{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 178,
   "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": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\",\n",
    "    \"ModelA\\n8TP\",\n",
    "    \"ModelB\\n8TP\",\n",
    "    \"ModelA\\n2DP$\\\\times$4TP\",\n",
    "    \"ModelA\\n2DP$\\\\times$8TP\",\n",
    "    \"ModelA\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP$\\\\times$2TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MFU\n",
    "data_a = {\n",
    "    labels_name_a[0]: [41.0, 34.2, 44.4],  # modela 8DP\n",
    "    labels_name_a[1]: [26.2, 36.8, 43.6],  # modela 8TP\n",
    "    labels_name_a[2]: [30.1, 39.6, 49.4],  # modelb 8TP\n",
    "    labels_name_a[3]: [37.1, 30.4, 44.6],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [39.6, 37.3, 42.6],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [40.4, 30.5, 44.7],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 31.7, 38.0],  # modelb 4DP 2TP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LM 1.08 XLA 1.3\n",
      "LM 1.66 XLA 1.18\n",
      "LM 1.64 XLA 1.25\n",
      "LM 1.2 XLA 1.47\n",
      "LM 1.08 XLA 1.14\n",
      "LM 1.11 XLA 1.47\n",
      "LM -38.0 XLA 1.2\n"
     ]
    }
   ],
   "source": [
    "for y_data in data_a.values():\n",
    "    print(f\"LM {round(y_data[2]/y_data[0], 2)} XLA {round(y_data[2]/y_data[1], 2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "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": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    positions = group_positions[idx]\n",
    "    up_base =[i for i in y_data if i > 0][0]\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",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "        if value == -1:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"$\\\\times$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "            continue\n",
    "        up_v = round(value/up_base, 2)\n",
    "        if up_v == 1:\n",
    "            up_v = 1\n",
    "        ax.text(\n",
    "            pos,\n",
    "            value + 2,\n",
    "            f\"{str(up_v)}$\\\\times$\",\n",
    "            ha=\"center\",\n",
    "            fontweight=\"bold\",\n",
    "            color=colors[1],\n",
    "            rotation=90,\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",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 100)\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(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f2b105fd700>"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 1.08),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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onY/fqVOnfO1rX0uxWMw555yTUaNGpaqq6iMf76WXXsqPfvSj/OEPf0ihUMj3vve9dZ4jAADNSzUaAGhpnTt3yqyLpuTzfT7b4HyiTrFYTNu2bfPzM8bnu9/es0QzBQBao426fDKXnHNqfjb62Gy44QaprS1m5qxf5ICfHp/nnn+x1NMDAAAAWKvu3bbMtTOnZ+tuWySpH4soFApZ9NwLOWjACXnhxZf/7bEumHl1pl94eb1rLe++5jJm2MAMOvygZl0PAND6rFjxdo4cOi5/evAvje4J7dSxQ6644Mzs9sWdG31/RUVFfn7GSfned77R6B7Rt1euzKATJuQP9z3U7GsBAABoSi0eikiSdu3aZfLkybn//vvTu3fvFIvFzJkzJ3369EllZeU6H/+4445b8+/p06enR48eGTRoUK677rrMnz8/S5cuXet7q6qq8uijj2bWrFk55JBDst122+Xmm29O8k6E4qijjlrn+QEA0HxUowGAUuncuVO27d6t3vfeG4vo1LF9emxT/zUAAHX6/eT7uXHWBdlhux4pFot59LF/5HsHDcott91Z6qkBAAAArFW3rbbItTPPybbdt0qSBnsu/vX8Szn4qOHvG8Q8t3JWzrvkqrVGIk4aMTgD+h3Q/IsBAFqVZctX5Iih4/Lg3HmN7gn9ZOdOufKiKdl1l17ve5w2bdpk2uRx+f53+za6R3TlylU5ZuTJufuP9zfbWgAAAJpaofje3eotbPXq1Zk4cWKmTJmS6urqFAqF7LnnnrnsssvSo0ePj3zcvfbaK3feeWe9D4vfrX379mnfvn0+8YlPpKKiIitWrMjy5cuzfPnyeq979y9+5557bo499tiPPCfW3YIFC9K7d+81z+fPn59evd7/F3oA4ONjxYq3c9TxJ631gkCnjh1y2flnvO8Fgdra2oyccGZuvf3uBueSxWIxG264QS48+5Ts8dXdmnUtAEB5KRaLGTH+jPzvHXPWPH+3d59PbNSlc668aEp67bRji88TACgPK1euyuSpF+b6m36d5J1ziX33/mYmjjs+HTu0f9/37vjFvg02N9Z9vvH4w79r9rkDAAAAH18vL341/QaNzNOL/tXonostt+iaqyunpue2W9d73/QLL0/lFdc12O9b9/xno4/NoQfs16JrAQBKr2rZ8hw5dFz+Mm9Bo3tCN+rSOVdceFZ6f/bTH/iYxWIxJ546LTfccnuj5yvt2rXNuWeMz7f2/K8mXQsAALD+KuW9721aZJT30a5du0yePDkPPPBAevfunWKxmDlz5qRPnz6prKz8yMedPXt2tttuu3qlv3c/li9fntdeey3PP/98nn322SxevDjLli1r8Lq6X/j69esnEgEA0IqpRgMApVJbW5th4ybn1tvvXvOZUvLOuUPd493hiDeXLM1hR4/Ko4/9o1RTBgBauQ033CCnnnRCLjz7lGzUpXOKxWL+32/uyr4HDcrfFiws9fQAAAAAGrVF180ye8b0bP+pbRvdc/HSy4tzyMDheeqZ59a8Z8q5M943EjFp3PEiEQDwMbR0aVUOP2b0WiMRm2zcJVdXTv1QkYjknXOSM342Mgf+4LuNnq+sXl2d48ZOzm/u/EOTrQUAAKC5lDwUUWfXXXfN3Llzc+KJJ6aioiJVVVUZMmRI+vbtm0WLFn3o43Xt2jX33HNP/uM//mPNL28f9pG88wvksGHDcsUVVzT1kgEAaCJVy5bniGPH5uFHHl1rNXrWxVOyS++dPtDxCoVCpkwckx/t951GLwSsWrU6x46emN/NubfJ1wIAlJeampocN/bU3Pa7P9T7TOndny29+3yi7jVvLa1K/8Gj89dH/17K6QMArdxe3/iv3HLtJfnSF/qkWCzmuedfzE+OGJZLrryu1FMDAAAAaFTXzTbJ7JnTs+P2PRvdc/HK4tdyyMDhefzJp3P69Isz86pfrjUScdr44Tnwh/uUaikAQIkseWtp+h8zOvPmL2x0T2jXTTfJNTOmZadPb/+Rxzj1pBNy6AH7NXq+Ul1dneEnnp7/vePudVoHAABAc2s1oYgkadeuXSZPnpwHHnggvXv3TrFYzJw5c9KnT59UVlZ+6ONttdVWuffee3POOeeka9eu9f6i4/upe90uu+yS3/3ud5k+fXqDXy4BAGgdVKMBgFKprq7JsaMn5o677ql3HlJ33rDBBu1y/pSfZY+v7tbo+cTSqmU5fMiY/GXeglItAQAoA9223DzXzpye4wYdljZt3tmcOO2Cy3PY0aPyyuLXSj09AAAAgAY23XijzJ4xLTvtuF2j10hefe2N7N/vmFx57U1rvlenWCymTZtCzjplVH78/b1LMn8AoHTeXPJWDjt6VB597PFG94RusflmmT1zWnbcruc6j3XymKHpf9APGo9F1NRk5IQzc8ttd67zOAAAAM2lVYUi6uy6666ZO3duTjrppFRUVKSqqipDhgxJ3759s2jRog91rIqKihx//PF59tlnc/311+eAAw7IFltssSYG8d7Hpz71qQwYMCB33XVXHnnkkXzzm99splUCALCuVKMBgFJZvbo6g0f8LHf+/k+NnodsuOEGuWjqxHznm1/PxdMm5Rtf/0qj5xPLli3PT48dm4fm/q0UywAAykShUMjQgYfl2pnnZOut3rnO9cDDf80+Bw7MXX/4U6mnBwAAANDAxht1yTUzpuVzn9mh0Wskq1atXvP9OsViMRUVbXL2pLHZf5+9SjV1AKBEXn9jSfoNGpm/P/7PRvdidNty88yeMT2f6rFNk405fuQxGdDvx42er9TU1GbMKVNywy23N9l4AAAATalVhiKSpF27djn11FPzwAMPpHfv3ikWi5kzZ0769OmTysrKD328DTbYIAcccECuv/76vPDCC3n99dfz17/+Nffee2/+9Kc/5dFHH83SpUvz5JNPZsaMGdlzzz2bYVUAADQV1WgAoFRWrlqVQSeMz+/vfbDR85D2n9gwM39+Wr6++5eTJO3atc2FZ5+Svfb8r0bPJ5YvX5EBx43L/X9+pMXXAgCUl1136ZVbr7sk3+n79RSLxbzx5pIMHnFyJp51flauWlXq6QEArUxtbW1mXHl9Vq5s+fOE3959bxYsfKLFxwUAWpcun+ycay6Zmj6f+3Sj10jeG4loW1GRaaeOy757+yNvAPBxVFNTk9XV1WvOF+oUi8V033rLzJ45PT226dbk444ZNihH//SgBhGrQqGQ2tpiqqurm3xMAACAptBqQxF1dt1118ydOzcnnXRSKioqUlVVlSFDhqRv375ZtGjRRz7uRhttlJ133jm77757/vM//zO9evVKx44dm3DmAAA0F9VoAKBUVq5clYHDxuee+x9u9DykQ4f2ufS8M/KV3b5Q72dt21bkvLMmZO++ezR6PrHi7ZUZePz43Pfg3BZbCwBQnjp37pTzz/pZJo8/Ie0/sWGKxWJm/+r/5Yf9huTxfz5T6ukBAK1ETU1Njh83OVMvuCxHDh2XFSvebrGxf33HnBw3dlL6Dx6VefMXtti4AEDr1Llzp8y6aEo+3+ezDa6R1CkWi2nbtm1+fsb4fPfb/tAbAHxcdd1sk1w785zs9Ont15wvFIvF9NimW2bPmJ7u3bZstrFHHHtkjj2qX71x27Qp5KxTRufAH+7TbOMCAACsi1YfikiSdu3a5dRTT80DDzyQ3r17p1gsZs6cOenTp08qKytLPT0AAFqYajQAUAorVrydI4eOy58e/EujkYhOHTvkigvOzG5f3LnR91dUVOTnZ5yU733nG43GIt5euTKDTpiQP9z3ULOvBQAofz/Z/7v5n2suXrNZ8vF/PpMf9htS6mkBAK3A6tXVGTLqlNxx1z0pFot56C9/yxHHjs2y5SuafexbbrszIyecmZqa2ix5qyr9jxmduX+d3+zjAgCtW+fOnbJt9/r7ON6756NTx/bNstcDACgvm2zcJbNnTMvOvT6TYrGY7Xpsk9kzp6fblps3+9jHH90/Jwz+6ZqI1bTJJ2b/fb7V7OMCAAB8VGURiqiz6667Zu7cuTnppJNSUVGRqqqqDBkyJH379s2iRYtKPT0AAFqIajQA0NKWLV+RI4aOy4Nz5zUaifhk50658qIp2XWXXu97nDZt2mTa5HH5/nf7NhqLWLlyVY4ZeXLu/uP9zbYWAGD9sf2nts2NV12Q/gfunyR5e+XKNecqhUKhwXkLALD+W7lyVY4ePiF3//GBep89zJ23IIcfMzpLq5Y129g33XpHxpwyJdU1NWvORZYtW54jjh2b+x96pNnGBQBat2KxmOEnnZ5bb7+73nWRup8l73yO8eaSpel39MgsWPhEqaYKALQSn+zcKVdVTs2P9vtOZs+cli26btZiYx8z4JCMPWFQzp/ys3x3r/9usXEBAAA+irIKRSRJu3btcuqpp+aBBx5I7969UywWM2fOnPTp0yeVlZWlnh4AAC1ENRoAaClV/98NDQ8/8mijkYiNunTOrIunZJfeO32g4xUKhUyZOCY/2u87jcYiVq1anWNHT8zv5tzb5GsBANY/G7Rrl/GjhmTGzydnk427pFgsNngAAB8fL778ypqbK+s+c6j7Om/+wvQfPCpvLa1q8nF/efNtGTdpampqaut9flIoFLJ8xdu578G5TT4mAND61dbWZti4ybn19rvrfU5RF5V6bzjizSVLc9jRo/LoY/8o1ZQBgFaiY4f2OeNnI7PZppu0+NhHHvrj9N1j9xYfFwAA4MMqFMt4d9jq1aszadKknHXWWamurk6hUMiee+6Zyy67LD169Cj19GgGCxYsSO/evdc8nz9/fnr1ev+/1AkArN+WLV+RyVMvzIghR7T4BYHLrvlVemyztQsCALAeW7q0Kj89dmzmzV/YaCRik427ZNZFU7LTp7f/SMefcNo5uf6mX9e7caPu2G3bts3008Zl7757rPM6AICPh1dfez1//NOf1/rzH3zv2y04GwCgVJ546pn0P3p0Xn39jSRpEKr83Gd2yKyLp2SjLp9skvGuu+HWnHLWeamtLdb7/KRuvKP6/ySjjzuqScYCAMpHTU1Njh83OXfcdU+96x/v/neSRq+RdO7UMZdfcGY+3+ezpZk8AAAAAMAHVMp738s6FFHnL3/5S37605/m0Uff+auOHTt2zJQpU3L00UeXemo0MaEIAAAAoKUseWtpfjpkTB597PFGIxFdN90ksyqnZMfteq7TOBPPOj/X/PKWxmMRFRU5+9Qx2efb31inMQAAAICPl6eeeS79Bo3I4tcaj0V8ZodP5arKqdlk4y7rNM7Vv7g5p559Yb3PNOrGS5LBRxyc4UOOWKcxAIDyU11dk6FjJubO3/+p0WssG264QaaeOjY33HJ7/nDfQ41eI+nYsUMuP/+M7LqLPaIAAAAAQOtVynvf27TIKM1s1113zdy5czN+/PhUVFSkqqoqQ4YMSd++fbNo0aJSTw8AAACAMvPmkrdy2NGj1hqJ2GLzzTJ75rR1jkQkycljhqb/QT9ocMNGoVBIdU1NRk44M7fcduc6jwMAAAB8fGzXc5vMnjk9m3fdNEnDv9T9jyefziEDh+fV117/yGNcee2N7xuJGDrwMJEIAPgYWr26OoNH/Ox9IxEXTZ2Y73zz67l42qR84+tfafQaybJly/PTY8fmobl/K8UyAAAAAABavfUiFJEkbdu2zaRJk/Lggw+mT58+KRaLmTNnTvr06ZPKyspSTw8AAACAMvH6G0vSb9DI/P3xfza6gbHblptn9ozp+VSPbZpszPEjj8mAfj9udCNkTU1txpwyJTfccnuTjQdA06mtrc2MK6/PypWrWnzs3959bxYsfKLFxwUAoDz03LZ7Zs+Yni033yxJw1jEk08tyiFHjcjiVz98LOLSq36Z06dXrjUSMWzw4Tlu0GFNsAoAoJysXLUqg04Yn9/f+2Cj11jaf2LDzPz5afn67l9OkrRr1zYXnn1K9trzvxq9RrJ8+YoMOG5c7v/zIy2+FgAAAACA1m69CUXU+cIXvpC5c+dm/PjxqaioSFVVVYYMGZK+fftm0aJFpZ4eAAAAAK1cTU1NVldXr9mIWKdYLKb71ltm9szp6bFNtyYfd8ywQTn6pwc1uMGiUCiktraY6urqJh8TgHVTU1OT48dNztQLLsuRQ8dlxYq3W2zsX98xJ8eNnZT+g0dl3vyFLTYuH84f7nuoxcYqFot5/Y0leXrRc/nro3/P3xYszD+ffjZLl1a12BwAgNanxzbdcu2l56TblpsnaRiLeGrRczlowLC89MriD3zMyiuuy5TzZja4mbPu68ihR2bIgEObeCUAQGu3cuWqDBw2Pvfc/3CjkYgOHdrn0vPOyFd2+0K9n7VtW5HzzpqQvfvu0WgsYsXbKzPw+PG578G5LbYWAAAAAIByUCi+d8f7euSRRx7J4YcfnkcffTSFQiEdO3bMlClTcvTRR5d6anxECxYsSO/evdc8nz9/fnr16lXCGQEAAADro9ffWJL+x4zOwsf/uWZDYo9tuuWqyqlrbqxoLudWzsoFM69eM25FRZuc8bNR2X+fbzXruAB8OKtXV2fomIm5+48PrNnA/sVdeuXS889Ixw7tm3XsW267M2NPOTvVNTVJko4dO+Sy807PFz/f+9+8k5b2+a/vm19fPzNbd9uiWY7/1DPP5dbb785f5s3PX+cvXGusZLNNNk6vz+6Yr33ly+n737s3+/kMAND6vPDiyzlk0Ig8/8LLSVIvFrEmjnnJtHTb6v3PWy6YeXXOu+SqejdxvvtmzjHDBmZAvwOadzEAQKuzYsXbOer4k/Lg3HmNRiI6deyQy84/I7vusvb9nrW1tRk54czcevvdDeJWxWIxG264QS48+5Ts8dXdmnUtAAAAAAAfRinvfW/TIqOUyBe+8IXMnTs348ePT0VFRaqqqjJkyJD07ds3ixYtKvX0AAAAAGilNtm4S2bPmJade30mxWIx2/XYJrNnTm+RmyqPP7p/Thj80xSLxbRt2zbTJp8oEgHQyqxcuSpHD59QLxJRLBYzd96CHH7M6CytWtZsY9906x0Zc8qUVNfUpFAopFAoZNmy5Tni2LG5/6FHmm1cPppOHTtkzr0PNPlx/7ZgYQYcd2L2/vERufDSa3L/n/+a5ctXpFgsNvpY/Nrr+cN9D2Xy1AvzjX0PzcBh4zP3r/ObfF4AQOvVbastcu3Mc7Jt962SpMFf6v7X8y/l4KOG57nnX1zrMc6tnPW+kYiTRgwWiQCAj6Fly1fkiKHj1hqJ+GTnTrnyoinvG4lIkjZt2mTa5HH5/nf7NjjPKBQKWblyVY4ZeXLu/uP9zbYWAAAAAIBysl6HIpKkbdu2mTRpUh588MH06dMnxWIxc+bMSZ8+fVJZWVnq6QEAAADQSn2yc6dcVTk1P9rvO5k9c1q26LpZi419zIBDMvaEQTl/ys/y3b3+u8XGBeCDefHlV7Jg4RNJ0uAGuXnzF6b/4FF5a2lVk4/7y5tvy7hJU1NTU1tv032hUMjyFW/nvgfnNvmYrJvOnTrmrj803c0LxWIxF156TX7y0+Pzxz/9ObW1/xeDqAuHrO1R97qamtr8/t4Hc9CAEzJk1ClZ/OrrTTY/AKB122qLrpk9c3p6brt1ozdfPv/iyzn4qOF55tnnG7x3+oWX58JLr6n3l73ffS588pihOfzgH7boegCA0qv6/wKmDz/yaKORiI26dM6si6dkl947faDjFQqFTJk4Jj/a7zuNnq+sWrU6x46emN/NubfJ1wIAAAAAUG4KxbpPUFuZF154IU8++WTefPPNLFu2LJ06dUqXLl2y1VZbZccdd/xIx6yurs6kSZNy5plnprq6OoVCIXvuuWcuu+yy9OjRo4lXQHNYsGBBevfuveb5/Pnz06vX+1emAQAAAACgqT3x1DPpf/TovPr6G0nSYOP65z6zQ2ZdPCUbdflkk4x33Q235pSzzkttbbHepvu68Y7q/5OMPu6oJhmLpnPAT4/Lowv+kT/edl26brbJOh2rtrY2x4+bnDvuuqfeDRLvtrbLfmt7XaFQyCYbd8m5Z07If3xxl3WaHwBQPha/+nr6HT0y/3z62Xqxh+Sd84TNu26aqyunZrue2yRJppw7I5de/at6r6t7baFQyKRxx+fAH+5TkrUAAKWzdGlVfnrs2Mybv7DRzx422bhLZl00JTt9evuPdPwJp52T62/6daPnK23bts3008Zl7757rPM6AAAAAADWRSnvfW/TIqN8AKtXr84tt9ySn/zkJ9lqq62yzTbbZM8998z++++fQw89NN///vez5557ZqeddsrGG2+cb33rW7n00kuzbNmyDzxG27ZtM2nSpDz44IPp06dPisVi5syZkz59+qSysrIZVwcAAAAAAKxPdtyuZ66ZMS1dN904SRpsWH/sH0/m0IEj8vobS9Z5rKt/cXNOPnPtkYjBRxwsEtFK9dimW2pqa3PLb+5c52NNOO3nuf3OP675/9m7b46oe6zNe19T9/5isZjXXn8zRw4dl/senLvOcwQAykPXzTbJ7JnTs+P2PRv9S92vLH4thwwcnseffDqnT784M6/65VojEaeNHy4SAQAfQ0veWpr+x4xeaySi66ab5JoZ0z5yJCJJTj3phBx6wH6Nnq9UV1dn+Imn53/vuHud1gEAAAAAUM5KHoqoqalJZWVlevbsmR/84Ae54YYb8vLLL9fbsPbex5IlS3L33Xdn0KBB6datW84555z33fz2Xl/4whcyd+7cTJgwIRUVFamqqsqQIUPSt2/fLFq0qBlXCwAAAAAArC+267lNZs+cns27bpqkYSziH08+nUMGDs+rr73+kce48tobc+rZFzZ6Y16SDB14WIYPOWIdVkFz2unT26dYLObaX936oa5lvdedf/hTfnnzbY0GIj6sd19zqzveypWrcsyIk/PUM8995DkCAOVl0403yuwZ07LTjts1evPlq6+9kf37HZMrr71pzffqFIvFtGlTyFmnjMqPv793SeYPAJTOm0veymFHj8qjjz3eaCRii803y+yZ07Ljdj3XeayTxwxN/4N+0HgsoqYmIyecmVtuW/dAJwAAAABAOSppKGLRokX58pe/nCFDhuTFF19ssCnt/R51r126dGlGjhyZPfbYI0uWfPC/ytW2bdtMnDgxDz30UHbeeecUi8XMmTMnffr0SWVlZTOuGgAAAAAAWF/03LZ7Zs+Yni033yxJw1jEk08tyiFHjcjiVz98LOLSq36Z06dXrjUSMWzw4Tlu0GFNsAqay+f+/+zdd1RURxsG8OfSqwiCGlTAXrAb/aImmkSNMRpNbIm9Cyo2ROzYGyJ2RcGKJRo1GqNRYzS2WGIXrNgVRRSk1937/WF2s8suStndC/j8ztkD3N078w7sYefOnXmnSiUAwNPIFzhw+K88lZGekYHZC1cqf85rgghtVBdXJKekYuT4mZDJZDopm4iIiAo+++J22LxmIWpUraR18WV6eobWvqixsREWzBiP79t9JVXoREREJJGY2Dj08vDBzTv3tCaJcC5dElvWBKK8azmd1TnZZygG9uqitb8ik8kxbpo/du49qLP6iIiIiIiIiIiIiAoLyRJFXLt2DR9//DGuXr2qkRxCQXVHo6wT3rImjTh9+jRatWqFhISEXMVRt25dXLhwAVOmTIGxsTESExMxbNgwtGzZEo8ePdJJW4mIiIhIf1JSUvHg0RNcvnYD9x48RkZGZr7Kk8vlOHnmAqbPX4au/Uag8VddULPJN6jfvANad+yHvkPHISR0Bx4+fqajFhAREREREVFh51rOGVtDFsG5dEkAmski7j96gm4DR+HFy+gclxm0fhv8lwZrTIBXfPUZPgDDBvbUcUtI16pVqaD8fllwaJ6SMJw6cwFPn71Qex9klZMk7Nk9VN2OeIBtu37LdYxERERUeNkVs8Xm1QGoVaOK1sWXWefxmBgbY+HMCWjfpoVUIRMREZGEZDIZMjIzNcYoRFFE2TKlsSU4EK7lnHVe77hRHvDs100jiZUgCJDLRWRm5m+uCBEREVFOhN24g9TUNKnDICIiIiIiUhJEXW05lAsJCQlo0KABIiIilAO2qmGYmpqiTJkysLW1haWlJczNzZGamork5GTExcUhMjIScrn8v0aoTLjs168fQkJC8hTXlStX0LdvX1y7dg2CIMDa2hr+/v7w9PTMX4NJZ8LDw1GzZk3lz2FhYXB3d5cwIiIiIpKCXC7Hjj2/49ff/8Slq2GQy//rS5qZmeLjurXQ84cOaNm8Sa7K/Gn3fqxatxVRL18pj2tLWKbQvGkjTPT21OlOGERERERERFR4RT6PQg+PMXgWGQUAahPXlZPlVy+E80el3lnO8uBQLF29SW2hnuqCvXGjBmNgr676bQzpTKfeXrgWfguCIGDcqMEY0LNLrs4fP20Bdu07pJEoQtuunXml+j4t6eiAk7//BCMjyfLNExERkQQSEhLRf/gEXLl+UyPxGfBvkggTEyyeMwmtW3wmYaREREQktZjYOPQZ6otbd+4p+w2u5ZyxKShAmUhVX5YEbcTy4FBlvcbGRpjrNxbft2ul13qJiIiIAKBt14FYPG8yKldwkzoUIiIiIiIqQKRc+25ikFqyWL58uTJJhCiKsLe3R7du3fDll1+iUaNGKFOmjMbkNlUZGRl48OABTpw4gQMHDuDXX3+FKIoQRRHr16+Hp6cnPv7441zHVbduXVy4cAEzZ87EvHnzkJiYiGHDhmHnzp1Yu3YtXF1d89NsIiIiItKBsBt3MH76Aty59xCA5iKItLR0/H3+Ev4+fwmffFwX/jN8Ubqk0zvLfPQkEt6T5uD6jdvvTAyRtb6/Tp3DqbMXMdKzDzz7dctHq4iIiIiIiKgocP6oFLYGL0IvjzF4/PS52gI7QRDw9NkLdB/kjdDVAShX5iOtZSwJ2ogVIZuzTRIxacwQ9O3eyZDNonxq06oZroXfgiiKWLp6E1o0aww3l7I5Pj/81l2NY1kTsTuWsEe9WjVQvWpFuLmURSknRzg52sPWxhrWVlYwMTGBqakJMjIykZaejuTkFLx4GY1HTyJx8UoY9h/+C2/i4gEA0a9jceLvf/D5p//TQeuJiIiosLC1tYFLWWdcuX5TeSxrsggba0u97BBOREREhYuDvR22rFmIfsPG4Vr4bVRwLYdNqxeglJOj3use6dkHpiYmWLRqPUxMTBAwczzafvW53uslIiIiAoD0jAypQyAiIiIiIlIjiPnZXiiPKlasiAcPHkAQBEycOBHjx4+HtbV1nsu7e/cuPD09cezYMQiCAE9PT6xYsSJfMV65cgV9+/bFtWvXIAgCrK2t4e/vD09Pz3yVS/kjZVYVIiIikt7JMxfgNXYaUlLTlAshtCUYU+3ili7lhPXL56FSBe1Jvy5cvg5P7ymIT0jSmPD4PqoxdP2uDWZMHMXdNomIiIiIiAhR0a/Qy8MHDx491diNWRRFlC7lhNCgALi5lFE7L3DFOgSt36Z192ZBEODn64WeXTsYtC2Uf88io/D5tz2U74VqlStg58blMDc3y9H5jVp0UiZxUBBFEebmZuj63Tfo+O1XqFm9Sr5iTE1Nw9S5S7D7t8MQBAHdOrXD9Akj81UmERERFR6iKGLM5Ln47dAx5c+qVPuyxe1ssWGlP9yrVTZ4nERERFSwJCWnYFbACowZ1h+OJRwMWvfazT/DtVwZtGzexKD1EhER0YetbrP2+HnDUlSu4CZ1KEREREREVIBIufbd4KvYYmNjlUkipk2bhpkzZ+YrSQQAVK5cGYcOHULjxo0hiiL++uuvfMdZt25dXLhwAVOmTIGJiQkSExMxbNgwtGzZMt9lExEREVHuXb9xG4NHTUZySqrabqzA24mJigcAtedeREWjv9d4REW/0ijz+Onz6DtsHOLiEzUW7eTkoahHFEXs2PM7ZgWsNNBvg4iIiIiIiAqyUk6O2LImEBXLuyivH1WvWV9ERaPHYG/cf/hEeY7/kjXvTBIxY8JIJokopMo4l0KDOu7Kv+XtiAfw8p0OmUyWo/MTk5KU3yvGJOrVroHDuzfAz9cr30kiAMDCwhzzp/uiccN6EEURV8Nu5btMIiIiKhzkcjlGTZiFfQePar3XotqXBYA3cQno7TkW12/clipkIiIiKiCsrSwx18/H4EkiAGBAzy5MEkFEREQGdff+QyQnp0gdBhERERERkRqDJ4p4/Pix8nsvLy+dlWtiYgJvb28AwNOnT3VW5vTp03Hu3DnUrl0boiji2LFjOimbiIiIiHIuOSUFoyfORmZmptqkRNUJiwpZEzkAwPOoaIyeOEftdZeuhmO473SkpaVrlJlTqpMlRVHE5h178fuR4/lsLRERERERERUFTo4O2BIciMoV3bQmi3gZ/Ro9BnvjTsQDzAlcheBNO7JNEjF7sjd+7NROqqaQDgwZ0EP5vSiKOH76PEaMn4m09PT3nmtf3E7t56qVyiM0KADOpUvqPM4O37QAAES+eKnzsomIiKjgkclkGDF+Jg78cVwtCXfWxNqKvqziNfEJiegzxBdXrt+UMnwiIiIiIiIiIoNZviZU6hCIiIiIiIg0GDxRhOoEx5zulJRT5ubmAN7udqBLdevWxYULF+Dn5wcTExOdlk1ERERE77dx2y949CRSbWKi6k5W2T2A//qfFy5fx7rNOwEAj59GYvCoSUhJTVMrMyey1pE1WcSkmYFISEx6TylERERUUBw/fd5gdYmiiJjYODx49ARXrt/EtfBbuPfgMRISEg0WAxERGVYJ++LYsmYhqlWuoDVZxKvXsfi+11Bs2LpbeUxBFEUYGQmYP20sunzXRpL4SXeaN22E2u7VAPw3hvDHsdPo5eGDl9Gv33muc+mSaos0Rw/tB3NzM73EmfTvTlgc2yAiIir6MjNl8PKdjkN/nlTrhyr6KmZmpljm74fmTRtp7csmJCah77BxuHQ1XKomEBERERERERHpXeTzKIz1m4cDf3ATMSIiIiIiKngMnvWgYsWKMDExgUwmw8qVK+Hn56ezsjds2AAAcHNz01mZCiYmJpg2bRq+//57nZdNRERERNmTyWTYunOfxiRF4P3JHVSTRYiiiGVrNuGrLz/FEG8/xMUn5rocBdWJkFmfS0xKxtadv8Kjb7cctI6IiIikNnLCLOz/KRhlnEvppfz7D59g38GjuHQ1DFfCbiElJVXr6xwd7OFevTI+a9wQLT9vopcdwomISBr2xe2wec1C9PYcixu3IzR2Y05PzwCgmSTC2NgI/tPHoX2bFlKFTjo2wqM3Bo6YqJZ88vK1G/im6wBM9hmG79q20npeowZ11Hbrbli/tl7iS8/IwPbd+wEAlhbmeqmDiIiICoaMjEwM9ZmKv06d03oPxNzcDCsDpqNZk4Zo0awJvHyn4+iJMxp92aSkZPTzGo/gxbPRqIF++ihEREREREREVDSNn74AT5+9kDoMDTK5HBkZGUhOScWr17F4ExcvdUhERERERETZMniiCGtrazRr1gxHjx7FzJkz4eDgAC8vr3yVmZKSgiFDhmD37t0QBAEtWuhv0mSdOnX0VjYRERERafr7/GW8iIrWWDBja2ON+nXcUa1yBTjYF4eNjRVSU9ORkJiIZ8+jEHbzDu5GPESmTPbfhMXkFHTo7on4hJwlichaJwCUKumIko4OMDIywuuYN3ga+UL5WsUEyY1bf8GAnl1hYmKsj18JERER6ZCNtRWOnTqLnl076LTca+G3sHT1Jpw88w8U3Y139TuiX8fg+OnzOH76POYErkSzJo3g0fdHNKhbU6dxERGRNOyK2WLz6gD0GeqL6zfuaCywUyWKIkyMjREwczzatv5CoohJH5o3bYSvWzbDwSMn1MYR4uIT4TvVH5t++gWjh/bHZ40/Vjvv86aNsGbDT8qfTU10f3vvdUwsfKbMx517DwEADvZ2Oq+DiIiICoa09HQM8fbDyTMXtPZFLS3MsXrRLDRuVA8AYGpqghULpmHk+Jk4fOyURl82OTkFA0dMwOrFs9C4YT0pmkREREREREREhVDUy9c4d/GqxvhEQfG+DciIiIiIiIgKAoMnigCAESNG4OjRo5DL5Rg5ciS2bNmCPn364NNPP0W1atVgkoMJbjExMbhy5QoOHTqEtWvXIjY2FgBgZGQEDw8PfTeBiIiIiAzk0tVw5feiKMK5dEmM8RqA1i0+g7mZ2TvPjX0Th70HjmDzjr149CQSgiAgPiFRrbzsqCaSKO9aFj27dkDLz5tq7O796nUMdv56CKvXb0NScsrbYzGxuBp2kws7iYiICgFbG2v8efyMzhJFiKKIlWu3YPmaUMjkcrX+xvsmNyheK5OJ+OvUOfx16hxafdEU08aNgJOjg07iIyIi6dja2mDjSn/0Hz4BV67fVFtgpyCKIkxMTLB4ziS0bvGZhNGSvsycOAoXLl/H65g3ANTHH67fuIMBwyegvGtZ9OjSHm1aNoeTowMa1q+NerVr4PK1GwCAK2E3dbYI8+HjZ/h57+/YtnMfEpOSlTFVr1pJJ+UTERFRwZKWlo7Boyfj73OXtCaJsLKyRPDi2WjUoLbacyYmxlg6fwpGT5yD348c10gWkZKahsEjJyNo0Qw0/V8DQzaJiIiIiIiIiAqpXj90wKmzFwAU3KQM2jYbIyIiIiIiKkgkSRTRvn17tG7dGocOHQIAnD9/HufPnwfwNtFDyZIl4ejoCGtra5iZmUEQBGRmZiItLQ2xsbGIjo5GQkKCsjzFBZcgCBgyZAiqV69u+EYRERERkV5cuX5T+X2zJg2x3H8qLC0tcnSufXE79O3eCT26dMDy4FCsXLtFbQGGNqrPF7O1gfew/uje+dtsF3Y6lnCAZ79u+KZVc/T2HItnz6MAAOcuXmWiCCIiokLA1sYaZ/+5jOhXMflOxiCXyzFywiwc+vOk2niVqnf1QbRNMPjj2GlcvBKGJfOm4H8N6uQrPiIikp6trQ1cyjqrXetmTRZhY20J13LOUoRHBlDcrhhmThqNId5+GgssRVGEKIq4//AJZgWsxOyFK1GvVg181qQhunRog7Cbd5CZKcPeA0fylCgiJSUVD588w/0Hj3HpWjjO/nMFd+8/AqDZR2lYr7a2IoiIiKgQS0lJxaCRk7Tu1CmKImysrbB22VzUr+Ou9XxjY2MsnjsJJibG2HfwqEZfJjUtDR6jp2DFgmlo3rSRIZpEREQ6IJfLEbJpB/p06whz83dv1KBrh4+eQhnnUnCvVtmg9RIRERFRwfBls8aoWN4F9x8+ee/GG1LKei+PiIiIiIioIJEkUQQAbNmyBY0bN8bdu3cBqO6YKMPz58/x/PnzXE2kF0URn376KRYuXKjfwImIiIjIoJ49fwEAcHJ0wNL5fjlOEqHK1NQEr17HKn/OSZKIGlUrYUXANJR1Lp2jOlzKOmPlwuno2Gso5HIRl66G5zpOIiIiMjzXcm8X6+79/QgG9uqar7KmzF6Mg0dOAMj9rhKqr1FNGiGKIl7HvMGA4ROwetFM7spJRFSIiaKIMZPn4rdDx5T3NVSfU/z/fxOXgF6ePtiw0p8LJYqols2bYIRHbyxdvUntvZC1/yCKwKVrN3Dp2g214/sOHoVz6VLIbk5ialo6kpNTkJycgqSUFMS+icPDx88Q/SpG7XVZ+x+KY8bGxmjb+nMdtZaIiIgKgqTkFAwcMREXLl/XOhenmK0N1i2fhzo1q72zHCMjIyycNQHGxkbYs/+IRrKItLR0DPWZimXz/fBls8b6bBIREemATCbDqImzcejPkzjx9z8IXjI7T/fj82L/oWMYM2Xuv4mK3v8ZRERERERFU/+enTFpZqDGvTMiIiIiIiLKGckSRTg4OOD06dPo1KkTTp48qfVGtLYLvexe16VLF2zYsAGmpqZ6jZuIiIiIDCs+IRGCIKDDNy1hbWWZpzL+OHYKO/YceOfNBNXnPv3kYwQFzsj1jik1qlZCy8+b4tCfJ/H8xcs8xUpERESGVa1KRezZfwRbf96HAT275HkXiCPH/1b2NxTyOolB26LNtLR0DB0zFb9sXoUKbuXyVC4REUlHLpdj9MTZOPDHcbXjWT83FD+/iUtAb8+x2LByPmrVqGrQWMkwhg/ujZfRr/HT7v3KMQnVhBGqiRuySk/PwPLg0FzV976kmYrXCIKANi2boYR98VyVT0RERAVXYlIyBgyfgEtXw7XOuSluZ4v1K+ajZvUqOSpPEAT4Tx8HExMT7Nx7UCNZRHp6Brx8p2PJ3Mlo9cWn+mgSERHpQEZGJoaPm46jJ85CFEWcv3QN/b3GI2TZ3Dzfl8+pvQeOYPy0BZDJ5IiLT0Sfob5Yu3QOGtStqdd6iYiIiKjg+a5tKyxeuQGvYmKZLIKIiIiIiCgPjKSs3NHREX/99RdWrlwJZ2dnrZPgsj4UFK+tXLkyduzYge3bt8PSUr83KIiIiIjI8OITEgEAVSq65en8R08iMWFGwDtfozqJsXnTRli9eGauk0QoNG5YDwDwJj4hT+cTERGRYdWoUgkA8DTyBQ4c/itPZaRnZGD2wpXKn7NLgJoXqmNlySmpGDl+JmQymU7KJiIiw5DJZBgxfiYO/HFc7V6HaiIAxTWp6gK7+IRE9BniiyvXb0oZPunR9Akj0aZlc7W/O4B33i9THFO8JqeP7O67Ze2zmJmZYsywAYb9RRAREZHeJCQkou9Q32yTRDjY2yE0KCDHSSIUBEHAXD8f/NixrVpfVvFcRkYmRoyfhd+PHH9PSUREJIW0tHR4ek9RJolQ/B+/eDUcfYf6IiExSW917953COOm+SNTJlNemyYlJaO/13icOX9Zb/USERERUcFkZmqKnl07MEEEERERERFRHkmaKAJ4e4PY09MT9+7dw44dO9CpUyc4ODi8czKbk5MTunXrhn379uHmzZvo3Lmz1M0gIiIiIj0xNTEBgDwtiExMSobH6MmIi0/MNtu06kKcalUqYNl8P5iZmuY5XsXuKnFMFEFERFQoVKtSQfn9suDQPPU5Tp25gKfPXrxzd4vsFmfm5KHqdsQDbNv1W65jJCIiaWRmyuDlOx2H/jyp9j9d8ZlhZmaKZf5+aN60kdYFdgmJSeg7bBwuXQ2XqgmkR0ZGRlgybzIG9uqi9ndX0HaPTCEv/Yl3lad4/40a0hdlnEsZ6DdARERE+hQXn4A+Q31xNeyW1iQRTiUcsHnNQlSrUjHPdcycNFq5mCNrXzYzMxPeE+fgt0NH89UOIiLSvedRLxF+6y4A9fvloijiatgt9BkyVrmhgy7t2HMAE2YEQCaTa4yTJKek4vS5izqvk4iIiIgKvh5d28PK0gIANMYwFMekfBARERERERVkJlIHoGBmZobOnTsrkz48evQI9+7dQ0xMDFJTU2FhYYESJUqgUqVKKFeunMTREhEREZGhFLcrhpTUaFwNv41O7b/O8XkpKakYNHIS7j14/M4kEQr2xYsheMlsWP57wyGvHj99DgAw4g0CIiKiQsG+uB1qu1fDtfBbuP/wCTZs240BPbvkqozDR09pPa5tEUZeqe76vWrtFnTv/C2MjCTPAUtERO+QkZGJoT5T8depc1o/E8zNzbAyYDqaNWmIFs2awMt3Oo6eOKO2QEOxq2Y/r/EIXjwbjRrUlqg1pC+CIGDcKA9UcHOB39wlkP27oyqQfd9Bl7tqqb43W7f4DAN7ddVZ2URERCSdN3Hx6DPEFzduR2jti5Yq6YjQoAUo75r/+TdTxw2HsbExNm7brdGXzZTJ4DNlHmQyOTp80zLfdRERkW64uZRF6OoA9PH0xauYWI1kEddv3EEvDx9sXOWP4nbFdFLntp37MG3+UsjlokaSRAAY1OcH+AwfqJO6yHBSUlLx4mU03sQloJitDVzKOsPUNO/TkuVyOU6fu4SjJ84g/NZdPHn2HAmJSTAzNYVTCQd8VLokPm3cAC2bN4WbSxkdtoSIiIikZFfMFp3af43Q7Xs0Eoqp0uX9kfd5VxxEREREREQFiSAa8mqJKJ/Cw8NRs2ZN5c9hYWFwd3eXMCIiIiLSt/bdPXDz9j1YWVniyC8b4eTo8N5zYmLjMGzsNFy4fD3bxRWqx42MBKxZPAvNm/4v3/F+3bk/7j14jJJOJXD64PZ8l0dERET6FxK6A/MXrwEAWFlZYu+WVXBzKZvj87/9cTBu3b2vsXMm8F8fxLGEPerVqoHqVSvCzaUsSjk5wsnRHrY21rC2soKJiQlMTU2QkZGJtPR0JCen4MXLaDx6EomLV8Kw//BfeBMXryx7zeJZ+PzT/PddiIhIP9LS0zHE2w8nz1zQOonN0sIcqxfNQuNG9ZTHMzNlGDl+Jg4fO6W2QEPtnMWz0LhhPVDRdOvOPUyatQjXwm9pXTSja6rvr69bNkPgrIn5WsxBREREBUNMbBz6DBmL2xEPNJ4TRRHOpUtiU1AAXMs567Te+YtXIyT0Z619WWNjI8ya5I3OHXKeEJyIiPTv/sMn6OUxBtGvYwFALVkEAFStVB6bggLgYG+Xr3pCt+/BzAUr1D4fFPUBwJD+3eE9rH++6iDDkcvl2LHnd/z6+5+4dDUMcvl/4xZmZqb4uG4t9PyhA1o2b5KrMn/avR+r1m1F1MtXyuPZzfMAgOZNG2Git6dOEl8RERGR9J5GvkDL73qr9S1U51sUtysGSwtzvW+oIYqATCZDekYGkpKSEf06BhkZmcrnBUHA/h3BqFzBTa9xEBERERFR4SLl2nfO9iIiIiKiAq1SeVfcvH0PKSmp8PSegnXL58GumG22rz9++hymzF6MF++YPJCVXbFiqFyxfL5j3fXrQdx78BiCILwzRiIiIipY2rRojvmL10AQBCQnp2C47wzs3Lgc5uZmOTo/Kvq1cnKi6iIIc3MzdP3uG3T89ivUrF4lR2WZmr5NGGFjbYWSTiVQ270avv36S4wf5YGpc5dg92+HAQDHTp5loggiogIqLS0dg0dPxt/nLmlNEmFlZYngxbPRqEFttedMTIyxdP4UjJ44B78fOa6xG3NKahoGj5yMoEUz0PR/DQzZJDKQalUqYufGZQjdvgeBK9cjKSlZ+fdX0EXSiKzJMz36dsPoof30PrmSiIiIDEMmkyEjM1PrYtyyZUojNCgAZZ1L67zecaM8YGJigqD12zR23ZTLRWRmZr7jbCIikkIFt3LYEhyInh4+ePnvOLdqsojbEQ/QY7A3QoMWwLHE+zd00GbD1l2YExiUbZKI4YN7Y4RHb520h/Qv7MYdjJ++AHfuPQSgOU6RlpaOv89fwt/nL+GTj+vCf4YvSpd0emeZj55EwnvSHFy/cfudiSGy1vfXqXM4dfYiRnr2gWe/bvloFRERERUEZZ1Lo9UXn+LgkRPKPkCtGlUQOHtirjb60IcbtyMQsCwEJ89ckDQOIiIiIiIibTjji4iIiIgKtI/r1VJ+f/3GHbTv5oFffjuMxKRk5fH4hETsP3QM3Qd5Y9DIyXgeFa2x20lWqrt9v4mLR5c+Xvjr1Lk8x7ln/x+YOm+p8iZFeYlvThAREVHOlXEuhQZ13JX9h9sRD+DlOx0ymSxH5ycmJSm/F0URoiiiXu0aOLx7A/x8vXKcJOJdLCzMMX+6Lxo3rAdRFHE17Fa+yyQiIt1LSUnFgOETsk0SYWNthfXL52kkiVAwNjbG4rmT8O3XX2pc1wqCgNS0NHiMnoLjp8/rvS0kDUEQ0PvH73H8ty0Y4dEbxe2KKfsXiudVHzktU/WhKM+9WmVsC1mMMV4DmCSCiIioCHFydMDW4EWoVqWisg8hiiJcyzljy5pAvSSJUBjjNQBeg3qp1WtkJGD+NF/82Kmd3uolIqK8c3Mpiy1rAlG6pCMAqCWLAICI+4/QY9AYRL+KyXXZIZt2vDNJxKghfZkkohA5eeYCegz2xp17D5VjC1nHHFTHHc78cxld+o5AxP1H2ZZ54fJ1dOo9VJkk4n3jHlmfy8zMROCKdZg8KxByuVxvbSciIiLDGNS7K4B/N+YwM8PqRbMkTxIBADWqVkLI0jloWF/7/T0iIiIiIiIpGXzW1+LFi/Hdd999EIOyT58+RePGjRERESF1KERERESFViOVwXVRFBH54iXGTVuAj7/4Dk2+6opGLTqh4ZffY/SkObhw+bra5IHskkSoPm9f/O2Ci5evYjB41GS06TIAy4NDceX6TaRnZLwztsSkZGWCCt+p/khLS1fWWa9ODd39EoiIiEjvhgzoofxeFEUcP30eI8bPRFp6+nvPtS9up/Zz1UrlERoUAOfSJXUeZ4dvWgAAIl+81HnZRESUP0nJKeg/fALOXbyqNUlEMVsbbFjpj/p13N9ZjpGRERbOmoDv2rbUmiwiLS0dQ32m4uiJM3prC0nPrpgthg/ujRP7t2LquOGoX8cdggC1pBGAZhIIbQ/gv/NEUUSDOu5YsWAa9mxZ9d73IxERERVODvZ22LJmIWq7V4Uoiqjg+nbHeH2MVWQ10rMPRg/pB1EUYWJigoWzJuL7dq30Xi8REeWdazlnbA1ZpPycyJos4v6jJ+g2cBRevIzOcZlB67fBf2mwxtiG4qvP8AEYNrCnjltC+nL9xm0MHjUZySmpanMyAPUxBwBqz72IikZ/r/GIin6lUebx0+fRd9g4xMUnqr3fVMt710N13seOPb9jVsBKA/02iIiISF9qu1fDx3VrQhAE1K9TA06ODlKHpGRkZATvof2kDoOIiIiIiEiDIGa3ek5Pnjx5gsqVK2PWrFnw8fExZNUGJZPJ8MUXX8DJyQm7du2SOpwiIzw8HDVr1lT+HBYWBnd3TmIkIiIq6n7sPxIXr4arTQzIzvteozqppV+PTmhUvzY8vf00Ft4AgJGRAJeyznAuXQo2NlawsrRARkYm3sQl4NnzF3j05BkU1ahOcBEEAT9vWIY6Navp6ldAREREBtCptxeu37gN4L/P9rq1qmO5/1SUdCqR7Xld+g7Hles3AbztR6xaOB0tmjfRS4ybfvoFMxesgImJCW6eO6iXOoiIKPcSk5IxYPgEXFK5dlUQRRHF7WyxfsV81KxeJcdliqKIiTMXYufegxoLNERRhKmpCZbMnYxWX3yq07ZQwfXqdQwOHzuN0+cu4sbtCDyLjHrnGImCubkZ6tWqgcaN6qHtV1/AtZyzAaIlIiKigiApOQWzAlZgzLD+cCxh2MUVazf/DNdyZdBST2MkRESke5HPo9DDYwyeRUYBgMZYRNkypbFl9UI4f1TqneUsDw7F0tWbNO6hK65hx40ajIG9uuq3MaQzySkpaN/NA4+eROZozoaC6t+8Yf3a2BocqHzu0tVw9B3qi5TUtFyVqa0OxbmCIGDJvMlo07J5rsshIiKiguPP43/D09sPzZs2QsjSOVKHo0Ymk6Fmk7b4dVsQKldwkzocIiIiIiIqQKRc+27wRBEAMGbMGAQFBeHkyZOoX7++oas3CA8PD4SGhuL69euoWLGi1OEUGUwUQURE9GH646/TGDpmqsZiG23el0RCMUGgWZOGCF4yG4IgoFPvYbh+406252urN+vrVCc5VK7ohgM7Qt4bKxERERUsx0+fx8AREzUmJdoVs8Fkn2H4rq323S8XLAvBmg0/AXjbJ7hw7BcUs7XReXzpGRn4vscQ3Ln3ELY21rh0fK/O6yAiotxLSEhEP6/xuBp2S2uSCAd7O2xc6Y9qVfJ2r2DK7EX4afd+rckiTExMEDh7AifAf6ASk5JxJ+IBol/FICExCfEJiUhJTYW5uRlsrKzg5OiA8q7l4FLWGSYmxlKHS0RERERERIXA86ho9PIYg8dPnwPQTBZR5qNSCF0dgHJlPtJ6/pKgjVgRsjnbJBGTxgxB3+6dDNMY0olV67YicMU6jaQMOaV4/fhRHujfszMeP41Ex15DERefmOskEdrG3lTLsLWxxvH9W2FrY53j+IiIiKjgad2xH9IzMnBs32apQ9HwebseCF46m4kiiIiIiIhIjZRr340MUksW06dPR/HixfHdd9/hxYsXUoSgVzNmzEBISAimTp3KJBFEREREOtDq86Zo8r/6yskB2iYJiKL43iQRiq/u1SpjybwpymNTxw2HkdF/z2d9KMpWfWR9jWo9vX/8XmdtJyIiIsNp3rQRvm7ZTNmnUHzGx8UnwneqPzr2GoqTZy5onPd500ZqP5uamOg8ttcxsfAYNQV37j0EADjY2+m8DiIiyr24+AT0GeqbbZIIpxIO2LxmYZ6TRADAzEmj0bNrB42FFYIgIDMzE94T5+C3Q0fz1Q4qnGysrVC/jjtat/gMnTt8jf49O2PYwJ4Y2KsrfuzUDi2aN0EFt3JMEkFEREREREQ59lEpJ2wJDoSbSxmtYxHPnkeh+yBvPHz8TOPcwBXr1JJEKM5R/Dx13HAmiShkZDIZtu7cpzEnAoDWeRSqD9XXi6KIZWs24WnkCwzx9stVkois8zJUy886HpeYlIytO3/Nf8OJiIhIUv16dsaz51F48OiJ1KFosLAwlzoEIiIiIiIiNZIkirCxsUFISAiePXuGL774As+ead40KKxmzpyJ6dOn4+OPP8bYsWOlDoeIiIioyAicPRGOJewBQGvyhndRnTBQ3qUs1i2fC2srS+Xztd2roU+3jmqJKLJOXMguMYTqOYIgoHqViuj0bWvdNJqIiIgMbubEUco+BwC1xFHXb9zBgOET0LpTP2z66RdEv4oBADSsXxv1atdQnnMl7KbO4nn4+BkWLAtBq+/74vS5i8qYqletpLM6iIgob97ExaO351hcv3FHa5KIUiUdsSV4oU52FJo6brjyulUjWYRMBp8p87D3wJF810NEREREREREVMrJEVvWBKJieRetYxEvoqLRY7A37j/8b+Ge/5I1CFq/TS1JBPDfffQZE0aiZ9cOBm8L5c/f5y/jRVS02jFRFGFjbYXmTRvBo++PmDDaE7OneGPKWC+MGtIXXb5rg+pVK8LYyEjtfZOUnIIO3T1x597DHCWJ0JYcoqRTCdSqUQV1alZDmY9KaSSNEEURG7f+gsxMmT5+HURERGQg37drBQd7O/y853epQ9FgZCTJEiwiIiIiIqJsCeL7VtXpkbe3NxYvXgw3Nzfs2bMHtWvXliqUfEtLS4OXlxfWrVsHe3t7XLx4Ea6urlKHVeSEh4ejZs2ayp/DwsLg7u4uYURERERkSGE37mDAiAmIfROvPJabJBFVK5XH+hXz4eTooPG6jIxM9PIYg4tXw9UmuryPavlWVpbYuyUIbi5lctokIiIiKoCOHP8bQ7z91HY6A6AlkRRQr1YNfNakIUo6lsDUeUuQmSlDx2+/wrypuU8gmpKSiodPnuH+g8e4dC0cZ/+5grv3H2mte7LPMPT+8bv8NZSIiPIsJjYOfYaMxe2IBxrPiaII59IlsSkoAK7lnHVa7/zFqxES+rPWzyhjYyPMmuSNzh2+1mmdRERERERERPRheh37Br08fHD334X9WcciHEvYY+NKf+z89SDWb9kFAFqTRMye7I0u37WRpA2UP0uCNmJ5cKjy7+9cuiTGeA1A6xafwdzM7J3nxr6Jw94DR7B5x148ehKpkXDkfUkigH83A3Eti55dO6Dl503hXLqk2utevY7Bzl8PYfX6bUhKTlG+57aFLEKDujW1FU1ERESFxPHT51HBrRzKlflI6lCIiIiIiIjeS8q175ImipDJZGjbti0OHz4MCwsLLFy4EEOGDJEqnDy7cuUKevTogVu3bsHY2Bi//fYbvvrqK6nDKpKYKIKIiIgePHqCAcMn4smz5xo7tmqj6O5+3rQRAmdPhK2tTbavjYmNQ29PH9yOeJDjHSwUr7GxtsKqwBn45OO6uWgNERERFVTL1mzC0tWbNCYuKmg7pjhuZmYKj77dkF1XJTUtHcnJKUhOTkFSSgpi38Th4eNniH4Vo1GWgmq/w8TEBKcO/oQS9sXz20wiIsqj6Fcx6OXpg3sPHmt8PpQtUxqhQQEo61xaL3UvXL4WQeu3ab0mnjFhJH7s1E4v9RIRERERERHRhyf2TRx6e47Frbv3tSaLMDMzRUZGptpxxXNGRgLmTR2L79txLmVh1W/YeJw6ewGCIOCzxh9juf9UWFpa5KqMjIxMLA8Oxcq1W947D0P1+WK2NvAe1h/dO3/73rkhj59GorfnWDx7HgVBEDBqSF8MHdAjV3ESERERERERERER5dUHmygCABISEvD555/j8uXLEAQBjRo1wtKlS9GwYUMpw8qR+Ph4+Pv7IyAgAOnp6RAEARs2bECvXr2kDq3IYqIIIiIiAoC0tHSsCNmMtZt/Rnp6hvK4tl0nypYpDa+BPdGpfc52VE1ITMKoCbNw4u9/cpyIws2lDJbN90O1KhVz1xAiIiIq0KbMXoSfdu/X6GNoSxiRVU76EapyUo5iom271l8gcPbEXJVPRES6FxMbhz5DfXHrzj3lZ4VrOWdsCgrQ2N1Q17Lu5mhsbIS5fmPxfbtWeq2Xig65XI79h//Cib/P43XMGzjYF8ennzTAt19/CWNjY6nDIyIiIiIiogIkLj4BvT3H4sbtCK3JIgDNsWxjYyP4Tx+H9m1aSBIz6cZXHfviwaOnKOlUAod3b4C1lWWeypk0MxA79hzQOqdDQfU9VaNqJawImJarRKw3bkegY6+hkMtFNGvSECFL5+QpViIiIiIiIiIiIqLc+qATRQDAmzdv0KJFC2WyCABo3bo1vL290bJlS4mj05SQkIBVq1bB398fsbGx/2a/NsKqVaswaNAgqcMr0pgogoiIiFQlJCTi8LFTOHnmAiJfvERM7BtYmJujpFMJVKtSEZ81/hj/a1AHRkZGuS57/6FjWL3xJ9y8fS/b15Qq6Yi+3Tuiz48dYWpqkp+mEBERUQEkl8sxasJs/H7kuNZdrrQlg1BMkM3tkFt2iSWyTrg1NzfDoZ3rUca5VK7KJyIi/YhPSES/YeNwLfw2KriWw6bVC1DKydEgda8M2YJFq9bDxMQEATPHo+1XnxukXir8Ip9HwcPbD7fv3td4rkpFNwQtmpmrhRhERERERERU9CUkJKLPUF9cv3FHI1mEKlEUYWJs/HasovUXEkRKuvRJq86IiY3DwN5d4Tsib3Nj/zh2CkN9pr03SYTiuU8/+RhBgTNgbm6W67q8fKfj0J8nUaWiG/bvCMlTvERERERERERERES59cEnigDeJl/o1KkTjhw5AuC/yfHly5fHDz/8gK5du6JOnTqSxZeUlITDhw/jl19+wS+//ILk5GTlwLSlpSW2bt2KDh06SBbfh4KJIoiIiMjQ7tx7iAuXr+PJ00gkJCahmK0NnBxLoH4dd9SpWU3q8IiIiEjPRFGE/5I1CAn9WWuyCG2yS/qQk7qyK08x6dZ35CAM7NU1T+UTEZF+JCWnYFbACowZ1h+OJRwMWvfazT/DtVwZtGzexKD1UuGVkJiE73sOwaMnkdm+xs2lDHaHroStjbUBIyMiIiIiIqKCLiEhEf2HT8CV6ze1JosQRREmJiZYPGcSWrf4TMJISVdqfPI1MjNl8J/ui+/atsr1+Y+eRKJT76GIi0/MNlGE6nupWZOGWLlwOsxMTfMU75aff8W0eUtR0qkETh/cnqcyiIiIiIiIiIiIiHJLyrXvBWbbY1tbW/z+++8YNWoUVqxYAeDtjYP79+9j3rx5mDdvHkqWLInPP/8czZs3R/369VG7dm1YWFjoPBa5XI579+7h8uXL+Oeff3D69GlcvHgRmZmZyrgUNzg++ugj7Nq1C5988onO4yAiIiIi6VWp6IYqFd2kDoOIiIgkIggCxo3yQAU3F/jNXQKZTPbehBG6zMuqOsm2dYvPmCSCiKgAsrayxFw/H0nqHtCziyT1UuEVsmkHHj2JzDaxlSiKePQkEmtDd2DUkH4Gjo6IiIiIiIgKMltbG7iUdcaV6zeVx7Imi7CxtoRrOWcpwiM9MDUxQWamDDKZLNfnJiYlw2P05BwniahWpQKWzffLc5II4O04HQDExSfkuQwiIiIiIiIiIiKiwqTAJIoAAGNjYyxbtgxffPEFBg0ahNjYWLUB4qioKOzYsQM7duwAABgZGaFixYqoWLEiypcvDzc3N5QsWRKOjo4oUaIErKysYGZmBjMzMwiCgMzMTGRkZCAtLQ1xcXF48+YN3rx5g+fPn+PZs2d4+vQpIiIicPfuXWRkZKjFpohBEARlTN9++y3WrVuHEiVKGPYXRUREREREREREBtXluzaoVaMKJs1ahGvht5RjRIBuE0OoUi3/65bNEDhrol7qISIiog/H70eOZ9uHUb0HduCP40wUQUREREREREqiKGLM5Ln47dAxjUX/ioX+giDgTVwCenn6YMNKf7hXqyxhxKQLxe2KISU1GlfDb6NT+69zfF5KSioGjZyEew8evzNJhIJ98WIIXjIblpb52zju8dPnAACjbBJkEhERERERERERERU1BSpRhELHjh3RtGlTeHl5YdeuXWoDwqoDxjKZDHfu3MHdu3d1Vnd2E/tVJ83Z29tj7ty5GDx4sM7qJSIiIiIiIiKigq1alYrYuXEZQrfvQeDK9UhKSlZLGAHoJmmE6jiUkZEAj77dMHpoPxgZGeW7bCIiIvqwPXsepdPXERERERERUdEnl8sxeuJsHPjjuNrxrGPjip/fxCWgt+dYbFg5H7VqVDVorKRbdna2iHzxEnsPHMHwQb3g5Ojw3nNiYuMwbOw0XLh8Xe09oirrfRD/6b4o5eSY73gP/PEXAMDW1ibfZREREREREREREREVBgV2dnmpUqXw888/48CBA6hRo4Zykr1i8r3qQxRFnT3eVYeRkRGGDh2Ku3fvMkkEEREREREREdEHSBAE9P7xexz/bQtGePRGcbti7xxXymmZ2sa63KtVxraQxRjjNYBJIoiIiEgnrK2sdPo6IiIiIiIiKtpkMhlGjJ+JA38cVxv3Vl3or0gSofgqCALiExLRZ4gvrly/KWX4lE+VyrsCAFJSUuHpPQVx8QnvfP3x0+fwXQ9PXLwSpjz2vgTbdsWKoXLF8vmOddevB3HvwWMIggC7Yrb5Lo+IiIiIiIiIiIioMCjwM8y//vprXLt2DRs3blQmjMg6cKwtsUN+HqpEUYSZmRkGDBiAsLAwLF++HA4O78+KTERERERERERERZddMVsMH9wbJ/ZvxdRxw1G/jjsEARpjVzkdi1JNZNqgjjtWLJiGPVtWoX4dd6maSEREREVQw/q13rlAQ7Gop2G9WgaMioiIiAqrtPR0pKWlSx0GERHpSWamDF6+03Hoz5Nq8yoVSSHMzEyxzN8PzZs2UksWoXhNQmIS+g4bh0tXw6VqAuXTxyrjA9dv3EH7bh745bfDSExKVh6PT0jE/kPH0H2QNwaNnIznUdEa74esVN8nb+Li0aWPF/46dS7Pce7Z/wemzluqfJ+Wdymb57KIiIiIiIiIiIiIChNBfF+63gLmwIEDWLNmDX7//XdkZGQAgEZyB1XZNS8n55QvXx69evXC0KFDUbJkyXxETboSHh6OmjVrKn8OCwuDuzsXTBAREZF2aenpuBvxEE+fv0Dk85eIfPES8QkJSElNQ2pKKtIzMmBmagpzC3NYmJvDwd4OpUs6oVRJR7i5lEGViuVhamoidTOIiIiokHj1OgaHj53G6XMXceN2BJ5FRr13pywAMDc3Q71aNdC4UT20/eoLuJZzNkC0RERE9CG6foVE354AAQAASURBVOM2uvQdDrn8vz6KYvGG4ntjYyPsWL8Utd2rSRUmERERFRLnLl5Fb08fuLmURY2qlVC9SkVUq1IRNapWhGMJbsJCRFSYZWRkYqjPVPx16pzWzbfMzc2wMmA6mjVpiIyMTHj5TsfRE2eUyQFUrzOtrCwRvHg2GjWoLUVTKB8i7j9Cmy4DNJKAGBkJcCheHJkyGeLi46G4FZL1b6+N6vMO9naIiY1THq9Y3gVtv/ocn37yMWpUqwQzU9NsY0tMSsbxU+ewZec+XLh8XS0+35GDMLBXV538DoiIiIhUhd24g0oVXGFhYS51KEREREREVIBIufa90CWKUIiOjsbevXvx66+/4tixY0hKSlJ7/l2JIBSyNl0QBFSvXh1t2rRB165d0bBhQ53GTPnHRBFEREWXXC5HyKYd6NOtI8zNzQxa9+Gjp1DGuRTcq1U2aL2ke/EJiTh++jzO/nMF127cRsT9R5DJZHkuz9jYGBVcy6Je7Rpo+kkDNGlUH3bFbHUYMRERERVliUnJuBPxANGvYpCQmIT4hESkpKbC3NwMNlZWcHJ0QHnXcnAp6wwTE2OpwyUiIqIPxI49B+A3Z7Fasgjg7X0zIyMBfr7D0aNLe4miIyIiIn2Ii09AZmYm7IoV0+kYhEwmw659h7AkaCNeRr9Wm6tTwqE4qlWuiOpV3yaOqFa5IiqWd8nRfB4iIpJWWno6hnj74eSZC1qTRFhamGP1ollo3Kie8nhmpgwjx8/E4WOntCaLsLQwx+rFs9C4YT1Q4fJj/5G4eDX8vQkgAOQoSYTivdGvRyc0ql8bnt5+GokoAMDISIBLWWc4ly4FGxsrWFlaICMjE2/iEvDs+Qs8evJMI0GF4uvPG5ahTk0mwCQiIiLda9t1IBbPm4zKFdykDoWIiIiIiAoQJorIJ5lMhsuXL+Ps2bMICwvDzZs38ejRI0RFRSEtLU3rOXZ2dqhQoQIqVaqEKlWqoFGjRmjatCkcHLijQUHGRBFEREWTTCbDqImzcejPk2hUvzaCl8yGpaWFQeref+gYxkyZCxtrK6xdNo83iguh5JQU7Nl/BL8dOobLV8Mhk8sBvHtyQm6pTkSoV6sG2rdpgfbftIS1laXO6iAiIiIiIiIiMpQLl69jSdBG/HP5GmQyOYyMBHxcrxZGePTB/xrUkTo8IiIi0oE/jp3Cnv1HcO7iFcQn/Lf5in3xYnCvVhl1a9VA6y8/RdXKFfJdV1JyCqbMXoR9B4+qHc+6uNjczAxVKpXHrk3L810nERHpR1paOgaPnoy/z13SmiTCysoSwYtno1GD2hrnymQyjJ44B78fOa41WYSFuTmCFs1A0/81MEhbSDf++Os0ho6ZmqfN21SpvieaNWmI4CWzIQgCOvUehus37mR7vrZ6tW0SpzhWuaIbDuwIeW+sRERERHnR6vs+WLlwOhNFEBERERGRGiaK0KPExESkpKQgLS0NJiYmsLGxgbW1NXcoKKSYKIKIqOjJyMjE8HHTcfTEWeUN4QZ13BGybK7eF+HvPXAE46ctQKZMBgCwtrbC2qVz0KBuzfecSQVBUnIKVq7dgq0//4qk5BQA2icD5Fd2ZdpYW6FHl/bw6NcNNtZW+a6HiIiIiIiIiMjQ0tLTEReXALtitjA3N5M6HCIiItKBE3//gzmBq3D/4RMA719wWcGtHPp264iO7VvDzNQ0z/XK5XJ0Gzgal96z47ggCLhz4Y8810NERPqTkpKKQSMn4dzFq1qTRLzdgGMu6tfJfr6eXC6Hz5R52HfwqNZkEebmZlixYBqaN22k17aQbvUZ6qtMHqL6N1V43zRk1de7V6uMzWsWKucEXQu/ha79RkAu115GbpJHCIKAGRNH4ceObd/bJiIiIqK8qNusPX7esJSJIoiIiIoAuVyOkE070KdbR4PPlzh89BTKOJeCe7XKBq2XiPRHyrXvRgapRUI2NjZwcnJC2bJlUbp0adjY2DBJBBERUQGRlpYOT+8pakkiRFHExavh6DvUFwmJSe8vJI927zuEcdP8kSmTQRAECIKApKRk9PcajzPnL+utXtKNI8f/Rqvv+iB443YkJiVDFEXle0j1AUD5XF4eADTKVDyXkJiE1Rt+Qqvv++D46XNS/jqIiIiIiIiIiPLE3MwMJZ1KMEkEERFRESCXyzFt3lIMHDER9x8+yfbeieq9DlEUce/BY/jNXYLmbbvjp12/5bl+IyMj9O3eUe2Ytvs2RERUMCUlp6D/8AnZJokoZmuDDSv935kkAnj7ebBw1gR817al2jwQ4O3nQlpaOob6TMXRE2f01hbSvcDZE+FYwh4ANPoSOU0SIYoiyruUxbrl6hvH1Havhj7dOirLyVqmtr6Mguo5giCgepWK6PRta900moiIiCiLu/cfIvnfTc2IiIiocJPJZBg5YRYClq/FgOETkJKSarC69x86hhHjZ6DPkLG4GnbLYPUSUdFV5BNFEBERUcH1POolwm/dBfDfjWTF16tht9BnyFjEJyTqvN4dew5gwowAyGRytRvIgiAgOSUVp89d1HmdpDuLVq7HMJ+piH4dozHBEdBMDJEf70scIYoiXr2OxaCRk7Fu8858t42IiIiIiIiIiIiIiCi35HI5vMZOx9ad+zQSRAB4570OxfOvXsfCb+4SdOw1FHfvP8xTHKo7X+nyfg0REelX4r+baly4fF1rkojidrbYuMofdWpWy1F5giDAf/o4dO7wtdZkEenpGfDynY4/jp3SeVtIP0rYF0fw4tmwL14MAHKcBEq1r1G1UnlsXrMQ9sXtNF7n4zUQDeq4K98vinPe91CNwdLSAkvmTYGpqYkumkxERESkYfmaUKlDICIiIh3IyMjEsLHTcOjPkxBFEecvXUN/r/FIMkBCqL0HjsBnyjzIZHLExSeiz1BfXLwSpvd6iahoY6IIIiIikoybS1mErg6Ao4P6rgOKr9dv3EEvDx+8iYvXWZ3bdu7DlNmLIJeLGrsMiKKIQX1+gM/wgTqrj3Rr/uLVWLVuq/Lvl90ER33JbiKlKIqYt3g1Vq7dotf6iYiISPeOnz5vsLpEUURMbBwePHqCK9dv4lr4Ldx78BgJekiORkRERUdaejrS0tKlDoOIiIiICrB5i1fjj79OA1C/d6Ht3om2BZaq51y/cQff9RiSpwTZ2hZ+EhFRwZaQkIi+Q31x6Wq41iQRDvZ2CA0KQM3qVXJVriAImOvngx87ttWaLCIjIxMjxs/C70eO66wtpF81a1TBT2sXo6xzaa3Jp7Q9FP2Nz5s2wraQRXBydNBatqmpCVYunIGqlcprJLzKjup8ERtrK6xeNBNuLmV022giIiIiAJHPozDWbx4O/MG+KxERUWGXlpYOT+8pOHrirNqY1cWr4eg71BcJiUl6q3v3vkMYN80fmTKZcuwj6d8ErmfOX9ZbvURU9DF1LhEREUmqcgU3bF6zEL08xiD6daxGsogbtyPQc/AYbAoKgIN9/iaXhW7fg5kLVmjsKqC4gT2kf3d4D+ufrzpIfzb9tAchoT9rJIiQirZkEYtXbcBHpZzwfbuvJIuLiIiIcmfkhFnY/1MwyjiX0kv59x8+wb6DR3HpahiuhN1CSkqq1tc5OtjDvXplfNa4IVp+3gTOpUvqJR4iIip8rly/id6ePnBzKYsaVSuhepWKqFalImpUrQjHEton1xMRERHRh+PC5evYsHV3nu+dZL3fAQDp6RmYt3g1zl+6Cv/p41DM1iZHZVlZWuSqbiIiklZcfAL6DRuH6zfuaE0S4VTCARuD/FG5glue65g5aTRMTEywecdetfkggiAgMzMT3hPnQCaToV3rL/PZGjKE8q7l8PvPa7EiZDPWbv4Z6ekZyudUk4EolC1TGl4De6JT+6/fW7aDvR22rV2MURNm4cTf/+QoWYQoinBzKYNl8/1QrUrFvDWKiIiIJDN++gI8ffZC6jA0yORyZGRkIDklFa9ex+p0szsiIiKS1vOolwi/dReA5ka3V8Nuoc+Qsdiw0j/H90VyaseeA1o3vBUEAckpqTh97iIaN6qn0zqJ6MMhiFKuriPKpfDwcNSsWVP5c1hYGNzd3SWMiIiIdOXh46fo6eGDl9GvAUBjR4lKFVwRGrQgzwsgNmzdhTmBQdkmiRg+uDdGePTOZytIX+7ef4jvew5Vm2RQEImiCGtrK/z20xqUdS4tdThERESUA5+2+RGe/bqhZ9cOOi33WvgtLF29CSfP/APF6Nv7huEU/VQjIwHNmjSCR98f0aBuzXeeQ0REBUdcfAIyMzNhV6wYTEyMdVauTCbDrn2HsCRoI15Gv1Yb1yjhUBzVKldE9apvE0dUq1wRFcu7vHcSPREREREVHT/2H4mL/+4Cr4spQKoJJwRBgEvZj7B60SxULO+So/MrN2ipNRbVCZd3LvyR7ziJiCh/3sTFo88QX9y4HaE1SUSpko4IDVqA8q7ldFLfrICV2Lhtt9rngaIuY2MjzJ/miw7ftNRJXWQYCQmJOHzsFE6euYDIFy8RE/sGFubmKOlUAtWqVMRnjT/G/xrUgZGRUa7L3n/oGFZv/Ak3b9/L9jWlSjqib/eO6PNjR5iacs88IiKiwqjfsPE4dfZCgb2vpW2cRRAE7N8RnK9kakRERCStu/cfoo+nL17FxALQXLtUo2olbFzlj+J2xXRS37ad+zBt/lKNJBGK+gb1+QG+IwbppC4iko6Ua9+ZKIIAACkpKYiKikJ8fDzS0tKQnp4Oc3NzWFlZwdLSEsWLF4e9vb3UYTJRBBFREffoSSR6eYzBi5evAGhecFVwLYfNaxbCyTF3ySJCNu2A/9LgbJNEjBrSF8MG9tRRK0gftN0QKGjdWNWJLE0a1cPGVQskjoiIiIhyok2XAShd0gnrV8zTSXmiKGLl2i1YviYUMrlcrc+Sk52vsr621RdNMW3ciFz3gYmIyDD+OHYKe/YfwbmLVxCfkKQ8bl+8GNyrVUbdWjXQ+stPUbVyhXzXlZScgimzF2HfwaNqx7N+vpibmaFKpfLYtWl5vuskIiIiooIt7MYdfN9raI6TROR24YWiTBtrKyyaMwmff/q/957DRBFERAVfTGwc+gwZi9sRDzSeE0URzqVLYlNQAFzLOeu03vmLVyMk9Odsk0XMmuSNzh2+1mmdVLjdufcQFy5fx5OnkUhITEIxWxs4OZZA/TruqFOzmtThERERUT4dPXEGHqOn6Cz5pT5knbPKRBFERERFw/2HT9DLYwyiX2tPFlG1UnlsCgqAg71dvuoJ3b4HMxesyHYt05D+3eE9rH++6iCigkHKte9Mo/uBEUURly5dwsmTJ3Hp0iXcuHEDd+/eRWJi4nvPtba2houLC9zc3NCgQQN88skn+OSTTwpEAgkiIioaXMs5Y2vIIvQcPAaRL16qTQ4QRRH3Hz1Bt4GjsHnNQpQu6ZSjMoPWb0PginVq5ahewPkMHwCPvt302SzKp7Cbd9SSRIiiCDMzU1SrXAFVKpWHc+mSKOlUAqYmhu3apqalIykpGY+ePMPV8Nu4dee/nSzO/HMFV8NucWICERFRIWBrY42z/1xG9KuYfCdjkMvlGDlhFg79eVLZ39S2E5s2giBovRHwx7HTuHglDEvmTcH/GtTJV3xERKQ7J/7+B3MCV+H+wycANP+/x8TG4dTZizh19iKWB4eigls59O3WER3bt4aZqWme6rS2skTAzPF49jwKl/7dMVpb3alpabh+43ae6iAC3i44rVTBFRYW5lKHQkRERO/x+58ncvS63CTiVn2t4vvEpGQM8fbDFF8vdO/8bR4iJSKigkQmkyEjM1PrBPWyZUojNCgAZZ1L67zecaM8YGJigqD12zQ+b+RyEZmZmTqvkwq3KhXdUKWim9RhEBERkZ582awxKpZ3wf2HT3Kd3NKQsvabiYiIqPCr4FYOW4ID0dPDBy+jX2usNbod8QA9BnsjNGgBHEvkbV7phq27MCcwKNskEcMH98YIj946aQ8RfdiYKOIDceTIEWzbtg179uzBmzdvlMdzk3kxMTERN27cwM2bN/H7778DeHuTpnHjxvjhhx/QuXNnlC6t+xtERET0YSnrXBpbgwPRw2MMnkVGaewk8ehJJLoNHI0tqxfC+aNS7yxreXAolq7elG2SiHGjBmNgr656bxPlz+9H/pvk6OZSBsMH90aL5o1hZWkpYVSa7j14jDmBq3Di738AAPt+/5OJIoiIiAoB13LOuHL9Jvb+fiTffcMpsxfj4L99l9wswMj6GtWkEaIo4nXMGwwYPgGrF81E0/81yFeMRESUP3K5HDP8l2Przn0AkG1iINXngLfXjH5zl2DJ6o0Y6dEHP3Zql6f6jYyM0Ld7R1y6Gq48ltOkREQ5NW6aPxbPm8zdsIiIiAqBy9duvPc1qmMMxe2KoUWzxqhf1x1OJRxgbGyM+IQExMTG4cbtCITfvIvbEQ80+rmCICBTJsO0eUvx7HkUxg4fqL9GERGR3jk5OmBr8CL0GeqLW3fuKedRuJZzxqagADiXLqm3usd4DYCJiQmWB4cq6zU2NsJcv7H4vl0rvdVLRERERAVT/56dMWlmoNrcXiIiIiJDcHMpiy1rAtHLYwxevHylseYo4v4j9Bg0BpvXLMz1JmQhm3bAf2lwtkkiRg3pi2EDe+q0PUT04TKSOgDSH1EUERISgho1aqB169bYsGEDYmNjIYqi8gH8t/ggJw9FuYqHXC7H33//jZEjR8LFxQW9evVCWFiYlM0mIqIiwPmjUtgavAguZT8CALUBYEEQ8PTZC3Qf5I0nz55nW8aSoI3vTBIxacwQJokoJM6cvwQAKO9aFnu2rMK3X39Z4JJEAEDF8i4IWToHDeq4QxRFXLjCPhEREVFhUK1KRYiiiK0/78vXpIMjx//Gjj0HtI6h5Jbq2IuivLS0dAwdM1W5cz0RERmeXC6H19jp2Lpzn8b/aQDvHHtXPP/qdSz85i5Bx15Dcff+wzzF4V6tsvJ71To5eY50JT0jQ+oQiIiIKIcePMp+x01FX1QURRgbGWGkZx8c378F86aNRdfvvsEXn32CZk0aol3rL9H7x+8xb+pY7PtpDU4f3I6p44aj/r/3O1T7t6IoInjjdkyYEcD+JxFRIedgb4ctaxaitntViKKICq5vd1HUZ5IIhZGefTB6SD+IoggTExMsnDWRSSKIiIiIPlDftW0Fp3936c5ujIOIiIhIX1zLOWNryCLlmFjWjW7vP3qCbgNH4cXL6ByXGbR+m1qSCMX9FMVXn+EDmCSCiHSKiSKKqKNHj6JWrVrw8PDArVu3NCatviv5Q3YPQHtSCcXzmZmZ2Lp1K+rUqYNu3brhxYsXUv4KiIiokPuolBO2BAfCzaWMxgWSIAh49jwK3Qd54+HjZxrnBq5YhxUhm9Uu0FQv2KaOG46+3TsZtD2Ud5EvXkIQBHT5rk2BTBChShAEtP+mJQDg8dNIiaMhIiIFuVyONRt+QlpausHrPnz0FMJv3TV4vZRzNapUAgA8jXyBA4f/ylMZ6RkZmL1wpfJnXS7WVe0DJ6ekYuT4mZDJZDopm4iIcmfe4tX446/TAKAxPp71/37W8fWsY+rXb9zBdz2GYN3mnbmOw764nU7aQ5Sd6NexUodAREREORQXn6D1uOpcEEsLc6xfOR9eg3rl6D6Lk6MDenbtgO3rlmDXpuX4umUzZVmK/uyuXw/Ba+x0ZGRk6q4xRERkcMVsbbApKACdO3yNLcELUcrJ0WB1Dx3YA+NHe2CZvx/afvW5weolIiIiooLFzNQUPbt2YEJKIiIikkxZ59LYGhyIMs6lAKivPRIEAY+eRKLbwNGIfB713rKWB4cicMW6bDe8HTdqMDz6dtNre4jow8NEEUVMeno6Ro4cia+++go3b97UmICaHW0JILQllHjfuYpJrzt27ED16tWxceNGfTSTiIg+EKWcHLFlTSAqlnfRmiziRVQ0egz2VttV2X/JGgSt36aWJAL4b/LajAkj0bNrB4O3hfIuPiERAAw6KSU/LC3MAQApKakSR0JERAAgk8kwcsIsBCxfiwHDJxj0//P+Q8cwYvwM9BkyFlfDbhmsXsqdalUqKL9fFhyapyQMp85cwNNnL9T6q1nlZOwlJ2MytyMeYNuu33IdIxER5c+Fy9exYetujeTLOaUtIXN6egbmLV4NT+8pymvfnLCytMhd8ES5cPf+QyQnp0gdBhEREeWQmZlZts8p7o0FzJyATz6um6fya7tXw7L5ftgdugL167ir3a/746/T8Bg9WZLkrEREpDvWVpaY6+cDx393cTakAT27oGXzJgavl4iIiIgKlh5d2yvvf2lbt5Kf+Ra6eBAREVHR5/xRKWwNXgSXsh8B+C9ZhOL7p89eoPsgbzx59jzbMpYEbcTS1ZuyTRIxacwQDOzVVf+NIaIPjonUAZDuvHr1Ch06dMDZs2fVEkSo0kemRdU6VCfJxsXFoX///rh27RoCAgJ4kUxERHni5OiALcGB6OXhg7v3Hmpk53sZ/Ro9Bntj40p/7Pz1INZv2QVA/fNJ8frZk73R5bs2UjWF8qh4sWJ4FROLR0+eSR1KjtyJeAAAsLZ+/65cRESkXxkZmRg+bjqOnnh7nXz+0jX09xqPkGVzYW2l3//Tew8cwfhpCyCTyREXn4g+Q32xdukcNKhbU6/1Uu7ZF7dDbfdquBZ+C/cfPsGGbbsxoGeXXJVx+Ogprcd1OS6jmqRz1dot6N75WxgZMQcsEZGhBCwL0biBmxdZk0WIooijJ86iY6+hWL1oFiqWd3lvGcbGxnmun+h9lq8JlToEIiIiyoUS9sU1kjyp3ktr1qQhvvry03zXU7N6FWxftwRbfv4V/kuDlclYT529iAHDJ2DNklmwsuR9ESIiIvpPWno67kY8xNPnLxD5/CUiX7xEfEICUlLTkJqSivSMDJiZmsLcwhwW5uZwsLdD6ZJOKFXSEW4uZVClYnmYmnKKMxER0YfArpgtOrX/GqHb92hdm6Kgj7Uw2XlXHERERFQ0fVTKSbl26cGjpxprl549j0L3Qd4IDQqAm0sZtXMDV6zT2PBW9Xw/Xy9ueEtEesNR1CLi5cuX+PLLL3Hz5k21DxTVi2E7OztUr14dNWrUQIUKFVCqVCmULFkSTk5OMDc3Vz6MjY0hk8kgl8uRmpqKtLQ0JCYmIj4+Hm/evEF0dDSioqLw5MkTPHz4EHfv3kVMTIxaPKr1L168GGlpaVi+fLnhfiFERFSklLAvji1rFqK351jcuntf44Lr1etYfN9rKDIyMgFoJokwMhIwb+pYfN/uK6maQPngWs4Z0a9jsHnHXnTr1A4lHOylDilbz6Oi8dPu/RAEAa7lyrz/BCIi0pu0tHQM9ZmKk2cuqC3qvHg1HH2H+mLd8nmwtbHWS9279x3CxJkLIZPJlf2SpKRk9Pcaj6DAmWjcqJ5e6qW8a9OqGa6F34Ioili6ehNaNGsMN5eyOT4//NZdjWNZx2YcS9ijXq0aqF61ItxcyqKUkyOcHO1ha2MNaysrmJiYwNTUBBkZmUhLT0dycgpevIzGoyeRuHglDPsP/4U3cfEAgOjXsTjx9z/4/NP/6aD1RET0PmE37uDi1fAcJ4nIzWQxRZmPnkSicx8vLJozif/fSRKRz6OwaNV6HPjjOCc8EhERFSJuLmXw+Glktp/fXTroNoF6jy7t8Vnjj+HrN1/ZRz5/6Rr6DxuP9Svmw/Lf3T+JiIjowxOfkIjjp8/j7D9XcO3GbUTcfwSZTJbn8oyNjVHBtSzq1a6Bpp80QJNG9WFXzFaHERMREVFB0r9nZ2zd+Svkcs21MI4l7FHcrhgsLcz1vqGGKAIymQzpGRlISkpG9OsY5dxkIiIiKvpKOTliy5pA9PL0wb0HjzXWLr2IikaPwW+TRVRwKwcA8F+yBiGhP6ut6QX+2/B2xoSR+LFTO6maREQfACaKKALS09PRoUMH3LhxQ20XMktLS3zzzTdo0aIFvvjiC1StWlVvMURGRuLSpUs4deoUDhw4gLCwMAD/TXJdtWoVqlWrBi8vL73FQERERZt9cTts/jdZxI3bERoXXOnpGQA0k0QYGxvBf/o4tG/TQqrQKZ+aftIAF66EISY2Du27e2L44N5o26o5bG1tpA5N6WX0a/x26BiCN21HYlIyBEHgjvFERBJ7HvVSuXhftd8giiKuht1CnyFjsWGlP4rp+PNkx54DmDJ7kdqNa0UMySmpOH3uIhNFFEBtWjTH/MVr3v6dklMw3HcGdm5cDnNzsxydHxX9Wi0LNPC2L2puboau332Djt9+hZrVq+SoLFPTtwkjbKytUNKpBGq7V8O3X3+J8aM8MHXuEuz+7TAA4NjJs1xITERkIL//eSJHr8s6JpHT1yq+T0xKxhBvP0zx9UL3zt/mIVIqiMZPX4Cnz15IHYYGmVyOjIwMJKek4tXrWGVCKiIiIipcmv6vAU78/U+2z9ev467zOl3KOmPb2sVYEbIZy4NDIZeLuHTtBvoNG4d1K+bpvD4iIiIquJJTUrBn/xH8dugYLl8Nh0wuB6Cb3b4zMzNx595D3L3/CDv2/A4jIwH1atVA+zYt0P6blrC2ssx3HURERFRwlHUujVZffIqDR04o753VqlEFgbMn5mqjD324cTsCActCcPLMBUnjICIiIsNwcnTAluBA9PLwwd17DzXWLr2Mfo0eg72xcaU/dv56EOu37AKgOW9IEATMnuyNLt/pNqk3EVFWgqiLEVmS1NixY7Fw4ULlh0758uUxbtw4dOvWDba20mRQjoiIwNKlS7F27VqkpqYqE1dcv34dFSpUyHO54eHhqFnzv0WXYWFhcHfX/cQGIiIquBISEtFnqC+u37ijdsGVlSiKMDE2RsDM8Wjb+gsJIiVdefj4GVp36gtR/O+C2djYGJUruqJyBTc4lXCAra01LC0sYGlhDlNT038XWJrCxNgYJibGMDY2giAYwdjYCEaCESC8vRA3ErRnlxYhQi6XQyaTvc0OnZ7xdmfvlFQkJiYjPiEBr2Pe4HlUNO49fIxnkVFvz/u3ay0IAnaHrsjxglAiItKPu/cfoo+nL17FxAKAWrIIAKhRtRI2rvJHcbtiOqlv2859mDZ/qUaSCEV9g/r8AN8Rg3RSF+nej/1HKnfCBIDmTRshKHAGjI2N33tujU++Rmbm212xFH/verVrYPHcyXAuXVKncfb2HIsz/1yGe7XK2LNllU7LJiIi7boP8sY/l66p9SOyUk0UVNyuGFo0a4z6dd3hVMIBxsbGiE9IQExsHG7cjkD4zbu4HfFA7RpSQdFfGdTnB4wdPjDbmCo3aKk1HtWxkjsX/shv00kH+g0bj1NnL2S7y7fUtL2nBUHA/h3BqFzBzfABERERUa48fhqJVt/3geIjXXX8SxAE3Dx3MEdjG3l14fJ1eE+ag+dR0RAEAfVq18Clf8dX2FclIiIqupKSU7By7RZs/flXJCWnANAcY9DFWEh2ZdpYW6FHl/bw6NcNNtZW+a6HiIiICoZr4bfQqffbjUktzM1x9NdQODk6SBzVW3K5HD09fHDh8nXeQyEiIvpAxL6JQ2/Psbh1977G2iVRFGFmZoqMjEyNNU2iKMLISMC8qWPxfbuvpAqfiAxMyrXvTBRRyN29exc1atSAXC6HkZERpkyZgokTJ8LExETq0AC8TRjRvXt3XLjwdhJku3btsHfv3jyXx0QRREQEvE0W0X/4BFy5flNrsghRFGFiYoLFcyahdYvPJIyUdGX0xNn47dAxjYmFBWGRhbaJCZ9+0gDrlnPXLCKiguD+wyfo5TEG0a+1J4uoWqk8NgUFwMHeLl/1hG7fg5kLVmjtlwDAkP7d4T2sf77qIP06fvo8Bo6YqNa/bPVFUwTOnghzM7N3ntv06x8Q/SoGwNu/edVK5bFr0wqYm7/7vLzY9etBjJ8eAPvidjj/5y6dl09ERJoaf9UFr2PeAMh+croiYeWwQT3Rv2dnWFm+e0fD6FcxOHT0JPYdPIpLV8M1yhIEAZ3at8acKWO0XvsyUUThcfTEGXiMnvLORCNS05ashJMciYiICo9RE2Zh/+G/1PqCiq8Xj/0CW1sbvdb/Ji4eYybPxYm//1Hr02bFvioREVHRcOT43/CbvRivYmLfO38jP2Mh7ytPEASUcCiOeVN90Lzp//JcDxERERUs3QaMwsWr4WjcsC42rlogdThqLly+ju6DvHkPhYiI6AMSF5+A3p5jceN2hNZkEYDmnAtjYyP4Tx+H9m1aSBIzEUlDyrXv2rdQpkJjyZIlkMlkMDIywrZt2+Dn51dgkkQAQKVKlXDs2DE0bNgQoijit99+w40bN6QOi4iICjlbWxu4lHVWO5b15rKNtSVcy6m/hgqv8aM9YFfs7URGQRDULq6lfijiUcRkaWkBP18vyX5XRESkroJbOWwJDkRJpxIAoDFQezviAXoM9sar1zF5rmPD1l3vTBIxfHBvJokoBJo3bYTa7tUA/Pc++ePYafTy8MHL6NfvPNe5dEm1vsHoof30kiQCgHJnroTEJL2UT0REmuLiE7QeV702tbQwx/qV8+E1qNd7k0QAgJOjA3p27YDt65Zg16bl+LplM2VZis+hXb8egtfY6cjIyNRdY8jgvmzWGBXLuwCA2hhCQXoA+Vu4QURERNIa6dkHFubmADQXVN69/0jv9Re3K4a1y+Zi9JB+UFRfEBJ9ExERke4tWrkew3ymIvp1jNb5ElnnU+SHtrJU6xNFEa9ex2LQyMlYt3lnvttGREREBcPA3l0hiiJMTU2lDkVDvdo1YGxsLHUYREREZEB2xWyxeXUAatWoorFRneqYCPDfJjMLZ05gkggiMigmiijkdu3aBUEQMHjwYHTu3FnqcLSytrbG9u3bYWFhAQDYtGmTxBEREVFhJooivCfNwb6DRzV2YlS94HoTl4Benj4Iv3VXqlBJh0o5OWLmpNFqx6ReRKHtwt7ISMCcKWPg5lLW0L8iIiJ6BzeXstiyJhClSzoC0EwWEXH/EXoMGoPoV7lPFhGyaQfmBAZlmyRi1JC+GOHRWwetIEMY4dFbrU8piiIuX7uBb7oOwJ792e902ahBHbWfG9avrZf40jMysH33fgCApYW5XuogIiJNZmbZJ/9R9AECZk7AJx/XzVP5td2rYdl8P+wOXYH6ddzVbiz/8ddpeIyejLS09DxGTwVB/56dlX0MqRNeZvcgIiKiwqu8azlM9PbU+pl+7ORZg8UxdGAPrF02F3bFbAEwWQQREVFRM3/xaqxatxVyuag2X8JQ4wvZJY0QRRHzFq/GyrVb9Fo/ERERGUaL5k1QwbUc7j14LHUoGoyNjVHq341qiIiI6MNha2uDjSv9UbdWdY1kEQqiKMLExASL505G29ZfSBQpEX2omCiiEHv69CmioqIAAIMGDZI4mndzc3NDv379IIoijhw5InU4RERUSMnlcoyaMAv7Dh59544BCm/iEtDbcyyu37gtVcikQ21aNseUscM0koMUhEUUiiQR08ePRNuvPpfgt0NERO/jWs4ZW0MWwbl0SQCaySLuP3qCbgNH4cXL6ByXGbR+G/yXBmsM/Cq++gwfgGEDe+q4JaRPzZs2wtctm6n1MwEgLj4RvlP90bHXUJw8c0HjvM+bNlL72dTEROexvY6JhceoKbhz7yEAwMHeTud1EBGRdiXsi2scU+1LNGvSEF99+Wm+66lZvQq2r1uCaeNHwNLSQvk5dOrsRQwYPgHJKSn5roOk8V3bVnAq4QCACyaJiIhIP7p1/ha9fvhOIwHm9l8OIDEp2WBxfPrJx9izeRVqVK2ktss4ERERFW6bftqDkNCfAUAjQYQUss4ZEkURi1dtwC+/HZYkHiIiItKtfj0749nzKDx49ETqUDRYcFMPIiKiD5KtrQ1cyjqrHcs6LmJjbQnXcuqvISIyBMkSRXz55ZdSVV1kvHjxQvl9jRo1JIwkZ77++msAwIMHDySOhIiICiOZTIYR42fiwB/H1SaVZb0BrbpQQxAExCckos8QX1y5flPK8ElHev3wHeZPGwvzf3dzlXKCoep7z9raCisCpuPHTu0kiYWIiHKmrHNpbA0ORBnnUgCg0W949CQS3QaORuTzqPeWtTw4FIEr1mn0PxQDv+NGDYZH3256bQ/px8yJo+BYwl75s2pCsus37mDA8Alo3akfNv30C6JfxQAAGtavjXq1/xubuRKmu77nw8fPsGBZCFp93xenz11UxlS9aiWd1UFERO/m5lLmnZPeu3Roo9P6enRpj33bVqN+7RrKes9fuob+w8YjJSVVp3WRYZiZmqJn1w6SLZ4gIiKiD4OfrxcG9flBbdHkm7h4zPRfbtA4yjiXwvb1S/Bd25YayTiJiIio8Ll7/yH8l67R+DxX3dRFqodqLKIoYrr/cjyNfJG1CURERFTIfN+uFRzs7fDznt+lDkWDkRH36iUiIvrQiKII70lzsO/gUY3NbdXvySSgl6cPwm/dlSpUIvpASXaVcvz4camqLjLMzf/LRphSCHYSs7KyAgAkJxtutwoiIioaMjNl8PKdjkN/ntR6o9fMzBTL/P3QvGkjjUWagiAgITEJfYeNw6Wr4VI1gXSo47etsWvTctSqUUXt72yIpBGq9SiSkzSsXxu//bQGLZs30WvdRESkG84flcLW4EVwKfsRAGj0G54+e4Hug7zx5NnzbMtYErQRS1dvyjZJxKQxQzCwV1f9N4b0orhdMcycNFr598y6oEEURdx/+ASzAlbi0zY/4Mf+I7EiZDO6dGgDU1MTAMDeA0fyVHdKSipu3rmH/YeOYeaC5WjbdSC+6tgXwRu3IyExSe0GQ8N6tfPTTCIiyoWm/2vwzufr13HXeZ0uZZ2xbe1ijPTsAyOjt59Bl67dQL9h45BcCO4HkKYeXdvDytICgPaFkgVlYQUREREVbr4jBiEocAacStgrxxF+2f8HAlesM2gc5mZmWDBjPCZ6D4ExF1AQEREVanMWBiEtLV3tmGK+REF5AG/HVpKSkjFp5kIpfk1ERESkQ+ZmZpg/zRfdOn8rdSgaDuwIQeUKblKHQURERAYil8sxasIs7Dt4VGMcQnVdicKbuAT09hyL6zduSxUyEX2ABFGi7YuMjIwQGxsLOzs7KaovEmJjY+Ho6AgA2LNnD779tuBdCKsKDAyEj48PypQpgydPnuSpjPDwcNSsWVP5c1hYGNzddT8Jl4iICo6MjEwM9ZmKv06d05i0LooizM3NsDJgOpo1aYiMjEx4+U7H0RNn1BZtKl5rZWWJ4MWz0agBF9UVFfsPHcOqdVtxO+IBgOx3pMprl1dbeYqyqletiKEDeuDrFs3yVDYREUkrKvoVenn44MGjp1r7DaVLOSE0KABuLmXUzgtcsQ5B67epvV5xjiAI8PP1Qs+uHQzaFtKPZWs2YenqTRrJRBSy2xFTkcjMo283ZLfmMjUtHcnJKUhOTkFSSgpi38Th4eNniH4Vo1GWgur708TEBKcO/oQS9sXz20wiIsqBx08j0er7PlD8W86aLOrmuYMwNjbWW/0XLl+H96Q5eB4VDUEQUK92DVy6Gq5xsxmAWlx3Lvyht5gob2b4L0fo9j3Z9i+AvI9h5EV24x6CIGD/jmBOdCQiIirE4hMSsTJkC376ZT+SkpIhCALatGyGGRNHwa6YrUFjOfPPZYwYNxNx8QnsqxIRfSDGT1ug/QkBmDd1rGGDoXwJu3kH3/ccqnaPwszMFNUqV0CVSuXhXLokSjqVgKmJiUHjSk1LR1JSMh49eYar4bdx68495XOCIODnDctQp2Y1g8ZEREREREREREWLTCbDyAmz1Da8zTrXGIDWOci2NtZYt3we6taqLk3wRGRwUq59lzRRxOHDh9GyZUspqi8y6tSpg+vXr6NBgwY4d+4cjAroTgzp6emoVasWIiIi0LZtW/z66695KoeJIoiIPixp6ekY4u2Hk2cuaJ00b2lhjtWLZqFxo3rK45mZMowcPxOHj53SesFlaWGO1YtnoXHDeqCi42rYLezadwh/nTyL51HRyuO62BFTtbtc3K4YWn3RFJ3bf62XHWOJiMiwol/FoJenD+49eKy131DSqQRCgwJQwa0cAMB/yRqEhP6cbZKIGRNG4sdO7SRpC+nHlNmL8NPu/RoLcbUljMgqt/2QnJSjeK+1a/0FAmdPzFX5RESUP6MmzML+w3+p9RkUXy8e+wW2tjZ6rf9NXDzGTJ6LE3//o3HDWRUTRRRsTyNfoOV3vSGX//e3U/wdHUvYo7hdMVhamOv9Xo8ovp3QkJ6RgaSkZES/jkFGRqbyeSaKICIiKjriExKxecde7Dt4FBH3H8G1nDOO7Nlk8DgeP42Ep7cf7t57yL4qEdEHoHKDllrnePAzoPBZsCwEazb8BEEQ4OZSBsMH90aL5o1hZWkpdWhq7j14jDmBq5RjZ71/+A6Txw6TOiwiIiIiIiIiKqQyM2UYPm46jvz1d7Yb3gbMHI+dew/i+OnzWucgW1tbYd2yuVx3QvSB+GATRTRv3hxHjx7VyQK+D9WCBQswbtw4CIKA7t27Y+PGjQUyWUTfvn2xadPbXThXrFgBT0/PPJXDRBFERB+OtLR0DB49GX+fu6T1wsrKyhLBi2ejUYPaGufKZDKMnjgHvx85rvWCy8LcHEGLZqDp/xoYpC1kWBH3H+HU2Qu4GnYLN25H4OHjp2oLMHKjuJ0talaviob1aqFRg9qoX8e9QPa1iIgo717HvkEvDx/lJPWs/QbHEvbYuNIfO389iPVbdgHQvnB/9mRvdPmujSRtIP2Ry+UYNWG2sl8JINuEEQqqi4dzI7vxsazvSXNzMxzauR5lnEvlqnwiIsqfB4+eoH03T6SlpyuPKf5H/7R2scFu6q4M2YIlqzdA8TGT9fOGiSIKvuHjZuDgkRPKz/ea1SsjcPZEuLmUlTSuG7cjELAsRJmwlYkiiIiIip6I+4/w4PFTtPq8qST1JyWnwHvSHBw7eZZ9VSKiIk6RKELbuAU/AwqXjr2G4vqNO6jgVg6/bF5Z4BJEqBJFEd0GjMLFq+Fwr1YZe7askjokIiIiIiIiIiqEMjIyMdRnKv46dS7bJBErA6ajWZOGyMjIhJfvdBw9cUbrHOR3rXsioqLlg00UoUhuEBwcDAsLCynCKPTi4uJQqVIlxMTEAAAaNWqE0NBQVKpUSeLI3nr48CEGDx6MP//8E6Ioonjx4nj8+DFsbPK2uxoTRRAVbHK5HCGbdqBPt44wNzczaN2Hj55CGedScK9W2aD1kn6kpKRi0MhJOHfxqtYLKxtrK6x9T2Y9uVwOnynzsO/gUa0XXObmZlixYBqaN22k17aQ9FJT0/DoyTO8eBmN51GvEP3qNVJSUpGWno7U1HSIEGFuZgYLczPYF7dDSacS+Kh0SVR0KwfHEg5Sh09ERAYQ+yYOvT3H4tbd+1r7DWZmpsjIyFQ7rnjOyEjAvKlj8X27r6QKn/RMFEX4L1mDkNCf37mDu6q8JkXNrlzV96XvyEEY2KtrnsonIqL82bZzH/zmLlH7PBAEAR59f8QYrwEGi+PU2QsYPXEO4uITlHEoMFFEwXct/BY69fYCAFiYm+Por6FwciwY4w9yuRw9PXxw4fJ1JoogIiIivTl++jzvzxERFXGKRBGqOF5ROH3SqjNiYuMKzb2JrTv3YercJbC1scal43ulDoeIiIiIiIiICpm09HQM8fZTbrKhShRFWFqYY/WiWWjcqJ7yeGamDCPHz8ThY6e0zkG2tDDH6sWz0LhhPRBR0SXl2ncTg9TyDlu3bsUff/yBr776ClWqVIGjoyPMzc1hbGysk/KNjIxgZmYGc3NzWFhYwNHRESVLlkTp0qVhamqqkzqkZGdnhwULFqB///4QBAHnzp2Du7s7unXrhpEjR6JePWk+QP7++2+sXbsWW7duRXp6+n87rM6eneckEURUsMlkMoyaOBuH/jyJE3//g+Als2FpaZgkQPsPHcOYKXP/TR4wD3VqVjNIvaQfSckpGDhiIi5cvq71wqqYrQ3WLX//39nIyAgLZ02AsbER9uw/onbBJQgC0tLSMdRnKpbN98OXzRrrs0kkMQsLc1StXAFVK1eQOhQiIiqg7IvbYfOahejtORY3bkdo9BvS0zMAQCNJhLGxEfynj0P7Ni2kCp0MQBAEjBvlgQpuLvCbuwQymey9CSN0mZdV9X3XusVnhWIiJhFRUdWt87e4e/8RQrfvUfYTRFHE9l8OwKNfN9hYWxkkjk8/+Rh7Nq/CsLHTEH7rbo4TGVHBUNu9Gj6uWxMXr4ajfp0aBSZJBPB2PM17aD90H+QtdShERERUhDFJBBGRYY2ftkCyuhVjFarj3DmKRwDmTR2rr7AoF+ITEgEApZwcJY4kZywtzAG83aCGiIiIiIiIiCg30tLSMXj0ZPx97pLWtUxWVpYIXjwbjRrUVnvOxMQYS+dPweiJc/D7keMac5BTUtMweORkBC2agab/a2DIJhHRB0IQJZo5aGRkpPynB+R9p8X81F+hQgW4u7vjs88+Q+vWrVGjRg2DxqBL/fv3x4YNGzSyDrm6uqJdu3Zo0qQJ6tWrhypVqujld/3kyRNcvHgRhw4dwt69exEVFQVA/WZP+/bt8csvv+SrHimzqhBR9jIyMjF83HQcPXFW+T+oQR13hCybC2srS73WvffAEYyftgCZMhkAwNraCmuXzkGDujXfcyYVRIlJyRgwfAIuXQ3XemFV3M4W61fMR83qVXJcpiiKmDhzIXbuPag1O5+pqQmWzJ2MVl98qtO2EBERUeGTkJCIPkN9cf3GHY1+gypRFGFibIyAmePRtvUXEkRKUrl15x4mzVqEa+G3NBKH6INqv/Xrls0QOGsiTE0lz/tKRPTB818ajOCN29U+C75v2wrzp/saNI609HRMnhWoTJCpwB06C74/j/8NT28/NG/aCCFL50gdjhqZTIaaTdri121BqFzBTepwiIiIiIiIKJ8qN2hp8LmZ7xozf18sHNcoWJp81RWvYmIxwqM3vAb1kjqc95q/eDVCQn+GXTEbXDi2R+pwiIiIiIiIiKiQSElJxaCRk3Du4lWta5nebmw8F/XrZL+OVS6Xw2fKPOw7eFTr2iVzczOsWDCNCbWJiigp175LnihCQYowsv7T/vjjjzFu3Dh07NjR4LHkV2ZmJtq0aYM///xTLQEHoN5Oc3NzlC1bVuNRunRpWFlZwcrKCpaWlsqvAJCamqp8JCYmIjIyEs+ePcPTp0/x4MEDXLp0Ca9fv1bWkbVuURTRrFkzHDhwAFZW+dtRjYkiiAqetLR0DPWZipNnLig7sYqvdWpWw7rl82BrY62XunfvO4SJMxdCJpOrdZ6tLC0QFDgTjRvV00u9pB8JCYno5zUeV8Nuab2wcrC3w8aV/qhWpWKeyp8yexF+2r1f6wWXiYkJAmdPQJuWzfPdDiIiIircEhIS0X/4BFy5flNrsghF32HxnElo3eIzCSMlqYiiiNDtexC4cj2SkpK19l3zS7WvamQkYHCfHzF6aD8YGRnlu2wiItKNP4//Db85i/HyVYzy/7Znv27wHtbf4LGs37IL/kvWQCaXA+CCisKidcd+SM/IwLF9m6UORcPn7XogeOlsJoogIiIiIiIqAhSJIiSaJponHNcoOLoNGIULV8JQwqE49m8PRgkHe6lDytbzqGh802UAkpJTUKtGFezatELqkIiIiKiQksvl2H/4L5z4+zxex7yBg31xfPpJA3z79ZcwNjaWOjwiIiLSsaTkFAwcMREXLl/XOh+0mK0N1i2fhzo1q723LFEU4Tt1vnLTl6xrl8zMTLFsvh++bNZYL20hIulIufZd8i0IRVGEnZ0d/ve//8HFxQXFixeHhYWFTi+gZDIZMjIykJKSgri4OMTExCAyMhL3799HbGys8nUXLlxAly5d8M033yAkJASlSpXSWQz6ZmJigv3796N///7YunVrtkk4UlNTERERgXv37ums7qw3kbLW3bFjR2zevBkWFhY6q5OICo7nUS8RfusuAKh1YkVRxNWwW+gzZCw2rPRHMVsbnda7Y88BTJm9CHK5+sI9QRCQnJKK0+cuMlFEIRIXn4B+w8Ypd+9WJYoinEo4YGOQf74mp8+cNBomJibYvGOv2ntVEARkZmbCe+IcyGQytGv9ZT5bQ0RERIWZra0NXMo648r1m8pjWZNF2FhbwrWcsxThUQEgCAJ6//g9OnzTEpt++gWh2/ci9k2c8rm8JI7I7hz3apXh5+v1zizUREQkjRbNm6Bh/dpYGbIFP/2yH0lJyQhavw2PnjzDjImjYFfM1mCx9OvRCdWqVMCIcTMRF59gsHopf/r17Ay/OYvx4NETlHctJ3U4aiwszKUOgYiIiAo5LqggIip4so5D69O7xsXfF0dhSmjxIWj6SQNcuBKGmNg4tO/uieGDe6Ntq+aw1fE8sPx4Gf0avx06huBN25H4b4LvBnVrvv9EIiIyCLlcjpBNO9CnW0eYm5sZtO7DR0+hjHMpuFerbNB6qXCLfB4FD28/3L57X+34r7//iZBNOxC0aCbKOpeWKDoiIiLStcSkZAwYPgGXroZrncdZ3M4W61fMR83qVXJUniAI8J8+DiYmJti596DG2qX09Ax4+U7HkrmT0eqLT/XRJCL6AAmiRCPrRkZGEAQBs2bNgq+vr2Q3giMjI3H69Gn88ssv2LlzJzIzMyEIAlxcXHDkyBFUrJi3XcultHDhQvj5+SElJSXbGyu6/LNrq0MURVhaWmLu3LkYMWKE1vNevnyJ6OjoXNUVERGB7777TvmzIbOqEFH27t5/iD6evngV8zb5jmqyCACoUbUSNq7yR3G7Yjqpb9vOfZg2f6lGkghFfYP6/ADfEYN0Uhfp35u4ePQZ4osbtyO0XliVKumI0KAFOpswPytgJTZu2601O5+xsRHmT/NFh29a6qQuKto4yZGIqOgRRRFjJs/Fb4eOKX9WpdpvKG5niw0r/TmhgJCamoadvx7EvoNHceX6Dcjlb983uZ10q/p+a1DHHf17dsFXX/JGABFRYRCfkIjNO/Zi38GjiLj/CK7lnHFkzyaDx/H4aSQ8vf1w995D7rxZCKSlp6N52+7o2O4r+I4cLHU4ar7pOhBL5k3OV9JWIiLSHS6ooMImuwUVAFClohsXVBARGVh/r/E4eeaC2j2Ogkp1HgfHNQqGh4+foXWnvhDF/+aDGRsbo3JFV1Su4AanEg6wtbWGpYUFLC3MYWpqClNTE5iamsLE2BgmJsYwNjaCIBjB2NgIRoIRILz9WxsJRlrrFCFCLpdDJpNBJpMhPT0DaenpSE5JRWJiMuITEvA65g2eR0Xj3sPHeBYZ9fY88b/7M7tDV+R4AQcR5QyvTSkvZDIZRk2cjUN/nkSj+rURvGQ2LC0Ns/Hk/kPHMGbKXNhYW2Htspzt/kyUkJiE73sOwaMnkdm+xs2lDHaHroStjbUBIyMiIiJ9SEhIRD+v8bgadkvrWiYHeztsXOmPalXytr54yuxF+Gn3fq1rl0xMTBA4ewLatGye73YQUcEQHh6OmjX/S2BryLXvkiaK6NGjB0JDQ6WoXquIiAiMGDECBw8eBACULl0a586dQ7lyBWsnp5y4d+8ehg0bhsOHDwMwXEZwxYfW999/j4ULF8LV1TXb106bNg3Tp0/PV31MFEFUcNx/+AS9PMYg+rX2ZBFVK5XHpqAAONjb5aue0O17MHPBCo1dnRX1DOnfHd7D+uerDjKcmNg49BkyFrcjHmg8J4oinEuXxKagAJ3v2D1/8WqEhP6cbbKIWZO80bnD1zqtk4oWTnIkIip65HI5Rk+cjQN/HFc7nrXPqdrHLWZrgw0r56NWjaoGjZUKrlevY3D42GmcPncRN25H4FlkVI4m3Zqbm6FerRpo3Kge2n71hc77v0REZDgR9x/hweOnaPV5U0nqT0pOgfekOTh28iwXVBQCx0+fRwW3cihX5iOpQyEiogKKCyqosOGCCiKigikkdAcCV6xDZqYMQMFNFsFEEQXT6Imz8duhY2r3yADDzUl9F21J3z/9pAHWLZ8nUURERROvTSkvMjIyMXzcdBw9cVb5+d6gjjtCls2FtZWlXuvee+AIxk9bgEzZ276PtbUV1i6dgwZ1a77nTPrQLVq5HivXbnnnZq2CIGDogO4YNaSfgaMjIiIiXYqLT0C/YeNw/cYdrUkinEo4YGOQf7432Jg+fxk279irPVmEsTEWzByHdq2/zFcdRFQwfLCJIk6ePImmTaWZLPkukydPxpw5cyAIAurXr49Tp07B3Nxc6rDy5OzZs5g9ezb279+vPPauC9d3ed95pqam6NatG3x9fVGjRo33xsZEEURFz8PHT9HTwwcvo18D0FxIV6mCK0KDFsCxhEOeyt+wdRfmBAZlmyRi+ODeGOHRO5+tIEOKfhWDXp4+uPfgscbftGyZ0ggNCtDbYvuFy9ciaP02rZ9vMyaMxI+d2umlXir8OMmRiKjokclkGDlhFg79eVJtEDbr7lraBmptbayxbvk81K1VXZrgqUBLTErGnYgHiH4Vg4TEJMQnJCIlNRXm5mawsbKCk6MDyruWg0tZZ5iYGEsdLhERFSHHT59H86aNpA6DiIiI8oELKqgw4oIKIqKCK+zmHYyeOBsPHz/TuP9RUDBRRMEUFf0KbbsORHxCkvJYQXnvZJ1rZGVlib1bVsHNpayEUREVLbw2pbxIS0vHUJ+pOHnmgto8YkEQUKdmNaxbPk9v8+p27zuEiTMXQiaTq/V5rCwtEBQ4E40b1dNLvVQ0fNWxLx4+fgZAe0IqxfHyrmVxePcGQ4dHREREOvImLh59hvjixu0IrUkiSpV0RGjQApR31c3m87MCVmLjtt3ZbnQ7f5ovOnzTUid1EZF0pEwUYWSQWrQQBAF16tSRqvp3mjVrFkaOHAlRFHHp0iVMnTpV6pDy7JNPPsG+ffvw4MEDzJkzB3Xq1IEoimoPBUEQ3vlQUD3XyMgIzZo1w4IFC3D//n1s2LAhR0kiiKhocnMpiy1rAlG6pCMAzYV0EfcfocegMYh+FZPrskM27XhnkohRQ/oySUQh5OTogK3Bi1CtSkXl31IURbiWc8aWNYF6SxIBAGO8BsBrUC+1eo2MBMyf5sskEfROIZt24NGTyHf2mR49icTa0B0SR0pERDmRmSmDl+90tSQRwH99WTMzUyzz90Pzpo00EqEJgoCExCT0HTYOl66GS9UEKsBsrK1Qv447Wrf4DJ07fI3+PTtj2MCeGNirK37s1A4tmjdBBbdyTBJBREQ6xyQRREREhVtaWjo8vaeoLcQRRREXr4aj71BfJCQmvb+QPNq97xDGTfNHpkymHPdOSkpGf6/xOHP+st7qpaLh9yPH1SY4Zp2bongvH/jjuJRhEhF9kGpWr4K9W4PQsd1Xav+XVb1v/mBOH++S1/NIOqWcHDFz0mi1Y7p6r+jqvaaY8zNnyhgmiSDSIV6bUl49j3qJ8Ft3AajPIxZFEVfDbqHPkLGIT0jUeb079hzAhBkBakkiFDEkp6Ti9LmLOq+TipZnz6N0+joiIiIqeGJi49DLwwc379zTmiTCuXRJbFkTqLMkEQAw2WcoBvbqonUOskwmx7hp/ti596DO6iOiD49kiSIAwMbGRsrq32nhwoX4+OOPIYoilixZgocPH0odUr64urpi/PjxuHz5Mp4/f45du3ZhzJgxaNmyJSpUqABTU1ONm/TabtqXL18e3377LcaPH49t27bh5cuX+OuvvzBmzBiUKVMmVzENHToUYWFhuXrs2bNHD78dItIl13LO2BqyCM6lSwLQTBZx/9ETdBs4Ci9eRue4zKD12+C/NFijU6z46jN8AIYN7KnjlpChONjbYcuahajtXhWiKKKCazlsCQ5Uvof0aaRnH4we0g+iKMLExAQLZ03E9+1a6b1eKtw4yZGIqOjIyMjEkDF+OPLX31oHfM3NzbAyYDq+btEMqxbOwJfNGmsdqE1KSkY/r/E4f/GaFM0gIiIiIiIioiKGCyqosOKCCiKigs3K0hLzp/ti0ZyJyl3gVRfcv2/+YE4f75Kfc0k6bVo2x5Sxw9T+Rrp6v+T3faZIEjF9/Ei0/epzCX47REUXr00pr9xcyiJ0dQAcHewBaL5/rt+4g14ePngTF6+zOrft3IcpsxdBLtfcjE4URQzq8wN8hg/UWX1UNFlbWen0dURERFTwyGQyZGRmaoxDiaKIsmVKY0twIFzLOeu83nGjPODZr5vG5smCIEAuF5GZmanzOonowyGIEo2uly9fHg8ePJCi6hwLCwtD3bp1IYoiPD09sWLFCqlD0htRFPHy5UvEx8cjOTkZycnJEEURNjY2sLW1ha2tLezs7GBqaippnOHh4ahZs6by57CwMLi7u0sYERFlJ/J5FHp4jMGzyLeTfFQ7s8oO9OqFcP6o1DvLWR4ciqWrN6kNEqsuzBs3ajAG9uqq38aQQSQlp2BWwAqMGdYfjiUcDFr32s0/w7VcGbRs3sSg9VLh5N64DTIy3l6IZ+1Kq/6fMzMzRfiZ3w0eHxER5UxaejqGePvh5JkLWpNEWFqYY/WiWWjcqJ7yeGamDCPHz8ThY6c0EqIpz1k8C40b1gMRERERERERUX7cvf8QfTx98SomFgA07pHVqFoJG1f5o7hdMZ3Ut23nPkybv1TrggoAGNTnB/iOGKSTuqjoatSik3Khz7vuodgXt8P5P3cZPD4iIvrPk2fPMXribFwNu6X8H13bvSq6d/42X+WKoojx0wM0km4r+jLzpvrkqJyO37bOVxykH7v3HcLUuUuRlp6uPCbFFGTVfoW1tRUCZo7nnB8iPeG1KeXH/YdP0MtjDKJfa3//VK1UHpuCAuBgb5evekK378HMBSs0Ft0p6hnSvzu8h/XPVx30YRg2dhoOHz2l9j5VUO3Ttvq8KVYETJMmSCIiIsq3mNg49Bnqi1t37ik/413LOWNTUIDeN7xdErQRy4NDlfUaGxthrt9YbnhLVARIufZdskQRhUXXrl2xc+dOODk54fnz5zAyMpI6pA8aE0UQFS7Po6LRy2MMHj99DkAzWUSZj0ohdHUAypX5SOv5S4I2YkXI5myTREwaMwR9u3cyTGOIiP7FSY5ERIVfWlo6Bo+ejL/PXdKaJMLKyhLBi2ejUYPaGufKZDKMnjgHvx85rjVZhIW5OYIWzUDT/zUwSFuIiIiIiIiIqOjiggoqbLiggoiocJHJZFi8agPWbPwJin/bX3z2CeZN9YF98bz3Lyo3aJltoog7F/7QRegkoTsRDzBhRgCuhd/Wep9NX7T1UxvWrw3/6b4o61xab/USEa9NKX8ePn6Knh4+eBn9GoDm+6dSBVeEBi3I8+ZiG7buwpzAoGzfN8MH98YIj975bAV9KK7fuI0ufYdDLv+vT5N1XpCxsRF2rF+K2u7VpAqTiIiIdCA+IRH9ho3DtfDbqOBaDptWL0ApJ0eD1L0yZAsWrVoPExMTBMwcj7ZffW6QeolIv6Rc+86sB+8xcuRIAMCrV69w7NgxiaMhIipcPirlhC3BgXBzKaMxuCsIAp49j0L3Qd54+PiZxrmBK9apJYlQnKP4eeq44UwSQUSSaFi/1jsnNyj+TzWsV8uAURERUU6lpKRiwPAJ2SaJsLG2wvrl87QmiQAAY2NjLJ47Cd9+/aXWPm5qWho8Rk/B8dPn9d4WKtrkcjn2HTyKsX7z0N9rPHymzMOe/X9AJpNJHRoREREREREZSAW3ctgSHIiSTiUAQCNp5e2IB+gx2BuvXsfkuY4NW3e9cyHO8MG9uRCHcsyzXzcYG7+diiQIgtp9XgUjIwEe/X6UJD6iokwul2PNhp+QlpZu8LoPHz2F8Ft3DV4v5Z+xsTHGeA3AhpX+KOlUAqIo4tjJs2j342CcOX9Z6vCogKpSqTx2bVqBxXMmoUpFN4iiqHavLOsjr7SVo6iretWKWObvh63BgUwSQWQAvDal/HBzKYstawJRuuTbRXdZ3z8R9x+hx6AxiH6V+/dPyKYd70wSMWpIXyaJoFypVaMqZkwcBSOj/95Pqv0QIyMBU8Z6MUkEERFREVDM1gabggLQucPX2BK80GBJIgBg6MAeGD/aA8v8/Zgkgoh0QhD1mcK3iChTpgxevHiBGTNmYNKkSVKH80GTMqsKEeVd9KsY9PL0wb0Hj7XuulzSqQRCgwJQwa0cAMB/yRqEhP6sdfBWEATMmDASP3ZqJ0lbiIiYNZqIqPBKSk7BwBETceHyda1JIorZ2mDd8nmoU/P9/79FUYTv1PnYs/+I1j6umZkpls33w5fNGuulLVS0RT6Pgoe3H27fva/xXJWKbghaNJMTH4mIiqD0jAzcvH0PEfcf4k18AtLTM2BlaYGSTiVQwbUcqlQqn6/J9URERFR4PXoSiV4eY/Di5SsAmrtvVnAth81rFsLJMXe7b4Zs2gH/pcHvXFAxbGBPHbWCPhQ79hyA35zFavdRgP8WVPj5DkePLu0lio6oaJLJZBg1cTYO/XkSjerXRvCS2bC0tDBI3fsPHcOYKXNhY22FtctyNr5OBdObuHiMm7YAR0+cAfA2sc/A3j/Ae2g/GBsb56qsyg1aaiTaVvQ37lz4Q+exk7Suht3Crn2H8NfJs3geFa08rotxLNXpzcXtiqHVF03Ruf3XqF+Hc0aJpMBrU8qPp5Ev0HPwGES+eAlA8/3jWs4Zm9csROmSTjkqL2j9NgSuWKdWjmp5PsMHwKNvN/00hoq8C5evY0nQRvxz+RpkMjmMjAR8XK8WRnj0wf8a1JE6PCIiIiIiKoCkXPvORBE50KtXL2zZsgVdunTB9u3bpQ7ng8ZEEUSF1+vYN+jl4YO79x5qXUjnWMIeG1f6Y+evB7F+yy4A0JokYvZkb3T5ro0kbSAiUuAkRyKiwicxKRkDhk/ApavhWpNEFLezxfoV81GzepUclymKIibOXIidew9q7eOamppgydzJaPXFpzptCxVtCYlJ+L7nEDx6Epnta9xcymB36ErY2lgbMDIiItKXsBt3sH7rLhw+egpp6dnv/GpjbYVPP/kY37drhS8++8SAERYO6T4+QEKC1GFQYWBrC7OAAKmjICLKNS6ooMKECyqIDCcjIxPDx03H0RNnlf/LG9RxR8iyubC2stRr3XsPHMH4aQuQKZMBAKytrbB26Rw0qFvzPWdSQRa6fQ/mL1mDtLR0CIKAWjWqYvHcSShX5qMcl8FEER+uiPuPcOrsBVwNu4UbtyPw8PFTjXkVOVXczhY1q1dFw3q10KhBbdSv4w4jIyMdR0xEucVrU8qPyOdR6OExBs8iowBobs5UtkxpbFm9EM4flXpnOcuDQ7F09aZs3zfjRg3GwF5d9dsY+iCkpacjLi4BdsVsYW5uJnU4RERERERUgDFRRAEXEBAAX19f1KpVC1evXpU6nA8aE0UQFW6xb+LQ23Msbt29n+2uyxkZmVozQxsZCZg3dSy+b/eVVOETEanhJEciosIjISER/bzG42rYLa1JIhzs7bBxpT+qVamYp/KnzF6En3bv19rHNTExQeDsCWjTsnm+20EfhkUr12Pl2i3Z7rSleI8NHdAdo4b0M3B0RESU1euYWEQ8eIxXr2NhZmaKCq7lULG8S47OTc/IwKyAldi++zeIovoOidlRfD5UquCKMcP6o0XzJvmKvyhJ9/BgogjKGVtbmK1eLXUURER5wgUVVNhwQQWRfqWlpWOoz1ScPHNB4396nZrVsG75PL0lm9297xAmzlwImUyu9llkZWmBoMCZaNyonl7qJcO4ffc+Rk2cjYj7jyAIAqysLDF9/Ah0+KZljs5noghSSE1Nw6Mnz/DiZTSeR71C9KvXSElJRVp6OlJT0yFChLmZGSzMzWBf3A4lnUrgo9IlUdGtHBxLOEgdPhFlg9emlB/Po6LRy2MMHj99DkDz/VPmo1IIXR2QbZKqJUEbsSJkc7bvm0ljhqBv906GaQwRERERERHRv5goooDbtWsXunTpgrJly+Lx48dSh6Pmiy++wIgRI9ChQwe9ZkvOzMzEw4cPERMTA7lcDltbW7i4uMDW1lZvdWrDRBFEhV9cfML/2bvvsKauNw7g3yQM2YLioCqKs+7Z1t26W62jWlsrLhy4B6Liwr0QwS24t3XWUVcdLW6tW3FvFEVl75Hc3x/+khISkBFyA3w/z5NHSG7OeU+5Te494z3oPXgc7j18onUhHQCNJBEymRReMyag4/ctRYmZiCgjnORIRGTYIqOi0W/YBNy590hrkgj7InbY5OeFik5lc1TPjAXLsHXXAe3JImQyLJw1AR3atshRHVQwtPmpL168egNAc8Fw6vOqnGMp/LVvo77DIyKi/zsZcAFrNu3EzTv3kHaUpZh9EXTr2A4uzt1gbWWp9f2RUdEYOGoybt65r7VPLD2pvxskEgnatmyKuVPH5trCn7yEiSIo05gogojyOC6oICIipRevXuPX/qMRFh4JABqf7dW/rIiNK73SvTfNrl37j2DqHF8oFILWfnfXvr/CfcQAndZJ+peYmITZ3ivw+77DAD71Q3T8viVmTBwFC3OzDN/LRBFERPkf700pJ0I+fEQvV3c8f/la6xyLEsXtscXPG2XLfKH2Pp8V6+G3YYfWzegkEgk8xw+Hc/dOem0LERERERERESDu2vfcyyyQj9jY2AAAoqKiRI5EU0BAALp164Zy5cph/vz5CA0N1VnZDx48wNSpU9GgQQOYm5ujcuXKaNiwIRo3boyaNWuicOHCcHR0hIuLCw4fPpyp3c6IiGysrbDV3xs1qlbS6NyXSCQanbdGMhkWzZrIJBFEZLBMTUxQzL4Ik0QQERmgiMgo9B48Lt0kEcWLFcW2NYtynCQCAKZNGIE+PX7Seo2bIpfDfep8HDhyMsf1UP735m2ITo8jIiLdio6JxYCRkzB07DTcuH0PCoUAQVB/hLz/iJXrtqFV5z44GXBBo4yEhEQMGDkJN27fU107pJ4Amd4D+K//THm9cfzUWXRxHoKgN2/1+t+BiIiIxFOyuD22rfFB2TJfaO2HePM2BL8NdFMlIUzNZ8V6tYU4yvcof582YQQX4hAR5SFly5TCFn9vFLWzBQCNRZZ37j1CL1d3RETqbs7bjj2HtCaJUN67DuzzC5NE5BOmpiaYNXkMViycjsI2VhAEAQePnkLHHq64HfhA7PCIiEhkvDelnChuXxTbVvugfLkyWs+fdyEf0HOQG569CFK9x2vJ6gyTRMycOIpJIoiIiIiIiKhAYqKITDAx+bToLzY2VuRI0hcUFITJkyejdOnS6NevX47KevDgATp16oRq1aph7ty5uHbtGlJSUrROTA0KCsKmTZvQsWNHlC9fHrt27dJRi4goP7OyssSmlV6oXeNLjU5eJUEQYGRkhMXzpqB92+9EipSIiIiI8qqw8Ej0cnXH/UdPtSaJcChRDNtW+6CcY2md1TnFfSgG9PpZ60QGuVyBCdO9sOfAMZ3VR/mThbm5To8jIiLd+fAxDN37jcSZC/+q+shTJ25Im8QhPCISw9ynYfPvf6iVM33BUty8c19rgoiMpD1GWc/LoGD86jIKz18GZfBuIiIiyk+4oIKIiJQqOpXF1tWLYF9EM1kEANx7+ATOg8YiLDwyx3Vt2bkf0+Yv1ZokAgCGuPyG8SMH5rgeMixtWjTBge3+qF+nxqf5gm/e4heX0fDfuEPs0IiISGS8N6WcsC9qh21rfFCxfFmt58/7D6HoOcgNj548x1yfVVizeVe6582cKW74tWsHsZpCREREREREJComisiEmJgYAEChQoVEjiR9ys6RhIQEbN68OdvlzJkzB7Vr18aff/6Z7i5laR9KL168QI8ePdCsWTPcvn07x20iovzNysoSZUo5qD2XdjK8pYUZHEurH0NERERElBlyuRzJ/096mJogCCj1RQlsW+OTK9eaE0a7YnC/HhoTFCQSCRQKASkpKTqvk/KXBnVrZLhQWHluNahTQ49RERFRcnIKhrpPw5NnLwFAa5IHbX3qCoWA2d4rcfj43wCAUwEXsPfg8SwliEivTz71a+8/hsFlxESEhoXrtN1ERERkuLiggoiIlJzKlsa2NT4oZl8EgGayiIdPnqPnIDd8DA3Ldh0bt+/FrIUrtH6XAMCIQb3hNswlB60gQ+ZQohi2r/HBSNfekEolSElJwaLl69F78Di8/xAqdnhERCQi3ptSThSxLYxtqxehSkUnrefPx9BwdOk1FBu371M9pyQIAqRSCRZMH4efO38vSvxEREREREREhoCJIjLhxYsXAABLS0txA/mMtBNEsyI+Ph4dO3aEp6cnkpKSNHZCU0o74TXt5FdBEHD+/Hk0bNgQu3btynGbiCh/EgQBbpPn4tCx02odu8rXgE+faRGR0eg12B2BDx6LFSoRERER5VH2Re2wfY0vqlQqr3bP6ljaAdtW+6CUQ4lcq3vs8P4YPrCXWr2fJiiM58QW+qzB/XpAJvvUZZe6XyZ1/4xUKoFrv19FiY+IqKBasXYrbt65rzU5RFppE0YIgoBJsxbh6fNXmOvjp3ZcRpTfA2n74i0tzFHUzhYymUz1nEQiwZvgELhPXaDDVhMREZGh44IKIiJSKlumFLat9kGJYkUBaCaLePLsJXoOHIsPH7OeLGLt5l2Y6+OXbpKI0UP6YqRrbx20ggyZRCLBiEG9sX2NL74oWRyCIODS1Zvo8OsgnAq4IHZ4VMAoFAocOnYa4zznw2W4B9ynzsf+wycgl8vFDo2oQOK9KeWEbWEbbF29CFUrV9B6/iQlJWu9DpXJpFg40wNdOrQRK3QiIiIiIiIig8BEEZlw8+ZNAICVlZW4gWTgcxNKM5KSkoIOHTrg8OHDagki0i7cFgQBX3/9NebMmYOzZ8/i9evXSEhIQHh4OB48eIBNmzahe/fukMlkiI+PR48ePTBnzhxdNI+I8hGFQoHRE2fj0LHTWndZTPv5ExEZjd6Dx+HOvYdihUxEREREeZSdrQ22rV6EmtUqQxAEODl+2lXNoUSxXK971OA+GDOkHwRBgJGRERbNnoQuHVrner2U99WoWhkzJ42GVPrfRJfUi5KlUgmmjhuOmtWqiBUiEVGBEx4RiY079ql9HmdG6n6vuPgE/OIyEq9eB2v0f6WVNkFE5Qrl4DbMBX9sXYnAS0dxPeAALvy1C4EXj2Dv5uX4pcsPqqQR5y9fw+79R3PeaCIiIsozuKCCiIiUHEs7YPtaX1UfeNpkEc9eBqHHgNF49/5Dpsv027ADXkvXaHzHKP91H9EfwwY467glZMjq1qqGQzv80a5VMwiCgPCISAwZOw0zFixDYlKS2OFRARD8NgSdeg7B2CnzcODIKZy7dA0Hj57C+Gle6PTbYLwOfid2iEQFEu9NKSdsrK2w1d8bNapW0nr+pD1vjGQyLJo1ER2/bylWyFSA3b33CAkJiWKHQUREREREpCIRcpJhoIBwdHTE69ev0bRpU/zzzz9ih6NGKpWqDeop/81KZuT+/ftjw4YNGp0oqSe9tmvXDjNnzkT9+vU/W97Tp0/h7u6OAwcOQCKRYPny5RgyZEjWG6dFYGAgqlevrvr97t27qFatmk7KJqLcJ5fLMWribBw/dVbtMybtJPu0kxUEQYCVpQXWL5+P2jW+FCd4IiIiIsqzYuPiMdt7BcYOc0HRInZ6rXvd1t1wLP0FWjVvpNd6Ke+7euMOlvhtwr83bkMuV0AqlaB+nRoY6doHX9erJXZ4REQFyrbdBzF9/tLPJngA1HdCSyszwzGp+8MqlS8Lt2EuaJmJ64jbgQ8wZOw0vP8QCvsidjh9cAsKFTL97PvykyRXVyA6WuwwKC+wsoKJv7/YURAR6Vx0dAz6DB2PO/ceaYy1paZcUOE9ywPt234nQqRU0N299wgVnBwL3PUqkT4Fvw1BT9exeBMcAkBzXkapL0pgm/8iOJQsnmE5y9dswVL/zRrz0pT3txNGD8KAXt1ztzFk0Hb+cRhzvFciPiEREokElcqXhc/cyWjffYDGAk/l+fPo6gmRo6a8LDomFl2ch+BlUHC6x5Qt8wX2bVkJK0sLPUZGREq8N6WciI6OgcuIibh5577W80e5UcfiuZPRtmVTESOlgqx99wFYPH8KKjqVFTsUIiIiIiIyIGKufZfqpRYtnJycxKo6S/78808EBQUBAKpWrSpyNLo3f/58tSQRaQdnbGxssHPnThw5ciRTSSIAoHz58vjjjz8wf/58SCQSjBo1CqdOncq1NhBR3pCSIsfw8TPUkkQA/33emJgYY5mXJ5o3/kprRuDomFj0HTYB128FitUEyiOSkpNx6+4D7D14DOu27saq9duxacc+HD0ZgIePn2V610+inGDWaCIiw2JhboZ5nu56TxIBAP2df2aSCMqW+nVqYIu/N26d+xPnj+3E7XOHsW21D5NEEBGJ4Nylq589JvWOVoIgqD20HZPR+wHAxbkb/ti2KlNJIgCgZrUq2LhyAQqZmuJjWDj++POvTL2PiIiI8g8rK0tsWumF2jW+1BhrU1ItqJg3hQtxSDQTpnshKPit2GEQ5WsOJYtj+xpflClVEgA05l+8fvMOvw10Q9Cb9P9fXOK3KcMkEZPHDmGSCMIvXdrjj62rUKVSeQiCgEdPX6Brr2Fih0X52NrNu/AyKFjVl5b2AQAvg4KxbssukSMlKrh4b0o5YWVliTKlHNSeS3v+WFqYwbG0+jFE+pSUnCx2CERERERERGpESxTx4sULsarONLlcjkmTJql+z2+JIgIDA+Hp6ak2eTX1zxUrVsSlS5fw888/Z6v88ePHw9vbGykpKejVqxeioqJ0FjsR5S3JySkYMtYTJ/+5oDEZXhAEmJqaYKX3DLRr2QyrFs1Ei2YNtSaLiI2NQ7/hHrhy7bYYzSADd/feI4ydMg/1mnfGz31HYOLMRViweDV8V27AnEWrMMpjNn7s4Yp633bGyAmz8PfZS2KHTPkYJzkSERGRrpiamKCYfRGYmpqIHQoRUYH16MmLdBM8AFDrV3coUQxdf2yLwf16oE+Pn/BN/dqQSaUZJq5U76MHFkwfj4ljBsPE2DhLcVZ0KgsX524QBAE79v2ZpfcSERFR/sAFFZQXcEEFkX6ULG6PbWt8ULbMF1rnX7x5G4LfBrrhxas3Gu/1WbEeK9ZuVZtLljpZxLQJI9D3t656bQ8ZrvLlymDv5uXo82sXAEBCYqLaeZNRnwpRVh09GZBhslblZ9WREwFihklU4PHelLJDEAS4TZ6LQ8dOayQYSf05HxEZjV6D3RH44LFYoVIB9yE0XOwQiIiIiIiI1IiWKAIAoqOjxaz+syZOnIi7d++qfv/222/FCyYXjBo1CikpKQA0k0Q4OTnhzJkzqFSpUo7qGD16NPr06YN3797B09MzxzETUd6TmJQE1zFT8M+5y1qTRJgVMsWaxXPQrFEDAICxsRFWLJyONt810TpZIS4uHgNGTsTFf2/ovS2Ue0LDwnH52i0c/usfnPjnPJ4+f5Xp9yYlJ8Nz3hJ07TMMh46dRkJiosZgcOpHdEwsjp06A9cxU/FD9wE4FXAhF1tGBRUnORIREREREeUfYeERWp9XLnYQBAFF7Apj6YKp+OfPbZg/fRzGDu+PKe5DscXfG+eP78Kgvr9CJpOp3peWsh9swfTx6NKhdbZj7fh9SwDAg0fP8CY4JNvlEBERUd7DBRWUV3BBBZH+FLcvim2rfVC+XBmt8y/ehXxAz0FuePYiSPUeryWr4bdhh9pcMuC/+9aZE0fBuXsnvbeFDJuJsTGmjBuG1Ytnw87WRutcDSJdePM2c/1dmT2OiHSP96aUHQqFAqMnzsahY6c1EgClHotRioiMRu/B43Dn3kOxQqYC6vGzF4iLixc7DCIiIsojEpOSkJiYJHYYRFQAGIlZ+b179/D111+LGUK6vLy84O3trepYKF++PKpXry52WDqzb98+nD59Wi3bO/CpE87Ozg7Hjx9H8eLFdVKXl5cX/vjjD6xcuRJDhgxB5cqVdVIuERm+xMQkDBozBRcuX9eaJMLc3AxrFs/BV/Vqqr1mZCTD0gVTMWbSXFUmeOVnlUQiQXxCIgaNmgI/35lo/HU9fTaJdOxkwAWs2bQTN+/cQ9p5AcXsi6Bbx3Zwce4GaytLre+PjIrGwFGTcfPOfbXBgc9RHvv46QsMGTsNbVs2xdypY2FlaZGzBhH9Hyc5EhERERER5R/akgGm7lMv/UVJbF29CA4liml9v52tDcaNGIAfWjfH6Imz8TIoWK2/S/lvz587onP77CeJAIDSpUqqfj53+Sp+6dI+R+URERFR3qBQKDBm0hyNnZO1LfAF/ltQsXHlAtSoyvF70h8uqCDSP/uidti2xge9XN3x+OkLjfkX7z+EoucgN2xa6YU9B49hw7a9ALR/h8yZ4oafO38vVlMoD/i2ydc4vHMNzlz4V+xQKJ+yMDdHRGRUpo4jIv3jvSllh1wux6iJs3H81Fm1sZfUPwPQWPMQFR2DPkPGY/3y+ahd40txgqcCZ/nqLWKHQERERHnIzTv30XuwO8qWKYWqlSvgy0rlUaVSeVStXB5Fi9iJHR4R5SNSMStftWqVmNVr9ebNG/z666+YOHEigP86Gnr06CFyZLo1a9YsjeeUbV2yZAnKly+vs7rs7e3h7OyMlJQULFmyRGflEpFhi49PQP8RE9NNEmFpYY4Ny+drJIlQkslkWDxvMn5s10LrzhYJiYlwHTMVAeev5HpbSPeiY2IxYOQkDB07DTdu34NCobmbRMj7j1i5bhtade6DkwEXNMpISEjEgJGTcOP2PbWJLAC07k6RUabp46fOoovzEAS9eavX/w6UP3GSIxERERERUf5iZ1tY7ffU/Q/Gxkbw852VbpKI1KpVqYhNK71gX8RWVY6yr6JcmVLwGO2a41hjYuJUP98J5E5aREREBYFcLsdIj1k4ciJAbawk7ZhJ2oXBygUVN+/cFzN8KmC4oIJIHEVsC2Pb6kWoUtFJ6/yLj6Hh6NJrKDZu36d6TkkQBEilEiyYPo5JIihTihaxw08/tk33QZQTDerWUNtRPi3lZ1yDOjX0GBURAbw3pexJSZFj+PgZakkigP/GT0xMjLHMyxPNG3+l9To2OiYWfYdNwPVbgWI1gQqI4LchGOc5XyMRDhEREeUPkVHRCA0LR0qKXKfl1q9dHbMmj0FMbBz+PP43vJevw4CRk9Co7S9o2OZn9BvmAa+la/Dn8dN48uxlhn0eREQZMRKz8i1btqBq1aoYN25cpnb/zi1v3rxBQEAA9u/fj0OHDiEpKUmtM6Fw4cJwc3MTLT5du3nzJm7duqV1x7IffvgBPXv21HmdP/30E1auXImtW7fCx8cHhQoV0nkdRGQ4YuPiMWDkJFy9cUdrkghrK0usXz4ftapXybAcqVSKRbMnQiaTYv/hkxqDBImJSRjqPg3LFniiRbOGudkk0qEPH8PQe8g4PH3+Sq3TXhtBEBAeEYlh7tMweexQ9P61i+q16QuW4uad+xqTVD4nbZ3K8+plUDB+dRmFrasXoZxj6Wy3j4iTHImIiIiIiPIXhxLF8C7kg9Zdz7p1bIdK5ctmvqySxTFn6lgMHDVZrW9i9NC+MDU1yXGsgQ8eq35++vxVjssjIiIiw5aSIseICTNw8p8LWhdUmJqawHuWB/YcOIaA81c0xtqUCyrWL5uHurWqidgSyu+C34bAd9UG1aIxItI/28I22Lp6EXoPHod7D59ofCckJSUD0EwSIZNJ4TVjAjp+31Ks0ImIVAb364FTARegUKjvNJ/6s0sqlcC1369ihUhUIPHelLIjOTkFQ92n4Z9zl7XOMzY1NcFK7xlo1qgBWjZrhOHjZ+D0mYsa509sbBz6DffAmsVz0t24jgyXx4yFeP3mndhhaJArFEhOTkZcfAI+hoYjIjJK7JCIiIhIx078fQ77D5/E5Ws3ERUdq3retrA1qlWpiNo1qqJtiyaoXNEp23XIZDJ07/wD2rf5DlPn+OLQsdOq1z6GhuN82DWcv3xN9ZypiQkqVSiHvZuXZ7tOIiqYRE0UAQATJ07EqlWr8N1336F8+fIoUqQIChUqBKlUqtN6kpKSEBsbi9jYWISEhOD169d48+YNnjx5gvDwcNVxqRePKjsRpk+fDhsbG53GI6aNGzeqfk7bITd37txcqbNKlU+LwWNjY3Hy5El06NAhV+ohIvHFxMah/4iJuH4rUGvnbWEbK2xYsQDVv6yUqfIkEgm8ZkyAkZER9hw4pnWywvDxM7Bk3hS0/q5JbjSJdEjZuf/k2Uu1zOGAZpKH1K8rFAJme69EEdvCaN/2O5wKuIC9B4+rDfp+TkaTzpSvvf8YBpcRE7Fn4zIUsbPNcvuoYOMkRyIiIiIiovzpq7o1092N6oc232a5vG+bfI0vK5fH/YdPAQCOpR3wfavmOQlR5dCxUwA+9ZW8DfmgkzKJiIjIMHFBBQFcUEFEWWNjbYWt/t7oM3Q87tx7pPGdkJogCDCSyeA9ywPt234nUsREROpqVK2MmZNGw3PuYigU6hvFCIIAqVSCqeOGo2a1jDcvIiLd4b0pZUdiUhKGuHni7MWrWs8bs0Km8PedjYZf1QEAGBsbYcXC6RjlMQt//X1O4/yJi4vHgJET4b94Nho2qCNGkyibQt6H4vK1WwY735K7ehMREeU/Zy78i7k+q/DsRRAAze/7sPBInLt0DecuXcPyNVvgVLY0+vb4CT91bAsTY+Ns1WlhbgbvWR548zZEba1d2roTEhNx597DbNVBRAWbRBDp7kUqlapu0oGMF2/mFm1NTxtHt27dsHPnTn2FlGXK/45Kyk4PuVyu9Xi5XI4SJUogLCxM4z2dOnXCvn37ciXOlJQUmJiYQCKRYMSIEVi8eHG2ygkMDET16tVVv9+9exfVqjF7LJGhiI6OQb/hHrh194HWzls7WxtsWumFKpXKZ6v8qXN88fu+w2qdvMqyjYyM4DNnos4m1VPuWLxqI1as3ZqtBA+CIMDcrBD2bVmJQaOn4NXrYLVricy8PzUrSwsUMjVFeGQUUlJS1I5t/HU9bFgxP2uNo1yT1yY5Kj+fDu9ag4pOZcUNkoiIiPKlu/ceoYKTIwoVMhU7FCKiAuHazbv4tf9otT4p5b9XTu1FYRvrLJe5bfdBTJ+/FBKJBFPch6H3r51zHOeLV6/xfbf+kCsUEAQBFhbmuHnmYI7LzSuSXF2B6Gixw6C8wMoKJv7+YkdBRJQjWV1QAXza4VXbggq193BBRZ7Tb5gHzl3SPA8MRXrzcjiGQiSu6OgYuIyYiJt37mt8JwD/zcFYPHcy2rZsKmKkRETaXb1xB0v8NuHfG7chlysglUpQv04NjHTtg6/r1RI7PKICg/emlB2JiUkYNGYKLly+rvW8MTc3SzdhiFwux5hJc3H0ZIDW86eQqSn8fGei8df19NIWyrnTZy7CdczUTM0FFou2tTrs1yAiIsp7FAoFZnotx/Y9hwAgwzXN2jbBLWJXGKNc++DXrtnfPP3oyQCMnDAr3TEd5bXGo6snsl0HEYlHzLXvRnqpJQNZWSiam/WnJQgCWrRogY0bN+o3oCySyWSQy+VaO0q0te3OnTsIDQ3VOsjXt2/fXIszIiJC9fOtW7dyrR4iEk9kVDT6DZug2nUiNUEQYF/EDpv8vHLUMTZr8hgYGRlh664DGhmBU1JS4DZpLuRyOTq0bZHD1lBuCI+IxMYd+7L83a+W+Tk+Ab+4jERkVMxnO4bT1lO5Qjm0b/sdmjasj0oVyqmy+SkUCty9/wi7/jiCvYf+QkpKCs5fvobd+4/i587f56TJpCPMGk1ERESkbsJ0LyyeP4UTD4iI9KRe7eqoVqUi7j18onFvamVpka0y27f5FrMWLodCIaD1d41zHKMgCPCcuwQpqcYLEhMSc1wuERERGZ7sLqgwMpJh6YKpWhdUSCQSxCckYtCoKVxQkcf0+qUTzl26CsBwxyvSLqggIvFZWVmiTCkH3LxzX/Vc2nlklhZmcCztIEZ4JLLQsHBcunoLT569xPOXQQh5/xGx8fGIj0+AqYkJrCwtYGlpgaJFbFGpfDlUqeiEKpWcYFvYRuzQqQCpX6cGtvh7IzEpCZGR0bCxtoKpqYnYYREVKLw3peyIj0/AwFGTtc4FFAQBlhbmWLdsHurW0r6QRiaTYfG8yTAykuHQsdMa509CYiJcx0zFioXT0bzxV/poEuVQi2YNUb5cGTx7EWSw80OB9NfmEBERUd6gUCgwfNwMnAy4oDVBROqxC+W1ZerXBEHAx9BweM5bgl37j2DBjPHZmrtZrUpFrXWmjYeIKKtETxSR+uZc7BhS/96jRw9s2LABJiaG3Xn85MkTLFy4EBs2bEB8fLyqHRUrVsSECRPQt29fGP9/ISwAXLp0SfWz2uCepSW+/z73FsNevXpVLWYiyl8iIqPQZ8h4rZPlBUFA8WJFscVvIco5ls5xXdMmjIBMJsOm/yccUEsWIZfDfep8yOUKdPqhVY7rIt06ciIAsbFxmcr8m951gUQiQWRUDICMJ5KlThJRqXxZuA1zQcvmjbQeK5VKUbNaFdSsVgXdu/yAIWOn4f2HUPiu3IAf27XgLs0GgJMciYiIiNQlJSeLHQIRUYEztH9PDBs3XaPPIjwiEkWL2GW5vMI21qhXuzqiY2JRsrh9juNbtW47Lv57Qy0+qUya43KJiEh3FAoF1m7ehT49ftL7Aqa/Tp/DFw7F1SYfUd7EBRWUFhdUEFFWCYKAsVPm4c/jf2uM3af+ToiIjEavwe7YuNKL1xAFQGh4BPYeOIZDx07j4ZPnGq+nnSyvTZVKTmjZrBFafduI5wzpjamJCYrZFxE7DKICh/emlB2xcfEYMHISrt64o/W8sbayxPrl81GrepUMy5FKpVg0eyJkMin2Hz6pcf4kJiZhqPs0LFvgiRbNGuZmk0hHXJy7YfIsn0zNLSYiIiLKjvmL/XHin/Nqa5jTu+7IKIGDIAi4c+8ROvccgrHD+sPFuVuW4mCiVSLKLQYxS1CZWUcsqT/gixUrht9//x3btm0z+CQRAODo6Ijly5fj5cuXmDRpEgoXLgxBEPDs2TMMHjwY5cqVg6+vL+Li4gAAly9fVnu/smOkfv36agkldG3nzp2q+iIiInKtHiLSv7DwSPRydcf9R0+1dt46lCiGbat9dJIkQmmK+1AM6PWz6jMsdUY3uVyBCdO9sOfAMZ3VR7qhXOifkbQ3Xqkf2o7J6P3Apw7kP7atSjdJRFo1q1XBxpULUMjUFB/DwvHHn39l6n2Uu5STHIH//saG9gCYIIKIiIj050NouNghEBEVOG1aNEHblk017v1u3X2Q7TKXLvDEuqXzchoa/jl3GUv8N2r0l5ibFcpx2UREpBtyuRyjJs6G9/J16D9iIuLjE/RW9+Hjf2Okx0z0GTIuR99bJL7YuHi4jJiY7kIcaytLbFzple5CHCXlgorO7VtpHWtTLqg4feZirrWFdMvFuZvqb5h2fM1QHkRkGBQKBUZPnI1Dx06r/f+Zetwz9f+zEZHR6D14HO7ceyhWyJTLPnwMw+RZPmj6/a/wXr4ODx4/S/dzPL25HMrH/YdPsWLtVnRxHoq2Xfthx55DSEhIFLN5RESUC3hvStkRExsHl+Ee6SaJKGxjhU2rvD6bJEJJIpHAa8YEdOvUTuv5k5SUjOHjZ+DE3+d03hbSvc7tW8P+/0nZmWSSiIiIdO3qjTvYuH2fRt9WZmnrR01KSsb8xf4Y7DYVUdExmS6L83iIKLeInigi7QK73JTRoHTVqlWxatUqPHv2DN27d8/1WHStaNGimD17Nl6+fAkvLy84ODhAEAQEBwfD3d0djo6OmDlzJs6d097h8dVXuZdx9dmzZ9ixY4fqb5yYyAEgovxELpcjOSVF40JZEASU+qIEtq3xgWNpB53XO2G0Kwb366Gx+4xEIoFCISAlJUXndVLOPHryIsPv+9Q3Xg4liqHrj20xuF8P9OnxE76pXxsyqTTDG7LU75dIgAXTx2PimMEwyWIipIpOZVUT6nbs+zNL76Xcw0mORERERJ88fvYCcXHxYodBRFQgzZo0GmVKfernUvZDHDx6KtvlFbEtDPuidjmK6fnLIIyZNAcKheZ9qZWlZY7KJiIi3UhOTsGwcdNx/NRZCIKAK9dvw2W4B2L1cF1/4MhJuE+dD7lcgcioGPQZOh7Xbt7N9XpJ97iggjLCBRVElBlyuRwjPWbhyIkAtbl6aSdIp92ROSo6Bn2GjMfNO/fFDJ9ywfqte9Cqc2/sPnAUyckpatcC6W2ekJnNFQRBwLMXQZg2fyma/vArFq/aqNdEaURElHt4b0rZER0dg75Dx+P6rUCt542drQ22+Hmj+peVslSuRCLBPE93/PpTe63nT3JyCkZ6zMbRkwE6awvlDhNjYzh378Q5mERERJQrvJetVVuHkl1pE0YIgoDTZy7hp15D8fT5q0yVIZPJsl0/EVFGJIJId1RSqVRj92UjIyPY2NjAzMxMJx98ykEIIyMjGBsbw8zMDFZWVrCzs0Px4sVRunRpVKpUCfXr10eZMmVyXJ8hSU5OxqZNm+Dt7Y1Hjx4BgMZ/79QDe2vWrIGLi0uuxNKmTRucPHlSVZ+1tTUiIiKyVVZgYCCqV6+u+v3u3buoVi3jrLNElPvCwiPRZ+h4PHj0VPX/umNpB2z284ZDiWK5WvcSv01YvmaLql6ZTIp5nuPQpUPrXK2Xsq5Os46qia+pLz9Sfz8VLWILz/HD8X2r5hrvDwuPxLqtu7F+6x7I5XKt5Si/17xmjEfn9tk/B54+f4V23VwgkUjw98Gt+MKheLbLIt1ISk7Gt+174mPYp92zDXVQIPV5eHjXGlR0Kit2SERElEs8pi/U/oIEmD9tnH6DoQJllMcsHD15htcaREQieR38Dr/0G4kPoeEQBAFSqQR/bF2FqpUr6D2W+PgEdPn/gHPq+1Hlv42/rocNK+brPS6xJLm6AtHRYodBeYGVFUz8/cWOggoI5e6XZy9e1ficrlW9CtYvnw8rS4tcqXvfoeOYNGsR5HKFWj+8uVkh+PnMQsOv6uRKvaR70dEx6DfcA7fuPkh3QcWmlV6oUql8tsqfOscXv+87rHZ+Kss2MjKCz5yJWsdtyLCsXLsNvqs2qC2MMTQcQyEST0qKHCMmzMDJfy5o/S4xNTWB9ywP7DlwDAHnr2j9TrCwMMf6ZfM+uzs4Gb6Y2DiM8pilukYF1BMNZfd7RNu5pXy+eLGimDx2CNq1bJbNqImISGy8N6XsiIyKRr9hE3Dn3iOt5419ETts8vPK8f3hjAXLsHXXAe3nj0yGhbMmoEPbFjmqg3JXZFQ0mv3QA/EJnzYkTXtNKnZizLR9u+zXICIiyhvu3nuELr2GZnrsJKvXHMoyLS3M4Tt3Mr5t8vVn31OxXiut8aS+1nh09USW4iAiwyDm2ncjvdSSgQoVKsDd3R0tW7aEo6MjM+PoiLGxMQYMGID+/ftj79698PLywtWrVwFo/9IqVapUrsSxevVqVZIIpRIlSuRKXUQkHjtbG2xbvQj9hk3A7cCHcHIsjc3+C1Hcvmiu1z1qcB8YGxnBd9UGGBkZwXuWB9q3+TbX66WsS0pO1ngudYd86S9KYuvqRekmF7GztcG4EQPwQ+vmGD1xNl4GBWtdBNHz5445ShIBAKVLlVT9fO7yVfzSpX2OyqOcU2aNVk5yJCIiEtveQ8e1TmSQSCRMFEG5IvhtCHxXbVDt+EdEROIo5VACO9YtxhA3Tzx6+gKCALhNnovdG5fl2kLf9Kxct02VJEKbCk75K0E2EVFe9DbkPQIfPAYAjf7sW3cfoM+Qcdi40gvWVpY6rXfX/iOYOscXCoWg9j0hkUgQF5+A85evMVFEHqGPBRWzJo+BkZGRxoIKiUSClJQUuE2aC7lczgUVBq5n947w37gD8QmJ6U4wFJOhJq8gKgiSk1Mw1H0a/jl3Od0kESu9Z6BZowZo2awRho+fgdNnLmp8J8TGxqHfcA+sWTwHX9WrKVJrKKciIqPQb5gHAh88VltECeT8szrtRh+p54O8C/mAkRNmoWnD+lg0eyIK21jnqC4iItIv3ptSdkRERqHPkPG49/CJ1vOmeLGi2OK3EOUcS+e4rmkTRkAmk2HTjn2a549cDvep8yGXK9Dph1Y5rotyh421Fbp2bIctO/dr9Gemps/+hYziICIiorzh6KkzmTouK31k2q4RYmLjMMTNE1PHD8dv3X7MRqRERDkjaqKIatWq4eLFi7Cw0O/kyYJEIpGgW7du6NatG06ePIn58+fj9OnTqteUHBwcdF53dHQ0Jk6cqDboI5FIULVqVZ3XRUTis7ayxGY/b8z2XoGxw1xQtIid3uoeOqAnTAuZwLH0F2jVvJHe6qWssbMtjJD3H1W/p/5+MDY2gp/vrHSTRKRWrUpFbFrphZ/7jsCH0HC1yW7lypSCx2jXHMcaExOn+vlO4EMmijAQnORIRESGiJ//eZ/HjIV4/ead2GFokCsUSE5ORlx8Aj6GhiMiMkrskIiI6P/KlHLAnk3LMXm2Dw4dO41nL4IwcOQkrFkyB1Y6XuibkWOnzqj1r6TV5Jv6eouFiIi0K1umFLb4e6PP4PH4GBauNlFdEATcufcIvVzdsWmVl84Wy+3YcwjTFyzVSBKh/K4Y2OcXuI8YoJO6KHdxQQVlBRdUEJE2iUlJGOLmibMXr2r9PDArZAp/39mqBFLGxkZYsXA6RnnMwl9/n9P4ToiLi8eAkRPhv3g2GjZg0qm8JiVFDtcxU3H3/iONRA66piwzbT1nL17FT72Gwc93FiqVL6vzeomISPd4b0rZERYeiT5DxuHhk+dazxuHEsWw2c8bjqV1t35hivtQGBvJsHbLbo3zRy5XYMJ0LyQnp6Bbp3Y6q5N0y8W5G7bvOajWr6m8rixaxBaFbaxhVsgUUqk0V+MQBEAulyMpORmxsXH4EBqG5OSUXK2TiIiIcseN2/c+e0zq647CNtZo2awh6tauBvsidpDJZIiKjkZYeCTuPXyCwPuP8fDJc7W+L+W/KXI5ps9fijdvQzCOY7FEpGeiJorw9PRkkgg9atWqFVq1aoXr169j3rx5+OOPP1RfTObm5jqvLyAgAOHh4RodPG3atNF5XURkGCzMzTDP012Uuvs7/yxKvZR5DiWK4V3IB42JqRKJBN06tsvSJACHksUxZ+pYDBw1We3mavTQvjA1NclxrMod3gDg6fNXOS6PdIOTHImIyBDpcrctEkfI+1BcvnbLYL/LeV4RERkmM7NC8JkzCZ3bt8aMBctw7VYgfu43EkvnT0WlCuX0EkNoWITa76m/ywrbWKPx1/X0EgcREWWsolNZbF29CL1cx6olP1b+e+/hEzgPGovNft6ws7XJUV1bdu7HrIUr0t0deojLb3Ab5pKjOkg/uKCCsoMLKogotcTEJAwaMwUXLl/X+l1ibm6GNYvn4Kt6NdVeMzKSYemCqRgzaS6OngzQ+E6IT0jEoFFT4Oc7k/edeYzX0tW4fiswVxNEpJU2YYQgCAh68xY/9x2BJfOm4NsmX+d6DFTw3L33CBWcHFGokKnYoRDlebw3peySy+VITknR2kdV6osS2OLnjVIOJXRe74TRrjAyMoLfhh0a8/oUCgEpKbw3NWSlHEqg9XdNcOzkf4nSa1StBJ85k1C2TClRY7v38Am8l63F2YtXRY2DiIiIsub5y6B054Wm7iMzkskwbKAzXJy7wdzMLMMyP3wMw/HTZ3Ho2GlcvxWoKkt5/7Jm006EhUdg7tSxBjsnlYjyH1ETRTRr1kzM6gusunXrYvfu3Xjy5AkWLFiArVu3wuwzX2LZoa0zpWjRonB2dtZ5XUREZPi+qltTdSOU1g9tvs1yed82+RpfVi6P+w+fAgAcSzvg+1bNcxKiyqFjpwB8uul7G/JBJ2WSbnCSIxERaeMxfaFodafNDAxkMh4JMH/auNwKi7Kg1y+dcO7Sp8F8Q03KwIQkRESGq1mjBji2Zz32HjyGtVt2YZ6vPzasmK+XuqtUKo+rN+4AUB/AlkgkGD7QGUZGMr3EQUREn+dUtjS2rfGBs6s73n8I1UgW8fDJc/Qc5IYtfgtRtIhdturYuH0v5vr4pZskYsSg3hjp2lsn7aHcxwUVlB1cUEFESvHxCRg4arLWBLmCIMDSwhzrls1D3VrVtL5fJpNh8bzJMDKS4dCx0xqLNBMSE+E6ZipWLJyO5o2/0keTKIfuP3qq2p0d0Oxn1sWk9dTXLWnLTzuWEhcXj+HjZ2Dt0rn4pn7tHNdNlNqE6V5YPH8KKjqVFTsUojyP96aUXfZF7bB9jS/6DB2PB4+eqq4nHUs7YLOfNxxKFMu1uscO7w8jIyMsX7NFVa9MJsU8z3Ho0qF1rtVLujGwd3ccO3kGgiCgkKkp/H1nw75o9vpLdalq5QpYu3QunF3dVWNzREREZPgio6K1Pp+6D8uskClWL5mT6T4q+6J2cO7eCc7dO+F24AOs2bwLx0+dVRv73XvwOKKiYrB43hQYG4u6fJuICgiJINLscplMhpSUFGbGMQDv3r1DkSJFYGxsrNNyP378iAoVKiA6OvpTdiUjIxw4cADff/99tssMDAxE9erVVb/fvXsX1appH7QkIiLDcu3mXfzaf7TGBFiJRIIrp/aisI11lsvctvsgps9fColEginuw9D71845jvPFq9f4vlt/yBUKCIIACwtz3DxzMMflku6MmDBTbZJj9S8rGtwkR4lEgsO71nDiARGRnlSs10rv/QsZdad8LhblNdCjqyd0HRZlU7tuLnj2IkjsMDKU9hqa1xpERIZHEASEfPiIEsXs9VLf7cAH+G2gGxITk1TfEcCn5BVrlszJ9SSKhibJ1RWI1j7IT6TGygom/v5iR0EF1MugYPRyHYt37z8CUL/OBwAnx9LYunpRlic/r928C15L16SbJGL0kL4YNoDJ/POasPBIURZUAMASv01cUJFH3Q58gK69hwMACpma4vTBLQaxoAIAFAqFakEF+zWIck9sXDwGjJyEqzfuaE0SYW1lifXL56NW9SqfLUsQBIyftgD7D59U65tUvmZiYoxlCzzRolnDXGkL6U6/YR44d+mqxt8xtZxMI019Tfu5slOfQxYW5ti2ehGqVamY7bqJ0mrdpQ9WLprBaw0iHeG9KeVEVHQM+g2bgNuBD+HkWBqb/ReiuH1RvdS9cu02+K7aACMjI3jP8kD7bGxmRuLo0X80rt0KRMMGtbFplXgbx2hz9cYd/DbQjf0aREREeUTtZh0RFxcPQLN/StlHttxrGtq0aJKjeu7ef4RZC1fg+q1AtbKbfFMPqxbNhKmpiepY5XxnbYlcObeYKG8Tc+27aLME0xtwIP0rUaKEzpNEAEDRokVx6NAhtGrVCh07dkRAQECOkkQQEVHeVq92ddXgftprACtLi2yV2b7Nt5DJPl3OtP6ucc4CxKfrE8+5S5Ail6ueS0xIzHG5pFsDe3cH8OnvZWpiAn/f2aIniQD+yxrdoG5NsUMhIiqwBEHQ2yMncZDhcXHupvrb6PM80tU5R0REhkEikegtSQQA1KxWBb+vXYymDevDztYGFZwcMWZoP/j7zi5wSSKIiPIKx9IO2L7WV7WQIu1CvWcvg9BjwGi8e/8h02X6bdihliQi9b0NALiP6M8kEXmUna0Ntq1ehJrVKkMQBDg5lsa2NT65vhAHAEYN7oMxQ/qpNoRYNHsSF+LkETWrVUH92tUhkUhQt1ZVg0kSAQBSqRRuQ/uJHQZRvhYTGweX4R7pJokobGOFTau8MpUkAvh0reI1YwK6dWqnca0hkUiQlJSM4eNn4MTf53TeFtKdl0HBOH/5muqcSJ2oQfn4wqE4Wn/bGK59f4XXjPHYuHIBDu9cg4t/7cL1gAMIvHQUj66eQOClo7hx5iAundyD43s3YOf6JfD3nQUbaytIJBJIpRJYWphr9G1LJBK1epXPxcbGof+IifjwMUyE/zKUX30IDRc7BKJ8hfemlBPWVpbY7OeNbp3aYduaRXpLEgEAQwf0hMcYVyzz8mSSiDxmQO/uEAQhV9a35FSdmlUhk8nEDoOIiIgyqYhtYY3nUo/PNmvUIMdJIgCg+peVsHP9Ekz3GAkzs0KqfrBzl66h/4iJiIuPz3EdREQZMRKr4r///lusqkmPmjZtiuPHj4sdBhERGYih/Xti2LjpGpNSwiMiUbRI1ieqFbaxRr3a1REdE4uSxXO+EGPVuu24+O8NtfikMi6sMDTKSY7XbgUa7CTH3wa6iR0KEVGBpM+ElBkt3P9cHFz0b3g6t2+NxSs34mNYuNZszURERIaqetVKWL98vthhEBFRFpRyKIHta3zQ03Us3gSHaCSLeBkUjB4DxmCb/yI4lCyeYVnL12zBUv/Nags3U9/TTBg9CAN6dc/1NlHuUS6omO29AmOHuWRrLCW7hg7oCdNCJnAs/QVaNW+kt3op5wb07o6rbp5cUEFUwERHx6DfcA/cuvtAa5IIO1sbbFrphSqVymepXIlEgnme7jCSyfD7vsNq1xwSiQTJySkY6TEbPnMm4vtWzXXZJNKRw8f/VrveFAQBFhbmaPNdY7Rs1gh1a1XL9Ji7ibExTIyNYWlhrjbR/pcuP8B/4+8AJFgyfyqK2xfBpau3cPKf8/j3+m2kyOUaySKUP4eGRWDiTG+sXTpXp+2mgunxsxeqnUKJSHd4b0o5YWFuhnme7qLU3d/5Z1HqpZxp2bwRnBxL4+nzV2KHokEmk6G4fRGxwyAiIqJMKlvmC7x6HZzunN6fO+l2Q/SeP3dE04b1Md5zAa7dCoREIsGV67fhMswDG1YsgJlZIZ3WR0SkJNrKx+bNOTBERERU0LRp0QRtWzbVWHh36+6DbJe5dIEn1i2dl9PQ8M+5y1jiv1HjJtCcN2MGiVmjiYgotaYN66tdX6TeqSq3HhnJ7vtIPCbGxnDu3ol/IyIiIiIi0guHksWxfY0vypQqCQAau3O/fvMOvw10Q9Cbt+mWscRvU4ZJIiaPHcIkEfmEckGFPhfiKPV3/pkLcfIgLqggKngio6LRZ+j4dJNE2Bexw9bVi7KcJCK1WZPHqPpQ0167pKSkwG3SXPx5/HSO2kG5498bd1Q/S6USDOzzC84e3g6vGRPQtmVTnWzM0L7td6qfF6/agEoVyqH3r52x2W8hzh37HaOH9EUx+yJq503qZBFnLvyLHXsO5TgOouWrt4gdAlG+xXtTItKnfs7d8OZtCJ6/DBI7FA2FCpmKHQIRERFlUuOv62X4et1a1XReZ5lSDtixbjFGDe4DqfRT39f12/fQb9gExMUzuSUR5Q5ukU1ERER6NWvSaJQp5QDgv922Dx49le3yitgWzvHEhecvgzBm0hwoFJoLA60sLXNUNuUOTnIkIqLU1i+fjwmjB8HI6FOinvSy/xJlpGf3jqokYdrOIeVuZ2I9iIiIiIgofylZ3B7b1vigbJkvtC64fPM2BL8NdMOLV2803uuzYj1WrN2qtrgu9WK7aRNGoO9vXfXaHiIyLFxQQVRwRERGoffgcbhz75HWJBHFixXFtjWLUNGpbI7rmjZhBPr0+El7sgi5HO5T5+PAkZM5rod068nzlwAAmVSKVYtmYvzIgbCy0u08iArlHAF8Oufu3HuEazfvql4rYmeLYQOccfrgFniMcYWNtaXW69j5i/3x7v0HncZFBUfw2xCM85yPIycCxA6FiIiIdKBLh9aws7XB7v1HxQ5Fg1TKJVhERER5RatvG6mSNWibg2lna5Mr9UokEgwf2Atb/RehRLGiEATh/8kiPHKlPiIiI7Eq3rx582ePsbGxQadOnfQQDREREemLbWEbbFrlhV/6jcSH0HAIgoBjp87g3sMnqFq5gt7jiY9PwJCx0xATG6ex65pEIoFj6S/0HhNlTj/nbvCcuxjPXwahnGNpscNRw0mORET6N6BXd3xTvzbGTJqDF6/eqDp1lRNViT7HxtoKXTu2w5ad+9UGBbRNrtaXjOIgIiJSKBQ4/Nc/OHPhCkLDImBnWxhNvqmHH9u1gEwmEzs8IiLKhOL2RbFttQ96DXbH0+ev1PqmJRIJ3oV8QM9Bbtji5w2nsp/6QL2WrMbaLbvVFtcBUP0+c+Io/Nq1g1hNIiID0aVDayxetQG79x/F+FGDxA5HDRdUEOlOWHgk+gwZh4dPnmvtx3QoUQyb/bzhWNpBZ3VOcR8KYyMZ1m7ZrXHtIpcrMGG6F5KTU9CtUzud1Uk5ExERBYlEgs4dWuO7pt/kSh3hEZEA/uvH3n/4BOrVrq52jImxMfo7/4zO7Vtj8qxFOBVwUe28jU9IhN/6HZjuMTJXYqTs8ZixEK/fvBM7DA1yhQLJycmIi0/Ax9BwRERGiR0SERER6ZCpiQkWTB+v6hM1JEd2rRU7BCIiIsqkMqUc8H2r5jj81z9a51/GxcXrPKFqavXr1MDBHf4YO2Uezlz4Fzdu31NLwEtEpCuiJYro27dvuhPcBUGAnZ0devXqxUQRRERE+VAphxLYsW4xhrh54tHTFxAEwG3yXOzeuAxWlhZ6jWXlum2qCbjaVHAqo9d4KPM4yZGIiNKq/mUlHNjuhxnzl2Hfn3+pJqem7lTV1WL7jDpquaA/73Jx7obtew5CoRA0ko0ULWKLwjbWMCtkmuvf9YIAyOVyJCUnIzY2Dh9Cw5CcnJKrdRIRUd4S/DYErm6eePj4mdrzB4+ewtrNu+DnOwulHEqIFB0REWWFfVE7bFvjg16u7nj89IXGgsv3H0LRc5AbNq30wp6Dx7Bh214A0JokYs4UN/zc+XuxmkJEBoQLKogKBrlcjuSUFK0JpEp9UQJb/Lxz5d5wwmhXGBkZwW/DDo1ktwqFgJQU9mUaEuWfqEGdGrlWx7FTZ1Q/C4KAa7cC0z22iG1h+PnMwrqtu+G1ZDUEAapr4N0HjsK1Xw+ULG6fa7FS1oS8D8Xla7cMduyLCyuIiIjyr+aNvxI7BCIiIsoHRg3ug1MBF5GYlKTRv/H42UvUrVUtV+svbGONdcvmYeXabVjiv1GtL4yISFdESxShlPZDrXXr1hg5ciTatWvHHa+IiIjysTKlHLBn03JMnu2DQ8dO49mLIAwcOQlrlszJ1ax8aR07dSbDHcebfFNfb7FQ1nCSIxERaWNuZoYFM8ajaaP6mDpnMWLj4tW+6/XRucoO3LyrlEMJtP6uCY6d/O8asUbVSvCZMwlly5QSNbZ7D5/Ae9lanL14VdQ4iIhIfNExseg9ZBxeBgVrff3hk+foN2wC9m1ZqfeEnERElD1FbAtj2+pF6D14HB48fqaRLOJjaDi69BqqSiCXdiGoVCrB/Gnj0KVDG7GaQEQGiAsqiPI/+6J22L7GF32GjseDR09V1xCOpR2w2c8bDiWK5VrdY4f3h5GREZav2aKqVyaTYp7nOHTp0DrX6qWsK2xjjXfvPyImNj5Xyn/05Dl8V25Qu0Z9++79Z9/X3/lnfFGyOMZMnAO5QgEASE5Ogd/67ZgxcVSuxEpZ1+uXTjh36dO4hKGOf6W9PyIiIiIiIiIiUirnWBqT3AbDc94SjUQRf5+9lOuJIpSGDuiJmtUrY8ykuYiMimayCCLSKYkg0ieKVCpVW6hhZ2eHHTt2oHVrDhRR+gIDA1G9enXV73fv3kW1avr5QiYiotxz5sK/mLFgGV69Dkb5cmWwdP5UVKpQTi91123eCTGxcQCgttOKIAiwLWyDC8d3wciIyauIiIjyoqA3bzFm0hzcuvtA9R1fs1pl/NbtxxyVKwgCPGZ4q3XUpl7EM3+ae6bK+enHtjmKg3LH7cAH6Np7OACgkKkpTh/cAvuidiJH9YlCoYCzqzuu3riDw7vWoKJTWbFDIiIiEfiu3ICV67alu5Oj8ppkaP/fMHpIPz1HJ54kV1cgOlrsMCgvsLKCib+/2FEQaRUZFY3eg8fh3sMnaveZANTuP5WUCzK9ZkxAx+9bihIzERERiS8qOgb9hk3A7cCHcHIsjc3+C1Hcvqhe6l65dht8V22AkZERvGd5oH2bb/VSL2XewFGT8c+5y6jg5Ij9W1fB1NREJ+UqFArs2n8U8xf7IzY2Tu261dTUBHcvHMlUOX/8eQITpnup3mthYY4rp/bCxNhYJ3FSzrXr5oJnL4LEDiNDynsn5b8cQyEiIiIiIiKi1GZ6LceWnfs11gudPrgFlhbmeovjTXAIho2bjsAHj9ViSd2v8ejqCb3FQ0S6I+badyO91JIBQRBgb2+PU6dOqf1HICIiooKjWaMGOLZnPfYePIa1W3Zhnq8/NqyYr5e6q1Qqj6s37gCAxo3W8IHOTBJBRESUh5X+oiR2rl+Cxas2YvWm3yEIwO3AhyhiZ4v509xhW9gm22V7zPBO9zUmgMjbalargvq1q+ParUDUrVXVYJJEAJ8Sr7oN7YffBrqJHQoREYno6MkAjUXDSsqd5wVBwJETAQUqUQQRUX5gY22Frf7e6DN0PO7ce6Q2IShtgiBBEGAkk31akNn2O5EiJiIiIkNgbWWJzX7emO29AmOHuaBoEf31aQ4d0BOmhUzgWPoLtGreSG/1UuY1qFMD/5y7jKfPX6Fb3xFwH+6C5o2/zlZZ8fEJuBX4AGcu/ItDx04j5P1HteRmSkXtbDNdZpcOrfHsxSv4bdgBAIiLi0fA+Sto/W3jbMVIuufi3A2TZ/lwp0siIiIiIiIiyrM8xw9HoUKmWLNpp2rsNSIyCrO8lmPBjPF6i+MLh+LYuWEJpsz2wf7DJ7WOAxMRZZXoiSIkEgm8vLyYJIKIiKiAMzY2wq9dO+CXn9oj5MNHvdXrMXoQfhvohsTEJLVB7aYN68O5eye9xUFERES5QyaTYezw/mj0dV2M81yAkPcf8ffZS+jw6yB4z/RAw6/qiB0iGaABvbvjqpsnjA1wx7I6NatCJmMyMyKiguzN2xCdHkdERIbFysoSm1Z6wWXERNy8c18tWYSSIAgwMjLC4rmT0bZlUxGjJSIiIkNhYW6GeZ7uotTd3/lnUeqlzOnQ9jt4L18HAHjw6CkGjpoCSwtz1K7xJcqUckDJEvYwNzODqakJjGQyyOUKJKekIC4uHtExsQgNC8e79x/xMugNgt68hULxaU6Fcm5F2utUiUSCksXtsxTj6CF9cfnaLdy4fQ8AcPREABNFGJDO7Vtj8cqN+BgWzmQRRERERERERJRnjR85EPVqVYPn3MV4/zEMEokEfxw+geLFisJtmIve4jA1McHCmR6oWrkivJashlyh0FvdRJQ/iZ4ookKFCujTp0+mjy9Xrly2s+Q8e/YsW+8jIqK86+69R6jg5IhChUzFDoUySSKRoESxrE0ayIma1arg97WL4bNyPe49fALbwjb4sV0LDOrzK6RSqd7iICIiotzVsEEd/Pn7akyYvhCnz1zE+w+h6DtsPAb0/gVuQ/tx4T2padm8EZwcS+Pp81dih6JBJpOhuH0RscMgIiIRWZibIyIyKlPHERFR3mRlZYkypRxw88591XNpk0VYWpjBsbSDGOERERERUR7iULI4vmv6DU6fuaha5B8dE4tzl64BuJbpctImB9CWIEKpacMGWYpRJpNh7tSx+PHXQUiRy/H32UtQKBScs2EgTIyN4dy9E3xXbeAOl0RERERERESUp7Vs3ggN6tbEyrXb8PsfhxEbGwe/DTvwMugNZk4aDRtrK73F0q9nV1Sp5ISRE2YhMipab/USUf4jek/6999/n6Xj3dzc0LZtW5iamuLFixcZPooUKYLOnTtj5MiRmDx5ci61gIiIDNmE6V4ICn4rdhhk4KpXrYT1y+fj0ok9OLp7HYb27wkjIy4WJSIiym8K21jD33cWPMcPh6mpCRQKAWs27UT3fqMQ9IbXjKSun3M3vHkbgucvg8QORQMT4RERFWwN6tbIcOdG5eKMBnVq6DEqIiLSFUEQ4DZ5Lg4dO62xW2/qXZsjIqPRa7A7Ah88FitUIiIiIsojxg5zgVT6aYG/RCJRXWdm5aF8n/IBQPVaWu1aNctyjBWcHOH8SycAQGxcPJ4YYCLngqxn944wNysEAFqTRaQ9P/T9ICIiIiIiIiLKLGsrS3iMccWZw9sxZmg/lC9XBkdOBKBr72F6j6VhgzrYu3k5Kjg56r1uIso/jMQOoFq1alk6fsSIEaqfr1y5ghEjRuDff/9VG3woXbo0NmzYgBYtWug0ViIiynuSkpPFDoGIiIiIDEyvXzrjq7o1MXrSHDx59hJ37j3Ejz1cMcNjJDr90Ers8MhAdOnQGotXbcDu/UcxftQgscNRw13UiIgKtsH9euBUwAUoFILa2EjqSfFSqQSu/X4VK0QiIsomhUKBMZPm4MiJALXn09utOSIyGr0Hj8PGlQtQo2plvcZKRERERHlHpQrlMKjPr/DbsEN1LZndxfXaEkMoE09IJBJ836oZnMqWzlbZQ1x64ve9h5GYlIQHj56iUvmy2SqHdM/G2gpdO7bDlp371c6dtOdRRslNdS2jOIiISL88pi9Elx/b4Ot6tXKtjvCISFy4fB2BDx4jKPgdYmLiYGxsBFsbaziVK41a1b9E/do1uEFYOpLc3YFo7lJNmWBlBRNvb7GjICIi0gtrK0sM7d8TQ/v3xJNnL/H81WtR4ihTygG7Ny6D2+S5+PvsJVFiIKK8TfREESVLlsz2e7/66iv8888/qFu3Lh49egRBEGBpaYnjx4+jSpUqOoySiIjyqg+h4WKHQEREREQGqHJFJ+zfugqzvVfg932HERsbh3GeC3D24lXMmDgKFuZmYodIIjM1McGC6eOzPaE1Nx3ZtVbsEIiISEQ1qlbGzEmj4Tl3MRSK/3aWBz5NxpdKJZg6bjhqVuM4CRFRXiKXyzFq4mwcP3VWayIg5YKr1IvwACAqOgZ9hozH+uXzUbvGl+IET3laYlISIACmpiZih2LQuKCCMo0LKojIQI0e0hfXbgXi3+u3VdeUupB6gb65uRkmug3Odll2tjb46cc22LH3Tzx49BQdv2+pixBJR1ycu2H7noMayUsBoGgRWxS2sYZZIdNcT3YtCJ/un5KSkxEbG4cPoWFITk7J1TqJiChjew8dx74//0LJ4vbo3L41unRojbJlSumk7Jt37sNvw3YEnLsCuUKR4bE21lZo3+Zb9P2tK8qW+UIn9ecb0dHs1yAiIiLKQAUnR1RwchStfgtzM/j7zkLA+SuixUBEeZfoiSIsLS1z9H4zMzOMHTsWgwYNgkQiQa9evZgkgoiIAACPn71AXFy82GEQERERkYEyNTXBrMlj0LRhA0yevQgRkdE4ePQUbty+B9+5k7i4ktC88Vdih0BERKRV984/wMmxNJb4bcK/N25DLldAKpWgQd2aGOnaJ1d37SIiIt1LSZFjxIQZOPnPBY1dcQVBgKmpCbxneWDPgWMIOH9FLVmERCJBdEws+g6bgPXL5qFurWoitoTyopt37qP3YHeULVMKVStXwJeVyqNKpfKoWrk8ihaxEzs8w8EFFURElMfJZDKsXToHfYaMx8079zUW+mdH6jJMTIyxYuE0lChmn6M4nX/phO17DuHhk+c5Kod0r5RDCbT+rgmOnTyj+tvXqFoJPnMm6WwxcHbde/gE3svW4uzFq6LGQURU0AW/e49V67dj1frtqFmtMn76sS3at/kWNtZWWS4rOiYWMxYsw8GjpwBk7polIjIK2/ccws59h9HlxzYYN2IAbAvbZLluIiIiIiKxcM4qEWWH6IkiTExyvitFixYtVD83adIkx+UREVH+sHz1FrFDoCyIj0/Au/cfEBEZDWsrS5Qp5QBj4+xfqigUCpy/fB2nz1xE4IPHCHrzFtExsTAxNoZ9ETuULFEMTRrWQ6vmjZk9+v+4GxZlGnfDIqJ8pk2LJqhetRLGTpmHqzfuIOjNW/ziMhqjh/SBa98eYodHREREpFX9OjWwxd8biUlJiIyMho21FXcCJyLKg5KTUzDUfRr+OXdZLUkEAFWSiJXeM9CsUQO0bNYIw8fPwOkzFzWSRcTGxqHfcA+sWTwHX9WrKVJrKDdFRkUjJSUFNtbWMDKS6azc+rWrY9bkMVjitwl/Hv8bh//6R/VaEbvCqFKxPL6s/ClxRJWK5VG+XBmNc5WIiIjyBnMzM2z1X4Rp85Zg76HjqmtJpawkjUidJMLcrBAWzvRA46/r5TjGik5lUbVyBYSGReS4LNK9gb2749jJMxAEAYVMTeHvOxv2RcVPLla1cgWsXToXzq7uuHrjjtjhEJGe3L33CBWcHFGokKnYodD/KfurAOB24EPcDnyIOYtW4tsmX2PFwumZLufFq9dwGT4Rr4PfqcrLbF+EIAhIkcux58Ax/HP2MuZNc+diOyIiIiIiIsrXRE8UoQtffPHf4s6SJUuKGAkRERmC4Lch8F21AUdOBHCimoFTKBTYtf8oDh49heu37kKh+G/SgYmJMerXrgHnXzqhVfNGWSrz932HsWr9doS8/6h6XjlgkJiYhOiYWDx/9RoXrlyH15I1aN74K0xyG4xyjqV117i8iLthERFRAeZQohi2r/HB8jVbsGLtVqSkpGDR8vU4f+k6vGd5oJh9EbFDJCIiItLK1MSE1ypERHlUYlIShrh54uzFq1qTRJgV+rTwquFXdQAAxsZGWLFwOkZ5zMJff5/TSBYRFxePASMnwn/xbDRsUEeMJpGOnfj7HPYfPonL124iKjpW9bxtYWtUq1IRtWtURdsWTVC5olO265DJZOje+Qe0b/Mdps7xxaFjp1WvfQwNx/mwazh/+ZrqOVMTE1SqUA57Ny/Pdp1EREQkHlNTE8yfPg6tvmuMBYv98eLVGwDQSBrxOco5GNWqVITv3Ek6nW/Roe132PnHYZ2VR7pTs1oV1K9dHdduBaJuraoGkSRCSSqVwm1oP/w20E3sUIhITyZM98Li+VNQ0ams2KFQKqmTSQFAUlIyTvx9PtPvf/LsJXoOckNYeKRaeanL1Faftt8/hIZh0OjJmDZhJH7r9mPmG0FERERERESUh+SLRBGmpv9lAjUx4W5ZRES5xWPGQrx+807sMDTIFQokJycjLj4BH0PDEREZJXZIlAl37z2Cx4yFePT0BQDNTvzExCRcuHIdF65cxzf1a8Nr5niUKGafYZkvg4LhNnku7tx7qFGetkm2Sv+cu4xzl65h1OA+GNyPu4YTEREVVBKJBCMG9Ubjr+vBbfJcvHkbgktXb6LDr4Mwz3MsWmYheRURERERERFRRhITkzBozBRcuHxda/+1ubkZ1iyeg6/q1VR7zchIhqULpmLMpLk4ejJAI1lEfEIiBo2aAj/fmTrZ0ZnEcebCv5jrswrPXgQB0BxDCQuPxLlL13Du0jUsX7MFTmVLo2+Pn/BTx7YwMTbOVp0W5mbwnuWBN29DcP1WoMbCDqWExETcufcwW3UQERGR4WjVvBG+bfw1jp0KwI69f+LqjTtqm3sAmgs9U6tbqxr6/vYT2rZoCqlUqtPYmjf+Cmu37NJpmaQ7A3p3x1U3Txhn87ozN9WpWRUymUzsMIhIT5KSk8UOgdJIfc2Q0XVEekLDI9B32ASEhUdm6v2ZOUahEDB9/lIoFAo4d++U6ViIiIiIiHKLQqHA4b/+wZkLVxAaFgE728Jo8k09/NiuBfs1iChb8kWiiNx29uxZ1K9fH2ZmZmKHQkQkqpD3obh87VaWdhDQp6x0KJO4zl68iuHjpiM+IVH1d9N2Xilfu/jvDfzcdyQ2LJ+PCk6OWsu8euMOBrtNRVR0rGpSbEbSZppOSUmBz4r1eP3mLWZOGq3ziQxERESUd9StVQ2Hdvhj0mwfHDt5BuERkRgydhp6/twRHmNcYcoklURERERERJQD8fEJGDhqstYxF0EQYGlhjnXL5qFurWpa3y+TybB43mQYGclw6NhpjWQRCYmJcB0zFSsWTkfzxl/po0mkIwqFAjO9lmP7nkMAkKkxFAB4+vwVPOctwRL/TRjl2ge/du2QrfqlUin6/vYTrt8KVD2XUSJuIiIiytuMjGTo0LYFOrRtgfCISFy4fB137z/Ck+ev8DE0HLFxcQAAaytL2FhboZRDCdStVQ31a9fAFw7Fcy2uShXKwZxzNQ1Wy+aN4ORYGk+fvxI7FA0ymQzF7YuIHQYR6cmH0HCxQ6AMZGYOZ9rj3SbNQcj7j59NAJH6dSOZDC2/bYS2LZqiRtXKKGZvByMjI4S8/4gLV65jy+/78fDJc8zxXolK5ctpJGUlIiIiItKn4LchcHXzxMPHz9SeP3j0FNZu3gU/31ko5VBCpOiIKK9ioohMaNmyJW7evImqVauKHQoRkah6/dIJ5y5dBWC4k8DSLv4nw3Pn3kMMGj0FKSkpANL/mykntCqffxfyAS7DPbB70zIUty+qVmbA+SsYNm46EhOT1MrM7DmQ+vhd+4/CxMQEnuOHZ7OFRERElB9YWVli2QJP7PzjMOZ4r0R8QiK27T6If6/fhs/cyWKHR0RERERERHlUbFw8BoychKs37mhdgG9tZYn1y+ejVvUqGZYjlUqxaPZEyGRS7D98UiNZRGJiEoa6T8OyBZ5o0axhbjaJdEShUGD4uBk4GXBBa4KI9MZQlK8JgoCPoeHwnLcEu/YfwYIZ41HRqWyW46hWpaLWOtPGQ0RERPmLbWEbtG/7Hdq3/U7sUAAAfx/aKnYIlIF+zt3gOXcxnr8MQjnH0mKHo6ZQIVOxQyAiPXj87AXi4uLFDoN0aOe+w7hw5UaWkkS0+rYRJrkNQekvSmocV/qLkvilS3v80qU9VqzdiiV+m+A2ZS7+2reBCamIiIiISBTRMbHoPWQcXgYFa3394ZPn6DdsAvZtWQkrSws9R0dEeRm3yv4MuVwOuVwudhhERAahRbOGKF+uDID/JqAZ2gNggghDFhcfjzGT5iAlJUX1N1NOXkz7d0v9vPJv+zbkA8ZMmqt23PVbgRgxfgYSE5M0ysys1BMuBUHA1l0HcPRkQA5bS0RERPnBL13a44+tq1ClUnkIgoBHT1+ga69hYodFREREREREeVBMbBxchnukmySisI0VNq3y+mySCCWJRAKvGRPQrVM7VV966v7upKRkDB8/Ayf+PqfztpDuzV/sjxP/nAeALI2hpE4QonzPnXuP0LnnEKzfuifLcdgWttFJe4iIiIgo/+rSoTXsbG2we/9RsUPRIJVyWjRRQbB89RaxQyAdioqOwaIV6zKcA5y63wMAJo8dglWLZmpNEpHWsAHO8BjtipD3H7HMf7NugyciIiIiyqS1m3fhZVBwhuvhXgYFY92WXSJHSkR5jZHYARi6V69eiR0CEZFBcXHuhsmzfNQ6XIkya9OOP1Q3NgDUkkB8jvKcu3rjDtZv3QMX52549ToYg0ZPRnxCYpYThWibhJt6MGHyLB80+aY+M/ERERERypcrg72bl8Nr8Wps3rkfCYn/XXtwJ83MS3J3B6KjxQ6D8gIrK5h4e4sdBRERERGRTkVHx6DfcA/cuvtAa/+0na0NNq30QpVK5bNUrkQiwTxPdxjJZPh932FVH7eyvzs5OQUjPWbDZ85EfN+quS6bRDp09cYdbNy+L9tJ0VMnCFGWkZSUjPmL/XHl+i14zZgAayvLTJVlblYoS3UTERERUcFjamKCBdPHw6lsabFD0XBk11qxQyCiXBT8NgS+qzbgyIkAjtXnI1t3HkBEZPRn5yUr+7zmTHHDz52/z1IdLs7dcDLgAjbv3I8BvbujiJ1tTsMmIiIiIsqSoycD0h0LTL2W6ciJAIwe0k+MEIkoj2KiiM/4888/xQ6BiMigdG7fGotXbsTHsHAmi6Askcvl2L7nkNoATWYnPKZeiCkIApat3ow2LZpgiJsnIqNislyOkraJk0oxsXHYvucgXPv2yETriIiIKL8zMTbGlHHD0KRhfUyY7oWw8EixQ8p7oqOZKIKIiEhP7t57hApOjihUyFTsUIiICEBkVDT6DZuAO/ceae2nti9ih01+XqjoVDbbdcyaPAZGRkbYuuuARrKIlJQUuE2aC7lcjg5tW+SwNZQbvJetVf3NcjL2lnbcQxAEnD5zCT/1Ggp/39koX67MZ8uQyWTZrp+IiCg13psS5W/NG38ldghEpEMeMxbi9Zt3YoehQa5QIDk5GXHxCfgYGo6IyCixQyIdS0mRY9Pv+zJM/JG6r2tQn1+ynCRCqW+PnzBs3HRs33MIIwb1zm7IRERERETZ8uZtiE6PIyJSYqKIDMTGxmLJkiVih0FEZFBMjI3h3L0TfFdtYEZmypILV27gXcgHtfNGEARYWVqgbq1qqFLRCXa2hWFpaY6EhCREx8TgzdsQ3L3/CI+fvECKXK6a2BgbF49Ovw1GVHTmkkSkrRMAihcrimJF7SCVShEaFoHXwe9UxyoHFjZt/wP9nbvDyIiTIomIiOiTb5t8jcM71+DMhX/FDoWIiIgoXROme2Hx/Ck5WnBMRES6EREZhT5DxuPewydak0QUL1YUW/wWopxjznfinTZhBGQyGTbt2KeZLEIuh/vU+ZDLFej0Q6sc10W6c/feI1y7FZjpJBFZGZ9TlvkyKBjd+gyH79zJ+LbJ1zkJl4iIKNN4b0oZUSgUOPzXPzhz4QpCwyJgZ1sYTb6phx/btWDiKiIiEYS8D8Xla7cMdk4oNzTLvwLOX0ZYeGS6/SKp+7iqf1kRY4Zmf2flenWqAwB27z/KRBFEREREpHcW5uaZSn5nYW6uh2iIKD8RPVGErjuUdFFeUlISbty4gfHjx+PZs2cG2+lFRCSWnt07wn/jDsQnJGrtnBX7c5ODAobp+q1A1c+CIMChRDGMHd4fbVs2hamJSYbvDY+IxIEjJ7F11wG8DAqGRCJBVHSMWnnpSZ1IopxjKTh374RW3zaGQ4liasd9DA3DnoPH4b9hB2Lj4j89FxaOW3fvo17t6lluLxEREeVfRYvY4acf24odBhEREVG6kpKTxQ6BiIgAhIVHos+QcXj45LnWJBEOJYphs583HEs76KzOKe5DYWwkw9otuzWSRcjlCkyY7oXk5BR069ROZ3VSzhw9dSZTx2lLip2ZY5U/x8TGYYibJ6aOH47fuv2YjUiJiIiyhvemlJ7gtyFwdfPEw8fP1J4/ePQU1m7eBT/fWSjlUEKk6IiICqZev3TCuUtXARju/Mus3BdT3nH4r38yfezEMYNzlFDKxsoKAPDu/Uc8ePQUVSqVz3ZZRERERERZ1aBuDfx1+ly6a+6U47oN6tTQc2RElNeJniiiW7duMDU1NYjyUlJSEBMTg6ioKHYgERFlwMbaCl07tsOWnfu1TjRT0udnaUZxkGG4eee+6udmjRpgudc0mJkVytR7bQvboO9vXdHz505YvmYLVq7bppYAQpvUr1tbWcJtmAt+6/ZjuudH0SJ2GNyvB35o3Ry9B4/Dm7chAIDL124xUQQRERERERER5SkfQsPFDoGIiADI5XIkp6SoJvUoCYKAUl+UwBY/71xZADdhtCuMjIzgt2GHxviJQiEgJSVF53VS9t24fe+zx6Qe8yhsY42WzRqibu1qsC9iB5lMhqjoaISFR+LewycIvP8YD588V42fKN8rkUiQIpdj+vylePM2BONGDMi9RhEREYH3pqRddEwseg8Zh5dBwVpff/jkOfoNm4B9W1bCytJCz9ERERVcLZo1RPlyZfDsRZBBz79M28dCed+5S9fS/ZumToLa5Jt6aFC3Zo7qCg3/7/r03KVrTBRBRERERHo1uF8PnAq4AIVCUBv7S309LJVK4NrvV7FCJKI8SvREEW/fvtVZWYIg6LQ8diQREaXPxbkbtu85qHGBCgBFi9iisI01zAqZQiqV5mocgvBpomVScjJiY+PwITQMycmc4GiI3rx9BwCwL2qHpQs8M50kIjVjYyN8TDWZJDNJIqpWroAV3tMzPdm2TCkHrFw0Az/1GgqFQsD1W4FZjpOIiIiIiIiISCyPn71AXFy82GEQERE+9YdvX+OLPkPH48Gjp6rJ7Y6lHbDZzxsOJYrlWt1jh/eHkZERlq/ZoqpXJpNinuc4dOnQOtfqpax7/jL9RTipxzuMZDIMG+gMF+duMDczy7DMDx/DcPz0WRw6dlo1ziGRSFTnwppNOxEWHoG5U8dyXgQREeUK3ptSetZu3oWXQcEZ7pz4MigY67bswugh/fQcHRFRwebi3A2TZ/mo7h2Jctujpy8QHhGZqXPObZhLjuu7eOWG6uf7j57muDwiIiIioqyoUbUyZk4aDc+5i6FQqCd8FwQBUqkEU8cNR81qVcQMk4jyINETRehq0kHa3TCIiCh3lXIogdbfNcGxk2dUn701qlaCz5xJKFumlKix3Xv4BN7L1uLsxauixkHqoqJjIJFI0OmHVrAwz3gCY3pO/H0Ou/YfyXBgIPVrTb6pDz+fmTA1NclSPVUrV0Crbxvj+KmzePvufbZiJSIiIlIoFDj81z84c+EKQsMiYGdbGE2+qYcf27WATCYTOzwiIiLKp5av3iJ2CERElIqdrQ22rV6EfsMm4HbgQzg5lsZm/4Uobl801+seNbgPjI2M4LtqA4yMjOA9ywPt23yb6/VS1kRGRWt9PvXEMLNCpli9ZA6+qV87U2XaF7WDc/dOcO7eCbcDH2DN5l04fuqsalciQRCw9+BxREXFYPG8KTA2Fn3qCBER5TO8N6X0HD0ZoLEhjVLqxFZHTgQwUQQRkZ51bt8ai1duxMewcCaLIL0IvP8o3ddSn4NVKjmh+peVclzf5t//UP38+NmLHJdHRERERJRV3Tv/ACfH0ljitwn/3rgNuVwBqVSCBnVrYqRrH3xdr5bYIRJRHsTR/nQoJ0gQEVH6BvbujmMnz0AQBBQyNYW/72zYF7UTOyxUrVwBa5fOhbOrO67euCN2OPR/UdExAIBK5ctm6/0vg4IxcaZ3hscoBwckEgmaNWqAlYtmwMTYOFv1NWxQB8dPnUVEOhM0iYiIiDIS/DYErm6eePj4mdrzB4+ewtrNu+DnOwulHEqIFB0RERHlR8FvQ+C7agOOnAjg+AYRkYGxtrLEZj9vzPZegbHDXFC0iP7GUoYO6AnTQiZwLP0FWjVvpLd6KfNMTEyQkqJ9x3XlmIf3rImZThKRVs1qVbBsgSfu3n+EWQtX4PqtQNV4yol/zsN1zBSsWpT1pNtERETa8N6UPufN2xCdHkdERLpjYmwM5+6d4LtqA7/HSS8ePXn+2WMkEgm+b9U8x3X9dfoc7tx7pOoT+fgxPMdlEhERERFlR/06NbDF3xuJSUmIjIyGjbUVx+mIKEdETxShq4QMuu6QYgcXEdHn1axWBfVrV8e1W4GoW6uqQSSJUJJKpXAb2g+/DXQTOxT6P2MjI6SkyCGXy7P83pjYOLiOmYLIqJh0s5WnThJRpZITli3wzHaSCACwMDcDkP5OXkRERETpiY6JRe8h4/AyKFjr6w+fPEe/YROwb8tKWFla6Dk6IiIiyiqPGQvx+s07scPQIFcokJycjLj4BHwMDUdEZJTYIRERUQYszM0wz9NdlLr7O/8sSr2UOUVsCyMuTj1RRNrE2G1aNMlxPdW/rISd65dg2+6D8Fq6BvHxCQCAc5euof+IiVi9ZDbMzcxyXA8REeUO3ptSfmFhbp6p88TC3FwP0RiOJHd3IJrzUygTrKxg4p3xRjtEOdGze0f4b9yB+IRErfP0xJ5fr23eIOVdz1+9ztRxP7T+Nkf1RMfEYobXMrXzNyY2NkdlEhERERHllKmJCYrZFxE7DCLKB0RPFJHeYk9DIHZnFhFRXjCgd3dcdfOEcQ4W5OeWOjWrQiaTiR0G/V9hG2vEJ3zArcCH6NqxXabfFx+fgIGjJuPp81cZJolQsi1sjTVL5sDMrFCO4n31+i0AQMrrASIiIsqitZt34WVQcLr9CoIg4GVQMNZt2YXRQ/rpOToiIiLKqpD3obh87ZbBjhkY6hgLERERZU7ZMl/g1ev0+xF+7vS9Tuvr+XNHNG1YH+M9F+DarUBIJBJcuX4bLsM8sGHFghyPrxARUe7gvSnlFw3q1sBfp89lOIYikUjQoE4NPUcmsuhoJoogIoNgY22Frh3bYcvO/Wqf1Wk/t/X53Z9RHJS3ffgYpvX51H/nMqVKwrG0Q47qmbVwOd5/CFUrNzk5JUdlEhERERERERkK0RNFCIKA1q1bo27duihevDgsLS1hZGSk944cQRCQmJiI6OhovHnzBleuXMHFixf1GgMRUV7UsnkjODmWxtPnr8QORYNMJkNxZlczGDY2Vgh+9x4HjpzEiIG9YF/U7rPvCQuPxLBx03H1xp10rw2UzwuCAKlUAq8Z41HcvmiO4z1y4h8AgJWVZY7LIiIiooLl6MkAtWuU1CQSiSr51ZETAUwUQURElAf0+qUTzl26CsBwF76k7jcx1BiJiIhIu8Zf18OZC/+m+3rdWtV0XmeZUg7YsW4xVqzdiuVrtkChEHD99j30GzYB61fM13l9RESUc7w3pfxicL8eOBVwAQqFoDaWkvr8kUolcO33q1ghEhEVeC7O3bB9z0GNz2oAKFrEFoVtrGFWyBRSqTRX4xAEQC6XIyk5GbGxcfgQGsbF/QYuvXkS6fnwMeyzyaMqV3TKUUzHTp3BH3+e0KinUCHTHJVLREREREREZChETRQhkUiwe/du/PTTT2KGka5jx46hS5cuSEpKEjsUIiKD1s+5GzznLsbzl0Eo51ha7HDUsDPXcFQo54j7D58iPj4Bg92mYv3y+bCxtkr3+IDzlzF1zmK8e/9R9dznBhBsrK1RsXy5HMe69+AxPH3+ChKJJMMYiYiIiLR58zZEp8cRERGRuFo0a4jy5crg2Ysgg96tLO2iCiIiIsobWn3bCAuW+EMQoEoumZqdrU2u1CuRSDB8YC98U7823CbPxduQD/9PFuGRK/UREVHO8N6U8osaVStj5qTR8Jy7GArFp+uetBuETB03HDWrVREzTCKiAq2UQwm0/q4Jjp08o/qMrlG1EnzmTELZMqVEje3ewyfwXrYWZy9eFTUOUieTSSGXKwD8t3lGWtquE2Ni4z5bdpUcJIoIj4jEtHlLtMZjYWGe7XKJiIiIiIiIDEnupvL8jF9++cVgk0QAQLt27TB69GixwyAiMnhdOrSGna0Ndu8/KnYoGnI7azVlXv06NVQ/37n3CB17uOKPP/9S6+yPio7B4eN/47eBbhg4agrehnxQDRCklyRC+bxEIkFEZBR+7jMc/5y7nO049x8+gWnzl6oGB8qJPLhFREREeY+FeeYmFGT2OCIiIhKfi3M3VR+EIAgG+SAiIqK8qUwpB3zfqnm63+dxcfG5Wn/9OjVwcIc/mjVqAEEQcOP2vQzHZYiISDy8N6X8onvnH7DVfxG+rlcLUqnk//NCgK/q1cRmP2/0/Lmj2CESERV4A3t3B/DpmsPUxAT+vrNFTxIBAFUrV8DapXPRoG5NsUOhVC7+tRszJ47CV/VqQiKB2rWhch7m1626YfIsH5y7dBUKxaekEknJyZ8tu0ql8tmOy3vZOoSFRwL4b56pcj5qqZLFs10uERERERERkSExErPyAQMGiFl9pvTs2RNeXl5ih0FEZNBMTUywYPp4OJUtLXYoGo7sWit2CPR/X6UanBEEAcHv3mPC9IWYONMbdoULI0UuR2RUFJRzR1JnkE5vQknq1+1sbRAWHon3H8MwaPQUlC9XBu3bfIsm39RH1SoVYGJsnG5sMbFxCDh3Gdv2HMLVG3fUBinq1Kqqi+YTERFRAdKgbg38dfpcurumKa9zGqRKpEVERESGrXP71li8ciM+hoVz4SQRERHp3KjBfXAq4CISk5I0+hMeP3uJurWq5Wr9hW2ssW7ZPKxcuw1L/DdCEMBrHiIiA8R7U8pP6tepgS3+3khMSkJkZDRsrK1gamoidlhERPR/NatVQf3a1XHtViDq1qoK+6J2YoekIpVK4Ta0H34b6CZ2KPR/toVt0KPbj+jR7Ue8/xCKIyf+weG//sHNO/dVx4RHRGL3gaPYfeAobKyt0OrbRkhK+nyiiJLF7bMV05vgEOw9dCzdeRsVy5fNVrlEREREREREhka0RBESiQTVq1cXq/pMq1SpEgfViIgyoXnjr8QOgQxcBSdH1KtVDdduBaoleJDLBXwIDdM4PjNJIpSLLF2cu+GrujUx2M1T9fyTZy+x1H8zlvpvhlQqQZlSDnAoURyWluYwNyuE5OQURERG483bd3gZ9EYjQYWy3gZ1mH2ciIiIsmZwvx44FXABCoV64qvUExCkUglc+/0qVohERESURSbGxnDu3gm+qzakO6mQiIiIKLvKOZbGJLfB8Jy3RONa4++zl3I9UYTS0AE9UbN6ZYyZNBeRUdFchExEZGB4b0r5kamJCYrZFxE7DCIi0mJA7+646uYJ4ww2aBJLnZpVIZPJxA6DtChmXwR9f+uKvr91RfDbEBw6fhqH//oH9x8+VfUxRERGYe/B4wDSnx+qZGlhka04jp8+C7lckW7fRr3ahr+OhYiIiIgKnrv3HqGCkyMKFTIVOxQiykOkYlUsCAKKFDH8Dn4TExN2JBEREelI/97d1X6XSCTpPgRByFSSiGaNGsBjtCtaNm+EmtUqq14HoCpDLlfg+cvXuHDlOv46fQ77D5/E4b/+wfnL1/D85WsoFILq2NQDAxWcHFGrepVc/C9CRERE+VGNqpUxc9JoSKX/TdRNfX0ilUowddxw1KzG6wwiIqK8pGf3jjA3KwQAWhfkZNTPoY8HERER5W09uv2IXr90Vo1RKMcrdv5xBDGxcXqLo8k39bF/6ypUrVxBNW7Caw0iIsPBe1MiIiLSl5bNG8HJsTSePn8ldigaZDIZijPRkMFzKFkcrn174OB2f/y1bwNGuvZG+XJlAECt/yOja0krS/Ns1f3oyXO131OXb2QkQ8tmDbNVLhERERkWhUKB1Rt/R2Jikt7r/uv0OQQ+eKz3eil/mzDdC0HBb8UOg4jyGNESRfTp0wdSqWjVZ0mfPn1ga2srdhhERER5XutvG6PR13VVnfzaEkFklCAC+K/DXiKRoFqVilgyf6rquWkTRqgWZGaUfCL1I72JKxKJBL1/7aKzthMREVHB0r3zD9jqvwhf16sFqVSZ5Ar4ql5NbPbzRs+fO4odIhEREWWRjbUVunZsp9FvkbZPQVv/Q2490sZBREREeZvn+OEY2OcXtcUSEZFRmOW1XK9xfOFQHDs3LEHn9q3UYiEiIvHx3pSIiIj0qZ9zN7x5G4LnL4PEDkUDd9jNW8o5lsaIQb1xbM96/Pn7agzu1wOlHEqoXVNqSxhhaWGRrfqSU1I0nlPOF+30QytYWVlmq1wiIiIyHHK5HKMmzob38nXoP2Ii4uMT9Fb34eN/Y6THTPQZMg637j7QW72U/yUlJ4sdAhHlQUZiVbxhwwaxqs6ytWvXih0CERFRvuEzZxI6/DIQoWERquQNmZV6J24nx9JYv3weLMzNVK/XrFYFfXr8hPVb96iVnTq5RHqUgwDKf7+sVB5df2ybnSYSERERAQDq16mBLf7eSExKQmRkNGysrWBqaiJ2WERERJQDLs7dsH3PQSgUglo/BQAULWKLwjbWMCtkmuuJsgXh06SHpORkxMbG4UNoGJKTNSc9EhERUd4zfuRA1KtVDZ5zF+P9xzBIJBL8cfgEihcrCrdhLnqLw9TEBAtneqBq5YrwWrIacoVCb3UTEVHGeG9KRERE+tKlQ2ssXrUBu/cfxfhRg8QOR01e2bCSNFWu6ITKFZ0wdnh/3A58gD+P/42jJ8/gXcgHAOrzPLM7x6JZowY4ePSURnmWFuYYPaRv9oMnIiIig5CcnIIRE2bg9JlLEAQBV67fhstwD6xdpr6+JDccOHISHtMXQi5XIDIqBn2Gjse6pXNRr3b1XK2XCoYPoeFih0BEeZBoiSKIiIioYCpiWxhrFs9B/5ETER4RpTFxJT2pj6tcoRw2rFgA28I2Gse5Dx+AW3fu49qtQFXih8wko0g9GGBmVghL5k+FsTEvlYiIiCjnTE1MUMy+iNhhEBERkQ6UciiB1t81wbGTZ1R9CTWqVoLPnEkoW6aUqLHde/gE3svW4uzFq6LGQURERDnXsnkjNKhbEyvXbsPvfxxGbGwc/DbswMugN5g5aTRsrK30Fku/nl1RpZITRk6YhcioaL3VS0RE6eO9KelLYlISHj95gddv3yH47XsEv3uPqOhoxCckIiE+AUnJyTAxNoZpIVMUMjWFna0NShSzR/FiRVG2zBeoVL4c510QEeVxpiYmWDB9PJzKlhY7FA1HdnEjyPygZrUqqFmtCia5DcHVG3fw5/G/cezUGYSGReSo3E4/tMI/5y7jz+N/q54zNzfD0gVTUdy+aA6jJiIiIjElJiZhqPs0nL14VW2z0Gu3AtF36HisXz4fVpYWuVL3vkPHMWnWIsjlClW/XGxsHFyGe8DPZxYaflUnV+qlguHxsxeIi4sXOwwiyoNE7YV3cnLCs2fPxAwh077//nssW7YMFSpUEDsUIiKiPK961Ur4fd1i9B8xCUFv3kIikaglatBGmezh28ZfwWfOJFhZWWo9ztjYCCsXzUTvwe54+OR5phJRpD7G0sIcq3xmomyZL7LTNCIiIiIiIiLK5wb27o5jJ89AEAQUMjWFv+9s2Be1EzssVK1cAWuXzoWzqzuu3rgjdjhERESUQ9ZWlvAY44qhA3pi664DOHTsNI6cCEDgg8c4uX+zXmNp2KAO9m5ejsFunnj89IVe6yYiIu14b0q5ISo6BgHnr+DSvzdx+95DPHn2EnK5PNvlyWQyODmWQp2aVdH4m3po9FVdvSa8IiIi3Wje+CuxQ6ACon6dGqhfpwY8xw/HhSvXceREQI7K8507GW1bNsXFKzdgW9ga3Tp9j1IOJXQULREREYnlbch7BD54DACqJBHKf2/dfYA+Q8Zh40ovWKez3iS7du0/gqlzfKFQCGprXyQSCeLiE3D+8jUmiqAcWb56i9ghEFEeJWqiiBcvXohZfZYEBQUhKSlJ7DCIiIjyjXKOpXF09zqsWLsV67buRlJSsuo15Y16aqW+KIHhA5zRtWO7z5ZtZ2uDHesWY/TE2Thz4d9MJ6IoW+YLLFvgiSqVymevUURERERERESU79WsVgX1a1fHtVuBqFurqkEsxFGSSqVwG9oPvw10EzsUIiIi0hFrK0sM7d8TQ/v3xJNnL/H81WtR4ihTygG7Ny6D2+S5+PvsJVFiICKi//DelHQlLj4e+w+fxJ/H/8aNW4GQKxQAMt6MI7NSUlLw6OkLPH72Erv2H4VUKkGdGlXR8fuW6PhDK1iYm+W4DiIiIsp/pFIpmnxTH02+qZ/jstq1bIZ2LZvpICoiIiIyFGXLlMIWf2/0GTweH8PCNZJF3Ln3CL1c3bFplRcK21jrpM4dew5h+oKlGkkilP0nA/v8AvcRA3RSFxU8wW9D4LtqA46cCPjsuiciIm1ETRQBABEREShcuLDYYXxWVFSU2CEQERHlO6amJnAb5oKBvbvjr7/P4ezFqwh+9x5h4REoZGqKYvZFUKVSeTRtWB9f16sFqVSa6bKtLC2wbtk8HD7+N/w3/Y77D5+me2zxYkXR97ef0OfXn2BsLPrlEREREREREREZuAG9u+OqmyeMjY3FDkVDnZpVIZPJxA6DiIjygLv3HqGCkyMKFTIVOxTKpApOjqjg5Cha/RbmZvD3nYWA81dEi4GIiP7De1PKidi4eKxctw3bdx9EbFw8AM3kELqYmC4IgqpcuVzAtVuBuHYrEAuXrUXPnzvCtV8PWFqY57geIiIiIiIiIio4KjqVxdbVi9DLdSw+hGomi7j38AmcB43FZj9v2Nna5KiuLTv3Y9bCFarylZT9HUNcfoPbMJcc1UG5w2PGQrx+807sMDTIFQokJycjLj4BH0PDERHJdctElDOir4S8ceMGvvvuO7HDyFBYWBiCg4PFDoOIChAP712Ijk3QWXktGn6Jrm0aaDy/969/cfrifZ3Vk9vYDk1WFoUw3727rkITjZWVJbp2bIeuHdvpvOz2bb9D+7bf4dHTF7h64w6CXgcjOiYW1laWsC9aBHVrVUOt6lV0Xi8RERERERER5V8tmzeCk2NpPH3+SuxQNMhkMhS3LyJ2GERElAdMmO6FxfOnoKJTWbFDoTymeeOvxA6BiIjAe1PKvpMBF+A5ZzE+hoWrJYfQlhgibfKIrJBIJBplKsuLjomF/8bfsefgMcyf5o7mjb/Odj1EREREREREVPA4lS2NbWt84OzqjvcfQjWSRTx88hw9B7lhi99CFC1il606Nm7fi7k+fukmiRgxqDdGuvbWSXtI90Leh+LytVs6SYaaG3LS70ZElJroiSKWL19u8Iki1qxZww9eItKr6NgEnSaKOHDyBhKTUvBbh4Zqz3dt0wCJSSk4duaOzurKTWwH5USl8mVRqXxZscMgIiIiIiIionyin3M3eM5djOcvg1DOsbTY4ajhzvBERJQZScnJYodAREREOcR7U8oq35Ub4LdhOxSKT/Mh00vkoAtpy0qbOEIQBHwMDcfAUVPgMdoVLs7ddFY3EREREREREeV/ZcuUwrbVPujlOhbv3n/USBbx5NlL9Bw4FltXL4J90awli1i7eRe8lq5JN0nE6CF9MWyAs07bQ7rV65dOOHfpKgDDTcqg7dwiIsoqqdgB7N+/H+7u7oiNjRU7FA1yuRybN2/GtGnTxA6FiCjHjp25g+1/XtR4/rcODdGuWQ0RIsoetoOIiIiI8oO79x4hISFR7DCIiIgoB7p0aA07Wxvs3n9U7FA0SKWiD/8QEVEe8CE0XOwQiIiIKId4b0pZsWCxP1at/5QkInXSBkEQVI/clLYeZQyCIGD+Yn+sXLctV+snIiKi3DHP1w/XbwWKHQYREREVUI6lHbB9rS8cShQDALVkEQDw7GUQegwYjXfvP2S6TL8NO9SSRCj7MpT/uo/ozyQReUCLZg1RvlwZAP/1QxnaA2CCCCLKOSOxAwAAX19fLF++HNWqVUPp0qVhaWkJExMTUWJJSkpCXFwcgoODce/ePcTGxmpkfiIiyquOnbkD4FMygtSUvytfN3RsBxERERHldROme2Hx/Cmo6FRW7FCIiIgom0xNTLBg+ng4lTWsHVsB4MiutWKHQEREBu7xsxeIi4sXOwwiIiLKId6bUmZt/n0/1m7ZbTCT0LUli1i8aiNKFrdHlw5tRIuLiIiIsm791j3YsG0v7IvYotW3jdG2RVN806A2E4cRERGR3pRyKIHta3zQ03Us3gSHaCSLeBkUjB4DxmCb/yI4lCyeYVnL12zBUv/NakkiUieLmDB6EAb06p7rbSLdcHHuhsmzfNT+hkRE+Y1BJIoQBAFJSUm4ceMGbt68KXY4AJiJh4jyr/ySnIDtICIiIqK8LCk5WewQiIiISAeaN/5K7BCIiIiyZfnqLWKHQJkUH5+Ad+8/ICIyGtZWlihTygHGxtmf6qFQKHD+8nWcPnMRgQ8eI+jNW0THxMLE2Bj2RexQskQxNGlYD62aN0bZMl/osCVERJRbeG9Kn/P42Qt4LV2tsVmWIW2epZysP8NrORrUrYlSDiXEDomIiIiy6P3HMOzY+yd27P0TNtZWaNmsIdq0aIImDevDxNhY7PCIiIgon3MoWRzb1/iil+tYvHr9Vi3Jg0Qiwes37/DbQDds8fdG6S9Kai1jid8mrFi7Nd0kEZPHDkHf37rqs1mUQ53bt8bilRvxMSycySKIKN8yiEQRqTNUG9KHrSFkziYiyg35JTkB20G6oFAocPivf3DmwhWEhkXAzrYwmnxTDz+2awGZTCZ2eERERJRPfQgNFzsEIiIiIiIiKoCC34bAd9UGHDkRYFALA0mdQqHArv1HcfDoKVy/dRcKxX9zFkxMjFG/dg04/9IJrZo3ylKZv+87jFXrtyPk/UfV88r5EImJSYiOicXzV69x4cp1eC1Zg+aNv8Ikt8Eo52h4u9QTERFR5s1d5IfExCS16z9DmxOpXLQRGxuHybMWYdOqhWKHRESUKzy8dyE6NkHv9bZo+CW6tmmg8fzev/7F6Yv39R5PdhWUdlhZFMJ897y3S3XqhXcRkVHY9+df2PfnXzA3N8O3jb9CmxZN8V2Tr2FmVkjkSImIiCi/KlncHtvW+KCXqzuev3ytkSzizduQT8ki/Lw1kmX7rFgPvw07VMcDUHu/5/jhcO7eSYxmUQ6YGBvDuXsn+K7awLFRIsq3DCJRROovXCIi0o/8kpyA7aCcCH4bAlc3Tzx8/Ezt+YNHT2Ht5l3w853FXSqIiIhI5x4/e4G4uHixwyAiojQUCgXWbt6FPj1+gqmpiV7r/uv0OXzhUBzVqlTUa71ERESkOx4zFuL1m3dih6FBrlAgOTkZcfEJ+BgajojIKLFDos+4e+8RPGYsxKOnLwBoLuJMTEzChSvXceHKdXxTvza8Zo5HiWL2GZb5MigYbpPn4s69hxrlpZ2nkfr1f85dxrlL1zBqcB8M7tcjB60iIiIisdy9/wjnLl1V2zTLxMQYVSo6oVKFcnAoUQzF7IvA2Ei/U0kTEpMQGxuHl0FvcCvwIR48eqp67eK/N3Hr7gPUql5FrzEREelDdGyCKIkiDpy8gcSkFI35iV3bNEBiUkqemZ9YUNpx/tpjkSLLOW2JqWJj43DkRACOnAiAqYkJGn9TF21bNEXL5o1gbWUpVqhERESUTxW3L4ptq33Qa7A7nj5/pZEs4l3IB/Qc9ClZhFPZT4myvZasxtotu9WSRAD/rXmdOXEUfu3aQawmUQ717N4R/ht3ID4hUS25mZLYa5oNLaErEeU9BpEoAlD/QBP7w5WIqKDIL8kJ2A7KjuiYWPQeMg4vg4K1vv7wyXP0GzYB+7ashJWlhZ6jIyIiovxs+eotYodARERpyOVyjJ40B8dPncWZC/9izZI5etvN6PDxvzF26jxYWphj3bL5nABPRESUR4W8D8Xla7cMdqybE4zyhrMXr2L4uOmIT0hU/c20nVPK1y7+ewM/9x2JDcvno4KTo9Yyr964g8FuUxEVHasxwVGbtBMgU1JS4LNiPV6/eYuZk0ZDKpVmt3lEREQkgqMnz6h+LlvmC4wY1BstmzeEuZmZiFFpevr8Feb6rMKZC/8CAA4dPcV+MiIiHcsv8xMLQjtMTQxmiUeWpF0Poi1pREJiIk6fuYTTZy5BJpPh63q10LZFE7Rp0QRF7Gz1HjMRERHlT/ZF7bBtjQ96ubrj8dMXGski3n8IRc9Bbti00gt7Dh7Dhm17AWiOkUgkEsyZ4oafO38vVlNIB2ysrdC1Yzts2blf7W+cUTL13JZRHEREWWUQvQhpM/EYyiQVfsgSUUFQEDrNU79u6PJLO/KCtZt34WVQcLrf94Ig4GVQMNZt2YXRQ/rpOToiIiLKj4LfhsB31QYcORHAPgciIgOSnJyCERNm4PSZSxAEAVeu34bLcA+sXTYPFua5O2H+wJGT8Ji+EHK5ApFRMegzdDzWLZ2LerWr52q9REREpHu9fumEc5euAjCc8e60tE3OJ8Nx595DDBo9BSkpKQDS/3ulXmghCALehXyAy3AP7N60DMXti6qVGXD+CoaNm47ExCS1MjP79099/K79R2FiYgLP8cOz2UIiIiISw8Ur1wEA5RxL4Y+tKw0uQYRS+XJlsHbpXPToPxrXbgXi6s27YodERJQv5Zf5ifm9HV3bNBAjHJ3KTNKIlJQUXLhyHReuXMcMr2WoU6Mq2rRoirYtmsChZHG9x0xERET5SxHbwti2ehF6Dx6HB4+faSSL+Bgaji69hiI5Wfu4jFQqwfxp49ClQxuxmkA65OLcDdv3HIRCIWiMlxUtYovCNtYwK2Sa6wnTBeHThkZJycmIjY3Dh9Aw1TlIRJRdoiaKqFSpEh49egRAfYKBVCpFq1atULJkSb3HlJSUhLi4OLx9+xaBgYGIjY3VewxERPqW3zvN2Q7S5ujJgHQnRCpv/gVBwJETAUwUQUREZOA8ZizE6zfvxA5Dg1yhQHJyMuLiE/AxNBwRkVFih0RERGkkJiZhqPs0nL14VTUYLAgCrt0KRN+h47F++XxYWVrkSt37Dh3HpFmLIJcrVPensbFxcBnuAT+fWWj4VZ1cqZeIiIhyR4tmDVG+XBk8exFk0MkBldc8ZFji4uMxZtIcpKSkfDaZQ9qFFoIg4G3IB4yZNBfb1/ioXrt+KxAjxs9AYmJSlhNEpK4r9ZjJ1l0H0KBuDXzfqnlWm0hEREQiCX73HhKJBD93/t5gk0QoSSQSdPyhFa7dCsSr18Fih0NElG/ll/mJ+b0d+UlmkkbI5Z/G567dCsQ8Xz9Uq1IRbVo0QbuWTVHOsbTeYyYiIqL8wbawDbb+P1nEvYdPNJJFJCUlA9BMEiGTSeE1YwI6ft9SrNBJx0o5lEDr75rg2Mkzqr93jaqV4DNnEsqWKSVqbPcePoH3srU4e/GqqHEQUd4laqKIBw8e4MCBA/D29sb58+cB/DeRISAgAD169IC7uzuqVq0qSnwpKSnw8/ODm5sb5HK5KDEQEelLfu80ZzsorTdvQ3R6HBEREYkn5H0oLl+7ZbALXbhLKxGR4Xob8h6BDx4DgNpgsCAIuHX3AfoMGYeNK71gbWWp03p37T+CqXN81bLUK2OIi0/A+cvXmCiCiIgoD3Jx7obJs3xU1xNEmbVpxx94GRSsltAhs/0cyvPt6o07WL91D1ycu+HV62AMGj0Z8QmJWU4SkbbetMkiJs/yQZNv6udaQjUiIiLSrajoGABAcfuiIkeSOWaFTAEA8fEJIkdCRJS/5Zf5ifm9HXld6rG3RbMn4tjJMzh78V/EJySqXteWNAIA7t5/hMAHj+G7cgPKlyuDti2aom3LpviyUnm9t4OIiIjyNhtrK2z190afoeNx594jjWQRqQmCACOZDN6zPNC+7XciRUy5ZWDv7jh28gwEQUAhU1P4+86GfVE7scNC1coVsHbpXDi7uuPqjbxxD0NEhkXURBEA0KlTJ3Tq1An//vsvvLy8sH//fsjlciQlJWHTpk3YtGkTfvjhB4wbNw7NmjXTa2xGRkYYPnw4QkNDMXPmTL3WTUQkhvzeac52UGoW5uaZ2tXbwtxcD9EQERFRTvT6pRPOXfqUSddQF+KkN7mBiIjEVbZMKWzx90afwePxMSxcI1nEnXuP0MvVHZtWeaGwjbVO6tyx5xCmL1iqkSRC+f0wsM8vcB8xQCd15UVtu/ZDeHik2GGQgSvrWAq7NiwVOwwiIg2d27fG4pUb1a4riD5HLpdj+55DGgnEgM/3ISiPU55vy1ZvRpsWTTDEzRORUTFZLkdJeby2SZIxsXHYvucgXPv2yETriIjyHg/vXYiOzd0F6i0afomubRpoPL/3r39x+uL9XK1blwpyO6wsCmG+e/fcDk0nCltb42NYOF4GvRE7lEx59OQ5AMDCwkzkSIiI8r/8Mj8xv7cjv/ixXQv82K4FEhISEXD+Co6fPovTZy8hNjYOgPakEcr+iSfPXuLp81dYuW4bSjmUQNsWTdCmRVPUqSnOZqRERESU91hZWWLTSi+4jJiIm3fuq80PUhIEAUZGRlg8dzLatmwqYrSUW2pWq4L6tavj2q1A1K1V1SCSRChJpVK4De2H3wa6iR0KEeVBoieKUGrQoAF2796N58+fw8fHBxs3bkRsbCwA4MiRIzhy5Ajq1auHcePGoVu3bnrdJXTIkCFMFEFEBUZ+7zTPb+04f+2x3mPKLxrUrYG/Tp9L95pCeePfoE4NPUdGREREWdWiWUOUL1cGz14E6bW/IKuyshsoERHpT0Wnsti6ehF6uY7Fh1DNZBH3Hj6B86Cx2OznDTtbmxzVtWXnfsxauELrYDMADHH5DW7DXHJUR14XHh6JsAgmiqCM6SpxCxGRrpkYG8O5eyf4rtrA+z/KtAtXbuBdyAeN60MrSwvUrVUNVSo6wc62MCwtzZGQkITomBi8eRuCu/cf4fGTF0iRy1WLKWLj4tHpt8GIis5ckght16TFixVFsaJ2kEqlCA2LwOvgd6pjldfIm7b/gf7O3WFkJMuN/yRERKKKjk3I9UQRB07eQGJSisY8gK5tGiAxKSXPzGdgO/IGx9IO+BAahq27DqBH1w4oYmcrdkjpehvyAb/vOwyJRALH0l+IHQ4RUYFQUOZZ5vV25CeFCpmibcumaNuyKZKSk3H+0jUcP3UWp85cQERkNICMk0YEvXmLdVv3YN3WPbAvaoc23zVBmxZN8HW9WpBKpaK0iYiIiPIGKytLlCnlgJt3/ksMmnb+jqWFGRxLO4gRHunJgN7dcdXNE8bGxmKHoqFOzaqQyTj2RkRZZzCJIpTKlSuHZcuWYebMmVi5ciWWL1+OkJAQAMC1a9fw66+/omzZsnBzc4OLiwvMzHI/c3SxYsXg4MAveSIqOPJ7p3l+aoepicF9lecZg/v1wKmAC2o7uKa90ZdKJXDt96tYIRIREVEWuDh3w+RZPtyxlYiIssWpbGlsW+MDZ1d3vP8QqpEs4uGT5+g5yA1b/BaiaJHsZZPfuH0v5vr4pZskYsSg3hjp2lsn7SEiIiLx9OzeEf4bdyA+IVHrParYCSR4z2x4rt8KVP0sCAIcShTD2OH90bZlU5iamGT43vCISBw4chJbdx3Ay6BgSCQSREXHqJWXntRjI+UcS8G5eye0+rYxHEoUUzvuY2gY9hw8Dv8NOxAbF//pubBw3Lp7H/VqV89ye4mI6JOCMJ8h9euGLr+0Q5vG39TD1Zt3ERYeiY6/DcaIQb3RvnVzWFlZih2ayvsPofjz+N9Ys3knYmLjIJFIeJ1BRKRH+eV7MD+1w9TECF3bNBA7lFxnYmyM75p+g++afgO5XI5LV2/i+KmzOPHPeXwMDQegmTQC+K+/4/2HUGzbfRDbdh9EYRtrtGzeEG1bNEXjr+vB2Jhza4mIiOg/giBg7JR5+PP43xrjd8p5PBKJBBGR0eg12B0bV3qhWpWKIkZMuaVl80ZwciyNp89fiR2KBplMhuL2RcQOg4jyIIO9A7a1tcXkyZMxbtw4bN68Gb6+vrh//1PGphcvXmDkyJGYNm0ahg4diuHDh6NYsWKfKTFnChcunKvlExEZmvzUaQ7k33YUhMGA3FKjamXMnDQannMXQ6H4dKOfelKkVCrB1HHDUbNaFTHDJCIiokzq3L41Fq/ciI9h4UwWQURE2VK2TClsW+2DXq5j8e79R41kEU+evUTPgWOxdfUi2BfNWrKItZt3wWvpmnSTRIwe0hfDBjjrtD1EREQkDhtrK3Tt2A5bdu5X+95Pb0K7PmQUB4kv9c5VzRo1wPL/sXfvcTrX+f/Hn9ecnc+R0zglhELapGWppEJtqt1UWqWUtJUcOygdVHIq5dw56ldpO0iTFZtsKspKiMihkISczfH6/XF9rzHjGozLzPW53q/rcb/d5mbmGubzerZ7uz3nel/X9bpGPqQSJVIK9W8rlC+nf/ToruuuvlzPTX1NE16Ynu+xjoLk/X7ZMqXV/46b1OOqrkf9/0blShV1W69rdelF7dXztoHavDXwRh9ffbOMF3ACwEmy/nwGckSHLhd31Pgpr8rvD7yYctiIcRr+1HidVj9Vp9WroyqVKqpMmVIqkZKiEinJSkxMVGJighITE5UQH6+EhHjFx8fJ54tTfHyc4nxxki/wO0Wcr+B37fbLr5ycHGVnZys7O1sZGZlKz8jQgYOHtG/fAe3Zu1c7dv6hrdu2a92GTdq8JfD7Rd7fX7pdckFE/vsAAAKs9KCVHPMWrYq554bGx8er7Z9aqe2fWmn40Lu0ZOlyffLp5/pk/kL9um27pMNnGgU91rbrj92a+cEnmvnBJypVsoQ6/Plcdep4vv7S9k9KSUmOfCAAABA1cnJydM99j2v2vz/Ld/uRv1MEv/5j9171vG2gXp7wlJo1OT2isyIyel1/lYaNGKf1G39W3dRaXo+TD7+7AghH1C6KCEpKSlLv3r3Vu3dvzZo1S6NHj9ZnnwWKeefOnXr88cc1atQo9ezZU/3791fDhg2LZY4aNWoo6Tjv1gEA1lg5NLeeA+G75opLVS+1lp6Z9IoWL/1O2dk5iovzqXXL5vpnnxv1p1Znej0iAAAopKTERF1/zeUaO/ElXvQCAAhbaq3qmjFtrK6/9V5t+fW3kGURP238Wdf2vluvTxmtaqdUKdTPnPTSGxrz/Iv5fk7epUYD7rxZff5xbXHGAgAAEXbT9VdpxjsfKCfHH/Ki/cqVKqh8ubIqkZKsuLiCX1hXVPx+BV6Yl5mp/fsPaPuOncrMzCrWa+LEbd76qySpSuWKevapYYVeEpFXYmJC7jttSoVbEtHk9AZ6ftTDqlm9WqGuUbtmdU0YPVxX3tBXOTl+fbtsxQnPCQAIZf35DOTwXp3aNXTpRX/J946ZWVlZWrV6nX5Y85PX44X83uLz+XT+ua3UtHHxPA8UAHB0VnrQSo5Y5vMFnsPZumVzPTDwDi37/gd98ukCpX36uX7evDX37+T9Uzr8e8W+/Qc065P5mvXJfCUnJenPbc5Wp47n64J2bVSmTOnIBwIAAJ7Jzs7WXUMf0yeffp7vMZIjH7/L+3weSdqzd59uvH2QXnzuSZ3VrLE3w6PY/LXLRRo38SW9/d7HGnTXrV6Pk09xP34MwKaoXxSRV5cuXdSlSxd9++23GjlypGbOnKns7GwdOnRIU6dO1bRp09S1a1cNHDhQ5513XpFeOy0trUh/HgC4wsqhufUcCN/ZLZrptcmjlJ6Rod2796pc2TJKTmY5FAAALrrumm6a/PIbOngoPd8LcIO8XiARyXeLBQCEr2b1apoxdYyu63OvNm/ZFvJg8Maft+ja3vdo+uTRqn5q1WP+rOemvqZnJ7961CURg+++Vb1vuKbYMwEAgMiqWb2aLupwvtLmLsj9HaJZk4Ya8/h9qlO7pqezrVy9VqPGT9Pni5Z4OgcO27N3n3w+ny6/9EKVKlkirJ/x7/kL9dZ7sws8DwnK+73zzz1bk8Y8csKPhzQ5vYEu/EtbffLp59r6629hzQoACGX9+Qzk8N6Qe/ro80WLtWfv/nwvhIiGxy2OfHFniRIpGjaon4cTAUBss9KDVnIg4MymjXRm00YadNetWrVmXe7SiHXrN+X+HZ/PV+DSiEPp6Zr72Rea+9kXSkiI17lnn6VOHf+sizq0VaUK5SMdBQAARFBWVrbuHDxcc//zRb7fE4KPlyQnJ2nUo0P0zvtp+uy/X+d7Xo/P59Peffv1jzsG68XxT6jlmWd4mARFLTkpSU89PEj16tTyepQQs9+a5vUIABzk5IqZli1b6s0339TatWt15513qnTp0vL7/crJydEHH3ygP//5zzrvvPP0r3/9y+tRAcCEtAXLNWPWopDbe3Rpo87tmnkwUXis58DJSU5K0ilVKrEkAgAAh5UrW0bdu3UucEHEkU8IiNTHkXMAANxQ/dSqmjF1rGrXPFVS/hfV+Xw+/bL5V/W4pX/uuxYV5JlJrxxzScT9997OkggAAAy7pWeg5/1+v5KTkjR57GOeL4mQAi/0n/bsCLVu2dzrUfB/9uzdJ0lqWL9OWP9+489bNPSRUcf8O3l/H23f9hxNHvdo2I+HtGndQpL0x569Yf17AEDBrD+fgRzeqlqlsh69/558twUfO/H6I8jv9ysuzqcRD94bFb83A0Ass9KDVnIgv8YN6+vu23sp7Z0XlfbOi7rn9l5qfHr9kOdp5P19I3h7ZmaWFn75jYaNGKfzL/6bx0kAAEBxyszM0u33DgtZEiEpd0nEhFHD1fmCdpo4+hF1bNcm5Hk9Pp9P+/cfUK9+Q/T1N995EQPFqH3bc1SrxqlejwEARSLB6wFORmpqqp555hkNHz5cEydO1HPPPaetWwNPzP3qq6901VVXqX79+rr33nv1j3/8Q8nJyR5PDADusrJh2XoOAACAWHfT9VdpxjsfKCfn8Du/Bw/uK1eqoPLlyqpESrLi4op3d6bfL2VnZysjM1P79x/Q9h07lZmZVazXBAAUrVOrVtH0qWN0Q58BWr/xl5B3Dti8dZt63NJfr00apTq1a+T7t2Oef1GTXnoj9+9L+V+cN2xQP11/zeVexAIAABHS/IxGOvuspvpm2Qq1PLOJqlSu6PVIueLi4tS/by/1uKW/16NAUmJCgrKyspWdnX3C/3bf/gPqc88D2r1nX74nL+aV9/fQRg3rafxTw5SUmBj2vKVKlpAk7WZRBAAUOevPZ7CUIznJvaddXnJhe/0+cJceGflcyOMnXsk7R1ycT8OH3KXLOv3F05kAAAGx0Od5vw831a9bW317X6e+va/Tz5u36pNPP1fapwv03YrVIQsj8vL7/crOyfFiZAAAEAHpGRm6vf8wfb5oSYG/B5RISdbksY+pzTmBxdiJiQl6/umHddeQRzVn/sKQ5wcdOHBQvf85VJPHPZa7TBsAgGji3iMWBShfvryGDh2qAQMG6PXXX9eYMWO0YsUKSdK6devUt29fDRs2THfccYfuuOMOVapUyeOJAcBNVg7NLeVITkpQ906tvR4FAAAgatSsXk0XdThfaXMX5B7yN2vSUGMev8/zd6BauXqtRo2fps8XLfF0DgBA4VWtUlnTp4zRDbcN0Lr1m0IeDP5123Zdd2tgWUS9OrUkSSOfmaJpr72db0mEpNyvHxl6l/7evYtXkQAAQAT17nmNlvQfpsSTeFF+cWnRvIni4+O9HgOSypcrq4OHtmvZitXq3q1zof/dwYOHdMtd9+f7PfVIeX8frVC+rKY+87hKlEg5qXk3/RJ48464I55cCQAoGpaezyDZzeHq8zRu+NsVKlWyhB564lmlZ2R4ujAi77VLlSqpUY8O0YXtz4v4HAAQaR3bNNb7c5d6PUahWO9z13Lg2GrVOFW9e16j3j2v0a+/bdeceQuV9unn+uZ/y5WTc3hpBAAAsC09PUO33vOAvvjq2wKXRJQsWUJTxz2uc1o1z/e9hIR4PfvUg7rnvhH6eO5nIc8POngoXbfe9YAmjX1Ebf/UKpKRAAA4ruJ9+8wIS0xMVK9evbR8+XJ99NFH6tixo/x+v/x+v37//XcNHz5ctWvXVr9+/bRu3TqvxwUAJ6UtWK4ZsxaF3N6jSxt1btfMg4nCYyXHvEWrvB4BAAAg6tzS8xpJgYP95KQkTR77mOdLIiSpyekNNO3ZEWrdsvnx/zIAIGpUqVxR06eO0Wn16+Q+CJz3XYh+275D193aX2vWrteIMRM19dW3jrok4vEH+rMkAgCAGHJB+/NUL7WW1q3f5PUoIeLj41W1Cm+wEA3KlSsjv9+v92fP1fbfdxbq3+zctVs33TlUS5YuP+qLHI58h+6RwwepapXKJz3v7H//R5JUpkzpk/5ZAICCWXk+g/Ucrrqy68Wa+epzatakYcg7bRf3iyfzXif4vM7WLZtr1ptTWBIBIGZ079TaRA9a6XPXcrjs0KH0iF2r2ilV1PPvf9WMqWP0xSdv6dH77lbbP7VSfFycJwuyAABAZBw8eEg33zn0qEsiSpcqqZeeezJkSURQfHy8xj1xv7p27ljg84MOpaerzz0P6rP/fl3sWQAAOBEJXg9QXC655BJdcsklWrp0qZ5++mm98847ysrK0sGDBzVx4kRNnjxZV1xxhQYMGKA//elPXo8LAE6xsmHZSo5YkJ6RoR/XbtAvW3/Vlq2/acuvv2nP3r06eChdhw4eUkZmppISE5WckqyU5GRVrFBO1U6poqqnVFad2jXUsH5dJSaa/bUHAAAcofkZjXT2WU31zbIVanlmE1WpXNHrkXLFxcWpf99e6nFLf69HAQCcgEoVymv6lNHqedtA/fDjTyHvHPD7jl366w19lZmZJUkhSyLi4nx68qGB+muXTl5FAAAAHul1/VUaNmKc1m/8WXVTa3k9Tj4pKclejwBJDeqmatXqdTp48JBu6/+gXnzuSZUrW+aof/+z/36lBx8fp19/+z33tuO9yKFc2bI6rX7dk5515gdpWrd+k3w+3zFnBACcPCvPZ7Cew1UNG9TVzFef10efzNfEF2do9dr1knTUZRHhvqDyWD+r8en11ffm69T5gnZh/WwAcJmVHiQHTsSh9HRPzqIqVaygv3fvor9376Lde/bq08++0MdzF+iLr7+N+CwAAKD47D9wUL3/eV+BC7b9fr/KlimtF597Umc2bXTMnxMXF6fRjw1VfHyc3vtobsjzg9LTM9R3wEMa/9QwdWxn45wIAOA+86+YbNGihWbMmKGnnnpKY8eO1QsvvKC9e/cqOztb7777rt59912df/75GjBggLp27er1uADgDCuH5lZyWLNn7z599t+v9eXi/+m7lau19qeNys7ODvvnxcfHq15qTbVo3kRtz22l885pyRMYAQAwrnfPa7Sk/zAlJiZ6PUqIFs2bKD4+3usxAAAnqEL5cnr9/5ZFrFy9NuTB4IyMTEmhSyLi4+M0cvhgdbvkAq9GBwAAHvprl4s0buJLevu9jzXorlu9HiefuLg4r0eApLNbNNOHafMkSctXrlG3a/vo7tv/oYs6nK/SpUpKCjxu8vkXizX9nQ+1ZOnyfO9gdbQXbub9XfWP3Xt09Y399PiD9+ov54f3RhrvffRvPfTks7m/79atXTOsnwMAKDwrz2ewnsNll13cQZdd3EHLvv9BMz/8RP/5/Ett3bY99/vB3i9o4UNh5f1dpXy5srqoQ1td1a2zWp55RviDA4ABVnqQHCis7Tt2qny5sp7OUK5sGV3Z9WJd2fVi7T9w0NNZAABA0dm3/4BuvnOovl22osAlEeXLldFLzz+lpo0bFurn+Xw+jRw+WAkJCXrn/bQCnx/Ub9BwPfPEA7qow/nFEQkAgBNiflFEUK1atTRmzBg9/PDDmjRpksaPH6/NmzdLkhYuXKiFCxeqYcOGGjBggG644QYlJSV5PDEARD8rh+ZWcrjuwMGDeu+juZr1yXwtXbZC2Tk5ksJ/Z4q8srKytGbdBv3400a99d7HiovzqUWzJup2yQXqdumFKlWyxElfAwAARJcL2p+neqm1tG79Jq9HCREfH6+qVSp5PQYAIAzlypbR65NH6ca+g7R85ZqQB4Pz8vv9SoiP16hHh+iyizt4NDEAAPBaclKSnnp4kOrVqeX1KCFmvzXN6xEg6ZyWzXM/9/v92vLrbxr88NMa+sgoVSxfXlnZ2dq9Z4+CD5cEf/8Mfl6QvN+vWKGcdu7ard9+36lb735A9evW1mWd/qLzzz1bTRo1UNIxlmzu239Any38qsAFFS3ObFIU8QEAx2Hl+QzWc7juzKaNAu+oOfQurf1poxZ+uUTLvv9BK1ev1YZNvygnJ7znbZQvV0ZNG5+u1i2a6ZxWzdXyzDNYVgYAeVjpQXKgMLZs3abT6tXxeoxcPGcUAAAb9u7dp179hmjZ9z8U+LydihXK6ZUJI9WoYf0T+rk+n09PDBughPh4vfnuRyHPD8rMzNI/hzymMY8P1SUXti/KSAAAnLCYWRQRVLZsWQ0aNEj9+/fXjBkzNHr0aC1fHjjQWb16tW699VY98MADuvPOO3X77berQoUKHk8MIBZ1bNNY789d6vUYhWLl0NxKDhftP3BQE16Yrhlvf5C7pfnIJzaezLtTBPn9/tyfm53t1zfLVuibZSv09Phpuu7qburT69rcd+YCAAA29Lr+Kg0bMU7rN/6suqnR9YKclJRkr0cAAISpTJnSemXCSN1051D9b/mqfA8GB/n9fiUkJGjciPt18QV/9nBaAAAQDdq3PcfrERDFGtRLVaszz9A3ed7pyu/3Kzvbr+07dob8/cIsiQj+fnrT9VfpnJbNdVv/Ybm3r/1po56d/Kqenfyq4uJ8ql2zuqpXq6rSpUuqZIkUZWZm6Y/de7V566/a+PPmkAUVweu2btG8wOsDAIqeleczWMqRnJSg7p1aez1KsWhQL1UN6qXmfn3oULo2/rxZv/62XVu3/a7tv+/QwYOHlJ6RoUOHMuSXX8lJSUpJTlKF8uV0SpVKOrXaKapfp5YqV6roYRIAcIOLPSjZ6HPJ/RwuWf3jerVv+yevxwAAAIbs3rNXve4YnPtGL3n5/X5VqVRRr0waeVLLqh69/x4lJCTo9bfeD1kWkZWVpf73jVB2dra6XNzxJNO4LWPAAGnvXq/HgAvKlFHSqFFeTwGYE3OLIoISEhLUs2dPdezYUVdffbW++uqr3MLetm2bHnzwQT3xxBO6+eabdc899yg1NfX4PxQAikj3Tq2VnpHlzGGzlUNzKzlcMvezLzTs8XH6feeufE9oLGgxxNGe8FgYR3tnV0nau2+/Jr/8pt75IE1PPjSAByMAADDkr10u0riJL+nt9z7WoLtu9XqcfHjHLABwW5kypVW7ZnX9b/mq3NuOXBZRulQJpdaq7sV4AAAAcMzNPa/RN/c+lPv1sRZoH+vxkrxPUmx3XmsNubuPfD6fmp9xeu4TJY9crL1+4y/asGnzca+Td0lEg3qpgXcdBwBEjJXnM1jJMX/RKrOLIo6UkpKs00+rp9NPq+f1KABgwsw5i0M6xLUetNLnVnK4YvG33+nWf/zd6zEAAIARf+zeoxtvH6SVq9cW+DqRqqdU1muTni6SNxh7aPCdio+P1ytvvBu6LCI7WwMefFLZ2Tm6/NILT/paztq7l0URAOChmH1VwsqVK9WrVy81aNBAX3/9de4vBcGi9vv92r9/v8aPH6/TTjtN1157rXbv3u3x1ABiSY8ubdS5XTOvxyi0tAXLNWPWopDbyYGjGTvhJd0x4CFt37Ez353lvO+ElffjZBT0s/Jez+/36/cdu3TLXQ/oxdffOelsAAAgOiQnJemphwfp2qu6ej1KiNlvTTupTdUAAO/4/X71v3+EPkybl+/FcsHvSYH7nH/s3qsbbhugFT/86NWoAAAAcMRFf2mr8/7UMvf3yYIeFzne4yV5n/NwRqPT9MyTD+be9tDgOxUXl/85EUc+TnLkx5F/J+91ev79r0WWHQBQeFaez2AhR6mSyV6PAABw1LxFq5zvQclGn0t2ckSz4LnDF4uXatcfvBYDAACcvJ27duuGPgO0as26ApdEVK92iqZPGVMkSyKCHhjQV71vuDr38ZO8zw/Kzs7R4IdH6p3304rsegAAnIiYWxTx+eefq2vXrmrevLleffVVZWRkHPPFo5KUlZWl2bNnsygCQMS5dths5dDcSo5o9tS4yZr44gzl5PiPuhyiOB2t9/1+v54cN1kTXpherNcHAACR077tOapV41SvxwAAGJGTk6O7hz6mD9PmHXMZYdAfu/eq520DtXzlaq9GBgAAgCPGPH6fKleqIEkFLm84lryPs9StXVMvPveESpUskfv95mc00o3XXplvEUXen1nQ8oigvP/G5/OpccP66t714qIJDQA4YVaez2AlBwAA4bDSg+TAkY52tiBJmZlZevXN97wZDAAAmJKdna3MrKyQx078fr9q1qim6VPHKLVW9SK/7uC7++i2XtfmPl4S5PP5lJPjV1ZWVpFfEwCAwoiZRRH/+te/dN555+kvf/mLZs+erZycnHzvghF05BMeqlWrpieeeEKbNm1S7dq1vRgdQIxz7bDZyqG5lRzR6NU339O0196WpJAFEV448oU9fr9f4ya+rH/NmuPJPAAAAACA6JSdna1/DnlUs//9Wb5z5SPv2wbvWwb/zp69+3Tj7YP0v+WrvBwfAAAAUa5ShfKaOu5xVShfVpIKfFFFQfL+Pnp6g7p6fcpoVShfLuTvDejXW63OPCPfExiPXEZR0EfeGUqUSNEzTz6oxMSEoogMAAiTleczWMkBAEA4rPQgOSBJnTqcryqVKhx16WXwsbPJL7+hRV8v9XBSAABgQZXKFTVj6lg1alg/37Lr1FrVNX3KGNWsXq3Yrn1vv5vV75Yb8l03Ls6npx4epL9371Js1wUA4FhML4rIyMjQ1KlT1ahRI1111VX66quv8j2Z4cgFEXnflaNx48Z68cUXtWHDBg0ePFjlyoU+kQIAIsW1w2Yrh+ZWckSTH3/aoJHPTgl5YmNB71QV6Y+8s/j9fg0f+Zx+2fJrpP8TAQAAAACiUFZWtvoNGq5PPv28wPuQSUmJGj9ymNq3PSffsojg39m7b7/+ccdgfbtshVcRAAAA4ICmTRrqzRfGqWb1avl+nzzWR/A5Dn9pe47emDZWVSpXLPBnJyYmaMLoR3R6g7oFPmeiIHkXSpQuVVKTxz6qOrVrFG1oAEBYrDyfwUoOAADCYaUHyYHnRz2s/37ylv7z4XSNefw+XX/N5Tqj0WmKj4vLtzQiMzNLt979gKa//YHHEwMAANdVrFBO06eMVvMzTpff71e91FqaPnWMqlc7pdivfddtN+qe23vJ7/crISFBox+7T3/tclGxXxcAgKMx+TYPe/bs0YQJE/Tss89q27ZtIRspCxL8O+3bt9fAgQN16aWXRmRWACjIzDmL1b1T63y39ejSRlLgMNoFwTmDcweRI7aNGD1J6ekZ+fo4b09Hg+ATI/fvP6D7Hx2tVyY+7fVIAAAAAAAPZWZmqe+Ah/SfhV+FnC/7/X4lJydpwqjhandea13Q7jz1GzRc8xYsyn3RXt77mb36DdHUcY/rnFbNPUoDAACAaFc3tZY+fvsFPT/tdb3w+tvKyMjM/V7ehWRBNWtUU7/e16t7t87H/dkVK5TTGy+M091DH9OCLxYXalmE3+9Xndo1NP6pYWrUsH54oQDAIR3bNNb7c914l2Mrz2ewkuPi7r20a9dur8eAA+qk1tRbLz3r9RgAooSVHiQHJKlG9aqqUb2qunbuKEk6ePCQlq34QUu/W6lvl63Q/5av0h+79+jhJ5/V//vXR3p14tMqX66sx1MDAABXlS1TWq9OGqXHRj2ve++4SZUrFbxIuzj07X2dklOSlFqrhi5sf17ErgsAQEFMLYrYvHmzxo4dq6lTp2rfvn353mEjKPjE3Lxfx8fH68orr9TAgQN19tlnR3xuADjSvEWrlJ6R5fxhs5VDcys5vPb9qjVa+OWSfO8+lZSUqEan1VPDBnVVvdopOqVKJSUmRPbXk0PpGdq//4A2/rxZy1as1g9r1uV+b9Hi/2nZ9z/ozKaNIjoTAAAAACA6pGdk6Pb+w/T5oiUFLokokZKsyWMfU5tzWkgKvEvz808/rLuGPKo58xeGLIs4cOCgev9zqCaPe0xtWrfwIhIAAAAckJycpP533KRbel6jOfMX6vNFS7Tl19+0c9cfSklO1ilVKqlRw/r6c5uz9adWZyouLq7QP7tM6VJ6YfwT+uiT+Zr8yptatXrdUf9u1VMq6x89rtSNf79SiYmmnl4CAEfVvVNrpWdkOfM8ACvPZ7CQY9eu3dr5B4sicHy8IBbAkSz0oEQOhCpRIkXnnn2Wzj37rNzb1m/8Wd/8b4X+t3ylDqWnezccAAAwoVTJEnpi2ABPrn3z9Vd7cl0AAI5k4pH8lStXauTIkXrzzTeVmZl5zAUReV+cWrJkSfXq1Uv9+/dX3bp1PZkdAI7GymEzORD08dwFuZ/XqV1Dd97aUxe0b6OSJUp4OFWodes3acSYiVrwxWJJ0ocff8qiCAAAAACIQenpGbr1ngf0xVffFrgkomTJEpo67nGd06p5vu8lJMTr2ace1D33jdDHcz8LWRZx8FC6br3rAU0a+4ja/qlVJCMBAGDCkFFvae/+Q16PISnwjuPdO7UOuX3mnMWat2iVBxOFx3oOl5UpU1rdu3VW926di/xnX3ZxB112cQetWbdBS5Yu18+/bNHefftVtkxpValcSS3PPIPHRwDELNeeB2Dl+QxWcgAAEA4rPUgOHE/d1Fqqm1pLV11e9GcdAAAAAADEIqcXRSxYsEAjR47Uxx9/LEmFXhBRpUoV9evXT3fccYcqVqwY+cEBoJCsHDaTA5K06OtvJUl1U2vqX69PiLoFEUH169bWtGdH6Nqb79Y3y1Zoyf++93okAAAAAECEHTx4SLfcdb+++mZZgUsiSpcqqRfGP6GWZ55R4L+Pj4/XuCfuV0JCvD5MmxeyLOJQerr63POgnn/6YbVve04kIgEAYMbe/YeiZlHE+3OXKj0jK+RxA9feidx6Dhxbw/p11LB+Ha/HAICo49rzAKw8n8FKDgAAwmGlB8kBAAAAAAAQOU4uinj33Xf19NNP6+uvv5ZU8IKIoOATcCWpQYMGuvfee3XjjTcqJSUlcgMDwEmwcthMDmz59Tf5fD5dfcUlUbskIsjn86nbpRfqm2UrtOmXLV6PAwBAVLm4ey/t2rXb6zEQ5eqk1tRbLz3r9RgAEJb9Bw6q9z/v05KlywtcElG2TGm9+NyTx3135bi4OI1+bKji4+P03kdzQ5ZFpKdnqO+AhzT+qWHq2I4XMwIA4CorjxtYzwEAQDis9CA5AABwh5UeJAcAAAAAAEBkOLMoIiMjQ6+88opGjRqltWvXSjr2goi83z/33HM1cOBAXXHFFUf9uwAQzawcNpMjtu3Zu0+SVLVKZY8nKZwSKcmSAu8iCwAADtu1a7d2/sGiCBxb+XJlvR4BAMKyb/8B3XznUH27bEWBSyLKlyujl55/Sk0bNyzUz/P5fBo5fLASEhL0zvtpIcsiMjIy1W/QcD3zxAO6qMP5xREJAABEgJXHDaznAAAgHFZ6kBwAALjDSg+SAwAAAAAAoPhF/aKI3bt3a8KECRo/fry2bduWu/xBOrwgIvjE2qDg1926ddPAgQPVtm3biM8NAEXNymEzOWJX+bJl9fvOXdr482avRymUNWvXS5JKlSrh8SQAAAAAgEjYu3efevUbomXf/1DgkoiKFcrplQkj1ahh/RP6uT6fT08MG6CE+Hi9+e5HIcsiMjOz9M8hj2nM40N1yYXtizISAACIICuPG1jKkZyUoO6dWns9CgDAMTPnLA7pDxd7ULLR55L7OQAACIeVHiQHvJKTk6OP5vxHC774Wjt2/qGKFcrr/HNbqWvnjoqPj/d6PAAAAAAAikzULorYvHmzxowZo2nTpmnfvn25CyIKWgiRd2FEcnKybrjhBt177706/fTTPZkdAIqLlcNmcsSm1FrVtX3HTr3+1vu6tnsXVapYweuRjmrrtu25L95JrVXD63EAAAAAAMVs95696nXHYC1fuabAJRFVKlXUK5NG6rR6dcK+xqP336OEhAS9/tb7IcsisrKy1P++EcrOzlaXizueZBoAAOAVK48bWMkxb9EqFkWcBF5QASBWzVu0SukZWc73oJU+t5IDAIBwWOlBciDStmzdpj79h2n1jz/lu/2Djz/VtFff0qSxj6pm9WoeTQcAAAAAQNGK83qAI61YsUI33nij6tWrp3Hjxmnv3r0FLoSQlO/r8uXL67777tOGDRs0ZcqUIl8SMWnSJP3+++9F+jMBIBxpC5ZrxqxFIbf36NJGnds182Ci8JAj9rQ9t5Ukaeeu3erW4za9+e5H2rt3n8dT5ffb9h168fV3dOUNfbVv/wFJUquzmno8FQAgKCcnR1NeflPp6RkRv/aceQu14ocfI35dAABQ/P7YvUc9bxt41CURVU+prOlTR5/UkoighwbfqRuvvTL3zDvvWXdWdrYGPPik3p8996SvAwAAvGPlcQMrORCeLVu36fLrbte9Dzyh92d/qoVffqMPPv5Ugx4aqct73KZftvzq9YgAUKys9CBQcNfYAAD2QElEQVQ5AABwn5UeJAciZe++/ep5+0D9sGad/H5/yMfqtevV647B2rtvv9ejAgAAAABQJBK8HiDos88+08iRI5WWliYpdBlE8Lbgwojg91NTU3XPPffo5ptvVqlSpYptvgkTJqhdu3aqXLlysV0DAArLymZicsSWLhd31Pgpr8rvDyxkGDZinIY/NV6n1U/VafXqqEqliipTppRKpKSoREqyEhMTlZiYoMTERCXExyshIV7x8XHy+eIUHx+nOF+c5Av8rhDnK3j3lV9+5eTkKDs7W9nZ2crIyFR6RoYOHDykffsOaM/evdqx8w9t3bZd6zZs0uYt2wL/7v9+z5CkbpdcEJH/PgCAY8vOztbd9z2uTz79XAu+WKypzzyuEiVSInLtjz6Zr3sffEKlS5XUC+Of1JlNG0XkugAAoPjt3LVbN94+UKvXri9wSUT1aqfo1UmjlFqrepFd84EBfZWYEK9pr72de9YdPPfOzs7R4IdHKjMzS1dd3rnIrgkAACLLyuMGVnLgxARfULHx5y0Ffj/4gop3X5ugMqWL7zkaAOA1Kz1IDgAA3GelB8mBSJj26lva+POWkMf9gvx+vzb+vEUvvPaW7r69V4SnAwAAAACg6Hm+KGLmzJl6+umntXjxYkkFL4gIyrsgomXLlho4cKCuvvpqxcUV/OLQonTo0KFivwYAnAgrh83kiB11atfQpRf9RbM+mZ/b6VlZWVq1ep1+WPOT1+PlWw4hBX7vOP/cVmrauKFHEwEAgjIzs3Tn4OGat+BL+f1+ff3td7qp3xBNG/+ESpUsUazXfn/2XA15+GllZ+do9559urHvIL3w7Ai1OqtpsV4XAABERnZ2tjKzsnKXNQT5/X7VrFFNr00apZrVqxX5dQff3UcJCQma9NIb+a7r8/mUkxO4vwwAANxm5XEDKzlQeLygAgAOs9KD5AAAwH1WepAcKG4fz/0s90yjoOeEBp+7Ovvfn3GuAQAAAAAwofg3LBxDw4YNdc0112jx4sXy+/353jntSMHvd+7cWZ9++qmWLFmiv/3tbxFZEpGdna0tWwp+twwA8FLaguWaMWtRyO09urRR53bNPJgoPOSIHUPu6aNyZUtLUr7OD/a8lx/BeYIzlSiRomGD+nn23woAEJCenqHb+j+YuyQi+IDtN8tW6B99B2nvvv3Fdu13P/xEgx8eqazs7NyO2L//gG7qN0SLvl5abNcFAACRU6VyRc2YOlaNGtbPfbKY3+9Xaq3qmj5lTLEsiQi6t9/N6nfLDfmuGxfn01MPD9Lfu3cptusCAOC6jm0aez1CoVl53MBKDhTOkS+oyPshKd8LKgAgFljpQXIAAOA+Kz1IDhSnzVu3FenfAwAAAAAg2nm6KGLt2rWSlO/FmUdubvT7/UpISFDPnj313Xffafbs2erQoUNE55w/f74OHjwY0WsCQGFZOWwmR2yoWqWyHr3/nny35V3Q4OVHUPCFOSMevFd1ateM9H8iAMARtm77TSt++FHS4SehB/9c9v0PuvH2gdqzd1+RX/et92Zr6COjlJ2dE/Iu3wcOHtJ/v/qmyK8JAAC8UbFCOU2fMlrNzzhdfr9f9VJrafrUMape7ZRiv/Zdt92oe27vlXsOPvqx+/TXLhcV+3UBAHBZ906tnTpvt/K4gZUcOD5eUAEAoaz0IDkAAHCflR4kB4pLqZIli/TvAQAAAAAQ7TxdFBEUfJFP8AU/UuBFmmXKlNGAAQP0008/6eWXX1bTpk0jPtuePXvUv3//iF8XAE6ElcNmcsSGSy5srwcH3pFvOdSR70gV6Y+8c8TF+TR8yF26rNNfPPivAwA4Up3aNfXa5FGqXLGCpNBlEctXrtENfQboj917iuyab7zzoR58fKxycvwhy4T8fr9uufFvGnBn7yK7HgAA8F7ZMqX16qRRuuryzpo+dbSqVqkcsWv37X2dhtzTR+NHDuO+KAAAheTaebuVxw2s5MCx8YIKACiYlR4kBwAA7rPSg+RAcWjdslnIG5fmFXzOUesW/G8DAAAAALAhwesBpMN3uIOfx8XF6dJLL1WfPn1UtmxZrVu3TuvWrYvILBkZGTpw4IC2bt2q7777Tu+++662bduW78VBABCN0hYslxQ4XM4r+HXw+9GOHLHhhr9doVIlS+ihJ55VekZGvt8DIi3vtUuVKqlRjw7Rhe3Pi/gcAICjO61eHb0+ZbRu6HOvtu/YFbIsYuXqtbr+1nv16qRRqlih3Eld67X/954effr5fPdTpcMddftNPdT/jptO6hoAACA6lSpZQk8MG+DJtW++/mpPrgsAgMtcO2+38riBlRw4utYtm2nOvIVHfY4EL6gAEMus9CA5AABwn5UeJAeK2m29rtWnn32R781hjnwOUFycT316/d2rEQEAgHHfr1yjBvVSlZKS7PUoAIAYERWLIqTDd8CDL/SZPXu2Zs+e7fVYnrxgFQDCZeWwmRyx4cquF6tp44Ya+sgofbdide7vAUHF2cEFXad1y+YaOXyQalavVmzXBQCEr16dWpo+dYyu7zNAv23fEbIsYvXa9bru1v56bdLTqlypYljXeHnGTI0YM+moSyLuvLWn/tmnZ5HkAQAAAAAAJ8+183YrjxtYyYGC8YIKADg2Kz1IDgAA3GelB8mBotSsyel65L67NWzEOOXkBJ7vk/8NTX16cGA/NT+jkZdjAgAAwwY/PFLjnnxAp9Wr4/UoAIAYEef1AJLyvTDU7/dHzUdwNgBwSdqC5Zoxa1HI7T26tFHndu68sw85YkPDBnU189XnNW7E/WpYv05IBx/5Ea6Cfk7wWo1Pr6/xI4dpxtQxLIkAgChXp3ZNTZ8yRtVOqSxJ+ZZFSNLanzbqulvu1fbfd57wz5726lvHXBJx9+3/YEkEAAAAAABRyLXzdiuPG1jJgVDBF1TExR0+I+MFFQCQn5UeJAcAAO6z0oPkQFG65opL9frk0fpTqzMVFxd8bpF0TqvmenXSKF13dTevRwQAAIZlZGZ6PQIAIMYkeD2AdPiFNzVr1tTpp5+uypUrKzk52ZMlDRkZGTpw4IC2bt2qFStWaP/+/RGfAQBOlpXNxOSIHZdd3EGXXdxBy77/QTM//ET/+fxLbd22Pff7wd8JTuZ3g+DvG5JUvlxZXdShra7q1lktzzwj/MEBABGXWqu6Zkwbq+tvvVdbfv0t37IIv9+vnzb+rGt7363Xp4xWtVOqFOpnTnrpDY15/sV8Pyf4pyQNuPNm9fnHtcUZCwAAAAAAFNLMOYvVvVPrfLe5dt5u5XEDKzkQ6porLlW91Fp6ZtIrWrz0O2Vn5yguzqfWLZvrn31u1J9anen1iADgOSs9SA4AANxnpQfJgaJ0dotmem3yKKVnZGj37r0qV7aMkpOTvB4LAADEgO07dnk9AgAgxkTFoohWrVpp6tSpOuuss7weJZ+srCxNnDhR/fv3V05OjtfjAMAJsXLYTI7YcmbTRjqzaSNp6F1a+9NGLfxyiZZ9/4NWrl6rDZt+UU6O//g/pADly5VR08anq3WLZjqnVXO1PPMMxcXFFfH0AIBIqVm9mmZMHaPr+tyrzVu25VvuIEkbf96ia3vfo+mTR6v6qVWP+bOem/qanp386lGXRAy++1b1vuGaYs8EAAAAAAAKZ96iVUrPyHL+vN3K4wZWciAUL6gAgOOz0oPkAADAfVZ6kBwoaslJSTqlSiWvxwAAADHix5826MCBg16PAQCIMZ4viqhRo4bmzp2rcuXKeT1KiISEBN155536/fff9dhjj3k9DgCcMCuHzeSITQ3qpapBvdTcrw8dStfGnzfr19+2a+u237X99x06ePCQ0jMydOhQhvzyKzkpSSnJSapQvpxOqVJJp1Y7RfXr1FLlShU9TAIAKA7VT62qGVPH6oY+92rTL1vzLXnw+Xz6ZfOv6nFLf702eZRq1Ti1wJ/xzKRX9Py014+6JOL+e2/XP3p0j2QsAAAAAABQCFbO28kBF/CCCgA4Nis9SA4AANxnpQfJAQAAAFc9N+U1r0cAAMQgzxdFDBw4MCqXROTVt29fFkUAcJaVw2ZyICUlWaefVk+nn1bP61EAAFHi1KpVNH3qGN3QZ4DWb/wlZFnE5q3bAssiJo1Sndo18v3bMc+/qEkvvZH79yXl+/fDBvXT9ddc7kUsAAAAAABQCFbO28kBAID7rPQgOQAAcJ+VHiQHAAAAXLJl6zaNnfiSZv/7s9znJAMAECmeL4ro0KGD1yMcV9WqVVW9enWvxwCAsFk5bCZHKO5CAgBiXdUqlTV9yhjdcNsArVu/KWRZxK/btuu6WwPLIurVqSVJGvnMFE177e18SyIk5X79yNC79PfuXbyKBAAAAAAAConHDaKLlRwAAITDSg+SAwAA91npQXIAAABgyPCn9cvmX70eI0R2To4yMzN14OAh/b5jl/7YvcfrkQAAMczTRRE+n0+pqalejlBo5cuX93oEADgpVg6byZFfqZLJRTsYAAAOqlK5oqZPHaMb+gzQj+s2hCyL+G37Dl13a3+9MmGk3vkgTS9NnylJBS6JePyB/rr6iku8igIAAAAAAE4QjxtEFys5AAAIh5UeJAcAAO6z0oPksC09I0M/rt2gX7b+qi1bf9OWX3/Tnr17dfBQug4dPKSMzEwlJSYqOSVZKcnJqlihnKqdUkVVT6msOrVrqGH9ukpM9Px9UwEAQDHa9tsOffXNsnzP940mfr/f6xEAAPB2UUTt2rVVunRpL0cotBo1aigpKcnrMQDgpFg5bCYHAAA4UqUK5TV9ymj1vG2gfvjxp5BlEb/v2KW/3tBXmZlZkkKXRMTF+fTkQwP11y6dvIoAAAAAAADCZOW8nRw4UbygAgCij5UeJAcAAO6z0oPksGPP3n367L9f68vF/9N3K1dr7U8blZ2dHfbPi4+PV73UmmrRvInanttK553TUuXKlinCiQEAgNdu+NvlWvjlEknRu5ThyOcjAwAQaZ4+4r9+/XovL39C0tLSvB4BAIqElcNmcgAAgCNVKF9Or//fsoiVq9eGLIvIyMiUFHooGx8fp5HDB6vbJRd4NToAAAAAADhJVs7byYFj4QUVAOAGKz1IDgAA3GelB8nhrgMHD+q9j+Zq1ifztXTZCmXn5EgqmhdRZmVlac26Dfrxp416672PFRfnU4tmTdTtkgvU7dILVapkiZO+BgAA8FbHdm1Uv25t/bTh53zP/Y02wecqAwDgBd4aAgBikJXDZnIAAIAjlStbRq9PHqUb+w7S8pVrQpZF5OX3+5UQH69Rjw7RZRd38GhiAAAAAABQVKyct5MDefGCCgBwk5UeJAcAAO6z0oPkcMv+Awc14YXpmvH2B9p/4KCk0LOMongxpd/vz/252dl+fbNshb5ZtkJPj5+m667upj69rlXpUiVP+joAAMA7N11/le5/dEzu84EBAEB+LIoAgBhl5bCZHKEu7t5Lu3btLrrhYFKd1Jp666VnvR4DAIpFmTKl9cqEkbrpzqH63/JV+ZZFBPn9fiUkJGjciPt18QV/9nBaAAAAAABQlHjcILpYyeEFXlABAO6z0oPkAADAfVZ6MFZy/PebHyM+U1Ga+9kXGvb4OP2+c1e+s4yCzjFO5sWeR3vTGEnau2+/Jr/8pt75IE1PPjRA7dv+KezrAAAAb11x2UUaN+Fl/b5zF8siAAAoAIsiACCGxcqheazl2LVrt3b+waIIHFv5cmW9HgEAilWZMqVVu2Z1/W/5qtzbjlwWUbpUCaXWqu7FeAAAAIXy/co1alAvVSkpyV6PAgCAU3jcILpYyRFJvKACAOyw0oPkAADAfVZ6MBZyJCe5+xKPsRNe0qSXZignJ3C+cLRzh6JQ0ELNI99E5vcdu3TLXQ9oyN19dNP1VxXZtQEAQOQkJSbq+msu19iJLxXJAm0AAKyJ83oAAIC30hYs14xZi0Ju79GljTq3a+bBROEhBwAACPL7/ep//wh9mDYvZHtw8HOfz6c/du/VDbcN0Iof3H4nBgAAYNfgh0fq5y1bvR4DAAAnWTlvJ0fsGTvhJd0x4CFt37Ezd/Fp3hc6+P3+fB8no6Cflfd6eV9Q8eLr75x0NgCIVVZ6kBwAALjPSg9az9G9U2sPpjl5T42brIkvBpZEHO0sozgd7YzD7/fryXGTNeGF6cV6fQAAUHyuu6abSpZIkVTwUu28j2148QEAgJdYFAEAMH9oTg4AAGJHTk6O7h76mD5Mm3fMJ7gH/bF7r3reNlDLV672amQAAICjysjM9HoEAACcZuW8nRyxgxdUAIBdVnqQHAAAuM9KD1rP4ZpX33xP0157W5JCzjO8cOT5ht/v17iJL+tfs+Z4Mg8AADg55cqWUfdunUN+tzhyUcORC7KL8+PIOQAA8EqC1wMAAKJD2oLlkgKH5HkFvw5+P9qRAwCA2JWdna27hj6mTz79PN+Dznk/lw4/ABy8fc/efbrx9kF68bkndVazxt4MDwAAUIDtO3Z5PQIAAM6zct5ODvuCL6g4ckGEVwpaFjFu4ss6tWoV/bVLJ8/mAgCXWelBcgAA4D4rPWg9hyt+/GmDRj47JeQFktH0gsng2cbwkc+pdcvmqlm9mtcjAQCAE3TT9Vdpxjsf5C7blg4/llG5UgWVL1dWJVKSFRdXvO+r7vcHnq+ckZmp/fsPaPuOncrMzCrWawIAcCwsigAA5LJ+aE4OAADsysrK1p2Dh2vuf77I90Bz8IHe5OQkjXp0iN55P02f/ffrfMsifD6f9u7br3/cMVgvjn9CLc88w8MkAAAAAT/+tEEHDhz0egwAAEywct5ODrt4QQUAxA4rPUgOAADcZ6UHredwwYjRk5SenhHybt7RJPj8oP37D+j+R0frlYlPez0SAAA4QTWrV9NFHc5X2twFub93NGvSUGMev091atf0dLaVq9dq1Php+nzREk/nAADEJhZFAADysX5obi3HslWbIj4TAADRJjMzS30HPKT/LPwq5MnzwSURE0YNV7vzWuuCduep36DhmrdgUciyiP37D6hXvyGaOu5xndOquUdpAAAAAp6b8prXIwAAYEqsPG5ADjfxggoAiC1WepAcAAC4z0oPWs8Rzb5ftUYLv1yS7129k5IS1ei0emrYoK6qVztFp1SppMSEyL5s5VB6hvbvP6CNP2/WshWr9cOadbnfW7T4f1r2/Q86s2mjiM4EAABO3i09r1Ha3AXy+/1KSU7W5LGPqUrlil6PpSanN9C0Z0fo+j4DtGSpG797AgDsYFEEACCE9UNzSznKlErxYiQAAKJGekaGbu8/TJ8vWlLgkogSKYGD4DbntJAkJSYm6PmnH9ZdQx7VnPkLQ5ZFHDhwUL3/OVSTxz2mNq1beBEJAADEuC1bt2nsxJc0+9+fRdU7SAMAYEEsPG6Q9/vRzkqOk8ULKgAgNlnpQXIAAOA+Kz1oKUdyUoK6d2rt9SiF8vHcBbmf16ldQ3fe2lMXtG+jkiVKeDhVqHXrN2nEmIla8MViSdKHH3/KuQYAAA5qfkYjnX1WU32zbIVantkkKpZEBMXFxal/317qcUt/r0cBAMQYFkUAAApk6dBcspujawdewAoAiF3p6Rm69Z4H9MVX3xa4JKJkyRKaOu5xndOqeb7vJSTE69mnHtQ9943Qx3M/C1kWcfBQum696wFNGvuI2v6pVSQjAQCAYjRk+NP6ZfOvXo8RIjsnR5mZmTpw8JB+37FLf+ze4/VIAACYZv1xA3K4hxdUAEDsstKD5AAAwH1WetBKjnmLVjmzKGLR199Kkuqm1tS/Xp8QdecZQfXr1ta0Z0fo2pvv1jfLVmjJ/773eiQAABCm3j2v0ZL+w5SYmOj1KCFaNG+i+Ph4r8cAAMQYFkUAAI7KyqG59RwAAMSigwcP6Za77tdX3ywrcElE6VIl9cL4J9TyzDMK/Pfx8fEa98T9SkiI14dp80KWRRxKT1efex7U808/rPZtz4lEJAAAUMy2/bajwN8dooXf7/d6BAAAYob1xw3I4RZeUAEAsc1KD5IDAAD3WelBKzlcseXX3+Tz+XT1FZdE7ZlGkM/nU7dLL9Q3y1Zo0y9bvB4HAACE6YL256leai2tW7/J61FCxMfHq2qVSl6PAQCIMXFeDwAAiG5pC5ZrxqxFIbf36NJGnds182Ci8FjPAQBALNl/4KBuunPoUZdElC1TWi9PGHnUJRFBcXFxGv3YUF1x2YW5SyKCL9D0+XxKT89Q3wEPad4CuhcAAAtu+NvluZ/7/f6o+5CUu7QqWpdZAABgifXHDcjhDhdfUCGJF1QAQBGy0oPkAADAfVZ60EoOF+zZu0+SVLVKZY8nKZwSKcmSAm9QAwAA3NXr+qu0ees2rd/4s9ejhEj5v983AACIFBZFAACOy8qhufUcAADEgn37D+imfkO0ZOnyApdElC9XRq9MHKkzmzYq1M/z+XwaOXywrrq8c4HLIjIyMtVv0HD9e/7CIs8CAAAiq2O7Nqpft7ak/AsZoulDUu7vIgAAoPhZf9yAHG7gBRUAAMlOD5IDAAD3WelBKzmiXfmyZSVJG3/e7PEkhbNm7XpJUqlS0b2sEwAAHNtfu1ykihXK6e33PvZ6lBBxcbxcFwAQWTQPAKBQrByaW88BAIBle/fu0z/6DtK3y1YUuCSiYoVyem3SKDVt3PCEfq7P59MTwwbo71deVuCyiMzMLP1zyGP6eO5nRZYFAAB446brr8rteb/fH5UfAAAgsqw/bkCO6McLKgAAQVZ6MBZynH/2iT0WBQCAa2Khz13KEc1Sa1WX3+/X62+9rx07d3k9zjFt3bZdb777kXw+n1Jr1fB6HAAAcBKSk5L01MODdO1VXb0eJcTst6bptHp1vB4DABBDWBQBACg0K4fmlnJ8OH+p12MAABARu/fs1Y19B2nZ9z8UuCSiSqWKen3KaDVqWD/sazx6/z26/prLC1wWkZWVpf73jdCsT+adVA4AAOCtKy67SFUqVZSkkN8pAABA7LL0uAE53MMLKgAAeVnpQes5unZo4cE0AAALOrZp7PUIhWa9z13LEa3anttKkrRz125163Gb3nz3I+3du8/jqfL7bfsOvfj6O7ryhr7at/+AJKnVWU09ngoAAJys9m3PUa0ap3o9BgAAnkvwegAAgFvSFiyXFDgkzyv4dfD70c5KjoVL1vAEBACAeX/s3qMbbx+klavXFrgkouoplfXapKdVN7XWSV/rocF3Kj4+Xq+88W7usgifzxdYFpGdrQEPPqns7BxdfumFJ30tAAAQeUmJibr+mss1duJLLIoAAAD5WHncgBzuaXtuKy353/e5L6i489aeuuyi9ipTprTXo+X6bfsOzfpkvqa++v+0b/8B+Xw+XlABAMXISg9azwEAQDi6d2qt9Iws53vQSp+7liMadbm4o8ZPeVV+f+D8YNiIcRr+1HidVj9Vp9WroyqVKqpMmVIqkZKiEinJSkxMVGJighITE5UQH6+EhHjFx8fJ54tTfHyc4nxxki+w8D3OV/B7ovrlV05OjrKzs5Wdna2MjEylZ2TowMFD2rfvgPbs3asdO//Q1m3btW7DJm3esi3w7/7vDWMkqdslF0Tkvw8AAAAAAMWNRREAgBNm5dDcSg4AACzbuWu3brx9oFavXV/gkojq1U7Rq5NGKbVW9SK75gMD+ioxIV7TXns7ZFlEdnaOBj88UpmZWbrq8s5Fdk0AABA5113TTZNffkMHD6Xndn1eXi+QOHIeAAAQOVYeNyCHW3hBBQCgIFZ60HoOAADCYaUHyQFJqlO7hi696C+a9cn83MfdsrKytGr1Ov2w5ievxyvwccDzz22lpo0bejQRAAAAAABFi0URAICwWDk0t5IDAACrsrOzlZmVlbusIcjv96tmjWp6bdIo1axercivO/juPkpISNCkl97Id12fz6ecnMCD2gAAwE3lypZR926d9dr/ey+k5/OK5MKGY80BAAAiy8rjBuRwBy+oAAAcjZUetJ4DAIBwWOlBckCShtzTR58vWqw9e/fnPs7l9/ujYjn6kc81KlEiRcMG9fNwIgAAAAAAihaLIgAAYbNyaG4lBwAAFlWpXFEzpo7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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mfu.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
}