paper_note/lynx/hybrid_parallel_nfsc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 136,
   "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",
    "    \"#999999\",\n",
    "    \"#FF9999\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\", \"x\", \"+\", \"/\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_a = {\n",
    "    \"8TP(Vanilla)+2DP#16GPUs\": [3.33, 3.025], \n",
    "    \"8TP(MicroBatch)+2DP#16GPUs\": [3.88, 3.03], \n",
    "    \"2TP+4FSDP#8GPUs\": [3.02, 2.85], \n",
    "    \"8TP#16GPUs\": [2.98, 2.81] \n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.09159159159159164\n",
      "0.21907216494845363\n",
      "0.056291390728476796\n",
      "0.057046979865771785\n"
     ]
    }
   ],
   "source": [
    "for k, vs in data_a.items():\n",
    "    print((vs[0] - vs[1]) / vs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"FSDP\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "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": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'ITERATION TIME (S)')"
      ]
     },
     "execution_count": 141,
     "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, hatch, label) in enumerate(\n",
    "        zip(positions, y_data, colors, hatches, legend_labels)\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(label)\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            edgecolor=\"black\",\n",
    "            hatch=hatch,\n",
    "            label=local_label,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 4.5)\n",
    "ax.set_yticks([0, 1, 2, 3, 4])\n",
    "ax.set_yticklabels(\n",
    "    [\"0\", \"1\", \"2\", \"3\", \"4\"], rotation=90, ha=\"center\", va=\"center\"\n",
    ")\n",
    "\n",
    "ax.tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"ITERATION TIME (S)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9948d403e0>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=2,\n",
    "    loc=\"upper center\",\n",
    "    frameon=True,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 1.14),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lj/7oj8q73/3unvbmtrjmmmvK1NRUmZ6eLj/4wQ/KzTffXO65557yiEc8ouy///7l6U9/ejn++OPLi170orLnnnsu+utff/315cc//vGSz9m9X1i+fPnm+4W99tqr7LXXXkv+2m3XvV8opSzq/7Z17xf22GOPvj808OUvf7m85z3vKRdffHE58cQTy2c+85m+fv1ePPTQQ+XCCy8s5557bjn//PPLFVdcMevP77777uWxj31secUrXtH37/3ggw+WmZmZ8uUvf7l85zvfKZdffnm56aab5vxrx8bGykEHHVSOOeaY8oIXvKD85m/+Znn84x8/51/77ne/u9x+++2NewBr1apV5fTTT+/L11rsv76uueaa8tjHPrbn75dyXwZQyuDnPPc7zOW//Jf/Uv7bf/tvmz8eHx9f0N37YYcdVn7yk58M8GTbd/XVV/f0INiDDz5YLrjggvLVr361XHTRReWGG24oN998c7n//vvLHnvsUR796EeXww8/vBx77LHlec97Xnna054259f5tV/7tXL00UeXT37yk9v8XldcccWiHifYlmXLlm3+72933XXXzf/9bdo/EJOou18deuihC74XX79+fbnssstKKaUcc8wxPX/vO++8s/zVX/1VWbt2bfnnf/7ncvfdd2/11+y///7lOc95TnnZy15WXvva15Ydd9yx5+/Xi6uuuqqcd9555Rvf+Ea5/PLLNz9eN5c99tijHHnkkeW5z31u+Y3f+I3ynOc8pyxfvvWPF3/9618vL3rRi8rPf/7zcsABBwz6t9A3S90ttlRV1aL++uc973llZmamp+916KGHlmuuuaanXwsAMAh+jqX5brnllnLttdeWUhb331Vdeumlm2fhfj86fsstt5T/9t/+W/nEJz5R7r333p7vBfrthhtuKOeee26ZmpoqX/va18pdd921+c8tW7asHHTQQeXlL3/5QH7W8Wc/+1k577zzyr/8y7+Uyy+/vFx55ZXlgQcemPOv3XXXXcsRRxxR/n//v/9fedGLXlRe8IIXzPnfuV9zzTXlOc95Tvn6179envWsZ/X9zIPUz58xWey/vpb6s7iL3SEBYNEqAPru7LPPrh772MdWpZQF/7HrrrtWf/RHf1Tdf//9C/4+Z5111qK+xzD+uPrqqzef79BDD13S11q2bFm1yy67VHvvvXf1mMc8pnr6059eTUxMVO94xzuqs88+u7ruuusGUG9rDzzwQPWHf/iH1djYWHXQQQdV3/zmN2f9+Z///OfVk5/85GrXXXft+fd64IEHVq985SuXdM4nPelJ1Q477LDg77nLLrtUq1atWtL3bLLf/M3fnPPvy5FHHjnvr7v00kurF73oRdXY2Ni8f3/Hx8e3e4b3vOc91QEHHLDdVv/0T//Un9/0AFx55ZXV4x//+KqUUr3whS+sbrrpprqPNHSXX3559YpXvGK7/5ro/vGoRz2q+vM///NF/ed9VVXVe9/73upxj3tcdfDBB1fLly/v+39+77zzztVjH/vY6vnPf3711re+tfrEJz5RXXzxxdUDDzzQl79P73nPe5Z8xp122qnaY489qv3337866qijqhe+8IXV7/7u71Yf+9jHqm984xvVQw891JezbstBBx1UlVKqpz71qQv+NTfeeOPm85944ol9OcfGjRurc845pzryyCNn/f15z3ve05ev36sbb7yx+i//5b9Uj3zkI2ed6+CDD65OOumk6gtf+EJ17bXXDuR7f+c736l+53d+p9p99917/tfX2NhYdeyxx1Yf/vCHq5/97Gebv/a9995b7bXXXtWrXvWq7Z5jqf8a784+++yzT3XYYYdVz3rWs6pXvOIV1bve9a7qnHPOqW6++eae/v7cd9991fe///3q9NNPr3bZZZftnmOfffapVq9eXf3whz9c9H9WbenBBx+srr/++urss8+ujjjiiDm/3w477FCddtpp1fe+970lfz9oG7vlJqOyW1ZVVZ144omL+r3tsMMO1Y9+9KOhnH8u/+k//acltd3SxRdfvM1fd8455wzvN8aS/323vT923nnn6vDDD69e8YpXVO973/uqiy++uNq4cWPdv+2R8s1vfrN68YtfvN1d9tBDDx3KeW644Ybqmc98ZlVKqZ7ylKfU+p9tdbnmmmuqN73pTQve+ffee+/qjDPOqO68885FfZ+zzjqretzjHlc95jGPqXbaaae+//t7p512qg455JDqOc95TvXmN7+5+vCHP1z98z//c99m/X7MLTvuuGO1++67V494xCOqX/3VX62e97znVW984xurM888s5qZmak2bNjQl7Nuy3HHHVeVsmn3WqiHHnpo8867kHvHhZqenq6e/exnz/r706/7i17deeed1Yc+9KHqkEMOmXWuRzziEdWJJ55Y/c//+T+rq666aiDf+0c/+lF10kknVfvtt9+S/jV29NFHV+9973tnnXPjxo3V4YcfXh1zzDHbPUfq/Lt+/frqqquuqj7ykY9U++6773bPscsuu1Tvfve7q+9973vVvffe29P37HrooYeqm266qTr33HOrZz3rWdv8nm9+85urSy65pLrnnnuW9P0A+mmYc16/Z7ul/tHG+50mueCCC6ply5bN+vu40FnywQcfrDZs2FBdffXV1d/+7d9unmHr+tfPQmzYsKH61Kc+tej71EMPPbQ67bTTqksvvXTz15qcnKzGxsaqt771rfN+z5NOOql63OMeVx144IFb/b3uxx+77bZb9YQnPKHqdDrV7//+71ef/vSnq8svv7xvdyiLvYuc648VK1ZUe+65Z3XggQdWT3rSk6rjjz+++s//+T9Xn/zkJ6vLL7+8L+fclnvvvXfzz8i84hWvWPCv+8Y3vrH5/L3896vr16+v3vWud1V77rnnov5eHXTQQdVf/dVfLfr7LdZ9991XfexjH6ue9KQnLantvvvuW735zW+upqenqwcffHDz13/f+95XlVK22zf15wMeeuih6uabb67+v//v/1vwf7adcMIJ1fT0dHXrrbcu+vtt6a677qouvvji6m1ve9s2f8br6KOPriYnJ0fy528AgHx+jmWTpt9zrF27dvNZPvrRjy74133wgx/c/Ov69bPtt912W/Wnf/qnW/3s52LvBfrta1/7WvWqV71qq7n92c9+dvW+972vuvDCC6u7776779/3wQcfrP76r/+6OvbYYxf8c+lz/bH77rtXr33ta6vzzjuvWr9+/eav/zd/8zdVKaWampqa9xyp/53sxo0bq9tvv736x3/8x+olL3nJgs5x7LHHVv/rf/2v6qabblryz5nfe++91eWXX169853v3ObP4h566KHVZz7zmeqGG27wczAADI2HIgD66L777qve9KY3zRr0d9555+qtb31r9b//9/+ubrjhhmr9+vXV7bffXn3729+uVq9eXR122GGz/vonP/nJC/4hx/RLkK477rijuuCCC6qVK1f2/fs95SlPqdasWTOwH/q78847qxe96EVVKaV6whOeMO/Fy4MPPlj9n//zf6pf//VfX9DZd9111+qDH/xgX/+h2bvuuqv6n//zf1b/4T/8h21+38MOO6z667/+6yX/YGbTnXLKKXP+/dneDxB897vfrU444YTqIx/5SPU//sf/2OY/9LqQH7J529veVp166qnVX/7lX1Zvf/vbt9ks+aGIqqqqm266qTr66KOrUkr16Ec/uvr2t79d95GG5tOf/nS1YsWKnv/z68c//nFP3/fuu++u/uZv/mbzwwWD/GOPPfaoVq5cWZ1zzjmzLgt7df/991dXXnll9Wd/9meL/uGZ7f3xiEc8ovr93//96t///d+XfM4tPfzBhze/+c0L/nVf+tKXNv+6j33sY0s+x3nnnVc9+clPnvP3X9dDERs2bKhWr15d7bHHHrPO84xnPKP64he/ONAHPK644orqpS996Zx/P37lV36l+v3f//3q7/7u76rLLrusuvnmm6v169dXd999d3X11VdX3/zmN6v/9//9f6tXvepV1T777DPr1y5btqx67nOfW/3Jn/zJ5n9g5rnPfe6CzrRx48bq1ltvrb785S9XL3jBC/r6r/Fly5ZVv/Zrv1adffbZPf+DS1/+8pfn/R577bVX9f3vf7+nr709d911V/W0pz1tq9/T9v5LBxhFdsvR3S03btxY3X333dUPf/jD6uyzz573H4Lr/nHyyScP5Mzbc+ONN253Fj766KOrz3/+89X1118/64eJt+W2227b5g/Vf/e73x3C74quBx98sHrggQeqW2+9tfqnf/qn6nWve93A/31/8MEHV+985zurG2+8se7f/kiYnp6uTjjhhOpDH/pQ9YlPfGLzXr/lH8N6KKKqquqee+7ZPEPvvffe1fT09NC+d92++MUvVnvttVdP/9457LDDqm9961s9fd/169dXU1NT27zf6ucfO++8c3XCCSdUZ511Vl9+aGrDhg3Vj3/84+rjH/94deCBB/b1rHvuuWf1xje+see/r/N56KGHqt12260qpVQveMELFvzr/u3f/m3z+U499dQln+OCCy6onvvc5875+6/roYiNGzdWZ5111lYP6x5++OHV2Wef3Zd7qW257rrrqte//vVz/kM6Bx10UPWWt7yl+tznPlddcskl1U033VTdd9991b333lv95Cc/qS655JLqs5/9bPV//V//15z/Wnz6059enXbaadVv/MZvVKWU6pBDDlnwuZLn38suu6zacccdt/n1d9xxx2pmZqanr709GzZsqE444YStvueaNWsG8v0AlmKYc577ncHf7zTJHXfcsdXDW6X0/ujYxo0bqz/4gz/Y5t/7F7/4xdVFF1203T8uvPDCanp6ujrnnHOqj3zkI9Ub3vCGbT7StZh/IOSaa66pnvGMZ8z69bvuumv1ute9rvrkJz9ZfelLX6q++tWvVuecc061atWq6vnPf/6cd1CPeMQjZv19295DEQ+8ItF2AAC/kElEQVR3++23V2vWrOn53/OL+WO//far3vCGN1Rf+cpX+vLfw91zzz3Vd7/73eqP//iP+/6g4KMf/ejqne9856xH2vvl61//+ubvc8YZZyz4133iE5/Y/OsW+99R/eQnP9nqzvaAAw6oVq1aVf3rv/5rdcstt1QbNmyobrrppmpmZqb6oz/6o63+O9TXvOY1A/nPqYceeqj6yEc+MudesmLFiuo3fuM3qg9/+MPVV7/61eraa6+t1q1bVz3wwAPVjTfeWH3ve9+rvvzlL1fveMc7qqc+9alb/cNIBxxwQPWmN72pOuWUU6qdd965KqVU//iP/7igcyX/fMCGDRuq5zznOfN+j9/93d/t6WsvRPcf0NryP6dH/ee5AIBMfo6lXfccH/jABzZ/nwsvvHDBv+7Vr351Vcqm/1GudevWLekMd9xxR/We97xnm3t0XQ9F/OQnP6le9apXzTrL8uXLq7e+9a3VlVdeOdDv/bnPfa563OMet9Xfi+XLl1fj4+PVBz7wgeorX/lKdfXVV1d33HFH9cADD1S33HJLdcUVV1Rf/epXq/e85z3Vs5/97K3++6699967et3rXle94x3v2Pyzsgt9yDD9v5Pd3s+ynHDCCQv6eaVeXHjhhVvdLx1xxBF9eWQQABbLQxEAffLggw9u9SrdM5/5zOqaa66Z99dt2LChOvnkk2f9ukMOOaT6yU9+st3vOdclyCte8YpqcnKy+sEPflDdcccd2/yHCLd1gTLfD38/8MAD1U033VRddNFF1bvf/e7qUY961KKX8j/+4z+edxk75JBDqpe97GXV//1//9/V+9///urP/uzPqj/4gz+oxsfH5/1fWTn44IP7/r8uetttt23+hxkX2qTrjDPO2O5y+5nPfKav532422+/fc7HIp71rGdVd9xxx8C+b5NcffXVm38ou/vHsmXLqm984xuL+jpXXnnlnH17+SGb1772tXN+rfSHIqqqqm6++ebqCU94QlXKpn/I+KKLLqr7SAP3rne9a8mXXPvss0/1L//yLz2fYa5/HT/8jyc84QnVa1/72mr16tXV+eefX33ve9+rfv7zn1cbNmyo7rnnnurnP/959Y1vfKP667/+6+p3f/d3t7qY3/KPgw46qPrUpz7Vt0uz73znO/P+sNGee+5ZPec5z6l+7/d+r3r3u99dfehDH6re+c53VitXrqwe8YhHbPPX7bDDDtUpp5xS3XXXXX05Z1XN/ofrP/7xjy/4161atWrzr/vXf/3Xnr//l770peqYY46Zt08dD0X84Ac/qJ7ylKfMOsfee+890P8bV1WbfiDxox/96Jwv8nY6ner8889f1Ne7//77q49+9KNzzjbdP371V3+1p3POdxE9NjZWPf7xj69e/epXV6eddlr1gQ98oHrve99bnXzyydWznvWseV+EPuKII3r+vw9b/q/FPvyPd77znT19zYU655xzZn2/uv7hZkhmt7RbPtyDDz5YveUtb5n397rLLrtUN998c1/PvBDbm4ePPfbY6r777lv01/3P//k/b/W1XvKSlwzgd8Bivf/9799m7/32269629veVv3VX/1Vdckll1TXXHNNddttt1UPPPBAdeedd1Y//elPq0svvbT6i7/4i+qkk06qHv3oR2/za+28887VqlWrqgceeKDu3/JIuf766+f8z8dhPhRRVZv+Fzi6/2uOO+20UzU5OTnU71+HT3/600v6X4Pp/vvm3HPP7fkMt99+e3XwwQfP+39XX/nKV1bve9/7qq985SvVZZddVv3sZz+r1q9fX913333VzTffXH3rW9+qPv/5z1dvf/vbqyc+8YnznnefffapPvjBD/btH3z46U9/Ou89wS677FI985nPrN7ylrdU73rXu6oPfehD1bvf/e7qda973bz/eVRKqV7/+tf39QGbK664YvPXPu200xb86z7zmc9s/nV/+7d/2/P3/9rXvla98IUvnPf3XMdDETfccMNW59p5552rD33oQwP/vwef//znt3pAspRND2B+4QtfWNQ/eNf9X3nq3pNu61+PvUicf+e78/id3/mdnr7mQl188cWzvt8JJ5ww0O8H0Ithz3nud/rzf9/a4rd/+7fn/HvT60MRVbXpobkt/9c9+zFD3n333dX/8//8P1v9QwwL/QdCvv71r2/12MQb3/jG7c7x1113XXXqqadu/ofe5/pjMQ9FdH3jG9/Y5kOoY2Nj1ZFHHlmdeOKJ1Z//+Z9XMzMz1RVXXFHddNNN1QMPPFDdfffd1fXXX1997Wtfq/7iL/6iesMb3vD/Z++sw6J6vj/+XlokxO7AQrG7A7tbscFObP3YmJjYigmKmNitiN2FHSgqFiigdC7z+4Mf+91l713uvXs3gHk9zz4PzNw5czbvnDNnzsn0EEaFChVE/byfP39e5Xx58+YlrVq1IhMmTCCLFi0iq1atIv/99x/p0qWLyiQAuXLlIkuWLBGcCJ2Jbdu2yeSfPXuW8zgnJyfZuF+/fnEeFxISolQ52dnZOdNDWyEhIaRx48YK49q2bStqMrxPnz4pzQGk2d9Lly4lYWFhvOQ9f/6c9OjRQ+V97PDhw7z11Mf4gEuXLqn83EZGRvKWyQd7e3vZfMbGxhqvHE2hUCgUCoUiBBrHkv38HP369ZPZqXwSPqTHGFesWFHw3FFRUWTp0qWMezNC/AJi4unpqRST3bBhQ/L27VuNzvv792/SrVs3RptkxowZvIuSBgUFEWdnZ5Wfq5UrV/LWUx/3ZN+/f69SriYKD8rTqVMnhfkePnyo0fkoFAqFQmGDJoqgUCgUkchYPaFBgwa8MjhmzLJZpUqVTDdI5R0Zpqam5Pjx45znE+IEycjfv39Jly5deBnlkZGRjFW5AJAhQ4aoHBsWFkZcXV2Jubk5qzE3ceJEUQJHIyMjZQd5TE1NBWUqZDv0n/7Q9Gbi1q1bFeYrXLiwTg4P6TO3b98mderUIcbGxqRixYqCA+qZsncKCbLx9vZm/KxkhUQRhBDy8eNHWWbX3Llzk0ePHulaJY2xe/duld9vPo98+fKR9+/fC9Zl0KBBrLKFcOfOHdKrVy+VQR8VK1YUzZmVnmGY6ZGamso6LiUlhRw/fpxUqVKFdby9vT359OmTKHouW7ZMJvfOnTucx6U7AY2MjAQdlLx06RJp0KABp8+SthNFHDx4UCkgsHbt2iQ4OFij8/79+5e0adNG6fnnz59f7UNk8fHxZNSoUYyvb/78+QXJlK/6mvGxYMEClWO/fftGJk+ezOqwNzAwIG5ubrx1UnWwV9P3nJ8/fyrMl5OqRFMoXKG2JbUtM5KQkEAKFiyoch2Q2T1FbGJjY1mrPaY/Ll68KEh2YmIimTx5MsmbNy+xsLAggwYNogkP9YTk5GTWYA2+NnBKSgo5deoUqVmzJutnqE6dOqIeztYFz58/J56enrpWgzNMFRS1nSiCkLTf6VKlShEgLdD/9OnTWtdBW1y6dEllgA6fh5mZGS97NSOq7AQhgVjPnz8nw4cPJ8bGxqxyixUrRs6fPy9YZ3lmzJjBOk9QUBDruNTUVHL16lXGAzXpj+LFi5MnT56Ioqd8tVAfHx/O4+QTKQUGBvKe98GDB6Rdu3acPkvaThRx9epVpbWOra0tefnypUbnTUhIYPSrmZubEw8PD5V+qcxISUkhrq6urP61mJgY3jL1cf27a9cuVnmavv9JpVKFBKI7d+7U6HwUCoXCF12s86h/R3P+nawGU4X69Ic6iSIIIaR+/foaW0N6e3srJFjgYod8+PBB6YCCu7s7r3kDAwNZ7QEhiSIIIaRJkyZqf6fSSUlJIRcvXiStW7dW+VtRr1490Q4/1K1bl3GOkiVLqhyXkJBAPD09ZTY906NZs2aixa2MHDlSJvfHjx+cx6UfzC9WrBjnMUlJSaROnTpKvzFciYmJUdrXHjVqFOfxqjh06BBjEpd+/fqR379/qyX79u3brIn2+RRXkEff4gMSEhJY70Xq/mZyQX5vunHjxhqfj0KhUCgUCkUINI4l+/k50hNely9fnvOYP3/+yHQRkiw6NjaWrFy5MtNYEz5+AbGIi4sjgwcPVtJh1qxZvBKKC8Hf358xJqhVq1Yq9zi58ObNG2JnZ8f4+vJJaC+PPu7JsiWh0Easw/Lly2Xz8fEzUCgUCoUiNjRRBIVCoYjAkydPFDasc+XKxds4jY6OVgq2X7p0qcox8o4MvlXExHCCEJJmtHXs2JGXUc62acc1eCAwMJBUqFCB1UgcOHCgWkGcycnJCgdQN23aJEjOp0+fWB0+ADR+2CFjkCYfJxmFHy1bthRlw/jGjRuMn5WskiiCEMVkF4UKFVLbScWXa9euyebXVDDy58+fiampqcJ7VLNmTbJ+/Xry5MkTEh4eThITE8m3b9/I2bNnybBhw1RWxQBA7OzsBFdPWbduHatcdXj69CmpV68eq2wTExPBwR/yrFmzRi39ExMTyZgxY1hlFC1aVBSHce/evQmQdjCfTzB/oUKFCABSvXp13nN+//6d5M6dmwwYMIAcOXKEPHr0iGzatIm1spE2E0UsXbpUaf7OnTuLVg2WjZCQEFKtWjWluatWrZpphnI+7NixQ+kwk4GBgWCnv6WlpVrv2cOHD2WfJabH7NmzeekjX4k240PTiT5SU1MVfhO5ZIinUHIS1LaktiUbqpKDAWnJx/gEYqjL5s2bVeoDgCZ3yKa0b9+e8f0WGjSdlJREFixYwHqQ1s7OjoSEhIj7JLRInz59tBJQLhZDhgxR+/dcLG7cuCG7J5qbm2s9GeXnz581bmtFRkYqBf2UL1+eLF++nNy7d4/8+fOHJCUlkZ8/f5KrV68SFxcX1uq96Y8CBQqQiIgIQfqcOHGCVa46dvWnT59UJiiQSCRk3rx5agdZ+fr6qqV/amoqWbJkCasMS0tL8vjxY7V0JISQ6dOny2TyqT6UfiAvT548vOeMj48n+fPnJ127diX79u0jjx49Il5eXqyBeNpMFOHl5aVkf9erV4+Eh4drdN7o6GjSqlUrpedeokQJEhAQINo8p0+fZvQJCP1O6dv69/r166yybt68Keg58qFcuXKy+W7cuKHx+SgUCoUrulrnUf+OZvw7qpB/3fRlPzc4OJjkyZOH9fVQ10bt2rWrRteQc+bM4fz5SUpKIpUqVVLQY8KECYLmTUxMJAMHDlR6XkITRWQ8RCX0O5URf39/UrFiRdb318rKihw7dkytOQghZMKECWrpHxUVxVgJNf1hb28vypo/PXFDoUKFOI+JiYmRxfF069aN8zh3d3eF51C1alXeB7Ru376tIEMikai9bt6yZYuSX00ikZA1a9aoJVeenz9/koYNGyq9j0L9JfoYH5BeFTnjY9iwYQKeIT/k992dnZ01Ph+FQqFQKBQKX2gcS/bzc0RFRcnsiH79+nEed+HCBZke69at4z3vihUrSMmSJcm8efPI1atXyZ07d0jfvn1Zn6u2EkX8+fNHyeYxNDQkXl5eGp/7xIkTSvHoAMiUKVNISkqKKHNERkYy+nOE+nL0cU+2RYsWjLIcHBwEPUc+7N+/XzZfy5YtNT4fhUKhUChsGIBCoVAoajNv3jykpqbK/u/fvz9Kly7NS4aFhQWGDh2q0LZx40ZIpdJMx3bu3BmOjo685hMLiUSC3bt3I2/evJzHlChRQq05y5Urhxs3bqBo0aKM/T4+Ppg3b55g+VOmTMGVK1cAAHXr1sX48eMFybG1tUW/fv1Y+x88eCBILlceP34s+7tx48bo0aOHRufLyVhZWemVHF0yaNAg2ec+NDQUHTp0QFRUlI61EpeZM2ciMTERAFCyZEmcOnUKT58+xaRJk1CrVi3kzZsXJiYmKF68ODp16oTdu3fj1atXaNKkCavMd+/eYePGjYL0KV68uKBxmVGzZk3cvXsX//33HyQSiVJ/UlISJkyYgNmzZ6s1j7r3BBMTE2zbtg3Ozs6M/T9//kS7du0QGxur1jxPnz4FAFSoUAG5c+fmNObbt28IDQ0FANSuXZv3nMWKFUNISAh8fHzQp08f1KlTBxMmTMCCBQt4yxILQgjGjh2rdJ/t0aMHTpw4gVy5cmls7uDgYDRp0gQvXrxQaK9UqRL8/f1RqlQp0eYaOXIkdu3apdCWmpqK8PBwQfLU/Z7WrVsX/v7+sLCwYOx3c3PDzp07OcvLly+foD4xkEgkCve7/Pnza3Q+CiWrQW1LaluyUbFiRZX94eHh2L17t2D5fEhNTcW6detUXmNpaQlra2ut6EPRLmKuuQDA2NgYixYtwqZNmxj73717h8GDB4MQIuq82iA0NBSnTp3StRq80KfvbbNmzTBjxgwAQFxcHDp37oxv377pWCtxWbp0KX7//g0gbR2+e/duvH//HrNnz0aDBg2QP39+GBsbo0iRInBwcMCGDRvw4cMHdO/enVXmnz9/BNuMmvIv2Nra4uLFi9iwYQOMjY2V+gkhWLp0KQYPHqywDuKLuusCiUSCefPmYdGiRYz90dHRaN++PX79+qXWPOn+hdy5c6NChQqcxiQnJyMgIAAAUKtWLd5zmpmZ4fPnzzh16hQGDx6MOnXqYOjQoay/vdrCzc0NTk5OSE5OlrU1bNgQV69e5bUm5Mu/f//QunVrXL16VaG9SJEi8Pf3R/Xq1UWbq0uXLjhx4oTSZ//Pnz+C5Onb+leX/gUAyJMnj+xv6l+gUCj6hK7XedS/o4i6/p2sRGpqKgYPHox///7BwMAAlStXFn0Otn0KsZg9ezbnz8/GjRvx9u1b2f/58uXD8uXLBc1rYmICLy8vdOjQQdD4jGjKvmrZsiUCAgKU/L/pREVFoVevXvDw8FBrHnW/l5aWlvD19UWbNm0Y+1+/fo3u3burZQOmpKTg5cuXANL2tbny9OlTma+c6/5tYmIilixZotA2Y8YMGBkZcZ4XSIvbqVGjhux/QgjWr1/PS4Y8bm5uGD9+vJLfbNOmTZg2bZpguRkpUqQILl26pGQr6cqu0UR8AJv9Qu0aCoVCoVAoFBrHkh39HAEBATI7go899ejRI9nfQuJhJ02ahKCgICxZsgQODg5o1KgRDhw4gEqVKvGWJRZfv35Fo0aNcO/ePVmbgYEBDh48yGp7i4W3tzd69+4ti0dPZ8aMGXB3d4ehoaEo81hZWeHYsWNo27atQruubDpN7MlSm45CoVAoFIAmiqBQKBQ1+fv3L/z8/BTaWrVqJUhWixYtFP7//fs3bt68mem4yZMnC5pPLAoXLozhw4dzvt7S0lKUOVUdglm5ciXu37/PW+7x48exefNm2f8bN25kPCDNFVWbr6dPnxYslwvnz5+X/T1r1iyNzpXTMTEx0Ss5umbTpk2yIKH3799j3LhxOtZIPN6/f4+jR48CSAtcf/LkCbp27ZrpuPLly8PPzw+9evVivcbNzQ0pKSm8deKatEAIhoaGcHNzg6enJwwMmE2HFStWwM3NTfAcYtwTAGDr1q2sh9Y+fPiAmTNnCpYdGRmJz58/A+B3IEPeMV6nTh1BczMF3HXr1k2QLDGYMGGCUnBZ/fr14ePjwzsYig9xcXHo0qULPn78qNBuY2ODixcvasTBOmTIENnBtHSEOsfF+JxXrlwZq1evZu2fOnWq7HOaGaoSepiZmfHWjS/yc5iammp8Pgolq0BtS2pbqkL+Xscmx93dnVMghbqcOHECnz59UqmLpg8NUHSHphIcjh8/HpMmTWLsu3LlCq+kWPrCtm3bkJSUpGs1eKFva7NFixahZMmSANISbwwaNEitQyT6RGRkpOyQfsWKFfHo0SMMGzYs03tFkSJFcPz4cbi4uLBe4+HhIch20aR/AQBcXFxw9uxZVnvkwIEDavmQxPIvzJ8/Hw0aNGDsCwsLw4gRI9SSn57woXr16qy+loy8fPlSFiQmpn+ha9euaq1P1GHVqlWYM2eOQlvZsmVx+vRpja4jUlNT4ejoqJTE2cTEBGfOnEG5cuVEn7NVq1ZKh7906V8Qc/1L/QsUCoWijD6s86h/Rxmh/p2sxurVq3Hjxg0AaQkX6tatK/ocmtwLAtLWrWyHv+VJSUlR2p/s2bOnWp8nIyMj7N27FwUKFBAsIx1N2ldmZmbw8vJSSlwgz/jx4+Hj4yN4DjG+l0ZGRvD29mb1Jd26dQtr164VLP/NmzcyO0nT+7dXrlzB379/FdrE8t2fO3cOCQkJvOXs379fyaYC0mKU1ElYzIalpSXOnTsHGxsbWZsu7RpA3PgANtuG2jUUCoVCoVByOjSOJXv6OZ49eyb7W4g9ZWBgIDixecbkB4aGhujcuTNvWWLw8+dPtGrVCoGBgQrta9asQZ8+fTQ69/Xr1zFs2DClGJ/evXtj1apVos9nZGQEX19flC1bVtama5tOzD1ZatNRKBQKhUITRVAoFIra3Lp1S6HiFSA8+xzTBlZG4zMjFhYWSs4TXdCxY0fO14plBLVv3x7Nmzdn7JNKpZg/fz4veSEhIQpGZdu2bVkNUK7UqlULTZo0Yew7duyYoA1fLty/fx/BwcEA0qr2derUSSPzUNKgiSIUKVCgAKZOnSr738fHBwcPHtShRuLh7e0NAKhUqRIuXbrE63C6qakp9u/fz5pJNzw8HNeuXeOtkzYcWUOHDoWnpydr/5w5c3DixAlBssW6J5iZmcHV1ZW1f/v27fj69asg2c+ePROUQfnx48eyv4Ue5GDC1tZWNFl8mDVrFrZu3arQVqZMGZw+fVrlwQAxcHZ2xosXL5Tad+/eLTs4pgkWL16sUOFVqHNcrM/5yJEjFZz18sTExHCulKUq2zTXg0rqID+/WJmvKZTsALUt06C2JTPyz5WtsuGXL19w5MgRtebhgnwAN9v7lV1sG4oymlz3LV26FMWKFWPsW758udJvpD4TExODLVu26FoN3uhb4IKpqamCnXfz5k2sWLFCdwqJyNGjR5GQkIDChQvDz88PZcqU4TxWIpFg/fr1rEFTKSkpOHnyJG+dtOFfaNu2Lc6cOQNjY2PG/u3btwuupirW51cikahMiHn+/HncuXNHkOwvX74gIiICgH74F3Lnzo2CBQuKJo8rW7duVUpsbGNjg3Pnzmm80s5///2HS5cuKbWvWLFCUPUrrowdO1Zhra1r/4JY61/qX6BQKBRldL3Oo/4d8fw7WY1nz55hwYIFAIB69eqp3DNTB20kGhswYECm11y/fh3h4eEKbVWqVFF77gIFCqhdmRXQjn2lqvpmamoqnJycFJIi8EGs72WhQoUwZcoU1v7ly5cjJiZGkOynT5/K/ta0feXv76/UJpbvPjExURbbw5UnT55g1KhRSu21a9dWq8BDZhQrVkzBN6xru0bM+AA2e4LaNRQKhUKhUHI6NI4ljezm51DXnrKzsxM1QaIu4mHDw8PRunVrWZGUdMaNG6fSjhWDr1+/om/fvkqFBUuWLIldu3ZpbF5LS0vs2LFD9r+ubTox92SpTUehUCgUCk0UQaFQKGrz/ft3pbafP38KksVUKSs9cJSNGjVq6IVRUbt2bc5BAWIaXaqqzPn5+eH9+/ecZU2cOFGhCoD8QXd1YKv88vfvXxw9elSUOTLi5eUl+3vUqFFaMXRzMmK9vtnpfZo2bRry5s0r+3/s2LH4/fu3DjUSh0OHDsHY2Bi+vr6CsqKamZnB29ub9b2+evUqb5naqvw4ZMgQxqok6YwaNQohISG85Yr5ue/fv79CFRN5pFIpPDw8BMlVN4OyiYkJqlWrJmhuJszMzDSemCEje/fuVcpUbGxsjJMnT2r8UMmGDRsYD722adMGPXr00OjcZmZm2LBhg+x/oc5xsT7nhoaGjIFf6Xh7eyMyMlKUuSgUivahtmUa1LZkRv41qVu3LmtAwOrVq9WeSxV37tzBvXv3AKRt1vfs2VOj81H0D03aHxYWFhg6dChj39evX3Hr1i2NzS02ixYtQlhYmK7V4I227Es+DBkyBBUrVpT97+rqitevX+tQI3E4dOgQAGDfvn0oXrw47/ESiQSenp6M93xAv/0LrVq1UplIZfbs2YLeYzHXBS1atEClSpVY+zdv3ixIrrr+BUDcRBEAFPx32sDf35/RX+7j46PwXdcEp06dYlwrVapUSWX1djGQSCTYsmWL7Huma/8CIO76l0KhUCj/Q9frPOrfyZn3t/j4eAwaNAhJSUmwsLCAj48PjIyMdK2WYGrVqoWGDRuyJpgDoFTRFoBoz3nUqFGs+41c0ZZ9tWDBAgwcOJCxLyUlBYMGDUJcXBxvuWJ+L0ePHs0q79+/f/Dx8REkV137qmTJkihQoACnMbr23csTHR2Nnj17Ij4+Xqlvw4YNKr83YuDs7Iz69esD0A+7RlPxARQKhUKhUCiUNHS9FqZ+Ds34OdLtqRIlSnBO4P3jxw/8+vULQNbfq5JKpejXrx/evn2r0N6oUSNs3LhR43P37t2b0Z5yc3ODtbW1Rud3cHBAv379AOiHTaepPVkKhUKhUHIi2ec0IoVCoegI+cMf6QjNyh8dHa3UVqhQIdbrCxQogJYtWwqaS2wsLS3RsWNHrVce7NChA+8AASYuXrwIX19f2f9lypRBu3bt1NYPAHr06IESJUow9mnCgI2Li5MFIZmYmGDYsGGiz0FRhCaKUMbKykrhgE9kZKQo1Vd0SUhICD59+oRx48ahcuXKguVUqlQJffr0YexjcqzrE4sXL0bdunUZ+8LCwjBmzBgta6SIqakp2rZty9rP9Z6QEXUzKFepUkX0+6M2E0UEBARg7NixSu0zZswQNQEGEz9+/GD87ZBIJEqJKzRF+/btZZsbQp3jYtK1a1fWvsTERNy+fVuL2lAoFDGhtmUa1LbkxowZMxjbnz17hitXrog+XzryhyunTp2arWwYin7QrVs31j4hB991wa1bt+Du7q5rNQShD4FWGTE0NFQIgkpOThYtuauukEqluH//Prp164Y2bdoIlpM/f36MHz+esU/f/QsjR45kTTaUkJCAwYMHIzU1VctaKaLK9hL6eyTUv5C+JsyXLx+vquRc0KZ/4du3b3B0dIRUKlVoHzBgADp06KDRuWNjYzFhwgTGPjc3N638/lWuXBm9evUCoB/+BbHWvxQKhUL5H7pe51H/Ts69v82cORNv3rwBkHZQvFy5cjrWSH3u3r2LYsWKsfYzfRdevHghytxmZmbo3bu3KLK0wbZt2xgr8wLAhw8fVBYC0AZFihRh3V8G1N+/tba25mwn/fv3Dx8/fgTA72CTLn33GVmwYAGCg4OV2rt3747GjRsL0okv6ZWL9cGu0VR8AIVCoVAoFAolDRrHkkZ28nMkJibKfAhC9qoA8RNFaLto2ty5c5X2+oyNjbFjxw6N7xdt3rxZFlcsT61atdC/f3+Nzp3O3LlzIZFIEBsby5iEUNtoYk+WQqFQKJScCI3kpVAoFDXJkyePUtuhQ4eQmJjIW1ZgYKBSW5MmTViv79SpExYvXsx7Hk1x9uxZFClSRKtzWlpaws7OjrVfPviWjdTUVKVDNunZEsXAyMiI8YAtADx8+BD3798XbS4AOHDggKyaeM+ePTlXQaBQxCZjJdjdu3eLFqCjC548eQIDAwNRDqSwBRf9/v1bbdmaxNDQEDt37mTNjnzq1CnRf9P4Uq9ePda+gIAAQQdN0jMoly5dmnMFoY8fP+Lfv38AxHeMA2lBatogMTERjo6OSg7hcuXKyYKANMmUKVMQExOj1O7o6IgaNWpofP50Zs6cCUA/vqN2dnawsrJi7eey9qFQKPoJtS3/B7UtM6djx46sycs0lUzpw4cPOHPmDIC0g6rOzs4amYeSsyldujRrX1BQkPYUEUhYWBiGDBmi8wPu2Y2BAwcqBOVcvnwZ586d06FG6vHu3TvExsayJv3hQ1b1LwDAli1bkDt3bsa+Z8+e4ciRI1rWSBFV/oU/f/7g27dvvGWm+xdMTExQpUoVTmPi4+Px+vVrAGkVq8RGW/4FABgyZIjSQaK8efNi3bp1Gp970aJFjIcJGzZsqDJJkdjok39BjPUvhUKhUBTR9TqP+ndy5v3t4sWLsuIUvXv3zjFFJJi+C0ePHmU8eCQEVYcU9A1LS0uVBUq2bdvGmFhAm6iyr4R8LwkheP78OYC0g01cK/vKH8bhs3/L5Lv38vLiPF6ejL77okWLck508eLFC2zatEmpXSKRwM3NTZA+QujUqRPs7e0RHh6uFz4wTcQHUCgUCoVCoVDSoHEs/yO7+DlevnyJlJQUAGnJCbgi1J7igjb3qq5du8YYUzNz5kzY29trdO6QkBAsWLCAsc/NzY2zbasuVatWlSVw14f9Kk3syVIoFAqFkhOhiSIoFApFTZgOZvz9+1fQwYwbN24o/N+wYUOUL19esG45BVtbW9Y+Lgasj48PXr16pdDWt29ftfWSZ9SoUawZLzdu3CjqXNu3b5f9zZaggkLRBtWrV1cIakhNTcXcuXN1qJF6FClSBJ6enihZsqTastgyHWs7M64QqlevrjJz7cKFC7WojTKq7gkpKSmMWa5VER8fj3fv3gHQnwzKALRWvXvp0qV4//69UvvGjRs17qC/efMmjh49ytg3cuRIjc6dkW7duiFv3rx6URkHgMqAMX1w3lMoFGFQ21L3ZAXbMh2JRILp06cz9vn5+ckOooqJu7u7LKh2/PjxMDc3F30OCkVVYrbw8HAtasKfmJgYdOjQAV++fNG1KtmOfPnyoVmzZgpts2fP1pE26mNqaopNmzaJUumzVq1ajInksoJ/oXDhwpg0aRJr/+LFi3V6mEPVugAQZnulB+zZ29urrAAlT0BAgCxgLyv7F3bv3o3r168rtS9duhQFCxbU6NyfPn3C+vXrGfu07V+oW7cu7O3t9ca/oO76l0KhUCiK0HWefpCT7m9hYWGyRJ7FixdXiBPI7jBVcY2IiFBpY/ChadOmWlsri0Hnzp3RqFEjxr6kpCQsW7ZMyxopIvb3MjAwUJYURBv7t0y++4sXL+LmzZucZaST0XefsfiGKqZMmQKpVKrU3rRpU5WHxzSBk5MTpFIpIiIitDovE2LHB1AoFAqFQqFQ/geNY9E9YttT8sklhNhTRkZGohf40pb9nZCQgNGjR4MQotBesmRJzJs3T+Pzz507F1FRUUrtpUqVQps2bTQ+vzzp/iR92K/SxJ4shUKhUCg5kayzo0GhUCh6Sv369Rkrny1btkzpgIgqEhISlKqksWUNpChiYWHB2pceRMsGIQQrV65UaCtYsCAv5wcX8uXLhwEDBjD2+fr64ufPn6LM8/TpU1nWzsqVKysF0VMo2qZt27YK/587d47x0HlWoFatWhgyZIgosvLly8d4yL5w4cKiyNc0U6dOZe27fPkyXrx4oUVtFFF1TwAyvy9k5MWLF7KAGz4ZlDWdKEK+mq6meP/+PeOmTr169WQZhTVJxvtzOsWKFUPz5s01Pr88JiYmmDRpEqytrbU6LxvqrH0oFIr+Qm1L3ZMVbEt5Bg4cyFqxQkhghir+/PmDffv2AUir5jBhwgRR5VMo6agKRLC0tNSiJvyIiYlB165dFSqpUMQlo3/h5cuXuHz5so60UY9y5cqJ9jtqYGCAokWLKrVnFf/CxIkTYWRkxNj39u1bnD17Vssa/Q+x/QuhoaH49esXgJznXwgPD2esrF68eHEMHz5c4/O7u7sjOTlZqd3MzAy9evXS+PwZmTx5ssaTY3CF+hcoFApFXOg6Tz/ISfe3kSNHIiQkBBKJBHv37kXevHl1rZLWYEuo7enpKcrhDmtra5QrV05tOdpE1f6tp6cnwsLCtKiNImJ/L+WT5Aq1r2rXrs15XKtWrZTaCCEYNWoUYmJiOMt5/Pgx3rx5I/vf2tqac3KTx48fw9/fn7Fv4MCBnHUQi0GDBqFOnTqIjY3V+twZEdt+p1AoFAqFQqH8DxrHonv0xZ6SP5sgdiJTbexVAYCbmxsCAwOV2mfNmqXxomk/f/6Et7c3Y9+AAQMgkUg0On9GunTpgiZNmuiFvURtOgqFQqFQxIEmiqBQKBQ1MTc3R+/evZXaExMT0bFjR/z48YOTnHXr1ilszPbv3x/t27cXTc/sDFN2xXQKFSqkcuyFCxfw+vVrhbYWLVqIoZYSLi4ujO3JycnYtm2bKHPIyxk9ejSvsY8fP8bChQvRoUMH2NraIm/evDAyMoKFhYXsUO6UKVNw6dIltav5JSUl4cCBA2jWrBkkEglcXV0Zr0tISMDevXvRqVMnFCpUCMbGxihQoADatm2LvXv3MlZL4EtMTAy2b9+OGjVqQCKRwMvLS22Z+kRYWBi2bt2KwYMHo2rVqihcuDDMzMxgamqKfPnyoWbNmhg4cCB2796tkeCQjN8nQgjc3d1FnycrwhSsVbVqVR1owp/atWurPPR46NAhLWqjiKp7goGBAfLnzy/7//r165BIJCofDRo0kF0/f/78TK9Pf6xbt042rlatWkr9Tk5OGnn+YuLq6oqkpCSldrbq5WLy5s0bXLhwgbHP0dFRJ1WcFixYoPOKS+mos/bJTty9exeTJk1C9erVkT9/fpiamqJUqVJo3bo1Vq5ciYCAANm1KSkpsLOzw9KlS3WnMIWSCdS21D1ZxbZMJz2RERNHjx7F58+fRZtry5YtiI+PB5BW5a5AgQKiyWbj6dOnGDlyJHLnzo3SpUuLIvP379/YunUrevfujYoVK8LS0hLGxsbInz8/KleujKFDh8Lb2xsJCQmC5/jy5QuWLFmC8uXLQyKRKFVPJ4Tg4MGDaN68OSwtLWFhYYEWLVrgypUrvOeKiIjAzp07MWDAANjZ2cHGxgZGRkawtraGnZ0devbsiY0bN+Lbt2+Cn4+2ka9gkpGyZcsKlvvt2zesXbsWffv2RaVKlVCwYEGYmJggV65cKFiwIOrWrQtnZ2ccOHCAV4A/AHz8+BFNmjTBtWvXGPsjIyNx+/ZtxgdTIIoqCCG4du0apk2bhsaNG8ueh7m5OUqUKAEHBwfMnz9f6fdIU1y+fBlDhgyBra0tTE1NYWVlhdq1a8PV1VX06iNMv6lr164VdY6sSlb2LxQuXBhdunRh7ddX/wKguDb48uVLpn4C+UOdu3fv5uxfkL/X9+zZU6lf0+sNMVizZg1jBVcXFxeYmJhodO7w8HBWf2+nTp0YK7VrmhEjRmDPnj1an5cJ6l9I4+XLl5g1axbq1q2LQoUKwdTUFMWLF0ezZs3g6uqKe/fuKeyJtG7dGiNGjNChxhQKJaeQldd5uiSn3N927dqFkydPAkjbt3FwcNCtQgLp1auXoD2zRo0asfYtW7YMgwYNQlxcnBqaAfb29mqN1zZdu3ZlTUiWnJyM48ePa1mj/8Hne+nl5ZWpneTo6Ci7fvDgwZztqxMnTsjG5cuXT6mfLW6ladOmjMlJ3r9/j969e3M+tJIxicmqVas4/y6tXr2asd3Y2JhxX0HTFC5cGI8ePUKpUqW0PndG+MQHZGeio6OxefNmdO7cGaVKlYK5uTlsbGxQrVo1jBw5Er6+voiMjJRd7+3tzZq8k0KhUCgUCiUdGseie/jYU05OTpnaRR4eHrLrS5QowdmeioiIAJBWeI2pP2NchL4RHh7OGLueN29eDBs2TOPzb9iwgTGpOQDWQqSaxNTUFLdu3VKIj9YVfPZkszOJiYnw9PREnz59UKZMGVhYWMDKygqVK1fGoEGD4O3tjd+/f8uuv3XrFiQSCb5//65DrSkUCoWiT1BPH4VCoYjA7NmzsX//fqVD69++fYODgwPOnTunstrA06dPsXjxYtn/tWrVwq5duzSmb3YjNDSUtY+tumo6O3bsUGrTVJXyatWqoUWLFozOkB07dmDevHkwNTUVLD8qKgoHDx4EkOacGzJkCKdxt27dwtSpU1mrXsbGxiI2NhY/f/7EzZs3sX79etja2mLZsmUKG/Bc+PTpE7Zv386pYsWxY8cwdepUBAcHK7SHhYXhypUruHLlCjZu3IhTp06hePHivPQAgFevXmHbtm3w9vZGdHQ07/H6Tnh4OGbOnAkfHx8kJiYyXhMREYGIiAgEBATgwIEDmDBhAkaOHIlly5aJVqm1fv36Sm3e3t5YvXq1TgKx9Qmm90VTvz+aoFu3bgrZheU5evQoli9frmWN0lB1TyhYsKDWsg9ndd6+fauUxRtIC/rp3r27xuffuXMnCCGMfVk12FFM1Fn7ZAd+/vyJYcOG4dKlS0p9wcHBCA4OxtWrV/Hff/+hdOnSaNGiBT5//oz379/rQFsKhR/UttQtWcW2lGfMmDFYtmyZkk0jlUqxdu1abN68We054uPjsXXrVgBpgbXTpk1TW6aquQ4fPoxt27bh4cOHosn99u0bFi5ciP379zNuvoeHhyM8PBxv377Fvn37MG3aNMyfPx8TJkzgVLkhOjoavr6+2Lt3L27evMm6jomIiICjo6NSUogbN27g5s2b8PLy4mTLBwcHY+nSpdi7dy9jYq+oqChERUXh/fv3OHHiBKZOnYquXbti+fLlsLOzy1S+LvH19WXtE/KdCg4OxpQpU3Dq1CnGZJPJyclISEjAnz9/8PjxY3h5ecHa2hpTpkzB7NmzVR5gjomJwcaNG7Fs2TKVh08CAgLQtGlTxr6hQ4dyTljp4+ODRYsWMSaXSE5Oxvfv3/H9+3dcu3YNS5cuRfv27bFlyxbY2tpyks+HN2/eYPjw4bh//75Ce1JSEp4+fYqnT59i8+bN2L9/v2hBXjVr1oSJiYnCZ/7y5cv48OEDKlSoIMocWZXs4F+QP6wjz5kzZ5CQkKDxKj5MqFoXSCSSHBOUpC7h4eGM6xFTU1M4OztrfP79+/ez/kZT/wL1L0RFRWHs2LE4ePCg0vrtx48f+PHjB27duoVFixahcOHCaNWqFSIjI3H16lUMHz5cR1pTKJScRFZf5+mKnHB/+/jxIyZPngwgzVbKygmSX79+LehQQseOHZE7d27ExsYy9vv4+ODx48fw9vZG3bp1Bemmy8QKQjA2NkbHjh1Z/QxHjhzBqFGjtKvU/5PVv5cSiQRz585lTBZ26dIl9OrVCwcOHGCstJzOtm3bFPa1xowZw/n9CA8PZ/081qhRgzGxUE6CxgekJQ+aNWuW7PBeOvHx8fj37x9evnyJXbt2wcTEBM2bN0eZMmV0mpyTQqFQKBRK1oLGseiWrG5P6Qtr1qxhLBjh5OSk8X1IqVTKmkC8QIECqFKlikbn13fonixw+vRpjB8/njHpw9u3b/H27Vv4+PjA0NAQDRs2hL29PU6fPq0DTSkUCoWiz9BEERQKhSICFStWxJw5c7BkyRKlvg8fPqBBgwY4duwYY+DGjx8/0L17d1m1ykaNGuHs2bMwNzfXuN7Zgbi4OIVq0RlhC8QH0iqJnj9/Xqm9Vq1aYqjGiIuLC2OiiN+/f+PgwYNqVZjfv3+/LBDC0dERefLkyXTMvHnz4ObmJquGZWBggL59+6JLly4oUqQIIiMj8fDhQ+zZs0fBEA8KCkL//v3x6tWrTANPUlJScObMGXh4eODKlSusB2bSSUpKwtixYzlVVXv69Cnatm2LBw8ecEpskJSUBF9fX2zbtg23b9/O9Pqsyp07d9C7d2+EhITI2qpUqYIRI0agcuXKkEql+PjxIw4fPqzwOiQkJGDTpk24ceMGrl27JkpAQZkyZZAvXz6Eh4fL2uLj43Hq1CkMHjxYbflZlbi4OKVN+tKlS2epSlDt27dnrary8eNHBAYGonz58tpVCmmffzYy3hNq1qyJW7dusV4vlUrRqlUrSKVS1KhRA5s2beKkQ3BwMAYOHAgAGDhwIMaMGaN0jb47L9euXatQKTGdAQMGwNjYWOPzp1fBYkKT9+mswMePHxUyA2dE1donO/Dq1Su0bdsWv379AgDY2trCyckJNWvWRO7cuREREYFnz57h2LFjePfuHb58+cL58CWFog9Q21J3ZDXbMh1ra2uMHDmSsfKBp6cnXF1d1a6YtnfvXvz58wdA2mFeTazx3r9/j+3bt8PLy4ux4rg67N69G1OmTJEl07Czs4OjoyOqVq0KKysrfP36FZcuXYKvr6/MXv3z5w9cXFxw7tw5+Pr6wsLCQkluamoqrl69in379uH48eOZVqkMCwtD8+bN8ebNG8Z+QggmT56M/v37q1xvbd26FdOnT0d8fDyAtAoXAwcORPPmzWFjY4MfP37g/v37OHjwoOy1lEqlOHHiBM6ePYslS5Zg5syZnBJgaJuvX7/KEmBmpHjx4mjXrh0veSdOnICTk5NCBYpGjRphyJAhKFeuHBISEvD27Vvs378fz58/l10TGRkJV1dX3Lp1C+fOnWNN6unr64u5c+fy0kkIv379wuDBg3H16lUAaYeru3Xrhnbt2qF48eKIiYnBu3fvsHXrVoWqPRcvXkT16tWxb98+9OjRQzR9jh07hiFDhmT6mQ8PD0e3bt3g7++Pxo0bqz2vqakpqlSpgqdPnyq0Hz58GPPnz1dbflYmY8CIubk5WrVqpSNt+KMqmUhMTAxu3bqFNm3aaFGjNFT5F+rUqYNcuXLJ/i9SpIhK/wIA9OnTByEhIShcuDCOHj3KSYfExES0adMGhBA4ODhg0aJFStdYW1tzkqUrtm3bxhh416lTJ61UdWVLQgJQ/4I669/swM+fP+Hg4CBLKlm4cGE4OzujXr16sLa2RmRkJF6+fInTp0/j8ePHCAkJgY+Pj461plAoOY2svs7TBTnh/paSkoJBgwYhNjYW5ubmOHDggMokh/rMr1+/8P79e0GJIqysrDBmzBisXbuW9Zr379+jYcOGmDZtGhYuXJgj/KTt27dn3RO5fv064uPjFWwZbcFn/7Zjx44q7auQkBD06dMHANChQwfMmTOHkw4PHjzA9OnTAQDTpk1jTIxfsmRJ1vHOzs7w9vbGjRs3lPpOnz6NJk2a4PTp0yhRooRSv7+/PyZNmiT7f/z48Zz3nYG0JIopKSmMfTndrgH4fb6yIxMnTpQlaDQyMkKvXr3QoUMHlChRAomJiQgODsb169dx/PhxJCUlKSQxzglJNCgUCoVCoagPjWPRHXz9HGwJ7tK5cOGCrADcnDlz0KFDB056eHh4yPzj+/fvR6lSpZSu0efY57i4OFlxlIyoc26DK7du3WItrkltOn57stmRNWvWYObMmbJ4pU6dOqFbt24oU6YMpFIpfv78idu3b+PIkSOIiYnB7du3s/UZGAqFQqGoAaFQKBSKKCQnJ5NWrVoRAIwPY2Njsnv3boUxf/78IZUqVZJd4+joSGJjY7Wir6enJ6OepUqV0vjcQ4cOZZx76NChvGWdOHGC9TXPlSsXiYuLYx27Y8cOpTEGBgYafQ9SUlJIqVKlGPWtVauWWrKrVasmk/Xw4cNMr586darC/CYmJuTMmTOM10ZFRZF27dox6n369GnWOTZs2ECKFi3K+h6lPxYuXEgIIeTfv3+kadOmmV6f8TF58mSVz1UqlZJZs2aRAgUKZCrL09Mz09cuI0yf6ebNm/OW8/nzZ0adrl27xlnG3bt3iYWFhdJ3KykpifH6bdu2EQMDA6U5e/bsyVt/Nlq0aKEkv1OnTqLJl+fatWtqvZfa4vHjx0qvyZIlSwTJkn/OGR+aJCEhgRgZGbHOfeTIEa3rn5CQQAoWLCja9/vly5eysePHj+c87vDhw7Jx3t7ePJ8FN5juJem/peoSExOj9DvCdH9JTEwk586dI9OmTSP169cnxYsXJ6ampiRfvnykatWqZNSoUeTq1atEKpXymj8gIID1PSxatKgoz1HbNG/eXOX9jw/r1q1jfX1Kly7NSYaufjfSkf/88uHPnz8KY0ePHk0SExMZr01NTSV79+4lVlZWovzWUijahNqW3MlJtqX865zx/hEcHMy6LlN3fSCVSkn58uVl8u7cucOql5D3/969e8TBwYH1tVfn85SamkomTpwok2FkZETWr1/PujY5ffo0kUgkSnM3atSIxMfHK70utra2meoNpNlziYmJpEGDBpyu//PnD6N+UqmUODs7K1w7fPhw8u/fP8bro6OjiZOTE+McAwYMYLURM2PhwoWMMoXYwPJIpVLSunVr1tdl+/btvOQdP35c6Xsxd+5ckpqayjj3vHnzGOedOnUqr3nF8g+k8/z5cwW/Sv369cmHDx8Yr42Li2P0qRgZGZFjx45xmo/p/ZX//m3bto3xe6LqYWtrK/jzlhGmz7S9vb0osjMi76MRy9bSBH/+/FF6TYYPHy5IFptfCgD5/PmzuIpnoHjx4qxzr1q1Sif6V69enVUe389EVFSU7LvDxyf24MED2ZyasmWY7FUhaykmUlNTWe+X8n4jqVRK/P39ydy5c0nTpk1JqVKlSK5cuYi1tTWpXLkyGTRoEDl9+jTv35KwsDBiaGjIOL+hoaHK9Z2+oi/r33R0+btBiOLnl8988fHxpHbt2rKxXbt2JZGRkazXnzt3jhQpUkSU31oKhULhipjrPC5Q/44w5F83Pvu56rBgwQLZnB4eHiqvFdtGZZMp9P1asWKFWuvPyMhIUqxYMU62aalSpTjbxmKgq+/Ux48fVb4OXOJIxNY/NDSUGBsbs+rE97tz5swZ2djVq1dzHrdy5UrZuFu3bvF8Fml8+/ZN5WeucOHCSq/x/fv3ZfuuhoaGnG1cebp37846544dOwQ9F12ij/EBYu7l8kWV7z8zVq9eLRtbsGBBld/xHz9+kA4dOig8P0NDQzW1p1AoFAqFklOgcSzc0Wc/x7Rp02TjHz16xHlc+jrSzMyMJCcn830amcJmI4i1z7B3715G+ZUrV1a47sePH2TXrl1kwIABxN7enuTPn5+YmJiQEiVKkCZNmhA3NzcSFBTEe/7Jkyezvo9z5swR5TlqE33ckxXze8cX+c8v3/mOHDki20M2Nzcn586dY73279+/jM/z27dvaj4DCoVCoWQXDEChUCgUUTAyMsLx48dRo0YNxv7k5GQMHz4cM2fORGpqKkJCQtCyZUu8ffsWpqam2LRpEw4ePEizZPJkxYoVrH3Ozs4qswiePn1aqa1s2bIafQ8MDQ0xfvx4xr6nT58KzvB37949vHjxAgBQu3Zt1K1bV+X1J0+eVKo4O2vWLHTu3JnxektLSxw5cgSFCxdW6lNVoUEikcDR0RFeXl5wc3ODlZUV67XR0dFo3749bt26BRsbG8ycORP37t1DVFQU4uLi8OTJEwwaNIhx7LZt22QVbpkwMDBAcHAwBgwYgE2bNmHs2LEwMMh+y6CoqCg4OjoqVOkrW7Ysdu7cyVqRdsyYMRgzZoxS+/Hjx/H48WNR9LKzs1Nqu3LlikJV15xGxkojuXPnxqhRo3SkjTBMTU0Z39t0VGUy1hSenp74/fs3Y1/BggXRu3dvXvLkK9XWrl2b8zj57w6fcfqCr68vY7XP4sWLo27duvjz5w8WLVqEUqVKoVOnTli7di0ePHiA79+/IzExEeHh4Xj58iV27NiBVq1aoWHDhkpVf1WhqkqQvb29oOeUXUhKSmKsGJ/OuHHjtKiN9pk/fz6+fv0KAGjZsiW2bdvGWilNIpFgyJAhOH/+fLbPKk3JflDbUjdkNdtSnhIlSqBfv36MfVu2bEFcXJxg2adOnUJgYCCAtOoejRo1EiyLibi4OJibm2PFihVYu3YtKlWqJJrsMWPGyCrzSSQSHDhwAJMmTWK1Bbt06YKhQ4cqtd+9exczZsxQaDMwMMD27dsRHByM+Ph4XL16FTY2Nqy6zJgxA/fv38f8+fPx798/HD16FEWKFFG6zs7OjrW6+ogRI+Dp6Sn738XFBbt27WKtJG9hYQFPT0/MmzdPqe/AgQNwdnaWVSTQNUlJSXBycoKfnx9jf7t27TBy5EjO8oKDg+Hk5KRQabFZs2ZYunQpJBKJ0vUGBgZYsmQJOnbsqNS3efNm/Pz5k/PcYvLq1Su0bNlSNn/9+vXh5+eH8uXLM16fK1cu7Nu3T+k5pqSkwMnJCZ8/f1ZLn82bN2Ps2LEwNDRE7969cfbsWXz//h2xsbEICAjA2LFjGV/foKAg7N+/X62502GyQV+/fo13796JIj8rcvPmTYX/JRKJQpXSrALbugfQjX/h4sWLeP78OWOfmZkZhg0bxkves2fPZL+5Ocm/cPPmTQQFBSm1m5qaomPHjoiOjsa6detQvnx5ODg4YNmyZbh16xa+fv2K+Ph4REZG4s2bN9i/fz+6du2KqlWr4urVq5znv3fvHqRSKWOfra1tjrcV1Vn/ZnU2bNiAJ0+eAEirhnfkyBGVexcdO3bE9evXUaBAAW2pSKFQKNlmnadtsvv97d69e1i2bBkAoFu3bhg9erSONRJOYGAgVq5cqZYMKysrHD16FKampple+/XrV/Tq1QstW7bktWeV1ShbtiwsLS1Z+3VhX7m7uyM5OZmxr0qVKmjWrBkveeru3xoYGKi0QVVRvHhxXLhwgdUfFxISgubNm+Po0aMA0qqitmvXDjExMShSpAj8/f2V/IxcUBVHlNP3TsWOD8hKBAcHK/h+jxw5ojJWrGjRojhz5gx69OihDfUoFAqFQqFkM2gci24Q28+Rbk8ZGxujatWqnMel+9OrVasGIyMjXnPqA/JxFvL07NkTAPDgwQM4OjqiVKlSGDFiBA4cOIDXr18jLCwMSUlJ+PbtG27fvo3Zs2ejfPnymDRpEq/4dxoPy47Ye7JZiejoaEyYMEG2h7x161bGmJV08uTJAy8vL7i4uGhLRQqFQqFkMbLfCUkKhULRIVZWVrhy5Qpq1qzJes3q1avRtWtXNG3aFK9evUKdOnXw5MkTTJgwQYuaZg+2bNmCBw8eMPZZWFhgwYIFrGNTUlJw7do1pfayZcuKph8bI0aMYHV2bdiwQZBMDw8P2d9Mh/4zMnPmTKW2zDZIraysGA+yv3r1Cp8+fWIcM3HiRKxduxZDhw7Ff//9JwtcyUhycjJ69uyJ+/fvY8SIEQgKCsLKlSvRoEEDWFpaIleuXKhVqxa8vb0ZD8EmJiZi3759KvU/cOAA1q9fjwkTJmDr1q1Z7lA+FzZt2oTg4GCFtq5du7ImiUhn+vTpjO2nTp0SRS+mw15JSUm4c+eOKPKzIidPnlT4f9KkSShYsKBulFGDkiVLsvZp+6BOxkCIjCxcuBAWFha8ZMoHGtWqVYvzuPRAo9y5c6NixYq85tQHTpw4wdjetm1bbNmyBRUqVICrqytCQkJgbGyM4sWLsx5oBICHDx+iXr162LlzJ6f5VQWp5c2bl5OM7MrcuXPx7ds3xr4SJUpg4sSJWtZIe4SHh2PXrl2y/0ePHs14EDEjjRs3hqurqwY1o1A0A7UttUtWtS3lYVvTh4WFYc+ePYLlrlmzRva3kCDmzHBwcMCZM2cwa9YsTJ06FVeuXBElsGD16tXYsWOH7P9Ro0ahT58+mY7r1KkTY7uHhwe+f/+u0Na6dWuUKFECZmZmcHBwwLRp0xjH3rhxA5s2bcKCBQuwePFiWFtbo3fv3nj+/Dn69u0ru5+VLl0aBw8eZJSxbds2heAFe3t7hfdGFUuWLEGvXr2U2n18fLB27VpOMjTJrVu30LBhQ3h7ezP2169fH76+vpzu++ksWbJEKTCD6TXICNP3KCkpCRcuXOA8t1iEhYWhc+fOiIiIAACYm5vjwIEDmdo0pUuXRuXKlZXao6Oj1TqAs3fvXri4uKBatWp49uwZjh49ik6dOqFYsWIwNzdH9erVsXXrVmzZsoV1vBiwJZNh+h3OKWT0L/Tv359XYJe+oE/+hcjISJW21cSJE1Xqy4S6/gW+4/QFNv9Cs2bNcObMGdjZ2WHq1KkICgqCoaEhihYtypioOJ3379+jdevWKtdm8lD/AjvqrH+zOlKpVGEd5ezszOlwaYUKFbB582ZNqkahUCgKZJd1njbJ7ve3mJgYDBo0CFKpFEWKFFHwl2cVYmJi8Pz5cyxduhT16tXD379/1ZbZsGFDHDlyhDWpdEauX7+OOnXqYPDgwUr76tmFEiVKsPZp27568uQJ1q9fz9q/cuVK3gU+5O0rVf7zjKTbVxUqVOC9ZyxP1apV4efnx5o0Nj4+Hv369cPIkSPRtm1bREZGYuDAgXj16hXvpBgA8P37d4SFhbH252TbRhPxAVmJdevWITExEUBactXmzZtnOsbQ0BCenp6MSYwpFAqFQqFQMoPGsWgXTfg5nj17BiAt3oCLXxxIW3enJ2fLintVERERSglZ06lRowYGDhyIBg0a4PDhw0hJSYGVlRVKlizJes5DKpVi48aNqFGjBj5+/Jjp/CkpKXj9+jVrf0626TSxJ5uV2LNnj+y7ZWFhgYEDB3Iat3btWlSrVk2TqlEoFAoli0ITRVAoFIrI5M+fH/7+/mjQoAHrNefOncPHjx/RvHlz3L9/P8dnAxTCxYsXMXXqVNb+bdu2oVChQqz9z549Q2xsrFJ7mTJlRNFPFTY2Nhg8eDBj38mTJ1kPgLLx9+9fHDlyBECaI65///4qr3/69KmsIqw8qipmpcOWqfDNmzccNE2r0MrE5s2bcePGDezbtw87d+5Enjx5WGUsWbKEMQsqW+VRNrJjlvzDhw8rtXF5X8uUKcNYlZPr+8pFPhOqsqRmZ75+/apQ9cPGxkYjh+60QfHixVn7xAju4kpYWBi6d++O8PBwxv727dsLqqqUHmhkamrK+V5NCJGNq169Ou/gJl0jlUpx/fp1xr5Dhw5hwoQJiIuLw/Dhw3H9+nXExsbi27dv+PPnD379+oU1a9YwJo2QSqUYNWoUp8OIL1++ZO1TdX/I7uzevZv1QKixsTH27t0LMzMzLWulPS5evKhQFZzPZ2Hq1KnZetOAkn2htqV2yMq2pTw1atRAmzZtGPvc3d1Zq2mr4v79+7h79y6AtADqrl27qqUjF4oVK6ay6hkXnj17hrlz58r+z5cvH1avXs1pLNvcKSkpuHz5ssqx9erVY2x3c3ODg4ODUuKiAgUK4PDhw/j+/TtevHiBDx8+MFZg+fLli9JndNGiRZkmBJRn/fr1yJ07t1L7/Pnz8f79e85yVPHjxw8cPXoUjx8/xrdv3xAVFYXk5GQQQiCVShEXF4eQkBA8ffoUR48exX///SerGslWyTN9zck3oDvdRyIPF9u4WbNmjK+TWLYxH8aMGYOvX7/K/p87dy5sbW05jWX7HJ8/f16QLiEhIRg+fDg6d+6M+/fvo0qVKqzXjh07lrGa5507d5CQkCBofnmof0GRmJgYhSSfRkZGWLx4sQ41Eo6++Bfi4uLQr18/1sCuGjVqCAq8UzdRRNGiRVWuR/SVq1evMrbfuXMH/fv3R0hICPr06YPz588jOjoaP378wK9fvxAREYEdO3agVKlSjOOXLFnCKVEi9S8wo+76N6tz//59hYN2fD4Lffv2RaNGjTSgFYVCoSiSndZ52iIn3N9cXFwQFBQEiUQCLy8vlQm8dcHevXshkUhUPiwtLVGjRg3Mnz8f//79E23url274vLly8iXLx+n6wkh2L9/PypWrIhZs2YhMjJSNF30AX2xr4KCgtCrVy/ZQfaMjBgxQmWlTDbS7StbW1vOa7mIiAh8/vwZgDgHm+rUqYNr166xFoIghGDXrl2Ii4vD3LlzsX//fsGHf1TZNUDOtW00FR+QlTh79qzsbz6fA2trayxatEgDGlEoFAqFQskJ0DgW7aAJP0dQUJDMFs9JSc2vXbuG1NRUxr4hQ4bgwIEDKFWqFFavXo0PHz4gMjISX79+RXR0NB49eoQhQ4YwFrX4/PkzmjRpojIJBAAEBgaq3CfPqTadpvZksxLyNp2FhQXnojpGRkacC8tQKBQKJWehfnk2CoVCoSiRJ08e+Pv7Y+DAgaxVs4C0qpLjx4/Hpk2beAX452SkUik2b96M6dOnKxwWlGfx4sUYNGiQSjn3799nbC9durS6KnLCxcUF27dvV2pPSUnB1q1b4ebmxlnW3r17ZU6EIUOGMB5qkOfTp0+M7Vyqc7JVbgwJCcl0LJBWvcLAwEDJ6RIfH4/jx4+jc+fOmcrImzcvWrRooVTR89WrV5x0SEdb77U2YXpvuVZdrVSpklIFEa7va2awBaMwHeQIDg5Wq3qLfKBEYGCgQkIGvhQqVAjly5cXPJ6NLVu2gBAi+3/FihVZ1tlnaWnJ2qetoKonT56gf//+jAlwgLRkDUeOHIGhoSEvuYQQPH/+HEBaZRiuTrjAwEDZc8+KjvGnT5+yvnfx8fEYNGgQli9fzliNqHDhwpg2bRoGDhyIzp0748mTJ0rXzJgxA1WrVkXbtm1ZdVD122Ntbc3hWXDnxo0baNWqlVoySpcuzSk7tFASEhKwePFi1rWBRCLBzp070bJlS43poA9k3FR5+/Yt2rVrx2mskZERJkyYgJkzZ2pCNQpFo1DbUnNkF9tSnhkzZuDKlStK7Z8/f8bRo0fh6OjIS558coWpU6dqLQFW6dKlce/ePcHjJ06ciOTkZNn/Tk5OKtet8pQoUQJWVlaIiopS6ssskJ4t2FsikWDHjh2stlnRokVRtGhRVrkzZsxQCBwoWLAgunfvrlKXjBQvXhzz5s3D7NmzFdoTEhIwatQo3Lhxg5c8Jj5+/Ii+ffuqLQdIS9iwfPlyNG7cmPfYP3/+ML5/XGxjQ0NDVKhQQVZJJR2xbGOu+Pn54dixY7L/TU1NeQW2syVyEHoYJDExEb169cKhQ4c42UXOzs5KtkBKSgrevXvHmAyFD3z8C79//8aHDx8EzyX/vgcHB6vlX7C2ttZI9ed9+/YpfN5nzJiBsmXLij6PNtAH/0JgYCAGDRqEhw8fMvaXKFECZ8+eFVSNNP13pUCBAiqr+8oTHx8vS1STFf0Lv3//ZvXXxsXFoWPHjli9ejUqV66s1G9jY4ORI0eiX79+cHR0VPIDA2mJh6tXr44RI0aw6qBN/8LXr19F+f6xrUvFQKz1b1aHyb/Ah8mTJ8uSqVEoFIqmyE7rPE2j7v0tMDAQoaGhgueX35t6+fIl570kJkqWLMma8Pj48ePw9PQEAEyaNEnlHktOpXnz5ggICMDgwYNZE6JnJCEhAatWrYKnpyeWL1+OYcOGZbkE8Ezog3115coVDBo0SFYZMyNt27bFtm3beMsNDw+XFV7R9cGm6tWr4/79++jYsaNSnIU8q1evRqlSpTBy5EhB82TmlxLbtmnVqpXavsI9e/ZgyJAhImmkjKbiA7ISiYmJCvvTHz58QGpqKuffsEGDBmH27NmiJu2hUCgUCoWSc6BxLJpDk358+T1wXdtT2sTf35+1z8zMDCtWrMCYMWOUPqMGBgaoU6cO9u7di969e6Nv375KCR9CQ0PRq1cvPHnyhPXshrZtuuHDh2Pv3r1qyViwYIFGkzRock82KyG/X/X7929ERERwTjLZpk0b2NvbZ5qohEKhUCg5C5oogkKhUDRErly54Ovri1GjRmH37t2s123fvh2vXr3C8ePHWbPN5xTu3LkDV1dX2Nvbo0KFCihWrBjy5MmDhIQEfP/+HZcvX8bOnTtZA0zNzc2xZcsWODk5ZToXmwxtvQeVK1dGq1atGKuq7dy5EwsWLECuXLk4yZJPODFmzJhMr2erolmgQAFOYy0sLBATE6PQzjWgwMDAALlz50Z0dLRC+6RJkzgliUinfv36SgHCv3794rXxaWNjw3m+rIKVlRXi4uIU2ri8r0Ba5d6MiBUownaQ48WLF0pte/bsEa16wfLly7F8+XLB44cOHQovLy9RdEknPDwcHh4esv9btGghOChEH1D1O8V0OIsvkyZNQtWqVVGxYkWULl0aBQoUgKGhIX7//o1Hjx7h0KFDOHLkiELiDXkcHR2xY8cOzgcD5fn48aPsOTBVxGVD3jHOZ5y+EBAQwNieL18+nDp1itNhvcKFC+PKlSuoXbu2rDpPOoQQDBkyBK9evWKtdqXqt0fsTaM6derg0aNH+Pv3Lz58+ID9+/fjzp07mY6zt7fHpEmTUKVKFc4Vqpg4ffo0TExMULlyZZQvXx5FixaFlZUVYmJi8PXrV5w7dw47duzAly9fGMfnz58f+/btQ4cOHQTrkFWQr/YJAJ6enpg4cSLnIK9BgwZh1qxZmlCNQtE41LbkT06yLeVp06YNqlevLkt2Jc/q1at5JYr49OkTTp48CSDtuQwdOlQsNTNFHVvNz89P6V7u7OzMebyBgYFsDSmPRCJB06ZNVY5lWxtPmjQJtra2nHWQ59WrV/D19VVo69Spk6Ag5/Hjx2Px4sWIj49XaL958ybu3buHhg0bCtJRTAwNDTF9+nSMHz+e80HqjFhaWkIikSjZCHxs44yJIrRdWdTV1VXh/y5duvBac/bs2RNz585VqtjZrFkzQfoUKlQIBw8e5HzgqVq1aozt3759UztRhI2NDczNzZV8H9+/f1cKnDh//jyv778qPD09ZYeyhNC8eXPOB5W4kpSUpJDQp2LFili4cKGoc2gTTfsXFi5ciAYNGqBixYqwtbVFwYIFYWJigrCwMLx48QK+vr7Yu3cvkpKSGMe3atUK+/fvR+HChXnPnZCQIDs0xCeA7tmzZ5BKpQCypn+BaT0CpNn1vr6+6Nq1a6YyrKyscOLECTRr1owxWMzFxQVNmzZFxYoVGcdr079QtGhRPHr0CNHR0fj06ROOHTuGc+fOZTquRIkSmDZtGurUqaNWMKA2179ZnYz+hUOHDmHp0qWcAw67desmeuAmhUKhyJPd1nnqoI3727Jly9QOnk/HxcVFrfELFy5UsgeBtD3wUaNGAUizt1asWKHWPJqiQ4cOmDNnjspr4uLi8OXLF1y4cAGnTp1i3d8TSvHixeHv74+tW7di9uzZSjEJbPz58wcjR46Eh4cHdu7ciZo1a4qql7bRpH0VFhaGGTNmoEqVKqhYsSJKliwp81mEhITgzp072L9/P2Oyt3QmTZqEVatWCUqs8vTpU9nf+rB/W6ZMGdy7dw+tWrVS0E2epKQkjBo1Cs+ePcPGjRt5P+/M/FJi2zY7duxAWFgYfv78ibt378LDw0MpPigjRkZGGDVqFLp06YIiRYqgVKlSgufXZXxAViI8PFzh/4iICBw/fhy9e/fmND5Xrlzo06cPdu7cqQn1KBQKhUKh5ABoHAt/dO3HV9eeMjEx0UhifE3DFg/bqVMn7N27l9M+fJcuXXDgwAH07NlTqe/9+/dwcXFh/R5o26ZzdXXFmDFjEBoaiocPH8LDwwN//vzJdNzAgQPRt29flChRgvE8AVd0uSeb1ZDfr0pNTcWePXswffp0zuMHDx6M//77TxOqUSgUCiWLQhNFUCgUiga5ceMGzp49CyMjI9SpU4e10uidO3fQsGFDXLhwARUqVNCylvrDx48fBR0QNzQ0RK9evbBo0SLY2dlxGsNWJYrt0KommDRpEmOiiPDwcPj4+KishpbO9evXZYHGTZo0gb29faZjGjRoABsbG4VKkg0aNIC5uTknvXPnzq20EcxmsDORK1cupaAMtkyabDBV55VKpfj37x/nbIpcE3FkJTp27Ig9e/bI/jc0NESLFi04jWV6D/i8r6rInz8/DAwMkJqaqtAeFRWFP3/+cD6wkx1wc3OTff5z586NnTt3cqpsq69kfE/lUadqUjobN24UNK5KlSqYPXs2BgwYIHhuecc4n4Mcjx49EjROX2CreFOzZk1eFZ1tbGzg6enJ+BsUGhqKDRs2YMmSJYxjVQUbcQ3q40ru3LllAX8ODg4YPXo0XFxcsHnzZtYxdevWxa1bt2Bqaqr2/M+ePVM6iMgFMzMzDBo0CK6urmo55rMSZmZmCv+/ePECc+bMwcqVKzmNL1KkiF4cgKVQhEJtS37kNNtSnhkzZjBWj3j69Cn8/PzQunVrTnLc3d1la70JEyYo/Q5rEnVsNfmkbACQN29eTnayPOvXrwcA7N+/H3FxcciXLx8WL16MevXqqRzHtoHfvn17XvPLs2HDBqW2Bg0aCJJlaWmJ7t274+DBg0p969atU/s+WbZsWSxbtgz58+dXWCcRQhAXF4e4uDj8+PEDX758waNHj/Dw4UOlihtSqRQrV67EypUrUb9+fQwbNgxDhw7lte4yMzNDy5YtFSqDWFpaZvr+paNJ25gLr169Ukp2klmSkoyUKVMG586dg4uLC968eSPzDWT8fnDFzMyMV4AK2/o0YwC7UAoVKqSUkA5IS3DD1SeUHZBPKGdoaIhdu3aJYqPoCk37F/bt24d9+/bxHlemTBlMmzYNY8eOFVxZ+Pnz57KqT9S/AJQqVYpTkoh0TE1N4e3tjWrVqiklwImPj8fSpUvh7e3NOFab/gVjY2OZf6FZs2ZwdnbG6tWrMXPmTNYxpUuXxpMnT0T57dLm+jerk3FdGxoaipEjR8LHx4fT99zExASdOnXSlHoUCoWS7dZ56kDvb2k2tZOTE8LDw2FmZoYDBw7o7eehYMGCaNKkCadrR40ahePHj8PR0RHJycmi6iGRSDB+/Hh0794dU6dOxZEjRziPffLkCerWrYvp06djyZIlWbbirSbtq9jYWKxZs0bQ2EaNGmHBggVo166d4PnV3b+VSCSiJwLZu3cvXr58iYIFC8La2hqBgYGM123btg2fP3/G0aNHeVVFzSxJQ3R0tKhFUsqWLYuyZcsCAHr06IGRI0eiQYMGCvFFGTly5Ah69Oghyvy6jA/ISjD56ydOnIjatWujTJkynGT07NmTJoqgUCgUCoWiFjSOhR+69nOk21OGhoaoXr0653HpiSLs7e1hYmIieH5d8f79e8b2/v378yrW0KNHDzg7OzMWF/Dy8sJ///2H8uXLK/VxsenEpESJErKiHJ07d8a4cePQuHFjBAUFsY5xd3fHlClTRJlfl3uyWQ0zMzMFv5irqytatGiBOnXqcBrfs2dPmiiCQqFQKArkjDsohUKh6IA1a9agTZs2+Pv3L44dO4Y7d+6orGIcFBSEhg0bsjpKcgIODg5wd3fHwIEDUaNGDZWJC/LkyYMOHTpg2bJl+PTpEw4fPszLAfL161fGdnWqgvOlU6dOsg3WjHDd/Ny+fbvs77Fjx3IaY21tjYMHD6JIkSIAgBo1aigkF8gMpg1HPgEcYgRUsL1PGQ+ZqEJfg2jUYeXKlWjTpg0kEgmsra2xZcsWVK5cmdNYdd9XVUgkElhZWTH2ffz4UeF/V1dXEEIEP65duyaT5enpqZYsLy8vUZ5/Ou/fv1f4bm/fvh3lypUTdQ5tk7EasTxck8+oYu/evXBxcUHz5s1RqFAh1usMDQ1Rq1YtuLi44MqVK3j58qXaQSBCA43SHeNmZmacv3/6BFvwElOCnsxo3rw5a7DXli1bWJ3gqu4TmTnO1UUikWDt2rUqM5gvWLBAtHtIv3794Obmhj59+mS6mVKwYEF0794d7u7uCA4Oxs6dO3NMkggAjBuFq1atwtChQzlXwLpz5w7mzZsntmoUisahtiV/cpptKU+/fv1QsmRJxr5Vq1ZxkhEeHi5bC5ubm2PcuHFiqccJoffZ+Ph4pWqFXJMDyJMrVy5s374dUVFR+Pv3L8LCwji9BoaGhrznUkVCQgJjUgd1gj8GDx7M2H769Gle9jQTxYsXR79+/dCqVSs0adJE9mjatCnatWuHHj16YMKECVizZg1u3LiBv3//4vDhw3BwcGCU9+DBA4wePRoVK1bEyZMneemyc+dO2eZ5oUKFsG/fPs7JWzRpG3Ph2LFjSm3169fnLadVq1Z4/fo1oqKiEBcXBz8/P1lAiKZhq7KubtXSzORn9C84OTmp5ROQT0axcOFCtWRdv35dlOeeTnh4uEJV6UWLFnE+kKWvaNq/sH79ekyfPh2tW7dWaUdJJBLY29tj9OjROH78OAIDAzF+/Hi1ApLU9S/wHacviOlfqFChAmuFrEOHDrGux3TpXwDSEnipOoQ2bdo00RLcaHP9m9Vh8i8cOnQInTp1QkhICCcZPj4+2LVrl9iqUSgUSrZc56mDNu5vXl5eaq315Q8HXLt2TS1Zrq6uSvpt3LgRly9fBpDm1+GbDFOf0XQwe7FixXD48GH4+fmhSpUqnMelJ7Fs1KgRfvz4oTH9NIkm7atChQph586dGDNmDBo1aqRyPWtqaopGjRph5syZuH//Pu7cuaNWkghAffvK1taW1a/Al4SEBDg6OmLy5MkoVKgQbt++jYcPH6p8jhcvXkTTpk3x+/dvzvNkFl+jadumQoUKCvemjNSuXVu0JBGAbuMDshJ58+ZV8neGhISgYcOGsvtGZrRp00aW2JJCoVAoFAqFLzSOhT+69uOnF7Oys7PjXLzj06dPsqRxWXGvKiIigrWYgZD9qkWLFjHaaKmpqVi9ejXjGF3bdIULF4a7uztrf6FCheDi4iLafLrck81qZNyvio2NRcuWLeHj48NpfPny5UEIQfHixTWhHoVCoVCyIOqX4aFQKBSKAlKpFBMmTICHhwckEgn27t0rq5C1YsUKVK5cGSNHjmSsRhgREYF27drh4sWLObLicYkSJZQyEoaFhSE0NBQxMTEwNDSEjY2N7CGRSATPFRoaytguRuAxVwwMDDB+/HhMnTpVqe/ly5e4du0aWrZsyTr+z58/OH78OIC0arW9e/fmPHe7du3w8+dPxMbGMlbLZCImJga+vr6IiIhQ6iOEcJ5bjMMzbE4qPoc3sqMzIX/+/Lh8+TLi4uKQK1cuzt+R27dvK1RbTYfP+5oZ1tbW+Pfvn1J7cHBwjvi9I4Rg9OjRss/o6NGjMXDgQB1rpT5M72k6qgI3uDJkyBAMGTJE9n9cXBx+/vyJyMhIJCcnw8rKCjY2NsiXL5/o2YrTA42MjY1RtWpVTmNSU1NlDvVq1aqJUvVU27A5xoUmJJg5cyYuXbqk1P7371/4+fmhe/fuSn0WFhasBxX//PkjSA8+mJiYoFGjRqwHEhs1aiTaXHZ2dgqBkIQQ/P79G79//0ZcXByMjY1l6548efKINq86ayhd0bZtW8b2ffv2wc/PD0uWLMHQoUNFP6RLoegSalsKJ6fZlvIYGRlh8uTJjHbmlStXEBAQgBo1aqiUsXXrVsTFxQEAnJ2dtZ70QqitdvfuXZne6aiTVMnQ0JDX/Vfs+6ufnx9iY2OV2tXZ5G3WrBkMDAyUKksmJibi3r17Kn0QYmNmZoa+ffuib9++uHbtGkaOHIlPnz4pXff161f06NEDc+bMwbJlyzjJtrW1xaNHj3j5PKRSKa5cuYInT54o9YlpG2eGn5+fUps6n2NLS0t11BEE22uu6qAKH9gOdAQHB4siPyswZcoUmX+uffv2mDNnjo41Uh9N+xe6deumEPCVmJiInz9/4u/fv0hMTISlpaXMv8CUMEYd5A8y1a5dm/O49INMBQsWzJIBPmL7F6ZPn46dO3cq3cNSUlJw4sQJTJ48WWmMqiq92vAvAGlJNNN9RRkR07+gzfWvPFnRv9C0aVPkypVL6b508eJFVKpUCfPmzcP48eNF/y2gUCgULmTHdZ466Or+pi+8evVKtn/QoUMHTJw4Uccaic/UqVPh5uam0TlatWqFgIAA7NixAwsXLuS8Dnz8+DEaNmyImzdvCjo8oks0aV+ZmZlhxIgRGDFihKwtOjoaP3/+RHR0NKRSKaytrZE3b17kzZtX9L3SdPuqZMmSnJOChoaG4vv37wD42WSqCAsLQ9euXXHv3j3kyZMHly5dklWOPXfuHCZNmoQtW7Ywjg0ICICDgwP8/f1VJq5PR5VdA6TZNppODtqiRQvWPjHtGkB38QFZ8R7Stm1bHDhwQKEtNDQU7dq1Q79+/bB06dIsX7iEQqFQKBSK/kHjWISjSz/Hjx8/ZLEtQvaq+I7TF9j2qgBh+1UlSpSAo6MjvL29lfp8fX3h4eGhFO/CxabTNKpsunr16okab6mrPdmsaNO1a9dOKT4lJiYGgwYNwt69e7Fy5UqVCekpFAqFQslI9jshSaFQKDpEKpXC0dERHh4eAIBJkyYpHQQeMmQILl++zHrYICoqCu3atcPLly81rW6WIH/+/LC3t0f9+vVRp04dlC1bFnnz5lXLoIuOjkZiYiJjn9gHjTNj2LBhrE6AjRs3qhy7Z88emTPN2dlZkO5cDkzcv38fw4cPR5EiReDs7Izo6Gje84gNm1NC2wkr9BVzc/NMvyOhoaFYuXIlKlSogKZNm+LWrVsa1cnKyoqxXR8+T9pg06ZNuHHjBgCgbt262LBhg441Eodv376x9pUqVUr0+czNzVGuXDnUrl0bDRo0QOXKlVGkSBGN/HanB/Hb29tzrmr99u1b2WG+rJhBGWD/ThYuXFiQPAcHB5QpU4axj62qrion/Pv37wXpwRc2HczNzUWr9smERCJBoUKFULVqVdSvXx+1atVCmTJlRE0SkT6PPsBHjwoVKsg2FjPy8+dPDB8+HJUqVYKXlxetfkPJFlDbUnyyu20pz8iRI1k/FytXrlQ5NiEhAZs3bwaQZjMxJZzQNEJtNaYD/mLfQ1Uh9v2VKZkfoN7B/9y5c8uC1jNy+/ZtwXLVpWXLlggICGBNDAUAy5cvx7p163jJ5eLz+Pz5M+bNm4dSpUqhQ4cOePXqFa85xIQQwniYWJufYzFgOwQi1hotp/sXTp8+LQs+KlOmDPbv368363t10LZ/wdTUFGXKlEGtWrXQsGFDVKlSBcWKFdPIwfD0g0w2Njas9nFGoqOj8eHDBwDUv5BOuXLl0Lx5c8Y+If6Fjx8/KiWd0ASqdND0YS5NrH8zok+/P1yTjVlbW2PkyJGMff/+/cP06dNha2uL9evXi5bkiEKhULiQXdd5YqON+5s+kJSUhIEDByIhIQEFCxaEp6enrlXSCHny5EGVKlU0Po+hoSHGjh2LwMBAzJgxg7Pf7tu3b2jbti2ioqI0rKG4aNu+srS0RMWKFVGnTh3Ur18fdnZ2KFiwoOhJIqKiomRJRvnYSfIHm8Swr0JDQ9G0aVPcu3cPAODl5YXKlSvL+g0NDbF582asW7eO9bfp9evXaN26NSdfRmaHl7Sxd6pLu0Zb8QH6ch/hk0R5ypQprNcfPnwYlSpVgrOzMz5+/CiWehQKhUKhUHI4NI5FfLTl55BPaq5Le0rbqLK5hO5XySdOlOfv37948eKFUrs+2HTW1tassROatum0tSebFW26sWPHsr4vV65cQe3atdGzZ0+F7y+FQqFQKKrIeiVuKRQKRU8hhGDo0KHw9fUFkFa9cMWKFYzXNm/eHLdu3UK7du3w8+dPpf7o6Gh06dIFz549g42NjUb1zomoCu7T9mEea2trDB06lLGawJkzZ/DlyxfGChWEEOzcuRNAmnE7evRoUfWKjY3F/v37sXXrVpnjwsjICL169YK/vz/+/v0rWLa+GOM5lZs3b2Lz5s04efIkkpOTAQBVqlRBnjx5NHowiO27FRMTo7E59YWAgADMnDkTQFpw39mzZzknHtB3mCr+pmNnZ6dFTYQRGRnJuOkQHh4uyyZcqFAhzt+Nq1evyv42NzdXOa5QoUKsh/R0ScYq3OmoU0m8S5cujMmPHjx4wHh92bJl8fz5c8a+oKAgJCcnw9jYWLA+XGA7fMZWvTirIXZwHl+kUikA/uuurVu34tmzZ6xBjoGBgXB2dsbixYsxe/ZsODk5afyzQqFoAmpbZh30ybaUx8LCAmPGjGH83Bw9ehRubm6slRD37duH379/AwB69uwJW1tbTaoqKkxr06xcCZqt+ri6tkTNmjUZgw3SKyvqCgsLC5w6dQrNmjXDo0ePGK+ZPn06mjVrpna1ktTUVJw/fx5btmzB5cuXZQeFGzZsiPj4eAQEBKglXyghISGyxHPyZLXPsaYTReRk/8L3798xbNgwAEDevHlx4cIFtWw1fSKr+xcSExMZf7sIIbIENCVKlODsX3j9+rXst8nGxkblOGtra1StWlWA1ppFU/6Fa9euKbWr8i+wER8fj+DgYI1Xh2bzLwDZw8egL/4FgN/6e9myZbh+/Tpj0CYA/Pr1C1OmTMGKFSswffp0lcF6FAqFIgbZeZ1HEcacOXNk96k9e/agUKFCOtZIc5QsWVJrc1lbW2PVqlUYM2YMpk6dilOnTmU6JjAwEBMmTMC+ffu0oKH6JCcnq0wUkRXsq9+/f8sS58nz+vVrWeEQa2trzvbVmTNnZH8bGBioHFeyZEmVn8mIiAi0bt0a7969AwAMHDgQ3bp1Y7x28uTJKFKkCAYPHiyLy5Dn5cuXGDRoUKafQ1V2DaCdQ0XZ3a4BdGvbCLVr6tSpA1dXVyxYsICxPyUlBV5eXvD29oajoyPmzZuXJX4DKBQKhUKh6Cc0jiVrEBgYiNDQUKX2c+fOKfzP1Z66efOm7O+oqCiV46pWrap39gHbXpW5ubngPfjGjRsjb968iIiIUOp78OABatSoodBma2sLiUTCWghTW4XTrKysGGMR9O09E0pWtOmKFy+OrVu3wsnJifHzQQjBiRMncOLECXTu3Bnz589HvXr1RNGZQqFQKNkTmiiCQqFQRGL58uXw8fGR/b9s2TKVwftVqlTBrVu30KpVK3z58kWp/+vXr5gxYwZ27dqlCXVzNGwVXwHdJDGYOHEitm7dqmTkSaVSbN68GWvWrFEac+XKFVkAdZs2bTLdHObK79+/sX79enh4eMiSQRQrVgxjxozBiBEjULhwYZQuXVqtRBEU7SOVSnH48GGsWbNGdtjIxMQEAwYMwPjx49GoUSO4urpqNFEE20FdJsdTdiIyMhJ9+/ZFYmIibGxscP78eRQsWFDXaonCv3//8PnzZ9b+rOCQevbsGVq2bKnymkuXLuHSpUu8Zbu7u8Pd3Z21f+jQofDy8uItV9OwfVdVBQBlRrt27RgTRYSEhDBeX7t2bRw/fpyxLyUlBS9fvtR4hmq210GXh37FRFXyhKSkJI0/z/SAOL4HXYsVKwZ/f39069YNb968Yb3u8+fPGDVqFJYuXYp58+Zh2LBhgqvTUyi6gNqWWQd9sy3lcXFxgbu7O5KSkhTapVIp1q5di02bNimNIYQorF9mzJihcT3FhGltERkZqQNNxCEwMJCxPT4+Xq21WcWKFRnbw8LCBMsUCzMzM3h7e6NKlSqMSQVSU1Mxbdo01srxmZGYmAhPT0+4u7vLXt/cuXNj0KBBGD9+PKpWrQonJyedJopgIjIyMlscEmMLfuFLTvUvJCcnw9HREeHh4TAxMcGJEydYv89ZEbbkOEDW8C/8+vULTZs2VXnNixcvMr2GiYMHD+LgwYOs/c2bNxf8u6hJNOVfYOLPnz9ITU1VqtKTWWKhp0+fajxRhCr7Ozv4GDLzL2ga+QN3fHwMFhYWuHLlCnr27Ik7d+6wXhcaGooZM2Zg5cqVmDFjBlxcXLJcAicKhaL/ZPd1HoU/r1+/VvDPdO7cWVT5N27cYPRb6WpdaWlpqfU5bW1tcfLkSVy5cgUTJkxgTEogj7e3N8aPH4/69etrSUPhvH79WqXPMivYV+fPn4ezs7PKa/bu3Yu9e/fylp1e3IGNhQsXwtXVlbEvNTUVAwYMkCUDNDY2hpubm0p5/fr1g5WVFXr27ImEhASl/tOnT2P//v0YNGgQq4xKlSohV65crEmLtVFZNLvbNQD7c9RnuwYA5s+fD4lEgoULF8oSTmZEKpXCx8cHBw8eRJ8+fbB06VKUK1dOLZ0pFAqFQqHkPGgcS9Zg2bJlmdpKkydPFiS7bdu2KvuvXbuGFi1aCJKtKTSxV2VoaIhWrVrh6NGjSn1M+/1WVlYoV64ca/yHNmw6IOfGw+q7TTdkyBCkpKRg3LhxKv05Z8+exdmzZ9GuXTssX75c4/HTFAqFQsmaGGR+CYVCoVAy48GDBwoZuosVK4bevXtnOs7W1hbXrl1jzUi/e/duPHnyRDQ9KWmoyhooVnVDPlSsWJHVgbJ7927GjJYeHh6yv8eMGaO2DuHh4Zg2bRpKly4NNzc3/P37F9WrV4ePjw++fPmCefPmoXDhwmrPQ9EuhBAcOHAAdnZ2GDhwIJ49ewZra2vMmTMHX79+hY+PDxo1aqQVXdicMLo+QKdJ0oNFAgMDYWZmhpMnT2arCg33799n7bOwsKCOqCwKW3VEdRzCbJVNw8PDGdsbN26sUp6fn59gXbiSnX+bACBXrlysfdo4YJcezCbkcEW5cuXw8OFDjB49OtP3KTg4GKNGjUL16tVZK8xSKPoGtS2zFvpmW8pTpEgR1gDjPXv2MN6Hz5w5I6tW0KxZM9StW1ejOooNk+38798/7SsiEmy6x8TEqCWXrSJEVFSUWnLFomLFiiqD42/cuMG7qkZycjK2bNmCMmXKYOzYsQgMDEThwoWxYsUK/PjxAx4eHqxrVm3CVtEkK3+ONUFO9C8AaYlm79y5AwMDA+zbtw/NmjXTtUqi8e7dO9bPuUQiyVbPNSehCf9ChQoVGMdLpVLGz1Bmfk/qX1AfffEvAPx9DAULFsT169cxd+5clQffgLSEWrNmzUKFChVw4cIFQbpSKBQKG9l5nUcRxp8/f0RLtJcV2L9/v84Sq7dp0wYvXrzAnDlzlJKOZYSpuIc+omr/tnz58ihSpIgWtcleuLu7KxQX6NmzJ0qUKJHpuA4dOuDEiROsttC0adNYk0AAaT5oVUlKbty4oXFfdHa3awB220bf7RoAmDdvHi5dupRpIsTU1FQcPnwYlStXxqxZs1QeQqJQKBQKhUKRh8axULIqmtirAsSNh3316hVCQ0PV0ocL2d2uy8o23bBhw3D37l1Ur14902svXbqEOnXqYPjw4Vm6cA6FQqFQNANNFEGhUCgiMHHiRIXM3D179lR5YESe0qVL4/Lly8ifPz9jf1bZcM5KWFhYsPbJZ/XTJpMmTWJs//fvH/bt26fQ9uvXL5w5cwZAmsOtS5cuas29e/dulC9fHu7u7oiPj0ehQoXg7e2NZ8+eYcCAAZw/yxT94vXr12jUqBEGDhyIjx8/wsDAAGPHjkVQUBCWLVum9cQfUqmUsT07V2CbNWsWzp8/DyMjIxw+fDjbBfedO3eOta99+/a8M6PqghYtWoAQovRIr6aTK1cupKSkMF6T8ZGYmCgLKu/Ro0em1+sq6C0zChUqxNiuTqBIiRIlGCtCsWXrbdy4MfLkycMq78qVK4J1oaShqkKXpp3jqampiI6OBgDW9W9m5M6dGx4eHrh16xanQ8yvX79G48aNsW7dOkHzUSjahNqWWQt9tC3lmT59OuNmb1xcHDZv3qzULv8ZmTFjhkZ10wSGhoZKbR8/ftSBJuLAtlZSN6EDW3UMXVTwZGP48OEq+9N9Ily4c+cOqlWrhgkTJuDXr18wNTXFvHnz8OnTJ8yaNYs1cYYuYPoMA1n7c6wJcqJ/YcuWLdi+fTsAYNOmTejXr5+ONRIXVf6F2rVro1ixYlrURhilS5dmtP379u0ru+bHjx+c/AuEEFnQZM2aNTO9VhdVn7mgCf+CkZERa4V1pvtm6dKlYW9vzyqP+hfUJ3fu3KyHKrURfJceBGdubq4yaQUbRkZGWLp0KZ49e4Y2bdpkev23b9/QsWNHTJ8+nbVaL4VCofAhu6/zKJSsgKmpKZYtWwZfX1+VduWZM2fUTt6pDVTZV926ddOiJsJxcnJitH0KFiwIIC3hBVfbKigoSCZ3ypQpmV7v6urKqFNoaCgWLVqk0CZv72VG+/btsX//fsa18+/fv5VigjLSqVMn1r6oqCiaLF0E2Hyj2rRrAOF7p61bt8br168xZ84cmJubq7w2OTkZq1atQr169fDt2zdB81EoFAqFQslZ0DiWrIOXl5eSnfPmzRtZ/8iRIznbU3v27JGNO3XqVKbXt2jRQgfPWDWa2KsCwLr3xBbjocqmI4RoJbF5dier23S1atXC48ePsXbtWtjY2Ki8Nv37Wa1aNbx8+VLQfBQKhULJntBEERQKhaIm169fx6NHjxTaWrVqxUtGxYoVcezYMUbHyYkTJ1Rmj6fwhy1DJKC+8S+U9u3bo0KFCox9GzduVPh/165dsooAI0aMEJzI4d+/f+jcuTNGjBiBv3//yvR49eoVBg0alO2zR2ZntmzZglq1askqhhQoUAB+fn7YunUr8ubNqxOd2Bxgqg7XZWW2bt2KNWvWQCKRYNeuXejatauuVRIVqVSKEydOsPb3799fi9qIS0pKCl68eAEAqFGjButhrYy8fPlSdiC0du3aGtNP05QtW5axPSIiQi25TE73fPnyMV5rZGSEnj17ssq6ceMGfv/+rZY+OR1V9wJNZ6j+9++frBpaelCfUBo3boyHDx/i6NGjsLOzU3mtVCrF1KlTWYP8KBR9gNqWWQ99tC3lqVSpEuuG8+bNmxU+Dw8fPsStW7cyHafPMG2WPn/+nPVQub7Dtvn7+fNnteSyJUZgW5vpgoYNG6oMaJYPZmEjNTUV8+bNQ7NmzfDu3TsAaWvdBw8eYMmSJZkGTOsCtvecVtJRJKf5F86cOSNLMLto0SKMGzdOxxqJz9GjR1n7srJ/Afjf97dIkSIoWrQopzHh4eEIDg4GQP0LTLAF9bHdx1QduP348SOePXumlj45HYlEwprsUxsVsNI/T+r6F+zt7XH58mVcvXpVlkBWFWvXrs00sRWFQqFkRk5Y51EomsTX1xeWlpaiJW/q0aMHzp49y7ovmJiYKNt711f+/v2r8nBJVravvn//LtsbrFOnDudxT58+lf2tjn21bds2pUQhDg4OvGT06dMHS5cuZew7cOBApmPZErQBwJEjR3jpQlGGbe9Um3YNoJ5tY25ujmXLluHjx48YM2aMrMgFGy9evECjRo1osggKhUKhUCgqoXEsWR/5vWZd2FO6pECBAowJBOTjF4XAd6+qQ4cOKgt3UJtOfbKDTWdkZISpU6ciKCgIs2fPzjSmJTg4GE2bNkVAQIDgOSkUCoWSvaCJIigUCkVNfHx8lNqqVKnCW06zZs0YD64lJibi7t27QlSjsGBgYMB6MEI+q582kUgkmDBhAmPf27dvZdXNUlNTsWvXLgBplSZHjhwpaL6QkBA0bNhQoaJEr169cObMGcHZDCn6wZQpUzBhwgTZwYkCBQrg9u3baNmypU71YjvIweYwy8qcOHECLi4uAAB3d3cMHTpUxxqJz9mzZ/Hjxw/GvuLFi2eZijRMvH79GgkJCQBynmMcYF/DqHsgkcnRrep+M2rUKNa+5ORkeHp6qqVPTsfS0pK10ub37981OvfPnz9lf3M9KJUZvXv3xqtXr+Dp6YlSpUqpvHbRokU4fvy4KPNSKGJDbcushz7alhmZMWMGY3tYWJhCBQj5Sh3Tp0/PkokDmTZ+4+PjFdZpWQm2IAIuSRJUwXbgoXLlymrJFRNDQ0OUK1eOtT8kJETl+JSUFPTr1w/Lli2THRgpX7487t69i+rVq4uqq5iwBS/cuXNHy5roNznJv3D//n04OjpCKpVi0qRJWLBgga5VEp0XL16wVj7NlSsXnJ2dtayRePz79w+fPn0CQP0L8mjCv2BlZcV6AGbYsGEqk4Du2LFDLX0o7L+/mvYvxMTEIDo6GoB4/gUHBwc8ePAAJ0+ezNQW8/Lygru7uyjzUiiUnEdOWOdRKNogJiYGb9++FU1eq1atMGfOHNb+9+/fizaXJti3b59sjzMjDRo0QK1atbSskXjo+mBTRt998eLFWROmqeK///5DmzZtlNrv37+v8nBcqVKl0LZtW9Z+b29v1veewg1d2TWA+HunRYoUwbZt2/Du3TsMHjxYpa//+/fv6N69u6xYEYVCoVAoFEpGaBxL1kdde6pQoUIoVqyY6HppC6bPa2JiosI6nC9sSR/Y4mFz586NgQMHsso7d+6cWvpQspdNlydPHixfvhxBQUFwcXFRmQQwMjISXbp0QVRUlNrzUigUCiXrQxNFUCgUipqkV9yUp3DhwoJkzZgxg/Fw28ePHwXJo7Bja2vL2P7v3z/tKiKHk5MTrKysGPs2bNgAADh//rysolyXLl0EOV/i4+PRrl07WUVNAChdujT27dvHmLGVknVYtmwZ1q9fr9C2d+9eVKhQQTcKyZEetJuRIkWKaFkTzeLv74/+/ftDKpViwYIFmDx5sq5V0ghubm6sfTNnzlQZgK/viBFolJUDrRo3bszY/urVK7XkMlVcV7VpVL9+fTRr1oy1f+fOnaJVicqplChRgrGdLQmMWKQflALEPZBqaGgIJycnvH37FkuWLGFNhAEALi4urAcMKRRdQm3LrIk+2pbyNGvWjLUqsru7O6RSKT5//ixLolO4cGEMGjRImyqKBltm/kOHDokif8mSJVqtrsZmx71+/VotubGxsYztNWvWVEuu2DCtH9PJzN4YO3YsfH19Zf8bGRnB19dX7WrjmsbGxoZxk//KlSsKVSiE8uTJE2zfvl1tObomp/gXXr16hY4dOyIuLg5Dhw7FunXrdK2SRli2bBlr39ixY2FjY6NFbcRF3k+QE/0LDRo0YKx4q23/QrFixVQG3x04cECpMjCFH9nNvwAA3bp1Q0BAALZs2aLyd2j+/Pn48+ePqHNTKJTsT05Z51GE06JFCxBCRHkwJbNv3rw547XXr1/X/pMVAbGTK86bNw8FChRg7NOXxLBMJCYmqkxipSoBRlZA3f1bCwsLwTETISEhSn51oX57iUSCDRs2KB3cT0pKksUBsTFz5kzWvr9//9IKtGqiK7sG+J9tY2pqyrrfIARbW1vs27cPDx8+RIMGDVive/r0abbwGVIoFAqFQtEMNI4l65NuT5mamqJq1aqcxqSmpuL58+cAsvZeFaCZeFi2WAZV+1XTpk1jjXOQSqWyIqIUYbDZdP/+/WONkRELTe1XFSpUCBs2bJD5k9n4/v07lixZItq8FAqFQsm60EQRFAqFoiZMmebMzMwEyTIxMYGTk5NSuxjB4BRF2CpT6vIwj6WlJWuVvAsXLuDTp0/w8PCQtY0ZM0bQPIsXL8aLFy8U2v777z+Ym5sLkkfRD16/fq2UcbdBgwbo0KGDbhTKQHh4OGO7qiqxWY0HDx6ge/fuSExMhIuLCxYtWqRrlTSCr68va7VPW1tbwb9N+oK6gUbFixfX+wNoqqhcuTJjEiK295wrTIcumjZtqnKMqgNDnz59gre3t1o65XTYAuICAwM1Oq/8Jou9vT3nca6urpzuably5cK8efMQEBDAejD6x48fOHHiBOe5KRRtQW3LrIk+2pYZmTFjBmN7UFAQfH19ZQkjgLRkOiYmJtpUTzTY1m6HDx9WuyLay5cvsWDBAiQnJ6slhw9sa6Xr16+DECJYLtMmuIWFBRo1aiRYpiYIDQ1l7VNVheHSpUtKQRS9e/dGtWrVRNNNUxgZGaF69epK7cnJyTh8+LDa8pcvXy76ARpdkBP8C58+fUK7du3w9+9f9OjRA7t371ZZ/TGr8ujRIxw9epSxL0+ePJg7d66WNRIXdf0LRkZGWeK3iw0rKyvUr19fqT0gIECtxH1C/AsLFy5kXd9ERUVh7dq1gvWhZD3/gpeXFypVqpTpdYaGhhg3bhxev37N6o+Ii4vDnj17OM9NoVAoOWWdR6Fok0uXLokqz8TEBIMHD2bsy5Mnj6hzicmmTZtYEw00bdoUXbp00bJG4pJuXxkYGPA6pPTs2TMAQI0aNRgT2XFBTL89AFSqVIkxWX5mvvuWLVuiVatWrP1Lly5V2weak2Gza/78+aPRJDEpKSmyIj92dna8CnJIJBJOe/h16tTBnTt3sGbNGtZKtJs3b+Y8L4VCoVAolJwFjWPJ2qSmpsrsomrVqrGuBzPy/v17WVxB7dq1NaafNmjTpg1juzrxsEx7VYaGhmjYsCHrmHLlyjF+/tNZv369XsUZZTVUJYfUdDKa9P0qa2trXgVgS5cuzSkOpEKFCjh37hz27dsHS0tLxmt27Nih1XgmCoVCoegnNFEEhUKhqAlTcL46hhrThqA+bzhnVdgMwl+/fmlZE0UmTJjAGBCUmpqKmTNn4sKFCwDSDmO3bduWt/y4uDiFZBPpqMo0SMkabNiwQWnjX1/e1+TkZERFRSm1FypUCHnz5tWBRuLz9OlTtG/fHtHR0XBycsL69et1rZJGiIiIwMSJExn7JBIJduzYwdmZrK+kBxpZWFjAzs6O0xipVIqXL18CyPqOcYlEgj59+ii1f/78GUFBQYLlMq2NHBwcVI5p0qQJazAeACxYsACJiYmCdcrpsB1UyphMSmzSDydKJBLWjN1s3L17V3aQOTMqVKiAmzdvonv37oz9165d4zU3haINqG2ZNdFX21Kenj17omzZsox9S5cuhaenJ4C09c/YsWO1qZqoNGrUiNGe/vHjh+w5CsXV1RW2traiVnTLjBYtWjC2h4SEKBw+5ktISIhSW/v27fUqQUhsbKzKan2qKuAxHfbVF9uYC2zro1WrVql1sPr58+c4efIkayBMVoIpUYREIuFsv+k7X79+hYODA37+/Im2bdvi4MGDvA4JZBWSkpIwbNgw1sQ3a9euzfI+I3UTRdjb26t1+Egf6Nevn1JbQkICbt++LVimEP+Cra0tZs2axdq/du1a/PnzR7BOOR1d+xeAzJOFZOTdu3ec3/MiRYrg7NmzGDduHGM/9S9QKBSu5JR1HoWibS5fvix6ZciaNWsytqtKXKlLPn78iIULFzL2mZqaYvv27VrWSHzS7auKFSvCwsKC05gfP37IEpGqs38rtt8eEO6737x5M6sPLzAwEDt37lRLr5xMlSpVYGpqytinSdvm6dOnSEhIAMDfrgGAmzdvcrrOwMAA06ZNw+XLl5ErVy6l/nfv3unVngaFQqFQKBT9gcaxZG0+fPggS2ogZK8KyPrxsA4ODihQoIBSu5+fn2CZTN+BevXqZWqvurm5se5//v37F25uboJ1yunky5cPpUuXZuzTpE0XGhoqS0ShSZsOAAYPHoy7d+8if/78Sn1RUVFqxRFRKBQKJXtAE0VQKBSKmhQuXFipjSnonitMmeSKFCkiWB6FGVUVpnVJuXLlWA8wHD9+HKmpqQCA0aNHC6owc/36dUYHhbqfMXWqmVLE4eTJk0pt+vK+slWCzcpVEeV58eIF2rZti3///qFPnz7YtWuXWhWgUlJSMG/ePAVnqz4glUoxcOBA1nvcxIkTVVYxyQqkpKTg+fPnANKCwLhWlnnz5g3i4+MBgFcVG31l+PDhjO1nz54VJC8uLg7fvn1TaGvWrJnKLL7puLu7s2bZDQ4OxuLFiwXpRAE6derE2H7//n21DiGqIjIyUnaAolatWoybMKqIiorC3bt3OV9vamqKAwcOoEyZMkp9bJW1KBRdQm3LrIm+2pbyGBgYYOrUqYx9r169kgXTDx8+PEsHYdjY2KBq1aqMfYsWLZKt1/hy48YNHD9+nLWStKaoXbs2qlSpwth34sQJwXLTK9TJw7b+0xXnzp1jTQhmbGzM+l7ExsYyBnTo2jbmmugKAJo3b87Y/uXLF7UOdkyZMgUSiSTLJ4pITU3F79+/ldrLlSsHc3NzHWgkLt++fYODgwOCg4PRtGlTnDhxgvWQAldWrlypVqCTppgwYYKsukpGunbtimHDhmlZI/FJD8YpUaIEChYsyGlMVFQUPn36BCB7+BcGDBjAeABFqH8BUL6PlS5dGq1bt8503Ny5c1l9kdHR0Zg8ebJgnXI67dq1g5GRkVJ7UFAQY7U5MZBKpTh9+jQAoECBAoK+LxcvXuR8rYGBATZt2oRGjRop9VH/AoVC4UJOWudRsj/6FhcQExMDX19fUWUyBdwDQI0aNUSdRwxiY2PRp08fxMXFMfa7ubmhUqVKWtZKXOQTPgg92KSOfSW23x4Q7ru3s7PDokWLWPsXLFhAD/sLxNTUlNW2vHHjhsbmlffztmvXjvd4PnYNkJac2N3dnbEv434+hUKhUCgUCkDjWLI66iY1B7L+fpWRkRGGDh2q1H7v3j3GAgVcYIq5GDlyZKbjChQogC1btrD2b9iwQVawjsIftnhYTdp08mc3hNh0ly5d4nV9lSpV4O3tzdhH96soFAqFQhNFUCgUipowHQq5d++eYHnpmcLTMTAwYAw+y8qwBQ9oM6igcePGjAe5NRW4yAcXFxeV/SYmJnB2dhYk+8uXL4zt6lY84HPogSI+cXFxjBXQ9OV9/fz5M2M730ry+khAQAAcHBwQHh6Orl27wsfHR+0KUPPnz8fKlStRokQJTtenJ5DRJIQQjB8/njXQoEWLFoyVe7nKFtKnCd68eSO7D+fUDMpAmjORKWnRvn37BMl7+vSp0u/J+PHjOY3Nnz8/Dh48yHjgAABWrFihUUeuWOjD2icjderUQf369ZXa4+LicPnyZY3MuW7dOtl3TOhaZs+ePbyuz5UrF6ZMmaLUrk9V0ymUdKhtyR99+H3VZ9tSHmdnZ9YgdyBtc5zp9zKrwZbw4MePHyoribMRGRkJJycnAGkJG4Wgznqdbc20c+dOwYkvXr9+rfB/2bJleW1Ya9r+IIRg3bp1rP29e/dmDEgC0ir0aqLKIx/bmMkejI6O5jy+U6dOrM9v3rx5rH4dVWzYsAHXrl1D9+7dWWVnFX78+IHk5GSl9uzgX/j69SuaN2+OoKAg1KtXD+fOnVM7+cX27dvx33//IV++fJyu14Z/AUg7qMRW5bRy5cqswS2ZoU/+hcjISFnCBz7+hWfPnsl0zQ7+hQIFCjDafgcOHEBKSgpved+/f1cKQB07diynRJ+mpqY4evQoLC0tGfsPHDgg+LOnTfRh/ZuRwoULo1evXox9TMmNxcDb21uWmG3o0KGCkvby9S8YGBjgv//+U2qn/gUKhZIZ+rDO03f08f5GYYctsaOQ9Z1YrFixQtR4BaYEsLVq1WKtTMmENuyrpKQkODo6IiAggLF/0KBBgv19+vS9FONgkzr2VfHixVG0aFGFtrCwMFnFUCFk9N3b29tzTuA7a9YstG/fnrEvLCwMQ4YM0fvfT32y3+WZMGECY7um7Jp///7Bw8MDAFC0aFFBh4quXbvGGo/DxsiRIxmT+VPbhkKhUCgUChM0joU/2cmeyp8/P0qWLCm6Xtpm8uTJSuvdlJQUHDx4UJC8R48eKfyfN29eODo6chrr6OiIUaNGMfYlJiaif//+St8TfUNfbbrx48cz7hedPXtWI36rlJQUrFmzBkBajCrXz4A8nz594h3/3L59e8YELtSmo1AoFApNFEGhUChq0q1bN6W2M2fOCJb3/v17hf8bN27MueIYH9g28DVVQZrLHNqYO518+fIxVk5QZzNXLNq0aaOyqkOvXr14V+BOJzIykrH9/v37guSlw+e905dNaTH1YJIlRL5QB6E+vK+qYDvI0qRJE1Hk64qnT5+iVatWCA8PR8eOHXH06FEYGxsLlpeYmIjp06djxYoVaNeuHefvOdvvuVhIpVKMGjWKtXpt3bp1cfz4cdaD/Jmh6nOmzfsCINwx/uzZM9nf2jrIweS4FDPobNmyZUqH3J48eSJoo+fYsWMK/9esWZP1AAETTZs2xa5duxiduKmpqejfvz+CgoJ466VN9GHtw8TMmTMZ21VlrhbKx48fZRVq2A4LceHIkSP4+fMnrzFMG4oZg/ooFH2A2pb80YffV23ZlvLPScjzy5Url8pETX369EGpUqXU0otLOxfUsdWcnZ1hZWXF2Ldp0ybWNS0T0dHR6Ny5M758+YIWLVqgatWqKq9nO5AQExPDec6MDBkyhDHw4s+fP4KSeAUHBytVoFi0aBGvw5Watj+2bdvGasuamZlh2bJlrGP1wTbOlSuXUtunT58YPx+EEEyfPl1h49/ExARjxoxhlB0VFYUuXbrwqmzi6+uL6dOnAwAmTpyY6fX64rNhI7v6F9J/Zz5//ow6derg0qVLrIfZuZCamgp3d3eMGzcO9vb2qFmzJqdxmv5+A8DixYsxZ84cxj5bW1ucP3+e9Xc8M/TJv/D06VPZ9ymn+xfmzp2r9HkODQ3F0aNHecvK6F8oVqwYxo4dy3l8hQoVcPz4cdZAqXHjxikF9+kb+rD+ZWL69OmM6wkPDw/RD0mGhYVh/vz5ANISgEyaNEmQnBs3bih857hA/QsUCoUv+rLO40JO9+9QuMOWDFEd/4e6vHv3ThaYLwYXLlxQaktPJMoVTdtXcXFx6NmzJ86ePcvY36lTJ+zatUuwfH36Xqq7f2tubg47OzvB80skEnTp0kWpXUzffc+ePXnpc/jwYdSoUYOx38/PD7NnzxasmzbQJ/tdnnbt2qFatWpK7U+ePMGDBw9En2/27NmyBLeTJ08WFGtCCMGGDRt4jTE0NGQsJkBtGwqFQqFQKEzQOBb+6KM9lStXLtjb23Mel56QUJd7VYB4+1XFihVj3CvfunUr7zmSk5OVvgNz585ljBNgY/PmzayJ4l6/fo1hw4ZpLcG/EPTVpqtUqRI6d+6s1B4aGqq0xygGa9eulcWGZVa8RxWqCqmwQferKBQKhcIETRRBoVAoatK7d2/Y2toqtJ09exaBgYGC5B05ckTh/xkzZgjWTRWxsbG82sUkLi6OsV3bwQMdOnRQagsMDNRptQsgbWNXVfA+n+DXjOTNm5exfePGjZmOTUxMxIwZM/Dt2zelPqbPDVtQLVPVU7Fecz4OBrZrmSpTCpEllhwustje1zNnznCqNnr+/Hns2LFDqZ3pfX348GGm8jLC9HtoZWWFpk2b8palL9y9excODg6IiIhAt27dcOLECc7ZOAkhSE5ORnR0NL59+4Y7d+5gyZIlsLOzw9q1awGkVXjhyt+/fwU9By6EhoaiTZs2rIFETZs2hZ+fH2xsbATPwXZPALR/X1A3g3KRIkW0VqGX6XdBTCdrjRo1GO9Fc+fO5SUnJiZG4RCjgYEBPDw8GCstq2Lo0KFYvXo1Y9+vX7/g4OCA4OBgXjK1ib6sfTLSs2dPxvXQxYsXcf78edHm+fv3L3r27CkLIN28ebPgqnlxcXGMFTxVkTt3bqW2Zs2aCZqfQtEk1Lbkj778vmrDtpR/rqrWT6oYP3486+a00M8Hmy5CdQTUs68sLS0xefJk1v4xY8Zg7ty5mcp7+PAhateujdu3b8PAwABubm6Zzs0WbMLFJmPD3NwcmzZtYuxbtmwZ7+9ZxkO5derUwYABA3jJiIiI4HU9H06dOqXysOeKFStQpkwZ1n4223jv3r2sSSQyXsdUIZCPbcxkD8TExODy5ctK7Vu2bMGGDRtQoUIFhfZx48axVgZ+9eoVGjVqlOnB1vj4eMyaNQt9+/ZFSkoKOnTogObNm6scAzB//3Ths2GD6Z4okUjQsWNHtWXrig8fPqBp06b48uULGjRogCtXrnCuIkoIQUpKCmJiYvDjxw88fPgQa9euRfXq1TFt2jSkpqbqjX8hOjoajo6OWLhwIWN/5cqVcfPmTUFJi9LJTv4FQ0NDVK9eXXS9mNC0f6Fo0aJYsmSJUrurqysv/6lUKlVK+LR+/Xreh21bt24Nb29vxoSnMTExaNeuHWtFZn1AX9a/GalTpw5Gjx6t1P769WtZhVwxSEhIgKOjI75//w4gLflM8eLFBckihKhcNzJB/QsUCoUP+rTO4wL171C48uPHD8b20NBQLWuiyPz583Hu3Dm15bx9+xanT59WaLOzs2NN6siGJu2rjx8/omHDhqzPt0+fPjh+/DhMTU0Fz6FP38t0+8rQ0JBXgpx0+6p69eq89yUzMm3aNCUZGzduFOQzSUpKwqlTp2T/W1hY8I4BsrKywoULF1C+fHnG/pUrV2LRokW8ddMW+mS/yyORSODh4QEDA+WQ6ilTprAmChbCrl27ZLZS9erVedsm8mzdulXpwGVmZLRtKlasqJEDmhQKhUKhULI+NI6FP/piTxFCZHvKNWrU4GwXBQUFyRKa1apVS1PqKcC2XyTmfpWrq6vSfsLbt2/h7e3NS87Ro0fx+/dv2f/Vq1fnndDa2NgYx44dQ4MGDRj7Dx48iJEjR+ptkQd9tekAYMOGDYxxqXPmzGFNfiqEixcvymKpixYtiqVLlwqWderUKfj7+/Mak9Gms7KyYk0oSaFQKJScA00UQaFQKGpiZGSkdHAxNTUVI0aM4L1JdP/+fRw/flz2f9u2bRkz04vBr1+/GNujoqI07ghhCxJgSkCgSfr27avUlpycjE+fPmlVDyaGDBnCGCxkb2+v1uF6puz3AHDlyhWsWrWKddyFCxdQs2ZNrFmzhjFL5devX2V/E0Iwbtw4+Pj4KF0nlUoZD5WIZXzzObDCdq2QoA2mMemOMnXlcJFlamqqdLAESHOSOTo6sr6+wcHBGDJkCDp16sT4mxAXF4ewsDDZ//7+/ujRo4dKXZh48eKFUlu7du04J1bgQ+nSpbFw4UIsXLhQY04Pf39/tG3bVnbQ6NSpUzA1NYVEIuH0MDAwgImJCaysrFCyZEk0adIECxYskB0gs7S0ZMzEzIb8908sUlJSsHPnTlSqVAnXrl1T6pdIJJg+fTr8/f0FV/pMR1XgmLbvC+mBRtbW1qyBNRkhhGg9gzLA/LsZFRUl6hxubm5KB1OuXbvGqwLR9OnTFX5vJ0+ejHr16gnSZ9q0afDy8mKspvL161fUq1cPfn5+gmRrGn1Z+zCxfft2xsCfIUOG4M2bN2rLDw4ORtOmTWXVy4cPH864BuODt7c3ryrqr169UvjfysqKMXs0haJrqG3JH335fdWGbSn/OrO95plRoEABxuqHDg4OgquQsukSGRkpOFkEk63Gx06bN2+eynXZ8uXLUbFiRaxduxYvX75EXFwckpKSEBwcjEOHDqFr166oX7++LLhlzJgxrBv08rAdlLh69Spn3Zno2rUr42fs27dvmD59Omc5//79w4oVK2T/586dGz4+PozVv1WhTuILNqRSKVasWCFLasDE8OHDMw2wKFu2LOMBzrCwMAwdOpQ1wOTNmzfo2LEjnJycGBNKfP/+XcEX4uPjg3HjxjHKYqtQOXToUJw4cQJRUVH4+PEjpk6dChcXF4wYMQJFihRRuLZAgQKMyRzT+fDhA+rWrYsBAwbg3LlzCA0NRUpKCv7+/YuHDx9i0aJFsLW1xapVq0AIgbm5ObZu3coqTx4m/4NYv+ViHJJh8i/UqVNH6TUUgzx58sj8Cy1atBBdPpD2fJo2bSo78Hz//n3Y2Njw8i8YGxvD0tISxYsXR/369TF9+nTZ+lcikWDgwIGc9dGEf4EQgmPHjqFy5co4fPgw4zWDBw/Gw4cPUaxYMbXm0kf/AiAsUUSlSpV4VR5SB234F1xcXNC+fXuFtg8fPvA6uLR69Wq8fftW9n/Pnj3Ru3dvQfr07dsXZ8+eZfRp/f37F82aNcPBgwcFydY0+rL+ZWLVqlWoWLGiUvu0adNw48YNteX//fsX7du3l62t2rZti2nTpqkl8+bNm1i8eDHn6zP6F4yMjNT2cVAolOyJvq3zuED9O8KoUaOGzG4oXbq0rtXROLGxsaz7Bq9fv9Zp1cjk5GT06tULnp6egmXExsYq+Q+MjIzg4eHBuDelCk3YV/Hx8VixYgWqVavGaB8bGxtjzZo1OHLkiNr78Gzfy5iYGEFxEOqQbl9VrlyZs50UFhYm+w0RY/+2fPnySr6gL1++sCZDVMW6devw8+dP2f9z5swR5NcoXLgw7t69i8aNGzP2u7q6YujQoVo5CMcXfbLfM9KwYUPMmjVLqf3evXsqC/7wYe3atRg1ahSAtLiE/fv38/6NkSc5ORl9+/bldSAro23DN5kwhUKhUCiUnAONY+GPvvg5Pnz4INsDErJXBWgvHpYtxl3M/SoLCwscOHBAKZH49OnTOSe//Pv3r0KMhomJCXbt2iUoOWHu3Llx9epVdO/enbF/z5496NSpE/78+cNbtqbRZ5uuTJkycHd3V2oPCgrCoEGDBBUBzcjBgwfRrVs3SKVSmJiYwNvbW61ii0BaPIm8ryAzMtp0vXr10siZDAqFQqFkMQiFQqFQRGHcuHEEgMJj5MiRRCqVchofFBREihYtKhtbpkwZEhISojF9HRwclPRNf9y+fVtj8yYlJRELCwvGeU1MTEhsbKzG5maiTJkySnocPHhQqzqwMXXqVCXdNm7cqJbM5ORkUrBgQdb3fsiQIeT58+ckISGBfP36lezZs4c0atRI1t+nTx9SrFgxpXG5cuUiz549I1+/fiV9+/YlAMjJkyeV5n/16hXjvN26deP1PE6ePMkox8vLi7MMPz8/RhkjRozgpQshhJQuXZrxNUlKSuIlx8vLi1GnJUuWZDqW6fOS/qhUqRI5ceIEiYqKIhEREcTf358MHz6cmJqaEgCkVKlSpEePHoxj582bRyIjI8nOnTuJqakp6dGjhyivD9PnIytw8uRJYmZmxvpai/FwcnLipVOrVq1YZf3794+XrNDQULJ+/Xpia2vLKrNGjRrk+vXrvOSqYtSoUaxz7dq1S7R5MiMlJYXkypWLACAtW7bkPO79+/cyfRcuXKg5BeWIiIhgfL26du0q+lwfP35Uum+Ym5uTu3fvZjp2x44dCuNatmxJkpOT1dbp5s2bjL8rAIiBgQGZNGkSCQsLEyw/ICCANGzYkFF+qVKleMv7+fMn62e8ePHigvUUk8ePHxNLS0sl/fLnz0+uXLkiSKZUKiW7du0i1tbWMnm9evUiKSkpguQtXLhQQTcTExNy5MiRTMelpKSQ+vXrK4zdtGmTIB0oFG1BbUtu5DTbsk2bNjK5dnZ2guUEBgYSAwMDBT0vXLggil4ZH3fu3BEks0mTJozyvn//zlnG27dvGe9tfB/169cnMTExmc6XmppKunbtyro+uXjxoqDXIp2oqChSuXJlRvlc7mspKSmke/fusjGGhobE19eXtx6xsbGsr2vDhg15r/Xi4+PJvn37SK1atVS+D9OmTSOpqamcZPbs2ZNVToMGDYifnx+JjY0lv3//JmfPniV9+/YlhoaGBACpVq0a62/ajh07SHh4OFm+fDkxMDAgU6ZMYZw/PDxcZmtn9ihSpAj5/fs363MZOXKk2p9hAwMDTmumdNieP5/f1MjISEYZrVq14iyDjRYtWijJXb9+vdpydcG9e/eIjY2N2u+xqkeLFi146TR8+HBWWQEBAbxk/fv3j+zatYtUr16dVWbZsmXJ8ePHeclVxfLly1nnmjdvnmjzcKF8+fIESFuHcSUuLk72ezR06FDNKZcBeZst/VGtWjXR5wkLC5O9LvL3Iy6fgXPnzhETExPZuMqVK5OoqCi1dXr16hWpVq0a6+dm4MCBJDg4WLD8T58+kS5durDK54u+rX+Z+Pz5MylSpIiSfubm5sTHx0ew3JMnTyrIbdy4seDn6+npqaCbRCIh69at4zS2d+/eCmOnTZsmSAcKhZK90cd1Hheofyd7MnToUKXXtXnz5oLl/ffffyo/m1OmTOFsv6vL0aNHWfXo3bs373Xcr1+/SLNmzZRk8Yk/SCc1NVVp7Zv+KFasGO/P9ZcvX8jSpUtJ4cKFVf4u8LXbVNG2bVvWufz8/ESbJzN+/Pghm9fZ2ZnzuEuXLsnGeXp6iqJLQkKCkg/LwMCA12fk7NmzxMjISDa+c+fOgvfN5PUaO3YskUgkjO9XxYoVyfnz5wXLj4+PJxs3bmT9PAh5ffUlPoCN1NRUMnDgQEb9BgwYwMlfzMSXL19I+/btZbJy584t2IdOCFHSrWXLliQiIiLTcWfPnlUYV6pUKcHPiUKhUCgUSs6BxrFwQ5/8HD4+PrK59+7dy3nc7NmzZeM+f/6sOQXlcHd3Z3zNxNxHTIfJvmncuDGJi4tTOS4+Pp60bt1adPtFKpUSV1dXBVtR/lG0aFHi4+Mj2N+SkpJC9u3bR3Lnzs0oX0jMsz7tybIh/zmWf7Ru3Zr8+fNHkMw/f/6QwYMHy2QJjbtJp1SpUgq6VatWjZM/KyAgQLanDIBYWVmRHz9+CNaDQqFQKNkHmiiCQqFQRCI5OVlh8Z/+6NChAwkKCmIdl5qaSo4ePUry5csnG1OkSBHy/v17jen66NEjpYMh8g9NBqKuW7eOdV4AxN3dXWNzM7FgwQIlHaZOnapVHdgICgpSeJ/Mzc15H/pmYuXKlSrfA6aHmZkZ2bp1KyGEkDp16mR6/aJFixjnnjdvHuP15ubmnB1KqamppF27doxy+AS29OvXj1FGvnz5SHh4OGc5165dY30dPDw8OMshhJDmzZszyrG1tc3UQfj161dBCQy6d+9OIiIiyObNmzO9tnr16iQyMpLXcwoLC1MKSihYsKAoh8W1jaenp4JzRVOPq1evctaJLblI+kMikZAKFSqQ3r17k3nz5pFdu3aRs2fPkuvXrxN/f39y+vRpsmXLFjJp0iRSp04dlc+vbt26ZP/+/Zyd+1z4/PkzyZMnD+ucderUIYmJiaLNp4oXL17I5p0xYwbncQcPHpSNO3XqlAY1/B/btm1jfL0sLS3Jz58/RZ8vICBAKbA1T548rEFFycnJxNXVVeG737hxYxIdHS2aTtHR0WT8+PGsn1krKysyZ84cEhgYyElefHw8OXbsGOnSpQtrIFWjRo14fT/TmTRpksrvqSY2NITw6NEjUrx4ccbfEScnJ86vZWRkJNmzZw+pVKmSgpxp06apFeyWMVFE+sPFxYU16CkhIYEMGjRI4XpHR0dRf8coFE1AbUtu5CTb8tmzZ0r3PHUCSOUP0letWlVUveQffBOgEZJ2YJNNJpudycb169dZN7u5POzt7TO1Df/9+0euX7+uMjkBAGJsbEymTZtGHj16RP7+/cv7dSEkLfmUnZ0do/zp06eT+Ph4xnGhoaEKh1RNTEzIgQMHeM+fmppKRo8erfJ5mpqakho1apDBgwcTNzc3smPHDnLkyBFy6dIl4u/vT06cOEG8vLzIvHnzSLt27RgPJ8s/SpcuzTuRyf3791nXc6oeo0ePJvHx8WT69OmZXtu2bVuVNq2rq2umMnLnzp1pEFJycrJCgg++D4lEQrZt28b5tXv37h0xNjZmlLV9+3bOclasWMH6+fj69StnORmRSqVK9qOJiYngQA5dcvHiRWJubi74veX62L17N2edrly5wvr+y38nu3XrRmbNmkU8PDzI6dOnib+/P7l27Ro5e/Ys2bFjB5kxYwZp0qSJwqH+jA87OzuyZcsWUe39iIgIxqRN6Y8SJUrw9mkJJTIyUvY71KdPH87j7t27J9N3w4YNGtTwf1y4cIHx9TIwMCDPnz8Xfb7g4GCloCdTU1PWg1Wpqalk69atCgl4KlasSH79+iWaTklJSWThwoWsflVTU1MyYcIE8uzZM07ykpOTycWLF8nAgQNZg/rs7e15JfFJR9/Wv2x8/PiRVKlShVHHLl26kKdPn3KSEx8fT3x9fUm9evUUZAwcOFCtYNqMiSLSH/3792dNTCaVSsmsWbMUrm/evHmmgaMUCiXnoY/rPC5Q/072RYxEEdHR0eTGjRukT58+nD6fTZs2JUeOHCE/f/7UaNIIVYki0tdxw4YNI7du3VK5J/Dv3z+yZs0aUqBAAYXxRkZGZPPmzYJ0W7RokUrdDA0NSdWqVUn//v3JokWLiKenJzl//jy5ceMG8fPzIydOnCAbNmwgY8eOJVWqVFHp53BwcCBnz54V+jIy8ujRI9a1LJBWBERbCUFOnz4tm3fLli2cx7m5ucnGiWnb/Pr1i9SoUUPh9ZBIJGT69Okqk9nFxcWRJUuWKPg9mzZtKuohsatXr5Jy5cqxvm/NmzcnR48e5WyLv3//nixatIgxERyQti89Z84c3r5OfYoPUEVycjKZMGECo44lS5Yk3t7enAvHPHv2jIwYMULBV1KmTBnOdiYbTLqVK1eOXLp0iXXM7du3Ffb9raysyP3799XSg0KhUCgUSs6AxrFwQ5/8HPLFB1+/fs15XHp8ft68eTWo3f+QSqWsRb169+6tkTmZ7PbmzZuzJi/5/Pkzadq0qUbfy2fPnqkssFGjRg3i6enJOQb327dvZM2aNax2oomJCRk3bhzvBAP6tCebGelFQDLqmC9fPrJp0ybONvn79+/J9OnTFZLA5M+fX+1Emhn3TIG08xWHDh1i9bu8fv1aYZyxsXGWLdxJoVAoFPGhiSIoFApFRFJTU8msWbOUjApTU1PSvXt34uHhQc6dO0f8/PzI4cOHyaxZs5QO0bVs2VJjWTJjYmLInj17FBwubI8hQ4aI6ogJCQkhc+bMyfSQtYGBAZk7d65GM4Vm1Ctjpcf69etrZW4udOvWTabX8OHDRZGZnJzMWA2D7VGlShXy8uVL2fjMKlpmPGAtlUrJt2/fyIoVK1QGFJQtW5acOXOG/P79mzFYIyEhgTx//pwMGTJE5fz9+vUjT58+ZQzSTExMJB8+fCCTJ09WKaNOnTrk+vXrKp0VERER5OTJkyord5iYmBA3NzcSGBjIupmdlJRE3r17p7JqI5BW+fTq1asqKwDs2LGD8/uaK1cuWfIPQgi5c+dOpp8DId/LY8eOKcmaO3cubzm6ZtOmTYIOG/F9FC9enDVYKTQ0lLx9+5Y8ffqUHDt2jPTt21fj+tjZ2ZGZM2eSR48eifp6JiYmkmPHjpGSJUtmqkOzZs3IgwcPNB5wJB8kfvjwYc7jZsyYIRvHp8o1H1JTU0lkZCR58eIFWbx4scoDN2XLliWHDh0iQUFBrIcFhfDmzRtSoUIFpfnatGlDPDw8yJUrV8jp06fJkiVLlJzLw4YNE1UXeT58+ECGDh2q8v5Sq1YtMnHiROLp6UnOnDlDrl27Rk6fPk327t1LZs+eTdq1a8daGdvIyIj06NGDXL9+nbdunz9/5lQF2szMjLi7uws+NComoaGhpG/fvoy/dwYGBqRBgwZk9uzZxNvbm1y6dIlcv36dnD17lnh7e5PZs2eTtm3bKn0+y5QpI4ozmi1RBABibW1NnJycyN69e8mVK1fI+fPnydKlS5U2JUaOHKl2ZSYKRVtQ25KdnGRbxsbGEi8vL6VAdQDExsaG7N69W1AiJvmDqHwqR8jrtW/fPlKwYMFM3/+hQ4dySjYUERFBzp8/r3JD2cjIiLi5uZHPnz9z/j1/8uQJpzVnxkePHj0y3bxu0aIFb7npD1dXV076M71OnTp1YpRZrFgxMmvWLHLixAni7+9PDhw4QMaMGaMQeF22bFnOa/tv376Rz58/k4CAALJv3z7SqFEjwc+Xz8PIyIi0aNGC7Nu3T3CCwTlz5nCeL2/evOTYsWOysfKVVZgeLVq0yLTCXlJSkkrfRZkyZciDBw84PZeUlBTi4uLC+3XMkycPOX36dKby4+LiyMePH8nmzZsZk4alP4yNjcnChQvJ27dvSUJCgpIcqVRKvn79StasWaNybV6pUiVy5coVQYlQnzx5oiRv4MCBvOXomuPHj2eakEGMh5mZGevvWEREBHn79i15/vw5OXv2LBk5cqTGE2OWKlWKTJgwgVy7dk3U11MqlRI/Pz/WQ+nyj6pVqxI/Pz+N2wTySWVXrlzJedyWLVtk4zRZzSo6Opq8e/eObNy4kdUWBtICkXbt2kU+fPgg6uGlHz9+kPr16yvNV79+fbJ+/Xpy6dIlcv78ebJ27VqlA1idOnXSmO388+dPMmnSJJIrVy6Vv2GjRo0iO3bsIKdOnZIlSdm/fz9xdXUlXbp0YV0fSyQS0rp1a3L69GnePi59Xf+qIjo6mowZM4b1nlC9enUybdo0smfPHnLhwgVy/fp1cv78eXLgwAGycOFC0rVrV6WEXwULFiQ7d+5UWze2RBFAms+8b9++ZNeuXeTSpUvk4sWLZO3ataRq1aoK13Xp0oVW3KVQKErowzqPL9S/k/1RJ1FE2bJl1bYTDAwMiKGhoUaeW3qiCGtrazJ+/HgyfPhw1gSbNjY2xMHBgYwaNYrMmDGDTJ06lTg5OZG6desyrleKFSvGOUnr9+/fydu3b8njx4+Jj48Padu2rcZ/B2rVqkVcXV3JmzdvRH1NY2Njye7du0nevHkz1aFHjx68DhoJRX5viKsvhRAiS2xiZmYmegGLyMhIxsIm+fLlIyNGjCD79u0jly9fJhcvXiReXl5k9OjRSv5dFxcXzkkG+JCcnEz27NmjMmGEjY0N6dGjB1m1ahU5cuQI8fPzI5cvXyZHjhwhGzZsIE5OTqRy5cqs40uVKkVWrFihMm6FCX2MD+CCj4+PQuVr+UeBAgXIoEGDyLp168ipU6eIv78/8fPzI8eOHSPr168nzs7OxNbWVul30dnZmVfxGjZUvYb16tUjbm5u5OTJk8Tf3594e3sTR0dHhd/1okWLknv37onwKlEoFAqFQskp0DgWdvTRz5FeuNDCwoJXUaX0OJDWrVtrTLfk5GQSEhJC/P39Sfv27VW+Zo6OjuTmzZvk9+/fou7xbd26VcmXZ2FhQcaNG0eOHDlC/P39ycGDB8mwYcMUEsNaWVkRX19f0fSQJzU1lRw/fpzUrFmT9fXInTs36dixI1myZAk5dOgQuXz5MvHz8yO+vr5k69atZNSoUaRWrVqs8e4FCxYkc+fO5Z0gQh/3ZLlw+fJlxrjn9PeyV69eZNWqVeT48ePk6tWrsgIoW7ZsIaNHjyb29v/X3p0HV1WejwN/EkARSAISwDT0iylb8QJxAbQqWBZxRxyrzohotU6dFpcZ7dRR69opdSxOywxqp2OxdtUBq2gtiKIwiBKKS0UNiwRUoJWUECWEspjz+6M/MmyBJNx4c/XzmXn/OJmcc56cm3vOec553+dN7bfehRdeeFgTZOx2oEIRu9txxx2X3HXXXcnMmTOTl19+OXnyySeTa6+9dq/C943tEwLAV4dCEQAt4O233z7gi8GDtQEDBiS/+93v0p4U3XHHHUkqlUqOPfbYgw4sbah169YtGTBgQJJKpZqcFI4dOzZJpVJJcXHxQatzHqjl5OQkPXv2TFKpVJJKpdJ6TPa17wD9tm3bHrTa/xdp3rx59XGlc6D2li1bkvPPP/+gn0G7du2S2267bb8BAEuWLDng59m+ffv9ZnF4/PHHmz24fs8BS83thDJy5Mj6bVx99dXN2kZJScl+x6+5f9PVV1+913YONZvIwdratWsP+Nn++te/PuR3ffjw4cnKlSv3Wq+uri4pLS094O9fcMEFze6EfcMNN+z3f/LJJ580a1uZtPuhaUu3fQut7Ommm25K675yc3OTjh07Jl27dk2+8Y1vJMOHD08uv/zy5O67705mzZrV5HP+oTz00ENJKpVKevfufdBO9w21zp07J/37909SqVSLVEDdc0aQ1atXN3q90aNHJxGR9OjRI+0xJcnhnSci/nc9beh80VTV1dXJjTfeuN8g2IbaCSeckMyZMyct+z6UTz75JJk6dWpy8sknN/meY9+2e3Di1KlTm3y+SqVSyXHHHXfQIkINtTZt2iS9evVKUqlUMnbs2BY6Uo3zj3/8I7n00kv3qoLc1FZaWpr86le/OuBAwua4++67k27duiXTp09PHnrooeScc85pdMfrPn36JLNmzUpLHPBFk1v+z1cpt2zqcW7btm399eO73/1uo/dz+umnJ8XFxY3ukNxSn//atWvTkjMezObNm5NJkyY16rrRq1evBmc131dFRUWybNmyZrXDzYn+8pe/NPgy+0Cte/fuyZQpU5p0XT7YS+nmttzc3OSoo45KCgoKkqKiomTQoEHJmDFjkquuuiq5//77k+effz5tA4DvvPPOQ54vxo8fv9+s9Fu2bGmw8/e1117bpGP417/+NTnzzDOTrl27Jh06dEhOOumkZMqUKc0aWDp79uz9OlI1dIwnTJjQqBxg7dq1zf4s93y+MWrUqGZt40DPWw7mwQcf3G8b6ZwV9ItyoIFaLdEuueSSBmM41GxGzf1uH3300UmvXr2SU089Nbn00kuT2267LZkxY8ZBZ5JqjmeeeSZJpVJJv379DlrooKHWqVOnpF+/fkkqlWrSjLSNNWXKlPp9zZs3r9Hr7b6PyM3NbZEB6I8//vhhf9bNKaJ4IP/973+Te+65J8nPz2/Ufvv06ZP86U9/Ssu+D6W6ujp59NFHk1GjRh32YN+cnJxk2LBhyeTJk5v8bCZb7n8PZcWKFck111zTqMGGDbW+ffsm9957b9re2Tz22GNJhw4dkmnTpiWPPvpocvHFF+/VyfNgraioKHn00UfTEgfw5dMa7vMaw/Odr5bDKRSxYsWKZj/32Le1hN2FIl544YW9fl5RUZH88pe/TEaMGNHkPgbHHHNM8otf/KJJ9+N7TvyRjtamTZukU6dOSWFhYdK3b99k5MiRycSJE5Of/exnyZw5c5LKysq0Hsfd54SSkpJmnRM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      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"lynx_hybrid_parallel_nfsc.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
}