paper_note/lynx/end_to_end_hybrid.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 279,
   "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",
    "    \"#364F6B\",\n",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\", \"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2100x2333.33 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 1.8), ncols=1, nrows=3, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name = [\n",
    "    \"ModelA\\n4TP+2DP\",\n",
    "    \"ModelA\\n8TP+2DP\",\n",
    "    \"ModelB\\n4TP+2DP\",\n",
    "    \"ModelB\\n8TP+2DP\",\n",
    "    \"ModelC\\n4TP+2DP\",\n",
    "    \"ModelC\\n8TP+2DP\",\n",
    "    \"ModelD\\n4TP+2DP\",\n",
    "    \"ModelD\\n8TP+2DP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MFU\n",
    "data_a = {\n",
    "    labels_name[0]: [53, 53, 65],  # 22.64\n",
    "    labels_name[1]: [53, 53, 65],  # 22.64\n",
    "    labels_name[2]: [35, 35, 48],  # 37\n",
    "    labels_name[3]: [35, 35, 48],  # 37\n",
    "    labels_name[4]: [53, 53, 65],  # 22.64\n",
    "    labels_name[5]: [53, 53, 65],  # 22.64\n",
    "    labels_name[6]: [53, 53, 65],  # 22.64\n",
    "    labels_name[7]: [53, 53, 65],  # 22.64\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "# overlapping rate\n",
    "data_b = {\n",
    "    labels_name[0]: [54, 62, 12],\n",
    "    labels_name[1]: [54, 62, 12],\n",
    "    labels_name[2]: [52, 62, 12],\n",
    "    labels_name[3]: [52, 62, 12],\n",
    "    labels_name[4]: [52, 62, 12],\n",
    "    labels_name[5]: [52, 62, 12],\n",
    "    labels_name[6]: [53, 62, 12],\n",
    "    labels_name[7]: [52, 62, 12],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "# communication baseline\n",
    "data_c = {\n",
    "    labels_name[0]: 70,\n",
    "    labels_name[1]: 70,\n",
    "    labels_name[2]: 70,\n",
    "    labels_name[3]: 70,\n",
    "    labels_name[4]: 70,\n",
    "    labels_name[5]: 70,\n",
    "    labels_name[6]: 70,\n",
    "    labels_name[7]: 70,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_d = {\n",
    "    labels_name[0]: [124, 124, 128],  # 22.64\n",
    "    labels_name[1]: [124, 124, 128],  # 22.64\n",
    "    labels_name[2]: [124, 124, 128],  # 37\n",
    "    labels_name[3]: [124, 124, 128],  # 37\n",
    "    labels_name[4]: [124, 124, 128],  # 22.64\n",
    "    labels_name[5]: [124, 124, 128],  # 22.64\n",
    "    labels_name[6]: [124, 124, 128],  # 22.64\n",
    "    labels_name[7]: [124, 124, 128],  # 22.64\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "for x_label, y_data in data_a.items():\n",
    "    group_positions[x_label] = []\n",
    "    for i in range(len(y_data)):\n",
    "        group_positions[x_label].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for x_label, positions in group_positions.items():\n",
    "    group_centers[x_label] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(d)')"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for x_label, y_data in data_a.items():\n",
    "    positions = group_positions[x_label]\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",
    "        ax[0].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[0].set_xticks(list(group_centers.values()))\n",
    "ax[0].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[0].set_ylim(0, 100)\n",
    "ax[0].set_yticks([0, 50, 100])\n",
    "ax[0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[0].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
    "ax[0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
    "ax[0].set_title(\"(d)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(e)')"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "total_label = \"Total Communication Ratio\"\n",
    "\n",
    "for x_label, y_data in data_b.items():\n",
    "    positions = group_positions[x_label]\n",
    "    for i, (pos, value, diff_value, color, edgecolor, label, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            list(data_c.values()),\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            legend_labels,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "\n",
    "        ax[1].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            edgecolor=edgecolor,\n",
    "            hatch=hatch,\n",
    "            #label=local_label,\n",
    "        )\n",
    "\n",
    "        ax[1].bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            bottom=value,\n",
    "            color=\"#E3E3E3\",\n",
    "            edgecolor=edgecolor,\n",
    "            width=bar_width,\n",
    "            label=total_label,\n",
    "        )\n",
    "\n",
    "        if total_label is not None:\n",
    "            total_label = None\n",
    "\n",
    "ax[1].set_xticks(list(group_centers.values()))\n",
    "ax[1].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[1].set_ylim(0, 100)\n",
    "ax[1].set_yticks([0, 50, 100])\n",
    "ax[1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[1].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
    "ax[1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[1].set_ylabel(\"Overlapping Ratio (%)\", fontsize=g_label_fontsize)\n",
    "ax[1].set_title(\"(e)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(f)')"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for x_label, y_data in data_d.items():\n",
    "    positions = group_positions[x_label]\n",
    "    for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        ax[2].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            edgecolor=edgecolor,\n",
    "            hatch=hatch,\n",
    "            label=local_label,\n",
    "        )\n",
    "\n",
    "\n",
    "ax[2].set_xticks(list(group_centers.values()))\n",
    "ax[2].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[2].set_ylim(0, 150)\n",
    "ax[2].set_yticks([0, 50, 100])\n",
    "ax[2].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[2].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
    "ax[2].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[2].set_ylabel(\"Throughput (tokens/s)\", fontsize=g_label_fontsize)\n",
    "ax[2].set_title(\"(f)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f360b558800>"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax[0].legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize,\n",
    ")\n",
    "\n",
    "ax[1].legend(\n",
    "    ncol=1,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACFYAAAlACAYAAACvgiTnAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAuIwAALiMBeKU/dgABAABJREFUeJzs3Xd4VMX79/HPpkIIHaT33hFBQESKSheQjqA0QUEUpCjqV5oFUZDebBTpoKhIE+koRToISA0l9BJCSCAhOc8fPOyPsOckm2STTXm/rmsv2ZlzZu5ds23OPTM2wzAMAQAAAAAAAAAAAAAAwIGHuwMAAAAAAAAAAAAAAABIrkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAAAAAAAAALJFYAAAAAAAAAAAAAAABYILECAAAAAAAAAAAAAADAAokVAAAAAAAAAAAAAAAAFkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAAAAAAAAALJFYAAAAAAAAAAAAAAABYILECAAAAAAAAAAAAAADAAokVAAAAAAAAAAAAAAAAFkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAAAAAAAAALJFYAAAAAAAAAAAAAAABYILECAAAAAAAAAAAAAADAAokVAAAAAAAAAAAAAAAAFkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAXO3HihL744gu39X///n0tXbpU9erVk81mU+HChWM8fubMmTpw4EDSBAcAAAAAQApDYgUAAAAAAICLXL58Wd27d1fp0qX1008/JXn/Fy5c0PDhw1WoUCG1bdtWGzdudOq8v/76S08++aS6dOmi8+fPJ26QAAAAAACkMCRWAAAAAAAAJJBhGJo8ebJKlSqlmTNnqmnTplq2bFmS9b9hwwa1bdtWhQoV0ogRI3ThwoU4nf/ll1/qpZde0pw5c1S2bFlNmzZNhmEkUrQAAAAAAKQsNoNfyQAAAAAAAPF28eJFdenSRWvXrpWfn5++/fZbvfLKK4neb3BwsObMmaNp06bp8OHDMR5bqFAhBQQExNrmmDFj9P777ysqKkrPPvus5s+frwIFCrgoYgAAAAAAUiYSKwAAAAAAAOJp8+bNatOmja5evaqCBQvq119/VeXKlRO933nz5unNN99USEiIU8c7m1ghSb///rvat2+v0NBQZc+eXfPnz1eDBg0SEC0AAAAAACkbW4EAAAAAAADEw+zZs/Xiiy/q6tWrKlq0qP7+++8kSaqQpGLFiqlZs2aaPXu2Nm/erGnTpilbtmwuabtZs2ZauXKl/P39df36dTVu3Fjjxo1zSdsAAAAAAKRErFgBAAAAAAAQR+PHj9e7774rScqfP7+2bNmiwoULuzWmhQsXqmPHjqZ1cVmx4qENGzaoYcOGioiIkCR99NFH+vTTTxMaJgAAAAAAKQ4rVgAAAAAAAMTBo0kVvr6++u2339yeVCFJLVu2lJ+fn8vaq1evnr777jv7/c8++0xDhgxxWfsAAAAAAKQUJFYAAAAAAAA4af78+RowYID9/rhx4/Tkk0+6MaL/ky5dOhUvXtylbb722mvq0qWL/f7o0aM1bdo0l/YBAAAAAEByR2IFAAAAAACAE7Zs2aLu3bvr4a6qjRs3Vu/evd0cVXTZs2d3eZuTJk1SkSJF7Pfffvtt/f777y7vBwAAAACA5IrECgAAAAAAgFhcunRJbdu21b179yRJPj4+Gj9+vHuDMuHv7+/yNjNmzKh58+bJw+PBMFJkZKQ6dOigY8eOubwvAAAAAACSIxIrAAAAAAAAYhAVFaVOnTrp8uXL9rK3335bJUuWdGNU5nx9fROl3Zo1a6pjx472+3fu3FGnTp0UERGRKP0BAAAAAJCckFgBAAAAAAAQg7Fjx2r9+vX2+76+vho0aJAbI7Lm7e2daG2PHDkyWvu7du3S0KFDE60/AAAAAACSCxIrAAAAAAAALJw8eVLDhg2LVtapUyflzp3bTRHFzNPTM9HaLlq0qHr27Bmt7Msvv9S2bdsSrU8AAAAAAJIDEisAAAAAAAAsvPnmmwoLC4tW1q9fPzdFEzsPj8Qd6hkwYIBsNpv9flRUlPr16yfDMBK1XwAAAAAA3InECgAAAAAAABPLly/Xn3/+Ga2sXLlyqlixopsiit2jSQ+JoVixYnr++eejlf3zzz/68ccfE7VfAAAAAADcicQKAAAAAACAx0RGRur99993KO/QoYMbokle2rZt61D24YcfKjQ01A3RAAAAAACQ+EisAAAAAAAAeMy8efN05MgRh3KzpIK0pmXLlg4rYwQGBuq7775zU0QAAAAAACQuEisAAAAAAAAeYRiGvvzyS4fy/Pnzq1SpUm6IKHl54oknTLdDGT9+vCIjI90QEQAAAAAAiYvECgAAAAAAgEesXLlS//77r0N5vXr1kjSOQ4cO6YsvvlCLFi1UokQJZc6cWd7e3sqVK5cqVaqk3r17a+XKlW5JZjB7Lk6fPq1ly5YleSwAAAAAACQ2EisAAAAAAAAeMX36dNPypEqs+PXXX1WzZk1VqFBBH3zwgX777TedOHFCwcHBun//vq5cuaIDBw5o+vTpatq0qSpXrqw//vgjSWJ7qFatWqbl48aNS9I4AAAAAABICl7uDgAAAAAAACC5uHjxolatWmVaV7169UTt+/z58+revbvWrl3rUFeoUCEVLVpUfn5+OnbsmI4fP26vO3TokBo2bKiRI0cmanyPeuqpp0zL//77b50+fVpFihRJslgAAAAAAEhsrFgBAAAAAADw/82bN890a4306dOrVKlSidbvpk2bVKVKFYekinbt2mnXrl0KCAjQ+vXr9fvvv+vYsWM6fPiwunfvLg+P/xvaGTp0qJYsWZJoMT6qSJEiyp49u2ndwoULkyQGAAAAAACSCokVAAAAAAAA/98vv/xiWl6+fHl5enomSp9r1qxR48aNdfXqVXtZ+vTp9dNPP2nRokWmq0OUKVNG33//vdavXx8twSE0NDRRYjRTpkwZ0/JFixYlWQwAAAAAACQFEisAAAAAAAAkXb16Vdu2bTOtq1ixYqL0uXv3brVq1UphYWH2svTp02vFihVq1apVrOfXqVNH69evV4YMGRIlvpiULl3atHz//v3RtioBAAAAACClI7ECAAAAAABA0p9//qmoqCjTumLFirm8v2vXrqlFixYOq0x88cUXqlevntPtVKxYUV9//bWrw4uVVWKFJG3cuDHpAgEAAAAAIJGRWAEAAAAAACBp69atlnVFihRxeX+9evVSYGBgtLL69evr7bffjnNbPXv2TJTkj5iUKFHCsm7z5s1JGAkAAAAAAImLxAoAAAAAAABJf/31l2WdqxMrlixZomXLljmUjx07VjabLc7t2Ww29erVyxWhOS1fvnyWdVu2bEnCSAAAAAAASFw2wzAMdwcBAAAAAADgTuHh4fLz81NkZKRp/fnz52NMJIiLsLAwlSpVSufOnYtWXr16dW3fvj3e7V66dEl58uQxrStUqJACAgLi3XZc+5OkwMBA5c2b16V9AgAAAADgDqxYAQAAAAAA0rxjx45ZJlVIUo4cOVzW1zfffOOQVCFJb7zxRoLazZ07t8uSP5yRK1cueXt7W9b/999/SRYLAAAAAACJicQKAAAAAACQ5h09etSyzt/fX76+vi7pJzIyUmPGjDGte/HFFxPcfqVKlRLchrNsNpuyZctmWX/ixIkkiwUAAAAAgMREYgUAAAAAAEjzzpw5Y1nnytUqVq5cqfPnzzuU586dW/nz509w+zlz5kxwG3GROXNmy7rjx48nYSQAAAAAACQeEisAAAAAAECad+nSJcu6DBkyuKyf+fPnm5ZXq1bNZX0kpSxZsljWnT59OukCAQAAAAAgEZFYAQAAAAAA0ryYEitctQ3I/fv3tXr1atO6okWLuqSPpBZTYsWtW7eSLhAAAAAAABIRiRUAAAAAACDNCwkJsazz8fFxSR8HDhxQUFCQaV1MW2okZ+nSpbOsi+k5BQAAAAAgJSGxAgAAAAAApHl37961rHNVYsWuXbss62Ja+SE58/b2tqwjsQIAAAAAkFqQWAEAAAAAANK88PBwy7qoqCiX9HH8+HHLuowZM7qkj6QWU2JFaGhoEkYCAAAAAEDiIbECAAAAAACkeTGtShEREeGSPs6dO2dZd+/ePZf0kdRiSqzw9PRMwkgAAAAAAEg8JFYAAAAAAIA0L0OGDJZ1rkqsuHXrVrzqkrOYVvNIly5dEkYCAAAAAEDiIbECAAAAAACkef7+/pZ1rkqsiGlVipSaWBHTY0qfPn0SRgIAAAAAQOIhsQIAAAAAAKR5MSVWhISEuKQPX19fy7qrV6+6pI+kFh4eblmXM2fOJIwEAAAAAIDEQ2IFAAAAAABI8/Lly2dZd/PmTZf0kTFjRsu6ffv2uaSPpBZTYkXu3LmTMBIAAAAAABKPl7sDQPITEhKi48eP69KlS7p8+bKCg4N17949hYeHy9fXV35+fkqfPr2yZMmiQoUKqWDBgsqRI4e7wwYAAAAAIN6KFy9uWRccHCzDMGSz2RLUR/78+S3rDh06pPDwcPn4+CSoj6QWU9JJ3rx5kzASAAAAAAASD4kV0N69e7V+/Xpt2bJFe/bsUWBgYJzb8PPzU5UqVVSjRg3VrFlTL774ojJkyJAI0QIAAAAA4HoxJVZERUUpODhYmTNnTlAfJUqUsKyLiIjQvn379PTTTyeoDyuGYSRKu9evX7esK1myZKL0CQAAAABAUiOxIo0KDAzUtGnTtHDhQp0+fdpeHt+Bljt37mjr1q3aunWrJCldunRq3LixOnTooFatWsnDg11nAAAAAADJV0xJD5J08eLFBCdWPPXUUzHWL1y4MNESK6KiohKl3WvXrlnWlSlTJlH6BAAAAAAgqXG1O405c+aMOnfurKJFi2rUqFE6deqUDMOw32w2W7xvj7YTFhamZcuWqX379ipWrJimTJmiu3fvuvvhAwAAAABgyt/fP8YVFuKzuuPjqlSpoixZsljWz507VxEREQnux8z9+/dd3mZERIRu3bplWufp6anSpUu7vE8AAAAAANyBxIo0IjIyUsOGDVOZMmW0YMECRUREmCZSSHFbteJhIoUky0SLM2fO6J133lHZsmW1atWqRHl8AAAAAAAkVO3atS3rzp8/n+D2vby81LRpU8v6q1evatGiRQnux8y9e/dc3uaZM2csxxAqVaokPz8/l/cJAAAAAIA7kFiRBpw+fVo1atTQp59+qrt370ZLqDBjVW51bEztPJpkERAQoGbNmqlbt24KDw+P12MBAAAAACCxxJRYcfbsWZf00aNHjxjrBw0apJs3b7qkr0eFhoa6vM2AgADLulq1arm8PwAAAAAA3IXEilRux44dql69uvbs2WOaUPHo9h2P3ry9veXv76/s2bMrb968KlCggPLmzavcuXMrS5YsSp8+fYznPz5j5dEEizlz5qh+/fq6ceNGkj4XAAAAAADEJKbEiv/++88lfdSrV09Vq1a1rL98+bIGDBjgkr4ede/ePZevWnH69GnLurp167q0LwAAAAAA3MnL3QEg8ezcuVMNGzZUcHBwtMSGh3Lnzq3q1aurTJkyKlu2rIoWLapcuXLpiSeeUMaMGWNt3zAM3b59W0FBQbp69aouX76sc+fOKSAgQMePH9eBAwd08uRJh61CDMPQtm3b1KJFC61bt04+Pj6J9hwAAAAAAOCsokWLqmzZsjp8+LBDnVlZfI0ePVrPP/+8Zf2sWbNUuXJl9evXL07thoeH6/jx45b1Z86cUcmSJePUZkyOHTtmWu7r66sGDRq4rB8AAAAAANyNxIpU6sKFC2rRooU9qeJhckOtWrXUoUMHPf/88ypdunSC+rDZbMqUKZMyZcqkggULmh4THBysv//+WytXrtQvv/yi8+fP2+P5+++/1adPH3333XcJigMAAAAAAFdp3769hg0b5lD+33//2VeCTKj69eure/fu+uGHHyyP6d+/vyIiIjRo0CCn2rxz545atWqlv//+2/KYFStWuDSxYv/+/abl9erVk7+/v8v6AQAAAADA3WzG43s2IFVo2rSpVq1aZR/w6dSpkz766COVKlXKbTEZhqFly5Zp6NCh9pk+NptNa9euVf369d0WFwAAAAAADx07dszyt/N///3nssSE0NBQPfPMM5bJCQ+1bdtWkyZNUq5cuSyP+euvv9SjR49YtyvJkSOHNm3apLJly0qSdu3apfv376tGjRpxfwCScuXKpStXrjiUz5w5U127do1XmwAAAAAAJEckVqRCGzZs0PPPPy+bzaacOXNq4cKFyWpv04iICPXr10/Tp0+XJFWqVEl79+51c1QAAAAAADzw1FNPac+ePQ7lc+fOVadOnVzWz/nz51W7dm0FBATEeFyGDBnUrVs3vfzyy6pcubIyZsyowMBA7d69W7NmzdKKFStkGIYKFy6sggULavPmzZZteXh4qFChQrp27Zpu376tRo0aadWqVXGO/dKlS8qTJ49DecaMGXXx4kVlyJAhzm0CAAAAAJBcebg7ALje1KlTJUmZMmXS5s2bk1VShSR5e3tr6tSp6tKliyTpwIEDWrt2rZujAgAAAADggT59+piW79ixw6X95M+fXxs3blSZMmViPO7OnTuaPHmynn/+eWXPnl0+Pj4qUqSI2rRpo99//12GYahq1ar666+/VKRIkRjbioqK0unTp1WmTBnNmDFDixYtilfsW7duNS1v3749SRUAAAAAgFSHxIpUJioqyr4FyIcffujSvVNdbcqUKfbZLUuWLHFzNAAAAAAAPNC5c2fTrTc2bdrk8r4KFSqkbdu2qV27dvE632azqW/fvtq6davy5s0b47E5cuRQ//79dfDgQe3YsUO9evVSpkyZ4tXvxo0bTWPp379/vNoDAAAAACA5I7EilTl16pRCQ0MlSW3atHFzNDHz8/PTm2++KcMwtGXLFneHAwAAAACAJMnX11d9+/Z1KD948KCuXbvm8v4yZ86sRYsWafny5apYsaLT59WrV09///23Jk2aJF9fX9NjPDw81LBhQy1evFiBgYEaN26cypcvn+CYzRIrmjZtqnLlyiW4bQAAAAAAkhsvdwcA17px44b93wUKFHBjJM6pUaOGpAf7ygIAAAAAkFz07t1bX375pW7fvm0vMwxDK1eu1GuvvZYofTZr1kzNmjXT1q1btWzZMm3btk3Hjx9XUFCQPD09lSNHDpUuXVrPPfec2rRpo7Jly1q2VbhwYXXr1k3dunVz+fjA2bNndfjwYYfyjz76yKX9AAAAAACQXJBYkco8uoTntWvXlDt3bjdGE7uIiAhJDwanAAAAAABILrJnz67//e9/ev/996OV//LLL4mWWPHQs88+q2effTZe586aNUuzZs1ybUCPWbx4scPv+NatW9snTwAAAAAAkNqwFUgqU6hQIfn4+EiSfv31VzdHE7uHW4DkyZPHzZEAAAAAABBd//79Vbx48Whlq1at0s2bN90UUfKwcOHCaPe9vb01atQoN0UDAAAAAEDiI7EilUmfPr2eeeYZGYah4cOHJ8rer65y8eJFzZgxQzabjVktAAAAAIBkx8fHR2PGjIlWdvfuXc2ePdtNEbnfoUOHtHv37mhl7733nkqUKOGmiAAAAAAASHwkVqRCPXv2lCRduXJFL7zwggIDA90ckaOrV6+qWbNmCgoKkiS1adPGvQEBAAAAAGCiRYsWat++fbSyr776SmFhYW6KyL3Gjh0b7X7JkiX18ccfuykaAAAAAACSBokVqVC7du1Urlw5SdKBAwdUoUIFzZ4922H/U3eZP3++KlWqpH379slms6lkyZJq3ry5u8MCAAAAAMDUjBkzVKhQIfv9CxcuaMKECW6MyD0uXryo+fPn2+97eXlp5syZ8vX1dWNUAAAAAAAkPhIrUiFPT099++238vT0lM1mU1BQkLp3767ixYtr/PjxOnPmTJLHdPToUX3++ecqWbKkXn31VV26dEmGYchms2nq1Kmy2WxJHhMAAAAAAM7InDmz5s2bJ09PT3vZ6NGjdfPmTTdGlfSGDRum8PBw+/2RI0fqmWeecWNEAAAAAAAkDZuRXJYxgMvNmDFDvXv3ls1ms69W8TCBoVy5cnrmmWf05JNPqmLFiipUqJDy5MnjkgQHwzB05MgR7d69W7t379aaNWt07Ngxe92jcYwYMUL/+9//EtwnAAAAAACJbdy4cRowYID9/iuvvKJ58+a5MaKks3v3bj399NOKioqSJDVu3FgrVqxgogQAAAAAIE0gsSKV+/jjj/XZZ5/ZBzoe/d/9+OCHp6encufOrfz58yt//vzKnTu3/Pz85Ofnp/Tp09v/K0l3796130JCQnThwgUFBgbq/PnzOnv2rO7evWtv16xPwzA0aNAgffnll4n22AEAAAAAcLUBAwZo3Lhx9vtz585Vp06d3BhR4ouIiFCtWrX0zz//SJIqVqyorVu3KmPGjG6ODAAAAACApEFiRRrw7bff6q233lJkZKS9LKb/7QmZbWLW7qPtGYYhb29vjR07Vn379o13PwAAAAAAuINhGOrYsaMWLVokScqUKZP279+vwoULuzewRDRw4EB9/fXXkqQCBQror7/+UoECBdwcFQAAAAAASYfEijRi+/bt6tmzp/79999YEycS8icRU9uGYahChQr6/vvvVbVq1Xj3AQAAAACAO4WHh6tDhw5atmyZpAcrOGzZskWZMmVyc2Su99NPP6lNmzaSHiRVbNy4UUWLFnVzVAAAAAAAJC0PdweApFGjRg3t3btXn3/+ubJlyxbrihXxvZkxDEP58uXTxIkTtWfPHpIqAAAAAAApmo+Pj5YsWaLu3btLkg4cOKCWLVsqLCzMzZG51tq1a+3bnJQoUUKbNm0iqQIAAAAAkCaxYkUaFBoaqmnTpmnq1Kk6ffq0pIRt//G4R/+kypQpo8GDB6tz587y8vJyWR8AAAAAACQHn3/+uT7++GNFRUWpTp06+v333+Xv7+/usBLszz//VIsWLRQaGqrnnntOy5YtU7Zs2dwdFgAAAAAAbkFiRRq3Y8cOLVy4UKtXr9axY8ccVrKIz7YhlStXVvPmzfXSSy/pqaeecmm8AAAAAAAkN+vWrdMrr7yiK1euqHLlylq+fLny58/v7rDibfLkyXr33XcVGRmpfv36afTo0fLx8XF3WAAAAAAAuA2JFbC7ceOGtm3bpv379+v06dMKCAjQ+fPnFRwcrNDQUIWGhsowDPn7+ytjxozKmDGjsmbNqlKlSqlcuXIqV66cKlWqpFy5crn7oQAAAAAAkKSuXLmivn37asmSJcqdO7cWLVqk5557zt1hxcmNGzfUr18/zZ07V/ny5dN3332nRo0auTssAAAAAADcjsQKAAAAAAAAF/nll1/Ur18/BQYGatSoURo8eLC7Q3LKypUr1a1bN3tyxfDhw1PFliYAAAAAALgCiRUAAAAAAAAudPfuXU2YMEGrVq3Sxo0b3R2OU15//XVFRETo448/VvHixd0dDgAAAAAAyQqJFQAAAAAAAIng7t27SpcunbvDcEpYWJjSp0/v7jAAAAAAAEiWSKwAAAAAAAAAAAAAAACw4OXuAJB8hYWF6fLlywoODta9e/cUHh4uX19f+fn5KX369MqSJYuyZs3q7jABAAAAAAAAAAAAAEg0JFZAhmFoz5492rJli/bs2aPDhw/r+PHjCgkJifXcDBkyqGDBgipcuLCeeuop1ahRQzVq1CDhAgAAAAAAAAAAAACQKrAVSBr2559/asGCBfrll18UFBRkL4/Pn4TNZov275o1a6p9+/Zq06aNcufO7YpwAQAAAAAAAAAAAABIciRWpDGGYej777/X119/rf/++89e9rhHEyWcadPqfE9PT7Vv317vv/++ypcvH8+oAQAAAAAAAAAAAABwDxIr0pD169frnXfe0ZEjR6IlQ1glUTjzp+HMuQ+PadeuncaNG2dfweLKlSu6evWq0/FLUnBwsHbt2qVMmTIpS5YsKlCggHx9fePUBgAAAAAAAAAAAAAgZbl3757OnTtnv1+nTh1lyZIlSfomsSINCA8P1+DBgzVlyhQZhiHDMOK0IkVCPfwTs9lsypQpk8aPH68uXbpo+PDhGjFiRJLFAQAAAAAAAAAAAABIHX755Re1aNEiSfrySpJe4DbXrl1TixYttH37dntCxeNJFYmRW/NoHw//bRiGbt26pe7du+vAgQPy9/d3eb8AAAAAAAAAAAAAALgSiRWp2JUrV1S/fn371h+PJjg8lDlzZpUpU0Zly5ZV0aJFlStXLj3xxBPKmTOnfH197TdPT09FRkYqKipKd+/e1b179xQSEqLg4GAFBQXp6tWrunz5ss6dO6eAgAAdP35cN27ciBbPo/2PHz9eTz31VNI9GQAAAAAAAAAAAAAAxAOJFalUeHi4WrRoocOHD9tXqTAMQ+nTp1eTJk30/PPPq169eipVqlSixXDhwgXt2bNHW7du1cqVK3Xo0CFJsseye/duffjhh3rllVecbvPw4cNq166d/f4vv/yi4sWLuzx2AAAAAAAAAAAAAEDyceLECbVs2dJ+v0CBAknWt81IjH0g4HaDBw/W2LFj7UkMRYoU0fvvv6+OHTsqY8aMbonpxIkTmjhxor7//nvdvXvXnuhx8OBBFS1a1Kk2/v33X5UvX95+/9ChQypXrlxihQwAAAAAAAAAAAAASAbcea3YI0l6QZI6fvy4xo8fL5vNJg8PDw0fPlz//fefevXq5bakCkkqXry4Jk6cqP3799u3Abl7967effddt8UEAAAAAAAAAAAAAEBMSKxIhSZMmKDIyEh5eHhowYIFGjp0qLy8ks+uL8WLF9eGDRtUrVo1GYah33//XYcPH3Z3WAAAAAAAAAAAAAAAOCCxIhX66aefZLPZ1KtXL7Vp08bd4ZjKkCGDFi1apHTp0kmS5syZ4+aIAAAAAAAAAAAAAABwRGJFKnP+/HldvnxZktSzZ083RxOzwoULq1u3bjIMQ3/++ae7wwEAAAAAAAAAAAAAwAGJFanMpUuX7P8uW7asGyNxTqNGjSRJp0+fdnMkAAAAAAAAAAAAAAA4IrEilfH19bX/OywszI2ROMfPz0+SFBoa6uZIAAAAAAAAAAAAAABwRGJFKpM/f37ZbDZJ0ubNm90cTez2798vScqRI4ebIwEAAAAAAAAAAAAAwBGJFalM1qxZVb58eRmGoZEjRyoqKsrdIVkKDw/XjBkzZLPZ9OSTT7o7HAAAAAAAAAAAAAAAHJBYkQp17txZkrRnzx516dIl2SZX9OrVS8ePH5ckNWnSxM3RAAAAAAAAAAAAAADgiMSKVKhXr17Knj27JGn+/PmqVauWTpw44eao/k9AQIAaNGigH3/8UZKUOXNmezIIAAAAAAAAAAAAAADJCYkVqVDmzJn11VdfyTAMSdKOHTtUrlw5de3aVXv37nVbXH///bd69OihMmXKaN26dTIMQzabTZ999pn8/f3dFhcAAAAAAAAAAAAAAFa83B0AEkfXrl21efNmzZo1SzabTREREfrxxx/1448/qlChQmrWrJmeeeYZPfnkkypZsqRsNpvLYzh37px2796tNWvW6Ndff9Xly5clyZ7wYbPZ1Lx5c/Xu3dvlfQMAAAAAAAAAAAAA4AokVqRi33zzjc6dO6d169bJZrPZExoCAgI0ZcoUTZkyRZLk6+ur/PnzO9xy584tPz8/+fn5KX369Pb/StLdu3ftt5CQEF24cEGBgYE6f/68Tp8+rT179uj69ev2WB72LckeS+3atTVv3rwkfEYAAAAAAAAAAAAAAIgbEitSMS8vL61YsULdu3fX/Pnzo61K8Wiiw927d3XixAmdPHnSZX0/2r4kh75btWqluXPnKl26dC7rEwAAAAAAAAAAAAAAV/NwdwBIXD4+Ppo7d66++uorpUuXLto2HI/fDMNw2e3xtqUHCRXp0qXT+PHjtXTpUpIqAAAAAAAAAAAAAADJHokVacTAgQN14MABNWjQwJ788DizZIv43h71sK9WrVrp8OHDeuedd5LkMQMAAAAAAAAAAAAAkFAkVqQhxYoV0+rVq/X333+radOm0VaYsBLbyhSxnefl5aXXXntNBw8e1NKlS1WoUKHEeGgAAAAAAAAAAAAAACQKL3cHgKRXo0YNLV++XGfOnNGCBQu0aNEi7d+/P9oxD1edeHz1CSuPJll4enqqVq1aeumll9ShQwfly5fPdcEDAAAAAAAAAAAAAJCESKxIwwoVKqQhQ4ZoyJAhunz5sv7++2/9/fff2r9/v06fPq1z584pPDw8xjZsNpuKFCmicuXKqVy5cqpUqZIaNGigrFmzJtGjAAAAAAAAAAAAAAAg8ZBYAUlSrly59PLLL+vll1+2lxmGoStXrig4OFihoaEKDQ2VYRjy9/dXxowZlTFjRmXOnFne3t5ujBwAAAAAAAAAAAAAgMRDYgUs2Ww25cqVS7ly5XJ3KAAAAAAAAAAAAAAAuIWHuwMAAAAAAAAAAAAAAABIrkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAAAAAAAAALJFYAAAAAAAAAAAAAAABYILECbrdlyxaFhYW5OwwAAAAAAAAAAAAAAByQWAG3q1u3rk6fPu3uMAAAAAAAAAAAAAAAcEBiBdwqLCxMhmG4OwwAAAAAAAAAAAAAAEyRWAG3CgwMlM1mc3cYAAAAAAAAAAAAAACYIrECbrV582Z3hwAAAAAAAAAAAAAAgCUSK+A2hw4d0ocffujuMAAAAAAAAAAAAAAAsOTl7gDgWrt379aUKVPcHYapqKgohYeHKzg4WIGBgTp06JAiIyPZCgQAAAAAAAAAAAAAkGyRWJHKhISEaNasWck+WcEwDHeHAAAAAAAAAAAAAABArNgKJJWpU6eOqlatKsMwkvVNUrJP/gAAAAAAAAAAAAAAgMSKVGjEiBGSHiQuJOcbAAAAAAAAAAAAAADJHYkVqVDjxo1Vo0YN+8oQVttuuHO1CgAAAAAAAAAAAAAAUgIvdweAxDFy5Eg1aNBA0v9tuWEYhmw2m5544glly5ZN6dOnV7p06eTh4SFPT89Ej+n+/fuKiIjQ7du3deHCBd26dSvR+wQAAAAAAAAAAAAAICFIrEilXnjhBdWuXVtbtmyRJGXPnl2TJk1S8+bN5efn5+boHli9erXat2+vkJAQd4cCAAAAAAAAAAAAAIAptgJJxUaOHCnpwYoVX3/9tTp06JBskiokqVGjRvr000/dHQYAAAAAAAAAAAAAAJZIrEjF6tSpo/r160uSypUr5+ZozDVs2NDdIQAAAAAAAAAAAAAAYInEilRu5MiRMgxDR48edXcopvLly+fuEAAAAAAAAAAAAAAAsERiRSr3zDPPqEGDBlqyZIm7QzGVIUMGGYbh7jAAAAAAAAAAAAAAADBFYkUaMHLkSP31118KDQ11dyimZs+erfz587s7DAAAAAAAAAAAAAAAHHi5OwAkvqefflrnzp2Tr6+vu0Mx9eqrr7o7BAAAAAAAAAAAAAAATLFiRRqRXJMqAAAAAAAAAAAAAABIzkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAAAAAAAAgAUSKwAAAAAAAAAAAAAAACyQWAEAAAAAAAAAAAAAAGCBxAoAAAAAAAAAAAAAAAALJFYAAAAAAAAAAAAAAABYILECAAAAAAAAAAAAAADAAokVAAAAAAAAAAAAAAAAFkisAAAAAAAAAAAAAAAAsEBiBQAAAAAAAJAMrVixQmfOnHF3GAAAAACQ5nm5OwAAyVf7vp8oKPiOu8OAG2XJlEGLJn/s7jAAAAASTcPW3XTz5i13hwE3ypo1s9b8NNPdYQAODhw4oGbNmqlDhw5asGCBu8NBGhQ+aJB0+7a7w4A7ZcwonzFj3B1Fotq3b59CQkIS3I6Hh4e8vLzk7e2tDBkyyN/fX9mzZ5evr68Loky5tm7dmqDzPT095e3tLW9vb/n6+ipr1qzKmjWrfHx8XBQhAADOI7ECgKWg4DsKCk74DwsgOStcuHCcZoAVK1ZMx44dk4dH0i/6ZBiGypQpo//++8/pcwoVKqSAgIDECwqApVmzZqlbt24ua69Lly6aNWuWy9qTeA8EJOnmzVu6EURiBVK/Hj16aPbs2S5rr06dOlq3bl2Mx2zatEnPP/98vPv44Ycf9Nprr2n48OEaMWJEvNt53LBhwzR8+HCXtZdYJk+eLEn6+eefdfnyZeXKlcvNESHNuX2bxAqkekOHDtXhw4cVHBysa9euyTAMl7afMWNG5c+fX0WKFFGZMmVUsWJF1axZUyVKlEhw2ynh87Fr164yDENBQUG6ceOGy9rNkiWLihUrphIlSqh69eqqV6+eKlWq5LL2AWfYbDaXtufq9x8ArsdWIACANO3kyZMKCgrS/v37NX78eOXLly/W43/66ackii663377LdYLii1atNDatWt1/fp1RUVFcUERcKOHA0jh4eEKCAjQN998o0KFCjl1brly5TRhwgTt2LFDFy9eVFhYmGbOdP1sat4DASDtGDZsmNatW6fp06erc+fO8vPzU2RkZJxutWrV0vTp07Vx40bNmDEj1j6rVq2qXbt2aePGjfr2229VunTpGNv39PRUp06dNGfOHG3cuFEvvfSSpAcXjgzD0N27d3Xs2DGNHTtWOXLkcOpx16xZU99884327NmjK1euKCwsTMOGDUvQc5kUbt68qXnz5kmSwsPD9f3337s5IgBInX777TedOHFCV65c0aVLl/TZZ5+5dDWE27dv68iRI1q5cqXGjh2rLl26qGTJksqfP7969+6tv/76K95tp4TPxxMnTujkyZO6fv26Tp8+rf79+7vkYnRQUJB2796thQsX6t1331XlypVVqVIlzZ07l4vTSDKGYSgqKko3btzQ2rVr1axZM6fOy5AhgwYOHKhVq1bp1KlTun37tiIiIhI5WgCuYDP4lEEK8u+//6p8+fL2+4cOHVK5cuXcGFHq1vC1IaxYkcZlyeSvNXO+cHcYSermzZt68cUXtXv3bstjqlWrpp07dyZhVA/Url07xiUU+/fvr3HjxiVhRADi6tq1a6pevbpOnTplecw777yjMWPGyNvbOwkje4D3QKRFT9dvxYoVaVy2LJm1c/3P7g4jyYWGhmrs2LH64osvFBoaGuvxLVu21M8//5ygiyHBwcGqXLmyTp8+bdr+119/rSJFijjV1unTp1WlShUFBQVZHjN69GgNHjzY5bMJk8LYsWM1aNAg+/1ChQrp1KlTblk1CmlX+BtvsGJFWpcxo3ycSKRLbZYuXaq2bdua1nl5ealChQqqWrWqqlatqvLlyytHjhzKkSOHMmfOrLCwMAUFBenUqVM6ePCgtmzZojVr1sT4eVW1alV98cUXCVrl6aGU8Pn41Vdf6b333jOtK1WqlLp27apy5cqpePHiyps3r/z9/XX79m1duXJF27dv14oVK/TTTz8pMjLStI3q1atr0aJFTk9sAFypf//+mjBhgmV9mTJltGLFCqe/8wJw5M5rxSRWIEUhsSJpkViBtJhYIUl79+5VlSpVYjxm/fr1qlevXhJFJO3cuVPVq1e3rPf29tb169eVMWPGJIsJCfPbb78pU6ZMqlu3rrtDQRKbOHGi+vXrZ1r39NNPa9u2bW69aMJ7INIaEiuQVhMrHtq/f79atGgR69ZQv//+u5o2bZrg/vr06aNp06bZ73t5eWncuHHq27dvnNsaMGCAZVJdmzZttGTJknjH6U5RUVEqWbKkTp48Ga38119/VfPmzd0UFdIiEiuQVhMrJKlAgQI6f/68Q3mdOnW0cePGOLV17949/f777xo9erT++ecfy+MaN26smTNnJnjrp+T++RgaGqqsWbMqPDzcoc7ZLTCPHz+uPn366M8//zStz5Ytm9asWaOqVasmNFwgTm7evKkcOXIoKirKtP7gwYPRrnEBiDt3XismzR0AgMc8+eSTyp8/f4zHfPnll0kUzQNfffVVjPXlypXjgmIKcv/+ffXu3TvOgzFIHWrWrGlZ16xZM7fPROU9EADSlkqVKmnz5s2xzup01fZKZ8+etf/b09NTCxYsiFdShRTzZ2pKTkBYtWqVQ1KFJE2dOtUN0QBA2vTUU0+5rC1fX1+1bt1aO3fu1JIlS5Q3b17T41atWqUnn3xSmzdvTlB/yf3z0c/PT2XKlElQGyVKlNDq1av15ptvmtbfuHFDDRo00OHDhxPUDxBXWbNmVenSpU3rihYtSlIFkMKRWAEAgIlSpUrFWL969WodPHgwSWI5deqUli1bFuMxBQoUSJJY4BrLly/XhQsX3B0G3KRgwYKWdcllKUjeAwEgbSlYsKDWrVun7NmzWx4zffr0BO9Zvn//fq1evdp+f9q0aWrTpk2820sJn6nxMWnSJNPyP/74wzThAgDgerElm8dXmzZtdOjQITVq1Mi0/uLFi3r++ef1+++/x7uPlPD56Irn19PTU1OmTFGTJk1M62/evKmOHTvq3r17Ce4LiAur12Byef0BiD8SKwAAMJEjRw77v632nEyqGdvjxo2z7xtpFYu/v3+SxALXiGmvRaR+Ma2skDVr1iSMxBrvgQCQ9hQrVkyLFy+Wl5eXaf2hQ4f03Xffxbv9sLAwde7c2f6ePmjQIPXs2TPe7Ukp4zM1ro4fP64//vjDtM4wDE2fPj2JIwKAtClDhgyJ1nbWrFm1YsUKy8/B+/fvq23bttqwYUO82k8Jn4+uen49PDz03XffKX369Kb1Bw4c0Iw0up0N3MfqNZhcXn8A4o/ECgAATPj6+tr/3bhxY9NjFi5cqHPnziVqHDdu3NDMmTMlST4+PnrhhRdMj/Px8UnUOOA627dv16ZNm9wdBtwoXbp0lnWPvve4E++BAJA21a9fX59//rll/XvvvRfvVbfefPNNHTp0SJLUsGFDjR49Ol7tPColfKbG1ZQpU2JcGWTmzJm6e/duEkYEAGlTTJ8xruDh4aEZM2aoe/fupvV3795Vy5YtdebMmTi3nRI+H135/ObJk0c9evSwrB83bpzL+gKcYfX3nVxefwDij8QKAABMPDor+o033lCmTJkcjrl//76+/vrrRI1j2rRpunPnjiSpY8eOlvtwImWIjIzUu+++6+4w4GYeHtZfwa1mCSc13gMBIO0aNGiQZSJbUFCQ3njjjTi3OWXKFM2ZM0fSgyWQFyxYEOPnobNSwmdqXNy5c0ezZs2K8Zjr169r0aJFSRMQAKRhVqvlubqP6dOnq06dOqb1wcHBeu211xQVFRWndlPC56Orn98WLVpY1gUEBOjIkSMu7Q+IidVrMLm8/gDEH4kVAADEIlOmTOrVq5dp3XfffaebN28mSr/37t2Ltr/yoEGDEqUfJJ0vvvhC27dvd3cYQJzwHggAaYvNZtPs2bOVPXt20/rff/9ds2fPdrq9bdu22RNL06VLp6VLl7IMsoU5c+bo1q1bkh6s6lG1alXT46ZNm5aUYQEAEpG3t7d+/PFHZc6c2bR+8+bNmjhxYhJHlfLUqlUrxvpdu3YlUSQAgNSMxAoAAJzQr18/eXt7O5SHhIRo6tSpidLnjz/+qMuXL0t6sBR/+fLlE6UfJI1t27ZpxIgR7g4DiBfeAwEgbcmbN6+mTJliWd+/f38FBgbG2s6lS5fUpk0bRURESJImTZqkKlWquCzO1ObR5/ztt9/WW2+9ZXrcjh07tHfv3qQKCwCQyAoUKKBPP/3Usv6zzz5TSEhIEkaU8qRPn950pcWHrly5koTRAABSKxIrAABwQv78+dWxY0fTukmTJrl8n2PDMKItsT948GCXto+kdfjwYTVr1sx+UQFIaXgPBIC0p3379mrbtq1pXVBQkOVqRg/dv39f7dq104ULFyRJ3bp10+uvv+7yOFOLDRs26N9//5UkFS9eXE2aNFGHDh2ULVs20+NjSnwBAKQ8vXr1UuHChU3rrl27Fm01P5jz8/OzrIuMjEzCSAAAqRWJFQAAOMlqGfrLly/HaTlkZ6xYscK+/+NTTz2levXqubR9JJ3//vtPDRo00I0bN9wdCpAgvAcCQNozdepU5cqVy7Ru5cqVmjlzpuW5AwcO1JYtWyRJlStXTrQVjlKLRy+YvfXWW7LZbEqXLp26d+9uevyCBQvs24YAAFI+Hx8f9e3b17J+3Lhxun//fhJGlLJERUXp6tWrlvVPPPFEEkYDAEitSKwAAMBJFSpUUKNGjUzrxowZo6ioKJf1NWbMGPu/rS5mJoarV69q2rRpatu2rUqXLq1MmTLJ29tbuXLlUoUKFdStWzctWbJEoaGhLu33r7/+0tChQ/Xcc8+pSJEiypgxo3x9fZUrVy499dRT6tmzpxYvXqywsDCX9is92Gdz2LBhaty4sYoWLaps2bLJy8tL/v7+ypcvn+rUqaN3331Xa9asifP/4zVr1qhWrVqWS2WfPXtWW7duNb3Ftkzlzp079dZbbyl79uyy2WwO9Xfu3NHo0aNVsWJFpUuXTjly5FD79u11/PjxOD0GSTp58qRGjRqll156SYULF5a/v7+8vb2VLVs2ValSRV27dtW8efN0+/btOLdtJjw8XPPnz9dzzz0nm82m4cOHmx539+5dzZ49W02bNlWuXLnk7e2tnDlzqkGDBpo9ezYzUlwsLbwHAgCiy5Ejh2bMmGFZ/+677+r8+fMO5fPnz7fvB58lSxb99NNPSpcuXaLFmdKdO3dOv/32myTJ399f3bp1s9f17t3b9LteaGioZs2alVQhAgCSQJcuXUy3YJQejNesX78+iSNKOU6ePBnjGECFChVc3ufBgwc1dOhQNWjQQPnz55efn598fX2VM2dOVa9eXW+88YZ+/vln3bt3L07tnjx5UkePHo3zLbZVUq9du+ZUO3Ed89u1a5f+97//qV69esqfP7/Sp0+v9OnTq1ChQqpVq5Y+/vhj7dixI05tPi4gIECffPKJSpQoIZvNpo0bN0arNwxDCxYsUJ06dZQxY0b5+/urbt26Wrt2bYL6TWkKFy4sm80W51tsAgICnGqna9euMbazceNGdejQQb6+vqpbt67lcWvXrlXnzp1VuHBh+fr6KnPmzKpevbo+//xzBQUFxe1JAVzMy90BAACQkgwePFirV692KD9x4oR+/vlntWnTJsF97N69W5s2bZL04Aux1RLMrnTx4kUNGzZMs2bNMv0hduXKFV25ckWHDh3SrFmzlDt3bg0bNkw9e/aUp6dnvPtdtWqVhg0bpn/++cde5u/vr5w5c+ratWv2fvfs2aPvvvtOGTNmVP/+/TVo0KAY9850xpYtWzRgwADt2rXLtP7OnTu6c+eOLly4oM2bN2v8+PEqWrSoPvvsM3Xo0CHGts+cOaMRI0Zo1qxZMgzD8riZM2dazvScOXOmww+S8+fPa+7cuZo9e7aOHj1q2e6+ffvUpk0bnTx50l527949LV68WGvWrNHWrVtVvnz5GB+DJG3btk3Dhg2z/CF68+ZN3bx5U3v37tXs2bPl7++vnj176uOPP1bWrFljbf9xJ0+e1IwZMzRz5kxdu3YtxmN/+uknDRgwQGfPno1Wfu3aNa1du1Zr167VxIkT9euvvyp//vxxjgXmUut7IADAWosWLfTqq6/qxx9/dKi7deuWevbsqVWrVtnLDh48qJ49e0qSbDab5syZo6JFiyZZvCnRtGnT7BeDXnvtNWXOnNleV7RoUTVs2ND083f69Onq169fksUJAEhcOXLkUK1atRwuGj+0ePFiNWjQIGmDSiF++eUXy7qcOXOqSpUqLutr1apVGj58uHbu3Glaf+3aNV27dk07d+7UN998o+zZs6t///4aOHCg0qdPH2v7zz//vM6cORPnuE6fPm25nYwkTZ48WSNGjIi1nQ0bNsR40fuhP//8Ux9++GG0Mb1HnT17VmfPntXff/+tTz/9VPXq1dOXX36pqlWrxtq2JN2+fVtLly7V7NmztXnzZsvxtRs3bqhDhw4OY1ebNm3S5s2bNWvWLL322mtO9ZnSbd68WT/99JPGjh1rOclLkjw9PfX555+rU6dOyps3b6ztFi5cWGFhYTpz5ow++ugj/fTTT9Hqa9eurREjRqh69eoO5968eVOzZ8/WjBkzYhzLlKT9+/erT58++vvvv6OVh4eHa+fOndq5c6fGjx+vJUuWqE6dOrHG7IrX0fDhw5163XTp0oWk5zSCFSsAAIiD+vXrW/4Y++qrr1zSx6PtvPvuuwlKXHDG4sWLVbZsWX377bcyDENt27bVDz/8oLVr12r58uX6+OOPVaBAgWjnXLp0Sb1799ZLL70Ur1UKIiIi9M4776hJkyb2H2BPP/20NmzYoFu3bunUqVO6deuWtm7dGu2L8u3bt/XJJ58oc+bMltnRXl5eatKkSYz9/+9//1PdunXtSRUeHh7q0KGD5s2bp/Xr12vZsmX64IMPHJa+PnXqlDp27Kj//e9/MbY/bNgwzZw5M8akCmeFhoZq7ty5evHFF1WoUCF98MEHMf4Q2b59u+rUqRMtqeJRt27d0gcffBBrn71799Yzzzxj/2FaokQJjRgxQitWrNDq1av1zTffqFWrVtFm04SEhGjcuHEqVaqUVq5c6dTju3//vpYtW6aGDRuqRIkS+uqrr2JMqggPD1ePHj3Upk0bh6SKx+3Zs0cNGjRw2UoaSJ3vgQCA2E2cOFH58uUzrVu9erW+//57SVJQUJBefvll+0zHIUOG6KWXXkqyOFOie/fu6dtvv7XfN1sG/q233jI99+jRo1q3bl2ixQYASHpWqwRKipbIiP8THh4e7bP0cX369HFqVn5srl+/rtatW6tJkyb2pIrKlSvryy+/1OrVq7VixQpNmTJFDRo0kIeHR7TzPv74Y5UvX96plRv27NmjFStWqGnTprEe+9577ykwMFCGYcSYVCE9uEB87949HTt2TM2bN49WlyNHDs2cOVOBgYGxXrC+e/euevTooRdffFH//POP8ubNq0GDBmnp0qVav3695s6dq86dO8vHxyfaeRs2bFDNmjU1ffp0y7ajoqK0du1avfrqq8qdO7e6d++uTZs2WY6vXbt2TbVr17acEGQYhvr37x/rah6pRcGCBfXuu+9q3759KlWqlOVxvXr10nvvvad8+fI5/dpIly6dSpUqpVGjRkUrr127tv7880/Vq1dPfn5+9vIdO3aoW7duypcvn959991YkyqmTJmip59+2iGp4nFXr15VkyZNtH///hiPO3TokA4cOKARI0Yoe/bsMR7r4eGhb775Rjdu3HB4HX388cf677//1LBhQ4fzMmXKpGHDhuno0aP65ptvYuwDqQeJFQAAxNHgwYNNy3fu3Gk5q8BZAQEBWrp0qSQpa9as6tGjR4Lai83nn3+u9u3bKygoSE8//bT+/fdfLV68WN26ddMLL7ygZs2aaeTIkTp+/Lj69+/vcP6qVatUu3ZthYSEON3n/fv31bx582j7SL/88svaunWr6tata//xabPZVKtWLW3YsCHacsixiYyMtMyWlx7s9/3ZZ5/Zty3w8fHRr7/+qgULFuiVV15RvXr11LJlS33++ec6fvy46Rfnzz77TMuXL7fs4+FKFY/eChUq5HDcsGHDHI57eOvatasOHTqkXLly6dVXX9Wff/4Z61YLp06d0ksvvaTg4OAYjzt9+rRl3fXr11W7dm37D10fHx9NmDBBR44c0dChQ9WkSRM1bNhQPXv21E8//aQjR444ZKRfvXpVzZo10+TJk2OMY+LEiSpUqJBatWqlP/74I9ZElFu3bumFF17QDz/8EONxj3oYN1wnNb0HAgCckyVLFn333XeW9QMGDNCZM2fUuXNne3Jn/fr19cknnyRViCnWwoUL7UmlL7zwgsqUKeNwTJMmTSwvlkybNi0xwwMAJLGYZvNfuHBBV69eTcJoUobRo0dbbnv6xBNPmI5nxdXp06dVtWpV/fzzz5IeXFCdP3++9u7dq8GDB6thw4Zq0qSJ+vTpozVr1uiff/5xuLB96tQp1alTx96GlWzZsqlJkyb6/fffNW7cOMvjnnrqKY0ePdqpFQce8vHxUYkSJTRhwgR7mZeXl5YvX66uXbsqb968MV5oDwoKUp06dfTDDz/IZrNpyJAhOnHihL766iu1bt1a9erVU6dOnfTjjz/q33//ddiC5f79++rdu7fpd8SoqCiVKFFCDRo00Ny5c2PdkiQ8PFwvvfSSDh8+HONxN2/e1K1bt2I8JrXJkSOHli5dKl9fX9P6smXLxrvtRycveXl5afbs2dGSaP788089+eSTqlGjhmbNmhXrts4Pk1/69u2r8PBwp2IIDQ1Vjx49Yhwn9ff3V4UKFTR06FAdOHBA5cqVszy2UqVK6tmzp+nqu56enipZsqQ+/fTTaOV58uTR33//reHDh6tUqVIOiURIvUisAAAgjtq2bWt6kVySvvzyywS1PW7cOPsywL1791aGDBkS1F5MJk+erI8++kiS1LBhQ23evFklS5Y0PdbX11fjxo0zfXz79+9X9+7dne73jTfeiLaUcf78+TV79mzLfURtNptmzJhhuXWFr69vtJufn59q1qxpeuwvv/yir7/+OlrZ+++/r2bNmpkenzFjRi1evFi5c+d2qPvwww9Nz3GlkiVLatGiRbp69apCQkKiJaM8LiIiQu3bt1dYWJgWL16smzdv6vPPPzf9Yl+7dm3TNm7fvq369etrz549kh489wsWLNA777xjuWpAsWLFtHnzZtWvXz9auWEYevvtt2OcNWKz2dShQwfNmjVLo0aNinF7l9u3b6tRo0basmWLsmbNqvfee0/btm1TcHCwQkNDtXv3bnXu3Nn03GnTpjH45EKp5T0QABA3jRo1sm/x8bjg4GBVq1ZNK1askCTly5dPCxcuZNUhJ0yZMsX+77ffftv0GA8PD7355pumdb/++qsuXLiQKLEBAJJe5cqVY6zft29fksSRUixcuFDDhw83rfPw8NDcuXOVJUuWBPURGBio5557TgEBAZIejEOtXr1aHTt2tDynSpUq2r59u8NY1r1799S+fXunVx/p37+/OnXqZFqXkK3WLl26ZP/3W2+9pRo1asR6TkREhBo3bmxfreOHH37QqFGjLLc3KV68uP766y/TtocNG+YwYcnDw0MzZszQ2bNnFRYWpnXr1sW4zezgwYO1fft2ffzxxwoKCtKSJUuUJ08eh+NKly6tHDlyxPr4Upvy5ctbvjZiS0aJyaNbKrdo0UJFihSJVu/r66uKFSvqm2++0YwZM2JcOUN6sFrbhAkT5OXlpc6dO2vVqlW6evWq7t27pxMnTmjEiBGmY5u7d+/W77//7lTMefPm1erVq03/PqQH29bcu3cvxjYe3fonc+bM+uOPP2JM1kDqRWIFAABx5OnpqXfffde0btWqVTp06FC82r1586Z9Jr6vr6/lwKor7N27VwMHDpT0YM+5xYsXW2YxP2rQoEGqV6+eQ/mSJUu0cOHCWM9fuXKlw2oDffr0UcaMGWM8z9vbWxMnTnQot9lsWr16te7evWu/3blzR7/99ptpO++9955DWZs2bWLsO1OmTOrVq5dD+aFDhyy323AVHx8fNWnSRDly5FCGDBnUt29fvfDCC6bHjho1Snv37tUvv/yitm3bKkuWLPrggw+0fft2PfXUU/bj6tat67Bs30M9e/bUgQMH7Pdff/11tWrVyqk4ly1b5vBjSnpwcXz79u2m57399tsaO3asunTpoiFDhuizzz4zPS4iIkKtWrXS9u3b9frrr+vUqVMaPXq0atSooYwZMyp9+vSqUqWKfvzxR/Xp08fh/Hv37mnOnDmxPg44JzW8BwIA4mfs2LGWyXUPkxi9vb21ZMkS5cyZMylDS5F27NhhX2mtSJEilsm+ktSjRw/T7+v3799n6WEASEWyZ88eY4J5bMvppxVRUVEaP368Xn31VdNZ615eXvr+++/14osvJqif+/fvq3379jp//ry9bOjQoZYTeh6VJUsWrVq1SpkzZ3Zos127djGuJvqozz//XF5eXg7lp06dcup8Mw+3b/X29tb777/v1DkfffSRfXxnwIAB6tq1a6znZMyYUbNmzVK6dOmilRuGoW7dujmsgPvCCy+oQIECSpcunerXr28fu3zcpk2bNGnSJA0dOlQjR45U5syZ1aZNG+3fv1/t2rWzr7pRuHBhLViwwKnHlxoNHDhQxYsXdyj/9ddfY10V18rDVUYlmY6X1q5dW7Nnz1bPnj3Vq1evaMc/bvjw4Zo6dapq1aqlQ4cO6ccff1SjRo2UI0cO+fj4qFixYho6dKjmzp1ren5Mk7kelz9/fi1atMg08fv69evRVnF5XEhIiH0s1cPDQwsWLLCcAIjUj8QKAADioUePHpZZ0/GdsT19+nT7D4qHewkmhrt376pjx4725dU+++yzGFcKeJTNZtOwYcNM6z777LMYt3IwDMP0B1FMA8iPqlevnkOW88NVEZyxZ88e06UhnXnsTZo0MS1PSIZ3fD399NOm5Z9//rmGDh3qkHjx5JNPateuXTpy5IiOHz+uDRs2mM7WWLhwoRYtWmS/7+PjY5nZbiZTpkwOq4FID7Zm6d69e6yZ35Is92CfPHmyNm3apDlz5ujbb7+NcbbJJ598Yjpb4s8//4y1fzgvJb8HAgDiL2PGjPaln60MGzbMqYsNULTVyN56661o+7E/LkeOHGrXrp1p3bfffqv79++7PD4AgHvky5fPsu7mzZtJGEnyExUVpTVr1ui5557Tu+++a/r5lzdvXvvWFgk1ZswY/fXXX/b7OXPmtJxoYCZ//vymYyshISF6/fXXY90SVZIKFiyotm3bOpTv2bMnWsJHXDycHNW6dWvLWfyPWr9+vcaMGSPpQfKP1digmVKlSqlDhw4O5devX491SzOrMbBRo0apfv36Ds9tzpw5tWjRIp0/f14HDhzQsWPHYl0FJjXz9vbWxx9/7FB+4cIF/frrr3FuLyAgwD6+VrhwYacSl8qXL2+6pd2ePXs0YsQI9e3bVxs3boxxZYu2bds6bEMsSRs2bIhTgkjt2rUtVyAePny45QS6//3vf/bX2vDhw9W4cWOn+0TqQ2IFAADx4O/vr969e5vWLVy4UOfOnYtTe+Hh4faBVZvNZpmR7Qrz5s3Tf//9J0nKmjWr6Y+zmDz99NOmg+mHDh3Spk2bLM/btWuXw8wKb29v032krZgNJh86dCjaj1wrVl+OY7ow8JBVjI8unZhUsmXLZlpevHhxffDBB5bnlS5d2jRLXZLCwsIcZig0a9YsTvt0SlLLli3VoEEDh/IjR47o888/j/X8AgUKmF5QCAsL088//6xXX3011jayZcumunXrOpTHdxUFmEvJ74EAgISpX7++3nrrLcv6tWvXOnWRIK27cuWKlixZIkny8/NTjx49Yj3HbGUuKf6D4wCA5CmmVT1v3bqVhJG4T1RUlG7duqVz585p9+7d+v7779WnTx8VKVJEjRo1Mh0HypgxowYOHKgjR46oUaNGCY7h0qVLDmMZr776quXWF1b69u1rumXA+vXrNWvWLKfaMPvuZRhGvFbn3LBhg33ikdVWY48bNmyY/ftdhw4dnJ6g9ZDZRXEp+pZoZqzGwGw2m7755hvLMb28efOqQoUKltsOpyUdO3ZUgQIFHMq/+uqrOLf1/fff2/8OXn/9dafGVCWZrnh3+/ZtffDBB5o0aZLpiiyPM1tR986dO06v/PLQ0KFDo63s+1BYWJjeeOMNh/JNmzbZV1GuX7++fVttpF0kVgAAEE9vv/226XK8ERERGjduXJzamjdvni5evCjpwQXt0qVLuyRGM48ubfbiiy/G+UdG+vTpLVcMiGlVALN97zJnzuzUl+eHqlatalq+YcOGWM+1+tHnzDLVmTJlkr+/v0O5OwY0rH7AjxkzJt4/GL///nudPXs2WlmLFi3i1ZbZdivSgxmZd+7cifFcDw8P0yVP+/Xr5/TKJpL5D/aLFy/Ge5lDmEup74EAgIQbPXq0ZcLmpk2bYh0kh/TNN9/YV5B79dVXndr/vUaNGnryySdN66ZOnerK8AAAbhTThfvg4OAkjCTpzZ49WzabTZ6ensqSJYsKFiyoqlWr6vXXX9e0adMcxi58fHxUt25dTZ48WYGBgRozZkycL/pbGTNmjG7fvh2tLD5jJV5eXparXHz55ZdOJaTWqlVLlSpVcij/5ptv4jzWMWPGDEkPJhHVqVMn1uP37NmjrVu32u83bdo0Tv1Jspy4c+bMGZ04ccLyPKvXQr9+/VS0aNE4x5EWeXt7a8CAAQ7l27Zti3GC3OMiIyPt27d6eXmpe/fuTp9r9pqsWrWqU5OwHrJKzonrqi1eXl6aNWuWfHx8HOrWrVsXbduR4OBgdenSRYZhKEeOHJo7d26MK8whbeAvAACAeMqdO7flDPpvv/1WQUFBTrc1duxY+78HDx6c0NAsbd26VQcPHrTfj+9+cFb7fW7evNnyHLO9H80uysbEKt5///031nNr1KjhsHVBjRo15Ofn51TfZo/54WB4UrJKnojvbAzDMKItQ/1QjRo14tVevXr1TJctvXnzpmbPnh3r+WY/mmPaX9aM2RKDkZGRcXpNInYp8T0QAOAafn5+6tu3r2X9kCFD4jx7LC25f/++pk+fbr8f03P5OKvVQtavX29flQ4AkLLFdKE8LpNTUrsyZcro+vXr2rBhg956660YV/qIqzt37uj777+PVubp6Wk54Sc2bdq0Ubp06RzKjx49qlWrVjnVhtmqkWfOnDGdyGTl6tWrWrZsmSSZzs4383jyZnzGEmMa14lpLNHVY2BpVc+ePU1X/xg1apTTbaxYsUIXLlyQ9GBCjDNbyDyUWGN90oMtZeKqfPnyltsfDxo0yD6R7u2339aZM2ckSTNnzozTY0bqRWIFAAAJMHDgQNNlz0JCQpyeNbZq1Sp7YkD16tVVu3Ztl8b4qHXr1kW7P3ToUNlstjjfrLKBAwMDLfu+cuWKQ9njmf+xsZrJ58weo5kzZ9aCBQvsX4IrV65sz7R2htkP4IiICKfPdxVPT0+Xtrd161YdO3YsWpmXl5flLNTYeHh4qFOnTqZ1ixYtivV8VyzTmD17dtPyu3fvJrhtRJfS3gMBAK5x8uRJy8FI6cHFiB49erAliIVly5bZvzfXq1cvThcoOnbsaPmdmFUrACB1CAsLs6xzdnJISpUzZ05t3bpVW7Zssd/at29veuyRI0fitRWGM37++WeHyQIFCxaM9/OfOXNmNW/e3LTOmbESSercubPpzP9p06Y5HcesWbMUHh6u9OnTq0uXLk6d8/hYYsGCBeM8jvjCCy9Yth/TWKKrx8DSqgwZMpgm8q5Zs0b79u1zqo1vv/3W/u9evXrFqf/kONb33nvvqVq1ag7lly9f1ocffqilS5fa31/efvvtOK2ki9SNxAoAABKgdOnSeumll0zrJk6c6NSXuzFjxtj/PWjQIJfFZubvv/9O1PavXbtmWWe2xNrt27d1//59p9u3Ws7R2f0tGzZsqAsXLigkJER79+5VmTJlYj0nJCREs2bN0o0bNxzq3HGxwNn9C51lth93njx5ErS0Xd26dU3Ld+zYEetrwhU/mq3+HtyRCJPapbT3QABAwoWGhqpVq1b2iw1myafSg63a4jLQn5ZMnjzZ/u933nknTuf6+fmpW7dupnVz5sxRaGhogmIDALhfTKv/5cqVK+kCcQMfHx/VqlVLzz77rP32zTffqEiRIqbHDx48OFFWbDIbK8mfP3+C2rQaK3F2O4YMGTKYJkOsWbPGdJXYxxmGYb843r59e6e2Ibt48aICAgKcii++YhpLdPUYWFr29ttvmyYGObNqxfnz5+0rqxQqVEgNGzaMU9/JcazP09NTs2fPNl1Nefr06Xr99dclSRUrVtRXX30Vrz6QOrFuFAAACTR48GD99ttvDuWXL1/W7NmzY1xab8+ePVq/fr0kqVixYmrVqlWixWkYhrZv3x6tbPDgwZYZ8/ER0w8esx/BhmHo33//Nd0n0ozVrA2zrSdi4sxyc9u3b9e3336rxYsXKyQkJE7tJyZX/6h8+Pf3qIQun2m19/e9e/f0zz//JPqKBFY/2Jg1mzhSynsgAMA1evXqpQMHDkiSXnnlFbVu3VqtW7c2Pfb9999XkyZNLJfuTYsOHjxoX/K6UKFClgmKMendu7fGjx/v8N0mKChI8+fPtw8EAwBSHsMwYpzBX6hQoSSMJnnIlCmT5s2bp+eee85hck5oaKg6d+6sbdu2uXSblKQcKzlz5ozOnTunAgUKxNpGnz59HLZzNQxD06ZNi/Xi74YNG3T8+HFJ5tuKmNm2bZtpO658rnPnzm1ZR2KF6+TIkUM9evRw+PtZunSpTpw4EePKtT/88IMiIyMlST169EjQZKz4SoyxvjJlymjkyJF6//33o5VHRUXp1q1bSp8+vRYsWBDnrayRupFYAQBAAj377LOqUaOGQ9KCJI0dO1Y9e/a0/ML56EztAQMGJOoX0+DgYAUHB0cre+KJJ/Tss88mWp+PqlWrlsOXd0nauXOn04kVVlnszz33XIJie+jOnTuaO3eupk6dar9g4OXlpdatW2v9+vVObTmSkkRERNi3YHhUQn8w5M6dW7lz59alS5cc6qy2kXnIXT+aN27cqHr16iWojS5dumjWrFmuCSgFSSnvgQCAhJs0aZLmzZsn6cHexN9++638/PzUrl07LV682OH4kJAQvf7661q7di0D4//fo9+H+/TpE68ZfCVKlNCLL76oP/74w6Fu2rRpJFYAQAp27tw5hYeHW9aXLl06CaNJPmrWrKmhQ4dq6NChDnW7du3S8OHD9emnn7qkrzNnzpiO/yR0rKRixYry8PBQVFSUQ9358+edSqwoXbq06tWrpw0bNkQrnzlzpj755BPLlcQk6ZtvvpEkValSRU8//bRTMZ87d86hrHz58sqRI4dT5ycnhQsX1pkzZxLURkqfsDNw4EBNmzYtWoJSVFSUvvzyS/vfx+OioqLsWyl7enqqR48ece43Of8OGDhwoH7++Wft2LHDoa5du3YqW7asG6JCcsbIJQAALjB48GDT8uPHj2vZsmWmdWfPntWSJUskPcgatlrS11XMfhTeunUrUft8VLNmzUyz+xcsWOB0Gw+THR7l7++vpk2bJii2K1eu6MMPP1SBAgX05ptv6sCBA8qXL58++eQTnTt3TkuXLrXchiQlO3PmjOmATUz7uTqrVKlSpuUxLfGIlCslvAcCABLmr7/+0sCBAyU9mDn6008/2ZcTnjx5snLmzGl63rp16zRjxowkizM5CwoKsiemSA9W9IjrHuUPb2ZJFdKD1aDMBoYBACnDnj17LOv8/PxUvnz5JIwmefnwww8tJwd98cUXLtv+9uGqDo9L6FiJn5+fZfJEXMZK+vTp41B2/fp1LVq0yPKcq1ev2n+bx7Sq5OPcPZYI1ypUqJDat2/vUD579mxduHDB9Jw1a9bYE1KaNm2qvHnzJmqMSe3hliBmSUnz58/X/v373RAVkjMSKwAAcIGWLVtaLplmtRTf+PHj7RnCffr0sdwrzlXMfgxdvXo1Uft8VIYMGTRgwACH8o0bN+rgwYNOtWG2x+VHH33k1NYeZq5fv66BAweqcOHCGjVqlG7evKlKlSpp3rx5CggI0P/+978YlyRM6az2bXXF1ieZM2c2LX981RSkDinhPRAAEH+XLl1S27Zt7XsY//DDDypZsqS9PmfOnJo8ebLl+YMHD07wDMHU4IcfflBoaGii9zN16tRE7wMAkDjMVgJ8qFatWvFa6Si18PT01Lx585QlSxaHusjISL366qu6fft2gvtJ7mMlLVu2NL24HdPn/6xZsxQeHq6MGTPqlVdecbovd48lwvUe3/ZCksLDw/X111+bHv/tt9/a/92rV69Ei8udSpUqpZEjRzqUR0REqEuXLvbfQIBEYgUAAC7h4eFhn8H3uB07dmjTpk3Rym7duqXvvvtOkpQuXTr17ds30WM0G8Tdu3dvovf7qCFDhqhChQrRygzDUM+ePU2XQnzUyZMntXDhwmhl1apVM03WcMb333+vEiVK6Ouvv1ZYWJhy5cqlH3/8UXv37tUrr7zi0v0ikyur5UVdkfxgtcJHQvckRfKUEt4DAQDxExERobZt2+rixYuSpEGDBql169YOx7Vr1860XHpwISI+ywanJlFRUfYLHjabTb/88ou2bNmSoNtbb71l2tfixYt1/fr1pHx4AAAXWbFihWVdixYtkjCS5KlgwYKaPn26ad2pU6fUr1+/BPeR3MdKvLy8TC9w79y503TFE8Mw7Ns8dO7cWf7+/k73lRzGEuFaFSpUUJMmTRzKZ8yY4ZBIc+nSJS1fvlySVKBAATVu3DhJYnQHq0l/+/fvd9k2Q0gdSKwAAMBFunTpYrkE8pdffhnt/owZM+xZ9F27drU8z5XMfrzt378/xr07XS1dunRavny5ChcuHK18x44d6t69e7Q9/h519epVtWnTJtqyiyVLltTKlSvl4+MTpxiCgoLUrFkzvf766/YfDI0aNdKhQ4fUuXPnZL3vn6tlzZrVtDw4OFg3btxIUNtWszCyZ8+eoHaRfCX390AAQPwMGjRIW7dulSQ999xzGjVqlOWxU6dOtfysT+tbgqxatUonT56UJDVs2FAtWrTQs88+m6DbBx98YDpz+e7du/a9sAEAKcfRo0d16NAh0zpvb2/LBMa0pn379urSpYtp3cyZMy23o3SW1VhJQEBAgtqVXDdW0qtXL9MJQVOmTHEoW79+vU6cOCFJevPNN+PUj9lY4s6dO+PUBpIfs1UrQkJCHFagmzVrln2stkePHvLwSJ2XlH/88Uf9+OOPkmT63frzzz8noQh2qfNVAACAG6RPn95y1vWqVavsP44jIiI0ceJESQ9mecd3xYW4ypYtm0PZvXv3knwP5kKFCmnbtm2qX79+tPLZs2erWrVqWrRoka5cuaLw8HAFBARo0qRJqlixovbt22c/tnnz5tq2bZty5MgRp74vXbqkmjVrRpsB0rp1ay1fvjzObaUGMf1wP3z4cILatlqetGzZsglqN7HUrVtXhmEk6DZr1ix3Pwy3Su7vgQCAuJs/f779PTtPnjxatGhRjKt6PfHEE5o0aZJl/eDBg3X27FmXx5kSPDpQ7aqVmvLly6fmzZub1s2YMUOGYbikHwBA0ogpAbF169apeqvSuJo8ebKKFStmWterVy/7SlvxYTVWEhwcrPPnz8e7Xcl1YyV58uRRy5YtHcoXLlzosJXJw9UqatasqYoVK8apH7OxxC1btsSpjeQiICAgweM+qcVzzz2nGjVqOJRPnDjRvkqJYRj2lUY9PT1T7epzx48fV58+fSQ9WIHv8YlBknT//n116dIlSScnIvkisQIAABd666235Ofn51BuGIa++uorSdKCBQsUGBgo6cEyjiVKlEiS2Kx+GH7//fcuaT8sLEynT5926tjcuXNr3bp1DvvX7du3Tx06dFCuXLnk6+urIkWK6J133tGlS5ckSU899ZQWLlyoX3/91fTHXWzxNWzYUEePHrWXFS5cWHPmzEkT236YyZkzp+VMjH///TdBbd+5c8ehzNfXV2XKlElQu0iYESNG6Ndff0209pPzeyAAIG4OHjyonj17Snqw5PSiRYucuqDTsWNHy6XKb9++rddff92lcbrLW2+9pW3btjl17PHjx7VmzRpJUrFixVy6jPLDgeDHnTx50t4nACD5u3r1qv0i5uM8PDw0ZMiQJI4ofuLy+ZgQ/v7+mj9/vul4zrVr19S9e/d4t12iRAnL1UwTY6ykUKFClmMzMTHbEiw0NDTapI+rV6/ql19+kST17t07zn2YTUI6efKkNm7cGOe2zBw/ftxy9VrE3bZt2yy3inuc2aoV165d07fffivpwUonD1dba9y4sfLnz++6QJOJ8PBwdejQQSEhISpYsKBmzJih/v37q1atWg7HHjx4UCNGjHBDlEhuSKwAAMCFsmfPrm7dupnWLViwQOfOndOYMWPsZYMHD06q0JQuXTqVLl3aoXzx4sUOe+jFx4IFC1SnTh2nj9+wYYPGjRunPHnyaMuWLZo/f77efPNNNWzYUFWqVFHlypVVv359dezYUePHj9e+ffu0a9cutW/fPl7xjRw5UgcOHIhWNmTIENOLwGmFzWYz/bEgPfgBlRBmgwV16tRRunTpEtQu4u/q1asaNWpUoq7OkpzfAwEAzgsKCtLLL79sn7E2evRo1a5d2+nzp0+fbnmBYO3atfYB25Tq4MGDmjZtmgoUKODU8VOmTLHPcuzdu7dLl1F+/vnnLZMUp06d6rJ+AACJa8SIEQoJCTGt69SpkypVqpTEEcVdXD8fE+rpp592mLDz0OrVq023xXBG1qxZVa5cOdO6xBgradiwYbzaqlu3rulKF9OnT7d/75g5c6bCw8OVPXt2tW3bNs59VK5c2bTcVdu79ejRw/L/IeJuzJgxTq+q0KJFC9Nx4rFjxyoiIiLa9/VevXq5LMbkZMiQIdqzZ488PT01b948ZcmSRR4eHpo5c6bSp0/vcPyXX36pXbt2uSFSJCckVgAA4GIDBgwwXdovIiJCbdu21cGDByVJtWrVUs2aNZM0NrMB8bCwMH388ccJatcwDE2aNEnly5d36vhly5apUaNGunfvntauXatnn31WHTt21LRp07R69Wrt3r1be/fu1bp16zR//nz169cvQYMIoaGhmj59ukN5kyZN4t1malG3bl3T8j/++CNBswYerjLyKKulqpE0Jk6cqOzZs+uZZ55J1H6S83sgACB2hmHo1Vdftc9Qa9OmTZy3bcqdO7cmTJhgWT9o0KAUvSXIl19+qerVqzs1c+/OnTv2maN+fn4JmkFrxmazWe6XvmLFihT9PANAWrF161ZNmzbNtC5HjhzRktOTs7h8PrrK+++/bznJZ/DgwdFWLY0Lq7GSR7eWjQ9Xj5WYrULx33//ad26dTIMw35xvEuXLvGa6FKlShXTCUlLlixJ8NbC+/bt05YtW5weS0TMjh07pl9//VVt2rRx6nibzab33nvPofzcuXMaP368li1bJknKnz9/qhw/XblypcaPHy9J+uijj/Tss8/a60qUKKHPP//c4Zz79++ra9euunfvXlKFiWSIxAoAAFysaNGiatWqlWndoz86Bg0alFQh2T333HOm5VOnTtWmTZvi3e6iRYu0b98+Pf/887Eeu3z5crVr107h4eEaNmyY5SwAV9q4caPDHpPSgz0pEyKh+ytGRkYm6HxX6NSpk7y9vR3Kg4KCtGHDhni3+/jgRfr06fXKK6/Euz0kzPXr1zVhwgS9/PLLlkuaukpyfg8EAMTuk08+0e+//y5JKlWqlH744Yd4tfPqq6+qWbNmpnXBwcHq3r17ityr+siRI5o/f75at27t1PFz5szRrVu3JEmvvPJKvJb6jk3Xrl1NL5ZERUW5bEYpACBxXLp0Sa+88oqioqJM62fMmKEnnngiiaOKu7h+PrqKh4eH5s6da/r5GhYWpk6dOjk9g/9RXbt2NS3/999/dfz48Ti39zCexxMe8+XLp0aNGsWrPUl67bXX5O/v71A+depUrV+/XidOnJDNZtMbb7wRr/a9vb1NJ0RERkaqe/fuCbrAPGTIEHl6esZp9VtYGz58uDJlyqT69es7fU6nTp2UL18+h/IhQ4bYXzfdu3c3nTyTkl28eFFdu3aVYRh65plnNHToUIdj+vXrZzpB8d9//9WwYcOSIkwkUyRWAACQCGJb3r5kyZJumb3fsmVLZcmSxaHcMAy98sorOnHiRJzbvHbtmgYNGiRvb2+9+uqrMR579OhRdejQwb4SQqdOneLcX3wEBASYlpslW8RFXBIjzH6E3L59O0H9P8pqECY2uXPntrwIHtNM05jcuHHDYRZGhw4dEuVCQkrkjotIH3zwgW7fvu30zIWESq7vgQCAmP3yyy8aPny4JClDhgz6+eeflTFjxni3N2PGDNPvnpK0bt06+yyx+HLHZ2r//v0VFRXl1IUjwzCiPUZn97yOq2zZsll+n/vmm2909+7dROkXAFKz+P7Gjovg4GA1b95c586dM63/6KOPLN/fY5LcPx8l6xjjE3v+/Pkttxnbs2eP3n///Ti3+dRTT6l69eqmdfEdKzly5IjD31WvXr0SdNE6U6ZM6ty5s0P5b7/9Zt9io169eipZsmS8+7Da7vPw4cPq2rVrvCYNLViwQGvWrFGzZs2UK1euOJ+fFK/PhEjq1+Bff/2lhQsXqnnz5qaTp6z4+Pjo3XffdSh/+Px6eHjo9ddfd1mcyUFUVJQ6d+6sq1evKnPmzJo/f77pa9Bms2nmzJmmK7aMGTMmwSu2IOUisQIAABOPZrPHJ7O9WrVqMWZcDxw4MF57K1vF4myM/v7+llnqFy5cUN26dXXs2DGn4wkNDVW7du0UGBio9u3bxzqL4r333rPv1S3JcvDA1R7OEnzc9u3bE9RuXP42zPbms3quL126pJ49e5ouEWn1g9VqL1ZnPJwl8LiVK1fqyJEjcW7v8aUxfXx8nN5uJiXOXI2rmGZ0REREuLy/P//8U999951y5sxpmm1vJrW+BwIArP3zzz/q3Lmz/bN4+vTppvt2x0XevHk1duxYy/oPPvhA+/bti3f7Sf2Z+sMPP+iPP/5QlSpVVKRIkViP/+233+zf96pUqWK5T7krWCU4X7t2TT/++GOi9QsAqVViL/V+7do1vfDCC/rnn39M63v27KlPPvkkXm0n989HyfW/7Vq3bq0ePXqY1j26rUFc/O9//zMtnzlzpm7cuBHn9h4fK8mePbv69+8f53Ye16dPH4eyyMhIbd68WZIstwxzVrt27Sy3d1m4cKFee+21OP1d7dy50z422bdv3xiPTYwxsKRg9RpMjNffnTt31LNnTxmGEa8VY9544w3LiVCNGjVSgQIFEhpishrrGzVqlNavXy/pwe+dQoUKWR5brFgxjRo1yqE8MjJSXbt2JXk5jSKxAgAAE49e/H/033FhNWP7iSee0GuvvZbguJwpN/POO+8oU6ZMpnWBgYGqUqWKJk+eHOuX3uPHj6t+/frasGGD/Pz89Nlnn8V4fGBgoJYvXx6trE2bNpoyZYoOHz6soKAghYeHJ0rWebZs2UzLJ06cGOu59+7d0+DBg02TQO7cueNQZjUokjt3boeyTZs26dq1a9HKoqKi9M4772jbtm2m51j9OLNalcMZlStX1jvvvONQbhiGPvroozi3t3jx4mj3+/bt6/TgSlhYmEPZwxVOEiq5XHyPaaWShK6i8rj//vtPr7zyigzDUMuWLZ2eCZOa3wMBAI7+/fdfNW3a1P7dpkOHDqazH+Oje/fu0fYsftS9e/fUrl07BQcHx6vtpPxM/euvv+yD/86uVvFw9Q9Jib5q1PPPP2+6FLgkffHFF4kykA8AqdnNmzcTre1du3apatWqluMH/fv314wZM+K9jWNy/nx8yGw8JaZyZ0yYMMFyZYZXX31V+/fvj1N7zZo108svv+xQHhoaqk8//TRObRmGoSVLlkQrGzZsmOX4XFxUqFDB8rtW7ty51bJlywS17+3trSFDhljWz58/X9WqVdPevXtjbWvevHl64YUXdPv2bTVr1kwvvPBCjMcnxhhYUrB6Dbr69RcZGanXXntNR44cUcaMGdWgQYM4t+Hv72+anCM9WFHFFZLLWN+mTZvs23h06tRJHTp0iPWcvn37mm6Hc/To0RhfF0i9SKwAAMDExYsXTf8dF02aNDGd5de3b1/TPZDjGtejLly44HQbefPmjXGv5Tt37ujtt99WyZIl9emnn2rXrl26cuWKIiIidOnSJa1YsULdunVThQoV7MueDRs2TAULFoyxX7M9KAMDA9W3b1+VK1dOWbNmla+vrzw9PWWz2WSz2eTh4SEvLy/5+vrK399f2bJlU/78+VWmTBnVqVNHffr00cKFC02/oD+qYsWKpuVr167Vl19+aXneqlWr9OSTT2rMmDGmCR9nzpyx/9swDPXp00fz5s0zbat06dIOZaGhoWrYsKF27typO3fuaOfOnWrWrJmWLFliucJDYGCgafm6dessH4czRo4cqaJFizqUL1u2TIsWLXK6na1bt9r3ZZce/MCPLenmocjISNNZH67aMiU+M0oSw/nz5y3r4rJiTGx27typevXq6erVq5LidkEnNb8HAgCie/zzQnpwId6VzBI4Hzp+/Lg6d+4cr+TapPpMXblypRo3bmz/zunMZ+q8efOircZhdcHDVby9vVW1alXTulOnTsX4/R8A4OjR3/uucuvWLQ0aNEg1atQwbd/f31/z5s3TuHHj4p1UISXvz8eHrH7DhYWFxTupJUOGDJo/f77pVgh37txRkyZN4rwF7qRJk0xn80+aNEl//fWX0+3MmzdPBw8etN9v0KBBrKs1xIXVhfEePXrEaWuImNpv1KiRZf3+/ftVrVo1NW7cWPPnz9fRo0d1584dhYaG6r///tO3336r6tWrq3Pnzrp9+7b8/f2d2hIuscbAEpvVa9CVr7+QkBC1adNGP//8s6QHiUC+vr7xauudd95xWGk3b968atasWYLjlKQrV644lCX1WN/FixfVsWNHRUZGKleuXE5NtpMebIcybdo004lKEydO1Nq1a+MUL1I+EisAAHhMRESE/v33X/v9AwcOxKsdm82mQYMGRSvz8/Oz/LET17gedfjw4TjNQuvQoUOse+SdOHFCH3/8sapVq6ZcuXLJx8dHefLkUbNmzTRr1ix71niLFi0sZ6Y/qly5cqb70sXEMAxFRkYqPDxcd+7c0c2bNxUYGKijR49q8+bNmjZtmjp27Ki8efNqwoQJlqtsVKtWzXKbkvfff19dunTRgQMHdO/ePZ09e1YzZ85UrVq11KRJEx05ckRt27ZVvnz5HM5dv3699u3bp7Nnz6pDhw6aNm2a6tWrZ9pPkyZNTMv37Nmj6tWry9/fX9WrV9eqVav0wgsvqF27dg7HBgcHa/bs2abtjB49OsbBk9j4+/tr2bJlypAhg0Pd66+/7tTegZcuXYq29+YTTzyhpUuXOn0R/ejRo6bLPMZ1QMtq65f//vsvTu0klm3btlnWzZ8/P9ZEodhcvXpVQ4YM0bPPPmtPRMiaNavl3+bj0sJ7IADgwfesSZMmqU6dOtGSKjJlyhTjkrjxEdvKVcuXL4/XUtgxfabOnDkzwSuhnTlzRj179lSzZs3sg7/ly5ePdZ/yq1evasCAAdHKvLy8EhSLM2Ka9frRRx8l6LsiAKQloaGhlluH3r17N86rIR45ckRDhgxRoUKFNHbsWNPfva1atdKBAwf0yiuvxCvmRyXXz8eH7t69a/nbTlKCtgl76qmnLFeTuHDhgurVqxen9vPly6eFCxc6XFS9f/++2rRp41SixtGjR/Xuu+/a75csWVI//vhjgpJnHte6dWvlypUrWpmHh4fLVhyw2WyaPXu28ubNa3lMZGSkVq9erU6dOqlMmTLy9/dXhgwZVLp0afXq1Us7d+60Hzt79mwVK1Ysxj4Nw9DkyZNN637//XetWbMmfg8mkd26dctyW90TJ07Yt2iJr8jISC1evFgVKlTQL7/8Yi+PzzYgDz3xxBPRxvOkB6vOObvqaWwOHz7sUHb27Nk4bRGSkLG+e/fuqXXr1vYxshEjRliubmymUqVKps+vYRjq3Lkzk33SmMT/VQcgxcqSyfHiGtKWtPo3MH369GhLD/78888aNWqUsmTJEue2OnXqpI8++sj+xa179+7Knj17vOKaMWNGjEslzps3T127dnW6vWnTpunGjRv2zOb4ePrppzVnzhynfgzmzJlT3333nbp06eLyC6BBQUHq37+/tm3bpnnz5jl88ffy8tLAgQP1/vvvm54/Z84czZkzx6E8Xbp0+vrrr9W7d29Vq1bNIVM+LCxMTz75pP3+iBEj1KJFC9M+mjRponr16mnDhg0xPpaSJUtq3rx59ufUMAxduXJFf/31l0aOHGmZrX/58mVVqVJFH3zwgZo2bap8+fKZJknEpGLFilq5cqWaNm0abb/KkJAQPf/885o6darlFg579+7VK6+8Yh9UyJ07t9auXev0wIr0YG9OM2vXrlVAQIAKFy4caxuGYWjatGmmdTNnzlSXLl2cjicxXLlyJcZVUg4fPqynn35aXbt2VcGCBZUpUyalS5dOHh4e0V5nhmHo/v37unfvnoKCgnTt2jWdPHlSe/bs0bZt2xxeY82bN3d6lkpaeQ8EHsqaNbO7Q4CbpcW/gT179mjw4MH2/YUfFRwcrIMHD6pChQou68+Zge9JkyYpNDRUEydOdCoZ9+HsRyvr1q3Tc889p/bt2ytfvnzy9/e3r472KMMwFBERoXv37unmzZu6cuWKTpw4oX/++Ue7du1yuPgU26B1aGioWrVqFS1ZRXrw3dtsGWFXuXbtmv7++2/L+uDgYL300ktau3atcuTIkWhxIJXJmNHdEcDd0uDfwMPtOa22qdqxY4cyZsyoChUqqFy5cipVqpQKFiyonDlzKn369AoPD1dwcLBOnz6tw4cPa/PmzZYX3z09PfXSSy9p4MCBLlvZKLl+Pj5qzJgxunv3rmX99OnTnZ4YYGbw4MH6448/TFc1OH/+vJ555hkNHz5c77zzjlMTQRo0aKD58+erU6dO0bYvuHTpkp555hnNnj1bjRs3Nj13/fr1evXVV+3bwJYqVUrr1q2znPwTXz4+Pnr99dejrRjauHHjWFeXjYsnnnhCa9euVf369XX58uV4t/PFF1+oVatWlvW3bt3Svn37NHHiRP3222+mx0RFRemll17SO++8ow4dOqh48eLxGrNIDEOGDIlx3LNJkyZ68803ValSJWXLlk1+fn7y9PSUh0f0efAPJ5qFhIToxo0bOnv2rI4cOaKNGzc6fM/08/Oz/Bt01qBBgzRjxgxFRkbKw8Mj1gl5zlq3bp1DvNKDsdwlS5aYTiwzM3XqVNPy3377TdevX7cca4qMjFTnzp2jJZzFlCBkpXLlyg5bH0sPxvmaN2+uDRs2KGMa/MxMkwwgBTl06JAhyX47dOiQu0MCkIpcunTJGDp0qOHp6RntvUaSUb58eeOPP/4wIiIi4tzuqFGjDEmGp6encerUqTiff/nyZWP48OGGl5eXQ1yP3nx8fIxRo0YZ165dc7rtyMhI47333jNsNluMbZvdGjZsaISEhMT58Wzfvt0oU6ZMnPtz9vbhhx+a9hsREWE899xzTrdTvnx54+DBg/bze/bsGePxgwcPjvWxBwYGGlWqVLFso379+salS5einZOQ52Ljxo1x/v9jGIZx8OBBo2TJkqZtPvnkk8bo0aONlStXGn/88Yfx/fffGy+//HK0v88XX3zR4XFYiYyMNM6dO2d88cUXMf6NFytWzFi+fLlx5coVIzIy0qGdu3fvGvv37zdee+21GJ+T9u3bG3v27DFCQ0Pj9dzER1RUlHHp0iVj5syZRoECBRLtbz+m2/Lly2ONMy2+BwJAWnLlyhXjp59+Mpo3bx7r50aRIkWMJUuWGBcvXjT93HXGnTt3jMOHDxsjRoww/WyxuhUoUMAYNWqUsXfvXofvmpGRkcbZs2eNCRMmGNmyZXPLZ+qj3w8fioqKMg4fPmyMHTvWKFq0qOW5TZo0MRYvXmycPn063s/r48/HpUuXjF9//dWoXLmyU/HnypXLGD16tHHo0CEjLCwswTEAQEp3+vRp48iRI8aOHTuM77//3nj66acT9XPE09PTePbZZ43Ro0cbZ86cccljSK6fj487d+6c8e677zo1BtWlSxfj7Nmz8X5OAgMDjezZs8fYR44cOYx+/foZq1evNm7duhVrm5s2bTLy5Mlj2tZzzz1nTJgwwVizZo2xevVqY9q0acaLL74Y7bG+8sorRnBwcLwfU2zOnj0b7TuXM+MA8XHmzBmjatWq8frbnz59eoxt161bN95/g8OHD0+Ux+uMO3fuGJs2bTJeeuklt7z+WrduneDHcOrUKfvfa6NGjRLc3o0bN4wFCxYYuXPntow7Q4YMxtSpU42AgADT8ab79+8bp0+fNkaPHh3j74nKlSsbf/75p3Hz5s1o5588edJo1KiRw/ElSpQw9u/f7/Rj2bhxo+Vr/+GtYsWKxooVK4yoqKiEPnVwgjuvFZNYgRSFxAoArtagQQOjXLlyRr58+Zz6Yefn52cUL17cKFeunDFlyhSn+rh586bh7+9vtG3bNtHievRms9mM/PnzG2XLljUaNGjgVH+bN282qlev7lT7OXLkMGbMmBHvweCoqCijc+fOhiSjU6dOxqBBg4wOHToYzz//vFGlShWjWLFiRp48eYwsWbIY6dOnN7y9vQ0PDw+nH7+vr68RGBho2vft27eNZs2axXi+t7e38cEHHxh3796Ndu7OnTtN40iXLp3TfwuGYRihoaHGhAkTjKeeesrw9/c3smTJYjRo0MBYvHix6ZfvgwcPxvsWn8SXh8LCwoxPPvkk1oGIR28VKlQwfv75Z6f7mD17drySeiQZs2fPtrcTl4s1j97q1asX7+fHGXPmzDF8fX3jHZ+rbhkzZnT4e36I90AASBs+/fTTBH2WBAQExKm/4cOHu+xzbNasWcYnn3xi+Pr6xuk7YWLcSpYsafp4e/ToEee2PD09ja1bt8b7/2lAQIBLHlN8E3EBILWoVKmSSz8rvLy8jIwZMxo5c+Y0SpcubbzwwgtGt27djK+++spYv369ERQU5LLYk/vno2EYRrly5YyyZcsaefLkidfv/3z58hnlypWL12+7ZcuWxamvwoULx9pmUFCQMWDAACNDhgxOt1urVi1jw4YNcY4/Plq0aGFIMgoWLOiSJE4rERERxldffeV0Is+zzz5r7NmzJ9Z2T506Fe8xsMuXLyfa47Xi6+tr+Pj4uPX1J8mYP39+gh/LBx98YG8vLmN7jwsICIj3e1K3bt3s7dSvXz9ebdhsNsMwDGPgwIGxHpsrVy7LMWTDMIwdO3bEOVnN19fX6NChQ7yfPzjHndeKbYYRh01sADf7999/Vb58efv9Q4cOqVy5cm6MCEBKd+zYsTjvjfnQE0884fTSfQEBAcqcObOyZs2a6HE9ysfHJ05bMWzbtk1Lly7V1q1bdeLECQUHB8vf31958uRRhQoV1LJlSzVr1ixBS5u99dZbmjp1qlq2bKmff/45TntKPlwGLywsTNevX1dgYKAOHjyo3377TX/++af9uGnTpunNN9+0bGf58uWaOXOmtm/frmvXrilr1qwqUqSImjZtqs6dO1vuA758+XJ99NFHOnr0qHLmzKmmTZvq/fffj3VfyJQsLCxMv/32m1avXq19+/YpICBAISEh8vHxUbZs2VS6dGlVr15dLVu2VNWqVePUdlBQULz3+s6fP799mcdDhw7Fq40MGTLEuud7asd7IACkDVeuXNGVK1fifX6pUqWc3lLKFf096tHP/OQqMDBQN2/ejPN5RYoUifPWbQ9FREQ4tad0YsYAAEBs4vt7/XHx/W3333//Ob0drYeHh8qWLevUsUFBQVq2bJnWrl2r/fv36/z587pz547Sp0+v7Nmzq3z58qpRo4batm2rUqVKxTnu+Fq7dq0aNGigTz75RP/73/8Svb+wsDD99NNPWrFihfbs2aPz588rPDxcOXPmVL58+VSnTh29/PLLqlWrVqLHgvi7f/++ChQooEuXLilPnjw6e/asvLy84tVWQr6jZs2aVfny5ZMknT592nI72NiUL1/e6e/nMf3OuXPnjk6fPh3n/hlvTHzuvFZMYgVSFBIrACBl++ijj/T5558rX758Onz4sDJlyuSytqdNm6Y+ffpIkt555x1NmDDBZW0DAAAAAAAAQGrz888/q3Xr1pKkDz/8UJ999pmbIwJi5s5rxR5J0gsAAEjzJk2apM8//1ySNGHCBJcmVUhS7969VahQIUkPVrYAAAAAAAAAAFj75ptvJEk2m009e/Z0czRA8kZiBQAASHR///23BgwYIEkqVqyYWrVqlSj95MiRQ5JUoECBRGkfAAAAAAAAAFKDU6dOae3atZKkF198UYULF3ZvQEAyR2IFAABIVHfu3FHnzp11//59SQ++pNtsNpf3c/fuXR07dkyS9Nxzz7m8fQAAAAAAAABILSZNmqSoqChJUq9evdwcDZD8kVgBAAAS1SeffKLTp0/b77t6C5CHvv/+e92+fVslSpRQzZo1E6UPAAAAAAAAAEjpAgMDNWPGDEkPVv9t0aKFmyMCkj8SKwAAQKK5d++epk2bFq1s2bJlunv3rkv72b9/v9577z1J0pdffunStgEAAAAAAAAgtYiKilKvXr0UFhYmSerfv7+8vLzcHBWQ/JFYAQAAEk1AQICCg4OjlR0/flwvv/yybty44ZI+tmzZonr16ik0NFQdOnRQy5YtXdIuAAAAAAAAAKQkZ86cUevWrZUzZ07lyJFDDRs21HfffaegoCBJ0u3bt9W5c2etXLlSkpQvXz698cYbbowYSDlIrAAAAIkmf/78Sp8+vUP56tWrVaJECX366afxTrC4ePGi+vTpo7p16+rmzZuqW7euZs2alcCIAQAAAAAAACDlCQ8PV+PGjfXzzz/r2rVrun79uv744w/17NlTuXPnVs2aNVWwYEEtWLDAfs7YsWOVIUMGN0YNpBys6wIAABJNhgwZNHToUH3wwQcOdTdu3NDHH3+s4cOHq2bNmnrhhRdUpkwZlSpVSrly5VKGDBnk5+eniIgIhYSEKCgoSEePHtWhQ4f0xx9/aNOmTYqKipIkvfjii1q6dKl8fX2T+iECAAAAAAAAgNv9888/OnLkiGndvXv3tH379mhlr732mtq3b58UoQGpAokVAAAgUQ0ZMkShoaH69NNPZRiGQ31kZKS2bt2qrVu3xrltDw8PDRgwQKNGjWIfQAAAAAAAAABp1vXr150+tlatWpo+fXoiRgOkPmwFAgAAEt3IkSO1adMmVatWzWVtVqtWTZs3b9ZXX31FUgUAAAAAAACANO2ZZ54x3Zb5cY0bN9Yff/zh1LEA/g+JFQAAIEnUrl1bO3bs0JIlS9SoUaN4JUN4e3urSZMmWrFihXbs2KFatWolQqQAAAAAAAAAkLLkyJFDX3/9tWW9v7+/xo4dqxUrVsjPzy8JIwNSB6Z3AgCAJGOz2dSmTRu1adNGV65c0dq1a7V7927t3btX586d061bt3Tr1i1Jkp+fn3LmzKnChQurYsWKql69uho0aKAsWbK490EAAAAAAAAAQDL05ptvqlChQvriiy+0a9cu2Ww2lSxZUi1atFCfPn2UM2dOd4cIpFg2w2yzcyCZ+vfff1W+fHn7/UOHDqlcuXJujAgAAAAAAAAAAAAAkNjcea2YrUAAAAAAAAAAAAAAAAAskFgBAAAAAAAAAAAAAABggcQKAAAAAAAAAAAAAAAACyRWAAAAAAAAAAAAAAAAWCCxAgAAAAAAAAAAAAAAwAKJFQAAAAAAAAAAAAAAABZIrAAAAAAAAAAAAAAAALBAYgUAAAAAAAAAAAAAAIAFEisAAAAAAAAAAAAAAAAskFgBAAAAAAAAAAAAAABggcQKAAAAAAAAAAAAAAAACyRWAAAAAAAAAAAAAAAAWCCxAgAAAAAAAAAAAAAAwAKJFQAAAAAAAAAAAAAAABZIrAAAAAAAAAAAAAAAALBAYgUAAAAAAAAAAAAAAIAFEisAAAAAAAAAAAAAAAAskFgBAAAAAAAAAAAAAABggcQKAAAAAAAAAAAAAAAACyRWAAAAAAAAAAAAAAAAWCCxAgAAAAAAAAAAAAAAwAKJFQAAAAAAAAAAAAAAABZIrAAAAAAAAAAAAAAAALBAYgUAAAAAAAAAAAAAAIAFEisAAAAAAAAAAAAAAAAskFgBAAAAAAAAAAAAAABggcQKAAAAAAAAAAAAAAAACyRWAAAAAAAAAAAAAAAAWCCxAgAAAAAAAAAAAAAAwAKJFQAAAAAAAAAAAAAAABZIrAAAAAAAAAAAAAAAALBAYgUAAAAAAAAAAAAAAIAFL3cHkNiioqIUEhKiO3fuyGazKV26dMqQIYO8vb3dHRoAAAAAAAAAAAAAAEjmUk1ixYkTJ7Rlyxbt379fJ0+e1IkTJ3T27FndvXvX9PgsWbIoT548Kl68uMqWLauKFSuqVq1aKlCgQBJHDgAAAAAAAAAAAAAAkqsUm1hx7949rVixQkuXLtXGjRt1+fLlaPWGYcR4/s2bN3Xz5k0dOXJEy5cvt5fnz59fTZs2VfPmzfXiiy/K09MzUeIHAAAAAAAAAAAAAADJX4pLrNixY4cmT56s3377TSEhIZLMkyhsNlusbRmG4XDuuXPnNGPGDM2YMUM5c+bUq6++qjfeeEPFixd3zQMAAAAAAAAAAAAAAAAphoe7A3DWsmXL9Oyzz+qZZ57R/Pnzdfv2bXtihM1mc7g99PCYx2+STM+z2Wz2Y65cuaKvv/5aZcqUUbt27bR37153PXwAAAAAAAAAAAAAAOAGyT6xYvv27apRo4batGmjbdu2mSZTxMQqecLZcwzDUGRkpH766SdVq1ZNnTt31pkzZ1z5EAEAAAAAAAAAAAAAQDKVbBMrbt68qc6dO6tWrVr6559/HBIqHmW1KkV8b496NMEiKipKCxYsULly5TRmzBhFRUUl5VMCAAAAAAAAAMD/Y+/Ow6Mqzz4APxPCDgLKIqiAQFHBpSIqat1wp7hR3NpatUVFRXGj1qVaba2K2ta68blUbat117pQtVpEq0VEFBFFQdkURUT2LYac7w+vxIRkIMAkJwn3fV1zNTM5877PDP3JQH6cAwBANctPe4CKvPTSS3HSSSfF559/Xq5MsXrxoUmTJrHNNtvE1ltvHVtuuWVsueWW0a5du2jRokW0aNEiNtlkk2jQoEHUr18/6tevH6tWrYqCgoIoKCiIxYsXx7x582LevHnxxRdfxLRp02L69OkxZcqUmDVrVpl9Spc5li1bFhdddFE8+uij8eCDD0bnzp2r/D0BAAAAAAAAAKpfjStWXHbZZXHttddGUVFRmbNFREQ0a9Ys9tprr9h9992jd+/eseOOO0bHjh2rZI6FCxfGhAkT4q233oqXX345Xn311ViwYEFEfFeyGDt2bOy8885x7733xpFHHlklcwAAAAAAAAAA6akxxYpvvvkmTjrppHjooYciIkoKFe3atYsTTjghjj766Nhzzz2jXr161TJPixYtYp999ol99tknzjvvvEiSJP73v//FQw89FI899ljMnj07Ir4tYPzoRz+K4cOHx/nnn18tswEAAAAAAAAA1SMv7QEiIpYsWRIHHXRQSakiSZLo0qVL/P3vf49Zs2bFH/7wh9h7772rrVRRkUwmE3vuuWfcdNNNMXPmzHjwwQdjt912i4iIoqKiGDZsWFx66aWpzQcAAAAAAAAA5F7qxYqVK1fGkUceGa+++mokSRKtWrWK22+/PT744IP48Y9/HPn5NeakGiXy8vLi2GOPjTFjxsSTTz4ZXbt2jSRJ4tprr41f//rXaY8HAAAAAAAAAORI6sWKE088MUaNGhVJksRBBx0UEydOjNNPP71GFioqcsQRR8SkSZNKLhfy+9//Pv7yl7+kPRYAAAAAAAAAkAOpFiv+8Ic/xKOPPhp5eXlx/fXXx/PPPx/t27dPc6T10qBBg7jxxhvjiSeeiMaNG8cZZ5wRY8aMSXssAAAAAAAAAGADpVasGDt2bFx00UXRsGHDeOyxx+KCCy5Ia5ScOfLII+OFF16Ixo0bx09+8pNYtGhR2iMBAAAAAAAAABsglWJFYWFhDBo0KPLy8uKRRx6JI488Mo0xqsSee+4ZI0eOjNmzZ8cvf/nLtMcBAAAAAAAAADZAKsWK4cOHx3vvvRe33HJL9O/fP40RqtSee+4Zt99+e9x1110xbty4tMcBAAAAAAAAANZTtRcr5s6dG9ddd10MHjw4Tj311OrevtqcfPLJMXDgQGetAAAAAAAAAIBarNqLFQ899FDstdde8ac//am6t652N998cyxbtiwmT56c9igAAAAAAAAAwHrIr+4NhwwZEkOGDKnubVPRpk2bGDNmTNpjAAAAAAAAAADrqdrPWAEAAAAAAAAAUFsoVgAAAAAAAAAAZFHtlwKpCT7++ON4//33Y+bMmbF48eLIz8+PVq1axaabbho77bRTdOnSJe0RAQAAAAAAAIAaYKMpVrz//vtx5513xmOPPRafffbZGo/dbLPNon///nHmmWdG7969q2lCAAAAAAAAAKCmqfOXApk7d2785Cc/iR133DH+/Oc/x6effhpJkqzx9tVXX8V9990Xu+++ewwYMCDmzZuX9ssAAAAAAAAAAFJQp4sVb731Vuywww7x4IMPRlFRUSRJEplMplK34pLFP//5z9hxxx1j8uTJab8cAAAAAAAAAKCa1dlixYcffhgHHHBAfPnll2UKFRGxxrNVFCtdsPj888/joIMOipkzZ6b1cgAAAAAAAACAFOSnPUBVKCoqiuOOOy4WLVpU5uwTERHNmzePzp07R4cOHaJJkybRuHHjyGQysXTp0li6dGnMnDkzZsyYEStWrIiIKCljfPbZZ3H66afHv/71r9ReFwAAAAAAAABQvepkseK+++6Ld999t6RUsdtuu8WgQYPiwAMPjM6dO1dqjfHjx8ezzz4bt912W8yZMyciIl544YX497//HQcddFAVTg8AAAAAAAAA1BR18lIgt912W0RENG7cOB588MEYM2ZMDBo0qNKlioiIXr16xa9//euYNm1anHrqqSWP//3vf8/1uAAAAAAAAABADVXtxYpPP/00pk+fXmXrf/311zF+/PjIZDJx4403xrHHHrtB6zVq1Cj+7//+L/r37x9JksT//ve/HE0KAAAAAAAAANR01V6smDFjRuy4444xYsSIKls/SZKIiPjxj3+cs3VPP/30iIiYPXt2ztYEAAAAAAAAAGq2VC4FsmTJkjjrrLPiwAMPjBkzZuR07by8717S0qVLc7buihUrIiKiXr16OVsTAAAAAAAAAKjZqr1Y0aVLl9h+++0jSZIYNWpU7LDDDjk9e0XXrl1Lyg833HBDTtZMkiRuueWWiIjo0aNHTtYEAAAAAAAAAGq+ai9WtG/fPt5666245JJLol69ejk/e0WzZs1i7733jiRJ4o9//GMMGzYslixZst7rffHFFzFw4MAYPXp0ZDKZOPzwwzd4RgAAAAAAAACgdkjlUiD169eP3/3ud/G///2vSs5ecc4555R8/Yc//CE6deoUp59+evzjH/+I9957LxYvXpz1uUuWLImJEyfGfffdFz/5yU+iS5cu8eSTT0bEt6WNU089dYPnAwAAAAAAAABqh0ySJEmaA3zzzTdx5ZVXxvDhw6OwsDAymUzsv//+cffdd0enTp3We92DDz44XnzxxchkMpEkSWQymTLfb9y4cTRu3DgaNWoU9erVi+XLl8eyZcti2bJlZY4rfnsymUzcdNNNMWTIkPWeiQ03adKk2H777Uvuv/fee9GzZ88UJwIAAAAAAACgqqX5s+JUzlhRWvHZK8aMGZPTs1fcf//90aVLl5JSRZIkZW7Lli2LefPmxWeffRYzZ86MuXPnxtKlS8sdV1zIOPHEE5UqAAAAAAAAAGAjk3qxolivXr3irbfeiksuuSTq1asXS5YsibPOOisOPPDAmDFjxjqv16ZNm3j11Vdj9913LylIrOst4tszVpx77rlxzz335PolAwAAAAAAAAA1XI0pVkTk/uwV7du3j//+97/xxz/+Mdq0aVNyFoq1KT5up512in//+9/xhz/8odylRAAAAAAAAACAuq9GFSuKFZ+94tJLL93gs1fUq1cvhg4dGjNnzowHH3wwjj322GjXrl25S34U37beeusYNGhQvPTSS/H222/HAQccUEWvEgAAAAAAAACo6TJJZU7hkKLx48fHySefHO+9915kMplo2rRpDB8+PAYPHrxB6y5YsCBmzpwZS5Ysiby8vGjevHl07tw5mjZtmqPJqQqTJk2K7bffvuT+e++9Fz179kxxIgAAAAAAAACqWpo/K66RZ6woLZdnryitZcuWseOOO8aee+4Zffr0iZ49eypVAAAAAAAAAABl1PhiRURE/fr147e//W2MGTMmtt9++0iSJEaNGhU77LBDjBgxIu3xAAAAAAAAAIA6qlYUK4pV1dkrAAAAAAAAAAAqkp/2AOuq+OwVRx99dJx88snx3nvvlZy9Yvjw4TF48OC0RwSoFQouvDBi8eK0x6gazZtHgxtuSHsKWCMZBAAgLT6LQrpkENIlg5AuGaS2qnXFimLFZ6+46qqr4rrrris5e8Wjjz4ad999d3Tq1CntEQFqtsWL6+6HF6gNZBAAgLT4LArpkkFIlwxCumSQWqpWXQpkdcVnrxgzZkzssMMOkSRJydkrRowYkfZ4AAAAAAAAAEAtV6uLFcWKz15x2WWXRb169UrOXnHggQfGjBkz0h4PAAAAAAAAAKil6kSxIiIiPz8/rrrqqnjjjTecvQIAAAAAAAAAyIk6U6wotvPOOzt7BQAAAAAAAACQE3WuWBHh7BUAAAAAAAAAQG7UyWJFMWevAAAAAAAAAAA2RJ0uVkQ4ewUAAAAAAAAAsP7y0x4gm9mzZ8fUqVNjwYIFsXTp0mjWrFm0aNEi2rdvH9/73vfWeb3is1dcddVVce2115acveLRRx+Nu+++Ozp16lQFrwIAAAAAAAAAqM1qTLHim2++iZEjR8YDDzwQr7zySnz55ZdZj91kk02id+/ecdxxx8UJJ5wQTZs2rdQexWevOProo+Pkk0+OiRMnlpy9Yvjw4TF48OBcvRwAAAAAAAAAoA5I/VIgq1atihEjRkTnzp1jwIAB8eijj8acOXMiSZKst4ULF8Z//vOfOP3006NDhw7xxz/+MZIkqfSexWev+PWvfx316tUrOXvFgQceGDNmzKjCVwsAAAAAAAAA1CapFitmzJgRu+66a5x11lnx+eeflxQnMpnMWm/Fxy5evDguvPDC2HfffWPhwoWV3js/Pz+uvPLKGDt2bOy4446RJEnJ2StGjBhRha8aAAAAAAAAAKgtUitWvPvuu9G7d++YMGFCuTJFsdXPVFHa6iWL1157LQ466KBYvHjxOs3x/e9/P8aNG+fsFQAAAAAAAABAOakUKxYvXhwDBw6MefPmRUSUOQNFkiSRn58fnTp1ih122CF222232HvvvWPXXXeNHj16xBZbbFHu+OL7b731Vpx33nnrPI+zVwAAAAAAAAAAFUmlWHHLLbfE1KlTSwoRLVu2jDPPPDMeffTRmDlzZqxYsSI++eSTmDBhQowZMyZGjx4db7zxRkycODFmzpwZy5cvj8mTJ8cdd9wRRx11VMlZLpIkiXvuuSfGjRu3XnOVPntFfn6+s1cAAAAAAAAAwEYulWLFXXfdVfL1pZdeGjNnzoxbbrklBgwYEFtuuWWZy4FUpH79+tG9e/cYNGhQPP744/HBBx/E/vvvX/L9e+65Z71nKz57xRtvvOHsFQAAAAAAAACwkav2YsX8+fNj2rRpkclk4je/+U389re/jaZNm27Qmt/73vfi+eefjz322COSJImXX355g+dc09krAAAAAAAAAICNQ7UXK2bOnFny9ZAhQ3K2bn5+fpx//vkREfHpp5/mbM2Kzl4BAAAAAAAAAGwcqr1YUfoyH6tWrcrp2g0bNoyIiKKiopyuW3z2issvvzzy8/NzujYAAAAAAAAAUHNVe7Gia9euJeWE2267Ladr33vvvRER0blz55yuG/Ht2St+85vfxNixY3O+NgAAAAAAAABQM1V7saJp06axzz77RJIk8dvf/jZuueWWDV5z+fLlcfLJJ8fjjz8emUwmDjjggBxMWrGddtqpytYGAAAAAAAAAGqWai9WREScc845EfHtJTuGDh0ae+yxR4wYMSLee++9KCwsrNQaX3/9dfznP/+Jiy66KLbaaqv429/+FhEReXl5cfrpp1fZ7AAAAAAAAADAxiM/jU2POOKIOOSQQ+L555+PiIixY8eWXGIjLy8v2rZtG61bt46mTZtGgwYNIpPJRGFhYaxcuTLmz58fc+fOjcWLF5eslyRJRERkMpk444wzYrvttqv+FwUAAAAAAAAA1DmpFCsiIu6///7YY489YsqUKRHxXTli1apV8fnnn8fnn38emUymzHOKj1ldJpOJJEniBz/4Qdx4441VOzgAAAAAAAAAsNFI5VIgERGbbrppvPbaa7H33ntHkiSRyWTK3CK+LVKUvkVE1uOOOeaYeO6556J+/fppvSQAAAAAAAAAoI5JrVgREdG6det4+eWX47bbbosOHTqssUBRukgR8V3p4nvf+148/PDD8dBDD0Xjxo3TeikAAAAAAAAAQB2UarEi4tsCxeDBg+Pjjz+Ohx9+OH70ox/FpptuWu5sFaVvbdq0iRNOOCGefvrp+OCDD2LgwIFpvwwAAAAAAAAAoA7KT3uAYg0aNIiBAweWlCRmzJgRH3/8cXz99dexYsWKaNSoUWy22WbRrVu32GqrrVKeFgAAAAAAAADYGNSYYsXqOnXqFJ06dUp7DAAAAAAAAABgI5b6pUAAAAAAAAAAAGoqxQoAAAAAAAAAgCyqvVjxpz/9KY466qgoKiqq7q2r3aeffhp77LFHTJ06Ne1RAAAAAAAAAID1UO3Fih/96Efx3HPPxR/+8Ifq3rparVq1Kn784x9Hhw4dolu3bmmPAwAAAAAAAACsh/zq3nCrrbaKs846K6644oro27dv9OrVq7pHqBZnnnlmjBs3LiZOnJj2KAAAAAAAAADAeqr2M1ZERFx55ZXRsmXLOOqoo+KLL75IY4QqddVVV8Vdd90VV1xxRXTt2jXtcQAAAAAAAACA9ZRKsaJZs2Zx1113xWeffRb7779/fPbZZ2mMUSV++9vfxpVXXhm9e/eOYcOGpT0OAAAAAAAAALABUilWREQcdthhMXTo0Pjwww9j7733jnfffTetUXJi5cqVceqpp8ZvfvObaNWqVTz88MORl5fa2wsAAAAAAAAA5ECqP/m//vrr4+CDD47p06dHnz594vbbb09znPX2zjvvRK9eveIvf/lL1KtXLx544IHo1KlT2mMBAAAAAAAAABso1WJFvXr14pFHHomdd945VqxYEUOGDIk99tgj3nzzzTTHqrRFixbFZZddFn369IkPPvggIiLuvvvuOPjgg1OeDAAAAAAAAADIhdSvVdG8efN46aWXYuedd44kSWLs2LHRp0+f6NevX7z44otpj1ehxYsXx/Dhw6NLly5xzTXXREFBQeTl5cWIESPixBNPTHs8AAAAAAAAACBHUi9WRES0bNkyXn755TjwwAMjSZJIkiSef/75OOSQQ6Jbt25x6aWXxoQJE1KdcenSpfHEE0/Ez372s+jQoUNcfPHF8fXXX0eSJNG4ceN47LHH4tRTT011RgAAAAAAAAAgt/LTHqBY8+bN41//+lece+65ceutt0ZERJIk8cknn8S1114b1157bbRt2zb222+/2HfffaNXr16x4447RqNGjXI+S1FRUXz88cfx9ttvx5tvvhmvvfZavPXWW1FYWFgyVyaTiYiI9u3bx2OPPRZ9+vTJ+RwAAAAAAAAAQLpqTLEiIqJevXpx8803x/777x+nnnpqzJ8/PzKZTCRJEhERc+bMiYcffjgefvjhiIjIy8uLrl27RteuXWPrrbeOzp07R9u2baN169ax2WabRZMmTaJBgwbRoEGDyGQyUVhYGN98802sXLkyFi5cGAsWLIgFCxbE559/Hp999ll8+umnMXXq1JgyZUp88803ZWYrniGTyZTMdPjhh8df/vKX2Gyzzar3jQIAAAAAAAAAqkWNKlYUGzBgQOy1114xZMiQeOyxx0rODhHxXcEhImLVqlXx0UcfxZQpU3K2d+n1SyueIUmSaNWqVVxzzTVx2mmn5WxfAAAAAAAAAKDmyUt7gGzatWsXjzzySIwcOTJ69OhR7owRpW9JkuTstqY98vLy4swzz4wpU6YoVQAAAAAAAADARqDGFiuKHXroofHuu+/GfffdV1KwWP2sEhUVITbkVlqSJNGgQYP4xS9+Ee+9917ccsstsemmm1bnWwAAAAAAAAAApKTGFysivi1OnHjiiTFx4sR45pln4ogjjoj8/PwKSxarW9OZKdb2nM6dO8fll18eM2bMiDvvvDO22WabXL4sAAAAAAAAAKCGy097gHXVr1+/6NevX8ydOzf++c9/xlNPPRWjRo2KpUuXljmu+MwTq5+BorSKznyx3XbbxWGHHRbHHnts7Lrrrrl/AQAAAAAAAABArVHrihXF2rRpE4MGDYpBgwbFqlWr4u23344xY8bEe++9Fx988EHMmDEj5syZEytXrqzw+S1atIguXbpEt27donv37rHbbrvFXnvt5TIfAAAAAAAAAECJWlusKK1evXrRu3fv6N27d7nvLVmyJJYvXx4rV66M/Pz8aNasWTRt2nSNZ7IAAAAAAAAAAIioI8WKNWnWrFk0a9Ys7TEAAAAAAAAAgFooL+0BAAAAAAAAAABqKsUKAAAAAAAAAIAsFCsAAAAAAAAAALJQrAAAAAAAAAAAyCI/7QGoGZYvXx5z5syJRYsWxcqVK6OgoCAaNmwYTZo0icaNG0fLli2jVatWaY8JAAAAAAAAANVKsWIjkyRJjB8/Pl599dUYP358vP/++zFlypRYsmTJWp/btGnT6NixY3Tu3Dl22WWX6NOnT/Tp00fhAgAAAAAAAIA6S7FiI/Hiiy/GP/7xj3jyySdjwYIFJY8nSVLpNZYsWRLvv/9+fPDBB/Gvf/0rIiIymUzssccecdxxx8XAgQNj8803z/XoAAAAAAAAAJCavLQHoOokSRJ33XVX9OjRIw455JC49957Y/78+ZEkSckt4ttyRGVvxesW34qKiuL111+PoUOHRseOHePEE0+M9957L82XDQAAAAAAAAA5o1hRR/3nP/+JHXbYIU4//fSYPHlySRGiMmWJbLeIiksYxd8vLCyMBx54IHbaaac44YQT4osvvkjzLQAAAAAAAACADaZYUccUFBTE0KFD4+CDD44PPvigXJkim8qerWJtzy0uWTz88MOx3XbbxX333VcVLxMAAAAAAAAAqkV+2gOQO1999VUceeSRMWbMmDKFitKKzzyRS6X3KH0GjIULF8bPf/7zePfdd+OGG25YYzkDAAAAAAAAAGoixYo64ssvv4y+ffuWOUtFRNkiRYsWLWK77baLHj16RJcuXaJdu3bRtm3baNOmTTRs2LDkVq9evVi1alUUFRXFihUrYuXKlbFkyZJYtGhRLFiwIObOnRtz5syJWbNmxfTp02PKlCnx9ddfl5mn9P5/+tOfYuXKlXHLLbdU3xsCAAAAAAAAADmgWFEHFBQUxJFHHhnvv/9+mUtyNG7cOPr16xcHHHBA7L///rHNNttU2QyzZ8+O8ePHx3//+98YOXJkvPfeexERJbPcfvvtse2228aQIUOqbAYAAAAAAAAAyLW8tAdgw1166aXxxhtvlJQYOnfuHCNGjIgvvvgiHnnkkRg8eHCVlioiIjp06BD9+/ePa6+9Nt5999346KOPYsiQIdGoUaOSuS666KL45JNPqnQOAAAAAAAAAMglxYpabsqUKfGnP/0pMplM5OXlxW9+85v48MMP47TTTovmzZunNle3bt3iz3/+c0yYMCF22WWXiIhYsWJFnHfeeanNBAAAAAAAAADryqVAarmbbropVq1aFfXq1Yt//OMfMXDgwLRHKqNbt24xatSo6Nu3b7z55pvxzDPPxPvvvx89evRIezQq4bghv40Fi5amPUaV2KpDm7jr2gvKPHbIj06J+fMXpjRR1ercact4+J4/pz0G60gG6w4ZBABqG59F6w6fRWsnGaw7ZLB2ksG6QwZrJxmsO2SQukSxopZ77LHHIpPJxGmnnVbjShXFmjZtGg899FD06NEjVq5cGX/961/j2muvTXssKmHBoqWxYNGStMeoEi2aNy332Pz5C+PrBXXzw0vLFpukPQLrQQbrDhkEAGobn0XrDp9FaycZrDtksHaSwbpDBmsnGaw7ZJC6xKVAarFPP/005syZExERp556asrTrFnnzp3jlFNOiSRJ4sUXX0x7HAAAAAAAAAColNSKFX379k1r6zrjiy++KPm6Nlxa49BDD42IiGnTpqU8CQAAAAAAAABUTmrFitGjR6e1dZ3RsGHDkq+XL1+e4iSV06RJk4iIWLZsWcqTAAAAAAAAAEDlpFasSJIkFi6sm9cLqi5bbrllZDKZiIh45ZVXUp5m7SZMmBAREa1bt055EgAAAAAAAAConNSKFRERb775Zprb13qtWrWK7bffPpIkiauuuiqKiorSHimrgoKC+L//+7/IZDKx8847pz0OAAAAAAAAAFRKqsWKq6++OpIkSXOEWu+nP/1pRESMHz8+TjrppBpbrjjttNNiypQpERHRr1+/lKcBAAAAAAAAgMpJtVjxyiuvxM9+9rNYsWJFmmPUaqeddlpsttlmERHxwAMPxF577RVTp05NearvTJ8+PQ4++OD429/+FhERLVq0KCmDAAAAAAAAAEBNl5/2AA888ED8+9//joMPPji6d+8erVu3joYNG0a9evVysn5eXl40aNAgGjZsGI0aNYrWrVtH27ZtY/PNN4/69evnZI80tWjRIq6//vr4+c9/HplMJt54443o2bNnnHDCCTF06NDULrvx+uuvx9133x0PPPBAFBQURJIkkclk4uqrr45mzZqlMhMAAAAAAAAArKvUixVJksSXX34Z999/f7Xum5eXF126dImePXvG3nvvHYccckj06NGjWmfIlZNPPjleeeWVuPfeeyOTycQ333wTf/vb3+Jvf/tbdOrUKfr37x977rln7LzzztG9e/fIZDI5n2HWrFnx1ltvxfPPPx///Oc/Y86cORERJZd6yWQyccQRR8QZZ5yR870BAAAAAAAAoKqkXqwo/iF/8Q/gq8uqVati6tSpMXXq1PjnP/8ZF154YfTu3TsuuuiiGDBgQLXOkgt33HFHzJo1K1566aXIZDIl7+f06dPj1ltvjVtvvTUiIho2bBhbbrlludvmm28eTZo0iSZNmkTjxo1L/jciYsWKFSW3JUuWxOzZs+Ozzz6LTz/9NKZNmxbjx4+PefPmlcxS+teyeJa999672sszAAAAAAAAALChUi9WJEkSLVq0iN133z06duwYLVu2jEaNGuXsUiAR35Yovvnmm1i+fHksXLgwvv7665g9e3Z88sknMX/+/JLjxo0bF8ccc0z069cv7rrrrmjXrl3OZqhq+fn58eyzz8bPf/7zeOCBB8qclaJ00WHFihUxderU+Pjjj3O29+qlmNX3HjBgQPz973+PRo0a5WxPAAAAAAAAAKgOqRcrrr766vjlL3+Z0yLFupg9e3a89tpr8cQTT8Sjjz4ahYWFMXLkyOjTp0+8+OKL0bVr11TmWh8NGjSIv//977HzzjvH5ZdfHsuXL49MJlPhpT9yeYaQbOs3btw4rrnmmjjnnHMqfN6XX34Zc+fOXae9pk6dul4zAgAAAAAAAMD6SLVY8eMf/zguvvjiNEeIDh06xDHHHBPHHHNMXHXVVXHOOefEc889FzNmzIi999473njjjdhqq61SnXFdXXDBBXHUUUfFWWedFS+88EJElC8/VFSGyIUkSSKTycSAAQPixhtvjE6dOmU99rbbbosrr7yySuYAAAAAAAAAgFzIS3PzwYMHp7l9Od26dYuRI0fGJZdcEhERc+bMiQEDBsTKlStTnmzdde3aNZ577rl4/fXX44c//GEkSVJyy6b0MRXd1va8/Pz8+NnPfhYTJ06MRx99dI2lCgAAAAAAAACoDVIrVmQymdhpp53S2n6Nfve738XQoUMjSZIYP358XHHFFWmPtN769OkTTz/9dEybNi1+//vfx0477ZS1MFF82ZBst2Kln5uXlxf77LNPXH/99fHJJ5/EvffeGz169EjjpQIAAAAAAABAzqV6KZBmzZqluf0a3XjjjfHaa6/FuHHj4qabborBgwdH586d0x5rvXXq1Cl+9atfxa9+9auYM2dOvP766/H666/HhAkTYtq0aTFr1qwoKChY4xqZTCa23nrr6NmzZ/Ts2TN22mmnOPjgg6NVq1brNdOZZ54ZxxxzzDo9Z+rUqXHUUUet134AAAAAAAAAsK5SK1Z07Ngxra0rJS8vL/7yl7/E97///SgoKIjrr78+br311rTHyol27drF0UcfHUcffXTJY0mSxJdffhmLFi2KZcuWxbJlyyJJkmjWrFk0b948mjdvHi1atIj69evnbI62bdtG27Ztc7YeAAAAAAAAAORaasWKadOmpbV1pW2//fYxYMCAePTRR+PRRx+Nm2++OfLyUrt6SpXKZDLRrl27aNeuXdqjAAAAAAAAAECNUTdbAjk0dOjQiIj46quvYtSoUSlPAwAAAAAAAABUJ8WKtdhrr72iffv2ERExZsyYlKcBAAAAAAAAAKqTYkUl9O3bN5IkiXfffTftUQAAAAAAAACAaqRYUQk77bRTRERMnjw55UkAAAAAAAAAgOqkWFEJW2+9dUREzJ8/P+VJytt///3jiSeeiKKioirdp7CwMKZOnRpjx46NMWPGxKRJk2Lx4sVVuicAAAAAAAAApC0/7QFqgxYtWkRExKJFi1KepLzRo0fHK6+8EltuuWWcccYZceqpp8Zmm22Wk7UnT54c999/fzz33HMxYcKEWLVqVbljttxyyzjggAPiRz/6UfTr1y8ymUxO9gYAAAAAAACAmsAZKyqhQYMGERGxdOnSlCfJbtasWXHppZfGVlttFaeccsoGrTV58uQ48sgjo2fPnvH73/8+3nrrrSgsLIwkScrdZs2aFffdd18cccQR0bVr13j44Ydz9IoAAAAAAAAAIH2KFZWwZMmSiIho1KhRypNkl8lkIkmSWLFiRfz1r39d73Wuvvrq+P73vx/PPPNMSXmieP1st2LTp0+PE044IfbZZ5949913N/g1AQAAAAAAAEDaXAqkEqZPnx4REc2aNUt3kLUoLlesj+XLl8dxxx0Xzz77bJkyxerWtn6SJPHaa6/FHnvsEffcc08ce+yx6zUPAABUpYILL4xYvDjtMapG8+bR4IYb0p4C1kgGAQAAgNpEsaIS3nnnnYiIaN68ebqDrEGSJBUWISqjsLAw+vfvHy+//HKZdVb/OiJi9913jyOOOCL22Wef2HrrraN169axfPnymDNnTrzxxhvx7LPPxuOPPx7Lly+PE044IaZMmRKXXnppbl4kAADkyuLFdfeHulAbyCAAAABQiyhWVMLzzz8fmUwmOnTokPYoVeL000+PUaNGlbm0x+qlikMPPTSuuuqq6N27d7nnN2jQIFq0aBHdu3ePE088MT7++OO48MIL45///Gdcfvnlsemmm8YZZ5xRra8JAAAAAAAAAHIhL62Nu3TpktbW6+SZZ56JWbNmRUREjx49Up4m96699tq45557yp2ZoviyIi1atIiHHnooRo4cWWGpoiJdu3aNJ554Iq699trIZDIxdOjQeOmll6rsNQAAAAAAAABAVUmtWDF9+vS0tq60VatWxSWXXFJyv64VKyZNmhSXX3551rNUfO9734sxY8bEMcccs17r//KXv4wbbrghCgsL48QTT4xFixblbHYAAAAAAAAAqA6pFSsiIhbX8OupXnzxxfHee++V3N9vv/3SG6YKDB06NAoLCyOifKmiS5cu8corr0T37t03aI9zzz03TjrppPjiiy/i8ssv3+CZAQAAAAAAAKA6pVqseP/999Pcfo2GDx8eN9xwQ0nZoGvXrrH99tunPFXuPP744/Gf//yn5JIfpUsVm266aTz//PPRrl27nOw1fPjw2GSTTeK2226LDz/8MCdrAgAAAAAAAEB1SLVYcfvtt6e5fYU+++yzOP744+Piiy+OiO/O5HDCCSekPFlu/fa3vy33WPFrvemmm6Jr164526tNmzbx05/+NAoLC+Omm27K2boAAAAAAAAAUNVSLVb87W9/i+HDh0eSJGmOEZ999lk88MADceyxx0a3bt3ikUceKXMWh5YtW8b555+f6oy59M4778SECRPKnK2i+H/79esXP/nJT3K+54ABAyIi4u9//3usWLEi5+sDAAAAAAAAQFXIT3uAiy++OG6//fbYf//9o2vXrrHZZptFo0aNIi8vt52PgoKCWLp0aSxdujTmzJkTn376aXz22WcxderUmD9/fslxxSWP0mWD3/zmN9GiRYuczpOme++9t+Tr4vJI8de///3vq2TPbbfdNiIili5dGi+++GL079+/SvYBAAAAAAAAgFxKvViRJEnMmDEj7rvvvlT2Xt3qRYOBAwfG2WefXZ1jrZfSc6/JqlWr4v777y9zfHGB5IgjjogddtihSuZr27ZtydeKFQAAAAAAAADUFqkXK4p/wJ/W5UCyFRKSJIm+ffuWObtDTVSvXr1YtWpVuddR+lImpU2cODHmzZtX5owcxU4++eQqm3PBggUlX0+YMKHK9gEAAAAAAACAXMrt9TbWQ+lLb6RxKz1D6ZlOOOGEGDlyZDRu3Lja35N1MXXq1DjzzDOjUaNGZYoS3/ve9+LOO++Mb775pszxY8aMKfm6dKmiWbNmcdhhh1XZnOPGjSszMwAAAAAAAADUBqkXKyK+LTKkdcaKiLJnzWjbtm08+OCDcf/990eDBg1Sm6myOnXqFLfcckvMmDEjLrnkkmjZsmUkSRKffPJJDB48OLbeeuv44x//GMuWLYuIiDfeeKPM84vLGL1794769etX2ZwPPfRQyX6lz14BAAAAAAAAADVZ6sWK1c8eUZWKCxwV3Xr06BG33357fPLJJ3HsscdW+Sy51rp16/jd734XM2bMiOHDh0eHDh0iSZKYPXt2XHjhhdGpU6e46qqr4r///W+Fz99tt92qbLZPPvkk/vGPf5T8Gq9cubLK9gIAAAAAAACAXMpPe4CI7y7FkZ+fHy1atIjGjRtHvXr1Nnjd4sJGfn5+1K9fPxo3bhzNmzePTTfdNNq1axdbbbVVdO/ePXr37h0dO3bc4P1qgmbNmsWFF14YQ4cOjfvuuy9uuOGG+Oijj2LevHlx5ZVXlhxX+rIhEd9eOqSqDB48OAoKCkr2a9KkSZXtBQAAAAAAAAC5lHqxolu3bnHhhRfGAQccEJ06dcpJoYKI+vXrx6BBg+IXv/hFPPbYYzF8+PAYN25cRESFZwfZcsstq2SOO+64I1588cUye26++eZVshcAAAAAAAAA5FqqlwLp2bNnjB8/Pk499dTo0qWLUkUVyGQyMXDgwBg7dmy88MIL0bdv35LLn5TWoUOHnO+9ePHiuPjii0tKFcVnyejRo0fO9wIAAAAAAACAqpBqseLyyy+Ppk2bpjnCRuXAAw+MF198McaNGxc/+tGPypxFoiouzzF69OiYP39+uccPPvjgnO8FAAAAAAAAAFUh1WLFPvvsk+b2G61evXrFI488EpMnT45f/OIX0aBBg2jcuHHO9yksLCz3WOvWreOnP/1pzvcCAAAAAAAAgKqQWrEik8lEmzZt0tqeiOjWrVvceeedMW3atGjdunXO1//BD34Qm2yySUR8exmQ/Pz8uPfee6NZs2Y53wsAAAAAAAAAqkJqxYokScpcioL0bL755lG/fv2cr9u6det4+umn48ADD4wjjjgiRo8eHYcddljO9wEAAAAAAACAqpKf1sajRo1Ka2uq0d577x3PP/982mMAAAAAAAAAwHpJ7YwV++67b1pbAwAAAAAAAABUSmrFCgAAAAAAAACAmi61S4H89a9/XesxLVq0iCOPPLIapgEAAAAAAAAAKC+1YsXJJ58cmUymwu8lSRKbbrppnHjiiYoVAAAAAAAAAEBqUitWFEuSpMz9gw46KM4555w49NBDo169eilNBQAAAAAAAABQA4oVmUym5AwV//jHP+Kggw5KeyQAAAAAAAAAgIioAcWKJEmiTZs28dJLL8X222+f9jgAAAAAAAAAACXy0h4gk8nE8OHDlSoAAAAAAAAAgBon9TNWdOvWLU466aRKH7/11ltHJpNZr70++eST9XoeAAAAAAAAALBxSr1Ycdhhh63T8eeff368//778fLLL8eHH364xmN32WWX2HvvvaNjx47RvHnzDRkTAAAAAAAAANgIpV6s6Nmz5zodf/bZZ5d8PXbs2Dj77LPjzTffLDmLRZIksdVWW8U999wTffv2zemsAAAAAAAAAMDGJS/tAdq3b7/ez91tt93i5Zdfjm222SYivi1VNGvWLJ5//nmlCgAAAAAAAABgg6VerGjWrNkGPb9x48ZxwQUXRJIkkclk4sQTT4xtt902R9MBAAAAAAAAABuz1IsVDRo02OA1Sp+d4gc/+MEGrwcAAAAAAAAAEFEDihW5sMUWW5R8vSGXFgEAAAAAAAAAKK1OFCsaNmxY8nUuzoABAAAAAAAAABBRR4oVVe3VV1+N5cuXpz0GAAAAAAAAAFDNFCsq4YADDohp06alPQYAAAAAAAAAUM0UK9Zi1apVsWrVqrTHAAAAAAAAAABSoFixFjNnzkx7BAAAAAAAAAAgJYoVa/HMM8+kPQIAAAAAAAAAkBLFijVYunRp3HTTTWmPAQAAAAAAAACkJPViRSaTqXHrFRQUxBtvvBH9+vWLTz75JAdTAQAAAAAAAAC1UX7aAwwcODAaNmxYI9YrLCyMJUuWxKJFiyJJkpzNBAAAAAAAAADUTqkXKz7//POcrZUkSU7Xy/XZNAAAAAAAAACA2iX1YkWuygvFZ5hQhgAAAAAAAAAAciUv7QFqKpcCAQAAAAAAAABSL1bkqsCQyWRyerYKZ74AAAAAAAAAAGrEpUBq6tkhlCsAAAAAAAAAYOOWerEiSZI46KCDolevXtGuXbto1qxZ5OfnV3upIUmSWLlyZSxevDg+++yzGDt2bPzvf/+r1hkAAAAAAAAAgJol1WJFJpOJRx55JAYMGJDmGFk999xzcfTRR0dBQUHaowAAAAAAAAAAKchLc/PjjjuuxpYqIiIOPfTQOPfcc9MeAwAAAAAAAABISarFikGDBqW5faX85Cc/SXsEAAAAAAAAACAlqRUrMplMbL/99mltX2ndu3ePJEnSHgMAAAAAAAAASEFqxYokSWKzzTZLa/tKa9CgQdSrVy/tMQAAAAAAAACAFKRWrDjppJMiLy/VK5FU2kknnRStWrVKewwAAAAAAAAAoJrlp7XxPffck9bW6+yuu+5KewQAAAAAAAAAIAW145QRAAAAAAAAAAApSLVY0aVLlzS3XyeHHXZYTJ06Ne0xAAAAAAAAAIBqlGqxYvr06Wluv05mzZoVBQUFaY8BAAAAAAAAAFSj1C8FsmDBgrRHqJRFixalPQIAAAAAAAAAUM1SL1a8/fbbaY+wVl9//XXMnj077TEAAAAAAAAAgGqWerHilltuSXuEtbrzzjsjSZK0xwAAAAAAAAAAqlnqxYonn3wyLrzwwli6dGnao5SzatWq+Otf/xpXXHFF2qMAAAAAAAAAACnIT3uAiIg//vGPccstt0TPnj1jq622imbNmkWDBg1SmaWgoCCWLVsWs2fPjvfffz+WLl0aSZJEJpNJZR4AAAAAAAAAID01oliRJEkUFBTE22+/He+8807a40REuPQHAAAAAAAAAFAzihXFZ4NIkqRGFRpKzwUAAAAAAAAAbHxqRLGi+FIbLrcBAAAAAAAAANQkNaJYEVH2rBAKFgAAAAAAAABATVAjihWZTKZMsaKmXHpDwQMAAAAAAAAANm6pFiu6d+8eH330UUR8V2JIkiTy8vLiwAMPjPbt21f7TAUFBbFs2bL4/PPPY9KkSbF06dJqnwEAgPQdN+S3sWBR3fwsuFWHNnHXtReUeeyQH50S8+cvTGmiqtW505bx8D1/TnsM1pEM1h0yCAAAANR2qRYrJk+eHP/85z/jhhtuiNdeey0ivjt7xejRo+OEE06ICy+8MHr06JHKfIWFhTFixIg4//zzY9WqVanMAABAOhYsWhoLFi1Je4wq0aJ503KPzZ+/ML5eUDd/qNuyxSZpj8B6kMG6QwYBAACA2i4v7QGOPPLIePXVV+ONN96IH/3oR5GXlxdJkkRBQUHcd999scMOO8Thhx8er7zySrXPlp+fH0OGDIlLL7202vcGAAAAAAAAANKXerGi2K677hqPPPJIfPTRR3HWWWdFkyZNIkmSSJIkRo4cGfvvv3/stttu8cgjj0SSJNU62xlnnFGt+wEAAAAAAAAANUONKVYU23rrrePmm2+OmTNnxm9/+9to165dScHirbfeiuOPPz66desWt956ayxfvrxaZmrbtm106NChWvYCAAAAAAAAAGqOGlesKNaqVau49NJLY8aMGXHHHXfEdtttV1KwmD59epxzzjmx1VZbxeWXXx5ffvlllc/TsmXLKt8DAAAAAAAAAKhZamyxoliDBg1i0KBBMWnSpHjqqadi3333LSlYfP3113H11VdH586dY/DgwfHRRx9V2RxbbLFFNGjQoMrWBwAAAAAAAABqnhpfrCitf//+MWrUqBg3blwce+yxUa9evUiSJFasWBF33nln9OjRI44++uh4/fXXc773c889F926dcv5ugAAAAAAAABAzVWrihXFevXqFQ8++GBMnTo1zj777GjWrFkkSRJFRUXx1FNPxd577x177rlnPPHEE2mPCgAAAAAAAADUYrWyWFGsU6dOcdNNN8XMmTPj6quvjvbt25dcJuSNN96IgQMHRvfu3eP//u//YuXKlWmPCwAAAAAAAADUMrW6WFGsZcuWcfHFF8f06dPj7rvvjp49e5YULD7++OM488wzo2PHjnHVVVfFvHnz0h4XAAAAAAAAAKgl6kSxolj9+vXjlFNOiYkTJ8azzz4bffv2LSlYfPXVV3HllVdGx44dY8iQIfHxxx+nPS4AAAAAAAAAUMPVqWJFaYcddli8+OKL8dZbb8Xxxx8f9erViyRJYvny5XH77bfHtttuG8ccc0y88cYbaY8KAAAAAAAAANRQdbZYUWznnXeOBx54ID7++OM499xzo3nz5pEkSaxatSoef/zx2HPPPWPfffeNp59+Ou1RAQAAAAAAAIAaps4XK4pttdVW8Yc//CFmzZoV1157bWyxxRYllwn573//G0cddVRst912cffdd0dBQUHa4wIAAAAAAAAANcBGU6wotskmm8Qvf/nLmDZtWtx7772xww47lBQsPvzwwzjttNOiU6dO8fvf/z7mz5+f9rgAAAAAAAAAQIo2umJFsfz8/PjZz34Wzz77bOy+++4REZHJZCJJkpgzZ078+te/jo4dO8a5554bM2bMSHlaAAAAAAAAACANG22x4v33349TTjklunXrFmPHjo1MJhMR35YrigsWS5cujZtvvjm+973vxQknnBALFy5MeWoAAAAAAAAAoDrlpz1AdXv11Vdj+PDh8a9//avkEiCrKy5XFCssLIyRI0fGwoULo0WLFtU5LgAAAAAAAACQoo3mjBVPPPFE7LnnnrHffvvFyJEjo6ioKJIkKVeiKP11kiSx+eabxzXXXBMzZ86Mjh07pjE6AAAAAAAAAJCSOn3GioKCgrjvvvvixhtvjClTpkRElJyhonSBovT94u/36NEjLrzwwvjJT34S9evXr8apAQAAAAAAAICaok4WKxYtWhS33XZb/PnPf445c+aUudzH6oWKYsXH7LvvvjFs2LDo169ftcwKAAAAAAAAANRcdapY8dlnn8Uf//jHuPPOO2PJkiUVnp2i+PIfpe/Xq1cvBgwYEMOGDYvevXtX+9wAAAAAAAAAQM1UJ4oV77//fgwfPjwefPDB+Oabb9ZYqCh9yY8mTZrEKaecEueff35svfXWqcwOAAAAAAAAANRctbpY8corr8Tw4cPjX//6V0REpQsVbdq0iSFDhsRZZ50Vm266afUPDgAAAAAAAADUCrWyWPH444/H9ddfH2PHjo2IigsVxTKZTMn3u3XrFhdccEGcdNJJ0ahRo+obGAAAAAAAAAColWpNsaKgoCDuu+++uOGGG2Lq1KkRseZCRenv9+nTJ4YNGxZHHXVU1mMBAAAAAAAAAFZX44sVCxcujNtuuy1uvvnmmDNnTklZIiLKXN6jost/HHHEETFs2LDYa6+9qn1uAAAAAAAAAKD2q7HFis8++yz+8Ic/xF133RVLliyp8OwUxQWK0gWLhg0bxoknnhgXXHBBbLPNNqnMDgAAAAAAAADUDTWuWDFp0qQYPnx4PPjgg1FYWFjpQkWrVq3ijDPOiLPPPjvatWuX87lGjBgRAwcOjNatW+d8bQAAAAAAAACgZqoxxYrRo0fH8OHD47nnnouIWGuhovj7nTp1ivPOOy9+8YtfRNOmTatsvttuuy322WcfxQoAAAAAAAAA2IikXqx47LHH4vrrr48333wzIiouVBQrXajo1atXDBs2LI455pjIy8ur8jlXrFhR5XsAAAAAAAAAADVLqsWK7t27x8cffxwRay5UlP7+oYceGsOGDYv999+/eoaMiFWrVsXs2bOrbT8AAAAAAAAAoGZItVgxderUkrNQFBcqSn9dfL9+/fpxwgknxIUXXhjbb799tc85atSoWL58ebXvCwAAAAAAAACkK/VLgUSUvcRH6YLFJptsEqeddloMHTo0tthii1RmW7RoUZx//vmp7A0AAAAAAAAApKtGFCtWP2NFXl5e9OvXL04//fTYZJNN4uOPPy65ZEhVKygoiGXLlsXnn38e7777bjz++OMxZ86crJcoAQAAAAAAAADqrhpRrIj4rlxRfPaKkSNHxsiRI9Meq+RMGgAAAAAAAADAxqdGFCtKnw2iJhUZShc9AAAAAAAAAICNT40oVhQXF7bccsvYZpttonXr1tGwYcNULr9R+lIgkyZNiqVLl1b7DAAAAAAAAABAzVAjihW77LJL3HnnnfH9738/7VHKKCwsjNtvvz3OP//8KCoqSnscAAAAAAAAAKCapV6s2GKLLeLFF1+MFi1apD1KOfn5+XH22WfHV199Fb/73e/SHgcAAAAAAAAAqGZ5aQ8wbNiwGlmqKO3MM89MewQAAAAAAAAAIAWpFyv233//tEdYq3bt2kWHDh3SHgMAAAAAAAAAqGapFisymUx06tQpzREqrWXLlmmPAAAAAAAAAABUs1SLFR07doxmzZqlOUKlbbHFFtGgQYO0xwAAAAAAAAAAqlF+mptPmzYtze3XyXPPPZf2CAAAAAAAAABANUv1jBUAAAAAAAAAADWZYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBaKFQAAAAAAAAAAWShWAAAAAAAAAABkoVgBAAAAAAAAAJCFYgUAAAAAAAAAQBb5aQ9A9fv666/jnXfeiffffz+mTJkSX3zxRcyZMycWLVoUK1eujIKCgmjYsGE0adIkGjduHC1btoxOnTpFx44do3PnzrHLLrvE1ltvnfbLAAAAAAAAAIAqp1ixkXj11Vfj0Ucfjf/85z/xwQcfRJIk5Y6p6LFMJlPhem3atIk+ffrE4YcfHgMGDIhWrVrlfGYAAAAAAAAASJtLgdRh8+fPj+uuuy46deoU++23X9xyyy0xadKkKCoqiiRJyt2KlS5TVHRckiTx5ZdfxtNPPx2nnXZabL755nH44YfHSy+9lMbLBAAAAAAAAIAqo1hRB61cuTKuvfba2HrrreOSSy6JWbNmlSlPZDKZNd4qc0wmkylZ85tvvomRI0fGwQcfHLvttls8//zzab58AAAAAAAAAMgZxYo6Zty4cbHTTjvFpZdeGosWLYokSSosTuRCRSWLcePGRb9+/eK4446LL774Imd7AQAAAAAAAEAaFCvqkJtvvjn22muvmDJlSplCRUWyXeJjbbdsSu+VJEk8+uijscsuu8Sbb75ZJa8VAAAAAAAAAKpDftoDkBu//OUv48YbbyxXqFi9DNGgQYPo2LFjtGvXLtq2bRtt2rSJhg0bltzq1asXq1atiqKiolixYkWsXLkylixZEosWLYoFCxbE3LlzY86cOfHVV1+Vm2H1fT///PPYb7/94sknn4yDDjqo6t8EAAAAAAAAAMgxxYo64Morr4wbbrghIqLkshwREfXq1Ytddtkl9t9//+jTp09st9120a1bt8jL2/ATlaxcuTKmT58eU6ZMiXfffTfGjx8fr732WsyZM6dkjoiI5cuXxzHHHBOvvfZa9OzZc4P3BQAAAAAAAIDqpFhRyz377LNx1VVXlRQqkiSJPn36xC9+8YsYOHBgtGjRokr2bdiwYWyzzTaxzTbbRP/+/UseHz9+fDz22GNx9913x5dffhmZTCYWLVoUxx57bLzzzjtRv379KpmHqtFyk6Zpj1BlNmnepNxjrVpVTV5qgpYtNyn/YPPm1T9Idakjr00G6w4ZrJ1ksO6QwdpJBusOGaydZLDukMHaSQbrDhmsnWSw7pDB2kkG6w4ZpC7JJKtfK4JaY/ny5fG9730vZs+eHRER2267bdxyyy3Rt2/flCf79owWN9xwQ/zud7+LgoKCiPj2zBqXXXZZyTFffvllzJ07d53Wff/99+PYY48tuf/kk09Gt27dcjM0AAAAAAAAADXS1KlT46ijjiq5/9Zbb0WvXr2qZW/Filrs5ptvjqFDh0Ymk4kBAwbE3//+92jYsGHaY5XxyiuvRP/+/WPJkiXRokWLmDVrVjRr1iwiIn7zm9/ElVdemfKEAAAAAAAAANQ2Tz75ZBx55JHVsldetexClfjrX/8aERG77LJLPPTQQzWuVBERsc8++8Sdd94ZERGLFi2Kv/3tbylPBAAAAAAAAACVp1hRSy1evDjGjx8fmUwmLrvsssjLq7m/lMcdd1zsu+++ERHx7LPPpjwNAAAAAAAAAFSeS4HUUhMnToyddtopMplMzJs3L1q2bJn2SGt07733xs9//vPo0KFDfPrppxER8eWXX8bcuXPXaZ1FixbFuHHjYpNNNomWLVvGVlttVSPP1AEAAAAAAABA7qxcuTJmzZpVcn/fffettp+T51fLLuTcypUrS75u0qRJipNUTufOnSMi4quvvip5rG3bttG2bdt1XmuPPfbI1VgAAAAAAAAA1BK9evVKZd+ae/0I1qh0IWHy5MkpTlI5s2fPjoiIZs2apTwJAAAAAAAAAFSeYkUt1bFjx2jTpk1ERIwYMSLladbu0UcfjYiIrl27pjwJAAAAAAAAAFSeYkUt1r9//0iSJO644454+umn0x4nqyeffDKefPLJyGQysf/++6c9DgAAAAAAAABUmmJFLXbuuedGJpOJoqKiOPbYY+PWW29Ne6Ry/va3v8WPf/zjkvunnHJKitMAAAAAAAAAwLpRrKjFdthhh5KiwsqVK+Occ86Jvn37xssvv5zuYBHx6quvxiGHHBInn3xyrFixIjKZTJxwwgmxzTbbpD0aAAAAAAAAAFRaJkmSJO0hWH8LFiyI3r17x7Rp0yJJkshkMhERsf3228eAAQPi8MMPj5133rnk8ar0xhtvxBNPPBFPPPFETJ06NSKiZKb27dvH22+/HW3atKnyOQAAAAAAAAAgVxQr6oAPP/ww9txzz1iwYEFEfFtmiIiSMkXjxo1jhx12iB133DE6deoUW265ZZlbkyZNKr1XUVFRfP755/Hpp5/GtGnTYvz48fHWW2/F22+/HQsXLiy3f5Ik0bx583jppZeid+/eOXzVAAAAAAAAAFD1FCvqiHHjxsURRxwRc+bMKXms9C/tms5Y0bRp02jSpEk0adIkGjduXPK/ERErVqwouS1ZsiTmzp0bRUVF5daoaK8kSWLTTTeNZ599NnbfffcNfo0AAAAAAAAAUN0UK+qQmTNnxlFHHRXvvPNOuSLFuv4yly5HrMvxpffbdddd4+GHH45OnTqt094AAAAAAAAAUFPkpT0AudOxY8d4880343e/+100bNiw3FkkKnMrliTJOj2/9POaNGkS1113Xbz22mtKFQAAAAAAAADUas5YUUfNmDEjrrnmmrjvvvti5cqVFV4KpPiXfk2XCamsJElik002icGDB8e5554bm2+++QavCQAAAAAAAABpU6yo4z7//PO444474qGHHorJkyeXPL6hZYrS/7fp2bNnnHjiiTF48ODYZJNNNmhdAAAAAAAAAKhJFCs2IhMmTIjnnnsuXn/99fjf//4XX3311Xqts/nmm8dOO+0Uhx12WBxxxBHRuXPn3A4KAAAAAAAAADWEYsVGbPbs2TFt2rSYPn16fPrpp7Fo0aJYtmxZLFu2LJIkiWbNmkXz5s2jefPm0apVq9hmm22iZ8+e0apVq7RHBwAAAAAAAIBqoVgBAAAAAAAAAJBFXtoDAAAAAAAAAADUVIoVAClLkiT+/e9/x1FHHRX5+fnx8ssvV/sM7777bpxxxhnRvHnz+M1vflPt+0OaZBDSJ4eQLhmE9MkhpEsGIR2yB+mSQVg3+WkPALCxWrRoUdx3331x6623xocffljt+69cuTIeffTRuO222+L111+vsn2uu+66GDlyZIwePbrK9oD1IYOQvo0lh1BTySCkr67ncPr06fHOO+/E7NmzY+HChZGfnx+bbbZZbLfddvH9738/GjduXO45L730UsydOzeOP/74nM8Dq5NBGSQddT17UNPJIKynBCBHXnrppaRdu3ZJXl5eEhEV3s4666yc77t48eKkVatWFe5Xr169pH379snhhx+e8303xGWXXZY0a9aswplHjRpV5fs/+OCDSZs2bZJ69eqV2/+KK67I2T6FhYVJx44dk4hIJk6cmLN1qZgMVp4MUlXksPJqWw7//Oc/J9tuu23SuHHjrL+2Fd3q16+fNGvWLNliiy2SXXfdNTn++OOTG264IZk0aVKVv8aNkQxWngzKYFWRw8qrbTmsrIkTJybnnntusuWWW64xn40bN0769++fPP7440lhYWGSJEmycuXKpEePHsmRRx6Zmxe5EZLBypNBGcwl2au82pa9W2+9Ndluu+2SJk2aVPozaH5+ftKsWbOkdevWSbdu3ZJ99tknOf7445OrrroqGTlyZPL1119X+evc2Mhg5cmgDLL+FCuAnFu6dGly5513Jk2bNq3wD21ffvllTve78cYbK/zN8/zzz08WLFiQ071y5c0330zmzp2bvPXWW+U+xFTHh5fPP/88mTt3brJs2bJkv/32y9kf3lf32GOPlaw7ePDgnK3Lmsng2skgVU0O16625rCoqCh5/PHHk0033bTc+73lllsm/fv3T4YMGZJcfPHFyeWXX56ce+65yTHHHJN06dKl3PG77LJL8vjjj1f5a90YyeDayaAMVjU5XLvamsNspk6dmhx99NFJJpMp+WFC//79k3vvvTeZNGlSMn/+/GTp0qXJzJkzk+eeey751a9+lbRr1y6JiKRjx47JBRdckOy9995JRPihbg7I4NrJoAxWBdlbu9qavaKiouSpp55K2rRpU+F7nslkks6dOyd9+vRJ+vXrl+yzzz7JNttsU+EPg+vXr58ceuihyWOPPVblr3djI4NrJ4MyyPpTrACqzE033VThb3CXXHJJzvYoKCiosIHfq1evnO1R1Y466qhq//BS2h133LHBf3jPpvQHo2bNmiULFy7M2dqsnQxWjgxSleSwcmpjDq+//vpy7/m0adPW+JwJEyYkJ598crnnHX/88cmKFSty82IoQwYrRwZlsCrJYeXUxhyWdvPNN5f5S+uDDz44mTx58lqft3LlyuTaa69NGjVqVGZ/P9TNHRmsHBmUwVyTvcqpjdmr6Nf2oYceyvpD9IKCguTFF19Mhg4dWuEP+3v37p28++67OX5lyGDlyKAMsm7yAqCK9O/fv8LHb7vttli8eHFO9njggQfi008/Lff4brvtlpP1q8NWW22V6v7t2rWrknUnTpwYL7/8csn9JUuWxH333Vcle1ExGawcGaQqyWHl1MYc9unTZ52fs+OOO8Y999wTzzzzTJnrWT/44INxzDHHRJIk67wmayaDlSODMliV5LByamMOIyKKiorirLPOirPPPjuWLVsWERG//OUv47nnnottttlmrc9v0KBBXHTRRTF69Oho1arVes3Amslg5cigDOaa7FVObcxe7969yz222267RYsWLSo8vn79+nHAAQfEn/70p5g6dWoMGjSozPfHjRsXu+++ezzwwAPrPAvZyWDlyKAMsm4UK4Aqs8UWW5R8nZf33X9uFixYELfffvsGr58kSVx//fXl1o+I2GyzzTZ4/erSpEmTVPdv1KhRlax78803l3vstttuq5K9qJgMVo4MUpXksHJqYw7btGmz3vv98Ic/jL/+9a9lHnv66afj//7v/9Z7TSomg5UjgzJYleSwcmpjDiMizj777DKfMQcNGhTXXXddZDKZdVpnt912i2effTby8/PXaw6yk8HKkUEZzDXZq5zamL3WrVuv936bb7553HnnnfGXv/wl6tevX/L48uXL48QTT4yHHnpovdemLBmsHBn8lgxSWYoVQJVp2LBhyddHH310me/98Y9/jJUrV27Q+s8880xMmjQpOnToELvvvnuZ79WmPwg2aNAg1f2r4r2aP39+3H///eUenzx5crz00ks534+KyWDlyCBVSQ4rpzbmsPSv7foYOHBgHHDAAWUeu/rqq/2L+RyTwcqRwW/JYNWQw8qpjTkcMWJEmR/oduvWLW666ab1nmGPPfaIX//61+v9fComg5UjgzKYa7JXObUxe7mY+ZRTToknnniizA/ki4qK4qSTTop33313g9dHBitLBmWQdaNYAVSLiy66qMz9L774Iu69994NWnP48OEREXHeeeel/gFgQ6zeaK0L+991112xbNmy6Nu3b3Ts2LHM92699dac78fayWB2Mkh1kcPs6mIOK+OYY44pc//TTz+NCRMmpDLLxkAGs5PBb8lg1ZPD7GpbDmfMmBEXXnhhmceuvvrqDf5Xj8OGDYv27dtv0BpkJ4PZyeC3ZLBqyF52tS17ufTDH/4wLrvssjKPrVy5Mn784x/HN998k9JUdZMMZieDMsi6UawAqsWuu+4affv2LfPY9ddfH6tWrVqv9f73v//Ff//732jZsmWcfvrpuRiRHFm1alXJv5g499xzy/36PPXUUzFr1qw0RtuoyeDGQwZrLjlkdZ06dSr32NSpU1OYZOMgg6xOBqufHNYdF1xwQSxdurTkfteuXWPgwIEbvG7jxo1j2LBhG7wOFZPBukMGaxfZI5srrrgivv/975d5bNKkSfGXv/wlnYHqKBkkGxlkXSlWANVm9Wboxx9/HA8//PB6rXXddddFRMSZZ54ZzZs33+DZyJ2nn346pk+fHltvvXX88Ic/jEGDBpVp7a5atcr1q1MigxsHGazZ5JDS5s6dW+4xlyGoWjJIaTKYDjms/SZPnhyPP/54mcdOOOGEnP2Lw5/+9KdlrnlNbslg7SeDtZPsUZG8vLxy/9+I+PYMNEVFRSlMVHfJIBWRQdaVYgVQbQ4++ODYeeedyzxW/CFkXUyePDmeeuqpaNSoUZxzzjk5me21116LwYMHx/bbbx/NmzePJk2aRNeuXePQQw+NESNGxFdffbXea48ePToGDRoUPXv2jBYtWkSzZs1ip512iiuuuCIWLFiw3uuuWLEi7rnnnjjqqKNi6623jiZNmkTLli1jhx12iHPPPTc++OCD9V57Q/z5z3+OiG8/WObl5UXbtm3jRz/6UZlj7rzzzigoKEhjvI2aDMpgMRlMjxxuHDmsrDFjxpR7rHv37ilMsvGQQRksTQbTIYe1P4e33XZbuRLSEUcckbP127RpEz/72c9yth5lyaAMro0MVg3Zq/3ZqyrHHHNMbLXVVmUemzVrVowePTqlieomGZTBbGSQdZIAVKGISEr/p+bBBx8seaz49uyzz67TmqecckoSEcngwYNLHtt3333LrHnFFVdUaq0pU6Yk++23XxIRSZMmTZKBAwcmF1xwQXLCCSckLVu2LFmvRYsWyYgRI5KioqJKz/npp58mhx12WBIRSSaTSfbee+/kvPPOS0466aRks802SyIi6dChQ3LUUUeVmX3UqFFrXfvJJ59MOnbsmDRu3Dg5+uijkwsuuCA57rjjkmbNmpWsU69eveSiiy5KVq1atca1Ro0atV7vXUUmTpxY8l5+/fXXJY+/+uqr5X7d77///vXeh8qTQRlMEhlMmxzWzRxOmzat3K/jtGnTKvfGJEny5ZdfJk2bNi3z/K5du67T+0vlyKAMVkQGq5cc1p0cFhUVJVtuuWWZYxs1apQUFBRU+j2h+smgDJIO2as72SttQz+HVuTkk08ut+aQIUM2aE1kUAYrTwapLMUKoEqt/uGlsLAw6dq1a5nfoH7wgx9Uer3PPvssadCgQVKvXr3k448/Lnl8fT68jBo1KmnevHkSEcnAgQOTefPmlfn+kiVLkkGDBpVZ9+STT17rh4EkSZKPPvooadeuXRIRyWabbZb85z//KfP9pUuXllu7sh9ebrjhhiSTyST7779/8umnn5b53rx585LDDz+8zHo//elP1/o+rM8Hv4qcdtppSUQkp556arnv7bjjjmX22XPPPdd7HypPBmWwmAymRw7rZg435A/yy5cvT/baa69yz3/wwQcr9XzWjQzK4OpksPrJYd3J4XvvvVdu1l69eq31vSBdMiiDpEP26k72SquKH+rec8895dbs06fPBq2JDMpg5ckglaVYAVSp1T+8JEmS3H777eV+k/rvf/9bqfUuvPDCJCKS4447rszj6/rhZdKkSSX/Qm2PPfZICgsLsx5b3EItvp1xxhlrXPuLL75IOnXqlERE0qBBg2TcuHFZj129Ebq2Dy8PPPBAEhHJ7rvvnqxYsaLCYwoLC5Ndd921zJq333571jVz9UPdr7/+OmnSpEkSEcmECRPKfb+iX/e33357vfai8mRQBovJYHrksG7mcH3+IL9q1arkqaeeSrp3717uueedd95a92T9yKAMFpPB9Mhh3cnh3//+93KzHn300VnXpWaQQRkkHbJXd7JXWlX8UPftt98ut2aTJk02aE1kUAYrTwapLMUKoEpV9OFl+fLlJY3J4tsPf/jDta61YMGCZJNNNkkiIhk/fnyZ763Lh5fCwsJkp512Kjl29OjRa9x30aJFSYcOHcqs/+STT2Y9/uijjy457vLLL1/j2tOnT0/y8vIq9eFl1qxZJS3Wt956a43rPv/882XW3HzzzZPly5dXeGyufqh7/fXXJxGR7LPPPhV+f/HixSW/fsW3QYMGrddeVJ4MymAxGUyPHNbNHFb0B/k99tgjOemkk5KhQ4cmv/zlL5NLLrkkGTZsWDJo0KDkoIMOKjndZulby5YtkxEjRqx1P9afDMqgDKZPDutODn/961+Xy9GZZ565xjlInwzKIOmQvbqTvdKq4oe6M2bMKLdmRCRLly7doHU3djIog5Ulg1SWYgVQpSr68JIkSfL73/++3G9S77777hrXuuaaa5KISA4++OBy31uXDy933XVXyXFt2rSp1LXJ7rjjjjLrd+7cucIm6T//+c+SYxo0aJDMnTt3rWsXX0dtbR9eLrjggiQikh122GGta86dO7fc+5vtA1cufqi7atWqZOutt04iInnkkUeyHjdkyJAyezVp0iSZP3/+Ou9H5cmgDJYmg+mQw7qZw4r+IL+ut1NPPbXc6T7JPRmUQRlMnxzWnRyeffbZ5dYcNmzYWmchXTIog6RD9upO9kqrih/qLlmypMLPq7Nnz96gdTd2MiiDlSWDVFZeAKTgzDPPjE022aTMY9dee23W41euXBk33XRTRERcdNFFG7T3jTfeWPJ13759I5PJrPU5xx9/fDRp0qTk/vTp0+Oxxx4rd9w111xT8vV+++0XrVu3XuvaO++881qPKSwsjLvuuisiInbbbbe1Ht+qVatyj40ePXqtz1tfTz/9dEybNi223HLLOOqoo7Ied+aZZ5a5v2zZsrjnnnuqbC6yk8HvyKAMpkUOv1MXchgRMW7cuCgsLIzk2wJ7fPPNNzF//vyYOHFi/OMf/4hf/OIX0aJFi5Lj77zzzth1113jt7/9bSxcuLBKZ6M8GfyODMpgWuTwO7Ulh8uXLy/3WKNGjTZoTdIjg9+RQaqT7H2ntmSvqtWrV6/Cxxs2bFjNk2wcZPA7MvgtGaSyFCuAVLRo0SJOP/30Mo899NBD8cknn1R4/F//+tf44osvYtddd42+ffuu977jx4+PDz74oOR+x44dK/W85s2bxyGHHFLmsaeeeqrM/XfeeSfGjBlTcr8yHzIiotyHuIqMHz++5C9777777shkMmu85efnl1tj1qxZlZpnfdx8880RETF48OAK9y623XbbxX777Vfmsdtvvz2SJKmy2aiYDH5HBmUwLXL4nbqQw4iIzTbbrMwfxvPz86Nly5ax/fbbx/HHHx933XVXzJo1Ky6//PKoX79+RER88skncfnll8f3vve9+Pe//12l81GWDH5HBmUwLXL4ndqSw4rmLCgo2KA1SY8MfkcGqU6y953akr2qNm/evHKP5efnV/gDajacDH5HBr8lg1RW9r95B6hi5513Xvz5z3+OlStXRkTEqlWr4vrrr4/bb7+9zHFFRUVxww03RMSGN0JX/8vSzTbbrNLP3WWXXeKJJ54ouf/aa6+tce3OnTuv+4BZvPHGGyVf/+AHP4h99913ndfo1q1bzuYp7f3334+XXnopGjZsGKeddtpajz/zzDPj5ZdfLrk/ZcqUeOGFF8p9OKTqyWDlySBVRQ4rrybncF00b948rrzyythvv/3ihz/8Ycm/Opw7d270798/Ro4cGQcccEDKU248ZLDyZJCqIoeVVxNyuOmmm5Z7bMmSJRu0JumSwcqTQXJJ9iqvJmSvqlX0Q93NNtusUmczYP3IYOXJIHxHsQJITfv27ePEE08sOY1URMS9994bv/nNb6Jdu3Yljz3xxBPx0UcfRffu3ePoo4/eoD0nTpxY5v66nMppxx13LHN/9uzZZe6v/mGm9GmGN9Tnn39e8nWvXr3id7/7Xc7W3lDF/1J+8803Lzkl2poUFhZGJpMp8y/kb731Vj/UTYEMVp4MUlXksPJqcg7Xx/777x/XXXddnHPOOSWPFRQUxE9/+tOYPHlyTt87spPBypNBqoocVl5NyGHXrl3LPVbT/wUiayaDlSeD5JLsVV5NyF5Vmzx5crnHdtlllxQm2XjIYOXJIHzHpUCAVA0bNizy8r77T9GKFSvij3/8Y5ljhg8fXuGx62Pu3Lll7i9evLjSz23Tpk2Z+wUFBSWN1ojyH2Y2dNbS5s+fX/L1nDlzcrbuhlqwYEH87W9/i4iIGTNmxNVXX73W23XXXVfusgPPPvtsTJ8+PYVXgAxWjgxSleSwcmpqDjfEqaeeWu6ap1988UXcfffdKU20cZLBypFBqpIcVk5NyOFee+1V7rEpU6akMAm5JIOVI4PkmuxVTk3IXlUbPXp0ucecRa3qyWDlyCB8R7ECSFVFTc/bb7+95JpdL7/8cowdO7akQbqhVr++1+ofZtZk9ZZnw4YNy7RKS3/AiIhYtGjReky4dqWvlZa2v/zlL7F06dI48MADI0mSSt8+++yzMr8WRUVFMWLEiBRfycZLBtedDJJrcrjualION0SjRo1iwIAB5R5/7rnnUphm4yWD604GyTU5XHdp5XCrrbYq9y/mJ0+eHF9//XUq85AbMrjuZJBckL11V1c+h67upZdeKvfYoYcemsIkGxcZXHcyyMZOsQJI3a9+9asy9xctWhS33XZbRHzXCD333HPX6dRY2aze7Pzggw8q/dz69euXud+9e/cy95s1a1bm/meffbaO02VX+hqaM2bMKHfasDQUFRXFrbfeGhHf/vqsiw4dOsSPfvSjMo/dfffdZVq2VB8ZXDsZpKrJ4drVxBzmwurvYYTTOadBBtdOBqlqcrh2NSWHP//5z8vcT5IkXnjhhVRmIXdkcO1kkKoge2tXU7JXVV544YX48MMPyzx2yCGHRI8ePVKaaOMig2sng/AdxQogdb17946+ffuWeexPf/pTvPHGG/Gvf/0rWrRoEYMHD87JXt///vfL3H/77bejqKioUs9dsmRJmfurn36x9LXXIiLGjx+/7gNm0bFjxzL3r7/++nV6/oQJE2Lo0KE5myfi20sHfPLJJ9G9e/fo16/fOj//7LPPLnP/q6++ioceeihX47EOZHDtZJCqJodrVxNzmAsV/eVMLv7ChnUjg2sng1Q1OVy7mpLDQYMGlcvJX//61w1et7TCwsJYsGBBTtdkzWRw7WSQqiB7a1dTsldVrr322nKPXXbZZSlMsnGSwbWTQfiOYgVQI6zeDP3yyy/jiCOOiIiIM844IzbZZJOc7LP6dbHmzZtX6dNXffnll2Xur36asF133bXM/VGjRq3Xv/6u6MPU6h+U/v73v8ezzz5b6TUvueSS2GyzzdZ5ljW5+eabIyJi6NChkclk1vn5e+21V/Tq1avMY8X/+p7qJ4PfkUHSIoffqS05zIXV/1VERMSOO+6YwiTI4HdkUAbTIoffqck5bNu2bQwbNqzMY88991y8/fbbG7x2sV/96ldxyy235Gw9KkcGvyODMlidZO87NTl7VeHuu++OUaNGlXnsxBNPjB/84AcpTbRxksHvyKAMsmaKFUCNcNBBB5X7Ad+XX34ZDRs2zGmbcYcddojdd9+9zGOVbfWXPjVXly5d4sADDyzz/YMPPrjM/fnz58fDDz+8zjN+88035R7r2bNndO7cueR+kiTxk5/8JEaPHr3W9W699dYYOXJkDBw4cJ1nyea9996Lf//739GyZcs46aST1nudIUOGlLk/duzYGDt27IaOx3qQwe/IoAymRQ6/UxtymAsFBQXxxBNPlHv8uOOOS2EaZPA7MiiDaZHD79T0HF522WWxzTbblJllyJAhsWrVqg1e+6GHHooXXnghfvnLX27wWqwbGfyODMpgdZK979T07OXSO++8U+7vZbbbbru4/fbbU5po4yWD35FBGWTNFCuAKlP6N+HCwsK1Hn/RRReVe+zkk0+OzTfffJ32quh+ab/+9a/L3L/vvvviiy++WOsepa9Xefnll0deXtn/hO69997lTuf1q1/9KhYuXLjWtUtbunRpuccymUycd955ZR5buHBhHHLIIXHFFVdU+Jzly5fHr3/96zj77LPj4IMPznpNsCRJ1ni/IsXXlzvhhBOiadOmaz0+m+OOO67c82+44Yb1Xo+yZFAG10YGq54c1t0cFhQUrPWYtbn66qvLXfd09913X6/L+1AxGZTBNZHB6iGHdTOHDRs2jIceeqjM9bxff/31uOCCC9b4vLX5z3/+E+eee2488sgj0aBBgw1ai2/JoAyuCxnMHdmrm9mLWPP7W1n//e9/48ADD4wVK1aUPNa+fft44oknNujvefiODMrgmsgg6y0BqCJffPFFEhFJRCRffPHFWo8vLCxMunbtWvKcvLy8ZMqUKZXaa5tttil5XkQkp59++hqPP/7448scP2DAgDUe/9FHHyX169dPIiLZd999k1WrVlV43AsvvJBkMpkya/ft2zdZvnx5hcevXLkyOeigg8ocP3z48AqPXb58ebL99tuXObb41qRJk+TII49Mzj///ORXv/pVcswxxyQtW7ZMIiJp0KBBMmnSpKyv7Zlnnimz1rBhw9b4XkycODHJy8tLIiJ54YUX1nhsZRx++OFl9s9kMsnbb7+9wesigzJYOTJYteSwbuYwSZLk9ddfLzfDtGnT1vq8Yrfccku596lFixbJ5MmTK70GayeDMpiNDFYfOay7OUySJHn++eeTxo0bl3nukCFDkoKCgko9v7Snnnoqad26dTJq1Kh1fi7ZyaAMVpYM5pbs1d3sjRkzZr0/h37zzTfJn//856Rhw4Zlnr/99tsnU6dOrdQaVI4MymBFZJANpVgBVJnSvyk+++yzlXrOiBEjSp5zzDHHVOo58+bNS/Lz88v8RrjLLrus8TmLFy9OdttttzLPueKKK7Ie26dPnyQikq5duyazZ89e49oXX3xxud/Ye/XqlYwfP77Mce+//36y1157lfyAtPjWpUuXZOzYscmrr76avP766+WeU/yhpLK3O+64Y43z3njjjWWOP+KII7IeW1BQkOyxxx4lx7711ltrXLsyfv7zn5ebedddd01WrFixwWtv7GRQBitDBquWHNa9HBb705/+VG6f9957b63P++9//5v079+/3HPbtm2bvPHGG2t9PutGBmVwdTJY/eSw7uaw2GuvvZZsscUW5V7ryy+/XKnnL1y4MDn//POTzTffPBkzZkyl96VyZFAG10YGq4bs1d3s3XLLLeX2mTBhwhqf89VXXyX33HNP0r179zLPa9iwYTJs2LBk2bJla92XdSODMliaDJIrihVAlXjttdeSrbfeuuQ3qG7duiWjR4/O2qYstnz58mTzzTdPIir3A8Np06aVa1UW384999zk66+/zvrcr776Ktl///3LPKdfv37Jf/7zn2TevHnJ3Llzk4cffrikcbrnnnsmn376aaVe/0UXXVThTDvuuGNy5JFHJrvuumuSyWSSo48+OrngggvKHZefn5/069cveemll8qtPXHixGTLLbdc64eWTCaTXH/99Wuc86OPPkq22mqrMs/Ly8tL/vGPfyRFRUXl9j3yyCPLHLvXXnslEyZMKHdsZY0ePTpp0aJFhfPvvffeyZgxY9b6/xkqJoMyWBkyWLXksO7lsNhrr72WtGnTpsI9O3bsmPTr1y855ZRTknPPPTe56KKLkjPOOCM5/PDDk/bt25c7vmHDhsmpp56azJ07t1LvK5UngzIog+mTw7qbw4rex1/84hdJvXr1yqzTq1ev5Jprrklefvnl5PPPP0+WLVuWLF68OPn444+TJ598Mjn99NOTli1bJgMHDkzmzJlTqb2oPBmUQRlMh+zV3ey9/vrrSdu2bSvcc4sttkgOOeSQ5Oc//3ly4YUXJuecc05y/PHHJ7vvvnu5bLZt2zYZNmxYMn369Eq9p6wbGZRBGaSqKFYAOfPSSy8lnTp1yvpDuohv/+KyU6dOyfPPP591nWuuuSY58MADs35/4cKFSadOnbL+Brr6rU2bNsnhhx9e4VpFRUXJiBEjyp2uq/Rt2223Te64446ksLBwnd6PkSNHJttuu22Fa3bs2DG59957k6KiouSKK64oebx3797JTTfdtNY/zC5YsCA5//zzk2bNmlW4/g477JC8+OKLWZ//6quvJq1bt17j+9akSZPkkEMOSZIkKdfkXP3WrFmz5IILLqj0e3PWWWdlnX31W4MGDZJnnnmm0mtvzGSwLBnMTgarjhyWVZdyeMcddyR77rln0qVLl0q956Vv9erVSxo3bpy0bt062XbbbZMDDjggOfvss5P7778/mTdv3jq9p6yZDJYlgzKYBjksqy7lsDI++uij5MILL0w6d+5cqV+TX/ziFy5Dl2MyWJYMymB1kb2y6lL27rzzzmS33XarVK5K3+rVq5c0bdo0ad++fbLrrrsmxx9/fHLdddcl//vf//wjliogg2XJoAxSNTJJkiQBQLzzzjsxadKk+Pzzz2PVqlXRvn376N27d/To0WOD1n3rrbdi/Pjx8dVXX0WrVq3i+9//fuy+++6RyWQiIuLll1+OsWPHxpFHHhnbbLPNOq29YsWKePnll+Pjjz+ORYsWRdu2bWO33XaLHXbYYYNmhjTIIKRPDiFdMgjpk8PcmT59erz33nsxY8aMWLRoURQVFUXz5s2jffv20bNnz9h2220jLy8v1RmpeWQwd2SQdSF7kC4ZhNpBsQIAAAAAAAAAIAuVVAAAAAAAAACALBQrAAAAAAAAAACyUKwAAAAAAAAAAMhCsQIAAAAAAAAAIAvFCgAAAADg/9m77/imqv+P4+90t+xZdlmC7KlMZQkCIggiG0EUBAFRHCAo6wsCKgqyRWTIRpaCiCgbFGXvvVfZlFJoS3t/f/AjEpK0aZv2tuX1fDzykJx77zmfe5Pmk5hPzgEAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATXmYHAAAAXHflyhVt3rxZZ8+eVUhIiDJkyKCgoCBVrVpVWbJkMTu8J050dLR2796t7du36+rVq/L19VXOnDn13HPPKXfu3GaHBwCpDnkweSEPAkDSIg8mL+RBAEha5MHkhTyIJxGFFQDcYvjw4erXr58kadq0aerYsaO5AT1BDh48qK1bt+ry5cvy9PRUYGCgqlSpokKFCpkdGtzo33//1aBBg7Ry5UoZhmG33cPDQ40bN9aQIUNUqlQph3289957GjNmTKLG2atXL40ePVq//PKLevbsqYsXLyoiIiLW47y9veXn56csWbIod+7cKlGihKpXr66XXnpJmTNnTtSY4yM6OlqTJk3SyJEjdebMGYf7PPfccxoyZIhq1qwZY18lS5ZUSEiIzp075/CxfZzFYpGvr6/8/PwUEBCgwMBA5cqVS0FBQSpfvryeeeYZlSpVShaLxeXzqVOnjvbu3asrV67Euq+Hh4d8fX2VNm1aBQYGqlChQipfvrxefPFFVapUyeUxUxvyoHnIg08G8mDyQh4kDz6OPGge8uCTgTyYvJAHyYOPIw+ahzz4ZCAPJi/kQfLgE80AgATasWOH4e3tbUgyJBnTpk1zuN8333xj3Sexbk2aNLHGFBQUZPj7+7t0nJeXl5E2bVojb968xrPPPmt07NjRmDx5snHhwoWku5BxNHfuXKN48eJOz6l06dLGokWLYu2nXr16RoECBQwPDw+Xr7Ovr6+RIUMGI0eOHEapUqWM+vXrG507dzYmTJhgbN261bh//36czuX11183cubM6dLYFovF8PPzM7JkyWIUK1bMaNiwofHJJ58Ya9asMaKiouJ7OZO10aNHG15eXoYko0yZMsasWbOMs2fPGmFhYcb58+eNefPmGWXKlLE+NlOnTnXYT69evazX0dPT06hbt67xzjvvGH379jX69+9vvbVr187uuj+6vX///sbHH39sdOjQwShWrJjNfr169bIZ8/79+8bq1auNoKAgh4+np6enkTNnTiNv3ryGp6en3XZ/f3/jvffeM27dupUEV9o1t27dMl544QWX/1769u3r0nPz6tWrRuvWrZ32kzZtWqN06dJGrVq1jPr16xvly5c3cufO7XDffPnyGR999FGcX8OuXr1q9OjRw2kM6dKlMwoUKGCkT5/e4fYyZcoYq1evju+lTbHIg+YgD5IHyYPmIA+SBx9HHjQHeZA8SB40B3mQPPg48qA5yIPkQfKgOciD5MEnHYUVABLk7t27dm9iXf0AUb16dePtt982+vTpY/PGxFHy6tGjh80+ffr0MTp16mRUqFDB4QeIh6Kjo41//vnHKF26tNM3o9mzZzeCgoIMHx8fhx8sXn/9dePixYuJfzFdFBERYbRt29blNy8dOnQw7t69G2u/oaGhxvvvv++0Hz8/P6NkyZJGjRo1jAYNGhjPPPOMERQUZFgsFrt9s2fPbnTr1s04cuRInM7t9u3bxpAhQ5x+mAkICDDy589vZM6c2eH2ggULGvPmzYvvpU2WpkyZYj2/1q1bG+Hh4Q73u3fvnvHSSy9Zn9eOrsPDDxAFChQw9u7d63TMtWvX2l3bmKxevdrIkSOHww8QDy1dutSuz++++84ICwuz7vPww0ajRo3s9i1UqJBx6NChGONIChEREUbt2rWtcRUpUsR48803jX79+hldu3Y1nn76aYfPTWfX5XGRkZFGtmzZbI6tU6eOcfDgQacfQk6fPm1MmjTJqFSpksMPYIMGDYrzh/qyZcva9FO2bFnj1KlTNvtcvHjRGDlypJE1a1a7cT/99NM4jZeSkQeTHnmQPOgIeTBpkAf/Qx58gDyY9MiD5EFHyINJgzz4H/LgA+TBpEceJA86Qh5MGuTB/5AHn1wUVgBIkEcrPV39AJE5c2Zjw4YNTvs8efKkXZ8nT550uv+OHTuMIkWKOPwA8dCuXbvs+hw4cKAREhJi3Sc6Otr4+++/jfbt2zt8Q7xlyxZXLkmiezS+vHnzGq+//rrxySefGD169DDKly/v8M1Ls2bNXK5aLleunM2xJUuWNHbv3m1ERkY63D84ONiYMWOGUa9ePYcfwHr06GHzJtEVr7zyik0/gYGBxpEjR4zo6GjrPjdu3DDGjx9v5M+f327cjh07Oo03JTl37pyRJk0a64eje/fuxbj/lStXrPtnzpzZuHHjhs32Xr16GT4+Psbhw4dj7CeuHyAMwzC2bdtmeHt7O32jfP78ebs+165d67S/0aNH2+2fO3du4+zZs7HG4kyHDh1ifT2JzZdffmn9QLNy5UqH+yxevNjIkiWLXfw//fSTS2PUrVvX7n8CuOqnn35yWAVfo0YNu+dDTDp37mx3vDNnzpyx/jLg0duAAQNcHi8lIw8mPfLgA+RBe+TBmJEHb7jcD3nQdeTBpEcefIA8aI88GDPy4A2X+yEPuo48mPTIgw+QB+2RB2NGHrzhcj/kQcSEwgoA8fbHH38YFovFOhWXqx8gYnrTYBhx/wBhGA8qEzNmzOj0A0R0dLRd5bWzOA3DMBYuXGgzjZ8kI3369MauXbtijCMmAwcOdOn8Y7Jw4ULrB5o5c+Y4/FCwbt06o0CBAnbX8KuvvnJpjLi8cXjcmjVrjFKlStmNXapUKeP06dMu9zNs2DCb44OCgpzue/36daNOnTp2Y77++usuj5dcPXzOPPzA64pHP3x99913Ntt69epldOrUKdY+4vMBwjAePHecfYAIDw+P0wcIwzCMN9980+6YevXquRSLIwn9ABEWFmZkyJDBqFixonHt2rUY9z106JCRKVMmm9gLFixo8yHYmcenvYvLBwjDMIzLly8bVatWtbt2lSpVMm7fvu1SH5988kmcXgcOHz5sN8Woh4eHsWnTpjjFntKQB+OGPEgejCvyIHmQPJi8kQfjhjxIHowr8iB5kDyYvJEH44Y8SB6MK/IgeZA8iOTIQwAQDzdv3lTHjh3l5+enDz74wOXjateurZo1a7o9nnz58umjjz5yut1isShLliwu99e8eXMNGDDApi0kJERt2rTR/fv34x1nQvXv318FChTQP//8o9atW8vDw/5lvEaNGvrrr79UoEABm/YhQ4bo9u3bsY6RNWvWeMdXq1Yt/fXXX2rSpIlN+969e1WnTh1dvHjRpX7iEkOmTJk0f/58BQYG2rTPnDlTc+fOdbmf5GjNmjXWf+fMmdOlY5566inrv/fs2WO3/aWXXkp4YE7Ur1/f6TYfH5849zdixAh5e3vbtP3+++/6+++/49yXOyxZskSStHTpUmXOnDnGfYsWLarJkyfbtJ04cUL//PNPrOPE51o9Klu2bFqzZo2ef/55m/atW7eqc+fOLvUR1xiKFCmirl272rRFR0frf//7X5z6SUnIg+YgD9ojD9oiDyYe8qBz5EHyYFIhD9ojD9oiDyYe8qBz5EHyYFIhD9ojD9oiDyYe8qBzT2IefJJRWAEgXt555x2dO3dOX375pZ5++mmXjzPrzYsU94TYt29fZcuWzabtwIED+umnn+Icmzts2bJFJ06c0OLFixUUFBTjvoGBgZo3b55NW0hIiH799ddYx0nom5c0adJo8eLFatWqlU37sWPH9NprrykqKsrtMWTJkkX9+vWzax88eHCc+kluLl26ZP338ePHXTrm0Q+4j3/ALFq0qMqXL++e4ByoUKGCihYt6rb+smbNqnr16tm1L1u2zG1jxMXq1av1ySefKHfu3C7t37x5c7vXx127diVCZPZ8fX01b948uw/W8+bNS7QP1m3atLFr+/PPPxUaGpoo45mNPJj0yIPOkQf/Qx5MPOTBmJEHXUMejD/yoHPkwf+QBxMPeTBm5EHXkAfjjzzoHHnwP+TBxEMejNmTlgefZBRWAIizuXPnau7cuWrQoIG6d+/u8nH58uVTtWrVEi2u4sWLq0yZMm7rz8vLSy1atLBrN/PNy1tvvaWyZcu6tP+zzz6rF1980aYtqd68eHh46Pvvv1fx4sVt2jdv3qwvvvgiUcZs2bKlPD09bdoOHz6sw4cPJ8p4SSFdunTWfy9YsMClXwWcPn3a+u+qVavabOvWrZvy58/vtvgeFxQUpG7durm1T0cfeA4ePOjWMVyVLl06lyubpQe/CHn8f2xcu3bN3WE5lTNnTk2YMMGu/ZNPPlFERITbxytbtqzdh9b79+/r2LFjbh/LbORB8mBsyIPuQR4kDyYEeTDxkAfJg7EhD7oHeZA8mBDkwcRDHiQPxoY86B7kQfJgQpAHkVgorAAQJ+fPn1f37t2VNWtW/fDDD3E6tlmzZqpUqVIiRSb5+fm5vRI3Ob158fT0VK9eveJ0TIMGDWzuJ+WblzRp0mjmzJl27cOHD9fVq1fdPl5gYKBy5cpl127W4+UOzzzzjPXfp0+f1ldffRXj/nfv3tXq1aslSXnz5lXTpk0TNb6k4OgxvXfvngmRSN9++22sU909rmDBgjb306dP786QYtW0aVMVK1bMpu306dMO/zYTysvLy+7XLJJ5j1diIQ+SB11FHkw48iB5MKHIg+5HHiQPuoo8mHDkQfJgQpEH3Y88SB50FXkw4ciD5MGEIg8iMVBYAcBlhmGoY8eOunHjhr777jvlyJHD7JASXXJ68/Lpp5/GaXpByfw3LxUqVLCrDr99+7ZGjx6dKOMlp8fLHdq3b29z/7PPPtMvv/zidP9Jkybp9u3b8vDw0OTJkxM8fWFycPfuXbs2R29Sk6vHfy3w+Jv5xGaxWPTee+/Ztf/444+JMl5Kf7xiQx58gDzoOvJgwpAHU/7rKnkwZT1esSEPPkAedB15MGHIgyn/dZU8mLIer9iQBx8gD7qOPJgw5MGU/7pKHkxZjxdcQ2EFAJd9++23+uOPP9SpU6dUUfHpipSeDM1+8yJJvXv3tmubPXt2ooyV0h+vx1WrVk3NmjWz3r9//75effVVTZkyxW7fv//+W5988ok8PT01ZcoUu6r8lMpRZb07p7ZMbOfPn7f+29/f324awqTw+Id4Sdq0aZOuXLni1nHOnz+vkJAQm7aMGTPGuvZpSkIefCAlva6SB1PW4/U48iB50B3Ig+5DHnwgJb2ukgdT1uP1OPIgedAdyIPuQx58ICW9rpIHU9bj9TjyIHnQHciDcBQqlqcAAQAASURBVDcKKwC45ODBg+rbt68KFiyoMWPGmB1OkklNb14kqU6dOkkeQ40aNeTn52fTdurUKW3fvt2t40REROj48eM2bRaLRaVKlXLrOEltypQpNh/8IiMj1aVLF/Xo0cO6tuCuXbvUsGFDpUuXTsuXL1enTp3MCtetwsPD7SrRLRaLGjdubFJEcffo+p2vvvqq/P39kzyGoKAguzfx0dHR2rFjh1vH+emnn+zaXnrpJXl5ebl1HLOQB/9DHowb8mDCkAfJgwlFHnQP8uB/yINxQx5MGPIgeTChyIPuQR78D3kwbsiDCUMeJA8mFHkQ7kZhBYBYRUZGql27doqMjNSsWbOUNm1as0NKMo4S4iuvvJL0gcTTo29eqlevrvz58yd5DL6+vg7XkNy2bZtbx1m5cqXu3Llj01a1alVlz57dreMktcyZM2v16tUqUqSITfv48eNVr149/fLLL6pVq5YqVaqkXbt2qX79+iZF6n5ffPGFLl26ZNPWpk0bu2uRXIWFhWnNmjWSHnzw+eijj0yLpWzZsnZte/bscVv/ly9f1ogRI2zavLy89Omnn7ptDDORB22RB+OGPJgw5EHyoDuQBxOGPGiLPBg35MGEIQ+SB92BPJgw5EFb5MG4IQ8mDHmQPOgO5EG4E4UVAGI1cOBA7dixQ/369VOVKlXMDifJ/Pjjj9q5c6dNW/Xq1fXCCy+YFFHcLV++3PrvPn36mBZHYr95uXv3rvr372/XPmjQILeNYabcuXNr48aNqlChgk372rVr1bhxY5UuXVorVqxQ7ty5TYrQ/aZPn273+BUuXDjR1qFMDAsXLrSuZdmqVSuVLl3atFgyZ85s1+auKe+uXr2qxo0b233Y++qrr+K8/mlyRR78D3kwfsiDCUMefIA8GH/kwYQhD/6HPBg/5MGEIQ8+QB6MP/JgwpAH/0MejB/yYMKQBx8gD8YfeRDuxBwkAGK0ZcsWffHFF3rmmWc0YMAAs8NJMqtWrVLXrl1t2rJmzarp06ebE1A8rF+/XmfOnJH0oEK5UaNGpsWSmG9ewsLC1LJlS+3fv9+m/b333ktRH/Zikz17dm3YsEHt27fX4sWLbbZt2LBBjRs31uzZs5UhQwaTIoy7VatWycfHRwULFlTWrFl19+5dbd++XePHj7f7VUSFChX0008/KWvWrDbtU6dO1cmTJ10a7+H/EBg1apTL1+nVV19VuXLlXNr3UYZhaOTIkZKk9OnT68svv4xzH+6UJUsWu7Zbt265fPyFCxe0bNkyFS1aVHny5JGfn5/OnTunX375RZ9//rnNhwdvb2+NGDFCvXr1ckvsZiMP/oc8GH/kwYQjD5IHE4I8GH/kwf+QB+OPPJhw5EHyYEKQB+OPPPgf8mD8kQcTjjxIHkwI8iDcicIKAE6Fhoaqffv28vX11axZs1LdelAbN25UgQIFVKhQIQUGBioyMlJ79+7V1KlT9cMPPygqKsq6b6FChfTTTz+pUKFCNn0sXrzY5fW4NmzYIOnBG54//vjDpWNq166t2rVru3hGtoYPHy7pwbRT48aNi1cf7pLQNy+3b9/WTz/9pKefflp58+ZV2rRpFRwcrFWrVunzzz/XsWPHrPtaLBZ98MEH1jdvqcnFixd16tQpdejQQTt27NDevXut21asWKGqVavq119/tVs3LrkaP3683TRpjytUqJDeffddde3aVT4+Pnbbf/zxR61fvz5O48bl76Fw4cLx+gAxe/Zs61qkX375pelV856ennZtvr6+Lh9/5swZtWjRQhEREU738fb21quvvqq+ffumqDVXY0IeJA+6C3nQPciD5MH4Ig/GD3mQPOgu5EH3IA+SB+OLPBg/5EHyoLuQB92DPEgejC/yINwpdb0bAOBW7733nk6cOKGJEyemmLW74mLhwoX64YcfYtwnZ86ceuedd9SrVy+lS5fObvvPP/+sGTNmxGncWbNmubyvl5dXvD5AbNq0SatWrZIkffTRR/F6A+ROCX3zEhISotdff1137951uo+Hh4fq16+vvn376rnnnotXnMnZH3/8oebNm6t169aaMGGC7ty5ow4dOthUaR84cEBVqlTR2rVrVbRoUROjdc3PP/+s4sWLa/fu3Tp16pRu3Lihu3fvKn369MqRI4eeffZZuw/tj1u3bp3L43Xs2FEzZszQyZMnE3VdzevXr6t3796SpObNm6tLly6JNparrl27ZteWLVs2l4+vXLmyVq9erYMHD+rAgQO6cuWKbt68KS8vL2XKlElFixZVpUqVFBAQ4M6wTUceJA+6C3kw4ciDjpEHXUMejB/yIHnQXciDCUcedIw86BryYPyQB8mD7kIeTDjyoGPkQdeQB+FOFFYAcOjnn3/W1KlT9dJLL9lN/ZZafPvtt2rSpIl2796tEydO6MaNG7p9+7bSpUunbNmyqUKFCipevLgsFovTPqZPn+7yNHiDBg3S4MGDtXbtWtWsWdM9J+FARESE9Q1LlSpVNHjw4EQby1UJffOSO3duHT9+XEePHtW+ffsUHBysGzduyGKxKFOmTCpYsKCqVKmSoqZ7i4v58+erXbt2qlChgsaPHy+LxaK0adPqp59+Ut++ffXFF19Y97148aJq1aqlrVu3Km/evCZG7Zrs2bOrbt26ZofhVu+9956uXLmiIkWKaOrUqWaHIynhf4PSg8rr0qVLm7omYlIiD5IH3Yk8mDDkwZSFPJg6kAfJg+5EHkwY8mDKQh5MHciD5EF3Ig8mDHkwZSEPIrWjsAKAncuXL6tz587Kli1bskl+iSVTpkyqWbNmor6hT2pDhw7VwYMHlS1bNs2fP1/e3t5mh+SWNy+enp56+umn9fTTT7srrBTht99+U9u2bWUYhqZOnSoPDw/rNovFopEjRypXrlx6//33ZRiGpAcfIl577TVt2bLFZn8kvh9//FE//vijsmbNqhUrVih9+vRmhyRJOnTokF1bhQoVTIgkZSAPpmzkwdSFPJiykAdTB/JgykYeTF3IgykLeTB1IA+mbOTB1IU8mLKQB/Ek4FUFgJ233npLly9f1tSpUxUYGGh2OIiDdevW6fPPP5efn5+WLVuWbCpzefMSP8HBwWrTpo2ioqJUq1YtlShRwuF+vXr10tixY23atm7dGuuUjnCvHTt26O2335a/v7+WLVumwoULmx2SpAf/U+jhuoYPZcyYUeXLlzcpouSPPJhykQdTF/JgykIeTD3IgykXeTB1IQ+mLOTB1IM8mHKRB1MX8mDKQh7Ek4LCCgA2/v77b/3yyy+SpMaNG8tiscR6e+ONN2z6eOONN2y2uzolHBLmzJkzatGihQzD0KxZs1SlShWzQ5IkRUVFafPmzTZtFotFtWrVMimilGPQoEG6ceOGJOm1116Lcd/u3btrwIABNm3ffvttosUGW+fOnVPjxo0VGRmphQsXqmrVqmaHZLVmzRq7trp16zpc4xPkwZSMPJj6kAdTDvJg6kEeTLnIg6kPeTDlIA+mHuTBlIs8mPqQB1MO8iCeJBRWALBx7949s0NAPISEhKhRo0a6cuWKJk6cqFdffdXskKz+/fdfhYSE2LRVrFhRWbNmNSmilCEiIkI//vij9X7RokVjPWbQoEE20zfu3btXly5dSozw8IibN2+qYcOGunjxombMmKGXXnrJ7JBsPF61L0m9e/c2IZKUgTyYMpEHUx/yYMpBHkxdyIMpE3kw9SEPphzkwdSFPJgykQdTH/JgykEexJOGwgoASOEiIiL06quvau/evRoxYoS6dOlidkg2HFUH8+YldgcOHNCdO3es93PmzBnrMRaLRYMGDbJpO336tLtDwyPCwsL08ssva+/evRo3bpzatGljdkg2NmzYoC1btti01alTR5UrVzYpIsD9yIOpE3kwZSAPAuYjD6ZO5MGUgTwImI88mDqRB1MG8iCeRBRWALBRs2ZNGYYRp9u0adNs+pg2bZrN9o4dO5pzMk+AqKgotW3bVn/88Yf69OmjPn36mB2SjZMnT2rBggU2bUWKFFGLFi1MiijlCA8Pt7nv6q8mqlevLm9vb+t9Pz8/t8aF/4SHh+uVV17Rpk2bNGLECHXr1s3skGyEhoaqa9euNm3+/v4aPXq0OQGlEOTBlIU8mHqRB5M/8mDqRB5MWciDqRd5MPkjD6ZO5MGUhTyYepEHkz/yIJ5UFFYAQAplGIY6deqkn376SV27dtWIESPMDslGVFSUOnXqpKioKGubh4eHxo0bJw8P0k9s8ufPb3P/8OHDLh3n6empzJkzW//9eD9wj/DwcDVt2lSrV69W//794/ThffHixTp58mQiRvdAly5ddPDgQZu28ePHq2TJkok+NpAUyIOpG3kweSMPAuYjD6Zu5MHkjTwImI88mLqRB5M38iCeZLyCA0AKZBiGOnfurJkzZ6p9+/aaMGGCy8euWbNGO3fuTMToHvj000+1bt06u7a6desm+tipQWBgoJ599lnr/V9++cWl427evKmrV69KkmrVqqUMGTLEeeyIiAi7tsjIyDj3E1ufjtpSgnv37qlJkyZauXKlPvjgAw0dOtTlY//8809169YtxikM3XGt27dvr7lz59q09+7dW2+88YbLfcR0HzAbeTD1Iw8mX+RBwHzkwdSPPJh8kQcB85EHUz/yYPJFHsSTjsIKAMlOYrx5cdRvSk2I0dHRevPNNzV16lS1aNFC06ZNk8VicenYPXv2qGXLlsqePbvTfRJ6rQ3DUN++fe0qxZs3b66BAwe61EdqeawSasCAAdZ/z58/X/v27Yv1mMmTJ1ur4QcPHhyvca9fv27X9vBDSXw56vPKlSsJ6tMMoaGhatiwoVatWqXevXvrq6++inH/yMhIXb9+XVu3btV7772nBg0aqHnz5jFORejoWrnq0KFDeuGFFzRr1ixrm6enp4YNG6ZRo0a53M/jMaTExyolIw/GjDz45CAPJj/kQSQF8mDMyINPDvJg8kMeRFIgD8aMPPjkIA8mP+RBgMIKAMlQYrx5MQxDN27csGlLiQnx/v37ateunaZNm6YWLVpo9uzZ8vT0jHH/mzdvateuXRo4cKCqVaumZ599Vrlz53Z6TELevJw7d06vvvqqRo4cadPevXt3zZs3z+Wp7h6P4dq1azIMI95xpVQvvfSSdX26yMhINWvWTKdPn3a6/8qVK60fOgYMGKCqVavGa9x///3Xrm379u3x6uuhrVu3utSWmKZPny7DMOI9DeCNGzdUr149rV27VpL09ddfy2KxxHjz8fFRlixZVLlyZY0ZM0aRkZF68803nY4RFRWlXbt22bSFhYXZTB35OMMw9M8//6hr164qVaqUNm7caN1WpkwZrV+/Xv369YvTuf7zzz8290+cOJEiXzNTKvKgc+TBJwt50L3Ig64jD5qLPOgcefDJQh50L/Kg68iD5iIPOkcefLKQB92LPOg68iBiZABAAk2bNs2QZL1NmzYtQf19++23Nv1JMsaOHZugPnft2mXX58svv5ygPpPavXv3jCZNmtidR1xvixYtinGcihUr2uxfuXJlIzw8PMZj9uzZY3z88ceGv7+/zbEFCxY0li1bFudzfeWVV+zi3r59e5z7SQ2ioqKMnj17Wq9DxowZjaFDhxr79+837ty5Y1y/ft3YsGGD8eabbxoeHh6Gh4eHMXjw4HiNFRERYcyYMcPw9fW1u/4FChQw/vzzT+P+/ftx7nfdunVGnjx57Pr08/Mzxo0bZ4SFhcUr3qR04cIFo1SpUgn++ytbtqzTMe7cuWO8/fbbDo/z9fU1ypUrZ7Rs2dLo3r278fHHHxtvvvmm0ahRIyMwMNBmXw8PD6NWrVrGwoULjaioqDid540bN2yeb4/eqlevbhw8eDChlzJVIg8mDfIgeZA8aB7yIHkwJuTBpEEeJA+SB81DHiQPxoQ8mDTIg+RB8qB5yIPkQfyHwgoACeauDxBRUVHG8uXLjUyZMtklrmzZshk//fSTEREREed+d+7c6TDxWywWY8CAAUZISEi84k1KISEhRq1atRL85iVbtmxOr2FERIQxePBgh8d5e3sbJUuWNJo3b25069bN6NOnj9GlSxejSZMmRlBQkN3+zzzzjDF16tRYP3g87s6dO8bnn3/uMIYSJUoYW7duNaKjo91xSVOcVatWGZUrV3b62FosFqNhw4bGX3/9Fee+hw0bZuTNm9fuA6Cjm4+Pj5EvXz7jzz//jLHPn3/+2QgKCjIyZMgQa58eHh5G7ty5jT59+sT38iS6Bg0aJPjvT5Lx7bff2vVdqVIlo2zZskZAQECc+vLx8TEyZsxoFC1a1Khbt67x3nvvGbNnzzauXLkS5/OrXbu2kStXLsPT0zPWcdOlS2cEBQUZFy9edMelTRXIg4mPPEgeJA+aizxIHowJeTDxkQfJg+RBc5EHyYMxIQ8mPvIgeZA8aC7yIHkQ/7EYxhM4hxAAt5o+fbreeOMN6/1p06apY8eOLh8/c+ZMffbZZ7p+/bpCQ0Nj3NfLy0s5c+bU0KFD9frrrzvdb+fOnWratKlu377t0hRuOXPmVO3atW3W30pO3nnnHU2cODHB/fTu3dtuPbGmTZvqzJkzOn78uG7duuVyX97e3vL391e2bNmUN29eFS9eXBUrVlTdunWVJ0+eOMXVoUMHrVmzRpcvX4513cCAgABly5ZNP/30kypWrBincVKDixcvatOmTbp48aJu376tDBkyKCgoSNWqVVPmzJnNDg94IpEHEx958D/kQfIgkNyQBxMfefA/5EHyIJDckAcTH3nwP+RB8iAAc1FYAQAAAAAAAAAAAAAA4ISH2QEAAAAAAAAAAAAAAAAkVxRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAAAAAAAAAIATFFYAAAAAAAAAAAAAAAA4QWEFAAAAAAAAAAAAAACAExRWAAAAAAAAAAAAAAAAOEFhBQAAAAAAAAAAAAAAgBMUVgAAAAAAAAAAAAAAADhBYQUAAAAAAEAiOXbsmEaMGGF2GA4FBwdr9OjRioiIMDsUAAAAAACSNQorAAAAAAAA3Cw4OFidOnXS008/rUWLFpkdjkMRERF6//33VbRoUc2ZM8fscAAAAAAASLYorAAAAAAAAHATwzA0btw4FS1aVNOmTdNLL72kJUuWmB2WQ3nz5tVPP/2kmzdvqm3btqpbt65OnDhhdlgAAAAAACQ7FsMwDLODAAAAAAAASOkuXryoDh06aPXq1QoICNCUKVPUpk0bs8OK1alTp9S4cWPt3btXAQEB+uKLL9S9e3ezwwIAAAAAINmgsAIAAAAAACCBNmzYoObNm+vKlSvKly+fli1bprJly5odlstu376tVq1a6ddff5UktW7dWlOmTFGaNGlMjgwAAAAAAPNRWAEAAAAAAJAAM2bMUJcuXRQREaGCBQtqw4YNyp07t9lhxVlkZKRatWqlxYsXS5JKliyp3377LUWeCwAAAAAA7kRhBQAAAAAAQDyNHj1a77//viQpT5482rhxo/Lnz29uUAlw//59vfzyy/rtt98kSUFBQVq9erWeeuopkyMDAAAAAMA8FFYAAAAAAADEw6NFFb6+vvrrr79Urlw5k6NKuNDQUFWrVk179uyRJOXIkUN//fVXii4YAQAAAAAgITzMDgAAAAAAACClmTNnjnr37m29/80336SKogpJSps2rebNmyd/f39J0qVLl9SgQQPduHHD5MgAAAAAADAHhRUAAAAAAABxsHHjRnXq1EkPJwFt0KCBunXrZnJU7lWsWDF9+eWX1vuHDh3SK6+8ovDwcBOjAgAAAADAHCwFAgAAAAAA4KJLly6pbNmyCg4OliT5+Pho7969KlKkiMmRJY6GDRtq5cqV1vudO3fWd999Z2JEAAAAAAAkPWasAAAAAAAAcEF0dLTatm1rLaqQpJ49e6baogpJ+vrrr+Xp6Wm9P2XKFC1dutS8gAAAAAAAMAGFFQAAAAAAAC4YNWqU1qxZY73v6+urDz/80MSIEt/TTz+tDh062LS99dZbunDhgkkRAQAAAACQ9FgKBAAAAAAAIBbHjx9XqVKldPfuXWtbp06dNHXqVBOjShpnz57VU089pfDwcGtb/fr1bZYIAQAAAAAgNWPGCgAAAAAAgFh07drVpqhCknr16mVSNEkrb968atmypU3bb7/9puXLl5sUEQAAAAAASYsZKwAAAAAAAGLwyy+/qHHjxjZtJUqU0L59+0yKKOlt3rxZ1atXt2krWrSo9u7dK29vb5OiAgAAAAAgaTBjBQAAAAAAgBNRUVHq06ePXXurVq1MiMY8VatWVe7cuW3aDh8+rAkTJpgUEQAAAAAASYfCCgAAAAAAACdmz56tgwcP2rW/9tprJkRjHovFoiZNmti1jxgxQhERESZEBAAAAABA0qGwAgAAAAAAwAHDMPTFF1/YtefJk0dFixY1ISJz1a1b167t0qVLmj17tgnRAAAAAACQdCisAAAAAAAAcODXX3/V/v377dpr1aqVZDHcvHlTs2bN0ltvvaVKlSope/bs8vPzk7+/v4KCgvTMM8+oc+fOWrJkiW7fvp2osdSoUUMeHvb/K+nrr79O1HEBAAAAADCbxTAMw+wgAAAAAAAAkpuXX35Zy5cvt2v/4Ycf9MYbbyTq2IcPH9bQoUO1cOFChYeHu3RMQECA3n//fX388cdKnz59osRVsmRJh8Umv//+u8MZLQAAAAAASA2YsQIAAAAAAOAxFy9e1MqVKx1uq1SpUqKNe+/ePX388ccqUaKEZs2aZS2qKFasmOrVq6cGDRroqaeecnhsWFiYhg0bpoIFC+q3335LlPgqVKjgsH3WrFmJMh4AAAAAAMkBhRUAAAAAAACPmT17tqKiouza/f39VbRo0UQZ8+zZs6pWrZq+/PJLRUVFKSAgQP3799eZM2d04MABrVq1Sr/++quOHDmiI0eOqEuXLvL09LTr59q1a2rUqJHGjRvn9hgrVqzosH3p0qUuz6wBAAAAAEBKQ2EFAAAAAADAY5YuXeqwvWTJkg6LGRLq+PHjqlq1qnbs2GEdZ+/evRo6dKjy5s1rt/9TTz2lyZMn6+eff1a6dOnstkdFRalnz576/vvv3Rpn8eLFHbaHhIQ4neEDAAAAAICUjsIKAAAAAACAR1y5ckV//fWXw22lS5dOlPHq1Kmjc+fOSZLKlCmjLVu2qGDBgrEe27BhQ61bt04+Pj4Ot/fo0UPbt293W6xPP/20020LFy502zgAAAAAACQnFFYAAAAAAAA84o8//lB0dLTDbYUKFXLrWNHR0Xrttdd0+vRpSVLGjBm1fPlyh7NQOFO+fHn179/f4bbw8HC1a9fO6fnEVe7cuZ3Gtm7dOreMAQAAAABAckNhBQAAAAAAwCM2bdrkdFuBAgXcOta4ceO0fv166/1+/fopT548ce7nk08+UWBgoMNthw4dcutsEoULF3bYfuHCBR0/ftxt4wAAAAAAkFxQWAEAAAAAAPCIzZs3O93mzsKKmzdvasCAAdb7adKkUffu3ePVl7e3t2rXru10+4gRI+LVryO5c+d2um3jxo1uGwcAAAAAgOSCwgoAAAAAAID/FxERoX379jndHp/ZJJz59ttvdevWLev9Ro0aKSAgIN79FSlSxOm2Xbt26cyZM/Hu+1ExFVZs2bLFLWMAAAAAAJCcUFgBAAAAAADw/44cOaKoqCin27NmzeqWcaKjozVlyhSbtueeey5BfWbLli3G7WvXrk1Q/w/FVFxy+PBht4wBAAAAAEByQmEFAAAAAADA/zt06JDTbWnTppWvr69bxtmwYYPOnTtn01a8ePEE9enn5xfj9k2bNiWo/4diKi45duyYW8YAAAAAACA58TI7AAAAAAAAgOTi9OnTTre5a7YKSfr111/t2mrXru22/h25cOGCW/rJkCFDjGOEhYUlaEkTAAAAAACSG2asAAAAAAAA+H+XLl1yui1NmjRuG2fDhg1u68tV165dc0s/GTNmjHH7yZMn3TIOAAAAAADJBTNWAAAAAAAA/L+YCivctQxIdHS09u7da9dev359txZvPC537txu6Se2wopbt265ZRwAAAAAAJILCisAAAAAAAD+X2hoqNNtPj4+bhnj7NmzCgsLs2v/4osvVKpUKbeMkZj8/Pxi3B7TNQQAAAAAICViKRAAAAAAAID/d+/ePafb3FVYcf78eYftN2/edEv/ic3b2zvG7RRWAAAAAABSGworAAAAAAAA/l9ERITTbdHR0W4Z48qVKw7bU0thhaPZOAAAAAAASMkorAAAAAAAAPh/Mc1KERkZ6ZYxnBUeXL161S39J7bYCis8PT2TKBIAAAAAAJIGhRUAAAAAAAD/L02aNE63uauwwlk/27dvd0v/iS22mTv8/PySKBIAAAAAAJIGhRUAAAAAAAD/L23atE63uauwwtfX12H71q1b3dJ/YgsPD49xu7+/fxJFAgAAAABA0qCwAgAAAAAA4P/FVFgRGhrqljGczYqxe/du3bt3zy1jJKaIiIgYt2fLli2JIgEAAAAAIGlQWAEAAAAAAPD/cufO7XTbjRs33DJGzpw5HbZHRkZq2bJlbhkjMcVWWJEjR44kigQAAAAAgKThZXYASH5CQ0N19OhRXbp0ScHBwQoJCVF4eLgiIiLk6+urgIAA+fv7K2PGjAoKClK+fPmUNWtWs8MGAAAAACDBChcu7HRbSEiIDMOQxWJJ0BhBQUFOt02cOFEtW7ZMUP+OLF++XEFBQSpVqlSC+4qpwMTDw0OBgYEJHgMAAAAAgOSEwgpo586dWrNmjTZu3KgdO3bo/Pnzce4jICBA5cuXV+XKlVWlShXVrVvX6dSmAAAAAAAkVzEVVkRHRyskJEQZMmRI0BhZs2ZVzpw5dfHiRbtt69ev1/79+1WiRIkEjfG4jz/+WJkyZdLmzZsT3Ne1a9ecbitYsKC8vPjfTQAAAACA1IVPuk+o8+fPa+LEiZo3b55OnjxpbTcMI1793blzR5s2bdKmTZskSX5+fmrQoIFatWqlZs2aycODVWcAAAAAAMnfU089FeP2ixcvJriwQpIqVaqkpUuXOtzWq1cvrV69OsEzYzy0atUqHTx4UB9++KFb+rt69arTbcWKFXPLGAAAAAAAJCd82/2EOX36tNq1a6eCBQtq+PDhOnHihAzDsN4sFku8b4/2c/fuXS1ZskQtW7ZUoUKFNH78eN27d8/s0wcAAAAAIEZp06ZVkSJFnG6PzyyPjtSvX9/ptj///FPjx493yzjR0dH65JNPJEk1atRwS59Xrlxxuq1kyZJuGQMAAAAAgOSEwoonRFRUlAYOHKhixYpp7ty5ioyMdFhIIcVt1oqHhRSSnBZanD59Wu+++66KFy+ulStXJsr5AQAAAADgLs8995zTbefOnXPLGK+88kqMS2b06dNHu3btSvA4kydP1s6dOxUYGKgXX3wxwf1J0qlTp5xuq1KlilvGAAAAAAAgOaGw4glw8uRJVa5cWUOHDtW9e/dsCiocictUo7H182iRxalTp9SoUSO98cYbioiIiNe5AAAAAACQ2GIqrDhz5oxbxggMDFTjxo2dbg8LC1P9+vW1f//+eI+xa9cu9e7dW5L0xhtvyNvbO959PcpZYYXFYlHVqlXdMgYAAAAAAMkJhRWp3NatW1WpUiXt2LHDYUHFo8t3PHrz9vZW2rRplSVLFuXKlUt58+ZVrly5lCNHDmXMmFH+/v4xHv/4rBePFljMnDlTtWvX1vXr15P0WgAAAAAA4IqYCisOHz7stnH69+8f448bgoOD9dxzz2nVqlVx7nvnzp168cUXde/ePaVNm1Y9e/ZMSKg2Tp486bC9ZMmSypIli9vGAQAAAAAguXA+5yRSvH/++UcvvviiQkJCbAobHsqRI4cqVaqkYsWKqXjx4ipYsKACAwOVPXt2pUuXLtb+DcPQ7du3dfPmTV25ckXBwcE6e/asTp06paNHj2rPnj06fvy43VIhhmHor7/+UpMmTfTnn3/Kx8cn0a4BAAAAAABxVbBgQRUvXlwHDhyw2+aoLb7Kly+vtm3batasWU73uXHjhho0aKAuXbpo8ODBCgwMjLHP+/fva9y4cfr00091584dSdKAAQOUK1cut8QcGhqqixcvOtz28ssvu2UMAAAAAACSG4vx+NQCSBUuXLigChUqKDg42Kagolq1amrVqpXq1Kmjp59+OtHjCAkJ0ZYtW/Trr79q6dKlOnfunDUei8WiN954Q99//32ixwEAAAAAQFwMGTJEAwcOtGsPCAhQaGhonJbRjMm1a9dUsmRJXbp0KdZ9fX199dprr+nll19WhQoVlCtXLnl5een69evav3+/1q5dq2nTpun8+fPWY8qUKaN///3XbcuAbNmyRdWqVXO47e+//1alSpXcMg4AAAAAAMkJhRWp1EsvvaSVK1da/0dP27Zt1b9/fxUtWtS0mAzD0JIlSzRgwADrL3wsFotWr16t2rVrmxYXAAAAAACPO3LkiNPP0IcPH1aRIkXcNtZff/2lWrVqKTw83G19SlLmzJm1bds2FShQwG19Tpw4Ue+8845de4ECBXT8+HG3FZwAAAAAAJCceJgdANxv7dq11qKKbNmy6c8//9TMmTNNLaqQHhRRNGvWTDt37lTXrl0lPSi2+OCDD0yNCwAAAACAxxUpUkTly5d3uO3ff/9161hVqlTRggUL3DarhCR5e3tr/vz5bi2qkKTdu3c7bO/YsSNFFQAAAACAVIvCilRowoQJkqT06dNrw4YNqlmzprkBPcbb21sTJkxQhw4dJEl79uzR6tWrTY4KAAAAAABbjmZmkKStW7e6fazGjRtr+fLlypgxY4L78vX11YIFC/TCCy8kPLDHbNq0ya7N09NTHTt2dPtYAAAAAAAkFxRWpDLR0dHW2Sr69evn1qlJ3W38+PHKmTOnJGnhwoUmRwMAAAAAgK127dopMDDQrn39+vWJMl69evW0bds2Va9ePd59FChQQBs2bNArr7zivsD+35UrV6xLez6qWbNmypcvn9vHAwAAAAAguaCwIpU5ceKEwsLCJEnNmzc3OZqYBQQEqGvXrjIMQxs3bjQ7HAAAAAAAbPj6+qpHjx527Xv37tXVq1cTZcxChQpp/fr1mj17tooXL+7ycRkyZNCAAQO0b98+Pfvss4kS2/r162UYhl17nz59EmU8AAAAAACSCworUpnr169b/503b14TI3FN5cqVJUnnzp0zORIAAAAAAOx169ZN6dKls2kzDEO//vproo3p4eGhNm3aaP/+/dqyZYv69eunWrVqKXfu3PLz85Onp6cyZMig0qVLq2PHjpozZ44uXLigwYMHKyAgINHiWrlypV1b/fr1VaFChUQbEwAAAACA5MDL7ADgXunTp7f+++rVq8qRI4eJ0cQuMjJSkhz+4gUAAAAAALNlyZJFn376qd2sDEuXLtXrr7+e6ONXqVJFVapUSfRxYhMZGaklS5bYtHl4eGjkyJEmRQQAAAAAQNJhxopUJigoSD4+PpKkZcuWmRxN7B4uAZIzZ06TIwEAAAAAwLH33ntPhQsXtmlbuXKlbty4YVJESW/VqlV25/v666+rdOnSJkUEAAAAAEDSobAilfH391fVqlVlGIYGDRqUaGu+usPFixc1efJkWSwW65IgAAAAAAAkNz4+Pvrqq69s2u7du6cZM2aYFFHSmz59us39zJkzM1sFAAAAAOCJYTFS4RoMN2/e1PHjx3Xs2DGdOXNGt2/fVmhoqO7cuSOLxSI/Pz+lTZtWgYGBypkzpwoXLqynn35afn5+ZofuFnPnzlXbtm1lsVhUqlQprVixQrlz5zY7LBtXrlxR/fr1tXPnTlksFi1evFhNmjQxOywAAAAAAJxq1aqV5s+fb72fK1cuHTt2TP7+/iZGlfhOnDihp556StHR0da2H374QW+88YaJUQEAAAAAkHRSRWHFkSNHtHbtWm3cuFEbN27UuXPn4tyHxWJR4cKFVa1aNVWvXl0NGzZUYGBgIkSb+KKiolS2bFkdOHBAhmEoY8aM+uabb/T666/LYrGYHZ7mzJmjDz/8UMHBwZKkIkWK6MCBA8kiNgAAAAAAnLl165bKlCmj06dPW9uGDx+uvn37mhhV4nv33Xc1duxY6/2GDRtqxYoVJkYEAAAAAEDSSrGFFceOHdP8+fM1f/587d+/39qe0NN5+OW+xWJRxYoV1a5dO7Vp00aZM2dOUL9J7e+//9bzzz+vqKgoGYYhi8Wi/Pnzq2fPnmratKmCgoKSNJ5Dhw5p8eLFmj59uo4fP259nDw8PLR69WrVqlUrSeMBAAAAACA+Nm/erBo1aigqKkqSlDFjRp04cUKZMmUyObLEceLECZUoUUL37t2T9GCWjt27dytr1qwmRwYAAAAAQNJJcYUVf/zxh0aNGqXff/9dkn0hRUJnPXi0v4d9+fj4qEWLFvroo49UsmTJBPWflCZPnqxu3brJYrFYz+vhOZUoUUJVq1ZVuXLlVLp0aQUFBSlnzpxumTXCMAwdPHhQ27dv1/bt27Vq1SodOXLEuu3ROAYPHqxPP/00wWMCAAAAAJBUvvnmG/Xu3dt6v02bNpo9e7aJESWeJk2a6Oeff5YkeXt7648//tDzzz9vclQAAAAAACStFFNYsXLlSn3yySfau3evJMcFEO7maIwmTZro888/19NPP50oY7rbZ599pmHDhlnjj+m6eXp6KkeOHMqTJ4/y5MmjHDlyKCAgQAEBAfL397f+V5Lu3btnvYWGhurChQs6f/68zp07pzNnzlh/yeJsTMMw9OGHH+qLL75ItHMHAAAAACCx9O7dW9988431/qxZs9S2bVsTI3K/ZcuW6ZVXXrHenzZtmjp27GhaPAAAAAAAmCXZF1YcPHhQvXv3tpuhwpViiricWmz9PTqup6enOnfurOHDhyt9+vQuj2GWKVOmqHv37tZpSqWYr01CClUc9ftof4ZhyNvbW6NGjVKPHj3iPQ4AAAAAAGYyDEOtW7fW/PnzJUnp06fX7t27lT9/fnMDc5PTp0+rXLlyunHjhiRp0KBBGjhwoMlRAQAAAABgjmRdWDFixAgNGjRIkZGRMgzD7gt/Z6EHBAQoMDBQGTJkUIYMGZQ+fXr5+PjI29tb3t7eioqKUkREhCIiInT79m1du3ZN165d0+XLlxUZGWnXn6NxLRaLcuTIoUmTJunll19230knkr///ludO3fW/v37XS4iiY+Y+jYMQ6VKldLUqVNVsWLFeI8BAAAAAEByEBERoVatWmnJkiWSpNKlS2vjxo0p4kcYMbl7965q1qypf/75R5LUv39/DR061OSoAAAAAAAwT7IsrDh//rzatWunDRs22BRUPBqqj4+PSpYsqdKlS+vpp59WsWLFVKBAAeXJk0cZM2aM17iGYej8+fM6deqUjh49qj179mj37t3atWuXbt68ad3v0XgsFot69Oihr776St7e3vE+56Rw//59ffXVVxo1apSuXbuWaEuoPM4wDOXJk0cff/yxunXrJk9PzyQZFwAAAACAxBYVFaUuXbrohx9+kCTVqlVLK1assC6lmdJERESoSZMm+u233yRJQ4YM0WeffWZyVAAAAAAAmCvZFVbs2LFDjRo1UnBwsLXNMAx5enrq+eefV7169VSzZk2VK1dOPj4+SRKTYRjatWuX1q1bp5UrV2rt2rWKioqSxWKxFldUrlxZy5YtU9asWZMkpoQICwvTxIkTNWHCBJ08eVJSwpb/eNyjT6lixYrpo48+Urt27eTl5eW2MQAAAAAASE4+//xzffbZZ4qOjlaNGjW0fPlypU2b1uyw4uTu3btq3bq1li1bJl9fX02dOlVt27Y1OywAAAAAAEyXrAorVqxYoVatWiksLEzSgy/oixYtqnfeeUdt27ZV5syZTY7wgatXr2rhwoUaP368Dhw4IOlBYUKBAgW0evVqFShQwOQIXbd161bNmzdPv/32m44cOWK3DEh8lg0pW7asGjdurJdfflkVKlRwa7wAAAAAACRXf/75p9q0aaPLly+rbNmy+uWXX5QnTx6zw3LJ+fPn9corr2jbtm0qWLCg5s6dq2effdbssAAAAAAASBaSTWHF4sWL1apVK0VFRckwDOXLl0+DBg3S66+/Lg8PD7PDc2rlypUaOHCgtm3bJknKmzev1q1bl6KKKx66fv26/vrrL+3evVsnT57UqVOndO7cOYWEhCgsLExhYWEyDENp06ZVunTplC5dOmXKlElFixZViRIlVKJECZUpU0aBgYFmnwoAAAAAAKa4fPmyevTooYULFypHjhyaP3++nn/+ebPDitHPP/+st99+W5cuXVKHDh00duxYpUuXzuywAAAAAABINpJFYcWff/6pRo0aKTw8XB4eHvroo480ePDgJFvqI6EMw9DUqVPVt29fXb9+XQUKFNDff/+tbNmymR0aAAAAAAAwwdKlS9WrVy+dP39ew4cP10cffWR2SHbu3r2rDh06aOHChSpevLgmTJigGjVqmB0WAAAAAADJjumFFSdPnlSFChV08+ZNBQUFaebMmXruuefMDCneTp8+rZYtW+qff/5R5cqVtW7duhRTHAIAAAAAANzr3r17GjNmjFauXKl169aZHY6dU6dO6YUXXlD//v3Vvn17eXl5mR0SAAAAAADJkqmFFeHh4apSpYp27dqlatWqadmyZcqcObNZ4bhFZGSk2rRpo0WLFqlnz54aM2aM2SEBAAAAAAAT3bt3T35+fmaHYScyMlIWi4WCCgAAAAAAYuFh5uBDhgzRrl27VKdOHa1evTrFF1VIkre3t+bPn6/WrVtr3LhxWrVqldkhAQAAAAAAEyXHogrpwf/DoKgCAAAAAIDYmTZjxe7du/XMM8+oQoUKWrt2bbL9nwzxFRkZqTp16ujChQvav3+/fH19zQ4pzu7evavg4GCFhIQoPDxcERER8vX1VUBAgPz9/ZUxY0ZlypTJ7DABAAAAAAAAAAAAAEg0phVWPP/88zp9+rT+/fdfZc+e3YwQEt2VK1dUunRp9ezZU/369TM7HKcMw9COHTu0ceNG7dixQwcOHNDRo0cVGhoa67Fp0qRRvnz5lD9/flWoUEGVK1dW5cqVKbgAAAAAAAAAAAAAAKQKphRW/PLLL2rWrJnWrVunatWqJfXwSWrhwoXq2rWrTp06pXTp0pkdjo0//vhDc+fO1dKlS3Xz5k1re3yeEhaLxebfVapUUcuWLdW8eXPlyJHDHeECAAAAAAAAAAAAAJDkTCms2LZtmyIiIlS1atWkHtoUv/32m8qWLZssCgwMw9DUqVP19ddf6/Dhw9a2xz1aKOFKn86O9/T0VMuWLdWnTx+VLFnSZp/Lly/rypUrcQlfISEh2rZtm9KnT6+MGTMqb968KXKZFQAAAAAAAAAAAACA68LDw3X27Fnr/Ro1aihjxoxJMrZpS4Eg6a1Zs0bvvvuuDh48aFMM4ayIwpWnhivHPtynRYsW+uabb6wFJoMGDdLgwYNdjh8AAAAAAAAAAAAAAElaunSpmjRpkiRjeSTJKDBVRESEevXqpXr16lmLKiwWi/XmzKP7OLu5cqxhGDIMQwsWLFCxYsU0Y8aMxDhNAAAAAAAAAAAAAADczsvsAJC4rl69qiZNmujvv/+2Kah4VGJMWvLoGA//bRiGbt26pU6dOmnPnj1Kmzat28cFAAAAAAAAAAAAAMCdnrjCimvXrmnZsmVau3atDhw4oDNnzuj27dvy8vJSpkyZlDlzZpUpU0aVKlVSw4YNVaBAAbNDjrfLly+rdu3aNrNUSLaFFBkyZFCxYsVUvHhxFSxYUIGBgcqePbuyZcsmX19f683T01NRUVGKjo7WvXv3FB4ertDQUIWEhOjmzZu6cuWKgoODdfbsWZ06dUpHjx7V9evXbeJ5dPzRo0erY8eO2rdvX5zO6cCBA2rRooX1/tKlS1W4cOH4XiIAAAAAAAAAAAAAQApw7NgxvfLKK9b7efPmTbKxLUZiTFeQDB08eFCDBw/W0qVLFRkZKcn5TA0PCwAsFosaNGigwYMHq3z58kkWqztERESoRo0a2rp1q01Bg7+/vxo2bKg6deqoVq1aKlq0aKLFcOHCBe3YsUObNm3Sr7/+ai2ieLg8iMVi0ZgxY9SjRw+X+9y/f79Klixpvb9v3z6VKFHC7bEDAAAAAAAAAAAAAJIPM78r9kiSUUw2ePBglSlTRgsXLlRERIQMw7AWVTxcGuPRJTIebo+Ojtavv/6qKlWq6PPPPzfzFOKsf//+1qIKwzCUP39+TZo0SZcuXdLChQvVtWvXRC2qkKRcuXKpUaNGGjFihPbs2aMjR46oR48e8vPzs8bVp08fnThxIlHjAAAAAAAAAAAAAAAgvlJ1YYVhGGrfvr2GDBmi+/fvW2dJeLyQ4lGPbzcMQ5GRkfrss8/Uu3dvE84i7o4eParRo0fLYrHIw8NDgwYN0uHDh9WlSxelS5fOtLgKFy6sb7/9Vrt371aFChUkSffu3dP7779vWkwAAAAAAAAAAAAAAMQkVRdWDBs2TLNnz5Ykm0KJuNwePW7MmDH67rvvTD6r2I0ZM0ZRUVHy8PDQ3LlzNWDAAHl5eZkdllXhwoW1du1aPfPMMzIMQ8uXL9eBAwfMDgsAAAAAAAAAAAAAADvJ59t2Nzt27Jj+97//WYsipAdLU7zwwgsqXbq0ChQooFy5cikgIED+/v6yWCy6c+eO7ty5ozNnzujkyZPasmWL1q1bp9DQUGs/ffv2VdOmTZUtWzaTz9C5RYsWyWKxqEuXLmrevLnZ4TiUJk0azZ8/X8WLF1d4eLhmzpypESNGmB0WAAAAAAAAAAAAAAA2Um1hxRdffKHIyEhZLBaVK1dOw4YNU/369V06tkqVKtZ/37t3TxMmTND//vc/3bp1S7du3dKMGTP04YcfJlboCXLu3DkFBwfLYrGoc+fOZocTo/z58+uNN97QxIkT9ccff5gdDgAAAAAAAAAAAAAAdlLlUiCGYWjhwoWyWCyqXbu2tmzZ4nJRxeP8/PzUu3dvbdmyRZkzZ5YkLVmyxJ3hutWlS5es/y5evLiJkbjm4eNy8uRJkyMBAAAAAAAAAAAAAMCeKYUVf/31l3r06KGwsLBE6f/o0aO6deuWJOnrr7+Wr69vgvssVqyYPv30UxmGoePHjye4v8Ty6LnevXvXxEhcExAQIEmJ9lwAAAAAAAAAAAAAACAhTCmsiI6O1oQJE1S6dGmtX7/e7f0/LKqQpCJFirit31KlSkmSbt686bY+3S1PnjyyWCySpA0bNpgcTex2794tScqaNavJkQAAAAAAAAAAAAAAYM+UwgovLy9JD5Z/qFOnjnr27OnWGQse/ZJ+y5Ytbuv377//liQFBga6rU93y5Qpk0qWLCnDMDRkyBBFR0ebHZJTERERmjx5siwWi8qVK2d2OAAAAAAAAAAAAAAA2DGlsKJSpUqaPXu2MmfOnCizVxQoUMBa/NC5c2edO3cuwX1u3bpVI0aMkMViUbVq1RLcX2Jq166dJGnHjh3q0KFDsi2u6NKli44ePSpJatiwocnRAAAAAAAAAAAAAABgz5TCCklq3bq19u/fr1deeUWGYejEiRNunb2ibdu2MgxDJ0+eVNmyZfX555/r4sWLce7n6NGj6tWrl2rVqqU7d+5Ikjp27Jjg+BJTly5dlCVLFknSnDlzVK1aNR07dszkqP5z6tQp1atXTz/++KMkKUOGDNZiEAAAAAAAAAAAAAAAkhOLYRiG2UHMnTtX7777rq5duyaLxaICBQpo6tSpqlGjRrz7vHz5sgoXLqw7d+7IMAxZLBZJUuHChVWqVCkFBQUpZ86c8vf3l5+fnzw9PXX37l2FhYXp4sWLOnnypHbs2KEzZ85IkrWPGjVqaM2aNW4578Q0ffp0derUSRaLRYZhyNvbW61bt1avXr1MW3Zjy5Ytmjp1qubMmaOIiAjrNR03bpy6devmUh/79+9XyZIlrff37dunEiVKJFbIAAAAAAAAAAAAAIBkwMzvipNFYYX0oBCia9euWrp0qSTJw8ND3bp108iRIxUQEBCvPmfOnKmOHTtaiwseelhkEZvHL03mzJm1fft2BQUFxSuepNapUydNnz7dev4PzzsoKEiNGjVS1apVVa5cORUpUsTlaxIXZ8+e1fbt27Vq1SotW7ZMwcHBkv67rhaLRY0bN9aSJUtc7pPCCgAAAAAAAAAAAAB48lBY8Qh3z14xcuRIffLJJzaFA66e8sNjDMNQpkyZ9Ntvv+mZZ56JVxxmuH//vho0aKA///wzxuISX19f5cmTx+6WI0cOBQQEKCAgQP7+/tb/StK9e/est9DQUF24cEHnz5/XuXPnrLN9XLt2zTrG42MbhqHnn39ev/76a5wKZyisAAAAAAAAAAAAAIAnD4UVj3H37BXLly9X165ddeHChTjNzPDw0lSvXl0zZ85U/vz54zy22SIiItSpUyfNmTMn1uISd85a8Xj/j4/drFkzzZo1S35+fnHql8IKAAAAAAAAAAAAAHjymPldsUeSjBJH2bNn1+LFizV79mxlyZJF0dHRmjBhgkqXLq3169fHub9GjRrp2LFjGjVqlIoWLSrDMFy6Pffcc1q0aJE2bNiQIosqJMnHx0ezZs3Sl19+KT8/P5tlOB6/uXpdXLk93rf0oKDCz89Po0eP1k8//RTnogoAAAAAAAAAAAAAAJJaspyx4lGXL19Wt27dtGTJEkkJn71Ckg4dOqQNGzZo//79Onv2rEJDQ+Xh4aF06dKpQIECKl26tGrXrq1cuXK581RMd/z4cXXv3l2///67JPfOUBGTh4UWTZs21ahRoxQUFBTvvpixAgAAAAAAAAAAAACePCwF4oJ58+apZ8+eunbtmiwWiwoUKKCpU6eqRo0aZoeW4vz9998aNmyYVqxYYW1zVmQR29MjtuO8vb3VunVrffzxxypevHg8I/4PhRUAAAAAAAAAAAAA8ORhKRAXtGrVSvv371fTpk1lGIZOnDihOnXqqGfPngoLCzM7vBSlcuXK+uWXX3Ty5El9/vnnKlOmjN1SHg85WjLk8SU+JNkc6+Hhoeeff15ffvmlTpw4oenTp7ulqAIAAAAAAAAAAAAAgKSWYmaseBSzV7hfcHCwtmzZoi1btmj37t06efKkzp49q4iIiBiPe3j9S5QooRIlSqhMmTKqV6+eMmXKlChxMmMFAAAAAAAAAAAAADx5WAokHq5cuaKuXbtqyZIlkiQPDw9169ZNI0eOVEBAgMnRpQ6GYejy5csKCQlRWFiYwsLCZBiG0qZNq3Tp0ildunTKkCGDvL29kywmCisAAAAAAAAAAAAA4Mlj5nfFXkkySiLIli2bFi1aZDN7xYQJE7Ry5Upmr3ATi8WiwMBABQYGmh0KAAAAAAAAAAAAAACm8DA7gIRq1aqVDhw4oKZNm8owDJ04cUJ16tRRz549FRYWZnZ4AAAAAAAAAAAAAAAgBUvxhRXSf7NXzJkzR1mzZlV0dLQmTJig0qVLa/369WaHBwAAAAAAAAAAAAAAUqhUUVjxUKtWrbR//341a9aM2SsAAAAAAAAAAAAAAECCparCCunB7BU//fST5s6dy+wVAAAAAAAAAAAAAAAgQVJdYcVDLVu2ZPYKAAAAAAAAAAAAAACQIKm2sEJi9goAAAAAAAAAAAAAAJAwqbqw4iFmrwAAAAAAAAAAAAAAAPHxRBRWSMxekZxt3LhRd+/eNTsMAAAAAAAAAAAAAADseJkdgCMHDx7Uhg0btH37dh07dkw3b97UnTt3lDZtWmXIkEE5c+ZUxYoV9eyzz6pq1aqyWCwu992yZUvVrl1b3bp10+LFi62zV3Tr1k0jR45UQEBAIp4ZHKlZs6b27t2r4sWLmx0KAAAAAAAAAAAAAAA2kk1hRWRkpCZPnqypU6dqz549NtsMw7D++2ERxbx58yRJefLk0Ztvvqn3339f6dKlc2msh7NXzJ8/Xz179tTVq1c1YcIErVy5UlOnTlWNGjXcdFaIzd27d20eXwAAAAAAAAAAAAAAkpNksRTIokWL9NRTT6lXr17avXu3DMOwuUn/FVQ8vu3s2bMaPHiwSpQooVWrVsVp3JYtW2r//v169dVXZRiGdfaKnj17KiwszO3nCXvnz5+P04wjAAAAAAAAAAAAAAAkJVMLK6Kjo/XBBx+oRYsWOnPmjAzDkMVicXiT5HSbYRg6d+6cGjVqpJkzZ8YphmzZsmnhwoWaN2+esmbNqujoaE2YMEGlS5fW+vXrE+O08YgNGzaYHQIAAAAAAAAAAAAAAE6ZWljx6aef6ptvvrEpqJDsZ6WI6Sb9V3ARFRWlN998M84zV0hSixYtmL0iie3bt0/9+vUzOwwAAAAAAAAAAAAAAJzyMmvgDRs2aOTIkTbFFBaLRSVKlNCzzz6r/PnzK1++fEqXLp38/f3l6+ure/fuKSwsTLdu3dKpU6d07Ngxbdy4UefPn5cka3FFly5ddODAAaVJkyZOMT2cvWLBggXq0aOHrl69qgkTJmjlypWaOnWqatSo4fbr4G7bt2/X+PHjzQ7DoejoaEVERCgkJETnz5/Xvn37FBUVxVIgAAAAAAAAAAAAAIBky7TCim+//dZaTJElSxa999576ty5s7Jlyxbnvvbs2aMvv/xSc+fOlSSdO3dOs2fPVpcuXeIVW4sWLVS7dm1169ZNixYtss5e0a1bN40cOVIBAQHx6jcphIaGavr06cm+WOHhbCMAAAAAAAAAAAAAACRnpiwFcv/+ff3yyy+yWCwqWbKk9u7dq379+sWrqEKSSpcurR9//FErV66Ur6+vJGnBggUJijFr1qxauHCh5s2bp6xZsyo6OloTJkxQ6dKltX79+gT1nZhq1KihihUrxmk5FTNukpJ98QcAAAAAAAAAAAAAAKYUVpw7d06RkZGSpO+++06BgYFu6bdu3brq06ePDMPQoUOH3NJnixYtdODAAb366qsyDEMnTpzQCy+84Ja+E8vgwYMlPShcSM43AAAAAAAAAAAAAACSO1MKK65evWr9d9myZd3ad7Vq1ezGSChHs1ckZw0aNFDlypWtM0M4W3bDzNkqAAAAAAAAAAAAAABICbzMGPTRJT+2b9+uqlWruq3vgwcPSpIyZszotj4fatGihWrVqqXu3bu7vW93GzJkiOrVqyfpvyU3DMOQxWJR9uzZlTlzZvn7+8vPz08eHh7y9PRM9Jju37+vyMhI3b59WxcuXNCtW7cSfUwAAAAAAAAAAAAAABLClMKKoKAg5ciRQ8HBwerevbvWrVunDBkyJLjfPXv2aOjQobJYLKpQoYIbIrWXLVs2LViwIFH6dqcXXnhBzz33nDZu3ChJypIli8aOHavGjRsrICDA5Oge+O2339SyZUuFhoaaHQoAAAAAAAAAAAAAAA6ZshSIJLVr106GYWjPnj2qWLGiVq1aFe++bt68qREjRui5557TlStXJEmvvfaau0JNsYYMGSLpwYwVX3/9tVq1apVsiiokqX79+ho6dKjZYQAAAAAAAAAAAAAA4JQpM1ZI0kcffaTvvvtOt2/f1vHjx9WwYUNlz55d1apVU/HixZU3b15lzZpVadKkkY+PjywWi+7fv6/w8HDduHFDV65c0YkTJ7Rr1y5t27ZN4eHh1qUuChUqpLZt25p1aslGjRo1VLt2ba1du1YlSpQwOxyHXnzxRbNDAAAAAAAAAAAAAADAKdMKK7Jly6aJEyeqbdu2slgsMgxDwcHBWrJkiZYsWRKnvgzDsP7b29tb06dPl7e3t7tDTpGGDBmi6tWr69ChQypfvrzZ4djJnTu32SEAAAAAAAAAAAAAAOCUaUuBSFLr1q31zTffSHqwXMXDAou43B4eK0m+vr6aO3euqlatato5JTdVq1ZVvXr1tHDhQrNDcShNmjQ2hTEAAAAAAAAAAAAAACQnphZWSFKvXr3022+/KW/evNalPOJye1hgUapUKW3ZskVNmzY1+5SSnSFDhmjz5s0KCwszOxSHZsyYoTx58pgdBgAAAAAAAAAAAAAAdkwvrJCkunXr6siRIxo7dqyKFy/ucFaKhx7fVqFCBc2cOVM7d+5UuXLlTDqD5O3ZZ5/V2bNnFRAQYHYoDrVv317p06c3OwwAAAAAAAAAAAAAAOx4mR3AQz4+Purevbu6d++u/fv3a+3atdq+fbuOHz+u69ev6969e/Lz81OWLFlUuHBhVaxYUS+88IKeeuops0NPEXx9fc0OAQAAAAAAAAAAAACAFCfZFFY8qkSJEipRooTZYQAAAAAAAAAAAAAAgCdcslgKBAAAAAAAAAAAAAAAIDmisAIAAAAAAAAAAAAAAMAJUwortm/frq1bt5oxtClWrVql4OBgs8MAAAAAAAAAAAAAAABxZEphxfHjx1WzZk0dPnzYjOGT1KRJk/TGG28oXbp0ZocCAAAAAAAAAAAAAADiyJTCitdee02FCxfWm2++qejoaDNCSBL//vuvPvjgAw0aNEgBAQFmhwMAAAAAAAAAAAAAAOLIlMIKi8WisWPHasuWLerVq5cZISS6U6dOqXHjxipVqpQ6d+5sdjgAAAAAAAAAAAAAACAeTCmskKSaNWuqffv2mjBhgkaNGmVWGIniwoULqlOnjm7evKlp06bJYrGYHRIAAAAAAAAAAAAAAIgH0worJGncuHHKnz+/Pv74Yw0dOtTMUNzm4MGDqlatmk6dOqXhw4erWLFiZocEAAAAAEhi0dHRWrFihRo0aCAPDw917NjR7JAApDJnzpxR48aNFRAQoJw5c2rIkCGpesnd5Ob69etq37690qdPryxZsujdd99VeHi42WEBSSo6OlqDBw9Wrly5FBAQoJdffllnz541OywAAIBE4WXm4OnSpdOCBQtUo0YNDRw4UPv379eUKVOUNm1aM8OKtxkzZqhXr166ffu2mjdvrvfee8/skAAAAAAASej69ev64YcfNHHiRJ04ccLscBIkNDRU169f182bN3X37l2lT59emTJlUo4cOVzu49ixY7p06ZKqVKkiT0/PRIwWeLJERESoYcOG2r9/vyTp7t27GjhwoHx8fNS3b1+To3sytGrVSqtXr7beHzt2rCIiIjRp0iQTowKS1vDhwzVo0CDr/eXLl+v06dPavn27vL29zQsMAAAgEVgMwzDMDmLJkiV67bXXZBiGChQooLFjx6pBgwZmh+Wy69evq2vXrlq0aJEMw1ClSpX0559/KiAgwOzQUp39+/erZMmS1vv79u1TiRIlTIwIAAC4w6VLl/iF5RPMw8MjTl/UpmR79+7VrVu3zA7DKkOGDCpVqpTZYaQKO3fu1Lhx4zR37lzdvXvXbnuHDh00ffr0pA8sDg4fPqzFixfrn3/+0Y4dO3TmzBmH+6VPn16lSpVS9erV9fLLL6tKlSry8HA8IWapUqW0b98+3bhxQxkzZkzE6IEny+LFi/Xqq6/atWfIkEE3btxgWdpEtmPHDlWoUMGu3WKx6MqVK8qSJYsJUT1Ztm3bpnv37sX7eA8PD3l7e8vHx0c+Pj7KmDGjMmXKJD8/PzdGmboZhqGMGTMqJCTEbtvixYvVtGlTE6ICAACpnZnfFZs6Y8VDTZs21ZQpU9S5c2edPHlSjRo1Uv369TVw4EA9++yzZofn1J07d/TNN99o1KhRCgkJkWEYKlWqlFauXElRBQAAQBxER0dTWIEnQs+ePbV+/Xqzw7CqUaOG1q1bZ3YYKdqff/6pzz77TH/99ZfZocTL3bt3NWXKFE2bNk27du1y6ZiQkBBt3rxZmzdv1siRI5UzZ069/fbbevvtt22KpBYtWqR9+/YlUuTAk83ZjDi3bt3StWvXlDVr1iSO6Mni7PobhqGTJ09SWJEEPvzwQ507d04hISG6cuWK2/pNmzatChYsqMKFC+vZZ59VjRo1VKlSJYqVHLh27ZrDogpJOn78eBJHAwAAkPiSRWGFJL3xxhvy8vLSW2+9pfv37+u3337Tb7/9psqVK6tbt25q0qSJ0qVLZ3aYkh68MZw+fbq+++47Xb16VQ8n/ahWrZp+/vlnfoUDAAAAAE+IiIgI5c6dW+PHj1dkZKS+/PJLnT9/3uywYvVwuvoRI0bo4sWLNtsyZMigZs2aqXr16qpQoYJy5sypjBkzKjw8XNeuXdP58+e1efNmrV+/Xr///rsuXryoQYMGadiwYWrZsqUaNWqkEydOaPjw4SadHZD6PfXUUw7bM2XKRFFFEnB2/T08PFS4cOEkjubJ9Ghh6KVLl/T999/rf//7nyIiIhLUb2hoqPbs2aM9e/Zo8eLFkqRChQqpV69e6tq1K8tbPCJr1qzKlCmTbty4YbetSJEiJkQEAACQuJLFUiCP+vPPP9W8eXPr9LgPq4F9fX314osv6sUXX1StWrVUtGjRJIspNDRUW7Zs0dq1a/Xrr79af3Hz6KV79dVXNWvWLPn6+iZZXE8ilgIBACB1unDhAjNWPME8PDyUK1cus8NIEjVr1rSZsSJjxox655139OKLL6pQoULWKagdLavw+LEPDRw40GZt60fdvXtXly5d0s6dO7Vo0SItWLBA9+/ft25nxgr3W7VqlerXr2/XnpyWAtmzZ4/at2+vPXv22LTnz59fgwYNUqtWrVz+bHv27FmNHz9eY8aMiXFKdpYCAdzr/v37qlixonbv3m3T/tVXX+mDDz4wKaonS6NGjbRixQqbth49emjs2LEmRYSFCxeqRYsWDrflzJlTXbt2VcmSJfXUU08pd+7cSp8+vcLCwnTlyhVt375dq1at0pw5c5zms6JFi2r+/PkqU6ZMYp5GivLVV1/po48+smkrW7as/v33X3l5JZvfdAIAgFTEzO+KHS+CaqI6depo27ZtKl++vLXNMAzdu3dPP//8s7p3767ixYsrZ86catiwofr166d58+bp33//1dWrVxM09rVr17R7924tWrRIQ4cOVdu2bVW8eHFlzJhRDRo00BdffKG9e/faFFR4eXlp6NChWrBgAUUVAAAAAFxWrlw57du3T8OGDdPzzz+v3LlzKyAgwGFRRXz5+/urQIECatasmWbPnq21a9cqZ86cbus/sYWEhDgtGkmu6tSpk6zXZx89erSeeeYZm6IKi8Wifv366fDhw+rQoUOcPtvmzZtXI0aM0O7du1W1atXECBmAA15eXlqxYoWaNGkif39/BQYGasiQIerdu7fZoaUYGzZs0NKlS+N9/OzZs9WhQwelS5dOmTJl0rvvvquvvvrKfQEizl577TXlzp3b4bYiRYpowIABatasmUqVKqXMmTPLy8tL6dOnV6FChdSiRQtNnTpVx48fV6tWrRz2cfjwYVWpUsWuoCYlO3PmjEaPHh3v4z/44AMNHTpUOXLkkJ+fn15++WX98ssvFFUAAIBUKVm+wylUqJD++usvDRgwQKNGjVJUVJQk2xkigoODtWrVKq1atcrmWH9/f2XPnl1Zs2ZVlixZFBAQIB8fH/n4+Mhisej+/fuKjIxUeHi4bt26pZs3b+rmzZsKDg5WeHi4XSyPT+jxcAYNwzBUqFAhzZ49W88++6y7LwEAAACAVCxPnjz6/fffk3y69urVq2vjxo0qW7asQkNDk3Ts+Jg1a5YGDx6cooorvLy8lDNnTp08edLsUGwYhqEPP/xQX3/9tU27n5+fFi5cqEaNGiWo/yJFimjDhg16/fXXNWfOnAT1BcA1uXPnTlBhwJPuww8/VPHixfXKK6/E6/gMGTJo+vTpyWY2IjxQsWLFBC3JlStXLs2dO1elSpVS//797bbfvXtXr776qn777TfVrFkzAZEmD+PGjdOCBQv03nvvxet4i8Wi/v37O7xWAAAAqU2yLKyQJG9vbw0fPlytWrVS165dtXXrVmtRw0OOVjEJCwvTqVOndOrUKbv9HYltJRRHY/r7++vDDz9U37595e/v78LZAAAAAMB/Ro8eneRFFQ8VKlRIX3/9tbp06WLK+HExefJks0OIl/Tp05sdgp233npLP/zwg02bl5eX5s+fn+Ciioc8PT31448/ysPDQ7NmzXJLnwCQGHbu3Kl///1XxYsXNzsUuFmePHnc0k+/fv109uxZTZo0yW5beHi42rZtqz179ihLlixuGc8M4eHhmj59ugICAswOBQAAIEVIdkuBPK5MmTL666+/NG/ePBUuXFiGYViLISwWi9ObJOu+Md1c6edhXx4eHmrbtq0OHTqkwYMHU1QBAAAAIM7y5cunZs2amRpDp06dkv2SIOvWrbNZriIl8fHxMTsEG8OHD7crqpCkYcOGqXHjxm4dy8PDQ1OmTEmy9U0BID7GjBljdghIJGnSpHFbX19//bVy5MjhcNuFCxc0bNgwt41lhrlz5+rKlStmhwEAAJBiJPvCiodatGihgwcPat68eXrmmWdsCiMcialYwlnxxOMejpE2bVq99957OnbsmH788UflzZs3MU4RAAAAwBPgpZdecml2vcTk6empevXqmRpDbEaMGGF2CPGWnAorfvnlF3366ad27ZUrV9YHH3yQKGP6+flpzpw5yeo6AMBDZ86cYcmiVMzPz89tfT2ctdiZKVOmpIil1RyJjo7Wl19+aXYYAAAAKUqKKayQHvzypUWLFtq6dat27dqlnj17KleuXHYzUMTXo/14eXmpQYMGmj59us6dO6evv/5aQUFBbjoTAAAAAE+qChUqmB2CJOmZZ54xOwSnVqxYoVWrVpkdRrx5eCSPj9o3btzQW2+9pejoaLtt48aNk6enZ6KNXbp06RSx3AyAJ88HH3ygyMhIs8NAInF38WqTJk2cbgsNDdXGjRvdOl5SmThxog4cOGB2GAAAAClK8vi/PfFQunRpjRkzRmfPntW2bdv0+eefq2HDhsqUKZNLS4A8fvPw8FC5cuXUs2dPLViwQMHBwVqxYoVef/11pUuXzuzTBQAAAJAKFC9eXCVLljQ7DElSxYoVk+Xa8teuXdNbb71ldhgJklwKK/r06aPLly/btTds2DBJCnw++eQT+fr6Jvo4AOCq2bNn66effjI7DKQghQsXVvbs2Z1u37ZtWxJG4x5Hjx7Vxx9/bHYYAAAAKY6X2QG4Q/ny5VW+fHnr/UuXLungwYM6ffq0Ll26pKtXr+ru3bsKDw+Xl5eX0qZNqzRp0ihz5swqWLCgChcurEKFCjFNKQAAAIBENWHCBLNDsKpUqZIqVapkdhg2oqOj1alTJ126dMnsUFK87du36/vvv3e4Lam+TMmVK5c6deqkiRMnJsl4ABCTY8eOqUePHmaHgRQoR44cDgsVJTltT67u3r2rtm3bKiwszOxQAAAAUpxUUVjxuBw5cihHjhxmhwEAAAAAiIPu3bvr559/NjuMVGHkyJEOl8vMkyePnn/++SSL44033qCwAoDpLl68qHr16unmzZtmh4IUKCAgwOm2qKioJIwkYe7fv68WLVro33//NTsUAACAFCl5zE8KAAAAAHiiffzxx5o0aZLZYaQKJ06c0OLFix1ua9GihdvXn4/JM888o6eeeirJxgOAx126dEn16tXTyZMnzQ4FKVRMM2nFtExIchIZGanXX39dy5cvNzsUAACAFIvCCgAAAACAUxEREVq2bJnefvttlS9fXtmyZZO3t7fSpk2roKAg1atXT4MHD9aOHTvi1X9oaKhatWqlL7/80uk+mzZtcnhzdV3z8PBwzZ8/X927d9ezzz6rPHnyKG3atPL29lbGjBlVtGhRNW7cWF9++aWOHDkSr/NITiZPnuz0F7QvvvhiEkcj9e3bV97e3vE+/s6dO5o9e7Y6duyoUqVKKUuWLPL29la6dOlUqFAhNWrUSF988YUOHz7stphPnDihjz/+WFmyZImxEOXq1av6+uuvVatWLeXMmVO+vr7KmTOnGjVqpNmzZ+v+/fsujbd792598MEHqlChgjJkyCAfHx/lzp1bzZo10y+//JLg89myZYvatm0rX19f1axZ0+l+Bw4cUL9+/VS+fHllzpxZ/v7+KliwoNq3b68NGza4NJZhGFq5cqU6duyookWLKiAgQP7+/ipSpIi6dOmiXbt2Jfh8koN169apVatWsV7T1atXq127dsqfP798fX2VIUMGVapUSZ9//rlbZk+Ijo7W8uXL9dJLL8nT01MdO3ZMcJ+SdPDgQQ0dOlT16tVTvnz5FBAQIF9fX+XIkUMVK1bUu+++q9WrVzucGSeuDh06pM8//1yvvPKKnnrqKWXNmlXe3t4KCAhQjhw5VLVqVXXr1k1LlixRREREnPretm2bKleurH379jncfvnyZac55syZMy6NsX79erVq1Uo+Pj4xPhfiwozXve3bt6tz585Kmzat8ufP73S/rVu3qkuXLipSpIj8/f2VNm1alS1bVp988okuXLjgtniSizt37sR4XqVKlXLLOFevXtWECRPUvn17lSpVSjly5JCfn598fX2VJUsWlStXTm3bttXUqVN19erVOPUdHBys+vXra+7cuQ63h4eHO/072Lt3r0tjHDlyRL1791bmzJndVsAZHR2tP/74Q++++66qVKmiwMBA+fj4KCAgQLlz51atWrXUt29fbdy40S3jAQAAxMZiuOMTEJBE9u/fr5IlS1rv79u3TyVKlDAxIgAA4A4XLlxQdHS02WHAJB4eHsqVK5fZYSR7NWvW1Pr16+3aBw4cqEGDBrl9vNDQUI0dO1ajRo3StWvXXDqmYsWKGjp0qEtf3kdHR2vBggXq06ePy19ePS4oKEinTp1yuv3+/fv68ssv9fXXX7v8JYTFYlHDhg01ZswYFSpUKF5xOXqsOnTooOnTp8erv7gqUqSIjh49atdusVh048YNZciQIUniSKirV6/qiy++0IQJE3Tnzh2Xjqldu7aGDx+uZ599Ns7jRUdH67ffftP48eP122+/2eSlx//XSWRkpIYOHaqvv/5aoaGhTvssV66c5s2bpyJFijjcfvbsWfXs2VPLli2LMbYXXnhB8+bNU5YsWVw+n7CwMM2ePVvjx4/X7t27re01atTQunXrbPYNDg7W+++/r/nz58eYj1u0aKGpU6cqbdq0Drdv3rxZ3bp1i/GLOIvFot69e2vkyJHy9PR0uM/y5cv18ssvx3B2/zl58qTTL4Fd7Se215KHbty4oRkzZmjy5Mk6dOiQtd3RNd29e7feeecdbdmyxWl/2bJl08KFC1WjRo1Yx35ccHCwvv/+e3333Xc2r6EJfa35+++/1a9fP61du9al/YsVK6axY8eqTp06cR5r37596tWrl9asWePyMYGBgfr000/VvXv3GL+8vXLlikaOHKkxY8a4XOD0uJjy661btzRz5kxNnDhRBw8etLY7ei7ERVK/7oWFhWnu3LmaNGmSTbGio7+JkydPqmfPnlqxYoXT/tKmTaupU6eqRYsWcY7FXQYNGqTBgwfbtcf3sVm4cKHT8/Hy8tKVK1eUMWPGOPf70LVr1/Txxx9r9uzZCg8Pd+kYPz8/de7cWcOGDVO6dOmc7hcREaGpU6fqs88+c/m93ONium7379/XsmXLNHHiRK1Zs8YmVybkK4eHcQ8fPlxnz5516ZiiRYtq4MCBatWqVZLOzAUAAJKemd8VeyXJKAAAAACAFGP9+vV6/fXXrV/WeXt7q1mzZmrYsKHy5Mmjq1evav/+/Zo1a5ZOnDhhPW7btm2qX7++WrdurUmTJil9+vROxzhz5oxat26daOdw6dIlvfzyyzZfFGXLlk1vv/22KlWqJH9/f50/f14rV67UggULrF8mG4ahFStWaPPmzVq9erUqVqyYaDEmhgMHDjgsqpCkp59+OsUUVSxatEhdunTR9evXJT1Y375169Z64YUXlD17dgUHB2vnzp2aNWuWLl68aD1uzZo1qly5snr16qWRI0fKx8cn1rGuXbumH374QZMmTbJ5Pjtz5swZNW/e3KU16nfu3KkaNWpo8+bNKliwoM22P//8U82bN3dp1oI//vhD9evX14YNG+Tv7x/jvkeOHNHEiRM1ffp0l/peu3atWrdureDg4Fj3XbBggS5cuKA///zT7tp+9dVX6tOnT6yFkoZhaNSoUbp7967Gjx/vcJ9GjRopPDxcV69e1bZt2zRw4MB4zXTRqFEjhYWF6dKlS9qyZYv+97//xesX/lu3btWkSZM0f/583b17N9b9x48fr969e8c6u8KVK1fUsGFDbdmyRWXKlHEplnXr1mnixIlasmSJIiMjXTrGFREREfroo480duxY6xeiNWvW1CuvvKJChQrJ09NTx48f18yZM22e+wcPHlTdunX1ySefaNiwYS6PN2HCBL3//vs216hBgwZq0aKF8uXLpzt37mjXrl2aMWOGjh8/bt0nODhYPXv21NatWzVz5kynX6COHz9eo0aNiutliNX27ds1ceJEzZ07V2FhYW7tOylf9w4cOKBJkyZp5syZunXrlkuxderUSSEhITHuFxoaqjZt2ihDhgymzJCUGJy9TklS27ZtE1RUsXnzZjVv3txmqZGSJUvqrbfeUvHixRUVFaVjx45p/vz52rRpk3Wfe/fuaezYsVq/fr3Wrl2rzJkzO+x/y5Yteuedd+IdnzPnzp3TlClTNGXKFJvnojvs2bNHbdu2tc4y87DgtUmTJipYsKBu3bqlI0eOaO7cudqzZ4/1uMOHD6tNmzb64Ycf9OOPPypHjhxujQsAAECSZAApyL59+wxJ1tu+ffvMDgkAALjB+fPnjbNnz3J7Qm/nz583+ymYItSoUcPmvfDD28CBA906zvfff294eHhY+69cubJx9OhRh/tGR0cbX3/9teHr62sXV+nSpY2LFy/Gaexp06Y5PMe4unz5slG0aFGbPsqWLWsEBwc73P+vv/4yMmfObDduvnz5jNDQ0DiP7+ix6tChQ5z7iY/Ro0c7vIaSjKZNmyZJDAk1YMAAm7hffvllp8+liIgIo0+fPjbP2Ye32rVrGyEhIU7HOXfunNGxY0fDz8/P6TV7/Dl45MgRI0+ePLHu//itWrVqNmPPnz/f8PLyinM/ffr0cXo+W7ZsMerWrWtYLJYY+6hRo4b1mGXLlhk+Pj5xjqNfv342Y7/77rtx7kOSsXLlypieClahoaF2f9MPbydPnnSpD8MwjAsXLhj+/v52fQQFBTncf/Xq1UbZsmVjPY+H1zQ6Otro1atXnK9DhQoVjKioqBhjnzFjhlGsWLFY+4rPa82NGzeM6tWrW/vIkSOH8fvvvzvcNzo62vjoo48cjv3++++7NN63335rc5zFYjEmT57scN/w8HCjY8eODsf79ttv43SeCXltXrFihfHMM8+4/FyIq6R63du+fbvx3HPPxXoej/5NjBo1KtbXlcdvefLkMe7cuROva5FQAwcOdNtjM3PmTKfn6O/v7/T9kSu2bNlipE2b1u75GBER4XD/iRMnOnzMmzVrFqdxHV0fZ6+Bjzt48KDxyiuvGJ6enrE+B+Lj119/tcnJRYsWNbZt2+Z0/9mzZxsZMmSwGztv3rzGwYMH4xUDAABI/sz8rthDAAAAAABImjFjhjp37mz9xXnlypW1Zs0aFS5c2OH+FotF77//vpYuXSovL9sJEffs2aMXXnjBpV/Mu1vnzp1tfpXu4eGhhQsXKnv27A73r1y5siZNmmTXfubMGYftydmjSz48LigoKAkjiZ8hQ4ZoyJAh1vtNmzbV0qVLnf7y1NvbWyNGjNDkyZPttq1Zs0ZNmjRxOmuAr6+vDh48aP2Vd2zT6B85ckQ1a9bUuXPnVK5cOU2aNEkHDx5UWFiYLl68qFmzZjldPmbz5s1atWqVpAfTyrdp00b3799X6dKl9c0332j//v0KDQ3VtWvXtGrVKr3wwgsO+xkzZowuX77scNvNmzdlsVg0ePBgDR48ONYllpYsWaLmzZvr/v37eumll7R48WKdPHlSd+/e1bFjxzRixAinS36MGTPG+qv6Xr166dtvv5XFYlH9+vU1d+5cHTt2TPfu3dOFCxf0448/Or0u/fv3jzHGh9KkSaPOnTu7tG9McubM6fTaOuLr66vSpUvru+++0+TJk1W0aNEY9+/Ro4fGjBkjLy8vtWvXTitXrtSVK1cUHh6uY8eOafDgwQ5nE9i+fbuWL18eY9+XLl3Ss88+q2+++UYDBgxQpkyZXD6PmNy+fVsvvPCC9dfwWbJk0dq1a1W3bl2H+1ssFn3++ed66qmn7LZ98803WrRoUYzjbdu2Tb1797Zpa9eunbp06eJwfx8fH33//fcqXbq03bYhQ4bo3r17MY7nLteuXVOBAgX05Zdfavjw4cqTJ4/b+k7K17306dMrMDBQ48eP1w8//BDr696XX36pDz74QJLUuHFjLVq0SBcuXFBERITOnj2rMWPGOJyd6ty5c/r+++9j7Du527Bhg95++22n28eOHev0/VFsQkJC1KpVK5ulpAoVKqQpU6bI29vb4TFdu3ZV165d7doXL15sMztXYvLw8FBISIgGDRqk0aNHq3Llym7re/Xq1XrllVesf9OFChXSxo0bVaFCBafHtGnTRmvXrrVbDuXs2bOqXbt2vJeaAwAAcIalQAAAAAAA2rlzp7p27WqdAt7Pz0+zZs2KddkBSapfv76+/vprvfvuuzbt+/fvV7t27WL9wtCdNm/erGXLltm0lSlTJtYvP1577TUFBQXp9OnTNu1Lly61fqmUEuzdu9fptnz58iVhJHH366+/atCgQdb7gYGBmjp1qjw8Yv9NyFtvvaWDBw/q66+/tmlfu3atevfurXHjxtkdkzVrVv3999/W+++8847y58/vcB36o0ePqlatWvLy8tKiRYvUrFkzm+3+/v5q27atGjdurFq1amn79u12fcycOVO+vr5q166d0qZNq2+//Vavv/66zT5p0qRRvXr1VLduXXXq1EnTp0+32X7v3j1Nnz5dH3/8sV3/DRo0UIMGDaz369atq6pVq9rtJz14Xrds2VKVKlXS2LFjVbZsWZvthQoVUp8+fdSoUSNVr17drkDqzp07WrRoka5cuaJvv/1WTz/9tKZPn65KlSrZ7JczZ061a9dOTZo0UdWqVa1Tuz+0Y8cO/fPPP7F+uStJRYoUiXUfV8Sln+eee07PPfec9X7VqlVVqlQph/sOGjRIEyZMULVq1TR16lS7IoxChQppwIABKlasmFq0aGF3/JQpU9S4cWOnsTz+mBcvXlytWrVy+VwcMQxDbdq0sXm+jhs3Tk8//XSMx3l5ealevXoOlx369NNP9eqrrzo99pNPPtH9+/dt2po3bx7jeJ6ennrvvffUqVMnm/arV69q8+bNqlOnTozHu0P79u3Vvn176/1atWq55UvlpH7dK1y4sBYuXGi9//LLLytPnjwKDw+32/fha02JEiUcFmHkyZNH7777rp555hk9//zzdo/rlClT7N4XpBRz5sxR165dnS7987///U9vvvlmvPsfO3as3Zf+jRs3dlpU8dCHH36oCRMm2LUvW7YsSZYuK1KkiP7880/r/bfeekv58+fX1atXE9TvuXPn1KZNG5uCoBkzZihbtmyxHluuXDnNnj3b7vXz4sWLatKkif75559YrysAAICrmLECAAAAAJ5wUVFRat++vc0vf9966y2nvzJ3pHv37ipXrpxd+4oVKzRz5ky3xOmK+fPn27U5+jWtI49+Kf3QgQMHEhxTUjpy5IjTbc5m7EgOQkJC9MYbb1gLeyTpo48+itOv8ocMGaLcuXPbtU+YMEHr16+P9fi0adOqdu3aDrfVqlVLVatW1d69e+2KKh6VLl06zZs3T56ennbbfv31VzVt2lRFihTRzp077YoqHmWxWDR+/HhlzpzZbtsff/wR67lIUpUqVRw+5gcOHFCrVq00aNAgrV+/3q6o4lElSpTQN99843DbsGHD1L9/f7322mvavn27XVHFo9KlS6cpU6Y43Obq+aRJk8al/RKzn5IlSyp//vx27Tt27NDgwYPVo0cPrVu3LsaZLV577TWH12rt2rXW2YJc0aRJE5e+fI/J+PHjbQrf6tat63KxxjPPPOOw/dChQzpx4oTDbdeuXbP5UvYhV16jGzZs6LDdrNfoSpUqKWfOnAnqIzm87mXNmlVVqlSxa798+bK6dOmiZs2axVr8VKVKFYfFNPv27VNwcHCsMSQnmzdvVuPGjdW2bVvdvn3bbnvGjBk1Y8YMffrppwkaJ77vVQoUKOCw8Mmsv4M0adI4nd0mLt566y2b4oxGjRqpWrVqLh//8ssvq0mTJnbtu3bt0vDhwxMcHwAAwEMUVgAAAADAE27SpEnav3+/TZuzadmd8fDw0Lhx42SxWOy2vffee9ZlAxLb8ePH7docxeRIsWLF7NquX7+uyMjIBMeVFKKiohQSEuJ0uyuzj5jlf//7n80SF97e3nrjjTfi1EeaNGn01Vdf2bUbhqE333zT7tfUjhQsWNBhe5MmTbRgwQKXvvgqXLiwwwKNmzdvqmzZstq8ebMKFCgQaz8BAQFq1KiRXfvjsz7ExNE4165d07Rp09SvXz+Xvphv06aNw2KE06dP64MPPtD8+fMVEBAQaz+VK1d2OGuKq+eT0CKCh1x9PXDG0ZI6t2/f1ieffKKxY8faLYvkiKPinDt37ujkyZMux+Hn56fAwECX93/ctWvX7L4cjsvsAiVLlnS67caNGw7bT5w4YVNE8JArj0lgYKDDgoNLly7FemxicVRkExfJ5XXP0XP67t27atmypRYuXOjS37ezgrO4vF4lFcMwdPv2bZ0/f1579uzRrFmz9P7776tYsWKqXr26fvnlF7tjfH191alTJx06dCjGojhXufu9Skr+O1ixYoV1qayH4voeVHqwFJGfn59d+9ChQ22WhwMAAEgICisAAAAA4AkWGRmpYcOG2bQVKFDA6XT3MalatarDXxjeuHHD4VrwicHRF9+uTCUtyeGvfiXp1q1bCYopqcRUVCEl38KKq1ev2k1ZX716dYezNcSmZcuWDr+8P378uM309844G9NZ0ZAzjy4f8aipU6e6PIOKJJUvX96uLTg4WFFRUS4d7+h8qlevrtatW7scg4+Pj8MZFvLmzauvvvoqTtfF0fmcP3/e5eOTA0ePX8WKFfX555+73Iez2T3OnTsXp1jiMrPB47755hub17bAwECns0I4Uq5cOYe/nM+aNavDL34l57/IT8hrtJmvzwm5/snpdc/R45IjRw5Nnz7d5YImdz2nE9P69etlsVjk4eGh9OnTK0+ePCpTpozat2+v0aNH69ChQzb7e3h4qFKlSho+fLjOnj2rqVOnJqiY6VHufq+SUv8OJGngwIE29/38/PTiiy/GuZ8CBQo4XFYoMjLSbrkcAACA+KKwAgAAAACeYAsWLNDFixdt2hKybvyja9A/aty4cUky84OjLwbr1Knj0rHOlgh4dM3v5Cw0NDTG7b6+vkkUSdxMnjzZZhkaKf7PQYvForZt2zrc5mxJi0c5Kz6J6ywHzpbRieusC3ny5LFri46O1s2bN1063tH5xGfGBkfnE58ZJBydT1LNZuMujq5pXJcXcfYL72vXriU4FldERUXp+++/t2mrWrVqnB5TDw8P/frrr6pbt671uKJFi2rRokVOZzgoXLiwnnrqKZu2fPny2bU54+g6m/n6nJBiteT+uufr6+twSSNn8uTJ43C2lrg+p5OLbNmy6fz58/r777/Vt29fl4seXPX4exVPT0/VrFnTpWNT09/B5s2btX37dpu2cuXKycfHJ179OXsP+uOPP6bY5yIAAEheKKwAAAAAgCfYDz/8YNfm6FfIrmrRooXDL/AvXLigTZs2xbtfV7Vt21bvvvuufH195ePjo86dO+vNN9906VhHU0hLSjFLgXh7e8e4PTw8PIkiiZtp06bZtSXkOejsi5V///031qUWnD0H4ipjxoxu6Sdt2rQO2119LFPC+STX56Uzsf2duSJLliwO2x//oj028S2W2rRpk4KDg23anM04EJMCBQro999/1507d3T79m0dOnRIzz//vNP9PT09NXfuXBUpUkTSg6V35syZ4/I1dfR8NvP1OSHFasnpdc8dz2lPT09lyJDBrj2uz+nEtn79em3cuNF669Wrl8P9rly5kqizHIwcOVJ169aVxWJRhgwZNH78eBUvXtylY1PT34G734PWqVNHOXPmtGu/e/eufv7553j3CwAA8BCFFQAAAADwhLp586Y2bNhg1+7oV+Wuypgxo8qUKeNw27p16+Ldr6s8PDw0ZswY3b59W6Ghofruu+8c/or2cceOHdOcOXMcbjMMw91hJgpnvxJ/KCwsLIkicd2+ffscrjWfkOdgsWLFlD17dofbYnsOxmcWBkfcteyKsy+sXP0SLSWcT0opXHooLr/id8bZ9YzrtYjv4/vHH3/YtTlbCskVfn5+TouAHlehQgUdPnxYoaGhOn78uMPlox4XERGhn376SceOHbPbZubrc3yvf3J73XPHc1py/LxObn/fVatWVfXq1a23r776ymlR0ahRo7R+/fpEiSNr1qz6/fffFRoaqhs3bujtt9926bhNmzZpzZo1du0p8e8gOjpay5cvt2tPyN+Bp6en06W4kuI9KAAASP0orAAAAACAJ9SGDRt0//59u/Z06dIlqN9y5co5bE+KGSse8vb2jvVXuHfv3tXMmTP1/PPP66mnntKUKVOSKLrEkT59+hi/AA8JCUnCaFzj6AsiybznoLu+YIzPchtx4eqXaCnhfFJK4ZI7OXtc4not4vv4Pj71vuS+WUlc5cryKfv27dN7772nXLly6bXXXtP58+eTIDLXxff6J7fXPXdxdD2S+9+3l5eX5syZ4/DaR0dH6/XXX9etW7cSbfyAgIBYX1+Dg4M1cuRIFSlSRM8995w2btyYaPHER3z/Dvbt26fLly/btaf0vwMAAJC6UVgBAAAAAE+onTt3OmxPyLTOkvP/qX3u3LkE9esuR48e1fvvv6/cuXOrQ4cO2rhxo3LkyKGmTZuaHVqC5cuXz+m206dPJ2EkrnlSn4NIuRK7aCYpOJotwV3LxiRUZGSk5s6dq+rVq6tUqVIaM2aMrl+/rnr16qlAgQJmh+cWye11LzU8pxOiYMGCGj9+vMNtZ86cUffu3ZM4ogc2bNigFi1aKG/evOrbt6+OHj2qkiVLqnr16qbE425J/XeQ3AqzAABAykRhBQAAAAA8oY4ePeqw/e7duwnqt2jRog7br169mqB+E2rTpk1q0qSJihYtqtGjR+vGjRuqUaOGFixYoDNnzujdd981NT53KFmypNNtjr5MNduT9hwEkoNLly7ZtSXmr/JdERISopEjRyp//vxq06aNNm/erCxZsuijjz7SsWPHtGrVqhgLx1ISXveSn/bt26t169YOt82ePVvz589PkjiioqI0Z84clS9fXjVq1NDChQtlsVisfxN79+5VnTp1kiSWxJbUfwfh4eG6fft2gvoGAACIfaFZAAAAAECqdPPmTYftoaGhCeo3Q4YMDtvNWorir7/+Uv/+/bV27VpJD6atbt26tT766COVLl3alJgSS8WKFbVo0SKH2/bv35/E0cTuSXkOAslJWFiYXZuzv8XEdufOHX3zzTcaNWqUNYaCBQvqo4/+j737jI6q6t8+fp0UCAQIvUkXkCr1T5EbFUR6UTqKgIB0QewFUVGKKN6AFAW9QemCiAWwIE1FUIoovQUIIE1ISID0/bxwZR5CJmGSzOTMhO9nrbOcOXP23r8zmTOJzDV7P6e+ffumubyRr+J9zzvNnj1bv/76q44fP57isaFDh6pJkyYqVaqUR8Y2xmjJkiV67bXXdOTIEUn//jyHDx+uJ598UsWLF/fIuHbK6utA+vdayOxSIwAA4PZGsAIAAAAAblOxsbFO92f2Q5h8+fI53Z/V/5h96dIljR49Wp9++qljX/PmzTVjxgxVrVo1S2vJKml9k/XPP/9UZGSkV32okN1fg4A38vf3V3x8fLJ9SR/mZqWvvvpKw4YNc0zRny9fPo0bN07Dhw9XQED2/SdL3ve8U0hIiBYuXKj77rtPCQkJyR67fPmy+vXrpx9++MHtS6fs3btXAwcO1NatWyVJfn5+Gjx4sN566y0VLFjQrWN5k6y+DiSuBQAAkHksBQIAAAAAt6kCBQo43R8aGpqpflP7tmChQoUy1W96/PTTT6pevbojVOHv76+pU6fqxx9/zLahCkmqV69eqt9sTUhI0M8//5zFFaUtO78GAW/l7LrbsWNHlo0fExOjAQMGqFOnTo5QRf369bV7926NGjUqW4cqJN73vFmTJk00ZswYp4/9+OOPmjp1qlvHmzlzpurWresIVRQpUkTr1q3TrFmzsnWoQvLcdeDv76/g4OAU+3PkyEGwAgAAZBrBCgAAAAC4TaX2Ycu+ffsy1a+/v7/T/dWqVctUv65avny5HnjgAZ09e1bSv9/+XLZsmUaNGpUl49vJz89PPXv2TPXxzz77LAurubXs+hoEvJmzD2x/++03xcXFeXzsqKgotWjRQv/73/8c++655x5t3LhR5cqV8/j43oD3Pe/26quv6p577nH62EsvvaQ9e/a4ZZzRo0drxIgRjpkbihQpop9//lnNmjVzS//ezlPXgeT8WqhSpYrbZxsBAAC3n2wdrIiNjdWmTZs0fvx4DR06VN26dVOrVq3UtWtXDR48WNOmTdPmzZtTTH8IAAAAALeDypUrO92/d+/eTPV79epVp/vr1KmTqX5dsXHjRj3yyCPJPiB89tln1aVLF4+P7S0GDx6c6ocHn3/+ua5du5bFFf27frwz2fE1CHi7okWLptgXERGhb7/9NtN9X7t2Tc8995zTf2szxqhLly7JZs4JCQnRihUrnH7DPLvifc+7+fv7a9GiRU5nAImJidGjjz6a6jIWrho/fnyK2S8++eSTVF8b2VFq5xoaGqrr169nqm9n1wLXAQAAcIdsGazYtm2bevbsqfz586t58+YaO3as5syZo5UrV2rdunX64osv9NFHH+npp59Ws2bNVKhQIfXo0UPff/+93aUDAAAAQJZp2rSp0/1nz57V/v37M9xvah/utGrVKsN9uiIuLk59+/ZN9oFerly59NJLL3l0XG9TpUoVderUyeljkZGR+uijj7K0nmvXrqlBgwb66quvUjyW2mtwx44dmVpnPbXXYMuWLTPcJ+zl55ct/wnLFvXr13e6f+HChZnu++OPP9ayZcucLucxZ86cFP/2NnToUJUoUSLT4/oS3ve8X7ly5TR79mynj/3555965ZVXMtz33r179frrryfb16hRI7Vp0ybDffqi//znP05DoImJidq4cWOG+42JiVFCQkKK/Z7+GxQAANwestX/lR4+fFjNmjXTPffco+XLlys6OlrGmFtukZGRWrFihdq0aaPKlStr6dKldp8KAAAAAHhc7dq1lT9/fqePrV69OsP9Ji3BcaOiRYuqYcOGGe7TFcuXL9fJkyeT7WvcuHGq55idjR8/PtVp4SdMmJCls1YMGTJER48eVaNGjVI8du+99zr9wDwuLi5TX35w9hqsX7++SpYsmeE+Ya/AwECn+90xC2liYmKm+/AlTZo0cbr/888/14EDBzLc77Vr1zR58mQ9+OCDKR4zxui///1viv1t27bN8Hi+ivc939CrVy899thjTh977733Mvzh/7Rp01K8b92O10HhwoVVvXp1p4+5+2/QHDlyEKwAAABukW2CFe+9955q166tzZs3OwITlmW5vCW1OXLkiB599FE1atRIR48etfu0AAAAAMBj/P391bt3b6ePffHFFxnu19kHc48//niGv3Hu7JuHzqxatSrFPnd8Ezq1ZSy8WbVq1TRq1Cinj507dy5T37ZNj5kzZ2rBggWaPHmy0+UHihQpkuoHSu5+DQ4YMCDD/cF+uXPndro/tW/pp8eNSwfdDpo0aeI0eJWQkJCp94Z33nlHp06dcvrN+/379+vgwYMp9mf2PTqz78+u/n5xJ973fMfMmTNVoUKFFPsTExPVp08fXb58Od19euJvFV+8DiSpX79+Tvd/9dVXGQ68ObsOHn74YRUsWDBD/QEAANzI54MVCQkJ6tOnj5577jldv349WaAiPW4OWfz222+qU6eO0z92AQAAACC7GDZsmNP9W7Zs0Y4dOzLU583rxPv7+2vw4MG3bJfaDAuRkZEujXv8+PEU+8LDw11qmxa7PnDIrPHjx6tq1apOH5s2bVqmvhHqilWrVmnUqFF68MEH0/xwb/jw4U73r1ixQmfOnMnQ2De/BvPly6dHH300Q33BOxQuXNjp/vS+RqKiolLsi46OzlBNvqpIkSLq2LGj08dWrlyplStXprvP7du3a/z48SpRooTTpYicvT9LmX+PTs/7s7PfMa7+fnE33vc8J62QQXoDCHnz5tWiRYucLm0TFhaW7uDKtWvXdOHChRT7b9fr4PHHH1euXLlS7A8LC8vQ+5CU8jqQUv9bFwAAIL18PljRt29fLVy48JaBCleWBLl5pouoqCh1795dn332WRafFQAAAAAkFxMT43R/bGxspvqtWrWqunTp4vSxd999N0N93vyB/eOPP67y5cvfsp2zf1yXpEOHDjndP2fOHM2ZM8dxPyIiIsUxv//+e6an+U/vc+zsgxs7Zr0ICgrSypUrFRIS4rSenj176pdffvHI2OvXr1evXr1UqlQpLVmyJM0vP7Rq1Ur/93//l2J/bGys3n///XSPHR0drfXr1yfb9/zzzytv3ry3bOuLs5OkJTudT/HixZ0uB/LHH3+43MeSJUs0bdq0FPvTM+uFNz2nmakltRltpH+/Rb59+3aX+zpw4IA6dOiguLg4DR482OnPydn7syRt3brV5XGcSc/7s7PfMan9frl+/bqGDh3q9EPaJJl5/nnf85y0XhMZ+ZupUaNGeu2115w+9sUXX2jq1Kku9+Wt10FERITOnz/v9PgJEyakGXLIzOunYMGCqYYepkyZkqE+b/4btEWLFrr33nsz1BcAAMDNfDpYMXnyZC1evNhpoOLGkETlypXVs2dPvfbaa3rvvff00Ucfafny5Vq5cqUWLFigDz74QK+//rp69uypmjVrJmsbHx+vvn37ateuXTadJQAAAACk/sGfO6bBnzZtmtMPXz777LN0/7/Qjh07dOzYMcf9vHnz6vXXX3epbfHixZ3u//zzz1Ps27lzp5588slkUzs7m+b5/PnzWrp06S3HPnjwoF588UWnj938HJ8+fTrNbxQ7+4DDrqUGqlSpoqVLlzr9tm1UVJRat26tNWvWuHXMzz//XG3btpW/v79WrlypQoUKpXm8ZVn68MMPnX6LdsaMGTp9+nS6xl+9enWyn1np0qU1evRol9qm9uFUen9+qX17OD4+Pl39pBYKcrUed70WnZ1Pes9Fcn4+rtbj7++vypUrp9jv6pdh3nvvPfXu3VvBwcFOazh79qxL/Vy/fj3Fvow8F86k90PfzPx877vvvlQ/bIyMjFTz5s21bNmyNPswxmjhwoVq0KCBzp49qxIlSuipp55yemxq0/DPnj37ls9fYmKi3nnnHacfPjv7Hfjbb7857cfZ75j9+/dr//79Kfa/+uqrWr58uSpWrJhqXZl5/r3pfc+bXtPukNbfRRn9m+nll19O9Xp59tln9d1337nUT2rXwddff53qrC43WrNmTbJAaZLMXgeS87+1vvnmG73yyisqU6ZMqjVl9vfm66+/rtKlS6fYv3XrVn311Vcu9ZHk7Nmz2rx5s+N+QECAJk+enK4+AAAA0uKzwYqDBw/q1VdfdRqoCAoKUq9evbRmzRpduXJF+/fv1+LFi/Xaa6/pqaeeUv/+/dWlSxc99NBDevTRRzVo0CCNHTtWixcv1u7du3XixAm98847jn/8iYmJUc+ePW+7NTcBAAAAeI+///7b6f6MThl+ozvuuENvv/12iv2JiYnq379/qrNlOPPCCy8kuz979mzdcccdLrWtUqWK0/3vvfeeJk+erPPnz+vcuXOaOXOmmjdvrkqVKunhhx92HHf33Xc7bT9y5EinH5xJ/34Y8eabb6p27dratm2b02NOnDjhuH3q1Ck1a9Ys1W92SnK65ro7liTJqNatW2vFihXKmTNniseioqLUvn17jR49WteuXcvUOLGxsXr55ZfVvXt3BQYGau3atapbt65LbevUqaNnnnnGaX2DBg1y+Rux8fHxGjNmjOO+v7+/Fi5cqNy5c7vU3tnPTkr9W8apSe2aSe+Heqn1k1qdrhyX3nNJrY6MfEDprB9Xz0WSmjZtmmLfH3/8keYHZ+fPn1e3bt30zDPPqHPnznryySedHufqUrDOrn13TaN/6dKlTB+fnufzk08+Ub58+Zw+FhkZqZ49e6pp06b69NNPFRoaqtjYWEVFRenAgQOaOXOm6tatq8cee8xx/tOmTXM6Q46U+vvzvn370pw949dff1WTJk30/PPPO3393Pj+LEmTJk3SxIkTnfaV2u+Y9u3ba/369YqKitJff/2lPn36aMqUKXruueecvm8myezz7y3ve970mnaHtP4uSm9gJYmfn58WLFig/Pnzp3gsISFB3bp1S/VviBvlzJnTaUAsNjZWPXv2TPV5P3nypPr06aN27do5/Xvw2rVrunjxouP++vXrk/19dKPUroPnnntO//vf/3T58mWFhYXprbfeUpcuXdS6dWvVr18/1XNK7Wfs6rWQJ08effDBB05ntho+fLj++ecfl/qRpDFjxiQLBb3++uuqU6eOy+0BAABuxWeDFS+//HKyoIMxRrlz59bEiRN17tw5LVq0SK1bt3b5fyJuVLp0aT3zzDM6fPiwY13II0eOaObMmW6rHwAAAP+fn58f222+IW1hYWHJ/sH8RumZBj8tQ4cO1WOPPea0/759+7q0nMaUKVP0448/Ou4/9dRT6VrfvXDhwk6nRo+Pj9cLL7ygYsWKqXjx4hoxYoSioqI0c+bMZN/2bd++vdN+//nnHzVp0kTvv/++zp07p2vXrmnXrl0aM2aM7rzzTo0dO1aWZWnQoEFO28+ZM0fh4eHasGGD7rnnHsXFxaW6tElsbKzTb52mNt18VunUqZPWrFmjwoULp3jMGKOpU6eqQoUKmjZtWro/UEtMTNTy5ctVt25dTZw4Ufnz59e3337r9EPwtIwfP17NmjVLsX/NmjV6/vnnXepj9OjROnDggOP+u+++m64pwFP7Od04C4srwsLCnO4/depUuvpJ7UPAo0ePutTe2fmcOHEi3cvjODuf8PBwRUVFpasfZ+dz/fr1VINjN3vkkUec7n/hhRfUtWtXbd68WVFRUYqIiNCWLVs0fPhwVaxYUStWrFCHDh20ePFipzMESNJLL72kmTNnatWqVXrttddSDWvs27cvxb6TJ0+mazr81MItBw8edLmP6OhohYaGpth/+PBhl/soV66cZs2aleYxP//8s/r27asKFSooZ86cyps3r6pWraoRI0Yk+/0zYsQIdevWLdV+SpQokWrQatasWWrXrp22bt2q6OhonTlzRsuXL1fbtm11zz33aOvWrbr//vtVu3btFG337dun7777TufPn9eoUaP00ksvOX0fkaQ2bdo43X/s2DE98MADyps3r+6++24tWLBANWrUSDPwIclpYO/48ePpmu3BG973nC13cuXKlXQFAhMSEpy+H6TnNe0uO3bsSPWxzPzNVKZMGX344YdOH4uMjFSrVq2S/Q2UmtT+Vtm2bZsaNmyoVatWKTIyUpcvX9aGDRs0cOBAVa5cWQsWLFDZsmVTDUxMmzZNV65c0UcffaS2bduqYcOGTo+rU6eO01krrl69qgEDBqhgwYIqU6aMXn31VQUGBt5yqRNn74lS+t6L2rZtmywclOTUqVPq3Lmz01lVbrZ8+XLNmzfPcb9z58566aWXXK4BAADAJcYHhYWFmYCAAOPn52f8/PyMZVmma9eu5tSpU24fKyEhwXTo0MFYlmWKFy9uEhIS3D4GXLdnzx4jybHt2bPH7pIAAAAAjxs5cmSyv4Nv3jZs2OCWcWJjY02XLl2cjtGyZUtz+vTpVNuNGTMm2fEjRozIUA0bNmxI81yTtv/+978p2iYkJJjq1au71P7GrVq1ambPnj0p/n/D2RYSEmJ2796dav3z5s1Lte23336boefEnU6fPm2aNWuW5jkGBQWZzp07mzlz5pjt27eb69evp+jnxIkT5uuvvzYjR440ZcqUcbS99957TVhYWIbru3LlivnPf/7jtK7evXuby5cvO20XGRlpBgwY4DjWsiwzefLkdI194cIFU6BAAadjDx061OV+oqOjTc2aNZ32061bN5f7iYmJMXXr1nXaT6tWrW7Zft26dan+jJctW+ZyHceOHTM5c+Z02s/MmTNd7ufkyZMmd+7cTvuZOHGiy/088MAD6b7Gu3btamJjY40xxrz22mu3PL5UqVJm6tSpKcZ213M6YcIEp30ULFjQXLx40aU+Zs+enWotmzZtcrkWY4x555130v2c3rg98sgjJjEx8ZbjLFu2LN19+/n5mbFjx5qEhATTtWvXWx7/+OOPp1lDv379btlHsWLFzIEDB9LsZ+3atam2/+STT9L1/Nv5vnfw4EHj5+fndOy3337b5X4WL17stI/AwEBz8ODBdNWUGQsWLEjzZ9u4cWMTHx+fqTEef/zxVPv39/c3zz//vAkPD0+1/YkTJ0xQUFC6r4WHHnrIXLp0ycyYMeOWx9aqVctERESkWsP8+fNv2UdAQIBZvnx5ms/F2bNnTUhISIauRWdGjRrltK969eqlek0mJiaa6dOnm8DAQMfxDz/8sOM9HwAAZD92flbsk8GK6dOnG8uyHMGKsWPHenS88+fPmwIFChg/Pz+zZs0aj46FtBGsAAAAwO0kNDTUDBo06Jb/+J0vXz4ze/Zsc+XKlUyPmZCQYF555RWnH7QEBwebAQMGmEWLFpn169ebzz//3Lz66qumfPnyjmPy5MmT7g+VbjZjxgwTEBDg9FyDg4PNvHnzUm37xx9/mFy5crn8QcXQoUPNtWvXjDH/fpAdHByc6rEhISHml19+STFmYmKiOXfunJk/f77JkydPqu3z5s1rPvjgA3P8+HETFxeXqecos5YtW2YqVKjg8vMUFBRkihUrZgoUKOD0Z1OsWDEzffr0TH9gZYwx169fN/3793daR8GCBc2TTz5pPvvsM7N+/Xrz2WefmWeeecYUL17ccUzRokXN2rVrXR4vIiLCrF+/3tSqVSvV87csyzz33HNm//79jtfLjRITE83FixfNDz/8YJo2bZrmc9m5c2fz888/O/3gLTEx0Zw9e9Z8/fXXqX7QeuOHbFu3bjVXr15N1v7cuXNm0aJFplChQmm+FufMmWNOnDjh9LUYHx9vwsLCzOLFi03p0qXT/ODtpZdeMn/99ZfT5yUuLs6cOHHCzJkzx5QrVy7Vfvz8/MxLL71kDhw4cMsPw8LCwpL9vG+1jRw5MtnrMrVghWVZpmXLluaLL75I8Tq+dOmSWbJkSZrjBgcHm1mzZqV6fcfHx5vQ0FDz9ttvG39//1T7qV27tlm3bp3TD9MTEhLM6dOnzQcffJBqSEWSKVKkiFm2bJk5d+6cS4EHY4z55JNP0vXemfRze+ONN1wewxhjHnnkEZf7L1OmjNm8ebOj7fjx49M8vmfPnrd8D4qIiDAtW7ZM8/k/dOiQ07ZJ19fSpUtN4cKF03wtfPjhh+bUqVMuf0Erq9/3rly5YlavXm0qV66c5vU9fvx4c/jwYRMTE+P0+Th9+rSZM2dOmr87y5UrZ7788ktz4cKFdL1W0uPChQvmrbfeMjly5Ljl66pt27Zm//79GR4rMjLSVKpUKc0x8ubNawYOHGhWrVrlNCw1Z84cl6+DXLlymVmzZjna/vLLL2keX6NGDXP27NlbnseLL76Y5nvI6tWrU20bERFhNm3aZOrUqZNmLU8//bQ5ePBgukIO77//vtOfY2BgoOnRo4eZN2+e+fHHH82XX35pJk6caGrUqJHsmEmTJnnsdQYAALwDwYp06ty5syNY0b9//ywZc8iQIcayLDNy5MgsGQ/OEawAAABAdle9enVTrVq1dH1wmLT5+/ubsmXLmurVq5t+/fplqo7ff//dNG/e3OWxg4KCzLBhw1z6x3xX7Nixwzz66KOmVKlSJmfOnKZSpUrm6aefdmk2hC1bttzy+StbtqzTGSSefPJJp8dXqVLF6f9/HD9+PN0/p6TtjTfecMtzlVFxcXHm888/Ny1btkw1yHKrrU6dOua9995L9uG+u3z//femXr16LtcSEhJiXnnllTS/pXuzG0NB6dnKly/v6CMzrwHLspL1k9o3x2+19evXL1N13PjN4k8++STD/TRr1ixZP5ZlZaif+fPnp/lzO3To0C1npylUqJBZtGhRirY3BysKFixonnnmGXP48OEUx2bmZ3Ljc5qe99LUXh+Z+bkcP378FlfCvw4cOGBat27tUp/33HOP+fnnn13q90axsbFm4MCBtzzvJ554IsW1fPLkSacf4Pv5+ZkxY8a4HGKIj4838+bNM02aNDEhISEmT548pmnTpmbu3LmpfgC8cePGDD//GzdudPn5yYr3vbSCPa5e36mFQNz5eryVli1bmurVq5tSpUpl6JyKFy9uqlWrZqpXr57usX///fdkMyTcaitSpIi5cOFCsj4++OCDWwZBmjZtmiLok5iYmGoQsEOHDqnOcOLM+vXrTadOnUyxYsVMUFCQqVGjhhk7dqz5559/Um2T0ff19PzNc+jQIfPwww+7/P4bEBBgevXqZY4cOeLyGAAAwHfZ+VmxZUw6FoH0ElWrVtXBgwdVsGBBnTx5Urlz5/b4mEuXLtUjjzyiRo0aacuWLR4fD87t3btXNWrUcNzfs2ePqlevbmNFAAAAgHvt2bPHLf0EBwerfPnyme5n7969WrlypX766Sft379f//zzj+Li4pQvXz6VLFlS9erV0/3336/OnTsrX758bqjcPSIjIzVz5kx98cUXOnTokKKjo1W8eHHVqlVLXbt2VdeuXRUUFJSiXWxsrF5++WUtWLBAERERqlq1qvr27auhQ4cqZ86cKY6Pi4vL8BryRYsWVdGiRTPU1t0iIiK0YcMGbdmyRQcOHNDhw4f1zz//KCoqSrGxscqbN69CQkIcz2Ht2rXVokULVapUyeO1bdu2TV999ZW2bNmigwcP6tKlS0pMTFRISIhKly6t+vXr68EHH1SHDh2c/kzTcujQIcXGxqa7phw5cqhy5cqSMvcakOT4f9zM9FOgQAEVLVo0U+3vuOMOSVJ4eLhOnTqVoX5ufN/JTD+lSpVS/vz50zwmJiZG8+fP15IlS7R7925FRUWpQIECqlWrljp16qS+ffsqb968Kdq9/vrreuONN9SwYUMNHTpUPXr0SPV1k9mfSdJzGhoaqqtXr2aon6TXR2aez7vuukuBgYEuH//HH39o0aJF2rx5sw4dOuR4bu+44w7df//9euihh3TfffdlqJYkP/30kz788ENt3rxZ586dU968eVWmTBm1atVKjz76aLJ/+7nRli1b9Mwzz2jnzp0KCQlRixYt9Pzzz6t27dqZqudWrl69qtDQ0Ay1LV++vIKDg9PVxpPvexn9O+PG6/v06dO6fPlyhvpJ7+sxNRl9/3YmtddbWtJ7XVepUkUBAQEp+pg2bZq+++47nTx5Un5+frrjjjv0n//8Rz169NCDDz7otK8zZ87oySef1Pfffy9JatiwoUaMGKGHHnoo3eeRXhl9/WTkb57Q0FB9/vnn2rRpk/bu3avz588rOjpaefPmVbFixVSnTh01bdpU3bp1U5EiRTJUFwAA8D12flbsk8GK/PnzKzIyUsOGDdP777+fJWNu3LhRzZs3V7FixfT3339nyZhIiWAFAAAAAAAAAAAAANx+7Pys2C9LRnGzpDRwo0aNsmzMiIiIZP8FAAAAAAAAAAAAAADZn08GK5KmckyaUjErbN26VZLkgxN8AAAAAAAAAAAAAACADPLJYEWxYsUkKcNr+aVXTEyMFi5cKEm3XOMTAAAAAAAAAAAAAABkHz4ZrKhbt64kafPmzVky3quvvqrTp0/LsixVrFgxS8YEAAAAAAAAAAAAAAD288lgRbNmzWSM0cKFCxUZGenRsWbOnKl3331XlmVJkho0aODR8QAAAAAAAAAAAAAAgPfwyWBFly5dlCNHDl26dEnPPvusR8a4fv26hg8frpEjR8qyLBljJEkdOnTwyHgAAAAAAAAAAAAAAMD7+GSwokCBAurTp4+MMfroo4/09NNPKyEhwS19x8TEaO7cuapatao++OADR6BCkipXrqz777/fLeMAAAAAAAAAAAAAAADv55PBCkl69dVXlStXLknStGnTVKdOHa1atSpZECI9du7cqVdffVVly5bVkCFDdPLkSRljHLNVWJalN954w52nAAAAAAAAAAAAAAAAvFyA3QVkVOnSpfXOO+9oxIgRsixLe/bsUZcuXVS0aFG1a9dOjRo1UpUqVVSqVCnlzZtXOXPm1PXr1xUVFaUrV64oNDRU+/bt0969e7Vx40adPXtWkhzBDMuyHPcty1K7du3UvXt3284XAAAAAAAAAAAAAABkPZ8NVkjSsGHDtH37ds2fP98xs8S5c+c0b948zZs3z+V+bpzlIilQcaMqVapowYIFbqkZAAAAAAAAAAAAAAD4Dp8OVkjSxx9/LEmOcIWkdC8H4ixMkdRPtWrVtG7dOoWEhGSuUAAAAAAAAAAAAAAA4HP87C4gsyzL0v/+9z/NnDlTOXPmdCzdkZ5NSh7GMMbIGKPu3btr69atKl68uF2nBwAAAAAAAAAAAAAAbOTzwYokQ4cO1f79+9WlSxdHMCI9kpYSMcaoTJky+vLLL7V06VLlyZPHQxUDAAAAAAAAAAAAAABvl22CFZJUtmxZLV++XH/99ZcGDBig3LlzO8ISqQUtbny8Ro0amj17tvbv368OHTpkcfUAAAAAAAAAAAAAAMDbBNhdgCdUr15dc+fO1YwZM7Ru3TqtX79eu3bt0uHDhxUeHq7Y2FgVKFBAhQoVUuXKldW0aVPdf//9qlu3rt2lAwAAAAAAAAAAAAAAL5ItgxVJcubMqXbt2qldu3Z2lwIAAAAAAAAAAAAAAHxQtloKBAAAAAAAAAAAAAAAwJ0IVgAAAAAAAAAAAAAAAKSCYEU6hIWFKSEhwe4yAAAAAAAAAAAAAABAFiFYkQ7lypXTwYMH7S4DAAAAAAAAAAAAAABkEYIVLrpw4YKMMXaXAQAAAAAAAAAAAAAAshDBChdt3LhRlmXZXQYAAAAAAAAAAAAAAMhCtgcrLl26ZHcJt/Tzzz9rxIgRdpcBAAAAAAAAAAAAAACyWIBdA0+ePFmTJk1SRESEChQooDFjxuipp55yqW3//v09W5ykuLg4Xb58WYcPH9aRI0dkjGHGCgAAAAAAAAAAAAAAbjO2BCvefPNNvf766zLGSPp31opnnnlG165d08svv3zL9p9++qmjradl1TgAAAAAAAAAAAAAAMD72LIUyOzZsx0zQCRtxhjNmDHDpfatWrWSMSZLtqT6AAAAAAAAAAAAAADA7ceWYEVERITTsMKVK1dcaj906FBJShbM8NQGAAAAAAAAAAAAAABuX7YEKx544IEUS2xYlqWWLVu61L5du3YqU6ZMmse4Y7YKAAAAAAAAAAAAAABwewuwY9CZM2fq2LFj2rdvn2NfrVq1NHPmTJfaW5alJ554Qq+++qpjVgljjPz8/FSsWDEVKFBAuXLlUs6cOeXn5yd/f/901WeMUWxsrC5duqTQ0FDFxcWlqz0AAAAAAAAAAAAAAMgebAlWlC5dWrt27dI333yjY8eOqVKlSmrXrl26AhBPPPGExo0bp/j4eBUoUECzZs1Sp06dlDNnTrfWGhMTo3nz5unZZ5/V9evX3do3AAAAAAAAAAAAAADwbrYEKyQpMDBQDz/8cIbbFy1aVA899JBWrFihJ598Ut27d3djdf9fzpw5NWTIEFmWpWHDhnlkDAAAAAAAAAAAAAAA4J387C4gM4YOHSpjjAoUKODxsTp27OjxMQAAAAAAAAAAAAAAgHfx6WDF/fffr6pVq+qPP/7w+FjFixeXMcbj4wAAAAAAAAAAAAAAAO9h21Ig7vLiiy/q7NmzHh/Hsix98sknKlWqlMfHAgAAAAAAAAAAAAAA3sHngxWPPfZYthwLAAAAAAAAAAAAAADYz6eXAvGU8+fP210CAAAAAAAAAAAAAADwAj4ZrLhw4YI+/fRTffrppx7pf8yYMbr77ru1YsUKj/QPAAAAAAAAAAAAAAB8g08GKw4dOqR+/fqpf//+Hun/zTffVJUqVdSjRw+1bt1aFy9e9Mg4AAAAAAAAAAAAAADAu/lksCKJMcYj/RYrVkzLli1Tq1at9P333+vee+/VhQsXPDIWAAAAAAAAAAAAAADwXj4drPAky7L0xhtvSJIOHjyoRx991OaKAAAAAAAAAAAAAABAViNYkYbq1as7bv/4449auXKljdUAAAAAAAAAAAAAAICsRrAiDXv37k12f+7cuTZVAgAAAAAAAAAAAAAA7ECwIhWXLl3S0KFDHfeNMfrtt99srAgAAAAAAAAAAAAAAGS1ALsLuNGmTZu0adOmWx538uRJx+1x48a5bfyEhARFRkbq0KFD2rRpk65duybLshyPx8fHu20sAAAAAAAAAAAAAADg/bwqWHHlyhXNmTNHZ86cSRZoSI0xRm+88YZHajHGSJIsy5IxRpZl6a677vLIWAAAAAAAAAAAAAAAwDt51VIgHTp00IkTJ/T555+radOmMsakuiVJ65jMbJZlpQh39OnTJ6ufEgAAAAAAAAAAAAAAYCOvClZIkr+/vx5++GFt3LhRW7ZsUcOGDSXJEXS4OfBw8353bTerW7eunnjiiSx7HgAAAAAAAAAAAAAAgP28Llhxo0aNGumXX37Rm2++qYCA/79qyY0zVnjKjbNXNGvWTF999ZVy5szp8XEBAAAAAAAAAAAAAID3CLj1Ifby8/PTK6+8oubNm6tDhw66fPmyLMtyLNdRpkwZt47n7++vXLlyqXjx4qpSpYratm2rNm3auHUMAAAAAAAAAAAAAADgG7w+WJGkcePG2rx5s1q1aqUzZ8449oeGhtpYFQAAAAAAAAAAAAAAyM68eimQm1WrVk3r1q1TwYIF7S4FAAAAAAAAAAAAAADcBnwqWCFJd911lxYuXCjLsuwuBQAAAAAAAAAAAAAAZHM+F6yQpFatWqlv3752lwEAAAAAAAAAAAAAALK5ALsLyKjXX39dxhi7ywAAAAAAAAAAAAAAANmYT85YIUllypTRvHnzPNb/9u3b9fTTT+ubb77x2BgAAAAAAAAAAAAAAMC7+WywwtPq16+v6OhoderUSePHj7e7HAAAAAAAAAAAAAAAYAOfXQokK8yaNUv//POPxo4dq6ioKE2cONHukgAAAAAAAAAAAAAAQBZixopbePfdd2WM0eTJk/Xhhx/aXQ4AAAAAAAAAAAAAAMhCBCtu4dKlS5IkY4yefvpphYaG2lwRAAAAAAAAAAAAAADIKtlmKZDQ0FDt27dPZ8+eVUREhGJjYxUXFydjjMt9GGOUkJCg2NhYXb16VSdOnND69etlWZaMMYqOjtbkyZM1e/ZsD54JAAAAAAAAAAAAAADwFj4frFi9erVefvll7dmzxyP9G2NkWZYjXPHNN98QrAAAAAAAAAAAAAAA4Dbh08GKsWPHavz48ZKUrpkp0sOyrGT3L1y44JFxAG909uxZJSYm2l2GR/j7+6tYsWLJ9nG+2Yefn5+KFy9udxmZlp1/Rrfba/J2O1+uQe93u70mb7fz5Rr0frfba/J2O1+uQe93u70mb7fz5Rr0frfba/J2O1+uQe93u70mb7fz5Rr0frfba/J2O9/scg3COZ8NVixbtkxvvfWW4/7NAQhPsCxLVapU8fg4gLdITEzM1r/cbsb5wttk55/R7faavN3ON7vIzj+j2+01ebudb3aRnX9Gt9tr8nY73+wiO/+MbrfX5O12vtlFdv4Z3W6vydvtfLOL7Pwzut1ek7fb+WYX2flndLu9Jm+380X25pPBCmOMXnnlFUmuBSqSZrNIb/ji5lkw/Pz8HDNkAAAAAAAAAAAAAACA7M8ngxU//PCDjh07liwocWMIIk+ePAoODlZQUJAuXbqkqKgo5c+fX/ny5XN5jLCwMElSyZIlVaJECdWpU0dPPPGE6tev774TAQAAAAAAAAAAAAAAXs0ngxXffvut47YxRsWLF9egQYPUtm1bVa1aVXnz5nU8Pn/+fPXv318PPPCAPvvsM5fHeO655zRlyhQ1adJES5cudWv9AAAAAAAAAAAAAADAN6Rc2MYH7Ny503G7devWOnjwoF5//XU1aNAgWahCkrp166Y8efLoyy+/1Pnz510eY/z48apSpYqWL1+uOXPmuK12AAAAAAAAAAAAAADgO3wyWHHkyBFJUrFixbR8+fIUYYobBQcHq1u3boqPj9fHH3/s8hg5cuTQlClTZIzR6NGjtX///kzXDQAAAAAAAAAAAAAAfItPBisiIiJkWZb69++v4ODgWx4/aNAgGWM0e/ZsJSYmujxOmzZtdM899+j69evq1auX4uLiMlM2AAAAAAAAAAAAAADwMT4ZrIiOjpYkNWjQwKXjGzZsqJo1a+r06dNavnx5usYaOHCgJOmvv/7SuHHj0lcoAAAAAAAAAAAAAADwaT4ZrMiXL58kKSQkxOU2w4YNkzFGkydPTtdYDzzwgCTJGKN33nlHJ06cSFd7AAAAAAAAAAAAAADgu3wyWJE/f35J0t9//+1ym8cee0wFChTQH3/8oSVLlrjcrlixYpIky7IUFxenhQsXpqtWAAAAAAAAAAAAAADgu3wyWHHXXXdJkr755huX2+TOnVuDBw+WMUbPPPOMLl265FK7gwcPJru/evVq1wsFAAAAAAAAAAAAAAA+zSeDFQ0aNJAxRsuWLdPatWtdbjd69GjlypVL586dU58+fZSYmHjLNlOmTHHcNsYoNDQ0QzUDAAAAAAAAAAAAAADf45PBig4dOkiSEhMT1blzZ73xxhvas2ePTp48qbCwMEVHRzttV6RIEQ0ZMkTGGK1du1a9evVK9VhJeuedd/Tpp5/KsizHvsuXL7v3ZAAAAAAAAAAAAAAAgNfyyWBFvXr1VK9ePUlSTEyMxo0bp1q1aql8+fIqV66cgoOD9Z///CfFMh6S9Morr6hAgQKSpBUrVqh69er66KOPdPr0aSUmJurSpUtas2aNWrdurRdffDFF+8KFC3v25AAAAAAAAAAAAAAAgNfwyWCFJL333nuyLEuWZckYk2LbsmWLHn300RTtChYsqMmTJ8sYI0kKDQ3V4MGDVaZMGQUGBqpIkSLq0KGDfvjhBxljHLNVJN1u1KhRlp4nAAAAAAAAAAAAAACwj88GK5o2baoXX3zREXi4eZOkXbt26fr16ynaDhgwQG3btnW0dRbMuPGxGz3++ONZcn4AAAAAAAAAAAAAAMB+PhuskKS33npLo0ePThF+SFKiRAnlypXL6WOLFi3SXXfdlWowIylUkRTSsCxL7du3V7t27Tx2PgAAAAAAAAAAAAAAwLv4dLBCkqZMmaKVK1eqYsWKyWabKFCggObNm5dqu5CQEG3cuFE1a9ZMNZhx4zIgTZs21ZIlSzxyDgAAAAAAAAAAAAAAwDv5fLBCkh566CEdPHhQO3bs0GeffaZvv/1WoaGhevDBB9NsV6xYMW3btk0vvPCCQkJCnC4HUqRIEb399tv68ccflTt37iw6IwAAAAAAAAAAAAAA4A0C7C7AnerUqaM6deqkq01QUJAmTpyosWPHauPGjTp+/LgiIiJUsGBB3X333fq///s/+fv7e6hiAAAAAAAAAAAAAADgzbJVsCIzcuXKpTZt2thdBgAAAAAAAAAAAAAA8CLZYimQrNKvXz+FhYXZXQYAAAAAAAAAAAAAAMgiBCtcFBcXp8WLFysyMtLuUgAAAAAAAAAAAAAAQBYhWOGiXbt2KSEhwe4yAAAAAAAAAAAAAABAFiJY4aIffvjB7hIAAAAAAAAAAAAAAEAWI1jhooULF9pdAgAAAAAAAAAAAAAAyGIEK1zwxRdf6ODBg3aXAQAAAAAAAAAAAAAAshjBilu4dOmSRo8ebXcZAAAAAAAAAAAAAADABgQr0nD9+nV16dJFJ0+etLsUAAAAAAAAAAAAAABgA4IVqYiKilL79u21adMmWZZldzkAAAAAAAAAAAAAAMAGAXYX4IrTp0/r/PnzSkhIUNGiRVW6dGmPhh2OHz+uDh06aN++fR4bAwAAAAAAAAAAAAAAeD+vnbFiz549GjBggEqWLKkyZcqofv36atiwocqXL6/ChQurR48e2rx5s9vH/frrr/V///d/2rdvn4wxzFYBAAAAAAAAAAAAAMBtzOuCFdHR0Ro2bJhq1aql+fPn6+zZszLGJNsuX76sFStWqFmzZmrTpo3OnTuX6XFjYmI0cuRIPfTQQ/rnn38coQpjjBvOCgAAAAAAAAAAAAAA+CKvWgrk0qVLatmypXbt2uUINKQ2Y0TS4999953q1KmjtWvXqlatWhkad/fu3erdu7fTWSqSwhWWZWnUqFGqXLlyhsYAAAAAAAAAAAAAAAC+x2tmrIiOjtaDDz6onTt3OoIMSQGHm2eskJTs8bNnz6p169YKDQ1N97iTJ09Ww4YNU136wxijYsWKac2aNXrvvfcUEOBVWRQAAAAAAAAAAAAAAOBBXhOsGD58uHbt2uUITNwcpLjRjY8lBSHOnTunRx55xOXxwsLCdP/99+ull15SbGys06U/jDFq27at/vzzT7Vq1SrzJwkAAAAAAAAAAAAAAHyKVwQrfv31V82bNy/ZDBXS/5+VIq3txnDFb7/9pjlz5txyvIULF+ruu+/WTz/9lGJ2jKQ+c+bMqenTp+ubb75RkSJFPHTmAAAAAAAAAAAAAADAm3lFsGLcuHGO2zcGHW5eAiS1JUGS/muM0YQJE5zOciFJ4eHh6tmzp/r27auIiIhUl/6oUaOGfvvtN40YMcJDZwwAAAAAAAAAAAAAAHxBgN0FnD59Wj/88EOygIT0b8ChZs2a6tixo5o0aaLixYsrd+7cOnv2rA4dOqRVq1bphx9+UFxcXLJwRFhYmL788ks99NBDycb58ccf1a9fP505cyZZoOLmJUBGjBihd955Rzlz5syCswcAAAAAAAAAAAAAAN7M9mDFDz/8oMTExGRBh9KlS2v69Onq1KlTiuMrV66se++9VwMHDtTBgwc1fPhwrV+/Plm4YtGiRY5gRWxsrF588UVNnz5diYmJkpTs2KRQRZEiRTRv3jy1bdvWg2cLwJv5+XnFJD4ecfPsPIA34hoE7MU1CNiLaxCwF9cgYC+uQcBeXIOAvbgGAd9ge7Biy5Ytye43btxYq1atUpEiRW7Z9q677tK6des0YsQIzZo1yxGS+PHHH2WM0Z9//qnHHntMe/fudTpLRdLtVq1aaf78+SpWrJj7TxCAV3L2y7x48eI2VALcnrgGAXtxDQL24hoE7MU1CNiLaxCwF9cgYC+uQcB32R6B2r9/v+N2uXLl9M0337gUqrjRjBkz1LdvX8dyHhERERo4cKAaNWqUIlQh/f9ZKnLkyKH33ntPa9euJVQBAAAAAAAAAAAAAABSsD1YcfToUcftjz/+WAUKFMhQP9OnT1fp0qUdAYr58+crJiYmRahC+neWiqpVq2rbtm166qmnMlw7AAAAAAAAAAAAAADI3mwNViQmJurcuXOyLEtNmzbV/fffn+G+8ubNq9dff90xa0VSoCJpdookxhgNGTJEO3bs0N13353ZUwAAAAAAAAAAAAAAANlYgJ2Dh4eHOwIQnTt3znR/PXr00FNPPaWoqCinS38UKlRIH3/8sTp27JjpsQD4thsDV0m6Pz5S4eFXbKjG80qXLqmPp0+wuwzAgWsQsBfXIGAvrkHAXlyDgL24BgF7cQ0C9uIaBHyXrcGKy5cvO25nZraKJLlz51aHDh20ePHiZMEKY4xatGihTz75RCVKlMj0OACyp+MnTulSeITdZQC3La5BwF5cg4C9uAYBe3ENAvbiGgTsxTUI2ItrEPANti4Fcv36dcftkiVLuqXPBg0aOG4bYxQQEKDJkyfr+++/z3SoYuzYsfr7778zWyIAAAAAAAAAAAAAAPARtgYrYmNjHbcLFizolj7r1q3ruF2lShVt3bpVzz77rFv6XrVqVbJZNgAAAAAAAAAAAAAAQPZma7AiLi7OcTsmJsYtfZYqVcpxe+7cuapTp45b+pWkq1evuq0vAAAAAAAAAAAAAADg/WwNViQkJDhunzt3zi19hoSEOG5bluWWPiUpMjJSp0+fdlt/AAAAAAAAAAAAAADA+9karDDGOG4fO3bMLX3my5fPLf3c7MMPP0w2wwYAAAAAAAAAAAAAAMj+bA1W3OjAgQNu6cff398t/SSJjY3Vhx9+qFdeecWt/QIAAAAAAAAAAAAAAO8XYHcBSb788kvlyZPHrX2+9dZbKly4cLraGGMUGxurq1ev6vTp0zpw4IBiY2NljHHr0iIAAAAAAAAAAAAAAMD7eU2wYt26dVq3bp3b+jPG6Lvvvst0HwAAAAAAAAAAAAAA4PblNcEKT4QY3NFn0iwVhCwAAAAAAAAAAAAAALj9eE2wwp3LbCSFIFi6AwAAAAAAAAAAAAAAZIbXBCtunBEis4EIdwUqCGgAAAAAAAAAAAAAAHB785pghTeGF7yxJgAAAAAAAAAAAAAAkHW8Jlhx44wVwcHBCg4OVlBQUJaHG4wxio2N1dWrVxUZGZmlYwMAAAAAAAAAAAAAAO/iNcGK9u3ba9SoUapfv75CQkLsLkeSdPXqVW3fvl0TJkzQDz/8YHc5AAAAAAAAAAAAAAAgi3lFsKJ169b66quv7C4jheDgYN13331q2rSp2rZtS7gCAAAAAAAAAAAAAIDbjJ/dBViWpXHjxtldRpr8/Pw0adKkZMuVAAAAAAAAAAAAAACA7M/2YEVwcLDq1atndxm3VLt2bRUsWNDuMgAAAAAAAAAAAAAAQBayPVhRpEgRu0twWdGiRe0uAQAAAAAAAAAAAAAAZCHbgxV+fraX4DJ/f3+7SwAAAAAAAAAAAAAAAFnI1lRDzZo1tWjRIjtLSJd58+apfPnydpcBAAAAAAAAAAAAAACySICdg+fLl08NGjSws4R0qV+/vt0lAAAAAAAAAAAAAACALOQ763AAAAAAAAAAAAAAAABkMYIVAAAAAAAAAAAAAAAAqSBYAQAAAAAAAAAAAAAAkAqCFQAAAAAAAAAAAAAAAKkgWAEAAAAAAAAAAAAAAJAKghUAAAAAAAAAAAAAAACpIFgBAAAAAAAAAAAAAACQCoIVAAAAAAAAAAAAAAAAqSBYAQAAAAAAAAAAAAAAkAqCFQAAAAAAAAAAAAAAAKkgWAEAAAAAAAAAAAAAAJAKghUAAAAAAAAAAAAAAACpIFgBAAAAAAAAAAAAAACQCoIVAAAAAAAAAAAAAAAAqSBYAQAAAAAAAAAAAAAAkAqCFQAAAAAAAAAAAAAAAKkIsLsAeIfr16/r3LlzunLlimJiYhQbG6ucOXMqd+7cypUrl/Lnz68CBQrYXSYAAAAAAAAAAAAAAFnKp4MVw4cP1/bt29WoUSNNmzbN4+PFxsZq48aN2r9/vxISElS6dGk1adJEJUuW9PjY7mKM0c6dO/XTTz9p586d2rdvnw4fPqyoqKhbtg0ODlaZMmVUrlw51atXT40aNVKjRo0IXGRjfn7Zd1Iby7LsLgG4Ja5BAAAAAAAAAAAA+/l0sGLu3LmKj4/X/v37PR6s+Pjjj/XKK6/owoULyfb7+fnpgQce0KRJk1S7dm2P1pAZ69at05IlS7Rq1SqFh4c79htjXO4jKipK+/bt0/79+7V27VpJ/34w1rhxY/Xo0UNdu3ZV8eLF3V06bMTPE7AX1yAAAAAAAAAAAID9fPqrsPHx8cn+6ykvvPCCBg0apPPnz8sYI2OMcubMqYIFCyohIUHff/+9GjRooDFjxni0jvQyxuijjz5StWrV1KpVK82fP1+XL192nENSqMKyLJe3pH6TtsTERG3ZskWjRo1SmTJl9Nhjj2nPnj12njYAAAAAAAAAAAAAAG7j08GKrLBkyRK98847jvuWZemFF17Q5cuXdeHCBZ0+fVrPPPOMEhMTNXHiRPXp00cJCQk2Vvyv9evXq2bNmho8eLAOHDjgCEK4EpZIbZOchzCSHo+Pj9fixYtVq1Yt9erVS2fPnrXzKQAAAAAAAAAAAAAAINN8eikQZ06fPq1NmzZp7969unz5snLlyqU77rhD9957r+rXr5+uvuLj4/Xcc8857luWpYYNG2rixImOfSVKlNA777yjFi1a6OGHH9aiRYvk5+en+fPnu+uU0iU2NlbPPfecZs6cmSxMcSuZWev+xrZJAYzPPvtM3377raZOnaq+fftmuG8AAAAAAAAAAAAAAOyUbYIVhw8f1rPPPqs1a9YoMTHR6THly5fXxIkT1a1bN5f6/Pbbb3XmzBnHrAyWZalr165Oj23VqpUWLFigbt26acGCBapdu7aeeuqpjJ5Ohly8eFGdOnXS1q1bk81OcaOk4IM73TjGjTNgREREqH///vrzzz/17rvvZiq8AXsMfHGKrkRes7sMjyhZvJCmvjrM7jKANHENAgAAAAAAAAAA2M/ngxWWZSk2Nla1atVSTExMmsGBY8eOqWfPnlq6dKkWL16snDlzptn3+vXrU+y7++67Uz2+S5cu6tatm5YvX66XX35ZrVu3VpUqVVw/mUw4f/68mjdvrv379yebpeLG5yMkJERVq1ZVtWrVVKFCBRUrVkxFixZVkSJFlDNnTsfm7++vhIQEJSYmKjo6WjExMYqKitKVK1cUHh6uCxcu6Ny5cwoLC9Px48d1+PBhXbp0KVk9N44/depUxcTEaMaMGVnyXMB9ws5cUPiVKLvLAG5bXIMAAAAAAABZz88v+66izhcgAQDIGJ8PVkhyBACkW/9RYIzRqlWr1LJlS33//fdphiv+/PPPFPvKli2bZv8TJ07U8uXLFRMTo9GjR2vt2rUunEHmxMbGqlOnTtq3b59jlgpjjHLlyqW2bdvqgQceULNmzXTXXXd5rIYzZ85o586d+vnnn7VmzRrt2bNHkhy1zJ49W1WqVNGIESM8VgMAAAAAAAAAAJlVvHhxu0sAAABexmdjl7GxsY7bSWECV5KWSR/0//zzzxo1alSax547dy5Fn4UKFUqzTYUKFdSgQQMZY/T9999ry5Ytt6wps1555RVt27bNcW7lypXTBx98oLNnz2r58uUaMmSIR0MVklSyZEm1b99ekyZN0p9//qlDhw5pxIgRCgoKctT1wgsv6NixYx6tAwAAAAAAAAAAAAAAd/LZYMWsWbOc7jfG3HJL+qB/7ty5WrduXapjREREpNgXHBx8y9ratWvnuD1z5kwXzibjDh8+rKlTp8qyLPn5+en111/XwYMHNWjQIOXNm9ejY6elYsWKmj59unbv3q169epJkqKjozV69GjbagIAAAAAAAAAAAAAIL18cimQ+Ph4TZw4MdlsEsYY5c+fXx06dFD9+vVVo0YN5c+fX/ny5dP169d18eJF/fnnn/ryyy+1ceNGR7hi0qRJatGihdNxrl27lmJfYGDgLeurWbOmo6Yvv/xS0dHRCgoKyuDZpm3atGlKSEiQv7+/lixZoq5du3pknIyqWLGiNmzYoObNm+v333/XN998o3379qlatWp2lwYAAAAAAAAAAAAAwC35ZLDi+++/14ULFxzhiGLFimnixInq1auXcubMmWq7+++/XyNHjtSWLVv0yCOP6OTJk9qwYYOOHDmiihUrpjj+xuVGkvj53XqSj6pVqzpuX79+XT/++GOyWSzc6fPPP5dlWRo0aJDXhSqSBAcHa9myZapWrZpiYmL06aefatKkSXaXBQAAkCZX/u7zVa4soQfYjWsQsBfXIGAvrkHAXgNfnKIrkSm/eJkdlCxeSFNfHWZ3GUCa+D0IwBv5ZLBi7dq1jtutWrXSkiVLlD9/fpfb33PPPVq3bp3q16+vyMhIbdiwwWmwIi4uLtl9V9/ICxYsKOn/vzlu2bLFI8GKU6dO6dy5c7IsS0888YTb+3encuXK6fHHH9fs2bPTXH4FAADAWxQvXtzuEoDbGtcgYC+uQcBeXIOAvcLOXFD4lSi7ywBuW/weBOCNfDLytWPHDklSrVq19NVXX6UrVJGkYsWKeu6552SM0ZYtW5weEx8fn+y+v7+/S33nyZMn2f0//vgj3fW54uzZs47bvrC0RuvWrSVJoaGhNlcCAAAAAAAAAAAAAIBrfDJYcfz4cVmWpbfffluBgYEZ7qdbt26SpDNnzjh93BiT7L6rwYoblyMxxuj48eMZKzAd41y/ft0jY7hT7ty5JUnXrmXPKdQAAAAAAAAAAAAAANmPTwYrwsPDlStXLrVo0SJT/ZQrV06SdOnSJaePJyYmJrt/Y5AhLTeHHG6cWcKdSpUq5VhuZPPmzR4Zw512794tSSpcuLDNlQAAAAAAAAAAAAAA4JoAuwvICMuyVKxYMUeoIKOiov5dIy0hIcGl43PlyuXScVevXk1231MzNBQoUEA1atTQX3/9pXHjxqldu3by8/POrExsbKw+/PBDWZalOnXq2F0OAADALQ18cYquRGbPmbZKFi+kqa8Os7sMIE1cg4C9uAYBe3ENAgBuZ/weBOCNfDJYUaRIEV2+fDnT/fz666+O/m528zIgkuvBiosXLya7f/PMF+7Uu3dvvfDCC9q5c6f69u2rTz75xCvDFYMGDdLhw4dlWZbatm1rdzkAAAC3FHbmgsKvRNldBnDb4hoE7MU1CNiLaxAAcDvj9yAAb+R9n8C7oESJEoqIiNCuXbsy1c+UKVNkWZbKlCmT4rH4+HjH7aSQRUhIiEv9Hjp0KNn9fPnyZaLKtA0aNEiFChWSJC1evFhNmjTRkSNHPDZeeh0/flwtW7bUggULJP37HPbu3dvmqgAAAAAAAAAAAAAAcI1PBiuaNm0qY4xeffXVDPfx2muvaePGjZKk//znPykej46OTnbfsiwVKFDApb4PHDiQ7L6rgYyMCAkJ0TvvvOMIf2zbtk3Vq1dXv379Mh08yYwtW7ZowIABqlq1qn788UcZY2RZlsaPH688efLYVhcAAAAAAAAAAAAAAOnhk8GKBx98UJK0du1ajR492umyHam5cOGCevToobfeesuxr2bNmimOO3fuXIp9hQsXdmmMpMCG9G8go0SJEi7XlxH9+vVTv379HOGFuLg4LViwQPXr11eFChU0cuRILV26VAcPHkzXc5UeYWFhWrVqlYYOHaqSJUuqadOmmj9/vmJiYhx1dezYUUOHDvXI+AAAAAAAAAAAAAAAeEKA3QVkRIsWLVSlShUdOHBA06dP188//6znnntObdq0Ud68eVMcf+XKFf3+++9asmSJPvvsM129etXxYb8xRn379tX69etVpEgRR5stW7ak6KdUqVK3rO3q1avatGmTo2/LslS7du1Mna8r5syZo7CwMP3444+OsaV/l+KYOXOmZs6cKUnKmTOnSpUqlWIrXry4cufOrdy5cytXrlyO/0r/zt6RtEVFRenMmTM6ffq0Tp06pdDQUO3cuVP//POPo5YbwxtJtTRt2lSLFi3y+PMAAAAAAAAAAAAAAIA7+WSwwrIsjRkzRr1795Yk7dixQ7169ZJlWSpXrpwKFSqknDlzKjIyUpcuXdLp06cdH/bfPGPDoEGD9Omnn6pOnTqaNm2aHn74YZ07d06TJk1KMW5sbOwta0uapcGyLMe+evXqZeZ0XRIQEKDVq1erf//+Wrx4cbLxbzzn6OhoHTlyREePHnXb2Dc/pzeP3blzZy1cuFBBQUFuGxMAAAAAAAAAAAAAgKzgk8EKSXrkkUe0atUqrVixwjErgjFGx44d07Fjx5LN2nCjGz/0r127tmbPnq1mzZrpkUceUffu3RUUFKS4uDglJCQkm3XCGKOZM2cqICBA7777rvz8Uq6iEh0drUmTJiUbw7IstWjRwjNPwk1y5MihhQsXqk6dOho7dqyuX78uy7KS1ZPEnUuCpNZ/rly5NHHiRI0cOdJtYwEAAAAAAAAAAAAAkJV8NlghSf/73/905MgR/fHHHylmSUgKDqT2oX/BggX12WefybIs9ejRQxcvXtSTTz6p6Ohop21LlSqlypUra+rUqfrpp580Z84c1alTJ1m/Q4cO1enTp5MFMv7zn/+4tISIOz3zzDN66KGHNHz4cH3//fcpzsXZfXdJOu/OnTtrypQpKlu2bKrHnj9/XhcuXEhX/0eOHMlsiQAAAAAAAAAAAAAAuMyngxV58uTR5s2b1aVLF/3www+OsEBaoQFjjEqUKKHVq1frzjvvdOwfPny4/Pz89OSTT6ZoY1mW5syZo+bNm6tbt276+uuvVb9+fTVv3lwtW7ZUvnz5tHTpUm3evDnF2P369XPPyabTnXfeqW+//VZbt27V+PHjtXr1asdjqT0/t5rF4lbtAgMD1atXLz3//POqVq3aLWucNWuW3njjjVseBwAAAAAAAAAAAACAXVKuZ+Fj8uTJo7Vr12rGjBkqWLCgY7aKpA/7b7xvWZb69u2rP//8U7Vr107R19ChQ7Vu3TrVqFHD0cbPz09vv/22WrdurRw5cmjlypV69NFHZYzR+vXr9eKLL2rYsGHavHlzsjEty9Jdd92lPn36ZOXTkUKjRo309ddfKzQ0VBMmTFCtWrWSPSc3himSlg1JbUtyY1s/Pz/de++9euedd3Ts2DHNnz/fpVAFAAAAAAAAAAAAAAC+wKdnrEji5+enYcOGqV+/flqzZo2++eYbHTt2TOfPn1eOHDlUvnx5NWnSRD169EhzaQpJuv/++7V79279+uuvOnTokOrXr6/q1as7Hvf399eCBQtUtGhR/fe//3Us+yGlnNFh8uTJ8vPzjuxK2bJl9eKLL+rFF1/UuXPntGXLFm3ZskW7d+9WaGiowsLCFBsbm2YflmWpfPnyql69uqpXr65atWqpZcuWKlCgQBadBQAAAAAAAAAAAAAAWStbBCuS5M6dW127dlXXrl0z3Vfjxo3VuHHjVB+fMmWKGjVqpMGDBys8PDxFqGLAgAFq3759puvwhGLFiunhhx/Www8/7NhnjNH58+d15coVXbt2TdeuXZMxRnny5FHevHmVN29ehYSEKDAw0G11DBs2TN26dUtXmyNHjuihhx5yWw0AAAAAAAAAAAAAAKQlWwUrslq3bt3UpEkTPf3001q+fLljCZDBgwdrxowZdpeXLpZlqVixYipWrFiWjVm0aFEVLVo0y8YDAAAAAAAAAAAAACC9CFZkUsmSJbV06VK999572rNnjypWrKgKFSrYXRYAAAAAAAAAAAAAAHADghVuUrJkSZUsWdLuMgAAAAAAAAAAAAAAgBv52V2AL3nrrbd08eJFu8sAAAAAAAAAAAAAAABZhGCFi+Lj4/Xaa6/p/PnzdpcCAAAAAAAAAAAAAACyCMEKF508eVLGGLvLSKFZs2b64osvlJiY6NFx4uPjdeTIEf3222/aunWr9u7dq8jISI+OCQAAAAAAAAAAAACA3QLsLsBXLFq0SJZl2V1GCps2bdLmzZtVqlQpDR06VE888YQKFSrklr4PHDigRYsW6dtvv9Xu3buVkJCQ4phSpUrpgQceUJcuXdS2bVuvfI4AAAAAAAAAAAAAAMgoZqy4hbCwML3xxhsaN26c3aWkKSwsTK+88opKly6txx9/PFN9HThwQJ06dVL16tU1YcIE7dixQ/Hx8TLGpNjCwsL0ySefqGPHjrrzzjv12WefuemMAAAAAAAAAAAAAACwX7aZsWLXrl1at26d9uzZo1OnTumff/5RdHS04uLiMrSER2xsrC5fvqzo6GhJkjHGq2djsCxLxhhFR0fr008/1bx58zLUz/jx4/Xmm2+meN5cOffjx4+rV69emjFjhmbMmKG77747QzUAAAAAAAAAAAAAAOAtfD5Y8fXXX+uNN97Qrl27ku3PSJjC1yWFKzLi+vXr6tGjh1avXu3ow1mY4lb9G2P0yy+/qHHjxpo3b566d++eoXoAAAAAAAAAAAAAAPAGPhusiI2N1cCBA7Vo0SJJzj/wd+cME94e1MjMjBrx8fFq3769Nm7cmKyfm29LUsOGDdWxY0fde++9Kl++vAoXLqzr16/r3Llz2rZtm1avXq2VK1fq+vXr6tWrlw4fPqxXXnnFPScJAAAAAAAAAAAAAEAW89lgxRNPPKGFCxc67nvzMh3ebvDgwdqwYYMsy0o1VNG6dWuNGzdO9evXT9E+R44cCgkJUeXKlfXYY4/p6NGjevbZZ/Xll19q7NixKliwoIYOHZql5wQAAAAAAAAAAAAAgDv42V1ARmzYsEELFixwBAFuDlUYY9y6ZWeTJk3SvHnzUsxMkbSsSEhIiJYtW6Y1a9Y4DVU4c+edd+qLL77QpEmTZFmWRo0apR9//NFj5wAAAAAAAAAAAAAAgKf45IwVc+fOddxOmlkhKRCQN29e1atXT+XKlVOhQoWUK1cu+fv7Z3isiIgILVmyROfOnct03d5m7969Gjt2bKqzVFSqVElff/21KleunKH+n3/+eeXIkUNPP/20HnvsMR04cED58uVzW/0AAAAAAAAAAAAAAHiaTwYrfvnll2SzVBhjVLduXY0fP14PPvig/PzcOxHH2LFj1apVK23fvt2t/dpt1KhRio+PdwRTbgxVVKhQQZs3b1axYsUyNcZTTz2l3bt365NPPtHYsWM1depUN1QOAAAAAAAAAAAAAEDW8MmlQJJmj0gKAzRs2FBbtmxRq1at3B6qkKT8+fPr7bffdnu/dlq5cqXWr1/vNFRRsGBBfffdd5kOVSSZPHmy8uXLp1mzZungwYNu6RMAAAAAAAAAAAAAgKzgk8GKXLlyJbv/5ptvKkeOHB4ds379+h7tP6u9+eabKfYlBSymTZumO++8021jFSlSRL1791Z8fLymTZvmtn4BAAAAAAAAAAAAAPA0nwxWVK9eXcYYx/0GDRp4fMw8efIkW37El/3xxx/avXt3stkqkv7btm1bPfroo24fs3PnzpKkhQsXKjo62u39AwAAAAAAAAAAAADgCT4ZrGjfvn2y+zfPYOEp69evV/ny5bNkLE+aP3++4/aNYRHLsjRhwgSPjFmlShVJ0tWrV7Vu3TqPjAEAAAAAAAAAAAAAgLv5ZLBiwIABCg4Odtw/evRolox77733ZlmII71cnU0jISFBixYtSnZ80mwVHTt2VM2aNT1SX9GiRR23CVYAAAAAAAAAAAAAAHyFTwYrihQpohdeeMFx/4cffsiSccPCwpSQkJAlY7nK398/2bIoSZztk6S//vpL//zzj9Nj+vXr5/b6koSHhztu796922PjAAAAAAAAAAAAAADgTj4ZrJCkl156SQ0aNJAxRjNnzkw1SOBO5cuX18GDBz0+TnocOXJEw4YNU1BQkGPmCUmqVKmS5s6dq7i4uGTHb9261XH7xlkr8uTJozZt2niszu3btyerGQAAAAAAAAAAAAAAX+CzwQp/f3+tXLlSJUuW1OHDh/X+++97dLwrV64oMTHRo2NkRNmyZTVjxgydOHFCL7/8svLnzy9jjI4dO6YhQ4aofPny+u9//6tr165JkrZt25asfVIYo379+goMDPRYncuWLXOMd+PsFQAAAAAAAAAAAAAAeDOfDVZIUsmSJfXtt9+qUKFCeumll/Tnn396bKx9+/Ylm+HB2xQuXFhvvfWWTpw4ocmTJ6tkyZIyxujMmTN69tlnVbZsWY0bN04///yz0/YNGjTwWG3Hjh3TkiVLHM9fTEyMx8YCAAAAAAAAAAAAAMCdfDpYIUk1atTQhg0bVKBAAbVt21YnTpxw+xiJiYl644033N6vJ+TJk0fPPvusQkNDNWfOHFWuXFnGGP3zzz964403dOzYMUlKsXRKpUqVPFbTkCFDFBsb67ifO3duj40FAAAAAAAAAAAAAIA7BdhdQEZs3rw5xb63335bw4cP13333afZs2crODg4U2PEx8crMjJSJ06c0Lx587R7926vnrHiZoGBgRo4cKAGDBigzz//XJMnT9b27dslyel5lCpVyiN1zJkzR+vWrUs2ZvHixT0yFgAAAAAAAAAAAAAA7uaTwYr7778/1ZDDlStX1L59+yyuyHtZlqWuXbuqa9euWrdunSZNmqT169c7HktSsmRJt48dGRmpl156yTGOMUaWZalatWpuHwsAAAAAAAAAAAAAAE/wyaVAKlasKGOM082yrFQfy+iWXbRo0ULr1q3T9u3b1aVLl2TBCk8sz7Fp0yZdvnw5xf6WLVu6fSwAAAAAAAAAAAAAADzBJ4MVgwYNkvTvjAs3b6ntz8yW3dStW1fLly/XgQMHNGDAAOXIkUO5cuVy+zjx8fEp9hUuXFi9e/d2+1gAAAAAAAAAAAAAAHiCTwYr+vfvr5w5czruZ6dZJbJSxYoVNXfuXIWGhqpw4cJu7/8///mP8uXLJ+nfn1FAQIDmz5+vPHnyuH0sAAAAAAAAAAAAAAA8wSeDFQULFlSXLl0cgQpPLP+RXZcDcaZ48eIKDAx0e7+FCxfW119/rRYtWqhjx47atGmT2rRp4/ZxAAAAAAAAAAAAAADwlAC7C8iooUOHavHixZL+nQ2hS5cu6tChg8qWLat8+fIpV65cCgwMlL+/vySla0kPY4yuX7+u8+fPa+/evVq2bJl++uknj5xHdte0aVN99913dpcBAAAAAAAAAAAAAECG+GywokmTJqpRo4b27t2rkSNHaurUqW4fo2rVqrrvvvs0bNgw9e3bVwsXLnT7GAAAAAAAAAAAAAAAwHv55FIgSQYPHixJatCggcfHev755z0+BgAAAAAAAAAAAAAA8C4+Hazo06ePcufOrdDQUI+PVaVKFRljPD4OAAAAAAAAAAAAAADwHj4drMibN6969eql06dPe3wsf39/9e/fXwUKFPD4WAAAAAAAAAAAAAAAwDsE2F1AZs2ePVv+/v5ZMtZHH32UJeMAAAAAAAAAAAAAAADv4NMzVkjKslAFAAAAAAAAAAAAAAC4/fh8sCIrVaxYUUeOHLG7DAAAAAAAAAAAAAAAkEUIVrgoMjJSx44dU2xsrN2lAAAAAAAAAAAAAACALEKwwkW7du2SZVl2lwEAAAAAAAAAAAAAALIQwQoXhIeH69lnn7W7DAAAAAAAAAAAAAAAkMUC7Bp469atevvtt3X06FFVrlxZL730kurVq+dS208//dTD1UlxcXG6fPmyDh8+rC+++EIXL15kxgoAAAAAAAAAAAAAAG4ztgQrvvjiC3Xv3l2JiYkyxmjPnj368ssvtXLlSnXo0OGW7fv165elIQdjTJaNBQAAAAAAAAAAAAAAvIctS4G8/PLLSkhIkDHGEZBISEjQiy++6FL7u+++W8aYLNuYqQIAAAAAAAAAAAAAgNuTLcGK0NBQWZblCCwk/ffo0aMutR86dKijXVZsAAAAAAAAAAAAAADg9mRLsKJGjRop9lmWpVq1arnUvnfv3sqbN6+7ywIAAAAAAAAAAAAAAEjGlmDFlClTFBQUlGy5jdy5c2vq1KkutQ8ODlbv3r1ljHHs8/RyIAAAAAAAAAAAAAAA4PZjS7Divvvu059//qknn3xS7dq101NPPaU9e/aocePGLvcxbNgwx23LsjRkyBB99913OnjwoM6fP6/IyEjFxsYqPj5eiYmJ6d6io6N15swZrVu3Tt27d/fE0wAAAAAAAAAAAAAAALxcgF0D33nnnZo2bVqG21evXl1NmjTRli1bNGTIEM2YMcON1Uk5cuRQ8eLFVbx4cTVv3lwlSpTQ9OnT3ToGAAAAAAAAAAAAAADwbrbMWOEuQ4cOlTFG1apV8/hYN86QAQAAAAAAAAAAAAAAbg8+Hazo1q2bihQpoiNHjnh8rHLlyskY4/FxAAAAAAAAAAAAAACA9/DpYEVgYKAef/xxnT9/PsvGKlCggMfHAgAAAAAAAAAAAAAA3iHA7gIya+LEibIsK0vG+vjjj7NkHAAAAAAAAAAAAAAA4B18esYKSVkWqgAAAAAAAAAAAAAAALcfnw9WAAAAAAAAAAAAAAAAeArBCgAAAAAAAAAAAAAAgFQE2F2Ap1y9elVbt27Vtm3b9Pfff+vSpUu6fPmyjDHKlSuXihUrpjJlyqhWrVpq0KCBChcubHfJAAAAAAAAAAAAAADAy2SrYEV8fLyWLVumWbNm6ffff1dCQoJL7SzLUr169dSrVy/16dNHBQsW9HClAAAAAAAAAAAAAADAF2SbpUA+/vhjlS1bVn369NHWrVsVHx8vY4xLW2JiorZv365nnnlGpUuX1vPPP6/Lly/bfUoAAAAAAAAAAAAAAMBmPh+sOH/+vDp27KhBgwbp77//doQlLMtK15bU7vr165oyZYqqVq2qL774wu7TAwAAAAAAAAAAAAAANvLpYMWpU6d0zz33aPXq1SnCFJJkjHG5r5tDFufPn1fXrl313HPPeap8AAAAAAAAAAAAAADg5Xw2WBEREaHmzZvr2LFjjlCFJMfME5JS7HN1uzFg8d5776lfv352nSYAAAAAAAAAAAAAALBRgN0FZNQLL7ygI0eOpJid4ub7RYsWVYsWLVSvXj3VrVtXJUuWVEhIiPLnzy9jjCIiIhQeHq4DBw5o+/bt2rRpk37++WdHwMIYowULFqhMmTIaN26cPScLAAAAAAAAAAAAAABs4ZPBigMHDmju3Llphiruu+8+Pfnkk+rYsaMCAlI/zaJFi6po0aKqXLmyOnbsKEk6evSo3n//fc2cOVOJiYkyxmjixIlq27atGjVq5OGzAwAAAAAAAAAAAAAA3sInlwJZsmSJI0xx89Id+fPn1//+9z9t2LBBnTt3TjNUkZo777xTU6dO1bZt21SlShVJUkJCgp555hm3ngcAAAAAAAAAAAAAAPBuPhms+Pbbbx23b5ylonTp0vrtt9/Ur18/t4xTt25dbdq0SdWqVZMkbd26Vb/99ptb+gYAAAAAAAAAAAAAAN7PJ4MVYWFhjkCF9G+oIkeOHPrmm2905513unWswoULa+HChfL395ckrVixwq39AwAAAAAAAAAAAAAA7+WTwYp//vnHcTtpKZAhQ4aoZs2aHhmvdu3aateunYwx2rJli0fGAAAAAAAAAAAAAAAA3scngxWFChVKse/RRx/16Jjt27eXJB0+fNij4wAAAAAAAAAAAAAAAO/hk8GK+vXryxiTbF/VqlU9OmaZMmUkSeHh4R4dBwAAAAAAAAAAAAAAeA+fDFZ07949xb7ExESPjunv7y9JCgoK8ug4AAAAAAAAAAAAAADAe/hksKJHjx6qVKlSsn2eXqIjLCxMklSkSJF0tYuPj9fJkyc9URIAAAAAAAAAAAAAAPAwnwxWBAYGau7cufL395dlWZKkzz77zKNjbty4UZJUrVq1dLU7dOiQypcv74GKAAAAAAAAAAAAAACAp/lksEKS7r33Xn3wwQeOYMXHH3+sCxcueGSs8+fPa8WKFbIsS23btk1X2/DwcI/UBAAAAAAAAAAAAAAAPM9ngxWS1L9/fy1ZskRBQUG6fPmyOnfurNjYWLeOYYzRwIEDde3aNeXNm1fdu3dPV/uDBw+6tR4AAAAAAAAAAAAAAJB1fDpYIUndunXTb7/9pmrVqumXX35R165dFR8f75a+Y2Ji1Lt3b33zzTeyLEv//e9/VbBgQZfbJyYmas6cOW6pBQAAAAAAAAAAAAAAZD2fD1ZIUvXq1bVr1y5NmDBB69ev18MPP6y4uLh09xMTE6MLFy5o165deu+991SlShUtXbpUlmVp9OjRevzxx2/ZR3x8vC5evKhff/1VnTt31rZt2zJySgAAAAAAAAAAAAAAwAsE2F1ARvj7+6f5+Jo1axQUFJTpcYwxkuSYreK///1vpvsEAAAAAAAAAAAAAAC+wyeDFWXLltXx48edPmZZliMQkVmWZUlShvtLag8AAAAAAAAAAAAAAHyTTy4FMnLkSEn/Bhdu3lLbn5FNSj5rRUbaAwAAAAAAAAAAAAAA3+WTwYqBAwcqX758jvvumqHCGUISAAAAAAAAAAAAAADcvnwyWJEnTx4NGDAg2WwS0r8BC2/aAAAAAAAAAAAAAACAbwuwu4CMGjlypKZPn67ExEQZYxQSEqKePXuqYsWKypcvnwIDA7N8pomEhATFxcXpypUrOnLkiJYvX67w8PAsrQEAAAAAAAAAAAAAALiPzwYrypYtq4ceekiff/65goKCtGPHDlWoUMHuspJ59dVXVa9ePV28eNHuUgAAAAAAAAAAAAAAQAb45FIgSZ5++mlJ0j333ON1oQpJKlWqlPr162d3GQAAAAAAAAAAAAAAIIN8OljRuHFjNWzYUPHx8XaXkqrmzZvbXQIAAAAAAAAAAAAAAMggnw5WSNJTTz2l33//XdHR0XaX4lTJkiVljLG7DAAAAAAAAAAAAAAAkAEBdheQWV27dlW1atUUFBRkdylOlSxZUq+99prdZQAAAAAAAAAAAAAAgAzw+Rkr/P39VbNmTbvLSFWhQoUIVgAAAAAAAAAAAAAA4KN8fsaKtERHR2vnzp36+++/denSJV2+fFnGGOXKlUvFihVTmTJlVLNmTeXJk8fuUgEAAAAAAAAAAAAAgBfKdsGKkydP6sMPP9SPP/6oXbt2KT4+Ps3jLctStWrV1KZNG/Xs2VN16tTJokoBAAAAAAAAAAAAAIC38/mlQJLs27dPXbt2VcWKFTVp0iT99ttviouLkzEmzS0xMVF79uzRu+++q/r166tRo0Zas2aN3acDAAAAAAAAAAAAAAC8QLYIVkyZMkX169fXF198ofj4eBljJP07G4UrmyRH0OK3335Thw4d1KpVKx0/ftzGswIAAAAAAAAAAAAAAHbz6WBFXFycOnbsqOeff17R0dEyxjgNTNyKszY//PCD6tSpo6+//tqj5wAAAAAAAAAAAAAAALyXzwYrEhMT1a1bN33zzTfJAhVS8jDFzTNS3Gq7MWQRERGhhx9+WB999JEt5wgAAAAAAAAAAAAAAOwVYHcBGTV9+nR99dVXjuCEpGRLgNx4v2TJkqpXr57q1q2rkiVLKiQkRPnz55cxRhEREQoPD9eBAwe0fft27dy5U9euXXP0k5iYqCFDhqhIkSLq1KlTFp8lAAAAAAAAAAAAAACwk08GKy5cuKCxY8emCFDceD9//vzq3bu3nnjiCdWsWdPlvq9evaqlS5dq1qxZ2rVrlyNc0a9fP/31118qVaqU+08IAAAAAAAAAAAAAAB4JZ9cCmTZsmWKioqS5DxU0adPHx09elTTp09PV6hCkoKDgzVgwABt375dU6dOVXBwsCzL0pUrV/TCCy+490QAAAAAAAAAAAAAAIBX88lgxapVqxy3LcuSZVkyxihHjhxasWKF5s+frwIFCmRqDMuyNHLkSK1bt0758uWTMUbLli3TiRMnMlk9AAAAAAAAAAAAAADwFT4ZrDh69Khjhgrp31kqLMvS/Pnz1blzZ7eO1aBBA82ZM8cxzpIlS9zaPwAAAAAAAAAAAAAA8F4+Gaw4e/as43ZSqKJDhw7q0aOHR8br1q2bGjZsKEnauHGjR8YAAAAAAAAAAAAAAADexyeDFblz506xb8iQIR4ds2vXrjLGaN++fR4dBwAAAAAAAAAAAAAAeA+fDFZUr15dxphk++rXr+/RMe+66y5J0oULFzw6DgAAAAAAAAAAAAAA8B4+Gaxo3759in158uTx6JhJ/VuW5dFxAAAAAAAAAAAAAACA9/DJYMXAgQMVEhKSbN/Jkyc9OmbSTBVFihTx6DgAAAAAAAAAAAAAAMB7+GSwomDBgpo4caKMMY4ZJFavXu3RMbdt2yZJKleuXLraHTlyRBUqVPBARQAAAAAAAAAAAAAAwNN8MlghSUOGDNGAAQNkjJEkffjhh4qPj/fIWHFxcVqyZIksy1LLli3T1TY8PFwnTpzwSF0AAAAAAAAAAAAAAMCzfDZYIUlz5szR8OHDZYzR4cOHNWrUKI+MM27cOP3999/y8/NT9+7d09X2+PHjHqkJAAAAAAAAAAAAAAB4nk8HKyzL0vvvv6+PPvpIQUFB+uCDDzR+/Hi3jvHBBx9owoQJsixLw4cPV6VKldLVfuXKlW6tBwAAAAAAAAAAAAAAZB2fDlYk6d+/v/788089+OCDGjt2rCZOnJjpPnfu3KkePXpo+PDhkqR7771X7777rsvtExIS9O6772rp0qWZrgUAAAAAAAAAAAAAANgjwO4CMqJ58+apPpYrVy6NGTNGX3/9tYKCglzuMzExUTExMbpy5YpOnz6tyMhISZIxRpZlKSoqSi1btkyzD2OM4uLiFB4eruPHj+v69esujw8AAAAAAAAAAAAAALyPTwYrdu3apStXrqT6uDFG27Zty1Dfxphk9y3LkvTvDBYZ7QMAAAAAAAAAAAAAAPgmn1wKZMCAAY7wgjEmxWZZltP9rmzSv2GKpC2zfQAAAAAAAAAAAAAAAN/lk8GKkSNHyt/fX1LyEMSNYQZn+13dbuSOPgAAAAAAAAAAAAAAgG/yyWBFmTJl9PDDDyebtSJJRmeqcPcGAAAAAAAAAAAAAAB8X4DdBWTUM888oxUrVkiSY8mOu+66SxUrVlS+fPkUGBiY5TNHJCQkKC4uTleuXNGRI0d0+PDhLB0fAAAAAAAAAAAAAAC4l88GKxo2bKhGjRpp69atsixLy5cvV5cuXewuK5lvvvlGXbt2VVxcnN2lAAAAAAAAAAAAAACADPDJpUCSPPXUU5Kk+vXre12oQpLat2+vHj162F0GAAAAAAAAAAAAAADIIJ8OVnTt2lVlypRR/vz57S4lVZ06dbK7BAAAAAAAAAAAAAAAkEE+Hazw8/PTk08+qd27d8sYY3c5TpUrV87uEgAAAAAAAAAAAAAAQAYF2F1AZj3xxBPKkSOH4uPjFRgY6LZ+Dx06pAMHDqhOnToqXbp0hvspUqSI7r33XrfVBQAAAAAAAAAAAAAAso5Pz1ghSfny5dOTTz7p1lCFJJUoUUKTJk1SnTp1tGHDhgz3U7p06Uy1BwAAAAAAAAAAAAAA9vH5YIWn5M2bV2vWrFHJkiXVtm1bffXVV3aXBAAAAAAAAAAAAAAAshjBijTkz59f8+bNU0xMjHr06KEtW7bYXRIAAAAAAAAAAAAAAMhCBCtuoUyZMpKkmJgY9ezZU1FRUTZXBAAAAAAAAAAAAAAAskqA3QW409WrV3X27FlFREQoNjZWcXFxMsa43N4Yo4SEBMXGxurq1as6ceKEPv30U8fjp0+f1tSpUzVmzBhPlA8AAAAAAAAAAAAAALyMzwcrzpw5o7ffflurVq3SqVOn3N6/MUaWZTluL1myhGAFAAAAAAAAAAAAAAC3CZ8OVqxdu1aPPvqoIiIi0jUzRWYcPXo0S8YBAAAAAAAAAAAAAAD289lgxa5du9S5c2fFxMRIkmNWCU8rXrx4lowDAAAAAAAAAAAAAADs52d3ARk1atQoxcTEyLKsW4YqMjqbxY3tkm4PGzYsQ30BAAAAAAAAAAAAAADf45MzVvzxxx/6+eefkwUq0gpPWJaVoXDFje0qVaqkIUOGaPTo0ekvGAAAAAAAAAAAAAAA+CSfDFZ8/fXXjtvGGFmWpXvvvVdt27ZV1apVdccddyg4OFhBQUH66KOPNH78eD3yyCMaP368y2MMHTpU3333nUaOHKkJEyYod+7cnjgVAAAAAAAAAAAAAADgxXwyWPHrr786bpcrV05Lly5VgwYNnB47dOhQTZw4UWvXrtVHH32koKAgl8b4+OOPVaNGDc2aNUvdu3fXPffc45baAQAAAAAAAAAAAACA7/Czu4CMOHTokCQpZ86c+v7771MNVUhSyZIl1bJlS4WHh2vZsmUuj1GiRAmNGzdO8fHxeuSRRxQeHp7ZsgEAAAAAAAAAAAAAgI/xyWDFxYsXZVmWHnvsMVWsWPGWxw8cOFDGGM2cOTNd4wwePFjly5dXWFiYBg0alNFyAQAAAAAAAAAAAACAj/LJYMXVq1clSc2bN3fp+E6dOqlEiRLasWNHsmVEbiUgIMARyvj888+1ZMmSDNULAAAAAAAAAAAAAAB8k08GK3Lnzi1JKlasmEvH+/v7a8CAATLGaPLkyeka66GHHpIkGWP01FNPKTIyMl3tAQAAAAAAAAAAAACA7/LJYEX+/PklSVeuXHG5zdChQxUYGKivvvpKv//+u8vtKlSoIEmyLEsXL17U0qVL01UrAAAAAAAAAAAAAADwXT4ZrChTpowk6aeffnK5TYkSJdS9e3cZYzR8+HAlJia61O78+fPJ7q9cudL1QgEAAAAAAAAAAAAAgE/zyWBFgwYNZIzR3Llzdfz4cZfbvfDCC7IsSzt27NCrr77qUptPPvnEcdsYo/3796e3XAAAAAAAAAAAAAAA4KN8MljRvHlzSVJkZKSaNWumTZs2udSuRo0a6tSpk4wxmjRpkt5///00j//55581YcIEWZbl2Hfu3LmMFw4AAAAAAAAAAAAAAHyKTwYr2rRpo9KlS0uSTpw4oebNm6tw4cKqUKGC7rzzTjVq1EhjxozR1atXU7R966235O/vL0l66qmn9Mgjj+jQoUPJjrly5YomTZqkli1bKjo6OtljefPm9dBZAQAAAAAAAAAAAAAAbxNgdwEZ4efnpzFjxmjw4MGyLEvGGF26dEmXLl2SJIWGhur333/XwYMHtXz58mRtq1WrplGjRum9996TJC1btkzLli1ThQoVVKJECYWHh+vAgQNKSEiQMcYxW0XS7Ro1amTtyQIAAAAAAAAAAAAAANv45IwVkvTEE0+oVatWjsDDzZsxRl9++aViY2NTtH3rrbdUqVIlx3HGGB09elS//PKL9uzZo/j4+GShiht169YtK04PAAAAAAAAAAAAAAB4AZ8NVkjSihUrdM8998gY4/TxnDlzKjAwMMX+oKAgrVy5UsHBwSnCGJIc929kWZYqV66sJ554wv0nAgAAAAAAAAAAAAAAvJJPByuCg4O1bt06jRw5MtnsE0kBibFjxzqddUKSqlevrtWrVytPnjyOfc4CFdK/y4AUKVJEX3/9tQICfHL1FAAAAAAAAAAAAAAAkAE+nxIICgrS1KlT9eyzz2r58uU6evSo8uXLpzZt2qhp06Zptm3atKm2bdumxx9/XNu2bUv1uDZt2mju3LkqWbKku8sHAAAAAAAAAAAAAABezOeDFUlKlSql0aNHp7tdlSpV9Ouvv+rXX3/VqlWrdPz4cUVERKhgwYK6++671a5dO9WsWdMDFQMAAAAAAAAAAAAAAG+XbYIVmdW4cWM1btzY7jIAAAAAAAAAAAAAAIAX8bO7AAAAAAAAAAAAAAAAAG9FsAIAAAAAAAAAAAAAACAVBCvS4a233tLFixftLgMAAAAAAAAAAAAAAGQRghUuSkhI0Guvvabz58/bXQoAAAAAAAAAAAAAAMgiBCtcdPr0aRlj7C4DAAAAAAAAAAAAAABkIYIVLvr2229lWZbdZQAAAAAAAAAAAAAAgCxEsMIFP/zwg5577jm7ywAAAAAAAAAAAAAAAFkswI5B+/fvb8ewLjPGKC4uTuHh4Tp06JCOHj0qYwwzVgAAAAAAAAAAAAAAcJuxJVjxySef2DFshhhj7C4BAAAAAAAAAAAAAADYxJalQFq2bCljjE9slmUxUwUAAAAAAAAAAAAAALcpW4IVI0aMkCRHaMGbNwAAAAAAAAAAAAAAcPuyJVjRtm1bVahQIdXH7Z6lImkDAAAAAAAAAAAAAAC3twA7BrUsS0OGDNHzzz8vy7IcIYagoCCVKFFC+fLlU44cOZQjRw75+fnJzy9r8x/GGMXGxury5cs6fvy4YmJisnR8AAAAAAAAAAAAAADgHWwJVkjSgAED9Nprryk6OlqlSpXSRx99pAceeED+/v52leRUXFycFi1apJEjR+rq1at2lwMAAAAAAAAAAAAAALKQLUuBSFKBAgXUs2dPSdJzzz2nli1bel2oQpICAwPVr18/vf/++3aXAgAAAAAAAAAAAAAAsphtwQpJGjFihIwxCgwMtLMMl7Rt29buEgAAAAAAAAAAAAAAQBazNVhRp04dNW7cWBs2bLCzDJcUKVJExhi7ywAAAAAAAAAAAAAAAFkowO4C3nzzTcXGxtpdhkuOHz+ukiVL2l0GAAAAAAAAAAAAAADIIrYHK5o3b253CS4rU6aM3SUAAAAAAAAAAAAAAIAsZOtSIJlx9uxZjRo1Sh07dtS7776rhIQEu0sCAAAAAAAAAAAAAADZjO0zVmTEuXPn1LBhQ506dUqStHr1au3cuVOLFy+2uTIAAAAAAAAAAAAAAJCd+OSMFWPGjFFYWJiMMY5t2bJlOn36tN2lAQAAAAAAAAAAAACAbMQngxWrV6+WZVmOLcnly5dtrAoAAAAAAAAAAAAAAGQ3PhmsuHTpUrL7lmWpUqVKqlGjhk0VAQAAAAAAAAAAAACA7MgngxXlypVz3DbGyLIszZ49276CAAAAAAAAAAAAAABAtuSTwYrOnTvLGCPp39kqRo8erWbNmnl0zLCwMCUkJHh0DAAAAAAAAAAAAAAA4F18Mljx7LPPqmjRoo5wxYsvvujR8WJiYlSuXDkdPHjQo+MAAAAAAAAAAAAAAADv4pPBioIFC2rhwoUKDAyUJP31118eHe/s2bOOEAcAAAAAAAAAAAAAALh9+GSwQpJatGihZcuWKWfOnHr00Ue1b98+j431/fffy7Isj/UPAAAAAAAAAAAAAAC8k88GKyTpoYce0saNGxUYGKjGjRtr0aJFbh8jMjJSb7/9ttv7BQAAAAAAAAAAAAAA3s+ngxWS1KBBA+3evVtdu3ZVnz591LZtWx04cCDT/UZGRurLL79U48aNdezYMTdUCgAAAAAAAAAAAAAAfE2A3QVkRIUKFZzuDwwM1Hfffae7775bpUqVylDfiYmJioqK0uXLlyVJxpgM1wkAAAAAAAAAAAAAAHybTwYrLly4oGvXriULPViWJenfIER8fLyOHz/ulrEsyyJcAQAAAAAAAAAAAADAbconlwLp0qWLjDGyLMuxGWNS7HPHBgAAAAAAAAAAAAAAbl8+Gazo27dvin0EIQAAAAAAAAAAAAAAgLv5ZLCiWbNmKlOmTIr9SbNWuHMDAAAAAAAAAAAAAAC3rwC7C8io3r17a8KECY5lQCpWrKgGDRqoYMGCypUrlwIDA+Xv75+hmSwSEhIUExOj06dPa9WqVbp27ZqHzgIAAAAAAAAAAAAAAHgznw1W9O3bVxMmTJAkvfzyy3rrrbc8Mk5YWJjuu+8+nThxwiP9AwAAAAAAAAAAAAAA7+WTS4FIUqVKldSwYUNJ0gsvvOCxcUqXLq3XX3/dY/0DAAAAAAAAAP4fe3ceZ2P9/3/8eWafMXZjyTL2JVmyS8oSFbKEaCdEUkRSfYoUSfRNpEQSUolkiVL2pSi7LJU1u7GObRYz798ffnM4zpyZMzPnzDVnPO6327mZ631d1/v9Oud4eZ0xr7kuAAAAIOvy2cYK6dpVKyTJGOPVdZo2berV+QEAAAAAAAAAAAAAQNbk040VnTt3VlBQkDZt2uTVdW677TavN28AAAAAAAAAAAAAAICsJ8DqADIiT548mjdvnqpVq+bVdWw2mw4cOKDbbrvNq+sAAAAAAAAAAAAAAICsxacbKySpefPmmbJOiRIlMmUdAAAAAAAAAAAAAACQdfj0rUBSEh8fryNHjmjr1q26ePFiisfu27ePW30AAAAAAAAAAAAAAAAn2aqx4ujRo3r77bd1zz33KGfOnCpRooRq1Kihbdu2uTxn165dqlChgvLmzau2bdtqwYIFSkxMzMSoAQAAAAAAAAAAAABAVpUtGisuXLig3r17q0yZMho6dKjWrl2ruLg4t65CUalSJe3evVtdunTR4sWL1bZtW5UvX15z5871fuAAAAAAAAAAAAAAACBL8/nGih07dqhWrVr67LPPFBsbK2OMjDGy2Wxuz1GmTBmNGTNGu3fvVrNmzbRv3z61b99eDz30kM6dO+e94AEAAAAAAAAAAAAAQJbm040Vf//9txo2bKg9e/bYmymSHukRGRmpn3/+Wa+88oqMMVq0aJFq166tnTt3ejhyAAAAAAAAAAAAAADgC3y2seL8+fNq1aqV/YoS6W2mSM57772np59+WsYY7d27V/fdd5/27dvnsfkBAAAAAAAAAAAAAIBv8NnGiuHDh2vv3r1ODRVJtwIxxmRo/rFjxyoiIkI2m03Hjx/X/fffr4sXL2ZoTgAAAAAAAAAAAAAA4Ft8srHi+PHj+vjjjx2aKowxCgkJUd26ddWuXTs98cQTGVojZ86c6tatm/0WI/v27dM777yT0dABAAAAAAAAAAAAAIAP8cnGinnz5ikmJsa+HRgYqLfeekunT5/W77//ru+//17Tpk3L8DqtWrWyf22M0UcffaRjx45leF4AAAAAAAAAAAAAAOAbfLKx4qeffpJ0/SoVy5Yt0+DBgxUSEuLRdW6//XaH7fj4eM2ZM8ejawAAAAAAAAAAAAAAgKzLJxsr/v77b0mSzWbTZ599prvuussr64SHhzuN/fjjj15ZCwAAAAAAAAAAAAAAZD0+2Vhx4sQJ2Ww21apVS0888YTX1jl+/Lj9a5vNJmOM9u7d67X1AAAAAAAAAAAAAABA1uKTjRUXL16UJD3++ONeXSe5Joobmy0AAAAAAAAAAAAAAED25pONFTlz5pQkVa5c2avrfP/9905jcXFxXl0TAAAAAAAAAAAAAABkHQFWB5AeJUuW1JYtW3T16lWvrXHp0iV98803stlsDuMFChTw2poA4C03/1smSX5+Ptlb55bs/Nzgm8hBwFrkIGAtchCwFjkIWIscBKxFDgLWIgeRnfhkY0WNGjW0ZcsW/fPPP7r//vu9ssbAgQN1+vRpe8IbY2Sz2XT77bd7ZT0A8KZcOcOdxgoXLmxBJMCtiRwErEUOAtYiBwFrkYOAtchBwFrkIGAtchDZiU+2zdx///0yxmjOnDlemX/evHn67LPPku2iaty4sVfWBAAAAAAAAAAAAAAAWY9PNlY89NBDypcvn1atWqUlS5Z4dO758+erc+fOye6z2Wx67LHHPLoeAAAAAAAAAAAAAADIunyysSI4OFgDBgyQMUZPP/20jh49muE5ExMTNXz4cD3yyCOKjY2VdO32H0l/2mw2dezYUZGRkRleCwAAAAAAAAAAAAAA+IYAqwNIrwEDBmjatGn6+++/1aBBA82bN09Vq1ZN11y//vqrXnvtNW3evNneRCHJ4VYgOXPm1Pvvv++R2AEgs0VfuOg0FjdkiHTReTxbCA9X0NChVkcB2JGDgLXIQcBa5CBgLXIQsBY5CFiLHASsRQ4iO/HZxoqgoCDNnDlTDRo00H///adatWqpW7du6tGjh2rUqJHiuVeuXNGGDRu0atUqTZkyRfv375ckh6aKpK+T/pw0aZKKFy/u9ecFAN6QdAUeB8ePSxcuZH4wmSFnTqsjAByQg4C1yEHAWuQgYC1yELAWOQhYixwErEUOIjvx2cYKSapatarmzJmjNm3aKCYmRhMnTtTEiRNVsGBB3XHHHfbjhg4dquDgYJ0/f15RUVHas2ePEhISJDkmdHJNFZI0atQodezYMROfGQAAAAAAAAAAAAAAyAp8urFCkpo1a6aVK1fq0Ucf1b59+yRJJ06c0MmTJyVda5JYsmSJ/fibO6NuvN1HUkNFUlNFeHi4Pv30Uz3++OOZ8EwAAAAAAAAAAAAAAEBW42d1AJ5Qu3ZtbdmyRU899ZRDo0RSk4R0rWnixsaJG/fdeHzScbVr19amTZtoqgAAAAAAAAAAAAAA4BaWLRorJCk8PFxffvml/v77bz3//PPKkSOHvUki6SoVNzdSSHI4xhij++67Tz/99JPWr1+vsmXLZvbTAAAAAAAAAAAAAAAAWYjP3wrkZmXLltW4ceM0atQo/fHHH/rtt9/0+++/69ChQzp79qzOnj2ry5cvK1euXMqXL58KFCig6tWrq2HDhmrYsKGKFStm9VMAAAAAAAAAAAAAAABZRLZrrEgSEhKie+65R/fcc4/VoQAAAAAAAAAAAAAAAB+VbW4FAgAAAAAAAAAAAAAA4Gk0VgAAAAAAAAAAAAAAALjgk40V+/btU+nSpXX58mWrQwEAAAAAAAAAAAAAANmYTzZWxMfH68CBA9q0aZPVoQAAAAAAAAAAAAAAgGzMJxsrkrz99tuKj4+3OgwAAAAAAAAAAAAAAJBN+XRjxdKlS9WwYUNt27bN6lAAAAAAAAAAAAAAAEA25NONFZL0559/qkaNGmrbtq2WLFlidTgAAAAAAAAAAAAAACAb8fnGCmOMEhMTtWDBAt1///0qV66cRo8erdOnT1sdGgAAAAAAAAAAAAAA8HE+3VhRsGBBDRkyRD179lSJEiVkjNHevXs1aNAgFStWTE888YRWr15tdZgAAAAAAAAAAAAAAMBHBVgdQEZ89dVXatq0qX177dq1mjhxombPnq0rV67om2++0TfffKPbb79dvXr10pNPPqlcuXJZGDEAAAAAAAAAAAAAAPAlPnvFCpvNpnr16jmMNWjQQFOnTtWRI0c0ZswY3X777TLGaMeOHXrxxRdVtGhR9ejRQxs2bLAoagAAAAAAAAAAAAAA4Et8srEiMDBQJUqUUI4cOZLdnydPHr344ovavn271qxZoyeeeELBwcG6dOmSvvjiC9WtW1e1a9fW5MmTdeXKlUyOHgAAAAAAAAAAAAAA+AqfbKwoXbq09u/f79axd911l6ZNm6ajR4/qww8/VKVKlWSM0caNG/Xss8/qtttu04svvqgdO3Z4OWoAAAAAAAAAAAAAAOBrfLKxIj3y5Mmjvn376q+//tLq1av1+OOPKzg4WOfPn9f48eNVtWpV3XPPPfr6668VFxdndbgAAAAAAAAAAAAAACALuGUaK27UoEEDTZ8+XUePHtX//d//2a9isWbNGj355JMqVqyYBg0apL1791odKgAAAAAAAAAAAAAAsNAt2ViRJE+ePOrXr5/++usvrVy5Uk888YSCg4N16tQpjR49WhUqVFDz5s31ww8/KDEx0epwAQAAAAAAAAAAAABAJrulGytu1LBhQ3Xs2FF33nmnJMkYo8TERC1dulQdOnRQ8eLFNWTIEB0+fNjiSAEAAAAAAAAAAAAAQGa55RsrTp06pffee0+lS5dW27ZttW7dOtlsNvvDGCNjjI4fP65hw4apdOnSVocMAAAAAAAAAAAAAAAySYDVAVhl7dq1+uSTTzRnzhzFxcXJGOOw32azOfxpjFFQUJA6dOiQ6bECAAAAAAAAAAAAAABr3FKNFZcvX9b06dP16aefavv27ZJkb6hIaqC4UdK+EiVKqGfPnurevbsiIiIyL2AAAAAAAAAAAAAAAGApn2ysOHTokJ5++mktW7bMreN37dqlTz75RNOnT9eFCxccrk7hqqHCZrOpefPmev7559WqVatkjwMAAAAAAAAAAAAAANmbTzZWXL58WStXrtSlS5eUI0eOZI9JSEjQnDlz9Mknn2jVqlWSlGJDRdK+vHnzqmvXrnruuedUpkwZLz0DAAAAAAAAAAAAAADgC3yysUK61gixcuVKtWjRwmH8yJEj+uyzz/T555/rxIkT9mOllG/3UbNmTfXu3VuPPvqoQkJCvBw9AAAAAAAAAAAAAADwBT7bWCFJzzzzjIYMGaJSpUpp3759mj9/vpYtW6aEhAS3bvcREhKiTp06qXfv3qpdu3Zmhg4AAAAAAAAAAAAAAHyATzdWREVFqU+fPg5j7lydonTp0urVq5eeeeYZ5cuXz/uBAgAAAAAAAAAAAAAAn+TTjRWSHK5MIbluqPDz81OLFi30/PPP64EHHsis8AAAAAAAAAAAAAAAgA/z+caK5BoppOsNFwUKFFC3bt3Uq1cvRUZGZmZoAAAAAAAAAAAAAADAx/l8Y4UxxqG5Iqmhol69eurdu7ceeeQRBQUFWRUeAAAAAAAAAAAAAADwYT7fWJHUVGGMUVhYmB577DH17t1b1atXtzYwAAAAAAAAAAAAAADg83y+scIYo3z58mnAgAF67rnnlCdPHqtDAgAAAAAAAAAAAAAA2YTPN1Y0bNhQs2bNUsGCBa0OBQAAAAAAAAAAAAAAZDM+3VhRvHhxLVy4UOHh4VaHAgAAAAAAAAAAAAAAsiE/qwPIiP/97380VQAAAAAAAAAAAAAAAK/x6caKpk2bWh0CAAAAAAAAAAAAAADIxnyysaJEiRJavny5SpcubXUoAAAAAAAAAAAAAAAgG/PJxorQ0FDde++9VocBAAAAAAAAAAAAAACyOZ9srAAAAAAAAAAAAAAAAMgMAVYHkFEHDx7UX3/9pQMHDujIkSO6dOmSLl++rODgYOXIkUP58+dXyZIlVbZsWVWtWlUBAT7/lAEAAAAAAAAAAAAAQCbxuS6D2NhY/fTTT5o9e7ZWrFihY8eOuX1uSEiIatasqVatWql9+/YqU6aMFyMFAAAAAAAAAAAAAAC+zmduBXLy5En973//U9GiRdW+fXt98803Onr0qIwxbj+uXLmitWvX6rXXXlP58uV13333aeHChVY/NQAAAAAAAAAAAAAAkEVl+caKuLg4vfvuuypbtqzee+89nTlzxt4oYbPZ0vy4sdFi+fLlat26te666y6tX7/e6qcKAAAAAAAAAAAAAACymCzdWPHXX3+pZs2aevPNN3Xx4kWnZgpJabpihaRkmyzWrVunBg0aaMCAAYqPj7fyKQMAAAAAAAAAAAAAgCwkyzZWfPPNN6pTp4527tzp0FAhyalZIklKV6q4+byb50xMTNSYMWNUr149HT16NHOfLAAAAAAAAAAAAAAAyJKyZGPFqFGj9OSTTyomJsbeACEp2atO3Nw84UpKzRY3XsFi8+bNqlevnv766y/vPkkAAAAAAAAAAAAAAJDlBVgdwM0++OADDRo0SJKcmiVubrC4WUhIiMLCwhQUFKTAwEDFx8crNjZWFy9eTPYWHzc3ZCR9ffjwYTVt2lQrV65UxYoVPfK8AAAAAAAAAAAAAACA78lSjRXTp0/XwIEDk736RFIzRUhIiO68807Vq1dPlSpVUvny5RUZGamIiAiFhYW5nDs6OlrHjx/Xnj179M8//+iPP/7Q77//roMHD0qSU4NFVFSU7rvvPv3xxx+67bbbPPxMAQAAAAAAAAAAAACAL8gyjRWbNm1Sz549ncaNMQoLC9Mjjzyihx9+WPfdd59CQkLSPH+uXLmUK1culS9fXi1atLCP79y5U7Nnz9bnn3+uw4cPOzRYHD16VB06dNCqVasUEJBlXioAAAAAAAAAAAAAAJBJskS3QGxsrB577DHFxMQ43O4jX758evXVV9WjRw/lzp3bK2vffvvtGjx4sN544w1NmzZNb775po4cOSKbzSZjjNavX6/Bgwfr3Xff9cr6Vjhz5oy2bNminTt36t9//9Xx48d14sQJRUdHKzY2VnFxcQoODlZYWJhCQ0OVJ08eRUZGqkSJEipZsqRq1qypUqVKWf00AAAAAAAAAAAAAADwuizRWPHOO+/on3/+cWiq6NGjh95//32vNVTczM/PT126dFGHDh3Uq1cvff311/bmig8++ECPPvqoqlSpkimxeMPq1as1e/ZsLVu2TLt27bLfWuVGyY0ld1sWSYqIiFC9evX00EMP6eGHH1bevHk9HjMAAAAAAAAAAAAAAFbzszqAEydO6MMPP7Q3MYSEhGjOnDn67LPPMq2p4kbh4eH66quvNGzYMBljZLPZdPXqVQ0aNCjTY8mos2fPauTIkYqMjFSjRo308ccfa8eOHUpMTJQxxumR5MZmiuSOM8bo5MmTWrBggZ599lkVLlxYDz30kJYuXWrF0wQAAAAAAAAAAAAAwGssb6wYNWqUrly5IkkKDQ3Vzz//rLZt21oblKTXX39dQ4cOtTcSLF68WH/++afVYbklNjZW7733nkqVKqXXX39dhw4dcmiesNlsKT7cOSapEcYYo/j4eC1atEjNmzdXnTp1tHjxYiufPgAAAAAAAAAAAAAAHmNpY0V8fLymTp1q3544caIaNmxoYUSO3nzzTT388MP27c8++8zCaNyzYcMGVatWTf/73/8UHR1tv+rGzY0TnpBck8WGDRvUokULderUScePH/fYWgAAAAAAAAAAAAAAWMHSxoqff/5Zp0+fls1mU+vWrfX4449bGU6yJk6cqLx588oYo1mzZik2NtbqkFwaN26cGjRooH///dehoSI5rm7xkdrDlRvXMsZo9uzZqlmzps9c5QMAAAAAAAAAAAAAgOQEWLn4L7/8Yv/63XfftTAS1/Lly6eBAwfq9ddf18WLF7VmzRo1bdrU6rCcvPLKK/rggw+cGipuboYICgpSiRIlVKhQIRUsWFAREREKDg62P/z9/ZWQkKDExETFxMQoNjZWFy9eVHR0tM6dO6eoqCidOHFCp06dcorh5nWPHTumRo0aae7cuWrWrJn3XwQAAAAAAAAAAAAAADzM0saKVatWyWaz6e6771alSpWsDCVFzz77rIYOHaq4uDitWLEiyzVWDB06VKNHj5Yk+205JMnf3181a9ZU48aNVa9ePVWqVElly5aVn1/GL1QSGxurAwcO6N9//9W2bdu0adMmrV27VidOnLDHIUlXrlxRx44dtXbtWlWuXDnD6wIAAAAAAAAAAAAAkJksa6wwxuiff/6RJLVq1cqqMNySL18+3XPPPVqyZIm2b99udTgOFi5cqLffftveUGGMUb169dStWzd16NBBuXPn9sq6wcHBqlChgipUqODw/m3atEnff/+9Jk+erJMnT8pmsyk6OlqPPPKItmzZosDAQK/EA+/IkysrfUVNAAEAAElEQVSH1SF4Ta6cYU5jefN6J1+ygjx5cjkP5syZ+YFklmzy3MjB7IMc9E3kYPZBDvomcjD7IAd9EzmYfZCDvokczD7IQd9EDmYf5KBvIgezD3IQ2YnN3HyviExy6NAhRUZGymazaeXKlbr77rutCMNtw4YN0+DBg1WpUiXt2LHD6nAkXbsaRLly5XT06FFJUsWKFfXxxx+rSZMmFkd27YoWo0eP1rBhwxQXFyfp2pU13njjDfsxJ0+eVFRUVJrm3blzpx555BH79ty5c1W2bFnPBA0AAAAAAAAAAAAAyJL27Nmjtm3b2rc3btyoGjVqZMrall2x4vz58/avy5UrZ1UYbqtQoYIk2W91kRV8/vnnOnr0qGw2mx5++GF99dVXCg4OtjosSdeuaPG///1PDRs2VKtWrXTx4kV98MEH6tevn8LDwyVJn3zyiYYOHZqhdW5MHAAAAAAAAAAAAADAreHQoUOZ1ljhlymrJOPSpUv2r/PmzWtVGG7Lnz+/JMe4rTZt2jRJUs2aNTVz5sws01Rxo3vuuUeTJk2SJEVHR2v69OkWRwQAAAAAAAAAAAAAgPssa6y4sQkgIMCyC2e4zd/fX5KUmJhocSTXXLhwQZs2bZLNZtMbb7whPz/L3spUderUSffee68kaeHChRZHAwAAAAAAAAAAAACA+yzraEi6HYR07UoGefLksSoUt0RHR0uScuTIYXEk1xw4cEDGGNlsNt1zzz1Wh5Oqp59+WitXrtSWLVvsY71791bHjh3TNE90dLQ2bNigXLlyKU+ePCpevHiWvFIHAAAAAAAAAAAAAMBzYmNjdejQIft20i/3ZwbLGiuKFi1q/3rfvn2Zdu+T9NqzZ4+krHPbktjYWPvXYWFhFkbinpIlS0qSTp06ZR8rWLCgChYsmOa56tev76mwAAAAAAAAAAAAAAA+wqq+AsvuHxEaGqoiRYpIkv7880+rwnDbunXrJEmlS5e2OJJrbmxI2L17t4WRuOfo0aOSHK9UAgAAAAAAAAAAAABAVmdZY4Uk1apVS8YY/fjjj1aGkaorV67ol19+kc1mU6VKlawOR5JUokQJRURESJImTJhgcTSpmz17tiSpTJkyFkcCAAAAAAAAAAAAAID7LG2saNCggSRp8eLF+u+//6wMJUVTp07V+fPnJUl33323xdFc16pVKxljNHHiRC1YsMDqcFyaO3eu5s6dK5vNpsaNG1sdDgAAAAAAAAAAAAAAbrO0saJ169aSpISEBL3xxhtWhuLS+fPn9fbbb0uS/Pz81KhRI2sDukG/fv1ks9mUmJioRx55ROPHj7c6JCfTp0/XY489Zt/u2rWrhdEAAAAAAAAAAAAAAJA2ljZWVKxYUVWqVJExRjNmzNC8efOsDCdZ3bt31/Hjx2Wz2dSoUSMVLFjQ6pDsqlSpYm9UiI2N1YsvvqgmTZpoxYoV1gYmafXq1br//vvVpUsXxcTEyGaz6dFHH1WFChWsDg0AAAAAAAAAAAAAALfZjDHGygAmTZqknj17SpLCw8O1bNky1apVy8qQ7Pr3768xY8ZIkmw2m9PVF7KCc+fOqVatWtq/f7+MMbLZbJKkO+64Qw8//LAeeugh3XnnnfZxb1q/fr1++OEH/fDDD9qzZ48k2WMqUqSINm/erIiICK/HAQAAAAAAAAAAAACAp1jeWBEbG6syZcro2LFjMsYoZ86c+u6773T//fdbFtPly5fVo0cPffvtt5KuNQeUKlVK//77r/z8LL3IR7L+/vtv3XXXXTp37pyka/FKsjdThIaGqkqVKqpataoiIyNVrFgxh0dYWJjbayUmJurYsWM6fPiw9u/fr02bNmnjxo3avHmzzp8/77R+0nu6dOnSLNMwAwAAAAAAAAAAAACAuyxvrJCkqVOnqmvXrvYfxPv5+al///56++23FRISkqmxrFixQj169NC+ffscGgSmTJmip556KlNjSYsNGzaodevWOnHihH3sxrc2pStW5MiRQ2FhYQoLC1NoaKj9T0mKiYmxPy5evKioqCglJiY6zZHcWsYY5cuXTwsXLlTdunUz/BwBAAAAAAAAAAAAAMhsWaKxQpIaNWqkVatW2ZsrbDabihYtqqFDh+qJJ55QYGCgV9dfv369hg8froULFzo1Cdxzzz1avny5V9f3hP/++09t27bVli1bnBop0vo239gckZbjb1yvdu3a+u677xQZGZmmtQEAAAAAAAAAAAAAyCqyTGPFf//9p2rVqik6OlqS4+0kChYsqC5duqh9+/YevZ3EwYMH9cMPP+jrr7/Wxo0b7eve2FSQN29ebdiwQaVKlfLYut6UkJCgkSNHatiwYYqJiUnxShXJcfXXwd15jDHKkSOHBg8erJdeekkBAQFpWh8AAAAAAAAAAAAAgKwkyzRWSNLixYvVqlUrh1tN3NhgIUkRERFq0KCB6tWrp4oVK6pcuXIqUqSIcufO7XLeixcv6sSJE9qzZ4/+/vtvbdq0SWvWrNH+/fsd1rhxnaRbksybN08tW7b0+HP1toMHD2rEiBGaOnWqYmNjk22MuPm1zQhjjHLlyqVevXqpX79+Kly4cIbnBAAAAAAAAAAAAADAalmqsUKSPv/8c/Xs2dNpPLnmhxsFBgYqZ86cCg4OVmBgoOLj4xUXF6eLFy8qNjY2xflunjPpqhWffvqpnn322Yw8HcsdO3ZMEydO1MyZM7V79277eEabKW58/SpXrqwnn3xSvXr1Uq5cuTI0LwAAAAAAAAAAAAAAWUmWa6yQrjVX9OrVy+VtKTwRsqvGgqQrVYwdO1a9e/fO8DpZydatW/Xzzz/rt99+0++//65Tp06la57ChQurWrVqevDBB9W6dWuVLFnSs4ECAAAAAAAAAAAAAJBFZMnGCkmaM2eOunbtqosXL9rHkq4k4Sk33wrDGKOwsDDNmDFDbdq08dg6WdXRo0e1f/9+HThwQIcPH1Z0dLQuX76sy5cvyxij8PBw5cyZUzlz5lTevHlVoUIFVa5cWXnz5rU6dAAAAAAAAAAAAAAAMkWWbayQpF27dqlz587avn270606bpZSw4Wrp3jznLVq1dJXX32l8uXLZyBqAAAAAAAAAAAAAACQXfhZHUBKKlWqpE2bNmnEiBEKCwtzuMJE0iOJMcblI8mN5914lYq8efPqww8/1O+//05TBQAAAAAAAAAAAAAAsMvSjRWS5O/vr0GDBungwYP63//+p7x58zo0TNzcLJHSI0nS+cWLF9eIESO0d+9e9e3bV/7+/lY9TQC3MGOMfv31V7Vt21YBAQFasWJFpsewbds2Pffcc8qZM6feeuutTF8fsBI5CFiPPASsRQ4C1iMPAWuRg4A1yD3AWuQgkDYBVgfgrnz58umdd97R4MGD9dNPP2nWrFlasWKFjhw54vYcNptN5cuXV7NmzdSuXTvde++98vPL8r0lALKp6OhoTZ06VePHj9fff/+d6evHxsZq9uzZ+uSTT/Tbb795bZ2RI0dq0aJFWrlypdfWANKDHASsd6vkIZBVkYOA9bJ7Hh44cEBbtmzR0aNHdf78eQUEBCh//vyqVKmSqlevrtDQUKdzli5dqqioKHXu3Nnj8QA3IwfJQVgju+cekNWRg0A6GR934MABs2jRIjNu3Djz2muvmRdeeMF069bN9OzZ07z00ktm6NChZsqUKWbFihXm3LlzVocLZGtLly41hQoVMn5+fkZSso/nn3/e4+teuHDB5M2bN9n1/P39TZEiRcxDDz3k8XUz4o033jDh4eHJxrx8+XKvr//tt9+aiIgI4+/v77T+kCFDPLbO1atXTYkSJYwks337do/Ni+SRg+4jB+Et5KH7fC0Px44daypWrGhCQ0NdvrfJPQIDA014eLgpWrSoqV27tuncubMZPXq02bFjh9ef462IHHQfOUgOegt56D5fy0N3bd++3fTr188UK1YsxfwMDQ01rVq1MnPmzDFXr141xhgTGxtrbr/9dtOmTRvPPMlbEDnoPnKQHPQkcs99vpZ748ePN5UqVTJhYWFufwYNCAgw4eHhpkCBAqZs2bLmnnvuMZ07dzZvv/22WbRokTlz5ozXn+ethhx0HzlIDiL9fL6xAkDWc+nSJTNp0iSTI0eOZL9pO3nypEfX++CDD5Itnv3798+yDVV//vmniYqKMhs3bnT6EJMZH16OHTtmoqKizOXLl02jRo089s37zb7//nv7vL169fLYvEgZOZg6chDeRh6mzlfzMDEx0cyZM8fky5fP6fUuVqyYadWqlenTp4957bXXzODBg02/fv1Mx44dTenSpZ2Or1mzppkzZ47Xn+utiBxMHTlIDnobeZg6X81DV/bs2WPatWtnbDab/YcJrVq1Ml9++aXZsWOHOXv2rLl06ZL577//zM8//2xeffVVU6hQISPJlChRwgwYMMA0bNjQSOKHuh5ADqaOHCQHvYHcS52v5l5iYqKZP3++iYiISPY1t9lspmTJkqZevXqmRYsW5p577jEVKlRI9ofBgYGB5oEHHjDff/+915/vrYYcTB05SA4i/WisAOA1H330UbIF7vXXX/fYGnFxccl24NeoUcNja3hb27ZtM/3Dy40mTpyY4W/eXbnxg1F4eLg5f/68x+ZG6shB95CD8Cby0D2+mIejRo1yes3379+f4jlbt241Xbp0cTqvc+fOJiYmxjNPBg7IQfeQg+SgN5GH7vHFPLzRuHHjHP7Tunnz5mb37t2pnhcbG2vee+89ExIS4rA+P9T1HHLQPeQgOehp5J57fDH3kntvZ86c6fKH6HFxcWbJkiWmb9++yf6wv1atWmbbtm0efmYgB91DDpKDSBs/AYCXtGrVKtnxTz75RBcuXPDIGl9//bUOHz7sNF6nTh2PzJ8Zihcvbun6hQoV8sq827dv14oVK+zbFy9e1NSpU72yFpJHDrqHHIQ3kYfu8cU8rFevXprPqVq1qqZMmaIff/zR4X7W3377rTp27ChjTJrnRMrIQfeQg+SgN5GH7vHFPJSkxMREPf/883rhhRd0+fJlSdIrr7yin3/+WRUqVEj1/KCgIA0aNEgrV65U3rx50xUDUkYOuoccJAc9jdxzjy/mXq1atZzG6tSpo9y5cyd7fGBgoJo2baoxY8Zoz5496t69u8P+DRs2qG7duvr666/THAtcIwfdQw6Sg0gbGisAeE3RokXtX/v5Xf/n5ty5c/r0008zPL8xRqNGjXKaX5Ly58+f4fkzS1hYmKXrh4SEeGXecePGOY198sknXlkLySMH3UMOwpvIQ/f4Yh5GRESke72WLVtq2rRpDmMLFizQZ599lu45kTxy0D3kIDnoTeShe3wxDyXphRdecPiM2b17d40cOVI2my1N89SpU0cLFy5UQEBAuuKAa+Sge8hBctDTyD33+GLuFShQIN3rFS5cWJMmTdIXX3yhwMBA+/iVK1f05JNPaubMmemeG47IQfeQg9eQg3AXjRUAvCY4ONj+dbt27Rz2ffjhh4qNjc3Q/D/++KN27Nih2267TXXr1nXY50vfCAYFBVm6vjdeq7Nnz2rGjBlO47t379bSpUs9vh6SRw66hxyEN5GH7vHFPLzxvU2PDh06qGnTpg5jw4cP5zfmPYwcdA85eA056B3koXt8MQ8nTJjg8APdsmXL6qOPPkp3DPXr19ebb76Z7vORPHLQPeQgOehp5J57fDH3PBFz165d9cMPPzj8QD4xMVFPP/20tm3bluH5QQ66ixwkB5E2NFYAyBSDBg1y2D5+/Li+/PLLDM35/vvvS5Jeeuklyz8AZMTNHa3ZYf3PP/9cly9fVpMmTVSiRAmHfePHj/f4ekgdOegaOYjMQh66lh3z0B0dO3Z02D58+LC2bt1qSSy3AnLQNXLwGnLQ+8hD13wtDw8ePKiXX37ZYWz48OEZ/q3HgQMHqkiRIhmaA66Rg66Rg9eQg95B7rnma7nnSS1bttQbb7zhMBYbG6vHHntM8fHxFkWVPZGDrpGD5CDShsYKAJmidu3aatKkicPYqFGjlJCQkK75fv/9d61Zs0Z58uRRz549PREiPCQhIcH+GxP9+vVzen/mz5+vQ4cOWRHaLY0cvHWQg1kXeYibRUZGOo3t2bPHgkhuDeQgbkYOZj7yMPsYMGCALl26ZN8uU6aMOnTokOF5Q0NDNXDgwAzPg+SRg9kHOehbyD24MmTIEFWvXt1hbMeOHfriiy+sCSibIgfhCjmItKKxAkCmubkzdO/evfruu+/SNdfIkSMlSb1791bOnDkzHBs8Z8GCBTpw4IBKlSqlli1bqnv37g5duwkJCdy/2iLk4K2BHMzayEPcKCoqymmM2xB4FzmIG5GD1iAPfd/u3bs1Z84ch7FHH33UY79x+MQTTzjc8xqeRQ76PnLQN5F7SI6fn5/T3w3p2hVoEhMTLYgo+yIHkRxyEGlFYwWATNO8eXPdeeedDmNJH0LSYvfu3Zo/f75CQkL04osveiS2tWvXqlevXrrjjjuUM2dOhYWFqUyZMnrggQc0YcIEnTp1Kt1zr1y5Ut27d1flypWVO3duhYeHq1q1ahoyZIjOnTuX7nljYmI0ZcoUtW3bVqVKlVJYWJjy5MmjKlWqqF+/ftq1a1e6586IsWPHSrr2wdLPz08FCxZU+/btHY6ZNGmS4uLirAjvlkYOkoNJyEHrkIe3Rh66a926dU5j5cuXtyCSWwc5SA7eiBy0Bnno+3n4ySefODUhtW7d2mPzR0RE6KmnnvLYfHBEDpKDqSEHvYPc8/3c85aOHTuqePHiDmOHDh3SypUrLYooeyIHyUFXyEGkiQEAL5Jkbvyn5ttvv7WPJT0WLlyYpjm7du1qJJlevXrZx+69916HOYcMGeLWXP/++69p1KiRkWTCwsJMhw4dzIABA8yjjz5q8uTJY58vd+7cZsKECSYxMdHtOA8fPmwefPBBI8nYbDbTsGFD89JLL5mnn37a5M+f30gyt912m2nbtq1D7MuXL0917rlz55oSJUqY0NBQ065dOzNgwADTqVMnEx4ebp/H39/fDBo0yCQkJKQ41/Lly9P12iVn+/bt9tfyzJkz9vHVq1c7ve8zZsxI9zpwHzlIDhpDDlqNPMyeebh//36n93H//v3uvTDGmJMnT5ocOXI4nF+mTJk0vb5wDzlIDiaHHMxc5GH2ycPExERTrFgxh2NDQkJMXFyc268JMh85SA7CGuRe9sm9G2X0c2hyunTp4jRnnz59MjQnyEFy0H3kINxFYwUAr7r5w8vVq1dNmTJlHArU3Xff7fZ8R44cMUFBQcbf39/s3bvXPp6eDy/Lly83OXPmNJJMhw4dzOnTpx32X7x40XTv3t1h3i5duqT6YcAYY/755x9TqFAhI8nkz5/fLFu2zGH/pUuXnOZ298PL6NGjjc1mM40bNzaHDx922Hf69Gnz0EMPOcz3xBNPpPo6pOeDX3KeffZZI8n06NHDaV/VqlUd1rnrrrvSvQ7cRw6Sg0nIQeuQh9kzDzPyjfyVK1dMgwYNnM7/9ttv3TofaUMOkoM3IwczH3mYffLwr7/+coq1Ro0aqb4WsBY5SA7CGuRe9sm9G3njh7pTpkxxmrNevXoZmhPkIDnoPnIQ7qKxAoBX3fzhxRhjPv30U6citWbNGrfme/nll40k06lTJ4fxtH542bFjh/031OrXr2+uXr3q8tikLtSkx3PPPZfi3MePHzeRkZFGkgkKCjIbNmxweezNHaGpfXj5+uuvjSRTt25dExMTk+wxV69eNbVr13aY89NPP3U5p6d+qHvmzBkTFhZmJJmtW7c67U/ufd+8eXO61oL7yEFyMAk5aB3yMHvmYXq+kU9ISDDz58835cuXdzr3pZdeSnVNpA85SA4mIQetQx5mnzz86quvnGJt166dy3mRNZCD5CCsQe5ln9y7kTd+qLt582anOcPCwjI0J8hBctB95CDcRWMFAK9K7sPLlStX7B2TSY+WLVumOte5c+dMrly5jCSzadMmh31p+fBy9epVU61aNfuxK1euTHHd6Ohoc9tttznMP3fuXJfHt2vXzn7c4MGDU5z7wIEDxs/Pz60PL4cOHbJ3sW7cuDHFeRcvXuwwZ+HChc2VK1eSPdZTP9QdNWqUkWTuueeeZPdfuHDB/v4lPbp3756uteA+cpAcTEIOWoc8zJ55mNw38vXr1zdPP/206du3r3nllVfM66+/bgYOHGi6d+9umjVrZr/c5o2PPHnymAkTJqS6HtKPHCQHyUHrkYfZJw/ffPNNpzzq3bt3inHAeuQgOQhrkHvZJ/du5I0f6h48eNBpTknm0qVLGZr3VkcOkoPuIgfhLhorAHhVch9ejDHm3XffdSpS27ZtS3GuESNGGEmmefPmTvvS8uHl888/tx8XERHh1r3JJk6c6DB/yZIlk+0knTdvnv2YoKAgExUVlercSfdRS+3Dy4ABA4wkU6VKlVTnjIqKcnp9XX3g8sQPdRMSEkypUqWMJDNr1iyXx/Xp08dhrbCwMHP27Nk0rwf3kYPk4I3IQWuQh9kzD5P7Rj6tjx49ejhd7hOeRw6Sg+Sg9cjD7JOHL7zwgtOcAwcOTDUWWIscJAdhDXIv++TejbzxQ92LFy8m+3n16NGjGZr3VkcOkoPuIgfhLj8BgAV69+6tXLlyOYy99957Lo+PjY3VRx99JEkaNGhQhtb+4IMP7F83adJENpst1XM6d+6ssLAw+/aBAwf0/fffOx03YsQI+9eNGjVSgQIFUp37zjvvTPWYq1ev6vPPP5ck1alTJ9Xj8+bN6zS2cuXKVM9LrwULFmj//v0qVqyY2rZt6/K43r17O2xfvnxZU6ZM8VpccI0cvI4cJAetQh5elx3yUJI2bNigq1evylxrYFd8fLzOnj2r7du365tvvlG3bt2UO3du+/GTJk1S7dq19c477+j8+fNejQ3OyMHryEFy0Crk4XW+kodXrlxxGgsJCcnQnLAOOXgdOYjMRO5d5yu5523+/v7JjgcHB2dyJLcGcvA6cvAachDuorECgCVy586tnj17OozNnDlT+/btS/b4adOm6fjx46pdu7aaNGmS7nU3bdqkXbt22bdLlCjh1nk5c+bU/fff7zA2f/58h+0tW7Zo3bp19m13PmRIcvoQl5xNmzbZ/7N38uTJstlsKT4CAgKc5jh06JBb8aTHuHHjJEm9evVKdu0klSpVUqNGjRzGPv30UxljvBYbkkcOXkcOkoNWIQ+vyw55KEn58+d3+GY8ICBAefLk0R133KHOnTvr888/16FDhzR48GAFBgZKkvbt26fBgwerXLly+vXXX70aHxyRg9eRg+SgVcjD63wlD5OLMy4uLkNzwjrk4HXkIDITuXedr+Set50+fdppLCAgINkfUCPjyMHryMFryEG4y/X/vAOAl7300ksaO3asYmNjJUkJCQkaNWqUPv30U4fjEhMTNXr0aEkZ7wi9+T9L8+fP7/a5NWvW1A8//GDfXrt2bYpzlyxZMu0BurB+/Xr713fffbfuvffeNM9RtmxZj8Vzo507d2rp0qUKDg7Ws88+m+rxvXv31ooVK+zb//77r3755RenD4fwPnLQfeQgvIU8dF9WzsO0yJkzp4YOHapGjRqpZcuW9t86jIqKUqtWrbRo0SI1bdrU4ihvHeSg+8hBeAt56L6skIf58uVzGrt48WKG5oS1yEH3kYPwJHLPfVkh97wtuR/q5s+f362rGSB9yEH3kYPAdTRWALBMkSJF9OSTT9ovIyVJX375pd566y0VKlTIPvbDDz/on3/+Ufny5dWuXbsMrbl9+3aH7bRcyqlq1aoO20ePHnXYvvnDzI2XGc6oY8eO2b+uUaOGhg0b5rG5MyrpN+ULFy5svyRaSq5evSqbzebwG/Ljx4/nh7oWIAfdRw7CW8hD92XlPEyPxo0ba+TIkXrxxRftY3FxcXriiSe0e/duj752cI0cdB85CG8hD92XFfKwTJkyTmNZ/TcQkTJy0H3kIDyJ3HNfVsg9b9u9e7fTWM2aNS2I5NZBDrqPHASu41YgACw1cOBA+fld/6coJiZGH374ocMx77//frLHpkdUVJTD9oULF9w+NyIiwmE7Li7O3tEqOX+YyWisNzp79qz96xMnTnhs3ow6d+6cpk+fLkk6ePCghg8fnupj5MiRTrcdWLhwoQ4cOGDBMwA56B5yEN5EHronq+ZhRvTo0cPpnqfHjx/X5MmTLYro1kQOuocchDeRh+7JCnnYoEEDp7F///3XgkjgSeSge8hBeBq5556skHvetnLlSqcxrqLmfeSge8hB4DoaKwBYKrlOz08//dR+z64VK1bojz/+sHeQZtTN9/e6+cNMSm7u8gwODnboKr3xA4YkRUdHpyPC1N14rzSrffHFF7p06ZLuu+8+GWPcfhw5csThvUhMTNSECRMsfCa3LnIw7chBeBp5mHZZKQ8zIiQkRA8//LDT+M8//2xBNLcucjDtyEF4GnmYdlblYfHixZ1+Y3737t06c+aMJfHAM8jBtCMH4QnkXtpll8+hN1u6dKnT2AMPPGBBJLcWcjDtyEHc6misAGC5V1991WE7Ojpan3zyiaTrHaH9+vVL06WxXLm5s3PXrl1unxsYGOiwXb58eYft8PBwh+0jR46kMTrXbryH5sGDB50uG2aFxMREjR8/XtK19yctbrvtNrVv395hbPLkyQ5dtsg85GDqyEF4G3mYuqyYh55w82socTlnK5CDqSMH4W3kYeqySh4+88wzDtvGGP3yyy+WxALPIQdTRw7CG8i91GWV3POWX375RX///bfD2P3336/bb7/doohuLeRg6shB4DoaKwBYrlatWmrSpInD2JgxY7R+/Xr99NNPyp07t3r16uWRtapXr+6wvXnzZiUmJrp17sWLFx22b7784o33XpOkTZs2pT1AF0qUKOGwPWrUqDSdv3XrVvXt29dj8UjXbh2wb98+lS9fXi1atEjz+S+88ILD9qlTpzRz5kxPhYc0IAdTRw7C28jD1GXFPPSE5P5zxhP/YYO0IQdTRw7C28jD1GWVPOzevbtTnkybNi3D897o6tWrOnfunEfnRMrIwdSRg/AGci91WSX3vOW9995zGnvjjTcsiOTWRA6mjhwErqOxAkCWcHNn6MmTJ9W6dWtJ0nPPPadcuXJ5ZJ2b74t1+vRpty9fdfLkSYftmy8TVrt2bYft5cuXp+u3v5P7MHXzB6WvvvpKCxcudHvO119/Xfnz509zLCkZN26cJKlv376y2WxpPr9BgwaqUaOGw1jSb98j85GD15GDsAp5eJ2v5KEn3PxbEZJUtWpVCyIBOXgdOUgOWoU8vC4r52HBggU1cOBAh7Gff/5ZmzdvzvDcSV599VV9/PHHHpsP7iEHryMHycHMRO5dl5VzzxsmT56s5cuXO4w9+eSTuvvuuy2K6NZEDl5HDpKDSBmNFQCyhGbNmjn9gO/kyZMKDg72aDdjlSpVVLduXYcxd7v6b7w0V+nSpXXfffc57G/evLnD9tmzZ/Xdd9+lOcb4+HinscqVK6tkyZL2bWOMHn/8ca1cuTLV+caPH69FixapQ4cOaY7Flb/++ku//vqr8uTJo6effjrd8/Tp08dh+48//tAff/yR0fCQDuTgdeQgOWgV8vA6X8hDT4iLi9MPP/zgNN6pUycLogE5eB05SA5ahTy8Lqvn4RtvvKEKFSo4xNKnTx8lJCRkeO6ZM2fql19+0SuvvJLhuZA25OB15CA5mJnIveuyeu550pYtW5z+X6ZSpUr69NNPLYro1kUOXkcOkoNIGY0VALzmxiJ89erVVI8fNGiQ01iXLl1UuHDhNK2V3PaN3nzzTYftqVOn6vjx46muceP9KgcPHiw/P8d/Qhs2bOh0Oa9XX31V58+fT3XuG126dMlpzGaz6aWXXnIYO3/+vO6//34NGTIk2XOuXLmiN998Uy+88IKaN2/u8p5gxpgUt5OTdH+5Rx99VDly5Ej1eFc6derkdP7o0aPTPR8ckYPkYGrIQe8jD7NvHsbFxaV6TGqGDx/udN/TunXrpuv2PkgeOUgOpoQczBzkYfbMw+DgYM2cOdPhft6//fabBgwYkOJ5qVm2bJn69eunWbNmKSgoKENz4RpykBxMC3LQc8i97Jl7Usqvr7vWrFmj++67TzExMfaxIkWK6IcffsjQ//PgOnKQHEwJOYh0MwDgJcePHzeSjCRz/PjxVI+/evWqKVOmjP0cPz8/8++//7q1VoUKFeznSTI9e/ZM8fjOnTs7HP/www+nePw///xjAgMDjSRz7733moSEhGSP++WXX4zNZnOYu0mTJubKlSvJHh8bG2uaNWvmcPz777+f7LFXrlwxd9xxh8OxSY+wsDDTpk0b079/f/Pqq6+ajh07mjx58hhJJigoyOzYscPlc/vxxx8d5ho4cGCKr8X27duNn5+fkWR++eWXFI91x0MPPeSwvs1mM5s3b87wvCAHyUH3kIPeRR5mzzw0xpjffvvNKYb9+/enel6Sjz/+2Ol1yp07t9m9e7fbcyB15CA56Ao5mHnIw+ybh8YYs3jxYhMaGupwbp8+fUxcXJxb599o/vz5pkCBAmb58uVpPheukYPkoLvIQc8i97Jv7q1bty7dn0Pj4+PN2LFjTXBwsMP5d9xxh9mzZ49bc8A95CA5mBxyEBlFYwUAr7mxKC5cuNCtcyZMmGA/p2PHjm6dc/r0aRMQEOBQCGvWrJniORcuXDB16tRxOGfIkCEuj61Xr56RZMqUKWOOHj2a4tyvvfaaU2GvUaOG2bRpk8NxO3fuNA0aNLD/gDTpUbp0afPHH3+Y1atXm99++83pnKQPJe4+Jk6cmGK8H3zwgcPxrVu3dnlsXFycqV+/vv3YjRs3pji3O5555hmnmGvXrm1iYmIyPPetjhwkB91BDnoXeZj98jDJmDFjnNb566+/Uj1vzZo1plWrVk7nFixY0Kxfvz7V85E25CA5eDNyMPORh9k3D5OsXbvWFC1a1Om5rlixwq3zz58/b/r3728KFy5s1q1b5/a6cA85SA6mhhz0DnIv++bexx9/7LTO1q1bUzzn1KlTZsqUKaZ8+fIO5wUHB5uBAweay5cvp7ou0oYcJAdvRA7CU2isAOAVa9euNaVKlbIXqLJly5qVK1e67KZMcuXKFVO4cGEjufcDw/379zt1VSY9+vXrZ86cOePy3FOnTpnGjRs7nNOiRQuzbNkyc/r0aRMVFWW+++47e8fpXXfdZQ4fPuzW8x80aFCyMVWtWtW0adPG1K5d29hsNtOuXTszYMAAp+MCAgJMixYtzNKlS53m3r59uylWrFiqH1psNpsZNWpUinH+888/pnjx4g7n+fn5mW+++cYkJiY6rdumTRuHYxs0aGC2bt3qdKy7Vq5caXLnzp1s/A0bNjTr1q1L9e8MkkcOkoPuIAe9izzMfnmYZO3atSYiIiLZNUuUKGFatGhhunbtavr162cGDRpknnvuOfPQQw+ZIkWKOB0fHBxsevToYaKiotx6XeE+cpAcJAetRx5m3zxM7nXs1q2b8ff3d5inRo0aZsSIEWbFihXm2LFj5vLly+bChQtm7969Zu7cuaZnz54mT548pkOHDubEiRNurQX3kYPkIDloDXIv++beb7/9ZgoWLJjsmkWLFjX333+/eeaZZ8zLL79sXnzxRdO5c2dTt25dp9wsWLCgGThwoDlw4IBbrynShhwkB8lBeAuNFQA8ZunSpSYyMtLlD+mka/9xGRkZaRYvXuxynhEjRpj77rvP5f7z58+byMhIlwX05kdERIR56KGHkp0rMTHRTJgwwelyXTc+KlasaCZOnGiuXr2aptdj0aJFpmLFisnOWaJECfPll1+axMREM2TIEPt4rVq1zEcffZTqN7Pnzp0z/fv3N+Hh4cnOX6VKFbNkyRKX569evdoUKFAgxdctLCzM3H///cYY49TJefMjPDzcDBgwwO3X5vnnn3cZ+82PoKAg8+OPP7o9962MHHREDrpGDnoPeegoO+XhxIkTzV133WVKly7t1mt+48Pf39+EhoaaAgUKmIoVK5qmTZuaF154wcyYMcOcPn06Ta8pUkYOOiIHyUErkIeOslMeuuOff/4xL7/8silZsqRb70m3bt24DZ2HkYOOyEFyMLOQe46yU+5NmjTJ1KlTx628uvHh7+9vcuTIYYoUKWJq165tOnfubEaOHGl+//13fonFC8hBR+QgOQjvsBljjAAA2rJli3bs2KFjx44pISFBRYoUUa1atXT77bdnaN6NGzdq06ZNOnXqlPLmzavq1aurbt26stlskqQVK1bojz/+UJs2bVShQoU0zR0TE6MVK1Zo7969io6OVsGCBVWnTh1VqVIlQzEDViAHAeuRh4C1yEHAeuSh5xw4cEB//fWXDh48qOjoaCUmJipnzpwqUqSIKleurIoVK8rPz8/SGJH1kIOeQw4iLcg9wFrkIOAbaKwAAAAAAAAAAAAAAABwgZZUAAAAAAAAAAAAAAAAF2isAAAAAAAAAAAAAAAAcIHGCgAAAAAAAAAAAAAAABdorAAAAAAAAAAAAAAAAHCBxgoAAAAAAAAAAAAAAAAXaKwAAAAAAAAAAAAAAABwgcYKAAAAAAAAAAAAAAAAF2isAAAAAAAAAAAAAAAAcIHGCgAAAAAAAAAAAAAAABdorAAAAAAAAAAAAAAAAHCBxgoAAAAAAAAAAAAAAAAXaKwAAAAAAAAAAAAAAABwgcYKAAAAAAAAAAAAAAAAF2isAAAAAAAAAAAAAAAAcCHA6gAAZA8jRozQ66+/LkmaMmWKunTpYm1At5Bdu3Zp/fr1OnnypPz9/VWoUCHVr19fZcqUsTo0eEFUVJTWrl2rQ4cOKTo6Wrlz51ZkZKTuuusu5c+f3+rwbjmJiYnaunWrNm7cqFOnTik4OFhFihRRw4YNVbRoUavDQyaiDlqHOnhroQ5mLdRBJKEOWoc6eGuhDmYt1EEkoQ5ahzp4a6EOZi3UQdySDABk0KZNm0xgYKCRZCSZKVOmJHvchx9+aD/GW482bdrYY4qMjDShoaFunRcQEGDCw8NN8eLFTZ06dUyXLl3MZ599Zo4ePZp5L2QaffPNN+b22293+ZyqVq1qvv/++1Tnad68uSlVqpTx8/Nz+3UODg42uXPnNoULFzZVqlQxDzzwgOnRo4f55JNPzPr1683Vq1fT9FyeeuopU6RIEbfWttlsJiQkxOTPn99UqlTJtGjRwrz22mtm2bJlJiEhIb0vZ5b3xx9/mBYtWhibzZbs6+Ln52fatm1rtm3b5nKOvn37ej0H+/bta4wxZv78+SYyMtIEBQW5dV5gYKDJmTOnKVmypGnQoIF59tlnzbRp08zp06cz6RVOm4SEBDN+/HhTokQJl8+pYcOGZvny5anOVblyZVO8eHGX762rHMiTJ4+57bbbzJ133mlatmxpevfubT7//HOzdetWk5iYmKbn06RJExMREeHW+n5+fiY0NNRERESYO+64w7Rp08YMHTrUrFu3Lp2vpu+jDlqDOkgdpA5ahzpIHbwRddAa1EHqIHXQOtRB6uCNqIPWoA5SB6mD1qEOUgdvZTZjjBEApFNMTIxq1qypnTt32sdcdWaPGTNGL730kn377rvvVuXKlZUnTx4FBFy/gM758+f18ccfO5zbp08f5c6d27599epVRUVF2Tsik7Rp00Zz5861bxtjtGHDBnXv3l3btm1zislmsykiIkKhoaE6duyY4uLiHPYHBAToscce08iRI1W4cOHUX5BMEB8fr65du2rGjBluHf/0009rwoQJCgkJSfG4S5cu6c0339SHH36Y7P6QkBCVLVtW+fPnV1hYmE6dOqWTJ0/qv//+082lpGDBgmrfvr1eeukllStXzr0nJunixYv68MMP9dZbbykxMdFpf1hYmAoWLKjo6GidOXPGaX/p0qX17rvvqlOnTm6v6Qs++ugjvfzyy7p69aqqVaumgQMH6t5771X+/Pl19uxZrV69WiNGjNDWrVsVHBysTz75RM8884zTPP369dNHH30kSfL391eTJk1Urlw55cqVS/7+/vbjDh48qK+++srh3P/9738O2/Hx8Tpx4oT++OMP7dq1yz7et29fjRkzxr6dkJCg5cuXq3v37jp48KBTTP7+/ipYsKACAgJ09OhRJSQkOOwPDQ1Vz549NXToUOXKlcv9F82LoqOj1b59ey1ZssSt41999VUNHz5cfn4p34Ht9OnTeuGFF/TNN98kuz88PFylS5dW/vz5FRwcrJMnT+rEiRM6cuSI07ElSpRQp06d9NJLL6lIkSJuxZkUw1tvveX0b3CSnDlzqkCBAjp9+rSio6Od9lerVk2jR4/Wfffd5/aavo46mPmog9RB6qC1qIPUwRtRBzMfdZA6SB20FnWQOngj6mDmow5SB6mD1qIOUgdveVZ1dADIHpLr9EytMztfvnxm1apVLufcv3+/05z79+93efymTZtM+fLlHTqzb7ZlyxanOYcMGWKio6PtxyQmJpp169aZJ5980unYggULmt9++82dl8TrboyvePHi5qmnnjKvvfaa6dOnj6lRo0aynZQPP/yw213Ld955p8O5d9xxh9m6dauJj49P9vgTJ06YqVOnmubNmzutGxAQYPr06WMuX76cpufYtm1bh3kKFSpk/vnnH4du07Nnz5rx48ebkiVLOq3bpUsXl/H6mkmTJtmf16OPPmpiY2OTPS4mJsa0bNnS3rn77bffOh2TlK+lSpUy27dvd7nm8uXLnV7TlPz666+mcOHCDp3ZN5s7d67TnBMnTnT4u3H16lXz66+/mlatWjkdW6ZMGbN79+4U48gMcXFxpkmTJva4ypcvb7p162Zef/1106tXL1OxYsUUO9ZTEx8f79Qh3bRpU7Nr1y6XOXzw4EEzYcIEU7duXad1Q0NDzVtvvZXm35aoXr26wzzVq1c3Bw4ccDjm2LFjZuTIkaZAgQJO677xxhtpWs+XUQczH3XwGuqgI+pg5qAOXkcdvIY6mPmog9dQBx1RBzMHdfA66uA11MHMRx28hjroiDqYOaiD11EHb100VgBItyVLlhibzWYCAgLS9A1EapeASus3EMZcK6B58uRx+Q1EYmKi06W3XMVpjDGzZs1yuIyfJJMrVy6zZcuWFONIyZAhQ9x6/imZNWuW/Ruar7/+OtkPFCtWrDClSpVyeg1Hjx7t1ho9evRwOO/ee+91O75ly5aZKlWqOK1dpUoVc/DgQbfnGT58uMP5kZGRLo89c+aMadq0qdOaTz31lNvrZVWHDx82OXLkMJJM6dKlTUxMTIrHR0VF2Y/Ply+fOXv2rMP+vn37mqCgIPP333+nOE9av4EwxpgNGzaYwMBAlx+Ujxw54jRnSrkwZswYp+OLFi1qDh06lGosrjz99NNu/XuSklGjRtm/ofnpp5+SPWbOnDkmf/78TvHPnj3brTWaNWvmcN7TTz/tdnyzZ882kZGRTmvfe++9Tn8fUpKWfwf+++8/U61aNac1Bw8e7PZ6voo6mDbUQepgWlEHqYPUwayNOpg21EHqYFpRB6mD1MGsjTqYNtRB6mBaUQepg9RBZEUpX3sFAFw4d+6cunTpopCQEA0YMMDt85o0aaJGjRp5PJ4SJUpo4MCBLvfbbDblz5/f7fk6dOigwYMHO4xFR0frscce09WrV9MdZ0b973//U6lSpfTHH3/o0UcfTfYSWvfee69+//13lSpVymH87bff1oULF1Jdo0CBAumOr3Hjxvr999/Vpk0bh/Ht27eradOmOnbsmFvzpCWGvHnzaubMmSpUqJDD+LRp01xeOsxXTJo0SZcuXZIkPfnkkwoODk7x+AIFCqhZs2aSpDNnzmjWrFlOxzzxxBMqX768x2OtWbNmspe6vDG2tOjbt6+6devmMHbkyBGnscx05coVDRs2TLVq1dIff/yhBx54INnj2rVrp7Vr1ypv3rwO46+88orT5SGTk5EcbN++vf7880/dddddDuMrV67UAw88oIsXL7o1T1piKF68uL777juFhoY6jA8bNkxr1651ex5fQx20BnXQGXXwOuqgd1EHk0cdpA5mJuqgM+rgddRB76IOJo86SB3MTNRBZ9TB66iD3kUdTN6tWgdvZTRWAEiX3r176/Dhwxo1apQqVqzo9nktW7b0WkyuinmSoKCgNM336quvKiIiwmFs586dmj17dppj84TffvtN+/bt05w5cxQZGZnisYUKFdK3337rMBYdHa1Fixaluk5aX6eb5ciRQ3PmzFHnzp0dxvfs2aOOHTs63SvOEzHkz59fr7/+utP40KFD0zRPVrNs2TL71+7eD+7Gezcmd/9Mq3IwPX+v3nvvPQUGBjqM/fLLL1q3bl2a5/KEH374QZI0d+5c5cuXL8VjK1SooM8++8xhbN++ffrjjz9SXSejORgREaFly5bpnnvucRhfv369evTo4dYcaY2hfPny6tWrl8NYYmKi3nnnnTTN40uog5mPOugadfA66qD3UAddow5SBzMDddA16uB11EHvoQ66Rh2kDmYG6qBr1MHrqIPeQx107Vasg7cyGisApNk333yjb775Rg8++KCef/55t88rUaKEGjRo4LW4br/9dlWrVs1j8wUEBOiRRx5xGp83b57H1kiLX3/9Vd27d1f16tXdOr5OnTq6//77Hca2bNni+cCS4efnp88//1y33367w/jatWv1/vvve2XNTp06yd/f32Hs77//1t9//+2V9TLD8ePH7V/v3bvXrXNu/M2Bmzv3K1SooBo1angmuGTUrFlTFSpU8Nh8BQoUUPPmzZ3GrczB1157TUWLFnXr+A4dOjj9B0tm5WBwcLC+/fZbp99Y+Pbbb732GwuPPfaY09jSpUvd7gb3JdRB6mBqqIOeQR2kDqYXddC7qIPUwdRQBz2DOkgdTC/qoHdRB6mDqaEOegZ1kDqYXtRBeBONFQDS5MiRI3r++edVoEABffHFF2k69+GHH1bdunW9FJkUEhLi8U7c5D5s7dq1y6NruMvf3199+/ZN0zkPPvigw/bp06c9GVKKcuTIoWnTpjmNjxgxQqdOnfL4eoUKFdJtt93mNG7V++UJOXPmtH/93XffuXW5xYMHD9q/vvmyZ88995xKlizpsfhuFhkZqeeee86jc2alHMyZM6fbnc3StUtt3tytnpk5WKRIEX3yySdO46+99pri4uI8vl716tWdvmm9evWq9uzZ4/G1rEQdpA66izqYcdTBrJWD1MGUUQdTRx3MGOpgyqiD11AHvYc6mDLqYOqogxlDHUwZdfAa6qD3UAdTdqvUQdBYASANjDHq0qWLzp49q4kTJ6pw4cJWh+R1yX0gjYmJsSAS6Y033kjT5QUlqXTp0g7buXLl8mRIqapZs6ZTd/iFCxc0ZswYr6yXld4vT6hdu7b964MHD2r06NEpHn/lyhX9+uuvkq7d361du3ZejS8zZKX3dOzYsale6u5mVudgu3btVKlSJYexgwcPJvvNfUYFBAQ4XSZU8u0cvBl18BrqoPuogxlDHcxa7yl1MGXUwewpK+UgdTB1Wen98gTqYNZ6T6mDKaMOZk9ZKQepg6nLSu+XJ1AHs9Z7Sh1M2a1QB3ENjRUA3DZ27FgtWbJEzzzzTLb4YOKOK1euOI0lVyCzqpsvAXfzB4nM0L9/f6exGTNmeGUtX3+/bvbkk086bL/55ptasGCBy+MnTJigCxcuyM/PT5999lmG70mXFfj6e2p1DtpsNvXr189pfPr06V5Zz9ffr9RQB6/xpffU6hyUqIMZQR30/ffU6hykDnoWdfAaX3pPrc5BiTqYEdRB339Prc5B6qBnUQev8aX31OoclKiDGUEd9P331OocpA7CG2isAOCWXbt26dVXX1Xp0qX10UcfWR1Opknu0lqevF+htx05csRhu2nTppkew7333quQkBCHsQMHDmjjxo0eXScuLs7pfns2m01VqlTx6DqZqUGDBnr44Yft21evXlX79u01adIkp2PXrVun1157Tf7+/po0aZLT5Q59VXbKwdDQUKfLEGaGm387QpLWrFmjqKgoj65z5MgRRUdHO4zlyZNHkZGRHl3HKtTB63w1ByXqoK+hDmavHKQO+jbq4HW+moMSddDXUAezVw5SB30bdfA6X81BiTroa6iD2SsHqYPILmisAJCq+Ph4PfHEE4qPj9dXX32l8PBwq0PKNLNnz3Yaa9u2beYHkk5btmyxf3333Xd79T5yrgQHByd7D8kNGzZ4dJ2ffvpJly5dchi76667VLBgQY+uk9kmTZrk0M0bHx+vZ599Vn369LHfW3DLli1q0aKFcubMqR9//FHPPPOMVeF6VGxsrFMnus1mU+vWrS2KKO1uzMH27dsrNDQ002OIjIx0+hCfmJioTZs2eXSd5P69bNmypQICAjy6jhWog46og2lDHcwY6iB1MKOogxlHHXREHUwb6mDGUAepgxlFHcw46qAj6mDaUAczhjpIHcwo6iA8jcYKAKkaMmSINm3apNdff13169e3OpxMM336dG3evNlh7O6779Z9991nUURp9+OPP9q/HjRokGVxVK9e3Wls27ZtHpv/ypUr+t///uc0/tZbb3lsDavky5dPv/76q8qXL+8wPn78eDVv3lwLFixQ48aNVbduXW3ZskUPPPCARZF63vvvv6/jx487jD322GNOr0VWdfnyZS1btkzStW98Bg4caFks3s7BkydP6r333nMYCwgI0BtvvOGxNaxEHbyOOpg+1MH0ow5SBz2BOpgx1MHrqIPpQx1MP+ogddATqIMZQx28jjqYPtTB9KMOUgc9gToIT6KxAkCKfvvtN73//vuqXbu2Bg8ebHU4mWbx4sXq1auXw1iBAgX05ZdfWhNQOqxcuVL//fefpGsdyq1atbIslnz58jmNeepyW5cvX9YjjzyiHTt2OIz369fPp77ZS0nRokW1evVq1axZ02F8+fLlat26tapWraqFCxeqaNGiFkXoeV9++aXTN4Bly5bVmDFjLIknPWbNmqWYmBhJUufOnVW1alXLYvFmDp46dUqtW7d2+mZv9OjRqlixokfWsBJ18DrqYPpRBzOGOngNdTD9qIPpRx28jjqYftTBjKEOXkMdTD/qYPpRB6+jDqYfdTBjqIPXUAfTjzoIT+IaJABcunjxop588kkFBwfrq6++ynaXLVq9erVKlSqlMmXKqFChQoqPj9f27ds1efJkffHFF0pISLAfW6ZMGc2ePVtlypRxmGPOnDluXzZq1apVkqTJkydryZIlbp3TpEkTNWnSxM1n5GjEiBGSrnVHfvzxx+maw1Py58/vNHb+/Hm3z79w4YJmz56tihUrqnjx4goPD9eJEye0ePFivfvuu9qzZ4/9WJvNpgEDBmjkyJEeiT2rKFiwoFatWqUnn3xSc+bMcdi3atUqtW7dWjNmzFDu3LktijDtFi9erKCgIJUuXVoFChTQlStXtHHjRo0fP97p8mk1a9bU7NmzVaBAAYfxyZMna//+/W6tl/SbFh988IHbr1P79u115513unXsjYwx9r+DuXLl0qhRo9I8hydlNAePHj2qefPmqUKFCipWrJhCQkJ0+PBhLViwQO+++67DNw+BgYF677331LdvX4/EbiXqIHXQU6iDGUcdpA5mBHUwfaiD1EFPoQ5mHHWQOpgR1MH0oQ5SBz2FOphx1EHqYEZQB+FJ2evTAACP6tevn/bt26dPP/3UZy4xlRazZs3SF198keIxRYoUUe/evdW3b1/lzJnTaf/8+fM1derUNK371VdfuX1sQEBAur6BWLNmjRYvXixJGjhwYLo+AHmSv7+/01hwcLDb50dHR+upp57SlStXXB7j5+enBx54QK+++qoaNmyYrjizumPHjunAgQN6+umntWnTJm3fvt2+b+HChbrrrru0aNEip/vGZVXjx493ukzazcqUKaMXX3xRvXr1UlBQkNP+6dOna+XKlWlaNy3fUJctWzZd+TNjxgzt2rVLkjRq1CjLu+YzmoP//fefHnnkEcXFxbk8JjAwUO3bt9err76qatWqpSvOrIY6SB30FOqgZ1AHqYPpRR1MH+ogddBTqIOeQR2kDqYXdTB9qIPUQU+hDnoGdZA6mF7UQXgSjRUAkjV//nxNnjxZLVu2dLr0W3YxduxYtWnTRlu3btW+fft09uxZXbhwQTlz5lRERIRq1qyp22+/XTabzeUcX375pduXwXvrrbc0dOhQLV++XI0aNfLMk0hGXFycnn32WUlS/fr1NXToUK+t5a7Tp087jUVERLh9ftGiRbV37179+++/+uuvv3TixAmdPXtWNptNefPmVenSpVW/fn2f6kpOqyVLlqhDhw569NFH9cknn+jSpUt6+umnHbq0d+7cqfr162v58uWqUKGChdG6Z/78+br99tu1detWHThwQGfPntWVK1eUK1cuFS5cWHXq1HH6bYibrVixwu31unTpoqlTp2r//v0qWbJkxoJPwZkzZ9S/f39JUocOHez5aKWM5mC9evX066+/ateuXdq5c6eioqJ07tw5BQQEKG/evKpQoYLq1q2rsLAwT4ZtKeogddCTqIMZRx1MHnXQPdTBtKMOUgc9iTqYcdTB5FEH3UMdTDvqIHXQk6iDGUcdTB510D3UQXgSjRUAnJw8eVI9evRQRESEJk+ebHU4XpU3b141atTIqx/oM9uwYcO0a9cuRUREaObMmQoMDLQ6pAx/eJGudZZWrFjxlrw32cyZM/XEE0+oZs2aGj9+vGw2m8LDwzV79my9+uqrev/99+3HHjt2TI0bN9b69etVvHhxC6N2T8GCBdWsWTOrw/Cofv36KSoqSuXLl88y/4Z6IgcDAwNVtWpVS++JmFmog76NOpj9UAd9C3XQ91EHfRt1MPuhDvoW6qDvow76Nupg9kMd9C3UQWR3flYHACDr6d69u06ePKnJkyerUKFCVoeDNFixYoXeffddhYSEaN68eVnmA+Tu3budxmrWrGlBJL7n559/1uOPP67ExERNnjxZfn7XS7fNZtPIkSM1ZswYh98gOHbsmDp27KjExEQrQr6lTZ8+XdOnT1eBAgW0cOFC5cqVy+qQJJGDaUUd9F3UweyHOuhbqIPZA3XQd1EHsx/qoG+hDmYP1EHfRR3MfqiDvoU6iFsBjRUAHKxbt04LFiyQJLVu3Vo2my3VR9euXR3m6Nq1q8N+dy8Jh4xJuteXMUZfffWV6tevb3VIkqSEhAStXbvWYcxms6lx48YWReQ7Tpw4occee0wJCQlq3LixKleunOxxffv21bhx4xzG1q9fn+q9MuFZmzZtUs+ePRUaGqp58+apbNmyVock6dpv2yTd1zBJnjx5VKNGDYsiytqog76LOpj9UAd9C3Uwe6AO+i7qYPZDHfQt1MHsgTrou6iD2Q910LdQB3GroLECgIOYmBirQ0A6REdHq1WrVoqKitKnn36q9u3bWx2S3Z9//qno6GiHsVq1aqlAgQIWReQ73nrrLZ09e1aS1LFjxxSPff755zV48GCHsbFjx3otNjg6fPiwWrdurfj4eM2aNUt33XWX1SHZLVu2zGmsWbNm8vf3tyCarI866Juog9kTddB3UAezD+qgb6IOZk/UQd9BHcw+qIO+iTqYPVEHfQd1ELcSGisAwMfFxcWpffv22r59u9577z09++yzVofkILkPsf3797cgEt8SFxen6dOn27crVKiQ6jlvvfWWw30xt2/fruPHj3sjPNzg3LlzatGihY4dO6apU6eqZcuWVofk4OaufYkcRPZCHcyeqIO+gzoIWIs6mD1RB30HdRCwFnUwe6IO+g7qIG41NFYAcNCoUSMZY9L0mDJlisMcU6ZMcdjfpUsXa57MLSAhIUGPP/64lixZokGDBmnQoEFWh+Rg//79+u677xzGypcvr0ceecSiiHzHzp07denSJft2kSJFUj3HZrPprbfechg7ePCgp0PDDS5fvqyHHnpI27dv18cff6zHHnvM6pAcrFq1Sr/99pvDWNOmTVWvXj2LIsr6qIO+hTqYfVEHfQN1MPuhDvoW6mD2RR30DdTB7Ic66Fuog9kXddA3UAdxK6KxAgB8lDFGzzzzjGbPnq1evXrpvffeszokBwkJCXrmmWeUkJBgH/Pz89PHH38sPz/KT2piY2Mdtt29HOXdd9+twMBA+3ZISIhH48J1sbGxatu2rdasWaP33ntPzz33nNUhObh48aJ69erlMBYaGqoxY8ZYExDgYdTB7I06mPVRBwFrUQezN+pg1kcdBKxFHczeqINZH3UQtyr+BQcAH2SMUY8ePTRt2jQ9+eST+uSTT9w+d9myZdq8ebMXo7vmjTfe0IoVK5zGmjVr5vW1s4OSJUs6bP/9999unefv7698+fLZv755HnhGbGys2rVrp19//VX/+9//0vRbEXPmzNH+/fu9GN01zz77rHbt2uUwNn78eN1xxx1eXxvwNupg9kcdzNqog4C1qIPZH3Uwa6MOAtaiDmZ/1MGsjTqIWxmNFQCynLi4OKex+Ph4j8+b3Dq+IDExUd26ddPkyZP1yCOPaMqUKbLZbG6du23bNnXq1EkFCxZ0eUxGX2tjjF599VWnTvEOHTpoyJAhbs2RXd6rjChUqJDq1Klj316wYIFb5507d06nTp2SJDVu3Fi5c+dO89reyMHk5vTV9zUmJkZt2rTRTz/9pAEDBmjYsGFun7t06VI999xzKV7C0BOv9ZNPPqlvvvnGYbx///7q2rWr23OktA3vog6mjDp4a6AOZl3UQXgbdTBl1MFbA3Uw66IOwtuogymjDt4aqINZF3UQtzoaKwBkOWfOnHEaS/pAlF7GGJ09e9ZhLCoqKkNzWuHq1at64oknNGXKFD3yyCOaMWOG/P39Uzz+3Llz2rJli4YMGaIGDRqoTp06Klq0qMtzknv93XX48GG1b99eI0eOdBh//vnn9e2337p9qbubYzh9+rSMMemOy1cNHjzY/vXMmTP1119/pXrOZ599Zr/M4NChQ9O1rjdyMLk5fTEHL168qBYtWmjx4sXq37+/Ro8eneLx8fHxOnPmjNavX69+/frpwQcfVIcOHVK8FGFGcnD37t2677779NVXX9nH/P39NXz4cH3wwQduz3NzDL74Xvky6qBr1MFbC3Uw66EOIjNQB12jDt5aqINZD3UQmYE66Bp18NZCHcx6qIOAJAMAGTRlyhQjyf6YMmVKhuYbO3asw3ySzLhx4zI055YtW5zmfOihhzI0Z2aLiYkxbdq0cXoeaX18//33Ka5Tq1Yth+Pr1atnYmNjUzxn27Zt5pVXXjGhoaEO55YuXdrMmzcvzc+1bdu2TnFv3LgxzfNkB88995z9NShXrpw5cOCAy2MXLVpkgoKCjCQzePDgdK/Zv39/p9d/wYIF6Z7PGGPmzp3rNOcLL7yQoTkz25kzZ0z9+vUznIMp/V2+evWqKVy4sMPxHTt2NFevXnV5TmJiolm/fr3p2bOnCQgIcDi3WrVqZs2aNWl+rnfeeafDPH5+fubkyZNpnudWQR3MHNRB6iB10FrUQeqgK9TBzEEdpA5SB61FHaQOukIdzBzUQeogddBa1EHqIK6hsQJAhnnqG4iEhATz448/mrx58zoV3IiICDN79mwTFxeX5nk3b95sqlSp4jSnzWYzgwcPNtHR0emKNzNFR0ebxo0bZ/iDS0REhMvXMC4uzgwdOjTZ8wIDA80dd9xhOnToYJ577jkzaNAg8+yzz5o2bdqYyMhIp+Nr165tJk+enOo3Hje7dOmSeffdd5ONoXLlymb9+vUmMTHREy+pz0hISDAvvPCC/XXIkyePGTZsmNmxY4e5dOmSOXPmjFm1apXp1q2b8fPzM35+fmbo0KHpWisuLs5MnTrVBAcHO73+pUqVMkuXLk3xg6wrK1asMMWKFXOaMyQkxHz88cfm8uXL6Yo3Mx09ejTZf0fS+qhevbrLNS5dumR69uyZ7HnBwcHmzjvvNJ06dTLPP/+8eeWVV0y3bt1Mq1atTKFChZw+7Ddu3NjMmjXLJCQkpOl5nj171uHv242Pu+++2+zatSujL2W2RB30PuogdZA6aC3qIHUwJdRB76MOUgepg9aiDlIHU0Id9D7qIHWQOmgt6iB1ENfRWAEgwzL6DcTUqVNNiRIlTHh4eKrFNyAgwBQvXtxMnTo1xTk3bdpkIiMjTb58+dwq6kWKFDGPP/54Bl4F77qxOzcjj/79+zvN3bZtW1OjRg2TO3fuNM0VGBhocuXKZcqUKWMaNWpkevfubb744gtz6NChND+/p556yhQrVszeVZzSIywszERGRpo///zTEy+tz1i8eLGpV6+ey9fFZrOZFi1amN9//z3Ncw8fPtwUL17cqbM+uUdQUJApUaKEWbp0aYpzzp8/30RGRrr198rPz88ULVrUDBo0KL0vj9c9+OCDHsnBsWPHOs1dt25dU716dRMWFpamuYKCgkyePHlMhQoVTLNmzUy/fv3MjBkzTFRUVJqfX5MmTcxtt91m/P39U103Z86cJjIy0hw7dswTL222QB30PuogdZA6aC3qIHUwJdRB76MOUgepg9aiDlIHU0Id9D7qIHWQOmgt6iB1ENfZjLkFb84EAICPOnbsmNasWaNjx47pwoULyp07tyIjI9WgQQPly5fP6vAAAPAq6iAA4FZGHQQA3MqogwCsRmMFAAAAAAAAAAAAAACAC35WBwAAAAAAAAAAAAAAAJBV0VgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4AKNFQAAAAAAAAAAAAAAAC7QWAEAAAAAAAAAAAAAAOACjRUAAAAAAAAAAAAAAAAu0FgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4AKNFQAAAAAAAAAAAAAAAC7QWAEAAAAAAAAAAAAAAOACjRUAAAAAAAAAAAAAAAAu0FgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4AKNFQAAAAAAAAAAAAAAAC7QWAEAAAAAAAAAAAAAAOACjRUAAAAAAAAAAAAAAAAu0FgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4AKNFQAAAAAAAAAAAAAAAC7QWAEAAAAAAAAAAAAAAOACjRUAAAAAAAAAAAAAAAAu0FgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4AKNFQAAAAAAAAAAAAAAAC7QWAEAAAAAAAAAAAAAAOACjRUAAAAAAAAAAAAAAAAu0FgBAAAAAAAAAAAAAADgAo0VAAAAAAAAAAAAAAAALtBYAQAAAAAAAAAAAAAA4EKA1QEAAAAAAADcSvbs2aPZs2fr1Vdf9ei8x48f16xZs/Tbb79py5YtioqKUnR0tHLlyqUiRYqofv36ioyMVI8ePVSwYEGPrg0AAAAAQHZmM8YYq4MAAAAAAADI7k6cOKHXXntN06ZN05133qk///zTI/Pu2LFDb7zxhhYsWKCEhIRUj8+ZM6cGDBigV155RaGhoR6JAQAAAACA7IxbgQAAAAAAAHiRMUYff/yxKlSooClTpqhly5b64YcfMjxvXFyc+vXrp2rVqmnu3Lmy2Wy644471KJFC9WoUUP+/v7JnnfhwgW99dZbqly5sqZOnZrhOAAAAAAAyO64YgUAAAAAAICXHDt2TE8//bR+/fVXhYWFadKkSXrssccyPO/Ro0fVunVrbdy4UZLUrl07ffDBBypVqpT9mIMHD+r111/X119/neJcTZs21Y8//qiQkJAMxwUAAAAAQHZEYwUAAAAAAIAXrFq1Sh06dFBUVJRKlCihefPmqXr16hme98iRI2rcuLH+/fdfSVKbNm30ww8/yGazJXt83759NXbs2BTnrF69ur7//nuVLl06w/EBAAAAAJDd0FgBAAAAAADgYVOnTtWzzz6ruLg4lS5dWqtWrVLRokUzPG9sbKzq16+vzZs3S5L8/f21d+9eRUZGujwnMTFRzZo107Jly1KcO0+ePJo7d67uvffeDMcJAAAAAEB24md1AAAAAAAAANnJmDFj1KVLF8XFxalYsWJaunSpR5oqJOmVV16xN1VI0j333JNiU4Uk+fn5adq0acqbN2+Kx507d04PPPCA5s+f75FYAQAAAADILmisAAAAAAAA8JAxY8bopZdekiQFBwdr/vz5KlmypEfm3rFjh8aPH+8wdtddd7l1btGiRTVp0iSX+5NijImJUfv27fXjjz+mO04AAAAAALIbGisAAAAAAAA84Ouvv1b//v3t2x9++KHuvPNOj80/ZMgQJSQkOIyldrWKG7Vv317Dhg1zGm/VqpV27typihUrSpKuXr2qzp07a+PGjRkLGAAAAACAbMJmjDFWBwEAAAAAAODLVq9erWbNmik2NlaS9OCDD2rRokUem//kyZMqWrSorl696jD+ww8/qG3btmmaa/78+frwww919OhRtW3bVm+//baCg4O1efNm1atXT3FxcZKkQoUKad26dR674gYAAAAAAL6KxgoAAAAAAIAMOH78uKpXr64TJ05IkoKCgrR9+3aVL1/eY2uMHz9effr0cRpfunSpmjRp4rF1Ro4cqVdffdW+XaVKFf35558KDg722BoAAAAAAPgabgUCAAAAAACQTomJiXr88cftTRWS9MILL3i0qUKSli1blux4eHi4R9fp37+/SpUqZd/evn27XnnlFY+uAQAAAACAr6GxAgAAAAAAIJ0++OADh6aH4OBgvfzyyx5fZ82aNcmOh4SEeHSdwMBADR061GFs3Lhx+vnnnz26DgAAAAAAvoTGCgAAAAAAgHTYu3evhgwZ4jD2+OOPq3Dhwh5d5+zZszp58mSy+4KCgjy6lnTtOdxxxx32bWOMunTpovPnz3t8LQAAAAAAfAGNFQAAAAAAAOnQq1cvXblyxWGsb9++Hl9n7969LvcFBAR4fD0/Pz/179/fYezEiRN65513PL4WAAAAAAC+gMYKAAAAAACANFqwYIGWLFniMFa5cmVVrVrV42u5ulqFJPn7+3t8PUnq1KmTcuXK5TA2btw47dmzxyvrAQAAAACQldFYAQAAAAAAkAYJCQkaNGiQ03jnzp29st6lS5dc7rPZbF5ZMywsTC1btnQYi4uL08CBA72yHgAAAAAAWRmNFQAAAAAAAGkwY8YM7dq1y2m8Y8eOXlnv5tuNZJZ27do5jc2dO1fbtm2zIBoAAAAAAKxDYwUAAAAAAICbjDF6//33ncaLFSumChUqeGXNxMREr8ybmqZNmyZ7RYwPPvjAgmgAAAAAALAOjRUAAAAAAABuWrRokXbs2OE03rhxYwui8a58+fKpWrVqTuPffvutjh07ZkFEAAAAAABYg8YKAAAAAAAAN02YMCHZ8Yw2VqxYsUI2my3ZR9euXV2eV6pUKZfnJT2+/PLLdMfVoEEDp7G4uDh9/PHH6Z4TAAAAAABfQ2MFAAAAAACAG44dO6affvop2X1169bN5GgyR82aNZMdnzFjRiZHAgAAAACAdQKsDgAAAAAAAMAXzJgxQwkJCU7joaGhqlChQobmjoiIUPv27ZPdd/DgQW3YsCHZfQ8++KDCwsJSnLtkyZLpjqtWrVouY/r9999Vv379dM8NAAAAAICvsBljjNVBAAAAAAAAZHV333231q5d6zReu3Zt/fHHH15b98svv3R5O5D9+/dnqHEiNXFxcQoLC0u2oaRv374aM2aM19YGAAAAACCr4FYgAAAAAAAAqYiKitLvv/+e7L6qVatmcjSZJygoSKVKlUp23+zZszM5GgAAAAAArEFjBQAAAAAAQCqWLFmixMTEZPeVKVMmk6PJXBUrVkx2/MiRI/r3338zORoAAAAAADIfjRUAAAAAAACpWLNmjct9rq7okF2UK1fO5b5Vq1ZlYiQAAAAAAFiDxgoAAAAAAIBUrF271uW+7N5YUbRoUZf7Vq9enYmRAAAAAABgDRorAAAAAAAAUhAXF6e//vrL5f5ixYplYjSZL6XGit9++y0TIwEAAAAAwBo0VgAAAAAAAKTgn3/+UUJCgsv9BQoUyMRoMl9KjSP79+9XfHx8JkYDAAAAAEDmo7ECAAAAAAAgBbt373a5Lzw8XMHBwZkYTeZLqXHk6tWrOnDgQOYFAwAAAACABWisAAAAAAAASMHBgwdd7svuV6uQpNy5c6e4/99//82kSAAAAAAAsAaNFQAAAAAAACk4fvy4y305cuTIxEiskSdPnhT379+/P3MCAQAAAADAIjRWAAAAAAAApCClxorsfhsQSQoNDVVQUJDL/efPn8/EaAAAAAAAyHw0VgAAAAAAAKTg4sWLLvel1HCQnYSEhLjcl9LrAwAAAABAdkBjBQAAAAAAQApiYmJc7rtVGisCAwNd7qOxAgAAAACQ3dFYAQAAAAAAkIK4uDiX+xITEzMxEuuk1Fhx+fLlTIwEAAAAAIDMR2MFAAAAAABAClK6KkV8fHwmRmKdlBor/P39MzESAAAAAAAyH40VAAAAAAAAKciRI4fLfbdKY0VKV+YICQnJxEgAAAAAAMh8NFYAAAAAAACkIDw83OW+W6WxIjY21uW+0NDQTIwEAAAAAIDMR2MFAAAAAABAClJqrLh48WImRmKduLg4l/siIiIyMRIAAAAAADIfjRUAAAAAAAApKFq0qMt9Z8+ezcRIrJNSY0XhwoUzMRIAAAAAADIfjRUAAAAAAAApKFu2rMt90dHRMsZkYjSZLyYmRjExMS7333bbbZkYDQAAAAAAmY/GCgAAAAAAgBSk1FiRmJio6OjoTIwm850+fTrF/eXLl8+kSAAAAAAAsAaNFQAAAAAAACkoV65civuPHTuWSZFY49SpUy735cqVK8VbpQAAAAAAkB3QWAEAAAAAAJCC8PDwFK/KcOTIkUyMJvNFRUW53Fe5cuVMjAQAAAAAAGvQWAEAAAAAAJCKhg0butx3+PBhr66dmJjocl9CQoJX15akAwcOuNxXv359r68PAAAAAIDVaKwAAAAAAABIRUqNFf/9959X146Pj3e5LzY21qtrSyk3VjRo0MDr6wMAAAAAYDUaKwAAAAAAAFKRUmPF33//7dW1L1y44HJfdHS0V9eWpP379yc77ufnl+LrAgAAAABAdkFjBQAAAAAAQCpKly6t22+/Pdl9O3fu9OraUVFRLvd5+zYkkvTPP/8kO16vXj1FRER4fX0AAAAAAKxGYwUAAAAAAIAbOnXqlOz433//LWOM19ZNqXFj+/btXltXkhISEvTXX38lu69169ZeXRsAAAAAgKyCxgoAAAAAAAA3dO7cOdnxy5cv699///XKmkeOHNGyZctc7l+wYIFX1k3yzz//KCYmxmncZrPpkUce8eraAAAAAABkFTRWAAAAAAAAuKF8+fKqUaNGsvv+/PNPj6938eJFdenSRZcvX3Z5zObNm/XBBx94fO0kW7duTXa8UaNGKlWqlNfWBQAAAAAgK6GxAgAAAAAAwE29e/dOdnz9+vUemd8YoyNHjujLL79U7dq1tWTJklTPefnll9W5c2etXbtWV65c8UgcSdasWZPseLdu3Ty6DgAAAAAAWZnNePMmoAAAAAAAANlIbGysIiMjdeLECYfxqlWrury6g7sCAgJkjFFiYmKG5vH397d//cUXX+ipp55K91x33HGHduzY4TBWtGhR7d+/X4GBgemeFwAAAAAAXxJgdQAAAAAAAAC+Ijg4WH369NGbb77pML59+3adOnVKBQoUSPfcW7ZsyWB0zooVK5buc6OiorRz506n8ZdeeommCgAAAADALYUrVgAAAAAAAKTB6dOnVapUKV24cMFhfOrUqRm6OkRWM336dKfnExERob179ypnzpwWRQUAAAAAQObzszoAAAAAAAAAX5I/f3698cYbTuNz587N/GC8aObMmU5jgwcPpqkCAAAAAHDL4YoVAAAAAAAAaRQXF6fKlStrz5499rGQkBAdPXpUefPmtTAyzzh79qwKFSqk+Ph4+1i5cuW0Y8cObgMCAAAAALjlcMUKAAAAAACANAoKCtLo0aMdxmJiYjR16lSLIvKsGTNmODRVSNL48eNpqgAAAAAA3JK4YgUAAAAAAEA6de7c2eGWGbfddpv27Nmj0NBQC6PKmMTERJUvX1579+61jz311FPZpmkEAAAAAIC04ooVAAAAAAAA6fTZZ58pMjLSvn306FF99NFHFkaUcXPnznVoqihWrJg+/PBDCyMCAAAAAMBaXLECAAAAAAAgA9auXat7771XCQkJkqQ8efJo3759yps3r8WRpd3Vq1dVrVo17dy5U5Lk7++v5cuXq2HDhhZHBgAAAACAdbhiBQAAAAAAQAY0aNBAo0aNsm+fO3dOffr0sTCi9Bs3bpy9qUKShg0bRlMFAAAAAOCWxxUrAAAAAAAAPKB///4Ot8z46quv9Pjjj1sYUdr8999/qlq1qs6fPy9J6tKli6ZMmWJxVAAAAAAAWI/GCgAAAAAAAA8wxujRRx/VzJkzJUm5cuXS1q1bVbJkSWsDc0N8fLwaNmyo9evXS5KaNWumhQsXKjAw0OLIAAAAAACwHrcCAQAAAAAA8ACbzaZp06apXbt2kqTo6Gi1adNG0dHRFkeWugEDBtibKu677z7NmzePpgoAAAAAAP4/GisAAAAAAAA8JCgoSLNmzdIzzzwjSdq2bZvatm2rK1euWByZa2+//bbGjRsnSWrVqpXmz5+v0NBQi6MCAAAAACDroLECAAAAAADAg/z9/TV58mQNHz5cfn5+Wr58uR588EFdvHjR6tCcjBgxQkOGDJEkvfjii5o3bx5NFQAAAAAA3MRmjDFWB+FJ+/fv19atW7V3717t2bNH//33ny5cuKCLFy/q0qVLstlsCgkJUXh4uAoVKqQiRYqobNmyuv3221W1alUVLlzY6qcAAAAAAACyiaVLl+qxxx7TyZMnVb16dS1YsEDFihWzOizFxsaqZ8+emjp1qsLDwzVu3Dh16dLF6rAAAAAAAMiSfL6xIioqSj/88IOWL1+u1atX69ixY8ked/PTtNlsyR5XsmRJ3X333WrZsqUefPBB5cyZ0+MxAwAAAACAW8fJkyfVp08fzZo1S4ULF9bMmTN1zz33WBbPjh071LVrV/3555+qV6+epk2bpnLlylkWDwAAAAAAWZ1PNlbExMRoxowZ+vbbb7Vy5UolJCRIcm6euFlSM4W7xwUGBqply5bq2rWrWrRoIT8/7pwCAAAAAADSZ+7cuerbt6+OHDmiESNGaODAgZkew7vvvquhQ4cqPDxcI0aMUI8ePVz+8gkAAAAAALjGpxorjh8/ro8//lgTJkzQ2bNnJTk2SXjqPwKSmzMyMlIvv/yynnnmGYWEhHhkHQAAAAAAcGuJiYnRRx99pJ9++kkrVqzI9PWrV6+uNm3a6KWXXlKePHkyfX0AAAAAAHyRTzRWXLhwQcOGDdPYsWMVFxfnlWYKV25eq3Dhwho6dKieeeYZrmABAAAAAADSJSYmxpJf3Lhy5YpCQ0MzfV0AAAAAAHxZlm+s+Pzzz/XGG28oKirK3uSQUjNFRp+OO3PbbDZVqVJFEydOVJ06dTK0HgAAAAAAAAAAAAAAyLqybGPFyZMn1aVLFy1evDjZhorkws6XL5+KFSumYsWKqVChQsqdO7dy586tXLlyKSgoSIGBgQoMDFRCQoLi4uIUFxenCxcu6PTp0zp9+rSOHz+u/fv369ChQ4qPj3eYO7m1/f391bdvX7333nsKCAjwxssAAAAAAAAAAAAAAAAslCUbKxYvXqynnnpKp06dkjHG3tSQFGqOHDlUs2ZN1apVS1WrVlXFihVVqVIl5cyZ0yPrG2N04MABbdu2TVu3btXGjRu1evVqnTt3TpIc4rHZbKpZs6a+++47lSxZ0iPrAwAAAAAAAAAAAACArCHLNVZMmDBBL774ohISEiRdb6aoXr262rVrp+bNm6tWrVry9/fP1LiMMdqyZYt++uknzZw5U9u3b5d0rcnCGKMCBQpo3rx5ql+/fqbGBQAAAAAAAAAAAAAAvCdLNVa89tprev/99yVda2QICAhQly5d9MILL6hKlSoWR+do9+7dGjt2rKZNm6bLly9LkkJCQjRr1iy1bNnS4uiyr3PnzmnlypX27eLFiys4ONjCiAAAAAAAAAAAAAAA3hYbG6tDhw7Zt++9917lyZMnU9bOMo0VgwYN0ujRo+1XqOjUqZPeeecdlS1b1uLIUnbmzBkNGzZM48ePV3x8vIKCgvT999/TXOEl8+bNU9u2ba0OAwAAAAAAAAAAAABgoblz56pNmzaZspZfpqySilGjRmnUqFEyxqhw4cJatGiRvvnmmyzfVCFJ+fLl0//93/9p69atqlu3ruLi4vTII4/ozz//tDo0AAAAAAAAAAAAAACQQZY3VixZskSvvfaaJOmhhx7S9u3b9cADD1gcVdpVrFhRq1evVr9+/XTlyhW1adNGR48etTosAAAAAAAAAAAAAACQAQFWLn7s2DE99thjSkxM1IABA/T+++/LZrNZGVKGBAQE6P/+7/8UGRmp/v3766mnntKSJUusDitbKV68uMP23LlzfeLKJgAAAAAAAAAAAACA9NuzZ4/atm1r3775Z8feZGljRe/evXXq1Cm99tprGj58uJWheFTfvn3l7++vF198UWPGjFG/fv2sDinbCA4OdtguW7asKleubFE0AAAAAAAAAAAAAAAr3PyzY2+y7FYg33//vebNm6du3bplq6aKJH369FHv3r01ZMgQHTt2zOpwAAAAAAAAAAAAAABAOljSWBEfH6+BAweqYcOGmjBhghUhZIqPPvpI5cqV05tvvml1KAAAAAAAAAAAAAAAIB0saawYP368oqOj9fXXX8vf39+KEDKFv7+/Jk2apK+//lr79++3OhwAAAAAAAAAAAAAAJBGljRWPPvsszp06JCKFi1qxfKZ6s4779TJkydVrFgxq0MBAAAAAAAAAAAAAABpFGDFomFhYVYsa5nw8HCrQwAAAAAAAAAAAAAAAOlgyRUrAAAAAAAAAAAAAAAAfAGNFf+fMUanTp1SdHS01aEAAAAAAAAAAAAAAIAs4pZvrPjpp5/UsmVL5cqVS4UKFVLevHkVHh6uFi1aaMaMGVaHBwAAAAAAAAAAAAAALHTLNlZcuHBB7dq1U6tWrfTzzz/r0qVLMsbIGKPLly9r8eLFeuqpp3TXXXdp3759VocLAAAAAAAAAAAAAAAsEGB1AOlRrlw52Wy2VI/7559/kh0/f/68GjVqpG3btskYI0nJzmeM0bp169SoUSOtWLFCpUuXzljgAAAAAAAAAAAAAADAp/hkY8VTTz2l4cOHKy4uzj5ms9lkjFFgYKCaNm2qhx9+ONlzjTFq3769tm7dKpvN5rKhImlOSTp8+LBat26tjRs3Kjg42AvPCAAAAAAAAAAAAAAAZEU+eSuQN998U48//rik680PoaGhev3113XgwAEtWrRI3bt3T/bc//u//9OyZcvs5yU1USR97e/vrzvuuEN169ZV7ty5ZYyRzWbTrl27NGTIEC8/MwAAAAAAAAAAAAAAkJX4ZGOFJEVFRdm/rl+/vnbs2KFhw4apSJEiLs85fvy43nrrLYerVCRd6cJms2nQoEE6ceKEtm3bpt9//10nT57UuHHjFBgYKGOMxo8frzNnznj1eQEAAAAAAAAAAAAAgKzDJxsrYmJitHz5ctlsNtWpU0dLlixRZGRkqucNHTpUly5dchgzxsjPz0/Tp0/XiBEjlDdvXvu+gIAAPf/88/rmm28kSZcvX9a0adM8+2QAAAAAAAAAAAAAAECW5ZONFcuWLdOlS5fk5+enadOmKTQ0NNVzDh8+rClTpjhcrSLpShUvv/yyHn30UZfntmvXTg8++KCMMfr111898hwAAAAAAAAAAAAAAEDW55ONFYsXL5YktWjRQuXKlXPrnJEjRyouLs6+ndRUUalSJb3zzjupnt+hQwdJ0l9//ZWOiAEAAAAAAAAAAAAAgC/yycaKtWvXymazqXnz5m4df/z4cX3++ecOV6tI8tFHHykwMDDVOUqWLClJioqKSlOsAAAAAAAAAAAAAADAd/lkY8V///0nSSpdurRbx7///vuKjY21byddraJly5Zq2rSpW3NcvnxZkpJtzgAAAAAAAAAAAAAAANmTTzZWXLhwQZIUFhaW6rEnTpzQZ5995tQQYbPZNHz4cLfX3LNnjySpYMGCaYgUAAAAAAAAAAAAAAD4Mp9srChQoICka7f4SM0777yjK1eu2LeTrlbxyCOPqEqVKm6vuWDBAklSpUqV0hgtAAAAAAAAAAAAAADwVT7ZWFGxYkVJ0rJly1I8buPGjclerSIgIEDvvPOO2+tt2LBBy5cvl81mU7169dIeMAAAAAAAAAAAAAAA8Ek+2VjRrFkzGWM0Y8YM7du3L9ljzp49q0cffVQJCQn2saSrVXTv3l1lypRxa63Y2Fg999xzMsZIkpo2bZrxJwAAAAAAAAAAAAAAAHyCTzZWdO3aVTly5NCVK1fUsmVL7d2712H/xo0b/x979x0sVXn+Afy7F6QKKKIUURSxYY9EscZCbDEauyb2XmKP0cTYsMRYYo+JGhVrYtcYO2rsDbCgqKCCgIKiIKJ0zu8Ph/sDAUW49+5d/HxmzrB7ds/7PGczJ+PM/c7zZqONNsqgQYNmmVax+OKL5+yzz56rOtOmTct+++2XPn36JEnatm2bDTbYoGZuAgAAAAAAAACo9xqWu4F5sfjii+ekk07KKaecknfffTerrrpqNttssyyyyCIZMGBAXnvtteoJE9NNn1Zx6aWXZpFFFvneGqNHj86vf/3rPPLII0mSUqmUHXbYoTZuBwAAAAAAAACopyoyWJEkJ598cl555ZXce++9mTRpUh566KEkmSlQMeO0ilKplEMPPTS77rrrd6779ddf55prrknPnj0zevTomdbbeOONa/guAAAAAAAAAID6rCK3ApnujjvuyOGHH56iKKoDEKVSqfpIUv3Zfvvtl8svv3y263z66ae58847c9BBB6V9+/Y59thjM3r06JnWS1K9JQgAAAAAAAAA8ONQ0cGKBg0a5PLLL8/zzz+f7bffPs2aNasOUkzf+mP99dfPXXfdlWuuuWamCRYzatu2bXbZZZf885//zJdffjnTGjMeF154YR3fIQAAAAAAAABQThW7FciM1l133dx9992ZNGlShgwZklGjRqVJkybp0qVLWrRo8b3Xf/DBB3XQJQAAAAAAAABQaRaIYMV0jRo1yvLLL5/ll1/+B13XqVOnWuoIAAAAAAAAAKhkFb0VCAAAAAAAAABAbSpLsKJnz555++23y1EaAAAAAAAAAGCulSVYcfrpp2eVVVbJ6quvnrPOOivvvvtuOdoAAAAAAAAAAPhOZQlWlEqlFEWR/v3757TTTsvKK6+cNddcM+ecc04GDRpUjpYAAAAAAAAAAGZRlmDF8OHDc8kll2SDDTZIkhRFkddffz2nnHJKVlxxxfzkJz/Jueeem/fff78c7QEAAAAAAAAAJClTsKJdu3Y58sgj8/TTT2fo0KG56KKLst566yX5JmTx6quv5uSTT87yyy+fbt265bzzzsvgwYPL0SoAAAAAAAAA8CNWlmDFjDp06JCjjz46zz77bIYMGZILLrgg66yzToqiSFEU6du3b/7whz9kueWWyzrrrJMLL7wwQ4cOLXfbAAAAAAAAAMCPQNmDFTPq2LFjjjvuuLzwwgsZPHhwzjvvvHTr1q06ZPHKK6/k97//fZZZZpmst956ueiiizJs2LBytw0AAAAAAAAALKDqVbBiRksvvXR+97vf5aWXXsr777+fc889N2uttVZ1yOLFF1/M7373uyyzzDLZYIMNcskll+Sjjz4qd9sAAAAAAAAAwAKk3gYrZrTMMsvk97//ffr06ZOBAwfm7LPPzhprrJGiKDJt2rS88MILOe6447L00ktno402ymWXXZYRI0aUu20AAAAAAAAAoMJVRLBiRsstt1z+8Ic/pF+/fnnnnXdy5plnZtVVV60OWTz33HM55phj0rFjx/zsZz/LFVdckZEjR5a7bQAAAAAAAACgAlVcsGJGyy+/fE4++eS89tpreeutt3L66adn5ZVXrg5ZPPPMMznqqKPSsWPHbLrpprnyyivz6aeflrttAAAAAAAAAKBCVHSwYkYrrbRSTj311PTv3z/9+/fPqaeempVWWilFUWTq1Kl56qmn8tvf/jZLLrlkevTokauuuiqfffZZudsGAAAAAAAAAOqxBSZYMaOuXbvm9NNPz5tvvpnXX389J598cpZffvkURZEpU6bkiSeeyGGHHZb27dtniy22yDXXXJPPP/+83G0DAAAAAAAAAPXMAhmsmNGqq66aM888M2+//Xb69euXP/zhD1luueWqQxa9e/fOIYcckvbt22errbbKtddemzFjxpS7bQAAAAAAAACgHljggxUzWmONNXL22Wfn3XffTZ8+ffL73/8+yyyzTIqiyOTJk/Poo4/moIMOStu2bbPNNtvk+uuvzxdffFHutgEAAAAAAACAMvlRBStmtNZaa+Xcc8/Ne++9l5deeim/+93vsvTSS1eHLB5++OEccMABadu2bbbddtvccMMNGTt2bLnbBgAAAAAAAADq0I82WDGjbt265bzzzssHH3yQF154Iccdd1w6duyYoigyadKkPPjgg9lvv/3Stm3bXHvtteVuFwAAAAAAAACoI4IV37LOOuvkggsuyJAhQ/Lss8/m6KOPTocOHVIURSZOnJhhw4aVu0UAAAAAAAAAoI4IVnyH9dZbLxdddFGGDh2ap59+OkceeWTatm1b7rYAAAAAAAAAgDrSsNwNVIoNNtggG2ywQbnbAAAAAAAAAADqkIkVAAAAAAAAAABzYGJFkpdffjlPPPFEPvzwwzRq1CgdOnTIxhtvnHXWWafcrQEAAAAAAAAAZfSjDlb06dMnhx9+eF555ZXZft6lS5dcfPHF2Xrrreu4MwAAAAAAAACgPqjIYMUtt9wyV9/79a9/PcfPrrvuuhxyyCGZOnVqiqKY7XcGDhyYbbfdNieeeGLOOeeceeoVAAAAAAAAAKhcFRmsOOqoozJ69Og5fl4URZZaaqk5Bituu+22HHjggdWBilKp9J1r/eUvf0nTpk1zyimnzF/jAAAAAAAAAEBFqSp3A/Pivffey1prrZWiKGY6mjVrlsMOOywvvPBChgwZMttr33333ey3334piiKlUimlUmmmiRXfXnP65z179swLL7xQV7cIAAAAAAAAANQDFTmxolWrVvnJT36Svn37VocjDjnkkJx99tlZZJFFvvPaAw44IOPHj59pSsX08ETLli1z4IEHZv3110/z5s3Tv3//XH755RkyZEimTp2aI488Mi+//HIt3x0AAAAAAAAAUF9UZLAiSZ599tkkSaNGjXLzzTdnxx13/N5r7rzzzjz77LMzhSqmT6VYb731cvfdd2eJJZao/mzLLbfMYYcdll/96ld57LHH0rdv3zz++OPZbLPNav6GAAAAAAAAAIB6pyK3Ahk4cGAGDBiQUqmUc845Z65CFUVR5LTTTpvlXKlUyvLLL58HH3xwplDFdM2aNcvtt9+etm3bJknuuuuumrkJAAAAAAAAAKDeq8hgxUMPPZQkWWqppXL00UfP1TV33nln3nrrrZmmVSRJgwYNctNNN6Vly5ZzvLZVq1Y58MADUxRFnn766XlvHAAAAAAAAACoKBUZrHjkkUdSKpWy6667pqpq7m7hrLPOmun99GkVRx55ZLp16/a916+77rpJkuHDh//whgEAAAAAAACAilSRwYoBAwYkSX7605/O1ffvvffevP7667NMq2jTps0s24PMSfPmzZMkX3755Q/oFAAAAAAAAACoZBUZrPjoo4+SJIsvvvhcff/MM8+c6f30aRUnn3zyd24BMqMRI0YkSRZeeOEf0CkAAAAAAAAAUMkqMljRtGnTJMnEiRO/97v33HNP+vbtO8u0io4dO+awww6b65rPPvtskmTZZZf9AZ0CAAAAAAAAAJWsIoMV7dq1S5K8+eab3/m9SZMm5aSTTprp3PRpFaeeemoWWmihuao3YcKE3HnnnSmVSlljjTXmrWkAAAAAAAAAoOJUZLBiww03TFEUuemmm77ze6eeemrefffd6mkVRVEkSVZcccXsv//+c13vwgsvzMiRI5MkG2+88Tx2DQAAAAAAAABUmooMVuy4445Jktdeey3nnHPObL/z97//Peeff/4sW4CUSqVccMEFs5yfk6eeeio9e/ZMklRVVWXrrbeej84BAAAAAAAAgErSsNwNzIstt9wyP/3pT/Pyyy/nlFNOyfvvv59DDjkkiyyySAYMGJBrrrkm//3vf6u3/Uj+fwuQHXfcMdtss81c1XnyySez0047ZfLkySmVStlwww2zxBJL1OatAQAAAAAAAAD1SEUGK5KkV69eWXfddTNu3Lhcd911ue6662b6fMZQxXRLLrlk/v73v3/v2hMmTMi5556bc889N5MmTao+v/3229dM8wAAAAAAAABARajIrUCSZKWVVso999yTVq1apSiKmY4kM4UqiqJIq1atcvfdd2exxRab45rDhg3LmWeemeWXXz5nnnlmJk2aNNM6plUAAAAAAAAAwI9LxQYrkmTTTTfNSy+9lC233HKm898OWqy55pp5+umns/baa892ncMPPzyrrbZalllmmZx++ukZPnx4dUBjxn979uxZuzcEAAAAAAAAANQrFbsVyHRdunTJgw8+mNdffz33339/3nzzzYwaNSpNmjTJCiuskC233DI9evT4zjXGjx+fbt26pVu3bnXUNQAAAAAAAABQCSo+WDHd6quvntVXX32err3uuutquBsAAAAAAAAAYEFQ0VuBAAAAAAAAAADUJsEKAAAAAAAAAIA5EKz4AXr06JEhQ4aUuw0AAAAAAAAAoI4IVsylCRMm5PHHH89XX31V7lYAAAAAAAAAgDoiWDGX3n777ZRKpXK3AQAAAAAAAADUIcGKufSXv/yl3C0AAAAAAAAAAHWsYbkbqC1jxozJhAkTMnny5BRF8YOvnzRpUj7//PO88847ue666/Lkk0+aWAEAAAAAAAAAPzILRLDis88+yw033JDHHnss/fv3z8cff5ypU6eWuy0AAAAAAAAAoMJVdLDiq6++yqmnnporr7wyEydOTJJ5mk7xfUyqABZEk373u+TLL8vdRu1o0SKNLrig3F3Ad/IMQnl5BqG8PINQXp5BKC/PIJSXZxDKyzNIparYYMXw4cOz5ZZbZsCAATOFKYQgAObSl18uuP/xApXAMwjl5RmE8vIMQnl5BqG8PINQXp5BKC/PIBWqIoMV06ZNy/bbb5+33noriTAFAAAAAAAAAFA7KjJYcdNNN6Vv376zDVTUxlYgAAAAAAAAAMCPU0UGK26++eZZzhVFkaZNm2aTTTbJuuuum2WWWSaLLbZYmjZtmgYNGsxzrS+++CJ/+9vf8sgjj8xPywAAAAAAAABABarIYEW/fv2qp1UURZFSqZTDDz88Z555ZhZddNEar7fddttln332yU033VTjawMAAAAAAAAA9VdVuRuYF2PGjEny/6GKPffcM5dffnmthCqmO/7442ttbQAAAAAAAACgfqrIYEXr1q1nen/sscfWes2VVlqp1msAAAAAAAAAAPVLRQYrunXrlqIoqt+vvPLKtV6zUaNGqaqqyJ8LAAAAAAAAAJhHFZkU2GWXXWZ6P2XKlDqpO3ny5HTt2rVOagEAAAAAAAAA5VeRwYrdd989Sy+9dPX7N998s4zdAAAAAAAAAAALqooMVjRu3DgXXnhh9ft77rmnTuredNNNGTt2bJ3UAgAAAAAAAADKryKDFUmy0047Zb/99ktRFLnqqqtqPfBQFEX22WefDBs2rFbrAAAAAAAAAAD1R8UGK5Lk73//ezbccMOMHj06v//972u11meffZaiKGq1BgAAAAAAAABQv1R0sGKhhRbK/fffn3XWWSdXX311brnlllqr9eKLL6ZUKtXa+gAAAAAAAABA/dOw3A3Mr5YtW+bRRx/NDjvskP333z+LLrpott566xqt8eGHH+aYY46p0TWhEuz22zMzZuxX5W6jVizVYfFcc+7xM53bcqf9Mnr0F2XqqHYt06ljbrvu0nK3wQ/kGVxweAYrk2dwweEZrEyewQWHZ7AyeQYXHJ7ByuQZXHB4BiuTZ3DB4RmsTJ7BBYdnkAVJRQYrevbsOcu5ddddNy+//HJ22GGHHH300WnevPl81ZgyZUq+/PLLDBkyJI8++mi++uorEyv40Rkz9quMGTuu3G3UilYtZv3/iNGjv8jnYxbM/3hZpFXLcrfAPPAMLjg8g5XJM7jg8AxWJs/ggsMzWJk8gwsOz2Bl8gwuODyDlckzuODwDFYmz+CCwzPIgqQigxWnn376HEMORVHkggsuqNF6RVHU6HoAAAAAAAAAQGWoKncD82LDDTdMURSzPUql0hw/m9fDpAoAAAAAAAAA+HGqyGDFoYcemiQplUqzHHM6Pz8HAAAAAAAAAPDjVJHBil122SVt2rQpdxsAAAAAAAAAwAKuYbkbmBcLLbRQ9t1331xwwQXVEyWKokiSVFVVpXnz5mnatGkWWmihNGjQIEl+0OSJoigyfvz4fP7555k6dWrN3wAAAAAAAAAAUBEqMliRfLMdyIUXXpgkadmyZc4666z88pe/zFJLLVVj23dMmzYtb7/9dm699db85S9/EbIAAAAAAAAAgB+ZitwKJEk6d+6cHj16JEn+8Ic/5IgjjsjSSy9dY6GK5JvpF127ds2ZZ56ZM888s8bWBQAAAAAAAAAqQ8UGK5JvplYURZH27dvXeq0999yz1msAAAAAAAAAAPVLRQcrtttuu3To0CGvv/56rdfq0KFDrdcAAAAAAAAAAOqXhuVuYH40aNAgJ554Yo1u/zEnpVIp119/fTp27FjrtQAAAAAAAACA+qGigxVJcuSRR9ZZrb322qvOagEAAAAAAAAA5VfRW4EAAAAAAAAAANSmip9Y8W1DhgxJ796989RTT2X48OEZNWpUrr322qy11lqz/f5nn32WnXbaKauuump69OiRbbfdNg0bLnA/CwAAAAAAAAAwDxaYBMGLL76Ys846Kw888ED1uaIoUiqVMn78+DleVxRFNt5441xzzTW58sors/jii+fQQw/NCSeckObNm9dF6wAAAAAAAABAPVXxW4EURZETTzwx66+/fh544IEURVF9zI02bdqkZ8+eef/993P22Wfn66+/zplnnpkVV1wxd955Zy13DwAAAAAAAADUZxUdrJgyZUq22WabXHDBBdVhilKpVH38EE2aNMlJJ52UV155JV27ds1HH32UXXfdNccdd1ymTZtWS3cAAAAAAAAAANRnFR2sOOSQQ/Lwww/PFKj4IdMqZmeFFVbIE088kRVWWCFFUeSSSy7JTjvtJFwBAAAAAAAAAD9CFRusuO2223LdddfNMp1iXqZVfFubNm1y4403pkGDBimKIvfdd18OPvjg+W0ZAAAAAAAAAKgwFRmsmDJlSv70pz/Ncn76tIr5nVqRJD/96U+z3XbbVa973XXX5e67756vNQEAAAAAAACAylKRwYqHH344gwYNqp5MURRFVlxxxVx//fUZMGBAvvjii0yePHm+6/zmN79JkuotRo4//vgaWRcAAAAAAAAAqAwVGax44IEHZnp/xBFH5NVXX83ee++dFVdcMS1atEiDBg3mu86666470/shQ4bkoYcemu91AQAAAAAAAIDKUJHBiueff7769W677ZbLLrssjRo1qvE6SyyxxCznbAcCAAAAAAAAAD8eFRmsGDFiRJKkTZs2ueqqq2qtzrhx42Z6XxRF+vTpU2v1AAAAAAAAAID6pSKDFZ999llKpVL23nvvLLzwwrVWZ+jQodWvS6VSkuTjjz+utXoAAAAAAAAAQP1SkcGK6dt+bLTRRrVa54knnpjl3JgxY2q1JgAAAAAAAABQf1RksKJdu3ZJkpYtW9ZqnV69es1yrjYnZAAAAAAAAAAA9UtFBiu6du2aJPnoo49qrcZtt92WV199tXoLkKIokiSdO3eutZoAAAAAAAAAQP1SkcGKTTbZJEVR5PHHH6+V9T/55JP89re/rQ5VTFcqldK9e/daqQkAAAAAAAAA1D8VGazYeeedU1VVlX//+98ZMWJEja49atSo/PznP8+oUaOS/P+kiul22GGHGq0HAAAAAAAAANRfFRmsWGqppbLDDjvkq6++yiGHHFJj6w4aNCibbbZZ3njjjZRKpRRFMdO/K620UjbffPMaqwcAAAAAAAAA1G8VGaxIknPOOSdNmjTJ/fffn4MPPjjTpk2b57WKoshf//rXrLnmmnnzzTfn+L1zzz13nmsAAAAAAAAAAJWnYoMVyy+/fM4999wURZF//vOf2WijjfLiiy/+oDWGDx+enj17ZplllskJJ5yQr7/+epYpFdP/3XvvvfPLX/6ylu4GAAAAAAAAAKiPGpa7gflx1FFH5a233spVV12VF154Ieuvv35WWWWVbLvttllllVWqv/fyyy9nxIgR+eKLL/Lpp5+mX79+eemllzJ48OAk30ysSJJSqVT9fvrrJFl//fXzj3/8o+5uDAAAAAAAAACoFyo6WJEkf//739O8efNcdNFFSZI333xzpu08iqLIcccdN8t108MUSWYKUcz4viiK/PznP8+dd96ZRo0a1Ub7AAAAAAAAAEA9VrFbgczowgsvzH/+858svvji1YGJ6VMnpm/n8e1j+mffDlVMv7ZBgwb585//nIceeigLL7xwXd8SAAAAAAAAAFAPLBDBiiT5xS9+kTfffDMnn3xy2rRpk2TmLT6+fXzb9MBFVVVVdtttt7z88ss58cQTZ/tdAAAAAAAAAODHoeK3AplRmzZtcuaZZ+ZPf/pT7rjjjvTu3TvPPfdc3n333e+8buGFF856662XjTfeOHvttVeWXnrpOuoYAAAAAAAAAKjPFqhgxXSNGzfOb37zm/zmN79Jknz++ecZNmxYRo8endGjR+frr79Oy5Yt07p167Rp0yZdunRJVdUCM7wDAAAAAAAAAKghC2Sw4ttat26d1q1bl7sNAAAAAAAAAKDCGNPwA5x11lkZNWpUudsAAAAAAAAAAOqIYMVcmjZtWk477bR88skn5W4FAAAAAAAAAKgjFRusaNCgQSZMmFBn9T766KMURVFn9QAAAAAAAACA8qvYYEVRFPn000/rrN4DDzyQUqlUZ/UAAAAAAAAAgPKr2GBFkgwfPrxO6owaNSqnn356ndQCAAAAAAAAAOqPig5W9O7du9ZrTJgwITvttFNGjBhR67UAAAAAAAAAgPqlooMVd999d62u/9VXX2XbbbfN008/Xat1AAAAAAAAAID6qaKDFf369ct9991XK2sPGzYsG264YZ544omUSqVaqQEAAAAAAAAA1G8Ny93A/Prtb3+bDTfcMK1bt66xNZ977rnstNNO+eSTT1IUxY8uWDFu3LgMHDgwI0aMyMiRIzN27NhMnDgxkyZNSuPGjdOsWbM0bdo0iyyySDp16pSll146bdq0KXfbAAAAAAAAAFDjKj5YMXz48Pz617/OAw88kKqq+R/AceWVV+bYY4/NpEmTkuRHEaro169fHn/88Tz99NPp27dvhg8f/oPXaNasWX7yk5+ke/fuWW+99fLzn/88zZs3r4VuAQAAAAAAAKDuVHywoiiKPProoznwwANz7bXXzvM6EydOzGGHHZZevXrNNKViQZ1YMXz48Fx55ZX517/+lQ8++KD6fFEU87TeV199lWeeeSbPPPNMkqRJkybZeuuts/vuu2fHHXeskdALAAAAAAAAANS1BeKv3UVRpFevXjnuuOPm6frBgwdn/fXXnyVUkSx4EyuGDBmSPffcM507d86f//znvP/++ymKovoolUrzfMy4zvjx43P33Xdnt912y3LLLZcrrrgiEyZMKPftAwAAAAAAAMAPUtHBigYNGmTTTTfNoosumqIocskll+SMM874QWs8+OCDWXvttfPqq6/OdjpFURRZZJFFKn7iwtSpU3Paaadl5ZVXzq233prJkyfPNkiR/LCpFdODFEnmGLQYMmRIjjrqqHTt2jUPPvhgrdwfAAAAAAAAANSGik4LXHvttendu3f69++fVVddNUVRpGfPnrnkkkvm6vrTTz89v/zlLzN69OhZQhVFUaRdu3a544478tlnn+Xuu++urduodR988EG6d++es846KxMmTJgpUDE7P2RKx/etM2PIYvDgwdl2222z3377ZdKkSfN0LwAAAAAAAABQlxqWu4H5sf322ydJ2rdvnyeffDKbbrpp3njjjRx33HFp1apV9t1339leN3r06PzmN7/Jww8/PMcpFVtssUVuuummtGnTJkmy1VZb/aBJDvXFiy++mF/+8pf57LPP5nivs9OoUaM0bty4+mjQoEGmTp2aadOmZcKECZk4cWLGjx//nb/J7LZUKYoiN9xwQwYOHJj77rsvrVu3roG7BAAAAAAAAIDaUbHBimnTps30vnXr1nnsscey8cYb55133slBBx2UFi1aZKeddprpe3379s3OO++cIUOGzHZKRVVVVU477bSccsopM3220EILzVKzvnvppZey5ZZbZuzYsTNNjpiuXbt2WXfddbPyyiuna9eu6dy5c9q2bZslllgiLVq0+N71i6LIl19+mTFjxuTTTz/NyJEjM3To0AwePDgDBw7M66+/nvfee2+WrUKKosjzzz+f7bffPr17906jRo1q7TcAAAAAAAAAgPlRscGK2Vl88cXz6KOPZsMNN8yHH36Y3/zmN2nRokW22GKLJMk///nPHHnkkZkwYUKSzBKqWHzxxXPzzTenR48eZem/Jn300UfZfvvtq0MV08MNG2ywQXbfffdsvvnmWWmllearRqlUSsuWLdOyZcssvfTSs/3O2LFj89xzz+WBBx7IPffck2HDhlX389xzz+Xwww/PNddcM199AAAAAAAAAEBtqSp3AzWtY8eOeeyxx9K2bdtMmjQpO+64Yx577LEcdNBBOfjggzNhwoTqyQnTFUWR9ddfP/369VsgQhVJctBBB2XkyJHV97nnnntmwIABefrpp3PEEUfMd6hibrVs2TJbbbVVLr300gwZMiR33HFHVl555STf/O7XXXddHn/88TrpBQAAAAAAAAB+qAUuWJEkXbp0ycMPP5xFF10048ePz5Zbbplrr712lq0/km/+uH/cccflf//7Xzp06PCd65511lkZNWpUbbZeI5544ok8+OCDKZVKWXzxxdO7d+/ccMMNWXHFFcvaV6lUyo477ph+/frl0EMPTfLN73/88ceXtS8AAAAAAAAAmJMFMliRJKuvvnr++9//plmzZkkyS6iiKIq0bNkyd911Vy644II0aNDgO9criiKnnXZaPvnkk1rtuyb87W9/S/LNtIinnnoqm2yySXkb+paFFloof/vb37LPPvskSV5//fU8+uijZe4KAAAAAAAAAGa1wAYrkqR79+6555570qhRo1lCFWuuuWb69OmTX/3qV3O11qhRo1IURS11WnOmTZtWPa3ij3/8Y1ZYYYVytzRHV1xxRdq3b58kuf3228vcDQAAAAAAAADMaoEOViTJ5ptvnltvvTVVVd/calEUOfDAA/P888+nc+fOc73Os88+O8s2IvXR+++/n6+//jpJsvPOO5e5m+/WrFmzHHrooSmKIk8//XS52wEAAAAAAACAWSzwwYok+dWvfpXrrrsuzZs3zw033JCrrroqjRs3nuvre/funcMPP7wWO6w5n3/+efXrpZZaqoydzJ3u3bsnSYYNG1bmTgAAAAAAAABgVg3LUXSzzTYrR9l07tw51157ba699trv/e6UKVMyduzYfPjhh/niiy9SFEVFTKxo2bJl9etRo0alXbt2Zezm+02ePDlJKmKbFQAAAAAAAAB+fMoSrHj66aczbdq0cpT+QSrxj/2dOnVKo0aNMnny5Nx777055JBDyt3Sd5q+BUj79u3L3AkAAAAAAAAAzKosW4Fst9121aGFoijq7ZEkpVKpIiZVTNe0adOsv/76KYoip59+ekaNGlXulubo448/zj/+8Y+USqXqLUEAAAAAAAAAoD4pS7DiyCOPrH49PbhQX49KdNBBByVJPvnkk/To0SPDhw8vc0ez+vTTT7PttttmzJgxSZKdd965vA0BAAAAAAAAwGyUJVixySabZJVVVpntZ+WeUjG7qRWVZtddd63+fV9//fWsttpq6dWrV725n1tuuSVrrLFGXn311ZRKpaywwgrZbrvtyt0WAAAAAAAAAMyiYbkKH3744TniiCNSKpWq/+DfuXPndOrUKS1atEiTJk2y0EILpUGDBmWZHDFp0qR8/vnnGTBgQD788MM6rz8/GjRokKuvvjobb7xxpk6dmjFjxmT//fdPz549c+SRR2aHHXZIp06d6rSnt99+O3fddVeuv/76vPfee9X/m1dVVeVvf/tbxU4HAQAAAAAAAGDBVrZgxd57750//OEP+fLLL7PsssvmnnvuyWqrrVaudr7T448/np133jlffPFFuVuZa927d89ll12Www47rDq88sEHH+T444/P8ccfn1VWWSXrr79+1lprray++urp1KlT2rdvXyMBh6IoMmDAgPTp0yd9+vTJww8/nHfffbf6syTVdU4//fRsuumm810TAAAAAAAAAGpD2YIVzZs3zz777JPLL788Rx99dL0NVSTJZpttltNPPz3HHntsuVv5QQ455JAMGzYsZ599dnWQYXqwoX///nnzzTdn+n6DBg3Srl27dOzYMR07dky7du3SrFmzNGvWLE2bNq3+N0kmTJhQfYwbNy4fffRRhg8fnmHDhuXDDz/MhAkTqtedcQuSGfv43e9+lz/96U+1+hsAAAAAAAAAwPwoW7AiSY444ohcfvnlM/3hvb7acssty93CPDnzzDOz9NJL54gjjsjUqVNnCjZ8+3efMmVKhg0bluHDh+fFF1+cp3qz+99yxikYRVFkoYUWyoUXXpjf/va381QDAAAAAAAAAOpKVTmLr7DCCunRo0fuv//+crYxV5ZZZpmKCIDMzkEHHZSnnnoqXbt2nWkrjjkd00MX83LMbr3piqLIaqutlmeffVaoAgAAAAAAAICKUNZgRZKcccYZOemkk8rdxvdq3Lhx9t133yy66KLlbmWedO/ePf369cs555yT1q1bf2dI5LtCF993zE5RFFlyySVz6aWXpm/fvunWrVtt3SYAAAAAAAAA1KiyByu6d++ezTffvNxtzJVrr7027du3L3cb86xhw4Y56aSTMmTIkJx//vnVUzhqehLHjBMsVlpppVx77bV5//3389vf/jYNGjSo0VoAAAAAAAAAUJvKHqyg7jVr1izHH3983nvvvTz//PM5+uijs8IKKyTJLFt7fJ/ZbQey5ppr5tRTT83LL7+cN998M/vuu28aNmxY27cFAAAAAAAAADVugf9r95AhQ/LMM89k2LBhGTVqVMaOHZsWLVpkscUWS9euXbPWWmtl6aWXLnebZbPuuutm3XXXzUUXXZTPP/88zz//fF577bV88MEHGTx4cIYNG5axY8fm66+/ztdff52iKLLwwgunRYsWadGiRRZddNGsuOKKWWWVVbLKKqtkjTXWSNu2bct9WwAAAAAAAABQIxbIYMXw4cNz2WWX5d///nc+/PDD7/3+CiuskO233z77779/9eSGH6PWrVvnF7/4RX7xi1+UuxUAAAAAAAAAqBcWqK1APv/88+y3337p3Llzzj///AwZMmS2W1V8+3jnnXdy/vnnZ+WVV87Pf/7zvPDCC+W+FQAAAAAAAACgHlhgghV33XVXVlllldxwww2ZPHlyiqJIqVSa62N6yKJ3797ZYIMNsuuuu+bzzz8v920BAAAAAAAAAGW0QAQrTjnllOyyyy4ZOXLkTIGKJCmKYq7W+PY1d955Z9ZYYw3TKwAAAAAAAADgR6xhuRuYXyeddFLOP//86kDFt81LwGK64cOHZ4sttsj999+fjTfeuGYariDjx4/PyJEjM3bs2EycODGTJk1K48aN06xZszRt2jSLLLJIFl100XK3CQAAAAAAAAC1pqKDFb169cp5550307SJ6WYMUjRr1iyrr756VlxxxbRq1SotW7ZMq1at0qBBg3z11Vf56quvMmLEiLz99tt5++23M2bMmCTfhCzGjRuX7bbbLv369cuyyy5bl7dXZ4qiSN++ffP000+nb9++eeuttzJw4MCMGzfue69t3rx5ll566SyzzDJZe+21071793Tv3l3gAgAAAAAAAIAFQsUGKz766KMceeSRcwxUrLfeetlrr72yySabZMUVV5ztNIvZKYoizz77bP7973/n6quvzuTJkzN27NjstttuefHFF+d6nUrw2GOP5dZbb80999xTHSZJ5n66R5KMGzcub731VgYMGJAHH3wwyTeBlPXWWy+77bZbdt5557Rr166mWwcAAAAAAACAOlFV7gbm1SmnnDLTRIXpW4EccsghGThwYJ599tkceuihWWmllX5QGKJUKmXDDTfMZZddljfffDPrrLNOkqRPnz654YYbavw+6lpRFLnmmmvStWvXbLnllrn++uszevToFEVRfSSpngIyN8f0dacf06ZNy3PPPZejjz46Sy+9dPbaa6/079+/nLcNAAAAAAAAAPOkIidWfPbZZ7n55ptn+qP+uuuumyuuuCI/+clPaqzOcsstl969e6dHjx554YUXcuaZZ2afffapsfXr2uOPP56jjjoqAwYMmGkqxZyCJ3MzuWJ227DMeO2UKVNyyy235JZbbsmuu+6aiy66qHqCxSeffJJPP/30B93DoEGDftD3AQAAAAAAAGB+VGSw4u67786kSZOq/6C/55575tprr03DhjV/O82aNctNN92U1VZbLR988EGefvrpbLTRRjVepzZNmjQpJ5xwQq644orqqRJzM8VjfrY9mfHa6SGL2267LQ899FAuvvji7LPPPvnb3/6WM844Y55rAAAAAAAAAEBtq8itQB5//PHq19tss01uuOGGWglVTNe5c+fsuOOOSZL//Oc/tVanNowaNSqbbrppLr/88kybNi3JrIGJGbfxqKljRtOnWhRFkS+++CL7779/jj/++LmaiAEAAAAAAAAA5VSREyv69++f5JtpEtddd12d1Nxyyy1z88035+WXX66TejXhk08+yWabbVa99ceMW6dM16pVq6y88srp2rVrOnfunLZt22aJJZbI4osvnsaNG1cfDRo0yNSpUzNt2rRMmDAhEydOzLhx4zJ27NiMGTMmn376aUaOHJmhQ4dm8ODBGThwYD7//POZ+pmx/sUXX5y111677n4MAAAAAAAAAJgHFRmsGDp0aEqlUnbeeee0adOmTmp26NAhSTJw4MA6qTe/Jk2alO233z5vvfXWTBMjmjZtmm222Sabb755Nt1006y44oq11sNHH32Uvn375plnnskDDzxQHYiZ3kufPn3yxz/+Mb/+9a/nes1BgwblV7/6VS11DAAAAAAAAAAzq8hgxVdffZUk2XTTTeus5vjx45Mko0ePrrOa8+Pkk0/Oiy++WB1iWHbZZXPiiSdmjz32SIsWLeqkhw4dOqRDhw7Zdtttc+6552bQoEG59NJL889//jMTJkyonlxxwAEHpHPnznXSEwAAAAAAAAD8EFXlbmBeNG3aNEnSsWPHOqvZp0+fJMnUqVPrrOa8GjhwYC6++OKUSqVUVVXl9NNPzzvvvJODDz64zkIVs9OlS5dceumlee2116q3AZkwYUKOPfbYsvUEAAAAAAAAAN+lIoMViy++eJLk66+/rpN606ZNy80335wkZQ0mzK1LLrkkU6dOTVVVVW699daceuqpadiw/gwn6dKlS5544on89Kc/TVEUuf/++/PWW2+Vuy0AAAAAAAAAmEVFBivWXHPNJMkLL7xQJ/UuuuiiDBw4MKVSKcstt1yd1Jwfd955Z0qlUg4++ODsvPPO5W5ntpo3b55///vfadKkSZLkhhtuKHNHAAAAAAAAADCrigxWbLzxximKIr169cqkSZNqtdZ9992XP/zhDymVSklSvYVFfTVs2LCMHDkySXLQQQeVuZvvtswyy2S//fZLURR57LHHyt0OAAAAAAAAAMyiIoMVu+66a6qqqvLRRx/lrLPOqrU6559/fnbZZZdMnTo1RVEkSbbZZptaq1cTRowYUf26a9euZexk7my11VZJkg8++KDMnQAAAAAAAADArCoyWNGuXbvsuOOOKYoi55xzTi699NIaXf/RRx/NOuusk5NOOimTJ0+uPr/kkktm6623rtFaNa1x48bVr8ePH1/GTuZOs2bNkiRff/11mTsBAAAAAAAAgFlVZLAiSc4444w0aNAgRVHk2GOPzTbbbJN+/frN83qjRo3KP//5z6y55prZaqut0qdPnxRFkVKpVP3vH//4x1RV1e+frGPHjtXbljz11FNl7ub7vfbaa0mSNm3alLkTAAAAAAAAAJhVw3I3MK9WXnnlnHzyyenZs2dKpVIefvjhPPzww/nJT36S7bffPt27d89KK62UDh06zBSGKIoiY8eOzQcffJC33norb775Zh5//PG8/PLLKYqiesuPJDOFKtZdd90ccsgh5bjVH2TRRRfNqquumjfeeCM9e/bML37xi3obBpk0aVL+8Y9/pFQqZa211ip3OwAAAAAAAAAwi4oNViTJKaeckhdeeCGPPPJIdQiiT58+6du3b/V3SqVSmjZtmsaNG2f8+PGZMGHCbNf6dqBiRu3atcvtt98+y/n6as8998yJJ56Yvn37Zp999kmvXr3qZbji4IMPzsCBA1MqlbLNNtuUux0AAAAAAAAAmEX9+2v7D9CgQYPcc8896dGjR/VkiekBi+nHtGnT8tVXX+Xzzz/P+PHjZ/psxmP6tTOGJ4qiSLt27dK7d+8sueSSZbzTH+bggw/OYostliS55ZZbssEGG2TQoEFl7ur/DR48OFtssUVuvPHGJEmrVq2y5557lrkrAAAAAAAAAJhVRQcrkqRJkyZ58MEHc8IJJ1SfmzEkMbfHtxVFkfXWWy+vvPJKVlpppbq8pfnWqlWrnH/++dVTOF588cWsssoq2XfffdOvX7+y9fXcc8/lgAMOyMorr5zevXtXB1rOPvvsLLzwwmXrCwAAAAAAAADmpOKDFck3kyv+8pe/5Jlnnkm3bt2qp1DMzoxTKub0+cILL5xLLrkkzzzzTDp06FCbrdeafffdN/vuu291eGHy5Mm58cYb061bt3Tu3DlHHXVU/vWvf+Wdd96Z428xv4YOHZp77rknhx12WDp06JCNNtoo119/fSZOnFjd13bbbZfDDjusVuoDAAAAAAAAwPxqWO4GatJ6662XF198Mffff38uueSS9O7du/qz6VMpvj2dYsZQQZs2bXLAAQfkqKOOSvv27eum6Vp01VVXZejQoendu3f1FinJN1txXHHFFbniiiuSJI0bN07Hjh1nOdq1a5dmzZqlWbNmadq0afW/STJhwoTqY9y4cfnoo48yfPjwDBs2LB988EH69u2bzz77rLqXGX/n6b1stNFGufnmm+vwFwEAAAAAAACAH2aBClZMt+2222bbbbfNsGHDcu+99+bxxx9Pv379Mnjw4Jm+17Rp06ywwgrZaKONsskmm2TbbbdNo0aNytN0LWjYsGH++9//Zv/9988tt9wyU6hkxqDDhAkTMmjQoLz33ns1VvvbUzC+XXvHHXfMTTfdlCZNmtRYTQAAAAAAAACoaQtksGK6jh075ogjjsgRRxyRJJkyZUq++OKLTJo0KYsuuuiP4o/6jRo1yk033ZS11lorp556asaPH59SqTTL5I5k1jDE/JjT+k2bNs2f//znHHXUUTVWCwAAAAAAAABqS1W5G6hLDRs2zGKLLZb27dv/KEIVMzr++OPz+uuvZ4sttkhRFLMNUUwPXNTEMaPptXbccce89dZbQhUAAAAAAAAAVIwfVbBibt1zzz3p27dvuduoccstt1weeuihPPfcc/nFL35RHbD4rkkVM35ndsf3XdewYcPsvffeeeONN3LHHXekU6dOtXFrAAAAAAAAAFArKjJY0b9//2y22WbZfPPNa2X9AQMGpFu3btl2220zcODAWqlRTt27d89//vOffPDBBznnnHOyxhprzDEwMbeTKWa8tqqqKhtvvHHOP//8vP/++7n++uvTtWvXctwqAAAAAAAAAMyXhuVuYF588cUXefLJJ2fZcqKm/OEPf8hqq62WnXfeOWuvvXZ69eqVHXbYoVZqlVOnTp1y0kkn5aSTTsrIkSPz3HPP5bnnnstrr72WDz74IEOHDs2kSZO+c41SqZRll102q6yySlZZZZWsscYa2WKLLbLooovW0V0AAAAAAAAAQO2pyGBFXdh2223zpz/9Kaeeemp233333Hfffdlyyy3L3Vatadu2bXbYYYeZAiRFUeSTTz7J2LFj8/XXX+frr79OURRZeOGF06JFi7Ro0SKtWrXKQgstVMbOAQAAAAAAAKD2CFZ8h3333TennnpqJk+enH322Sdvv/12FllkkXK3VWdKpVLatm2btm3blrsVAAAAAAAAACiLqnI3UJ8tvPDCSb4JGHz66ae59NJLy9wRAAAAAAAAAFCXBCu+w9133139uiiK3HnnnWXsBgAAAAAAAACoa7YCmY1Ro0blzjvvzAknnJBSqVR9ftCgQWXsCgAAAAAAAACoa/UqWHHJJZfkkksu+d7vTZw4sfp1586da6z+1KlT8+WXX+aLL75I8s2UihmDFa1ataqxWgAAAAAAAABA/VevghU77rhjhg8fnl69euXTTz/93u8XRZHBgwfXWj/TQxXTAxbdu3evtVoAAAAAAAAAQP1TVe4GZrTUUkvlvPPOy9ChQ3Pttdema9euSb4JOHz7mG52n9XU8W1HH310nf0WAAAAAAAAAED51atgxXSNGjXKvvvumzfeeCOXXXZZmjZtWrZeiqJIkpx00kn52c9+VrY+AAAAAAAAAIC6Vy+DFdOVSqUcccQR6devX9Zee+3qkMP0f6e/rs2jXbt2uf7663P22WeX62dY4D399NMZP358udsAAAAAAAAAgFk0LHcDc2P55ZfPU089lV122SX//e9/UyqVUhRFSqVSTj311Bqt1aBBgzRt2jTt2rXLSiutlLXWWitVVfU6f1LxNtlkk7zxxhvVW78AAAAAAAAAQH1REcGKJGnSpEnuueee7LXXXvnXv/5Vff60004rY1fMr/Hjx880gQQAAAAAAAAA6pOKGsXQoEGD3HDDDdl0003L3Qo1ZPjw4SmVSuVuAwAAAAAAAABmq6KCFUnSsGHD3HrrrWndunW5W6EGPPXUU+VuAQAAAAAAAADmqOKCFUmyxBJL5Mwzz7SFRIXr379//vjHP5a7DQAAAAAAAACYo4blbmBeHXjggenatWu526h3+vTpkyuuuKLcbczWtGnTMmnSpIwdOzbDhw9P//79M3XqVFuBAAAAAAAAAFBvVWywYqGFFsrPfvazcrdR74wbNy7XX399vQ8rmDYCAAAAAAAAQCUoy1Yg11xzTY4++uhylK5zY8aMyR577JFBgwbVSb2f/exn6datW4qiqNdHknof/gAAAAAAAACAsgQrNthgg1xxxRXp1atXOcrXqf333z8jR45Mly5d6qzmGWeckeSb4EJ9PgAAAAAAAACgvitLsGLllVfOXnvtleOOOy4ffPBBOVqoEz179sx//vOfXHjhhXVad+utt0737t2rJ0PMaduNck6rAAAAAAAAAIBK0LBchc8777zce++92W677fL8889n4YUXLlcrteK6667LGWeckWOOOSZrrbVWndfv2bNntthiiyT/v+VGURQplUpZYokl0rp16zRt2jRNmjRJVVVVGjRoUOs9TZkyJZMnT86XX36Zjz76KF988UWt1wQAAAAAAACA+VG2YMXiiy+eiy66KPvtt1+22mqrPPDAA2nZsmW52qlRN9xwQw466KB06dIlZ599dll66NGjRzbaaKM8/fTTSZLFFlssl112Wbbbbrs0a9asLD1920MPPZTddtst48aNK3crAAAAAAAAADBbZdkKZLp99tknu+++e5577rlsttlm+eijj8rZTo0466yzst9++6Vx48a57bbb0qRJk7L10rNnzyTfTKz461//mt13373ehCqSZKuttspZZ51V7jYAAAAAAAAAYI7KGqxIkmuuuSZrrbVW+vbtmzXWWCMPPPBAuVuaJ8OHD0+PHj1y2mmnJUmuvPLKrLHGGmXt6Wc/+1k222yzJMkqq6xS1l7mZMsttyx3CwAAAAAAAAAwR2UPVjRr1iz/+c9/0qlTp3z22Wf55S9/md122y0ffvhhuVubK9OmTcs111yT1VdfPU888USKosiZZ56Zvffeu9ytJflmakVRFHn77bfL3cpsLbnkkuVuAQAAAAAAAADmqOzBiiTp0KFDnnzyyXTq1ClFUeSOO+7IyiuvnMMPPzzvvvtuudubo9tuuy1du3bNIYccktGjR6coipx88sn54x//WO7Wqq2//vrZYostcvvtt5e7ldlq3rx5iqIodxsAAAAAAAAAMFv1IliRJJ06dcrTTz+d1VZbLUVRZPz48fnHP/6Rrl27ZvPNN8/VV1+dzz//vNxtpl+/fjn11FOzzDLLZI899sjAgQNTFEWqqqpy6aWX5swzzyx3i7Po2bNnnn322Xz99dflbmW2evXqlY4dO5a7DQAAAAAAAACYRcNyNzCjjh075tlnn82vf/3r3H///Um+2WrjySefzJNPPpkjjjgiP/nJT7LpppvmZz/7WX7yk59kiSWWqLV+Jk6cmNdeey0vv/xynn322Tz55JMZOXJkksw0ZaF58+a54YYbssMOO9RaL/NjnXXWydChQ9O4ceNytzJbe+21V7lbAAAAAAAAAIDZqlfBiiRZeOGFc9999+Wvf/1r/vCHP2TKlClJvgkyTJkyJS+99FJefvnlnHfeeUmStm3bZvXVV89yyy2XZZddNssss0yWWGKJtGnTJosttliaNWuWRo0apVGjRimVSpkyZUomT56ciRMn5osvvsiYMWMyZsyYfPzxxxk+fHiGDRuWQYMGZcCAARkyZEimTZtW3duMYYpSqZSiKLL22mvnlltuyfLLL1+3P9QPVF9DFQAAAAAAAABQn9W7YMV0xx13XH7+85/noIMOyksvvZRSqZTkm3DDjAGHESNGZOTIkXn00UdrtP6MNaabsYeGDRvm+OOPT8+ePdOwYb39GQEAAAAAAACA+VBV7ga+y2qrrZbnn38+f/vb37L44ounKIqUSqVZjulhi5o8vqvONttskzfeeCPnnHOOUAUAAAAAAAAALMDqdbAi+WZKxKGHHpr33nsvZ5xxRhZbbLFZplbMLgQxv8eMptfbfPPN8+ijj+b+++/PCiusUNc/BQAAAAAAAABQx+p9sGK65s2b55RTTsmQIUNy+eWXZ80115xpwsScfN9kiu+7rlmzZtl7773z6quv5tFHH83mm29eG7cHAAAAAAAAANRDFbePRdOmTXP44Yfn8MMPz6uvvpo77rgj9913X/r37z/T96ZPnfj29InZ+XbAokWLFtliiy2y6667Ztttt03Tpk1r7gYAAAAAAAAAgIpRccGKGa255ppZc801c9ZZZ2XEiBF55pln8sILL6R///4ZMGBAhg8fnmnTpn3nGosuumi6dOmSFVZYIeuss0423HDDrLHGGqmqqphhHgAAAAAAAABALanoYMWM2rVrl5133jk777xz9blp06blk08+yahRozJ+/PhMnDgxDRs2zMILL5zmzZundevWadWqVRm7BgAAAAAAAADqswUmWDE7VVVVadeuXdq1a1fuVgAAAAAAAACACmS/CwAAAAAAAACAORCsAAAAAAAAAACYA8EKAAAAAAAAAIA5EKwAAAAAAAAAAJgDwQoAAAAAAAAAgDkQrAAAAAAAAAAAmAPBCgAAAAAAAACAORCsAAAAAAAAAACYA8EKAAAAAAAAAIA5EKwAAAAAAAAAAJgDwQoAAAAAAAAAgDkQrAAAAAAAAAAAmAPBCgAAAAAAAACAORCsAAAAAAAAAACYA8EKAAAAAAAAAIA5EKwAAAAAAAAAAJgDwQoAAAAAAAAAgDkQrJiNAQMGZPLkyeVuAwAAAAAAAAAos4oMVgwdOjQ9e/ZMz549a2X9yy67LEsuuWQuuOCCTJo0qVZqAAAAAAAAAAD1X0UGKz788MOcfvrpOeOMM2pl/b/+9a/Ze++98/vf/z7rrLNOBg0aVCt1AAAAAAAAAID6rSKDFbWtSZMmueCCC7Lnnnvm9ddfz89+9rO8//775W4LAAAAAAAAAKhjghXf4fe//32SZMSIEdl1110zderUMncEAAAAAAAAANQlwYrvsOyyy1a/7tevX2644YYydgMAAAAAAAAA1DXBiu/w0ksvzfS+V69eZeoEAAAAAAAAACgHwYo5eOedd3LQQQelVColSYqiSL9+/crcFQAAAAAAAABQlxqWu4EZ3Xvvvbn33nu/93uffPJJ9ev999+/xupPnTo1X375Zd59990MGDBgls8bNGhQY7UAAAAAAAAAgPqvXgUrWrdunTfffDMvv/xy9aSI71IURa1sz1EURfXrUqmUoihSKpWy6qqr1ngtAAAAAAAAAKD+qldbgWy00UZ58cUX06dPn+y1115p2LBhdcihKIqZjum+fb4mjuSbQMW3wx0HHnhg3f0YAAAAAAAAAEDZ1atgxXRrrbVWrr/++gwaNCg77bRT9cSIGY/pvn2+po5v22KLLbLXXnvV5c8AAAAAAAAAAJRZvQxWTLfUUkvl9ttvz4033phWrVpVn6/tiRXfPvbdd9/cdtttc7U9CQAAAAAAAACw4GhY7gbmxm9+85usu+662WKLLTJ48OCUSqXqKRYbb7xxjdZq0KBBmjZtmnbt2mWllVbK1ltvna5du9ZoDQAAAAAAAACgMlREsCJJunTpkmeffTZbbLFF3nrrrerzTzzxRBm7AgAAAAAAAAAWZPV6K5Bva9++fR599NEsvfTS5W4FAAAAAAAAAPgRqKhgRZK0a9cut99+exo2rJhhGwAAAAAAAABAhaq4YEWSdOvWLUcddVS52wAAAAAAAAAAFnAVO/bhpJNOSosWLcrdBgAAAAAAAACwAKvIiRVJ0qZNm5x22mm1XueGG27Iv//971qvAwAAAAAAAADUPxUbrKgr/fv3zxlnnFHuNgAAAAAAAACAMhCs+B7du3fPO++8kyeffLLcrQAAAAAAAAAAdUyw4nuMHTs2RVHkyiuvLHcrAAAAAAAAAEAdE6yYg6Io8sgjj+TUU09Nktxzzz0ZMWJEmbsCAAAAAAAAAOpSw3I3MK8222yzGl1v2rRpmTx5ciZMmJBx48bl448/zldffVX9+ZQpU3LNNdfkT3/6U43WBQAAAAAAAADqr4oNVjz55JMplUo1vm5RFDO9L5VKKZVKKYoiV111VU4++eRaqQsAAAAAAAAA1D8VvxVIURQ1eiT/H6b4doBi+PDhue+++8pxmwAAAAAAAABAGVR8sGLGEERNHXOqkyRXXnllXd4eAAAAAAAAAFBGFbsVyIy+vX3H/Jq+9cfsPPbYYzVaCwAAAAAAAACovyo+WFEURVZbbbWssMIKad68+RwnTsytcePG5c4778wiiyyS7bffvoa6BAAAAAAAAAAqUUUHK9q3b5///ve/WWONNWp03fPPPz8nnnhi2rRpk/PPP79G1wYAAAAAAAAAKkdFBytOO+20Gg9VJMkJJ5yQjz/+OH/961/z9ddf54orrqjxGgAAAAAAAABA/VfRwYpNNtmk1ta+4IIL0q9fv/z9739PkyZNcuGFF9ZaLQAAAAAAAACgfqoqdwPzY6mllqq1tauqqvLPf/4zjRo1ysUXXyxYAQAAAAAAAAA/QhUbrLjsssvSpEmTWq3RuXPn7LrrrimKIieddFIef/zxWq0HAAAAAAAAANQvFRusOOKII+qkzj777JMkmTp1ag466KBMnjy5TuoCAAAAAAAAAOVXscGKurLGGmskSUqlUgYPHpx///vfZe4IAAAAAAAAAKgrghXfo3nz5jO9v/3228vUCQAAAAAAAABQ1wQrvkf//v2rXxdFkT59+pSxGwAAAAAAAACgLglWfI+rr756pveffvppmToBAAAAAAAAAOqaYMV3uO2223LNNdekVCpVn2vatGkZOwIAAAAAAAAA6lLDcjdQX0ybNi1fffVVPvroo7z66qu57bbbcs8996QoipRKpep/u3btWu5WAQAAAAAAAIA6UrHBigYNGtR6jelhihnttNNOtV4XAAAAAAAAAKgfKjZYURRFrdeYMVRRKpWy1FJL5dBDD631ugAAAAAAAABA/VCxwYoks0yTqC1FUaR58+a544470rx58zqpCQAAAAAAAACUX1W5G6jPiqJIURRZaaWV8swzz6Rbt27lbgkAAAAAAAAAqEMVPbFiutrYFmThhRfOhhtumF//+tfZY4890qBBgxqvAQAAAAAAAADUbxUfrGjTpk122223rLDCCmnevHmqqn74EI6qqqostNBCadasWdq0aZOllloqSy21VC10CwAAAAAAAABUkooOViy77LJ59tln07Zt23K3AgAAAAAAAAAsgH74eId65KyzzhKqAAAAAAAAAABqTcUGK0qlUjbccMNytwEAAAAAAAAALMAqNlhRFEWWWGKJcrcBAAAAAAAAACzAKjZYcdlll6VRo0blbgMAAAAAAAAAWIBVbLDiiCOOKHcLAAAAAAAAAMACrmG5G6htRVHk888/z+eff57Ro0enKIo0bdo0bdu2Tdu2bcvdHgAAAAAAAABQjy2QwYpHH300vXv3zrPPPps+ffpk4sSJs/1eo0aNstpqq6V79+7Zeuut06NHjyy00EJ13C0AAAAAAAAAUF8tMMGKCRMm5Jprrslll12WQYMGVZ8vimKO10ycODGvvPJK+vTpkyuuuCKLLbZY9t9//xx//PFZfPHF66JtAAAAAAAAAKAeqyp3AzXhpZdeypprrpmjjz46AwcOTFEU1UepVPrOI0n1d0eNGpXzzz8/nTt3zjnnnJOpU6eW+c4AAAAAAAAAgHKq+GDF+eefnw033LA6UDGn4MScfPv7RVHkq6++yimnnJLu3bvnww8/rKtbAQAAAAAAAADqmYoOVpx77rk56aSTMmXKlCSZZQLFdN8+P6dj+nenByz69OmTbt26pW/fvnV8ZwAAAAAAAABAfdCw3A3Mq4ceeih//OMfZzuZYnaTKlq2bJm11lorHTp0SKtWrbLIIoukKIp88cUXGTNmTN5+++28+eabmTx58kxrjBo1Kj169Mjzzz+fFVdcsS5vEQAAAAAAAAAos4oMVkyYMCGHH374TOdmDFVMf73qqqvmoIMOytZbb50uXbp877oTJ07Mc889l2uvvTZ33XVXxo8fn1KplDFjxmSHHXZI375906RJk5q/IQAAAAAAAACgXqrIrUDuu+++DB48uDpEURTFTFt4rLDCCnn88cfz+uuv58gjj5yrUEWSNG7cOJtuumluvPHGDBo0KL/61a+q137nnXdyzjnn1PKdAQAAAAAAAAD1SUUGK26//faZ3s8YsDjyyCPz2muvZZNNNpmvGu3bt89dd92Vyy+/PMk3EzEuvvjijB07dr7WBQAAAAAAAAAqR0UGK954442USqUk/x+qKJVKOe6443LJJZekcePGNVbr8MMPzymnnJIk+eqrr3LbbbfV2NoAAAAAAAAAQP1WkcGK4cOHV78uiiJJsvrqq+cvf/lLrdQ7+eSTs8wyyyRJHnnkkVqpAQAAAAAAAADUPxUZrJg+rWLG98ccc0waNGhQK/UWWmih7LHHHimKIq+99lqt1AAAAAAAAAAA6p+KDFZ07ty5elLFdD169KjVmj/5yU+SJB999FGt1gEAAAAAAAAA6o+KDFbMLkSx+OKL12rNNm3aJEkmTZpUq3UAAAAAAAAAgPqjIoMVhxxyyCzbfowYMaJWa44dOzZJsthii9VqHQAAAAAAAACg/qjIYMXyyy+fQw89dKbtQJ555plarfnaa68lSdq3b/+DrhsxYkT233//2mgJAAAAAAAAAKhlFRmsSJLzzz8/3bp1q35/zTXX1Gq9O+64I6VSKT/72c9+0HUjR45Mr169aqkrAAAAAAAAAKA2VWywokmTJnnooYeyzjrrpCiK/O9//8u1115bK7X+9a9/5fXXX0+S7LDDDj/o2uHDh9dGSwAAAAAAAABAHajYYEWStG7dOk888UT23HPPFEWRww8/PI8++miN1ujTp08OOeSQlEql9OjRIxtttNEPuv6pp56q0X4AAAAAAAAAgLpT0cGKJGnatGluuOGG3HLLLVl00UWzww475IknnpjvdadOnZorr7wym2yySb788sssueSSueGGG37QGi+88EIuvfTS+e4FAAAAAAAAACiPhuVuYF707Nlztud33333XH311fnFL36RY445Jk2aNJnrNadNm5aJEydm7NixGTZsWJ599tmMHj06RVGkVCpl/fXXzz/+8Y/vXKMoikyePDljxozJwIED8+STT2by5MkplUo/6P4AAAAAAAAAgPqhIoMVZ511VqZOnTrHz4uiyF/+8pf5qlEURZJUhyJuv/32eV4DAAAAAAAAAKhMFbkVyI477piiKOZ4lEql7/x8bo5SqVQdqpifNQAAAAAAAACAylWRwYrjjjsuSarDD98+vuuzuT1mVBNrAAAAAAAAAACVpyKDFeuss07WW2+96q02bLkBAAAAAAAAANSGhuVuYF4dc8wxef7555OkeuuPJGnevHlatmyZhRZaqM6nRkydOjWTJ0/O2LFjM378+DqtDQAAAAAAAADUvIoNVuy0007p1KlThgwZklKplN/+9rc5+eST07Zt23K3liT5+OOPc+GFF+avf/1ruVsBAAAAAAAAAOZRRW4FkiRVVVU58sgjkyRdunTJpZdeWm9CFUnSvn37XHDBBdlss83K3QoAAAAAAAAAMI8qNliRJAcddFBatGiR5ZZbrtytzNGee+5Z7hYAAAAAAAAAgHlUsVuBJEmLFi2y33775YEHHih3K3O04oorlruFuTJ+/PiMHDkyY8eOzcSJEzNp0qQ0btw4zZo1S9OmTbPIIotk0UUXLXebAAAAAAAAAFCnKjpYkSTHHHNMhg4dmgkTJqRJkyblbmcWrVu3TlEU5W6jWlEU6du3b55++un07ds3b731VgYOHJhx48Z977XNmzfP0ksvnWWWWSZrr712unfvnu7duwtcAAAAAAAAALDAqvhgxTLLLJM777yzTmp16dIlDz30ULp06TLX16y44oqZNm1aLXY1dx577LHceuutueeeezJmzJjq8z8k9DFu3Li89dZbGTBgQB588MEkSalUynrrrZfddtstO++8c9q1a1fTrQMAAAAAAABA2VSVu4FKMXbs2Lz//vuZNGlSuVuZa0VR5JprrknXrl2z5ZZb5vrrr8/o0aNTFEX1kXwTjpjbY/q6049p06blueeey9FHH52ll146e+21V/r371/O2wYAAAAAAACAGiNYMZdefvnl6mBBJXj88cez2mqr5ZBDDsnbb79dHYSYm7DEnI5k9iGM6Z9PmTIlt9xyS9ZYY43sscceGTFiRDl/AgAAAAAAAACYb4IVc2HYsGE56qijyt3GXJk0aVKOPvrobLHFFhkwYMAsYYo5mdtpFd937fSQxW233ZaVV145vXr1qo3bBAAAAAAAAIA60bDcDdSkSZMm5e23387QoUPz2WefZezYsRk/fnymTJmSKVOmVE9dmNu1Ro8enYEDB+aZZ57JhAkT6v3EilGjRmX77bfPCy+8MFOgYkY/5DeYWzPWmHECxhdffJH9998/r7/+ei644IJ6//sBAAAAAAAAwLdVfLBi6tSpuemmm9KrV688++yzmTJlSo3XqI0wQk375JNPstlmm800pSKZufdWrVpl5ZVXTteuXdO5c+e0bds2SyyxRBZffPE0bty4+mjQoEGmTp2aadOmZcKECZk4cWLGjRuXsWPHZsyYMfn0008zcuTIDB06NIMHD87AgQPz+eefz9TPjPUvvvjiTJw4MZdffnnd/SAAAAAAAAAAUAMqOljx/PPPZ++9987777+fpPYCENO3uKivJk2alO233z5vvfXWTFtyNG3aNNtss00233zzbLrppllxxRVrrYePPvooffv2zTPPPJMHHngg/fv3T/L/v92VV16ZlVZaKb/97W9rrQcAAAAAAAAAqGkVG6x4+OGH86tf/SqTJk2qDj38WLeaOPnkk/Piiy9WhxiWXXbZnHjiidljjz3SokWLOumhQ4cO6dChQ7bddtuce+65GTRoUC699NL885//zIQJE1IURU488cRss8026dy5c530BAAAAAAAAADzq6rcDcyLUaNGZc8998zEiROTpHpKw4/RwIEDc/HFF6dUKqWqqiqnn3563nnnnRx88MF1FqqYnS5duuTSSy/Na6+9lrXXXjtJMmHChBx77LFl6wkAAAAAAAAAfqiKDFZcccUV+eyzz2YJUxRFUWtHfXXJJZdk6tSpqaqqyq233ppTTz01DRvWn0EkXbp0yRNPPJGf/vSnKYoi999/f956661ytwUAAAAAAAAAc6UigxX/+c9/ZjlXFEXWXnvtXH755Xnqqafy3nvvZdSoURk/fnwmT56cadOmzdPxxRdf5M9//nO9CivM6M4770ypVMrBBx+cnXfeudztzFbz5s3z73//O02aNEmS3HDDDWXuCAAAAAAAAADmTv1MC3yPgQMHVk+rKIoiVVVVueKKK3LooYfWeK0WLVrkxBNPTMOGDfP73/++xtefH8OGDcvIkSNTKpVy0EEHlbud77TMMstkv/32y5VXXpnHHnus3O0AAAAAAAAAwFypyIkVEydOTPJNqKJUKuXQQw+tlVDFjHbddddaXX9ejBgxovp1165dy9jJ3Nlqq62SJB988EGZOwEAAAAAAACAuVORwYoll1xypveHHHJIrdfs2LFjiqKo9To/ROPGjatfjx8/voydzJ1mzZolSb7++usydwIAAAAAAAAAc6cigxUbbrjhTCGH5ZdfvtZrlkqlbLbZZmnevHmt15pbHTt2rN4S5amnnipzN9/vtddeS5K0adOmzJ0AAAAAAAAAwNypyGDFnnvuOdP70aNH10ndxx57LJ06daqTWnNj0UUXzaqrrpqiKNKzZ89Mmzat3C3N0aRJk/KPf/wjpVIpa621VrnbAQAAAAAAAIC5UpHBip///OdZd911q9+/+uqr5WumzKaHTPr27Zt99tmn3oYrDj744AwcODBJss0225S5GwAAAAAAAACYOxUZrEiSf/7zn2nWrFmSpFevXnVS88ADD8zHH39cJ7Xm1sEHH5zFFlssSXLLLbdkgw02yKBBg8rc1f8bPHhwtthii9x4441JklatWs0ycQQAAAAAAAAA6quKDVZ07dq1OlBx9913Z8CAAbVab9KkSbnuuuvqbNuRudWqVaucf/75KYoiSfLiiy9mlVVWyb777pt+/fqVra/nnnsuBxxwQFZeeeX07t07RVGkVCrl7LPPzsILL1y2vgAAAAAAAADgh6jYYEWS7LTTTrniiisyefLk/OY3v8nEiRNrrdYHH3xQHV6ob/bdd9/su+++1eGFyZMn58Ybb0y3bt3SuXPnHHXUUfnXv/6Vd955p9buYejQobnnnnty2GGHpUOHDtloo41y/fXXZ+LEidV9bbfddjnssMNqpT4AAAAAAAAA1IaG5W5gfh166KGZMmVKjj766Oy+++658847U1VV83mRf/3rXymVSjW+bk256qqrMnTo0PTu3TulUqk6QDF48OBcccUVueKKK5IkjRs3TseOHWc52rVrl2bNmqVZs2Zp2rRp9b9JMmHChOpj3Lhx+eijjzJ8+PAMGzYsH3zwQfr27ZvPPvusupcZwxvTe9loo41y88031+EvAgAAAAAAAADzr+KDFUny29/+Ni1btswBBxyQPfbYI7fccksaNGhQI2tPmDAhN910U84555waWa+2NGzYMP/973+z//7755ZbbpkpBDJj0GHChAkZNGhQ3nvvvRqr/e0pGN+uveOOO+amm25KkyZNaqwmAAAAAAAAANSFsgQrOnfuXCvrNmzYMHfccUeefvrp+f4j/pQpU/LVV19lzJgxSVK9nUV91qhRo9x0001Za621cuqpp2b8+PEplUqz7bsmtwSZ0/pNmzbNn//85xx11FGzve6TTz7Jp59++oNqDRo0aJ56BAAAAAAAAIB5UZZgxYgRIzJx4sQa/eN+8v/bTowYMaJG1600xx9/fH71q1/liCOOyCOPPJJk1vBDbYVEpgdQdtxxx1x44YXp1KnTHL/7t7/9LWeccUat9AEAAAAAAAAANaGqHEV33XXX6j/A19SRpMbX/Pb6lWS55ZbLQw89lOeeey6/+MUvUhRF9TEnM35ndsf3XdewYcPsvffeeeONN3LHHXd8Z6gCAAAAAAAAACpBWYIVRxxxRI2vWakBiNrWvXv3/Oc//8kHH3yQc845J2usscYcAxNzGy6Z8dqqqqpsvPHGOf/88/P+++/n+uuvT9euXctxqwAAAAAAAABQ48qyFchPf/rTdOvWLa+88sosf7CvjxaEwEanTp1y0kkn5aSTTsrIkSPz3HPP5bnnnstrr72WDz74IEOHDs2kSZO+c41SqZRll102q6yySlZZZZWsscYa2WKLLbLooovOU0+HH354dtlllx90zaBBg/KrX/1qnuoBAAAAAAAAwA9VlmBFkhx22GE54IADkqR6G4n11lsvyy67bFq1apXGjRuncePGKZVKadCgQZ32VhRFJk2alDFjxuTdd9/N008/ncmTJ9dpD7Wpbdu22WGHHbLDDjtUnyuKIp988knGjh2br7/+Ol9//XWKosjCCy+cFi1apEWLFmnVqlUWWmihGutjiSWWyBJLLFFj6wEAAAAAAABATStbsGKPPfbICSeckNGjR2f11VfPQw89lHbt2pWrne/0zjvv5Oc//3mGDx9e7lZqTalUStu2bdO2bdtytwIAAAAAAAAA9UZVuQo3adIk++23X5Lk0EMPrbehiiRZccUVc+KJJ5a7DQAAAAAAAACgjpUtWJF8sx1IkowfP76cbcyVrbfeutwtAAAAAAAAAAB1rKzBis6dO2fLLbfM448/Xs425kqHDh1SFEW52wAAAAAAAAAA6lDDcjfQs2fPfPHFF+Vu43s1adIkgwcPTocOHcrdCgAAAAAAAABQR8oerOjWrVu5W5hrSy+9dLlbmMWmm26ao446Kttvv32qqmpvAMmUKVMyePDgfP7555k2bVpatGiRpZdeOi1atKi1mgAAAAAAAABQbmUPVsyPI444Iq+88kq6d++eSy65pNbrTZo0KU8++WQGDBiQqVOnZqmllsoGG2xQ1ikW//vf//LUU0+lY8eOOeyww3LQQQdlscUWq5G133777dx888156KGH8tprr2Xq1KmzfKdjx47ZfPPNs9NOO2WbbbZJqVSqkdoAAAAAAAAAUB/U3oiDOnD11Vfn5ZdfznXXXVfrtf75z39m6aWXztZbb53jjjsuJ5xwQnbfffd06tQpW221VV599dVa7+G7DB06NCeffHKWWmqp7LfffvO11ttvv53tt98+q6yySs4555z06dMnU6ZMSVEUsxxDhw5Nr169st1222W55ZbLbbfdVkN3BAAAAAAAAADlV9HBiilTpsz0b2058cQTc/DBB+eTTz6pDhQ0btw4rVu3ztSpU/PII49knXXWyZ/+9Kda7eO7lEqlFEWRCRMm5IYbbpjndc4+++ysueaauf/++6vvdfr6czqmGzx4cPbYY49svPHGef311+f7ngAAAAAAAACg3Co6WFEXbr311px//vnV70ulUk488cSMHj06n376aYYPH57jjz8+06ZNy5///Ofsvffes90yoy7MzzYc48ePz3bbbZdTTz01kyZNSlEUsw1PzG5qxYwBjKIo8uyzz2a99dYzvQIAAAAAAACAitew3A3UtOHDh+d///tf3nzzzYwePTpNmzbNkksumY033jjdunX7QWtNmTIlJ5xwQvX7UqmUddddN3/+85+rz7Vv3z7nn39+evTokR122CE333xzqqqqcv3119fULc2V6UGIeTFlypRsu+22efLJJ2da59uvk2TdddfNdtttl4033jjLLrts2rRpk/Hjx2fkyJF58cUX89///jd33XVXxo8fnz322CMDBw7MySefXDM3CQAAAAAAAAB1bIEJVgwcODC/+93v8sADD2TatGmz/c6yyy6bP//5z9lll13mas2HHnooH330UfU2G6VSKTvvvPNsv7vlllvmxhtvzC677JIbb7wxa665Zo455ph5vZ06dcghh+SJJ56YaTrFt0MVW221VXr27DnbcEqjRo3SqlWrrLDCCtlrr73y3nvv5Xe/+13uvffenHrqqWndunUOO+ywOr0nAAAAAAAAAKgJFb8VSKlUyqRJk7LGGmvk/vvvz9SpU+e4VcX777+f3XffPTvttFMmTpz4vWs//vjjs5xbffXV5/j9nXbaKbvsskuKosgf//jHvP322/N1b3Xh3HPPzXXXXTfLZIrpYZJWrVrl3//+dx544IG5nvix3HLL5e677865556bUqmUo48+Or179661ewAAAAAAAACA2lLxwYokmTZtWiZMmFA9ZeG7jqIocs8992SLLbb43nDF66+/Psu5Tp06fec107cJmThxYo499th5v6k68Oabb+bUU0+d45SK5ZdfPi+88MJcT/j4tt///ve54IILMmXKlOy1114ZO3ZsjfUOAAAAAAAAAHWhYoMVkyZNqn49Y3Di+0wPVzzzzDM5+uijv/O7I0eOnGXNxRZb7Duv6dy5c9ZZZ50URZFHHnkkzz333Pf2VC5HH310pkyZkmTWUEXnzp3z1FNPZYUVVpivGsccc0z22WefjBgxIqeeeup89wwAAAAAAAAAdaligxV/+9vfZnt+TtuAzHhMD1dcffXVeeyxx+ZY44svvpjlXPPmzb+3t1/84hfVr6+44oq5uJu6d9ddd+Xxxx+v/i1mDFW0bt06Dz/8cNq2bVsjtc4777y0bNkyf/vb3/LOO+/UyJoAAAAAAAAAUBcqMlgxZcqU/PnPf55pmkRRFGnVqlX22muvXHLJJendu3f69OmTgQMH5vXXX8/jjz+eiy++OJtuummS/59cce65586xztdffz3LuYUWWuh7+1tttdWqe7r33nszYcKEH3qLte7MM8+c5dz0gMUll1yS5ZZbrsZqLb744tlzzz0zZcqUXHLJJTW2LgAAAAAAAADUtooMVjzyyCP59NNPk3wTBlhiiSVy7bXX5uOPP06vXr1y5JFHZtNNN81aa62V5ZZbLquuumo22WSTHHXUUendu3eefvrpLLXUUkmSJ554IoMGDZptnRm3G5muqur7f7KVV165+vX48ePTu3fvebnNWvPqq6/mtddem2laxfR/t9lmm/zmN7+p8Zo77rhjkuSmm26ql0ETAAAAAAAAAJidigxWPPjgg9Wvt9xyywwYMCD77rtvGjduPFfXr7/++nnsscfSsmXLJN+EK2Zn8uTJM72fm1BFkrRu3TpJqidqPPfcc3N1XV25/vrrq1/POPWjVCrlnHPOqZWaK620UpLkq6+++s7tVwAAAAAAAACgPqnIYEWfPn2SJGussUbuu+++LLLIIj94jS5duuSEE05IURRzDD5MmTJlpvcNGjSYq7UXXnjhmd6/+uqrP7i/H2rGgMR3mTp1am6++eZZtlEplUrZbrvtqrcxqWlLLLFE9WvBCgAAAAAAAAAqRUUGKwYPHpxSqZS//OUvWWihheZ5nV122SVJ8tFHH83286IoZno/t8GKGSdnFEWRwYMHz1uDc6FBgwaz9Dm97uy88cYb+eyzz2b7nX333bfG+5tuzJgx1a9fe+21WqsDAAAAAAAAADWpIoMVY8aMSdOmTdOjR4/5WmeZZZZJknz++eez/XzatGkzvZ/brUbGjx8/0/sRI0b88Obm0qBBg3L44YenSZMm1ZMnkmT55ZfP1VdfPct2Ji+88EL16xmnViy88MLZeuuta63PV155ZaaeAQAAAAAAAKASVGSwolQqpW3btnO9/cWcjBs3Lsk322PMjaZNm87V97766quZ3n/99dc/rLEfoFOnTrn88sszZMiQ/PGPf8wiiyySoijy/vvv59BDD82yyy6biy66qLqHF198cabrp4cxunXrNl/TP77Pv//97+p6M06vAAAAAAAAAID6rCKDFYsvvnhGjx493+s8//zz1et92+y20pjbYMWoUaNmev/tyRe1oU2bNjnrrLMyZMiQnHfeeenQoUOKoshHH32U3/3ud+nUqVN69uyZZ555ZrbXr7POOrXW2/vvv59bb721OggzceLEWqsFAAAAAAAAADWpIoMV7du3zxdffJF+/frN1zoXXnhhSqVSll566Vk+mzJlSvXr6SGLVq1azdW677777kzvW7ZsOR9d/jALL7xwfve73+WDDz7IVVddlRVWWCFFUeSzzz7LGWeckffffz/JrMGR5ZdfvtZ6OvTQQzNp0qTq982aNau1WgAAAAAAAABQkyoyWLHRRhulKIqccsop87zGaaedlieffDJJsuGGG87y+YQJE2Z6XyqVsuiii87V2m+//fZM7+c2kFGTFlpooRx44IEZMGBAbrvttnTr1i1FUVRv/fHtbVQ6duxYK31cddVVeeyxx2aq165du1qpBQAAAAAAAAA1rSKDFT//+c+TJA8++GCOPfbY2W7bMSeffvppdtttt5x11lnV51ZbbbVZvjdy5MhZzrVp02auakwPbCTfBDLat28/1/3VtFKplJ133jkvvfRSHnnkkWy22WbVAYsZdejQocZrf/nll/nDH/5QHaqYHuro2rVrjdcCAAAAAAAAgNpQkcGKHj16ZKWVVkpRFLn00kuzzjrr5LbbbsuXX3452++PHTs2vXv3zoEHHpjlllsud9xxR/Uf+YuiyD777JNPP/10pmuee+65WdaZm6kOX331Vf73v/9Vr50ka6655g+/yVrQo0ePPPbYY3nllVey0047zTRFoja25/jf//6X0aNHz3J+iy22qPFaAAAAAAAAAFAbKjJYUSqV8qc//an6fZ8+fbLHHntk0UUXTZcuXbLuuutm4403zlprrZVOnTqldevW2WKLLXLddddl3LhxM01rOPjgg/Pee+9lrbXWyp133plp06bl448/zrnnnjtL3UmTJn1vb9dff30mTpw407m11157Pu625v3kJz/J7bffnrfffjsHHHBAGjVqlKZNm9Z4nSlTpsxyrk2bNtlzzz1rvBYAAAAAAAAA1IaG5W5gXv3617/OPffckzvuuKN6OkRRFHn//ffz/vvvzzQxYkYzTmlYc801c+WVV2bTTTfNr3/96+y6665p0qRJJk+enKlTp1avMf3fK664Ig0bNswFF1yQqqpZMykTJkzIueeeO1ONUqmUHj161M6PMJ+6dOmSq6++OmeeeWYWW2yxGl9/ww03TMuWLfPll1+mKIo0bNgw119/fRZeeOEarwUAAAAAAAAAtaEiJ1ZMd+2112bNNdesDj9MP5JUhypmPD/jZ4suumhuu+22lEql7Lbbbrn00ktTFEUmTJiQKVOmzBLK6NixYzbddNNcfPHFWXfdddOvX79Z+jnssMMyfPjw6hqlUikbbrjhXG0hUk7t2rXLQgstVOPrtmnTJv/5z3/So0ePbLfddvnf//6XrbfeusbrAAAAAAAAAEBtqdiJFUmy8MIL56mnnspOO+2URx99tDo4MePEiG8riiLt27fPf//73yy33HLV54844ohUVVXlyCOPnOWaUqmUq666Kptttll22WWX/Oc//0m3bt2y2WabZYsttkjLli3zr3/9K0899dQstffdd9+audkKtdFGG+Xhhx8udxsAAAAAAAAAME8qemJF8k244sEHH8zll1+e1q1bV28JMn3ixIzvS6VS9tlnn7z++utZc801Z1nrsMMOy2OPPZZVV121+pqqqqr85S9/yVZbbZVGjRrlrrvuym9+85sURZHHH388J510Ug4//PA89dRTM9UslUpZccUVs/fee9flzwEAAAAAAAAA1KCKnlgxXVVVVQ4//PDsu+++eeCBB3L//ffn/fffzyeffJJGjRpl2WWXzQYbbJDddtstnTp1+s61Ntlkk7z22mt5/vnn8+6776Zbt25ZZZVVqj9v0KBBbrzxxiyxxBK56KKLUiqVZtp2ZEbnnXdeqqoqPrsCAAAAAAAAAD9aC0SwYrpmzZpl5513zs477zzfa6233npZb7315vj5hRdemO7du+eQQw7JmDFjZglVHHDAAdl2223nuw8AAAAAAAAAoHyMU5gPu+yyS/r3759dd901SaonVxxyyCG58sory9kaAAAAAAAAAFADFqiJFeXQoUOH/Otf/8pf//rX9O/fP126dEnnzp3L3RYAAAAAAAAAUAMEK2pIhw4d0qFDh3K3AQAAAAAAAADUIFuBfI9HHnkkjz32WLnbAAAAAAAAAADKwMSK73Hvvffm5ZdfTo8ePcrdCgAAAAAAAABQx0ys+B4bb7xx+vTpkz59+pS7FQAAAAAAAACgjglWzIWiKHLllVeWuw0AAAAAAAAAoI4JVnyHd999N2eeeWaS5F//+le++OKLMncEAAAAAAAAANSlhuVuYF7tv//+NbretGnTMnny5EyYMCHjxo3L0KFD884771R/Pn78+Fx//fU5+uija7QuAAAAAAAAAFB/VWyw4vrrr0+pVKq19YuiqH5dKpWqtwMRrAAAAAAAAACAH4+K3wqkKIpaOUqlUvUx3cCBA9O7d+8y3i0AAAAAAAAAUJcqPlgxYwCiJo85+fvf/16HdwcAAAAAAAAAlFPFbgXybTNu3TG/pm/9Mbsa9913X43VAQAAAAAAAADqt4oPVhRFkVatWqVLly5p3rz5d06bmBvjxo1Lnz590qpVq6y55po10yQAAAAAAAAAUJEqOljRqlWrXH/99fnlL38534GKGR155JG58sors+OOO+bII4+ssXUBAAAAAAAAgMpS0cGKk08+Odttt12Nr3vZZZfl008/zTHHHJPx48fn97//fY3XAAAAAAAAAADqv6pyNzA/tt5661pbu1evXll11VXzhz/8IZdeemmt1QEAAAAAAAAA6q+KDlYss8wytbZ248aN06tXr1RVVeXYY4/NrbfeWmu1AAAAAAAAAID6qWKDFccff3yaNWtWqzXWXHPN/PKXv0xRFDnggAPy6quv1mo9AAAAAAAAAKB+qdhgxfnnn18ndQ444IAkyYQJE7LvvvvWSU0AAAAAAAAAoH6o2GBFXenWrVv+r707j7Ox/P84/j6zmjH2GUuWsRQie3ayRVmyhNKiJBUiItFm6dsm+hWhRRLlGyWJ9E2yFUVlz1IqZDcYxjJmvX5/eMzhOHNmzsycM/c5M6/n43Ee5tznvq/rOud4+5wxn7lvSbLZbNqxY4cWL15s7YIAAAAAAAAAAAAAAECuobEiE8WKFXO4P3/+fItWAgAAAAAAAAAAAAAAchuNFZn4888/7V8bY7Rx40YLVwMAAAAAAAAAAAAAAHITjRWZ+Pjjjx3uHz161KKVAAAAAAAAAAAAAACA3EZjRQbWr1+vKVOmyGaz2beFhIRYuCIAAAAAAAAAAAAAAJCbaKy4xqVLl7Rx40aNHDlSt956qxITEyVdvgyIJN1www1WLg8AAAAAAAAAAAAAAOSiIKsXkF2VK1f26HjJycm6cOGCzp49a2+iMMY4nK3CZrPpjjvu8Oi8AAAAAAAAAAAAAADAd/ltY8X+/ftls9nsTRDecHVThSQVL15cQ4YM8dp8AAAAAAAAAAAAAADAt/htY0Waa5sfvMEYo6CgIM2dO1eRkZFenw8AAAAAAAAAAAAAAPiGAKsX4OuMMYqMjNTSpUvVsWNHq5cDAAAAAAAAAAAAAABykd+fsUKS1y4HUr16dd17770aOnSoihQp4pU5AAAAAAAAAAAAAACA7/L7xoqQkBC1b99eVatWVcGCBRUQkPWTcAQEBCg4OFjh4eGKjIxU+fLldeONN3LZDwAAAAAAAAAAAAAA8jm/bqyIiorSqlWrVKNGDauXAgAAAAAAAAAAAAAA8qCsn97Bh/znP/+hqQIAAAAAAAAAAAAAAHiNXzdW3HrrrVYvAQAAAAAAAAAAAAAA5GF+3Vhx3XXXWb0EAAAAAAAAAAAAAACQh/ltY8XIkSMVGhpq9TIAAAAAAAAAAAAAAEAe5reNFZMmTbJ6CQAAAAAAAAAAAAAAII/z28aK7Lhw4YKOHj2q8+fPW70UAAAAAAAAAAAAAADgB4KsXoC3xMbGasmSJVqzZo3WrVunw4cPKyEhwf54SEiIqlevrnr16um2227TbbfdpqJFi1q3YAAAAAAAAAAAAAAA4HPyXGPF3r179X//93/6+OOPFR8fL0kyxjjtl5CQoG3btmn79u2aM2eOQkJCdOedd2rQoEFq0aJFbi8bAAAAAAAAAAAAAAD4oDxzKZCUlBS99NJLqlWrlt5//31dvHhRxhgZY2Sz2dK9SbLvk5CQoPnz56tVq1a6/fbbtX37doufEQAAAAAAAAAAAAAAsFqeaKw4dOiQGjVqpHHjxikxMdGpmSJNWhNF2hksrm20SHvsu+++U8OGDfXaa69Z9ZQAAAAAAAAAAAAAAIAP8PvGij/++ENNmjTR1q1bHRoq0pNes4Wrx5OSkvTcc8/prrvuUkpKijefAgAAAAAAAAAAAAAA8FF+3Vhx/PhxdejQQUeOHJGkdBsmrj5LxdW38PBwFSpUSAEBAek+nnYGiy+++EJ9+vTJ7acGAAAAAAAAAAAAAAB8QJDVC8iJvn376uDBg04NFWmX+ihTpoxatmypevXqqV69eqpWrZqKFCmiwoULKyDgSk9JYmKijh07pj179mjnzp1atmyZfvjhByUnJ8sYo0WLFmny5Ml66qmncvX5AQAAAAAAAAAAAAAAa/ltY8X8+fP1/fffOzRVGGNUoEAB9erVS3379lW7du0cGihcCQkJUYUKFVShQgV16NBBTz75pI4fP67nnntOH330kVJTU/X888+rZ8+eqlSpkjefFgAAAAAAAAAAAAAA8CF+eymQCRMmONw3xqhbt27atWuX5s6dq/bt27vVVOFKqVKl9MEHH+jTTz9VcHCwkpKSNHbs2JwuGwAAAAAAAAAAAAAA+BG/bKxYt26d/vjjD9lsNhljFBERoSVLlujLL79UxYoVPTpX7969NXnyZBlj9Nlnn+nUqVMeHR8AAAAAAAAAAAAAAPguv2ysWLZsmaTLZ6koWrSo1q5dqy5dunhtvqFDh6pmzZpKTk7W559/7rV5AAAAAAAAAAAAAACAb/HLxoqNGzdKkmw2m2bMmKG6det6fc77779fxhj9+OOPXp8LAAAAAAAAAAAAAAD4Br9srPjzzz9ls9lUu3Zt9enTJ1fmrFGjhiRpy5YtuTIfAAAAAAAAAAAAAACwnl82VsTGxkqS7rnnnlybMyIiQpJ0/PjxXJsTAAAAAAAAAAAAAABYyy8bK5KTkyVJVatWzbU5//33X0nSuXPncm1OAAAAAAAAAAAAAABgLb9srChWrJgkqUiRIrk257fffitJKlCgQK7NCQAAAAAAAAAAAAAArOWXjRWVK1eWJP3zzz+5Mt+ff/6pRYsWyWazqWTJkrkyJwAAAAAAAAAAAAAAsJ5fNlY0bNhQxhgtWbLE63NdunRJ9913n5KSkiRJNWvW9PqcAAAAAAAAAAAAAADAN/hlY0XXrl0lScuWLdPWrVu9Nk9sbKw6duyoTZs22be1atXKa/MBAAAAAAAAAAAAAADf4peNFW3btlX58uWVmpqq++67T6dPn/b4HF9//bXq1q2rH374QTabTZIUEBCgnj17enwuAAAAAAAAAAAAAADgm/yyscJms2nMmDGSpD179qhp06basGGDR8ZetGiRmjdvrm7duungwYMyxsgYI5vNpm7duik6Otoj8wAAAAAAAAAAAAAAAN/nl40VkjRgwADVrFlTkrR37141b95c3bt317Jly5ScnOz2OAkJCVq+fLmeeOIJVaxYUb1799aGDRvszRRpZ6sICQnRxIkTvfJcAAAAAAAAAAAAAACAbwqyegHZFRwcrHnz5qlJkyZKSEiQMUZLly7V0qVLVaBAAdWrV0/Vq1dXuXLlVKhQIYWGhio+Pl7nz59XXFyc9u3bp127dmnfvn1KTU2VJBlj7OOnNVSkNVi88cYbqlKliiXPFQAAAAAAAAAAAAAAWMNvGyskqXbt2vriiy/Uo0cPJSUlSbrcCBEfH6+ff/5ZP//8c4bHX91IIV1pprjWsGHDNHjwYM8sGgAAAAAAAAAAAAAA+A2/vRRImo4dO2rp0qUqUaKEw+U7jDGZ3tL2vfqSH2nSmi5eeOEF/d///Z8VTw0AAAAAAAAAAAAAAFjM7xsrJKl9+/basmWLOnToYG+IuLZpIr2bK8YYlS9fXl9//bUmTJiQW08DAAAAAAAAAAAAAAD4mDzRWCFJZcuW1bfffqulS5eqXr169rNSZIUxRgUKFNDIkSO1a9cudezY0UurBQAAAAAAAAAAAAAA/iDPNFak6dy5s3777TetW7dO/fv3V1RUVKaXBJGkmjVravLkyTp06JAmTZqkggULWvxMAAAAAAAAAAAAAACA1YKsXoC3NGvWTM2aNZMxRr///ru2bNmivXv36syZM0pMTFSxYsVUokQJVa1aVS1atFCJEiWsXjIAAAAAAAAAAAAAAPAxebaxIo3NZlOtWrVUq1Ytq5cCAAAAAAAAAAAAAAD8jF83Vnz55Zfat2+fWrRooUaNGlm9HAAAAAAAAAAAAAAAkMf4ZWNFUlKS7rjjDq1YsULS5bNSTJo0SU8++aTFKwMAAAAAAAAAAAAAAHlJgNULyI6JEyfqu+++kzFGxhilpqbqmWee0dmzZ61eGgAAAAAAAAAAAAAAyEP8srFi7ty5ki6fqcJms0m6fBaLffv2WbksAAAAAAAAAAAAAACQx/hlY8WBAwfsDRVpihYtqhtvvNGiFQEAAAAAAAAAAAAAgLzILxsrIiMj7V8bY2Sz2fTiiy8qNDTUwlUBAAAAAAAAAAAAAIC8xi8bK9q3by9jjKTLlwO5/fbb9fjjj1u8KgAAAAAAAAAAAAAAkNf4ZWPFmDFjFBwcbL//5ptvenW+lJQUValSRX/99ZdX5wEAAAAAAAAAAAAAAL7FLxsrqlevrldeecV+1oqgoCCvznfy5Ent27dPiYmJXp0HAAAAAAAAAAAAAAD4Fr9srJCkkSNH6qmnnpIxRg888IDOnz/vtbl+/vln2Ww2r40PAAAAAAAAAAAAAAB8k982VkjS66+/rilTpujXX39VixYtvHapjqlTp3plXAAAAAAAAAAAAAAA4Nv8urFCkoYOHap169YpKSlJderU0cSJE5WUlOSRsU+dOqUHH3xQa9as8ch4AAAAAAAAAAAAAADAvwRZvYDs6N+/v9O2unXr6p9//tGzzz6r9957T61bt87W2KmpqTp//rz279+vHTt2KDk5OYerBQAAAAAAAAAAAAAA/sovGyvmzp0rY0y6jxljtH//fs2ZMydHc7gaHwAAAAAAAAAAAAAA5B9+eSmQW2+9VcaYdG82m002m83l4+7eJNnHAgAAAAAAAAAAAAAA+ZNfNlb069dP0pXGh6tvadJ7LKs3AAAAAAAAAAAAAACQv/nlpUC6d++uwoUL69y5c06PefISHjRXAAAAAAAAAAAAAACQv/llY0WBAgXUq1cvffjhh/bLfthsNpUpU0bFixdXWFiYgoODFRgYmK2zT6SkpCghIUFHjhzR4cOHvfQsAAAAAAAAAAAAAACAr/PLxgrp8uVAPvzwQ0lSx44d9f7776ts2bIen+eLL77Qgw8+qPj4eI+PDQAAAAAAAAAAAAAAfFuA1QvIrhYtWqhixYqSpPfee88rTRWS1LNnT73wwgteGRsAAAAAAAAAAAAAAPg2v22skKQHHnhAkhQZGenVebp37+7V8QEAAAAAAAAAAAAAgG/y+8YKY4z++OMPr85TuXJlGWO8OgcAAAAAAAAAAAAAAPA9ft1YUblyZY0dO1ahoaFenSc4OFgfffSRypUr59V5AAAAAAAAAAAAAACAb/HrxgpJGj9+vKpXr+71eR544AFNnTpVJ0+e9PpcAAAAAAAAAAAAAADAN/h9Y0VuSUpK0rhx43TixAmrlwIAAAAAAAAAAAAAAHIJjRVu+vvvv2WMsXoZAAAAAAAAAAAAAAAgF9FY4aY333xTNpvN6mUAAAAAAAAAAAAAAIBcFGT1Arzp/Pnzio+PV3JyspKTk7N0xonExETFxsZq7969mjdvnv73v//RWAEAAAAAAAAAAAAAQD6TJxorzp8/r0WLFun777/X77//roMHDyo2NpZLdwAAAAAAAAAAAAAAgBzx68aKpKQkvfzyy3rrrbd07tw5SaKZAgAAAAAAAAAAAAAAeIzfNlacPn1aHTp00JYtW5yaKbxxyQ4aNgAAAAAAAAAAAAAAyH/8trHizjvv1ObNmyV5p5ECAAAAAAAAAAAAAADALxsrPvvsM/3www/pNlR448wSNG4AAAAAAAAAAAAAAJA/+WVjxZw5c5y2GWNks9l08803q3bt2ipbtqyKFCmiggULKigoSEFB2XuqcXFxmjVrlrZv357TZQMAAAAAAAAAAAAAAD/jl40VmzZtsp9FIu0MFbfccoumTZumm266yePzDRw4UHfeeae++eYbj48NAAAAAAAAAAAAAAB8V4DVC8iO2NhYSVfOUtGoUSN99913XmmqkKTg4GCNGzfOK2MDAAAAAAAAAAAAAADf5ZeNFUWKFHG4P3bsWIWEhHh1zlq1anl1fAAAAAAAAAAAAAAA4Hv8srGiTp069kuASFLjxo29PmdoaKgCAvzy5QIAAAAAAAAAAAAAANnkl50C3bp1c7gfGhqaK/P+/fffqlq1aq7MBQAAAAAAAAAAAAAArOeXjRX9+vVTsWLF7Pf/+uuvXJm3QoUKCgoKypW5AAAAAAAAAAAAAACA9fyysSIiIkKTJk2y3//iiy9yZd4ff/xR8fHxuTIXAAAAAAAAAAAAAACwnl82VkhS//791bdvXxlj9OGHH3q94cEYo9atW2vfvn1enQcAAAAAAAAAAAAAAPgOv22skKSZM2eqbdu2OnbsmJ555hmvznXixAkZY7w6BwAAAAAAAAAAAAAA8C1+3VgREhKipUuXqkWLFnr77bc1d+5cr821fv162Ww2r40PAAAAAAAAAAAAAAB8j183VkhSWFiYvv32W7Vv316PPPKIvvzyS4/PERMTo9GjR3t8XAAAAAAAAAAAAAAA4NuCrJj0xRdf9PiYDRo00Pr163X33XfriSeeUOHChXM0XnJysi5cuKAjR45oxYoVOn36NGesAAAAAAAAAAAAAAAgn7GksWL8+PFea1IwxujNN9/0+JgAAAAAAAAAAAAAACD/seRSII0aNZIxxis3m83mlTEBAAAAAAAAAAAAAED+Y0ljxeDBgyVJNpvN4zdvjAsAAAAAAAAAAAAAAPInSxor+vTpo8jISCumBgAAAAAAAAAAAAAAcFuQFZOGhITooYce0qRJk+xnhDDGSLp8tomIiAiFhoYqNDRUNptNgYGBubo+Y4wSExN15swZXbp0KVfnBgAAAAAAAAAAAAAAvsOSxgpJGjRokN544w0ZYxQeHq7x48frzjvvVHR0tAICLDmRRroOHTqkmTNn6uWXX7Y3fwAAAAAAAAAAAAAAgPzBsg6GihUrqmPHjpKkESNGaOTIkapUqZJPNVVIUrly5TRhwgQNGjTI6qUAAAAAAAAAAAAAAIBcZmkXw+DBg2WMUbly5axchlvuu+8+q5cAAAAAAAAAAAAAAABymaWNFR07dlSVKlW0ZcsWK5fhlmrVqnEpEAAAAAAAAAAAAAAA8hnLr7sxbNgwhYaGWr2MTBUrVkzjx49XyZIlrV4KAAAAAAAAAAAAAADIJUFWL2DIkCFWL8FtY8eOtXoJAAAAAAAAAAAAAAAgF1l+xgoAAAAAAAAAAAAAAABfZekZK37//Xc98cQTme5Xo0YNTZs2LRdWBAAAAAAAAAAAAAAAcIWljRVnz57VmjVrZLPZHLYbY1SmTBl16NBBDRs21M0332zRCgEAAAAAAAAAAAAAQH5maWPF1YwxkqSIiAj93//9n/r376+AAK5UAgAAAAAAAAAAAAAArOMzjRWSdN111+mHH35Q5cqVrV4KAAAAAAAAAAAAAACAfOKUEMYYBQcH67PPPqOpAgAAAAAAAAAAAAAA+AyfaKyw2Wy666671KxZM6uXAgAAAAAAAAAAAAAAYOcTjRWS1LNnT6uXAAAAAAAAAAAAAAAA4MBnGivq1atn9RIAAAAAAAAAAAAAAAAc+ExjRenSpa1eAgAAAAAAAAAAAAAAgAOfaawIDQ21egmZevjhh3XgwAGrlwEAAAAAAAAAAAAAAHKJzzRW+INffvlFFy5csHoZAAAAAAAAAAAAAAAglwRZvQB/cv78eauX4BGnT5/W1q1btWvXLu3du1fHjh3T8ePHFRcXp4SEBCUmJio0NFTh4eEKCwtT0aJFFR0drQoVKqhixYpq0KCBKlWqZPXTAAAAAAAAAAAAAADA62iscNP58+d1+PBhq5eRbT/++KMWLlyoVatWaffu3TLGOO2T3jabzZbueFFRUWrSpInuuOMO3XnnnSpWrJjH1wwAAAAAAAAAAAAAgNW4FIib5s2bp5SUFKuXkSWxsbGaOHGioqOj1bp1a02bNk07d+5UamqqjDFOtzRXN1Okt58xRidOnNDSpUv16KOPqnTp0rrjjju0cuVKK54mAAAAAAAAAAAAAABeQ2OFG3744QeNHj3a6mW4LSEhQa+99poqVaqkZ599VgcPHnRonrDZbBne3NnHZrPZx0xKStI333yjDh06qFGjRlq+fLmVTx8AAAAAAAAAAAAAAI/xmUuBvPjii1YvwS4xMVEXLlzQkSNHtHXrVv31118yxri8LIYv+e2333T//fdr7969Do0U3nDtmS3S5u/UqZN69eqlKVOmqHTp0l6ZGwAAAAAAAAAAAACA3OAzjRUTJkywegnpuvoSGb7u7bff1lNPPaXk5ORMG0Gy+7xcjZm2Pe0sFgsXLtS6deu0ePFiNWzYMFtzAQAAAAAAAAAAAABgNZ9prPDVBoarGwZ82dNPP6033njD3lDhat0hISGqUKGCSpUqpZIlSyoqKkqhoaH2W2BgoFJSUpSamqpLly4pISFB58+fV1xcnM6cOaOYmBgdP35cJ0+edFrDtfMePXpUrVu31uLFi9W+fXvvvwgAAAAAAAAAAAAAAHiYzzRW+MNlNnzVhAkTNHnyZEmXX8e0ZorAwEA1aNBAbdq0UZMmTXTjjTfq+uuvV0BAQI7nTEhI0P79+7V3715t375dmzdv1vr163X8+HH7OiQpPj5evXv31vr161WzZs0czwsAAAAAAAAAAAAAQG7ymcYKX5XZJTWstmzZMr344ov2hgpjjJo0aaKHH35YvXr1UpEiRbwyb2hoqKpVq6Zq1aqpS5cu9u2bN2/WF198oVmzZunEiROy2WyKi4vTXXfdpa1btyo4ONgr64F3FC1c0OoleE3hQuFO24oV805efEHRooWdNxYqlPsLyS155LmRwbyDDPonMph3kEH/RAbzDjLon8hg3kEG/RMZzDvIoH8ig3kHGfRPZDDvIIPIS2zGwmtcrF+/Xi1btnQ4y4IvubqhIq3BYseOHapRo4aFq7oiPj5eN9xwg44cOSJJql69uqZNm6a2bdtavLLLZ7SYPHmyXnrpJSUmJkq6fGaN559/3r7PiRMnFBMTk6Vxd+3apbvuust+f/Hixbr++us9s2gAAAAAAAAAAAAAgE/666+/1L17d/v9TZs2qX79+rkyt8+csaJVq1ZWL8EuISFBFy5c0NGjR3Xy5Emrl+PSBx98oCNHjshms+nOO+/UJ598otDQUKuXJenyGS2ee+45tWzZUl26dNH58+f1xhtvaPjw4YqIiJAkzZgxQxMmTMjRPFcHBwAAAAAAAAAAAACQPxw8eDD/NVasXr3a6iWk69ChQ5o0aZLefvttq5fiZO7cuZKkBg0aaMGCBQoICLB4Rc5uueUWzZw5U/fcc4/i4uL08ccfa9CgQVYvCwAAAAAAAAAAAAAAt/jeT+J9TLly5TRlyhQ98sgjVi/Fwblz57R582bZbDY9//zzPtlUkebuu++2n5Fk2bJlFq8GAAAAAAAAAAAAAAD32YwxxqrJ169fr5YtW8pmsyklJcWqZbhl//79qly5sn7//XfVqFHD6uVox44dqlOnjmw2m06dOqWiRYtavaQMffTRR+rfv7+uu+46HTp0SJJ04sQJxcTEZGmcuLg4/fbbbypcuLCKFi2q8uXL+8zlTwAAAAAAAAAAAAAA3pGQkKCDBw/a77dq1SrXfk7uM5cC8XUVK1ZU6dKlrV6GXUJCgv3r8PBwC1finooVK0qSTp48ad9WsmRJlSxZMstjNW3a1FPLAgAAAAAAAAAAAAD4ifr161syr+9eP8IHFS9e3Ool2F3dkLBnzx4LV+KeI0eOSJIiIiIsXgkAAAAAAAAAAAAAAO6jsSILbDab1Uuwq1ChgqKioiRJ7777rsWrydzChQslSVWqVLF4JQAAAAAAAAAAAAAAuM9nGisuXbpk9RIytWPHDtWoUcPqZdh16dJFxhi9//77Wrp0qdXLcWnx4sVavHixbDab2rRpY/VyAAAAAAAAAAAAAABwm880VsTGxlq9BL8zfPhw2Ww2paam6q677tL06dOtXpKTjz/+WPfee6/9/kMPPWThagAAAAAAAAAAAAAAyBqfaaz4+++/rV6C36lVq5a9USEhIUFPPPGE2rZtqzVr1li7MEk//vijbrvtNvXr10+XLl2SzWbTPffco2rVqlm9NAAAAAAAAAAAAAAA3OYzjRXfffed1UvwS5MnT1blypVls9lkjNHatWvVrl071alTRxMmTNDmzZtljMmVtWzcuFFjxoxRtWrV1Lp1a33//fcyxshms6lMmTJ68803c2UdAAAAAAAAAAAAAAB4is3k1k/d07F+/Xq1bNlSklSsWDHt3LlTpUuXtmo5fuuPP/5Qs2bNdObMGUmyN1LYbDZJUlhYmGrVqqXatWsrOjpa5cqVc7iFh4e7PVdqaqqOHj2qQ4cOad++fdq8ebM2bdqkLVu26OzZs07zG2NUqFAhrVy5UjfffLMHnzUAAAAAAAAAAAAAAN7nE40VaT+Ab9CggZYvX67ixYtbtSS/9dtvv6lr1646fvy4fdvVb21ak0V6ChYsqPDwcIWHhyssLMz+pyRdunTJfjt//rxiYmKUmprqNEZ6cxljVLx4cS1btkyNGzfO8XMEAAAAAAAAAAAAACC3+UxjRZpy5cppypQp6t69u1XL8lv//vuvunfvrq1btzo1UmT1bb66OSIr+189X8OGDfXZZ58pOjo6S3MDAAAAAAAAAAAAAOArAqxeQBpjjIwxOnjwoHr27KlKlSppyJAhmj17tn799Verl+cXKlSooF9//VUvvfSSQkNDnc4i4c4tTdr74e7xVx8XHh6uiRMnav369TRVAAAAAAAAAAAAAAD8mqVnrPj99981dOjQTPerWbOmpk2blgsryjsOHDigV199VXPmzFFCQkK6lwJJe+szukyIu4wxKly4sAYOHKjhw4erdOnSOR4TAAAAAAAAAAAAAACrWdpYAe87evSo3n//fS1YsEB79uyxb89pM8XVf21q1qypvn37auDAgSpcuHCOxgUAAAAAAAAAAAAAwJfQWJGPbNu2Td9++61++ukn/fzzzzp58mS2xildurTq1Kmjjh07qmvXrqpYsaJnFwoAAAAAAAAAAAAAgI+gsSIfO3LkiPbt26f9+/fr0KFDiouL08WLF3Xx4kUZYxQREaFChQqpUKFCKlasmKpVq6aaNWuqWLFiVi8dAAAAAAAAAAAAAIBcQWMFAAAAAAAAAAAAAACACwFWLwAA8jtjjFasWKHu3bsrKChIa9asyfU1bN++XYMGDVKhQoU0fvz4XJ8fsBIZBKxHDgFrkUHAeuQQsBYZBKxB9gBrkUEga4KsXgAA5FdxcXGaM2eOpk+frj/++CPX509ISNDChQs1Y8YM/fTTT16bZ+LEifrmm2+0du1ar80BZAcZBKyXX3II+CoyCFgvr+dw//792rp1q44cOaKzZ88qKChIJUqU0I033qi6desqLCzM6ZiVK1cqJiZGffr08fh6gGuRQTIIa+T17AG+jgwC2WQAwENWrlxpSpUqZQICAoykdG+PP/64x+c9d+6cKVasWLrzBQYGmjJlypg77rjD4/PmxPPPP28iIiLSXfPq1au9Pv/8+fNNVFSUCQwMdJp/3LhxHpsnOTnZVKhQwUgyO3bs8Ni4SB8ZdB8ZhLeQQ/f5Ww6nTp1qqlevbsLCwly+t+ndgoODTUREhClbtqxp2LCh6dOnj5k8ebLZuXOn159jfkQG3UcGyaC3kEP3+VsO3bVjxw4zfPhwU65cuQzzGRYWZrp06WIWLVpkkpOTjTHGJCQkmBo1aphu3bp55knmQ2TQfWSQDHoS2XOfv2Vv+vTp5sYbbzTh4eFufwYNCgoyERERJjIy0lx//fXmlltuMX369DEvvvii+eabb8zp06e9/jzzGzLoPjJIBpF9NFYA8LgLFy6YmTNnmoIFC6b7TduJEyc8Ot8bb7yRbvEcMWKEOXPmjEfn8pRff/3VxMTEmE2bNjl9iMmNDy9Hjx41MTEx5uLFi6Z169Ye++b9Wl988YV93IEDB3psXGSMDGaODMLbyGHm/DWHqampZtGiRaZ48eJOr3e5cuVMly5dzJAhQ8wzzzxjxo4da4YPH2569+5tKleu7LR/gwYNzKJFi7z+XPMjMpg5MkgGvY0cZs5fc+jKX3/9ZXr06GFsNpv9hwldunQxH330kdm5c6eJjY01Fy5cMP/++6/59ttvzZgxY0ypUqWMJFOhQgUzcuRI07JlSyOJH+p6ABnMHBkkg95A9jLnr9lLTU01S5YsMVFRUem+5jabzVSsWNE0adLEdOrUydxyyy2mWrVq6f4wODg42Nx+++3miy++8PrzzW/IYObIIBlE9tFYAcBrpkyZkm6Be/bZZz02R2JiYrod+PXr1/fYHN7WvXv3XP/wcrX3338/x9+8u3L1B6OIiAhz9uxZj42NzJFB95BBeBM5dI8/5nDSpElOr/m+ffsyPGbbtm2mX79+Tsf16dPHXLp0yTNPBg7IoHvIIBn0JnLoHn/M4dXefvtth/+07tChg9mzZ0+mxyUkJJjXXnvNFChQwGF+fqjrOWTQPWSQDHoa2XOPP2Yvvfd2wYIFLn+InpiYaL7//nszbNiwdH/Yf/PNN5vt27d7+JmBDLqHDJJBZE2AAMBLunTpku72GTNm6Ny5cx6Z47///a8OHTrktL1Ro0YeGT83lC9f3tL5S5Uq5ZVxd+zYoTVr1tjvnz9/XnPmzPHKXEgfGXQPGYQ3kUP3+GMOmzRpkuVjateurdmzZ+vrr792uJ71/Pnz1bt3bxljsjwmMkYG3UMGyaA3kUP3+GMOJSk1NVWPP/64hg4dqosXL0qSnn76aX377beqVq1apseHhIRo9OjRWrt2rYoVK5atNSBjZNA9ZJAMehrZc48/Zu/mm2922taoUSMVKVIk3f2Dg4PVrl07vfXWW/rrr780YMAAh8d/++03NW7cWP/973+zvBa4RgbdQwbJILKGxgoAXlO2bFn71wEBV/65OXPmjN55550cj2+M0aRJk5zGl6QSJUrkePzcEh4ebun8BQoU8Mq4b7/9ttO2GTNmeGUupI8MuocMwpvIoXv8MYdRUVHZnq9z586aO3euw7alS5fqvffey/aYSB8ZdA8ZJIPeRA7d4485lKShQ4c6fMYcMGCAJk6cKJvNlqVxGjVqpGXLlikoKChb64BrZNA9ZJAMehrZc48/Zi8yMjLb85UuXVozZ87Uhx9+qODgYPv2+Ph49e3bVwsWLMj22HBEBt1DBi8jg3AXjRUAvCY0NNT+dY8ePRwee/PNN5WQkJCj8b/++mvt3LlT1113nRo3buzwmD99IxgSEmLp/N54rWJjYzVv3jyn7Xv27NHKlSs9Ph/SRwbdQwbhTeTQPf6Yw6vf2+zo1auX2rVr57Dt5Zdf5jfmPYwMuocMXkYGvYMcuscfc/juu+86/ED3+uuv15QpU7K9hqZNm+qFF17I9vFIHxl0Dxkkg55G9tzjj9nzxJofeughffnllw4/kE9NTdWDDz6o7du353h8kEF3kUEyiKyhsQJArhg9erTD/WPHjumjjz7K0Zivv/66JOnJJ5+0/ANATlzb0ZoX5v/ggw908eJFtW3bVhUqVHB4bPr06R6fD5kjg66RQeQWcuhaXsyhO3r37u1w/9ChQ9q2bZsla8kPyKBrZPAyMuh95NA1f8vhgQMH9NRTTzlse/nll3P8W4+jRo1SmTJlcjQGXCODrpHBy8igd5A91/wte57UuXNnPf/88w7bEhISdO+99yopKcmiVeVNZNA1MkgGkTU0VgDIFQ0bNlTbtm0dtk2aNEkpKSnZGu/nn3/WunXrVLRoUT322GOeWCI8JCUlxf4bE8OHD3d6f5YsWaKDBw9asbR8jQzmH2TQd5FDXCs6Otpp219//WXBSvIHMohrkcHcRw7zjpEjR+rChQv2+1WqVFGvXr1yPG5YWJhGjRqV43GQPjKYd5BB/0L24Mq4ceNUt25dh207d+7Uhx9+aM2C8igyCFfIILKKxgoAuebaztC///5bn332WbbGmjhxoiRp8ODBKlSoUI7XBs9ZunSp9u/fr0qVKqlz584aMGCAQ9duSkoK16+2CBnMH8igbyOHuFpMTIzTNi5D4F1kEFcjg9Ygh/5vz549WrRokcO2e+65x2O/cXj//fc7XPMankUG/R8Z9E9kD+kJCAhw+rshXT4DTWpqqgUryrvIINJDBpFVNFYAyDUdOnRQvXr1HLalfQjJij179mjJkiUqUKCAnnjiCY+sbf369Ro4cKBuuukmFSpUSOHh4apSpYpuv/12vfvuuzp58mS2x167dq0GDBigmjVrqkiRIoqIiFCdOnU0btw4nTlzJtvjXrp0SbNnz1b37t1VqVIlhYeHq2jRoqpVq5aGEeUg1wAAPQNJREFUDx+u3bt3Z3vsnJg6daqkyx8sAwICVLJkSfXs2dNhn5kzZyoxMdGK5eVrZJAMpiGD1iGH+SOH7tqwYYPTtqpVq1qwkvyDDJLBq5FBa5BD/8/hjBkznJqQunbt6rHxo6Ki9MADD3hsPDgig2QwM2TQO8ie/2fPW3r37q3y5cs7bDt48KDWrl1r0YryJjJIBl0hg8gSAwBeJMlc/U/N/Pnz7dvSbsuWLcvSmA899JCRZAYOHGjf1qpVK4cxx40b59ZYe/fuNa1btzaSTHh4uOnVq5cZOXKkueeee0zRokXt4xUpUsS8++67JjU11e11Hjp0yHTs2NFIMjabzbRs2dI8+eST5sEHHzQlSpQwksx1111nunfv7rD21atXZzr24sWLTYUKFUxYWJjp0aOHGTlypLn77rtNRESEfZzAwEAzevRok5KSkuFYq1evztZrl54dO3bYX8vTp0/bt//4449O7/u8efOyPQ/cRwbJoDFk0GrkMG/mcN++fU7v4759+9x7YYwxJ06cMAULFnQ4vkqVKll6feEeMkgG00MGcxc5zDs5TE1NNeXKlXPYt0CBAiYxMdHt1wS5jwySQViD7OWd7F0tp59D09OvXz+nMYcMGZKjMUEGyaD7yCDcRWMFAK+69sNLcnKyqVKlikOBatGihdvjHT582ISEhJjAwEDz999/27dn58PL6tWrTaFChYwk06tXL3Pq1CmHx8+fP28GDBjgMG6/fv0y/TBgjDF//vmnKVWqlJFkSpQoYVatWuXw+IULF5zGdvfDy+TJk43NZjNt2rQxhw4dcnjs1KlT5o477nAY7/7778/0dcjOB7/0PProo0aSeeSRR5weq127tsM8zZo1y/Y8cB8ZJINpyKB1yGHezGFOvpGPj483zZs3dzp+/vz5bh2PrCGDZPBaZDD3kcO8k8Pff//daa3169fP9LWAtcggGYQ1yF7eyd7VvPFD3dmzZzuN2aRJkxyNCTJIBt1HBuEuGisAeNW1H16MMeadd95xKlLr1q1za7ynnnrKSDJ33323w/asfnjZuXOn/TfUmjZtapKTk13um9aFmnYbNGhQhmMfO3bMREdHG0kmJCTE/Pbbby73vbYjNLMPL//973+NJNO4cWNz6dKldPdJTk42DRs2dBjznXfecTmmp36oe/r0aRMeHm4kmW3btjk9nt77vmXLlmzNBfeRQTKYhgxahxzmzRxm5xv5lJQUs2TJElO1alWnY5988slM50T2kEEymIYMWocc5p0cfvLJJ05r7dGjh8tx4RvIIBmENche3sne1bzxQ90tW7Y4jRkeHp6jMUEGyaD7yCDcRWMFAK9K78NLfHy8vWMy7da5c+dMxzpz5owpXLiwkWQ2b97s8FhWPrwkJyebOnXq2Pddu3ZthvPGxcWZ6667zmH8xYsXu9y/R48e9v3Gjh2b4dj79+83AQEBbn14OXjwoL2LddOmTRmOu3z5cocxS5cubeLj49Pd11M/1J00aZKRZG655ZZ0Hz937pz9/Uu7DRgwIFtzwX1kkAymIYPWIYd5M4fpfSPftGlT8+CDD5phw4aZp59+2jz77LNm1KhRZsCAAaZ9+/b2021efStatKh59913M50P2UcGySAZtB45zDs5fOGFF5xyNHjw4AzXAeuRQTIIa5C9vJO9q3njh7oHDhxwGlOSuXDhQo7Gze/IIBl0FxmEu2isAOBV6X14McaYV155xalIbd++PcOxXn31VSPJdOjQwemxrHx4+eCDD+z7RUVFuXVtsvfff99h/IoVK6bbSfrVV1/Z9wkJCTExMTGZjp12HbXMPryMHDnSSDK1atXKdMyYmBin19fVBy5P/FA3JSXFVKpUyUgyn3/+ucv9hgwZ4jBXeHi4iY2NzfJ8cB8ZJINXI4PWIId5M4fpfSOf1dsjjzzidLpPeB4ZJINk0HrkMO/kcOjQoU5jjho1KtO1wFpkkAzCGmQv72Tvat74oe758+fT/bx65MiRHI2b35FBMuguMgh3BQgALDB48GAVLlzYYdtrr73mcv+EhARNmTJFkjR69Ogczf3GG2/Yv27btq1sNlumx/Tp00fh4eH2+/v379cXX3zhtN+rr75q/7p169aKjIzMdOx69epluk9ycrI++OADSVKjRo0y3b9YsWJO29auXZvpcdm1dOlS7du3T+XKlVP37t1d7jd48GCH+xcvXtTs2bO9ti64RgavIINk0Crk8Iq8kENJ+u2335ScnCxzuYFdSUlJio2N1Y4dO/Tpp5/q4YcfVpEiRez7z5w5Uw0bNtR//vMfnT171qtrgzMyeAUZJINWIYdX+EsO4+PjnbYVKFAgR2PCOmTwCjKI3ET2rvCX7HlbYGBguttDQ0NzeSX5Axm8ggxeRgbhLhorAFiiSJEieuyxxxy2LViwQP/880+6+8+dO1fHjh1Tw4YN1bZt22zPu3nzZu3evdt+v0KFCm4dV6hQId12220O25YsWeJwf+vWrdqwYYP9vjsfMiQ5fYhLz+bNm+3/2Ttr1izZbLYMb0FBQU5jHDx40K31ZMfbb78tSRo4cGC6c6e58cYb1bp1a4dt77zzjowxXlsb0kcGryCDZNAq5PCKvJBDSSpRooTDN+NBQUEqWrSobrrpJvXp00cffPCBDh48qLFjxyo4OFiS9M8//2js2LG64YYbtGLFCq+uD47I4BVkkAxahRxe4S85TG+diYmJORoT1iGDV5BB5Cayd4W/ZM/bTp065bQtKCgo3R9QI+fI4BVk8DIyCHe5/p93APCyJ598UlOnTlVCQoIkKSUlRZMmTdI777zjsF9qaqomT54sKecdodf+Z2mJEiXcPrZBgwb68ssv7ffXr1+f4dgVK1bM+gJd2Lhxo/3rFi1aqFWrVlke4/rrr/fYeq62a9curVy5UqGhoXr00Ucz3X/w4MFas2aN/f7evXv13XffOX04hPeRQfeRQXgLOXSfL+cwKwoVKqQJEyaodevW6ty5s/23DmNiYtSlSxd98803ateuncWrzD/IoPvIILyFHLrPF3JYvHhxp23nz5/P0ZiwFhl0HxmEJ5E99/lC9rwtvR/qlihRwq2zGSB7yKD7yCBwBY0VACxTpkwZ9e3b134aKUn66KOPNH78eJUqVcq+7csvv9Sff/6pqlWrqkePHjmac8eOHQ73s3Iqp9q1azvcP3LkiMP9az/MXH2a4Zw6evSo/ev69evrpZde8tjYOZX2m/KlS5e2nxItI8nJybLZbA6/IT99+nR+qGsBMug+MghvIYfu8+UcZkebNm00ceJEPfHEE/ZtiYmJuv/++7Vnzx6PvnZwjQy6jwzCW8ih+3whh1WqVHHa5uu/gYiMkUH3kUF4Etlzny9kz9v27NnjtK1BgwYWrCT/IIPuI4PAFVwKBIClRo0apYCAK/8UXbp0SW+++abDPq+//nq6+2ZHTEyMw/1z5865fWxUVJTD/cTERHtHq+T8YSana71abGys/evjx497bNycOnPmjD7++GNJ0oEDB/Tyyy9neps4caLTZQeWLVum/fv3W/AMQAbdQwbhTeTQPb6aw5x45JFHnK55euzYMc2aNcuiFeVPZNA9ZBDeRA7d4ws5bN68udO2vXv3WrASeBIZdA8ZhKeRPff4Qva8be3atU7bOIua95FB95BB4AoaKwBYKr1Oz3feecd+za41a9bol19+sXeQ5tS11/e69sNMRq7t8gwNDXXoKr36A4YkxcXFZWOFmbv6WmlW+/DDD3XhwgXdeuutMsa4fTt8+LDDe5Gamqp3333XwmeSf5HBrCOD8DRymHW+lMOcKFCggO68806n7d9++60Fq8m/yGDWkUF4GjnMOqtyWL58eaffmN+zZ49Onz5tyXrgGWQw68ggPIHsZV1e+Rx6rZUrVzptu/322y1YSf5CBrOODCK/o7ECgOXGjBnjcD8uLk4zZsyQdKUjdPjw4Vk6NZYr13Z27t692+1jg4ODHe5XrVrV4X5ERITD/cOHD2dxda5dfQ3NAwcOOJ02zAqpqamaPn26pMvvT1Zcd9116tmzp8O2WbNmOXTZIveQwcyRQXgbOcycL+bQE659DSVO52wFMpg5MghvI4eZ85Uc9u/f3+G+MUbfffedJWuB55DBzJFBeAPZy5yvZM9bvvvuO/3xxx8O22677TbVqFHDohXlL2Qwc2QQuILGCgCWu/nmm9W2bVuHbW+99ZY2btyo//3vfypSpIgGDhzokbnq1q3rcH/Lli1KTU1169jz58873L/29ItXX3tNkjZv3pz1BbpQoUIFh/uTJk3K0vHbtm3TsGHDPLYe6fKlA/755x9VrVpVnTp1yvLxQ4cOdbh/8uRJLViwwFPLQxaQwcyRQXgbOcycL+bQE9L7zxlP/IcNsoYMZo4MwtvIYeZ8JYcDBgxwysncuXNzPO7VkpOTdebMGY+OiYyRwcyRQXgD2cucr2TPW1577TWnbc8//7wFK8mfyGDmyCBwBY0VAHzCtZ2hJ06cUNeuXSVJgwYNUuHChT0yz7XXxTp16pTbp686ceKEw/1rTxPWsGFDh/urV6/O1m9/p/dh6toPSp988omWLVvm9pjPPvusSpQokeW1ZOTtt9+WJA0bNkw2my3Lxzdv3lz169d32Jb22/fIfWTwCjIIq5DDK/wlh55w7W9FSFLt2rUtWAnI4BVkkAxahRxe4cs5LFmypEaNGuWw7dtvv9WWLVtyPHaaMWPGaNq0aR4bD+4hg1eQQTKYm8jeFb6cPW+YNWuWVq9e7bCtb9++atGihUUryp/I4BVkkAwiYzRWAPAJ7du3d/oB34kTJxQaGurRbsZatWqpcePGDtvc7eq/+tRclStX1q233urweIcOHRzux8bG6rPPPsvyGpOSkpy21axZUxUrVrTfN8bovvvu09q1azMdb/r06frmm2/Uq1evLK/Fld9//10rVqxQ0aJF9eCDD2Z7nCFDhjjc/+WXX/TLL7/kdHnIBjJ4BRkkg1Yhh1f4Qw49ITExUV9++aXT9rvvvtuC1YAMXkEGyaBVyOEVvp7D559/XtWqVXNYy5AhQ5SSkpLjsRcsWKDvvvtOTz/9dI7HQtaQwSvIIBnMTWTvCl/Pnidt3brV6f9lbrzxRr3zzjsWrSj/IoNXkEEyiIzRWAHAa64uwsnJyZnuP3r0aKdt/fr1U+nSpbM0V3r3r/bCCy843J8zZ46OHTuW6RxXX69y7NixCghw/Ce0ZcuWTqfzGjNmjM6ePZvp2Fe7cOGC0zabzaYnn3zSYdvZs2d12223ady4cekeEx8frxdeeEFDhw5Vhw4dXF4TzBiT4f30pF1f7p577lHBggUz3d+Vu+++2+n4yZMnZ3s8OCKDZDAzZND7yGHezWFiYmKm+2Tm5ZdfdrruaePGjbN1eR+kjwySwYyQwdxBDvNmDkNDQ7VgwQKH63n/9NNPGjlyZIbHZWbVqlUaPny4Pv/8c4WEhORoLFxGBslgVpBBzyF7eTN7Usavr7vWrVunW2+9VZcuXbJvK1OmjL788ssc/T8PriCDZDAjZBDZZgDAS44dO2YkGUnm2LFjme6fnJxsqlSpYj8mICDA7N271625qlWrZj9Oknnssccy3L9Pnz4O+995550Z7v/nn3+a4OBgI8m0atXKpKSkpLvfd999Z2w2m8PYbdu2NfHx8enun5CQYNq3b++w/+uvv57uvvHx8eamm25y2DftFh4ebrp162ZGjBhhxowZY3r37m2KFi1qJJmQkBCzc+dOl8/t66+/dhhr1KhRGb4WO3bsMAEBAUaS+e677zLc1x133HGHw/w2m81s2bIlx+OCDJJB95BB7yKHeTOHxhjz008/Oa1h3759mR6XZtq0aU6vU5EiRcyePXvcHgOZI4Nk0BUymHvIYd7NoTHGLF++3ISFhTkcO2TIEJOYmOjW8VdbsmSJiYyMNKtXr87ysXCNDJJBd5FBzyJ7eTd7GzZsyPbn0KSkJDN16lQTGhrqcPxNN91k/vrrL7fGgHvIIBlMDxlETtFYAcBrri6Ky5Ytc+uYd999135M79693Trm1KlTJigoyKEQNmjQIMNjzp07Zxo1auRwzLhx41zu26RJEyPJVKlSxRw5ciTDsZ955hmnwl6/fn2zefNmh/127dplmjdvbv8BadqtcuXK5pdffjE//vij+emnn5yOSftQ4u7t/fffz3C9b7zxhsP+Xbt2dblvYmKiadq0qX3fTZs2ZTi2O/r37++05oYNG5pLly7leOz8jgySQXeQQe8ih3kvh2neeustp3l+//33TI9bt26d6dKli9OxJUuWNBs3bsz0eGQNGSSD1yKDuY8c5t0cplm/fr0pW7as03Nds2aNW8efPXvWjBgxwpQuXdps2LDB7XnhHjJIBjNDBr2D7OXd7E2bNs1pnm3btmV4zMmTJ83s2bNN1apVHY4LDQ01o0aNMhcvXsx0XmQNGSSDVyOD8BQaKwB4xfr1602lSpXsBer66683a9euddlNmSY+Pt6ULl3aSO79wHDfvn1OXZVpt+HDh5vTp0+7PPbkyZOmTZs2Dsd06tTJrFq1ypw6dcrExMSYzz77zN5x2qxZM3Po0CG3nv/o0aPTXVPt2rVNt27dTMOGDY3NZjM9evQwI0eOdNovKCjIdOrUyaxcudJp7B07dphy5cpl+qHFZrOZSZMmZbjOP//805QvX97huICAAPPpp5+a1NRUp3m7devmsG/z5s3Ntm3bnPZ119q1a02RIkXSXX/Lli3Nhg0bMv07g/SRQTLoDjLoXeQw7+Uwzfr1601UVFS6c1aoUMF06tTJPPTQQ2b48OFm9OjRZtCgQeaOO+4wZcqUcdo/NDTUPPLIIyYmJsat1xXuI4NkkAxajxzm3Rym9zo+/PDDJjAw0GGc+vXrm1dffdWsWbPGHD161Fy8eNGcO3fO/P3332bx4sXmscceM0WLFjW9evUyx48fd2suuI8MkkEyaA2yl3ez99NPP5mSJUumO2fZsmXNbbfdZvr372+eeuop88QTT5g+ffqYxo0bO2WzZMmSZtSoUWb//v1uvabIGjJIBskgvIXGCgAes3LlShMdHe3yh3TS5f+4jI6ONsuXL3c5zquvvmpuvfVWl4+fPXvWREdHuyyg196ioqLMHXfcke5Yqamp5t1333U6XdfVt+rVq5v333/fJCcnZ+n1+Oabb0z16tXTHbNChQrmo48+MqmpqWbcuHH27TfffLOZMmVKpt/MnjlzxowYMcJERESkO36tWrXM999/7/L4H3/80URGRmb4uoWHh5vbbrvNGGOcOjmvvUVERJiRI0e6/do8/vjjLtd+7S0kJMR8/fXXbo+dn5FBR2TQNTLoPeTQUV7K4fvvv2+aNWtmKleu7NZrfvUtMDDQhIWFmcjISFO9enXTrl07M3ToUDNv3jxz6tSpLL2myBgZdEQGyaAVyKGjvJRDd/z555/mqaeeMhUrVnTrPXn44Ye5DJ2HkUFHZJAM5hay5ygvZW/mzJmmUaNGbuXq6ltgYKApWLCgKVOmjGnYsKHp06ePmThxovn555/5JRYvIIOOyCAZhHfYjDFGAABt3bpVO3fu1NGjR5WSkqIyZcro5ptvVo0aNXI07qZNm7R582adPHlSxYoVU926ddW4cWPZbDZJ0po1a/TLL7+oW7duqlatWpbGvnTpktasWaO///5bcXFxKlmypBo1aqRatWrlaM2AFcggYD1yCFiLDALWI4ees3//fv3+++86cOCA4uLilJqaqkKFCqlMmTKqWbOmqlevroCAAEvXCN9DBj2HDCIryB5gLTII+AcaKwAAAAAAAAAAAAAAAFygJRUAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADAhSCrFwAgb3j11Vf17LPPSpJmz56tfv36WbugfGT37t3auHGjTpw4ocDAQJUqVUpNmzZVlSpVrF4avCAmJkbr16/XwYMHFRcXpyJFiig6OlrNmjVTiRIlrF5evpOamqpt27Zp06ZNOnnypEJDQ1WmTBm1bNlSZcuWtXp5yEXUQetQB/MX6qBvoQ4iDXXQOtTB/IU66Fuog0hDHbQOdTB/oQ76Fuog8iUDADm0efNmExwcbCQZSWb27Nnp7vfmm2/a9/HWrVu3bvY1RUdHm7CwMLeOCwoKMhEREaZ8+fKmUaNGpl+/fua9994zR44cyb0XMos+/fRTU6NGDZfPqXbt2uaLL77IdJwOHTqYSpUqmYCAALdf59DQUFOkSBFTunRpU6tWLXP77bebRx55xMyYMcNs3LjRJCcnZ+m5PPDAA6ZMmTJuzW2z2UyBAgVMiRIlzI033mg6depknnnmGbNq1SqTkpKS3ZfT5/3yyy+mU6dOxmazpfu6BAQEmO7du5vt27e7HGPYsGFez+CwYcOMMcYsWbLEREdHm5CQELeOCw4ONoUKFTIVK1Y0zZs3N48++qiZO3euOXXqVC69wlmTkpJipk+fbipUqODyObVs2dKsXr0607Fq1qxpypcv7/K9dZWBokWLmuuuu87Uq1fPdO7c2QwePNh88MEHZtu2bSY1NTVLz6dt27YmKirKrfkDAgJMWFiYiYqKMjfddJPp1q2bmTBhgtmwYUM2X03/Rx20BnWQOkgdtA51kDp4NeqgNaiD1EHqoHWog9TBq1EHrUEdpA5SB61DHaQO5mc2Y4wRAGTTpUuX1KBBA+3atcu+zVVn9ltvvaUnn3zSfr9FixaqWbOmihYtqqCgKyfQOXv2rKZNm+Zw7JAhQ1SkSBH7/eTkZMXExNg7ItN069ZNixcvtt83xui3337TgAEDtH37dqc12Ww2RUVFKSwsTEePHlViYqLD40FBQbr33ns1ceJElS5dOvMXJBckJSXpoYce0rx589za/8EHH9S7776rAgUKZLjfhQsX9MILL+jNN99M9/ECBQro+uuvV4kSJRQeHq6TJ0/qxIkT+vfff3VtKSlZsqR69uypJ598UjfccIN7T0zS+fPn9eabb2r8+PFKTU11ejw8PFwlS5ZUXFycTp8+7fR45cqV9corr+juu+92e05/MGXKFD311FNKTk5WnTp1NGrUKLVq1UolSpRQbGysfvzxR7366qvatm2bQkNDNWPGDPXv399pnOHDh2vKlCmSpMDAQLVt21Y33HCDChcurMDAQPt+Bw4c0CeffOJw7HPPPedwPykpScePH9cvv/yi3bt327cPGzZMb731lv1+SkqKVq9erQEDBujAgQNOawoMDFTJkiUVFBSkI0eOKCUlxeHxsLAwPfbYY5owYYIKFy7s/ovmRXFxcerZs6e+//57t/YfM2aMXn75ZQUEZHwFtlOnTmno0KH69NNP0308IiJClStXVokSJRQaGqoTJ07o+PHjOnz4sNO+FSpU0N13360nn3xSZcqUcWudaWsYP36807/BaQoVKqTIyEidOnVKcXFxTo/XqVNHkydP1q233ur2nP6OOpj7qIPUQeqgtaiD1MGrUQdzH3WQOkgdtBZ1kDp4Nepg7qMOUgepg9aiDlIH8z2rOjoA5A3pdXpm1pldvHhx88MPP7gcc9++fU5j7tu3z+X+mzdvNlWrVnXozL7W1q1bncYcN26ciYuLs++TmppqNmzYYPr27eu0b8mSJc1PP/3kzkvidVevr3z58uaBBx4wzzzzjBkyZIipX79+up2Ud955p9tdy/Xq1XM49qabbjLbtm0zSUlJ6e5//PhxM2fOHNOhQweneYOCgsyQIUPMxYsXs/Qcu3fv7jBOqVKlzJ9//unQbRobG2umT59uKlas6DRvv379XK7X38ycOdP+vO655x6TkJCQ7n6XLl0ynTt3tnfuzp8/32mftLxWqlTJ7Nixw+Wcq1evdnpNM7JixQpTunRph87say1evNhpzPfff9/h70ZycrJZsWKF6dKli9O+VapUMXv27MlwHbkhMTHRtG3b1r6uqlWrmocfftg8++yzZuDAgaZ69eoZdqxnJikpyalDul27dmb37t0uM3zgwAHz7rvvmsaNGzvNGxYWZsaPH5/l35aoW7euwzh169Y1+/fvd9jn6NGjZuLEiSYyMtJp3ueffz5L8/kz6mDuow5eRh10RB3MHdTBK6iDl1EHcx918DLqoCPqYO6gDl5BHbyMOpj7qIOXUQcdUQdzB3XwCupg/kVjBYBs+/77743NZjNBQUFZ+gYis1NAZfUbCGMuF9CiRYu6/AYiNTXV6dRbrtZpjDGff/65w2n8JJnChQubrVu3ZriOjIwbN86t55+Rzz//3P4NzX//+990P1CsWbPGVKpUyek1nDx5sltzPPLIIw7HtWrVyu31rVq1ytSqVctp7lq1apkDBw64Pc7LL7/scHx0dLTLfU+fPm3atWvnNOcDDzzg9ny+6tChQ6ZgwYJGkqlcubK5dOlShvvHxMTY9y9evLiJjY11eHzYsGEmJCTE/PHHHxmOk9VvIIwx5rfffjPBwcEuPygfPnzYacyMsvDWW2857V+2bFlz8ODBTNfiyoMPPujWvycZmTRpkv0bmv/973/p7rNo0SJTokQJp/UvXLjQrTnat2/vcNyDDz7o9voWLlxooqOjneZu1aqV09+HjGTl34F///3X1KlTx2nOsWPHuj2fv6IOZg11kDqYVdRB6iB10LdRB7OGOkgdzCrqIHWQOujbqINZQx2kDmYVdZA6SB2EL8r43CsA4MKZM2fUr18/FShQQCNHjnT7uLZt26p169YeX0+FChU0atQol4/bbDaVKFHC7fF69eqlsWPHOmyLi4vTvffeq+Tk5GyvM6eee+45VapUSb/88ovuueeedE+h1apVK/3888+qVKmSw/YXX3xR586dy3SOyMjIbK+vTZs2+vnnn9WtWzeH7Tt27FC7du109OhRt8bJyhqKFSumBQsWqFSpUg7b586d6/LUYf5i5syZunDhgiSpb9++Cg0NzXD/yMhItW/fXpJ0+vRpff7550773H///apatarH19qgQYN0T3V59dqyYtiwYXr44Ycdth0+fNhpW26Kj4/XSy+9pJtvvlm//PKLbr/99nT369Gjh9avX69ixYo5bH/66aedTg+ZnpxksGfPnvr111/VrFkzh+1r167V7bffrvPnz7s1TlbWUL58eX322WcKCwtz2P7SSy9p/fr1bo/jb6iD1qAOOqMOXkEd9C7qYPqog9TB3EQddEYdvII66F3UwfRRB6mDuYk66Iw6eAV10Luog+nLr3UwP6OxAkC2DB48WIcOHdKkSZNUvXp1t4/r3Lmz19bkqpinCQkJydJ4Y8aMUVRUlMO2Xbt2aeHChVlemyf89NNP+ueff7Ro0SJFR0dnuG+pUqU0f/58h21xcXH65ptvMp0nq6/TtQoWLKhFixapT58+Dtv/+usv9e7d2+lacZ5YQ4kSJfTss886bZ8wYUKWxvE1q1atsn/t7vXgrr52Y3rXz7Qqg9n5e/Xaa68pODjYYdt3332nDRs2ZHksT/jyyy8lSYsXL1bx4sUz3LdatWp67733HLb9888/+uWXXzKdJ6cZjIqK0qpVq3TLLbc4bN+4caMeeeQRt8bI6hqqVq2qgQMHOmxLTU3Vf/7znyyN40+og7mPOugadfAK6qD3UAddow5SB3MDddA16uAV1EHvoQ66Rh2kDuYG6qBr1MErqIPeQx10LT/WwfyMxgoAWfbpp5/q008/VceOHfX444+7fVyFChXUvHlzr62rRo0aqlOnjsfGCwoK0l133eW0/auvvvLYHFmxYsUKDRgwQHXr1nVr/0aNGum2225z2LZ161bPLywdAQEB+uCDD1SjRg2H7evXr9frr7/ulTnvvvtuBQYGOmz7448/9Mcff3hlvtxw7Ngx+9d///23W8dc/ZsD13buV6tWTfXr1/fM4tLRoEEDVatWzWPjRUZGqkOHDk7brczgM888o7Jly7q1f69evZz+gyW3MhgaGqr58+c7/cbC/PnzvfYbC/fee6/TtpUrV7rdDe5PqIPUwcxQBz2DOkgdzC7qoHdRB6mDmaEOegZ1kDqYXdRB76IOUgczQx30DOogdTC7qIPwJhorAGTJ4cOH9fjjjysyMlIffvhhlo6988471bhxYy+tTCpQoIDHO3HT+7C1e/duj87hrsDAQA0bNixLx3Ts2NHh/qlTpzy5pAwVLFhQc+fOddr+6quv6uTJkx6fr1SpUrruuuuctlv1fnlCoUKF7F9/9tlnbp1u8cCBA/avrz3t2aBBg1SxYkWPre9a0dHRGjRokEfH9KUMFipUyO3OZunyqTav7VbPzQyWKVNGM2bMcNr+zDPPKDEx0ePz1a1b1+mb1uTkZP31118en8tK1EHqoLuogzlHHfStDFIHM0YdzBx1MGeogxmjDl5GHfQe6mDGqIOZow7mDHUwY9TBy6iD3kMdzFh+qYOgsQJAFhhj1K9fP8XGxur9999X6dKlrV6S16X3gfTSpUsWrER6/vnns3R6QUmqXLmyw/3ChQt7ckmZatCggVN3+Llz5/TWW295ZT5fer88oWHDhvavDxw4oMmTJ2e4f3x8vFasWCHp8vXdevTo4dX15QZfek+nTp2a6anurmV1Bnv06KEbb7zRYduBAwfS/eY+p4KCgpxOEyr5dwavRR28jDroPupgzlAHfes9pQ5mjDqYN/lSBqmDmfOl98sTqIO+9Z5SBzNGHcybfCmD1MHM+dL75QnUQd96T6mDGcsPdRCX0VgBwG1Tp07V999/r/79++eJDybuiI+Pd9qWXoH0VdeeAu7aDxK5YcSIEU7b5s2b55W5/P39ulbfvn0d7r/wwgtaunSpy/3fffddnTt3TgEBAXrvvfdyfE06X+Dv76nVGbTZbBo+fLjT9o8//tgr8/n7+5UZ6uBl/vSeWp1BiTqYE9RB/39Prc4gddCzqIOX+dN7anUGJepgTlAH/f89tTqD1EHPog5e5k/vqdUZlKiDOUEd9P/31OoMUgfhDTRWAHDL7t27NWbMGFWuXFlTpkyxejm5Jr1Ta3nyeoXedvjwYYf77dq1y/U1tGrVSgUKFHDYtn//fm3atMmj8yQmJjpdb89ms6lWrVoenSc3NW/eXHfeeaf9fnJysnr27KmZM2c67bthwwY988wzCgwM1MyZM51Od+iv8lIGw8LCnE5DmBuu/e0ISVq3bp1iYmI8Os/hw4cVFxfnsK1o0aKKjo726DxWoQ5e4a8ZlKiD/oY6mLcySB30b9TBK/w1gxJ10N9QB/NWBqmD/o06eIW/ZlCiDvob6mDeyiB1EHkFjRUAMpWUlKT7779fSUlJ+uSTTxQREWH1knLNwoULnbZ179499xeSTVu3brV/3aJFC69eR86V0NDQdK8h+dtvv3l0nv/973+6cOGCw7ZmzZqpZMmSHp0nt82cOdOhmzcpKUmPPvqohgwZYr+24NatW9WpUycVKlRIX3/9tfr372/Vcj0qISHBqRPdZrOpa9euFq0o667OYM+ePRUWFpbra4iOjnb6EJ+amqrNmzd7dJ70/r3s3LmzgoKCPDqPFaiDjqiDWUMdzBnqIHUwp6iDOUcddEQdzBrqYM5QB6mDOUUdzDnqoCPqYNZQB3OGOkgdzCnqIDyNxgoAmRo3bpw2b96sZ599Vk2bNrV6Obnm448/1pYtWxy2tWjRQrfeeqtFK8q6r7/+2v716NGjLVtH3bp1nbZt377dY+PHx8frueeec9o+fvx4j81hleLFi2vFihWqWrWqw/bp06erQ4cOWrp0qdq0aaPGjRtr69atuv322y1aqee9/vrrOnbsmMO2e++91+m18FUXL17UqlWrJF3+xmfUqFGWrcXbGTxx4oRee+01h21BQUF6/vnnPTaHlaiDV1AHs4c6mH3UQeqgJ1AHc4Y6eAV1MHuog9lHHaQOegJ1MGeog1dQB7OHOph91EHqoCdQB+FJNFYAyNBPP/2k119/XQ0bNtTYsWOtXk6uWb58uQYOHOiwLTIyUh999JE1C8qGtWvX6t9//5V0uUO5S5culq2lePHiTts8dbqtixcv6q677tLOnTsdtg8fPtyvvtnLSNmyZfXjjz+qQYMGDttXr16trl27qnbt2lq2bJnKli1r0Qo976OPPnL6BvD666/XW2+9Zcl6suPzzz/XpUuXJEl9+vRR7dq1LVuLNzN48uRJde3a1embvcmTJ6t69eoemcNK1MErqIPZRx3MGergZdTB7KMOZh918ArqYPZRB3OGOngZdTD7qIPZRx28gjqYfdTBnKEOXkYdzD7qIDyJc5AAcOn8+fPq27evQkND9cknn+S50xb9+OOPqlSpkqpUqaJSpUopKSlJO3bs0KxZs/Thhx8qJSXFvm+VKlW0cOFCValSxWGMRYsWuX3aqB9++EGSNGvWLH3//fduHdO2bVu1bdvWzWfk6NVXX5V0uTty2rRp2RrDU0qUKOG07ezZs24ff+7cOS1cuFDVq1dX+fLlFRERoePHj2v58uV65ZVX9Ndff9n3tdlsGjlypCZOnOiRtfuKkiVL6ocfflDfvn21aNEih8d++OEHde3aVfPmzVORIkUsWmHWLV++XCEhIapcubIiIyMVHx+vTZs2afr06U6nT2vQoIEWLlyoyMhIh+2zZs3Svn373Jov7Tct3njjDbdfp549e6pevXpu7Xs1Y4z972DhwoU1adKkLI/hSTnN4JEjR/TVV1+pWrVqKleunAoUKKBDhw5p6dKleuWVVxy+eQgODtZrr72mYcOGeWTtVqIOUgc9hTqYc9RB6mBOUAezhzpIHfQU6mDOUQepgzlBHcwe6iB10FOogzlHHaQO5gR1EJ6Utz4NAPCo4cOH659//tE777zjN6eYyorPP/9cH374YYb7lClTRoMHD9awYcNUqFAhp8eXLFmiOXPmZGneTz75xO19g4KCsvUNxLp167R8+XJJ0qhRo7L1AciTAgMDnbaFhoa6fXxcXJweeOABxcfHu9wnICBAt99+u8aMGaOWLVtma52+7ujRo9q/f78efPBBbd68WTt27LA/tmzZMjVr1kzffPON03XjfNX06dOdTpN2rSpVquiJJ57QwIEDFRIS4vT4xx9/rLVr12Zp3qx8Q3399ddnKz/z5s3T7t27JUmTJk2yvGs+pxn8999/dddddykxMdHlPsHBwerZs6fGjBmjOnXqZGudvoY6SB30FOqgZ1AHqYPZRR3MHuogddBTqIOeQR2kDmYXdTB7qIPUQU+hDnoGdZA6mF3UQXgSjRUA0rVkyRLNmjVLnTt3djr1W14xdepUdevWTdu2bdM///yj2NhYnTt3ToUKFVJUVJQaNGigGjVqyGazuRzjo48+cvs0eOPHj9eECRO0evVqtW7d2jNPIh2JiYl69NFHJUlNmzbVhAkTvDaXu06dOuW0LSoqyu3jy5Ytq7///lt79+7V77//ruPHjys2NlY2m03FihVT5cqV1bRpU7/qSs6q77//Xr169dI999yjGTNm6MKFC3rwwQcdurR37dqlpk2bavXq1apWrZqFq3XPkiVLVKNGDW3btk379+9XbGys4uPjVbhwYZUuXVqNGjVy+m2Ia61Zs8bt+fr166c5c+Zo3759qlixYs4Wn4HTp09rxIgRkqRevXrZ82ilnGawSZMmWrFihXbv3q1du3YpJiZGZ86cUVBQkIoVK6Zq1aqpcePGCg8P9+SyLUUdpA56EnUw56iD6aMOuoc6mHXUQeqgJ1EHc446mD7qoHuog1lHHaQOehJ1MOeog+mjDrqHOghPorECgJMTJ07okUceUVRUlGbNmmX1cryqWLFiat26tVc/0Oe2l156Sbt371ZUVJQWLFig4OBgq5eU4w8v0uXO0urVq+fLa5MtWLBA999/vxo0aKDp06fLZrMpIiJCCxcu1JgxY/T666/b9z169KjatGmjjRs3qnz58hau2j0lS5ZU+/btrV6GRw0fPlwxMTGqWrWqz/wb6okMBgcHq3bt2pZeEzG3UAf9G3Uw76EO+hfqoP+jDvo36mDeQx30L9RB/0cd9G/UwbyHOuhfqIPI6wKsXgAA3zNgwACdOHFCs2bNUqlSpaxeDrJgzZo1euWVV1SgQAF99dVXPvMBcs+ePU7bGjRoYMFK/M+3336r++67T6mpqZo1a5YCAq6UbpvNpokTJ+qtt95y+A2Co0ePqnfv3kpNTbViyfnaxx9/rI8//liRkZFatmyZChcubPWSJJHBrKIO+i/qYN5DHfQv1MG8gTrov6iDeQ910L9QB/MG6qD/og7mPdRB/0IdRH5AYwUABxs2bNDSpUslSV27dpXNZsv09tBDDzmM8dBDDzk87u4p4ZAzadf6Msbok08+UdOmTa1ekiQpJSVF69evd9hms9nUpk0bi1bkP44fP657771XKSkpatOmjWrWrJnufsOGDdPbb7/tsG3jxo2ZXisTnrV582Y99thjCgsL01dffaXrr7/e6iVJuvzbNmnXNUxTtGhR1a9f36IV+TbqoP+iDuY91EH/Qh3MG6iD/os6mPdQB/0LdTBvoA76L+pg3kMd9C/UQeQXNFYAcHDp0iWrl4BsiIuLU5cuXRQTE6N33nlHPXv2tHpJdr/++qvi4uIctt18882KjIy0aEX+Y/z48YqNjZUk9e7dO8N9H3/8cY0dO9Zh29SpU722Njg6dOiQunbtqqSkJH3++edq1qyZ1UuyW7VqldO29u3bKzAw0ILV+D7qoH+iDuZN1EH/QR3MO6iD/ok6mDdRB/0HdTDvoA76J+pg3kQd9B/UQeQnNFYAgJ9LTExUz549tWPHDr322mt69NFHrV6Sg/Q+xI4YMcKClfiXxMREffzxx/b71apVy/SY8ePHO1wXc8eOHTp27Jg3loernDlzRp06ddLRo0c1Z84cde7c2eolObi2a18ig8hbqIN5E3XQf1AHAWtRB/Mm6qD/oA4C1qIO5k3UQf9BHUR+Q2MFAAetW7eWMSZLt9mzZzuMMXv2bIfH+/XrZ82TyQdSUlJ033336fvvv9fo0aM1evRoq5fkYN++ffrss88ctlWtWlV33XWXRSvyH7t27dKFCxfs98uUKZPpMTabTePHj3fYduDAAU8vDVe5ePGi7rjjDu3YsUPTpk3Tvffea/WSHPzwww/66aefHLa1a9dOTZo0sWhFvo866F+og3kXddA/UAfzHuqgf6EO5l3UQf9AHcx7qIP+hTqYd1EH/QN1EPkRjRUA4KeMMerfv78WLlyogQMH6rXXXrN6SQ5SUlLUv39/paSk2LcFBARo2rRpCgig/GQmISHB4b67p6Ns0aKFgoOD7fcLFCjg0XXhioSEBHXv3l3r1q3Ta6+9pkGDBlm9JAfnz5/XwIEDHbaFhYXprbfesmZBgIdRB/M26qDvow4C1qIO5m3UQd9HHQSsRR3M26iDvo86iPyKf8EBwA8ZY/TII49o7ty56tu3r2bMmOH2satWrdKWLVu8uLrLnn/+ea1Zs8ZpW/v27b0+d15QsWJFh/t//PGHW8cFBgaqePHi9q+vHQeekZCQoB49emjFihV67rnnsvRbEYsWLdK+ffu8uLrLHn30Ue3evdth2/Tp03XTTTd5fW7A26iDeR910LdRBwFrUQfzPuqgb6MOAtaiDuZ91EHfRh1EfkZjBQCfk5iY6LQtKSnJ4+OmN48/SE1N1cMPP6xZs2bprrvu0uzZs2Wz2dw6dvv27br77rtVsmRJl/vk9LU2xmjMmDFOneK9evXSuHHj3Bojr7xXOVGqVCk1atTIfn/p0qVuHXfmzBmdPHlSktSmTRsVKVIky3N7I4Ppjemv7+ulS5fUrVs3/e9//9PIkSP10ksvuX3sypUrNWjQoAxPYeiJ17pv37769NNPHbaPGDFCDz30kNtjZHQf3kUdzBh1MH+gDvou6iC8jTqYMepg/kAd9F3UQXgbdTBj1MH8gTrou6iDyO9orADgc06fPu20Le0DUXYZYxQbG+uwLSYmJkdjWiE5OVn333+/Zs+erbvuukvz5s1TYGBghvufOXNGW7du1bhx49S8eXM1atRIZcuWdXlMeq+/uw4dOqSePXtq4sSJDtsff/xxzZ8/3+1T3V27hlOnTskYk+11+auxY8fav16wYIF+//33TI9577337KcZnDBhQrbm9UYG0xvTHzN4/vx5derUScuXL9eIESM0efLkDPdPSkrS6dOntXHjRg0fPlwdO3ZUr169MjwVYU4yuGfPHt1666365JNP7NsCAwP18ssv64033nB7nGvX4I/vlT+jDrpGHcxfqIO+hzqI3EAddI06mL9QB30PdRC5gTroGnUwf6EO+h7qICDJAEAOzZ4920iy32bPnp2j8aZOneowniTz9ttv52jMrVu3Oo15xx135GjM3Hbp0iXTrVs3p+eR1dsXX3yR4Tw333yzw/5NmjQxCQkJGR6zfft28/TTT5uwsDCHYytXrmy++uqrLD/X7t27O61706ZNWR4nLxg0aJD9NbjhhhvM/v37Xe77zTffmJCQECPJjB07Nttzjhgxwun1X7p0abbHM8aYxYsXO405dOjQHI2Z206fPm2aNm2a4wxm9Hc5OTnZlC5d2mH/3r17m+TkZJfHpKammo0bN5rHHnvMBAUFORxbp04ds27duiw/13r16jmMExAQYE6cOJHlcfIL6mDuoA5SB6mD1qIOUgddoQ7mDuogdZA6aC3qIHXQFepg7qAOUgepg9aiDlIHcRmNFQByzFPfQKSkpJivv/7aFCtWzKngRkVFmYULF5rExMQsj7tlyxZTq1YtpzFtNpsZO3asiYuLy9Z6c1NcXJxp06ZNjj+4REVFuXwNExMTzYQJE9I9Ljg42Nx0002mV69eZtCgQWb06NHm0UcfNd26dTPR0dFO+zds2NDMmjUr0288rnXhwgXzyiuvpLuGmjVrmo0bN5rU1FRPvKR+IyUlxQwdOtT+OhQtWtS89NJLZufOnebChQvm9OnT5ocffjAPP/ywCQgIMAEBAWbChAnZmisxMdHMmTPHhIaGOr3+lSpVMitXrszwg6wra9asMeXKlXMas0CBAmbatGnm4sWL2Vpvbjpy5Ei6/45k9Va3bl2Xc1y4cME89thj6R4XGhpq6tWrZ+6++27z+OOPm6effto8/PDDpkuXLqZUqVJOH/bbtGljPv/8c5OSkpKl5xkbG+vw9+3qW4sWLczu3btz+lLmSdRB76MOUgepg9aiDlIHM0Id9D7qIHWQOmgt6iB1MCPUQe+jDlIHqYPWog5SB3EFjRUAciyn30DMmTPHVKhQwURERGRafIOCgkz58uXNnDlzMhxz8+bNJjo62hQvXtytol6mTBlz33335eBV8K6ru3NzchsxYoTT2N27dzf169c3RYoUydJYwcHBpnDhwqZKlSqmdevWZvDgwebDDz80Bw8ezPLze+CBB0y5cuXsXcUZ3cLDw010dLT59ddfPfHS+o3ly5ebJk2auHxdbDab6dSpk/n555+zPPbLL79sypcv79RZn94tJCTEVKhQwaxcuTLDMZcsWWKio6Pd+nsVEBBgypYta0aPHp3dl8frOnbs6JEMTp061Wnsxo0bm7p165rw8PAsjRUSEmKKFi1qqlWrZtq3b2+GDx9u5s2bZ2JiYrL8/Nq2bWuuu+46ExgYmOm8hQoVMtHR0ebo0aOeeGnzBOqg91EHqYPUQWtRB6mDGaEOeh91kDpIHbQWdZA6mBHqoPdRB6mD1EFrUQepg7jCZkw+vDgTAAB+6ujRo1q3bp2OHj2qc+fOqUiRIoqOjlbz5s1VvHhxq5cHAIBXUQcBAPkZdRAAkJ9RBwFYjcYKAAAAAAAAAAAAAAAAFwKsXgAAAAAAAAAAAAAAAICvorECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADABRorAAAAAAAAAAAAAAAAXKCxAgAAAAAAAAAAAAAAwAUaKwAAAAAAAAAAAAAAAFygsQIAAAAAAAAAAAAAAMAFGisAAAAAAAAAAAAAAABcoLECAAAAAAAAAAAAAADAhf8HnZivzn0TqqMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2100x2333.33 with 3 Axes>"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_hybrid.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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}