxoo9NW3aVE2bNrVdBgDAIE6G4CVydWB25eeXe67wttukbdssVLMP2dmqdv/9tqvwNS6awwTmc5hArnBAcnKk334L71bRv7904YW2Kypv9Gjp88+lTZukd9+Vnn5aYlcw+ADrRJjAfA4TyBW8RK6AYEuaxgoAQHLgZAimjP10lgb2LvsOQHIVJxs2+LOxoqDAdgWBwEVzmMB8DhPIFfbbp5/u/vyBB+zVsTf16kk33BC+Ncj27dK0aVKvXrarAiSxToQZzOcwgVzBFK4nAoklxXYBAADEW05unsZMmF7u+SF9O6tP1+MsVIREMHn6AnIFxJCTm6cPP59nuwwkGOZzmECusF9yc8O7VXTpIrVqZbua2EaO3L1LxZQpVksB9pSTm6fxn82xXQYSDPM5TCBXMIHriUBiobECAJCQOBmCCeQKiG3a7EW2S0ACYtyFCeQKleK60qL/zW19+9qtZV/q1ZO6dg1/nsc7H+E/U2cutF0CEhDzOUwgVzCBXAGJg8YKSaeccoruuusuFRYW2i4FABBHLFphArkCAG8x7sIEcoV9Wrly923BOgfgNgannBJuBlm82HYlAOAZ5nOYQK5gArkCEkOarQP/8ssv+sc//nFAP3vcccdp+PDhcatl5MiRuvzyy/X222/rxRdfVJcuXeL22gAAu7hHIkwgVwDgLcZdmECusFdbtuz+/Jhj7NVRWS1ahP9dt85uHQDgMeZzmECuYAK5AoLPWmPFqlWr9MQTT8hxnH1+r+u6SktLU+/evXXhhRfqrLPOimstF110kdq1a6eBAweqZ8+eeuihh3TNNdfE9RgAAHtYtMIEcgUA3mLchQnkCjHt2LH787p17dVRWQcdFP63dN0AkCSYz2ECuYIJ5AoINmu3AunUqZPeeecdHX/88XJdt9yHFG6oqFatmq666iotW7ZMEyZM0ODBg5WZmRn3etq0aaMZM2aoU6dOuv7663XRRReppKQk7scBANjBdmswgVzBaz07t7JdAmAV4y5MIFeoUEbG7s/TrL0vqfJSU8P/hkJ26wAAS5jPYQK5ggnkCggua40V6enpOvfcczVjxgz16tVLkuQ4TvTDdV1dcMEF+umnn/SPf/xDDRs2NF5TnTp1NGnSJJ155pkaM2aMhgwZohAnpACQMFi0wgRyBS8N7N2RXCHp7W3c7dKhuYWKkAiYz1FOzZq7P9+61V4dlRWpMSvLbh2wiiZcJLu9zefdOrWwUBESAetEmECugGCy1lgRkZaWpksvvbTMc9nZ2Xrttdc0ZswYTxoqSqtevbree+89devWTe+9956GDx/u6fEBAGaxaIUJ5ApeIldA7HG3X492FqpBomA+RxmHHbb7859+sldHZS1ZEv43CLctgTE04QKx5/MBvdpbqAaJgnUiTCBXQPBYb6yQpBUrVkQ/r127tj777DNdeOGF1uqpVq2axo8frxYtWuj111/Xiy++aK0WAED8sWiFCeQKXiJXQOxxF6gK5nNEZWZKkTf7zJplt5bK+Prr8L9HHmm3DljHeAWwToQZrBNhArkCgsUXjRUvvPCCJCkzM1M5OTlq395+92hk14zU1FT95S9/0aJFi2yXBACIIxatMIFcwUvkCuCiOcxgPkdUhw6S60oTJtiuZO927ZI+/VRyHKkVt4IA4xUgsU6EGawTYQK5AoLDemNFTk6OFi1aJMdxdO+996pTp062S4pq3769LrvsMu3cuVO33HKL7XIAAHHGohUmkCt4iVwBXDSHGcznkCSdfHL434kTpeXL7dayN6+8Im3ZEv68Sxe7tcA3GK8A1okwg3UiTCBXQDBYb6z45z//KUnq1KmTrrnmGsvVlHfDDTcoLS1N48aN05w5c2yXAwCIMxatMIFcwZSxn5bfipxcAVw0hxnM51D//uF/S0qk22+3W0ssW7ZI99wT/jwlRere3Wo58BfGK4B1IsxgnQgTyBXgf1YbK3799Vfl5OTIcRzdfPPNNkuJqUmTJurZs6ek3U0gAPzHcRzbJVTIr3WhLBatMIFcwYTJ0xeQKyCGnNw8ffj5PNtlIMEwnye5li2l444L3w7kjTek8eNtV1TeiBHS2rXh24B07y4dcojtimARTbhAxXJy8zT+M940ifhinQgTyBXgb1YbKyZMmKBQKKTDDz9cAwYMsFnKXg0YMECu62rcuHEqKiqyXQ6Q9BzHUWpqqlJTU6PPZWZmqkaNGr77yMzMtPi/FPYHi1aYQK5gArkCYps2e5HtEpCAGHeT3FVXhf91Xemii6TZs+3WU9q110pjx+5+PHy4vVrgCzThArFNnbnQdglIQKwTYQK5AvzLamNFZLeKM844w2YZ+9SpUydJ0tatWzVp0iTL1QAATGHRChPIFUwgVwDgLcbdJHbxxVKjRuEdIbZvl3r1kiZOtFvTzp3ShRdKTz4ZrkuSDj9cuuACq2XBHxivAMBbjLswgVwB/pRm8+Dz5oW3aT3llFNslrFPrVu3jn4+c+ZMnX766RarAVBaRkaG7RIqrbi42HYJqISc3DxJ4UVqaZHHka8D+4NcwQRyBQDeYtxNUhkZ0v33h3eDcBxp2zbpzDPDu0Xcc49Uvbq39UyZIl16qfTTT+FdNKRwXXfdJaVYff8UfITxCgC8xbgLE8gV4D/Wzrh27dqln376SZLUtm1bW2VUSuQWA5I0f/58u8UAAIyjIxgmkCuYQK4AwFuMu0lq6FCpa9dwI4PjSKGQ9NhjUvPm0r/+JXlx29gZM6T+/cM7ZixdWrapomvX8M4aQCmMVwDgLcZdmECuAH+xtmPFunXrFAqF5DiODjroIFtlVFp2drZ27dqlRYu4Zy/gR2ddeLk2b95iu4xyGjQ4RG+99ITtMnAA6AiGCeQKJpArAPAW426SevVVqW1baevWcDOD60orV0ojRki33ioNGyYNHCh16BC/Yy5bJn3wgTRmjDRnTvi5SHNH5PM6daSXX47fMZFQGK8AwFuMuzCBXAH+Ya2xYvPmzdHP69ata6uMSisoKJDrumXqBuAfq9es00YfNlYg2Pa1aP1mwXLPa0LwcTIEE8gVvNazcyuNnzTPdhmANawTk1DTptJbb0l9+4Z3rCjd3LBunfTww+GP+vWlk0+WTjpJatlSOuYYqWFDqXbt2K+9fXv4NZYskRYulObOlaZNk37+efcxIkofNyUl3PBxxBFmfmckBNaJ8BrrRCS7fY27s/N+9rwmBB/zOeAP1horikptk7hr1y7VrFnTVimVsnXrVknSli384RYAksneFq3ZWR7fTxkJg5MhmECu4KWBvTuqoLCYXCGpsU5MQqedJj37rDRq1O7nSjc6SNL69dK4ceGP0tLTpexsKSMj/HlRkVRYGG6qKCgof6zSzRSljxP5muNIzzwjnXlmVX8rJAHWifAS60Rg7+NuVmY1GyUhATCfA/ZZa6yoU6dO9PNNmzb5urFizZo1CoVCkso2hAAAkkOsRWu/Hu1slIMEwckQTCBX8BK5AlgnJqURI8L/XnZZxTtJSOWbIqRwE8Vvv1X+OKVfr7TIThX/+Ic0cmTlXw9Jj3UivESugNjj7oBe7W2UgwTBfA7YlWLrwKUbKxYsWGCrjEqZO3du9POsrCyLlQAAbMnJzdOYCdNtl4EEEytXQ/p2Vp+ux1moCImAXMFL5ApgnZiURoyQ3nlH2vNNQpGGCsep+kfk9Uo3abiuVKOGNHasdMUV3vyuSCisE+ElcgWwToQZzOeAPdYaKw466CBVrx7eGnP27Nm2yqiUr7/+Ovp5dna2xUoAADZxMgQTOBmCCeQKXiJXAOvEpHTOOdLXX0tt2pRtqJB2N0SU/tibir4/cruP0q/ZoYM0d640YIC53wsJj3UivESuANaJMIP5HLDDWmNFSkqK2rZtK9d19Z///MdWGZXy3nvvSZIcx1HTpk0tVwMAsImTIZjAyRBMIFfwErkCWCcmpVatwo0ODz4Y3kmioh0rImI1T+x5O5GKdq2oW1d6/HFp+nSpeXPvfj8kLNaJ8BK5Algnwgzmc8B71horJKl9+/C9pGbNmqXFixfbLCWmOXPmaOHChXL+d0LbokULyxUBAGzjZAgmcDIEE8gVTBn76axyz5ErgHViUkpNlW66SVq2TLrttnATROmGif29/Ye0++ebNAk3bSxdKv35z+FjAXHCOhGmsE4EKsY6ESYwnwPestpY0bNnz+jnDzzwgMVKYrv33nslSe7/Toh/97vf2SwHAOATObl5+vDzebbLQILhZAgmkCuYMHn6AnIFxMA6MUnVqyfde6+0Zo00bpx04YVSo0Z736miop0rmjeXrrpK+uwz6aefwk0btWtb/dWQuFgnwgTWiUBsObl5Gv/ZHNtlIMEwnwPeSbN58DPPPFPZ2dnatm2bXn/9dV1zzTW+alz46quv9J///EeO40QbK3r16mW5KgCAX0ybvUj9erSzXQYSTE5unqTwyU9pkceRrwP7g1zBBHIFxMY6MYmlp0v9+4c/pPBOFj/8EN51YvVqaft2aedOKS0tfPuQOnWkpk2lI46Qjj+eJgp4jvkcJpArILapMxdqQK/2tstAgmHcBbxhtbEiIyNDAwYM0Ouvv66SkhJdcMEFmjVrlrKysmyWJUnatm2bLr744jLPNWrUSMcee6yligAAQLLgZAgmkCuYQK4AYB+aNQt/AD7GfA4TyBUAeItxFzDP6q1AJOnaa6+VJDmOo4ULF+qCCy5QYWGh1ZpKSko0dOhQ/fTTT9HdKhzH0dChQ63WBQAAkgfb+MEEcgUTyBUAAMHHfA4TyBUAeItxFzDLemPF8ccfrwEDBkRvtfHxxx+rT58+2rJli5V6QqGQLrzwQo0bN06O40SfT0lJ0ciRI63UBAAAkhMnQzCBXMEEcgUAQPAxn8MEcgUA3mLcBcyx3lghSffee6/S0sJ3JXFdV1OnTlWbNm2Uk5PjaR0rVqxQ165d9e6770afi+xWMWzYMDVt2tTTegAAUs/OrWyXAFjFyRBMIFcwgVzBa6wTASD+mM9hArkCAG8x7gJm+KKxok2bNrrtttuiTQyu62rVqlU688wzdfbZZ2vu3LlGj19YWKjHH39cxx9/vKZPnx6tIyIrK0v33Xef0RoAABUb2Lsjiz0kvb2dDHXp0NxCRUgEnGTDBHIFL7FOBAAzmM9hArmC12jCRbJj3AXizxeNFZJ0++2364QTTog2NUQaLP7zn/+oY8eO6tWrl1566SVt3rw5bsdcvny57r//fh111FG6/vrrtWnTpjJNFZHPH3/8cR166KFxOy4AYP+w2ANinwz169HOQjVIFJxkwwRyBS+RKwAwg/kcJpAreIkmXGDv4263Ti0sVAQEW5rtAiJSU1P1/vvv6+STT9bq1aslKdpcIUlTpkzRlClTdOWVV6pDhw466aSTdNJJJ6lly5Zq1qyZsrOz9/r6oVBIy5Yt0/fff69p06Zp6tSpmjVrllzXjR6j9C4VkaaKwYMH609/+pOh3xoAUFlD+naWFF4MAskqkv/I/x+AeIiVK8ZdVAW5gpfIFQCYwXwOE8gVvESugNjj7oBe7W2UAwSabxorJKlp06aaOHGiunbtqk2bNklSmd0jpPBtO6ZPn67p08t2WNWqVUuHHHKIMjMzlZmZqYyMDBUUFGjnzp3aunWrVq9ereLi4jI/U1FDRWm9evXSyy+/HNffEQBw4DgZAmiugBlc3IQJ5ApeIlcAYAbzOUwgV/ASuQK4ngjEi68aKySpdevWmjRpkvr376+VK1dGmx723E1iT1u2bNGWLVsq9b0RFe1QEfm8R48eGjdunKpVq1a1XwgAEFecDAGcDMEMLm7CBHIFL5ErADCD+RwmkCt4iVwBXE8E4iHFdgEVOf744zV79mx17ty5wsYIx3FifkiK3t6j9I4Ue/veyPdEHo8cOVITJ05UjRo1vPh1AQB7MfbTWeWe496bQOx7JAJVwT2PYQK5gimsEwHAO8znMIFcwUvkCuB6IlBVvmyskKRDDjlEU6dO1b333quMjIxyDRalmydKfy1WA0WsnyndUJGdna1///vfeu6555SW5rvNPAAgKU2evoCTbCCGnNw8ffj5PNtlIMFwcRMmkCuYwDoRVoVC0sMPS/n53h/7gw+keawB4T3mc5hArmAKTbhAxWiuAA6cbxsrJCktLU233XabvvvuO/Xr10+SKtyFIvL8vj5i/ZwkDR48WN9//70uvvhir39NAMA+cJINxDZt9iLbJSABMe7CBHIFE8gVrCgpkS64QLrlFumMM6SdO7079ttvS4MGSaeeKs2c6d1xgf9h3IUJ5Aom0IQLxJaTm6fxn82xXQYQOL5urIg48sgjNX78eOXl5Wno0KFKT0+v1K0+9nWrkNTUVA0ePFhz587VG2+8ocMOO8zmrwkA2AtOsgHAW4y7MIFcwQRyBU8VFUkDB0pjx0quK02dKvXpI23fbv7Yb7whXXRRuLFj0ybpD3+QvvzS/HGBPTDuwgRyBRPIFRDb1JkLbZcABE4gGisiWrdurX/9619at26d3njjDZ133nmqU6dOpXariHzUqFFDZ5xxhp555hmtWbNGb7zxhtq2bWv7VwMAVAInQwDgLcZdmECuYAK5gify86UBA6QPPww3VThO+N8vv5R695a2bjV37FdekYYNk4qLw8d1HGnbtnBTx+TJ5o4LxMC4CxPIFUwgVwCAeEmzXcCBqF27tgYPHqzBgwdLklasWKG8vDwtWrRImzZt0pYtW7R9+3alp6erRo0aatCggZo2bao2bdqoZcuWSk1NtfwbAAAOVE5unqTwyU9pkceRrwMA4oNxFyaQK5hArmDcihXS3LnhzyNNFZF/Z8wI357j00+lOnXie9yXXpJGjZJCofDxIhxH2rFDmjRJ6tkzvscEKoFxFyaQK5hArgAA8RDIxoo9NWnSRE2aNNEZZ5xhuxQAgAc4GQIAbzHuwgRyBRPIFYw65pjw7hCnniqtW1e+uWL2bKlXL+m//5Xq1YvPMZ9/XrryyvJNFf+7Pa5uvFF64IH4HAs4AIy7MIFcwQRyBQCoqkDdCgQAgAi28YPXenZuZbsEwCrGXZhArmACuYJRrVtLn38uNWgQfly6uUKS5s2TevSQNmyo+rGeflq64orYTRW33ir97W9VPw5QRYy7MIFcwQRyBa9xPRFILDRWAAACi5MheGlg747kCklvb+Nulw7NLVSERMB8DhPIFYxq0UKaMkVq1Cj8eM/mirw8qXv38K4WB+rJJ6Wrry77utLupoq77pLuu+/AXx+Is72Nu906tbBQERIB8zlMIFfwEtcTgcRCYwUAINA4GYKXyBUQe9zt16OdhWqQKJjPYQK5glHHHBNurmjcOPx4z+aKH34IN1esXbv/r/3oo9K118ZuqrjnnnBjBeAzscbdAb3aW6gGiYL5HCaQK3iJXAGJg8YKAEDgcTIEL5ErIPa4C1QF8zlMIFcw6qijpKlTpaZNw4/3bK5YuFDq2lVataryr/m3v0k33bT7dSLNFJF/H3xQuv32+P0OQJyxToQJzOcwgVzBS+QKSAw0VgAAEgInQ/ASuQK4aA4zmM9hArmCUYcfHm6uOPzw8OPSzRWOIy1ZEm6uWL583691773SbbeVbaoo3VzxyCPhpgvA51gnwgTmc5hAruAlcgUEH40VAICEwckQvESuAC6awwzmc5hArmBU06bh5oqjjgo/Lt0M4TjSzz9L3bqF/43l7rvDH7GaKh5/XLruOpO/BRBXrBNhAvM5TCBX8BK5AoKNxgoAQELhZAimjP10VrnnyBXARXOYwXwOE8gVjGrcWJoyRTrmmPJNEY4jLVsWbq5YsqT8z95+e3i3itK3ESndXPHPf0p//rNnvwoQL6wTYQLzOUwgVzCF64lAYqGxAgCQcDgZggmTpy8gV0AMObl5+vDzebbLQIJhPocJ5ApGNWoUbq5o1ari5oqVK6Xu3aWFC3f/zE03SQ8+WLapQtr9+NlnpSuu8PK3AOIqJzdP4z+bY7sMJBjmc5hArmAC1xOBxEJjBQAgIXEyBBPIFRDbtNmLbJeABMS4CxPIFYxq0CDcXHHssRU3V6xeHW6u+O678K09HnkkdlPFCy9II0fa+C2AuJo6c+G+vwnYT8znMIFcwQRyBSSONNsFAABgSk5unqTwIrW0yOPI14H9Qa4AwFuMuzCBXMGo+vXDzRW9eknfflv2th6OI61bJ3XsKBUWhr9/z6aKlBTp5Zeliy+2Uj4ABAXzOUwgVzCBXAGJgR0rAAAJjY5gmECuAMBbjLswgVzBqIMOkj7/XGrXruKdKwoKKt6pIjVVevVVmioAoJKYz2ECuYIJ5AoIPhorAAAJj0UrTCBXAOAtxl2YQK5gVN260uTJUocOFTdX7NlUkZYmvf66NGSInXoBIKCYz2ECuYIJ5AoINhorAABJgUUrTCBX8FrPzq1slwBYxbgLE8gVjKpdW/rvf6WTTirfXBHhulJ6uvTWW9L559upEwACjvkcJpArmECugOCisQIAkDRYtMIEcgUvDezdkVwh6e1t3O3SobmFipAImM9hVO3a0lFHlX1uz+aK7Gzp6KO9qwkJiSZcJLu9zefdOrWwUBESAetEmECugGCisQIAkFRYtMIEcgUvkSsg9rjbr0c7C9UgUTCfwwjXlS68UBozpvxuFaVvC7Jxo9SzpzRvnp06kRBowgViz+cDerW3UA0SBetEmECugOChsQIAkHRYtMIEcgUvkSsg9rgLVAXzOeIqFJIGD5befDPcRFG6kSLyUbrRYuNGqVcvafZsO/UiITBeAawTYQbrRJhAroBgobECAJCUWLTCBHIFL5ErgIvmMIP5HHFRUiKdf770zju7myik3f9GGi0izRWR79m8WfrDH6QZM6yVjuBjvAJYJ8IM1okwgVwBwUFjBQAgabFohQnkCl4iVwAXzWEG8zmqpLhYOvdcaezY3Y0U0u4miowM6d13pdNPL9tcEfmeLVuk3r2lr76yUz8SAuMVwDoRZrBOhAnkCggGGisAAEmNRStMIFcwZeyns8o9R64ALprDDOZzHJCiIunss6Xx48s2VUjh5onq1aUPPpAGDpTGjZP69au4uWLbNqlPHyk31/NfAYmD8QpgnQgzWCfCBHIF+B+NFQBicva8COQTfq0LwcWiFSaQK5gwefoCcgXEkJObpw8/n2e7DCQY5nPsl4ICqX9/6aOPKm6qqFFDmjBBOu208HPp6eFdLc4+u+Lmiu3bpTPOkD7/3NvfA4FFEy5QsZzcPI3/bI7tMpBgWCfCBHIF+Fua7QIA+FdmZqbtEgDP5OTmSQovUkuLPI58Hdgf5AomkCsgtmmzF6lfj3a2y0CCYdxFpeTnh5sqJk2quKmiZs1wU0XXrmW/lpYmvfOONGRI+PYgkeYKxwl/7Nwp9e0b3gHj1FO9+30QSJOnL1BBYTHjFVCBqTMXakCv9rbLQIJhnQgTyBXgX+xYAQDA/9ARDBPIFUwgVwDgLcZd7NXOneGdJWI1VdSqJeXklG+qiEhNld58Uxo8uOKdK3btCjdt5OSY/T2QEBivAMBbjLswgVwB/sSOFQDKycjIsF0CYA0dwTCBXMEEcgUA3mLcRYW2b5fOPFP64ouKmyrq1Ak3RHTqtPfXSUmRXn89vIPFa6+V37kiPz98y5B33w3vYAHsBeMVAHiLcRcmkCvAf9ixAgCAPdARDBPIFUwgVwDgLcZdlLFtm9SnT+yminr1wrtY7KupIsJxpH//W7rkkop3rigokM49Vxo3Lp6/BRIU4xUAeItxFyaQK8Bf2LECQEx3Pvm+tu/Mt11GOYccVEs3j+QdOjCLjmCYQK5gArkCAG8x7kKStGVLuKlixoyKmyrq15f++1/pd7/bv9d1HOnFF8M7V4weXX7nisJC6fzzpTfeCDdZAHvBeAUA3mLchQnkCvAPGisAxNS2VRONnzTPdhnlpKel2i4BSWJfi9ZvFiz3vCYEHydDMIFcwWs9O7fy5ToR8ArrxCS3aZN02mnS7NkVN1U0aBDeqaJ16wM/xnPPSenp0tNPl2+uKCqShgyRioulCy6o2u+ChMc6EV5jnYhkt69xd3bez57XhOBjPgf8gcYKADEN7N1RBYXFTMpIantbtGZnVbdREhIAJ0MwgVzBS6wTAdaJSWvjRukPf5Dmzau4qeKww6TPPpOaN6/6sZ56KrxzxZNPlm+uKC6WLrpIKimRLryw6sdCQmOdCC+xTgT2Pu5mZVazURISAPM5YF+K7QIA+Bv36gJi38uuX492FqpBouAeiTCBXMFL5ApgnZh0NmyQevaU5s+vuKmiaVNpypT4NFVEPP64dP31u5sqXDf8vOOEmyqGDZP+9a/4HQ8Ji3UivESugNjj7oBe7S1Ug0TBfA7YRWMFgH1iUgZiL1qBquBkCCaQK3iJXAGsE5NKcXH4NhyR5oYI15WOOCLcVHHUUfE/7sMPS7fcsru5IsJxpFAoXBNQCawT4SVyBbBOhBnM54A9NFYAqBQmZYCTIZjByRBMIFfwErkCWCcmjQYNpKlTpbZtdzdXuK509NHhporDDzd37Pvvl+68s+xxU1Kkf/9bGjnS3HGRcFgnwkvkCmCdCDOYzwE7aKwAUGlMygAnQzCDkyGYQK7gJXIFsE5MGgcfLH3+udSxY7i5oUWLcFNFkybmj3333dK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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_overlap.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
    "fig"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}