Balancer Reth Eth

amm_strat_report.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0693ee63-df90-468e-964b-e19a6ee3df8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "5b49a2fe-554f-427a-887b-b3880bf941f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(filename):\n",
    "    base = pd.read_csv(filename)\n",
    "    for x in base:\n",
    "        if \" \" in x or \"action\" in x:\n",
    "            continue\n",
    "        else:\n",
    "            base[x] = base[x].apply(int)\n",
    "    base['pre_mix'] = base['pre_pool_0'] / (base['pre_pool_0'] + base['pre_pool_1'])\n",
    "    base['before_mix'] = base['before_pool_0'] / (base['before_pool_0'] + base['before_pool_1'])\n",
    "    base['after_mix'] = base['after_pool_0'] / (base['after_pool_0'] + base['after_pool_1'])\n",
    "    base['before_profit'] = base['before_vault'] - base['pre_vault']\n",
    "    base['after_profit'] = base['after_vault'] - base['before_vault']\n",
    "    return base\n",
    "\n",
    "base = load_data(\"deposit_stats.csv\")\n",
    "balance_base = load_data(\"balance_stats.csv\")\n",
    "withdraw_base = load_data(\"withdraw_stats.csv\")\n",
    "withdrawall_base = load_data(\"withdrawall_stats.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "4273c012-881a-4a28-8f1a-6242f8c65195",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 428,
       "width": 546
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = base\n",
    "plt.axhline(0, c=\"grey\", linewidth=0.5)\n",
    "plt.axhline(0, c=\"black\", linewidth=0.4)\n",
    "for before_mix, rows in df.groupby(df['before_mix']):\n",
    "    plt.plot(rows['action_mix'], rows['after_profit'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "34c14a7e-adf1-445c-97fc-8bec0a003dcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x147ec2c50>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t2yq1RW3z5s2G+6uy4qioELdixQquvfZaZ3zlypWVnuNCdbnaqSbe7+qo6+/Rxajvq89ERKRxUHFJGrXY2FiGDh1KfHw8gYGBPPnkkyxfvpwdO3bw1Vdf8cADD+Du7s727du58cYbyc/Pr5U8evXqxaBBgwCYP3++oalskfT0dF599VWgcHXTyJEjayUXEZHGxuFwMG3aNEMfnD/96U8lxvn4+HD11Vc7n7/11ls1nsvKlStJS0srd8yXX37J2bNnAfD29i5x4tmgQYOcRbBz586xZs2acuez2+3MmzfP+fzCr7EqLBYL48aNcz6v7h9dvL29nY9r6+dqkZp4v6vDrO9RddTl90NERJouFZekUZs2bRqpqalcdtllxMXF8be//Y2bbrqJPn36MHLkSN544w1WrVqF1Wpl69atzJ8/v9ZymTdvHh06dCA5OZnLL7+cf/7zn2zYsIGNGzfy3//+l0svvZSjR4/SrFkzFi1ahKenZ63lIiLSWGRkZDBp0iTDL/d33nlnmQWEJ554wvn43//+N+vWrav0a1VmK11aWhpPPfVUmdczMzN5/PHHnc9vvfXWEiusgoODmThxovP5Y489Vm7z5zfeeMN5gqnVauXee+81XE9PT6/0VusLt4+1aNGiUve4CgsLcz4+depUteaorJp4v6ujpr9Htakuvx8iItJ0qbgkjdYPP/zgXIK+YMGCMnssjBo1iltvvRWgVotLnTt3Zvv27Tz//PNkZmY6T4sbMmQI999/PydPnuTRRx9l165dJZrQioiI0ZkzZ/jHP/5B9+7d+fjjj53xQYMG8e6775Z539ChQ5k2bRpQePLbmDFjeOGFFwyrni6Uk5PDihUruPHGGw09icri6enJm2++yR/+8IcSBZ1Tp04xZswY9u3bBxSupHrmmWdKnefpp592No0+dOgQ1113XYlt1Xa7nddee43f//73ztgDDzxgOPIeYOfOnbRv357Zs2c7X9tVQUEBS5Ys4d///rczdv3111f49ZamQ4cOzlPc4uPjDVvSalpNvd/VUZPfo9rUs2dP5+ML+5KJiIjUJJ0WJ41WUa+ILl260KtXr3LHXnXVVXz88cds374dm82Gu3vt/KexatUqFi1aVOovMfn5+Xz88cc0b96cxx57TD0SRKRJ+/zzz50nmEHhL+lpaWmkpKSwb98+jh49WuKee+65h3/961/O7Uplefvttzl9+jRr164lLy+Pp556ir/85S8MGDCAiIgIvLy8SElJIS4ujr1795KbmwtAnz59Ksz7L3/5C3/84x958cUXmTt3LsOGDSMkJIT4+Hg2bNhgKIC8+uqrREdHlzpPVFQUc+bMYfLkyRQUFBATE0OXLl0YMmQIUVFRZGRk8MMPPxhWolxxxRW89NJLpc53+vRpnn32WZ599llatWpF7969adWqFe7u7iQkJLBz507Dlu0hQ4YwadKkCr/e0ri5uXHTTTfx4YcfAjBs2DBGjRpFREQEbm5uAISGhpa74qiyaur9ro6a/h7VlltuuYW3334bKNwKunPnTi6//HJnARDg/vvvNxwqIiIiUmUOkQbi6NGjDsABOKZNm1bh+GHDhjnHV+WfhISECud+5plnnOPXr19fqfx///vfO++56aabHJs2bXJkZGQ4srOzHT/++KNjxowZzus333yzw2azVWpeEZHGYujQoVX+f7abm5tj7NixjnXr1lXptWw2m+PPf/6zw9fXt1Kv4+Hh4XjggQcqzHv9+vWOFStWOAIDA8ucy9vb2/HWW29VKs9Vq1Y5WrZsWWF+t99+uyMzM7PUObZs2eJwd3ev9Ht66623OtLS0kqd68Kff88880yZeR87dszRqlWrMl8jMjKyUl9/aWrj/a7s11WamvgeFZk3b16lP+tc+Lmoovfz9ttvLze3yn6WERERKYtWLkmjVdS8s6qysrJqOBNYs2YN//znPwGYPn26oaknFJ4a895779GuXTuef/55li1bxltvvcVDDz1U47mIiDREnp6eBAYGEhQURKtWrbjsssvo06cPI0aMoF27dlWez83Njeeee46HHnqIhQsXsm7dOvbt20diYiL5+fkEBgYSGRlJr169GD58OKNHjzYcP1+eG2+8kd27d/Pf//6XNWvWcPz4cfLy8ggPD2fUqFE8+OCDdOrUqVJzjR07ltjYWN577z1Wr17NL7/8QmJiIj4+PrRp04bhw4czdepUBgwYUOYcAwYM4OzZs6xbt46NGzeya9cu4uLiSEpKoqCggMDAQKKiorjiiiuYMmUK/fv3r1Ru5YmMjOTnn3/mjTfeYO3atRw6dIj09HRsNttFz+2qJt/v6qiJ71FtW7RoEWPHjuWjjz7ip59+IjExkZycHNPyERGRxsficDgcZichUhnHjh2jQ4cOQGGj7or6I3Xt2pWDBw9y6aWX8sEHH1T6dbp06YKHh0e5Y2bPns2zzz4LwPr16xk2bFi548ePH8+KFSuwWCycOHGCtm3bljouJyeH5s2bk5GRQe/evdm1a1el8xYREXMMGzaM7777DqjczwS5OHq/RURE6h+tXJJGq+h0lIyMDEMzSzPs378fKDx5p6zCEhQeF9yjRw+2bt3KgQMH6io9ERERERERkWrTaXHSaF122WUAHDlypFLHR9emogbhldkOkJ+fb7hHREREREREpD5TcUkaraIjox0OB6+99pqpuRRt50tKSnKuYipNcnIye/fuNdwjIiIiIiIiUp+puCSN1siRI51NSV9++WU+/vjjcsfv2bOHVatW1Uou48aNcz7+7W9/azgauYjdbufhhx92Xhs7dmyt5CIiIiIiIiJSk7TvRuqtjRs3Ehsb63yemJjofBwbG1uioff06dNLzPHhhx/Sv39/kpOTmThxIh988AETJ06kU6dOuLm5cfbsWXbt2sWqVavYsmULs2bNMhSCiri+1k8//eR8/OWXX3Ls2DHn8+joaK688soSub366qvs37+ftWvX0rdvXx566CEuvfRS3Nzc2LdvH//5z3+IiYkBoGXLlvz+97+v4B0SERERERERMZ9Oi5N6a/r06SxYsKDS48v6V/nQoUPccsstzu1m5Xn22Wd5+umnS8QtFkul8yjrJLv4+HhuvPFGfv7553Lv79ChA8uWLaN3796Vfk0RETGPTi+rW3q/RURE6h+tXKoFZ8+eZdu2bWzbto3t27ezfft2kpKSgLILDxfro48+Yt68eezevZuUlBRatmzJkCFDeOCBBxg4cGCl5sjKyuKNN97gk08+IS4ujtzcXMLDwxkzZgwPP/wwkZGRNZ53XejcuTM//fQTH3/8MZ9++inbt2/n3LlzFBQUEBYWRpcuXbjyyisZP348l19+ea3lERkZyfbt21m8eDFLly7lxx9/5Ny5czgcDkJDQ7nkkku46aabmDp1Kn5+frWWh4iI1KwNGzaYnUKTovdbRESk/tHKpVpQ3iqXmi4uZWdnc+utt/L555+Xet1qtfL000/zzDPPlDtPbGwso0eP5vDhw6VeDwwMZNGiReoDJCIiIiIiIiIGauhdyyIiIhg5cmStzX/XXXc5C0vDhw9nxYoVbNu2jblz5xIVFYXdbmf27Nm88847Zc6Rnp7OmDFjnIWle+65h2+++YbNmzfz17/+FX9/f9LS0pg4caKh15CIiIiIiIiIiFYu1YJnnnmGfv360a9fP1q2bMmxY8ecx8rX5Mqlb7/9lmuuuQYoPI1s+fLluLm5Oa8nJibSp08fjh8/TnBwMEeOHCEkJKTEPE8//TTPP/88AC+99BKPPfaY4frmzZsZOnQoNpuNoUOHajm6iIiIiIiIiDhp5VItePbZZxk7diwtW7as1df5xz/+AYC7uztvvfWWobAE0KxZM1588UUAUlJSmDNnTok58vPzef311wHo1q0bs2bNKjFm0KBBzJw5E4DvvvuO7du31+jXISIiIiIiIiINl4pLDVR6ejrffPMNACNGjKBdu3aljrv55psJDAwEYPny5SWur1+/ntTUVKBwVZXVWvq/EtOnT3c+Lm0eEREREREREWmaVFxqoLZv305eXh4AQ4cOLXOcp6cnV1xxhfOe/Px8w/WNGzc6H5c3T9++ffH19QVg06ZN1c5bRERERERERBoXd7MTkOrZt2+f83HXrl3LHdu1a1fWrl2LzWbj8OHDdO/evcrzuLu7Ex0dze7du9m/f3+V8z158mS513Nycjhw4AAtW7akefPmuLvrX00RERERERGRmmaz2Th37hwAvXr1wtvb+6Ln1G/wDdSFxZqytsQVCQ8Pdz4+ceKEobhUNI+fnx/BwcEVzrN7927OnTtHbm4uXl5elc73whxERERERERExHzbtm2jX79+Fz2PtsU1UOnp6c7H/v7+5Y718/NzPs7IyCh1normqGgeEREREREREWmatHKpgcrJyXE+9vT0LHfshSuMsrOzS52nojkqmqciJ06cqPD6oEGDgMLKaevWras0v0i94XDArg9gw98Bu/FaYFu46b/QLNqU1ESk8Xnsk5/54XCi8/mYS1rz57Hdy7lD6qufvjnOT18Xf14KDPPm5sf6mJiRiIg0VqdPn6Z///4ANG/evEbmVHGpgbpwT2RRY++y5ObmOh/7+PiUOk9Fc1Q0T0Uq2rp3odatW1dpvEi9E/4kdO0DS2dA3oWr/E7DF3fCbQsg6mrT0hORxmNk/3xiEor7J+4570bbtm2xWCwmZiXVEXP6DCH+xR/wLxncTp+HRESk1tVUv2Nti2ugAgICnI8r2qKWmZnpfOy6/a1onspscytvHhFx0Xkk3PUVBLr8YpCbBh/cCjveMycvEWlUBkc3Mzz/NTWHY0lZJmUj1ZWVlsfZ+DRDrH2vZmWMFhERqX9UXGqgLvxLVkUnsV24Jc21sXbRPJmZmaSkpFRqnubNm1epmbdIk9WqJ9zzLbS53Bh3FMDq38FXfwR7gTm5iUij0KmFP80DjD+TN8UmljFa6qv4vUngKH7u4eVGm07BpuUjIiJSVSouNVAXnvh24MCBcscWXXd3d6dTp07VmsdmsxEXFwdAt27dqpyvSJMV0BKmr4HuN5a8FvMGLJkCuWqQLyLVY7FYGBwVZohtjlNxqaGJ32v8noV3C8XNXR/TRUSk4dBPrQaqX79+zibc3333XZnj8vLy2LJli/MeDw8Pw/Urr7zS+bi8eXbs2OHcFjd48OBq5y3SJHn6wq3zYcisktcOfg7zRkHqqTpPS0Qah0EuW+Ni4pKw2x1ljJb6psBm58S+ZEMssldYGaNFRETqJxWXGqiAgACuueYaANatW1fm1rhly5aRlla4h3/8+PElrg8bNoygoCAAFixYgMNR+ofR+fPnOx+XNo+IVMBqhWuehhvfAquxyMuZPTDnGvj1J1NSE5GGbZDLyqXzWfnsO51Wxmipb07HppCXY9wiHdlTxSUREWlYVFyqp+bPn4/FYsFisTB79uxSxzz66KNA4Za1Bx54gIIC4weTxMREnnjiCQCCg4O5++67S8zh6enJww8/DMD+/fv5xz/+UWJMTEwMc+fOBWDo0KH069ev2l+XSJN32WSYugK8g43x9NMw73rYv9qMrESkAWsX4ktkmK8hFhOXZFI2UlXH9hq/V80jAvALUm9LERFpWGrmzDkx2LhxI7Gxsc7niYnF++hjY2MNq4AApk+fXq3Xufrqq5k0aRKLFy9m5cqVXHvttfz2t7+lTZs27Nmzh7/+9a8cP34cgBdffJGQkJBS53nsscdYsmQJhw4d4vHHHyc2NpZJkybh4+PD+vXr+dvf/obNZsPHx4dXX321WrmKyAXaXwl3fwMf3gbJccXx/KzCHkwjn4eBD4KOEheRShoU1Yz4pOPO55viErnnqo4mZiSVFb/HWFzSljgREWmIVFyqBXPmzGHBggWlXtu0aRObNm0yxKpbXAJ47733SEtL4/PPP2f9+vWsX7/ecN1qtfLnP/+Ze++9t8w5AgICWLNmDaNHj+bw4cO88847vPPOO4YxgYGBLFq0iN69e1c7VxG5QLNouHtdYTEp/sL/Jzhg7Z8g8TCMeQXcPMqcQkSkyODoMD7aVlxc2nY0mTybHU81ha7XUs5mkZKQZYi179WsjNEiIiL1lz5xNHA+Pj6sWbOGRYsWce2119KiRQs8PT0JDw/njjvuYOPGjWVuq7tQdHQ0u3bt4sUXX6Rv374EBwfj6+tLly5d+N3vfsfu3bsZO3Zs7X9BIk2JbyjcuQIuvaPktR8XwKJbISe1ztMSkYZnYEfjapesvAJ2n0wxJxmpNNdVSz6BnrSICDApGxERkeqzOMrq4CxSh06ePEl4eDgAJ06coF27diZnJFKHHA7Y+E/45rmS11p0h8mfQJD+mxCR8o169XsOnEl3Pv/diM48MqKTiRlJRVa+tosT+887n3cd2IprpnU3MSMREWkKauP3b61cEhExm8UCQ2bBhAXg7m28dnYfvHsNnP7ZnNxEpMEYHG3cTrUpLrGMkVIf5OXYOHU4xRCL7KktcSIi0jCpuCQiUl/0uAmmfw5+zY3xjDMwbzQc/tqUtESkYRgUZdwat+v4ebLybCZlIxU5uf88dlvxBgKr1UJE91ATMxIREak+FZdEROqTdn0KG32HuWxlycuADyfCjnnm5CUi9V7/DqG4WYtPmcwvcLDj2Ply7hAzHdtrXFnWulMwnj46a0dERBomFZdEROqbkPYwcy1EDjbGHQWw+rfw9TNgt5uRmYjUYwHeHlzaLsgQ09a4+snhcBC/19jMu32vsDJGi4iI1H8qLomI1Ee+oXDncug1oeS1Ta/CsrshP6fO0xKR+m1QlLFnz+bYpDJGipkST2SQlZpniLXvpX5LIiLScKm4JCJSX7l7wfh3Cpt9u9r7Kbx/E2Ql13laIlJ/DYo2rn7Z+2sqqVn5JmUjZTm2x7iiLKi5D8EtfU3KRkRE5OKpuCQiUp9ZrXDN0zDudbC4Ga8dj4G510LyUXNyE5F65/KIELzciz/eORwQc0Srl+qbY3uM35NIbYkTEZEGTsUlEZGGoM80mPwxePob40mxMGcEnNxhTl4iUq94e7jRr73xxLHN6rtUr2Sl5XE2Ps0Qa99TW+JERKRhU3FJRKShiB4Bd30JAW2M8axEmD8W9q8yJy8RqVcGRhlXwWyO08ql+iR+bxI4ip97eLnRplOwafmIiIjUBBWXREQakla94O510LKnMW7LhiV3Qsxb5uQlIvXG4GjjKpjYsxkkpOkAgPoifq9xJVl4t1DcPPSRXEREGjb9JBMRaWiC2sKML6DjcJcLDvjqSfjiCbAXmJKaiJivZ5tAArzdDTFtjasfCgrsnNhnPIhB/ZZERKQxUHFJRKQh8g6EyZ/AZVNKXtv6X/h4KuRn131eImI6dzcrAzq4bI2L1da4+uB0bCp5Ocbif2RPFZdERKThU3FJRKShcvOAG96A4X8qee3Aalh4I2Qll7wmIo3e4OiSfZccDkcZo6WuHNtjXEHWPCIAvyAvk7IRERGpOSouiYg0ZBYLDH0Mxr8DVg/jtRNbYe5IOB9vTm4iYhrXvkunUrKJT8oyKRspEr/HuIJMW+JERKSxUHFJRKQxuHQi3LkcvIKM8aTDMPdaOL3bnLxExBSdWvjTzN+4Ikanxpkr5WwWKQnGAl/7ns3KGC0iItKwqLgkItJYdBgCd30JAW2M8YwEmDca4tabk5eI1DmLxcKgKOOqmE1q6m0q11VLPgEetIgMMCkbERGRmqXikohIY9KyO9y9Dlp0N8bz0mHRrbD7Y3PyEpE659p3KSYuCbtdfZfMEr/XWNyL7BmGxWoxKRsREZGapeKSiEhjE9QWZnwBkVca43YbLLsHNr4Kauwr0ugNijJuuUrOzONgQrpJ2TRteTk2Th1OMcQitSVOREQaERWXREQaI59guHMZ9Bhf8tq6Z+CLJ8BeUPKaiDQa4aG+hIf6GGKbYrU1zgwnD5zHbisu6lutFsK7h5qYkYiISM1ScUlEpLFy94Jb3oMrflPy2ra34ZPpkJ9T52mJSN0Z7LJ6SU29zRG/x1jUa90pCC8fd5OyERERqXkqLomINGZWK4x6AUb+teS1/Svh/fGQfb7u8xKROjHQpan31iNJ5BfYTcqmaXI4HMTvNRb1tCVOREQaGxWXRESagkEPwi1zwephjB/fDO+NgpQT5uQlIrXKte9SZl4Bu0+mmpRN05R4MoPM1DxDrH2vsDJGi4iINEwqLomINBW9boUpn4JXoDF+7gDMvRbO7DUnLxGpNc0DvOjS0njc/Wb1XapT8XuMq5YCm3kT3NLXpGxERERqh4pLIiJNScehhSfJBbQ2xtNPw7zr4ej35uQlIrXGdWvcpjgVl+pS/F7j+x3ZsxkWi8WkbERERGqHiksiIk1Nq54w82to3tUYz02DD26BPUvNyUtEasXgaOPWuB/jU8jJ12mRdSE7I48zR9MMsUhtiRMRkUZIxSURkaYoOLxwBVPEIGO8IA8+nQlb/mtOXiJS4wZ0DMV6wUKZvAI7O46pkX9dOP5LMjiKn7t7WmnbOdi0fERERGqLiksiIk2VbyjcuRy63VDy2pdPwDfPgcNR8pqINCiB3h70ahdsiGlrXN1wPSWuXddQ3D3cTMpGRESk9qi4JCLSlHl4w4T50P++ktd+eAVWPQwFtjpPS0Rq1mCXvkub45LKGCk1xV5g5/gvxvc5sqe2xImISOOk4pKISFNndYPrX4Rrni557ceF8Mk0yM+u+7xEpMa49l3aczKF1Ox8k7JpGs4cTSM3y1icV3FJREQaKxWXREQELBYYMgvGvQ4Wlx8NB1bD+zdDdoopqYnIxesTGYKne/F/23YHbD2i1Uu1yXVLXFhbPwJCvU3KRkREpHapuCQiIsX6TIPb3gc3L2P8+GaYPwbSz5iTl4hcFG8PN/pEhBhi2hpXu+L3uG6Ja1bGSBERkYZPxSURETHqNraw0bdXkDGesBfmXgtJcebkJSIXZXC0a98lNfWuLenJOSSdyjDEIntpS5yIiDReKi6JiEhJ7QfDjM/Bv6UxnnIc5o6EX3eZk5eIVNvAKOPKmUMJGZxNzzEpm8bNdUucl687rToEmpSNiIhI7VNxSURESteqJ8xcC6FRxnhWIswfC3HrzclLRKrl0nZB+Hu5G2Ix2hpXK1yLSxHdQ7G66WO3iIg0XvopJyIiZQtpD3d9Ba17G+N5GbBoAuxdZkZWIlIN7m5WBnQINcQ2x6q4VNNs+QWcPJBsiEX2Ur8lERFp3FRcEhGR8vk3h+mrocNQY9yeD0vvgm3vmpOXiFTZwChj359N6rtU4349lIItz14csEBEj9CybxAREWkEVFwSEZGKeQXA5E+gx3iXCw74/FH49q/gcJiSmohU3uBo4wqak+ezOZGcZVI2jdMxly1xrToE4uPvaVI2IiIidUPFJRERqRx3L7hlLvS7p+S171+C1b8Fe0GdpyUildelZQBhfsZCx6ZYrV6qKQ6Hg/g9xvczsqdOiRMRkcZPxSUREak8qxuMfhmGPVXy2s758Mk0sOXWeVoiUjlWq4UrSmyNU9+lmpKSkEVaovEEvsie6rckIiKNn4pLIiJSNRYLDHsCxvwTsBiv7V9V2Og7N8OU1ESkYoOjjMWOmLhEHNrWWiNcT4nzC/KkWbi/SdmIiIjUHRWXRESkevrNhNsWgJtLL5Gj38HCGyErufT7RMRUg6ONK5cSM/I4lKCCcE04tsdYXIrsGYbFYiljtIiISOOh4pKIiFRf9xthyqfgGWCMn9oB80ZD2mlz8hKRMkWE+tI22McQU9+li5eXbeP04RRDTFviRESkqVBxSURELk6Hq2DaSvBxOWr73H547zpIPmJOXiJSKovFwiCXvkub1Xfpop04kIzdXry90OpmoV23EBMzEhERqTsqLomIyMVreznc9SUEtjXGU+LhvVGQ8Is5eYlIqQZHG1fUbD2ShK3AblI2jUO8y5a4Np2C8fR2NykbERGRuqXikoiI1IzmXQoLTKFRxnhGQuEWuRPbzclLREoY6LJyKT3Xxp5TqSZl0/A57I4Szbzb99KWOBERaTpUXBIRkZoTHFFYYGrVyxjPSYGFN0Dct6akJSJGLQO9iW5hPMVMW+Oq79yJdLLS8gyxyJ5hZYwWERFpfFRcEhGRmuXfAqathoiBxnh+Fiy6DfZ9Zk5eImIwuETfJTX1ri7XVUtBzX0IbulrUjYiIiJ1T8UlERGpeT7BMGUZRF9rjNvz4ZPp8OP7ZmQlIhcYGGXctrXj2Hly8gtMyqZhcy0uRfbSqiUREWlaVFwSEZHa4ekLkz6EHjcb4w47rHwQNv/bnLxEBICBHcOwWoqf59rs/Bh/3ryEGqjs9DwSjqUZYu17qt+SiIg0LSouiYhI7XH3hFvmQN+7Sl5b+yf45jlwOEpeE5FaF+TrQc+2QYaY+i5VXfwvSXDB/8bcvdxo0ynYtHxERETMoOKSiIjULqsbjPknXPn7ktd+eAXWzAK7jkAXMYPrqXGb1HepyuL3GAty4V1DcPPQR2wREWla9JNPRERqn8UCI56Ba58reW3HXFh2DxTk131eIk3cYJe+S7tPppKeo/8WK8teYOf4vmRDTKfEiYhIU6TikoiI1J3Bj8C418Hi8uNn71JYfAfkZ5uTl0gT1a99KB5uxY2XCuwOth9LLucOudCZI6nkZdsMsUj1WxIRkSZIxSUREalbfabBrfPA6mGMH14LiyZAbro5eYk0QT6eblwWEWKIbY5V36XKOuayJa5ZuD/+IV4mZSMiImIeFZdERKTu9bgJ7lgCHr7G+LEfYOFNkK0Tq0TqyqASfZdUXKqs+L3G90pb4kREpKlScUlERMwRfQ1M/Qy8jadVcWoHzB8HGefMyUukiRnk0ndp/+k0kjPzTMqm4UhLyib510xDTFviRESkqVJxSUREzBPeH6atBl+XX8gS9sD80ZB6ypy8RJqQ3uHB+Hi4GWJbjmj1UkWOu6xa8vbzoGWHQJOyERERMZeKSyIiYq7Wl8CMLyCgtTGeeAjmjYLko+bkJdJEeLpb6dch1BDbHJdoUjYNxzGX4lJEj1CsVksZo0VERBo3FZdERMR8zTsXFpiCI43xlOMw73o4d9CcvESaCNe+S2rqXT5bXgGnDhh7w0X2Ur8lERFpulRcEhGR+iG0Q2GBKayTMZ5+urDAdHq3OXmJNAGuxaUjiZmcTs02KZv679ShFGz5dudziwUiuqu4JCIiTZeKSyIiUn8EtS0sMLXsZYxnJcGCsXBiuzl5iTRyPdoEEejtbojF6NS4MsXvMW4bbNUxCG8/D5OyERERMZ+KSyIiUr/4N4fpq6BtX2M8JxUW3ghHvzcnL5FGzM1q4YqOLlvjVFwqlcPhKNFvSVviRESkqVNxSURE6h+fEJi6AtoPMcbzM2HRBDi01pS0RBoz161xMXFJOBwOk7Kpv86fziI9KccQi+zZrIzRIiIiTYOKSyIiUj95BcDkT6DTSGPclgOL74BfVpiSlkhjNSjaWCA5lZJNfFKWSdnUX8f2GrfE+Yd4EdbWz6RsRERE6gcVl0REpP7y8IGJi6D7jca4PR+WzoCfPjQnL5FGqFMLf5r5exli2hpX0nGXLXERPcOwWCwmZSMiIlI/qLgkIiL1m7sn3PIeXHqHMe6ww4r7Ydu75uQl0shYLJYSW+M2xyWWMbppys22cTo21RBr31P9lkRERFRcEhGR+s/NHW58E/rdXfLa54/Cxn/VfU4ijZD6LpXvxL5k7Pbi98PN3Uq7rqEmZiQiIlI/qLgkIiINg9UKo/8Bgx8peW3dbNjwd9AvwSIXZVCUse9SUmYeBxPSTcqm/onfY1zJ1bZzMB5ebiZlIyIiUn+ouCQiIg2HxQIjnoWr/1Ty2oYX4JvnVGASuQjhoT60DfYxxDbHqu8SgMPuIP4X43sR2Utb4kREREDFJRERaWgsFrjqMbjuhZLXNv4TvvqjCkwi1WSxWBgc7dp3ScUlgLPH08lOzzfEItVvSUREBFBxqdbFx8cza9Ysunbtip+fH6GhofTr14+XX36ZrKzqH+977NgxLBZLlf5p3759qXMNGzas0nOIiNQbA38DY0vptbTlzcI+THZ73eck0gi4bo3beiQJW4H+e4p3OSUuuKUvQc19TcpGRESkfnE3O4HGbNWqVUyZMoW0tDRnLCsrix07drBjxw7mzJnDmjVriI6OrpN8unTpUievIyJSZ/reBW6e8NmDwAWrlbbPgYI8GPsqWNUPRaQqBro09U7PtbH31zR6hwebk1A94Vpc0qolERGRYiou1ZJdu3YxceJEsrOz8ff358knn2T48OFkZ2ezePFi3n33XQ4dOsSYMWPYsWMHAQEBVZq/bdu27Nmzp8JxL7zwAh9++CEA06ZNK3ds3759mTdvXpXyEBEx3WVTwM0Llt8HjoLi+I8LwZZXeMqcm37ciVRWy0Bvopr7EXcu0xnbHJfYpItLWWl5nI1PM8TUb0lERKSYPm3XkkceeYTs7Gzc3d1Zu3YtAwcOdF67+uqr6dSpE48//jiHDh3ilVdeYfbs2VWa38PDg549e5Y7pqCggA0bNgAQEBDA+PHjyx3v5+dX4ZwiIvXSJRPAzQM+nQl2W3F89+LCFUw3v1N4XUQqZXB0M0NxKSYuid8Mq5uV1vXR8X1JhsWRHl5utIkKNi0fERGR+kY9l2rBtm3b+OGHHwCYOXOmobBUZNasWXTr1g2A1157jfz8/BJjLta6dev49ddfAbj11lvx8fGp4A4RkQasx01w2/uF2+Qu9Msy+GQ62HLNyEqkQRrksjVu+7Fkcm0FZYxu/Fy3xLXrGoKbhz5Gi4iIFNFPxVqwYsUK5+MZM2aUOsZqtTJ16lQAUlJSWL9+fY3nsXDhQufjirbEiYg0Cl1Hw6SPwN3bGD+wGpZMgfwcc/ISaWAGdAjjwnM8cvLt/HQ8xbR8zGQvsHNiX7Ihpn5LIiIiRiou1YKNGzcChdvM+vTpU+a4oUOHOh9v2rSpRnNIT093Frnat2/PVVddVaPzi4jUW51GwB1LwN1ltebhtfDRJMir/kmdIk1FiJ8n3VsHGmKb4pLKGN24nTmaRm6WzRCL7NmsjNEiIiJNk4pLtWD//v0AREdH4+5edlurrl27lrinpixdupSsrMJfoO68804sF/75sQwHDhxgwIABBAcH4+3tTbt27bjxxhtZuHBhrWzbExGpNR2HwZRPwdPfGD+yHj68DXIzTElLpCEZHG0soMTEJZqUibni9xiLamHt/PEP8TIpGxERkfpJxaUalpOTQ2Ji4Yevdu3alTs2JCQEPz8/AE6cOFGjeVy4Ja5o+11FEhIS2LZtG6mpqeTm5nLq1ClWrlzJtGnT6N2790UVwE6ePFnuP6dPn6723CIipWo/GO5cDl7G1Rcc+wE+uBlyUs3JS6SBGOjSd2nX8RSy8mxljG68XPstaUuciIhISTotroalp6c7H/v7+5czspCfnx+ZmZlkZNTcX9GPHz/Od999B8CgQYOIji7/dBer1co111zD6NGjufTSSwkLCyM9PZ0ff/yRt99+m/3797Nv3z6GDx/Otm3biIiIqHJO4eHh1fpaREQuSnh/mPoZvD8eclKK4ye2wsKb4M5l4BNiVnYi9Vq/9qG4Wy3Y7IXHpNnsDrYfO8/Qzs1NzqzuZJzPIemU8TOaiksiIiIlaeVSDcvJKW4W6+npWc7IQl5ehcuqs7OzayyHDz74AIej8INgZVYtLVu2jHXr1vH73/+ea665ht69ezNkyBAeeeQRfv75Z2cz8ISEBH7729/WWJ4iInWi7eUwfTX4uvxC+OuPsGAcZDbNPjIiFfH3cufS8GBDbHNs09oa57pqycvXnVYdAssYLSIi0nSpuFTDvL2LTyjKy8urcHxubuHR2D4+PhWMrLz3338fKCxcTZw4scLxwcHBZV7z8PBgzpw5dOnSBYDly5dz6tSpKud04sSJcv/Ztm1blecUEam0Vr1g+hrwa2GMn9kDC8ZCxjlz8hKp5wa7bI3b3MSaersWlyK6h2J108dnERERV/rpWMMCAgKcjyuz1S0zMxOo3Ba6yti2bRsHDhwA4IYbbii3cFRZ7u7uzJw50/m8aMtdVbRr167cf1q3bn3ReYqIlKtFN5jxBQS0McbP7vtfgemsOXmJ1GMDo4xNvff+mkpqVtM45KMg386JA+cNMW2JExERKZ2KSzXM29ubsLDCDx4nT54sd+z58+edxaWa6klUnUbeldG9e3fn4+qsXBIRqReaRcOMNRDk8v/ccwdg/lhITzAnL5F66rKIYLzciz8uOhyw5WjTWL30a2wKttyC4oAFInqouCQiIlIaFZdqQVEhJjY2Fput7FNVilYYAXTr1u2iXzc/P5/FixcD0KJFC0aNGnXRcxaxWCw1NpeIiKlCO8KMzyGkvTGeeLBwBVP6GVPSEqmPvD3c6Nve2PS+qfRdct0S17J9ID4BFffTFBERaYpUXKoFV155JVC45W3nzp1ljrtwe9ngwYMv+nXXrFlDUlLhB6E77rgDd/eaOwxw3759zsdt2rQpZ6SISAMQHFHYg6lEgekQzB8DaadNSUukPhrksjWuqfRdci0uaUuciIhI2VRcqgU33XST8/G8efNKHWO3251b2IKDgxk+fPhFv+6FW+KKTnirCTabjffee8/5/KqrrqqxuUVETBPUDqZ/DiEdjPGk2P8VmH41Jy+RemaQS1Pvw2czOJueU8boxiHlbBYpCVmGmIpLIiIiZVNxqRb079+fIUOGADB37lxiYmJKjHnllVfYv38/AI888ggeHh6G6xs2bMBisWCxWJg+fXqFr5mcnMyaNWsA6NWrF717965UruvXryclJaXM6/n5+dx9993OXMeNG1dj/aFEREwX1LZwi1xolDGeHFdYYEpVjzmRXm2D8PcyroaOaeSrl47/Yvz6fAI8aB4eUMZoERERUXGplrz22mv4+Phgs9kYOXIkL7zwAlu2bGH9+vXcd999PP744wB07tyZWbNmXfTrLV68mLy8PKBqq5YWLFhAeHg4kydP5t133+X777/np59+YuPGjbz22mv07t2bBQsWAIV9nF577bWLzlVEpF4JbFO4RS4s2hhPPvK/AlP5hzOINHbublYGdAg1xBp7canElrgeYVis6j8pIiJSlppryiMGl112GUuWLGHKlCmkpaXx1FNPlRjTuXNn1qxZQ0DAxf8lrGhLnJubG5MnT67SvRkZGXz44Yd8+OGHZY7p1asXixcvpkOHDmWOERFpsAJbFxaY5o+FpMPF8fNHYd5omL66sE+TSBM1MCqMbw6cdT7fFNd4m3rn5xVw6mCKIRbZq1npg0VERATQyqVaNW7cOHbv3s3vfvc7OnfujK+vL8HBwfTt25cXX3yRXbt2ER0dXfFEFTh8+DBbt24F4Nprr6VVq1aVvveJJ57gX//6F7fddhs9e/akZcuWeHh44O/vT1RUFBMnTuSTTz5h165dzlPwREQapYBWhQWmZp2N8ZT4whVM5+PNyUukHhgcbSyunEjO5kRyVhmjG7ZTB85TYLM7n1usFsK7hZRzh4iIiFgcDofD7CRETp486ezldOLECdq1a2dyRiLSZGWchQXj4NwBYzwoAqavKnnCnEgTYLc76PvXdSRn5jljL91yCbf1a3x9GL/78CB7vy/ut9amUzDjZ11uYkYiIiI1qzZ+/9bKJRERkQv5t4Bpq6F5N2M89Xjhtrnko+bkJWIiq9XCwI7G09I2N8KtcQ6Ho2S/JZ0SJyIiUiEVl0RERFz5Ny/ss9SihzGeeuJ/BaYj5uQlYqKBUcYiy6a4JBrbAvjzp7NIT84xxFRcEhERqZiKSyIiIqXxawbTVkLLnsZ42sn/Nf6OMycvEZO49l06l55L3LkMk7KpHcf2Gldj+Yd4EdrGz6RsREREGg4Vl0RERMri1wymroSWvYzxtFMqMEmT0z7Ml9ZB3obY5rikMkY3TMdL2RJnsVhMykZERKThUHFJRESkPH5hhSuYWrkUmNJ/hXmjITHWnLxE6pjFYimxNW5zbOMpLuVm2zgdm2qIaUuciIhI5ai4JCIiUhHf0MIVTK0vNcYzzsACrWCSpmNQlHFrXMyRJOz2xtF36eT+ZMPXYnW30K5rqIkZiYiINBwqLomIiFSGbyhM/Qxa9zbG00/DgnE6RU6ahEEuK5dSs/PZdzrNpGxq1jGXLXFtO4fg4eVmUjYiIiINi4pLIiIileUTUnqBKe1UYYHpfLwpaYnUlTbBPnRoZmxwvTkusYzRDYfD7ijZb6mHtsSJiIhUlopLIiIiVeETDHcuh1aXGOOpJwqbfKccNyUtkbpSou9SI2jqnXgyg6y0PENM/ZZEREQqT8UlERGRqiraIud6ilzq8f8VmE6Yk5dIHXDdGrftaDL5BXaTsqkZ8XuNq6+CmvsQ3NLXpGxEREQaHhWXREREqsNZYOppjKfEFzb5Tj1lTl4itWxgR2NxKSuvgJ9PpJiTTA05tsdlS1wvrVoSERGpChWXREREqssvrLDA1KK7MX7+WGGBKe1XU9ISqU1h/l50bRVgiDXkrXHZGXkkHDM2JdeWOBERkapRcUlERORi+DWDqSuheVdjPPlIYZPv9DPm5CVSiwZFNTM8b8hNvY//kgyO4ufunlbadAo2LR8REZGGSMUlERGRi+XfHKatgmZdjPGk2MIeTOkJ5uQlUktc+y79GJ9CTn6BSdlcnHiXU+LadQ3F3cPNpGxEREQaJhWXREREaoJ/i8ICU1gnYzzpcOEKpoyz5uQlUgv6dwzFail+nldgZ8ex8+YlVE12u4Pj+1z6LWlLnIiISJWpuCQiIlJTAloWFphCo4zxxIOw4AbIOGdOXiI1LNDbg0vaBRtiDXFrXMLRNHIzbYaYiksiIiJVp+KSiIhITQpsDdNXQ2hHY/zcflh4I2Q23MbHIhdy3Rq3qQE29Y7fayyIhbbxIyDU26RsREREGi4Vl0RERGpaYBuYthpC2hvjZ3+BhTdAVrIpaYnUJNem3ntOppCWk29SNtXj2m9Jq5ZERESqR8UlERGR2hDUtrDAFBxpjCfsVYFJGoU+kSF4uhV/lLQ7YPvRhvPvdWZKLoknMgyx9r1UXBIREakOFZdERERqS3B44Ra5oAhj/MweeP8myG54DZBFivh4unFZRLAhFtOAtsbF/2LM1dPHnZYdg0zKRkREpGFTcUlERKQ2BUfA9FUQFG6Mn/4ZPrgVctLMyUukBrhujdvckIpLLlviwruF4uamj8YiIiLVoZ+gIiIitS2kfeEpcoFtjfFTO+DD2yAv05S0RC7WQJem3vtOp3E+M8+kbCqvwGbnxH7jFj71WxIREak+FZdERETqQmiHwgJTQGtj/HgMfDQJ8rPNyUvkIvQOD8bbw/hxcsuR+r966XRcKvk5BYZYRI9Qk7IRERFp+FRcEhERqSthUTB1Jfg1N8aPfg+LJ4Mt15y8RKrJ091Kv/bGokxD2BoXvyfR8LxFZAB+QV4mZSMiItLwqbgkIiJSl5p3Liww+biskoj7Bj6eBrb6v6VI5EKufZdiGsDKJdd+SxHaEiciInJRVFwSERGpay27w9QV4O1yMtWhL2DZ3VBgMyUtkeoY5NJ3KfZsBmfTckzKpmJpidmcP5NliKnfkoiIyMVRcUlERMQMrS+FKcvBM8AY3/cZrPg/sBeUfp9IPdOjTSABXu6GWH1eveS6asnb34MWkYEmZSMiItI4qLgkIiJilnZ9YMpS8PAzxvd8AqseBrvdnLxEqsDdzcqAji59l2IbTnEpskcYVqvFpGxEREQaBxWXREREzBRxBdyxGNy9jfFdH8Dnj4LDYU5eIlUw0KXv0uYjiWWMNJctr4CTB88bYtoSJyIicvFUXBIRETFbh6tg0iJw8zTGd8yFr55SgUnqPde+SyeSszmRnFXGaPOcOpRCQX7xikCLBcK7h5Zzh4iIiFSGiksiIiL1QfQIuG0hWI29a9jyFqybrQKT1GtdWgYQ4uthiNXHvkuuW+JadgjC28+jjNEiIiJSWSouiYiI1Bddrodb3wOLmzG+6VX47kVTUhKpDKvVwkCX1UsxcfWruORwOIjfa9yuF9lLW+JERERqgopLIiIi9Un3G2H824BLg+ENL8AP/zQlJZHKKNF3KS4RRz1acZd6Npu0xBxDTP2WREREaoaKSyIiIvXNJRPgxjdKxr95FmLeqvt8RCrBte9SQlouRxMzTcqmJNctcb5BnjRr529SNiIiIo2LiksiIiL10WVTYEwpK5W+ehK2z6n7fEQq0LGZHy0DvQyxzfVoa1z8L8ZcInuEYbFYyhgtIiIiVaHikoiISH3VbyZc90LJ+JpZsGtR3ecjUg6LxcLAjvWz71J+bgGnDp03xLQlTkREpOaouCQiIlKfDfwNjJhdMr7yQfhleZ2nI1KeQS59l2KOJGG3m9936eTB89htxXlYrRbadQs1MSMREZHGRcUlERGR+u7K38GwJ40xhx0+vRsOrTUnJ5FSuJ4Yl5yZx8GEdJOyKebab6lVVBBePu4mZSMiItL4qLgkIiLSEAx9AgY9bIzZbfDxnXD0e3NyEnERHupLeKiPIWb21jiHw8Fxl+KStsSJiIjULBWXREREGgKLBa59DvrONMZtOfDhJDix3Zy8RFy49l0yu6n3+dNZpCfnGGIqLomIiNQsFZdEREQaCosFRv8DLr3dGM/PhEW3wOnd5uQlcgHXvktbjyRhK7CblE3JLXH+IV6EtvEzKRsREWnMHA7z+wyaRcUlERGRhsRqhRvegG43GOM5qfD+eDh3yJy8RP7Hte9Seq6NX35NMykbiP8l0fA8omcYFovFpGxERKSxcDgc5B07Rsqnn/LrU38k9rrrSP30U7PTMo06GYqIiDQ0bu5wy1xYfAfEfl0cz0qEhTfCXV9ASHvT0pOmrWWgN1HN/Yg7l+mMbY5L4tLw4DrPJS/bxunYVEMssoe2xImISNU5bDZyDhwk+8edZO3YSdaPP1KQaPwDRtaOnQTfeqtJGZpLxSUREZGGyN0TJr4PH9wK8RuL4+m/woIb4K4vIbCNeflJkzYoqpmhuBRzJIn7h0XVeR4nD5zHXlC8RcHqZqFd15A6z0NERBoee04O2T/vJmvnDrJ3/kj2rl3Ys7LKvSfrxx/rKLv6R8UlERGRhsrDB+5YXLha6dTO4nhKfGFsxhfg16zs+0VqycCoMN7fEu98vv1oMnk2O57udduRIX6v8S/KbToF4+mtj78iIlKS7fx5snftImvnTrJ37CR73z7Iz6/SHPnHj5N/9iweLVrUUpb1l366ioiINGReATB5KSwYBwl7i+OJh+D9m2DaavAJNis7aaKucDkxLju/gJ9PptCvfWid5eBwOIj/JdkQ0ylxIiJSpCA9naztO8jauoXMLVvJPXiwWvO4NWuGb58++Pbpg0+fy3EPa5o/a1RcEhERaeh8Q+HO5TDvekiKLY6f2QOLJhRe8/I3Lz9pckL9POnWOpD9p4sbeW+OTarT4lLSqUwyU3INMRWXRESaLntWFlk7fyRr21Yyt2wl55dfwF7100w9IyPx6dsH38v74Nu3Dx4RETooAhWXREREGgf/FjD1M3jvekg9Xhw/uQ0W3w53fAIe3ublJ03OoKgwQ3Ep5kgij9Cpzl7fdUtcQJg3wS196+z1RUTEXPbcXLJ/+rlwZdLWbWTv3l3lbW5YrXh364ZPn8vx7dMX38svw71589pJuIFTcUlERKSxCGoH0/5XYMo4Uxw/+j18Mg0mfgBuHublJ03KwI5hzN141Pn8x/gUcvIL8PZwq5PXj9+bZHge2TNMf1kWEWnEHDYb2Xv2kLV1K5lbt5L94y4cubkV33gBi5cXPpdeim/fPvhc3gef3r1x8/erpYwbFxWXREREGpPQjoUrmOZdD9kX9Js59CUsuxdumQPWuvnlXpq2/h1DsVrA/r/D2vIK7OyMP8/g6NpvMp+blc+ZI2mGmLbEiYg0PnknT5G5cSOZmzaSGbMFe0ZGle63eHri07s3vlcMwG/AAHx69cLi6VlL2TZuKi6JiIg0Ni26FvZZWjAOci/4BfuXZeDhCzf8G6x1e2qXND2B3h70ahfMzydSnLHNcYl1Ulw6sf88jqKqFuDmbqVtl5Baf10REald9sxMMrdtI3PjJjI3biQvPr7imy7k5oZPr16FxaQrrsCnd2+s3mobUBNUXBIREWmM2vQuPEXu/ZsgP6s4/tMH4B0I1/0NtEVIatmgqDCX4lJS2YNrkGu/pbadg/Hw1Io9EZGGxmG3k3vgABn/KyZl7dpVtb5JFgve3bvjO2AAflcMwOfyPtrmVktUXBIREWmsIgbApA/hw9ugIK84vuUt8AmBoY+bl5s0CYOiwvjPhjjn890nU8nIteHvVXsfQR12B8d/STbEIrQlTkSkwbCdO0fm5s2FBaXNmylIqtofJrw6ReM74Ar8rhiAb79+uAUF1VKmciEVl0RERBqzqOFw20JYMgXstuL4+r+CdxAMuM+83KTR6xsZioebhfyCwi1qBXYH248mM7xri1p7zcSTGWSl5Rli6rckIlJ/Oex2cvbuJWPDd2Rs2EDOvn1Vut8tJAS/QYPwu/JK/AYNwqNl7f2MkbKpuCQiItLYdbkebvovLLsHKO5DwxePFxaYLp1kWmrSuPl4unFZeAjbjhWvJNocl1irxSXXLXFBLXwIbuFba68nIiJVV5CRSebmTYUFpe+/pyAxseKbiri749u7d2Ex6cor8e7eDYt6SZpOxSUREZGm4JIJkJMCnz9qjK/4DXgFQtfRpqQljd/AqDCX4lLt9l2K32ucP7KHVi2JiNQHefHxZHxXuDopc/uOKvVO8oiMwH/wYPyuvBLf/gPUN6keUnFJRESkqeh/T2GB6du/FMccBfDJdJiyFDpcZVZm0ogNigrjtW8OO5/vO51GSlYewb41f9RzTkY+CUfTDDFtiRMRMYcjP5+sH3eRsWEDGRs2kHf0aKXvtfr54TvwCmdByTM8vBYzlZqg4pKIiEhTMuRRyE6BmDeKYwW58NHtMG0ltO1jWmrSOPWOCMbL3UquzQ6AwwFbjiQzqmerGn+t4/uTcFyw89Pdw0qbzsE1/joiIlK6grQ0Mr77jvRvvyVz4ybs6emVvtezQwf8hw3Df9gwfC+/DIuHRy1mKjVNxSUREZGmxGKBkX+BnFTY9X5xPC8DPrgVZnwBLbqal580Ol7ubvRrH8rG2OJ+GjFxibVSXHLdEte2awjuHm41/joiIlIs/+xZMr79lvSv15G5dSvYbBXfBODhgV+/voUFpaFD8YyMrN1EpVapuCQiItLUWCww7rXCAtP+lcXx7GR4fzzc9SWE6AOe1JyBUWGG4lJt9F1y2B0c/yXZEFO/JRGR2pF37Bjp69aR/vU6sn/+udL3uYWF4T90KP7DhuI3aBBu/v61mKXUJRWXREREmiKrG9wyBz6aBHHfFsfTf4WFN8JdX0FAS/Pyk0ZlUJSxyHP4bAZn03NoEeBdY69xNj6dnAxjc1j1WxIRqRkOh4OcfftIX7eOjHXryD0cW+l7vbt3x3/YUPyHDcO7Z0+d7NZIqbgkIiLSVLl7wcQPYOFNcHJbcfz8UfjgZpi+GnxCTEtPGo9ebYPw93InI7d4q8SWI8nccGmbGnuN+L3GY6xDWvkS2MynxuYXEWlqHDYbWTt/LFyh9M06bL+ertR9Fg8PfAcNJODqa/AfNhSPlvpjVVOg4pKIiEhT5ukHkz+GeWPg7C/F8YS9sOg2mLqicIzIRXB3s9K/QyjfHjjrjMXEJdZwccm41S5Cq5ZERKrMkZ9P5tZtpH35BRnrvqEgJaVS91n9/PAfOpSAa0fgN+Qq3Pz12aGpUXFJRESkqfMJgTuXw3vXFa5aKnJyGyyZArcvLlzlJHIRBkWFGYpLNdl3KSstj7PHjScSaUuciEjlOGw2MrduJf3Lr0j/+utKF5TcmjUj4OqrCbh2BL4DBmD19KzdRKVeU3FJRERECvsrTf2ssMCUfsGy97hvYdk9cOu8wj5NItU00KXvUnxSFifPZ9EuxPei5z6xLwkcxc89vNxoExV80fOKiDRWDpuNrO3bSfviy8KC0vnzlbrPIyKCgBEjCBgxAp9LL8Hips8GUkjFJRERESkUEgl3roB51xeeHFdk32ew6hG44d+FJ82JVEO3VoEE+3qQklXcdDsmLokJfS++uOS6Ja5d1xDcPNQwVkTkQo6CAmNBKTm54psAr+7dCLjmGgJGXItX505Y9FlASqHikoiIiBRr0RWmLIUFN0BeRnF81/vgEwzXPq8Ck1SL1Wrhig5hfPnLGWcs5kgSE/qGX9S89gI7x/cZf0HSljgRkUKOggKyduwk7csvSF/7NQVJlduS7H3JJQSOGkXAyJF4tmtby1lKY6DikoiIiBi17QO3fwQf3AoFucXxzf8Gn1AY8nvzcpMGbVC0S3EpLgmHw3FRfwVPOJZObpbNEIvooeKSiDRdDoeDnJ9/JnXVatK++oqCxMSKbwK8e/UicNR1BFw3SgUlqTIVl0RERKSkDlfBhPmFDb0dBcXxb54Fv2Zw+VTTUpOGa5BL36XTqTkcS8qiQ7PqnyoUv9f4S1NYWz8CQr2rPZ+ISEOVe+QIqatWkbZ6DfknTlTqHu8ePQi8fhQBo0bh2a5dLWcojZmKSyIiIlK6rqPhpv/A8nuN8VWPFK5g6jbWnLykwYpq7k/zAC/OpReviNscl3iRxSXjFg+tWhKRpiQ/4Sxpn39O2qpV5OzbV6l7vLt3J2DUKAJHXYdnREQtZyhNhTod1rL4+HhmzZpF165d8fPzIzQ0lH79+vHyyy+TlZV1UXPPnz8fi8VSqX/mz59f4XxZWVm89NJL9OvXj9DQUPz8/OjatSuzZs0iPj7+onIVEZEG6tKJMOrvxpjDDkvvgmMbzclJGiyLxVJi9dLmuMr1/yhNZmouiScyDDH1WxKRxq4gPZ2UT5cRP2MGscOGcfbFFyssLHl160bz3/2OqK++pMOyT2l27z0qLEmN0sqlWrRq1SqmTJlCWlqaM5aVlcWOHTvYsWMHc+bMYc2aNURHR5uYZaHY2FhGjx7N4cOHDfGDBw9y8OBB5syZw6JFixg7Vn+lFhFpcq64HzLPwQ+vFMcKcuGj22H6Gmh9iXm5SYMzsGMYn/30q/P5lovou3T8F2NhytPbjVZRQRedo4hIfWPPyyPz++9JXbWajPXrceTlVXiPZ/v2BI4bS+Do0Xh16FAHWUpTpuJSLdm1axcTJ04kOzsbf39/nnzySYYPH052djaLFy/m3Xff5dChQ4wZM4YdO3YQEBBwUa/31Vdf0aZNmzKvtytn/2x6ejpjxoxxFpbuueceJk2ahI+PD+vXr+eFF14gLS2NiRMnsmnTJnr37n1RuYqISAN09Z8hMxF+XFAcy02DD26BmV9BaEfzcpMGZVBUM8PzpMw8DiVk0KVV1T8LuW6JC+8eipubFuaLSOPgcDjI3rGD1JUrSftqLfYLFi2Uxa15M4JGjyZw7Di8e/a4qAMTRKpCxaVa8sgjj5CdnY27uztr165l4MCBzmtXX301nTp14vHHH+fQoUO88sorzJ49+6Jer3PnzrRv375a97788sscOnQIgJdeeonHHnvMeW3gwIEMGzaMoUOHkpWVxW9/+1s2bNhwUbmKiEgDZLHA2H9BdjLsX1UczzwL74+Hu9ZCQEvz8pMGIzzUh7bBPpxKyXbGNsclVrm4VFBg58S+ZENM/ZZEpDHIO3mK1M9WkLris0o15rb6+RFw7bUEjhuL34ABWNz1a77UPf1ppxZs27aNH374AYCZM2caCktFZs2aRbdu3QB47bXXyM/Pr9Mci+Tn5/P6668D0K1bN2bNmlVizKBBg5g5cyYA3333Hdu3b6/THEVEpJ6wusHNc6D9EGP8/LHCFUzZKWZkJQ1MTfVdSjiSSl5OgSEWqeKSiDRQ9qwsUlasIH7adOJGjCDx32+UX1jy8MD/6qtp+69/0mnTRtr8/QX8Bw9WYUlMo+JSLVixYoXz8YwZM0odY7VamTq18BjnlJQU1q9fXxeplbB+/XpSU1MBmDZtGlZr6f9KTJ8+3fl4+fLldZGaiIjURx7eMOlDaOXSZylhDyy+A/KzS79P5AIDXYpLW44kUWB3VGkO1y1xzcL98Qv2uujcRETqisPhIGv7dn596o8cvnIIp//wJFlbt5Z7j0/fPrSaPZtO339H+FtvEnj99Vi9vesoY5GyqaxZCzZuLDw9x8/Pjz59+pQ5bujQoc7HmzZtYuTIkbWem6uiXF3zcdW3b198fX3Jyspi06ZNdZGaiIjUV96BMOVTmDsSzh8tjsdvgqUz4baF4KaPGFI2175L6Tk29v2aRq92lW/G7Vpc0ilxItJQVHXbm2dUFEE33kjQmNF4tG1bBxmKVJ0++dWC/fv3AxAdHY17OcsSu3btWuKe6poxYwYHDx4kMTGRwMBAoqOjGTFiBPfffz9ty/kf0L4Ljqy8MB9X7u7uREdHs3v37ovOVUREGgH/FnDncnjvOshIKI4fXAOrH4Eb3ijs0yRSilZB3nRo5sfRxExnLOZIYqWLS+nJOSSdyjTEtCVOROoze1YWaWvXkrp8RYWrkwCsgYEEjhlN8PjxePfqpcbcUu+puFTDcnJySExMBMo/oQ0gJCQEPz8/MjMzOVGJinV5LmyynZSURFJSElu3buWVV17h1Vdf5b777iv1vpMnTwKFq6yCg4PLfY3w8HB2797NuXPnyM3Nxcur8kvPi16nLKdPn670XCIiUk+EdoApy2DeaMhNLY7v+gD8msOI2aalJvXfwKgwQ3Fpc1wS914VVal7j/9iXLXk5etOyw6BNZqfiMjFcjgcZP/0EylLl5L+xZfYs7LKv8FqxW/IlQSPH4//8OFYq/D7lojZVFyqYenp6c7H/v7+FY4vKi5lZGRU6/U6duzIzTffzMCBAwkPDwfgyJEjfPrppyxdupScnBz+7//+D4vFwr333ltmvpXNtUhGRkaViktFuYmISCPTqifcsbjwxDhbTnF847/AtxkMetC83KReG9gxjA+3Hnc+3340mfwCOx5uFbcEdd0SF9E9FGsl7hMRqQsFKSmkrlxJyidLyT18uMLxnlFRBN88nsCx4/Bo2aIOMhSpeSou1bCcnOIP1p6enhWOLyrQZGdXvQHq+PHjmTZtWoklkv369WPixImsXr2am2++mfz8fH73u99xww030KpVq1LzrUqu1c1XREQaqchBMGE+LJ4MjgtO71r7R/ANg963m5aa1F9XdDRuY8vMK2DPqVQujwgp974Cm52TB84bYhHqtyQiJnM4HGRt207KJ5+QvnYtjry8csdbg4IIGjOaoPHj8e7ZU9vepMFTcamGeV/QqT+vgv+hAOTm5gLg4+NT5dcKCiq/L8HYsWN5+umn+fOf/0xWVhZz587lj3/8Y6n5ViXX6uRb0ba/06dP079//yrNKSIi9UiX6+GGf8NnvzHGP3sAfEOh83Xm5CX1VvMALzq39OdQQvHq7Zi4pAqLS6djU8jPLTDEIrqruCQi5rAlJZG6fDkpnywlLz6+/MHa9iaNmIpLNSwgIMD5uDJb3TIzC3sNVGZbWnXce++9PP300zgcDr777rsSxaWifKuSK1Q934r6T4mISCNw2WTISoSvny6OOQrg42kwdQVEXGFaalI/DewYVqK49MDw6HLvcd0S1yIyAN/Aildgi4jUFIfdTuamzYWrlL79Fmy2csd7REQQfOutBN10Ix4ttO1NGicVl2qYt7c3YWFhJCUlVdjE+vz5886CTW31JGrRogVhYWEkJiZy6tSpEtfbtWvH1q1byczMJCUlpdym3kWrj5o3b16lfksiItKEDH4EMs/B5n8Xx2zZ8OFtMONLaNndvNyk3hkYFcaCmOK/9O+ITybXVoCXu1uZ98T/kmx4ri1xIlJX8hMSSPn0U1KXfkr+r7+WO9bi4UHAtdcSfNsEfPv3x2JVXzhp3PRveC3o3r3wg3NsbCy2cqrYBw4ccD7u1q1breVT3v7dolxd83Fls9mIi4sDajdXERFpBK59HnpPNsZyUuGDWyC1/D+8SNMyoEMYF35Mycm389PxlDLHpyfncP50piEW2UPFJRGpPQ67nYwffuDE/b8hdvjVJL7+73ILS54dO9LiiSeI/v472v7zFfyuuEKFJWkS9G95LbjyyiuBwm1kO3fuLHPcd99953w8ePDgWsnl3LlzJCYmAtCmTZsS14tydc3H1Y4dO5yrrGorVxERaSQsFhj3OnQeZYyn/wrv3wxZyaXfJ01OiJ8n3VoFGmIxR5LKGF1yS5y3nwct2geWMVpEpPps58+TNPc94kZdz4l77iVj/Xqw20sda/H2JujGG4lc9AEd16wmbMZ03EPK7x8n0tiouFQLbrrpJufjefPmlTrGbrezcOFCAIKDgxk+fHit5PLOO+/gcDgAGDp0aInrw4YNczYGX7BggXOsq/nz5zsfjx8/vuYTFRGRxsXNvfAEuXCXPkuJB+Gj2yFfp45KoYFRxpVHMXGVLy6Fdw/FatUJSyJSc7L37OHXJ58idthwzr78MvnHj5c51qtrV1r++U90+v472rz4d3z79NGpb9JkqbhUC/r378+QIUMAmDt3LjExMSXGvPLKK+zfvx+ARx55BA8PD8P1DRs2YLFYsFgsTJ8+vcT9x44dY9euXeXmsXr1ap577jmg8HS3GTNmlBjj6enJww8/DMD+/fv5xz/+UWJMTEwMc+fOBQoLVP369Sv3dUVERADw8IHbP4JmXYzxE1tg6UwoKL8BqjQNg1yKS7uOp5CTX1BiXEG+nZMHzxtikeq3JCI1wJ6dTcqnyzh66wSOTbiN1OXLcVxwUvaFrL6+BE+YQPtPPqbD8mWETp6MW6BWUIqooXctee211xg8eDDZ2dmMHDmSp556iuHDh5Odnc3ixYt55513AOjcuTOzZs2q8vzHjh1j+PDhDBw4kHHjxnHppZfS4n8nDxw5coSlS5eydOlS50qkf/zjH7Rt27bUuR577DGWLFnCoUOHePzxx4mNjWXSpEn4+Piwfv16/va3v2Gz2fDx8eHVV1+t3hsiIiJNk28oTPkU5o4s3BZX5OAa+HwWjH0V9FfeJq1fh1CsFrD/b/F0XoGdnfHnGRzdzDDu17gUbLkXFJ0sENE9tA4zFZHGJu/YMc4vXkLK8uXYU1PLHevVuTMhd9xB4NixuPn71VGGIg2Hiku15LLLLmPJkiVMmTKFtLQ0nnrqqRJjOnfuzJo1awgICKj268TExJS6MqqIr68v//rXv7j33nvLHBMQEMCaNWsYPXo0hw8f5p133nEWv4oEBgayaNEievfuXe1cRUSkiQoOLywwvTcKci/48L5zPgS0gWFPmJaamC/Q24NebYP4+WTxvxsxcUklikvHXbbEtYgIwCfAs05yFJHGw1FQQMaGDZz/8CMyN20qf7CHB4HXXUfIHbfjc9ll2vImUg4Vl2rRuHHj2L17N6+99hpr1qzh5MmTeHp6Eh0dzYQJE3jwwQfx9fWt1tx9+vThgw8+ICYmhh07dnD69GkSExOx2WyEhITQo0cPrrnmGu6++27niqbyREdHs2vXLt58800++eQTYmNjycvLIzw8nNGjR/PII48QGRlZrVxFRERo2b1wi9z746Hggq0GG/4GAS2hz3TTUhPzDYxqZigubY5LBIzbKeN/MTaCj9CWOBGpAtv586R8/AnnlyzG9uvpcse6t25NyMSJBN96C+7NmpU7VkQKWRxldXAWqUMnT54kPDwcgBMnTtCuXTuTMxIRkVqxbyV8PBW44OOHxQoTF0HX0aalJeb67tA5pr23zfnc3Wrh52dG4udV+HfQtKRs3v+jcaX2LY/3oVXHoDrNU0QanpyDh0h+fyFpq1aX2UepiN+VVxJyx+34Dx2Kxc2tjjIUqXu18fu3Vi6JiIhI3el+A4z5B6y5oN+gww5LZ8DUlRAxwLzcxDR9I0Nwt1qw/a/xks3uYPuxZIZ1KVx9fdxl1ZK3nwct2quBroiUrmjrW/LC98naurXcsdagIIJvvpmQSRPx1E4NkWpTcUlERETqVr+7If0MfP9yccyWAx/eBjPXQvMuZd8rjZKflzu9w4PZEV98GlxMXJKzuBTv0m8pvHsoVqt6n4iIUUF6Oimffsr5RR+Sf+JEuWO9e/Ui5PbbCRx9PVZv7zrKUKTxUnFJRERE6t7wP0L6adj1QXEsJwXevxnu/hoC25iWmphjYFSYsbh0pLCgVJBv5+TB84axkeq3JCIXyDt2jOT3PyB1+XLsWVllD/TwIGj09YRMmYJPr151l6BIE6DikoiIiNQ9iwXGvgaZiXDoy+J42kn44BaY8QX4BJuWntS9gVFh/PvbWOfzvadSSc3OJy0+HVtuQfFAC0R0DzUhQxGpTxwOB5mbNpP8/kIyv/u+3LFuYWGETJpEyKSJuDdvXkcZijQtKi6JiIiIOdzc4dZ5sPAGOLm9OH52Hyy+A6YsAw9tVWgqLo8IwdPdSp7NDoDdAduOJuOzL80wrkVEAD4BnmakKCL1gD07m9TPVpL8wfvkxcaVO9arezdC75xK4JjRWD31/w2R2qTikoiIiJjH0xduXwLvXQdJh4vj8Ztg2T0wYT5YdWJPU+Dt4cblEcFsOVLcvDsmLonovcbikrbEiTRNtsREkhctIuXDjyhITS17oNVKwIgRhE69E58+fbBY1J9NpC6ouCQiIiLm8guDKZ/C3JGQcaY4vn8lfPEEjH65cBudNHqDopoZiks/HUwk7IzNMCZCxSWRJiU3Lo7k+fNJ/Wwljry8MsdZAwMJnnAroXfcgUfbtnWYoYiAiksiIiJSH4REwpSlMG805F6wUmX7uxDQCq561LzcpM4MjAqDr4ufF5zKAoq3snj7edAiMrDuExOROuVwOMjesYOkue+RsWFDuWM9o6IIvXMKQTfcgNXXt24SFJESVFwSERGR+qFVL5i0qLChd8EFf53+9nkIaA2XTTYvN6kTl7YLxsfDjez8wgbeHfKNWyLDu4ditWoVm0hj5bDZSP/6a5Lem0fOnj3ljvW7agihU6fhN3iQtr6J1AMqLomIiEj90eEqGP82LL0LcBTHVz0MAS0heoRpqUnt83S30rd9CD8cTsTNAZE2q+G6+i2JNE72zExSPl1G8oIF5J86VeY4i4cHgTfeQNj06XhFR9dhhiJSERWXREREpH7peTNknoMvHi+O2W3w8TSY8Tm0vtS83KTWDYwK44fDibSzWfHkgtUIFojoHmpeYiJS4/LPnuX8og85v3gx9nKadFuDggiZNInQKZNxb968DjMUkcpScUlERETqnwH3Qdop2PRacSwvAxbdBnd/DcER5uUmtWpgx8LVSR1cVi21iAzEJ0BHiYs0BrmxsSTNm0faylU48vPLHOfRti2h06cTfPN4rH5+dZihiFSViksiIiJSP10zG1JPwt5Pi2MZZ+CDW2HmV+ATYlpqUnt6tQ3C38udDmnGfkuRPbRqSaShy/75ZxLfeZeMb74pd5x3r16EzbyLgBEjsLjrV1aRhkD/pYqIiEj9ZLXCTf+B9ASI31gcTzwIiyfDlGXg4W1eflIr3N2sXNk6mGYJmYZ4hPotiTRIDoeDrJgYEt95l6wtW8od6z98OGF3zcCnb1816RZpYFRcEhERkfrL3avwBLn3RsG5/cXx+E2w4v/glvcKi1DSqPT28KKA4uJSrrVwW5yINBwOu530b74h6e13yNm7t8xxFk9Pgm68kdAZ0/Hq2LEOMxSRmqTikoiIiNRvPsEw+ROYey2kny6O/7IcAtvCdX81LTWpHcEpBSRd8DzOzcaZtBzaBPuYlpOIVI4jP5/U1WtImjOHvLi4MsdZAwMJueN2QqdMwb1ZszrMUERqg4pLIiIiUv8FhxcWmN67HvLSi+Mxb0BQOFzxf+blJjWqIN9O6vEMQ+yIh52YuCRu6dPOpKxEpCL27GxSln5K0rz3sP16usxx7s2bFzbpnjgRN3816RZpLFRcEhERkYahVS+YuBAWTQC7rTj+5R8gsA10v8G83KTG/Bqbgi23wPncgYNj7gXEHFFxSaQ+KkhL4/yHH5G8cCEFyclljvMIDyfs7rsJuulGrF5edZihiNQFFZdERESk4Yi6Gm54o7DfkpMDlt0D/i0g4grTUpOaEf9LkuH5aTcH2VaIiUvC4XCoya9IPWFLTCR5wQLOf7QYe0ZGmeO8unQh7J57CBx1nU5+E2nE9F+3iIiINCy9b4e0k/DtX4pjthz4aBLM/BqadTIvN7lox/cai0tH3QtXMZ1KyeZEcjYRYb5mpCUi/5OfcJakOXNI+fhjHLm5ZY7zufxywu69B/+hQ1UUFmkCVFwSERGRhmfIo5B6EnbOL45ln4cPboG71xWuYpIGJy0xm/NnsgyxIx7FW+RijiQSERZR12mJCJB/5gxJ77xLytKlOPLyyhznN2QIze67F9++feswOxExm4pLIiIi0vBYLDD6FUg7DYe/Ko6nxBf2ZJq+Brz8zctPquW4y5Y4m4eFM24O5/PNcUlM7Kfikkhdyj91isR33yX102U48vNLH2SxEDDqOprdcw/e3bvXbYIiUi+ouCQiIiINk5s73PoeLBgLv+4qjp/+CZbOgEkfFY6RBiP+F2MzYJ9wP0guXsmkvksidSfv5EmS3n6blOUrwGYrfZC7O0E33UjYzJl4dehQp/mJSP1iNTsBERERkWrz8oc7PobgSGP88FpY83twOEq/T+qdgnw7Jw8Yi0vdLjdubzybnsuRxMy6TEukycmLj+fXp/5I3HWjSPlkaemFJQ8PgidNJPqrL2nzl7+osCQiWrkkIiIiDZx/C5iyDOZeC9kXFCd+XABB4TD0MfNyk0r79XAKtjx7ccACfQa0puW2WBLSipsGb45LIqq5tjyK1LTco0dJ+u/bpK5eDQUFpY6xeHoSPGECYXfPxKN16zrOUETqM61cEhERkYavWTTcvhjcvY3x9X+Bnz4yJyepkniXfkst2wfiG+DFwI5hhviWOOM4Ebk4uXFxnHr0MY6MGUvqZ5+VWliyeHkRMvVOor7+mlZ//pMKSyJSglYuiYiISOMQMQBufhc+ngpcsB1u5UMQ1BY6XGVaalIx12beET0Ki0qDopqx4qdfnfEtR5Kw2x1Yreq7JHIxcuPiSHzzTdK++LLMLcQWb29CJk0ibOZduDdvXscZikhDouKSiIiINB7db4DrX4QvHi+O2fNh8RSYuRZadDUvNylTWmI2589kGWKR/ysuDYwyrlxKyszj0Nl0urYKrLP8RBqTvPh4Et96i9RVq8FuL3WMxdeX0DtuJ3TGDNzDwkodIyJyIRWXREREpHEZcB+kHIeYN4pjuamwaALcvQ4CWpqXm5TKddWSt78HLSIDAAgP9aVtsA+nUrKd12PiklRcEqmi/FOnOPef/5C6fEWZPZWsvr6ETJlC6IzpuIeE1G2CItKgqeeSiIiIND7XPg/dxhljqcfho4mQp9PG6pv4vS5b4rqHYrlg29sgl9VLMeq7JFJp+QkJnHnuOWJHXU/q0k9LLSxZ/f1p9pv7if72G1r8/ncqLIlIlam4JCIiIo2P1Qrj34G2fYzxX3fBp/eAvfS/2kvds+UXcPLgeUMssqexmOS6NW7LkSQK7KX3iBGRQrakJBJe+Dtx147k/IcfQX5+iTFWX1/C7v8/or9ZR/OHH8YtOLjuExWRRkHFJREREWmcPH0LT5ALjjTGD66Br/5oTk5SwunDqdjyLuj7YoHw7qGGMa7FpbQcG/tPp9VFeiINju38ec6+8gqxI64lecECHHl5JcZYvL0JnXkXUd+so8Ujj+AWFGRCpiLSmKjnkoiIiDRe/i1g8lKYOwJyUovjW/8DIe3hiv8zLTUpFO/Sb6ll+0B8/D0NsdZBPnRo5sfRxOItjTFxSfRsq1+IRYoUpKWRPH8ByQsWYM8sffuvxcOD4EmTaHbvPTr9TURqlFYuiYiISOPWvDNM+hCsHsb4l3+AA2vMyUmcXJt5R/Qo/WSqKzoa45vjEmstJ5GGxJ6ZSeJ/3yZ2xLUkvvVW6YUld3eCJ00k6uu1tPrjUyosiUiNU3FJREREGr/2V8JNb7kEHbB0JpzaaUpKAmmJ2Zw/k2WIRZZRXHLdGrftaDL5BaUfoy7SFNjz8khesIDYEddy7tVXsaeVslXUzY2gm28m6ssvaD17Nh6tWtV9oiLSJGhbnIiIiDQNl9wG5+Nh/V+KY7Zs+HAS3L0OQiLLvldqhespcT4BHrSIDCh17ECXlUuZeQXsOZXK5RE61UqaFkdBAakrV3Hu369j+/V06YMsFgLHjKHZA7/Bq0OHuk1QRJokFZdERESk6bjqUTh/DH76oDiWeRYWTYCZa8En2KzMmiTXLXHh3UOxWC2ljm0e4EWnFv4cPpvhjMXEJam4JE2Gw+EgY/16zv3rX+Qeji1zXMB119H8wQfw6tSpDrMTkaZO2+JERESk6bBYYNyr0GGoMZ54EJZMAVvJU5WkdtjyCzh58LwhVtaWuCKuW+O2HEkqY6RI45K1Ywfxd0zm5G8eKLOw5D98OB2WL6Pda6+qsCQidU7FJREREWla3DzgtoXQvJsxfuwHWPUwOBzm5NXEnD6cii3vgp5JlsKVS+UZ5FJc2n4smVxbQW2kJ1Iv5Bw8yIn7/o/4KXeSvWtXqWN8+vYh8sMPCf/PW3h361bqGBGR2qZtcSIiItL0+ATD5I9hzgjISCiO//wRhLSHYX8wK7Mmw7XfUsv2gfj4e5Z7z4AOYVgsxfW/nHw7P59IpX+H8otSIg1N3smTnHv9ddJWrS6z4O3VtSstfv87/IYMwWIpfTupiEhd0colERERaZqCI+COJeDha4xveAF++sicnJqQeJd+S5E9y98SBxDi50nXVoGGWEyctsZJ42FLTOTMX/5K3PWjSVu5qtTCkke7drR5+WU6LPsU/6uuUmFJROoFFZdERESk6WpzGdz6HlhcPhKtfAiOfm9OTk1AWmI2KQlZhlhEBf2Wirhujdscl1hjeYmYpSAjg3Ovv07syOs4/8EHkJ9fYoxbWBgt//wnoj5fQ9C4sVis+lVOROoP/R9JREREmrYu18P1Lxlj9nxYPAXOHjAnp0bOdUucT4AHLSICKnXvwI7G4tKu4ynk5KvvkjRMjrw8kt//gLhrR5L41n9wZGWVGGP186P5Iw8TvfYrQidPxuJZ/vZREREzqOeSiIiISP97IPkobHmzOJabCh/eBnd/A/7NzcutETq+L9nwPLx7KBZr5bb29O8YitUC9v/tFsorsPNj/HkGRTer6TRFao3D4SD96685+8or5McfL3WMxcODkMmTCbvvXtxDQuo4QxGRqtHKJRERERGAkc9D17HGWEo8LL4D8nPMyakRKsi3c/LgeUMsspJb4gACvT3o2TbIEIs5or5L0nBk//QT8ZOncOrhR0ovLFmtBN18M1FffUnLPzyhwpKINAgqLomIiIgAWN3g5nehbR9j/OQ2+OyBMk9skqr5NTYFW+4F29gshSuXqsJ1a5yaektDkHf8OCd/+zuOTbqd7B9/LHWM/4hr6LjyM9r87a94tGlTxxmKiFSfiksiIiIiRTx9YdJHEBRujO9dChv+bk5OjYzrKXEtIgPx8a9aD5krXJp6/3wyhaw820XnJlIbbOfPk/DCC8SNGUv6l1+WOsb70kuIXPQB4W+8gVd0dB1nKCJy8VRcEhEREblQQEu4Ywl4ujSY/u7vsPtjc3JqRI7/Yuy3FNmjaquWAPq1D8Xtgh5N+QUOdsafL+cOkbpnz80lae57xF03iuQFC0s9Ac6jXTva/uuftF+8GN8+fUqZRUSkYVBxSURERMRVyx4wYT5YXD4qffYAxMeYklJjkJ6cw/nTmYZYRBX6LRXx93LnknYufZe0NU7qCYfdTurqNRwZPYazL7+MPS2txBhrUBAt/vAEHT9fQ+D112OxVK6hvYhIfaXikoiIiEhpOo2A618yxgryCht8Jx8xJ6cGLn6vsQDk7edBi/aB1ZqrRN8lNfWWeiBr+3aOTZzEr48+Sv6pUyWuWzw8CJ0xg+i1XxE2fTpWz6ptCRURqa9UXBIREREpS/97YMD9xlh2Miy6DbK1Dauqjrv0WwrvHorVWr0VG1e4FJd2n0wlI1d9l8QceceOceKBB4m/cyo5e/aUOiZw9Gg6fvE5LZ94HLegoFLHiIg0VCouiYiIiJTnur9Cp+uMsaTDsOROsOWZk1MDVGCzc/KAsSBXnX5LRfq2D8HDrbgwVWB3sP1Ycjl3iNS8grQ0Ev7+InHjbiDjm29KHePTtw/tP15C23++gme7dnWcoYhI3VBxSURERKQ8Vje4dS607GmMH/sB1vweHA5z8mpgTselkp9bYIiFd696v6Uivp7uXNou2BDbor5LUkccNhvnFy8ubNY9f36pzbo927en3ZtvEPn++/hcckndJykiUofczU5AREREpN7zCig8Qe7dqyEjoTi+630Ii4Yrf2taag2F65a45hEB+AZeXL+ZgVFh7LjglDj1XZK6kBkTQ8ILfyf30KFSr7uFhNDsoQcJmTABi4dHHWcnImIOrVwSERERqYygdnD7YnD3McbXPQP7VpqTUwPiWlyK7Fn9VUtFXJt67z2VSlpOyRUkIjUhLz6eEw88yPEZd5VaWLJ4eBB290yi1n5F6B13qLAkIk2KiksiIiIildX2crjlXcClCfWye+HUTlNSaggyzueQdCrTEIvoXv1+S0UujwzB063446zdAduOqO+S1KyC9HQSXnqZuLHjyuyrFHDtCDquWU2LRx/FLSCgjjMUETGfiksiIiIiVdFtHFz7rDFmy4aPboeUE+bkVM8d/8VY8PHydadlh8CLntfbw43LIoINMW2Nk5riKCjg/JKPC/sqvfdeqX2VvLp0IWL+PNr9+994RkSYkKWISP2g4pKIiIhIVQ16GC6faoxlJMCHEyEnzZyc6jHXLXHh3UKxutXMx9CBUcatcTFq6i01IHPLVo7efAtnnnmGguSSq+HcQkNp9eyzdFj2KX5XXGFChiIi9YuKSyIiIiJVZbHAmH9Ch6uM8bO/wNK7oMBmTl71UEGBnRP7jb+cR/S4+H5LRVz7Lu0/k0ZKVl6NzS9NS97x45x86CGOT59O7sGDJQd4eBA6YwZRX31JyMTbsLi51X2SIiL1kIpLIiIiItXh5gG3LYRmnY3x2K/hq6fMyakeSjiSSl5OgSEW0ePi+y0V6R0RjJd78UdahwO2HlXfJakae1YWZ//5L46MGUv61+tKHeN/zTVErVpJyyceV18lEREXKi6JiIiIVJdPCNyxBHxdVuJsexu2vmNOTvVMvEu/pWbh/vgFedXY/F7ubvSJDDHEtDVOKsvhcJD2+efEjR5D0jvv4Citr1KnTkTMe4/wN9/As337uk9SRKQBUHFJRERE5GKEdoRJH4KbpzH+5R8gtvSTpZoS135LNbklrojr1rgtauotlZBz6BDHp03n1O9nYTtzpsR1t5AQWs1+hg7Ll+E3cKAJGYqINBwqLomIiIhcrIgr4Ma3jDFHAXwyA86V0relichMzSXxRIYhFlmDW+KKuDb1PnAmnaSM3Bp/HWkcCtLSOPO3v3F0/M1kbdtWcoC7O6HTphX2VZo0CYu7e90nKSLSwKi4JCIiIlITLpkAQ58wxnJTC0+Qy2qaPYCOu2yJ8/R2o2XHoBp/nUvaBePjYWysrL5L4spht5Py6TLirh/N+YXvQ0FBiTF+gwbS8bMVtHzyD7gFBpqQpYhIw6TikoiIiEhNGfoH6H6TMXb+KCy5E2xN7wQz1y1x4d1CcXOr+Y+fnu5W+rZX3yUpW/aevRy7/XZO//GPFCSV/HfDvU1r2r72GuFz5+IVFWVChiIiDZuKSyIiIiI1xWqFm/4DbS4zxuM3wuePFh5l1kTYC+yc2G9cPVQb/ZaKuG6Ni1HfJQFs589z+s9Pc+y228j5eXeJ6xZPT5r95n6i1qwh8LqRWCwWE7IUEWn4VFwSERERqUmevjDpIwhobYz/uAC2vFX6PY1QwtE0crNshlhELfRbKuLa1Dv2bAZn03Nq7fWkfnPYbCQvWkTcqOtJ+eSTUgu7/ldfTcc1q2n+8MNYfXxMyFJEpPFQcUlERESkpgW2hts/AneXX1jX/gkOfWVOTnXs+D7jqqWwtn74h3jX2uv1ahuEv5ex8fKWI+q71BRl7dzJ0VsnkPD8X7Cnppa47hkZSfg7bxP+1pt4hoebkKGISOOj4pKIiIhIbWhzGYz/rzHmsMPSmZCwz5yc6lD8XuO2tNrcEgfg7maln/ouNWm2pCR+feIPxE+eQu6BAyWuW3x8aP7739Nh1Ur8r7rKhAxFRBovFZdEREREakuPm+DqPxljeenw0UTITDQlpbqQlZbHuePphlhtF5egZN+lreq71CQ47HbOL15M3PWjSf3ss1LHBI4eTdQXn9Ps3nuwenrWcYYiIo2fiksiIiIitWnIo9BrgjGWchwWTwZbrjk51bIT+4xFHQ8vN1pHBdX6617h0nfpSGImCWnqu9SY5ezbx7FJt3Nm9rPY09JKXPfq1ImIBQto+89X8GjVyoQMRUSaBhWXall8fDyzZs2ia9eu+Pn5ERoaSr9+/Xj55ZfJysq6qLmzsrJYtmwZ999/P/369SMkJAQPDw/CwsIYOHAgs2fP5syZMxXOM2zYMCwWS6X+ERERkSqyWOCGN6BdP2P8xBZY9UijPEEu/hdjr6N2XUNwc6/9j5092gQR4G3su6StcY1TQXo6Z/76N47eOoGc3SVPgbP6+9PyqSfpsHwZfgP6m5ChiEjT4l7xEKmuVatWMWXKFNIu+CtKVlYWO3bsYMeOHcyZM4c1a9YQHR1d5bl3797N4MGDycjIKHEtOTmZLVu2sGXLFv71r3/xzjvvMHHixIv6WkREROQieHjDpA/hneGQdrI4/vNH0LwrXPlb01KraXa7g+P76rbfUhE3q4UBHUJZt/+sMxYTl8RNl7Wtk9eX2udwOEj7/HPO/v1FbOfOlTomcMwYWjzxOB4tWtRxdiIiTZeKS7Vk165dTJw4kezsbPz9/XnyyScZPnw42dnZLF68mHfffZdDhw4xZswYduzYQUBAQJXmT0tLcxaWBg8ezNixY+nbty9hYWGcO3eOZcuW8e6775KWlsbkyZMJDAzk+uuvL3fOvn37Mm/evGp/zSIiIlIO/xZwx2KYex3kZxbH182GZp2g6xjTUqtJZ+PTyM20GWKRPeumuASFW+MMxSX1XWo0co8eJeH558ncHFPqdc/27Wn19J/xGzSojjMTEREVl2rJI488QnZ2Nu7u7qxdu5aBAwc6r1199dV06tSJxx9/nEOHDvHKK68we/bsKs1vtVq57bbbeOaZZ+jevXuJ6yNHjuT6669n/PjxFBQU8NBDD3H48OFyt7b5+fnRs2fPKuUhIiIiVdCqF9wyBxbfARRth3PAp/fAzK8Krzdwx11OiQtp7UdAqHedvb5rU+/jyVmcSsmmbbBPneUgNcuek0PSO++Q9O4cHPn5Ja5bvLxo9n/3ETpzppp1i4iYRD2XasG2bdv44YcfAJg5c6ahsFRk1qxZdOvWDYDXXnuN/FJ+UJZn0KBBLFmypNTCUpEbb7yRm2++GYC4uDh27dpVpdcQERGRWtB1NIyYbYzlZ8KHkyA9wZSUapJrv6XIHqF1+vrdWgUS7OthiKnvUsOV8f33HBl3A4lv/afUwpLfVUPouHoVze6/X4UlERETqbhUC1asWOF8PGPGjFLHWK1Wpk6dCkBKSgrr16+vlVyGDx/ufBwXF1crryEiIiJVNPgR6D3ZGEs7WbiiKb/hnm6WnZ7H2XjjiV111W+piPV/fZcupOJSw5N/5gwnH36EE/feR/6JEyWuu7dqRdvXXyP87bfxDA83IUMREbmQiku1YOPGjUDhNrM+ffqUOW7o0KHOx5s2baqVXHJzi484dnNzq5XXEBERkSqyWGDsvyDCZXXzqR2w8sEGe4Lcif3Jxbv9AHcvN9pEB9d5HgM7GgtaW44k4Wig72lT4ygoIHnBAo6MHkP62rUlB7i5ETpjBlFrVhM4cqROMxYRqSfUc6kW7N+/H4Do6Gjc3ct+i7t27Vrinpr23XffOR8XbcMry4EDBxgwYAAHDx4kJyeHZs2a0adPH2655RZuv/12PDw8yr2/PCdPniz3+unTp6s9t4iISIPk7gUTP4B3h0PK8eL4nk+geRe46jHzcqum+F+MK4TadQnBzaPu/5Y5MKqZ4fmplGxOJGcTEeZb57lI5eXs28fpp58hZ+/eUq/7XH45rZ55Bu8unes4MxERqYiKSzUsJyeHxMREANq1a1fu2JCQEPz8/MjMzOREKct9L9bPP//MmjVrAOjVq1eFxaWEhAQSEop7PZw6dYpTp06xcuVKXnzxRZYuXVrhHGUJ13JlERGRkvyawR0fw5xrIS+9OP7tX6BF9wZ1gpzD7uDEPmO/pYjuddtvqUjnlv6E+nmSnJnnjMUcSSQiLMKUfKR89qwszr35JsnzF0BBQYnrbsHBtHjsMYLG34TFqo0XIiL1kf7vXMPS04s/GPr7+1c43s/PD4CMjIwazSM3N5e7776bgv/9gP7rX/9a5lir1co111zDK6+8wrp169i1axfff/89r776qrOYtG/fPoYPH87x48fLnEdERESqoUU3mDAPLC4fyz69BxJ+MSenajh3Ip3sdGPD5cieddtvqYjFYuGKjsbC1pYjyWWMFjNl/LCRI+NuIHnue6UWloIn3ErHLz4n+JabVVgSEanH6mTl0l133YXFYuEvf/kLrVu3rtQ9586d44knnsBisTB37txazrDm5OQUN+H0rMSJFV5eXgBkZ2fXaB4PPvggO3bsAGDatGmMGzeuzLHLli0jODi4RHzIkCH85je/4Z577mHBggUkJCTw29/+lmXLllU5n4pWZp0+fZr+/ftXeV4REZFGodO1cO3zsPaPxbH8TPhoEtyzvnCFUz0Xv9e4JS64pS+BzXxMyqaw79Lne844n8fEFfZdUo+e+sGWlETCC38nbfXqUq97duxI6+eexbdv3zrOTEREqqNOikvz58/HYrEwa9asSheX0tLSnPc1pOKSt7e383FeXl45IwsVNdz28am5D18vvPACc+bMAaBfv368+eab5Y4vrbBUxMPDgzlz5rBlyxYOHjzI8uXLOXXqFG3btq1SThVtERQREWnyBj4AZ/fBT4uKYynH4eOpcOcKcK/fx6wfd+m3FFnHp8S5GhhlfP0zaTkcS8qiQzM/kzISAIfDQeqy5SS89BL21NQS1y0eHoTddx9h996DtRJ/qBURkfpBa0trWEBAgPNxZba6ZWZmApXbQlcZb7/9Nk899RRQ2DD8888/d269qy53d3dmzpzpfH5hk3ARERGpIUUnyLVzWckbvwm+eLxenyCXk5lPwtE0Qyyihzn9lopENfeneYCXIRYTl1TGaKkLuUePcnzadE7/8Y+lFpZ8+vahw2craP7gAyosiYg0MPW2uFS0vaxo21hD4e3tTVhY4V/KKjoh7fz5887iUk00vP7oo4/4zW9+A0BkZCRff/01zZrVzDL67t27Ox+fOnWqRuYUERERF0UnyAW6rBDeOQ+2zzEnp0o4sT/ZUPty97DSpnOwaflAUd8l4+qlmCMqLpnBkZdH4n/+w9EbbyJr27YS162BgbR6/jkiFy7Eq2NHEzIUEZGLVW+LS5s2bQKgZcuWJmdSdUWFmNjYWGw2W5njDhw44Hxc3VPYiqxcuZKpU6dit9tp3bo133zzTY1uRVN/AhERkToS0BImfQjuLlvmv3gCjtTP1cPHXfotte0SgruHm0nZFBvoWlz6X98lqTtZP+7iyM03c+6113GU0jIicPT1RK1ZTciECWrYLSLSgNVKz6Xnnnuu1Phbb71FixYtyr03NzeXuLg4Vq5cicViYfDgwbWRYq268sor+eGHH8jMzGTnzp0MGDCg1HEXbi+7mK/zm2++4bbbbsNmsxEWFsbXX39NVFRUtecrzb59+5yP27RpU6Nzi4iIiIs2veGmN2HpXcUxRwF8Mg3u+RZC68/qDofdQfw+40lsZm+JK+LadykxI5e4cxlEtwgo4w6pKQXp6Zz95z9J+Whxqdfd27Sm9TPP4D90aB1nJiIitaFWikuzZ88usdLF4XDwn//8p9JzOBwOvL29eeyxx2o6vVp300038cILLwAwb968UotLdrudhQsXAoUNtYcPH16t19q8eTM33ngjubm5BAUF8dVXX9GjR4/qJ18Km83Ge++953x+1VVX1ej8IiIiUoqet8DZ/fD9y8Wx7PPw0e0w82vwDjQvtwsknswgO824IiXC5GbeRdqH+dIq0JszacWn+cbEJam4VMvS16/nzOxnsSUklLxotRI6dSrNH3oQ60X2BRURkfqj1taeOhwO5z8WiwWLxWKIlfWPl5cX7du3Z/LkycTExHDppZfWVoq1pn///gwZMgSAuXPnEhMTU2LMK6+8wv79+wF45JFH8PDwMFzfsGGD832bPn16qa/z008/MWbMGDIzM/Hz82PNmjX06dOnSrmuX7+elJSUMq/n5+dz9913O3MdN25cjfSHEhERkUoY9hR0HWuMnTsAy+4Be4E5ObmIdzklLqi5D8EtfE3KxshisZRYvaS+S7XHdv48px59jJP3/6bUwpJX9260//hjWv7hCRWWREQamVpZuWS32w3PrVYrFouFvXv3GhpDN2avvfYagwcPJjs7m5EjR/LUU08xfPhwsrOzWbx4Me+88w4AnTt3ZtasWVWePy4ujuuuu85ZGPrLX/5CUFAQe/fuLfOeFi1alNiWuGDBAm644QZuuOEGhg0bRpcuXQgMDCQjI4OdO3fyzjvvOLfEtWjRgtdee63KuYqIiEg1Wa0w/m2YOxLO/lIcP/QlfPs8jJhtWmpFjrsUlyJ61o9VS0UGdvx/9u4zPKpqCwPwd6ak95BCekJPQu8dBJEiIEhVRKSIBbAgIoiKYEcvKCBKka6AIigiCNJ776EnkEZ671PO/RFTTiaBJExJ+d775CGz9j7nLL0IkzV7r+2MbReKDiM5GZoErVaETMZ+kvoiiiLSd+1CzCefQpOUpDMuWFrCZepUOI19AYLCID9+EBGRiRnlT3cfHx8IggCzWnSkaMuWLbF582aMGTMGaWlpmD17ts6chg0bYufOnbC1rfjS7CNHjiAuLq7w9VtvvfXIaz766CPMnTtXJ56RkYGff/4ZP//8c5nXNm3aFJs2bYK/v3+FcyUiIqLHYG4DjP4FWNETyCpWyDm6EHANBJqNMFlquVkqxISmSWI+gVWj31KBkifGJWXm4VZcOhq7V41thdWdKjYOMfPmIWPfvlLHrTt1gvu8j2Gmx4NmiIio6jFKcenevXvGeEyVM3DgQFy+fBnffvstdu7cicjISJiZmaF+/foYPnw4pkyZAisr0y4bnzlzJlq0aIETJ04gJCQE8fHxSEpKgrm5Odzc3NCmTRsMGzYMQ4YMgVxu+lNfiIiIaiVHX2DEOmDdYEBb7CTaP6YATvUAr4pti9eXiOvJELVFp6/JFTJ4NnI0SS5l8XayhKeDJaJSsgtjJ+4msrj0mERRROrWrYj98ito09N1xmV2dnCbORP2Q4fw1GEiolpAEHkeK1UBkZGRhb2cIiIi4MVPt4iIiHSdXQ389aY0ZuMOvHwQsKtr9HT2r7uO68cfFL72CXTCwGktjJ7Ho0zfcglbz0cWvn4qyA0/vtDGhBlVb3mRkYj58ENkHtftKwoANr17wf3DD6F8xCnRRERkGob4+dtgDb2JiIiISM/avAS0nSSNZcQAm54DVNmlX2Mgoijq9luqIqfElVSyqfepsPy+S1QxolaLpHXrETpwUKmFJbmTEzwXLYTX4sUsLBER1TJ63Rb3xBNPAMg/mWNfsX3XBfHKKHkvIiIiolqt7+dAwk0g7HBRLPo88Oc0YOhywEhbkBKjMpGZmieJ+QRVrX5LBUoWl1KyVLgek4YgD3sTZVT95IaG4sH7c5B94UKp43aDBsJt1iwoHKvWtkgiIjIOvRaXDh48CAA6+6oPHjwIQRBQkR14BfO5R5uIiIioGLkSGL4WWPEEkBxWFL+yBXALBLo8+pAPfSi5asnW2QIObqbtJVkWTwdL+DhZITwpqzB24m4ii0vlIKpUSPxpNRKWLoWYl6czrnB3h/vcj2Dbo4fxkyMioipDr8Wlbt26lVoMKitORERERJVg5ZR/gtzKJ4G8Ys2U//0YcGkCNOpr8BTCQ6TFJd8g5yr9fq9jgLOkuHQyNBETuwaYMKOqL+fGDUTPno3ckOuljjuMHAnXGe9AbmNj5MyIiKiqMcjKpfLGiYiIiKiSXJsAz64EfhkFoGB1uAhsnQhM2g+4NDTYo/Ny1HhwJ1US8wmumv2WCnSs54zNZyMKX58KS4JGK0Iuq7oFMVMRVSokrFiBhO+XAWq1zrjSxwd1582DdYf2JsiOiIiqIr029L58+TIuX76MvFKWzBIRERGRnjXqC/T+SBrLSwc2jQayUwz22MgbydBqitodyOQCPBs6GOx5+tAhQFr8Ss9R41p0ahmza6+cW7dwb+QoJHy3WLewJJPBadw4BPyxnYUlIiKS0GtxqUWLFmjVqhXu3Lkjic+bNw/z5s1DQkKCPh9HRERERJ3fBJoOl8YS7wC/TwK0GoM8MjwkSfK6bn0HmFnodUG83rnbW8C/jrUkduJuYhmzax9RrUbCj8sR9uww5ISE6IybN6gPv19+htt7MyGztDRBhkREVJXptbgEoNSm3XPnzsXHH3+MuLg4fT+OiIiIqHYTBGDgd4B7M2n89h5g/3y9P04URZ1m3lX1lLiSSq5eOhHK4hIA5N65g3ujn0P8woWASiUdlMngPHky/LZuhWXz5qZJkIiIqjy9FpeUSiUAIDs7W5+3JSIiIqKHMbMCRv0MWNWRxo8uBK5u1eujUmKzkJ6YI4n5BlXtfksFOtaT5nkmLAlqjdZE2ZieqNEgcdUqhA19FjlXruiMm9WvB7/Nm+D61puQmZmZIEMiIqou9FpccnNzAwCcO3dOn7clIiIiokdx8AZGrgdkJbanbX8deHBZb48JvybdEmftYA4nD+syZlctHUusXMrM0+BKVO3su5QbGob7zz2PuAVfQyzZL1Umg/OkifDfuhWWTZuaJkEiIqpW9Lo5vlu3bvj5558xc+ZM3L17Fw0bNixczQQAf/zxB86ePVvh+44dO1afaRIRERHVTL6dgH5fAjunF8XU2cCm54GXDwDWdcq+tpxK2xInCNXjxDUXW3PUd7XBnbiMwtjJ0CS09HE0YVbGJWo0SFq/HvELF0HMzdUZN/P3h8fnn8GyRQvjJ0dERNWWIJbWJKmSrl27hnbt2iE7O1vyJqPgEZV54yEIAtSlHIFKNUtkZCS8vb0BABEREfDy8jJxRkRERNWUKAI73gDOr5XG/boCL2wD5MrSrysHdZ4GK6cfgUZVtJXsqUnBqN/atdL3NLY5269gw8nwwtfdGrpg3fh2JszIePLu30f07PeRXdouA0GA07hxcHljGmQWFsZPjoiIjMYQP3/rdVtcUFAQDh8+jN69e0OpVEIURUmD74LXFf0iIiIionISBKD/14B3iaPi7x0B/nn/sW4ddTtFUlgSZAK8m1SvVT8dA6Srt87eS4KqhvddErVaJK1bj9DBz5RaWFL6+sB34wa4zXyXhSUiIqoUvZ8Z27p1a+zZswdqtRoJCQnIyclBQEAABEHAP//8gwYNGuj7kURERERUnMIMGLEeWN4DSI8uip/+EajbDGg5plK3Lbklzt3fDuZWlV8JZQrtA6Qn22XlaXA5MhWtfatXkay88iIj8WDWbGSdOaM7KAhwfGEMXN96CzJLS+MnR0RENYbei0uFN1Yo4O7uLol5eHjA19fXUI8kIiIiogK2bsCoDcBP/QBNsd46f70F1GkEeLet8C1LNvP2CXIqY2bVVcfGHA3dbHArtnjfpcQaV1wSRRGpW7ci9rPPoc3K0hlXenvD47NPYdW24r8PiIiIStLrtriyfPTRR/jwww/h6lp99uMTERERVXuerYGB30pjmjxg8xgg7UGFbpUan42UWGmRwifIuYzZVVuHEqfGnQxNLGNm9aROSEDka6/jwZwPSi0sOT7/PAL+2M7CEhER6Y3BVi4V99FHHxnjMURERERUUovRQMwV4OTSolhGTH6BadxOQFm+HjsRIdICjKWtEi7etvrM1Gg6Bjhj3Yn7ha/P3ktGnloLM4VRPnc1qLS9exHz4UfQJCfrjCk9PVH3009h3aF9KVcSERFVnlGKS6WJjY3F1atXkZSUv7zayckJwcHBcHNzM1VKRERERDXTk/OAuGtA6MGiWNRZYOd0YPCS/Cbgj3C/xJY470AnCLKKnwRcFbQvsXIpW6XB5cgUtPGrftv8CmgyMhD76WdI3bat1HGH4cPgOvM9yG2sjZwZERHVBkYtLomiiOXLl2PJkiUICQkpdU5gYCCmTp2KSZMmQSjHGx0iIiIiegS5Ahi2Or/Bd0rRih1c3JDf4Lv95IderlFrEXlTuhLGJ7B6bokDACdrMzR2t8WNmPTC2MnQxGpbXMo8fRoP3psFVXS0zpjc2Rl158+H7RM9TZAZERHVFkZb+5ucnIxu3brhtddeQ0hICERRLPUrJCQEr776Krp164aUlBRjpUdERERUs1k5AaN/AZQlVq7sngWEHX7opQ/upECdqykKCIBPYPUsxBQo2XfpRDXsu6TNzUXsl18h/MVxpRaWbJ/sjYAdf7KwREREBmeUlUuiKGLw4ME4duwYAMDZ2RkjRoxA+/btC0+Ui4mJwenTp7FlyxYkJCTg+PHjGDx4MA4dOmSMFImIiIhqPrcgYMgyYMvYopioAba8CLx8EHAs/VTfkqfEufrYwtLWzICJGl6HAGesOX6v8PW5+8nIVWtgrpCbLqkKyLl+HdHvzkTu7ds6YzJra7jNmQP7ZwZzJwARERmFUVYu/fzzzzh69CgEQcDzzz+P0NBQLF26FGPHjkWfPn3Qp08fjB07FkuWLEFoaCheeOEFiKKIo0eP4pdffjFGikRERES1Q+BgoNsMaSw7Cdj0PJCXWeol4SWaeVfXU+KKa+/vJGk1laPS4lJEqukSKidRo0HCj8sRNmJkqYUlq3btEPDnH3AY8gwLS0REZDRGKy4BQPfu3bF+/XrY2pZ9soiNjQ3Wrl2L7t27QxRFbNiwwRgpEhEREdUePWYDDftJY7FXgD+mAKIoCWck5yIxSlp0qgnFJUdrMzR2t5PETlbxrXF54eG4P+YFxC9cCKhUkjHBzAyuM2fCZ81qKD09TZQhERHVVkYpLp0/fx6CIGDKlCnlvmbq1KkAgAsXLhgqLSIiIqLaSSYDhi4H6jSSxq/9DpxYIgmVXLVkbqWAm1/ZHxRWJx0CpH2jqmpxSRRFJG/egtBnhiC7lPfG5k2awO+3X+H80jgIMqO1VCUiIipklL99kpLy9+n7+/uX+5qCuQXXEhEREZEeWdgBo34GzO2l8b0fAncPFL4MvyYtuHg1doJMXjMKGB1LNPUu6LtUlagTExH56muI+egjiFlZ0kGZDM6TJ8N/8yZYNGxomgSJiIhgpOKSvX3+m5boUk6xKMuDBw8AAHZ2do+YSURERESVUqc+8OwKAMV684ha4LfxQPJ9aDVaRFxPllziE1S9T4krrr2/s6TvUq5ai4vhKSbLp6SMI0cQOvgZZBw8qDOm9PaG74YNcH3rTQhm1bu5OhERVX9GKS4FBwcDAFavXl3uawrmFlxLRERERAbQ8Cmg5/vSWHYSsPl5xN6OR162WjLkWwP6LRWwt1IisK70g8wTVWBrnDY3FzGffoaISS9Dk5CgM+4wciQCtm+DVauWJsiOiIhIl1GKS8OGDYMoiti2bRvmzp0LsUSjyJLmz5+PrVu3QhAEDB8+3BgpEhEREdVeXacDjQZIYzFXEP7nFknI2dMG1g7mRkzM8DqU2Bpn6r5LOTdv4d6w4Uhev15nTO7sDK8flqHux3Mhs7Y2QXZERESlM0pxadKkSWjUqBFEUcT8+fPRvHlz/O9//8OxY8dw+/Zt3LlzB8eOHcP//vc/NG/eHHPnzgUANG7cGJMmTTJGikRERES1l0wGDPkBcG4gCYeHS7db1aQtcQVK9l06H56CHJXx+y6JWi2S1q3DveHDkXv7ts64TY8eCPjzD9j26GH03IiIiB5FYYyHKJVK7Nq1C7169UJYWBiuXbuGGTNmlDlfFEUEBARg165dUCiMkiIRERFR7VbQ4HvFE0BeOrI09ohTS4tNPjVoS1yBtv5OkAmA9r+F9XlqLS6Ep6BjPeP9s6rj4xE9azYyjx7VGRPMzeE68104jh4NoXiDKCIioirEaEd9+Pn54fLly5g+fTrs7e0himKpX/b29njnnXdw8eJF+Pj4GCs9IiIiInJpCAz9EQAQkddCMqQ0E1C3nn0pF1Vv9pZKBHlI/7mM2Xcpff8BhA4aXGphybxxY/hv/Q1Ozz3HwhIREVVpRl0WZG1tjQULFuDTTz/FuXPncPXqVSQlJQEAnJycEBwcjNatW8OMJ14QERERmUbjAUC3dxH+Z54k7GV5HXKxIwAL0+RlQB0CnHAlKrXwtTH6LmmzsxH71VdI+WVTqeNOL70El7fehIzvi4mIqBowSnFp3rx5AID27dvjqaeegpmZGTp27IiOHTsa4/FEREREVAFit/cQ/vtuScxHPAjsvAYMXgLUsFU0Hes5Y8WRsMLXF//ru2ShlBvkeTkhIYh6ZwbyQkN1xhQuLqj7xeew6dzZIM8mIiIyBKMUl+bOnQtBELBt2zZjPI6IiIiIHkN8VCZy1JaSmI/ZBeBiHODZEmg70USZGUYbvxJ9lzRanL+fjE716+j1OaJWi6TVaxC3aBGgUumM2/Tuhbrz50Ph6KjX5xIRERmaUXouOTvnN0RkDyUiIiKiqu/+Vem2MAd5JOwUcfkvds0E7p8wQVaGY2ehRLCnYfsuqWJjET5hAuIWLNApLAmWlnCf9zG8Fi9mYYmIiKoloxSX6tevDwCIiYkxxuOIiIiI6DGEX0uSvPYxv1D0QqsGtowF0qKNnJVhdQyQng6nz75L6QcOIGzwM8g6cVJnzCIoCP5bt8JxxAg27SYiomrLKMWlkSNHQhRFbNmyxRiPIyIiIqJKyslUITYsVRLzbeUnnZQZl19gUucaLzED61CiuHQxIgXZeZrHuqc2Lw8xn32GyFdfgyYlRTooCHCeNAl+v/wM8wD/x3oOERGRqRmluPTaa6+hefPmWLduHdasWWOMRxIRERFRJUTeSIYoFr2WK2XwGPYqUO+JEhPP5G+RqyHa+DlCLitaOaTSiDh3P7nS98sNC8O9UaOQvG69zpjC3R0+a9bAdfrbEHgaHBER1QBGaegdExODlStXYsKECZgwYQJ+/vlnPPfcc2jWrBkcHR0hlz/8JA72aiIiIiIyjvBr0u1gng0doLAwA55dBSzvAaTcLxo8txrwaAG0HmfMFA3C9r++S5ciUgpjJ0IT0KVBxZt6p2zfjph58yFmZek+58knUXf+PMgdHB4jWyIioqrFKMUlPz+/wj3koihi37592LdvX7muFQQBarXakOkREREREfLfp5UsLvkE/rddzMoJGLURWPkkoM4umvD3DMA1CPBua8RMDaNjgLOkuHQyNKnsyaXQZGQiZt7HSPtzh86YYGYGt9mz4DByJHsrERFRjWOUbXFA/psV8b811gXfl/eLiIiIiAwvMSoTmal5kphPkFPRC/emwOAl0os0ecCWF4D0WCNkaFgdApwkry9FpCAzt3wfcmZfvYawZ4eWWlgyq1cPfr/+CsdRo1hYIiKiGskoK5dWr15tjMcQERER0WMouWrJ1tkCDm5W0klNhwHRF4ATxYpM6Q+AX8cBL/4JyJWGT9RA2vo5QS4ToNHmf7ip1ub3XerW0KXMa0StFklr1yHuf/8DVCqdcYfhw+E2exZklpYGy5uIiMjUjFJcevHFF43xGCIiIiJ6DOEh0uKSb5Bz6Stten8MxFwGwg4Xu/g4sPdDoO/nBs7ScKzNFWjmZY8L4SmFsROhiWUWl9RJSYieNQuZhw7rjMlsbFB3/jzY9etnqHSJiIiqDKNtiyMiIiKiqisvR40Hd1IlMcmWuOLkCmDYGsDeWxo/+T1w5TfDJGgkHQOcJa9PhiaWOi/z5EmEDX6m1MKSRfNm8N++jYUlIiKqNQy6cunq1av4559/cP/+fWg0Gnh4eKBHjx7o3LmzIR9LRERERBUUeSMZWk1Rr0uZXIBnI8eyL7B2BkasA37qC2hyi+J/TgXcggDXJgbM1nA6BDjj+4N3C19fjkxFRq4aNub5b5tFtRrxi5cgcflyoGRvUEGA88SJcJk2FYKy+m4PJCIiqiiDFJeysrIwfvx4/Prrr6WOd+zYEZs3b4anp6chHk9EREREFRQeIj0ZrW59e5hZPOKtomcrYMDX+QWlAqosYNPzwMsHAAt7A2RqWG38HKGQCVD/13dJoxVx9l4SejRyhSoqClHvzED2hQs618nr1IHHl1/Ahh+iEhFRLWSQbXHDhg3Dr7/+Wubpb8ePH8cTTzyBrKwsQzyeiIiIiCpAFEWdZt4+gc5lzC6h1dj8r+KS7gLbXgW0Wj1laDxWZgo093aQxE6GJiF9/wGEDn221MKSdZcuCNi+jYUlIiKqtfReXNq5cyd2794NAHBycsIHH3yAHTt2YPfu3ViwYAH8/f0BAHfu3MG3336r78cTERERUQWlxGYhPTFHEvMNLmdxCQD6LQA8WkpjN3cCxxbqITvjK953Sa7VwHHdMkS+9hq0qdKeVFAo4DpjBryX/whFnTpGzpKIiKjq0HtxacOGDQAAFxcXnDt3Dh9//DEGDBiAPn36YPr06bh48SKaN28OURSxceNGfT+eiIiIiCoo/Jp0S5y1vRmcPKzLfwOlRX7/JcsSDcD3fwLc3a+HDI2rw3/FJdesJCw48j26XdijM0fp7Q2/nzfCecJ4CDKekUNERLWb3v8mPHv2LARBwPTp0+Hr66szbmtri08//RQAcOPGDW6NIyIiIjIxnS1xQc4QBKFiN3HwAYb9BAjF3l6KWuC3CUBKuB6yNJ7Wvo7oFBuCJQcWoknyfZ1x23594f/7Vlg2a2aC7IiIiKoevReXYmJiAOChJ8J17doVQP7+/vj4eH2nQERERETlpM7TIOp2iiTmE1SBLXHF1esJPDFHGstOAraMBVQ5pV9TxYgqFdIW/Q8fnPgJtqpsyZigVML9ow/h+b//QW5ra6IMiYiIqh69F5cyMzMBAA4ODmXOsS32lzFXLhERERGZTtTtFGhURY23BQHwauxY+Rt2fgtoNEAai74A7JpR+XsaiSo6GvfHvICkn37SGUuwd4Hf5k1wHD264qu6iIiIajiTbxAXRdHUKRARERHVWiW3xLn528PCWln5G8pkwJBlgFM9afz8OuDc2srf18DSDxxA6JChyL50SWfssEczvNp1GvICGpggMyIioqrP5MUlIiIiIjKdks28fYOdyphZARb2wMgNgNJKGv97BhB1/vHvr0eiSoXYrxYg8lXd0+BUMjmWNBuCz9u+gAyFJc6EJZVxFyIiotpNYagb//HHHzh79qxe5o0dO1ZfaRERERHRf9ISspESK21RUOl+SyW5BQKDFgNbJxTFNLn5/ZdePgRY6+k5j0EVHY2ot6cj++JFnTGltzd+6DoeO7OK2jmcDE1EryZuRsyQiIioejBYcWnOnDkPHS/Yq16eeSwuEREREelfeIh0JY6FjRIu3npsVN10GBB1Djj5fVEsNSK/4DRmKyCT6+9ZFZR+4AAevDcLmhKrlQDA9qmnUPeT+fA7+QDYd7swfiI0UWcuERERGWhbnCiKev0iIiIiIv0r2W/Ju4kTBJmem1U/OQ/w6SSNhR4ADnyq3+eUk6hSIXZB/ja4koUlQamE25w58Fy0EHJbW3QIkK6uuhadhtRslTHTJSIiqhb0vnJp9erV+r4lEREREemZRq1F5I1kScw32ABb1eRKYPga4MduQEZMUfzIN4Bna6DxgDIv1TdVbCyi3nob2ed1+z4pvbzguXAhLJsGF8Za+jjATCFDnjr/ND1RBE6HJeHJQG6NIyIiKk7vxaUXX3xR37ckIiIiIj2LuZsKVa5GEvNuoodm3qWxdQNGrAXWDAC06qL4tleASQeAOvUN89xiMk+eRNT0d6BJ1N3aZtunD+p+Mh9yOztJ3EIpRysfB5wMLdo+eDI0kcUlIiKiEnhaHBEREVEtVLLfkouPLazszAz3QJ8OwFOfSWO5acDmMUBepsEeK2q1SPhxOcLHT9AtLBVsg/t2kU5hqUDHgDqS1yfusu8SERFRSSwuEREREdVC4SHSIolPoIFWLRXX7mWg6XBpLP468Oe0/D1neqZJTUXka68jfuFCQKuVjCk9POD380Y4jXm+8KCZ0nQIkP57uR6ThpSsPL3nSkREVJ2xuERERERUy2Sm5iIhIkMS8wkyQnFJEICB3wKuQdL41d+AMyv1+qickBCEPTsMGQcP6oxZd+8G/9+3wrJp00fep4WPA8wVRW+ZRRE4FZb0kCuIiIhqHxaXiIiIiGqZiOvS4ojSQg63AHvjPNzMGhi5HjAv8bzds4CIM3p5RMpvv+HeqNFQRUZKBwQBLm++Ae9lyyB3cCjXvcwVcrT2dZTEToZyaxwREVFxLC4RERER1TLh16TFJe/GTpDLjfi20LkeMGSZNKZVAb+OAzIrX7jR5uQgevb7eDDnA4h50q1rckdH+KxaiTqvvAJBVrF/1o4B0lP02HeJiIhIisUlIiIiolpEqxURUaKZt1G2xJXUeADQ+U1pLC0S+H0ioNWUesnD5N2/j3ujRiP19991xixbtID/tt9h3alTpVLtUE9aXLoRk47kTPZdIiIiKsDiEhEREVEtEh+ejpxMlSTmbYxm3qV54gPAr6s0dnc/cOirCt0mfd8+hA0bjtwbN3TGHF94Ab7r1kLp7l7pNJt7OcBCKX3bfCqMq5eIiIgKsLhEREREVIuEX5MWRRzdrWDnbGmaZOQK4NlVgE2Jws+hL4Hb/z7yclGtRtzXXyPy9SnQpqdLxgQrK3j+7xu4vz8bgpnZY6VpppChja+0AHcylE29iYiICrC4RERERFSLlOy35BPoXMZMI7F1A4avBgR5saCYvz0uJbzMy9Tx8QgfPwGJK1fpjJnVqwf/X7fArn9/vaXZsR77LhEREZWFxSUiIiKiWiInU4XYsFRJzNsU/ZZK8u0EPPmxNJadDGx5EVDn6kzPOncOYUOfRdbp0zpjdgMGwH/LZpjXq6fXFDsESP893YxNR2KGbm5ERES1kVGKS+vWrcO6deuQlpZW7msyMjIKryMiIiKixxd5IxmiWPRarpTBs4GDyfKR6DgFaDJQGos+D/wzu/ClKIpIWr8B918cB3V8vHSuUgm3OXPg8fUCyKyt9Z5eMy8HWCrlktjpMG6NIyIiAgCFMR4ybtw4CIKANm3aIDAwsFzXxMbGYty4cZDJZBg7dqyBMzSc+/fv47vvvsPOnTsREREBc3Nz1KtXDyNGjMDrr78OKysrvTxn165dWL58Oc6cOYP4+Hi4uLigbdu2ePnll9GvX79y3UOtVmPlypXYuHEjbty4gYyMDHh4eKB3796YNm0agoKC9JIrERHVTqIoIk+bh1xNLvI0+b/manKRq86VxIqP5WnyoBbV0IpaaEUtNKIGWlELtVYtea0RNdBqS7wWtRAgQBAEyAQZZIIMAop9LwiQodj3ggwyFH2vlClhJjcr/NVMZgalXCn51UxupjNmJjeDpcIS5nJzCIJg6n/tEuEh0q1cng0coDCTlzHbyAQBGLwUiL0GJIUWxc+sBLzbQ9tgIGLmzkXqH3/qXKpwd4fXooWwbNHCYOkp5TK08XPEkdsJhbGToYno17SuwZ5JRERUXRiluPQ4xOIfr1UzO3bswJgxYyQrtrKysnD27FmcPXsWK1euxM6dO1G/fv1KP0Or1eLll1/GqlXSfgNRUVGIiorC9u3bMXHiRPz444+QycpeqJaQkID+/fvjzJkzknhoaCiWL1+OtWvXYsmSJZg4cWKlcyUiouonT5OHtLw0pOWmIUOVgQxVBrJUWchUZSJTlYksdRYy8jIKvy+IF//KUmchV52LPG3tOrpdJshgpbDK/1JawVJhCStl0euSv1oqLGGlsIKNmQ3szOxgb24POzM72JnZwVpp/diFKlEUdfstBZm431JJFvbAiPXAyt6AOrswnPfzW4i8tga5t8N0LrHu1AkeXy+Awsnw2/s6BDiXKC5x5RIRERFQhYtLGo0GAKBQVNkUH+rChQsYOXIksrOzYWNjg1mzZqFnz57Izs7Gpk2bsGLFCty6dQsDBgzA2bNnYWtrW6nnvP/++4WFpZYtW+Ldd99FvXr1cPfuXXz11Ve4cOECVq5cCRcXF3z22Wel3kOj0WDIkCGFhaWhQ4di0qRJcHJywqlTp/DJJ58gLi4OkydPhqenZ7lXQhERUdWh0qiQlJOE1LxUpOamIi03rfD71NxU6ffFXmcX+wGfKkYragsLcnjMf41yQQ5bM9vCYpOduV2p3ztaOMLJwgnOFs5wsnSClcKqsCiV9CATmSnSHkHegVWg31JJ7sHA0wuB7a8AADIemCP6hA00ebqFJedXJsNl6lQIcuOsvuoQIC3GFfRdcrYxN8rziYiIqqoqW7m5efMmAMDJCJ9CGcIbb7yB7OxsKBQK7NmzBx07diwce+KJJ9CgQQO8++67uHXrFr755hvMnTu3ws+4desWvv76awBAmzZtcPjwYVha5h8l3LZtWwwaNAjdu3fH2bNnsWDBAowfP77UVVJr167F0aNHAQCvvfYali5dWjjWrl079OvXD61bt0ZaWhqmTZuG69evV9uiHxFRTaLSqJCYk4jE7ESdXxOyEySx1NzUR9+QqiyNqEFKbgpSclMqdJ253BxOFk5wsnBCg/D2cEfzwjG5nRbXNRfhnORcOEchqyJ/v7cYDTH8BBI3bEX8FVtAlK7akllbo+4Xn8PuySeNmlYzL3tYKuXIVmkKY6fDkrg1joiIaj2DvIM4fPhwqfEzZ84gISGh1LECubm5uHv3Lr7++msIgoAWBtw7byinT5/GkSNHAAATJkyQFJYKTJ8+HatXr8b169fx7bff4v3334dSqazQcxYtWgS1Wg0AWLx4cWFhqYCVlRUWL16Mjh07Qq1WY+HChZLCUYGCApWTkxMWLFigM16/fn3MmjULs2bNwp07d7Bt2zYMHz68QrkSEVH5aUUtknKSEJsVi9jMWMRkxuR/nxWLuKy4/MJRdiLS8sp/UEZVphAUMJObwVxuXuqvCpkCMkEGuSCX/FoQL2tMQH5BQoRY2LNJ8r0oQoti3/83LooiNKIGKq0KKo0Kedo85GnykKfNy3/93/d5mjyotPmvNaLmEf+UppGrycWDzAd4kPkA/ve7S8auWJzA0n1bCl8LEOBs6Qw3Kze4WrnC1cq11O9tzGwMnrcmIxMP9miQftlOZ8ysriO8Vm2AeUCAwfMoiX2XiIiISmeQ4lKPHj10+gKIoojx48eX+x6iKEIQBEyePFnf6Rnc9u3bC79/6aWXSp1T0Kh81qxZSElJwYEDB9CnT59yP0MURfzxxx8AgMaNG6NDhw6lzuvQoQMaNWqEmzdv4o8//sCSJUsk/9/cunUL169fBwCMGDGizAbj48aNw6xZswCAxSUiosegFbVIzE5EbFaxolFmLGKyYhCbGVtYRFJr1aZOVUdBTyBrpbXky0r5X0xhXeqYlSK/n1BBwajgq6AZdpVZLfMYNFpNURFKk4ccdQ6y1Fn5X6qyf81WZxf9+l/PqvS89Pw+V3lp0IpaveSn0Jihblo9SSzC4YbktQgRCdkJSMhOwLXEa2Xey0phpVN4qmtdFx42HvC08URdm7qwVFiWef2j5IaGIXLqVOTdvaszZuuVjbod4yFXxAEwfnEJYN8lIiKi0hjs3Vxpjbgr0pzby8sLs2fPxjPPPKPHrIyjYIuZtbU1WrduXea87t2LPkE8duxYhYpLYWFhiI6O1rlPWc+5efMmoqKicO/ePfj7++vk+qj7uLu7o2HDhrh16xaOHTtW7jyJiGqj1NxURGVEITI9ElEZUfnfZ0QiKj0K0RnRJm9sbWtmC3sze9ibF/sq8drB3KGwqXRBY+maUAQyFLlMDkuZ5WMVVUrSilpkqjILG6oXFJzK+j41NxXJOclIzElErkbaW8kjrT7kYtH/f1poEGV/q1J5ZamzcC/tHu6l3StzjrOFMzxtPOFh41FYdCp4Xde6LiwUFqVel75vH6LfnQltZmaJEREuzdLh3CQDggDg13HA5COAjUul/hkeB/suERER6TLIu8QDBw4Ufi+KIp544gkIgoBVq1ZJChslCYIACwsL1K1bF97e3oZIzSgKVgLVr1//ob2JGjdurHNNeYWEhJR6n/I8p/j/BxW9z61btxAREYHMzExYW1tXKGciopoiT5OHyIzIouJRurSAlK5KN2o+CkGR38TZMr+Js7OFM5wtnVHHog6cLfO/d7bI76tjb27PIlE1IRNksDWzha2ZLTxtPMt9nSiKyFZnIzEnEUk5SUjKTsK9v7ORVWxOlnMifOp4ISknCSm5KXpbIVUgMSe/19flhMuljtexrJNfdLL2hL+DP1o4NYPPryeQtnyVzlyZvT08x7SETeLPRcH0B8DWCcAL2wCZcZp5F2DfJSIiIl0GeXdZ1gqYdu3aITAw0BCPrDJycnIK+0p5eXk9dK6joyOsra2RmZmJiIiICj0nMjKy8PtHPad4oa7kcypzH1EUERkZiUaNGlUq39I8ePCg3PciIjIGrahFbGZs4QqN+2n3839NvY/ozGi9/zBeGrkgh4uVC9yt3OFm7Va4DcnF0qWwYFTHsg7szO0gE2QGz4eqB0EQ8rcjKq3gbZv/d/eG6BMofmRdry4dMLPfKAD5W/pSclMQnx2PuKy4wt5eBd/HZua/1mePr4Ltd5fjL8M6W4T9n1o4hOqucDdv3AheS5bAzKMusD4KCDtUNBh2CDjwGdDrA73lVR7su0RERKTLKB9dhoXlHx3r6Vn+T92qq/T0ok+rbWwe3fCyoLiUkZFhsOcUX2FU8jn6us+jVGQlWmhoKLKysh49kYhID9JV6XiQ8wBR2VGIzonGg+wHiMqJQkx2DPJEw21fkwtyOJk5oY5ZHTiZOcHZzBnO5s6oY1an8Ht7pT3kQimrMtQA0gFtuhZx//2PqCxZKWqkxmVLgzYZuHVLui1OBhnc//sfrJD/VUyuJhdJeUmFX4l5iYW/xufGIz43HmnqihWgfGNFTP9dA/cU3bEjQQK2DEpCwMV5aHy3MQIbjka3mOuwyi72+/3I14iSeSDTs2uFnvu46tuJOFLs9aEbD3CriZlRcyAiIqqsmJgYvd/TKMUlX19fYzymSsjJySn83szs0W8yzM3z9+dnZ2c/Ymbln1PwjNKeo6/76NOjekgREVWG3FYOC08LmHuaw8LLAuYe5jD3MIfC1jB/FYpaEaokFVQJKuTF5SEvIQ958XlQxauQl5AHdaoaKH8rQqJK6xI4EKO6vln4Oj07Ge269YZogN+AMnMZlM5KKF2UMKtjBmWd/F8Lvi/+31vna1q88rcW5iV616tlwLpeMuxuLQBIRmziCZxIPJE/6GSG1hpXtMrNRYucXLTIzYXl7rfQ6ccMhKca7z8oM4/GqPvC14Wv7yXnoUmLttBm14wTHImIiCqKTRf0zMKiqEFlXt6jP/HOzc1vuGlpWbEGoBV5TsEzSntOyfsUf12R+zzKo7b9PXjwAO3atQMAHDp0CO7u7hW6PxFRgXRVOsKzwxGRFZH/lZ3/a0VXVJSHncIOruaucLVwhZu5W+GvbhZucDZzhlKm1PsziSrq4h8JiL9b9GFSw1aeuPH+jYdcYTjZmmzEZ8dCsWET3P4+oTOeYgUsHCLHdR+hlKsBmMlwDhY4Z5n/fkUping6IxO7Pm0CxRM/AXLj/Den1ooYsuEuctVFBa3l2/ejq5+tUZ5PRET0OGJiYvS+qEOvxaV58+YVfv/hhx+WGq+M4veq6mxti95UlGfrWOZ/p6GUZwtdZZ+TWezElZLPKXmfhxWXHnafR3lUP6fiAgICKjSfiGqnbHU2biffxq3kW7ibche3U27jbspdJGQnPPriCrBSWMHP3g++dr7ws/vvV3s/+Nr6wsasYn8WEhmbRq3FwUhpX8OgDn5o2NA0H+JoUlMR9c5SZB7RLSxpAuvj9rQn4Kq5i+j4i0jNTX3k/VSCgG22NtiGLPS4OA0vPbEALV1bQhDKKE7pUTv/FEnfpfBsczRs2NDgzyUiInpcVlZWj55UQXotLs2dO7fwL/PiBaHi8cqoTsUlCwsLODs7IzEx8ZFNrJOTkwsLNhU9Ha948eVRzym+aqjkc0rep06dOo+8jyAILP4QkVElZifiZtJN3Ei+gRtJ+V/30+7rram2QlDAy9YLfnZ+hYWkgmJSHcs6RvlBlcgQYu6mQpWrkcS8mziZJJfcu3cR+drryLt/X2fMYeRIuL0/G8FmZhiL/MNDwtLCcDHuIi7GXcSFuAu4l3bvofc/mBeHg7tfRDOXZngp6CX09O4JuQFPkusQ4FyiqXeSwZ5FRERU1el9W5wolr7fvax4TRQYGIgjR47gzp07UKvVUChK/9d840bRkvQmTZpU+Bml3aeizyl5nxYtWjzyPt7e3pLm3kRE+qIVtYhMjywsIN1IuoGbSTcRl62fhtXmcnME2AegvkN91HOoh/oO9eFv7w8PGw8oZNwpTjVPeEii5LWLjy2s7IzfeDp9/wFEz5gBbbFV0AAApRLuc+bAceQISVgQBATYByDAPgBDGwwFACTnJONS/CVciLuAi3EXcSX+MlRiiYZNAC7HX8ZbB9+Cr50vxgaOxaB6g2ChKHtldmV1CHCWvL4Zm47EjFw425iXcQUREVHNpdd30lpt6Z8glxWvqbp06YIjR44gMzMT586dQ/v27Uudd+hQ0XG6nTt3rtAz/P394eHhgejoaMl9SnP48GEA+af1+fn56eRaPJ9Ro0aVeo+YmJjCU2UqmisRUWk0Wg1CU0NxNeEqriddx82km7iZfBOZqsxHX/wISpkS/vb+hQWkeg710MChATxtPA26koGoqgkPka6m8Qky7qolURSR+OOPiP/2O6DEB41yZ2d4ffctrFq3Lte9HC0c0cO7B3p49wAAJGQn4OcDs7Ap5jjS5TKd+ffT7mP+yflYenEpRjcejVGNRsHBwuFx/5EKNfOyh6VSjmxV0cqw02FJ6Ne0rt6eQUREVF3wY1oDeOaZZ/D5558DAFavXl1qcUmr1WLdunUAAAcHB/Ts2bNCzxAEAYMHD8ayZctw48YNnDx5Eh06dNCZd/LkycIVR4MHD9bZ2tGwYUM0adIE169fx5YtW/DNN9+Uuv9yzZo1hd8PGTKkQrkSEYmiiKiMKFxNvIqr8VdxNfEqQhJDkK1+vJMnZYIMvna+aODQAPUd6qO+Y34hycfWhyuRqNbLTM1FQoS0L6NPoHMZs/VPm5mJ6NnvI/2ff3TGLIKC4LVkMZR1K1+IqWNZB9P6LcfEbS/j93u7sM7eFg9KWS2elJOEpReX4qerP2FI/SEYGzQWnjaelX5uAaVchjZ+jiW2xiWyuERERLWSINam/WpG1K1bNxw5cgQKhQKHDx9Gx44dJeMLFizAu+++CwD46KOPMHfuXMn4wYMHCwtOL774oqS4U+DWrVsIDAyERqNBmzZtcPjwYckpbtnZ2ejWrRvOnj0LhUKBkJAQNGjQQOc+P/30EyZMmAAAeP3117FkyRLJ+N27d9GqVSukpaWhfv36uH79eplb/SorMjKysB9UREQEezoRVXMJ2Qm4lnANVxOv4krCFYQkhCA5N/mx7mkht0BDx4Zo7NQYjZwaobFTYzRwbABLRcVOrySqLW6ceIB9a68XvjazkGP8N10hL2WVj77lRUYi8vUpyL15U2fMbuBA1J0/D7KHHCJSsYdlAiuegCr+BvZYW2GNvR1umJe99U8uyNHHtw/GBY9DoHNgmfPKY+mBO1jwT9E/YyM3W/zzVrfHuicREZGhGeLnb36sayDffvstOnfujOzsbPTp0wezZ89Gz549kZ2djU2bNmH58uUA8lcOTZ8+vVLPaNiwIWbMmIEvvvgCZ8+eRefOnTFz5kzUq1cPd+/exZdffokLFy4AAGbMmFFqYQnIL1799NNPOHbsGJYuXYqYmBhMmjQJjo6OOH36NObPn4+0tDTIZDJ89913ei8sEVH1lq3OxtWEq7gcfxnXEq/hasJVPMh88OgLH8LJwqmoiOTYGI2dG8PX1pdb2ogqIPyatN+SVxMnoxSWMk+eRNSbb0GTkiIdkMngOn06nMa/pN8m+WbWwIh1UC7vgQGZWeifmYUTFhZY4+iAExa6RSaNqMGue7uw694udPbojIlNJ6KNe5tKPbpjPfZdIiIiAoxUXFKpVLh9+zYAoF69ejA3l/6Fm5OTg/fffx9btmxBQkIC/P398eqrr2Lq1KnGSM8gWrZsic2bN2PMmDFIS0vD7NmzdeY0bNgQO3fuhK2tbaWf8+mnnyIuLg4//fQTLly4UGrPpAkTJuCTTz4p8x5yuRzbt29H//79cebMGWzduhVbt26VzDE3N8eSJUvQr1+/SudKRDVDTGYMLsZfxKW4/Ma6N5NuQl1KU93yqmtdF8F1gtHEqUnhiiQXSxee0Eb0GLRaERHXpasFfQIN229JFEUkb9iI2C++ADTSE+pkdnbw/OYb2HTtUsbVj8mlETDwW+D3SRAAdMrJQacHMbju2gBrArvjn/B90IgancuORR/DsehjaOXaChObTkQXzy4V+rOnqac9rMzkyMpj3yUiIqrdjFJc2rZtG0aPHg0nJydERkbqjA8ZMgR79uwpPFHuxo0bePPNN3Hz5k2dLVrVycCBA3H58mV8++232LlzJyIjI2FmZob69etj+PDhmDJlSqn9jSpCJpNh1apVePbZZ7F8+XKcOXMGCQkJqFOnDtq2bYvJkyeXqyBUp04dHD9+HCtWrMDPP/+M69evIzMzEx4eHujVqxfeeOMNBAUFPVauRFT9qLVq3Eq+VXgc+MX4i4+1KsnB3AFBdYLQtE5TBDsHI6hOEOpY1tFjxkQEAPH305GTqZLEvA1YXNLm5SFm7sdI/f13nTGzevXg/f1SmPn6Guz5AIBmI4D7x4FzqwtDTeJu40v3VnhjyE6sv74BW29vLbXX2/m483ht32to4tQEE5tORC+fXuVaKZnfd8kJh2/FF8bYd4mIiGojo/RcmjBhAlavXo0JEyZgxYoVkrGdO3di4MCBEAQBnp6eaNu2LU6fPo2oqCgIgoAjR46gU6dOhk6RTIw9l4iqhrS8NFyOv4wLcRdwKe4SLidcrnTTbUuFJQKdAxHsHIzgOvlfnjaeXJFEZARndobh9I6wwteO7lZ4bq7uwR/6oIqNQ+S0qci5dFlnzOaJJ+Dx1ZeQ29gY5Nm6yeQAq3oDMVek8YHfAq3HITU3FVtubsGG6xuQlJNU+j0A+Nn5YWLTiegf0B9KmfKhj/z+4B18tZt9l4iIqPqotj2Xzp8/D0EQ0L17d52xn376CUD+FrHTp0/D1tYWqamp6NSpE27cuIGVK1eyuEREZCCJ2Yk4F3sOZ2PP4mzsWdxJvgMRFf/MQS7I0dCxYf6KpP8KSQH2AeyRRGQi4dekhROfIMOcEpd96RIip0yFOj5eZ6zOa6+hzpTXIcgM3+epkNICGL4WWN4DyE0riv/9LuDRCvZ1m2FSs0kYEzgG225vw+prqxGTGaNzm3tp9zDn2Bx8f/F7vBT8Ep6p/wwsFKU3IO8QwL5LRERERikuxcXFAQDq168viWu1Wuzbtw+CIGDq1KmFvYfs7e0xZcoUvP766zhx4oQxUiQiqhUSshPyC0kx+V93U+9W6j62ZrZo7tIcLVxaoIVrCzSt0xRWysfb5ktE+pGTqUJsWKokZoh+SxnHjiHy9SkQc3IkccHKCh5ffA67Pn30/sxyca4HDF4CbBlbFNPkAr++CLx8ELCwh6XCEs81eQ7DGw7HX6F/4aerP+Fe2j2dW0VnRuPTU5/ih0s/YGzQWIxsNBLWSmvJHPZdIiIiMlJxKSEhAQBgaSk9LvrixYtIS0uDIAgYMGCAZCw4OBhA/hItIiKqnLisuPxCUuxZnIk5U+oPT+Xha+eL5i7N0dK1JVq4tECAQwBkghFXIxBRuUXeSEbxpgdypQweDRz0+oz0/QcQ9cYbEFXSvk5KLy94LV0Ki0YN9fq8CgscDLR/FTi1rCiWFAr8OTV/ZdN/23OVciWGNBiCQfUGYW/4Xqy8vBI3k2/q3C4xJxELzy3Eqiur8FyT5/B84+fhYOHw3z3Yd4mIiMgoxSVzc3Oo1erCIlOBw4cPAwC8vLzgW6LJY8EqJo1G92QPIiIqXWxmLE7HnC7c6nY/7X6F72EmM0NwnWA0d22Oli4t0dy1OZwsDHvKFBHpT3hIouS1Z0MHKMz0t0U1bfduRL0zA1BLT4m06tABngv/B4Wjo96e9VienAdEngGizhbFQv4ATv0IdHhFMlUuk6OvX1885fsUjkQdwYrLK3Ax/qLOLdPy0vDDpR+w9tpajG48Gi8GvQgnCyd0CChZXCq7nxMREVFNZJTikq+vL0JCQnDq1Cn06tWrML5jxw4IgoBu3XSbHiYl5f+l7OLiYowUiYiqpYy8DJyJOYMTD07g5IOTCEsNe/RFJVgprNDStSXauLdBG7c2CHIOglL+8Aa2RFQ1iaKo228pUH/9llK2b8eD2e8DWq0kbte/Hzy+/BKCsgr92aEwA4avAX7sCmQnF8X3zAG82uR/lSAIArp5dUNXz644G3sWKy6vwIkHui0astXZ+OnqT/jlxi8Y1WgUWnk9Ixln3yUiIqptjFJc6tmzJ65du4bFixdjyJAhaNKkCf78808cPHgQANC/f3+da65evQoAqFuXS4qJiAqotCpcib+SX0yKPokrCVegESu2wtNaaY1Wrq0Ki0lNnJs88jQkIqoekqIzkZmSK4n5BOln5WHyps2ImTtXJ24/dCjqzp8HQV4FG/g7eANDfgR+HlEU06qAX8cBkw8DVqX/uxEEAW3d26Kte1tcTbiKlVdWYl/4Pp152epsrL62Gr/If4F13fbIiusKUZN/Mh77LhERUW1ilOLS1KlTsXz5csTFxSE4OBiOjo5ITk6GKIrw8vLCs88+q3PNnj17IAgCmjVrZowUiYiqJFEUcTflLk4+OImTD07iTMwZZKmzKnQPW6UtWrm1Qlv3tmjj1gaNnBpBITPKH/9EZGQlVy3ZOlnAwe3xm+0nrlmDuC++1Ik7Pvcc3Oa8b9wT4Sqq4VNAl7eAowuLYqkRwPZXgVG/AI/IPbhOMBb1XIQ7yXew6uoq/B32N7SidOVWjiYHModDsLY7DlVyB+QldmPfJSIiqlWM8tNFgwYNsH79eowfPx6ZmZmFW94cHBzwyy+/wMzMTDI/JiYGe/fuBQA88cQTxkiRiKjKiM+Kx8kHJ3EiOn+rW3y27hHfD2NrZos2bvmrktq6t0VDx4aQy6rgigIi0ruS/Za8g5wg/Ne8urISfvgB8Yu+1Yk7TRgP13feeez7G0XPOUD4KSD8eFHs1m7g+HdAlzfLdYv6jvXxedfP8UrzV7D88nLsDN2ps3JUkKlg5nwESseT+OdBV0zN/gB1LOvo8R+EiIioahJEsfh5IoYVFxeHnTt3IiYmBnXr1sWgQYPg5KS7HHnPnj345ZdfAACLFi2Cvb29sVIkE4mMjIS3tzeA/BMCvby8TJwRkfGotWpcjr+MI1FHcDTqKG4k3ajQ9UqZEi1dW6JD3Q7o6NERTZyasJhEVAupcjVYOf0wtOqit3b9JjdFQMvK9a8URRHxCxchcflynbE6U6agzuuvVY/CUoG0B/n9lzKLFexlCmDCHsCzdYVvF54WjuWXl+Ov0L/K3J5sJjPHyMYjMD54PItMRERUZRji52+jFpeIysLiEtU2CdkJOBp1FEcij+DEgxNIz0uv0PWNHBuho0dHdKjbAa3cWsFSYWmgTImourh3JQE7l14ufC2TCRj/TVeYW1Z8obooioj97HMkr1+vM+b6znQ4T5z4WLmaTOhBYN0zAIq9/XUKACYfAcxtKnXLiLQIrLiyAn/e/bPMIpO53BzDGw7H+ODxcLHiYTVERGRaLC5RjcXiEtV0aq0aVxKu4Ehk/uqk60nXK3S9u7U7OtbtiI4eHdHOvR2cLfV3+hMR1QyHN9/ClQORha89GjhgyPRWFb6PqNUi5qO5SPn1V50xtzlz4DTm+cfK0+T2fwIcXiCNtRgDPLP0sW4bkR6BF377HAnCMQiCttQ5BUWmCU0ncCUTERGZjCF+/jZZR9fY2FhcvXq1sP+Sk5MTgoOD4ebmZqqUiIj0KiE7AceijuFo1FEcjz6OtLy0cl9ro7RBO/d2hauTfO18q9f2EyIyuvBrJfotBVb8lDhRrUb07NlI+3OHdEAQUPeT+XAo5RCWaqf7zPwVTJFnimIXNwD1ewHBQyt9W29bb4zwfxsL9nWEmfMBKB3O6RSZcjW52HB9A3679RtGNxmN8UHj4WDhUOlnEhERVRVGLS6Joojly5djyZIlCAkJKXVOYGAgpk6dikmTJvEHKSKqVkRRxK3kWzgQcQAHIw7iWuK1Cl3f0LEhunp2RRfPLmju2hxKmdIwiRJRjZMan43UuGxJzDeoYiscxbw8RL0zA+l79kgH5HJ4fPkl7J8e8LhpVg1yJTB0BfBDV6D4luQdbwJebQEH70rfukOAM8TdTsiNeRZ5iT1h5nwQlk7ndLbL5WhysPrqamy5uQVjA8fihcAXYGtmW+nnEhERmZrRtsUlJydj0KBBOH48/5SOsh5bUFDq1KkTduzYAQcHB2OkRybGbXFUXam0KpyLPYcD4fkFpejM6HJfa620Rse6HdHVqys6e3SGmzVXbhJR5Vw9FIlDv9wqfG1pq8RLX3aBICvfB3Xa3FxETXsDGYcOSQeUSnj+7xvYPfmkPtOtGi5tArZNlsZ8OgHj/gIqeSiCSqNF84/3ICuvqJj0yTAP3FX9ie13tkOtVZd6nb25PV4KegmjG4+GldKqUs8mIiIqr2q7LU4URQwePBjHjh0DADg7O2PEiBFo37493N3dAQAxMTE4ffo0tmzZgoSEBBw/fhyDBw/GoZJvcoiITCwtLw3Hoo7hQPgBHI06inRV+ZtxN3BsgC6eXdDVsytauLbg6iQi0ov715Ikr70DncpfWMrKQsTrryPrxElJXDA3h9eSxbDp2lVveVYpzUYCd/4FrhTrLRV+HDj6P6DbjErdUimXoa2fEw7dKjqR7laUEvMGf4RJTSdh+eXl2H5nu85KptTcVCw6vwjrQ9ZjUrNJGNZwGMzl5pXKgYiIyBSMsnJp48aNeOGFFyAIAp577jl8//33sLUtfelvRkYGXn/9daxfvx6CIGDDhg0YPXq0oVMkE+PKJarqojOiC7e7nY05C7VY+qfPJVkrrdGhbgd08eyCLp5d4G7tbthEiajW0ai1WDn9CNS5RQWL3i8FolH7R/95o83JQfjEicg+e04SF6ys4L1sGazbt9N7vlVKTirwQxcgJbwoJsiB8f8A3m0rdctlB+/iy903Cl83dLPBnre6F74OTwvHskvLsDN0J0SU/jbc3dodk5tNxuD6g/khBBER6V21PS1uwIAB2LVrF3r06IH9+/eX65qePXvi0KFD6NevH3bu3GngDMnUWFyiqkYURVxPuo4DEQdwIPwAbibfLPe1njae6OHdAz28e6C1a2so5fzBgIgMJ/JmMv5YeKEoIADjv+oCS1uzh14najSIevMtpO/dK4nLbGzgvWI5rFq2NES6VU/4SWB1P0As1nzb0Q+YfASwsKvw7S6EJ2PI98clsbNzeqOOjXQl0p3kO/j+0vfYe1/67784b1tvvNr8VfT37w95JbfqERERlVRtt8WdP38egiBgypQp5b5m6tSpOHToEC5cuPDoyUREeqAVtbgcfxn/3v8X/4b/i6iMqHJfG+wcjB7ePdDTpycaODTggQREZDQRIdJT4ly8bR9ZWAKAuK8W6BSW5Pb28F61CpbBQXrNsUrz6ZB/gtzBz4tiyfeAXe8CQ36o8O2CPe1hbSZHZrG+S6fDktC/aV3JvPqO9fG/Hv/DtcRrWHphKY5EHdG5V0R6BGYfnY1VV1bh9Zavo5dPL8gEWYVzIiIiMjSjFJeSkvL7APj7+5f7moK5BdcSERmCRqvBhbgL2Ht/L/4N/xdxWXHluk4pU6J93fbo6d0T3b26sxk3EZlMeIj0vZJPkNMjr0latx5Ja9dKYjIbG/isWwuLRo30ml+10PUd4O4BIKJY36lLvwD1ewNNh1XoVkq5DG1K9F06GZqoU1wqEOQchO97f48LcRew+MJinIk5ozPnbupdvH3wbTRxaoI3Wr2BTh6d+CEGERFVKUYpLtnb2yMxMRHR0dFoWc4l1g8ePAAA2NlVfDkyEdHDqLQqnI05i73392Jf+D4k5ZSviG1vbo/uXt3R07snOnl04ok+RGRymam5SIjIkMR8Ap0fek36v/8i9vPPpUGlEl5LFtfOwhIAyBXA0OX5/Zdy04rif70FeLUFHH0rdLsOAc46xaVHaenaEqv6rMKpmFNYfH4xLidc1plzPek6Xvn3FbRzb4e3Wr+F4DrBFcqLiIjIUIxSXAoODsahQ4ewevVqDBgwoFzXrF69uvBaIqLHpdKocOLBCfx7/1/sj9iP1NzUcl3nZeOFXj690MO7B1q4toBCZpQ/NomIyiXiurQ4rrSQwy2g7A/msi9eRNT0d4ASLTc9PpkP6w4dDJJjteHoCzy9ENg6oSiWmwb8/jIwbmd+AaqcOgRIV4/dis1AQkauTt+lkgRBQIe6HdC+f3scjjyMxRcWl9rz73TMaYzeORpP+j6JaS2nwc/er9y5ERERGYJRfkoaNmwYDh48iG3btmHu3Ln46KOPHrqUd/78+di6dSsEQcDw4cONkSIR1UB5mjwcjTqKvff34lDEIaSr0st1XYB9AHr79kYf3z5o6NiQWw+IqMoKvyYtLnk1coRcXnpPnrzwcES8+hrE3FxJ3OWNabAfPNhgOVYrTYcBt/cClzcVxSJOAke+AXrMLPdtytt3qSyCIKC7d3d09eqKvff3YunFpQhLDdOZt/f+XuwP349nGzyLV5q/Ahcrl3LnSEREpE9GOS1OpVKhWbNmuHnzJgRBQFBQEMaNG4f27dvD1dUVgiAgNjYWp06dwtq1a3H16lWIoogmTZrg0qVLUCi4UqCm42lxpC9qrRqnHpzCrrBd2B++v9wFpUaOjdDbtzee9H0S9RzqGThLIqLHJ2pF/PTuUeRkqApj3Z9rhOBunjpz1cnJuD9qNPLu35fE7Yc9i7rz57OIXlxOGvBj1/ym3gUEGfDSbsCnfblv8+JPpyVb48Z29MW8wZVbka/RavDn3T+x9OJSxGbFljrHUmGJMU3G4KXgl2BrZlup5xARUe1giJ+/jVJcAoB79+6hV69eCAsLe+QbGFEUERAQgP3798PHx8cY6ZGJsbhEj0MranEh7gJ2he3C3vt7y91DKcg5CE/6PoknfZ+Ejx3/rCGi6iXufhp+/fysJPbCJx1hV8dSEtPm5CD8pfHILnECr3XnzvD+YRkEpdLguVY7EWeAn54CxKKVR3DwAV45CljYl+sWyw7exZe7bxS+buhmgz1vdX+stHLUOdh0YxNWXFmBtLy0Uuc4mDtgUtNJGNV4FMzkjz41kIiIah9D/PxttLNM/fz8cPnyZUyfPh329vYQRbHUL3t7e7zzzju4ePEiC0tEVCZRFHEt4Rq+PvM1+vzWB+N2j8Pmm5sfWVhq4dIC77R5B7uf3Y1NT2/ChKYTWFgiomqp5JY4BzcrncKSqNUi+t2ZOoUl88aN4fntIhaWyuLdFugxSxpLCQd2vlPuW5TVd+lxWCgsMC54HHY9uwsTgifAQm6hMyclNwULzi7AwG0D8efdP6HRakq5ExERkX4ZbeVScXl5eTh37hyuXr2KpKT8N0ZOTk4IDg5G69atYWbGT1lqG65covK6k3wHu+7twu6w3QhPD3/kfAECWrq2xFN+T6GXTy+4WbsZIUsiIsP7/etzeHCn6HCCpj290G1kQ8mc2C++RNKaNZKYwt0dfps3QenGPw8fSqsB1jwNhB+XxocsB5qPfOTlKo0WLT7eI+m79P3zrcrdd6k8YjNjsezSMmy7sw1aUVvqnAaODfBmqzfR1bMrtz8SEREAw/z8bZJmRmZmZujYsSM6duxoiscTUTUTkR6B3WG7seveLtxOvl2ua4Kdg9HXvy+e8nsK7tbuBs6QiMi48rLViA2VbovyCZSulElav0GnsCSzsYH3jz+ysFQeMjkwdDmwrDNQ/ITRndMB73aAk/9DL1fKZWjj5yTpu3QyNFGvxSU3azfM7TQXY4PGYvH5xfg3/F+dObeTb+P1fa+jtVtrTG89HU1dmurt+URERAXYKZuIqqTU3FT8c+8f7Li7AxfjL5brmvoO9dHPvx/6+vXlVjciqtEibyZDqy1afC5TCPBs6Fj4On3fPsR+9pn0IoUCXou/g0Uj6eomeggHb2DgIuC3l4pieenA7y8DL+0C5A9/K90hwFmnuGQIAfYBWNhzIS7FX8LCcwtxLvaczpxzsefw3N/PoZ9fP7zR+g142ug2ficiIqoskxSX1Go1zp8/jytXruhsi2vVqhWU3P9PVCupNCociTqCv0L/wsGIg1BpVY+8xsvGC/38+6Gffz80cGxg+CSJiKqA8BBpvyWP+g5QmssBANmXLiFq+jtAic4HdT+ZD2uuGq+44KHAnX+BixuLYpGngcNfAT1nP/TSsvou1bExN0SmaO7SHKufWo0jUUew6PyiUlf77rq3C/vC9+H5wOcxselE2JnZGSQXIiKqXYxaXMrMzMT8+fOxatWqwqJSSY6OjpgwYQLmzJkDW1seo0pU04miiKsJV7EjdAd2he1CSm7KI69xtXTFU/5PoZ9fPwTXCWYPCSKqVURRRPg16QoY7/+2xOWFhyPi1dcg5uRIxutMmwqHZ54xVoo1T78vgfATQFJoUezIN0Dws4BLozIvC/a0h7WZXNJ36XRYkl63xpUkCAK6eXVDZ4/O+Dvsbyy+sBgPMh9I5uRp87D66mpsu70NrzZ/FcMbDYdSxg93iYio8ozW0PvmzZvo27cvwsPD8ahHCoIAb29v/PPPP2jUqOy/sKnmYEPv2ic6Ixp/hf6FHXd34F7avUfOtze3Rx/fPujn3w+tXFtBLpMbPkkioiooJTYLGz86KYmNnNMODtYq3B81Gnn370vG7J8dirqffMJC/OOKOges6gNo1UUx/27A2D+Bh/y7ffGn05KtcWM7+mLe4GBDZiqRp8nDLzd+wY+XfkS6Kr3UOX52fnir9Vvo6d2Tv0+IiGqBatvQOzU1Fb169cKDBw8giiKCg4Px4osvol27dnD7r6FkbGwszpw5g7Vr1+LKlSsIDw9H7969cfXqVdjb2xsjTSIysIy8DOy9vxd/3v0TZ2PPPnK+UqZED+8eeDrgaXT17AqlnJ+qEhGFh0hXLVnZm8GxjgIR4yfrFJasO3VC3blzWTDQB8/WQKepwNGFRbGww8DVrUDTYWVeZqy+S2Uxk5vhxaAXMbjeYPx4+UdsurEJalEtmXMv7R7eOPAG2ri1wTtt30GQc5BRcyQiourPKCuXZs+ejS+++AKCIGDevHmYPXt2mW9yRFHE559/jjlz5kAQBMycOROflWxISTUOVy7VXFpRi5MPTmL77e3YH7EfuZrcR17TwqUFBtYbiKf8noK9OYvLRETF/bX0Eu5fKSpQNOrghsYXVyJ9927JPPNGjeC7cQPkNjbGTrHmyssElrYHUiOKYjbuwJQzgEXpvYsuhCdjyPfHJbGzc3obrO/So9xPu4+F5xZiX/i+Muc8HfA03mj1Bk9bJSKqoQzx87dRiktNmjTBrVu3MGLECPzyyy/lumb06NHYvHkzGjVqhOvXrxs4QzI1FpdqnqiMKGy/sx1/3PlDp9dDabxsvDCo3iA8HfA0vO28jZAhEVH1o1FpsXL6YajztIWx9u5hsN70tWSewt0dfps3QfnfCnHSo+s7gM1jpLEOrwN9S/8wVK3RovnHeyR9l75/vpVB+y6Vx7nYc/j6zNe4mni11HFzuTleCHwBE4InwMaMBUoioprEED9/yx77DuVw/78l2uPGjSv3NQVz75dY3k1EVVeuJhd/h/6NiXsmou/Wvvjh0g8PLSzZmtlieMPhWN9vPf4e+jdebfEqC0tERA8RfTdFUlgCRJj9tkwyR2ZjA+8ff2RhyVAaPw3Uf1IaO/UDEHut1OkKuQxt/aWnxhl7a1xpWru1xsYBG/FF1y9Q11q30JWrycXKKysxYNsAbLm5BWqtupS7EBER5TNKzyVbW1vk5ubC1dW13NcUzLXhUm6iKi8kMQTbbm/DzrCdSM8rvVloAYVMga6eXTGw3kB09+oOM7mZkbIkIqr+Iq5JT9u1TQ+HUp1ZFFAo4PntIlg0amjkzGoRQQD6fwUs7QAUbPUWNcDOd4CX/i61uXeHAGccvGm6vktlkQkyDAgYgN6+vbEhZANWXlmJDFWGZE5SThLmn5yPX278gnfbvouOHh1NlC0REVVlRlm51LRpUwDA7du3y31NwdyCa4moaknNTcXG6xsxfMdwjPxrJDbd3PTQwlJjp8Z4r9172D98P7574js86fskC0tERBUUHiItLjknhkheu3/0IWw6dzZmSrWTUwDQ5U1pLPw4cGlTqdM7BDhLXt+KzUBCxqN7EBqLudwcE5pOwM6hOzGq0SjIBd0TWe+k3MHLe1/GtP3TEJ4WboIsiYioKjNKcWny5MkQRRGLFi2CVqt95HytVouFCxdCEAS8/PLLRsiQiMpDK2pxPOo4ZhyagZ5beuKL01/gRtKNMufbmtliVKNR2PL0Fvw68Fc83+R5OFo4GjFjIqKaIzMlF4lR0lUlTklFxSXnSZPgOHy4sdOqvbq8BTj4SmN7PwCyU3SmBnvYwdpMWrA5HZakM8/UnCyc8H6H9/H74N/Rw7tHqXMORBzAM388g/+d+x8y8jJKnUNERLWPUYpLw4cPx0svvYSTJ0/imWeeQUxMTJlzY2NjMXToUJw6dQrjxo3DyJEjjZEiET1EXFYcfrj0A/pu7YvJ/07G7nu7odKqypzfoW4HfNXtKxwYcQDvd3gfTZybGDFbIqKaqeSqJYU6C3bp9wAAtv36wuWtN42fVG2mtAT6L5DGMuOB/Z/oTFXIZWjjV/X6LpUlwD4Ai59YjFV9VqGxU2OdcZVWhdVXV+PpbU9j2+1t0IqP/vCYiIhqNqP0XFq3bh26d++Oq1ev4q+//kJAQAD69OmDtm3bwtXVFYIgIDY2FmfOnMGePXuQm5uLtm3bonv37li3bl2Z9x07dqwx0ieqlbSiFiejT2LLrS04GHEQGlHz0Pl1revimfrPYHD9wfC08TROkkREtUj4tQTJa8fkm5CJWli2aAGPzz+HIDPKZ4ZUXMOngEYDgJs7i2JnVwEtxwAeLSRTOwQ449Ctor5Lp0Kr3sqlktrVbYdNAzZh251tWHxhMZJypDkn5iTiw+MfYtPNTXiv3Xto6drSRJkSEZGpCaIoioZ+iEwmg1CsuaEoipLXxT1srDhBEKBW89SKmsIQRyFS5SRmJ2L7ne347dZviMyIfOhcpUyJ3j698UyDZ9ChbgfIBP5gQ0RkCFqtiFVT9iBPqyyMNbr5M/wU4fDbvAkKJ6eHXE0GlXwfWNoeUGcXxTzbABP2AsUKfufDkzH0++OSS89/8CScrKtH/8H0vHT8eOlHbLy+EWqx9Pfg/fz74e3Wb8Pd2t3I2RERUUUY4udvo6xcAvKLRg97Xd4xItI/URRxJuYMfr31K/4N//eRxw03dmqMIfWHYEDAANib2xspSyKi2uvuil+Rp60jidVRRcB71Q8sLJmaoy/Qbbp0O1zUWeDCeqD1i4Whpp72sDKTIyuvaCXw6bBE9A2ua8xsK83WzBbvtH0HzzZ8Fl+f/RqHIw/rzNkVtgsHwg9gfPB4jAseB0uFpQkyJSIiUzBKcSksLMwYjyGiCkrJScEfd//Ab7d+w720ew+da6mwRH///hjeaDiCnIOMkyARESHj0CHc3nYS8Hu6MGaVFYsG38yHeUCACTOjQp2m5Z8Ul3inKPbvXKDJQMAqv/in/K/v0uFiW+NOhiZVm+JSAX97fyzttRRHo47iqzNfISxV+j4/R5OD7y99j9/v/I63W7+Nvn59y7UrgYiIqjejFJd8fX0fPYmIjEIURVyMv4gtN7dgz709yNPmPXR+Q8eGGNFwBAYEDICNmY2RsiQiIgDIuXEDUW+9jaRGr0ji3o0dYN2+nYmyIh0Kc6DfV8CGoUWx7CRg38fAwG8LQ+39SxaXqm5T70fp4tkF7eu2x5abW7D04lKk56VLxmMyY/Du4Xfxy41fMKvdLB7uQURUwxltWxwRmVaWKgs77u7AppubcCflzkPnmsvN8ZTfUxjRaASa1WnGTxyJiExAFRuLiMmvIC9XizQ7P8lYg0EsLFU59XsBgYOBkD+KYufWAi3HAl6tAeQ39S7uRkw6kjPz4FhN+i6VpJQp8XyT59Hfvz+WXlyKX2/9qnNy3IW4Cxi1cxSGNxyOqS2ncjs9EVENxeISUQ13P+0+Nt3YhO13tiNDlfHQuf72/hjRcAQG1hvIN39ERCakzcxExKuvQh0bi6Q6zSEK8sIxuUIGj4YOpkuOyvbU58DtfwFV5n8BEdj5FjDpACCTo5mXPSyVcmSrivounQpLQt/g6t0A29HCEXM6zMHwhsPx1ZmvcDrmtGRcK2qx+eZm7Lm3B2+0egNDGgzhISBERDWM0f9Uv337Nj744AP07t0bwcHBqFevHu7cka6iuHr1Kv7++28cOnTI2OkR1QhaUYvDkYfxyr+v4OltT2PD9Q1lFpaUMiX6+ffD6qdW44/Bf2BM4BgWloiITEjUaBA1/R3khlwHACQ5BUrG69a3h9JMXtqlZGr2nkCPmdLYg0vA2Z8AFPRdcpQMV+etcSU1cmqElX1WYlGPRfC08dQZT85NxtwTczHm7zG4lnDNBBkSEZGhGG3lklarxbvvvotvv/0WWq228EQ4QRCQlyft+RIeHo6nn34aCoUCYWFh8PTU/cuJiHSl5aVh++3t2HRzEyLSIx4619vWG8MbDsfg+oPhZMGThoiIqorYL75ExsGDAAARQJKTtFeNT5Cz7kVUdXR4Dbj4MxB/oyi2fz4Q+Axg44IOAc44cjuhcOhUWJLxczQgQRDQy7cXunh1wdpra7Hi8grkaHIkc64kXMHonaMxtMFQvNHqDThaOJZxNyIiqi6MtnJp8uTJWLhwITQaDTw8PDBs2LAy5/bv3x/+/v7QaDT47bffjJUiUbV1O/k25p2Yh96/9saCswvKLCwJENDDqwd+7P0j/hryF14KfomFJSKiKiRp3Xokr19f+DrLyg05FtJikk8g/9yu0uRKoP/X0lhOKvDvRwDym3oXdyMmDSlZDz9cozoyl5vj5WYv449n/sCTvk/qjIsQsfX2VgzcPhBbbm6BRqsp5S5ERFRdGKW4tG/fPqxatQoAMHv2bNy7dw9btmx56DXDhw+HKIrYv3+/MVIkqnbUWjX+vf8vxv8zHkP/HIpfb/2KbHV2qXPtzOwwLmgcdg7dicW9FqOTZyf2OiAiqmLS9x9A7BdfSGJJdYIlr60dzOHkYW3MtKgy/LsCTYdLYxc3AuEn0czLARbKor+DRRE4XcNWLxXnYeOB//X4H37s/SP8SjSmB4DU3FTMPzkfo3eOxqX4S8ZPkIiI9MIoP10uX74cQP6KpE8++QRy+aP7BLRrl38KyrVr3I9NVFxyTjJWXlmJfr/3w1sH38KZmDNlzm3o2BBzO87Fv8P/xfQ20+Ft623ETImIqLxyQkIQ9c47gFZ60lZm+0GS196BTjzBs7ro8wlgbieN7ZwOM0GL1r4l+y7V3OJSgU6enfD7oN/xZqs3Yamw1Bm/nnQdY/4egw+OfYDE7JrTh4qIqLYwSs+lEydOQBAETJgwodzXeHl5AQBiYmIMlRZRtRKaGooNIRvw590/kavJLXOeXJCjl08vPNfkObRybcUfQoiIqjhVbBwiXn0NYlaWJO74+lTE3TIDUFRw4pa4asTWHeg5G9j9XlEs9ipwejk6+D+JY3eKCig1qan3wyjlSkxoOgEDAgbgm7PfYPe93Tpztt/Zjn3h+zClxRSMaDQCChkPtyYiqg6MsnIpLi4OAODn51fua5RKJQBArVYbIiWiakEURZx8cBKv/fsaBm8fjF9v/VpmYcnJwgkvN3sZ/zz7D77p8Q1au7VmYYmIqIrTZmcj8rXXoI6NlcTtBw9CXq+RUKuKCkuCAHg3ZnGpWmk7CXCTbm3Egc/Qta60v9D1mDSkZqmMmJhpuVu7Y0H3BVjZZyXq2dfTGU/PS8fnpz/HqL9G4WLcReMnSEREFWaU4pK1dX5vgPj4+HJfExkZCQBwcuKbKKp98jR52H5nO4btGIZJeybhSNSRMuc2q9MMn3X5DHuH7cXUllPhZu1mxEyJiKiyRK0W0TPfQ06JFgCWbVrDff58RIRIt0q5+tnBwkZpzBTpcckVwIBvpLG8dDS9tgDmihJ9l+7V/K1xJbWv2x6/DvoV77R5B9ZK3V5iN5Nv4oVdL2Du8blIyUkxfoJERFRuRikuBQQEAABCQkLKfc2uXbsAAEFBQQbJiagqSspJwg+XfkCf3/rgg2Mf4FbyrVLnKQQFBgQMwC8DfsHGARsxsN5AmMnNjJwtERE9jvhF3yJ9zx5JTOnjA6/FiyEzM0N4ieKSN7fEVU8+HYAWz0tC8mu/4Xl36cmutWVrXElKmRIvBr2IHc/swICAAaXO2Xp7KwZtH4Ttd7ZDFEUjZ0hEROVhlOJSnz59IIoili5dCm2JRpWlCQkJwZo1ayAIAvr372+EDIlM627KXcw9Phd9fuuDpReXIjGn9DeYdmZ2mNh0InY/uxtfdP0CwSVOESIiouohZdt2JP534EkBma0tvH9YBoWjIzKSc5EUnSkZ9wl0NmaKpE+9PwYs7CWh17J+gAJF7R9OhdXO4lIBFysXfNH1C6x+ajUaODbQGU/OTcYHxz7AS/+8hLspd02QIRERPYxRikvTpk2DtbU17t69i1deeeWhfZT27t2LPn36ICcnB05OTpg0aZIxUiQyOlEUcTzqOF759xU888cz2Hp7a5n9lPzs/DCn/RzsHbYXb7R6g1vfiIiqsayzZ/Hgww+lQbkcXt8ugvl/q70jrksLDWaWCrj52RorRdI3GxfgiQ8koTpZdzFWvrfw9bXoNKRm156+S2Vp494GW57eghltZsBKYaUzfi72HIb9OQzfnv8W2epsE2RIRESlMUpxyc3NDT/88AMAYNWqVahXrx5ee+21wvFvv/0WL7/8MoKCgtC3b19ER0dDJpNhzZo1sLGxMUaKREaj0qiw/c52DP1zKCb/OxnHoo6VObedezsseWIJ/njmD4xsPBJWSt03WUREVH3k3b+PyClTAZW0iOD+4Yew7tSp8HX4tRJb4po4QiY3yts2MpQ24wH3ppLQW4rf4IIUAPl9l87Wwr5LpVHIFBgbNBZ/PPMHnvR9UmdcLaqx8spKDPljCA5HHjZBhkREVJIgGnHj8pYtWzB58mSkpqaWeopVQSo2NjZYu3YthgwZYqzUyMQiIyPh7e0NAIiIiICXl5eJM9K/TFUmfrv1G9aFrENcVlyZ8xQyBfr798cLgS+gsVNjI2ZIRESGpElNxb1Ro5EXFiaJO734ItxmFR1Xr9WK+OmdI8jNKlrp3XNMYwR28TBarmQg4aeAn/pIQls1XTBdlf+h66Su/nh/QKApMqvSDkcexmenPkNURlSp4719emNmu5lwt3Y3cmZERNWTIX7+Vjz2HSpgxIgR6NWrF77//nvs2LEDFy9elGyRCwoKwqBBg/DGG2/A1dXVmKkRGUxCdgI2Xt+IzTc2I12VXuY8B3MHDG84HKMbj4aLlYsRMyQiIkMTVSpEvvmmTmHJpkcPuL47QxKLu58mKSwBbOZdY/i0B5o/B1z6uTD0rPwoflE/gbNiY5wM5cql0nTz6oa27m2x4vIKrL62Gmqt9L+Pf8P/xfHo43i9xet4rslzUMiM+iMOERHByCuXStJqtUhKSoJGo4GTkxOUSh6vW1vVxJVL99PuY821Nfjzzp/I0+aVOc/f3h9jmozBwHoDYamwNGKGRERkDKIoIuajuUjZskUSN2/UCL4bN0JuIz2C/czOMJzeUVSEcnS3wnNzOxglVzKCjDhgcRsgN7UwdF3rg6fzPoUoyHHxoz6ws+B74rLcTbmL+Sfn41zsuVLHGzk2wgcdP0Bzl+ZGzoyIqPowxM/fJt28L5PJUKdOHbi5ubGwRDXG1YSrePvg2xi4bSB+u/VbmYWlVq6tsOSJJdg+eDtGNBrBwhIRUQ2VvG6dTmFJXqcOvJd9r1NYAnT7LfGUuBrGxhXoOVsSaiILx/Pyf6Fl36VHqudQD6ufWo1POn8CR3NHnfGbyTfxwt8vYN6JeUgtVsAjIiLDYmdIIj0QRRFHo45i/D/jMXrnaOy9vxciSl8U+IT3E1jfbz3W9luL7t7dIRP4nyERUU2VfuAAYr/4UhITzM3h/f1SKD10eyjlZKoQGyb9gdgniFviapy2EwHXIEnoHcWvcEYqt8aVgyAIGFx/MP585k882+BZnXERIn699SsGbx+M3fd2w4QbNYiIag2jbEjWaDQ4c+YMjhw5glu3biE5ORnp6emws7ODk5MTGjVqhC5duqBNmzaQyfiDNlUfaq0au+/txuqrq3Er+VaZ8xQyBQbVG4QXg15EgH2AETMkIiJTyblxA1HT38k/BqwYjy8+h2WzZqVeE3kjWTJdrpTBo4GDAbMkk5ArgP4LgDX9C0N2QhZmKjZhY6iPCROrXhwsHDC301wMrj8Y80/Ox+3k25LxxJxEzDg0A395/YU5Heaw4TcRkQEZtLikVquxdOlSfP3114iOjn7kfG9vb8yYMQOvvPIK5HK5IVMjeixZqixsu7MN666tQ3Rm2b+3bZQ2GN5oOMY0GQNXKzapJyKqLVRxcYh49TWIWVmSuMsb02DXr1+Z10WEJEpeezRwgMKM74lqJL/OQNMRwJWiLZMjFIewObon0nPaw5Z9l8qtpWtLbH56MzaGbMT3l75HtjpbMn4o8hDObD+Daa2mYVSjUZDL+N8UEZG+GWyZUGJiIp544gm8/fbbiI6OhiiKj/yKiIjAtGnT0KdPHyQlcUkwVV2zjszCF6e/KLOw5GLpgrdav4U9w/bg7dZvs7BERFSLaHNyEPn6FKgfPJDE7QYNhPMrr5R5nSiKCA8p2W+JW+JqtD7zIZrZSEJzFWtwNizBRAlVX0qZEuOCx+GPwX+gu1d3nfEsdRa+OP0Fxu4a+9DV5kREVDkGKS5pNBoMGDAAx44dK9zj3KdPH3z11Vf4999/ceHCBdy+fRvnz5/Hnj178OWXX6J3794A8t9YHTx4EIMGDYJWqzVEekSPbUSjEaXG/ez8MLfjXOx+djfGB4+HrZmtkTMjIiJTErVaRL83CzlXrkjilq1aoe4nn0AQhDKvTY7JQkZyriTmzeJSzWbrDqHHLEmoqeweck+tMk0+NUBdm7pY/MRiLOi+AM4Wus3wLydcxsgdI/Hd+e+Qq8kt5Q5ERFQZgmiADneffvopPvjgAwiCgBYtWmD9+vUIDAx85HVXr17F2LFjcfHiRQiCgM8++wwzZ87Ud3pUBRniKERDEkURI/4agRtJNwAAzeo0w/jg8ejp05MNuomIarG4b79F4rIfJDGllxf8tmyGwunhhaKL/4bj2G93Cl/bOJpj7GedHlqQohpAo0LC121RJzusMJQu2MD2ncuANU8KfBypualYeG4htt7eWuq4r50vPur4Edq6tzVyZkREpmWIn7/1/lOwSqXCd999B0EQ0LJlSxw7dqxchSUACA4OxvHjx9GyZUuIooiFCxdCrVbrO0WixyYIAsYHj0dXz65Y/dRqbOi/Ab18e7GwRERUi6Xu+EunsCSzsYH3D8seWVgCgIgSW+K8A51YWKoN5ErEdJ4vCdmKGVDtnWuafGoQe3N7zO00Fz899RN87Xx1xu+n3cf4f8bjo+MfITU3tZQ7EBFReen9J+EdO3YgPj4egiBgw4YNsLCwqND1FhYWWL9+PQRBQHx8PP766y99p0ikF/38++H73t+jjXsbvvknIqrlsi9dwoP335cG5XJ4LlwI8/r1H3m9Ok+DqNspkphPIFet1Bb12vXHX9qOkpji4nog6pyJMqpZ2rq3xdZBWzGp6SQoBN3zjH6//TsGbx+M3fd2wwCbOoiIagW9F5eOHj0KAOjduzcaN25cqXsEBgbiySefBAAcOXJEb7kRERER6ZvqwQNETJkCMS9PEnd7fzZsunYp1z2i76RAoyrqNSkIgFdjR73mSVWXpZkcO9xeRaZoXhgTIAI73wHYg1QvzOXmmNZqGjYP3IxmdZrpjCfmJGLGoRmYun8qYjJjTJAhEVH1pvfi0rlz5yAIAnr16vVY9+nVqxdEUcS5c9X3E5usrCx89dVXaNu2LZycnGBtbY3GjRtj+vTpuH///mPfX6vV4vDhw5g9ezZ69OgBd3d3mJmZwc7ODsHBwXjttddw+fLlR95n7ty5EAShXF8HDx587LyJiIhqCm1WFiJefx2aeOnpXo7PPQen554r931KnhLn6mcHC2seRV+bNKjfGN+ph0qD0eeBC+tMk1AN1dCxIdb1W4f32r0HK4WVzvihyEMYvH0wfr7+M7QiC3tEROWl9+JSREQEAKBZM91PBCqi4Hp9FGFM4c6dO2jRogVmzpyJs2fPIjk5GVlZWbh58yb+97//oVmzZo+95c/Pzw/du3fH559/jkOHDiE2NhYqlQrp6em4du0ali1bhpYtW2LmzJlc4ktERKRnBSfD5YZcl8StOnaA26z3KnSvkv2WfHhKXK3TIcAZP2n64Y7WQzrw78dAVlLpF1GlyGVyPN/kefzxzB/o7tVdZzxLnYXPT3+Ol3a/hPtp1fNnESIiY9PddPyYUlPzm+E5Oj7eUu6C6wvuV52kp6djwIABuH37NgBg0qRJGDVqFCwtLXHgwAF8/vnnSEtLw8iRI3Hs2DG0aNGiUs+Jjo4GANSvXx/PPvssOnfuDA8PD2RnZ+PAgQNYuHAhkpOT8dVXX0Eul+Ozzz575D2vlDg6uSR/f/9K5UpERFTTJCxZivQ9eyQxM19feC1aBEFZ/lVHGck5SIrOlMR8gthvqbZp5esAyJWYq34RG8w+LxrITgL2zweeXmiy3Goqd2t3LH5iMf65/w++OPUFEnMSJePn487j2T+fxZQWU/BC4AuQy+QmypSIqOrTe3EpLS0NAGBjY/NY97G2tgaQX6ipbhYsWIBbt24BAL766ivMmDGjcKxjx47o0aMHunfvjqysLLz55puV3mrWrl07fPTRR+jTp49OQ+kuXbrgueeeQ8eOHREfH48FCxZg4sSJCAgIeOg9g4ODK5ULERFRbZL2999I+P57SUxmZwevZcsgt7ev0L0irktXpZhbKeDqa/vYOVL1YmWmQDMvBxy93xR/a9qhv/x00eDZ1UCrsYBHS9MlWEMJgoC+fn3RsW5HLDy3EFtvb5WM52py8c25b7Dn/h7M6zQP9R0f3aCfiKg20vu2OI1Go9f7aatZE0OVSoXvvvsOANCkSRNMnz5dZ06nTp0wYcIEAMChQ4dw5syZSj3r+PHjeOqpp8o8qaxevXr48MMPAQBqtRrbt2+v1HOIiIioSPaVK4ieNVsalMvhufB/MA+o+Arfkv2WvBo7QibX+1s0qgY6BORvh/xENQZZxZp7AyLw9ww29zYge3N7zO00Fyv7rISnjafO+JWEKxj+13D8eOlHqLQqE2RIRFS18Z2Lnh04cKBwK9+LL74Imaz0f8Xjxo0r/H7btm0Gy6dnz56F39+9e9dgzyEiIqoNVLGxiHztdYi5uZK423vvwaZz5wrfT6sVdVYueTdhv6XaqkNA/nbIaNTBEvVg6WDkGeDSzybIqnZpX7c9fh/0O8Y0GQMB0g9w1Vo1llxcgud2PofridfLuAMRUe2k921xBb7//nu4urpW+vq4uDg9ZmM8R48eLfy+e3fdBoEF2rRpAysrK2RlZeHYsWMGyye32JtfuZz7xImIiCpLm52NyNenQB0fL4k7jBwJxzHPV+qe8eHpyM1US2Lst1R7tfZ1hEImQK0VsVIzAMPkhxEgiymasPcjoPEAwPLxepvSw1kprTCz3Uz08euDD499iHtp9yTjN5JuYPTO0RgfPB6vNH8FZnIz0yRKRFSFGKy4tGzZMkPdukoLCQkp/L5x48ZlzlMoFKhfvz4uX76M69cN98nHoUOHCr9v0qTJI+f36dMHFy9eREpKChwcHBAYGIi+ffti8uTJj9WkPTIy8qHjDx48qPS9iYiIDE0URTx4/33kXL0qiVu1awf3Oe+XuUX9USJCpA2EHd2tYOtkUek8qXrL77tkj/PhKciDEh+rX8Rasy+LJmQlAAc+A/ovMF2StUhL15b4deCvWHZpGdZcWwOtWLQtUSNqsOLKCuwP3495neehmcvjnZRNRFTdGWRbnCiKevmqjgqKKNbW1nBwcHjoXG9vbwBAfHy8ZIWRvmRlZWHRokUAAHNzcwwePPjhFwDYu3cv4uPjoVKpEB8fj0OHDmHWrFkICAjAH3/8UelcvL29H/rVrl27St+biIjI0BKWLUPa37skMaWPDzy/rdjJcCWV7LfELXHUPqBo5dohbXOcMu8onXBmJRDz8NN9SX8sFBZ4q/Vb2Nh/I+o76Dbzvpt6Fy/segFfn/ka2epsE2RIRFQ16H3l0oEDB/R9y2ql4HS78pyWV3AiHgBkZGTA3Nz8IbMrbubMmQgPDwcAvP766/Dw8ChzbtOmTfHMM8+gXbt28PDwgEqlws2bN7Fx40bs2bMHKSkpePbZZ7Fjxw7069dPr3kSERFVZWn/7EHCd4slMZmNDbyXfQ/FY6zqzc1WIyY0TRLzDmRxqbbrEOCMZQeL+mTOzBiNA5YXIKhz8gOiFvj7XeClv4FKrpijiguuE4wtT2/BiisrsOLyCqjFou2sWlGLtSFrcSDiAD7u9DHauLcxYaZERKYhiNV1iVAVVa9ePYSGhsLb27uwsFOWsWPHYv369QCAiIgIeHl56S2PjRs3YsyYMQDyt8OdO3cOlpaWpc4t2AJXlh9//BGvvPIKAMDDwwN3796FhUXFluyXZ1tcweolff+7ICIiqqzsa9dw//kxEHNyioIyGbx//AE2Xbs+1r1DL8Zj1w9FK1BkCgETv+kGpTl7JNZmmblqNPt4DzTaorfoh9qegu+Vb6UTn10FNB1m5OwIAG4m3cQHxz7A9aTSW1uMbjwab7Z6E1ZKKyNnRkRUPpGRkYU7qfT183etPS1OEITH/lqzZo3OfQuKLnl5eY/MofhWuLIKP5Vx8OBBTJgwAQDg5OSErVu3PvT+j9q+N3ny5ML7RUdHY+vWrRXOycvL66FfdevWrfA9iYiIDEkVF5d/MlzxwhIAt5nvPnZhCdDdEudR34GFJYK1uQJNPe0lse1WzwIOPtKJe+YAuRlGzIwKNHJqhJ8H/Iw3Wr0BM5luM+9fbvyCYTuG4XzseRNkR0RkGrW2uGQotra2APK3uT1KZmZm4ffl2UZXHmfPnsWgQYOQm5sLGxsb/P333+Vq5P0okydPLvy+eJNwIiKimkibk4PIKVOhjo2VxO2HPQvHsWMf+/6iKOo082a/JSrQIUB6YuDR+5nAU59JJ6U/AI58bcSsqDiFTIGJTSfi14G/orlLc53xiPQIjNs9Dl+f+Ro56pxS7kBEVLMY7LS4qk4fJ7SVttrGy8sLp06dQmZm5iO3m0VERAAAXFxc9NJv6dq1a+jbty/S09Nhbm6O7du3o3379o99XwAIDAws/D4qKkov9yQiIqqKRFHEgzkfIOfyZUncqk0b1P3ww0qfDFdcanw20hKkP3D6BLG4RPk6BDjhh0NFfZcuRaQiO6AfLAN6AqHF+pseXwK0fAFwrmeCLAkAAhwCsLbvWvx842d8d/475GiK/rsWIWJtyFocjjqMTzt/iqYuTU2YKRGRYdXa4lLjxo0Nct/AwMDCbWM3btxAhw4dSp2nVqtx927+mwZ9rCy6e/cunnzySSQmJkKhUGDz5s3o1avXY9+3gD7eSBMREVUHiT8uR9pff0liSi8veC7+DoKZ7haYyogosSXOys4Mzp76WcVM1V8bPyfIZUJh36U8jRYXIlLQqd9XwLKOgPa/ZtJaFbD7PeD5X02YLcllcrwQ+AK6eXXDnKNzcDH+omQ8LDUMY3aNwYTgCXil+Sswk+vnzxEioqqE2+L0rEuXLoXfP2z72NmzZwu3xXXu3PmxnhkZGYnevXvjwYMHkMlkWLt2LQYPHvxY9ywpJCSk8PuHnTpHRERUnaXv24f4RYskMZmV1WOfDFdSyX5L3oFO/CCHCtmYKxBcou/SydBEwKUh0P4V6eTbe4Cbu42YHZXF184Xa/quwfTW03V6MWlFLVZcWYFRO0fhRtINE2VIRGQ4LC7pWY8ePWBvn/9mYO3atSjrML7izcCHDBlS6efFxcWhd+/euHfvHgDghx9+wHPPPVfp+5Xlxx9/LPy+e/fuer8/ERGRqeXcuoXoGe9Kg4IAj2++hnmDBnp7jkatRdTNZEmM/ZaopA7+0t8TJ8P+K0h2nwnYuEkn734PULGvT1Ugl8kxLngctgzcgiDnIJ3x28m3Mfqv0Vh2aRlUWpUJMiQiMgwWl/TMzMwM06ZNA5Df1+nrr3UbLZ44cQKrVq0CkF+oadu2ban3KjiVzs/Pr9TxlJQUPPXUU7h58yYAYOHChZg0aVKF8r1y5Qru3Lnz0DnLly/HypUrAQDu7u6PVQwjIiKqitTJyYh87XVos7Ikcdd33oFtz556fVZMaCpUuRpJjMUlKqlkU++L4SnIUWkACzug98fSyclhwIklRsyOHqWeQz1s6L8BU1pMgUIm7USiFtX4/uL3GPP3GNxJfvj7cCKi6qLW9lwypBkzZmDz5s24desW3n33Xdy5cwejRo2CpaUlDhw4gM8++wxqtRqWlpZYVGLpfXnl5uZiwIABuHjxIgDg+eefR+/evXH16tUyr7G2toa/v78kdu7cOUycOBE9e/ZEv3790LRpUzg7O0OtVuPGjRvYuHEj9uzZAwCQy+VYvnw5rK2tK5UzERFRVSSqVIh6622oIiMlcfvBg+A0/iW9P6/kljgXH1tY2bEHC0m18XOETAD+a7uEPI0W58OT0aleHaDZSODsT0Dk6aILjnwDNB8F2HuZJmHSoZApMLn5ZPTw7oH3j76Pm8k3JeMhiSEY8dcITGk5BS8Gvgi5TG6iTImIHp8glrVvix7LnTt30L9/f9y+fbvUcTs7O2zcuBFPP/10mfco6L3g6+tbuO2twL1793QKRY/SvXt3HDx4UBJbs2YNXnrp0W+cnZ2dsWrVKr33cioQGRkJb29vAPmn6Hl58Y0REREZR8wnnyJ5wwZJzKJZM/iuXweZHk5zLWnLZ2cQH55e+LpVX190fIanfZGuQUuO4nJkauHrN3o1wFtPNsx/EX0RWN4DQLG38kFDgeGrjZkilZNKo8IPl3/AqiuroBE1OuPNXJrh086fws/ez/jJEVGtY4ifv7ktzkDq16+PCxcu4Msvv0SbNm3g4OAAKysrNGrUCG+99RYuX7780MKSsfTv3x+rVq3CxIkT0bp1a3h5ecHS0hIWFhbw8PBAv3798O233yI0NNRghSUiIiJTSf71V53CksLFBV6LFxuksJSdnicpLAGAD7fEURlKbo07GZpY9MKjBdD6RekF134Hwo4YPjGqMKVciaktp2JD/w0IsA/QGb8cfxnDdgzDxusboRW1JsiQiOjxcOUSVQlcuURERMaWde4c7o97CVAVNdUVzMzgu2E9LJs1M8gzb52Owd6fik5gVZrLMeGbrpAr+Hkf6dp3PRYT1p4tfG2mkOHyR31gofxv+1RmIrC4FZCTUnSRaxAw+TAgZ/eLqipXk4ulF5ZizbU1EKH7o1iHuh0wv/N8uFu7myA7IqoNuHKJiIiISA9U0dGInPaGpLAEAHXnzzNYYQnQ7bfk2ciRhSUqUxs/J8iEotd5ai0uRqQUBaydgSfmSC+KuwacXWWU/KhyzOXmeLvN21jXbx18bH10xk8+OImhfw7FrrBdJsiOiKhy+G6GiIiIahVtdjYipkyBJjFREncaPx72BtwCLooiIkoUl3hKHD2MvaUSQR72kphkaxwAtH4JcAuWxg58CmQmGDg7elwtXFvgt0G/4fkmz+uMpeeloMbqjAAAybRJREFU493D7+Ldw+8iNTe1lKuJiKoWFpeIiIio1hBFEQ/efx+5IdclceuuXeE6/W2DPjsxKhNZaXmSmE8gi0v0cO39pb9HToVKC5SQK4B+X0ljOanAvo8NnBnpg6XCEu+1ew8r+qyAm5WbzviusF0Y+udQnIg+YYLsiIjKj8UlIiIiqjUSf1yOtL+lW03M/Pzg+c3XEOSGPQY8PES64sSujgXsXS0N+kyq/ko29T4XnoxcdYnTxvw6A8HDpLHz64Go8wbOjvSlQ90O+H3w7xgQMEBnLC4rDi/vfRlfnv4SOeocE2RHRPRoLC4RERFRrZC+fz/iFy2SxGS2tvD6/nvI7ewM/nydLXGBzhAEoYzZRPna+jtBKNF36VJEKduk+swHlNbFAiLw9wxAy5PHqgs7Mzt80fULLOi2ALZmtjrjG65vwMi/RiIkMaSUq4mITIvFJSIiIqrxcm/fRvQ7M6RBQYDnN1/DPMDf4M9X5WoQfSdFEvNhvyUqB3tLJQLrSoufOn2XAMDOA+j2jjQWdRa49IsBsyND6OvfF9sGbUPHuh11xkJTQ/H8zuex4vIKaLSaUq4mIjINFpeIiIioRlMnJyPitdehzcqSxF3fmQ6bbt2MkkP07RRo1UVHjgsyAZ6NHY3ybKr+2vtLt8adCiuluAQAHV8HnOpJY/9+lN+DiaoVN2s3/PDkD3iv3Xswl5tLxtSiGt9d+A7jdo9DRHqEiTIkIpJicYmIiIhqLFGtRtTbb0MVIf0BzG7QQDiNH2+0PEr2W3IPsIO5pcJoz6fqrX2AdJXbufvJyFOXst1NYQ70/UIay4wHDn5pwOzIUGSCDM83eR5bnt6CJk5NdMYvxl/EsD+H4ffbv0MUxVLuQERkPCwuERERUY0V++VXyDpxUhKzaNoUdefNM2q/o5L9lnhKHFVEOz/p75cclRZXolJKn9ywD9CwrzR2+kcg7oZhkiODC3AIwMb+G/Fys5chE6Q/vmWps/DR8Y8w7cA0JGaXsaKNiMgIWFwiIiKiGill61Ykr18viSlcXOC1ZDFkFhZGyyM9KQfJMdIted5NnMuYTaTL0doMjd2lDZ5PhiaVMRvAU58BcrOi11o1sOtdgKtbqi2lXImpLadibd+18Lb11hk/GHEQQ/8cisORh42fHBERWFwiIiKiGijr/Hk8mPuxJCYolfBa/B2Ubm5GzaXkqiVzawVcfHVPgiJ6mA4B0oJkqU29CzjXAzpNlcbCDgHX/zRAZmRMLVxb4LeBv2FYw2E6Y0k5SXh93+v44vQXyNXkmiA7IqrNWFwiIiKiGkUVE4PIaW8AKpUk7j5vHixbtDB6PiX7LXk3cYJMZrwteVQztPfX7buk0pTSd6lA1+mAnac09s/7QF5W6fOp2rBSWuGjjh9hyRNL4GShu8V24/WNGL1zNG4n3zZBdkRUW7G4RERERDWGNjcXkVOmQpOQIIk7jRsHhyHPGD8fjRaRN5IlMe8m7LdEFdeuRHEpK0+Dq1EPOQXOzBroM18aS40Ajn9ngOzIFLp7d8e2wdvQw6uHztjt5NsYvXM0fr7+M5t9E5FRsLhERERENYIoioj5aC5yrl6VxK07d4brO9NNklPc/XTkZqklMTbzpspwtjFHA1cbSexU2EP6LgFA0FDAt4s0dnQRkMLj62sKJwsnfPfEd5jTfg7M5eaSsVxNLj4//Tmm7p/KZt9EZHAsLhEREVGNkLx+A1K3b5fElD4+8PzfNxAUCpPkFF6i35KThzVsHI3XTJxqlpJ9l049rO8SAAgC0O9LoPgJY+psYO8HBsiOTEUQBIxsPBKbBmxCQ8eGOuOHIg/h2T+fxbGoYybIjohqCxaXiIiIqNrLPHkKsV9+KYkJVlbwXroEcnt7E2UFRJTst8RVS/QY2gdIf/+cuZcM9cP6LgGAezDQ+iVp7No24N5RPWdHplbfsT5+HvAzxjQZozOWmJOIV/59BV+e/hJ5mjwTZEdENR2LS0RERFSt5UVGIerNNwGNRhL3+OJzmDdoYJqkAORmqRAbliaJ+bDfEj2Gkn2XMnLVCHmQVsbsYp6YA1g4SGO73gO0mlKnU/VlLjfHzHYzsaz3MjhbOOuMb7i+Ac/tfA53U+6aIDsiqslYXCIiIqJqS5udjcipU6FJSZHE67z2Kuz69DFNUv+JvJGM4n105UoZPBo4mCwfqv5cbS0Q4GItiZ0KfUTfJQCwcsovMBUXewU4t0Z/yVGV0sWzC7YO2oqunl11xm4m38TIv0Zi843NbPZNRHrD4hIRERFVS6Io4sGcD5B7/bokbtOjB+pMmWKirIqU7Lfk0cABCjO5ibKhmqK9f4m+S2HlbNTc+iXANUga2z8fyCpHcYqqJWdLZyzttRSz2s2CmcxMMparycUnpz7BtAPTkJyTXMYdiIjKj8UlIiIiqpaSflqNtJ07JTEzf394LPgKgsy0b3FEUUR4iX5LPCWO9KFDib5Lp8KSoNGWY/WJXAH0+0Iay04GDn6ux+yoqhEEAc81eQ6bnt6E+g71dcYPRhzE0D+H4nj0ceMnR0Q1CotLREREVO1kHDuGuG++kcRkNjbwWroUcltbE2VVJCU2CxlJuZKYN/stkR6UPDEuPUeN6+XpuwQA/t2AJoOksTOrgNgQPWVHVVUDxwb4ZcAveK7xczpjCdkJmLx3MhadWwSVVmWC7IioJmBxiYiIiKqVvIgIRL09HdAWOyVLEOCx4CuYB/ibLrFiSm6Js3Ywh5OHdRmzicrPzc4Cfs5WktipsApsbevzCaCwKHotaoDdMwH23qnxLBQWmNV+Fpb2WgonC91i96qrqzBu9zhEZUSZIDsiqu5YXCIiIqJqQ5uZicjXp0CbmiqJu0ybCtuePU2Ula6IEsUl70AnCIJgomyoptHpuxRazr5LAODoC3SaJo2FHQau79BDZlQddPPqhq2DtqKzZ2edscvxlzF8x3Dsvb/XBJkRUXXG4hIRERFVC6IoInr2+8i9dUsSt32yN5wnTzZRVro0Ki2ibkkb5LLfEulT+xJ9l07fS4K2PH2XCnR5C7Dzksb2vA+osvWQHVUHdSzr4Pte32NGmxlQyBSSsfS8dLx98G18cvIT5KhzTJQhEVU3LC4RERFRtZC4fAXS//lHEjOrXw91P//C5A28i3twNwXqvOJb9gDvxiwukf60L9F3KSVLhZux6eW/gZkV0GeeNJYSDhxfoofsqLqQCTKMDRqLDf02wNvWW2d8883NeP7v5xGaEmqC7Iiouqk678SIiIiIypBx6BDiFy2SxGR2dvBeuhRym6rVy6hkvyVXH1tY2ChNlA3VRJ4OlvB2spTEKrQ1DgCChgK+JbZFHfkGSI18zOyougmqE4QtT29BP79+OmO3km9h1M5R2HZ7G0T25SKih2BxiYiIiKq03LAwRL0zQ9pwWBDg+c3XMPP1NV1iZShZXPIJci5jJlHl6fRdqkhTbwAQBKDvF4BQ7McBdTaw90M9ZEfVjY2ZDb7s9iXmdZoHC7mFZCxbnY0Pj3+I9468h0xVpokyJKKqjsUlIiIiqrI0GRmInDIV2nTplh+Xt9+CTdeuJsqqbJmpuUiMzJDEvJtwSxzpX3v/En2XwpIqvrKkbjOg1YvS2NWtwP3jj5kdVUeCIGBIgyHY/PRmNHBsoDP+d9jfGLFjBK4lXjNBdkRU1bG4RERERFWSqNUieuZ7yLt7VxK37dcXzhMnmiirh4u8Ll09orSQwy3AzkTZUE3WoUTfpcTMPNyJyyhj9kM88QFgYS+N7XoX0GoeIzuqzgIcAvBz/58xstFInbHw9HCM+XsM1oes5zY5IpJgcYmIiIiqpIRly5Cxb58kZt6oETw+/RSCIJgoq4cruSXOq5Ej5HK+3SL983aygqeDtO/SyYr2XQIAa2eg5/vSWMwV4Py6x8iOqjsLhQXmdJiDb7p/A1ulrWRMrVXjqzNfYer+qUjOSS7jDkRU2/DdDhEREVU56fsPIGGx9OQqub09vJYugczKykRZPZyoFRFxnf2WyHhKbo07WdG+SwXaTABcmkhj++cD2Swc1HZ9/Prg10G/oplLM52xQ5GHMGzHMJyNOWuCzIioqmFxiYiIiKqU3LAwRL/7rjQok8Fz4f9g5uVlmqTKISEyA9npKkmM/ZbIkNoHSH9/nQqtRN8lAJArgH5fSGNZicDBL0qfT7WKp40n1vRdg/HB43XG4rLiMGHPBKy4vAJaUWuC7IioqlCYOgEifRFFEZmZmUhLS0NOTg40GvYKoOpPJpPBzMwM1tbWsLGxgZmZmalTIjIoTUYmIqdOhTZD2jvG9Z13YN2pk4myKp/wEOmWJHsXS9i7WJYxm+jxlTwxLiEjF6EJmajnYlPxmwX0ABo/Ddz4qyh2egXQehzg2qSsq6iWUMqUeKv1W2jv3h6zjs5CUk7RKjmtqMV3F77Dubhz+LzL53C0cDRhpkRkKiwuUY2g1WoRHh6O7OxsU6dCpHd5eXnIyMhAbGwsXFxc4OzsXGX7zRA9DlEU8eD995F3R9rA227AADi9NM40SVVAyS1x3oFctUSG5etsBXc7C8Sk5RTGToUmVa64BABPfQrc3gtocvNfixpg93vAC9sB/r1DADp5dsLWQVsx68gsnHxwUjJ2LOoYhu8YjgXd/8/efUdHVW0BHP7NpPcQIIQk9N6k9ypNUIqKFRGkPGmi9CYovVdBQQQpShVRpPcuHYIghF5SKCG9t5n3R8yQO0kg/absb62sNbPvuffueS+GmT3n7DOX2s61VcpQCKEWKS6JPE+v1ycrLGk0GkxMTFTMSoisER8fr1ji4OfnR0xMDK6uripmJUT2CFi1itB9+xQxi0qVKD51Sq4vqMZGx/P4TrAiVlKKSyKbaTQaGpZ1YruHryF25p4/3RuWzNgFC5WGJkPgxLwXsXtHwXMXVOmUqVxF/lHEqgg/tvuRn/75iR+u/KBYDvc04im99/ZmaJ2h9KrWK9f/7RZCZB0pLok8Lzw83FBYMjExwcXFBVtbW7RaaSkm8j69Xk90dDQhISH4+ycsuQkODqZw4cJYWFionJ0QWSfs1CmeLVioiGnt7XFf8l2ubeCdlM+tQHTxLwrBWq0Gt4qyNERkv4ZlCiuKS2fv+6PX6zP+ob75cPDYAKEvrsm+8VC+LZhZZjJbkV9oNVr61+xPbefajDkxhueRzw3H4vXxzL84n4tPLzKt2TQcLBxUzFQIkVPk07fI80JCQgyPXVxcsLe3l8KSyDc0Gg2WlpY4Ozvj7OxsiAcGyg4+Iv+I8fbBd8RI0CVpBqvR4DZvLuYlMzgDI4d5XVcuiXMp54C5lXyHJ7KfcVPvpyHRPPSPyPgFzW2g/VRlLOghnF6a8nhRoDUo3oDfOv9GA5cGyY4d9T7KBzs+4B+/f1TITAiR0+QTuMjzoqIS+gxoNBpsbTPYY0CIPMDR0dHwOCIiEx8chMhFdFFReH85hPigIEW86JdDsG3RQp2kMiBZvyXZJU7kkLJFbChqp5zJeva+fyqj06h6NyjZWBk7MR9CfFMeLwq0IlZFWNFuBQNqDkCDcsacb7gvvfb24tfrv2ZsJ0MhRJ4hxSWR5yXuCmdiYiIzlkS+ZmJiYuglJrshivxAr9fz5NtJRF+/oYjbtmlD4f79Vcoq/UIDogh8oiz4SjNvkVM0Gg0Nyyh/387eC0hldJovCh1nQ9JCQWwEHJycueuKfMtEa8LgWoNZ3m45TpbK38c4XRyzz89m+NHhhMSEpHIFIUReJ5/EhRAiD5HGmCI/CdywgeDt2xUx89KlcZ09C00e+rLAeNaShY0pRUvaqZSNKIgali2seH7mnn/mZ4kUrwl1eipj/2wCr/OZu67I15q4NuG3zr9Rx7lOsmMHHx3kwx0fct3/ugqZCSGyW9555yaEEEKIfCPi4kWezpyliGmtrXH/fikmeWyJs3G/pRJVnNBqpRAsck4jo5lLvsFReAdGpjI6HVpPBAt7ZWzvWGV/NCGMOFs7s+qNVfSr0S/ZMe8wb3rs7sEmz02yTE6IfEaKS0IIIYTIUbFPn+E9dCjExSnixWfNxKJcOXWSyiCdTi/9loTqyjvbUtjGXBE7cy+TfZcAbItCy9HKmM8FuPpb5q8t8jVTrSlf1fmK79t8n2y3uFhdLNPPTmf08dGExYSplKEQIqtJcUkIIYQQOUYfE4PP0KHE+z1XxAt//jn27durlFXG+T0MJTpCWSST4pLIaRqNJtmucWfvZ7LvUqIG/cHJqOh78FuIlqKAeLUW7i3Y2nkrNYvWTHZs74O9fLTrI24H3lYhMyFEVpPikhBCCCFyzJOZM4m8fFkRs2nalKJffalSRpnjdUM5O6SQizV2TpYqZSMKsoZllH2XMr1jXCJTc3hjujIW+hhOLcqa64t8z8XGhdUdVtOraq9kxx6GPOST3Z+w895OFTITQmQlKS4JIYQQIkcE/b6NoI2bFDEzNzdc581F899OiHnNI6N+SyWrFk5lpBDZy3jmkldAJD5BWdB3CaBiByjXWhn7ewkEPsya64t8z0xrxsj6I/nu9e+wM1dueBAZF8m4E+OYfmY6sfGxKmUohMgsKS4JIdIlJCSETZs2MWLECFq2bEn58uVxcHDA3NwcZ2dnWrVqxZw5c/D3T/s3pufOnWPQoEFUqVIFe3t7bG1tKVeuHG+99RYLFizAz88v03nv3buXjz76iLJly2JtbY2lpSUlSpSga9eubN68Gd0rmpMeOXKENm3aGPJr0qQJf/zxxyvv++TJExwdHTE3N8fT0zPTr0OIvCry6jWeTFZuY66xsMB96RJMCxVSKavMiYmM4+k95bbaJarKkjihjorOdjhamyliZ7Oi7xKARgNvzARNkiJwXBQc+CZrri8KjNdLvs5vnX+jWuFqyY5turmJz/Z+xpPwJypkJoTILCkuCSHS5dy5c3z88ccsWLCA48ePc/fuXUJCQoiNjcXPz49jx44xZswYKleuzL59+156rejoaP73v//RqFEjli1bhqenJ6GhoYSHh3Pv3j12797NiBEjOHXqVIbzjY6O5r333qNjx45s3ryZ+/fvExkZSXR0NN7e3vz111989NFHtGrViqCgoBSvsWXLFtq2bcvhw4cN+Z0+fZp3332XxYsXv/T+I0eOJDg4mGHDhlG5cuUMvw4h8rK4gAC8v/wSfUyMIl586hQsq1RRKavM874ZiE73YrcjrakG1wqO6iUkCjStVkOD0kZ9l+5lUd8lAOfKUL+vMnb9T3iQ8X+jRcHkZuvGuo7reL/i+8mO/fP8Hz7Y8QGnfU+rkJkQIjOkuCSESLcSJUrQs2dPFi9ezLZt2zh9+jSnTp1i8+bNvP/++5iYmPD8+XO6dOnClStXUrxGTEwM77zzDitXrkSv19O6dWtWrVrFqVOnuHjxIjt27GDcuHFUqFAhU7l++eWX/P777wA4Ozszb948Dh8+zIkTJ/jhhx8oVaoUACdOnOCjjz5Kdn5oaCj9+/dHp9PRuHFjdu3axYEDB+jUqRMAo0aN4sGDByne+/jx46xfvx53d3e++Ua+3RUFkz4uDp/hI4h7/FgRL/Tppzh06aJSVlnDeJe44uUcMbPIm8v7RP7QqGw29V1K1GocWBnNNNw7BnTxWXsfke+Zm5jzTeNvmNZ0GhYmFopjgdGB9D/QnxX/rECnf/nMciFE7qHR6/X6Vw8TInt5e3tTokQJALy8vHB3d0/zubdv3yYuLg5TU9NMFyLEq8XHx2Pyit4of/75J++88w4A77zzDtu2bUs25ptvvmHq1KloNBp++OEHBgwYkOr1YmNjMTMzS/V4ap4+fYqrqys6nY5ChQrxzz//JPvdCgkJoWbNmoYC0fnz56lXr57h+C+//ELPnj0pXLgwDx48wNbWFgCdTke1atXw9PRk6tSpTJgwQXHduLg4ateuzbVr19i8eTMffPBBuvNPify+i7zm6Zy5BPz8syJmVa8upVavRpOB/65zk18nnibY70VPm8bvlKPOG6VUzEgUdP/6BvPWdycVsTPj2uDikIVN5s+ugD2jlLHO30Hd5M2ahUiLmwE3GXZ0GF6hXsmOtXJvxbRm03CwcFAhMyHyr8x8/k6NzFwSQqTLqwpLAG+//TaVKlUCEmYEGbt37x6zZs0CYNCgQS8tLAEZKiwBnD171tBLqXfv3in+0bS3t2fYsGGG56dPK6dhe3h4ANCpUydDYQlAq9Xy4YcfKsYk9d1333Ht2jXatGmTZYUlIfKakL17kxWWTJ2dcV+4MM8XloL9IhWFJZB+S0J9lV3ssbc0VcSyfPZSvT5Q1Gg56+GpEBWctfcRBUYlp0ps6rSJViVaJTt21PsoH+38CM8A6VspRG4nxSUhRLaws0vYCSQqKirZsRUrVhAbG4tWq2XcuHHZlkNMkv4uZcuWTXVcuXLlUjwHIDg44c1y8eLFk53n4uKiGJPo8ePHTJo0CTMzM5YuXZr+xIXIB6Lv3sV3/NfKoJkZ7t8txrRoUXWSykLGS+Ks7Mwo4mabymghcoaJVkODMsoi55ms7LsEYGIKHWYoY+F+cHxu1t5HFCj25vYsfn0xX9X5Cq1G+RHVO8ybHrt78OedP9VJTgiRJlJcEkJkuZs3bxpm86TUxPq3334DoE6dOri5uQGg1+t5/Pgx9+7dIzw8PEvySJw9BQmzpVJz9+7dFM8BcHBImIb95EnynUsSY4ljEo0YMYLQ0FBp4i0KrPiwcLyHfIk+IkIRd/n6a6xq1VInqSzmdV35gb1EFSc0Wo1K2QjxQrb3XQIo1xoqdlTGziwH/7spjxciDbQaLf1q9OPHdj/iZKkskkbHRzPx1EQm/T2J6PholTIUQryMFJeEEFkiIiKC27dvs2DBAlq2bElcXBwAQ4cOVYzz8/MzFHpq1KhBTEwMkydPxtXVFVdXV8qVK4e9vT1NmjRJsVdTetSoUYMmTZoAsGbNGnx9fZONCQ0NZdGiRUDC7Kb27dsrjtesWROAXbt2EZHkg7JOpzMUyWol+bB89OhRNm7ciJubGxMnTsxU/kLkRXq9nsdff02MUUHX4d13cfwwfywR1cXr8PY0Ki7JkjiRSzQsoywu3fML51lo8lnEmfbGdNAmWd6qi4X9E1IfL0QaNSreiM2dNvNa0deSHfv99u/03NMTnzAfFTITQryM6auHCJH36XR6AiNiXj0wnyhkbY42B75BX7NmDb179071+NixY+nevbsidv36dcNja2trWrZsyZkzZxRjdDodp0+fplu3bgwcOJAffvghwzmuXr2aDh06cP/+ferUqcPo0aOpU6cOpqamXLt2jTlz5nD//n2KFCnC+vXrMTc3V5zftWtX7O3t8fPzo0OHDowbNw5zc3OWLFnC9evXMTU1NbzGuLg4vvjiCwAWLFig6NEkREERsHoNofv2KWIWVavg8s1ENJr8MbPn6f0QYqKUu2OVqCLFJZE7VHW1x87ClNDoOEPs7L0AOtd0zdobFS4HjQbA30texG7uhruHE2Y2CZEJLjYurHljDfMuzGOD5wbFsev+1/lgxwfMaj6L5u7NVcpQCGFMikuiQAiMiKHutINqp5FjLk5oS2Fbi1cPzCa1atVixYoV1K9fP9mxgIAX3/avWrWKqKgoGjRowKxZs2jUqBHR0dHs2bOHkSNH4uvry7Jly6hcuTJffvllhnKpWLEi58+fZ9myZcyePZsRI0YojpuZmTFy5Ei++uqrFBt+Ozg48P3339OzZ09OnDiRrEH57NmzDf2cFi1axL///itNvEWBFX7uHM/mz1fEtA4OuC9ejNYyC3erUtkjo35Lhd1ssXFQ72+uEEmZaDXUK12IIzf9DLGz9/2zvrgE0GIUeGyEiOcvYnvHwYBTCb2ZhMgEMxMzxjUcx2tFX2Py6clExr3YRCEkJoTBhwYzuNZg/vfa/5L1aRJC5Dz5r1AIkWFvv/02V69e5erVq5w7d46NGzfyzjvv4OHhwccff8zOnTuTnZO0n1JUVBTVq1fnyJEjvP7661hZWeHo6MjHH3/M0aNHsbGxAWDy5MmKJWnptWPHDtavX09YWFiyY7GxsWzZsoUNGzag1+tTPL9Hjx7s27ePli1bYmtri7W1NY0aNWLr1q0MHz4cAB8fHyZPnoyZmRlLlrz4FvfAgQO0atUKOzs7bG1tadWqFYcOHcrwaxEit4p9+gyf4SMgPsmMHo0GtzmzMf9vq9v8Ilm/JVkSJ3KZhsZ9l7K6qXciSwdo840y5ucJF35OebwQGfBW2bdY/+Z6StuXVsT16FnqsZRhR4YRFpP8PZ4QImdJcUkIkWGOjo5Ur16d6tWrU79+fT766CO2bdvGunXruHfvHl27dmXNmjWKcyyNZi9MmTIFa2vrZNeuUKECAwcOBBJmOx08mLGZZyNGjKB37954enry9ttvc+rUKcLCwoiMjOTSpUv07t2bR48eMWbMGN577z3i4+NTvE67du04evQooaGhhIeHG5btJRo+fDhhYWEMHTqUKlUStmjeuHEjHTp04NixY9jb2+Po6MixY8do3749W7ZsydDrESI30sfE4DN0KPHPnyviRQYNwrZlS5Wyyh5R4bE8exCiiJWUJXEilzFu6n37WRj+YdnUBLl2D3CpoYwdnQER2VTQEgVShUIV2PjWRtqVapfs2GGvw3Tf3Z17walv3iKEyH5SXBJCZLlPP/2U999/H51OxxdffKFYCmdnZ2d4rNFoaNu2barXeeONNwyPz58/n+48du3axYIFCwD47LPP+OOPP2jSpAk2NjZYWlpSu3Ztfv75Z0Pj7W3btmWov9OhQ4fYsmULbm5ufPNNwje4ISEhDBw4EJ1Ox/z58/Hx8cHb25sFCxag0+no378/oaGh6b6XELnR07nziLx8WRGzad6cIoMHqZRR9vH2DCTpJEcTMy3FKzikfoIQKqjuao+NuYkidu5+NhV7tCbQYbYyFhkIR2dlz/1EgWVrbsv8lvMZXnd4smVw94Pv031Xdw4/OqxSdkIIWQwtCoRC1uZcnJB6ESO/KWRt/upB2axr165s2bKF8PBw9u7da2h6XSLJ8hhHR0dFsclY0rF+fn6pjkvNypUrgYQi1rRp01IdN378eBYuXEhYWBg///wzQ4YMSfM9YmNjDU2858+fb2jivX37doKDg3nttdcMS+cAhg0bxurVq7l69Srbt2+nR48e6X5dQuQmwTt3EfjLL4qYmZsbbnPnoNHmv++wvIz6LblVcMTUzCSV0UKow9RES93SThy/9eLfzjP3/OlYo3j23LB0U6j6Nlz/80Xs/Eqo1xucq2TPPUWBpNFo6F29N5WdKjPq+CiCo4MNx8Jjw/nqyFf0f60/g2oNkj5MQuQwKS6JAkGr1aja4LogKlq0qOHxw4cPDY8rVKiAmZkZsbGxqS5BS5T0uKlp+v9c3bhxAwBnZ2fc3NxSHWdpaUm1atU4e/Ysnp6e6brHggUL8PT0pHXr1nz44YeGuIeHBwBNmjRJdk6TJk24evUqHh4eUlwSeVrUrVs8/m/mXyKNuTlu3y3GxNFRnaSykV6vl35LIs9oWEZZXDqbXTOXErWbAjf3QPx/y+/08bBvPPTYBvlkp0iRezR2bczmTpsZemQongHK924//vMj1/2vM6vFLOzN7VXKUIiCR8q5Qohs4ePjY3icOJsHEnZna9y4MZCwdOy5UY+WpO7evWt4/LLiUGoSC1JxcXGvGJkwAynpOWnh7e3N1KlTMTMzY+nSpYpjwcEJ36Q5OCRfLuP434fuxDFC5EXxoaH4fPkV+shIRdzl22+wqlZNpayyV/CzSEIDohSxEtJvSeRSjcoqfzc9n4QSGB6TfTcsVAqaGu3sevcw3NqXffcUBZqbrRvrOq7jrbJvJTt2wucEH+/8mNuBt1XITIiCSYpLQohs8dtvvxke16ihbPSZtBH2n3/+meo1tm3bZnjcvHnzdOdQpkwZAPz9/Q2zmFISEBDAtWvXFOekxbBhwwgPD1c08U6UWFTy9vZOdp6XlxcA9vbybZrIm/R6PY/HjyfmwQNF3PH993BM8t93fvPour/iuY2DOU6uNiplI8TL1XBzxMpoyea5B9k8e6npULAzWnq3bzzEZWNRSxRoVqZWzGw2kzH1x2CiUf6+Pwp9xCe7P2H/g/0qZSdEwSLFJSFEuqxZs4aoqKiXjlm4cCG7d+8GEoo1xoWhPn364OzsDMC3336Lr69vsmscO3aMX/7r41K9enWaNm2abMxnn32GRqNBo9Fw9OjRZMc7d+5seDx06FBiYpK/udXpdHz55ZeGY506dXrpa0t04MABtm7dqmjinVTNmjUB2LlzJyEhL3aWCgkJYdeuXQDUqlUrTfcSIrcJWLWK0APKHRwtq1Wj2IQJKmWUM1JaEqeR5T4ilzI31VK3VCFF7Oy9bC4uWdhC20nKWMBdOPdj9t5XFGgajYYeVXvwU/ufcLJUztiLjItkxLERLLy4kHjdy9sxCCEyR4pLQoh0mTRpEm5ubnz++eesW7eOU6dOceXKFU6ePMmyZcto1qyZoYG1ubk5K1aswMRE+U2Sra0t3333HRqNBl9fX+rXr8/SpUs5f/48J0+eZMKECXTs2JH4+HhMTU1Zvnx5hj7AffbZZ4YZRfv376devXr89NNPnDt3josXL/LLL7/QrFkz1q9fD0CxYsUUzbdTExMTY2j6nbSJd1Jvv/029vb2BAcH88Ybb7Bnzx727t1Lhw4dCA4OxsHBga5du6b7NQmhtvAzZ3i2YKEiZuLggPt3i9Fa5N/edvFxOrxvBSli0m9J5HYNyyh/R8/c809lZBaq8QG41VPGjs2BsPRvzCFEetR3qc/mTpupVjj50uyfr/3MoEODCIoKyvnEhCggpKG3ECLdAgIC+Omnn/jpp59SHePu7s7PP/9M27Yp79L34Ycf8vz5c4YPH46vr2+KO7TZ2try66+/pjhrKS3Mzc3Zs2cPXbt25cqVK1y9epXPP/88xbFlypRh27ZtFClS5JXXnT9/Pjdv3kzWxDspe3t7li1bRo8ePThz5gxvvvmm4ZhWq2XZsmWyLE7kObFPnuAzfATodC+CGg2u8+ZhloG+aHnJk3vBxEUrv/UuUVmKSyJ3a1i2sOL5jSchBEfE4mBtln031Wqh42xY2eZFLDoEjkyHzouy775CAC42LqztuJZpZ6bx550/Fcf+9v2bj3Z9xKLXF1HZqbI6CQqRj8nMJSFEuuzbt4/58+fz7rvv8tprr1GsWDFMTU2xs7OjXLlydOvWjdWrV3Pz5k3atWv30msNHjyYS5cuMXDgQMqXL4+VlRW2tra89tprjB49mlu3bmV6dk+pUqU4f/4869ato0uXLri7u2NhYYG5uTkuLi60b9+eH374gatXr6ZpmZqXlxfTpk1LsYm3se7du7Nv3z5atmyJjY0N1tbWtGjRgj179vDxxx9n6nUJkdP0MTH4fDWU+ADlspqiXw7BtnkzlbLKOY+MlsQVLWmHlZ25StkIkTY1SzhgYfri7b5eDxceZvPSOAD3evCa0Zcvl9bC03+z/96iwLMwsWBKkylMaDgBU61yLoVPmA+f7v6UXfd2qZSdEPmXRq/X69VOQghvb29KlCgBJHx4d3d3T/O5t2/fJi4uDlNTUypUqJBdKQqRK8jvu1DLkylTCdywQRGzbdUK9x++R6PN/99VbZlxHr9HoYbndTqUovHb5VTMSIi0+WjFac4k6bX0eYuyjH+zykvOyCLBPrCkLsQl2VGybCv49E+QXmUih1x+dpnhR4fzPDL57sSfVfuMoXWGYqI1SeFMIfK3zHz+Tk3+fzcohBBCiEwJ/uuvZIUlsxIlcJ09q0AUliJDY/DzClXESlaRJXEib2hYRrk07uz9HJi5BODgBs2GKmP3jsKtfTlzfyGA2s612dxpMzWL1kx2bM2/axh8eDAhMSEpnCmESK/8/45QCCGEEBkWdfMWj7/5VhHTWFjg/t1iTBwcVMoqZ3l7BkKSed6mFia4lC0Yr13kfcZNva/5BBMWHZczN28yBOxclbH9X0Nc8t1bhcguztbOrH5jNR9U/CDZsVM+p/hk1yfcC76nQmZC5C9SXBJCCCFEiuJDQ/H58kv0UVGKuMvkSVhWyYFlNbnEoxvKmR5uFR0xMZO3UCJvqF2yEGYmL5ahxev0XHoYmDM3N7eBtpOUMf87cH5lztxfiP+YmZgxsfFEvm38bbI+TA9CHvDJrk847n1cpeyEyB/knVE2ioiIYM6cOdSvXx8nJydsbGyoXLkyI0aM4OHDh5m+/oMHD9BoNGn6+eyzz9J0zY0bN9K+fXtcXFywtLSkVKlS9OjRg9OnT2c6XyGEEHmHXq/n8dcTiDH698rxow9xfPttdZJSgV6vx+tf5fbtJavKkjiRd1iZm/Cau6Midva+f8qDs0ON98GtrjJ2bBZE5NDyPCGSeK/ie6xqvwonS+Xf8bDYML449AWrrq5CWhILkTFSXMomd+7coVatWowZM4YLFy4QGBhIREQEN2/eZMGCBbz22mvs3LlT7TQNIiMjeeutt+jevTsHDhzg6dOnREdH8+jRI9avX0+zZs2YPHmy2mkKIYTIIYHr1hG6f78iZlmjBsXGj1cpI3UEPA4nPFi5hKeE9FsSeYzx0rhzOdV3CUCrhTdmKmNRwXB0ZsrjhchmdYrVYdNbm6jipJyBq0fPokuLGHNiDJFJG9ELIdJEikvZIDQ0lLfeeovbt28D8L///Y9Dhw7x999/M336dGxtbQkJCeHDDz/Ew8MjS+45bdo0rl69murP9OnTX3p+nz592L17NwCvv/46f/75J+fOnWPVqlWUK1cOnU7HpEmTWLFiRZbkK4QQIveKuHSJp3PnKWJaBwfcFy1Ea26uUlbq8Lqu/BBu62SBYzFrlbIRImMaGBWXrngFExUbn3MJlGwI1bspY+dXgd/NnMtBiCSK2xZnbce1dCzdMdmxPff30GtPL56EP1EhMyHyLtNXDxHpNXfuXG7dugXAnDlzGDVqlOFY48aNadWqFS1btiQiIoKhQ4dy9OjRTN/Tzc2N6tWrZ+jcw4cPs2nTJgA6d+7MH3/8gYlJwpac9evXp0uXLtStW5dHjx4xZswY3n//fQoVKpTpnIUQQuQ+cf7++AwbDnHKhr9uc2Zj5uamUlbq8TLqt1SyihMa2UZd5DH1Sjuh1YDuv9U+MfE6Lj8KonG5wi8/MSu1nQSeuyDuvx5u+njY9zX02JpzOQiRhJWpFbNbzKaiU0W+u/Qd+iQ7N9wIuMGHOz9k0euLqO1cW8Ushcg7ZOZSFouNjeW7774DoEqVKowYMSLZmCZNmtC3b18Ajh07xvnz53M0R2Pz5iV8O21qasoPP/xgKCwlKlKkCLNnzwYgKCiIlSulCaMQQuRH+vh4fEaOJO7pU0W88ID+2LZsqVJW6omLjcf3VpAiVqJqDn4YFyKL2FqYUt1NucNhjvZdAnAsCY2/UMbuHIDbB3M2DyGS0Gg09KvRj6VtlmJrZqs4FhAVQJ99ffj91u8qZSdE3iLFpSx25MgRgoODAejVqxdabcr/EydtsP3HH3/kRGopCg0N5dChQwC0bdsWd3f3FMe9++672NvbA+rmK4QQIvs8//57Ik6fUcSsGzWi6JAhKmWkrsd3gomL1RmeazTgXllm7oq8SdW+S4maDQPbYsrYvvEQH5fyeCFySAv3Fqx/cz2l7Esp4nG6OCadnsT0M9OJ1cWqlJ0QeYMUl7LYyZMnDY9bvuRb3nr16mFtndCz4dSpU9meV2rOnz9PTExCo9KX5Wtubk6jRo0M58TGyh9XIYTIT8KOH+f5D8sUMVNnZ9zmz0NjNKO1oDDut+Rc2h5LGzOVshEicxqUUc66u/QokJg4XSqjs4mFLbT5Rhl7fhMurs7ZPIRIQVnHsqx/cz1NXZsmO7bp5iYGHBhAYFSgCpkJkTdIcSmLXb9+3fC4cuXKqY4zNTWlfPnyANy4cSPT912yZAnly5fH0tISBwcHqlWrxoABA7h06VKW5Jv0eFxcnKFZuRBCiLwv1scH31GjlUETE9wWLsC0cMFdBvbIqN+S7BIn8rIGpZ1I2i4sKlbHVZ+gnE+kZndweU0ZOzIdIuVDu1Cfg4UD37f5ns+qfZbs2Lkn5/h418fcCryV84kJkQdIcSmLeXt7A2BjY4Ojo+NLx5YoUQIAPz8/oqOjM3XfS5cucffuXaKjowkJCeH69ev8+OOP1K1blwEDBqR6/cR8gVSXxBnnC+Dl5ZWu/Ly9vV/68/jx43RdTwghRNbQxcTgPWw48f8t6U7kPHIk1nXrqpSV+sKDo/H3DlPESlaV4pLIuxyszahUzE4RO3NPhaVxWi10mKWMRQbCsbk5n4sQKTDRmjCi3ghmNJuBuVa5Q6pPmA89dvfg8KPDKmUnRO4lu8VlsdDQUABsbW1fMTKhAJUoLCwMCwuLdN/P0dGRd955h1atWlGhQgUsLS15/Pgx+/fvZ9WqVYSFhfHjjz8SGhrK+vXrU803LTkb55seSQtTQgghco9ns+cQ9c8/iphdu3Y4fdZLpYxyB2+jWUvmliY4l7FXKRshskbDMk54Pnnx3u/c/QAGv65CIqWbQpUucOOvF7FzP0K9PlCkvAoJCZFc53KdKeNQhq8Of8WzyGeGeGRcJEOPDOWrOl/Rp3of2UFUiP/IzKUsFhWVsL2qubn5K0aiKCZFRkam+16urq74+Pjw888/07NnTxo3bkzt2rV58803WbRoEZcuXaJkyZIAbNiwgb/++ivZNRLzTUvOmc1XCCFE7hK8axeBRl88mJUqSfEZ0wv8m2XjJXFulQphYiJvm0Te1rCscpnrhQcBxMXncN+lRO2mgEmS9566ODgwUZ1chEhF9SLV2dRpE68VVS7l1KNn0aVFTDg1gZj4GJWyEyJ3KbDvkjQaTaZ/1qxZk+y6lpaWAIYm2S+TdKmalZVVul+Dubm5oSl4SipUqMCvv/5qeL5kyZJkYxLzhVfnnJl8vby8Xvpz7ty5dF1PCCFE5kTfvcvjicrGuhoLC9wXL8bEzi6VswoGvU6P1w1l/xdZEifyg/qllb/H4THxXH8cok4yTmWg0SBl7OZuuHtEnXyESEVR66KsfmM1Xcp1SXbsr7t/0XdfX/wj/VXITIjcpcAWl7KL3X9vyNOybCw8PNzwOC3L6DKiefPmVK1aFUjYyU6nU347ZZfkA8Srcs5Mvu7u7i/9KV68eLquJ4QQIuN04eF4f/kV+ogIRdzlm2+wfMXmDgXBc58wIkOUX7iUqFpwG5uL/KOonQXlitooYmfV6LuUqPkIsCmqjO37GnTx6uQjRCrMTcyZ1nQaw+oOQ4NyZq+Hnwfdd3XnZsBNlbITIncosD2XsmKHtpQKIu7u7pw9e5bw8HCCgoJe2tQ7sSl20aJFM9RvKa2qVq3K9evXiYqKwt/fn6JFX/wjnrSJt7e3N/Xq1XtlviA9lIQQIq/S6/U8/uZbYu7eVcQd3uuGY7d3Vcoqd/G6rvywbV/UCoei6Z9hLERu1KBMYe76vfjC8Oz9AP7Xoqw6yVjaQ+sJsOOrF7Fn/8KldVCvtzo5CZEKjUZDn+p9KGNfhjEnxhAZ96JNiG+4Lz339GR2i9m0KtFKvSSFUFGBLS5VzqZvZqtWrcrvv/8OgKenJ40aNUpxXFxcHHf/e2NfpUqVbMkl0cv6ZiTOaoKEfF8m8bipqSkVKlTImuSEEELkqKBNmwjZtUsRs6hSBZcJE1TKKPfxMuq3VLKKLIkT+Uejsk5sPPfI8Pz8gwB0Oj1arUp91mp/Cud+gqfXXsQOT4Pq74Klgzo5CfESr5d8nV86/sKQw0N4HP5ix+uIuAi+PPwlw+oO47NqnxX43oWi4JFlcVmsWbNmhsfHjh1LddyFCxcMy8yaNm2arTldv34dSGjIXbiwclp//fr1DY28X5ZvTEwMZ86cMZxjZmaWTdkKIYTILpFXr/J0xkxFTGtnh/viRWiT9OAryGJj4vG9E6SIlZB+SyIfaVBG+fscHBnLzaehqYzOAVoTeGOGMhbxHE7MVycfIdKgklMlNry1gZpFayrievQsuLiAiacmSqNvUeBIcSmLtWrVCgeHhG9Z1q5di16vT3Fc0mbg77zzTrblc+rUKf79918gofCl1Sr/L7ezs6NNmzYAHDx4EG9v7xSvs23bNkJCQrI9XyGEENkjLjAQ76++Qh8bq4i7zpyB+X87iwrwvRWELu7Fv90arQa3SoVUzEiIrFXcwYqSTsoNYc7eU7kZcdmWUOktZezMMgi4p04+QqRBEasirHpjFZ3Ldk52bPvd7fxv//8IiFKxp5kQOUyKS1nM3NycL7/8Ekjo6zRv3rxkY06fPs2qVasAaNmyJfXr10/xWom70pUuXTrF43/++WeqxSuAO3fu0L17d8PzQYMGpThu5MiRQMJSvcGDBxMfr2yi+Pz5c8aMGQOAo6Mj/fr1S/WeomAbM2aMYkfFo0ePpjjuxo0bLF26lF69elGnTh3c3d2xtLTExsaGsmXL8uGHH7J9+/aX/n6nxaRJk9K9C+SkSZNSvNaRI0do06YN9vb22Nra0qRJE/74449X5vDkyRMcHR0xNzd/5dJTIbKLXqfDd+xY4nwfK+JOffpg17atSlnlTt6eyg8CLmXssbAqsF0ERD5lPHvp3INc8AG4/VTQJpkZHx8DB75JfbwQuYCFiQXTm03nqzpfJTt26dkluu/qzu3A2ypkJkTOk+JSNhg1ahQVK1YEYPTo0fTv358jR45w5swZZs6cSfv27YmLi8PKyopFixZl+D7vvPMOFStWZMyYMfz++++cPXsWDw8P9uzZw9ChQ6lduzaPHiWsqf/ggw94992UG7W2bt2ajz76CIC//vqLdu3a8ddff3HhwgVWr15No0aNDNeZPXs2hQrJN7giOQ8PDxYsWJCmsdOnT2fIkCGsW7eOy5cv4+PjQ3R0NBEREdy/f58tW7bw9ttv8/rrr+Pvn7PfplaqVClZbMuWLbRt25bDhw8TGhpKeHg4p0+f5t1332Xx4sUvvd7IkSMJDg5m2LBh2dbrTYhX8V/xE+HHjitiVvXq4jxsqDoJ5WI+t4IUz90ry795Iv9paFxcuh+Q6S90Mq1wOWjYXxm7sQMenFQnHyHSSKPR0K9GPxa1WoSVqXLzB58wHz7d8ynHvY+ncrYQ+YdGr/q/JPnTnTt3ePPNN7l9O+VKtb29PevXr6dTp06pXiOxCVypUqV48OBBqsdfZeDAgSxcuPClO9JFRkby3nvvsXv37hSPa7VaJk6cmOqsjszy9vY27EDn5eWl2MXuVW7fvk1cXJw0GleRTqejUaNGnD9/HmdnZ549ewYkzPZp1apVsvGfffYZnp6eNG3alBo1auDi4kLRokUJDAzE09OTH3/8kWvXEhp7Nm7cmJMnTyZb0pkWz549M+SSmvj4eFq0aEFISAj29vY8efIEK6sXbwxCQ0MpWbIkQUFBNG7cmAkTJmBubs7ixYvZuXMnZmZm3Lp1K8UZhsePH6dly5a4u7vj6emJjY1NsjHpJb/vIr3Cz53j0We9QaczxEyKFKHM779jVsxZxcxyn6jwWFaNPAFJ3hm9Pbw2bhWlwCTyl0f+EbSYe0QROzi8JeWdbVXK6D+RQfBdbYhMMpPK5TX4/GhCbyYhcjnPAE++OPQFTyOeKuIaNIyoN4KeVXtKo2+RK2Tm83dqZJ53NilfvjyXL1/m+++/57fffuPOnTvExMRQokQJ3nzzTb766itKlSqVqXv89ddfnD59mrNnz/Lw4UOeP39OeHg49vb2lC1blubNm9OnTx+qV6/+ymtZWVmxa9cuNmzYwJo1a7hy5QpBQUEUK1aM5s2b88UXX9C4ceNM5Svyr++++47z589TuXJl3nnnHWbOnPnS8StXrsTUNOU/P23btmXgwIF88MEHbNu2jdOnT7Nz5066dOmS7rycnZ1xdn75h+c9e/YY+om9//77isISJCw/DQoKonDhwuzfvx9b24Q33q1bt6ZatWp4enry66+/MsFop63EZaYA8+fPz5LCkhDpFff8OT4jRigKS2i1uM2bJ4WlFPjeDlIUlkzMtLiUkd2qRP5TwsmK4g6WPA6OMsTO3vdXv7hk5Qivj4fdI1/EnvwDVzZB7U9US0uItKrsVJlNnTbx1eGv+Of5P4a4Hj3zLszjXvA9JjScgJmJbI4k8h8pLmUjGxsbRo8ezejRozN0/qsmlXXu3JnOnZM3kMuM7t27K/o0CfEqjx49YuLEiQAsX76cI0eOvOIMUi0sJTIxMWHUqFFs27YNgBMnTmSouJQW69atMzzu2bNnsuMeHh4AdOrUyVBYgoTZfB9++CGTJ082jEnqu+++49q1a7Rp04YPPvggy/MW4lX08fH4jBpFvN9zRbzokC+wadRQpaxyN5+bgYrnLmUdMDGTDgIi/9FoNDQo48R2D19D7Nz9AD5pmLkvPrNE3d5wfhX43XgROzQFqr0N5vJFjcj9ilgV4ecOP/PNqW/YfV+5KmTb7W34hPowv9V8HCzkywuRv8g7JiFEpgwePJiwsDB69epFy5Yts+y6dnZ2hsdRUVEvGZlxISEhbN++HYAyZcrQvHnzZGOCg4MBKF68eLJjLi4uijGJHj9+zKRJkzAzM2Pp0qVZnbYQafJ82XIiTp9RxGyaNaNw//6pnCF8bimLS+6yS5zIxxqWKax4fvZeLui7BGBiCm9MU8bCnsCp79TJR4gMsDCxYFbzWQypPSTZsbNPzvLpnk/xCvVSITMhso8Ul4QQGbZlyxZ27tyJk5NTijsjZsamTZsMj7OrEfZvv/1GZGQkAJ9++mmKa+AdHBK+VXry5EmyY4mxxDGJRowYQWhoqDTxFqoJ//tvnn//vSJmWqwYrnNmo8lA/7KCIDI0Bn+fcEXMTYpLIh8z3jHuSUgUXgGRKmVjpHxbKNdGGTu1GEJ8Ux4vRC6k0Wj4/LXPWdBqAZYmlopj94Pv88muT/B45qFOckJkA3mHKYTIkKCgIL76KmHb1dmzZ1OkSJFMX/P58+ecPn2avn37Mn36dACKFCnCJ59kT5+FVy2JA6hZsyYAu3btIiIiwhDX6XT89ttvANSqVcsQP3r0KBs3bsTNzc2wXFCInBT79Bk+o0ZD0hkIJia4LZiPqZNT6icWcMa7xJlamOBc2i7lwULkA+WK2lDE1lwRO3M/Z3dofan200CT5KNKXCQcmqpePkJkULtS7VjTYQ1FrJTvlQOjA+m7ry+776W8oZIQeY30XBIFg06n3Hkkv7NygmyenTB69GiePHlC06ZN6du3b4av06pVK44dO5bisSJFivDHH3/g6OiY4eun5sGDB5w4cQKApk2bUq5cuRTHde3aFXt7e/z8/OjQoQPjxo3D3NycJUuWcP36dUxNTQ19yuLi4vjiiy8AWLBggaJHkxA5QR8Xh++IEcT7Kz8gOg8binXduipllTcY91tyLe+AiYl8Byfyr8S+S7uvvpiZe+5+AB/UK6FiVkkUqwp1esHF1S9iVzZCw/7gWku1tITIiGpFqrHhzQ0MPjyY24EvdhOP0cUw5sQYvEK9+Py1z2UnOZGnSXFJFAyRATA35eJBvjTqLthkfiZRak6cOGHY8W358uXZ8g/hl19+ycSJE7NkRlRKfvnlF0NviV69eqU6zsHBge+//56ePXty4sQJQ0Eq0ezZsylbtiwAixYt4t9//5Um3kI1fkuWEnHhgiJm27IlTn36qJRR3mHcb8mtoiyJE/lfwzKFFcWls7lp5hIk7Bx3dSvEhP4X0MP+CdBrB8iHcJHHFLctzroO6xh1fBQnfU4qji31WMqj0Ed82/hbzE3MU7mCELmbfCUnhEiXmJgYPv/8c/R6PcOGDaN69eqZut7q1au5evUq//zzD8ePH2fBggVUqFCBpUuX0rt3b54+fZpFmSv9+uuvAFhaWr6yENSjRw/27dtHy5YtsbW1xdramkaNGrF161aGDx8OgI+PD5MnT8bMzIwlS5YYzj1w4ACtWrXCzs4OW1tbWrVqxaFDh7LlNYmCLez4cfx//FERM3UtTvFZM6XP0iuEB0UT+CRCEZN+S6IgMO675BUQiW9QLum7BGDrDM2HK2MPTsBNWUYk8iZbc1uWtF7CR5U+Snbsr7t/8fmBzwmKCsr5xITIAvJuUwiRLjNmzMDT05OSJUvy7bffZvp6ZcqUoXr16tSoUYPmzZszbNgw/vnnH95880127txJ/fr18fb2zoLMXzhz5gy3bt0CEpa9GTfkTkm7du04evQooaGhhIeHc/r0abp162Y4Pnz4cMLCwhg6dChVqlQBYOPGjXTo0IFjx45hb2+Po6Mjx44do3379mzZsiVLX5Mo2GIfP8Z39Bhl0NQU9wULMC0kRZJXMZ61ZG5lStESsqxV5H+VitnhYGWmiJ27n8vaCDQaBA4llbH9EyEuRp18hMgkU60p4xuOZ0z9MWhQzsC7+PQiPfb04GHIQ5WyEyLjpLgkhEgzT09PZs6cCcCSJUuwsbHJlvtYWlqyevVqrK2t8fLyYvTo0Vl6/bQ08k6PQ4cOsWXLFtzc3Pjmm28ACAkJYeDAgeh0OubPn4+Pjw/e3t4sWLAAnU5H//79CQ0NfcWVhXg1fWwsPsOGEx8UpIgXGzUSqyTN5kXqkvVbquCIVvotiQJAq9VQv7Ry9tLZ3FZcMrOEtkZfZgXchQur1MlHiCyg0WjoUbUH37X+DitTK8WxhyEP+WT3J1x8elGl7ITIGOm5JAoGK6eEPkQFhVX27Ai1cOFCYmJiKFu2LBEREWzatCnZmGvXrhkeHz58mCdPEno5dO7cOV3FqCJFitC0aVMOHDjA9u3biY2NxczM7NUnvkJMTAybN28GoFixYrzxxhuZul5sbKyhiff8+fMNTby3b99OcHAwr732mmHpHMCwYcMMSwG3b99Ojx49MnV/IZ4tXESkh4ciZteuLYWyoHBaUHjfNO635KhOIkKooFFZJw7eeLEEPdf1XQKo3g3OLgfv8y9iR2fBax+CteyCKfKuViVasbbDWr449AXPIp8Z4sHRwfxv//+Y3GQynct1VjFDIdJOikuiYNBqs7XBdUERHR0NwL179/j4449fOX7q1BdbBt+/fz/dM52KFi0KQEREBM+fP6d48eLpOj8lO3fuJCAg4VvZTz75BBMTk0xdb8GCBXh6etK6dWs+/PBDQ9zjvw/7TZo0SXZOkyZNuHr1Kh4eHlJcEpkSevgwAT//rIiZubtTfPp02XEmjUIDogh5HqWIuVeWpYSi4DDuu3TPLxy/0GiK2lmolFEKNBp4YwasavciFhUEx+dCh5mqpSVEVqhSuArr31rPkMND8AzwNMRjdbGMPzker1AvBtYcKP+ui1xP5nwLIXItHx8fw+PEGUGZlZVL4ry9vZk6dSpmZmYsXbpUcSw4OBggxX5Ojo6OijFCZESMtw++Y8cpYhozM9wWLsTE3l6lrPIe4yVxljZmFHaVfkui4Kha3B5bC+X3zbmu7xJAiQZQ7V1l7NwKeH5HnXyEyEIuNi6s7bCWlu4tkx1bdmUZY0+MJTo+WoXMhEg7KS4JIdJszZo16PX6l/4kbfJ95MgRQ7x06dLpupe3tzenT58GoFSpUtjZ2WU6f39/f3bvTthhpmbNmtSsWTNT1xs2bBjh4eGKJt6JEotKKTUj9/LyAsBeCgAig/QxMfgMG4YuJEQRdx47BqsamdvBsaAxXhLnWtERjVa+HRYFh6mJlrqllLP1zuXGpXGQ0Hsp6Tbtujg4mPnNRYTIDazNrFn8+mI+qfJJsmO77+/mf/v/R2BUYApnCpE7SHFJCJGjbt26xeHDh186Jjg4mO7duxMTk7ATTGozjD777DM0Gg0ajYajR4++8t4bN24kNjb2pddMqwMHDrB161ZFE++kEgtXO3fuJCRJASAkJIRdu3YBUEuaLYsMejp3HlFXrypidh07UKh7d5Uyypv0en2ymUtuFWVJnCh4GpbN5U29ExUqDY0GKmOeO+H+CVXSESKrmWhNGNtgLOMajEOrUX5Uv/zsMp/u+RSvEC+VshPi5aS4JITIUb6+vrRp04ZatWoxadIkduzYwfnz57l8+TJ79uxhwoQJVK5cmRMnEt4oVq9enbFjx2bJvROXxJmamvLJJ8m/FUqrmJgYhgwZAiibeCf19ttvY29vT3BwMG+88QZ79uxh7969dOjQgeDgYBwcHOjatWuGcxAFV8i+/QT+8osiZl6qFMWnTpV+DOkU8jySsEDlMgP3SlJcEgVPQ6O+S55PQgmKiFEpm1doPgKsCytj+78GnU6dfITIBt2rdGdJ6yVYm1or4g9DHtJjTw/+8ftHpcyESJ009BZCqOLKlStcuXLlpWPeeustVq9ejbW19UvHpYWnpyfnzyfsMtO+fXuKFSuW4WvNnz+fmzdvJmvinZS9vT3Lli2jR48enDlzhjfffNNwTKvVsmzZMlkWJ9It5tEjHn/9tSKmMTfHbfEiTLKoL1lB4u2pnLVkZW9OoeKZ/3sjRF5Tw80RSzMtUbEvCjTn7gfQvpqLilmlwtIBXh8Pu0a8iD2+Av9shlqv3mxEiLyihXsL1nVcx+BDg3ka8WJHx4CoAPru68vsFrNpXbK1ihkKoSQzl4QQOapp06bs27ePUaNG8frrr1OhQgXs7e0xNTXFycmJunXrMnjwYE6ePMnOnTsNO8Zl1i9JZnpkZkmcl5cX06ZNS7GJt7Hu3buzb98+WrZsiY2NDdbW1rRo0YI9e/akabc9IZLSRUfjPXQourAwRbzYhK+xrFxZpazyNp9bQYrnbhUdZfaXKJDMTbXUKWncdymXLo0DqPMZFKmkjB2aAjHhqqQjRHap5FSJX9/8lYqFKiriUfFRDD0ylPU31quUmRDJafR6vV7tJITw9vamRIkSQMKHd3d39zSfe/v2beLi4jA1NaVChQrZlaIQuYL8vhdcT6ZMIXDDRkXMvnNnXOfMloJIBuj1etaMOUVEyIulP60+qUS15m4qZiWEehYfvM3Cg7cMz2u4ObBjSDMVM3qF2wdg/XvKWKvx0GqMOvkIkY3CYsIYcWwEf/v+nexYr6q9GF5veLIeTUK8TGY+f6dGfgOFEEKIXC5k775khSXzsmUpPulbKSxlUNDTCEVhCaSZtyjYGhj1XfrXN5jQqFiVskmD8m2hnNGSoFOLIOSxKukIkZ1szW1Z2mYpb5d/O9mxtdfXMvLYSKLionI+MSGSkOKSEEIIkYvFeHnxeMIERUxjaYnbooVobWxUyirvM+63ZONogYOzlUrZCKG+2iUdMTd58dFAp4cLD3PxtucaDbSfBklna8RGwOFp6uUkRDYy05oxpckUBtcanOzYgYcH+N/+/xEYlYv/mxX5nhSXhBBCiFxKFxODz7DhyfosuUycgGXFiqmcJdLC55byDbh7pUIyC0wUaJZmJtQs4aCI5eq+SwDFqkEdoz6KHusTGnwLkQ9pNBoG1BzAtKbTMNUo9+by8PPg0z2f4hXipVJ2oqCT4pIQQgiRS/nNn0/UtWuKmH3nzji8+65KGeUPep0+eTPvSo6q5CJEbtKwTGHF87P3/FXKJB1e/xrMk+6WqYd9X4O0lRX5WNfyXVnWbhm2ZsqdYh+GPKTHnh784/ePSpmJgkyKS0IIIUQuFHroEAFr1yli5qVL4/Kt9FnKLH/fcKLClL1kpN+SEMn7Lv3jHUxkTLxK2aSRrTM0G6aMPTgBN/eok48QOaRR8Uas7biWYtbFFPGAqAD67uvL4UeHVcpMFFRSXBJCCCFymVgfH3zHjVfENObmuC1aiImt9FnKLJ+byiVx9kUssS8i/ZaEqFuqECbaF8XrOJ2eS4/yQA+XxoPB3mino/0TIC4m5fFC5BMVC1Vk/ZvrqVhIuVQ+Kj6KoUeGsv7GepUyEwWRFJeEEEKIXEQfG4vP8BHoQkIU8WLjx2FZubJKWeUvxv2WZNaSEAlsLEyp7qbsu3Q2t/ddAjCzgraTlLGAu3DhZ1XSESInFbMpxtoOa2ni2kQR16Nn1rlZzD0/F51ep1J2oiCR4pIQQgiRizxbtIjIK8pmtHYdO+D44YcqZZS/6FLstyTFJSESNTJaGpcn+i4BVO8GbnWVsWOzIDIPzLwSIpNszW1Z2mYp75R/J9mxddfXMfLYSKLjo1XITBQkUlwSQgghcomwY8cIWKX8pt2sRAmKT5kifZayyHOvUGIi4xQxmbkkxAvGfZcuewURHZfL+y4BaLXwxgxlLDIQjs9TJx8hcpiZ1ozJTSYzuNbgZMcOPDzA5/s/Jzg6WIXMREEhxSUhhBAiF4h98gTfMWOVQTMz3BYuxMTOTp2k8iGfm0GK547FrLEtZKFOMkLkQvVKO5G0lh0Tp+OKVx75QFqyEVTtqoydWwEB99XJR4gcptFoGFBzANOaTsNUY6o4dunZJT7b+xlPwp+olJ3I76S4JIQQQqhMHxeHz8iRxAcFKeLFRo3Cqno1dZLKp7xvGvdbclQnESFyKQcrM6q42Cti5+7nkaVxkNB7SWv24nl8DByaolo6Qqiha/muLGu3DFszW0X8TtAdPtn9CbcDb6uUmcjPpLgkhBBCqMxv6VIiL1xUxOzataXQpz1Uyih/io/X8fhOkCIm/ZaESK5hWaO+S3mhqXcip7LQ4HNl7N9t4HVenXyEUEmj4o1Y02ENRa2KKuLPIp7Ra28vLjy5oFJmIr+S4pIQQgihorBTp/D/cYUiZubqSvFp06TPUhbzexhKbLSyd4z0WxIiuYZGfZcuPgwkNj4P7TbVYiRYOipj+78GvV6VdIRQSyWnSvz65q+Uti+tiIfGhNL/QH8OPDygTmIiX5LikhBCCKGS2GfP8B09RvmBx9QUt4ULMHFwSP1EkSHGS+KcXG2wtjdXKRshcq/6pZXFpYiYeK755JG+SwDWTtBytDLmdRZu/KVOPkKoyNXWlV86/kLNojUV8RhdDCOOjmDDjQ0qZSbyGykuCSGEECrQx8fjO2o08f7KXibOw4djVbNmKmeJzPBJ1m9JZi0JkZLCthZUcFb2ajmXl5bGAdTvB4VKK2MHvoW4GFXSEUJNjpaO/NT+J1qVaKWI69Ez89xMFl9ajF5m9olMkuKSEEIIoYLny5cTcfasImbbsiVOn/VSKaP8LT5Wx5O7ypkX7tJvSYhUNSiTh/suAZhaJDT3TirwPlxYpUo6QqjNytSKha0W8n7F95MdW3l1JRNOTSBWF6tCZiK/kOKSEEIIkcPCz57j+fc/KGKmLi4UnzUTjVb+ac4OTx8EExebpGeMBlxlpzghUtWwbGHF8/MPAojX5bGZDVXfBvcGytix2RAZmOJwIfI7U60pExtNZHCtwcmO/XX3L4YcGkJEbIQKmYn8QN7BCiGEEDkozt8f35EjQZek0GFigtv8eZgWkpk02cX7ZpDieRF3WyxtzFIeLIRI1tQ7NCqOm09CVcomgzQaeGO6MhYZCMfnqZOPELmARqNhQM0BTGo8CRONieLYKd9T9N7Xm+eRz1XKTuRlUlwSQgghcohep8N39Bji/PwU8aJffol13boqZVUwJOu3JEvihHipYvaWlHSyVsQuPsqDM35KNEiYwZTUuRUQcF+VdITILbpV7Mbi1xdjaWKpiF/3v07PPT15FPJIpcxEXiXFJSGEECKH+K9aRfipU4qYTdOmFP5fP5UyKhjiYuJ5ct+o35I08xbileqWUv53culhHiwuAbT9FrRJZirGx8ChKerlI0Qu0bJES1a+sRJHC0dF3CvUi0/3fMq/z/9VJzGRJ0lxSQiRZcaMGYNGozH8HD16NNmYBw8eKMak5ad06dIZzikoKIgDBw4wffp0unbtiqurq+G6rVq1SvN1tm7dSuPGjbGxscHe3p527dpx/PjxV5539epVzMzMcHJy4vlzmWJckEVcvozfosWKmGnRorjOmS19lrLZ43vB6OJe9IrRaKB4BUf1EhIij6hjVFy6mFeLS05locHnyti/28DrvDr5CJGL1Cxak3Ud1+Fm66aIB0QF0Htfb076nFQpM5HXyLtZIUSW8PDwYMGCBdly7UqVKmX43Nq1a9O+fXsmTJjAX3/9xePHj9N9jfnz5/P+++9z5swZIiIiCA0N5eDBg7Ru3Zpt27a99NzBgwcTFxfH9OnTKVKkSEZfhsjj4kNC8B0xEuLjXwS1WlznzsW0cOHUTxRZwnhJXNFS9lhYmaqUjRB5R92SyuLSo4AInoVGqZRNJrUYCZaOytj+r0G2XxeCMg5l+KXjL1R2qqyIR8ZFMuTQEHbc3aFSZiIvkeKSECLTdDodn3/+OXFxcTg7O790rJubG1evXn3lT/fu3Q3n9OqV8a3Z9UneNBYrVoxOnTql6/x79+4xduxYADp16sSBAwfYtWsXjRo1Ij4+nn79+hEWFpbiuevWrePEiRPUrVuX/v37Z/g1iLxNr9fz+JtvifX1VcSLDBiATaOGKmVVsPgYNfN2r+SoSh5C5DWVXOywtVAWYi89DFInmcyydoKWo5Uxr7Nw4y918hEilylqXZTVb6ymYXHle5M4fRzjT45n3b/rVMpM5BXytZ0QItO+++47zp8/T+XKlXnnnXeYOXNmqmPNzMyoXr36S68XHx9vWFJnZ2fHO++8k+HcvvjiC8qUKUODBg0oUaIEkLBLRlqtX7+euLg4qlSpwvbt29H+t3ypRYsWlC5dGn9/f/7880969OihOC84OJjRo0ej0Wj4/vvvDeeJgidoy2+E7t2riFnVq0uRQQNVyqhgiYmK49mDEEXMTfotCZEmJloNtUs6cuL2i2Xdlx4F0qG6i4pZZUL9fgnNvAMfvIgd+BYqdgRTc9XSEiK3sDW3ZVmbZUw4NYHd93crjs29MJeAqAC+qvNVut5Li4JDPu0IITLl0aNHTJw4EYDly5djbp75N2cHDx7E979ZHu+99x5WVlYZvtbIkSPp1q2bobCUXh4eHgB88MEHigKRra2tYRZU4pikJk6cyNOnT+nTpw8NG8rslIIq6tYtns6YoYiZODjgNncuGlP5ficnPL4bjE73YgajVquheHlH9RISIo+pY7Q07sKDAJUyyQKmFtB2kjIWeB/Or1QlHSFyIzMTM2Y2n0nPqj2THVt1bRWTTk8iThenQmYit5PikhAiUwYPHkxYWBi9evWiZcuWWXLNdeteTLvNzJK4rBAcnLDDVPHixZMdc3FxUYxJdOXKFX744QcKFSrErFmzsj9JkSvpIiPxGT4cfXS0Il58xnTMUvh9EtnDuN9SsTL2mFmYqJSNEHmP8Y5x13xCiIqNT2V0HlD1bXBvoIwdmw2RebRZuRDZQKvRMrLeSIbWGZrs2Lbb2xhxdATR8dHJTxQFmhSXhBAZtmXLFnbu3ImTkxPz5s3LkmuGhoby559/AlC6dGlatGiRJdfNKAcHBwCePHmS7FhiLHEMJPTXGTx4MPHx8dLEu4B7OnMWMXfuKmKFevTArk0blTIqmIyLS26VZEmcEOlRq6QjSVfAxMTr+Nc3OPUTcjuNBt6YroxFBcHxrHkfI0R+odFo6FujL5ObTEarUZYNDnsdZsCBAYTGhKqUnciNpLgkhMiQoKAgvvrqKwBmz56dZUWUrVu3EhERAcCnn36q+prumjVrAgl5JW0OHh4ezs6dOwGoVauWIb527VpOnTpFnTp1pIl3ARayZw9BW7YoYhZVquA8aqRKGRVM0ZFx+D1SvvF1q+ioTjJC5FH2lmZUKmaniF18mMdn+ZRokDCDKalzKyDgvirpCJGbvVvhXRa0WoC5Vtn64sLTC/Te25vnkc9TOVMUNNLwQRQIOr2OoOggtdPIMY4Wjsm+Ychqo0eP5smTJzRt2pS+fftm2XWTLonr2TP5Wu+c1r17d6ZMmcK1a9fo1q0bX3zxBdHR0UyfPh1/f38cHR3p2rUrkFBwGzNmjDTxLuBivL15PPEbRUxjbY3b/PloLSxUyqpg8r0dpNhl3MRUi0tZh9RPEEKkqG6pQng+eVGozfPFJYC234LnLtDFJjyPj4FDk+H9NaqmJURu1KZkG5a3W86Xh78kLPbFLsk3A2/Sc09Pfmz3IyXsMtbfVOQfUlwSBUJQdBAtN2dNP6C84NiHx3CydMq26584cYKVK1diamrK8uXLs2x20aNHjzh27BgATZo0oXz58lly3cwoX748U6ZM4euvv+aPP/7gjz/+MBwzMTFhxYoV2NklfKM7YcIEnj17Rp8+fWjUqJFaKQsV6WNj8RkxAl1YmCLuMnEiFmXLqJRVweXjqfwA7FLWHlNz6bckRHrVLVWI9WcfGZ5ffBiIXq9XfXZxpjiVhQafw5nvX8T+/QMaDUqY2SSEUKjvUp/VHVYz4MAA/KP8DXGvUC967unJ8rbLqeRUScUMhdrka3UhRLrExMTw+eefo9frGTZsGNWrV8+ya//666+GpWe5YdZSovHjx7NhwwYaNGiAlZUVtra2tG7dmoMHD/L+++8DcPnyZZYvX06hQoWYPXu24dxNmzbRsGFDrK2tcXR05K233uLSpUtqvRSRzfy++46oK/8oYvZdOuPwdleVMirYvG9JvyUhsoJxU+/nYTE8CohQKZss1GIkWDoqY/snoJjyKIQwqOxUmV86/oK7rbsi/jzyOZ/t/YwLTy6olJnIDaS4JIRIlxkzZuDp6UnJkiX59ttvs/Tav/zyCwAWFhZ8+OGHWXrtzPr44485e/YsERERhIaGcujQIVq1agUkNPEeNGgQ8fHxTJs2zdB/avbs2Xz88cecO3eOYsWKYWZmxu7du2nWrBknTpxQ8dWI7BB28hT+Pym3szYrVRKXb77N29/u51FRYbH4eytnkElxSYiMKelkTRFbZb+VfLE0ztoJWo5WxrzOwo2/1MlHiDyghH0JfnnzFyoVUs5SCosNo/+B/hx+dFilzITapLgkhEgzT09PZs6cCcCSJUuwsbHJsmufO3cOT09PALp06YKjo2OWXTu7/fzzz5w5c4Y6deowYMAAAO7evcuECRPQaDT89ttv3L9/n2fPnjF06FAiIyPp27cvOp1O5cxFVonz88N3zBhl0MwMt/kLMLHNuv9ORNr5GM1aMjXXUqy0vUrZCJG3aTQa6pRUFmfzRXEJoH4/KFRaGTvwLcTFqJKOEHlBEasirO6wmrrF6iriMboYhh0dxh+3/0jlTJGfSc8lUSA4Wjhy7MNjaqeRYxwtHLPlugsXLiQmJoayZcsSERHBpk2bko25du2a4fHhw4d58uQJAJ07d35pMSq3NfJOq8DAQMaOHZusifeGDRuIi4ujc+fOvPfee0DCm/OZM2eyfv16bt++zd9//02zZs3UTF9kAb1Oh++YMcT7+yvixUaOwKp6NZWyEj43lR98i5dzwMRUvlMTIqPqlS7E/utPDc/zTXHJ1ALaToLfPnsRC7wP51dC40FqZSVErmdnbseP7X5k9LHRHPZ6MVtJp9fxzd/fEBgdSO9qvWX2dgEixSVRIGg12mxtcF1QREdHA3Dv3j0+/vjjV46fOnWq4fH9+/dTLS7FxsYaClXOzs506NAhC7LNGePHj+f58+fJmnh7eHgA0LRpU8V4S0tL6tSpw759+/Dw8JDiUj7gv2oV4X+fVsRsW7WiUB4qkuZH3reCFM9lSZwQmWPcd+nm01BComKxtzRTKaMsVPVtcG8A3udexI7Nhlofg5X87RAiNRYmFsxvNZ+pZ6ay7fY2xbGFFxcSEBnA8HrDs30Xa5E7yP/LQgjV7dq1C///Zn10794dU9O8Ufe+ePEiK1asoFChQsyaNUtxLDg4GAAHh+Tbnicu+UscI/KuiMuX8Vu0WBEzdXam+MwZ8k2diiJCYgh8HK6ISXFJiMyp5uqAucmLjw56PXg8ClIvoayk0cAb05WxqCA4MV+VdITIS0y1pkxqPIm+1fsmO7b2+lq+OfUNcbo4FTITOU2KS0KINFuzZg16vf6lP0mbfB85csQQL126dKrXTbokrlevXtn5ErKMXq9n8ODB6HQ6pk2bRtGiRRXHE4tK3t7eyc718vICwN5e+r/kZfEhIfiOGAnx8S+CGg2uc+diWkgKGWoyXhJnZmmCc0k7lbIRIn+wNDOhupvy3618szQOoEQDqGq0s+fZHyHwoTr5CJGHaDQahtYdysh6I5Md2353O6OOjSImXvqY5XdSXBJCqCogIIBdu3YBUKNGDWrVqpXmc1u1aoVGo0Gj0fDgwYPsSTAVK1eu5OzZs9SuXdvQxDupmjVrArB582bikxQf7t69y9mzZwHS9VpF7qLX63n8zbfE+voq4kUGDsSmYQOVshKJjJt5u5Z3RGsib3mEyCzjpXGXHuWj4hJAm29Bm2SZX3wMHJ6mXj5C5DG9qvViRrMZmGhMFPGDjw7yxaEviIiNUCkzkRPyxtoTIUS+tWnTJmJiEr7JyI5ZSx4eHob+R8aePHnCmjVrFLH33nsPW1vbl14zICCAcePGodFo+OGHHwxNvJP65JNPmDp1Knfu3KFr164MGzaMsLAwRo8eTXx8POXKlUvWj0nkHUFbfiN0715FzKpeXYoMGqhSRiIpH+N+SxVlJpkQWaFuKSd+OnHf8PzyoyDidXpMtPlkGXDhclC/L5xd/iJ2dUtCY2/X2urlJUQe0rlcZ+zN7RlxbATR8dGG+OnHp/n8wOd83+Z7HCySt40QeZ8Ul4QQqkpcEmdiYsInn3yS5df/888/mTx5corHbt68Se/evRWxVq1avbK4NG7cOPz9/endu7eiiXdS5cqVY+rUqYwbN45du3YZZmcBWFhYsGrVqhSLUiL3i7p1i6czZihiWgcH3ObORZNH+oXlZ+FB0QQ9VX4z6lbJUZ1khMhn6pRyVDwPi47j1tNQqhTPR8u8W4wGjw0QHfIitn8i9NqR0JtJCPFKLUu0ZFnbZQmzleJe/Jt8xe8Kffb14cd2P1LEqoiKGYrsIJ9shBCquX37tmGJWLt27XBxcVE5o1c7f/48K1euxNHRkdmzZ7907NixY9mwYQP16tXDysoKe3t7OnbsyMmTJ2nZsmUOZSyyki4qCt8RI9BHRyvirjOmY1a8uEpZiaR8biuX6ZhbmlCkhPRbEiIrONtZUtLJWhG7kJ/6LgHYFIZmw5SxByfg9gF18hEij6rvUp+f3/gZRwtHRfxW4C167emFT5iPOomJbKPR6/V6tZMQwtvbmxIlSgAJzY7d3d3TfO7t27eJi4vD1NSUChUqZFeKQuQK8vuuridTphC4YaMiVqhHD1wmfK1SRsLYkfWeXD/xohdW6RqFeWtwTRUzEiJ/GbbZgz8uv/hQ+E5tNxZ+WEu9hLJDbCQsqQshST78Fq0CA06CicxQFSI97gbd5fP9n/Ms8pki7mztzE/tfqKsY1mVMivYMvP5OzUyc0kIIYRIg9BDh5IVliwqVcJ5VPKdUYR6fI36LblKvyUhslQdo6be+WrHuERmVtB6gjLmdwOubFAnHyHysHKO5VjbcS0l7Eoo4s8intFrby/+ff6vSpmJrCbFJSGEEOIVYp8+5fF45ewkjaUlbgvmo7WwUCkrYSylfkvulaS4JERWqltS+d/Uo4AInoVGqZRNNnrtQyhWQxk7PB1iwtXJR4g8zN3OnbUd1lLesbwiHhQdRN/9fTn/5LxKmYmsJMUlIYQQ4iX08fH4jh5DfHCwIl5s3DgsypVTKSuREp9bRv2WrEwp7P7yBv1CiPSp5GKHrYVyadilh0HqJJOdtCbQfooyFvYETv+gTj5C5HFFrYuypsMaXivymiIeHhvOwIMDOe59XKXMRFaR4pIQQgjxEv4rVxHxX+P5RHbt2uH4wfsqZSRS42O8JK6CI9r8skW6ELmEiVZD7ZKOitjFhwHqJJPdyrVO+Enq1CIIe5bicCHEyzlYOPBT+59oWLyhIh4dH81Xh79i973dKmUmsoIUl4QQQohURF65gt933ylipi4uFJ86BY1sSZ3rGM9ccqvoqE4iQuRzdUoWgL5LidpNAZL8vY8Jg6OzVEtHiLzO2syaH9r8QJuSbRTxOH0cY0+MZcvNLSplJjJLiktCCCFECuLDwvAZMRLi418EtVrc5s7BxNFRtbxEysICowl+FqmIuUkzbyGyRV2jpt7XfEKIio1PZXQe51IDan6sjF1cA89vq5KOEPmBuYk581rOo0u5Loq4Hj1Tz0xl5dWVKmUmMkOKS0IIIUQKnkyeQqy3tyJWZEB/rOvXVykj8TLGs5YsrKXfkhDZpVZJR5JO3oyJ1/Gvb3DqJ+R1rSeAqeWL5/p4ODhJtXSEyA9MtaZMbTqVT6p8kuzY4kuLWXBxAXq9XoXMREZJcUkIIYQwErx9OyE7dihiVrVrU2TQIJUyEq/ia1RcKl5e+i0JkV3sLc2oVMxOEcvXS+Mc3KCR0d9/z53w8LQ6+QiRT2g1WsbUH8PAmgOTHVt9bTXTzkxDp9epkJnICCkuCSGEEEnEPHzIk8nKHYK0dna4zp2LxtQ0lbOE2oybeUu/JSGyl/HSuAsP8nFxCaDZULAurIwdmAgys0KITNFoNAyqNYjR9UcnO7bl1hYmnJxAnC5OhcxEeklxSQghhPiPPiYGn5Gj0EVEKOLFJ0/C3N1NpazEq4QFRhHsZ9RvqZL0WxIiOxkXly49CszfS1gsHaDlGGXM+zxc/1OVdITIbz6t+ilTmkxBq1GWKHbc28Ho46OJjY9VKTORVlJcEkIIIf7jt2QJUVevKmIO776L/ZtvqpSRSAvjWUsW1qYUcZN+S0JkJ+Pi0vOwGB4FRKQyOp+o2xucyipjBydDXIw6+QiRz7xT4R3mtpiLqUY5U/zAwwN8deQrouKiVMpMpIUUl7JRREQEc+bMoX79+jg5OWFjY0PlypUZMWIEDx8+zPT1S5cujUajSdfPgwcPkl1n0qRJaT7/6NGjmc5bCCFyo/DTp/FfuUoRMy9dGpevx6uUkUgr42berhUc0Ui/JSGyVUkna4rYmiti+brvEoCpObT5VhkLvA8XflYnHyHyofal27O49WLMtcq/Lyd8TvDFoS+IiM3nRew8TIpL2eTOnTvUqlWLMWPGcOHCBQIDA4mIiODmzZssWLCA1157jZ07d+ZoTg4ODri4uOToPYUQIi+ICwjAd/QYZe8MMzNc589Da2OjXmIiTZL3W5IlcUJkN41Gk2z2Ur4vLgFU7QruDZSxY7MhKh/vlidEDmvh3oIf2v6AlamVIn72yVn6H+hPSEyISpmJl5HOpNkgNDSUt956i9u3bwPwv//9j48++ggrKyuOHDnCzJkzCQkJ4cMPP+TUqVPUqlUrQ/fZv38/MTEvn4Z78OBBhg0bBsAHH3yApaXlS8dfNVoOYqxMmTLpS1IIIXI5vV7P468nEOfnp4g7Dx+OVbVqKmUl0io0IIqQZP2WHNVJRogCpm6pQuz796nheYEoLmk00H4q/PzGi1hkAJxcCG0nqZaWEPlNw+INWdFuBYMODiI0NtQQ9/DzoN++fvzY7kcKWcqXSbmJFJeywdy5c7l16xYAc+bMYdSoUYZjjRs3plWrVrRs2ZKIiAiGDh2a4aVmFStWfOWYqVOnGh737NnzleOrV6+eoVyEECKvCly/gbAjRxQxm2bNcOr16r+ZQn2+RkviLKxNKewq/ZaEyAnGM5duPg0lJCoWe0szlTLKISUbQeVO4JlkFcKZZVC/Hzi4q5eXEPlMLedarHxjJf0P9CcoOsgQvxFwg957e/NT+58oal1UvQSFgiyLy2KxsbF89913AFSpUoURI0YkG9OkSRP69u0LwLFjxzh//ny25BIcHMxff/0FQNmyZWnWrFm23EcIIfKqqJs3eTZnjiJmUrgwrrNmotHKP5F5gfGSOOm3JETOqebqgLnJi7+Vej14PApSL6Gc1HYyaExePI+LgsPT1ctHiHyqauGqrH5jNUWsiijid4Pv0mtvL3zDfFXKTBiTd85Z7MiRIwQHJ6y57tWrF9pUPpx89tlnhsd//PFHtuSyZcsWoqISOuqnZdaSEEIUJLrISHxGjEBvtLzYddZMTIsUSeUskdsYN/OWfktC5BxLMxOqu9krYgViaRxAkfJQr7cydmUjPHl5iwkhRPqVL1SetR3WUtymuCLuFepFr729eBiS+c2yROZJcSmLnTx50vC4ZcuWqY6rV68e1tbWAJw6dSpbclm3bh2Q0HDx008/zZZ7CCFEXvV09mxi7txVxJx69cK2eXOVMhLpFRoQRchz5bbEbpWkuCRETjJeGnfpUQEpLgG0HAvmdkkCejjwjWrpCJGflbQvyZoOayhpV1IRfxL+hM/2fsadwDsqZSYSSXEpi12/ft3wuHLlyqmOMzU1pXz58gDcuHEjy/O4f/++oWjVrFkzypYtm6bz2rdvj7OzM+bm5jg7O9OqVStmzZpFYGABeqMghMj3Qg8eJGjTZkXMomoVio4YrlJGIiOMZy1Z2JhS2FV29xMiJ9Ut5aR4fvlREPE6fSqj8xnbotDsK2Xs7mG4c0idfITI51xtXVnTYQ3lHcsr4s8jn9N7X2+u+19P5UyRE6S4lMW8vb0BsLGxwdHR8aVjS5QoAYCfnx/R0dFZmse6devQ/7eldnqWxB04cAA/Pz9iY2Px8/Pj2LFjjBs3jrJly7J9+/YM5+Pt7f3Sn8ePH2f42kIIkR6xT5/x+OsJipjGygq3efPRmpurlJXICON+S24VCkm/JSFyWJ1SjornYdFx3HwSmvLg/KjRYLBTLtXhwDegi1cnHyHyuaLWRfn5jZ+p4lRFEQ+KDqLvvr54PPNQJzEhxaWsFhqa8I+pre2rd6qxsXnx7WpYWFiW5vHLL78AYGVlxQcffPDK8TVq1GDixIns2LGDixcvcubMGdauXUv79u0BCAoKolu3buzZsydD+ZQoUeKlPw0aNMjQdYU6NBpNmn5atWr1ymvt2bOHd955B3d3dywsLHB3d+edd97J8O9aanbu3Ml7771nuE+RIkVo1KgR8+bNIzw8/JXne3h40KVLFwoVKoSVlRV16tThp59+euV5kZGRlClTBo1Gw6FD8k2m2vQ6Hb5jxxD/X2+8RC5fj8eibBmVshIZZbxTnGtFR3USEaIAc7azpKSTtSJ2sSAtjTO3hte/VsaeXoN/tqiTjxAFQCHLQqx6YxW1itZSxMNiw/j8wOecfXxWncQKOCkuZbHEBtrmafj228LCwvA4MjIyy3L4+++/uXs3oY9I165dsbe3f+n4oUOH8s8//zBlyhQ6depEnTp1aNiwIT179mTfvn0sX74cgPj4ePr162d4jUJkhk6no1+/frz55pv8+eef+Pj4EBMTg4+PD3/++Sdvvvkm//vf/9DpdJm6T2hoKF26dKFz5878/vvvhvv4+/tz9uxZRo0aRa1atV66PPXkyZM0adKEHTt2EBQURFRUFJcvX+bzzz9n2LBhL73/9OnTefDgAR988AFt2rTJ1GsRmRewZi0Rp88oYnZvvIFDt24qZSQyKsQ/Mlm/JXfptySEKpL1XSooTb0T1eoOzlWVsSPTIVbeMwuRXezM7fix3Y80dGmoiEfGRTLo4CCOex9XKbOCq8AWl9I68+JlP2vWrEl2XUtLSwBijHYfSknSpXBWVlZZ9toSG3lDwo51r/Kq5Xv9+/enb9++APj6+vL777+nOycvL6+X/pw7dy7d1xTqGzhwIFevXk31Z/Xq1ame+/XXX7Nq1SoAateuzcaNGzl37hwbN26kdu3aAKxcuZIJEyakeo1X0ev1fPDBB+zYsQOAunXr8uuvv3LhwgWOHDnCyJEjsbCw4M6dO3Ts2JHnz58nu4ZOp6N3795ERkZSqVIlfv/9d44dO0bv3gk7xCxatCjVpvx37txh3rx52NrasmDBggy/DpE1om7c4NnChYqYabFiFJ88CY1GllLlNb63gxTPLW3McCou/ZaEUEMdo+JSgdkxLpHWBNpOVsaCveDcCnXyEaKAsDazZmmbpbRwb6GIx+hi+OrIVxx+dFilzAomU7UTyG/s7BJ2jEjLMrekS3HSsowuLaKjo9myJWEabvHixWnXrl2WXLd///6GQsCxY8f45JNP0nW+u7t7luQhchdnZ2eqV6+e7vNu3brFvHnzgISdE48fP24osNavX58uXbrQsmVLLly4wNy5c+nTp4+hAX56/P777+zduxeAdu3asXPnTsWswlatWvHGG2/QoUMHHj58yKRJk1i6dKniGqdOneLOnTuYmZmxb98+SpUqBUCLFi3w8fFh//79rF69mqZNmya7/5AhQ4iOjmbKlCm4ubmlO3+RdXSRkfiMGAmxsS+CGg2us2dj8ooCu8idfG4mXxIn/ZaEUEc9o+LSo4AInoVG4WxnqVJGKqjQDko3hwcnXsROzIc6n4KVzKoUIrtYmlqyqNUixpwYw4GHBwzxOF0cI46OYHaL2bQv3V7FDAuOAjtz6caNG5n+eeedd5JdN7GIEh4eTlBQ0Etz8PLyAqBo0aKKJXKZsWPHDsPObt27d8fExCRLrlu16oupvj4+PllyTVFwLVq0iLi4OACWLFmSbOaetbU1S5YsASAuLo6FRrNN0irp7MLvv/8+xeWqbdu25aOPPgJgxYoVBAQEKI57eHgA0KRJE0NhKdHHH3+sGJPUtm3b2Lt3L5UrV37l0jmR/Z7OmUPMvXuKWOF+fbFp1DCVM0Rul6yZt/RbEkI1FYvZYWuh/M66wC2N02igndHspaggOCEzl4XIbmYmZsxpMYfOZTsr4nH6OEYfH83ue7tVyqxgKbDFpcqVK2f6x8HBIdl1kxZhPD09U71/XFycoS9SlSpVUh2XXuldEpdWsmREZBW9Xm/YebBy5co0atQoxXGNGjWiUqVKAGzfvt2w+2F6XLhwAYDy5ctToUKFVMd16NABgNjYWP766y/FseD/Gj8XL1482XkuLi6KMYkiIiIMBaWlS5diZmaW7txF1gk9fISgjZsUMcuqVSk6ZIhKGYnMCnkeSai/speJW0WZGSCEWky0GmqXdFTECtzSOAC3ulDN6Mvnsz9CkJc6+QhRgJhqTZnadCrvVnhXEY/XxzPu5Di238n4zucibQpscSm7NGvWzPD42LFjqY67cOGCYVlcSstpMsLPz8+wBKhWrVrUqFEjS64LcP36dcNjV1fXLLuuKHju37+Pr68vAC1btnzp2MTjPj4+PHjwIN338vf3B6BYsWIvHZf0+PHjyuZ/iUXkJ0+eJDsvMWZcaJ42bRqPHj2SJt65QOyzZzz+WrmLj8bKCtd589CkYeMFkTsl67dkK/2WhFBbnZIFvO9SotYTQZtkFld8dEJzbyFEtjPRmvBt42/5sNKHirhOr2PiqYn8fiv9vYNF2klxKYu1atXK8EFz7dq1qc62SLpcJ6XldRmxceNGYv/rJ5KVs5YAfvzxR8PjVxUERMHx22+/UbVqVaytrbGzs6NChQr06tWLI0eOpHpO0kJl5cqVX3r9pMdftptbahJ7mRnPLDKW9HjS/ABq1qwJJOzCaLwkdNOmhNkwtWrVMsRu3brF/PnzsbW1Zf78+enOWWQdvU7H43HjiQ9UfsApNm4sFmXLqJSVyArG/ZbcKki/JSHUZrxj3DWfEKJi41XKRkWFy0G9PsrYlU3w5Ko6+QhRwGg1Wr5u+DU9qvRQxPXomXR6Eps8N6VypsgsaeidxczNzfnyyy+ZOnUqN27cYN68eYwaNUox5vTp04bm2C1btqR+/fopXitxKVqpUqXSNGsjcUmcqakp3bt3T1O+V69excrK6qXNklesWMHKlSuBhGVAWVUMy0l6nY74V/TAyk9MHB3RaLO/dmxciLlz5w537txh3bp1vP3226xZsybZrB5vb2/D41c1ei9RooThcWKPsvSoUqUKp0+f5saNG/j5+VG0aNEUxyWdrfTo0SPFsWbNmlGmTBnu37/PG2+8wbRp0yhcuDDr1q1j3759gLKYO2TIEGJiYpg6dao0sldZ4K+/Em60k59du7Y4vv++ShmJrGLcb8lVlsQJobpaJR3RaCDxe9WYeB3/+gZTt5STuompocVo8NgAMYkb/Ojh4CToIbMmhMgJGo2G0fVHY6Y1Y/W/yt2rp5+dTqwulk+rfqpSdvmXFJeywahRo9i8eTO3bt1i9OjR3Llzh48++ggrKyuOHDnCjBkziIuLw8rKikWLFmXJPa9fv87FixeBhP4xzs7OaTrv4sWL9OvXj9dff52OHTtSo0YNChcuTFxcHJ6enqxfv579+/cDYGJiwooVK7CxyXtLD+KDgrjdJGuWH+YFFf4+halT9r2Zs7a2pkuXLrRp04bKlStja2uLn58fx44dY/ny5fj7+/Pnn3/StWtXDhw4oOg5FBoaanj8ql0Sk/6upWUHRmNdunTh9OnTxMfHM2HCBMUMvES3b99m9eoX/+gkzQ9Aq9WyatUqOnbsyL///pusuDpkyBCaN28OwNatW9m/f7808c4Fom7e5NnceYqYqbMzLlOmSA+5PC7keSShAUb9lio5qpOMEMLA3tKMSsXs8Hzy4t/Riw8DC2ZxybYoNP1KuRzuzkG4dwzKygoAIXKCRqNhWN1hmJmYseKfFYpjc87PIVYXS5/qfVI5W2SELIvLBnZ2duzatcvQQHjFihW0bt2axo0bM378eMLCwrC3t2fLli2K5TSZkbSRd8+ePdN1bnx8PAcPHmTEiBG0b9+eunXr0rBhQ3r16mUoLBUuXJjff/+dzp07v+JqoiDw8fFh48aN9OvXj2bNmlGrVi3atWvHtGnT+Pfff6lduzaQ0Hds2bJlinOjol58KExp97akku6iGBkZme48Bw4ciJubG5Dw3+Gnn37KP//8Q0xMDP7+/vzyyy+0aNGC8PBwQwEspfu8/vrrnDx5krfeegsHBwcsLCyoWbMmy5cv57vvvgMSdogcPnw4oGziffHiRTp16oSjoyPW1tY0aNCAzZs3p/u1iLTTRUXhO3Ik+v+WCSdynTUT00IywyWvM561JP2WhMg9jJfGXXhQQPsuATQeDLZGPR8PfAM6nTr5CFEAaTQahtQewuBag5MdW3hxIcuvLFchq/xLikvZpHz58ly+fJnZs2dTr149wwfLSpUqMWzYMP755x86deqUJffS6XSsX78eAEdHR7p06ZLmc998801WrVpFv379qFu3Lu7u7lhZWWFpaYmrqysdO3Zk8eLF3Lt3j65du2ZJviLvc3R0TPVYsWLF2Lp1q6G4smTJEsVxS0tLw+OYmJiX3ic6Otrw2MrKKt15Ojg4sH37dsNMvl9//ZWaNWtiYWFBkSJF6NmzJ0+ePGHGjBmG12RnZ5fiterVq8fOnTsJCgoiKioKDw8P+vfvbzg+ZcoUvLy8eP/99w1NvI8dO0bTpk3ZtWsXpqamuLi4cP78eT766CPmzZuX4n1E5j2bO4/o23cUMafevbFp0kSljERW8rll1G+poqPMRhMilzAuLl16FJih3V7zBXMbaDVWGXvsAf9uUyUdIQqyATUHMLTO0GTx7z2+Z8nlJQX371QWk+JSNrKxsWH06NGcP3+ewMBAwsPD8fT0ZMGCBZQqVeqV5+v1evR6/Sv7LWm1Wry8vNDr9QQGBipme7yKs7Mzffr04aeffuLChQt4eXkRERFBZGQkPj4+7N69my+//BJ7e/s0X1OIsmXL0q5dOyChD1Pi7nCgLN68aqlb4o6K8OoldKmpW7cuHh4efPHFF8l2jatfvz47d+5k7NixhuVwhTIws8XT05OFCxdiY2PDggULgISib9++fYmOjubLL7/Ez8+Pe/fu8fvvv6PRaBg/fjz379/P0GsSqQs7dozA/4rtiSyqVKHosKHqJCSylF6vT6G4JLPRhMgtjItLz8NieBQQoVI2uUDtnlC4gjJ2eCrEvfzLNSFE1utboy+j6o1KFl/xzwoWXlooBaYsID2XRIFg4uhIhb9PvXpgPmHykplFOaVq1ars3r0bSFhG5+rqCiibeCdt7p2SpE28kzb3Tq/ixYuzZMkSlixZwpMnTwgJCaFYsWKGZuPe3t6G5XrVqlVL9/W/+OILYmNjFU28T506xd27dylatChz5swxzKx49913eeutt9i5cyfr169nwoQJGX5dQinu+XN8x3+tiGksLHCbNxftK5Zgirwh1D+KsIBoRUyKS0LkHiWdrClia87zsBfFk4sPAylVuIAuXTUxhbbfwuYku1YFPoALP0OjAaqlJURB1bNaT8xMzJhxdoYivvraamLjYxldf7TMhs4EKS6JAkGj1WZrg2uRXGp/mKtWrWp47Onp+dJrJD1epUqVLMnLxcUFFxcXRSyxGT5AgwYN0nW9zZs3c+jQISpXrmzouQTg4eEBJMycMp5N2LRpU3bu3GkYIzJPr9fj+/XXxPv7K+LFxo7Bolw5lbISWc141pKVnRmFilurlI0QwphGo6FuqULs+/epIXbxYSDv1inAu6dW7gQlGoLX2Rex43OgVnewlJUBQuS0jyt/jJnWjCmnp6DnxWylX2/8SqwulvENx6PVyAKvjJD/1YQQ2eL69euGx4mzlgDKlCljeH7s2LGXXuP48eMAuLm5Ubp06axP8j+//fab4fGHH36Y5vPCwsIYMWIEkNBbKumueMHBwQCG2VFJJfZ3ShwjMi9w/QbCjx1XxGxffx3Hjz5SKSORHXxuBimeu1YoJN8wCpHLGC+Nu/iwADf1BtBooN0UZSzCH04tVicfIQTvVXyPqU2nJisibb65mSmnp6DTS+P9jJDikhAiy92/f58DBw4AUK5cOcOObZDwrWZic3hPT0/OnDmT4jXOnDljmLnUtWvXbPsAef36dcPubW3btqVixYppPnfy5Mn4+Pjw/vvv07ZtW8WxpEvujCUu95NeZlkj+vZtns2Zo4iZFClC8enTpPCQj6Tcb8lRnWSEEKkyLi7dfBpKSFRsKqMLiJKNoNJbytjp7yHksTr5CCHoWr4rM5rNwERjooj/fvt3vjn1DfG6eJUyy7ukuCSESJcdO3YQFxeX6vGnT5/SrVs3w05wgwYNSjZm6NChmJgk/CEfMmQIkZGRiuORkZEMGTIEAFNTU4YOHZrivT777DM0Gg0ajYajR4+mOMbHxyfVXL28vOjatStxcXFYWFgk29nuZa5fv87ixYsVTbyTqlmzJpBQJLt3754hHh8fbyhm1apVK833EynTRUfjM2IkeqOdB11nzpSlsPlMyPMowgKN+i1Vkn5LQuQ21VwdMDd58RFDrwePR0HqJZRbtP0Wks6SiIuEozPVy0cIwVtl32JOizmYapTdgrbf3c43f0uBKb2k55IQIl2GDBlCbGws3bp1o3HjxpQuXRorKyueP3/O0aNH+fHHH3n+/DkAzZo1Y/DgwcmuUbFiRUaNGsWsWbO4cOECTZs2ZcyYMZQrV467d+8ye/ZsLl++DMCoUaOoUKFCsmuk1YABA/Dz86Nbt27Uq1cPR0dH/Pz8OHToEMuXLyckJAStVsuKFSuoXLlymq+bUhPvpJo1a0bZsmW5d+8eHTt2ZNasWTg4OLBw4ULu3r2Lqakp3bt3z/DrEgn8Fiwg+tYtRcypV09smzdTKSORXVLst+Qi/ZaEyG0szUyo7mbPpSQFpYsPA2lRsah6SeUGRStB7U/h0toXscu/QOPBCceEEKpoX7o9plpTRhwbQZzuxRfof939C4ApTaZgojVJ7XSRhBSXhBDp5uvra9h9LTXdunVj5cqVyZpZJ5o+fTrPnj3j559/5vLly3yUQm+cvn37Mm3atEzlqtfrOXv2LGfPnk3xuJOTEz/88EO6ei1t3LiRI0eOUKlSJYYNG5biGK1Wy88//8wbb7zBrVu3ePfddxXHp02bRjlpNJ0pYSdPEbB2nSJmUakSRZM0Vhf5R/IlcdJvSYjcqm6pQori0qVHBbzvUqJW4+CfLQmzlgD0Ojg4GT7eoG5eQhRwrUu2ZvHrixl6ZCixuhfLeP+6+xd6vZ6pTadKgSkNZFmcECJd1q5dy+TJk+nQoQMVK1bEyckJU1NTHB0dqVGjBv379+fvv/9m69athsbVKdFqtaxatYpdu3bRtWtXXF1dMTc3x9XVla5du7J7925WrlyJVpu5P1Pjxo1j+PDh1K9fHxcXF8zMzChatCiNGjVi5syZ3Lx5M12FpdDQUEaOHAnA0qVLMX/JFvctW7bk5MmTvPnmm9jb22NpaUm9evXYsGEDY8aMydTrKujiAgPxHTdWEdNYWOA2by7aVAqaIu/S6/X43gpSxKTfkhC5V91SymXJlx8FEa/TpzK6ALEvnjBTKambu+BRyv0nhRA5p4V7Cxa9vggzrZkivuPeDiacmiBL5NJAo9fr5S+9UJ23tzclSpQAEvrgpLTMKDW3b98mLi4OU1PTTC2fEiIvkN/3/xo7f/kVof81jU9UbMIEnHp8olJWIjsF+0Xw60Tlh6/ukxpSyMVGpYyEEC/zLDSKBtMPKWK7v2xOVVfZyIKoEPiuVsKOcYncG0Df/Qk7ywkhVHXC+wRDjwwlRqfs5/lmmTeZ3mw6ptr8sfgrM5+/UyMzl4QQQuQpwdv+SFZYsmnenEKfSA+r/MrHaNaSlb05jsWk35IQuZWznSUlnZT/jcrSuP9Y2kOL0cqY9znw3KlOPkIIhebuzVncejHmWuXqhN33dzP+5HhFXyahJMUlIYQQeUaMlxdPp09XxEwKFcJ1xnTpv5OPJe+35Cj/fwuRy9UtpdzN8dJDKS4Z1OsDhUorYwcnQ7x8aBUiN2jm1ozvWn+XrMC05/4exp+QAlNqpLgkhBAiT9DHxeE7egy6iAhFvPjUKZgWLeC7EOVjer0en5tBiphbxUIpDxZC5Bp1jIpLF2Xm0gum5tB6ojLmfxsur0t5vBAixzV1a8qS1kuwMFH28tzzYA/jToyTAlMKpLgkhBAiT/D/6SciL19WxBze64Zd27YqZSRyQrBfJOFB0YqYNPMWIverU9JR8fyhfwR+odEpDy6Iqr0LxWspY0dnQUy4KukIIZJr4taE71p/l6zAtPfBXsaeGCsFJiNSXBJCCJHrRV69it/S7xUxs5IlcRk3TqWMRE4x3iXOWvotCZEnVCpmh425cutu6buUhFYL7acqY2FP4fT3KY8XQqiiiWuTFGcw7XuwjzHHxxCri1Ups9xHiktCCCFyNV1EBL6jRkN8ki1gTUxwmzMbrY3sFpbfSb8lIfImUxMttYxmL0nfJSNlWkD5dsrYqcUQ5qdOPkKIFDV2bczSNkuxNLFUxPc/3C8FpiSkuCSEECJXezpnDjEPHihiRQYMwKpWLVXyETknod+S8sOoq/RbEiLPqFvSqKm3zFxKru0kIEnBPCYMTsxTKxshRCoaFW+UYoHpwMMDUmD6jxSXhBBC5FqhR44QtGmzImb52msUGdBfpYxETgp+Fkl4cIwi5l5JiktC5BXGTb2veAcTE6dTKZtcyqU61PxYGTu/CgLuq5OPECJVDYs3TLXANPrY6AJfYJLikhBCiFwpzt+fxxOUu+lorKxwmzMbjZmZSlmJnGS8JM7awRwHZyuVshFCpFftEsriUkycjn99g1XKJhd7fRyYJNnyXBcLR2aol48QIlUNizfkh7Y/YGWqfD9y8NFBRh0bRWx8wS0wSXFJCCFErqPX63k8YSLx/v6KeLFxYzEvXVqdpESO8zFq5u1WsZD0WxIiD3GwNqOCs60idlH6LiXnWBIafK6MXd0Cj/9RJx8hxEvVd6nP922+T1ZgOvToECOOjSiwBSYpLgkhhMh1grb8RtiRI4qYbevWOL7/vkoZiZym1+tTbOYthMhb6paSvktp0nwEWNgrY4cmq5OLEOKVUiswHfE6wrbb21TKSl1SXBJCCJGrRN+/z9NZsxQxk8KFKT51isxaKUCCn0USYdRvyU2aeQuR5xj3Xbr4MBC9Xq9SNrmYtRM0/VIZu3MQ7h9XJx8hxCvVd6nPD22US+TerfAu71cqmF+GSnFJCCFErqGPjcV39Bj0kZGKePHp0zAtXFilrIQajGct2Ui/JSHyJOOZS09DovENjlIpm1yu0SCwLaaMHZwEUowTIteq51KPZW2XYWVqxTvl3+Hbxt+i1RTMMkvBfNVCCCFypefLlhN19aoi5vjxR9i1aqVOQkI1xv2WXKXfkhB5UtkiNjhaKzdhkL5LqTC3gZZjlDGfi3DjL3XyEUKkSd1iddnUaROTmkwqsIUlkOKSEEKIXCLi8mWeL1+uiJmXKUOx0aNVykioRfotCZF/aDQa6pQ06rskxaXU1ekJTuWUsUNTID5OnXyEEGlS1qFsgS4sgRSXhBBC5ALxYeH4jh4DOt2LoKkprnPmoLWSpVAFjfRbEiJ/MV4aJzOXXsLEDNpMVMb878DlX9TJRwgh0kiKS0IIIVT3dOYMYr28FLGiXwzGqkZ1lTISapJ+S0LkL8Yzl64/DiEiRmbipKrq2+BaRxk7OgtiIlRJRwgh0kKKS0IIIVQVcuAAwb8rt2y1qlOHwv/7n0oZCbVJvyUh8peaJRww0b74bzhep+cf72AVM8rlNBpoO0kZC3sCZ5epko4QQqSFFJeEEEKoJvbZM55M/EYR09rY4DpnNhoTE5WyEmrS6/X4Sr8lIfIVa3NTqha3V8RkadwrlG0J5VorYycXQUSAKukIIcSrSHFJCCGEKvR6PY8nTCA+KEgRL/b115i7u6uTlFBd8LNIwqXfkhD5Tp2Sjorn0tQ7DYxnL0WHwIn5qqQihBCvIsUlIUS6aTSaNP20esX28Q8ePGDMmDHUrVsXR0dHzMzMcHJyokmTJkyZMoVnz55lad7Pnz9nzpw5NG3aFBcXFywsLHB1daVhw4aMGjWK06dPp3ru1q1bady4MTY2Ntjb29OuXTuOHz/+yntevXrV8LqeP3+elS8nzwvavJnw4ycUMbv27XF45211EhK5gnG/JWvptyREvlDHuKn3o0D0er1K2eQRxWtC9feUsXM/QZBXyuOFEEJFpmonIIQomH755Rf69+9PZGSkIh4YGMjp06c5ffo0ixcvZtOmTbRr1y7T9/vtt98YOHAg/v7+ivjjx495/Pgx586d4/bt2/z555/Jzp0/fz4jR45UxA4ePMiRI0fYsmUL7777bqr3HTx4MHFxcUyfPp0iRYpk+nXkFzEPHvB09hxFzLRoUVwmT5LeOgWccb8lN+m3JES+YLxjXFBELPeeh1OuqK1KGeURrSfA9e2gi014Hh8NR2fC2z+om5cQQhiR4pIQIsMGDhzIoEGDUj1uY2OTYvzUqVN89tln6HQ6tFotvXr1omvXrri6uvLo0SPWrl3Ljh07CAgIoGvXrly7do2yZctmOM9169bRu3dvdDodrq6uDBgwgCZNmlC4cGGCg4O5evUq27dvx8zMLNm59+7dY+zYsQB06tSJr776ipiYGKZOncqZM2fo168f7du3x9Y2+ZvjdevWceLECerWrUv//v0znH9+o4+Lw2fMGPRGhcXiM6ZjWkiWPxVk0m9JiPzLzdGKYvYWPA2JNsQuPgyU4tKrOJWBer3h3IoXsSsbofEXUKyqenkJIYQRKS4JITLM2dmZ6tXTv1X8zJkz0el0ACxZskRRoKpfvz7dunVjxIgRLFiwgMjISBYsWMDSpUszlOONGzf4/PPP0el0tGvXjm3btiUrBLVs2ZIvvviCmJiYZOevX7+euLg4qlSpwvbt29FqE1YTt2jRgtKlS+Pv78+ff/5Jjx49FOcFBwczevRoNBoN33//veE8Af4//UTUlX8UMcePP8K2eXOVMhK5RbBf8n5LrhUc1UlGCJGlNBoNdUsVYvfVJ4bY5UeBfFCvhIpZ5REtRsHl9RAbnvBcr4NDU6D7JnXzEkKIJOTTjhAix/39998AFC5cONWZT99882IHsZf1QnqVIUOGEB0djaurK1u3bk1xhlEic3PzZDEPDw8APvjgA0WByNbWlk6dOinGJDVx4kSePn1Knz59aNiwYYbzz28ir/2L3/fKqfzmpUpRbNQolTISuYmv0ZI4a3tzHItZq5OMECLL1Slp1HdJmnqnja0zNBmijN3aAw8z/v5ICCGymhSXhBA5LnGGUJkyZVId4+DgYOhRlNKMorTw9PTk0KFDAHzxxRfY29u/4ozkgoODAShevHiyYy4uLooxia5cucIPP/xAoUKFmDVrVrrvmV/poqLwHT0a4uJeBLVaXGfPQmstBQSRvJm3W0VH6bckRD5i3NT71tMwgiNjVcomj2nyBVgb9W48+C1IU3QhRC4hxSUhRI6rVKkSAPfv3091TEhIiGF3tcTx6fXbb78ZHnfp0kVx7du3b+Pn5/fKazg4OADw5MmTZMcSY4ljIKFnzODBg4mPj5cm3kaeLVhAzL17iliRAf2xqlVLnYRErqLX65M183atKD24hMhPqrnaY26q/Phx+ZHMXkoTCztoOVoZ8zoLN/eok48QQhiR4pIQIsN+++03qlatirW1NXZ2dlSoUIFevXpx5MiRl543YMAAAPz9/Vm+fHmKY6ZOnZpsfHqdOXMGADMzMypXrsy+ffto0qQJDg4OVKxYEWdnZ0qWLMnXX39NSEhIiteoWbMmAFu3blVsmRweHs7OnTsBqJWkOLJ27VpOnTpFnTp1pIl3EuGnTxO47hdFzLJaNYoMHKhSRiK3CfaLJDwoWhGTZt5C5C8Wpia85uagiF2SpXFpV7c3OJZSxg5NBl28OvkIIUQS0tBbFAh6nZ6o8IIz7drSxgyNNvuXkly/fl3x/M6dO9y5c4d169bx9ttvs2bNGsWsnkR9+vTh5MmTrFu3jsGDB3Px4kW6dOlC8eLFefToEb/88gt//vknAF9//TVt27bNVH6Ojo4sXryYESNGJBvj5eXFjBkz+P3339m/fz8lS5ZUHO/evTtTpkzh2rVrdOvWjS+++ILo6GimT5+Ov78/jo6OdO3aFYCgoCDGjBkjTbyNxIeE4DtuvCKmsbDAdc5sNCns0CcKJum3JETBULdUIS4kKShdlJlLaWdqDq0nwrZ+L2J+ngm7x9Xukfp5QgiRA6S4JAqEqPBYfh51Uu00ckyfuc2wskvenDqrWFtb06VLF9q0aUPlypWxtbXFz8+PY8eOsXz5csMOal27duXAgQOYGRUQTExMWLt2LZ07d2bGjBmsXLmSlStXKsa8/vrrjB8/PsOFJYCAgAAgoSfSyJEjsbe3Z8aMGbz//vs4ODhw7do1vv32W3bt2sXNmzd57733OH36NCYmJoZrlC9fnilTpvD111/zxx9/8Mcffyhex4oVK7CzswNgwoQJPHv2jD59+tCoUaMM553fPJk6jTijZYXOI0ZgUa6cShmJ3Mi435Kr9FsSIl8y7rvk8SiIeJ0ekxz4UixfqN4N/l4MT66+iB2ZkRA3s1IvLyFEgSdfqwsh0s3Hx4eNGzfSr18/mjVrRq1atWjXrh3Tpk3j33//pXbt2gAcO3aMZcuWpXiNGzdusG7dOq5evZri8dOnT7Nq1Sp8fHwynGd4eMKWvTExMWg0Gv766y8GDx6Ms7MzFhYW1K1bl7/++ouOHTsCcP78ebZu3ZrsOuPHj2fDhg00aNAAKysrbG1tad26NQcPHuT9998H4PLlyyxfvpxChQoxe/Zsw7mbNm2iYcOGWFtb4+joyFtvvcWlS5cy/JrympA9ewjZsUMRs27ciEI9PlEpI5Eb6fV6fG8HKWJu0m9JiHzJeMe48Jh4bj4JVSmbPEirhTaTlLEQHzj3kyrpCCFEIikuCSHSzdHRMdVjxYoVY+vWrYbZSkuWLEk25sSJEzRu3JgdO3bg5ubGL7/8wpMnT4iJicHLy4vvv/8ea2trNm3aRIMGDfj3338zlKelpaXhcadOnWjZsmWyMVqtlrlz5xqeb968OcVrffzxx5w9e5aIiAhCQ0M5dOgQrVq1AhI+GA8aNIj4+HimTZtmaOI9e/ZsPv74Y86dO0exYsUwMzNj9+7dNGvWjBMnTmToNeUlsU+f8XjSZEVMa2eH64wZaGTJoEgi5HkkYYHSb0mIgqConQUlnZRLXmVpXDqVbwOlmytjJ+ZDZJAq6QghBEhxSQiRDcqWLUu7du2AhD5Mvr6+hmPR0dF8/PHHBAcH4+LiwpkzZ+jRo4eh+OLu7s6gQYM4fvw4lpaW+Pr60qtXrwzlkbhcDaB9+/apjqtWrRpubm5Awuyl9Pr55585c+YMderUMTQfv3v3LhMmTECj0fDbb79x//59nj17xtChQ4mMjKRv377odLp03yuv0Ov1PP76a3TBwYq4yzcTMSteXKWsRG5lvEuclfRbEiJfq2u0NE6aeqeTRgNtlV/eEBUEpxapkY0QQgDSc0kUEJY2ZvSZ20ztNHKMpY36TZKrVq3K7t27gYRldK6urgDs3bvXsNRtyJAhuLi4pHh+tWrV6NGjBytXruTixYtcuXLFsHNbWpUoUYIn//X6KVGixCvH+vj44Ofnl657BAYGMnbs2GRNvDds2EBcXBydO3fmvffeA0Cj0TBz5kzWr1/P7du3+fvvv2nWLH/+XgZt2kT4SWWfM7uOHbDv1EmljERuZtxvyU36LQmRr9UpVYg/Lr9Y9n5Rikvp514XqnaF69tfxM4shwafg72renkJIQosKS6JAkGj1WRrg2uRXGofDG/cuGF4XKdOnZdeo27duoZG356enukuLlWrVs0wEyk+/uXb9CYeNzVN35/F8ePH8/z582RNvD08PABo2rSpYrylpSV16tRh3759eHh45MviUvT9+zydM1cRMy1alOLffisFA5GMXq9PtlOc9FsSIn+ra9R36VFABH6h0RS1s1Apozyq9TdwYyfo/3uPExcJx+ZA50WqpiWEKJhkWZwQIltcv37d8Dhx1hIoizdxcXEvvUZsbGyK56VVixYtDI/v3bv30rGJxxOXx6XFxYsXWbFiBYUKFWLWrFmKY8H/LQdzcHBIdl5iz6pgoyVj+YE+Lg7fMWPRR0Yq4sVnTMfkJb26RMGVUr8l1wqO6iQjhMgRlVzssDE3UcQuSd+l9CtSHup8qoxdWgf+d9XJRwhRoElxSQiR5e7fv8+BAwcAKFeunKJgU6ZMGcPjVzW1PnbsWIrnpVWXLl0MjcX/+OOPl97H398fgObNm6c6Lim9Xs/gwYPR6XRMmzaNokWLKo4nFpW8vb2Tnevl5QWAvb19mu6VlzxfsYKof/5RxBw//gjbNP7vKgqeZP2W7Mwo5CL9loTIz0y0GmqVdFTEpO9SBrUcC6YvNjBBHw+Hp6mXjxCiwJLikhAiXXbs2PHSGUdPnz6lW7duxMTEADBo0CDF8TZt2mBtnfDBcdmyZVy9ejXF6+zZs8dQEHJzc6NWrVrJxrRq1QqNRoNGo+HBgwfJjhcuXJh+/foBcOrUKdasWZNsTFhYGEOHDjU8T2zI/SorV67k7Nmz1K5dO8VzEpfwbd68WbEk7+7du5w9exYgxdeUl0VevcbzH5YpYualSlFs1CiVMhJ5QUpL4mT5pBD5n/HSOOm7lEH2xaGh0fuQf7eBr4cq6QghCi4pLgkh0mXIkCGUKlWKL7/8ko0bN3L69Gk8PDw4ePAgEyZMoHr16ly+fBmAZs2aMXjwYMX5jo6OjB07FoDQ0FCaNGnC+PHjOXLkCB4eHuzbt49BgwbRpUsXw25qs2bNMjTKTq/JkydTsmRJAPr168egQYM4fPgwFy9eZO3atTRo0MDQH2ngwIHUq1fvldcMCAhg3LhxaDQafvjhhxRz++STTzA1NeXOnTt07dqVQ4cOsX37dt58803i4+MpV65csn5MeZkuKgrfMWMgaeHRxATXObPRWsssFJEyvV6fYjNvIUT+V8dox7h/fIKJjnt5f0SRimZDwdJoGf6hKaqkIoQouKShtxAi3Xx9fVmyZAlLlixJdUy3bt1YuXIlFhbJm3NOmDCBgIAAFi9eTFhYGDNnzmTmzJnJxpmZmTFjxgx69OiR4VyLFi3K3r176dy5M3fv3mXZsmUsW7Ys2bg+ffqwePHiNF1z3Lhx+Pv707t3b0UT76TKlSvH1KlTGTduHLt27WLXrl2GYxYWFqxatSrDBbPc6Nn8BcQY9bUq0v9zrNLZhF0ULCHPo5L3W5Jm3kIUCLWNZi7FxOn41zeEOiXlb0C6WRWCpl8pC0p3D8H9E1BGlqULIXJG/vlkI4TIEWvXrmXy5Ml06NCBihUr4uTkhKmpKY6OjtSoUYP+/fvz999/s3XrVkPjamMajYaFCxdy/vx5BgwYQPXq1bGzs8PExAQHBwfq1q3L8OHDuXbtGiNHjsx0zlWqVOHKlSvMnTuXhg0b4uTkhLm5Oe7u7nz44YccPnyYVatWGfozvcz58+dZuXIljo6OzJ49+6Vjx44dy4YNG6hXrx5WVlbY29vTsWNHTp48ScuWLTP9unKL8L//JvCXXxQxy2rVKDJwoEoZibzCeNaS9FsSouBwsDKjYjFbRUz6LmVCwwFgW0wZOzQZ9Hp18hFCFDgavf7/7d15XJVl/v/x9wFkUURFREFwF01tGgsqR81dx8pcapzUciG/bdY4zWRqi2BOpZOTTYst7qVpLlmWloaCuebW4q6NqLmjqIjIfv/+8MftOXAOy/HgAXw9Hw8ej5vruu7r/hz8ROd8uO7r5jcO3O/YsWMKDw+XdHWz47CwsGKfe/DgQWVnZ8vLy0tNmzYtrRCBMqGs5XtOSooOPdBb2adOmW0WHx81XPqFfBo1cmNkKA/iZu3R/h+v5U7j24P158dbuTEiADfSmCW/asHW383v7721jqYOusONEZVzW6dLy/9p2/bwZ1Lz+9wTD4Ay63o+fzvCyiUAgNNOv/a6TWFJkoL/+U8KSygS+y0ByL/v0vYj58Xfva/D7UOkGvmerrv6VSmXvawAlD6KSwAAp1yKi9PFr76yaat8992q8cggN0WE8sTefkt12W8JuKncka+4dDolQ8cvXHFTNBWAZyWp88u2bUn7pF8/d088AG4qFJcAACWWnZyskzGxNm0e/v4Kff01WSrQRuUoPScO2tlvKYT9loCbSaOgKqpe2Xa/w+3su3R9WvaTat9q2xb/upSdYX88ALgInwAAACViGIZOxcQq59w5m/baL76oSqGhbooK5c3xAxdsvg9tWkMWi8U9wQBwC4vFojvyPR2OTb2vk4eH1DXGtu3i79K2me6JB8BNg+ISAKBEUr7+Wpe+/96mzb9zZ1Xr28c9AaHcYb8lAHny77u04+gF9wRSkTTpKtVva9v2w5tSxiX3xAPgpkBxCQBQbFmnTunUhH/ZtHnWqKGQV8ez6gTFdulculKTbW/RCKW4BNyUbs+3cmnPyRSlZWa7KZoKwmKRuuRbvZR2Ttr0vnviAXBToLgEACgWwzB08qWXlXvJ9i+fdWJi5BUU5KaoUB7lX7Xk619JgSFV3BQNAHe6LbyaPD2u/XEiJ9fQL79fdGNEFUS9u6Rm99q2bXxXunzWPfEAqPAoLgEAiuXC55/r8oYNNm0B99+vgD/3cFNEKK/y77dUN6I6K9+Am1Rlby+1CAmwadtxlH2XXKLzK5Ksfrdmpkrr/uO2cABUbBSXAABFyjx6VKf//aZNm1dwsOq88rKDMwDHCu63VMPBSAA3gzvy7bvEE+NcpHYL6baHbdu2TpcuHHVPPAAqNIpLAIBCGTk5OjFmrIy0NJv2kNf+Jc9q1dwUFcqrlLNX2G8JgI2Cm3qfl2EYboqmguk4VvKodO37nEwpYZL74gFQYVFcAgAUKnn2bF3ZscOmrfpf/yr/9u3dFBHKs/y3xLHfEoDb61W3+f5CWpYOnb3snmAqmhr1pajHbNt++Uw6s8898QCosCguodzz8Liaxjk5OfyVCxWaYRjKycmRJHl6et6Qa6YfOKCkt/9r01YpPFy1Xxh1Q66PiudE/lvimrLfEnCzq1vdT7UDfGzauDXOhdo/L1WyKuIbudKaCe6LB0CFRHEJ5Z63t7ekqx+8MzIyihgNlF9paWlmATUv70uTkZmpE2PGyMjKutZosSj0jdflUYWVJnBO/pVLoey3BNz0LBZLgX2XdlBcch3/WlKbEbZt+76Rjm1zTzwAKiSKSyj3qlh9yE1JSXFjJEDpMQxDycnJ5vcBAQGFjHaNsx9+qIw9e23aAocNU+XIyFK/NiqmlLNXdCk53aatLvstAZB0ez029S5Vf3pG8gu0bYuLlVj1D8BFKC6h3PP39zePz507p3Pnzpm3DgHlnWEYunz5so4dO6bU1FRJV//Ca533peHKzp06+9HHNm3eTRqr1si/lep1UbGx3xIAR/KvXDp4JlUX07IcjEaJ+VaT2v/Ttu3wOul/a9wTD4AKx8vdAQDXy9vbW7Vq1VJSUpIk6cyZMzpz5ow8PT3ZxwPlXv69xCwWi+rWrWvuNVYactPTdWL0GMm6SOvlpdCJk+Th4+P4RKAIdvdb8uD3NACpZWg1eXt5KDM712zb8ft5dWoW7MaoKpio4dLmqVLK8Wttq8dLjTpJpfi+AsDNgeISKoSaNWsqMzNTFy9eNNtYvYSKJq+wVLVq1VK9TtKUt5V56JBNW9CTT8qvVctSvS4qvuMHL9h8z35LAPJ4e3noD3WraZvV7XA/HaG45FKVfKWOY6Vlz1xrO/mLtOdLqVU/t4UFoGKguIQKwWKxKDQ0VIGBgbpw4YLS0tIoLqFC8PT0lLe3twICAuTv71+qK5Yk6fKWLUr+5BObNt+WLRX0xOOlel1UfClnr+jSOfZbAuDYHfVr2BSXth9l3yWXu22AtPEd6eyBa21r/iXd0kvyrOS+uACUexSXUKH4+vqqTp067g4DKJdyUi/r5NgXbTb3tHh7K3TSRFkq8YYT1+dEvlVLvlXYbwmArdvz7bv089ELys7JlZcnt2y5jKeX1PkVaeGj19qS/yf9NFeKHOa+uACUe/ymBgBIks5Mmqis48dt2mo995x8mjRxU0SoSI7n228pNIL9lgDYyv/EuMuZOdp/+pKboqnAbuklhd5u27Z2kpSZ5p54AFQIFJdKQWpqqn744QdNnjxZ/fv3V8OGDWWxWGSxWNSgQYNSuebGjRv1yCOPqH79+ubqnR49emj+/Pklmmf+/Pnq3r276tSpI19fX9WvX1+PPPKINm3aVCpxAygbUteu1YVFi23aKkdGKnDIYDdFhIom/5PiuCUOQH61qvqofs3KNm07jnBrnMtZLFLXWNu2SyelrdPcEg6AioHb4kpBr169lJCQcMOuFxsbqwkTJig399rTNU6fPq1Vq1Zp1apVmjdvnhYvXixfX1+Hc1y5ckUPPfSQVqxYYdN+9OhRzZs3T/Pnz9e4ceMUExNTaq8DgHvkXLyoky+/YtNmqVxZIW+8LgtPj4EL2N9vic28ARR0e70aOnLu2gqa7UfO69E2DdwXUEXVqMPVp8Qdir/Wtn6KdMdQybea28ICUH7xqaEUWD82PDAwUN27d5e/v3+pXOujjz7S+PHjlZubq8aNG2vGjBnasmWLvvzyS3Xq1EmStHz5ckVHRxc6T3R0tFlY6tSpk7788ktt2bJFM2bMUOPGjZWbm6vY2Fh9/PHHpfI6ALjPqddeU3ZSkk1b7dGj5R0e7qaIUNGw3xKA4sq/79KOoxfcE8jNoMs42++vnJc2ve+eWACUexSXSsHAgQP12Wef6eDBgzp37pxWrlypmjVruvw6ycnJGj16tCSpXr162rx5s6KjoxUVFaXevXvr+++/V69evSRdvd3N0WqqNWvWaMGCBZKurrr6/vvv1bt3b0VFRSk6OlqbN29WvXr1JEmjR4/W+fMsTwYqiktxcUpZ9rVNW5V27VS9/1/cFBEqouP5ikuhTdlvCYB9d+Tbd+locprOXEp3MBrXpe7tV/dfsrbpfenyWffEA6Bco7hUCh5//HENGDBATUp5E9zp06fr4sWLkqRJkyYpKCjIpt/T01NTp06Vp6enJOnNN9+0O8/kyZMlSV5eXjbj8wQFBWnSpEmSpAsXLmj69OkufR0A3CP7/HmdjIm1afOoWlUh/5ogi4UP/nCdE3Y28wYAe5rVqSp/H9udO3YcueCeYG4GnV6WZPX//MxUad1bbgsHQPlFcakc+/LLLyVJAQEB6tevn90xYWFh6tq1qyRp9erVunTJ9okbly5d0urVqyVJXbt2VVhYmN15+vXrp4CAAEnS0qVLXRE+ADc7PWGCcs6ds2mr/eKLqlSnjpsiQkWUcu6KUs6y3xKA4vH0sOiP4dVt2n46yqr5UhPcXLrtYdu2rdOli8fcEw+AcoviUjmVmZmpLVu2SJLatGkjb29vh2M7dOggScrIyNC2bdts+rZu3arMzEybcfZ4e3vr7rvvNs/Jysq6rvgBuFfKd98pZcW3Nm3+HTuqWp/ebooIFVX+/ZZ8qnipZij7LQFw7PZ61W2+384T40pXxzGSR6Vr3+dkSGsnuS8eAOUST4srpw4cOKCcnBxJUvPmzQsda92/d+9ec6NvSdqzZ4/dcY7mWbVqlbKzs3Xw4EG1aNGi2PEeO1b4Xz9+//138/jkyZPFnhdAyWWfP6+jL76kHKsisUdAVfk++YSOHz/uxshQEf28+aDOp17bML5+/UAdP0GeAXAs3OeKslOu7fuzfW+yDh0Ok7cXfxcvHV5S/QelXz671pTwqdSgvxTY0H1hASg11p+5s7OzXTInxaVyyrpY4+hWtjzhVk98si7iXO88JSkuhZfgqVN33nlnsccCcKHWrd0dAW4WL7o7AADlTeN33R3BTWjKPe6OAMANkJSUpAYNGlz3PJT/yynrvZP8/f0LHVulyrXbD1JTU0tlHgAAAAAAcHNi5VI5lZ5+bXPUwvZbkiQfHx/z+MqVK6UyT1Hyr5jKLz09Xfv27VPt2rVVq1YteXmV/dQ8efKkucpqy5YtCgkJcXNEgPPIZ1Q05DQqEvIZFQn5jIqmPOZ0dna2kpKubltw6623umTOsv8JvpS44jHbs2bN0tChQ68/GCf4+vqax3kbcjuSkZFhHvv5+ZXKPEUp6pY7SWrSpEmJ5ixLQkJCivUagfKAfEZFQ06jIiGfUZGQz6hoylNOu+JWOGvcFldOVa1a1Twu6ha1y5cvm8f5b31z1TwAAAAAAODmdNOuXNq7d+91z+HO5W7W1dCSPIkt/8ba+eeJjIx0ah4AAAAAAHBzummLS82bN3d3CNclIiJCnp6eysnJ0b59+woda91/yy232PRZP/GtuPN4eXmpadOmJQ0ZAAAAAABUQNwWV055e3ubm4Zt2rSp0P2S1q5dK+nqhtz5VyZFRUWZG3nnjbMnMzNTmzdvNs+pVKnSdcUPAAAAAAAqBopL5VifPn0kSSkpKfriiy/sjjl27Jji4uIkSV26dLHZY0m6uudSly5dJElxcXEOb7H74osvlJKSIknq27evK8IHAAAAAAAVAMWlMurw4cOyWCyyWCzq2LGj3THDhw9XtWrVJEljxozRuXPnbPpzcnL09NNPKycnR5I0atQou/M8//zzkq4+jnDEiBHm+Dxnz57V6NGjJUnVq1fX8OHDnX5dAAAAAACgYrlp91wqTb/99pvWr19v05b3JLbU1FTNnj3bpu/Pf/6z6tSpU+LrBAYGatKkSXryySd15MgR3XXXXXrppZd066236sSJE3r77bcVHx8vSRowYIDDIlXnzp318MMPa8GCBVq2bJm6deumv//97woNDdXOnTv12muv6ejRo5KkSZMmqUaNGiWOFQAAAAAAVEwWwzAMdwdR0cyePVvDhg0r9vj4+PgChZ/Dhw+rYcOGkqQOHTooISHB4fkxMTGaMGGCHP1T3nvvvVqyZIl8fX0dznHlyhU99NBDWrFihd1+Dw8PvfLKK4qNjS30tQAAAAAAgJsLt8VVAOPHj9f69es1cOBAhYeHy9vbW8HBwerWrZs+++wzLV++vNDCkiT5+flp+fLlmjdvnrp166bg4GB5e3srPDxcAwcO1Pr16yksAQAAAACAAli5BAAAAAAAAKexcgkAAAAAAABOo7gEAAAAAAAAp1FcAgAAAAAAgNMoLgEAAAAAAMBpFJcAAAAAAADgNIpLAAAAAAAAcBrFJQAAAAAAADiN4hIAAAAAAACcRnEJcMKRI0f0z3/+U82bN1eVKlUUGBioqKgovfnmm0pLS3N3eIC2bdumV199Vd27d1dYWJh8fHzk7++viIgIDRs2TOvXry/RfN9++6369u1rzhUWFqa+ffvq22+/LaVXABRt9OjRslgs5ldCQkKR55DLKGuOHj2qmJgYRUZGqlatWvL19VV4eLjat2+vcePGadeuXYWeT06jrMjMzNT06dPVo0cPhYSEmO89mjVrpmHDhmnjxo3FmoecRmk5c+aMvvnmG40bN049e/ZUUFCQ+R5i6NChJZ7PFbmanZ2tDz/8UO3bt1etWrXk5+enxo0b64knntDu3btLHJNbGQBKZNmyZUZAQIAhye5XRESEcfDgQXeHiZtY+/btHean9dfgwYONjIyMQufKyckxHnvssULnGT58uJGTk3ODXh1w1U8//WR4eXnZ5GJ8fLzD8eQyyqJ33nnHqFKlSqF5OXLkSLvnktMoSw4fPmy0bNmyyPcezz77rJGbm2t3DnIapa2w3BoyZEix53FVriYlJRlRUVEO5/Dx8TGmTZt2na/6xqG4BJTAjh07DD8/P0OS4e/vb7z22mvGxo0bjdWrVxv/93//Z1NgSklJcXe4uEk1btzYkGSEhoYaI0eONBYvXmxs2bLF2LRpk/HWW28ZdevWNXN1wIABhc41ZswYc2zr1q2N+fPnG1u2bDHmz59vtG7d2uwbO3bsDXp1wNU3dXlvxoKDg4tVXCKXUdZMmDDB5n3Dm2++aSQkJBg//fSTERcXZ7z55pvGn/70J+O5556zez45jbIiMzPTprD0hz/8wZg9e7axadMmY9WqVca4ceNsiqhvvPGG3XnIaZQ268JNvXr1jO7duztVXHJFrmZnZxvt2rUzx/br18/49ttvjR9//NF45513zPc3Hh4exooVK1zw6ksfxSWgBPJWhHh5eRkbN24s0P/vf//b/AURExNz4wMEDMO47777jM8//9zIzs6225+UlGRERESYubp27Vq74/bv32+uDImMjDTS0tJs+i9fvmxERkaa/02wYg83ypQpUwxJRvPmzY2xY8cWWVwil1HWxMXF2awizczMdDjW3gpTchplyaJFi8x8btOmjd33H9u2bTMqVapkSDKqV69uZGVl2fST07gRxo0bZ3z99dfGqVOnDMMwjMTExBIXl1yVqzNmzDCv/fTTTxfoP3jwoHm3TJMmTQr8N1MWUVwCiunHH380fwE88cQTdsfk5OQYt9xyi/k/zsLeLALu9PXXX9ssUbfnqaeeMsds2rTJ7phNmzYV+j9GwNWOHDli+Pv7G5KMhIQEIyYmpsjiErmMsiQnJ8do2rSpIcm47bbbnPrAQE6jLHnuuefMXFu2bJnDcX379jXH/frrrzZ95DTcwZnikqtyNe8zY2BgoHH58mW7Y9544w1znoULFxYrPndiQ2+gmL788kvzeNiwYXbHeHh4aPDgwZKkCxcuKD4+/kaEBpRYp06dzOP//e9/BfoNw9BXX30lSWrevLnuvvtuu/PcfffdatasmSTpq6++kmEYpRAtcM2IESOUmpqqIUOGqEOHDkWOJ5dR1qxatUoHDx6UdHVTei8vrxKdT06jrMnMzDSPGzVq5HBc48aN7Z5DTqO8cFWuHjhwQHv37pUk9e/fX5UrV7Y7j/Um40uXLr3e8EsdxSWgmPKerlWlShXdcccdDsdZf9jZsGFDqccFOCMjI8M89vT0LNCfmJioEydOSFKRH+Dz+o8fP67Dhw+7Lkggn4ULF+qbb75RYGCgJk+eXKxzyGWUNYsWLZIkWSwW3X///WZ7cnKyDh48qOTk5ELPJ6dR1uR9iJakQ4cOORyX98csi8Wipk2bmu3kNMoLV+Wq9VObC5unTp06ioiIkFQ+PldSXAKKKa+63KRJk0L/yti8efMC5wBlzdq1a83jW265pUD/nj17zGPrnLaHnMeNcOHCBY0cOVKSNGnSJAUFBRXrPHIZZc3mzZslSQ0aNFDVqlX12Wef6dZbb1XNmjUVERGhmjVrqlmzZpo8ebLNHwLykNMoawYMGKCAgABJV38/5+TkFBjz008/afny5ZKkgQMHmuMlchrlh6ty1Zl5fv/9d12+fLnYsboDxSWgGNLT03X27FlJUlhYWKFja9SooSpVqki6+ksAKGtyc3M1ceJE8/v+/fsXGHPs2DHzuKicDw8PN4/JeZSWF154QadOnVLbtm312GOPFfs8chllSW5urvbt2ydJCgoK0siRIzVo0CDt2rXLZtyBAwc0atQode7cWRcuXLDpI6dR1gQFBenTTz9V5cqVtWHDBkVFRemTTz7R5s2bFRcXp/Hjx6tDhw7KzMzU7bffrv/85z8255PTKC9clavOzGMYhs15ZRHFJaAYLl26ZB77+/sXOT6vuJSamlpqMQHOmjJlirZs2SJJ6tevn93bPEuS83n5LpHzKB3r1q3T9OnT5eXlpQ8//FAWi6XY55LLKEsuXryo3NxcSdLOnTv1zjvvKCQkRHPnzlVycrLS0tK0du1acx+PjRs3Kjo62mYOchpl0QMPPKDt27dr+PDh+vnnnzVkyBC1adNG3bp1U2xsrCpXrqy3335b69atU+3atW3OJadRXrgqVytqzlNcAoohPT3dPPb29i5yvI+PjyTpypUrpRYT4Iy1a9dqzJgxkqTg4GB98MEHdseVJOfz8l0i5+F6mZmZevzxx2UYhp577jm1atWqROeTyyhLrG9pSE9PV+XKlRUfH69BgwapRo0a8vPz0z333KM1a9botttuk3R1E9cff/zR5rw85DTKiszMTH3yyScON9o+ffq05s6dq7i4uAJ95DTKC1flakXNeYpLQDH4+vqax9ZPt3Akb48EPz+/UosJKKndu3erb9++ys7Olq+vrxYtWqTg4GC7Y0uS89Z7gpDzcLXXX39d+/btU7169RQTE1Pi88lllCXW+ShJw4cPt9kMOY+fn59ee+018/vPP//c7hzkNMqCy5cvq2vXrnrjjTeUnJysF154QXv37lVGRoYuXryoVatWqV27dtq2bZv69Omjt956y+Z8chrlhatytaLmPMUloBiqVq1qHhdnOWLeXyaLcwsdcCMkJiaqe/fuOn/+vDw9PbVgwQLdc889DseXJOet/xJPzsOV9u3bpzfeeEOS9O6779osDS8uchlliXU+SlL37t0dju3SpYv5AJGtW7fanYOcRlkQGxurdevWSZJmzJihSZMmqXnz5vL29lZAQIC6deum+Ph4derUSYZhaNSoUfrll1/M88lplBeuytWKmvOOH3kFwOTr66uaNWvq3LlzRW6kdv78efOXgPVGboC7nDhxQl27dtWJEydksVg0c+ZM9e7du9BzrDcXLCrnrTcpJOfhSlOmTFFmZqYaNWqktLQ0LViwoMAY642Q16xZo1OnTkmSevXqpSpVqpDLKFN8fHxUq1YtJSUlSSo8z3x9fRUUFKRTp06Z4yV+P6NsMQxDM2fOlCRFRERoyJAhdsd5eXlpwoQJateunXJzczV79mxNmTJFEjmN8sNVuZp/nsKegJs3j8ViKXLzb3ejuAQUU4sWLbRu3Tr99ttvys7ONv+amF/eU2Ak+494B26ks2fPqlu3bjp06JCkq6s/Bg8eXOR5LVq0MI+tc9oech6lJW8p+KFDhzRgwIAix0+YMME8TkxMVJUqVchllDktW7ZUQkKCJNl9ZLu1vH7r9xzkNMqS06dPKzk5WZLUunXrQsdaP0DEOjfJaZQXrsrV/PP88Y9/LHKe8PBwp1Zw30jcFgcUU7t27SRdXZq4fft2h+PWrl1rHrdt27bU4wIcuXjxonr06KE9e/ZIkiZOnKgRI0YU69yGDRsqNDRUkm1O2/PDDz9IkurWrasGDRo4HzBQCshllDXWtyTnFf7tSUlJ0dmzZyVdzck85DTKEuvCZ3Z2dqFjs7Ky7J5HTqO8cFWu5n2uLGqeU6dO6cCBA5LKx+dKiktAMfXp08c8njVrlt0xubm5+uSTTyRJ1atXV6dOnW5EaEABaWlpuu+++7Rjxw5J0ksvvaTRo0cX+3yLxWLeOrdv3z5t3rzZ7rjNmzebf1Hp3bt3iR4RDxRl9uzZMgyj0C/rTb7j4+PN9rw3cuQyypoHH3zQPF66dKnDcUuXLjWfutW+fXuznZxGWRIYGKiAgABJ0qZNmwotMFl/iG7YsKF5TE6jvHBVrkZERJirmRYuXKi0tDS788yePds87tu37/WGX/oMAMXWvn17Q5Lh5eVlbNy4sUD/v//9b0OSIcmIiYm58QEChmFkZGQY3bt3N3Nx5MiRTs2zf/9+w9PT05BkREZGGmlpaTb9aWlpRmRkpPnfxIEDB1wQPVAyMTExZq7Hx8fbHUMuo6zp2bOnIcnw8PAw4uLiCvSfPHnSCAsLMyQZ3t7exrFjx2z6yWmUJQMGDDB/D8fGxtodk5ycbLRo0cIct3LlSpt+chrukJiYaObkkCFDinWOq3J1xowZ5rVHjBhRoP+3334zAgICDElGkyZNjKysrBK/vhuN4hJQAjt27DD8/PwMSYa/v7/x+uuvG5s2bTLWrFljPP744+YviIiICCMlJcXd4eIm1a9fPzMXO3fubPz666/Gzp07HX7t37/f4Vxjxowx52rdurWxYMECY+vWrcaCBQuM1q1bm31jx469ga8QuKY4xSXDIJdRtuzfv9+oXr26Icnw9fU1xowZY/zwww/G1q1bjffff98sLEkyJk2aZHcOchplxd69e43KlSubOderVy9j8eLFxo4dO4yNGzcab731llGvXj2zv0uXLnbnIadR2tatW2fMmjXL/HrzzTfNvGrbtq1N36xZsxzO44pczc7ONtq2bWuOffDBB43vvvvO+PHHH413333XCA4ONv8IsWLFilL4abgexSWghJYtW2ZWke19RUREGAcPHnR3mLiJOcpNR1/169d3OFdOTo4RHR1d6PmPPfaYkZOTc+NeIGCluMUlchllzbp164zatWs7zEeLxWK8/PLLDs8np1GWfP/990ZQUFCR7zk6d+5sJCcn252DnEZpGzJkSIneIzviqlxNSkoyoqKiHM7h4+NjTJs2zdU/hlJjMYz/fzM3gGI7cuSI/vvf/2r58uU6duyYvL291aRJE/3lL3/RM888o8qVK7s7RNzESroHQf369XX48OFCx6xYsUIff/yxtm7dqrNnzyooKEhRUVF64okn1LNnz+uIFrg+sbGxGj9+vKSrey517Nix0PHkMsqSc+fO6d1339WXX36pxMREZWZmKiQkRB07dtSzzz5b5NO3JHIaZce5c+c0Y8YMffvtt9q9e7cuXLggLy8v1alTR1FRURo4cKAeeOCBIt+nkNMoLUOHDtWcOXOKPb6oUokrcjU7O1vTpk3TZ599pr179+ry5csKDQ1Vly5dNHLkSLVs2bLY8bobxSUAAAAAAAA4jafFAQAAAAAAwGkUlwAAAAAAAOA0iksAAAAAAABwGsUlAAAAAAAAOI3iEgAAAAAAAJxGcQkAAAAAAABOo7gEAAAAAAAAp1FcAgAAAAAAgNMoLgEAAAAAAMBpFJcAAAAAAADgNIpLAAAAAAAAcBrFJQAAAAAAADiN4hIAAAAAAACcRnEJAAAAAAAATqO4BAAAAAAAAKdRXAIAAAAAAIDTKC4BAACgVFksFlksFsXGxro7lOsWGxtrvh4AAHAVxSUAAHDTS0hIMAsG1l9eXl4KDAxUw4YNdc899+i5557TkiVLlJmZ6e6Q4cDs2bNt/g0bN25crPN+//13eXp62px7+PDh0g0WAIAKguISAACAAzk5OTp//rwOHz6sdevW6e2339ZDDz2ksLAw/etf/1J2dra7Qyz3rAt7CQkJLp//0KFD2rhxY5Hj5s2bp9zcXJdfHwCAmwHFJQAAACtPPfWUdu7caX5t2rRJK1as0MSJE9WtWzdZLBYlJSXplVdeUdu2bZWUlOTukMs8wzBkGMYNvy3O19dXkvTpp58WOTZvTN45jsTGxpqvBwAAXEVxCQAAwEpwcLBatWplft19993q2bOnRo8erVWrVmnXrl1q3bq1JGnLli3q27cvt8mVUQ888IAkaeHChYX+G+3YsUN79uyRJPXu3fuGxAYAQEVCcQkAAKAEWrRooQ0bNpgFpg0bNuj99993c1Sw569//au8vb2VnJys5cuXOxyXt2opKipKzZs3v1HhAQBQYVBcAgAAKCE/Pz99+umn5hPDJk+erKysLIfjT506pZdeekmRkZEKDAyUj4+PwsPD1b9/f8XFxTk87/Dhw+Z+RLNnz5YkLVq0SF27dlVwcLD8/PzUvHlzjR07VhcuXCgy7szMTE2dOlWdOnVSrVq15O3trTp16ujee+/V3Llzi9xz6MCBA3r22WfVqlUrVa1aVd7e3goNDdUf//hHRUdH6/PPP1dGRkaB8+w9LS7vtXXq1Mls69SpU4FN1fNetzMCAwN13333SXJ8a1x2drbmz58vSXr00UeLnNPR0+IMw1CPHj3MjeA3bdrkcI533nnHnCMmJqa4LwcAgDKL4hIAAIATWrZsqW7dukmSTpw4oa1bt9odN2/ePDVp0kSvv/66tm/frvPnzyszM1PHjh3TokWL1K1bNw0fPrxYm4M/9thj6t+/v1avXq2kpCSlp6dr//79mjhxolq2bKl9+/Y5PPfw4cO67bbbNGLECCUkJOjs2bPKysrS6dOn9e233+rRRx9Vhw4dlJycbPf8RYsW6dZbb9V7772n3bt3KzU1VVlZWTp58qR++eUXzZo1Sw8//LAOHjxYjJ/ejZNXMFq+fLnd17Zq1SqdPn1aXl5eevjhh52+Tl4hrGbNmsrJydEjjzyiS5cuFRi3e/dujR49WpJ011136ZVXXnH6mgAAlBUUlwAAAJzUtWtX83jdunUF+hcuXKhHH31Uly9fVqNGjfTWW2/pu+++0/bt27VkyRLde++9kqQZM2bohRdeKPRaU6dO1cyZM3XnnXdq/vz52rZtm1asWKH+/ftLulrg6tGjh92CRmpqqrp06WIWn/r06aNly5Zp27ZtWrRokTp06CBJWr9+vXr16qWcnByb80+fPq1hw4YpMzNTwcHBevXVV7Vq1Srt2LFDGzZs0Jw5cxQdHa3AwMBi/+zq1q2rnTt3aubMmWbbzJkzbTZT37lzp/r06VPsOe257777FBgYqMzMTC1cuLBAf96Kpj//+c+qVavWdV0rJCRE06dPl3T1KXV/+9vfbPozMjI0cOBApaenq0qVKpo7d668vLyu65oAAJQJBgAAwE0uPj7ekGRIMmJiYop9XlxcnHledHS0TV9SUpJRrVo1sy8rK8vuHC+++KIhyfDw8DD27dtn05eYmGjOL8m499577c7z6quvmmNGjRpVoP/55583+19++eUC/bm5ucagQYPMMVOnTrXpnzFjhtm3c+dOhz+PtLQ0Iy0trUB7YT9b6599fHy8w7mLa9asWQXme+qppwxJxp/+9CebsSkpKYafn58hyVi4cKFhGIYRExNjnp+YmFhgfut+R4YPH26OWbRokdn+j3/8w2yfNm3adb9WAADKClYuAQAAOKlmzZrm8fnz5236PvjgA128eFF169bV1KlTHa5QGT9+vOrWravc3Fx98sknDq/l4+OjadOm2Z3npZdeUqtWrSRdXQVl/WS0jIwMczVNy5YtbfY9ymOxWDR16lTz9bz33ns2/adOnZIk1ahRw7yOPX5+fvLz83PY7y55t8Zt3LhRhw4dMtsXL16sK1euqFq1aurVq5fLrvf222+radOmkqQnnnhCx48fV1xcnKZMmSLp6sqx4cOHu+x6AAC4G8UlAAAAJ/n7+5vH+W9HW7ZsmSTp/vvvl4+Pj8M5vLy81KZNG0kqdBPo7t27KzQ01G6fh4eHhgwZIklKTk7Wjh07zL7t27ebm30PHTpUnp6educICAgwb7Hbs2ePTp48afaFhIRIulpA++qrrxzGWFa1adNGTZo0kSTNnTvXbM+7Je4vf/mLfH19XXY961vekpOTNXDgQA0dOlSGYSgkJETTpk1z2bUAACgLKC4BAAA4ybqgFBAQYB7n5OTo559/liR99NFHBZ6Alv9r8eLFkq6tELInKiqq0FjuvPNO83jnzp3m8a5du8zju+66q9A5rPutz3vggQdUvXp1SVLfvn3VuXNnTZkyRdu3by+wP1NZlbd6Ka+49PvvvyshIUGSNHjwYJdf78477zSfBPfDDz/o+PHjslgsmjVrloKCglx+PQAA3IniEgAAgJPOnj1rHltvZp2cnFysp7/ll5aW5rAvODi40HNr165tc317x0XNUadOHbvn1axZU8uWLVPdunVlGIbi4+P1j3/8Q5GRkQoMDFS/fv30zTffFDq3uz3yyCOSpIMHD2rz5s2aO3euDMNQgwYN1K5du1K55tixY9WoUSPz++HDh6tHjx6lci0AANyJx1MAAAA46aeffjKPmzVrZh5br+YZPny4Ro4cWaz5vL29HfZZLBYnInTdHO3bt9dvv/2mJUuWaMWKFfrhhx907NgxpaSkaOnSpVq6dKl69OihL774QpUrV77uWF2tUaNGatu2rTZs2KBPP/1U8fHxkq4WnVzxs7Vn+fLlNns8rV+/XleuXCmT+1IBAHA9KC4BAAA46fvvvzePrVe/WK9iMgyj0E2wi+v06dPF7re+vvXx6dOnFRER4XAO69vyrM/L4+vrq0GDBmnQoEGSpMTERC1fvlzvvvuuDhw4oJUrV+qll14yN64uawYPHqwNGzZo5syZSk9Pl3TtdjlXO336tLlpd0BAgFJSUrR3716NGjWqwIbpAACUd9wWBwAA4IRdu3Zp9erVkqTw8HBFRkaafd7e3mrZsqUkacOGDS653tatW4vdb13Msj7+8ccfC51jy5Ytds9zpGHDhnrmmWe0detWhYWFSZIWLlxY5HnWSmvVkD39+/eXj4+PWVi66667Ci22XY/o6GglJSXJw8ND33zzjR588EFJ0vvvv6/vvvuuVK4JAIC7UFwCAAAooStXrmjw4MEyDEOS9Pzzz8vLy3ZB+AMPPCBJ2rdvn1auXHnd11y1apXNE9ys5ebmas6cOZKkGjVq6Pbbbzf77rjjDnMz7jlz5ig3N9fuHJcuXTILQy1atDCfEFccAQEB5obj1vtQFYf1U9oyMjJKdG5JVa9eXX369JGPj498fHzMJ+y52tSpU7VixQpJ0ujRo9W+fXt9/PHHqlu3riRp2LBhJf45AQBQllFcAgAAKIE9e/aoXbt25n5LHTp00FNPPVVg3MiRI+Xv7y/pajFh9+7dhc67fPly/frrrw77MzIy9MQTT9h9OtvEiRPNJ8RFR0fLx8fH7PPx8TFvz9q1a5cmTJhQ4HzDMPTMM8+YBY9nnnnGpn/lypUOC1uSdPHiRXPVU8OGDR2Os8e6iPW///2vROc6Y8GCBUpPT1d6errdf7frtX//fo0aNUrS1cLe+PHjJV29zXD27NmyWCw6deqUHn/8cZdfGwAAd2HPJQAAACtnzpzRrl27zO8vX76s8+fP69dff9Xq1av1/fffmyuW7r77bi1evFi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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 454,
       "width": 587
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = base\n",
    "plt.title(\"Deposit profit\")\n",
    "plt.axhline(0, c=\"grey\", linewidth=0.5)\n",
    "plt.axhline(0, c=\"black\", linewidth=0.4)\n",
    "for before_mix, rows in df.groupby(df['before_mix']):\n",
    "    plt.plot(rows['action_mix']*100, rows['after_profit'], label=\"{:.1f}%\".format(100*float(before_mix)))\n",
    "plt.ylim([-1e18,1e18])\n",
    "plt.xlabel(\"Deposit Mix\")\n",
    "plt.ylabel(\"Deposit Profit\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c6e801c3-e642-4a72-b0c7-6e97277ff5dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x14459f610>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 428,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = base\n",
    "df = df.sort_values(before_mix')\n",
    "plt.plot(df['before_mix'],df['before_profit'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3774c32-ec43-4ffa-8f6b-f2c722641bd9",
   "metadata": {},
   "source": [
    "# Balance check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6ad5c3a7-74cc-49bd-8373-4b512a2f8e22",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "787eb355-7d62-4dc8-9f22-7776d96af272",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QdlX1zJGJEydm+PDhGT58eLbbbru88MIL2XXXXZu0jc6dO2fcuHGZMGFCdtppp/X2DR06NGPGjMnIkSPzf/7P/8mSJUvyta99LX/4wx+atA8AAABA21VTFEXRXI2tG44cf/zxueKKK5qr6QwfPjyPPPJIOnTokJdffjnbbLNNk9Y/d+7cDBgwIEkyZ86c9O/fv0nrBwAAAKrz/bs0d6s58MADkyRr1qzJ888/37KdAQAAAFqN0oQj616wtWPHji3YEwAAAKA1qeo1R1qTe+65J8nb1ygZOHBgox8/d+7cje6fN2/eJvULAAAAaFmlCEcmT56cxx9/PEny4Q9/OFtttVWj61i7ngkAAABoX9r9sprXX389p556apK3l9N897vfbeEeAQAAAK1Juz5zZPXq1fnsZz+bF198MUnyrW99K0OHDt2kuubMmbPR/fPmzcuIESM2qW4AAACg5bTrcOSUU07JnXfemST56Ec/mm9/+9ubXJdb8wIAAED71G6X1Xzzm9/MpZdemiTZf//9c8MNN7hLDQAAALCBdhmOnHfeefnBD36QJHnf+96X2267Ld27d2/hXgEAAACtUbsLR/77v/873/jGN5IkQ4YMyW9/+9tNujsNAAAAUA7tKhy5+uqr8+UvfzlJ8s53vjO///3vs80227RwrwAAAIDWrN2EI7/+9a9zwgknpCiK9O/fP1OmTMmOO+7Y0t0CAAAAWrlWH45cccUVqampSU1NTc4+++xay9x111359Kc/ndWrV6dfv375/e9/n1122aVZ+wkAAAC0TVW9le99992X2bNnV/49f/78yvbs2bNzxRVXrFd+7NixjW7jwQcfzFFHHZUVK1akc+fOueiii7Jy5cr8+c9/rvMx/fv3T+/evRvdFgAAAND+VDUcueyyy3LllVfWum/69OmZPn36ev+3KeHInXfemSVLliRJVq5cmc9+9rP1Pubyyy/fpLYAAACA9qfVL6sBAAAAqKaaoiiKlu5EezB37twMGDAgSTJnzpz079+/hXsEAAAA7U81vn87cwQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAotaqGI6+88kpuu+22TJw4MYceemi22Wab1NTUpKamJmPHjq1Km9dee21Gjx6d7bffPt26dcvOO++cY489Ng888EBV2gMAAADatk7VrHy77barZvXrWbp0aT75yU/m9ttvX+//X3rppVxzzTW59tprM3HixJx11lnN1icAAACg9Wu2ZTU77bRTRo8eXbX6P//5z1eCkVGjRuWmm27KjBkzMmnSpOy2225Zs2ZNzj777Fx66aVV6wMAAADQ9lT1zJGJEydm+PDhGT58eLbbbru88MIL2XXXXZu8nT/84Q+57rrrkiRjxozJb37zm3Ts2DFJMnz48BxxxBHZe++989JLL+XMM8/Mv/7rv2brrbdu8n4AAAAAbU9Vzxz5zne+k49+9KNVX17zwx/+MEnSqVOn/Pd//3clGFlrm222yXnnnZckWbBgQS677LKq9gcAAABoO9r83WreeuutTJkyJUly8MEHp3///rWW+/jHP56tttoqSfKb3/ym2foHAAAAtG5tPhx5+OGHs2LFiiTJAQccUGe5Ll265P3vf3/lMStXrmyW/gEAAACtW1WvOdIcnnzyycr24MGDN1p28ODBueuuu7Jq1ao8++yz2XPPPRvczty5cze6f968eQ2uCwAAAGg92nw4sm5oUdeSmrUGDBhQ2Z4zZ06jwpF1HwsAAAC0H21+Wc1bb71V2e7Zs+dGy/bo0aOyvWjRoqr1CQAAAGg72vyZI8uWLatsd+nSZaNlu3btWtleunRpo9qZM2fORvfPmzcvI0aMaFSdAAAAQMtr8+FIt27dKttrL8xal+XLl1e2u3fv3qh26luyAwAAALRNbX5ZzZZbblnZrm+pzOLFiyvb9S3BAQAAAMqhzYcj657RUd8dZdZdGuMCqwAAAEDSDsKRde8489RTT2207Nr9nTp1yu67717VfgEAAABtQ5sPR4YPH165EOs999xTZ7kVK1bkwQcfrDymc+fOzdI/AAAAoHVr8+HIlltumQ996ENJkt///vd1Lq359a9/nYULFyZJjjrqqGbrHwAAANC6tfpw5IorrkhNTU1qampy9tln11rm3/7t35Ikq1atyqmnnprVq1evt3/+/Pk588wzkyS9e/fOiSeeWNU+AwAAAG1HVW/le99992X27NmVf8+fP7+yPXv27FxxxRXrlR87duwmtXPQQQflU5/6VK677rrccsstOeSQQ/LVr341O+64Y5544omcc845eemll5Ik5513XrbeeutNagcAAABof6oajlx22WW58sora903ffr0TJ8+fb3/29RwJEl+/vOfZ+HChbn99tszderUTJ06db39HTp0yLe//e188Ytf3OQ2AAAAgPan1S+raaju3btn8uTJueaaa3LIIYekX79+6dKlSwYMGJDPfOYzue++++pclgMAAACUV01RFEVLd6I9mDt3bgYMGJAkmTNnTvr379/CPQIAAID2pxrfv9vNmSMAAAAAm0I4AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASq3ZwpEXX3wx48ePz+DBg9OjR4/06dMnw4cPzwUXXJAlS5Y0SRsvvPBCzjzzzOy9997p3bt3OnfunD59+uQDH/hAvvvd7+aVV15pknYAAACA9qOmKIqi2o3ceuutOfbYY7Nw4cJa9w8aNCiTJ0/OwIEDN7mNq6++OuPGjcvSpUvrLNOnT59cd911OeSQQza5nbrMnTs3AwYMSJLMmTMn/fv3b/I2AAAAoOyq8f276meOzJw5M8ccc0wWLlyYnj175pxzzsn999+fKVOm5KSTTkqSPPPMMzn88MPz1ltvbVIb06dPz9ixY7N06dJ06NAhJ5xwQm666abMmDEjv/rVrzJmzJgkyeuvv54jjzwyf/3rX5vs+QEAAABtW9XDkdNOOy1Lly5Np06dctddd2XChAnZd999c9BBB+XSSy/N+eefn+TtgOTCCy/cpDbOPffcrFmzJkny4x//OD//+c9z5JFHZvjw4fnEJz6RW265JV/72teSJEuXLs3//b//t2meHAAAANDmVXVZzYwZM7LPPvskScaNG5ef/exnG5RZs2ZN3v3ud2fWrFnp3bt3XnnllXTu3LlR7fTp0ydvvPFG+vbtm/nz59da5s0330zv3r2TJO973/vy6KOPNu7J1MOyGgAAAKi+Nres5qabbqpsn3DCCbV3oEOHHHfccUmSBQsWZOrUqY1uZ8WKFUmSXXfdtc4yvXr1yjbbbLNeeQAAAICqhiP33XdfkqRHjx7Ze++96yx3wAEHVLanT5/e6Hb22GOPJMnzzz9fZ5mFCxdWzipZWx4AAACgquHIrFmzkiQDBw5Mp06d6iw3ePDgDR7TGCeffHKS5LXXXqt16U6S/Md//McG5Rtj7ty5G/2ZN29eo+sEAAAAWl7dicVmWrZsWeVMjfrW/2y99dbp0aNHFi9enDlz5jS6rc9//vO57777ctVVV+XUU0/No48+miOOOCI77LBDXnrppVx99dWVJT7//u//noMPPrjRbaxdzwQAAAC0L1ULR9a9LW/Pnj3rLb82HFm0aFGj2+rYsWOuvPLKjBkzJt///vdz2WWX5bLLLluvzKhRozJhwoRNCkYAAACA9quqZ46s1aVLl3rLd+3aNcnbt9rdFLNmzcpVV12VJ554otb9DzzwQCZNmpQhQ4bkHe94R6Prr++Mlnnz5mXEiBGNrhcAAABoWVULR7p161bZbsjdYZYvX54k6d69e6PbmjZtWsaMGZM333wzO++8c773ve/lkEMOSZ8+ffLyyy/nlltuybe//e1cd911uffee3PXXXflXe96V6PacGteAAAAaJ+qdkHWLbfcsrLdkKUyixcvTtKwJTjrWr58eT796U/nzTffzPbbb58HH3wwxx57bLbbbrt07tw5/fv3zymnnJJ777033bp1y9///vccf/zxjXsyAAAAQLtVtXCkW7du6du3b5K37/SyMW+88UYlHGnshU/vvPPO/O1vf0uSfOUrX8n2229fa7l3vetdOfbYY5Mkjz76aP70pz81qh0AAACgfarqrXz33HPPJMns2bOzatWqOss99dRTle0hQ4Y0qo11b/37vve9b6Nl995771rbBAAAAMqrquHIfvvtl+TtJTOPPvponeXuueeeyvbIkSMb1UanTv/vsikbC2CSZOXKlbU+DgAAACivqoYjH/vYxyrbl19+ea1l1qxZk6uuuipJ0rt374waNapRbey6666V7WnTpm207LohzLqPAwAAAMqrquHIiBEjsv/++ydJJk2alAceeGCDMhdeeGFlacxpp52Wzp07r7f/7rvvTk1NTWpqajJ27NgNHv+hD30oW2yxRZLkpz/9aZ238r3jjjvym9/8Jknyjne8I+9973s39WkBAAAA7UhVw5Ekufjii9O9e/esWrUqo0ePzrnnnpsHH3wwU6dOzbhx43LGGWckSQYNGpTx48c3uv7evXvnG9/4RpLkrbfeygc+8IFMmDAhU6dOzR//+Mf89re/zSmnnJIjjjgia9asSZL84Ac/SIcOVX/qAAAAQBtQ9QtvDB06NNdff32OPfbYLFy4MBMmTNigzKBBgzJ58uT1bv/bGN/61rfy+uuv5+KLL86iRYty7rnn5txzz92gXOfOnfP973+/ctcaAAAAgGY5fWLMmDF5/PHHc/rpp2fQoEHZYost0rt37wwbNiznnXdeZs6cmYEDB25y/TU1Nbnooovy8MMP5+STT8673/3ubLnllunYsWN69eqVvffeO1/72tfy5z//Of/2b//WhM8MAAAAaOtqiqIoWroT7cHcuXMzYMCAJMmcOXPSv3//Fu4RAAAAtD/V+P7twhsAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFJrtnDkxRdfzPjx4zN48OD06NEjffr0yfDhw3PBBRdkyZIlTdrW73//+4wdOzYDBw5Mjx490qtXrwwaNCif/OQn89Of/jSLFi1q0vYAAACAtqumKIqi2o3ceuutOfbYY7Nw4cJa9w8aNCiTJ0/OwIEDN6udN954IyeccEJuvvnmjZabOXNm3vve925WW/9s7ty5GTBgQJJkzpw56d+/f5PWDwAAAFTn+3enza6hHjNnzswxxxyTpUuXpmfPnvnmN7+ZUaNGZenSpbnuuuvyP//zP3nmmWdy+OGH55FHHsmWW265Se28+eabOeSQQ/Loo48mSY466qh88pOfzG677ZaOHTtmzpw5ueeee3LjjTc25dMDAAAA2riqnznywQ9+MNOmTUunTp1y7733Zt99911v/wUXXJAzzjgjSXLWWWfl7LPP3qR2jjvuuFx99dXp2rVrbrjhhhxxxBG1liuKIqtXr06nTk2bCzlzBAAAAKqvGt+/q3rNkRkzZmTatGlJki984QsbBCNJMn78+AwZMiRJcvHFF2flypWNbue+++7L1VdfnST53ve+V2cwkiQ1NTVNHowAAAAAbVdVw5Gbbrqpsn3CCSfU3oEOHXLcccclSRYsWJCpU6c2up3/+q//SpL06tUrX/7ylxvfUQAAAKC0qhqO3HfffUmSHj16ZO+9966z3AEHHFDZnj59eqPaWLFiReUCrIcccki6deuWJFm9enXmzJmTF154IcuWLWts1wEAAICSqOr6klmzZiVJBg4cuNGlLIMHD97gMQ31pz/9qRJ+7LXXXlm4cGEmTpyYK6+8MgsWLEiSdOnSJR/84Afz7//+7znwwAMb9yT+f3Pnzt3o/nnz5m1SvQAAAEDLqlo4smzZssyfPz9J6r04ytZbb50ePXpk8eLFmTNnTqPaefLJJyvba9asybBhw/Lss8+uV2bFihX5/e9/nylTpuTcc8/NmWee2ag2klQu9gIAAAC0L1VbVvPWW29Vtnv27Flv+R49eiRJFi1a1Kh2Xn/99cr2eeedl2effTYf+chHMmPGjCxbtiyvvPJKfvrTn6ZXr14piiLf+MY3KstwAAAAAKp65shaXbp0qbd8165dkyRLly5tVDuLFy9er81DDjkkt912Wzp27Jgk2XbbbXPyySfn3e9+dw444ICsWbMm3/zmN3PEEUekpqamwe3Ud0bLvHnzMmLEiEb1HQAAAGh5VQtH1l4YNXl7WUt9li9fniTp3r37JreTvH32yNpgZF377bdfPv7xj+dXv/pVZs2alSeeeCL/8i//0uB2muK+yQAAAEDrU7VlNVtuuWVluyFLZdaeAdKQJTh1tbPttttm6NChdZb98Ic/XNl++OGHG9UOAAAA0D5VLRzp1q1b+vbtm6T+O7288cYblXCksRc+Xbd8fWd3rFv21VdfbVQ7AAAAQPtUtXAkSfbcc88kyezZs7Nq1ao6yz311FOV7SFDhjSqjXe9612V7dWrV2+07Lr7N3ZrYQAAAKA8qhqO7LfffkneXjLz6KOP1lnunnvuqWyPHDmyUW3svPPO2WmnnZIkL7zwQoqiqLPsc889V9l+xzve0ah2AAAAgPapquHIxz72scr25ZdfXmuZNWvW5KqrrkqS9O7dO6NGjWp0O5/4xCeSJAsXLsyUKVPqLPfrX/+6sr02uAEAAADKrarhyIgRI7L//vsnSSZNmpQHHnhggzIXXnhhZs2alSQ57bTT0rlz5/X233333ampqUlNTU3Gjh1baztf/epXK3et+drXvpaFCxduUOYXv/hF7r777iTJ4Ycf3uhrmwAAAADtU1XDkSS5+OKL071796xatSqjR4/OueeemwcffDBTp07NuHHjcsYZZyRJBg0alPHjx29SGzvttFO++93vJkmeeOKJjBgxIpdffnkeffTRTJ06NV/5ylcqwcpWW22Viy66qEmeGwAAAND2Vf2qpEOHDs3111+fY489NgsXLsyECRM2KDNo0KBMnjx5vdvyNtbXv/71vP766znvvPPy9NNP5/Of//wGZfr165ebbropu++++ya3AwAAALQvVT9zJEnGjBmTxx9/PKeffnoGDRqULbbYIr17986wYcNy3nnnZebMmRk4cOBmt3Puuedm+vTp+dznPpdddtklXbt2Ta9evTJ8+PD8x3/8R5555pnsu+++TfCMAAAAgPaiptjY7V1osLlz51auYzJnzpz079+/hXsEAAAA7U81vn83y5kjAAAAAK2VcAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUOrV0B2gZxZo1Wb1gQUt3AwAAgFakY+/eqelQvvMohCMltXrBgjz7gZEt3Q0AAABakd3vn55Offq0dDeaXfniIAAAAIB1CEcAAACAUhOOAAAAAKXmmiMl1bF37+x+//SW7gYAAACtSMfevVu6Cy1COFJSNR06lPIiOwAAAPDPLKsBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAotU4t3QFayJo1ydLXW7oXAAAAtCbd+yQdyncehXCkrJa+nlywW0v3AgAAgNbk688lPbZp6V40u/LFQQAAAADrEI4AAAAApSYcAQAAAErNNUfKqnuft9eSAQAAwFrd+7R0D1qEcKSsOnQo5UV2AAAA4J9ZVgMAAACUmnAEAAAAKDXhCAAAAFBqwhEAAACg1JotHHnxxRczfvz4DB48OD169EifPn0yfPjwXHDBBVmyZElV2lyyZEne+c53pqamJjU1Ndlll12q0g4AAADQdjXL3WpuvfXWHHvssVm4cGHl/5YsWZJHHnkkjzzySC677LJMnjw5AwcObNJ2J06cmOeff75J6wQAAADal6qfOTJz5swcc8wxWbhwYXr27Jlzzjkn999/f6ZMmZKTTjopSfLMM8/k8MMPz1tvvdWk7f7oRz9Kt27dsuWWWzZZvQAAAED7UvVw5LTTTsvSpUvTqVOn3HXXXZkwYUL23XffHHTQQbn00ktz/vnnJ3k7ILnwwgubpM3Vq1fnpJNOyurVqzNhwoT06dOnSeoFAAAA2p+qhiMzZszItGnTkiRf+MIXsu+++25QZvz48RkyZEiS5OKLL87KlSs3u92LL744jz76aPbYY4+ceeaZm10fAAAA0H5VNRy56aabKtsnnHBC7R3o0CHHHXdckmTBggWZOnXqZrX54osvZuLEiUmSn/3sZ+nSpctm1QcAAAC0b1UNR+67774kSY8ePbL33nvXWe6AAw6obE+fPn2z2jzllFOyePHifO5zn8uBBx64WXUBAAAA7V9V71Yza9asJMnAgQPTqVPdTQ0ePHiDx2yK6667Lrfffnu23nrrJrt+yVpz587d6P558+Y1aXsAAABA86haOLJs2bLMnz8/SdK/f/+Nlt16663To0ePLF68OHPmzNmk9t5444189atfTZL84Ac/yLbbbrtJ9dRlwIABTVofAAAA0DpUbVnNurfl7dmzZ73le/TokSRZtGjRJrX39a9/PS+//HL23Xffyi2CAQAAAOpT1TNH1mrIRVG7du2aJFm6dGmj27r33nvz85//PJ06dcrPfvaz1NTUNLqO+tR3Rsu8efMyYsSIJm8XAAAAqK6qhSPdunWrbK9YsaLe8suXL0+SdO/evVHtLF++PF/84hdTFEVOO+20/Mu//EvjOtpA9S0NAgAAANqmqi2r2XLLLSvbDVkqs3jx4iQNW4KzrnPOOSdPP/10BgwYkO985zuN6yQAAABQelU9c6Rv37557bXX6r3TyxtvvFEJRxp74dPzzjsvSXLwwQfn1ltvrbXM2roXL16c6667LknSr1+/HHTQQY1qCwAAAGh/qnor3z333DPTpk3L7Nmzs2rVqjpv5/vUU09VtocMGdKoNtYu2bn88stz+eWXb7Ts/Pnz8+lPfzpJcsABBwhHAAAAgOotq0mS/fbbL8nbZ2w8+uijdZa75557KtsjR46sZpcAAAAA1lPVcORjH/tYZbuuszrWrFmTq666KknSu3fvjBo1qlFtFEVR78/OO++cJNl5550r/3f33Xdv0nMCAAAA2peqhiMjRozI/vvvnySZNGlSHnjggQ3KXHjhhZk1a1aS5LTTTkvnzp3X23/33XenpqYmNTU1GTt2bDW7CwAAAJRQVa85kiQXX3xxRo4cmaVLl2b06NGZMGFCRo0alaVLl+a6667LpZdemiQZNGhQxo8fX+3uAAAAAKyn6uHI0KFDc/311+fYY4/NwoULM2HChA3KDBo0KJMnT17v9r8AAAAAzaGqy2rWGjNmTB5//PGcfvrpGTRoULbYYov07t07w4YNy3nnnZeZM2dm4MCBzdEVAAAAgPXUFEVRtHQn2oO5c+dmwIABSZI5c+akf//+LdwjAAAAaH+q8f27Wc4cAQAAAGithCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqTVbOPLiiy9m/PjxGTx4cHr06JE+ffpk+PDhueCCC7JkyZLNqnvJkiX59a9/nS996UsZPnx4tt5663Tu3Dl9+/bNvvvum7PPPjv/+Mc/muiZAAAAAO1JTVEURbUbufXWW3Psscdm4cKFte4fNGhQJk+enIEDBza67scffzwjR47MokWLNlpuq622yqWXXppjjjmm0W00xNy5czNgwIAkyZw5c9K/f/+qtAMAAABlVo3v31U/c2TmzJk55phjsnDhwvTs2TPnnHNO7r///kyZMiUnnXRSkuSZZ57J4YcfnrfeeqvR9S9cuLASjIwcOTLnnntufve73+Wxxx7Lb3/724wbNy4dOnTIwoUL89nPfjZ33HFHkz4/AAAAoG3rVO0GTjvttCxdujSdOnXKXXfdlX333bey76CDDsruu++eM844I88880wuvPDCnH322Y2qv0OHDjn66KNz1llnZc8999xg/+jRo3PooYfmqKOOyurVq/OVr3wlzz77bGpqajb3qQEAAADtQFWX1cyYMSP77LNPkmTcuHH52c9+tkGZNWvW5N3vfndmzZqV3r1755VXXknnzp2bvC+f/OQnc+ONNyZJHn300bzvfe9r0votqwEAAIDqa3PLam666abK9gknnFB7Bzp0yHHHHZckWbBgQaZOnVqVvowaNaqy/dxzz1WlDQAAAKDtqWo4ct999yVJevTokb333rvOcgcccEBle/r06VXpy/LlyyvbHTt2rEobAAAAQNtT1WuOzJo1K0kycODAdOpUd1ODBw/e4DFN7Z577qlsDxkypNGPnzt37kb3z5s3r9F1AgAAAC2vauHIsmXLMn/+/CSpd/3P1ltvnR49emTx4sWZM2dOk/flT3/6UyZPnpwk2WuvvTYpHFm7ngkAAABoX6q2rGbd2/L27Nmz3vI9evRIkspteZvK8uXLc+KJJ2b16tVJknPOOadJ6wcAAADatqqeObJWly5d6i3ftWvXJMnSpUubtB9f/vKX88gjjyRJjj/++IwZM2aT6qnvjJZ58+ZlxIgRm1Q3AAAA0HKqFo5069atsr1ixYp6y6+9YGr37t2brA/nnntuLrvssiTJ8OHD85Of/GST63JrXgAAAGifqrasZsstt6xsN2SpzOLFi5M0bAlOQ1xyySWZMGFCkrcv+Hr77bdXlu4AAAAArFW1cKRbt27p27dvkvrv9PLGG29UwpGmuPDptddem1NOOSVJsvPOO+d3v/tdttlmm82uFwAAAGh/qhaOJMmee+6ZJJk9e3ZWrVpVZ7mnnnqqsr0pd5JZ1y233JLjjjsua9asyQ477JApU6ZYEgMAAADUqarhyH777Zfk7SUzjz76aJ3l7rnnnsr2yJEjN7m9KVOm5Oijj86qVavSt2/f/O53v8tuu+22yfUBAAAA7V9Vw5GPfexjle3LL7+81jJr1qzJVVddlSTp3bt3Ro0atUlt3X///TnyyCOzfPny9OrVK7/97W/zrne9a5PqAgAAAMqjquHIiBEjsv/++ydJJk2alAceeGCDMhdeeGFmzZqVJDnttNPSuXPn9fbffffdqampSU1NTcaOHVtrO3/84x9z+OGHZ/HixenRo0cmT56cvffeu2mfDAAAANAuVe1WvmtdfPHFGTlyZJYuXZrRo0dnwoQJGTVqVJYuXZrrrrsul156aZJk0KBBGT9+fKPrf+655/LhD384CxYsSJJ873vfS69evfLnP/+5zsf069cv/fr126TnAwAAALQvVQ9Hhg4dmuuvvz7HHntsFi5cWLm97roGDRqUyZMnr3f734aaNm1aXnnllcq/Tz/99Hofc9ZZZ+Xss89udFsAAABA+1PVZTVrjRkzJo8//nhOP/30DBo0KFtssUV69+6dYcOG5bzzzsvMmTMzcODA5ugKAAAAwHpqiqIoWroT7cHcuXMzYMCAJMmcOXPcPhgAAACqoBrfv5vlzBEAAACA1ko4AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAoNeEIAAAAUGrCEQAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASq3ZwpEXX3wx48ePz+DBg9OjR4/06dMnw4cPzwUXXJAlS5Y0WTt33HFHjjrqqPTv3z9du3ZN//79c9RRR+WOO+5osjYAAACA9qOmKIqi2o3ceuutOfbYY7Nw4cJa9w8aNCiTJ0/OwIEDN7mNNWvW5Itf/GImTZpUZ5kTTzwxl1xySTp0aPpMaO7cuRkwYECSZM6cOenfv3+TtwEAAABlV43v31U/c2TmzJk55phjsnDhwvTs2TPnnHNO7r///kyZMiUnnXRSkuSZZ57J4YcfnrfeemuT2/n3f//3SjAydOjQXHvttZkxY0auvfbaDB06NEly2WWX5Vvf+tbmPykAAACg3aj6mSMf/OAHM23atHTq1Cn33ntv9t133/X2X3DBBTnjjDOSJGeddVbOPvvsRrfxzDPP5F3veldWrVqVYcOG5d5770337t0r+5csWZIDDjggjzzySDp16pRZs2Zt1lkqtXHmCAAAAFRfmztzZMaMGZk2bVqS5Atf+MIGwUiSjB8/PkOGDEmSXHzxxVm5cmWj2/nRj36UVatWJUl+/OMfrxeMJMkWW2yRH//4x0mSVatW5aKLLmp0GwAAAED7VNVw5Kabbqpsn3DCCbV3oEOHHHfccUmSBQsWZOrUqY1qoyiK3HzzzUmSwYMH5/3vf3+t5d7//vdnjz32SJLcfPPNaYZLrQAAAABtQKdqVn7fffclSXr06JG99967znIHHHBAZXv69OkZPXp0g9t4/vnn8/e//32Deupq5+mnn87f/va3vPDCC9l1110b3E57s6ZYkwXLF7R0NwAAAGhFenftnQ41zXZj21ajquHIrFmzkiQDBw5Mp051NzV48OANHtNQTz75ZK31NKSdxoQjc+fO3ej+efPmNbiu1mDB8gU54PqNh0kAAACUyz3H3JM+3fq0dDeaXdXCkWXLlmX+/PlJUu/FUbbeeuv06NEjixcvzpw5cxrVzrqhRX3trL1gS5JGt7PuYwEAAID2o2rnyqx7W96ePXvWW75Hjx5JkkWLFlWtnbVtbEo7AAAAQPtU1TNH1urSpUu95bt27ZokWbp0adXaWdvGprRT35km8+bNy4gRIxpVJwAAANDyqhaOdOvWrbK9YsWKessvX748STa4DW9TtrO2jU1ppynum9ya9O7aO/ccc09LdwMAAIBWpHfX3i3dhRZRtXBkyy23rGw3ZAnL4sWLkzRsCc6mtrO2jU1pp73pUNOhlBfZAQAAgH9WtWuOdOvWLX379k1S/51e3njjjUpw0dgLn657Rkd97ay7NMYFVgEAAICkiuFIkuy5555JktmzZ2fVqlV1lnvqqacq20OGDNmkNv65nqZuBwAAAGifqhqO7LfffkneXs7y6KOP1lnunnv+37UvRo4c2ag2dt111+y4444b1FObe++9N0nyjne8I7vsskuj2gEAAADap6qGIx/72Mcq25dffnmtZdasWZOrrroqSdK7d++MGjWqUW3U1NTkyCOPTPL2mSEPPvhgreUefPDBypkjRx55ZGpqahrVDgAAANA+VTUcGTFiRPbff/8kyaRJk/LAAw9sUObCCy/MrFmzkiSnnXZaOnfuvN7+u+++OzU1NampqcnYsWNrbeerX/1qOnbsmCT5yle+ssFtepcuXZqvfOUrSZJOnTrlq1/96uY8LQAAAKAdqWo4kiQXX3xxunfvnlWrVmX06NE599xz8+CDD2bq1KkZN25czjjjjCTJoEGDMn78+E1qY9CgQfn617+eJHnkkUcycuTIXH/99XnkkUdy/fXXZ+TIkXnkkUeSJF//+tez++67N82TAwAAANq8qt3Kd62hQ4fm+uuvz7HHHpuFCxdmwoQJG5QZNGhQJk+evN5teRvrnHPOySuvvJKf//znmTlzZj71qU9tUOYLX/hCvve9721yGwAAAED7U/UzR5JkzJgxefzxx3P66adn0KBB2WKLLdK7d+8MGzYs5513XmbOnJmBAwduVhsdOnTIpEmTMnny5Bx55JHZcccd06VLl+y444458sgjc/vtt+eyyy5Lhw7N8pQBAACANqKmKIqipTvRHsydOzcDBgxIksyZMyf9+/dv4R4BAABA+1ON799OowAAAABKTTgCAAAAlJpwBAAAACg14QgAAABQasIRAAAAoNSEIwAAAECpCUcAAACAUhOOAAAAAKUmHAEAAABKTTgCAAAAlJpwBAAAACg14QgAAABQasIRAAAAoNSEIwAAAECpCUcAAACAUhOOAAAAAKUmHAEAAABKTTgCAAAAlJpwBAAAACi1Ti3dgfZi1apVle158+a1YE8AAACg/Vr3O/e638U3h3Ckibz66quV7REjRrRgTwAAAKAcXn311eyyyy6bXY9lNQAAAECp1RRFUbR0J9qDZcuW5YknnkiSbLvttunUqfWflDNv3rzKWS4zZszIDjvs0MI9orGMYdtm/No+Y9j2GcO2zxi2bcav7TOGbV9bHMNVq1ZVVm/stdde6dat22bX2fq/wbcR3bp1y/Dhw1u6G5tshx12SP/+/Vu6G2wGY9i2Gb+2zxi2fcaw7TOGbZvxa/uMYdvXlsawKZbSrMuyGgAAAKDUhCMAAABAqQlHAAAAgFITjgAAAAClJhwBAAAASk04AgAAAJSacAQAAAAotZqiKIqW7gQAAABAS3HmCAAAAFBqwhEAAACg1IQjAAAAQKkJRwAAAIBSE44AAAAApSYcAQAAAEpNOAIAAACUmnAEAAAAKDXhCAAAAFBqwhEAAACg1IQjbdyiRYty77335oc//GGOPvro7LrrrqmpqUlNTU122WWXqrR5//3359hjj83OO++cbt26Zfvtt8+HP/zhXHvttY2q59prr83o0aOz/fbbp1u3btl5551z7LHH5oEHHqhKv1u7JUuW5Pzzz8/w4cPTp0+f9OjRI4MHD8748ePz4osvbnb9u+yyS+V3o6E/L7zwwgb1nH322Q1+/N13373Z/W5Lqj2GL7zwQoOP/dixYxtUp3m4vmqP4Zo1a3LvvfdmwoQJOfDAA7P99tunS5cu2WqrrfLud787p5xySh5//PF66ynbPHzxxRczfvz4DB48OD169EifPn0yfPjwXHDBBVmyZEmTtXPHHXfkqKOOSv/+/dO1a9f0798/Rx11VO64444G17Fq1ar87Gc/y/77759tt9023bt3z2677ZZx48blL3/5S5P1tS2p5vgtWbIkv/71r/OlL30pw4cPz9Zbb53OnTunb9++2XfffXP22WfnH//4R731HHjggQ2eU2VUzTG84oorGnzsr7jiinrrq/breFtVrTFszGeT+r6jmIcbeuWVV3Lbbbdl4sSJOfTQQ7PNNts0+rNeYzXFZ8M2Ow8L2rQDDzywSFLrz84779zk7Z111llFhw4d6mzz8MMPL5YuXbrROpYsWVIcdthhddbRoUOH4uyzz27yvrdmzz77bLH77rvXeUy22mqr4tZbb92sNnbeeec666/tp1evXrWO5VlnndXgOqZOnbpZfW5LmmMMn3/++QYf++OPP36jdZmHG2qOMRwwYEC9Y9ehQ4fijDPOKNasWVNnPWWah7fcckux1VZb1fn8Bg0aVDz77LOb1cbq1auLL3zhCxs9jieeeGKxevXqjdbz6quvFsOHD6+zjq5duxb/8z//s1l9bWuqOX5/+tOfip49e9Y7B7baaqviuuuu22hdBxxwQIPnVNlUew5efvnlDT72l19++Ubrao7X8baommPYmM8ma39Gjx5da13m4YY2dgzq+6zXWE312bAtz8Py/Ga1U+u+iPTp06cYPXp05YNCU4cjP/vZzypt7bbbbsWkSZOKGTNmFDfddFMxatSoyr5Pf/rTG63nU5/6VKXsqFGjiptuuqmYMWNGMWnSpGK33Xar7LvkkkuatP+t1cKFC4tBgwZVnvdJJ51UTJkypbj//vuLc845pzKeW2yxRTFz5sxNbufpp58unnjiiY3+XHTRRev1ozbrfimrr75FixZtcn/bkuYaw3U/gHzve9/b6LGfO3fuRusyD9fXXGPYsWPHIkkxcODA4swzzyxuueWW4pFHHimmTZtWfPe73y223nrrSh+++c1v1llPWebhY489VnTv3r1IUvTs2bM455xzivvvv7+YMmVKcdJJJ633wX7hwoWb3M43vvGNSl1Dhw4trr322mLGjBnFtddeWwwdOrRBY7Jq1apiv/32q5T9+Mc/Xtxxxx3FQw89VPznf/5n0a9fv8qHy9tvv32T+9qWVHv8pk2bVqlj5MiRxbnnnlv87ne/Kx577LHit7/9bTFu3LjKH3Q6duy40eO+9vPUsGHD6p1TZdIcc3DdcOS3v/3tRo/9G2+8UWc9zfU63tZUewxXrFhR75x54oknis985jOVtq655ppa6zIPN7RuqLDTTjsVo0ePrlo40hSfDdv6PBSOtHGXXHJJ8ctf/nK9tHftGQJNGY689tprRa9evSoT89VXX11v/6pVq4oxY8ZUJkJdf6mcMmVKpcyYMWOKVatWrbf/1VdfLXbaaaciSdG7d+/i9ddfb7Ln0Fp9+9vfrhyT888/f4P906dPLzp16lQkKQ444ICq9uXoo4+u9GXatGm1lln3Sxlva64xXDccqe+vZxtjHm6oucZw3333Le688846zwqZPXt2se222xZJik6dOhXPPfdcreXKMg/333//yrG4//77N9h//vnnV47DWWedtUltPP3005WxHTZsWLFkyZL19i9evLgYNmxYpR91/XV10qRJlb6ccsopG+x/9tlnK3+5HThwYLFy5cpN6m9bUu3xmz59enH00UcXf/nLX+osc9NNNxU1NTWVP+zUNffWfimr9vtsW9Mcc3DdcOT555/f5L62ps9TrUlzjGF9Vq1aVey4445FkmLLLbfc4HV2LfNwQxMnTixuvfXW4h//+EdRFOt/FmzKcKSpPhu29XnYvj9VlVQ1wpHzzjuv8ot+7bXX1lpmzpw5lb+KHnbYYbWWOfTQQysv0HPmzKm1zLXXXrvRSdWerFixohI6DRkypM5TtseNG1c5JjNmzKhKXxYsWFB069atSFK8853vrLNcWb6UNVRzjmFThSPm4fpa0zwsiqL48Y9/XGnnwgsvrLVMGebhQw89VHmO48aNq7XM6tWriyFDhlQ+rK1YsaLR7XzpS1+qtPPAAw/UWuaBBx7YaPBRFEWlH3369CkWL15ca5lzzz23Us8NN9zQ6L62Jc01fg3xiU98otKXRx99tNYyvpRtqLnGsCnCkdb2Ot5atJZ5eOedd1b6ccIJJ9RZzjysX7XCkab4bNge5qELstIgN910U5Jkq622ysc//vFay/Tv3z8HH3xwkmTKlCl566231tv/1ltvZcqUKUmSgw8+OP3796+1no9//OPZaqutkiS/+c1vmqL7rdbUqVPz5ptvJkmOP/74dOhQ+5Rc94JL1TomN9xwQ5YtW5YkOe6446rSRnvUmsawIczDDbW2MRw1alRl+7nnnqtaO63d2vedJDnhhBNqLdOhQ4fK69WCBQsyderURrVRFEVuvvnmJMngwYPz/ve/v9Zy73//+7PHHnskSW6++eYURbHe/meeeSazZs1Kkhx99NHZYostaq2ntbwONIfmGL+GMqc2TWsaw/q0ttfx1qK1jOFVV11V2T7++OObvH42T1N9NmwP81A4Qr1WrFiRGTNmJEn23XffdOnSpc6yBxxwQJJk+fLleeSRR9bb9/DDD2fFihXrlatNly5dKh9QH3744axcuXKz+t+a3XfffZXtjR2TYcOGVT5sT58+vSp9WfvGVVNTk8997nNVaaM9ak1j2BDm4YZa2xguX768st2xY8eqtdParR2XHj16ZO+9966z3Lpj1thxef755/P3v/99g3o21s7f/va3De7k1dDfoe233z6DBg3apL62Nc0xfg1lTm2a1jSG9Wltr+OtRWsYw7feeqsS0uyyyy754Ac/2KT1s/ma6rNhe5iHwhHq9cwzz2T16tVJ3v7L2sasu3/tX9HWevLJJ2stt7F6Vq1alWeffbZR/W1LGnpMOnXqlIEDBybZ8Lg2heeff77y4rTffvvlne98Z4MeN3r06PTr1y9dunRJv379cuCBB+YHP/hB3njjjSbvY2vVUmP44x//OAMHDky3bt3Sq1evvOtd78rJJ5+cxx57rEn6u+5+8/Bt1Z6Ha91zzz2V7SFDhtRbvr3Ow7XHeODAgenUqVOd5Tb2vlOfTZkPtbWzKfXMmTMnixcvbnBf25rmGL+Gasyceuqpp7LPPvukd+/e6datW/r3758jjzwyV111VbsOiWvTEmN4wgknZMcdd0yXLl2yzTbb5P3vf3++9a1v5W9/+9tGH9faXsdbi9YwD3/1q19VbhX8uc99rkG34TUPm1dTfTZsD/NQOEK95s6dW9mu6zSrtQYMGFDZnjNnTlXqaU/WHpMePXqkd+/eGy279pi8+uqr6/0VrClcddVVldPEG7Ok5ne/+11effXVrFy5Mq+++mruueeefPOb38w73/nOyqnq7V1LjeFjjz2W5557LsuXL8/ChQvz5JNP5pJLLsnee++dk08+uc76zcMNtZZ5mCRLlizJj370oyRJ165dc+SRR9b7mPY4D5ctW5b58+cnqf/3dOutt06PHj2SNP73tCXf34qiWO9x7UlzjV9D/OlPf8rkyZOTJHvttVe94cjLL7+cGTNm5M0338zy5cvzt7/9LbfcckuOP/74vPe97211H+SrpaXG8O677868efOycuXKvPbaa3nooYdyzjnnZODAgbnkkkvqfFxreh1vLVrLPFx3SU1DP2Oah82rqd8L2/I8rDtChP/futcO6dmz50bLrn1hTZJFixZVpZ72ZO0xqe94JBsek65duzZZP66++uokSffu3XP00UfXW36vvfbKxz72sYwYMSI77rhjVq5cmaeffjrXXHNN7rrrrixYsCCf+MQncuutt+bQQw9tsn62Rs09hr17985RRx2VAw88MLvvvnu6deuWefPm5a677sqkSZOyaNGiXHLJJXnrrbdyzTXX1NnfhvTZPNxQNedhkpx55pl56aWXkiSnnnpqdtxxxzrLtud52Jjf0+TtcVm8eHGjf0+9v1VHc41ffZYvX54TTzyxcvbrOeecU2fZDh065EMf+lAOO+ywvOc970nfvn3z1ltv5bHHHssll1ySWbNm5cknn8yoUaMyY8aM7LTTTk3a19amucfwne98Zz7+8Y9n3333rXxp+utf/5obb7wxv/rVr7Js2bKcfPLJqampyRe/+MU6+9saXsdbi9YwD1966aXKmVsf+MAHKmcL1MU8bBlN/V7YluehcIR6rb1IZ5KNXm8kyXq/2EuXLq1KPe3J2mNS3/FIqndM7r///soF6o488sjKhZbq8tWvfjVnn332Bv+/zz775Ljjjssll1ySk08+OatXr86JJ56Y5557Lt26dWuy/rY2zTmGO+64Y/72t79tcLHHoUOH5rDDDsupp56agw8+OC+99FJ++ctf5phjjskRRxxRa38b0mfzcEPVPCbXXHNN/uu//ivJ26f+f+9736uzbHufh435PU3+37g0dky8v1VHc41ffb785S9Xrn92/PHHZ8yYMXWW/fWvf13rXzr333//nHLKKTnppJNy5ZVX5uWXX85Xv/rV/PrXv27SvrY2zTmGRx11VI4//vgNllsMHz48xxxzTG677bZ8/OMfz8qVK3P66afniCOOyPbbb19rf1v6dbw1aQ3z8Be/+EWjzkw2D1tGU78XtuV5aFlNM6ipqdnsnyuuuKLF+r/uB+q1F+upy7qnRXXv3r0q9bSEao3h2mNS3/FIqndMGnsF8fpOkxs3bly+8IUvJEn+/ve/58Ybb9ys/jWV9jCGXbp0qfMuGEmy++675xe/+EXl3z/+8Y83KGMeXrFBva1hHt59992VedOnT5/ceOONG62/rc7DhmrM72ny/8alsWPi/a06mmv8Nubcc8/NZZddluTtL9k/+clPNlp+Y3Oqc+fOueyyyyp3LPrNb35T7zUw2rrmHMNevXpt9DoUH/3oRzNx4sQkby89nDRp0gZlWsPreGvTGubh2jOTu3btmmOOOabe8uZhy2jq98K2PA+FI9Rryy23rGzXd6rduheX++dTqpqqnvZk7TFpyCmM1Tgmy5cvzw033JAk2WGHHXLIIYc0Sb3jxo2rbK97Ibz2qKXH8J/tv//+2XPPPZO8fdXwNWvWrLffPNxQS4/hI488kiOOOCLLly9Pz549c/vttzfoQqz1acvzsDG/p8n/G5fGjon3t+porvGryyWXXJIJEyYkefuigLfffvt6p3Bvik6dOlUCx6TtzanGaukx/Gdf/OIXKwFKbce+pV/HW6OWHsMZM2bkqaeeSpIcccQR9Yb6DVG2edhcmvq9sC3PQ8tqmkFTXDRohx12aIKebJp1L8xT38Xj1r0wz7oX7KmtnmHDhm1SPS2hWmPYv3//PPTQQ1m8eHEWLFiw0TeOtcdk2223bbJ1ebfeemvljhaf+cxnmuwWh2u/nCdpNal+ex3D2uy555558skns2zZsrz22mvZdttt1+vvWubh21pyDP/yl7/kIx/5SN5666107do1N910U/bZZ5/NrjdpnfOwobp165a+ffvmtddeq/d954033qh8yGrs72m13t+22Wabeuupqamp98J3bVVzjV9trr322pxyyilJkp133jm/+93vNjoejdGW51RjteQY1qZfv37p27dv5s+fX+uxb43vxS2tpcdwUy7E2hBlmofNpak+G7aHeSgcaQb13RKptRs0aFA6duyY1atXVxLguqy7/5//8rnui1lD6+nUqVN23333xna5yVVrDPfcc8/K6e5PPfVU5d7h/2zVqlWV64I0xV+U12rskpqGasht2ppbex3D2mzs+JuHG2qpMXzuuedyyCGH5LXXXkunTp1y/fXX50Mf+tBm17tWa5yHjbHnnntm2rRpmT17dlatWlXnbSg39r7TkDZqq6ex7fxzPe9973vrrWfAgAGbfTZDa9Yc4/fPbrnllhx33HFZs2ZNdthhh0yZMqVJA6i2PqcaqyXGcGPqe29rbe/FrUFLjeHKlStz3XXXJXk72PrIRz6y2XWuVbZ52Bya6rNhe5iHltVQry5dumTEiBFJkgceeGCj68jWnt7WtWvXDVLH4cOHVy7Qs7HT4FasWJEHH3yw8pjOnTtvVv9bs/3226+yvbFj8sgjj1QS/ZEjRzZJ26+++mruvPPOJMl73/ve7LXXXk1Sb7L+fc43dreN9qAlx7Aua49/165d07dv3/X2mYcbaokxnDt3bg4++ODMmzcvHTp0yJVXXtmg2/Y2Rlufh2vHZfHixXn00UfrLLfumDV2XHbdddfKsanv9Ox77703SfKOd7wju+yyS619ra+ef/zjH3nmmWc2qa9tTXOM37qmTJmSo48+OqtWrUrfvn3zu9/9Lrvtttsm11ebtj6nGqu5x3BjXn311cptaWs79q3xvbg1aKkxnDx5cl577bUkb5+ZXFcosynKNg+bQ1N9NmwX87Cg3dl5552LJMXOO+/cZHWed955RZIiSXHttdfWWmbOnDlFx44diyTFYYcdVmuZQw89tEhSdOrUqZgzZ06tZa699tpKW+eff36TPYfWaPny5UWvXr2KJMWQIUOKNWvW1Fpu3LhxlWMyY8aMJmn74osvrtR50UUXNUmda5144omVuq+++uomrbu1ackxrM19991XaedDH/pQrWXMw/U19xi+/PLLxR577FGp69JLL93kujamrc/Dhx56qNL/cePG1Vpm9erVxZAhQ4okRe/evYsVK1Y0up0vfelLlXYeeOCBWss88MADlTKnnHJKrWXW9qNPnz7F4sWLay1z7rnnVuq54YYbGt3XtqS5xq8oimL69OlFjx49iiRFr169ikceeWRzul6rlStXVvqapHjppZeavI3WpjnHsD7f+973Kn35j//4jw32t7b34taipcbwqKOOqrQ7c+bMza5vrTLOw3/2/PPPV57/8ccf32T1NsVnw/YwD4Uj7VBjw5F1J9kBBxxQa5nXXnut8su+8847F/Pnz19v/6pVq4oxY8ZU6pk6dWqt9UyZMqVS5ogjjihWrVq13v5XX3212GmnnSov0K+//nqDnkNb9u1vf3ujLzT3339/0alTp42OT1EUlToaOu5777135UXw5ZdfbtBjHn/88eLZZ5/daJlLLrmk0pftt9++WLRoUYPqbsuaawx/85vf1PlGUxRF8eyzz1bmT5LixhtvrLWcebih5hrDN954o3jve9+7WcFkmebh/vvvX3mduv/++zfYf/7551ee51lnnbXB/qlTp9b7IfLpp5+uBPvDhg0rlixZst7+JUuWFMOGDav045lnnqm1nkmTJlXaOvXUUzfYP3v27GKrrbYqkhQDBw4sVq5cWf8BaOOaY/xmzpxZ9O7du0hS9OjRo7jvvvsa3c8//OEPxRtvvFHn/hUrVhTHH398pS9jxoxpdBttVbXH8Pnnny8ee+yxjfbh1ltvLbp06VIkKbp3717MnTu31nJN9Tre3jTHPFzXa6+9Vhmvvfbaq8H9NA8bZlPCkcsvv3yjY1wUTffZsK3PQ+FIG/fss88Wl19++Xo/ffv2LZIUffv23WDfvHnzNqijIeFIURTFz372s0q53Xbbrfj5z39ePPzww8XNN99cjBo1qrLv05/+9Eb7/KlPfapSdtSoUcXNN99cPPzww8XPf/7zYrfddqvsu+SSSzb38LQJCxcuLAYNGlR53l/84heLP/zhD8UDDzxQfP/73y969uxZ+UCwsfS9MeHIX/7yl0r5j370ow3u6+WXX1507NixOPjgg4sLL7ywuOuuu4pHH320eOihh4orr7yyGD16dKXejh07FrfcckuD627LmmsM136pOuOMM4pf/epXxYMPPljMnDmzuP3224vTTjut0k6S4uijj95on83D9TXHGC5btqz4wAc+UCnz2c9+tnjiiSc2+vPXv/51g3rKNA8fe+yxonv37kWSomfPnsX3v//94oEHHij+8Ic/FF/84hcrz3PQoEHFwoULN3h8Qz/Uf+Mb36iUGzp0aHHdddcVDz/8cHHdddcVQ4cOrez75je/WWcdq1atKkaOHFkp+4lPfKK48847i4ceeqj48Y9/XPTr169IUnTo0KG4/fbbm+LwtHrVHr/Zs2dXjuvasLG+OVXbHwOOP/74omfPnsVnPvOZ4tJLLy3uueeeYubMmcW0adOKH/3oR8Wee+5ZaaNfv361zsv2qtpjuHb/vvvuW3z/+98vJk+eXDz88MPFww8/XFx//fXFv/7rvxY1NTWVOn7yk5/U2demeh1vb5rrdXStn/zkJ5XyP/zhDxvcT/OwdtOmTVvvu9wFF1xQOQ4jR47c4LtebRoSjhRF03w2bOvzUDjSxq37y96Qn9rO6GhoOFIURTFx4sT13qT++eewww4rli5dutE6lixZUhx22GF11tGhQ4eNTtz26Nlnny123333Oo/JVlttVdx6660braMx4ciZZ55ZKd+YU7sb+vvWt2/f4qabbmpwve1Bc4xhQ+f5l770pWLZsmUbbcs83FC1x3Dd19qG/tT2mly2eXjLLbdUzrio7WfQoEF1nknT0A/1q1evLj7/+c9v9Hh+4QtfKFavXr3Rvr766qvF8OHD66yja9euxf/8z/9szuFoc6o5fo39DJTU/sVg3b9Gb+xnr732Kv7yl7808RFq/ao5huvu39jPFlts0aCwvilex9uj5ngdXWufffYpkrfD+dr+KFsX87B2DT0ua39q09BwpKk+G7bleSgcaeOaOxwpirfX9n7mM58pBgwYUHTp0qXo169fccghhxS//OUvG9X3a665pjjkkEOKfv36FV26dCkGDBhQfOYzn6n1lL8yWLRoUXHeeecVw4YNK3r37l1sscUWxR577FGcfvrpxQsvvFDv49eOYX3hyOrVq4v+/fsXydunxdX3JXpdL7/8cjFp0qTixBNPLPbee++if//+Rffu3Ytu3boVO+64Y3HooYcWF198cfHmm282uM72pNpjeMsttxTf/OY3i4MOOqjYbbfdil69ehWdOnUq+vTpUwwbNqw4/fTTiyeeeKJRfTYP11fNMWyqcKSM8/CFF14oTj/99GLQoEHFFltsUfTu3bsYNmxYcd5559V5fY+iaPyH+smTJxdHHnlkseOOOxZdunQpdtxxx+LII49s1JkeK1euLP77v/+72G+//Yq+ffsW3bp1K975zncWJ510UvHnP/+5wfW0J9Uav6YKR5588snioosuKo4++uji3e9+d7HddtsVnTt3Lnr27FnstttuxTHHHFP87//+7wanmZdJtcZw4cKFxS9+8Yvi1FNPLfbZZ59ip512KrbYYouiS5cuxXbbbVccdNBBxTnnnNPg5b9Fsfmv4+1Vc7yOPvPMM5WyH/nIRxrVP/Owds0ZjqzVFJ8N2+o8rCmKoggAAABASbmVLwAAAFBqwhEAAACg1IQjAAAAQKkJRwAAAIBSE44AAAAApSYcAQAAAEpNOAIAAACUmnAEAAAAKDXhCAAAAFBqwhEAAACg1IQjAAAAQKkJRwAAAIBSE44AAAAApSYcAQAAAEpNOAIAAACUmnAEAAAAKDXhCAAAAFBqwhEAAACg1IQjAAAAQKkJRwAAAIBSE44AAAAApSYcAQAAAEpNOAIAAACUmnAEAAAAKLX/D8B8k7CpodaOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 428,
       "width": 547
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = balance_base\n",
    "for before_mix, rows in df.groupby(df['before_mix']):\n",
    "    plt.plot(rows['action_mix'], rows['after_profit'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8d86eaa5-af35-4622-b4fe-d739949642d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>action</th>\n",
       "      <th>action_mix</th>\n",
       "      <th>pre_vault</th>\n",
       "      <th>pre_pool_0</th>\n",
       "      <th>pre_pool_1</th>\n",
       "      <th>before_vault</th>\n",
       "      <th>before_pool_0</th>\n",
       "      <th>before_pool_1</th>\n",
       "      <th>after_vault</th>\n",
       "      <th>after_pool_0</th>\n",
       "      <th>after_pool_1</th>\n",
       "      <th>pre_mix</th>\n",
       "      <th>before_mix</th>\n",
       "      <th>after_mix</th>\n",
       "      <th>before_profit</th>\n",
       "      <th>after_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678582583777730751551</td>\n",
       "      <td>10184271279935275400715</td>\n",
       "      <td>17510151445854777784898</td>\n",
       "      <td>25678712773767745071841</td>\n",
       "      <td>7459403172901184222065</td>\n",
       "      <td>20510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.367737</td>\n",
       "      <td>0.266697</td>\n",
       "      <td>130867798199428424</td>\n",
       "      <td>130189990014320290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>101</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678582583777730751551</td>\n",
       "      <td>10184271279935275400715</td>\n",
       "      <td>17510151445854777784898</td>\n",
       "      <td>25678712773767745071841</td>\n",
       "      <td>7459403172901184222065</td>\n",
       "      <td>20510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.367737</td>\n",
       "      <td>0.266697</td>\n",
       "      <td>130867798199428424</td>\n",
       "      <td>130189990014320290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>102</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678582583777730751551</td>\n",
       "      <td>10184271279935275400715</td>\n",
       "      <td>17510151445854777784898</td>\n",
       "      <td>25678712773767745071841</td>\n",
       "      <td>7459403172901184222065</td>\n",
       "      <td>20510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.367737</td>\n",
       "      <td>0.266697</td>\n",
       "      <td>130867798199428424</td>\n",
       "      <td>130189990014320290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>103</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678582583777730751551</td>\n",
       "      <td>10184271279935275400715</td>\n",
       "      <td>17510151445854777784898</td>\n",
       "      <td>25678712773767745071841</td>\n",
       "      <td>7459403172901184222065</td>\n",
       "      <td>20510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.367737</td>\n",
       "      <td>0.266697</td>\n",
       "      <td>130867798199428424</td>\n",
       "      <td>130189990014320290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>104</td>\n",
       "      <td>deposit</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678582583777730751551</td>\n",
       "      <td>10184271279935275400715</td>\n",
       "      <td>17510151445854777784898</td>\n",
       "      <td>25678712773767745071841</td>\n",
       "      <td>7459403172901184222065</td>\n",
       "      <td>20510151445854777784898</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.367737</td>\n",
       "      <td>0.266697</td>\n",
       "      <td>130867798199428424</td>\n",
       "      <td>130189990014320290</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>105 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0   action  action_mix                pre_vault  \\\n",
       "0             0  deposit         1.0  25678451715979531323127   \n",
       "1             1  deposit         1.0  25678451715979531323127   \n",
       "2             2  deposit         1.0  25678451715979531323127   \n",
       "3             3  deposit         1.0  25678451715979531323127   \n",
       "4             4  deposit         1.0  25678451715979531323127   \n",
       "..          ...      ...         ...                      ...   \n",
       "100         100  deposit         1.0  25678451715979531323127   \n",
       "101         101  deposit         1.0  25678451715979531323127   \n",
       "102         102  deposit         1.0  25678451715979531323127   \n",
       "103         103  deposit         1.0  25678451715979531323127   \n",
       "104         104  deposit         1.0  25678451715979531323127   \n",
       "\n",
       "                  pre_pool_0               pre_pool_1  \\\n",
       "0    12941135651417606770004  14510151445854777784898   \n",
       "1    12941135651417606770004  14510151445854777784898   \n",
       "2    12941135651417606770004  14510151445854777784898   \n",
       "3    12941135651417606770004  14510151445854777784898   \n",
       "4    12941135651417606770004  14510151445854777784898   \n",
       "..                       ...                      ...   \n",
       "100  12941135651417606770004  14510151445854777784898   \n",
       "101  12941135651417606770004  14510151445854777784898   \n",
       "102  12941135651417606770004  14510151445854777784898   \n",
       "103  12941135651417606770004  14510151445854777784898   \n",
       "104  12941135651417606770004  14510151445854777784898   \n",
       "\n",
       "                before_vault            before_pool_0  \\\n",
       "0    25678451715979531323127  12941135651417606770004   \n",
       "1    25678451715979531323127  12941135651417606770004   \n",
       "2    25678451715979531323127  12941135651417606770004   \n",
       "3    25678451715979531323127  12941135651417606770004   \n",
       "4    25678451715979531323127  12941135651417606770004   \n",
       "..                       ...                      ...   \n",
       "100  25678582583777730751551  10184271279935275400715   \n",
       "101  25678582583777730751551  10184271279935275400715   \n",
       "102  25678582583777730751551  10184271279935275400715   \n",
       "103  25678582583777730751551  10184271279935275400715   \n",
       "104  25678582583777730751551  10184271279935275400715   \n",
       "\n",
       "               before_pool_1              after_vault  \\\n",
       "0    14510151445854777784898  25678451715979531323127   \n",
       "1    14510151445854777784898  25678451715979531323127   \n",
       "2    14510151445854777784898  25678451715979531323127   \n",
       "3    14510151445854777784898  25678451715979531323127   \n",
       "4    14510151445854777784898  25678451715979531323127   \n",
       "..                       ...                      ...   \n",
       "100  17510151445854777784898  25678712773767745071841   \n",
       "101  17510151445854777784898  25678712773767745071841   \n",
       "102  17510151445854777784898  25678712773767745071841   \n",
       "103  17510151445854777784898  25678712773767745071841   \n",
       "104  17510151445854777784898  25678712773767745071841   \n",
       "\n",
       "                after_pool_0             after_pool_1   pre_mix before_mix  \\\n",
       "0    12941135651417606770004  14510151445854777784898  0.471422   0.471422   \n",
       "1    12941135651417606770004  14510151445854777784898  0.471422   0.471422   \n",
       "2    12941135651417606770004  14510151445854777784898  0.471422   0.471422   \n",
       "3    12941135651417606770004  14510151445854777784898  0.471422   0.471422   \n",
       "4    12941135651417606770004  14510151445854777784898  0.471422   0.471422   \n",
       "..                       ...                      ...       ...        ...   \n",
       "100   7459403172901184222065  20510151445854777784898  0.471422   0.367737   \n",
       "101   7459403172901184222065  20510151445854777784898  0.471422   0.367737   \n",
       "102   7459403172901184222065  20510151445854777784898  0.471422   0.367737   \n",
       "103   7459403172901184222065  20510151445854777784898  0.471422   0.367737   \n",
       "104   7459403172901184222065  20510151445854777784898  0.471422   0.367737   \n",
       "\n",
       "    after_mix       before_profit        after_profit  \n",
       "0    0.471422                   0                   0  \n",
       "1    0.471422                   0                   0  \n",
       "2    0.471422                   0                   0  \n",
       "3    0.471422                   0                   0  \n",
       "4    0.471422                   0                   0  \n",
       "..        ...                 ...                 ...  \n",
       "100  0.266697  130867798199428424  130189990014320290  \n",
       "101  0.266697  130867798199428424  130189990014320290  \n",
       "102  0.266697  130867798199428424  130189990014320290  \n",
       "103  0.266697  130867798199428424  130189990014320290  \n",
       "104  0.266697  130867798199428424  130189990014320290  \n",
       "\n",
       "[105 rows x 17 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "6b1f355f-75e3-4fac-aa3b-25a422af148f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Withdraw Profit')"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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s7Foc07hvkba+U3l5eZrbXl5erXrc1o5r4ODgAIWide8jVldXY/r06Vi+fHmrC0sAUFpaqvNY41lGjWcfNe631DAmPDxca9+lxv2WRowYobd+S0D950fbLna3cnFxgbm5ueZ+46+drvEtaXyN1i539PHx0dzWVdQjIiKSCotL1GW9+uqr2L59O65fv4709HTNVsqdrW/fvvjggw9w9OhRlJSU4NSpU6L+C62Rk5ODL7/8EkD9k9lTp05h+fLliIiIwNixY/HEE0/g/PnzmieOu3btwsmTJ/X9oRARdYrGM4tu3LihmW1x/fp1JCcnNxnTWMPSuNTUVM2W6hcvXhQtlZJ65tKtTZrbo6HfDlDfBLw1rKys2vQYbSnEvP7669i9ezeA+o9v3rx5+Omnn5CQkIDi4mLU1NRAEATNvwaNb9+qcVPvxsu4GhePGsY4Ojpq3rhpaay+tPbzDog/980V1IDWfd4bf/1b+3VtSw5ERESdjcUl6rJef/11zJgxQ/LlcSNGjMDTTz+NUaNGid65bIvjx49r3rl/8MEH0atXryZjbG1tsWzZMs39xrsiEREZEk9PT9Esi4ZZSM0tidMW13aej49Pm2fwdEXW1taa2xUVFa06p3FDc32qrq7Ghx9+qLm/fv16bNq0Cffeey+Cg4Nha2srmonV2sJG475L586dw40bNwDcLB717t1b9LVsKB5dvHhRMzOnI5t5t/bzDog/962Z7dSSxl//1n5d9Z0DERGRPrG4RN1CVVUVPvroI0ycOBE9evSAUqmEq6srJk2ahK+++goqlapDH7/x9tG9e/fWOc7Pz0/rOUREhqbx0rW2FJe0NfVufJ7US+L0pfHSqatXr7bqnIZd9vQtLi5OM5OmX79+LTa5Tk9Pb9V1TUxMNF9PtVqNgwcPau231KCheCQIAg4cONCh/ZaA+ll1jWcQ6ZKfn4+qqirNfWdn59t+7PZ8/Rs3htdHDkRERPrE4hIZvXPnziE4OBhPP/009u/fj5ycHNTW1iIvLw/79u3DI488gjFjxiAnJ6fDcmi8c9Kt22s3lpqaqvUcIiJD03jpWsMOcQ1FIg8PD52Fdi8vL81slobxjXeY08eSOH0sa7tdjXeTu3TpUpPd1LTpqBmtDcsPgdY1K791J7/m3Np36ciRI5o3T26diRQeHg65XK4Ze+zYMU1RZ+TIke2ePayLIAg4fvx4i+Maf97d3Nzg4eFx24/d+Ot/5MiRVp3TeNzQoUNvO4fW6Ao/K0REZBhYXCKjlpKSgvDwcKSnp8PW1hYvvfQStm7dipMnT2LXrl146qmnoFAocOLECdx5551am67qw4ABAzS7waxfv170RL5BaWkp3n//fQD1s5ukamBORKQPjWcY5eTk4NixY7h48SIA3bOWGjTMdomPj8exY8eQnZ2t9brt1bhI0VG/91sSHByMHj16AKjfpe3HH39sdnxrxrRXQ0EHaHmpmFqtxrp161p97cYFpOjo6GZ7KDk4OGDgwIFax+p7SVyD7777rsUx3377rea2vvo+TZgwQXN706ZNoplR2pw8eRLnz5/Xex4t6Qo/K0REZBhYXCKjtmjRIhQXF2PIkCFITU3Fv//9b9x1110YNmwYIiMj8dFHH2H79u2Qy+U4fvw41q9f32G5fPPNN/D19UVhYSGGDh2K9957DwcOHMDhw4fx2WefYdCgQbhy5QqcnZ3xww8/QKlUdlguREQdzc/PDz179tTcf/PNNzXNn1uafdRQfBIEAW+++aYm3rNnT9Hy4fZycnLS3M7Kyrrt67WHXC7HQw89pLn/+uuvN7sL2TvvvIMrV650SC6NZ5EdPHiw2VlUa9aswblz51p97WHDhsHW1hYAcOHCBWzZsgVA/W6Bjb8/GjQUTeLj4/Hzzz83ievb999/3+zspejoaM1OrwDwyCOP6OVx77vvPk3fpezsbLz++us6x9bU1ODpp5/W3I+IiOi02c1d4WeFiIgMA4tLZLQOHTqkmUK+YcMGnf0Jpk6dijlz5gBAhxaXAgMDceLECfzzn/9EeXm5Zre4sLAwPPHEE8jMzMTzzz+PM2fOYNSoUR2WBxFRZ2k8Q2nHjh1a49o07rvU+Dx97RLXv39/ze3jx4+3uueNvi1btkzzt+n69euYPHkyLl26JBqjVqvx7rvv4pVXXumwNx2GDBmiKfQUFxfj3nvvbTLDtrq6Gq+++ipefPHFNu1a17jvkiAIiI+PB6B7JlLj+F9//QWgvt9SR/xdNDU1RV1dHWbMmIG9e/c2OR4VFYXZs2driqKTJ0/GxIkT9fLYtra2+Mc//qG5/5///Af/+Mc/mvRbzMnJwZ133qnpPaVQKPDWW2/pJYfW8PX11eyql56ejhMnTnTaYxMRkWFRSJ0AUUfZtm0bgPreRS31kBg3bhx++uknnDhxAiqVCgpFx/xobN++HT/88IPWBqK1tbX46aef4OLighUrVrDPAREZvPDwcGzatEkUc3BwEBV3tOnXrx8cHR1RWFgoiuuruNSjRw+MGTMGR44cQVVVFQYNGoSpU6fC3d1ds0TMz88PTzzxhF4eTxdnZ2d89dVXuPvuu1FXV4dz586hX79+GDt2LAIDA1FWVoaYmBhNoWfNmjVYunSp3vOQy+X45z//qZlJtWfPHgQGBmLMmDHw9vZGQUEBDhw4oNntbd26dbj//vtbff3x48fjjz/+EMV0zUQaN24c5HK5ZodVALe1W2tzPDw8MHv2bLz//vuYPHkyBg0ahMGDB0MQBJw6dUpT3AIAd3d3fPHFF3p9/Oeffx6HDx/G9u3bAQD/+te/8OmnnyIiIgIODg7IyMhAdHQ0qqurNeesWbMGI0eO1GsezTExMcFdd92FjRs3Aqj/Wk6dOhVeXl4wMTEBADg6OuLll1/utJyIiKiLEogMxJUrVwQAAgBh0aJFLY4fP368Znxb/uXk5LR47ddee00zPjo6ulX5P/fcc5pz7rrrLiE2NlYoKysTKisrhdOnTwsPPvig5vjdd98tqFSqVl2XiKir+uuvv5r8jp0xY0arzp0xY0aTc+Pj41s8b9GiRZrx33zzjc5xJ06cEGxsbHT+LQgPDxeNb/x7/7XXXmsxj+joaJ3XutXPP/8s2NnZ6czFzMxM+Pzzz0V/B729vbVeqzVjdHn55Zeb/ftobm4ufPbZZ4IgCKJ4S+Li4ppc69q1azrHDx06VDS2NZ/v1rr181NTUyM8/PDDzX7cQUFBQkJCQrPX9fb21oy/cuVKq/Opra0VlixZIpiYmDSbg52dXbPfzw3Cw8Nb/fyktd/TaWlpQo8ePXTm1tbvMyIiMk5cFkdGKzc3t13ntdTMtD2ioqLw3nvvAQAWL16MrVu3YsyYMbCysoK5uTmGDBmCr7/+WjNFfsuWLfjkk0/0ngcRUWfq27evaMt1oOUlcbrGubi4oE+fPnrLbfjw4Th//jyee+45DBkyBHZ2dpqZGJ1tzpw5iI+Px4svvoh+/frB2toaNjY26NOnD55++mmcOXMGjz32WIfn8eabb+LQoUOYN28eevbsCaVSCScnJwwaNAgvvPACzp8/j8cff7zN1x06dKim7xJQP6PY3d1d5/hbZzV1VDNvoH5p3JdffomdO3fi3nvvhY+PD8zMzODo6IjQ0FB88MEHml1nO4JCocCHH36Ic+fO4bnnnsOgQYPg6OgIU1NTuLm5ISwsDG+99RZSU1OxePHiDsmhJd7e3jh37hz+8Y9/YOTIkXBwcOiwGd5ERGS4ZILwv4XkRF1cWloafH19AdQ36m6pP1JwcDASExMxaNAgfP/9961+nKCgIJiamjY7ZtWqVZrmm9HR0S0+8Z09ezZ+++03yGQyZGRkaG1iCgBVVVVwcXFBWVkZBg8ejDNnzrQ6byIiImpe4+cS3t7eSEtLkzYhIiIiI8G3HchoNexwUlZW1mJ/j46WkJAAAHB1ddVZWALqt/zt168fjh8/3qSpKxEREREREVFXxGVxZLSGDBkCALh8+TKuX78uaS4N08dVKlWLY2tra0XnEBEREREREXVlLC6R0Zo1axaA+q2P165dK2kuDVPwCwoKNLOYtCksLMTFixdF5xARERERERF1ZSwukdGKjIzEiBEjANRv3fvTTz81O/7ChQua7YD1bebMmZrbzz77LGpqapqMUavVeOaZZzTHZsyY0SG5EBEREREREekT191Ql3X48GGkpKRo7ufn52tup6SkNGnorW0XlY0bN2LEiBEoLCzEvHnz8P3332PevHkICAiAiYkJcnNzcebMGWzfvh3Hjh3D8uXLRYWgBrc+1tmzZzW3d+7cKWoI6u/vj7FjxzbJ7f3330dCQgJ2796N4cOH4+mnn8agQYNgYmKC+Ph4fPrppzh69CgAwM3NDc8991wLnyEiIiIiIiIi6XG3OOqyFi9ejA0bNrR6vK5v5aSkJNxzzz2a5WbNef311/Hqq682ictkslbnoWsnu/T0dNx55504d+5cs+f7+vpiy5YtGDx4cKsfk4iIiFrG3eKIiIg6BpfFdYDc3Fzs2LEDr776Ku644w44OztDJpNBJpNpnV2jDz/++CMiIyPRo0cPmJubw9vbGw888IBmJkxrVFRU4O2330ZISAgcHR1hZWWF4OBgLF++HOnp6R2Sd2cIDAzE2bNnsXHjRtxzzz3w8vKChYUFlEol3N3dMX78ePz973/HqVOntBaW9MXb2xsnTpzAt99+i1mzZqFXr14wMzODUqlEjx49EBkZiU8++QQXLlxgYYmIiKgD+Pj4QBAECILAwhIREZEeceZSB2hulouuWS3tVVlZiTlz5uCPP/7Qelwul+PVV1/Fa6+91ux1UlJSMG3aNCQnJ2s9bmtrix9++IF9gIiIiIiIiIhIhDOXOpiXlxciIyM77PoPPfSQprAUERGB3377DXFxcfjqq6/g5+cHtVqNVatWYd26dTqvUVpaiunTp2sKS48++ij27duHI0eO4M0334S1tTVKSkowb948Ua8hIiIiIiIiIiLOXOoAr732GkJCQhASEgI3NzfR+n59zlzav38/Jk6cCKB+N7KtW7fCxMREczw/Px/Dhg3D1atXYW9vj8uXL8PBwaHJdV599VX885//BAC8/fbbWLFihej4kSNHEB4eDpVKhfDwcBw4cEAv+RMRERERERGR4ePMpQ7w+uuvY8aMGXBzc+vQx3nnnXcAAAqFAp988omosAQAzs7OWL16NQCgqKgIX375ZZNr1NbW4oMPPgAA9OnTB8uXL28yZsyYMXj44YcBAAcPHsSJEyf0+nEQERERERERkeFicclAlZaWYt++fQCASZMmoVevXlrH3X333bC1tQUAbN26tcnx6OhoFBcXA6ifVSWXa/+WaNyIXNt1iIiIiIiIiKh7YnHJQJ04cQI1NTUAgPDwcJ3jlEolRo0apTmntrZWdPzw4cOa281dZ/jw4bC0tAQAxMbGtjtvIiIiIiIiIjIuCqkToPaJj4/X3A4ODm52bHBwMHbv3g2VSoXk5GT07du3zddRKBTw9/fH+fPnkZCQ0OZ8MzMzmz1eVVWFS5cuwc3NDS4uLlAo+K1JREREREREpG8qlQp5eXkAgAEDBsDc3Py2r8lX8AaqcbFG15K4Bp6enprbGRkZouJSw3WsrKxgb2/f4nXOnz+PvLw8VFdXw8zMrNX5Ns6BiIiIiIiIiKQXFxeHkJCQ274Ol8UZqNLSUs1ta2vrZsdaWVlpbpeVlWm9TkvXaOk6RERERERERNQ9ceaSgaqqqtLcViqVzY5tPMOosrJS63VaukZL12lJRkZGi8fHjBkDoL5y6u7u3qbrE3VXl8/mImZTsig2cHxPDJ3qI01CRERERF1YQnYxHvzmpCj2wCgvLJkQIFFGRJ0vOzsbI0aMAAC4uLjo5ZosLhmoxmsiGxp761JdXa25bWFhofU6LV2jpeu0pKWle425u7u3aTxRd9azZ08UJgNZiUWaWNaZWoTNcIBDDyvdJxIRERF1M4IgYOWfmVDYOmtituYKvDgnFPaWLb/ZTmSM9NXvmMviDJSNjY3mdktL1MrLyzW3b13+1nCd1ixza+46RCQNmUyGcfOCIJfLNDF1nYBDm5MgCIKEmRERERF1LYeS83EktUAUezLCn4UlIj1gcclANZ7Z09JObI2XpN3aWLvhOuXl5SgqKmrVdVxcXNrUzJuIOpajhxUGTRT/bGck3EDq6TyJMiIiIiLqWtRqAf/585Io5m5njsVjfKRJiMjIsLhkoBrv+Hbp0qVmRt48rlAoEBAgXkvc2uuoVCqkpqYCAPr06dPmfImoYw2f7gMre3HR9/DPyaipUkmUEREREVHXsf38NcRnl4hiyyYHwtzURKKMiIwLi0sGKiQkRNOE++DBgzrH1dTU4NixY5pzTE1NRcfHjh2rud3cdU6ePKlZFhcaGtruvImoYyjNFRh7r7h4XF5UjZN/pEmTEBEREVEXUaNS453diaJYoJs17hnKPq9E+sLikoGysbHBxIkTAQB79+7VuTRuy5YtKCmpr9DPnj27yfHx48fDzs4OALBhwwadPVrWr1+vua3tOkQkPb+hLugV7CCKndubgcJr5TrOICIiIjJ+P8ZdRUaheLfrFVOCYdKoZyUR3R4Wl7qo9evXQyaTQSaTYdWqVVrHPP/88wDql6w99dRTqKurEx3Pz8/HCy+8AACwt7fHI4880uQaSqUSzzzzDAAgISEB77zzTpMxR48exVdffQUACA8PR0hISLs/LiLqODKZDOPmB0Ju0qi5t1pAzOZENvcmIiKibqm8WoUP9yeLYsO9HTCpj6tEGREZJ/3sOUcihw8fRkpKiuZ+fn6+5nZKSopoFhAALF68uF2PM2HCBMyfPx+bNm3Ctm3bMHnyZDz77LPw8PDAhQsX8Oabb+Lq1asAgNWrV8PBwUHrdVasWIHNmzcjKSkJK1euREpKCubPnw8LCwtER0fj3//+N1QqFSwsLPD++++3K1ci6hwOPawweLIXTu9M18SyEouQcjIXASFuEmZGRERE1Pm+PHQF+WU1otiLdwRDJuOsJSJ9YnGpA3z55ZfYsGGD1mOxsbGIjY0VxdpbXAKAr7/+GiUlJfjjjz8QHR2N6Oho0XG5XI5//OMfeOyxx3Rew8bGBlFRUZg2bRqSk5Oxbt06rFu3TjTG1tYWP/zwAwYPHtzuXImocwy/wwdJcddRVlitiR3+JRne/Z2gtOCvfSIiIuoeCsqqsS4mVRSb1McVw30cJcqIyHhxWZyBs7CwQFRUFH744QdMnjwZrq6uUCqV8PT0xH333YfDhw/rXFbXmL+/P86cOYPVq1dj+PDhsLe3h6WlJYKCgrBs2TKcP38eM2bM6PgPiIhum6mZCcLuDRTFKoprEBd1RaKMiIiIiDrfR9EpKK+52TpEJqvvtURE+icT2IiDuoDMzEx4enoCADIyMtCrF3duILodgiBgx0fncPWvQk1MJpdh3ishcOppLWFmRERERB0vo7ACE989iJo6tSZ299CeeG/uYOmSIuoiOuL1N2cuEREZIZlMhrB5gZArbvYTENQCDv7I5t5ERERk/P67J0lUWFKayPHc5MBmziCi28HiEhGRkbJ3tcTQSG9RLDulGElxORJlRERERNTxLl0vwdazWaLYA6O80cvBUqKMiIwfi0tEREZs2FRv2DiZi2Kxv6aguqJWooyIiIiIOtaanYloPFHb2kyBJRP8pUuIqBtgcYmIyIgplCYImyeeAl5ZUoO47WzuTURERMbnRFoh9l3KFcUeG9cbjlZKiTIi6h5YXCIiMnK+A53hM9BZFLtwIBN5GaUSZURERESkf4Ig4D9/XhLFnK2VeHisr0QZEXUfLC4REXUDYXMDYGJ681e+IAAxPyZBULO5NxERERmHvQm5OJV+QxR7ekIArMwUEmVE1H2wuERE1A3YOltg2FRxc+/rl4tx6dh1iTIiIiIi0p86tYA1u8SzlrwcLbFghJdEGRF1LywuERF1E0MivWDrYiGKHd2agqpyNvcmIiIiw7b1TBaScspEseWRgVAq+JKXqDPwJ42IqJtQmJpg3K3NvUtrcXzbZYkyIiIiIrp9VbV1+O+eJFGsr7stZg70kCgjou6HxSUiom7Eu78Teg92EcUuxmQhN71EooyIiIiIbs/3x9KRVVQpiq2cGgS5XCZRRkTdD4tLRETdTOi9/lA0au4NATjI5t5ERERkgEqqavFxdIooNqq3I8IDXXScQUQdgcUlIqJuxtbJAsOm+YhiuWklSDiSLU1CRERERO30Rcxl3KgQ9498YWowZDLOWiLqTCwuERF1Q0MmecHezVIUO7o1FVVlbO5NREREhiG3tApfHroiik3p54YhXg4SZUTUfbG4RETUDZmYyps0964qr8XR31MlyoiIiIiobT7an4LK2jrNfbkMWDElSMKMiLovFpeIiLopz76O8BvqKorFH76GnCts7k1ERERdW3pBOTYevyqK3TvME/6uNhJlRNS9sbhERNSNjb3XHwozk5sBATj4YyLUbO5NREREXdi7u5OgavR8xUwhx7OTAyTMiKh7Y3GJiKgbs3YwR8gtzb3zrpYi/vA1aRIiIiIiasHFrGJsOyd+rrJ4jA/c7SwkyoiIWFwiIurmBk30hEMPcXPvY7+lorK0RqKMiIiIiHR7e1ei6L6NuQJPjPeTKBsiAlhcIiLq9kwUcoxbIG5+WV2hwtGtbO5NREREXcuR1HzEJOWJYn8L94O9pVKijIgIYHGJiIgA9ApyQECImyiWcCQb2anFEmVEREREJCYIAlbvFM9acrUxw0OhvhJlREQNWFwiIiIAQOg9/jA1NxHFYjYlQl2nligjIiIiopt2/XUd5zKKRLGlkwJgoTTRfgIRdRoWl4iICABgZW+GETPE7/zlZ5ThYgybexMREZG0VHXqJr2WfJ2tMHe4p0QZEVFjLC4REZHGgIhecPSwEsWOb7uMihI29yYiIiLp/HIqE5fzykWx5yODYGrCl7REXQF/EomISMPERI7wBYGiWE2lCke2pEiUEREREXV3VbV1eH9vsig2sJcdpg3oIVFGRHQrFpeIiEjEI8ABQSPFT9YSj13HteQiaRIiIiKibm39kTRcL6kSxV6YGgyZTCZRRkR0KxaXiIioidF3+0F5S3Pvgz8moo7NvYmIiKgTFVfU4pNo8Qzqsf7OCPV3ligjItKGxSUiImrCys4MI+/sLYoVXivHxQNZEmVERERE3dFnMakoqVKJYi9MDZYoGyLShcUlIiLSqv+4nnDqZS2KHd9+GeVF1RJlRERERN1JTkkVvom9IopNH+iOAb3sJMqIiHRhcYmIiLSSm8gRviBIFKutqkPsr2zuTURERB3v/b3JqKq9uSRfIZfh+cigZs4gIqmwuERERDq5+9kheIy7KJZ8IgeZiTckyoiIiIi6g9S8Mvx0MkMUmxfiCV9nK4kyIqLmsLhERETNGn2XH8wsFaJYDJt7ExERUQd6d3ci6tSC5r65qRxLJwZImBERNYfFJSIiapalrRKjbmnufeN6Bc7vy5QoIyIiIjJm5zKK8MeF66LYQ6G+cLU1lygjImoJi0tERNSivmE94eJlI4rFRV1B2Y0qiTIiIiIiYyQIAlbvvCSK2VmY4vFwP4kyIqLWYHGJiIhaJJfLMG5BICC7GVNV1yH2Fzb3JiIiIv05nJKPI6kFothTEX6wszCVKCMiag0Wl4iIqFV6+Nqhb6iHKJZyKhcZCYUSZURERETGRK1uOmvJ3c4cC0f7SJMQEbUai0tERNRqo+7qDTOrW5p7b0pCXS2bexMREdHtibqQjYtZJaLYskmBMDc1kSgjImotFpeIiKjVLKyVGH2XuOdBUU4Fzu67KlFGREREZAxq69R4d3eiKObvao27h/aUKCMiagsWl4iIqE36hnrA1cdWFDv5RxpKC9ncm4iIiNpn04kMpBVUiGIrpgRBYcKXrESGgD+pRETUJjK5DOG3NveuUePwz8nSJUVEREQGq6JGhQ/2iZ9HDPGyR2RfN4kyIqK2YnGJiIjazNXbFv3DxNPUL5/JQ/pfBTrOICIiItLum9g05JVWi2IvTA2GTCbTcQYRdTUsLhERUbuMvLM3zK3F2wLHbEqCqrZOooyIiIjI0Nwor8FnB1JFsfFBLhjV20mijIioPVhcIiKidjG3MsWYu8XNvUvyKnF2D5t7ExERUet8ciAFpdUqzX2ZDFg5JVjCjIioPVhcIiKidgse5Y4evW9p7v1nOkryKyXKiIiIiAxFVlElNhxNF8XuHOSBvh62Os4goq6KxSUiImo3mVyGcQuC0LglQl2tGod+YnNvIiIiat77e5JQo1Jr7puayPDc5CAJMyKi9mJxiYiIbouLpw36j+8liqWdz0fa+XyJMiIiIqKuLjmnFL+ezhTF7hvhBS8nS4kyIqLbweISERHdtpEzfWFhqxTFDv2UBFUNm3sTERFRU2t2JUIt3LxvqTTBkgkB0iVERLeFxSUiIrptZpamCL21uXd+FU7vStdxBhEREXVXp9JvYHd8jij2SFhvuNiYSZQREd0uFpeIiEgvAkf2gLu/nSh2etdVFOdVSJQRERERdTWCIGD1zkuimKOVEo+G+UqUERHpA4tLRESkFzKZDOELgiCT3+zuXadSI2ZTMgRBaOZMIiIi6i4OJOYh7kqhKLYkwh825qYSZURE+sDiEhER6Y1TT2sMjBA39776VwGunGNzbyIiou5OrW46a6mXgwXuH+UlUUZEpC8sLhERkV6NmOELSztxc+/DPyezuTcREVE39/u5LFy6XiqKPTc5EGYKE4kyIiJ9YXGJiIj0SmmhQOg9/qJYaUEVTrG5NxERUbdVrarDu7uTRLEgNxvcObinRBkRkT6xuERERHoXEOIGjwB7UewMm3sTERF1Wz8ev4rMG5Wi2MqpQTBp1KuRiAwXi0tERKR3MpkM4+YHNmnuffjnFAmzIiIiIimUVavw4X7xc4AQHwdMCHaVKCMi0jcWl4iIqEM49bTGwPHi5t5p5/ORdoHNvYmIiLqTLw9dRkF5jSj24h3BkMk4a4nIWLC4REREHSZkpi8sbMXNvQ9tToKqls29iYiIuoP8smp8EXNZFJvUxw3DvB0lyoiIOgKLS0RE1GHMLBQYc7efKFaSX4Uzu69KlBERERF1po/2p6C80Y6xMll9ryUiMi4sLhERUYcKGtkD7n52otipnekoya/UcQYREREZg4zCCvxwXLxb7N1DeiHQzUaijIioo7C4REREHUomk2HcgkA0bqtQV6tG7C9s7k1ERGTM/rsnCbV1gua+0kSOZZMDJMyIiDoKi0tERNThnHvZoH+4uLn35bN5uPpXgUQZERERUUdKyC7B1rNZotj/jfZGLwdLiTIioo7E4hIREXWKETN9YWFjKorFbE5CXa1aooyIiIioo6zZlQjh5qQl2Jgp8FSEv3QJEVGHYnGJiIg6hbmVKUbdJW7uXZxbibP72NybiIjImMRdKcT+S7mi2GPjesPRSqnjDCIydCwuERFRp+kz2h1uvrai2Mk/0lBaWCVRRkRERKRPgiDgP38miGLO1mZ4OMxXooyIqDOwuERERJ1GJpdh3PxAoFFzb1UNm3sTEREZiz3xOTh9tUgUWzrRH5ZKhTQJEVGnYHGJiIg6lau3LfqN9RDFUk/nIiOhUKKMiIiISB/q1ALW7EoUxbwcLTEvxEuijIios7C4REREnW7UnX4wsxK/g3locxLqVGzuTUREZKi2nM5Ecm6ZKLY8MhBKBV92Ehk7/pQTEVGnM7c2xehbmnvfuF6Bc/szJMqIiIiIbkdVbR3+uydJFOvnYYuZAz10nEFExoTFJSIikkSfUA+4etuIYiej0lB2o1qijIiIiKi9vj+WjmvF4g06Vk4Nhlwu03EGERkTFpeIiEgScrkM4+YHiWK11XU4soXNvYmIiAxJSVUtPooW//0e3dsJ4wKcJcqIiDobi0tERCQZN19b9Al1F8WST+QgK/GGRBkRERFRW607eBlFFbWi2At3BEMm46wlou6CxaUOlp6ejuXLlyM4OBhWVlZwdHRESEgI1qxZg4qKinZfNy0tDTKZrE3/fHx8tF5r/Pjxrb4GEZG+jb7LD2aW4ubeMZuTUFfH5t5ERERdXW5JFb46fEUUm9qvBwZ72kuTEBFJgsWlDrR9+3YMHDgQ7733HhITE1FRUYEbN27g5MmTWLlyJYYMGYKUlM5b/hEUFNTyICKiTmZho8TIWb1FscJr5bgQnSlRRkRERNRaH+5PQWVtnea+XAY8P4WvO4i6G0XLQ6g9zpw5g3nz5qGyshLW1tZ46aWXEBERgcrKSmzatAlffPEFkpKSMH36dJw8eRI2NjYtX7SRnj174sKFCy2Oe+utt7Bx40YAwKJFi5odO3z4cHzzzTdtyoOISB/6jeuJ+NhryM+4uX1x3I4rCAhxg5WdmYSZERERkS5p+eX4Me6qKDZ3uCf8Xa0lyoiIpMLiUgdZunQpKisroVAosHv3bowePVpzbMKECQgICMDKlSuRlJSEd999F6tWrWrT9U1NTdG/f/9mx9TV1eHAgQMAABsbG8yePbvZ8VZWVi1ek4ioIzQ0996y5pQmVltVh6NbUjHpwb4SZkZERES6vLsnCSq1oLlvppDj2UmBEmZERFLhsrgOEBcXh0OHDgEAHn74YVFhqcHy5cvRp08fAMDatWtRW1vbZMzt2rt3L65duwYAmDNnDiwsLPT+GERE+uLuZ4fgUT1EscTj13EtpUiahIiIiEini1nF2H7umii2ONQHPezMJcqIiKTE4lIH+O233zS3H3zwQa1j5HI5Fi5cCAAoKipCdHS03vP49ttvNbdbWhJHRNQVjL7bH0qLW5p7/5gENZt7ExERdSmrd14S3bc1V+DJcH+JsiEiqbG41AEOHz4MoH6Z2bBhw3SOCw8P19yOjY3Vaw6lpaWaIpePjw/GjRun1+sTEXUES1slRsz0FcUKsspwMeaajjOIiIiosx1Jyceh5HxR7Inx/rCzNJUoIyKSGotLHSAhIQEA4O/vD4VCd1ur4ODgJufoyy+//IKKigoAwP/93/9BJpO1eM6lS5cwcuRI2Nvbw9zcHL169cKdd96Jb7/9tkOW7RERaTMgvCecelqJYse3XUZFSY1EGREREVEDQRCazFpyszXD4jE+0iRERF0CG3rrWVVVFfLz66v4vXr1anasg4MDrKysUF5ejoyMDL3m0XhJXMPyu5bk5OQgJydHcz8rKwtZWVnYtm0bVq9ejV9++UXTJ6qtMjOb31I8Ozu7XdclIuMjN5Fj3PxAbH33jCZWU6nC0d9SMXFh+34HERERkX7svHgd5zKLRbGlEwNhoTSRKCMi6gpYXNKz0tJSzW1r65a34GwoLpWVlbU4trWuXr2KgwcPAgDGjBkDf//m1z7L5XJMnDgR06ZNw6BBg+Dk5ITS0lKcPn0an3/+ORISEhAfH4+IiAjExcXBy8urzTl5enq262Mhou7JI8ABgSPckBR3s+B96Ug2+o31QI/edhJmRkRE1H2p6tRYsztRFOvtbIW5w5t/U52IjB+LS3pWVVWlua1UKlscb2ZmBgCorKzUWw7ff/89BKF+S9DWzFrasmUL7O3tm8TDwsLw5JNP4tFHH8WGDRuQk5ODZ599Flu2bNFbrkREuoy5xx9XzuejtqpOE4vZlIQ5Lw6HXN7yUl8iIiLSr59PZeJyXrko9vyUIChM2G2FqLvjbwE9Mze/ufVmTU3L/UGqq6sBABYWFnrL4bvvvgNQX7iaN29ei+O1FZYamJqa4ssvv0RQUBAAYOvWrcjKympzThkZGc3+i4uLa/M1ici4WdmZYcQMcXPvvKuliD/M5t5ERESdrbKmDu/vTRLFBvWywx39e0iUERF1JSwu6ZmNjY3mdmuWupWX11f+W7OErjXi4uJw6VJ9g71Zs2Y1WzhqLYVCgYcfflhzv2HJXVv06tWr2X/u7u63nScRGZ8BEb3g4C5u7n3st1RUlrG5NxERUWdafyQNOSXVotgLU4NbtXEQERk/Fpf0zNzcHE5OTgBabmJ948YNTXFJXz2J2tPIuzX69u2rud2emUtERO1h8r/m3o1VV6hw7LfLEmVERETU/RRX1OLTAymiWFiAM8b4O0uUERF1NSwudYCGQkxKSgpUKpXOcQ0zjAC0exe2xmpra7Fp0yYAgKurK6ZOnXrb12zAdySISCq9ghzgP9xVFIuPvYactBKJMiIiIupePj2YipIq8euaF6YGS5QNEXVFLC51gLFjxwKoX/J26tQpneMaLy8LDQ297ceNiopCQUEBAOC+++6DQqG/fu3x8fGa2x4eHnq7LhFRa4Te4w+FWaMtjgUg5sdECGpBuqSIiIi6gevFVfgm9oooNmOgO/r35O6tRHQTi0sd4K677tLc/uabb7SOUavVmiVs9vb2iIiIuO3HbbwkbtGiRbd9vQYqlQpff/215v64ceP0dm0iotawdjBHyDQfUSw3vRQJR7KlSYiIiKibWLsvCdUqtea+Qi7D85FBEmZERF0Ri0sdYMSIEQgLCwMAfPXVVzh69GiTMe+++y4SEhIAAEuXLoWpqano+IEDByCTySCTybB48eIWH7OwsBBRUVEAgAEDBmDw4MGtyjU6OhpFRUU6j9fW1uKRRx7R5Dpz5ky99YciImqLQRM9Ye9mKYod3ZqKqvJaiTIiIiIybpfzyvDTSXEf2fkjPOHjbKXjDCLqrvS3bopE1q5di9DQUFRWViIyMhIvv/wyIiIiUFlZiU2bNmHdunUAgMDAQCxfvvy2H2/Tpk2oqanfPakts5Y2bNiAWbNmYdasWRg/fjyCgoJga2uLsrIynDp1CuvWrdMsiXN1dcXatWtvO1ciovYwUcgxbl4gtn1wVhOrKq/F8d8vI/w+voNKRESkb+/uSUJdoyXoFqYmeGZCgIQZEVFXxeJSBxkyZAg2b96MBx54ACUlJXj55ZebjAkMDERUVBRsbGxu+/EalsSZmJjg/vvvb9O5ZWVl2LhxIzZu3KhzzIABA7Bp0yb4+vreVp5ERLfDs68j/Ia4IPVMniZ28VAW+o71gIvX7f8uJSIionoXs4oRdV68/PzBUB+42ppLlBERdWUsLnWgmTNn4vz581i7di2ioqKQmZkJpVIJf39/3HvvvViyZAksLS1bvlALkpOTcfz4cQDA5MmT0aNHj1af+8ILL2Dw4ME4evQo4uPjkZeXh8LCQpiZmcHNzQ3Dhw/HnDlzMHv2bJiYmLR8QSKiDhZ6bwDS/yqAquZ//R8EIGZTIu5+fhhkcu5sSUREpA9v70oU3bc1V+DxcX4SZUNEXZ1MEARutUOSy8zM1PRyysjIQK9evSTOiIi6spN/puH475dFsQkL+6DPGHeJMiIiIjIeR1MLsOCLY6LYC1OD8cR4FpeIjEFHvP5mQ28iIjI4QyZ5wc7FQhQ7ujUF1RVs7k1ERHQ7BEHA27suiWKuNmZYPMZHmoSIyCCwuERERAbHxFSOsHmBolhlaS2Ob78iUUZERETGYW9CLs5cLRLFnpkYAAslW2QQkW4sLhERkUHy7u8E30HOotjFA5nIzyyVKCMiIiLDVqcW8M4tvZa8nSwxL8RTooyIyFCwuERERAZr7L0BMDG9+adMEICYTUlgO0EiIqK2+/1sFhJzxG/SPDc5EKYmfNlIRM3jbwkiIjJYts4WGDrFWxTLTilGUlyORBkREREZphqVGu/tSRLF+rjbYuZAD4kyIiJDwuISEREZtKGRXrB1NhfFjvyagppKlUQZERERGZ4f464i80alKLZyShDkcplEGRGRIWFxiYiIDJpCaYKxc8XNvStKahC3g829iYiIWqO8WoUP96eIYiE+Dhgf5CJRRkRkaFhcIiIig+c70BneA5xEsfPRmSjIKpMoIyIiIsPxTewV5JdVi2IrpwZDJuOsJSJqHRaXiIjIKITNDYBccfNJsKAWcGgzm3sTERE150Z5DT4/eFkUmxDsihAfR4kyIiJDxOISEREZBTsXSwyNFDf3zkoqQsrJXIkyIiIi6vo+O5iK0mpxn8LnI4MkyoaIDBWLS0REZDSGTvWGjaO4uXfsL8moqWJzbyIioltdL67C+iNpotidgz3Q18NWmoSIyGCxuEREREbDVGmCsfcGiGLlxTU4GZUmTUJERERd2Np9yahWqTX3FXIZnpsc2MwZRETasbhERERGxXewM7z6ivtEnNuXgcLscokyIiIi6nqu5Jfjp5MZotj8EZ7wdrKSKCMiMmQsLhERkVGRyWQImxcIucnN5t5qNvcmIiISeXd3IurUN/8umpvK8cyEgGbOICLSjcUlIiIyOvZulhg8yUsUy7x0A6mn8yTKiIiIqOu4mFWMHeezRbEHQ33hamuu4wwiouaxuEREREZp+DQfWDuYiWKxvySjtrpOooyIiIi6hjW7EkX3bc0V+Ns4P4myISJjwOISEREZJVMzE4TOEU/vL7tRjZN/pkmTEBERURdw/HIBDiaJZ/L+bbwf7CxNJcqIiIwBi0tERGS0/Ia6oFewgyh2ds9VFOVUSJQRERGRdARBwNu3zFpysTHDg2N8JcqIiIwFi0tERGS0NM295Y2ae9cJOPQTm3sTEVH3sy8hF6fSb4hiz0wMgIXSRKKMiMhYsLhERERGzdHdCgMneopiV/8qxJVz+RJlRERE1Pnq1EKTXktejpaYN9xTxxlERK3H4hIRERm9kOk+sLJTimKHf0pGbQ2bexMRUfew7VwWEnNKRbHnJgdCqeBLQiK6ffxNQkRERk9prsCYOf6iWGlhFU7vTJcoIyIios5To1LjvT1JolhwDxvMGuQhUUZEZGxYXCIiom4hYLgbPALsRbEzu6+iOI/NvYmIyLhtOnEVGYWVotiKKUGinoRERLeDxSUiIuoWZDIZxs0PhKzRE+k6lRqHf0qWMCsiIqKOVVGjwgf7UkSx4d4OmBDsKlFGRGSMWFwiIqJuw6mnNQaO7yWKpV0oQNp5NvcmIiLj9E1sGvLLqkWxlVODIZNx1hIR6Q+LS0RE1K2EzPSFha24ufehn5KgqmVzbyIiMi5FFTX47GCqKBYR5IIRvo4SZURExorFJSIi6lbMLBQIvdtPFCvJr8KZ3VclyoiIiKhjfHowFaVVKlHs+SlBEmVDRMaMxSUiIup2Akf2gLufnSh2amc6SvIrdZxBRERkWK4XV2F9bJooNmuQB/p52Gk/gYjoNrC4RERE3Y5MJsO4BYFo3G6irlaNwz+zuTcRERmHD/Yno1ql1txXyGV4bnKghBkRkTFjcYmIiLol51426B8ubu595Vw+0v8qkCgjIiIi/biSX47NJzJEsbkhnvBxtpIoIyIydiwuERFRtzVyli8sbExFsUObklBXq9ZxBhERUdf33p4k1KkFzX0zhRxLJwZImBERGTsWl4iIqNsyszTF6Nni5t7FeZU4u4/NvYmIyDD9da0Y289dE8UWh/rAzdZcooyIqDtgcYmIiLq14FHucPO1FcVO/pGG0sIqiTIiIiJqv3d2JYru25gr8ES4n47RRET6weISERF1azK5DOPmBwKNmnuratSI/YXNvYmIyLDEXSlEdGKeKPa3cD/YWyolyoiIugsWl4iIqNtz9bZFv7Ceoljq6TxkJBRKlBEREVHbCIKAt3deEsWcrc3wYKiPNAkRUbfC4hIRERGAUXf2hrmVuLl3zKYk1KnY3JuIiLq+/ZdycTL9hij2zER/WCoVEmVERN0Ji0tEREQAzK1MMequ3qJYUU4Fzu3P0HEGERFR16BWC1hzS68lT0cLzA/xkigjIupuWFwiIiL6nz6hHnD1thHFTkSloexGtUQZERERtWzbuWu4dL1UFHtuciCUCr7cI6LOwd82RERE/yOXyzBufpC4uXd1HY78yubeRETUNdWo1HhvT5IoFtzDBrMG9dRxBhGR/rG4RERE1Iibry36jnEXxZJP5iIz8YaOM4iIiKSz+cRVXC2sEMWejwyCiVym4wwiIv1jcYmIiOgWo2b7wcxS3AA1ZlMS6urY3JuIiLqOihoVPtifIooN9bLHxD6uEmVERN0Vi0tERES3sLBWYuQscXPvG9nluBCdKVFGRERETX0Tm4a8UnFfwBemBkMm46wlIupcLC4RERFp0W9cTzh7WotiJ3ZcQUVJjUQZERER3VRcUYvPD6aKYuGBLhjZ20mijIioO2NxiYiISAtNc+9GaqrqcHRrio4ziIiIOs+nB1NRUqUSxVZMCdIxmoioY7G4REREpIO7nx2CRvUQxS4dvY7rl4slyoiIiAjIKanC+iNXRLEZA93Rv6edRBkRUXfH4hIREVEzRs/2g6m5iSgWsykJarUgUUZERNTdfbAvGVW1NzeZMJHLsDySs5aISDosLhERETXDys4MIdN9RbG8q6VIiL0mUUZERNSdpReUY/OJDFFs7nBP+DpbSZQRERGLS0RERC0aGNELDj0sRbFjv19GVXmtRBkREVF39d6eJKgazZ41U8ixdGKAhBkREbG4RERE1CIThRxhcwNFsaqyWsRtv6LjDCIiIv2Lv1aC38+KZ84uHuODHnbmEmVERACAtFgg+t9SZyEpFpeIiIhawbOvI3oPcRHFLh7MRH5mmUQZERFRd/PO7kTRfRtzBZ4Y7ydRNkSEG+nATwuB9dOAg6uB9KNSZyQZFpeIiIhaKfQef5iY3vzTKQjAoc1JEAQ29yYioo51Iq0Q+y/limKPj+sNe0ulRBkRdWPVZcC+N4CPQoD432/Gd74IqNW6zzNiLC4RERG1kq2zBYZO8RbFriUXIflkjkQZERFRdyAIAlb/eUkUc7ZW4sFQXx1nEFGHUKuBsxuBD4cBh94F6qrFx7PPAvFbJUlNaiwuERERtcHQSC/YOIl7Wxz5JQU1VSqJMiIiImMXnZiLk+k3RLGnJwTAykwhUUZE3dDVY8CXE4DfngDKrjc9buEA3LEG6DOr83PrAlhcIiIiagOF0gRj54h35SkvrsGpP9MlyoiIiIyZWi3g7Z3iXku9HCywYISXRBkRdTNFGcAvDwFfTwGunWl6XGYCjHgcePo0MPIxwMS083PsAljqJiIiaiPfwc7w7OuIjPhCTezs3qvoM8Yd9m6WEmZGRETGZvv5a7h0vVQUe25yIJQKzhMg6lA15UDsWiD2A0BVqX2M30Rgyr8B1+DOza0L4m8kIiKiNpLJZAibGwC5XKaJqesEHPopmc29iYhIb2pUary7O0kUC3Szxp2De0qUEVE3IAjA+Z+AD4fX7wCnrbDk5A/c9xPwwK8sLP0Pi0tERETt4NDDCgMneopiV/8qQNqFAokyIiIiY7P5ZAauFlaIYiumBMOk0ZsbRKRHmSeBryYDWx4FSq81PW5uB0x5C3jiKBA4BZDxZ7EBl8URERG1U8g0HyQdv46KkhpN7PBPSfDs4wCFqYmEmRERkaGrrKnDB/uSRbGhXvaY1MdVooyIjFjJNWDvKuD8Zu3HZXJg2INAxCuAlVOnpmYoOHOJiIionZQWCoy5x18UK8mvwtk9GRJlRERExuKbI1eQVyre5nzl1GDIOFOCSH9qK4GDbwMfDtNdWPINB/52GJjxHgtLzWBxiYiI6DYEjnCDu5+dKHZqZxpKC6skyoiIiAxdcUUtPjuQKoqNC3TBqN58YUukF4IAXPwV+CgEiH4TqK1oOsbBF5i/EVj4O+DWr/NzNDAsLhEREd0GmUyGsHmBQKM3klU1ahz5NUW6pIiIyKB9FpOKkiqVKLZySpBE2RAZmWtngG/uAH55CCjWMtvczBaY/E/gqeNA8HT2VWolFpeIiIhuk4uXDfqFiXfuSTmVi8xLhRJlREREhiq3pArfxF4RxaYPdEf/nnY6ziCiVim9Dvz2JLAuArh6VMsAGTB0EfD0aSD0GUBh1ukpGjIWl4iIiPRg1KzeMLMS75Nx6Kdk1NWpJcqIiIgM0Yf7U1BVe/Nvh4lchuWTAyXMiMjA1VYBh96t76t09gcAQtMx3mOBx2OAWR8A1i6dnqIxYHGJiIhID8ytTTHqTj9RrPBaOS4eyJIoIyIiMjTpBeX4Me6qKDZ3eC/0drGWKCMiAyYIQPzvwMcjgH1vADVlTcfYewFzvwUW7wDcB3Z+jkaExSUiIiI96TvWA86e4hcAcTuuoKKkRqKMiIjIkPx3TxJU6puzKpQKOZ6ZGCBhRkQGKvs8sH4G8NNCoCi96XGlNTDxNeCpE0DfO9lXSQ9YXCIiItITuVyGcfPESxdqKlU49luqjjOIiIjqJWSX4Pdz10SxxWN84G5nIVFGRAaoLBfY9gzw+Tgg/bCWATJg8APA06eAsOcAU/NOT9FYsbhERESkR+7+9ggc6SaKJRzJxvUrxRJlREREhuCdXYkQGrWCsTFT4IlwP90nENFNqmogdi3wwVDg9AZo7avkOQp4LBq462PApkenp2jsWFwiIiLSszF3+8PUzEQUO7QpCYJayxMdIiLq9k6mFWLfpVxR7LFxveFgpZQoIyIDIQjApSjg45HAnleBmtKmY+w8gTlfAw/tBDyGdH6O3QSLS0RERHpmZWeGkOm+olhueikSjmZLlBEREXVVgiBg9c5LopiztRIPjfXVcQYRAQBy/gK+vRPYdB9w40rT46aWQMQrwJITQP972Fepg7G4RERE1AEGTugFezdLUezYb6morqiVKCMiIuqKDiTm4UTaDVFsSYQ/rMwUEmVE1MWV5wM7ngM+GwtcOah9zMD59X2VwlcCpuxb1hlYXOpg6enpWL58OYKDg2FlZQVHR0eEhIRgzZo1qKiouK1rr1+/HjKZrFX/1q9f3+L1Kioq8PbbbyMkJASOjo6wsrJCcHAwli9fjvR0LR32iYhIJxOFHGHzxDv8VJbWIm67lnfWiIioW1KrBby9K1EU62lvgQUjvSTKiKgLU9UARz+u76t08itAUDcd0ysEeGQfcPfngK1H5+fYjbEc3oG2b9+OBx54ACUlJZpYRUUFTp48iZMnT+LLL79EVFQU/P39JcyyXkpKCqZNm4bk5GRRPDExEYmJifjyyy/xww8/YMaMGRJlSERkeLz6OsF3kDOunMvXxC4czELfsR5w6mktYWZERNQVbD9/DQnZJaLYssmBMFOY6DiDqBsSBCB5N7DrZaAgRfsYGw9g8uvAgHu5/E0iLC51kDNnzmDevHmorKyEtbU1XnrpJURERKCyshKbNm3CF198gaSkJEyfPh0nT56EjY3NbT3erl274OGhuzLbq1cvncdKS0sxffp0TWHp0Ucfxfz582FhYYHo6Gi89dZbKCkpwbx58xAbG4vBgwffVq5ERN3J2HsDcDW+EHW19e+uCWoBMZuScNdzQyDjkx8iom6rtk6N9/YkiWIBrtaYPaSnRBkRdUG5l+qLSqn7tB9XmAOhS+v/Ka06NzcSYXGpgyxduhSVlZVQKBTYvXs3Ro8erTk2YcIEBAQEYOXKlUhKSsK7776LVatW3dbjBQYGwsfHp13nrlmzBklJ9X/Y3n77baxYsUJzbPTo0Rg/fjzCw8NRUVGBZ599FgcOHLitXImIuhNbZwsMjfTCiag0TexachFSTuUiYLibdIkREZGkNp/IQHqBuE3G81OCYCLnGw9EqCgEDvwHOPElINRpH9N/DjBpFWDv2ampkXbsudQB4uLicOjQIQDAww8/LCosNVi+fDn69OkDAFi7di1qa6Vp8FpbW4sPPvgAANCnTx8sX768yZgxY8bg4YcfBgAcPHgQJ06c6NQciYgM3dAp3rBxNBfFjvyagtpqHU+WiIjIqFXW1OGDfeJ2FIM97RHZl286UDdXVwsc/xz4YAgQ97n2wpLHEOCh3cCcr1hY6kJYXOoAv/32m+b2gw8+qHWMXC7HwoULAQBFRUWIjo7ujNSaiI6ORnFxMQBg0aJFkMu1f0ssXrxYc3vr1q2dkRoRkdFQKE0Qeq+4v17ZjWqc+jNNmoSIiEhS64+kIbe0WhRbOTWIy6Wpe0vZC3waCvy5Eqgqanrcugdw16fAI/sBr5Gdnh41j8WlDnD48GEAgJWVFYYNG6ZzXHh4uOZ2bGxsh+elTUOugDifWw0fPhyWlvVbakuVKxGRIes92AW9gh1EsTN7r6Io9/Z2DiUiIsNSXFmLzw6mimJhAc4Y4+csUUZEEstPBn6YC3x/D5Cf2PS4iRkQthx4+hQw+D5Ax4QIkha/Kh0gISEBAODv7w+FQndbq+Dg4CbntNeDDz4IDw8PKJVKODs7Y9SoUfj73/+OrKysZs+Lj4/Xms+tFAqFZle7282ViKg7kslkCJsXCHmjXhpqlYDDPyc3cxYRERmbdTGpKK4Ut8RYOUX383Aio1VZBOx8GfhkFJC8S/uYvncBS04AE18FzLjTblfGht56VlVVhfz8+i2nm9uhDQAcHBxgZWWF8vJyZGRk3NbjNm6yXVBQgIKCAhw/fhzvvvsu3n//fTz++ONaz8vMzARQP8vK3t6+2cfw9PTE+fPnkZeXh+rqapiZmbU6v4bH0SU7O7vV1yIiMlSO7lYYOKEXzu69+Ts//UIB0i7kw2cA37EmIjJ2uaVV+Ppwmig2fYA7BvSykyYhIimo64Az3wP7XgcqCrSP6TEQmPofwCe0c3OjdmNxSc9KS0s1t62tW66sNhSXysrK2vV4vXv3xt13343Ro0fD07O+mdnly5fx66+/4pdffkFVVRX+9re/QSaT4bHHHtOZb2tzbVBWVtam4lJDbkRE3V3IdF8kxeWgoqRGEzv8UzI8gx1hYsoJxURExuyj/SmorL3ZoNhELsNzkYESZkTUyTJOAH88D2Sf1X7cyqV+ltLg+wG5SaemRreHxSU9q6qq0txWKpUtjm8o0FRWVrb5sWbPno1FixY1afwXEhKCefPmYceOHbj77rtRW1uLZcuWYdasWejRo4fWfNuSa3vzJSIiQGmhwOi7/bBv/c0lxsV5lTi77yqGTfWRLjEiIupQVwsqsPH4VVHs3mG94OfCpT7UDZTmAHtXAec2aj9uogRGPQGEPQ+Y23ZqaqQffItUz8zNb241XVNT08zIetXV9btEWFhYtPmx7Ozsmt1RYsaMGXj11VcBABUVFfjqq6+ajGnIty25Am3PNyMjo9l/cXFxbboeEZEhCxrRAz16i584nfwjDaWFVTrOICIiQ/ffvUlQqQXNfaVCjqWTAiTMiKgTqGqAIx8CHw7TXVgKmg48dRyY/AYLSwaMxSU9s7Gx0dxuzVK38vJyAK1bltYejz32mKYAdfDgwSbHG/JtS65A2/Pt1atXs//c3d3bdD0iIkMmk8swbn4Q0Oj9AVWNGke2pEiXFBERdZhL10vw21nxRjsLR3nD3a7tbzATGYyUfcCnY4DdfwdqSpsedw4EHtgCLNgIOPbu/PxIr1hc0jNzc3M4OTkBaLmJ9Y0bNzQFm47qSeTq6qrJR9vOcQ1Nx8vLy1FUVNTstRqajru4uLSp3xIRETXl4mWDfmM9RLGUk7nISrwhUUZERNRR3tmVCOHmpCVYmynwZIS/dAkRdaTCK8CP9wHf3w0UaNkVV2kDRP4L+Fss4D+x8/OjDsHiUgfo27cvACAlJQUqlUrnuEuXLmlu9+nTp8PyaW7pXEOut+ZzK5VKhdTUVAAdmysRUXcy6k4/mFmK2x8e+ikJ6jq1RBkREZG+nUwrxN6EXFHs0bDecLRquecpkUGpqQD2vwl8PBJIjNI+ZtB9wNOngDFPAwr+DBgTFpc6wNixYwHUzwY6deqUznGNl6mFhnbMFot5eXnIz88HAHh4eDQ53pDrrfnc6uTJk5pZVh2VKxFRd2NubYqRs8TTwAuyynExpulMUyIiMjyCIODtnYmimJOVEg+H+UqUEVEHEATgr63ARyFAzNtAXXXTMe6DgYf3ALM/BWzcOj1F6ngsLnWAu+66S3P7m2++0TpGrVbj22+/BQDY29sjIiKiQ3JZt24dhP/NwQ0PD29yfPz48bCzswMAbNiwQTP2VuvXr9fcnj17tv4TJSLqpvqN6wmnXuI+dse3XUFFScsbLRARUdd2ICkPcWmFothTEf6wNuOm3WQkcuKBDTOBnxcDJVrawlg6A7M+BB6NBjxHdHp61HlYXOoAI0aMQFhYGADgq6++wtGjR5uMeffdd5GQUL8N9dKlS2Fqaio6fuDAAchkMshkMixevLjJ+WlpaThz5kyzeezYsQNvvPEGgPrd3R588MEmY5RKJZ555hkAQEJCAt55550mY44eParZaS48PBwhISHNPi4REbWeXC7DuPmBolhNpQrHfk+VKCMiItIHtVrAmltmLfW0t8D9o7wkyohIjyqLgD9fAD4bC6QdanpcZgKM/Fv9ErihCwE5Sw/GjiXzDrJ27VqEhoaisrISkZGRePnllxEREYHKykps2rQJ69atAwAEBgZi+fLlbb5+WloaIiIiMHr0aMycORODBg2Cq6srAODy5cv45Zdf8Msvv2hmIr3zzjvo2bOn1mutWLECmzdvRlJSElauXImUlBTMnz8fFhYWiI6Oxr///W+oVCpYWFjg/fffb98nhIiIdPLwt0fgCDckxeVoYglHstEvrCfcfLglLxGRIdpxIRvx2SWi2LOTAmCmMJEoIyI9UKuBM98B+14HKgq0j/EJA+54G3Drq/04GSUWlzrIkCFDsHnzZjzwwAMoKSnByy+/3GRMYGAgoqKiYGNj0+7HOXr0qNaZUQ0sLS3x3//+F4899pjOMTY2NoiKisK0adOQnJyMdevWaYpfDWxtbfHDDz9g8ODB7c6ViIh0G3O3P66cy0dtdV19QABiNiVhzsphkMl1b8xARERdT22dGv/dkySKBbha4+6hvSTKiEgPMk4Af64ArulYQWPbC5jyL6DvXUAzm0qRcWJxqQPNnDkT58+fx9q1axEVFYXMzEwolUr4+/vj3nvvxZIlS2Bpadmuaw8bNgzff/89jh49ipMnTyI7Oxv5+flQqVRwcHBAv379MHHiRDzyyCOaGU3N8ff3x5kzZ/Dxxx/j559/RkpKCmpqauDp6Ylp06Zh6dKl8Pb2bleuRETUMit7Mwyf5oOjW28uh8tNK8GlY9noM6bphgxERNR1/XoqE1fyy0Wx5ZFBMOGbBWSISnOAvauAcxu1HzcxA0KXAmOXAcr2vb4lwycTdHVwJupEmZmZ8PT0BABkZGSgVy++q0NE3U+dSo1N/4xDUU6FJmZhY4r7Xx8FM0vTZs4kIqKuoqq2DhHvHEB2cZUmNqiXHX57KhQyzuYgQ1JXCxz/HDjwH6CmVPuY4BlA5L8AR+6AaEg64vU3u2oRERF1ESYKOcLmBohilaW1iNtxRaKMiIiorb4/li4qLAHAiinBLCyRYUndD3w6Btj9ivbCklMA8MAWYP4PLCwRABaXiIiIuhSvfk7wHeQsil04kIWCrDKJMiIiotYqq1bhkwPi3T5H93ZCqL+TRBkRtdGNNGDT/cB3s4H8pKbHlTb1M5WeOAL4T+z09KjrYnGJiIioiwmdEwATxc0/0YJawKGfksCV7EREXdvXh6+gsLxGFHt+ShBnLVHXV1MBRP8b+HgkcGmH9jGD7gOePgWMeRpQKDs3P+ryWFwiIiLqYuxcLDAk0ksUy0osQurpPIkyIiKiltwor8EXMZdFsUl9XDHM20GijIhaQRCAv34DPh4BHFwNqKqajnEfDDy8B5j9KWDj1tkZkoFgcYmIiKgLGjrVG9aOZqJY7C/JqK2ukygjIiJqzmcxqSitVmnuy2T1O8QRdVm5CcC3s4CfFwHFGU2PWzoBMz8AHo0GPEd0fn5kUFhcIiIi6oJMlSYYO0fc3LvsRjVO7UyTJiEiItIpp6QKG46kiWKzBnmgj7utNAkRNaeyCPjzReDTUOBKTNPjMhNg5N/ql8ANWwTIWTaglimkToCIiIi06z3EBb2CHZB56YYmdmbPVfQZ4w47F0sJMyMiosY+2p+Cqlq15r6JXIZlkwIlzIhIC7UaOPs9sPd1oCJf+xifMOCO1YBbv87NjQweS5BERERdlEwmQ9jcQMjlNxvBqlUCDv+cImFWRETU2NWCCvwYd1UUmzvcEz7OVhJlRKRF5kngywnAtqe1F5ZsewH3rgcWbWdhidqFxSUiIqIuzNHDCgMieoliaefzkXZBxzuORETUqd7flwSV+uZunkqFHM9M9JcwI6JGynKB354EvpwIXDvT9LiJGTBuJbAkDug3u75ZGFE7cFkcERFRFxcywxdJJ3JQWXJze+vDPyXDM9gRJqZ8n4iISCpJOaXYeiZLFFs4yhvudhYSZUT0P3W1wPHP63eAqy7RPiZ4BhD5L8DRt3NzI6PEZ6RERERdnJmFAmNm+4lixXmVOLvvqo4ziIioM7y7OxHCzUlLsFKa4InxfrpPIOoMqfvrm3XvfkV7YckpAHhgCzD/BxaWSG9YXCIiIjIAQSN7wM1XvOvQyT/TUXajWqKMiIi6t3MZRdj1V44o9nBYbzhZm0mUEXV7N9KBTfcD380G8hObHlfa1M9UeuII4D+x8/Mjo8biEhERkQGQyWUYNz8QaNQKQVVdhyNb2NybiEgK7+wWv3i3tzTFI2GcBUISqKkAov8NfDwCuLRD+5hB9wFPnwTGPA0olJ2bH3ULLC4REREZCFdvW/QN9RDFkk/k4FryDYkyIiLqno6k5uNQsnhjhSfC/WBrbipRRtQtCQIQ/3t9UengakBV1XSM+2Dg4T3A7E8Bmx6dniJ1HywuERERGZBRd/WGmaV4P46YTUlQ16klyoiIqHsRBAHv7BLPWnKzNcOiMT7SJETdU24C8O2dwE8LgeKMpsctnYCZHwCP7gc8R3R+ftTtsLhERERkQCyslRg5q7coVpBVjosx1yTKiIioe9l/KRenrxaJYk9PCIC5qYk0CVH3UlUM7HypvmH3lYNNj8tMgBGPA0+fAoYtAuT8vqTOweISERGRgekX5gGnntaiWNz2y6gsrZEoIyKi7kGtFrDmlllLXo6WmDvcU6KMqNsQBOD8T8BHIcCxTwChrukYnzDgb4eAaW8DFg6dnyN1aywuERERGRi5iRzj5geIYtUVKhz7/bJEGRERdQ87LmTj0vVSUWzZ5AAoFXxZRR0oNwFYPwPY8ihQltP0uG0v4N71wKLtgFu/Tk+PCGBxiYiIyCB5BDggIMRNFIuPvYbc9BKJMiIiMm61dWq8d8sOcYFu1pg1qKdEGZHRqy4Fdr0CfDYWSD/c9LiJGTBuJbAkDug3G5DJmo4h6iQsLhERERmoMXf7Q2HWqJeCUN/cW1AL0iVFRGSkfj2VibSCClFseWQQTOR8QU96JgjAxV/rl8Ad/QhQq5qOCYgEnjoGTHgFUFp1fo5Et2BxiYiIyEBZO5ghZJqPKJZzpQSXjl2XJiEiIiNVVVuHtfuSRbFBvewQ2ddNxxlE7ZSXVL8L3C8PAaXZTY/beQHzfwTu+wlw7N30OJFEWFwiIiIyYIMmeMLO1UIUO7o1BdWVWt7lJCKidvn+WDqyi6tEsRVTgiHjMiTSl5pyYM9rwKdjtO8CZ6IExq0AnjoOBE/jEjjqclhcIiIiMmAmpnKEzQ0UxSpLa3FixxWJMiIiMi5l1Sp8ciBVFBvd2wmh/k4SZURGRRCA+N+Bj0YAse8D6tqmY/wmAk8eAyb8HVBadnqKRK3B4hIREZGB8+7vBJ+BzqLY+ehMFFwrkygjIiLj8fXhKygsrxHFVkwN4qwlun0FqcD39wA/LQRKMpset+0JzP0WeOBXwMmv8/MjagMWl4iIiIzA2Hv9YdJoK2xBLeDQ5mQIApt7ExG1143yGnwRc1kUm9THDUO9HCTKiIxCTQWw75/AJ6OA1H1Nj8tNgbHLgCUngL53cgkcGQQWl4iIiIyAnYslhkR6iWJZiTeQejpPooyIiAzfZzGpKK2+2cNOJgOWRwY2cwZRMwQBuBQFfDwSOPQOUFfTdIzvOOCJI8CkVdwFjgwKi0tERERGYuhUb1g7mIlisb8mo7amTqKMiIgMV05JFTYcSRPFZg3yQB93W2kSIsNWeBnYOBfYdB9QfLXpcRt3YM43wMJtgAsLmGR4WFwiIiIyEqZKE4TOCRDFygqrcXpnukQZEREZro/2p6CqVq25byKXYdkkvuinNqqtBKLfAj4eBSTvbnpcrgDGPF2/BK7/3VwCRwZLIXUCREREpD9+Q13QM8geWYlFmtiZ3VcRPNoddi4W0iVGRGRArhZU4Mc48eySucM94ePMZUrUBkm7gD9XAjfStB/3HgtMfwdw7dOpaRF1BM5cIiIiMiIymQxh8wIhk99857NOpcbhn5MlzIqIyLC8vy8JKvXNDRGUCjmemegvYUZkUG6kAz/eV78MTlthydoNuPtLYPEOFpbIaLC4REREZGScPKwxcHwvUSztfD7S/yqQKCMiIsORlFOKrWeyRLGFo7zhbsfZn9QCVTVwcA3w8QggMarpcZkJMOrJ+iVwA+/lEjgyKiwuERERGaGQmb6wsDEVxQ7/lIw6lVrHGUREBADv7k6EcHPSEqyUJnhivJ90CZFhSNkLfDIKiP4XoKpqetxrNPB4DDD1LcDcrvPzI+pgLC4REREZITMLBUbPFr8YKsqpwLl9GRJlRETU9Z3LKMKuv3JEsYfDesPJ2kzHGdTtFWUAmx8Avr+nfke4W1k6A3d9Cjz4J9Cjf+fnR9RJWFwiIiIyUsGj3OHmK94y++QfaSi7US1RRkREXds7uxNF9+0tTfFImK9E2VCXpqoBDr1XvwQuYXvT4zI5MOIx4OlTwOD7uASOjB6LS0REREZKJpdh3PxAoNHz2drqOhz9LUW6pIiIuqgjqfk4lJwvij053g+25qY6zqBu6/IB4NMxwL7XgdqKpsd7hQCPRgPT1gAW9p2dHZEkWFwiIiIyYq7etug7xl0USzqeg+yUImkSIiLqggRBwDu7xLOW3GzNsHC0jzQJUddUcg34eTHw7Z1AgZZdWC2dgFkfAQ/tBjwGd3Z2RJJicYmIiMjIjbrLD0oLhSh26KdkqBtts01E1J3tv5SL01eLRLGnJwTA3NREmoSoa6mrBWI/AD4cDvy1VcsAGTD8IWDJSWDo/wFyvsym7off9UREREbOwkaJETPEPUPyrpbi0pFsiTIiIuo61GoBa26ZteTlaIm5wz0lyoi6lCuHgM/GAnv+AdSWNz3uMQR4dB8w47+ApWPn50fURbC4RERE1A30H98TDu5WotjR31JRXVErUUZERF3DjgvZuHS9VBRbNjkASgVfKnVrpdeBXx8BNswA8i41PW5uD8x4H3hkH9BzWGdnR9Tl8DcmUTsJKpXUKRARtZqJiRxhcwNEsaqyWsTtuCJRRkRE0qutU+O9W3aIC3SzxqxBPSXKiCRXpwKOflK/BO7Cz9rHDPk/4OnTwPAHATmXThIBgKLlIUSkzbWXX0bN5SuwiYyEbeRkKH18pE6JiKhZnn0c0XuwCy6fzdPELhzIQr+xPeHoYdXMmURExumXU5lIKxDv9rU8Mggmcm4b3y2lHwWilgO5f2k/3mMgMP09wDOkc/MiMgAsLhG1g7qmBmX7o6EuK0PVxYvIe+89mAUEwCYyEjaRkTALDIBMxiclRNT1hM7xR/rFAtSp1AAAQS3g0E9JmLV0MH9vEVG3UlVbh7V7xTt+Deplh8i+bhJlRJIpywX2vAqc+1H7cTM7YOI/6pt2c6YSkVYsLhG1Q8WxY1CXlYli1cnJqE5ORv7HH8PU2wu2/ys0mffvzxdsRNRl2DpbYEikF07+kaaJZV66gStn89F7iIt0iRERdbLvj6XjekmVKLZiSjCft3UndSrg5NfA/n8B1cXaxwy+H5j0OmDNv5FEzWFxiagdyg4caPZ4bfpVFHzxJQq++BIKd3fYTJ4E28hIWAwZApkJ3+0gImkNneKNS0ezUXajWhM7/EsyvPo5QqHk7ygiMn5l1Sp8ciBVFBvd2wmh/k4SZUSdLiMOiHoOuH5B+3G3/sC0dwDv0Z2bF5GBYkNvonZwe+kleH39Feznz4OJs3OzY1XZ2bjx7XdIf+D/kBw+HtmvrUJZbCyEWu7QRETSMDUzwZh7/EWx0oIqnN17VaKMiIg619eHr6CwvEYUWzE1iLOWuoPyfOD3p4CvJmsvLJnZAlNXA48dZGGJqA1kgiAIUidBlJmZCU9PTwBARkYGevXqJXFGrSfU1aHy7FmU7t6Nkj17oLqW3arz5HZ2sImIgE1kJKxCx0BuZtbBmRIR3SQIAn577wyuJRdpYgqlHPetGgUbR3PpEiMi6mA3ymsw7u1olFbf3Pl3Uh83fLlouIRZUYdTq4FT3wD73gCqirSPGTgPmPwGYNOjU1Mj6mwd8fqbxSXqEgy5uNSYIAiouvgXSnfvRunu3ahJT2/VeXJLS1iPD4dNZCSsw8Igt+KuTUTU8fIySvHzv0+g8TOBgOGuiHykv3RJERF1sLf+TMDnBy9r7stkwB/PhKGPu62EWVGHyj4P7FgGZJ3UftylDzD9HcBnbOfmRSSRjnj9zZ5LRHokk8lgMaA/LAb0h8tzy1CdnIzS3XtQuns3qpOSdJ6nrqhAyR9/ouSPPyEzM4PV2LGwjZwM6/HjYWJn14kfARF1Jy6eNugX1hMXY7I0seSTuegffgMeAQ4SZkZE1DFySqqw4UiaKDZrkAcLS8aquhSIfgs4/ikgqJseV1oD418ERv4NMDHt/PyIjAiLS0QdRCaTwTwwEOaBgXBZ8hRq0tJQsmcPSnfvQdUFHY0DAQjV1Sjbtw9l+/YBCgWsRo2CTeRk2EycCIUTm0wSkX6NnNUbySdzUF1xc3lIzOZkzH05BHI5e48QkXH5aH8KqmpvFhlM5DIsmxQoYUbUIQQBSNgO/PkCUHpN+5h+dwNT3gRsPTo3NyIjxWVx1CUYy7K41qq9dg2le/eiZPduVJ46DbTmx1Auh+WwYbCJjITN5Ekw7cG14ESkHxcOZCJmk3h2Zfh9Qeg/rqdEGRER6d/VggpMePcAVOqbz7sWjPDCW3cPkDAr0rsb6cCfK4GkndqPO/oB098F/CI6Ny+iLoTL4oiMhKmHBxwXLoTjwoVQ5eejdO8+lO7Zg/LjxwGVSvtJajUqTpxAxYkTyHnzTZgPGgjbyEjYTJ4MpZdX534ARGRU+oV54K9DWSjIKtfEjv2eCv9hrjC34jIBIjIO7+9NEhWWlAo5npno38wZZFDqaoGjHwEHVgOqyqbHTcyAsOVA6FLAlBtXEOkbZy5Rl9DdZi7pUldUhNLoA/WFpsOHIdTUtHwSALPgYNhETobt5MlQ+vtzG10iarPMxBv4/b9nRLEB43th3HwuFyEiw5eUU4op78eIJos/MtYXf5/RV7qkSH/Sj9Y37M5L0H6893hg+nuAk1+npkXUVXHmEpGRM7G3h/3su2A/+y7UlZWjPOYgSnbvQVlMDISKCp3nVV+6hOpLl5D/wYdQ+vrCZvJk2ERGwrxfXxaaiKhVegU5wG+oK1JP52piFw9mol+YB5x6WkuYGRHR7Xt3d6KosGSlNMET41loMHjlBcDeV4Ez32s/buUKTH0L6H9P/baARNRhWFwi6qJMrK1gO20abKdNg7qqCuWxsSjdvRul+6OhLi3VeV7NlSsoWLcOBevWwdTDo77QNCUSFoMHQyaXd+JHQESGZsw9fki7kI+6/zW7FQTg0OYk3LlsCAvVRGSwzmUUYddfOaLYw2G94WRtJlFGdNsEATi7Edj9d6CyUMsAGRDyMDDhH4CFfWdnR9QtsbhEZADk5uawmTgRNhMnQqipQfnxOJTu2YPSvXtRV6jtD2q92mvXULhhAwo3bICJizNsJk2CbWQkLENCIFPwx5+IxGydLDB0ijdO7LiiiWUlFSH1dB78h7lKmBkRUfu9sztRdN/e0hSPhvlKlA3dttxLQNRzQHqs9uM9BgAz1gK9hnVuXkTdHF9dEhkYmVIJ67CxsA4bix6vvYqKU6dQumcvSvfsger6dZ3n1eXlo+jHTSj6cRNM7OxgPXEibCInw2rMGMiVyk78CIioKxsa6YVLR7JRWlilicX+mgzvAU4wVZpImBkRUdsdSc3HoeR8UezJ8X6wMedmBQanpgKIWQMc+QBQa9kAR2kNTPg7EPIoYMKXuUSdjQ29qUtgQ+/bJ6jVqLpwAaV79qBk9x7UXr3aqvPkVlawHj8eNpGRsB4XBrmFRQdnSkRdXcqpXOz64qIoFjLdByNm9pYoIyKithMEAfd8egSnrxZpYm62Zji4IgLmpiyWG5Sk3cAfzwNF6dqP95kF3LEasPXo3LyIDBQbehORTjK5HBaDBsFi0CC4LF+O6sRElO7eg9I9u1GdnKLzPHV5OUqiolASFQWZpSVsxo+H7bQ7YBUWBrkZexEQdUd+Q13QM8geWYlFmtjp3VcRPMYdtk4sQBORYdh/KVdUWAKApycEsLBkSEquATtfBOJ/137c3guY9g4QOKVz8yKiJjhziboEzlzqWNWXr9T3aNq9G1V//dWqc+RWVrCeMAG2d0yF1dixXDpH1M0UZJVh87/iRLsr+Q11wdTHBkiXFBFRK6nVAqZ9cAiXrt/cBMXL0RJ7nwuHUsENTrq8OhVw4gtg/7+AmrKmx+UKYMwzwLgVgNKy8/MjMnCcuURE7WLW2xdmjz8G58cfQ21WFkr27EHp7j2oPHMG0FFfVpeXo2T7dpRs3w65tXV9Q/E7psJ6zBjIWGgiMnpOPa3RP7wXLhzI1MRST+chM/EGegU5SJgZEVHLdlzIFhWWAGDZ5AAWlgxB1ilgxzIg+5z2415jgBnvAa59OjcvImoWZy5Rl8CZS9Kozc1F2b59KNm1GxVxcYBa3eI5clvb+l3n7pgKq1GjIDNlQ0wiY1VVXosfXj2GqvJaTczRwwrzXgmB3IQv0Iioa6qtU2PyeweRVlChiQW6WePPpeNgIpdJmBk1q6oY2PdP4MSXALS8RLVwBCL/CQy+H5Dx60h0OzhziYj0ytTVFQ4LFsBhwQKo8vPrm4H/uRMVJ07ontFUUoLiLVtQvGULTOzsYBM5GTZTp8Jq5EjIFPyVQmRMzK1MMfLO3ji48eY23oXXynEx5hoGRvBNACLqmn45lSkqLAHA8sggFpa6KkEALv4K7HoZKMvRPmbIA8CkNwArp87NjYhaja8EiQgAoHB21hSaanNzUbp7D0p2/onKU6d1FprqiotR9PMvKPr5F5g4OMAmMhK2d0yFZUgIZCZslklkDPqO9cDFmCwUZN7seRG3/TICQlxhYc0lskTUtVTV1mHt3mRRbJCnPSL7ukmUETWrILV+F7jU/dqPuwQDM/4LeI/p3LyIqM04p52ImjB1dYXjA/fD5/vv4X8gGm4vvwSLIUOaPafuxg0Ubd6Mq4sfRPK4cFx/4w2Ux8VBqKvrpKyJqCPI5TKMmxcoilVXqHB82xWJMiIi0u37Y+m4XlIliq2cEgQZl1F1Lapq4ODbwCejtReWFBbApFXA44dYWCIyEJy5RETNMnVzg+PChXBcuBC12dko2bkLJTv/RNW58zrPqSsowI2NP+LGxh+hcHGBzZQpsL1jKiyGDIFMzpo2kaHxCLBHwHBXJJ/M1cT+OpSFfmEecPG0kTAzIqKbyqpV+ORAqig2xs8Jof7OEmVEWl0+CEQ9BxSkaD8eMAWYtgZw8O7cvIjotvBVHhG1mqm7O5weXAzfzZvht3cvXFc8D/P+/Zs9R5WXhxvff4/0+x9AyvgIXP/3v1Fx5gyEVjQPJ6KuY/Td/lAoGz1tEIBDm5PAfUGIqKv4+vAVFJbXiGLPTwmSKBtqoiwP2PIY8O0s7YUlGw9g7nfAfZtZWCIyQNwtjroE7hZn2GoyMlCycydK/vwT1fEJrTpH4e4O2ylTYDvtDpgPGMDp6kQG4OQfV5osh4t8uB8CQtjLhIikdaO8BuPejkZptUoTm9THDV8uGi5hVgSgfjfi0xuAva/V7wh3K5kcGPkEEPESYMbZsESdgbvFEVGXpPT0hPOjj8L50UdRk5ZWv3Tuzz9RnZio8xxVdjYK169H4fr1MPXwgM0dU2F7xzSY9+vLQhNRFzV4shcSjmSjJP9mP5PYX1PgM9AZpmZs4k9E0vksJlVUWJLJgOWRgc2cQZ3i+gVgxzIg84T24z2H1Tfsdh/UuXkRkd51yrK4hx56CA8//DCys7NbfU5eXp7mPCIyHEofHzj/7XH0/v039P4jCs7PPA2zgIBmz6m9dg2FX32NtDlzkBo5Bbnvvoeq+HgutyHqYhSmJgidI/55Li+qxuld6RJlREQE5JRUYcORNFFs1iAP9HG3lSYhAqrLgF2vAJ+Hay8smdkB098FHt7DwhKRkeiUZXFyuRwymQwXLlxA3759W3VOamoqAgICIJPJUMfdpowel8UZv+rkZM2MpprLl1t1jtLb+38zmu6AWWAgZzQRdQGCIGDb2rPIvHRDEzNRyLHgtZGwc7GQMDMi6q7+8dtFfHfsZpHbRC7DvufC4eNsJWFW3dilKOCPlUBJpvbjA+4FIt8EbLikmkgqHfH6mw29iahTmAUEwOXpJegdtQO+v/8Opyf+BqV3880aa9LTUfDZ57hy5124PH0G8j74ENXJyZ2UMRFpI5PJEDY3EDL5zWJvnUqN2F/4s0lEne9qQQV+jLsqis0d7snCkhSKrgI/LgA23ae9sOToB/zfb8A9X7KwRGSEumxxqaqqvp+DmZmZxJncnvT0dCxfvhzBwcGwsrKCo6MjQkJCsGbNGlRUVNzWtSsqKrBlyxY88cQTCAkJgYODA0xNTeHk5ITRo0dj1apVuH79eovXGT9+PGQyWav+Ed0umUwG86BAuC5dit47/4Tv1i1weuwxmP6vcq5LzeXLyP/kE1yeOQuXZ85E3scfo7qVM6CISL8cPawwcLz4Ha4r5/KREV8oUUZE1F29vzcJKvXNhRhKhRzPTPSXMKNuqK4WiF0LfDwSSPyj6XETJRD+IvDEEcAvovPzI6JO0WWXxa1btw5/+9vf4O3tjStXrrR8Qhe0fft2PPDAAygpKdF6PDAwEFFRUfD3b/sfwPPnzyM0NBRlZWXNjrO1tcW6deswb948nWPGjx+PgwcPtupxO+rbhcviSBAEVP0Vj9Kdf6Lkz52ozcpq1XlmQUGwvWMqbKdOhdLHp2OTJCKN6opa/PDaMVSW1mpiDj0sMe8fI2Bi0mXfuyIiI5KUU4op78eg8dPTR8b64u8zWvd6g/Tg6vH6ht25f2k/7hsOTH8PcGbBj6grMZjd4t544w2t8U8++QSurq7NnltdXY3U1FRs27YNMpkMoaGhHZFihztz5gzmzZuHyspKWFtb46WXXkJERAQqKyuxadMmfPHFF0hKSsL06dNx8uRJ2Ni0bdvNkpISTWEpNDQUM2bMwPDhw+Hk5IS8vDxs2bIFX3zxBUpKSnD//ffD1tYWd9xxR7PXHD58OL755pt2f8xEt0Mmk8Gifz9Y9O8Hl+XLUXXhAkr+3ImSnTuhamYzgOrEROQlJiLv/bUw69MHtlOnwnb6NChZoCTqUGaWphh1px+iv7+kid24XoGLB7IwaGLzMxGJiPTh3d2JosKSldIET0awiNEpKgqBvauA0xu0H7dyAaa8BQyYU791HxEZvQ6ZudQwU6lBw0O0ZVmVIAgwNzfH0aNHMWiQ4e0gMG7cOBw6dAgKhQIxMTEYPXq06PiaNWuwcuVKAMBrr72GVatWten6R44cwdq1a/Haa6/pnA32+++/Y/bs2RAEAX5+fkhOTtb6NWiYuRQeHo4DBw60KQ994cwl0kVQq1F57hxKd+5Eyc5dUOXktOo8iyFDYDtjOmynToXCyamDsyTqntRqAb/85yTyrpZqYkoLBe5/fRQsbZUSZkZExu5cRhHu/DhWFFs6MQDLJgdKlFE3IQjAuU3A7leAigItA2TA8IeAif8ALBw6PT0iap2OeP3dYcUl0YP8r6DRmocyNzeHu7s7xowZg+eff94gC0txcXEYOXIkAODxxx/HZ5991mSMWq1G//79kZCQAHt7e+Tm5sLU1FTvucyZMwe//vorAODUqVMYOnRokzEsLpGhENRqVJ49i5I//kTJrp2oy8tv+SQTE1iNGQO7GdNhPXESTKzZ4JNIn7JTirDlndOiWN9Qd0T8Xx+JMiKi7uD/vjqOQ8k3nwfYW5ri0MoI2Jjr//k0/U9eEhD1HJB2SPvxHgOAGe8DvYZ3alpE1HYGs1ucWq0W/WsoKl28eLHJsVv/VVRUIDU1Fd99951BFpYA4LffftPcfvDBB7WOkcvlWLhwIQCgqKgI0dHRHZJLRMTNpnmpqakd8hhEnUUml8Ny6FD0+PsrCDhwAN7ffQuH+xbApLmZSXV1KD90CNdeeBHJoaHIXLYMpXv3Ql1T03mJExkxd397BI4U7/oTfyQbuena+w0SEd2uI6n5osISADw53o+FpY5SWwXs/xfw6RjthSVTK2DKv4FHD7CwRNSNdUrHTS8vL3h5eUGp7B5T5A8fPgwAsLKywrBhw3SOCw8P19yOjY3VOe52VFdXa26bmJh0yGMQSUFmYgLLkBD0ePVVBMQchNf69bCfOxcmdnY6zxGqq1H6505kLnkayWPDcO3vf0f5sWMQ6uo6MXMi4zNmtj8UZo3+xgjAoc1JHbYJBBF1X4Ig4J1diaKYm60ZFo72kSYhY3clpr6oFLMGUNc2Pd5nJrAkDhj9FGDSIe18ichAdMpvgLS0tM54mC4jISEBAODv7w+FQvenODg4uMk5+tZ4F7g+fZpfonDp0iWMHDkSiYmJqKqqgrOzM4YNG4Z77rkHCxYsuK1le5mZmc0ez26mYTNRS2QmJrAaNRJWo0aix99fQVlsLEp2RKF0/34IlZVaz1GXlKD4l19R/MuvULi4wHbaNNjOmAHz/v3a1B+OiAArezMMv8Mbx367rIldv1yCpLgcBI3sIWFmRGRs9l/KxemrRaLY0xMCYG7KN1H1qqIQ2P134OwP2o/beQHT1gBBUzs3LyLqslhe1rOqqirk59dP021p3aKDgwOsrKxQXl6OjIwMvedy7tw5REVFAQAGDBjQYnEpJycHOY2aJWdlZSErKwvbtm3D6tWr8csvv7R4DV0a1nMSdTSZUgmbiAjYRERAXV6O0v3RKNmxA2WxsYBKpfUcVV4eCjdsQOGGDVB6e8N2xgzYzpgOM1/fTs6eyHANnuiF+NhslOTdLOge2ZIC30HOUJrz6QYR3T61WsCaW2YteTlaYu5wPs/UG0EALvwM7HxRe8NuuQIYvQQIXwko2ceSiG7isz09Ky29uWOOtbV1i+MbiktlZWV6zaO6uhqPPPII6v633OfNN9/UOVYul2PixImYNm0aBg0aBCcnJ5SWluL06dP4/PPPkZCQgPj4eERERCAuLg5eXl56zZWoo8itrGA3cwbsZs6A6sYNlO7ajZIdO1Bx8qTOc2rS05H/8cfI//hjmPfrV19omnYHTN3cdJ5DRICJqRxj7w3AH5+c18Qqimtw6s90jJ7tJ2FmRGQstp+/hkvXS0WxZZMDoFR0SqcP41d4pb5hd+p+7cd7jQBmrgXctO9UTUTdm16LSxMmTABQvzvcvn37msTb49ZrdXVVVVWa263pMWVmZgYAqNSxdKe9lixZgpP/ewG9aNEizJw5U+fYLVu2wN7evkk8LCwMTz75JB599FFs2LABOTk5ePbZZ7Fly5Y259PSzKzs7GyMGDGizdclai2FgwMc5s+Dw/x5qL12DSV//oniHVGobmZJatVff6Hqr7+Q+/bbsBwxArYzpsM2MrLZvk5E3ZnPACd49XPE1b8KNbGz+66iT6g77F0tJcyMiAxdbZ0a/92TJIoFullj1qCeEmVkROpUwLGPgei3AJWW1yRmtsCk14BhDwFyFvKISDuZoMdum/L//bKRyWSaGTMNcZlM1qbGng3jb71WV5eXlwdXV1cAwLx587Bp06Zmx7u5uSE3Nxf9+/fHhQsX9JLDW2+9hZdffhkAEBISgujoaFhZtX/aqkqlQv/+/ZGYWD8NOTMzEz176vcPeUdshUjUGtUpKSiOikLJjijUtmZ5qqkprMeNg92M6bAePx5yC4uOT5LIgNy4Xo5Nb8RBrb75N99noDOmPzlQwqyIyND9GHcVL20RP1f+/P+GYUo/9nW7LVmnge3PANd1vA7pMxO4423A1qNz8yKiDtURr7/1OnNp3LhxWhvh6oobIxsbG83t1ix1Ky8vB9C6JXSt8fnnn2sKS8HBwfjjjz9uq7AEAAqFAg8//DBWrlwJoL5J+H333XfbuRJ1BWb+/nBduhQuzzyDqvPnUbwjCiV//IG6Ai19BgCgthZl+/ahbN8+yC0tYTN5EmxnzIDV6NGQNdPAn6i7cOhhhYETeuHs3pvF2rTz+Ui/WADv/k4SZkZEhqqqtg5r9yaLYoM87RHZl0vW2626DIh+Ezj+GSComx638ahv2N1nRufnRkQGSa+vhA4cONCmuDEyNzeHk5MTCgoKWtwh7caNG5rikj4aXv/444948sknAQDe3t7Ys2cPnJ2db/u6ANC378211VlZWXq5JlFXIpPJYDFoECwGDYLbCytRfvx4/Y5zu3dD/b+f01upKypQ/Ps2FP++DSaOjrCdOhW2M2bAYsjgblNQJ9ImZLovEuNyUFlSo4kd/jkZvYIdYMLeKETURt8fS8f1kipRbOWUIP6tba+kXUDUcqBY24xtGTDiUWDCPwBz205PjYgMl16f4Z0/fx7nz59HTU1Ny4ONWEMhJiUlBSodu1MBwKVLlzS327sLW4Nt27Zh4cKFUKvVcHd3x759+/S6tIx/vKk7kSkUsA4Nhcdb/0ZA7GH0XLsWNpMnQ2ZqqvOcusJC3Ni4Een33YfUSZOR+95/UZWUpHM8kTFTWigw+q7eolhRTgXORzf/pgsR0a3KqlX45ECqKDbGzwmh/vp5A7VbKc0Bfl4MbJyrvbDk2hd4eE/9jCUWloiojfRaXBo8eDCGDh2KlJQUUfyNN97AG2+8gfz8fH0+XJc1duxYAPVL3k6dOqVz3MGDBzW3Q0ND2/14+/btw9y5c6FSqeDk5IQ9e/bAz0+/O/PEx8drbnt4cM01dR9yc3PYTolErw8/QEDsYbi/+SasxoxutqFlbVYWCtatw5VZd+LyrDuRv+4L1GRyxh91L8Gj3OHqbSOKnYi6gvLiaokyIiJD9PXhKygsF79x/fyUIImyMVBqNXBqPfBxCPDX1qbHTcyAia8Cj8cAniGdnh4RGQe9N/SWyWS4cOGCaBmVrrixiouLw8iRIwEAjz/+OD777LMmY9RqNfr374+EhATY29sjNzcXps3MitDlyJEjiIyMRHl5Oezs7LBv3z4MGzbstj+GxlQqFQYOHIiE/+2qdfXqVb0s42uMDb3J0NTm5qJ0504U74hC1fnzLZ8AwGLo0Pod56ZOhcLRsYMzJJLe9SvF+HW1+E2W4NE9MHGR8T8XIKLbd6O8BuPejkZp9c2VAJP6uOHLRcMlzMrA5CUC258Frh7Rftx3HDDjfcBJv29ME1HX1hGvv/U6c6mhOFJZqWULy25kxIgRCAsLAwB89dVXOHr0aJMx7777rqZYs3Tp0iaFpQMHDkAmk0Emk2Hx4sVaH+fs2bOYPn06ysvLYWVlhaioqDYXlqKjo1FUVKTzeG1tLR555BFNrjNnztR7YYnIEJm6usJx4UL4/rQZfrt2wvmZp6H09W32nMrTp5Hzxj+RHDYOVx97DMXbtqGuTHs/JyJj0MPXDsGjxDs5XTp6HTlXSiTKiIgMyWcxqaLCkkwGLI8MlDAjA6KqBg78B/hsrPbCkoUDcNenwMJtLCwRkV7otaG3m5sbsrKycOrUKb3PnjE0a9euRWhoKCorKxEZGYmXX34ZERERqKysxKZNm7Bu3ToAQGBgIJYvX97m66empmLKlCmawtC//vUv2NnZ4eLFizrPcXV1haurqyi2YcMGzJo1C7NmzcL48eMRFBQEW1tblJWV4dSpU1i3bp1mSZyrqyvWrl3b5lyJjJ3S2xsuTz4J5yeeQHVCQv2Oc1FRUOXkaD+hrg7lMYdQHnMIMnNz2EyIgO306bAKC4Ncqezc5Ik62KjZfkg9m4faqjpNLGZzEuasHAaZnP38iEi7nJIqbDiSJorNGuSBPu7sBdSi9CPA9qVAvo7ejwPnAVP+DVixbxUR6Y9ei0vjxo3Dxo0b8cILLyA1NRWBgYGiGTm///47Tp482ebrLly4UJ9pdoohQ4Zg8+bNeOCBB1BSUoKXX365yZjAwEBERUXBxsZGyxWad+jQIeTm5mruL1u2rMVzXnvtNaxatapJvKysDBs3bsTGjRt1njtgwABs2rQJvi3MzCDqzmQyGcz79oV5375wfX45Kk+dQvGOKJTu3Im64mKt5whVVSj540+U/PEn5La2sJ0SCdvpM2AZMhwyE5NO/giI9M/KzgzDp/ng6JabDXlz00pw6dh19BnjLmFmRNSVfbg/GVW1as19E7kMyyZx1lKzKm8Ae14DTm/QftzBB5jxX8BvQqemRUTdg16LSy+99BK2bt2K4uJivPPOO6JjgiDg73//e5uvKZPJDLK4BNQvITt//jzWrl2LqKgoZGZmQqlUwt/fH/feey+WLFkCS0tLSXN84YUXMHjwYBw9ehTx8fHIy8tDYWEhzMzM4ObmhuHDh2POnDmYPXs2TPhCl6jVZHI5LENCYBkSgh6vvIyy2FiU7IhC6f79EHQsHVaXlKDo519Q9PMvULi6wnbGDNjdeSfMg/hkmgzboAmeSIjNRlFOhSZ29LdU+A1xgdJCr09FiMgIXC2owKY48W5mc4d7wsfZSqKMujhBqG/U/f/s3Xd4VNXWwOHfmZn03giETkLvvXcpgnRBBMWKBez103uvei3X3isqggKKIE2KgPTee00ILSSk9z7lfH9EJgwzSUiYTNp6nycPM3vvs88K18vMrNl77b9ehqx4635FC72ehP4vg3PFfvYQQlRfdi3oDXDw4EFeeeUVtm3bRn5+fskXlEBRFIxGY8kDRZUmBb1FTWHKyiJj02bSV60ic+dOMBhKvMalZUt8Ro/G546R6IKCHBClEPZ36UQSq746atHWYUgDek8Iq6CIhBCV1XO/H2Hp4cJTVp11Gra+OIA6Pm4VGFUllRoFa16A8LW2+0M6wajPoU47x8YlhKjUyuPzt92TS9cYDAYSExPJzc2lSZMmKIrCunXraNq0aannatiwYTlEKCoTSS6JmsiQkkLGunWkrVpFzoGDJV+g0eDRpzc+o8fgNXgQGjd5ky2qllVfH+XS8STzc41WYfJ/uuFXW1YjCCEKRMRlMPSzbVz/CWV638b8a6ScMmnBZIS9s2DT26C3cTiIkwcMfg26TQeN7D4QQlgqj8/f5bYWXafTUbu25QkxISEhkigSQoh/6Pz88Js8Gb/Jk9HHxJC+Zg1pq1aTd+aM7QtMJnMhcI2HB17DhuEzZkxBfSaNXQ//FKJc9LmzKVGnkjEZCz41mowqOxZHcMcT7VEUKe4thIBP/g63SCx5OGt5fICscLRw9RisfApiDtvubzYcRnwEvnLCsxDCcRxS6OD1118HsDqpTAghRAGnkBACHn6YgIcfJi8igrQ//yTtz5VFnjhnysoibelS0pYuRRdSB59Ro/EZMxqXJk0cHLkQN8832J0Ot9Xn0LrL5rbLJ5O5dDyJRu3k1CIharoT0Wn8dSLWou2hPo3x95CTVAHIz4Yt78Lur0G1UTbEMxhu/wBajQFJ2AshHKzctsUJURqyLU4Ia6rRSPa+faQtX0H633+jZmeXeI1r27b4jBmD98gR6Pz8HBClEKWTn2tgwet7yE4rrMvoE+TG3a91R+skK/CEqMkemLOPzWcTzM993JzY/vJAvF2dirmqhji3AVY9B6mXbPd3fgBuewPcfB0ZlRCiiqpSNZdKEhcXx4kTJ0hOTgbA39+fNm3aEBwcXBHhiAomySUhimfKziZjwwbSVvxJ1u7dYDIVf4FOh2e/fviMGYPnwAFonOVbX1F5nN1zlQ1zT1u09RwXSqdhsnVeiJrq4KVkJny726LtpeHNmVHTt8RlJsC6V+H4Itv9gc0LCnY37OnYuIQQVVqVqrlki6qqfP/993z11VecOnXK5phWrVrx5JNPMn36dKm/IIQQ/9C4uxecGDd6NPq4ONJXrSJt+QryIiJsX2AwkLlpE5mbNqHx9sb79tvxGTMGt44d5N9WUeGadavN8a3RxF1IN7ftX3OR5t1r4+HrUoGRCSEqgqqqfLjurEVboKcz9/dqVDEBVQaqCkd+hfX/gpwU636tM/R9Afo8Azr5d1MIUfEctnIpJSWF0aNHs2vXLqDgRcRmQP986OnVqxcrV67E19fXEeGJCiYrl4QoPVVVyTtzhrTlK0hbvRpjYmKJ1zg1aPBPkmoUzg0aOCBKIWyLu5jOH+8fgOveDjTvXpvbHpAToYSoaXZEJHLP7L0Wba/d0YoH+zSuoIgqWFIkrHwaLm633d+gV8FqpaBmjo1LCFFtVNltcaqq0r9/f3bs2AFAQEAAkyZNonv37uYT5WJjY9m3bx+LFi0iMTERRVHo06cPW7duLe/wRCUgySUhbo1qMJC1axdpK/4kY8MG1Ly8Eq9x69SpoD7T8GFofXwcEKUQljbNO83pnVct2sa/2Jk6ofLfoxA1haqqjP1mF0ejUs1tdXxc2fzCAFydtBUXWEUw5MOuL2DrB2C08Tru6gND3oKO94KcEiuEuAVVNrm0YMEC7r33XhRFYcqUKXzzzTd4eXnZHJuZmcnMmTOZN28eiqIwf/587r777vIOUVQwSS4JYT/GzEwy1q0jbcWfZO/bV+J4xckJz0GDCuoz9e2D4iSFU4VjZKfns+C13eTnFp56FNTAi4n/1wVFI9s3hagJNpyK4+FfDli0vTu+LXd3q2Gra6P2FaxWirddOoTW42H4e+Al9WmFELeuPD5/OyTl/euvvwLQv39/5s2bV2RiCcDT05Off/6Z/v37o6oq8+fPd0SIQghRbWg9PfGdMIGGv/xM2MYNBD3zNM6Ni95aoOr1ZKxbx5UZM4jo15/Yt98h5/jxIrcvC2Ev7t7OdL3D8r/NhMsZnN59tYgrhBDVicmk8tF6y1pLDQPcubNzDfqSMTcNVj8Ps4faTiz51Icpi2DiHEksCSEqNYcklw4dOoSiKDzxxBM3fc2TTz4JwOHDh8srLCGEqPac6tYl8LHHaLJmNY0W/Y7f1Kloi6llZ0xJIWX+fC5OnMT5kXeQ+N0s9DExjgtY1DhtB9bDr7a7Rdue5ZHkZesrKCIhhKOsPn6VM7EZFm3P3NYUJ20N2fJ1ehV83R32/4hFAToARQM9ZsKMPdBsWIWEJ4QQpeGQf7mTk5MBaFzMN+c3ujb22rVCCCHKTlEU3Nq1o/Z//k3TbVup9/VXeA0dWuwWuPzz50n47DPODRrMpfvuJ3XJUoyZmQ6MWtQEWq2GPpOaWrTlZOjZv+pixQQkhHAIg9HEp3+HW7Q1reXJ6PZ1KygiB0qPgYVT4fepkGFjpWbtdjB9Ewz/H7h4Oj4+IYQoA4ckl3z+KRQbU4pvv69eLfiH1tvbu1xiEkKImkpxdsZr8GDqffE5Tbdvo/Ybr+PWsWOx12Tv3cvVf/2LiD59iX7+BTK3b0c1GBwUsajuGrQKoHH7QIu241uukByTVUERCSHK27LD0ZxPtPz/+PNDm6GtzvXWTEbY9wN81Q3OrLLu17kVFOyevhlCin9dFkKIysYhyaU2bdoAMGfOnJu+5trYa9cKIYSwP62vL36TJ9Pot18JXbeWwJkzcSqmoJ+am0v66tVETX+EiIEDiXvvfXLPnHFgxKK66n1nGBpd4YdKk0llx+Jwqf0lRDWUbzDx+cYIi7Y2db0Z1rp2BUXkAHEn4adhsOYFyM+w7g8dDDP3QO+nQKtzfHxCCHGLHJJcuvPOO1FVlWXLlvHGG2+U+EbxrbfeYsmSJSiKwsSJEx0RohBC1HjODRsS9OQThP69noYL5uM7aRKaYg5gMCYkkjx3LhfGjuP86DEkzf4JfVy8AyMW1YlPkDsdb7M8HSrqdAoXjiZWUERCiPLy+/7LXEnJsWh7fmhzFKUarlrS58DGN2FWP7iy37rfPRAmzIZ7loBfI4eHJ4QQ9qKoDvhKUK/X065dO86ePYuiKLRu3Zr777+f7t27U6tWLRRFIS4ujr179/Lzzz9z4sQJVFWlZcuWHD16FJ1OsvfVXXkchSiEuHWmvDwyN28hbcUKMrdvh5K2wmk0ePTsic/YMXgNHozG3b348UJcJz/XwK9v7CUrNc/c5h3oyt2vd0fnpK3AyIQQ9pKTb6T/h5uJzyj8/3mXhn4sfqxn9UsuXdgOK5+C5PO2+zveU7ANzt3fsXEJIWq88vj87ZDkEsDFixcZPHgwFy5cKPGFQ1VVmjRpwqZNm2jQoEGxY0X1IMklISo/Q3Iy6avXkLZiBbknTpQ4XuPujtfQofiMHYt7t64omhpy+o+4JeH7Yvn7J8vjuLuPbkKXEY0qJiAhhF39sO0876w5bdG28JEe9GgSUEERlYPcNPj7NTg413a/fyiM+gwa93NkVEIIYVYen78d9k6/UaNGHDt2jOeffx4fHx9UVbX54+PjwwsvvMCRI0cksSSEEJWIzt8f/3vvofEfi2myehUBjzyCrk6dIsebsrNJW76cy/ffT+TQYSR8/TX66GgHRiyqoqZdg6kT6mPRdnDtRTJTcisoIiGEvWTmGfh2a6RFW9+mgdUrsXRmDXzd3XZiSaODfi/C47sksSSEqHYctnLpevn5+Rw8eJATJ06QnJwMgL+/P23atKFz5844Ozs7OiRRwWTlkhBVk2oykb1vP2krVpCxbh2m7OziL1AU3Ht0x3f8BLyG3IbG1dUxgYoqJeFyBove3Q/XvUNp2jWYoQ+1rrighBC37IuNEXzyd7hF2/KZvelQ37diArKnzAT46yU4udR2f71uMOpzCG7l2LiEEMKGKrst7s033wSge/fuDBs2rLxvJ6ogSS4JUfWZcnLI2LCRtBUryNq1C0ymYsdrvLzwHjEC3wnjcW3btvrV2hC3ZPOCM5zaHmPRNu75ToQ09a2YgIQQtyQ1O5++728mI6+wdt9tLYP58b4uFRiVHagqHPsd1v4f5KRY9zt5wG1vQNeHQbaHCyEqiSqbXNJoNCiKwrJlyxg9enR5305UQZJcEqJ60cfHk75yFWnLl5EXca7E8c5hofiOG4/PmNHoAgMdEKGo7HIy8lnw+h7ysgs/iAbW92TiK13RaCQRKURV88HaM3yzpXBLnKLAmqf60rKOdwVGdYtSo2DVM3Bug+3+0MEFtZV8pdSHEKJyqbI1lwICCvZRSw0lIYSoGZxq1SLgoQdp/OefNFq8CN/Jd6Hx8ipyfP65SOI//JCI/gOImjGTjA0bUPV6B0YsKhs3L2e63tHYoi0xKpNTO2KKuEIIUVklZOQxZ+dFi7Y72oVU3cSSyQT7foBvethOLLn5wdjv4J4lklgSQtQYDkkuhYWFARAbG+uI2wkhhKgkFEXBrW1b6rzxBk23byPko4/w6NWr4CtrW4xGMjdt4soTTxLRfwBx775Hbni47bGi2mvTvy7+IR4WbXtXnCc3SxKPQlQl32w5R47eaH6uUeDZ25pWYES3ICEc5twOa16A/Ezr/tbjYOY+6HB30a91QghRDTkkuXTXXXehqiqLFi1yxO2EEEJUQhpXV3zuGEmDn2YTtnEDgU89idM/y3FtMSYnk/zzz1wYPYYLd04k+ddfMaalOTBiUdG0Wg19Jll+AM3N0rNv1YUKikgIUVoxqTks2HPZom1Cp3o0CfKsoIjKyKiHbR/Bd70hao91v2dtuGsBTJwLnrUcHp4QQlQ0hySXZsyYQfv27fnll1+YO3euI24phBCiEnMKCSFoxgxC162lwS8/4zNmDIqbW5Hjc0+cIO7Nt4jo24/o554nc8dOVKOxyPGi+qjfwp8mHYMs2k5sjSYp2saKASFEpfPlpgjyjYUHPDhpFZ4aXMVWLcUchu8Hwqa3wJhv3d/pPpi5F1re4fjYhBCiknBIQe/Lly+TkJDAQw89xPHjxxk8eDBTpkyhXbt2+Pn5odVqi71eajVVf1LQWwhhzMwiY+1fpC5dRs6hQyWO19Wujc+4sfiOG4ezvE5Ua+mJOfz6370Y9YUfUOs292XMMx3llEEhKrGLiVkM/mQrRlPhx41pPRvy5pg2FRhVKehzYMu7sOsrUG18oeHXCEZ9AU36Ozw0IYS4FVX+tDgAVVVL9UZQURQMBkPJA0WVJsklIcT18s5fIG3ZMtJWrMAQH1/iePcuXfCZMAHvYUPRuLs7IELhaHtXnufA6osWbcOmtyGss2w/EaKyevb3Iyw7HG1+7qLTsP2lgdTydq3AqG7SxR3w51OQHGndp2igxwwY+C9wltccIUTVU2VPi4OCpNK1PNa1xzf7I4QQomZxadKYWs8/R9imjdSf9R1ew4aBk1OR47MPHODqK68Q0acvMf/6F9kHD8rrRzXTaVhDPP1cLNp2LT2HIV+2RwpRGYXHZbD8SLRF2329GlX+xFJuGqx8BuaOtJ1YqtUaHt4Aw96RxJIQQlxH54ibzJkzxxG3EUIIUc0oOh2e/fvj2b8/hpQU0letJnXpUvJOn7Y53pSdTdqSpaQtWYpzw4b4jB+Pz9gxOAUHOzhyYW9Ozlp6TQhj/Y8nzW0ZSbkc2RBFlxGNKi4wIYRNn6wP5/ocv6eLjsf6h1ZcQDfj7F+w6jnIiLHu0zhB/5eg9zOgc3Z4aEIIUdk5ZFucECWRbXFCiNLIPX2a1KXLSF+5EmNqavGDNRo8+vTGd/x4PAcNQuMsHwqqKlVVWf7JYWIiUs1tOmcNU//bA0+/Sr4aQoga5PiVNEZ9tcOi7anBTXluSLMKiqgEWYnw18tw4g/b/fW6wegvoVYLx8YlhBDlpEpvixNCCCHsxbVlS2r/61XCtm2l7uef49G/H2iKeEkzmcjatp3oZ57lXN9+xL71NrmnTjk2YGEXiqLQZ1JTuK50oyHfxO5lNrauCCEqzMd/n7V47uPmxMN9G1dQNMVQVTi2CL7qajux5OQOw9+HB9dKYkkIIUpQrtviTpw4wbp167h06RJGo5GQkBAGDBhA7969y/O2QgghagiNszPew4biPWwo+rh40v5cQdrSZeRfuGBzvDEtjZQFC0hZsACXFi3wHT8O71Gj0Pn5OThyUVZB9b1o1SeEU9sLt62E74ujTf961An1qcDIhBAABy4ms+VsgkXbo/2b4O1adN28CpF2BVY9CxHrbfc3GQijPge/ho6NSwghqqhy2RaXnZ3Ngw8+yOLFi2329+zZk99//526deva+9aiipJtcUIIe1FVlZzDR0hbtpT0NX9hysoq/gInJ7wGDsRn/Dg8+/RB0TmkHKG4BTkZ+cx/bQ/5OYWnydZq6MWdL3dB0dz8ibRCCPtSVZXJ3+9h74Vkc1ugpwvbXhqAu3Ml+bfVZIIDs2HDG5Cfad3v6gvD34X2d0MpTrgWQoiqpMpsi7vzzjtZvHhxkae/7dq1i0GDBpGdnV0etxdCCFGDKYqCe6eO1HnrLZpu30ad997FvVu3oi/Q68lYv54rjz3OuYGDiP/4Y/LO2175JCoHNy9nuo5sZNEWfymDM3tiKyYgIQQAO88lWSSWAGYODK08iaXEiIJT4Na8YDux1GoMzNwHHaZIYkkIIUrJ7sml1atXs3btWgD8/f35z3/+w8qVK1m7di0ffvghjRsX7Lc+d+4cn3/+ub1vL4QQQphp3N3xHTuWhr/8TOjf6wmcMQNdSJ0ixxsSEkj64UfOjxjBxcl3k7JoEcZMGx9ARIVrO6AevsGWx4DvXh5psZpJCOE4qqry4XrLWkshPq5M6d6ggiK6jlEP2z+Bb3vD5V3W/Z7BcNd8mPQLeMnpokIIURZ23xZ399138/vvv1OrVi327t1Lw4aW+5QzMjLo168fR48epVWrVpw4ccKetxdVlGyLE0I4imoykb1nD6lLl5Hx99+oeXnFjldcXfEeNhSf8RNw79YVRb7NrjQunUhi1VdHLdo6DWtAz3FhFRSREDXX36fimP7LAYu298a3ZXK3Ck4uxRyBP5+A2OO2+zveC0PfAjepvSeEqDmqxLa4AwcOoCgKzz//vFViCcDLy4t33nkHgDNnzsjWOCGEEA6laDR49OpF3Y8+pOn2bdR+43Vc27Urcryam0vaij+5fN99nB9+O0k//oghMdGBEYuiNGwTQMM2ARZtRzZGkRov7y2EcCSTSeXjG1YtNQxwZ0LnCvyyUJ9TUFfph0G2E0u+DWHaChjzlSSWhBDCDuyeXIqNLah3UNyJcH379gUKls8mJCQUOU4IIYQoT1pvb/wmT6bxot9psvJP/B98EG1AQJHj8y9dIv6jj4kYMJArTz1N5vYdqCaTAyMWN+p9Zxia64p4mwwqu5acq8CIhKh5Vh2/ypnYDIu2Z29rhpO2XMq7luzizoItcDs+BdVo2adooOcTMGM3NBlQIeEJIUR1ZPd/8bP+OZXH19e3yDFeXl7mx7JySQghRGXg0rQpwS+9SNMtm6n3zdd43jYYijo5zmAgY/16oqZPJ/K2ISR88w36WCkmXRH8anvQdpDl6ogLRxOJOpVcxBVCCHsyGE189ne4RVuzYE9GtQ9xfDC56bDqOZg7ApIjrfuDWsJDf8Owd8DZw/HxCSFENVZBXycUsnPJJyGEEOKWKE5OeA0aRP2vvqLp1i3UevllnENDixyvj4kh8YsvOTdoMFGPPkbGxo2oBikq7UhdRzTCzcvJom374giMRllVJkR5W3o4mvOJWRZtzw1pjlbj4Pp04evgmx5wYLZ1n8YJBrwKj26Del0cG5cQQtQQFZ5cEkIIISorXUAAAQ/cT5NVK2n46wJ8xo5FcXW1PdhkInPrVq7MfIJzAwcR/+ln5F+54tiAaygXdyd6jLFMAKZczeLktugKikiImiHPYOTzDREWbW3r+jCstQNPXMtKhCUPw6+TIN3G/+frdoHHtsOAl0Hn7Li4hBCihilivf+tW7FiBQcOHLDLuGnTptkrLCGEEKLUFEXBvVMn3Dt1IvjVV0hbtYrUxX+Qd/q0zfGGhASSZs0iadYsPHr1xHfiRDwHD0bjLB9sykuLXnU4vvUKiVGZ5rZ9Ky/QtGswbp7y9y5Eefh9fxTRqTkWbc8PbeaYUzVVFU4sgb9eguwk634ndxj0H+j+KGi05R+PEELUcIpq531pGo3Gri8oiqJgkO0F1V55HIUohBDlSVVVck+cJHXxYtJXrcJUQg1BrZ8fPmPH4jvxTlyaNHFQlDVLTEQqyz4+ZNHWpn9d+t/dvIIiEqL6ysk30u/DzSRk5JnbujbyY9GjPcs/uZR2paC2UsQ62/1NBsCoz8GvUfnGIYQQVVR5fP4ul21xqqra9UcIIYSobBRFwa1tG+q8+V+abt9GnXfexq19+yLHG1NSSJ4zh/MjRnLxnntIW7ECU26uAyOu/kKa+hLWpZZF28lt0SRFZxZxhRCirObtuWiRWAJ4YWjz8k0smUywfzZ83cN2YsnVB8Z8Dfcul8SSEEI4mN23xc2ZM8feUwohhBCVmsbDA98JE/CdMIHcs+Gk/vEHaX/+iSktzeb4nAMHyTlwEM3b7+AzahS+kybi2qKFg6OunnqND+PC0USM+oJi3qoK2xeFM+aZjo7ZqiNEDZCRq+fbLZansfVtGkj3JgHld9PEc7DyKbi003Z/y9Ew4kPwql1+MQghhCiS3bfFCVEWsi1OCFHdmHJzyfj7b1IXLSZ7//4Sx7u2bYvvxDvxHjESracckX0r9q08z/7VFy3abn+0LU06BlVMQEJUM59viODTDeEWbctn9qZDfV/738xogN1fwuZ3wZhn3e9RC0Z+BK3G2P/eQghRTVWZbXFCCCFETadxdcVn1CgazvuFJn+twf+hB9H6+xc5Pvf4cWJfe52Ifv24+p//kHPsmGwNL6OOwxri6edi0bZzSQQGvbGCIhKi+kjNzufH7ect2oa0Ci6fxNLVo/DDQNjwhu3EUod74Il9klgSQohKQJJLQgghRDlzadyY4BdfpOmWzdT97DM8eveGIrZoqdnZpC7+g4uT7uLC2HEkz1+AsYjtdcI2J2ctvcaHWbSlJ+ZydGNUBUUkRPUxa9t5MvIKD9tRlIIT4uxKnwsb/gvfD4TYY9b9vg3g3mUw9mtw87PvvYUQQpSJJJeEEEIIB1GcnfEePowGs38k9O+/CZzxOLrg4CLH5509S9zbbxPRrz/RL71E9v79sprpJoV1qUWdUB+LtgN/XSIr1cbqByHETYnPyGXuzosWbaPahdCitrf9bhK1H2b1hR2fgHrjakMFesyAGXsgdJD97imEEOKWSXJJCCGEqADO9eoS9NRThG3cQL1vv8Fz0CDQam2OVfPySP9zJZfuncb5ESNJmv0ThuRkB0dctSiKQp9JTeG6BWKGPCO7l0cWfZEQoljfbI4k57rtpVqNwjO3NbXP5PocWPcv+GkoJIZb9we1gIf+huHvgrPUpRNCiMpGkktCCCFEBVJ0OrwGDqT+N18TtmkTQc88jVPdukWOz79wgfgPPySi/wCuPPMsmTt3oppMDoy46qjV0JuWvepYtJ3dE0vsBdlmKERpxaTm8OveyxZtEzrVpUmQ561PfnkPfNcHdn8F6g3/nmmcoP//waPboH7XW7+XEEKIciHJJSGEEKKScAquReBjjxH693rqz/4Rr+HDwcnJ9mC9noy1a4l66GEihw4j8bvv0MfFOTbgKqDHmFCcXS1XhG3/PQLVJNsLhSiNLzdFkG8sTPw4aRWeGnyLq5bys2HtK/DTcEg6Z91fpwM8uhUGvgI6F+t+IYQQlYYkl4QQQohKRtFo8Ozdm3qffUrTrVuo9eKLODduXOR4/ZUrJHz2OecGDiLq8RlkbNqMajAUOb4mcfd2pstIy7+7+IvpnN0XW0ERCVH1XEzMYtGBKxZtU7o1oJ6f+y1MuhO+7QV7vgFuSPZqnWHw6/DwRghuXfZ7CCGEcBhJLgkhhBCVmM7fn4CHHqTJmtU0nPcL3qNHobgU8Q2+yUTm5s1cmTGDc4NvI/7zz8m/Eu3YgCuhdgPr4VPLzaJt97JI8nMlASfEzfhsQzjG61b7uTppmDkwrJgripGfBWtegrkjIOWCdX/dzvDoduj7HGh1ZYxYCCGEo0lySQghhKgCFEXBvWtX6n7wAU23bSX43//GpXnzIscb4uJI+vY7IocM4fJDD5O+dh1qfr4DI648tDoNfSZabt/JTsvn4NpLFRSREFXH2dgMVhyNsWi7r2cjanm7ln6yC9vgm56wb5Z1n9YFhrwJD66HWi3KGK0QQoiKIl8HCCGEEFWM1scH/3um4jd1CrnHj5O6eDFpq9egZmdbD1ZVsnbuJGvnTrT+/viOH4fvpEk4N2jg+MArUMM2ATRo7c/lk4Wn7B3ZcJlWvUPwCXIr5koharZP/w5HvW7XmqeLjsf6h5ZukrwM+Pt1ODDbdn+9bjDmawhqVvZAhRBCVChZuSSEEEJUUYqi4NauHXXeeoum27ZR+83/4tq2bZHjjcnJJP04m8ihw7j88HQyNmyoMbWZFEWh951N0WgUc5vJoLJriY0iwkIIAI5fSWPtScv6ZA/1aYyfh/PNTxK5Gb7pZTuxpHOFoe/Ag2slsSSEEFWcQ5JLU6ZM4fvvv+fs2bOOuJ0QQghR42g9PfCbNInGixfRePky/KZMQePlVeT4rB07uPLEk5y7bQgJX3+NPi7egdFWDP86HrQdUM+i7fyRBKLOJBdxhRA120frLd+7+7g58VDfog8XsJCbDiufhnljIe2ydX+DnvD4Luj1BGi01v1CCCGqFEVV1XI/i1ej0aAoBd8UBgcH069fPwYMGED//v1p2bJled9eVAFXrlyhfv36AERFRVGvXr0SrhBCCFESU24uGevWkbJ4MTkHDhY/WKvFa9AgfCffhUfPniia6rm4OTdLz4LX95CbqTe3+Yd4cNe/uqLRVs/fWYiy2H8xmYnf7bZoe3l4Cx4fcBNb4s5tgD+fhvQr1n1O7gUnwXV7BKrpvzNCCFHZlcfnb4ckl1q0aEF4eHjhTZXCJelBQUEWyabWreW40ZpIkktCCFG+8s6fJ/X330ldthxTenqxY50aNsDvrsn4jBuLzs/PQRE6zolt0Wz91XJFRr/JzaxWNQlRU6mqyl3f72HfhcJVfYGeLmx7aQDuzsWUbM1Ng3X/gsPzbPc37ANjvgT/JnaOWAghRGlU2eQSQHx8PFu2bGHr1q1s2bKF06dPFwZxXbIpICDAItnUtpjaEaL6kOSSEEI4hiknh/S/1pKycCG5x44VO1Zxdsb79uH43jUZt44dLF6vqzKTSWXR//aTdCXT3ObioeOeN3vi6uFUgZEJUTlsj0jg3tn7LNreGNWK+3sXsyUufH3BNriMGOs+Jw8Y8l/o8pCsVhJCiEqgSieXbpSQkMDWrVvNPydPnuRaKDcmm+Ljq38diJpOkktCCOF4OSdPkrrwd9JWrULNySl2rEvz5vjdPRnvO0ah9fRwUITlJzo8heWfHLZoazugHv0mS1FhUbOpqsrYr3dy9EqauS3Ex5XNLw7ARWejNlJOCqx9FY7+anvCxv1g9Jfg16h8AhZCCFFq1Sq5dKOkpCS2bdvGpk2bmD9/PmlpBS9oiqJgNBorODpR3iS5JIQQFceYkUHan3+SunAheRHFn56mcXfHe/Qo/O6+G9fmzR0UYflY+/0JIg8VfoGlaBTu+ldXAup6VmBUQlSs9SdjeWSeZY2298a3ZXK3BtaDz/4FK5+BzFjrPmdPGPoWdH4AqsmqRyGEqC7K4/N3pViXeuzYMRYsWMC8efP47bffSE9PrzZL74UQQojKTuvlhf/UqTT+808aLpiP9x13oDjZ3h5mys4mdeHvXBgzlouT7yZtxQpMeXkOjtg+eo0PRetU+FZINansWBxBJfneTQiHM5lUPvk73KKtUYA7Ezrf8KEjOxmWTIffJttOLDUZCDN2Q5cHJbEkhBA1RDEV+crPsWPH2LJlC1u2bGHbtm2kpKQAmN/Mubi40KNHDwYMGMCAAQMqIkQhhBCixlEUBffOnXHv3BnDq6+QtnQpKb8vQh8VZXN8zpEj5Bw5gvZ/7+Izfjx+d03CuVEjxwZ9C7wD3eg4pAEH1lw0t105k8KFo4k06RBUcYEJUUFWHb/KmdgMi7ZnhzTD6fqTFE+vglXPQpaNshXOXjDsHeg0TZJKQghRwzgkuVRSMsnV1dUimdS9e3dcXFwcEZoQQgghbND5+xPw8MP4P/ggWTt3kbJwIZmbN4PJZDXWmJZG8pw5JM+Zg0evnvhOnozXwIFFrn6qTDoNa8jpXVfJSi1cfbXzjwgatg6wWNUkRHVnMJr47IZVS82DvRjVLqTgSVYS/PUinFhie4Kw22DU5+AjpQ2EEKImckhyqUOHwhNmVFXFzc3NKpnk7OzsiFCEEEIIUQqKRoNn3z549u2DPjaW1EWLSV28GENCgs3xWbt2k7VrN7qgIHwnTsR30kScatd2cNQ3z8lFS6/xofz90ylzW3piLkc3RdFpWMMKjEwIx1p6KJrziVkWbc8OaYZGo8DJ5bD6echOtL7QxQeGvwsdpshqJSGEqMEcUtBbo9GYk0ujRo3i5ZdfpkePHlJXSZhJQW8hhKg6VL2ejM2bSV24kKxdu4sfrNHgOXAgfpMn49G7F0olPIZcVVWWfniI2POFp2M5uWiZ+mYPPHxkJbWo/vIMRgZ9tJXo1MJTI9vV82HF/c1Q1rwIp5bbvrDpMBj1GXiHOCROIYQQ9lFlT4tzdXUlPz+/4Ib/JJR8fHzo27cv/fv3Z8CAAXTs2FGSTTWYJJeEEKJqyr94kZTfF5G2dCnGtLRixzrVr4/fXZPwGT8enb+/gyK8OfGX0ln87gGLthY9azP4vlYVFJEQjvPL7ou8tuLkdS0qawYn0urwm5CdZH2Bqy/c/j60u0tWKwkhRBVUZZNLeXl57N27ly1btrB161b27NlDTk7BNyPXJ5v69Olj3ionyaaaRZJLQghRtZlyc8lYt46U3xaSc+RIsWMVJye8hg3D7+7JuHXqVGle7zf+cpozu65atN35f10IbuRdQREJUf5y8o30+3AzCRkFdceCSOUrn/l0z9tl+4LmI+COT8Gr8m53FUIIUbwqm1y6UX5+Pvv27TMnm3bv3k12dnZBQDckmwYOHMizzz7r6BDt5tKlS3zxxResXr2aqKgoXFxcCA0NZdKkScycORN3d3e73Oevv/7i+++/Z//+/SQkJBAUFETXrl155JFHuP32229qDoPBwI8//siCBQs4c+YMmZmZhISEcNttt/HUU0/RunVru8RqiySXhBCi+sg9c4aUhQtJ/3Mlpn9e34vi0rQpvpPvwmfMGLSeng6K0LastDwWvL4Hfa7R3Bbc2JsJL3WuNAkwIext1tZI3v3rDKAyRrOTN5x+wU/JtB7o5ge3fwht75TVSkIIUcVVm+TSjQwGA/v27WPr1q1s2bKFnTt3WiSbjEZjCTNUTitXruSee+4hPT3dZn+zZs1YvXo1YWFhZb6HyWTikUceYfbs2UWOefjhh5k1axaaYupcJCYmMmLECPbv32+z38XFha+++oqHH364zLEWR5JLQghR/Rgzs0hftZKU3xaSd/ZssWMVd3d8Ro7E7+7JuLaquK1oh9ZfYvfSSIu22x5oRfPuskpDVD8ZuXr6frAZp+x4/uf0E0O0B20PbDkKRn4CnrUcG6AQQohyUR6fvytFVc38/HwyMzPJyMggIyMDvV5f5b8hPHz4MHfddRfp6el4enryzjvvsGvXLjZu3Mj06dMBCA8PZ+TIkWRkZJT5Pv/617/MiaWOHTvy22+/sW/fPn777Tc6duwIwI8//si///3vIucwGo2MGzfOnFgaP348f/31F3v37uWLL76gVq1a5OXl8eijj/LXX3+VOVYhhBA1i9bTA7/Jk2m8fBkNf/sVnzGjUYo4HVbNziZ18WIujJ/AhUl3kbp0GabcXAdHDO0H1scnyM2ibffSc+TnGhweixDl7aftFxiUu5ENLi/aTiy5B8Cdc2DSPEksCSGEKFaFrFzKzs5mx44dbNmyhS1btnDw4EEMhsI3bddCcnd3p1evXqxfv97RId6yfv36sX37dnQ6Hdu2baNnz54W/R9++CEvvfQSAK+//jpvvPFGqe8RHh5O69atMRgMdOnShW3btuHmVviGODs7m/79+3PgwAF0Oh2nT5+2uUrqp59+4qGHHgJgxowZfP311xb9586do3PnzqSnpxMWFsbp06fR6XSljrc4snJJCCFqBkNKCmnLlpPy+0L0ly4XO1bj7Y3vuLH43jUZlyaNHRQhXDiWyJpvjlm0db69IT3GhDosBiHKW1rcJY58cz/9lUO2B7QeByM+Ao9AxwYmhBCi3FXZbXHFJZOuv72Hhwe9evViwIAB9O/fn27dutk9ieEI+/bto3v37gA8+uijfPfdd1ZjTCYTbdq04fTp0/j6+hIfH4+Tk1Op7jNjxgy+/fZbAHbv3k2PHj2sxuzZs8ec2LKVOAJo1aoVp0+fxt/fn6ioKJt1oN577z1eeeUVABYtWsTEiRNLFWtJJLkkhBA1i2oykb1nDym/LSRj0yYoYQu8e/fu+N09Ga9Bg4pc/WS32FSVlV8eJepUsrlNq9Mw5Y3ueAe6FXOlEFWAqsKRBeSuehlXo43aSu6BMPJjaD3W4aEJIYRwjCqbXHJxcbGZTPL09KR3797mZFLXrl3RarXlHU65e/XVV3n33XeBguTOtUTTja5P2Kxbt46hQ4fe9D1UVaVevXrExMTQokULTp8+XeTYFi1acPbsWerWrUtUVJTFlsPw8HCaN28OwGOPPWZOVt0oNjaWOnXqAHD33Xfz66+/3nSsN0OSS0IIUXPp4+JI/eMPUhctxhAXV+xYbWAgvndOwG/SJJxCQsotpuSYLBa+vQ/VVPi+JbRjEMMfbVtu9xSi3KVdgT+fgsiNtvvb3Am3fwAeAY6NSwghhENV2ZpLer0eVVXx9PTk9ttv5/3332fPnj2kpKTw119/8fLLL9OjR49qkVgC2LFjB1CwEqtz585Fjuvfv7/58c6dO0t1jwsXLhATE2M1T3H3iY6O5uLFizZjLWme2rVr06xZszLFKoQQQhTHKTiYoJkzCdu4gXpff4VHnz5FjjUmJpL03SzO3TaEqCeeIGvPHsrjezL/EA/a9q9r0RZ5OIErZ1Psfi8hyp2qwsG58HUPm4mlBNWHuBGz4c7ZklgSQghRJg7Zc/bhhx/Sv39/OnXqVOyJZdXFtVVEYWFhxW7ra9GihdU1N+vUqVM257mZ+zRuXFi3orTzhIeHExUVRVZWFh4eHqWKWQghhCiOotPhNXgwXoMHk3/5MqmLFpG6ZCnGFBsJHZOJzA0bydywEefQUPymTsFn9Bi0nvZ7bep6R2PC98WRm6U3t+1YFMGkV7ug0Vb/9zOimki9XLBa6fxmm91LjX041voV3uhWdFJXCCGEKIlDkkvPP/+8I25TKeTm5pKYmAhQ4tIyPz8/PDw8yMrKIioqqlT3uXLlivlxSfe5ttwNsLpPWeZRVZUrV66Yt9OVNl5brl69etNzCSGEqP6cGzSg1gsvEPjUU2SsW0/KwoXkHLR9THp+ZCRxb75Fwief4jNuHH53322XAuCuHk50H92Yrb+Fm9uSojM5tfMqbfrVLeZKISoBkwkOzoG/X4N869pKcaovr+ofYrvSlc3Di15pL4QQwpqqquhNevQmPfnGfPOfOo2O2h61Kzq8ClH1qmVXchkZGebHnp6eJY6/llzKzLRRUNFO97l+hdGN97HXPCW5PsFVkoyMDNLT00s1vxBCiOpL6d8P//790EdGkrV0Kdmr16BmZ1uNM2VmkjJvHinz5uHSvTsekybi2qsXyi1su6/XzgvfzW6kxuaY2/YsjyS4mRsu7vI2SlROStpl3Na/iC5ql83+xYZ+vGW4h3Q8ubtzMF4aPenpeptjhRCiIqiqikE1kG/Mx2AykG8q+PNaQudmf66/9sY/LcYa9ejVf8Yb80u8t0E12Iy7XUA7vu1nu45xZXJ9HsBe5F2RneXm5pofO9/EaTYuLi4A5OTklDCy7Pe5dg9b97HXPPbUqlWrcptbCCFE1eeh0TDa25spvn6EXvfadL28vXvJ27uXqPx8FqamsjQtlTSTqUz3axrSgadHfVw4d7aBxyf8hyW7vinTfEKUFwV4vKsT79/mis5ZseqPyffgVWayxdQBAJM+lw8eGMx7WakOjVMIUTUpWgXFRUHjrEHjrEFxVtC4aGw/d/nn+T+Pzf3Xxl4/j5NSMPd1f2p0VXP7+Z59e/AZ5VPRYVQIhyeXIiMj+fPPPzl69CiJiYnk5OQUW4hTURQ2biziRItKyNXV1fw4Pz+/xPF5eXkAuLmV7mjj0tzn2j1s3efGea5/Xpp5SlLStr+rV6/SrVs3oKAOVN26st1ACCFE8VRVJW//frIWLSZ3x46CbUA3qO/szIu1avFi/fq4DxuGx6SJOP9zQEVpbJ0XyeXjhbWfBrWfwCdzX8M3uHSvh0KUFyXtMm7rXkB3ZbfN/sTQOxl+cjjpuJvbHuobxrOvX3JUiEKIcmJSTeQZ88g15hb8acgl15hb+PzaY0PhY4s+Q8HjHGOOVdv1Y42qsaJ/1Uqvfaf2HE47XNFhlCg6OtruizocllzKzs5m5syZzJs3zyqZpKoqiqJYtQFW7ZWdl5eX+fHNbB3LysoCbm4LXVnvc+0etu5z4zzFJZeKm6ckpTna0MvLC29v71LNL4QQooa67Ta47Tbyr0STuvA3Uhf/gTEtzXpcXh7Zf/5J9p9/4ta5M/5Tp+A1ZAiKk9NN3ab/XS349fRejIaCBJZqgiNrYhj1VIcq915FVDPXToJb/2+btZXwrgejP+dfu31JJ87c7Omi46khLfH2KHmlvRDCvlRVJd+UT2Z+Jln6LLL0WWTqCx8X1ZaZn0mWIYus/CyyDFkFSaR/EkmicjBhqhKfZcujDI1DkkuqqjJu3Dg2bNiAqqoEBgZSr149jhw5gqIo9O3bl+TkZM6ePYvBYEBRFJo3b07t2lWvEJarqysBAQEkJSWVWMQ6JSXFnLApTU0isEzWlHSf61cN3XifG+cJDAwscR5FUUqVLBJCCCHKm3O9ugUFwJ94gvTVa0heMJ+8U7ZPYs05eJDogwfRBQXhO/ku/CZNQhcUVOz83oFudBhSn4N/Fa7yiDqdwsXjSTRuV/RrpxDlKi0a/nwSIotY5d/5fhjyFscSTaw7udOi66E+jfGTxJIQpaI36cnWZ5OpzyQzP5NsQ3axCaLrn2fqM83XZuVnFVmzR9wcJ40Tzlrngj81zjhpnXDSOJn/vNbmrHG2aLe4Tuts85oi577+GlvX//O8pnJIcmnx4sX8/fffKIrC66+/zn/+8x9OnTpFu3btANi6dStQsDLmhx9+4LXXXiM5OZkffviBPn2q3rGorVq1Yvv27Zw7dw6DwYBOZ/uv+cyZM+bHLVu2LPU9bM1T2vvcOE+HDh1KnKd+/foWxb2FEEKIykLj6orvhPH4jB9HzuEjpCxYQPq6dWCwfhNvSEgg8cuvSPxuFt5Dh+I3dSpuHYteidRpWEPO7LpKVlrhdvSdiyNo0NIfrVPVrA0hqihVhaML4a+XIc/GSj2f+jD6SwgdCMBH6/dZdPu6O/Fw31s/UVGIqkJv0pOel056fsHP9SuBSpMgyjPmlXyzGkRBwVXnipvODVetK666f360/7T98/xav7lNW9juonXBRetimQC6LilklQjSOKHT6GTVcCXkkOTSr7/+CkDPnj15/fXXAdvb3Tw8PHjmmWfo3bs3/fv3Z/z48Rw5coSQkBBHhGk3ffr0Yfv27WRlZXHw4EG6d+9uc9y1pBpA7969S3WPxo0bExISQkxMjMU8tmzbtg2AunXr0qhRI6tYr49n8uTJNueIjY0lPDy8TLEKIYQQjqYoCu6dOuLeqSO1Xn6J1MWLSV34O4aEBOvBej3pq1eTvno1rq1a4Td1Kt4jR6C5Yau4s6uOnuPD2DDnlLktLSGHo5uj6DS0YXn/SkIUyIiDVc/A2TW2+zveC8P+B64F2zL2XUhmW7jlf/eP9Q/Fy7XmfrsuqiajyUhGfoY5QZSWl1bwOC+dtPw0i+SRue+fxzmG8juMqLJy1jhbJXfMz7VuRSaCikoC2XrurHGWJI8wc0hy6cCBAyiKwvTp029qfNeuXXn88cf59NNP+eKLL3jvvffKOUL7Gjt2LO+++y4Ac+bMsZlcMplM/PLLLwD4+voycODAUt1DURTGjBnDt99+y5kzZ9izZw89evSwGrdnzx7ziqMxY8ZY/Z+/WbNmtGzZktOnT7No0SI+/vhj3N3dreaZO3eu+fG4ceNKFasQQghRkZxq1SJo5kwCp08nY8MGkhf8Ss7BgzbH5p46xdV//Yv4Dz7Ad+Kd+E6+G+d6hYdMNOsazPEtV4i7UFir4MCaizTvXhsPH9sn1wlhNyeWwurnISfZus+zdsFqpWZDzU2qqvLR+rMWwwI9XbivZ6NyDlQI20yqiUx9pjkRdH0SyCpJdF2yKD0vnQy9/Y9Oryx0ig4PZw88nTxxd3LH08kTDycPPJw8LB5f/9zdyR03nVvhqiCnwtVBLloXtBptRf9aooZR1OKOarMTV1dX9Ho9W7ZsoW/fvgCEh4fTokULFEUhMzPT6vSxTZs2cdttt9GqVStOnDhR3iHaXb9+/di+fTs6nY5t27bRs2dPi/4PP/yQl156CYDXX3+dN954w6J/y5Yt5oTTfffdZ5HcuSY8PJxWrVphNBrp0qUL27Zts/h7zMnJoV+/fhw4cACdTsepU6do2rSp1Tw//fQTDz30EAAzZ87kq6++suiPjIykU6dOpKenExYWxunTp4vc6ldWV65cMdeDioqKkppOQgghylXu6dMkL1hA+spVqHnFbHPQaPAcOBD/qVNw79kTRVGIu5DOH+8fsBjWslcdBk0r3RZ3IW5aVhKseR5OLrPd33YS3P4+uPtbNG8LT2DaT5Zb4t4Y1Yr7e8uWOFF2qqqSbci2vVKohFVEGfkZmFTrkz2rIgXFZgLI09kTd507ns4lJ4iujZcVQMLRyuPzt0NWLul0OvR6vcXJZNc/jo2NpXFjyxc5Hx8foOQj7Curzz//nN69e5OTk8PQoUN59dVXGThwIDk5OSxcuJDvv/8eKFg59Pzzz5fpHs2aNePFF1/kvffe48CBA/Tu3ZuXX36Z0NBQIiMjef/99zl8uOAYxBdffNFmYgkKklc//fQTO3fu5OuvvyY2Npbp06fj5+fHvn37eOutt0hPT0ej0fDFF1/YPbEkhBBCOJpry5aEvP02wS+8QOqSpaT8+iv66GjrgSYTmRs3krlxI85NmuA3dQqBY8bSokdtzuyJNQ87vfsqbfrXpVbDyn9CjKhizqyBlU9DVrx1n3sgjPoMWo6y6rK1aqmurxt3d29QToGKqirXkEtKbgrJecmk5KYUPM4teJyal2rx+FoCqSoXo3bTuRWZ8Lm2aqikBJGnkyduOjdJCAlxHYdkCUJCQoiMjCThujoHtWvXxs3NjdzcXA4dOmSVXIqIiADAYKMAZ1XQsWNHfv/9d+655x7S09N59dVXrcY0a9aM1atXWyTaSuudd94hPj6en376icOHD9usmfTQQw/x9ttvFzmHVqtl+fLljBgxgv3797NkyRKWLFliMcbFxYWvvvqK22+/vcyxCiGEEJWN1teXgIcexP/++8jcuo2UBQvI2rnT5tj88+eJe+ttEj75lCajJhLp1A29/p8F4Cps/z2C8S92kg8bwj5yUmHt/8HR32z3txwNd3wKHrZPK/z7VBzHrlgW+35qcBguOtkqU52pqkqWPqvIZFFKXoq5LSWvoL0q1iNy1jjj7eKNj7MP3i7eeDt74+Pig7dzwWOrtmvPnX1w0kq9MSHKg0OSS+3btycyMpLjx48zZMgQoKBmUPfu3dm6dSvffPMNEyZMMI/X6/V88sknAEWutqkKRo0axbFjx/j8889ZvXo1V65cwdnZmbCwMCZOnMgTTzxhs75RaWg0GmbPns2ECRP4/vvv2b9/P4mJiQQGBtK1a1ceffTRm0oIBQYGsmvXLn744Qd+/fVXTp8+TVZWFiEhIQwePJinn36a1q1b31KsQgghRGWlaLV4DRqI16CB5J2/QMpvv5G2dCmmrCyrsaasLHIXzqV+g2jONxlrbo89n0bEgTiada3twMhFtXRuA6x4EjJirPtcfWHkx9BmAhSRyDSZVD75O9yirXGgBxM6SdmBqsakmkjPSy8yUWR+fF3iSG/SV3TYN0Wn6MxJH/OfztZJIVsJJFeda8k3EEI4lENqLn377bfMnDmT2267jfXr15vb58+fz7Rp01AUhb59+zJx4kSysrL47bffOHr0KIqi8NZbb9lc9SOqF6m5JIQQorIxZmaR9ucKUhb8Sn5kpFW/SdGxt9u/yXELMrd5+Dgx9c1eOLnI6hBRBnkZsP7fcHCu7f5mw2HU5+BVfAJzxZFonl54xKLt88kdGNOhru0LhMPoTXrS8tIskkLJucnmxNCNyaLUvNRKXaNIQbnpxNCNfe46d1npKUQFKY/P3w5JLsXGxlK3bl00Gg1nz56lSZMm5r4RI0awdu1aq39YVFWlY8eO7Ny5E1dXyUxXd5JcEkIIUVmpqkr23r2kLFhAxsZNYCr8oJcQ0I7jbR+1GN/c7QJ9pvfEtVUrR4cqqrIL22HFDEi9bN3n4g3D34UOU4tcrXSNwWhiyKfbuJBYuOquebAXfz3dF41GPsiXB4PJQFJOEom5iSRmJ5KYk0hCTgKJOQWPk3KSzKuMMvIr74lnOkWHr6svvi6++Lv64+fqh5+Ln/mxr6uvOVl07U9PJ080iqaiQxdClFKVLehdu3Zt9Ho9qqqi1Vp+k7ds2TLefvttZs+eTWxsQWFMX19fpk6dyjvvvCOJJSGEEEJUKEVR8OjRA48ePdBHR5Oy8HdSFy/GmJpKYNIx/JJPk+JfeFJcRGZd/KdMx79lQ/zumYr3kCEozs4V+BuISi0/Gza+CXu/td3fZACM/gp869/UdEsPRVsklgCeG9pMEkuldO1EtITswiTRjUmjaz8puSmolPv39aXmonWxThBdnzhy/afdpeCxt7O3rCQSQpSZQ1Yu3azk5GQMBgNBQUHyD1sNIyuXhBBCVCWmvDzSV68hZf58Ei+lsL/LK6hK4RdoteIP0ebUbAC0QYH4TboL30mTcAquVVEhi8ooah8sewySrbdd4uQBQ9+ELg+VuFrpmjyDkUEfbSU6tbBAc/t6Piyf2VveW//DaDKSkpdSkCi6LnFkK2lU2Qpdezh5WCSKzAkil+ueuxQmjeQ0MyFEUarsyqXLlwuW93p6euLv71/kuOL6hBBCCCEqC42LC77jx+Ezbiy1jx4lYfZhLugbmvvja3UiJXorfmnnMCYkkvj11yTOmoX30KH43TMVt44d5UNfTWbIg83/g11fgK16Og16wdivwb+JdV8xFu6LskgsATw/tHmN+G8tx5BTsCUtN9HmaqOknCQSchJIzk2uFDWMFBR8XHwsEkI3rjK6cWWRs1ZWQAohKi+HJJcaNWqEoih8+eWXzJgxwxG3FEIIIYQod4qi4NahA4Pea838f+8iL8do7otoOpGuB95DubZdxmAgfc0a0teswaVlS/ynTsH7jjvQSAmAmiXmMCx7HBJOW/fpXGHwa9D9cdCUro5NTr6Rrzafs2jr1sifvk0DbyXaCmVSTaTmpZKQXZgcKipplKW3PtnR0XSKDn83f4Lcggh0C7T4uTFR5OPig07jkI9iQgjhEA75F83NzY3c3Fy6du3qiNsJIYQQQjiUq4cT3ceEsm1h4fHvmZ71iKnTi7pXd1qNzzt9mqv//g/xH36E76RJ+E2dglPt4k8AE1WcUQ/bPoJtH4JqtO6v2xnGfgdBzco0/bw9F0nIyLNoe2FY5V21ZDAZSMxJJDYrltjsWOKy4ojLjiv8MzuOxOxEDKqhokPF08nTKlkU6BZIkHsQga6BBLoXPPd18ZXi1kKIGsshyaW6desSGRmJ0WjjhVQIIYQQohpo3TeEE9uiSY4pXEFxqcM9NO3VgJzVy1Bzc62uMaalkfTDDyTNmYP30KH43zcNt/btHRm2cIS4kwW1lWKPWfdpnGDgK9DradCW7a15Zp6B77aet2jr2zSQbo0rpuSE3qgnPifeKmEUmxVrfp6Ym1ih29M0igZ/14JVRgFuAVarja4ljgLcAnB3cq+wOIUQoqpwSHJp6NChfPvtt+zYsYMePXo44pZCCCGEEA6l0WroM6kpf352xNyWm2Miqtfd9HzpaVKXLCXl11/RX7liffF1W+bc2rfH/75peA0ZguLk5LhfQNif0QC7Poct74Ex37q/djsY9x0Et76l28zdeYHkLMv5nx/a/JbmLEq+Md8qUXTjiqOknKQKOz3NTedWkBwqLmnkFoifix9ajbbkCYUQQtwUh5wWFxERQceOHfH09OTgwYPUrVu3vG8pqhg5LU4IIUR1sebbY1w4mmh+rtEoTH6tG361PVCNRjK3bydl/gKyduwodh5d7dr4TZ2C38SJaH19yzlqYXeJEQWrlaIPWPcpWuj3IvR7AbS3lkBMy9HT9/1NpOcWbh+7rWUwP97XpdRz5RhyiM+Ot0gUxWbFWjxPzk2+pXjLyt/V33pbmo3EkYeTR4XEJ4QQVUl5fP52SHIJ4M8//+See+7Bx8eH999/nzvvvBNnZznxQBSQ5JIQQojqIi0hh1//uweTofAtVoPWAYx60nK7W9758yTPm0fa8hWoOUUfea64uuIzdgz+996LS2houcUt7MRkgr3fwsY3wWC9FZKgljDuWwjpaJfbfbL+LF9ssizkveapvrQK8bZoy9ZnF5kwuvY4NS/VLjGVhovWhWD3YII9ggv+vOFxoFsg/m7+OGlkFZ8QQthLlU0uDRo0CIBLly5x4cIFFEXB2dmZpk2b4ufnh1Zb9JJURVHYuHFjeYcoKpgkl4QQQlQnu5dHcmjtJYu2kTPb0ait9cldxtRUUv/4g+QFv2K4erXYeT369MH/vml49O6NUsrTxIQDJF+AFTPhknURdxQN9HoSBrwKTvY5ITA5K59+H2wmMy8PxSkVjVMq7RubGNLOhbisOItC2Rn5GXa5Z2m4al2p7VHbImF043NfF99KW3RcCCGqqyqbXNJoNOYXjZu9naIoqKqKoihSCLwGkOSSEEKI6iQ/18CC1/eQnVZYB8enlht3v9Ydrc52Ukg1GMjYsIHkn38h5/DhYud3btIE/2n34jN6NBp3KTZc4VQVDvwE6/8D+izrfv/QgtpK9buVaXq9UU9sVizRWdHEZMYQnVnw596oSOKyY1B06SiKY2scuevcrRJFNyaQvJ29JXEkhBCVUJVNLg0YMOCWXlg2b95sx2hEZSTJJSGEENXNmT1X2Tj3tEVbrwlhdBzSoMRrc44dI/mXeaSvXQuGoo9i1/j44DdpIn5TpuBUp84txyzKIO0KrHgCzhfxfrX7YzD4dXAuOgmYb8znatZVc9IoJjOGmKwYcyIpITvBoQWyvZy8ilxpdO2xl7OXw+IRQghhX1U2uSRESSS5JIQQorpRTSp/fHCQ+Ivp5jZnVy1T3+yJu/fN1Z3Ux8WR8utvpP7+O8bU1KIHarV4DxuK/7RpuHXocGuBi5ujqnDkV1j7f5CXbt3v2wDGfAON+5JryOVq1lVzsujGRFJCToLDwvZx8bFZ26i2R23zcymKLYQQ1Zskl0S1JcklIYQQ1VHs+TSWfHDQoq1V7zoMvLdlqeYx5eSQtnIlyb/8Qv65yGLHurZvh/+0aXgPHYriJEWQy0VGLKx8GsLXApCjKFzVaYnW6biq0xFdrwMxtZoSk51ATFYMiTmJJUxoHx5OHtT1rEsdjzpFrjhy07k5JBYhhBCVlySXRLUlySUhhBDV1YY5pzi7N7awQYFJr3QlqEHptxWpqkrWrl2k/DKPzK1bix2rCw7Gb8oUfCdNROfnV+p7iULZ+uzC7WoRq4k5vZxo9AWJJCcdycUcTmNPXs5ehHiEkJbhyeV4V0z5fqh6PzQmP5Y/MoqWwcFS40gIIUSJJLkkqi1JLgkhhKiuMlPyWPDGHgx5hQeU1AnzYdzznW4pEZB3/gIp8+eTumwZak5OkeMUV1d8Ro/Gf9q9uISFlfl+1VmOIYcrGVcsimVfq3kUkxlDSl6KQ+LwcfEhxCOEEM+Cn2urkOp61qWOZx28nb2JSs5m0Mdb0BsL38Lf06MBb49t65AYhRBCVH3l8flbd8szXGfbtm32nM6sX79+5TKvEEIIIUR58/RzofPwhuxdcd7cdvVcGucOxtO0S3CZ53Vp0pjar/2HoKefIvWPJSQvmI8h5qrVODU3l9RFi0hdtAiP3r3xv28aHn36oGhsn1pXXaXlpXEl4wqXMy4TlRFFVEYUl9MvcyXjCvE58Q6JwdfF15w0CvEIoY5nQeIoxDOEEI8QPJ09S5zjy00RFoklZ52GJwY2Lc+whRBCiBLZNbl0q6fC2aIoCoZiTkkRQgghhKjsOtxWn9M7Y0hPzDW37VpyjkbtAnFyvrUtVVofHwIeehD/+6aRsWEjyb/8Qs6hQzbHZu3cSdbOnTg3boz/tHvxGTMGjXvRp5hVJaqqkpiTWJA0upZASi9IIkVlRpGWl1buMfi7+lusPLo+kRTiGYK70639XV9IzGLJoWiLtnu6N6S2j+stzSuEEELcKrtui9OUwzdgiqJgNBpLHiiqNNkWJ4QQoro7fziBv2Ydt2jrekdjut3R2O73yjl+nORf5pH+119QzJd0Gm9vfCfeif/UqTiFhNg9DnszmAzEZsVyOaNgxdG11UdRmVFcybhCjqHo7YH2EGAwUtdgoI6qIaTRAOo2GmhOINX2qH3LyaOSPLPwMMuPxJifuzlp2fbSQIK8XMr1vkIIIaqXSr8tbvPmzUX25efn8+9//5v9+/cTFBTEpEmT6NatG8HBBcvB4+Li2L9/P4sWLSI+Pp6uXbvyzjvv4CSnnAghhBCiGmjcIZC6zf2IPltYv+fwuku07FUHL3/7rjxxa9uWuh9+QK0XXiDlt19J/X0RxhTrukGm9HSSZ/9E8tyf8RoyBP9p03Dr2KFCi0LnGfOIzog2rz66PnkUnRGNQS2/Fe2BboGEuAdTNz2BkIQIQq4lkwwG6hiMuKkqNB8Bd3wGXmXf0lgW4XEZrDgaY9F2X69GklgSQghRKTikoLeqqowYMYL169fz4IMP8tlnn+Hh4WFzbHZ2Ns888ww//vgjw4cPZ82aNeUdnqgEZOWSEEKImiApOpPf397H9e++wrrUYtjDbcr1vqbcXNJXrSL551/Ii4godqxr27b4T5uG97ChKM7O5RJPZn6m5fa162ogxWfHo1I+b0+1ipY6HnWo71WfBt4NqO9V3/xTz6seblH7YflMSLtsfbGLD9z+PrSfDBWQfJux4CBrjheeOujpomP7SwPx8yif/42EEEJUX1X2tLgff/yRRx55hCFDhrBu3bqbumbYsGFs2LCBb7/9lkceeaScIxQVTZJLQgghaoqtv53lxFbLujnjX+hEnTDfcr+3qqpk79lD8s+/kLllS7FjdbVq4TdlCr53TULn51fq+yTnJlsmjq6rg1Sep6+5aF2o51mvIGnkXZA4auBVkEiq41kHJ42NVfH52bDhDdg3y/akoYNg9FfgU7fc4i7OyZg0Rn6xw6LtqcFNeW5IswqJRwghRNVWZZNLffr0Yffu3SxdupQxY8bc1DV//vknY8eOpWfPnuzcubOcIxQVTZJLQgghaorcTD3zX9tNXnbh9q6gBl5M/L8uKBrHrYjJu3CBlPkLSF22DDU7u8hxiosLPqNH4Xfvvbg2K0xmqKpKfHY8l9Iv2VyBlG0oes5b5enkaXP1UX2v+tRyr4VGKUUd0CsHYOkjkBxp3efsCUPfhs73V8hqpWse/nk/G04Xnmjn7apj+8uD8HGT8hFCCCFKr9LXXCrKmTNnAGjQoMFNX3PtF712rRBCCCFEdeDq6UTXkY3Zsbhwe1rC5QzO7o2lRc86DovDpXFjav/n3wQ9/RSpS5aSMm8e+pgYq3FqXh6pi/8gdfEfJLetz8H+ddhZP5uLmeWbQApwDTAnkOp51bNYgeTr4nvrdaGMetj6AWz/GFQbh8c06gtjvga/hrd2n1t0JCrVIrEE8Gj/UEksCSGEqFQcklzKzS04djcqKoqOHTve1DVRUVEA5OXllVtcQgghhBAVoc2AupzYFk1qXGFyZvfySJp0DMLZ1SFvz8y03t743T+N3HGDSVm7HHXRSrxORdkc6388iiHHo2jtB3911bClrUKec9mSPAqKuf7RjdvX6nnVw8PJdn1Ou0g4W7Ba6eoR6z6dG9z2BnR7BMrhJOTS+nj9WYvn/h7O3N+rUcUEI4QQQhTBIe9ewsLCOH78ON999x2jR4++qWu+++47AEJDQ8szNCGEEEIIh9NqNfS+M4zVXx8zt2Wn5XNo3SV6jCm/9z6Z+ZlcTL/IhbQLXEy/yMW0i1xMv8jl9MvkGgu+DGQMNO6mZcQBE71PqehM1vOEpMBD601M3gobOyis7awh0cc6yeSkcaKuZ12b29fqetbFWevgYtQmU0FdpQ1vgCHXur9uFxg3CwLDHBtXEfZdSGZ7RKJF2+P9Q/FwcWwCUgghhCiJQ16ZJk2axLFjx1i3bh0zZszgk08+wdXV9pG7eXl5PP/886xduxZFUZg8ebIjQhRCCCGEcKhGbQNp0NqfyyeTzW1H/o6iVe8QvAPdyjyvwWQgJjPGZhIpMSex5AmAC3UUvh6lZcFAlaGHTAw9pOKdYz3OIw9G71W5Y5+RC51qEzemB94dOplXIAW7B6PVaMv8u9hV2hVYPgMubLXu0+ig//9Bn2dBWzkSN6qqWq1aCvJy4Z4eFbtNTwghhLDFIQW9c3Nz6dSpE2fOnEFRFIKDg5k0aRJdu3alVq1aKIpCXFwc+/fvZ/HixcTGxqKqKi1atODw4cO4uLiUd4iigklBbyGEEDVRckwWC9/eh2oqfDsW2qkWwx9pU+K1qbmptlchZVzGYDKUeH1pOBtg5DlvbtubR1BMVrFj3bt0wf/BB/Ec0B+lEmwrQ1Xh+GJY/QLkpVn3BzaH8bMg5OZKNzjKznOJTP1xr0XbG6NacX/vxhUUkRBCiOqiyhb0dnV1ZfPmzYwcOZJDhw4RGxvLl19+aXPstVxXx44dWbVqlSSWhBBCCFFt+Yd40KZ/XY5vvmJuizwUT0xEKiFNfdEb9URlRpkTR9f/mZKXYvd4PJ08aeTdiEY+jSz+bOjdEFedK6qqkr13L8m/zCNz8+aCxM0Nsg8cIPvAAZwbN8b//vvxGTMaTREr1stddjKsehZOLbfd32MGDH4NnMq+Uqw8qKrKRzesWgrxceXu7jd/OI4QQgjhSA5ZuXSN0Wjku+++49tvv+XUqVM2x7Rs2ZLHH3+cxx9/HK22kiyjFuVOVi4JIYSoqXIy8pn/+m7yswtPLMvxTWFLtzlcybyC0dZJZrdAo2io51nPKoHU2KcxAa4BN30KW/6lSyTPm0/q0qWo2UWfGqf198dvyhT8ptyNzt/fXr9GySI2wIqZkBlr3eddD8Z+A036Oy6eUth8Jp4H5u63aPvfuLZMkeSSEEIIOyiPz98OTS5dLzY2luPHj5OcXFBnwM/Pj7Zt21KnjuOO4BWVhySXhBBCVHcm1UR0ZjSRqZFEpkZyPu18wZa2tIs0vNyBPhfvtBi/OfRXztbaW8RsJfNx8SlIHv2TQGrs05jG3o2p71UfJ639jrE3pqWRsmgRKfPmY4iPL3Kc4uKCz9ix+N93Hy5NynFrV34WrP8PHJhtu7/dXXD7B+DmW34x3AJVVRn11Q5ORKeb2xr4u7Px+f44aSvBNkMhhBBVXpXdFmdL7dq1qV27dkXdXgghhBCiXNyYRIpMjeRc6jkupF0oPJHtBqeCd9Iqrg/+OYXvjbpdHsn5gCPotXlF3kun0VHfq35hAsm7sXklkp+rn91/N1u0Pj4ETp9OwH33kbZmDck/zSEvPNxqnJqXR+rvv5O6aBGeAwcS8OADuHXufNMrpW5K1H5Y9igkR1r3ufnBHZ9B67H2u185WHcyziKxBPDU4KaSWBJCCFGpVY7jMIQQQgghqpiyJJGKnEtjYnfDZYw887i5zUPvQ8foIexrsIoA1wCL7WvXkkl1Peui01SOt3OKszO+Y8fiM2YMWbt2kfzTHLJ27rQeqKpkbtpE5qZNuLZtS8CDD+A1ZAiK7hZ+D6Metr4P2z8G1WTdHzYExnwFXpX7i02TSeXTvy0Tc02CPBjbIaSCIhJCCCFuTuV4NyKEEEIIUUnZM4lUnPjACyQGXSQwoZG5rXPcEN58+Dnq1gmy233Km6IoePbujWfv3uSePUvynLmkrV4Ner3V2Nzjx4l+9jmc6tbF/75p+IyfgNbTo3Q3jD8Dyx6Bq0et+5zcYejb0OVBsOcKqXKy6vhVzsZlWLQ9c1szdLJqSQghRCXn0JpLBoOB1atXs337ds6fP09GRgZGY/FFKhVFYePGjQ6KUFQUqbkkhBCiojkqieTj4kOoTyihvqE08WlirodUx6MOaXE5LHxzHyZT4duz0I5BDH+0rd3uXxH0cfGkzJ9Pyu+/Y0pPL3Kcxtsbv7sm4XfPPTgFBxc/qckEe7+DDW+A0cbWwXpdYdwsCAi9teAdxGA0MfSzbZxPyDK3NQ/24q+n+6LRVP7EmBBCiKqjStdc2rFjB/feey+XL182txWX11IUBVVV7bsPXwghhBA1XkUkkUJ9QwnzDSPUN7TYE9n8anvQZkBdjm26Ym6LPJxAdHgKdZs5poZSeXAKrkWt558j8LFHSV2ylOSff0YfHW01zpSeTtIPP5I092d8RozA/8EHcG3e3HrC1ChYMQMubLPu0+hgwP9B72dBW3UW6S8/EmORWAJ4dkgzSSwJIYSoEhzyinvmzBmGDx9OTk4Oqqri7OxM06ZN8ff3R6ORZb5CCCGEsL/KnEQqTteRjTm7N5a8LIO5bcfiCCa+0rXKJxo0Hh74T7sXvyl3k7FhA0mzfyL3+HHrgXo9aStWkLZiBR69e+P/wAN49O6FAnBsEax5EfLSrK8LalGwWimkQzn/JvalN5r4fKNlraU2db0Z1rqE1VtCCCFEJeGQ5NL//vc/srOz0Wq1/Pe//+Wpp57C09PTEbcWQgghRDVXVZNIRXH1cKL7qCZsW1iYbEiMyuTM7qu06l09CjsrOh3ew4fjNWwYOQcPkjRnLpmbNoGNVe1ZO3eStXMnLmGh+Lc14aPbiaK1MWmPmTD4P+DkVv6/gJ0tPnCFqOQci7bnhzSXFfxCCCGqDIcklzZt2oSiKDz99NO8+uqrjrilEEIIIaoZVVW5mnWV8JTwapFEKk7rviEc3xpNytXCbVJ7lkcS1qkWzm5VZ6tXSRRFwb1LF9y7dCHv/AWSf/6ZtOXLUfOsayjlnYvk6jlIcAvGr1kWfqFZaJ1V8K4HY7+BJv0r4De4dbl6I19uirBo69jAlwHNq04RdyGEEMIh704SExMBGDdunCNuJ4QQQogqLlufTURqBOEp4YQnhxf8mRJOpj7TbvfwdvY2J46uTyQ5MolUFI1WQ5+JYaz8ovAEtJwMPQfXXqTnuLAKjKz8uDRpTJ3/vkHQ00+R8utvpCxYgDElxWqcIUdLwlFvEk964tutPv7/+hLnJi0rIGL7WLjvMlfTLJOjLwyVVUtCCCGqFockl4KCgoiJicHNreotUxZCCCFE+bm2pe1a8uhaIikqIwoV+xxoW5mTSMVp0CqARm0DuHg8ydx2ZGMUrfqE4BPkXoGRlS+dvz9BT8wkYHgH0j58jORDueRnWL9lVQ0aUnZFkzLqTryGDSXgwQdxa1u1TtXLyTfy9ZZIi7bujf3pFRpQQREJIYQQZeOQ5FKfPn1YtGgRJ06coFOnTo64pRBCCCEqmcz8TM6lnuNs8llzMikiNYIsfVbJF9+EqppEKk7vO5ty+WQyJlNBos1kUNm1JJLbH6taSZRSMeTD1vfR7PgEvzomfEdAZowLyWc8yU5wsR5vMpHx11oy/lqLe5cu+D/4AJ4DBqBUgUNj5u+5REKG5RbA52XVkhBCiCrIIcml5557jiVLlvD5558zZcoUdLrqUytACCGEEJZMqomojCiL1UhnU84SnWl99HxZeDl70dS3abVKIhXFN9idtgPrcXRjlLnt/JEErpxNoV5zvwqMrJzEn4Flj8DVwu2AigJedfPwaqQlJ+whkvckkb5uHZhMVpdnHzhA9oEDODdqhP/99+MzdgwaV1dH/gY3LTPPwLdbLVct9W0aSLfG/hUUkRBCCFF2DsnydO3alc8++4ynnnqK8ePH89NPPxEYGOiIWwshhBCiHKXnpxORUlAb6WzyWSJSIohIjSDHkFPyxSXQKBoaeTeimV8zmvk1o7l/c5r5NSPYPbjaJZGK03VkI87uiSU3S29u27E4gkmvdkWjqSZ/DyYT7P0ONrwBRuti3tTrBuO+wy0glLp3QdCVaFLm/ULK4j9Qs7OthudfvEjsG2+Q8Pnn+E2Zgt/UKej8K1fS5uddF0nOyrdoe35o8wqKRgghhLg1iqraOPO1jN58881i+9euXcuePXtwc3NjyJAhtGjRAnf3kmsGvPbaa/YKUVRSV65coX79+gBERUVRr169Co5ICCHE9YwmI5czLnM25SzhyeHmhFJMVoxd5vdx8aG5X3NzIqmZfzNCfUJx1VXOVSeOdmLrFbb+Fm7RNmBqc1r3rVtBEdlRahSsmAEXtln3aXQw4BXo/Qxorb8TNaank7poEcm/zMMQH1/kLRQXF3zGjsX/vvtwadLYjsGXTVqOnr7vbyI912Buu61lLX68r2sFRiWEEKKmKI/P33ZNLmk0mpv6JlFV1VJ942g0Gm8lLFEFSHJJCCEqj7S8tMItbf+sSDqXeo48WytKSkmraGns05imfk0tkkm13GvVqNVIpWUymvj9nf0kxxTWp3LzcmLqmz1xcaui5QZUFY79DmtehLx06/6gFjBuFoR0KHmq/HzS1qwhec5c8s6eLXas56BBBDxwP25dulTYf3Of/B3OFxsjLNpWP9WH1iE+FRKPEEKImqU8Pn/b/d3Izeaq7JjTEkIIIUQZGEwGLqVfMieQriWT4rLj7DK/v6t/4Uqkf35CfUNx1jrbZf6aRKPV0GdiU/78/Ii5LSdDz4E1F+k9IaziAiurrCRY9Qyc/tN2f4+ZMPg1cLq5lWuKszO+Y8fiM2YMWbt2kTxnLlk7dtgcm7lpE5mbNuHati0BDz6A15AhKA6sB5qSlc9POy5YtI1oW1sSS0IIIao0u76SmmwUVhRCCCFExUvNTeVsylmLJFJkaiT5pvySLy6BTqOjiU+TwtpIfs1p5t+sWhbYrkj1W/rTqF0gF48lmtuObYqidd8QfGuVXGag0ghfD38+AZk2kpje9WDct9C4X5mmVhQFz9698ezdm9yzZ0meM5e01atBr7cam3v8ONHPPodTSAj+99+Hz/gJaD09ynTf0pi17TyZeYXb4RQFnrmtWbnfVwghhChPdt0WJ0RZybY4IYSwn8ScRE4lneJ00mlOJ5/mdNJpu9VGCnQLtFqN1MSnCU5aJ7vML4qXGpfNb2/uxWQsfPvWuH0gIx5vV4FR3aS8TFj/bzg4x3Z/+7vh9vfB1b4rePRx8aTMn0/K779jSrex/e4fGi8v/Cbfhd+99+JUq5ZdY7gmISOPfh9sJkdfWPJhbIcQPpvcsVzuJ4QQQthSJbbFCSGEEMIxVFUlNiuWU8mWiaSEnIRbnttJ40Sob6hVIinALcAOkYuy8g12p93AehzZEGVuu3A0kagzydRvUblOQ7MQtQ+WPgIpF6z73Pxh1GfQaky53NopuBa1nn+OwMceJXXJUpJ//hl9dLTVOFNGBkk//Ejy3J/xGTsG/wcfxKWxfYt/f7sl0iKxpNUoPC2rloQQQlQDDkkuNW7cGI1Gw7p16wgLu7m6AJcvX2bAgAEoikJkZGQ5RyiEEEJUbibVxJWMK4WJpH+SSal5qbc8dy23WjTzb2axra2hT0OcNLIaqTLqMrIxZ/fGkpNRuNVr5+IIJr3aFY1WU4GR2WDIh63vw45PQLVRPqHpUBj9FXgFl3soGg8P/Kfdi9+Uu8nYsIGkn+aQe+yY1ThVryd18R+k/rEEryFDCJj+MG5t297y/WPTcpm/95JF24ROdWkcWP5b8YQQQojy5pDk0qVLl1AUhfz8m6/roNfruXjxotRqEEIIUeMYTAYupl3kdPLpgu1tyac5m3yWTH3mLc3rrHEmzC/MIonU1K8pfq5+dopcOIKLm45uo5qw9dfCU9GSorM4tfMqbfrVrcDIbhB/BpZOh1jrBA5OHjDsHeh8f0HRIQdSdDq8hw/Ha9gwcg4dIumnOWRu2lRwet31VJWM9evJWL8e9+7dCZg+HY/evcr83vSrzRHkGwoTbE5ahScHNb2VX0UIIYSoNGRbnBBCCFGB9EY951LPWSSSwpPDyTXm3tK8bjo3Wvi3oKV/S1oGtKSlf0ua+DaR1UjVRKs+IZzYGk1SdGHCce+f52napRYu7hX8v7HJBHu/hQ3/BWOedX+9bjDuOwgIdXxs11EUBffOnXHv3Jm8CxcKin8vW4Zqo/h39t69ZO/di0urlgQ89BDew4aV6oS5qORsft8fZdF2V9f61PevQoXYhRBCiGJU2uRSWloaAO7u8qIrhBCiesg15BKeEm7e0nYq6RQRqREYTIaSLy6Gl7MXrfxbmZNILQJa0NCrIVqN1k6Ri8pGo1HoM6kpKz49bG7LzdSzf81F+txZgathUqNg+eNwcbt1n0YHA16B3s+AtnK9BXVp3Jg6b/6XwCdmkjJvHim/LcSUab1SMO/UaWKef4GEzz4n4MEH8Bk3Do2ra4nzf7kpAv11RdiddRqeGCirloQQQlQfleuV/Trz588HoGHDhhUciRBCCFF6WfosziSfsUgkXUi7gFE1lnxxMfxd/WkZ0NIimVTXs65sI6+B6jX3o3H7QC4cTTS3Hd90hTZ96+Ib7OAv51QVji6Ev16CPBsnsgW1gPHfQ532jo2rlJxq1aLW888T8MgjpP7+O0k//4wxIdFqnD4qitj/vknCV1/jf+89+N19N1of26fcXUjMYskhywLiU7s3oLZPyUkpIYQQoqool+TSoEGDbLY/8MADeHgUX7QwLy+P8+fPEx8fj6IoDB06tDxCFEIIIewmNTe14KS2f05rO5N8hovpF2953mD3YKtEUi33WpJIEma97wzj0okkTP+sijGZVHYuOcfIGe0cF0RWEqx6Gk6vtNGpQM+ZMOg/4FR1kilaLy8CHn4Yv3vvJW3FCpJn/0T+pUtW44xJSSR89jlJ3/+A71134X//fTgFWxYn/3xDOEZT4aolNyctjw+o2C2BQgghhL0pqnpj9cJbp9FoUBSFW526SZMm7N69m6CgIDtFJiqrK1euUL9+fQCioqKoV69eBUckhBC2JeYkFtRGSipMJsVkxdzyvPW96lvUR2rh34IAtwA7RCyqu11LznH478sWbaOf6kD9Vv7lf/Pw9bBiJmTFW/f51Iex30LjvuUfRzlTjUYyNmwk6ccfyT1+vOiBTk74jBpFwEMP4hIaSkRcBkM/22ZRK/zR/k145faW5R+0EEIIUYTy+PxdLiuX+vXrZ/Gt6tatW1EUhc6dOxe7cklRFFxdXalTpw69evVi8uTJJa50EkIIIcpLQnYCxxOPmwttn046TUJOwi3NqaDQ2KexOYnUKqAVzf2b4+3sbaeoRU3TZUQjzuy5Sk5GYSHqHX9EcNe/uqLRasrnpvnZ8Pd/YP+PtvvbT4Hb3wNX21vFqhpFq8V72FC8hg4he+9ekn74kaydO60H6vWkLV1K2tKleN42mF/r90VVPc3dni46Husnq5aEEEJUP+WyculG11YyHT9+nFatWpX37UQVJCuXhBAVLSM/g5NJJzmReML8E5cdd0tz6hQdob6hFomkZn7NcHeSwyqEfZ3cHs2WBWct2vpNbkbbAeXwenr1KCyZDolnrfvc/GHU59BqtP3vW8nknjpF0o+zSV+7tuCEvCIcD2jC4qYD2R/cgqcGN+W5oc0dGKUQQghhrcqsXLrRtGnTUBQFPz8/R9xOCCGEKFaeMY+zyWcLE0lJJ7iQduGW5nTWONPMr1lBIumfOklhfmG4aF3sFLUQRWvZO4TjW6NJulJ4wtm+lRdo2jUYVw8n+9zEZIRdX8Kmt8Gkt+5vOgxGfwlewdZ91ZBrq1bU/eRjgp55mqQ5c0hbugw1L89qXNuk87RNOs8l3xDad3sS1RCKoqu0Z+oIIYQQZeKQlUtClERWLgkhyovRZORC2gVOJBWuSDqbchaDyVDmOd10bub6SC38W9DSvyVNfJvgpLHTh3ghyiD6bArLPz1s0dZ+UH36TLLDkfdpV2DZY3Bxu3Wfzg2G/w86PwA1uNi8ISmJ5HnzSPn1N0zpNk7M+4dTSAj+Dz6I74TxaNzcHBihEEIIUaA8Pn9LcklUCpJcEkLYg6qqXM26arEi6WTiSbIN2WWe013nTuvA1rQOaG1OKDXwaoBWo7Vj5ELYx1+zjnP+cGFdMI1GYfJr3fCrfQs1LE8sgVXPQm6adV+dDjDhRwi0QwKrmjBmZvHtCx/Rfs9fBNr6O/uH1s8Pv3um4jdlCjpZ3S+EEMKBquy2OCGEEKI8pOamciLpBMcTj3My8STHE4+TnJtc5vl0Gh3N/ZrTJrANbQPb0iawDY28G0kiSVQZvcaHcfF4IiZDwXeHJpPKziXnuGNm+9JPlpsOa16EYwttdCrQ51kY8AronG8t6GrmUGIeH/l2QTe0AwOjDjExYjP1M60PAjCmpJD45Vckzf4Jv4l34n///TjVqVMBEQshhBC3zq7JJa224M23oigYDAar9rK4cS4hhBA1U7Y+mzPJZywSSVcyr5R5vmuntrUJbFPwE9CG5v7NcdbKB2VRdfkEudFhcH0Orbtsbrt0PInLJ5No0Drg5ie6vAeWTofUy9Z9PvVh3Cxo1NsOEVcvqqry0bqCQucGjY6/G3bjaOverOkCmXN+IufoUetrsrNJ/vkXkhf8is/IkQQ8/BAuTWUlmBBCiKrFrsmlonbYyc47IYQQpaE36YlMjbRIJJ1LPYdJLfpEppLU9qhNm4A25lVJrQJa4ensWfKFQlQxnW9vxOndseSk55vbdvxxjskt/NBoNcVfbNTD1vdh+8dg6/9vbSfCiI/Azde+QVcTuyKT2HvBcvXkjIFNCezdmIBhQ8g5cIDEH34ga5uN2lUGA2krVpC2YgWeAwcSMP1h3Dt1clDkQgghxK2xa3Lp9ddfL1W7EEIIoaoqURlRHE88bq6VdDr5NHlG61OXbpa3s7d5RdK17W2BboF2jFqIysvZVUePMU3YPO+MuS3lahYntsXQbmAxNRWSIgtWK0UftO5z8YaRn0C7ieUQcfWgqiofrz9r0VbHx5XJ3RoABavx3bt2pUHXruSePUvSj7NJX7MGjEaruTI3byZz82bcOnUiYPrDePbvj6IpITEohBBCVCAp6C0qBSnoLUTNkZiTyPGE4xant6XnF32yUklctC60CmhF64DW5kRSfa/6KDX41CohTCaVxe/uJzEq09zm4qHjnjd74upxw6mGqgqHfoG1r4A+y3qyBr1g/CzwbVDOUVdtm8/E88Dc/RZt/xvXlindi/57y78STfKcOaQuWYKam1vkOJemYfg/9BA+I0eiOMmplEIIIW6NnBYnqi1JLglRPWXmZ3Iy6aQ5iXQ88Thx2XFlnk+raAnzDSuskxTYhlDfUJw08mFLiBvFRKSw7OPDFm3tBtaj713NChuykmDlU3BmlfUEGh0MfBV6PwNS1L5Yqqoy6qsdnIguTJTX93dj0/MDcCppKyJgSE4mZf4CUhYswJhW9Alzujp1CHjgfnzvvBONu7tdYhdCCFHzVInT4mbNmkW/fv1o2bKlvacWQghRiZlUExfSLnA04WjBT/xRzqedR6Xs32HU96pvrpPUJrANLfxb4O4kH6iEuBkhTf0I7RRE5KHCk8qOb42mdb+6+NfxgHMbYPkMyLSR8A0Ig/E/QF2p+XMz1p2Ms0gsATw9uNlNJZYAdP7+BD31JAEPPUjqH3+QNPdnDFevWo0zXL1K3P/eJfHrb/CbOhW/e+9B5+dnl99BCCGEuBV2X7mk0WhQFIXAwED69OlDv3796NevHx06dJAtCqJIsnJJiKonMz+TY4nHzMmkYwnHyMjPKPN8/q7+5m1t105v83X1tV/AQtRA6Yk5/PrGXoyGwuLcDVr5Mqrp77D3O9sXdXkQhr4Nzh4OirJqM5lUbv98O2fjCv/9axLowfpn+6G7yeTSjVS9nrTVq0n68Ufyz0UWOU5xdcV3wgT8H3gA53p1y3QvIYQQNU+V2Banua7Y4PXJJG9vb3r16mVONnXt2hWdzu4LpyqV7OxsvvrqKxYvXkxkZCR5eXnUr1+fkSNH8tRTT9GwYcNbmt9kMrFjxw7Wrl3Lrl27OHPmDMnJybi6utKgQQP69evHY489Rrt27Yqd54033uC///3vTd1z8+bNDBgw4JbitkWSS0JUbqqqcjH9YuGqpISjnEs5V+ZVSe46d1oHti4suB3QhtoeteVLCCHKwe7lkRxae8mi7Q6/t2jocshyoHsgjPkKmt/uwOiqvpVHY3jyN8vth59P7sCYDree7FFNJjK3bCXpxx/JOXSo6IFaLd4jRhDw8EO4Nm9+y/cVQghRvVWJ5NIvv/zC9u3b2b59O+Hh4ZY3u+5Dg6urK927dzcnm3r27Imbm5s9Q6lQ586dY8SIEURERNjs9/b2ZsGCBdxxxx1lvkeDBg2IiooqdoxGo+GFF17gvffeK/JDmySXhBA3ytZnczzxuMWqpNS81DLNpdPoaOHXgtaBhQW3G3k3Qis1XIRwiPxcAwte20N2er65zU97hbsCn0Gr/HNSWdgQGPM1eAVXUJRVk8FoYuhn2zifUFgIvXmwF3893ReNxr7J8uxDh0j64UcyN28udpxHv74ETp+OW5cukrAXQghhU5WouTRt2jSmTZsGQEJCgjnRtH37do4ePYrxn+NWc3Jy2Lp1K1u3bgXAycmJTp06mZNNffr0wdvb297hOURGRgYjR440J5amT5/O5MmTcXNzY/Pmzbz77rukp6dz1113sXPnTjp06FCm+8TExAAQFhbGhAkT6N27NyEhIeTk5LB582Y+/fRTUlJS+OCDD9Bqtfzvf/8rcc7jx48X29+4ceMyxSqEqLxUVSUqI8piVVJ4Sjgm1VTyxTbU9qhN+6D25p8W/i1w1jrbOWohxM1yzo+nR61VbEofam5LMdbjRPZw2vtsLNgC1/VhkEREqa04EmORWAJ4dkhTuyeWANw7dcL922/IDQ8nefZPpK1eDQaD1bisbdvJ2rYdt44dCXzsUTz69ZMkkxBCiHLn0NPiMjMz2bVrlznZtG/fPnKvO3b1+hc+jUZD27Zt6d+/P59++qmjQrSL1157jbfeeguADz74gBdffNGif9euXfTv3x+DwUD//v3ZsmVLme7Tq1cvXn/9dYYOHWrzTUNkZCQ9e/YkISEBnU7H2bNnadKkidW461cuVdThgbJySQjHyTHkcCLxhMWqpOTc5DLNpdPoaBXQyiKZVNujtp0jFkKU2akVsPJp1OxUFid9QIIhzNzlos3mnheb4NqoVQUGWHXpjSYGf7yVy8nZ5rbWId6serKPQ5I5+pgYkn/+mZRFi1Fzcooc59KqJYGPPIrX0CEomrLVgBJCCFG9VIltcaWh1+vZv38/27dvZ9u2bezatYu0G45fVRTFvNqpKtDr9QQFBZGWlkbLli05ceKERR2qax577DFmzZoFwL59++jatWu5xPPVV1/x5JNPAvDxxx/z3HPPWY2R5JIQ1ZeqqsRkxXAk/kjhqqTkcAyq9bfdNyPILYgOtTqYE0ktA1rionWxc9RCiFuWlwF//R8cmW9uislvybJky1XMbQfUo9/kZo6Orlr4bd9lXllqueL7p/u7MKiFY7cWGlJSSPn1V1LmzceYmlrkOOcmTQh4ZDo+I0eiODk5LkAhhBCVTpXYFlcaTk5O9OrVi169evHyyy+Tn5/P3Llz+eCDD7hw4UKFJTpuxebNm80Jsvvuu89mYgng/vvvNyeXli1bVm7JpYEDB5ofR0YWfdqIEKJ6yDPmcSrplEUyKTEnsUxz6RQdLfxb0L5W4aqkOh51ZHuFEJVd1H5YOh1SLlg0hzifJszzIOcyO5vbTmyLpk2/uviHyMlwpZFnMPLlRsu6mh0b+DKweS2Hx6Lz8yNo5kwCHnyQ1CVLSfppNoaYq1bj8s+f5+r/vULil18RMP1hfMaNQ+MiXw4IIYSwjwpNLuXl5bFnzx62bdvG9u3b2bNnD1lZBfvWq2JiCWDHjh3mx/379y9yXJcuXXB3dyc7O5udO3eWWzx5eXnmx1qtFM8VorqJzYq1SCSdTj6NwVS2VUn+rv50COpgTia1CmiFm676HLQgRLVnNMD2j2DrB6DaWPXdaiw9e93LhffPYNQX1FRTTSo7/4jgjifbS+K4FBbuiyImLdei7fkhzSv071Dj5ob/PVPxu2sSaStXkfT99+RfvGg1Th8dTewb/yXx62/wf/BB/O6ahMbd3fEBCyGEqFYcmlxKS0tj586d5m1wBw8eRK/XA4XJJK1WS9u2benTpw99+vShb9++jgzxlp06dcr8uEWLFkWO0+l0hIWFcezYMU6fPl1u8VwrmA7QsmXLEscPHTqUI0eOkJqaiq+vL61atWL48OE8+uij+Pn5lTmOK1euFNt/9ar1N2xCCEv5xnxOJ5+2SCbFZ8eXaS6toqWZX7OCFUn/JJPqedaTD5dCVFXJF2DpI3Bln3WfsxeM+BDaT8ZbUeg4JJsDay6auy+fSubSiSQatQ10XLxVWE6+ka82n7No697Yn95hARUUkSXFyQnf8ePwGTOajPXrSZz1PXlnzliNMyQkEP/++yTNmoX/fdPwmzoVbRU9TEcIIUTFK9fkUmxsrLl497Zt2zhx4oQ5iXTtT3d3d7p162ZOJvXs2RMvL6/yDKtcXUuieHh44OvrW+zY+vXrc+zYMRISEsjLy8PFzkuTs7Oz+eyzzwBwcXFhzJgxJV7z999/mx8nJCSYT/R7//33mTt37k3NYcu1/ZxCiJsXnx1vkUg6lXQKvUlfprl8XXxpH9TeXC+pdUBr3J3km2ohqjxVhSO/wl8vQX6mdX/97jD+e/BrZG7qOLQBp3bGkJ2Wb27b+cc56rfyR6uVgs8lmb/nEgkZeRZtzw+t2FVLtihaLd63347X8OFkbtlC0nezyDl61GqcMTWVhM+/IOnH2fhNmYL//fehC6gciTIhhBBVh92TS3PnzjUnlK6v8XMtmRQYGEjv3r3Nq5I6deqETlehu/PsKiMjAwBPT88Sx3p4FNY3yMzMtHty6eWXX+by5csAzJw5k5CQkCLHtm3blrFjx9KtWzdCQkLQ6/WcPXuWBQsWsH79elJTU5kwYQIrV67k9ttvt2ucQggwqSbOpZ7jUNwhDsUd4kjCEa5mlW1Fn0bREOYbZrHFrYFXg0r3wUcIcYuyk2HVMwUnwt1I0cKA/4M+z4HW8n2Ws6uOnuNC2Ti3cOV0alw2J7ZE036wfBlUnKw8A99utaxh2bdpIN0a+1dQRCVTFAWvgQPxHDCA7L17SfxuFtl79liNM2VlkfTDDyTPm4fvxIkEPPQgTrXl9E8hhBA3x+6nxWk0GhRFMSeTQkNDzauS+vTpQ/Pmze15u0onNDSU8+fPU79+fXNipyjTpk1j3rx5gP1PSFuwYAH33HMPULAd7uDBg7i52a6dcm0LXFFmzZrFY489BkBISAiRkZG4urqWKp6b2RbXrVs3QE6LEzWD3qjnZNJJDsYd5HD8YQ7HHyY9P71Mc3k7e9MuqJ05mdQ2sC0eTlKcV4hq7fwWWPY4ZMRY9/k1hgk/Qr0uRV6umlT+eP8A8ZcyzG0u7jqmvtkDN0/ncgi4evh68zk+XHfWom3ZjF50bFD20gEVIefIERK/m0Xmli1FD3JywnfsGAKmT8e5QQOHxSaEEKL8VanT4nQ6HRMnTuTOO++kT58+BAUFldetysQe3+DPmTOH+++/36LtWtIlPz/fxhWWri+2XVTipyy2bNnCQw89BIC/vz9Lliwpdv6Stu89+uij7N+/n9mzZxMTE8OSJUuYOnVqqWKSZJGo6bL0WRyNP8rB+IMcijvE8cTj5BnzSr7wBgoKob6h5tPb2tdqTyPvRmgU2coiRI1gyIONb8Lur2z3d7wXhr8HLsWvoFY0Cn0mNWPphwfNbXnZBvatvED/u6v3F4FllZajZ9YNq5YGt6hV5RJLAG4dOlD/u2/JPXOGxFmzyFi7rmCL5fX0elIX/0HqkqV4jxhB4KOP4NK0acUELIQQotKze3LJz8+PlJQUDAYDCxcuZOHChQA0bdrUvBWuT58+hIaG2vvWlcK1elGZmTbqHtzg2sl4cHPb6G7GgQMHGD16NHl5eXh6erJmzZqbKuRdkkcffZTZs2cDBUXCS5tcEqKmScpJ4lB8wRa3Q/GHOJN8BpNqKvU8nk6etAtqV1AvKagDbYPa4uVcdevSCSFuQfxpWDId4o5b97n5wagvoNXom56uTqgPTbvUIuJA4cEAJ7dF06ZfXQLq2ud9SXUye8cF0nMtT+N8dkizCorGPlxbtKDep5+S9+QFkn78kbQ//wTDDSeOmkykr1pF+qpVeN42mMBHH8OtbZuKCVgIIUSlZffkUlJSEidPnjQX8d6+fTvR0dGEh4cTHh7OnDlzAAgODrbYLtexY0eH1gOxxwltderUsWqrV68ee/fuJSsrq8TtZlFRUQAEBQXZpd7SyZMnGT58OBkZGbi4uLB8+XK6d+9+y/MCtGrVyvw4OjraLnMKUV2oqsqVzCvmRNKhuENcTL9YprnqetalU61OdAzuSMegjjTxbSKrkoSo6VQV9n0Pf78Ghlzr/iYDYey34G39vqQkPceHceFoIga9yXyrnX9EMOqpDlKn7TopWfn8tOOCRdvtbWrTpq5PBUVkXy5NGhPyv3cImjmDpNk/kfrHH6g2VuFnbthI5oaNePTuTeBjj+LetWsFRCuEEKIyKpdtca1bt6Z169bmOj0XL140J5q2b99OeHg4sbGx/PHHHyxZsgQoWLnTo0cP8+qmHj16lLquT2m0aNGiXOZt1aqV+Xc6c+YMPXr0sDnOYDCYC57bY2VRZGQkQ4YMISkpCZ1Ox++//87gwYNved5r5A2mEIVMqomIlAhzvaRDcYeIz4kv+cIbKCiE+YXRqVangp/gTtT2kOKpQojrZMTBihlwboN1n9YFbnsDuj8GmrIlob38XekwtAEHVl80t0WdTuHi8SQatwssW8zV0Kxt58nMK1zRoyhVf9WSLU5161L7tf8Q+PhjJM2dS+pvCzFlZ1uNy9q5k6ydO3Hr3JnAxx7Fo08fea8ohBA1nEOOaWvUeScWsgAAlsxJREFUqBGNGjVi2rRpQMER99cnm44ePUpGRgZ///03GzYUvHnS6XR07NiRvn378uGHHzoiTLvo06eP+fHWrVuLTC4dOHDAvC2ud+/et3TPK1eucNttt3H16lU0Gg0///wzY8aMuaU5b3Tq1Cnz4+JOnROiOso35puLbx+KO8SR+CNk6DNKvvAGOo2O1gGt6RTcic61OtOhVgd8XKrHt95CiHJwZjX8+SRkJ1n31WpVULQ7uPUt36bT0Iac3nmVrNTCOnA7/4igQSt/tDpZOZmQkcfPuy5atI1uH0Kz4Oq7RVkXFETwiy8SOH06yfPmkzx/Pqa0NKtxOQcPEjX9EVxbtybg0Ufwuu02lDImOoUQQlRtdj8triwyMjLYuXOneSvdgQMHzMWuFUXBaDRWcIQ3Lz8/n1q1apGWlkbLli05efKkzW9yHnvsMWbNmgXAvn376FrGZcXx8fH069ePs2cLTi75/vvvmT59etl/gSJMnz6dH3/8EYB58+aZT6Kzl/KoVi9EWWXmZ3Ik4Yh5m9vxhOPkm0ou0n8jd5077YPaFySTgjvTJrANbjr7Fe8XQlRT+Vmw9hU49LPt/h4zYPDr4GS/Fd5n98ayYc4pi7bed4bR4TY5JezNlaf4aWfhljitRuHvZ/vRJKjm1KUyZmaRuvA3kubMxZhkI9n5D+fQUAIfmY73yJEoOod8hy2EEKIMqtRpcaXh5eVFkyZNiI6OJioqiosXLxITE0MlyHuVmrOzM0899RRvvfUWp0+f5qOPPuLFF1+0GLN7925zcez+/fsXmVi6lpRq2LAhFy9etOpPTU1l2LBh5sTSp59+WurE0vHjx3FzcyMsLKzIMd9//705sVS7dm3GjRtXqnsIUdkl5iRa1Es6m3K2TMW3/V39zdvbOgV3orlfc3SaSvHPrBCiqog+WFC0OznSus+zNoz9BsLst+39mmZdgzm2+QrxF9PNbftXX6R599q4eTnb/X5VRWxaLvP3XrJoG9+xbo1KLAFoPT0IePhh/O65h9Q/lpA0ezaGq1etxuVHRhLz8v+R8OVXBDz8MD7jx6Fxrrn//QghRE1SISuXVFXlyJEj5m1x27dvJyEhwWoMVL2VS1CwEqtLly6Eh4cD8MgjjzB58mTc3NzYvHkz//vf/8jMzMTNzY1du3bRoUMHm/MUl1zKy8tj0KBB7Nq1C4CpU6fyf//3f8XG5eHhQePGjS3a5s6dy8MPP8zAgQO5/fbbadu2LQEBARgMBs6cOcOCBQtYv349AFqtlmXLljFq1KjS/pWUSFYuCUdRVZWojKiCLW7xhzgcf5hL6ZdKvtCGep71ChJJ/ySUGnk3kpoTQoiyMRlhxyew5T0wGaz7W9xRcBqcR0C5hRB7Po0lHxy0aGvdry4DpjQvt3tWdv9efpz5ey6bn+s0CptfGEB9f/cKjKriqfn5pK1cSdL3P5B/qejXUF2tWvg/+AB+kyahca/Zf2dCCFGZlMfnb4ckl/R6PXv37jUnknbt2kVGRmG9khtDCA0NpW/fvvTr149+/frRpEmT8g7R7s6dO8eIESOIiIiw2e/t7c2CBQu44447ipyjuOTSxYsXrRJFJenfvz9btmyxaJs7dy4PPPBAidcGBAQwe/Zsu9dyukaSS6K8GE1GIlIjzPWSDscfJiEnoeQLb6Cg0NSvKZ1qFWxx61irI8EeweUQsRCixkm5BMsehcu7rfucPOD296DjvQVVpMvZ3z+dJHxfnPm5osCkf3UjsF7NWqkDcCUlm4EfbUFvLHyfOrV7A94Z17YCo6pcVKOR9LVrSZr1PXn/fKlqi9bPD//7puE3ZQpab28HRiiEEMKWKrMtLjMzk127dpmLdu/fv99cQwksk0mKotCmTRv69etnTijVqVP6o3Qrm7CwMA4fPszXX3/N4sWLOXfuHPn5+dSvX58RI0bw9NNP07Bhw4oOkxEjRjB79mx2797N4cOHiYuLIykpCVVV8ff3p3379gwfPpz7778fb3kzIKqAPGMeJxJPmLe5HYk/QqY+s9Tz6DQ62gS0MddLah/UXopvCyHs79giWP085KVb99XtDON/gIBQh4XTY2wo5w8nYNAXbA1W1YLi3qOf7lDjVmZ+ufGcRWLJWafhiUFFlxGoiRStFp+RI/G+/XYyt2wh8btZ5B47ZjXOmJJCwmefk/TjbPymTsX/vmno/P0rIGIhhBDlxe4rl7p06cLRo0cxmQrrlVx/i2unwF1LJvXt2xc/Pz97hiCqIFm5JMoq15DLsYRj7Ivdx/7Y/ZxIPFGm4tseTh50COpg3ubWJrANrjr7FcsVQggLOakFSaUTf1j3KRro+wL0fwm0Tg4Pbd+qC+xfdcGi7fbH2tKkQ5DDY6koFxOzGPzJVoymwvewD/RuxOujbv10vupMVVWyd+8m8btZZO/bV+Q4xc0Nv0kT8X/wQZyCZRWwEEI4WpVYuXTo0CGL566urnTr1s28xa1nz554eHjY+7ZCiBoiz5jHsYRj7I/dz/7Y/RxLOFamZJK/qz+dgzub6yU182smxbeFEI5xaTcsnQ5pUdZ9vg0LVis16O74uP7RcWgDTu+MITOlcNX5ziXnaNg6AK1TzThm/vONERaJJVcnDY8PcNwKsqpKURQ8evXCo1cvsg8dJnHWd2Rt3WY1Ts3JIfnnX0j59Td8xo0jYPrDOP/zIUcIIUTVZPdPUp6envTu3ducTOratSvOckqEEKKM8o35HE88bk4mHU04Sp4xr+QLb1Dfq75FvaSG3g1r3BYPIUQFMxpg24ew7QOwdSJl+7vh9g/AtWK3oTs5a+k5LpS/fzplbktPyOHY5it0HNqgAiNzjIi4DJYfibZou69XI2p5yWrW0nDv1JEGs2aRe+oUid//QMa6dQX7LK+j6vWkLlpE6pIleI8cQeAjj+BSzAnGQgghKi+7J5dSU1PRaGrGt1pCCPvTG/WcSDrB/tj97Ivdx9H4o+Qac0s1h4JCM79mBVvc/tnmVsu9VjlFLIQQNyH1MiyZDlF7rPtcfeCOz6DNeIeHVZSmXYM5tvkKcRcKa0EdWHOB5j1q4+5dvb80/GxDhEUOxMNZy6P9ZNVSWbm2akW9zz4l7/x5kr7/gbSVK+HGk6CNRtL/XEn6nyvxGjKEgEcfxa2NbEEUQoiqxCGnxQlREqm5VHPpTXpOJp7kQNwB9l3dx5GEI+QYcko1h0bR0NK/Jd1qd6NL7S50qNUBb2cpQC+EqCROLIWVz0BemnVfo74w7jvwqXyve3EX0vnj/QMWba36hjBwaosKiqj8nYxJY+QXOyzanhoUxnNDm1dQRNVP/pVokmb/SNqSpaj5RW9r9+jbl8BHH8G9SxcHRieEEDVDlai5JIQQxTGYDJxKOmXe5nYo/lCpk0kKCi38W9Ctdje61u5Kp+BOeDl7lVPEQghRRvlZ8NdLcHi+dZ+ihYGvQp9nQaN1fGw3IbixN8271+bs3lhz2+kdMbTtX5fAetXz39xP/46weO7tquOhvk0qKJrqybleXeq8/jqBjz9O8py5pPz+O2p2ttW4rO3bydq+HfeuXQmcORP37t1kO7sQQlRiklwSQpQrg8nA2eSz5tPcDsUfIkufVao5FBSa+zenS3AXutXuRufanWVlkhCicos5AksegqRz1n2+DWHCbKjf1eFhlVaPsaFEHo7HkF9QI0pVYceiCMY827HafdA/EpXKhtNxFm3T+zbBx83xJ/bVBE61ahH88ksEPDKdlHnzSJ6/AFN6utW47P37uXz//bh16UzQjBm49+xZ7f7bE0KI6kCSS0IIuzKajJxNOWtemXQw7iCZ+sxSz9PMrxlda3ela+2udAnugo+LTzlEK4QQdmYywZ5vYMMbYNJb97edCCM/LqizVAV4+rnQaVhD9q28YG6LDk/lwpFEmnQMqsDI7O+Tv8Mtnvu5O/FAn8YVFE3NofPzI+ipp/B/8EFSfv2N5LlzMSYnW43LOXCQyw8+hFvHjgTOmIFHn96SZBJCiEpEkktCiFtiUk2Ep4Sz7+o+9scVJJMy8jNKPU+Ybxhda3ctWJkU3Bk/V79yiFYIIcpRRhwsfxwiN1r3OXsWJJXaT3Z8XLeow5AGnNoRQ2ZK4UmdO5dE0LBNAFqn6nGIy/6LyWwLT7Boe6x/KJ4u8lbZUbSengQ+Mh3/e+8hdfEfJM2ejSEuzmpczuHDRE2fjmv7dgTNnIlH376SZBJCiEpAXjGFEKViUk1EpESYC3AfiPt/9u47OqpqfeP4dya9hySUUAMJ3YIKSC/SmxQ7KhYQ7GC7Xrv32iuWKwqCHRu9IyBFeleRnoQQQk0IpPeZ3x/5ETiZoSdzUp7PWqw17L3PycO9HJx55z37bCI117GN/XwaBDUwdCaF+oSWQloRERfZu7iwsJSR6DhX81q4aSKEls8njnl4utFuSBSLJm0vGktNyuavpQe4tlc9E5OVnA8W7Tb8Pszfi2FtI8wJU8lZfXwIGXY3wbffRsr06SSNn0D+4cMO67L/+psDI0fhfeWVhD38EP5duqjIJCJiIhWXROSc7HY70Seji25z23R0EydzTl70eSICI4o24G5ZoyVhPmElH1ZExNXycwpvgVs3zsmkBTqMgS7Pg7uni4OVrKiW1fh7WQJHYk8/8W7TgjiatA3HN7B8/9nWxCSxLtZ4G9YjXSPx8SybG61XFlZPT6rcfjvBQ4ZwcsZMjo8fT96hQw7rsrdtI+Ghh/Fu1oywRx7G/4YbVGQSETGBiksiYmC324lNiWXjkY1sOLKBzUc3k5ztuPfB+dQLrFfYmVS9sDupqm/F2ptDRITE3TB1OBzd5jjnXwOGjIcGXVweqzRYLBY63NqQqW9vKhrLyy5g/awYut7d1MRkl8dut/PhIuNeS+FB3tzRuq5JiaQ4i6cnVW67leAhg0mZNYukL8aTl5DgsC57xw4SHnkUryZNCHv4IQK6d8dirRi3bYqIlAcqLolUcna7nbjUuKLOpI1HNnI8+/hFn6dOQJ2i29xaVW9Fdb/qpZBWRKQMsNthy7ew4N+Qn+U436gPDPwM/CrW7b7VIwJp0qYGu9YdKRrbseYwV3SuTdW6ASYmu3Qr9yaxaf8Jw9gjXaPw9lDXUllj8fAg+OabCRo4kJQ5c0n64gvy4uMd1uXs2sXBx0fj1bgxYQ89REDPHioyiYi4gIpLIpVQUlYS6w6vY92hdaw7vI6jmY4bZp5PLf9aRRtwt6rRihp+NUohqYhIGZN1AuaMhh2zHOfcvKDXG9BqBFTQ23LaDIokemsi+TkFhQN2WDVlL4OevKbc3Ypkt9sdnhBXK9iHW1vWMSmRXAiLhwfBQwYTdOMAUufNI+nzL8iNi3NYl7N7NwfHjMGrYVRhkalXLyxuKhqKiJQWFZdEKoHMvEw2Hd1UWFA6vI69J/Ze9DnC/cJPdybVaEUt/1qlkFREpAzbvwamPQCpjrfkULUp3DwJqjd3fS4X8gv24rpe9Vg/O7Zo7NDek8RuTSTy2momJrt4y3cn8ueBk4axx7tF4emuLpfywOLuTtDAgQT270/q/PmFRabYWId1OXujOfjkU3hGjiPswQcJ7NtHRSYRkVKg4pJIBZRvy+efpH+Kikl/Jf5Fvi3/os5R3bd6UVfSqWJSeftWWkSkRBTkw4p3YOX7YLc5zrcaAT1fBw8f12czQYvuddix6hBpydlFY2umR1PvylDcy8ntZM66luqG+DLk2tomJZJLZXFzI2jAAAL79iV14UKSPv+c3OgYh3W5MTEceuYZkj77jLCHHiSwXz8s7vooJCJSUvQvqkgFYLfb2Ze6j3WH1rH28Fo2HdlEel76RZ2jqk9VWoe3plX1wlvdagfUVjFJROTEfpj+ABxY7zjnU6Vwb6Um/Vyfy0Tunm60HRLJoonbi8ZSk7L56/cDXNc7wrxgF2HJzmNsO5hiGHu8W0M83NS1VF5Z3NwI6tePwD59SFu0iKTPxpGz17FTOzcujkPP/pvEceMIe/Ahggb0V5FJRKQE6F9SkXIqMTOxqDNp3eF1HMs8dlHH+3n40apGK9qEt6FteFvqB9VXMUlE5Ez/TIM5T0BOiuNcREcYMgECa7o+VxkQdV01ti1P4HD06f9tNi/YT5O24fgFeZmY7PxsNseupfphfgxqUTn/v6xoLFYrgb17E9CzJ2mLl5A0bhw5u3c7rMvbH8/h554jadw4wh4cRdCNN2Lx8DAhsYhIxaDikkg5kZGXweajm1l7aC3rDq8j+mT0RR3vbnHnqqpX0aZmYTGpeVhzPKx6EyUi4iAnHRY8C3/+4DhndYeuL0D70WAtH7eAlQaLxUKHWxoy5e1NYC8cy8spYMPsWLre3dTccOfx2/Yj7Dycahgb3a0h7upaqlAsViuBvXoS0KM76UuXkjhuHDk7djqsyztwgMMvvEjSuM8JHTWS4EGDsHh6mpBYRKR8U3FJpIzKs+WxPWk7aw+vZd2hdfyd+Df59ovbNykqOKqwM6lmW1pWb4mvh28ppRURqSAObYWpwyHZcc8WqkTATV9B7etcHqssqlYvkCZtarBr7ZGisR1rDnNl19qE1Q4wMdnZ2Wx2xi4xdi1FVfNnwNXqWqqoLFYrAd2749+tG+nLlpP02Wdkb9/usC7v4EGOvPwKSV98QdjIkQQNGYJVRSYRkQum4pJIGWG329mXsq+omLTx6EYy8jIu6hzVfKvRNrwtbWq24foa11PVt2oppRURqWBsNlj7P/j9v2DLc5y/6jbo+z54B7o+WxnWZmAk0VsSyc8pKByww6op0Qwc06JM3mo9b9th9hw17kk4pntD3KxlL6uULIvFQsANXfHv2oWMP/4g8bNxZP/9t8O6/EOHOfLqf0j6YjyhIx8g+KabsHqV7Vs9RUTKAhWXREx0LPMY6w+vL9w36dA6jmVd3L5J/h7+RfsmtanZhvqB2jdJROSipR2FmQ9CzFLHOc8A6PcBXH2b63OVA37BXlzbsy4b5uwrGju4+wRxfydR/+qy9QVHgc3OR8W6lhpXD6DvFeEmJRIzWCwW/Dt3xq9TJzJWrSLpf5+R9ddfDuvyjxzh6H9f4/j4CYSOGEHwrbeoyCQicg4qLom4UEZeBpuObCrahPui902yunN11asLi0nhbbgi7ArcrbqMRUQu2Z7fYObDkJnkOFfrOrhpIoQ0cH2ucqRFj7rsWHWI9BM5RWOrp0VTt3kobu5lZx+jOX8dIibR2BH8RI+GWNW1VClZLBb8O3bEr0MHMtasIemzcWRt2eKwLv/oUY6+8QbHJ0wgdMRwgm+9FauPjwmJRUTKNn0qFSlFebY8/kn6h3WH1rH28Fq2JW676H2TGlZpWPREt+uqX6d9k0RESkJeNix5BdZ/4WTSAh2egK7Pg5sefHA+Hp5utBkUyZKvdxSNpRzL4p8VB7m6Wx0Tk52WX2Dj49+Nj6VvFh5Iz2Y1TEokZYXFYsG/fXv82rUjc/16kv73GZmbNjmsy09M5Ohbb5P05URC77+fKrffhtVX78lERE5RcUmkBNntdmJTYoue6LbxyEYy8zMv6hzVfavTtmZb2oS34frw6wnzCSultCIilVTi7sJNu49uc5wLCIfB46FBZ9fnKscatarO38sSOBZ3+ilsG+fto/H1NfD2N79AN/PPQ+xLKt611EhdS1LEYrHg16YNfm3akLF+A0njxpG5fr3DuoKkJI69+y7HJ04kdPj9VLn9dqx+fiYkFhEpW1RcErlMRzOOsv7IetYdKrzVLTEr8aKO9/fwp3WN1rSpWXirW0RghPZNEhEpDXY7bP4GFj4H+VmO8437wcD/gW+Iy6OVdxarhQ63NGT6e5uLxnIy89kwbx+dbmtkYjLIK7DxSbGupStrBdG9aTWTEklZ53d9a/yub03mpk0kfvYZmWvXOawpSE7m2Hvvc3ziJELuu48qQ4fi5q8ik4hUXiouiVyCvxL/YsG+Baw7tI6YFCePqz4Hd6s7Laq2KNqEu3loc+2bJCJS2jKTYc7jsHOO45y7N/R6A1oOBxX3L1l4ZBBRLasRven0wyn+WXGQKzrVIiTcvA/d0zYnEJ9s7CJ+skcjfZEj5+XbsiX1vv6azC1bSPpsHBmrVzusKThxgsQPPyR50iRC7ruXKnfdhZu/vwlpRUTMpU+0Ipdg69GtTN45+YLXN6rSqHDfpJptubbatdo3SUTEleJWwfSRkHrQca5aM7hpElRv5vpcFVDbwZHs+zOJgnwbAHabnTXToun/6NWm5MnNt/HpUuPDM66pG0yXxmXrSXZStvleey11J00k688/SRw3jow/VjqsKUhJIfGjjzn+1deE3DOMkLvvxi0w0IS0IiLmUHFJ5BK0qdkGNp99voZfDdqGF+6b1Dq8tfZNEhExQ0E+rHgb/ngfsDvOtx4JPf4LHnryU0kJDPWhRfc6bF64v2hs/z/Hid9xnLrNQl2e59dNBzh40ngLpLqW5FL5tGhB3QkTyPr7b5LGfU768uUOa2ypqSR9+j+Sv/mWkGHDCBl2N25BQa4PKyLiYiouiVyCRlUaUcWrCidyTgAQ4BFA6/DWhbe6hbehXmA9vXEVETHTiTiY9gAkbHCc8wmBQeOgcR+Xx6oMru1dj51rDpOZmls0tnpqNLVfqILVzeqyHNl5BXy2zNi11CqiCh2i9IWPXB6fq66izhefk/XPdpLGjSN96VKHNba0NJI++4zkb7+lyt13EXrPPbgFB7s+rIiIi6i4JHIJrBYrdza9E4vFQpvwNjQLbaZ9k0REyoptU2HuE5CT6jhXv3Ph0+ACw12fq5Lw9Hbn+oENWPb9rqKx5EMZ7Fh9mCs61XJZjl82HuBwSrZh7Al1LUkJ8rmiOXXGfUb2jh0kff45aYuXOKyxpadz/PMvOPHd94Tccw8h996j2+VEpEJy3ddHIhXMqKtHMfKqkVxV9SoVlkREyoKcNJjxEEwb7lhYsrpD91fh7pkqLLlAk7bhhNUxbmq8YU4sOVn5Lvn5zrqW2jQIoV2kupak5Hk3a0btTz+l/qyZBPTq5XSNLSODpHHjiO7eg6TPP6cgPd3FKUVESpeKSyIiIlL+HdwC4zvBXz86zlWpD8MXQYcnwKq3Pq5gtVpof3NDw1hWWh6b58e55Of/sG4/x9JyDGNPdG/kkp8tlZd348bU/vgj6s+eRWDfPk6fPmlLTSXx40+I6dadpC+/xJaRYUJSEZGSp3dYIiIiUn7ZbLD6Y5jUA5JjHeevvgMeXAm1rnN9tkquduMq1L/a2Cn017IDpCRmneWIkpGZm88XK2IMYx2iwri+ges3FJfKybtRI2p9+CEN5swmsG9fp0WmgpQUEj/4kOgePTn+1dfYskr3uhARKW0qLomIiEj5lHYEfhgMi18GW7HbrTwDYMhEGPwFeAWYk09oNyQKq9vpD9a2fDtrp0ef44jL9/3a/SSl5xrGnuihriVxPa+oKGp9+ME5b5crSE7m2LvvEt2zJ8nffY8tJ8fpOhGRsk7FJRERESl/di+Ez9tB7HLHuVotC7uVrrrF5bHEKLi6L1d2qW0Yi9mayKG9J0rl56XnOHYtdWlclevqVSmVnydyIbwbNSq8XW7mDPy7dXO6piAxiaNvvklMz16c+OknbLm5TteJiJRVKi6JiIhI+ZGXDfP/BT/dBpnHi01aoOPTcP9CCKlvSjxx1LJvBN5+HoaxVVOisdvsJf6zvl0Tx4nMPMOY9lqSssK7SRPqfPY/IqZOxb9zZ6dr8o8e5ch//ktM796c+PVX7Hl5TteJiJQ1Ki6JiIhI+ZC4ByZ2gw3jHecCasI9c6DbS+Dm4TgvpvH286BVf2OxLzE+jd3rj5Toz0nLzmPCH8Z9t7o3rcbVdYJL9OeIXC6fK5pTZ/wXRPz8E37t2ztdk3/oMEdefoWYPn05OX0G9nzXPGlRRORSqbgkIiIiZZvdDlsnw4TOcPQfx/km/eGh1VC/o+uzyQVp3qkmVWr4GsbWzowhN7vkPjB/vTqOlCxjl8cYdS1JGebTogV1J02k3uQf8G3TxumavIQEDj//PDH9+pEyezb2ggIXpxQRuTAqLomIiEjZlZMG00fCrIchL9M45+4N/cfCbT+Ab4g5+eSCuLlZaX9zQ8NYZkouWxfFl8j5UzLz+HKlsWupV/PqXFErqETOL1KafK+7jnrffE3db7/F5zrnT7bM2x/PoX89S+yAG0mdPx+7zebilCIi56bikoiIiJRNh/6E8Z1g26+Oc9Waw8gV0PJ+p4/5lrKn3hWh1G1mLAL+uTietOTsyz73pFWxpBXrgtIT4qS88bu+NfV++J66X03C5+qrna7JjY3l4JNPsW/gIFIXLVKRSUTKDBWXREREpGyx22HdFzCpByTHOs63HA4P/A7Vmrg+m1yWdjdHYbGeLgbm59lYNzPmHEec34mMXL5aHWcY63dVOE1qBF7WeUXMYLFY8GvXjno//0SdCePxvuIKp+ty9u7l4OOj2XfTzaQtXYbdXvIb5IuIXAwVl0RERKTsyEyGn4fCwmehoNijuL2C4JZvof+H4OFjTj65LKE1/WneoaZhbM+Goxzdl3rJ5/xyZSzpOae7liwWGNOt4TmOECn7LBYL/p06ETHlV2qP+wyvJs6L6Tk7d5Lw8MPE3XIr6X/8oSKTiJhGxSUREREpG/avhS86wO75jnO1WsKDf0DzQS6PJSWr9YD6ePq4G8ZWTdl7SR+Kj6fn8M2aOMPYjVfXpGH1gMuJKFJmWCwWAm64gfrTp1Hrk4/xaui8cJr9zz8cGDmK/XcMJWPNGhWZRMTlVFwSERERc9kK4I/34Jt+kHrQcb79aLh/IVSJcHk0KXk+AZ607BNhGDsSm0L05mMXfa4Jf8SSmXv66VlWCzyuriWpgCxWK4E9e1J/1kxqffgBng0aOF2X9eefxN8/nP13303G+g0uTikilZmKSyIiImKetCPw/WBY+jrYiz1i2zcM7pwGPf4Lbh7m5JNScVXX2gRWNd7auHZ6DPl5F/6Y9cS0HL5dG2cYG3RNLSKr+pdERJEyyWK1Eti3Lw3mzKbme+/iWa+e03VZmzYTf8897L/3PjK3bHFxShGpjFRcEhEREXNEL4HP28O+FY5z9TvBg6ugYXfX55JS5+Zhpd2QSMNYWnI2f/1+4ILP8fnyGLLzTj8py81q4fEb1LUklYPFzY2gAQNoMG8u4W++iUft2k7XZa5bx/6hdxI/fARZf/3l4pQiUpmouCQiIiKuVZAHi1+GH26CzCTjnMUKXV+Eu2dCYLgp8cQ1GrSoSs2GwYaxzQv2k5GSc95jj6Zm88P6/Yaxm6+tTUSYX0lGFCnzLO7uBA8ZTOSC+dT4739wD3f+72bG6tXE3XY7B0Y9SNY/212cUkQqAxWXRERExHVO7IevesPqjx3nAmvBvfOg8zNgdXN9NnEpi8VCh1saguX0WF5OARtmx5732HHLosnNP9215G618OgNUaURU6RcsHh4UOXWW4n8bSHVX34J92rVnK5LX7GCuJtv5sCjj5K9a5eLU4pIRabikoiIiLjGjlnwRUc4uMlxrnHfwtvg6rVzfS4xTdW6ATRpa+y02LHmMIkH0s56zKGTWfy0wXj73K2t6lAnxLdUMoqUJ1ZPT0KGDiVy8SKqP/88bmFhTtelL/mdfYMGkzB6DDl797o4pYhURCouiYiISOnKy4K5T8KvwyAnxThn9YDeb8PtP4JviDn5xFRtBjbA3euMTjU7rJ6696yPUv9sWTS5Bae7ljzdrDzSVV1LImeyenkRMuxuohYvotq//oVbiPN/X9N++43YGwdy8KmnyYnd5+KUIlKRqLgkIiIipSdxD0zsDpsmOc6FNIARi6HNQ2CxOM5LpeAX5MV1veoaxg7uPsm+v5Ic1h5IzuTXTcaupdtb16FWsI/DWhEBq48PofffR9TiRVR96kncgoIcF9ntpM6bR2z//hx69t/k7t/vuEZE5DxUXBIREZGSZ7fD1skwoTMc/cdx/spbYNQfUPMa12eTMqdF97r4V/EyjK2ZFk3BGfsqQWHXUl7B6Y4mT3crD3dR15LI+Vj9/Ah74AEif19C1dGPYw0MdFxks5EyaxYxfftx6IUXyE1IcH1QESm3VFwSERGRkpWTBtNHwqyHIS/TOOfhCwM/gyFfgleAOfmkzHH3dKPt4EjDWEpiFtuWn/5wu/94BlM2Gz/s3nl9XWoEebsko0hF4ObvT9hDDxG1ZDFhjzyC1d/fcVFBASnTphPTuw+HX3mVvMOHXR9URModFZdERESk5Bz6E8Z3gm2/Os5Vaw4jl8M1d+k2OHHQsFV1qtc3dlNsmh9HdnoeAJ/8Hk2B7XTXkreHlYe6GAtSInJh3AIDqfrYo0QtWUzoqFFYfJ1siJ+fz8lffiGmZy+O/Pc18o4ec31QESk3VFwSERGRy2e3w7ovYFIPSHbyKPmWw+GB36FqY9dnk3LBYrHQ4ZaGhrGczHw2zN1HbGI6M7Yau5aGtY2gWoC6lkQuh1twMNWeGEPUksWEDL8fi7fjNWXPy+PEjz8S07MnR996m/zkZBOSikhZp+KSiIiIXJ7MZPj5Tlj4LBTkGue8guCWb6H/h+ChTZfl3Go0CKJhy2qGsX/+OMjns3dxRtMSvp5ujOrUwMXpRCou95AQqj/zTGGR6Z57sHh5Oayx5+SQ/O23xHTvQeInn1CQlmZCUhEpq1RcEhERkUu3fy180RF2z3Ocq9USHvwDmg9yeSwpv9oMjsTN4/RbVLvNjm3rCcOae9pFEOrv+OFXRC6Pe1gY1Z/7N5GLFlHlzjuxeHg4rLFlZpI07nOiu/fg+MSJ2LKyTEgqImWNiksiIiJy8WwF8Md78E0/SHXyRKH2o+H+hVAlwuXRpHwLDPWhRbc6hrEG+W5E5BW+bfXzdGNkR3UtiZQmj+rVqPHSi0Qu+o3g228DZ0WmlBSOvf8B0T17kvzjj9hzc52cSUQqCxWXRERE5OKkHYHvB8PS18FeYJzzDYM7p0GP/4Kb44cRkQtxbe96+AZ6Gsa6ZHlgscP9HepTxc/zLEeKSEnyCA8n/NVXiVwwn6BBg8Dq+PGxIDGJo/99jZg+fTk5cyb2ggLHE4lIhafikoiIiFy46CXweXvYt8Jxrn4neHAVNOzu+lxSoXh6u3P9QGN3UlWbldZ2T0Z0UNeSiKt51q5NzbffosHsWQT07Ol0Td7Bgxz+93PEDhxI6qJF2O12p+tEpGJScUlERETOryAPFr8MP9wEmUnGOYsVur4Id8+EwHBT4knFU1DXl6NuNsNYx2wP9Hw4EfN4RUVR+5OPiZgyBb8OHZyuyY2O4eDjo4m75VbSV61WkUmkklBxSURERM7txH74ug+s/thxLrAW3DsPOj8DVjfXZ5MK6+Ol0SzzzjOMWXJtbFqw36REInKKz5VXUHfil9T97lt8rrnG6Zrsf/7hwIgRxA+7h8wtW1ycUERcTcUlERERObsdswqfBpew0XGucd/C2+DqtXN9LqnQ/k44yZKdRzngYWOvh3H/lr+XHiAlMdOkZCJyJr/Wran342TqjP8CryZNnK7J3LiR/UPv5MCoB8neudPFCUXEVVRcEhEREUd5WTD3Sfh1GOSkGOesHtD7bbj9R/ANMSefVGhjF+8per3cO48CTt9WYyuws2Z6jBmxRMQJi8WCf+fO1J8+jVpjP8QzIsLpuvQVK9g3eAgHn3ySnH37XBtSREqdiksiIiJilLgHJnaHTZMc50IawIjF0OYhsFhcn00qvC3xJ1i2O7Ho9yfd7Lg3DjSsid2ayME9J1wdTUTOwWK1EtinDw3mziH8jddxD3e+B1/q/AXE9h/AoRdfJO/QIRenFJHSouKSiIiIFLLbYetkmNAZjv7jOH/lLTDqD6jpfH8NkZJwZtcSQKifJ3fcdyXefh6G8dVTo7HbtFGwSFljcXcn+KabiFy4gOrPP49biJMO14ICUqZOI6ZXb468+Sb5x4+7PqiIlCgVl0RERARy0mD6SJj1MOQV28/GwxcGfgZDvgSvAHPySaWwYV8yK/can0b4UJdIqgR703pAfcN4Ynwau9YdcWU8EbkIVi8vQobdTdTiRVQdMxprgON/P+x5eZz47nuie/Tk2EcfUZCaakJSESkJKi6JiIhUdof/gvGdYduvjnPVmsPI5XDNXboNTkpd8a6lqgFe3NWmHgDNO9akSg1fw/y6WTHkZue7LJ+IXDyrnx9hDz5I1OJFhD7wABZvb4c19sxMjn8xnujuPUia8CW2TG3aL1LeqLgkIiJSWdntsO6Lwv2Vkp1skNzyfnjgd6ja2PXZpNJZE5PE2ljjrTGPdInE28MNAKublfY3NzTMZ6bksnVRvMsyisilcwsOptpTTxK1eBFV7roLPDwc1thSU0n88EOie/Yi+YfJ2HJzTUgqIpdCxSUREZHKKDMZfr4TFj4LBcXevHsFwS3fQP+x4OFjSjypXOx2Ox8t3msYqxHoze2t6xrG6l0RSt1mxv1bti6OJy05u9QzikjJcK9alRovvkDkggUEDRkCVsePpAVJSRx9/XVie/fh5PQZ2PPVoShS1qm4VIoyMzN59913adWqFSEhIfj5+dGkSROeeuop9u/ff9nnj4uLw2KxXNCve++994LO+dNPP9GzZ09q1KiBt7c39erV46677mLt2rWXnVdERMqI/Wvhi46we57jXK2W8OAf0Hyw63NJpbU6+jgb4pINY4/cEFXUtXSmdjdHYbGevkWzIM/G2hlOOu9EpEzzrF2Lmm++QYO5cwjo3dvpmrxDhzj8/PPE3jiQ1IW/YbfZXJxSRC6UikulJDo6mhYtWvDss8+yadMmTpw4QWZmJrt37+bDDz/kqquuYu7cuWbHLJKVlUW/fv0YOnQoixcv5ujRo+Tk5BAfH8/kyZPp0KED//nPf8yOKSIil8NWAH+8B9/0g9QEx/n2o+H+hVAlwuXRpPKy2+18uHi3YaxWsA+3tqztdH1oTX+ad6xpGNu78ShH9qWUWkYRKT1eDRpQ+6OxREybil+njk7X5MbGcnDMGOJuvoX0lSux2/WkSJGyxt3sABVRWloa/fr1Y+/ewvbuBx54gNtvvx0fHx+WLVvGW2+9RWpqKrfddhurV6+mRYsWl/0zX3/9dQYOHHjW+SpVqpzz+Pvvv5/58+cD0LVrV0aPHk3NmjXZtm0bb775JjExMbz66quEh4czcuTIy84rIiIulnak8Glw+1Y4zvmGweDx0LC763NJpbd8TyJb4k8axh69IQovd8eupVNaD6jPng1Hyc06favM6il7GfLMdVi08bxIueTTvDl1J0wgc9Mmjo39iKzNmx3WZO/YwYEHRuLT8jqqjRmDb8uWJiQVEWcsdpV9S9zLL7/Ma6+9BsC7777LM888Y5hfs2YNnTt3Jj8/n86dO7N8+fJL+jlxcXHUr1/4WN6vv/76gm99K27p0qV069YNgAEDBjBjxgzc3E6/oUtKSuK6664jPj6e4OBgYmNjz1usulgJCQnUqVMHgAMHDlC7tvNvK0VE5BLELC0sLGUkOs7V7wSDJ0BguOtzSaVnt9sZ+Nlq/k443XVUJ8SHpU91wcPt3A32WxfHs2ZatGGs5/DmNGxVvVSyiojr2O12Mlat4tjYseTs2HnWdX6dOlJ19Gh8mjd3YTqR8q80Pn/rtrgSlpeXxyeffAJA06ZNeeqppxzWtGvXjuHDhwOwYsUKNm7c6NKMxb3//vsAuLu7M27cOENhCSAsLIx33nkHgJMnTzJx4kSXZxQRkUtgK4Clb8D3QxwLSxYrdH0R7p6pwpKY5vedxwyFJYDHb2h43sISwFVdahNY1bjh/JoZ0eTnFpRoRhFxPYvFgn/HjtSfOpVaH32E5/9/oV5cxh8ribvpZhLGPEFObKyLU4rImVRcKmHLli0jJaXwTdI999yD1cnTDwBDl9GMGTNcEc2ptLQ0fv/9dwC6d+9+1orlkCFDCAwMBMzNKyIiFyjtCHw3EP54FyjWpBxYC+6dB52fAevZbz0SKU2Fey3tMYxFhPoy+JpaF3S8m4eV9kOiDGPpyTn8+fuBEssoIuayWK0E9u5FgzmzCX/zTdxrOv8yJG3hQmL7D+DQ8y+Qd/Cgi1OKCKi4VOJWrVpV9Lpz585nXdeyZUt8fX0BWL16dannOpuNGzeSm1v4COpz5fX09KRNmzZFx+Tl5bkkn4iIXILY5YVPg4tb6TjXqDc8uArqtXN5LJEz/bb9KDsOpxrGRndviPsFdC2dUr9FGDUbBhvGtizcT0ZKTklEFJEywuLuTvCQwUQuXEj1F1/ELSzMcZHNRsr06UT37sOR198gP9HJreAiUmpUXCphO3bsKHrdpEmTs65zd3cnKqrw27adO89+H/GF+vTTT4mKisLb25ugoCCaN2/Ogw8+yJYtW0ok75nz+fn5RZuVi4hIGWIrgGVvwXeDIOOYcc7qDj1fhzt+Bt8QU+KJnGKz2floibFrqUFVP268+sK6lk6xWCx0uKUhnLGHd15OAetn6/YYkYrI6ulJyF13ErXoN6o++STW/7+zwiAvjxM//EB0z14c+3AsBSl6kqSIK6i4VMISEgof7ezn50dwcPA5157aQCsxMZGcnMv7hm3Lli3ExMSQk5NDamoqO3bsYPz48Vx33XU8+OCDZz3/qbzAeTfxOpUXCjf9uhgJCQnn/HX48OGLOp+IiBSTdhS+HwQr3sbxNrjacN8CaPcY6ElaUgYs+OcIu46kGcbGdG+Em/Xi/35WrRtAk7bGW2V2rjlM4oG0sxwhIuWd1deXsJEPELVkMaEPjsLi4+Owxp6VxfEJE4ju3oOkL8Zjy8gwIalI5eFudoCKJi2t8I2Mv7//edf6+fkVvU5PT8fLy+uif15wcDCDBw+mS5cuNGzYEG9vbw4fPsyiRYuYNGkS6enpjB8/nrS0NCZPnnzWvBeSuXjei3FmYUpERErYvj9g2ghIP+o417AXDP5C3UpSZhTY7Iwt1rXUqLo//a+89I3l2wxsQPTmY+Tn/P9m3nZYPXUvA8dcg0UFVZEKyy0wkGpjxhBy110kjZ/AyZ9/xl5s+w5bWhqJH31E8vffEzZqFMG334bV09OkxCIVlzqXSlh2djZQuEfR+ZxZTMrKyrron1WzZk0OHjzIV199xbBhw2jbti3XXHMNffv25aOPPmLLli3UrVsXgB9//JHZs2efNe+FZL7cvCIiUsJsBbD8ncKNu4sXlixu0OO/ug1Oypy5fx8i+pjxS6onujfCegldS6f4BXlxXa96hrGDu0+y76+kSz6niJQf7mFh1HjheSIXLiDopiHg5KFKBcePc/TNN4np3ZuT06Zhz883IalIxVVpi0sWi+Wyf33zzTcO5/X29gYo2iT7XM68Vc3HSSvn+Xh6ehZtCu5Mw4YN+eGHH4p+/+mnnzqsOZUXzp/5cvIeOHDgnL82bNhwUecTEan00o/BD0Ng+ZtgtxnnAmvBffOh/Winb7BFzJJfYOPjJcZ9G5uGB9KreY3LPneL7nXwDzF2ga+ZFk1Bvu0sR4hIReNRqxY133iDBnPnEtCnt9M1+YcOc/iFF4kdNIi0pUux2+1O14nIxdE7zhIWEBAAXNhtYxln3Pd7IbfRXYqOHTvSrFkzoPBJdjab8Q3Wqbxw/syXk7d27drn/BUefumt8CIilc6+lfBFh8KnwhUX1QNGrYS6bVweS+R8Zv15iNgk474nT3RveFldS6e4e7rRdnCkYSwlMYttyxPOcoSIVFReDepTe+xY6k+fhl/nTk7X5EbHkPDwI+y/8y4yz/MQJBE5v0q751JJPKHNWUGkdu3arF+/noyMDE6ePHnOTb1PbYpdtWrVS9pv6UI1a9aMHTt2kJ2dzfHjx6lataoh7ykJCQm0bNnyvHlBeyiJiJjCZoOVHzjvVrK4QbeXoJ26laRsyiuw8clSY9fSFbUC6dGseon9jIYtq/P30gSO7kstGts4L47GbWrg4689VkQqG+9mzag7fjyZmzdzbOxYsjZtdliTtWUL+4feif8NN1DtiTF4NWxoQlKR8q/SFpeaNGlSKudt1qwZ06ZNA2DXrl20aeP8m+P8/HxiYmIAaNq0aalkOeVcG1me6mqCwrzncmre3d2dhvpHV0TEtdITYfoDELvMcS6gJtz8FdRr6/pcIhdoxpaD7D+eaRh7skejEt1w22Kx0OGWhkx79/QHyNysfDbO2UenOxqX2M8RkfLF97rrqPf992SsWsWxDz4kx8nnnvSlS0lfvpygQYOo+tijeOjOCpGLoq82S1iHDh2KXq9YseKs6zZt2lR0m1n79u1LNdOOHTuAwg25Q0NDDXOtWrUq2sj7XHlzc3NZt25d0TEeHh6llFZERBzErYbxHZ0XlqK6w4MrVViSMi0337Fr6eo6wXRtXK3Ef1aNBkE0bGXshvpn5SGSD+kx5CKVmcViwb9jR+pPn0bN997Fo1Ytx0U2GynTpxPTqzdH33uPgpMnXZ5TpLxScamEdenShaCgIAC+/fbbs24Qd+Zm4IMHDy61PKtXr2b79u1AYeHLWuxWiYCAALp16wbAkiVLSEhwvi/B9OnTSU1NLfW8IiJyBpsN/ngfvu0PaYeNcxYrdHsZhk4BvzBz8olcoCmbD5Bwwvik2ZLuWjpT28GRuHmcfs9jt9lZPS26VH6WiJQvFquVoAEDaLBgPtWffx63KlUc1thzc0me9BXRPXuR9OWX2M54wraIOKfiUgnz9PTk8ccfBwr3dXr//fcd1qxdu5ZJkyYB0LlzZ1q1auX0XKeeShcREeF0fubMmed8ukF0dDRDhw4t+v3DDz/sdN3TTz8NFN6q98gjj1BQUGCYT0pK4tlnnwUgODiYESNGnPVniohICclIgsk3w9LXHPdXCgiHe+ZCx6e0v5KUeTn5BfxvqbGw07JeFTo1LL2iaECINy26G/eHjN9+nPjtx0vtZ4pI+WL19CRk2N1ELl5E2MMPY3HyFG5baiqJH3xITK/enJgyBXt+vglJRcoHi13PXixxaWlptGzZkj179gAwcuRIbr/9dnx8fFi2bBlvvvkm6enp+Pj4sGbNGlq0aOH0PKe+zatXrx5xcXFO56OiohgyZAitW7emdu3aeHl5cfjwYX777TcmTZpU9AS4W2+9lV9++eWsme+44w5+/vlnALp27cqYMWOoWbMm27Zt44033ijaH2r8+PGMHDnyUv+nOauEhISiTcIPHDhg2GhcRKTS2b8Gpt7v2K0EEHkDDJ4A/lUd50TKoO/WxvHyrO2GsR9HXE+7qNLtuMvNzmfyy+vITM0tGqsS7sftL7bC6qairIgY5ScmkvT555z4dQqcpYjk2aAB1Z58Av9u3Uqt81LEFUrj87eKS6UkOjqavn37snfvXqfzgYGBTJ48mf79+5/1HBdSXLoQDz30EGPHjj3nE+mysrK4+eabmT9/vtN5q9XKSy+9xKuvvnpBP/NiqbgkIkLhbXCrP4Klr4Pd2EWKxQpdn4cO6laS8iM7r4DO7y3jaGpO0dj19UP4eWQbl3ww27H6EMu+N27c2/mORlzRWe8zRMS53P37Sfz4Y1LnLzjrGp8WLaj29FP4nuNJ2yJlWWl8/ta701ISFRXF1q1beeedd2jZsiXBwcH4+vrSuHFjnnjiCf7+++9zFpYuxOzZs3nuuee44YYbiIyMJCgoCHd3d0JCQmjZsiVPPPEE27ZtY9y4cecsLAH4+Pgwb948Jk+eTI8ePahWrRqenp7UqVOHoUOHsmrVqlIrLImICJBxHH68FX7/j2Nhyb86DJsNnZ5RYUnKlR/XxxsKSwBPlOJeS8U1aRtOWB1/w9j6OfvIycxzyc8XkfLHs149an34IRFTp+Lb1vmTv7P+/JP9d93NgQcfIvv/71YRqezUuSRlgjqXRKRSi18HU+6DtEOOcw26wJAvwb/kn6olUpqycgvo+O4yktJPF5faR4UyeYTzD2ul5eDuE8wcu9Uw1qJ7Hdrf3NClOUSkfEpfvZpjH3xAzo6dzhdYLAQNHEjVxx/Do2ZN14YTuUTqXBIREalIbDZY9RF83dexsGSxQtcX4K7pKixJufTDuv2GwhLAE90buTxHrcZVaNDCuEfZ38sSOHks0+VZRKT88W/fnvpTp1Lzg/fxqFPHcYHdTsrMmcT07sPRd94l/8QJ14cUKQNUXBIRETFDZjL8dDssecXxNji/ajBsFnT+F1jdzMknchkycvL5fEWMYaxTo6q0jAgxJU/bIZFY3U7fimcrsLN2esw5jhAROc1itRLUrx+R8+ZS/cUXcQtx/LfMnptL8tdfE9OzF0njJ2DLyjIhqYh5VFwSERFxtQMb4IuOsPc3x7n6neHBVVC/k+tziZSQb9fGkZyRaxh7sofru5ZOCa7my1VdjS3/sX8mcnC3OgxE5MJZPD0JuetOIhctIuzRR7H6+jqssaWlkTh2LDG9enPi11+xn+XJcyIVjYpLIiIirmK3w+pP4Os+kJpQbNICXZ6Du2dAQHVT4omUhLTsPCb8EWsY69akGi3qBJsT6P+17BuBt7+HYWzV1L3YbNp+VEQujpu/H1UffYTIxYuoctdd4OHhsCb/2DGOvPwKsQNuJHXRIrTVsVR0Ki6JiIi4QmYy/HQHLH4JbMW+xfSrBsNmQpd/6zY4Kfe+WR3HyWJPY3vCxK6lU7x8PWjdv75hLOlAOrvXHTYpkYiUd+6hodR48QUi580lsF8/p2ty9+3j4OOjibv9djI2bHBxQhHXUXFJRESktB3YCOM7wZ4FjnMRHQtvg2vQxeWxREpaSlYeX640di31bFadK2oFmZTIqHnHmlQJ9zOMrZsZS262blsRkUvnWbcutT54n4hpU/Fr397pmuy//iZ+2D3EjxpF9u7dLk4oUvpUXBIRESktdjus+R983RtSDhSbtEDnZws37tZtcFJBfLVqH6nFCjVjTHhC3NlY3ay0vznKMJaZmsvWRfEmJRKRisSneXPqTppI3a8m4d28udM1GSv+YN+gwRx69t/kHTzo4oQipUfFJRERkdKQdQJ+HgqLXnByG1zVwr2Vuj6v2+CkwjiZmctXq/YZxvpeWYNmNQNNSuRcveah1G1ufNLT1sXxpCVnm5RIRCoav3btiJjyK7XGfohH3bqOC+x2UmbNIqZ3H46+9Tb5J/RwASn/VFwSEREpaQmb4ItOsHu+41y9DjBqJUR2dX0ukVL05cpY0nJOF1ItlrLVtXSm9jc1xGK1FP2+IM/G2hkxJiYSkYrGYrUS2KcPkXPnUP3ll3ALDXVYY8/LI/nbb4np0ZOkL77AlplpQlKRkqHikoiISEmx22HtOPiqN6QUv83GAp2eKbwNLjDclHgipSU5I5evV8cZxgZcVZNG1QPMCXQeITX9uKJjTcPY3o1HORKbYlIiEamoLJ6ehAwdStSi3wh77FGsvr4Oa2zp6SR+9DHRvXpx4udfsOflOTmTSNmm4pKIiEhJyDoBv9wFvz0HtmJvCn3D4K5pcMOL4OZuTj6RUjT+jxgycwuKfm+1wOPdGpqY6PxaDaiPp4/xelw1Za8eFy4ipcLq50fVRx4hcvEiqtx9N3h4OKwpSEziyKuvEtt/AKkLf9O/R1KuqLgkIiJyuQ5uLnwa3K65jnP12hc+DS6qm+tzibhAYloO363Zbxgb1KIWUdX8TUp0YXz8PWnVL8IwdnRfKns3HTUnkIhUCu6hodR44Xki588jcMAAp2ty9+/n4JgxxN12Oxnr1rs4ocilUXFJRETkUtntsO4LmNQLTjp52lTHp2DYbN0GJxXa+BUxZOWd7lpys1p4rIx3LZ1yZZfaBFX1MYytnRFD/hldWCIipcGzTh1qvfcu9adPw69DB6drsv/+m/h77yX+gZFk79rl4oQiF0fFJRERkUuRdRJ+vRsWPuvkNrhQuHMadHtZt8FJhXYsNZvv1xm7loZcU4v6YX4mJbo4bu5W2t0UZRhLT87hr6UHTEokIpWNd7Nm1J34JXW/+RrvK65wuiZj5Ur2DR7CwX/9i9yEgy5OKHJhVFwSERG5WAe3FN4Gt3OO41zdtoVPg2vY3fW5RFxs3PIYcvJtRb93t1p47Iby0bV0Sv2rw6jVKNgwtnnhfjJTc80JJCKVkl+bNkRM+ZVaH43Fs149xwV2O6mz5xDbpw9H3nyT/ORk14cUOQcVl0RERC6U3Q7rx8OknnByv+N8hyfgnrkQVMv12URc7HBKFj+uN94OekvL2tQNdXwSUllmsVhof3NDsJwey8suYMOcWPNCiUilZLFYCOzdmwZz51Dj1VdwCwtzWGPPy+PEd98T06MnSZ9/ji0z04SkIo5UXBIREbkQ2Skw5R5Y8C/H2+B8QuDOqdD9Vd0GJ5XGuGUx5Bac7lrycLPwaDnrWjqlat0AmlxfwzC2Y9Uhjh9KNymRiFRmFg8Pqtx+O1GLfqPqmNFY/RxvNbZlZJD48SfE9O7DyWnTsBdorzgxl4pLIiIi53Poz8Lb4HbMcpyrcz08uBIa9nB5LBGzHDqZxS8bjfsS3daqDrWCfc5yRNl3/cBI3D1OvzW222HNtGgTE4lIZWf19SXswQeJXLKYkHuGYfHwcFiTf+wYh194kX2Dh5C+cpUJKUUKqbgkIiJyNnY7bPgSJvWAE3GO8+1Hw73zIKi2y6OJmOmzZdGGriVPNyuPdI06xxFln38VL1r0rGsYi9+eTPz24yYlEhEp5F6lCtWfe44GCxYQNPBGsFgc1uTs2cOBBx4g/v7herKcmELFJREREWdy0mHacJj/NBQU29jXpwoM/RV6/BfcHL9FFKnIDp7M4tdNxq6l21vXITyo/HYtnXJNj7r4BnkaxlZPi8Z2RiFNRMQsnrVrUfOdd6g/Yzp+7ds7XZOxZg37Bg/h0HPPk3fkiIsTSmWm4pKIiEhxx3bBl13hn2mOc7VbFz4NrlEv1+cSKQM+WxZNXoG96Pee7lYe7lK+u5ZO8fR2p83ABoax5EMZ7Fxz2KREIiKOvJs0oe6kidT58ku8GjVyXGC3kzJjBjG9+3Dso48oSM9wfUipdFRcEhEROdPfUwoLS0l7HOfaPQ73zYfgOq7PJVIGJJzIZEqxrqWhretSI8jbpEQlr3GbcEJr+xvG1s+OJTcr36REIiLO+XfsQP0Z0wl/43Xcq1VzmLdnZ3P8i/HE9OrFiZ9+wp6X5+QsIiVDxSURERGA/ByY+yRMHwF5xR7r6x0Et/8EPV/TbXBSqTnrWnqoS6SJiUqe1Wqh/c3GTqystDy2/LbfpEQiImdncXMj+KabiFy4gKqjH8fq6+uwpuD4cY7857/E3jiQtKVLsdvtTs4kcnlUXBIRETmxH77qBZsmOc6FXw0jV0CTvq7PJVKGHEjOZMqmBMPY0NZ1qR5YcbqWTqnTJISIK0MNY3/+foC05GyTEomInJvV15ewhx4ictFvBN9+G7i5OazJ3bePhIcfIf7uYWRt22ZCSqnIVFwSEZHKbc9vML4THNrqOHfdvXD/Igip7/JYImXN/5ZGk287/W23l7uVhytY19KZ2t0UhcV6+olMBXk21s2MMTGRiMj5uYeFEf7qqzSYPQv/rl2drsnctIm4W27l4FNPk5tw0MUJpaJScUlERConWwH8/hr8eCtknzTOufvAoC9gwMfgUfG6MkQuVvzxTKZtMXYt3Xl9PapVwK6lU6rU8OOKTrUMY3s2HOXovlSTEomIXDivyEjqfD6Out9+i3fz5k7XpM6bR2yfPhx99z0KUlJcnFAqGhWXRESk8kk/Bt8PgpXvO86FRsEDv0OLO1weS6Ss+t+yvYauJW8PKw92aXCOIyqGVv0j8PRxN4ytnrpX+5WISLnhd31rIqb8Ss333sOjZk2HeXteHslffUV0z14kf/st9txcE1JKRaDikoiIVC7718AXHWHfH45zzQbCA8uguvNv+EQqo/3HM5i2xXjbxF3X16NaQMXtWjrFx9+Tln0iDGOHY1KI3ZpoTiARkUtgsVoJGtCfBgvmU+2Zp7EGBDissaWkcPStt4np15/UBQtURJeLpuKSiIhUDnY7rPkUvukP6UeMc1Z36P023PIteAeak0+kjPp0aTQFxbqWRnWuuHstFXdV19oEhhkLaWumR1OQZzMpkYjIpbF6eRE6fDiRi34j5J5h4OH4BNy8Awc4+MST7L/9DjK3bDEhpZRXKi6JiEjFl50Cv9wFi14Ee4FxLrAW3LcA2jwEFovz40UqqbikDGZsNXYtDWsbQdUAL5MSuZ6bh5W2g6MMY6lJ2fy9POEsR4iIlG3uVapQ/bnniJw3l4DevZ2uyfrrL/YPvZOExx4jZ98+FyeU8kjFJRERqdgO/w3jO8OuuY5zDbrCqD+gTmvX5xIpBz5ZutfQteTj4cbIThV/r6XiIq+tSo0GQYaxTfPjyErX3iQiUn551q1L7Y/GUu+nH/G55hqna9IWLyF2wI0cee118pOTXZxQyhMVl0REpOLa8j1M6gEnin/jZoHO/4a7poFfmCnRRMq62MR0Zjp0LdUjzL/ydC2dYrFYaH+LsXspNyufjfPizAkkIlKCfK+5hno/TqbWxx/jUa+u44L8fE5MnkxMz14kTfgSW3a260NKmafikoiIVDx5WTDzEZj9KOQXewPkEwJ3ToWuz4HVzZx8IuXA/5ZGc0bTEr6elbNr6ZQa9YNo2Kq6YWz7ioOcOJJhUiIRkZJjsVgI7NWTyDlzqP7CC7gFBzussaWnk/jhh8T06UvKrFnYbdp7Tk5TcUlERCqW4zEwsQf8+YPjXK2WhbfBNezu+lwi5UhMYjoz/3Tcaym0EnYtnanNoAa4uZ9++2yz2VkzPcbERCIiJcvi6UnI3XcRueg3Qh8YgcXT02FN/uHDHHr23+y7+WYy1q0zIaWURSouiYhIxbFzDkzoAke3Oc5d/2Dhxt3BdVweS6S8+fT3vYauJb9K3rV0SmCoD1d3M/4bEvd3Egm7T5iUSESkdLgFBlLtqaeIXDCfwBsHOF2Ts2Mn8ffeR/yoUeTs3evihFLWqLgkIiLlX0Ee/PZC4RPhclKNc57+cPNX0OcdcHf89k1EjKKPpTP7r0OGsXvaRRDip+sH4Lre9fAJMD6+e/XUvdjOrMaJiFQQHrVqUevdd4mYNhXf6693uiZjxR/EDhzE4ZdeJu/YMRcnlLJCxSURESnfUg/BN/1h7f8c56o2hQeWwRU3uT6XSDn1iZOupQc6qmvpFE8fd1oPMP7vkXQgnd3rjpiUSESk9Pk0b07db76m9hef4xkV6bjAZuPklCnE9O5D4v8+w5ah/egqGxWXRESk/IpdAeM7wQEn9/tfeSs88DtUbeT6XCLl1N6jacz529i1dG/7CKqoa8mgWftwqoT7GcbWzYohL6fApEQiIqXPYrEQ0KULDWbOpMZ//4NbmOMTd+2ZmST9739E9+7NiSlTsBfo38XKQsUlEREpf2w2+ON9+H4QZCQa59w8of9YGDIBPP2cHi4izn38+17sZ3Qt+Xu5q2vJCaublfY3RxnGMlNy2bo43qREIiKuY3F3p8qttxL120LCHnkEi4+Pw5qCxCSOvPQy+wYNIn3FCux23Tpc0am4JCIi5UtmMvx0Gyx9DezFHoEbVBfu/w1a3g8Wizn5RMqpPUfTmLftsGHsvvYRBPuqa8mZes1DqdMsxDC2ddF+Mk7mmJRIRMS1rH5+VH3sUSIXLiT4lpvB6lheyNkbzYFRDxJ///1k79hhQkpxFRWXRESk/Di4GcZ3hr2LHOca9oJRK6DWta7PJVIBFO9aCvByZ0QHdS2dS/ubogx17PxcG+tmx5oXSETEBB7VqxH+2mvUnzkDv04dna7JXLuOfTfdzKFn/03e4cNO10j5puKSiIiUfXY7bPgSvuoNKcVuO7FYodvLcMfP4Bvi/HgROafdR9KYX7xrqUN9gnw9znKEAITW8qdp+5qGsV1rD5MYn2ZSIhER83g3akTdCROo+9UkvJo2dVxgt5MyaxYxvftw7IMPKUjTv5UViYpLIiJStuWkw/QHYP7TUJBrnPOrCsNmQcennLZii8iF+fj3PcauJW93hneob16gcqT1gPp4eLmdHrDD6ml7tb+IiFRafu3aUX/aVMLffgv3GjUc5u05ORz/8ktievYi+YfJ2PPyTEgpJU3vxEVEpOxK3A0Tu8G2KY5zddvBqJVQv5Prc4lUIDsPpzJ/2xHD2PAO9QnyUdfShfAL8uLa3vUMYwd3nyRu23GTEomImM9itRI8aBCRCxdQ9YknsPo5PmSl4MQJjr7+OrEDbiRt6VIV5cs5FZdERKRs2jYVJnSFxF2Oc+0eh3vmQGC463OJVDAfL9lr+H2gtzv3tVfX0sVo0a0O/lW8DGNrpkVTUGA7yxEiIpWD1dubsFEjiVz0G1WGDgV3d4c1uXFxJDz8CPH33U/27t0mpJSSoOKSiIiULfk5MO9pmDYc8jKMc16BcNtk6PkauDm+ORGRi7P9UAoLtxfvWmqgrqWL5O7pRptBkYaxk0cz2f7HQZMSiYiULe6hodR4+SUazJlNQI/uTtdkrlvHvsFDOPzSy+QnJbk4oVwuFZdERKTsOBkPX/eBjV86ztW4svBpcE37uz6XSAX1ye9OupY6RJgTppxr1Ko61eoFGMY2zo0jO0N7iYiInOJVvz61P/2Uej98j/dVVzkusNk4OWUKMb16kzThS2w5Oa4PKZdExSURESkb9i6G8Z3g4GbHuWuHwfDFEKLHoouUlO2HUvht+1HD2AMdGxDora6lS2GxWmh/S0PDWHZGHpsXxJkTSESkDPNt2ZKIn3+i5nvv4R7uuM2BLSODxA8/JLZvP1IXLNB+TOWAiksiImIuWwEsfQMm3wJZJ4xz7t4wcBzc+Cl4+JiTT6SC+qjYXkvBvh7c2z7CnDAVRM2oYCKvqWoY+3t5AimJmSYlEhEpuyxWK0ED+hM5fx5hjz+GxcfxvV7ewYMcfOJJ9t95F1nbtpmQUi6UiksiImKe9ET4fjD88S5Q7BupkAYwYglcc6cp0UQqsn8OprB4h2PXUoC6li5b2yGRWN0sRb+35dtZOyPGxEQiImWb1ceHqg8/TOTChQQNHgwWi8OarC1biLvlVg7+61/kHTni5CxiNhWXRETEHPHrCm+D27fCca7pABi5vHCfJREpcR8t2WP4fRVfD+5pF2FOmAomqKovV3atbRiL2ZLIoeiT5gQSESknPKpXo+ZbbxIxdQq+LVs6XZM6ew4xvfuQ+Mmn2DLVFVqWqLgkIiKuZbfD2s/gm36Qdsg4Z3WHXm/Crd+Dd5A5+UQquL8TTrJk5zHD2AOdGuDvpScwlpSWfSLw8jP+77l6ajR2m/YMERE5H5/mzan7/XfU+uRjPOrUcZi3Z2eTNG4cMb37cHLmTOw2mwkppTgVl0RExHWyU+HXYfDb82DLN84FhMO986DtI07boUWkZBTfa6mKrwfD2kaYE6aC8vbzoFW/+oaxY3Gp7N109CxHiIjImSwWC4E9e9Jg3lyqPfMMVn9/hzX5x45x+N/PEXfrbWRu2mRCSjmTiksiIuIaR/6BCV1g52zHufqdYdRKqNvG5bFEKpO/Dpxk6S5j19LITpHqWioFV3SuRXB1X8PY2hkx5OcWmJRIRKT8sXp6Ejr8fiJ/W0jw7beB1bGEkf3PP+y/624SRo8hNyHBhJQCKi6JiIgrbJ0ME7tBspNNbTs9A3fPAP+qjnMiUqKK77UU4ufJsLb1TEpTsbm5WWk3JNIwln4ih7+WHjApkYhI+eUeGkr4q69Sf+YM/Nq3d7om7bffiO3Tl2Pvv09BerqLE4qKSyIiUnrysmD2YzDrYcjPNs75VIE7p8INL4LVzZx8IpXI1vgTLNudaBgb1akBfupaKjURV4VRq1GwYWzzgv1kpuaaE0hEpJzzbtSIOhO/pM74L/Bs0MBh3p6Xx/GJk4jp2YsTv/yKvUDdoq6i4pKIiJSO5FiY1AO2fOc4V/NaGPUHNOzh+lwilVTxvZbC/D25W11LpcpisdD+5oZwxjZyeTkFbJgTa14oEZFyzmKx4N+5Mw1mzaT6iy/iFuT4EJiC5GSOvPIK+wYPIWPNGhNSVj4qLomISMnbNR/Gd4Ej2xznWj0A9y+E4LoujyVSWW3ef4IVe4p3LUXi66mupdJWtW4ATa6vYRjbseoQxw/qlg0Rkcth8fAg5K47iVz0GyH33APujv9Ny9mzh/j7h3PgwYfIid1nQsrKQ8UlEREpObYC+P01+PkOyEkxznn4wZCJ0O99cPcyJ59IJVV8r6Uwf0/uaqOuJVe5fmAk7h6n33bb7bBmWrSJiUREKg63oCCqP/dvGsyZjf8NNzhdk758ObE33siRN96k4ORJ1wasJFRcEhGRkpGZDJNvhpXvO86FNYYHlsJVt7g+l0glt3l/Miv3JhnGHuwciY+n9jpzFf8qXlzT09itGb8jmf3bj5uUSESk4vGqX5864z6j7jdf49W4seOC/HxOfP890b16k/zdd9jz8lwfsgJTcUlERC7fwS0wvjPELHWcu+KmwsJStSauzyUiTvZa8uLO69W15GrX9KyHb5CnYWzNtGhsBTaTEomIVEx+bdpQf/o0arz2X9zCwhzmbSkpHH3zLWIH3Eja0mXY7XYTUlY8Ki6JiMjl2fIdfNUbUuKN41Z36P0O3DQJvPzNySZSyW2Kc+xaeqiLupbM4OHlRpuBxicbJR/KYMfqwyYlEhGpuCxublS55RYiFy4kdORILJ6eDmty4+JIePhh4u+/n+zdu01IWbGouCQiIpcmLxtmP1b4qyDHOOdfHe6ZC20eBIvF+fEiUurGFttrqVqAF3der830zdK4TTihtY3F9g1zYsnNyjcpkYhIxebm70e1J5+gwfz5BPbt43RN5tp17Bs8hMMvv0J+UpLTNXJ+Ki6JiMjFOxkPX/cu7Foqrm5bGPUH1Gvr+lwiUmTDvmRWRxv39HmoSyTeHupaMovVaqH9zVGGsay0PDb/tt+kRCIilYNn7VrU+vBD6v04Ge8rr3RcYLNx8tdfienVm6Qvv8SWk+O4Rs5JxSUREbk4MUsL91c6tNVxrs3DcM8cCKjhOCciLjV2sbFrqXqgF3e0VteS2eo0CSHiKuMeIH8tOUDq8SyTEomIVB6+115LxC8/U/Pdd3Cv4fh+1ZaRQeIHHxLbtx+pCxdqP6aLoOKSiIhcGJsN/ngfvh8CWcnGOQ/fwr2Ver8Fbh7m5BORIutij7M21ti19HCXKHUtlRHthkRisZ6+Zbgg38a6mbEmJhIRqTwsVitBN95I5IL5hD32KBYfH4c1eQcPcnDME+y/626ytv1jQsryR8UlERE5v+wU+OUuWPoaUOwbnJBIGPE7XHmzKdFExFHxrqUagd7c1qqOSWmkuCo1/LiiUy3D2N6NRzm6L9WkRCIilY/Vx4eqjzxC5MIFBA0a5HRN1ubNxN1yC4eefZa8I0dcG7CcUXFJRETO7eh2mNAFds9znGvSH0Yug+rNXB5LRJxbG3Oc9fuM3YUPd9VeS2VNq/4RePq4G8ZWT92rWzBERFzMo3p1ar79FhFTpuBz3XVO16TMmk1M7z4k/u8zbJmZLk5YPqi4JCIiZ7dtKkzsDsnFbtewWKHbK3Dr9+AdZE42EXFgt9sdnhAXHqSupbLIx9+Tln0iDGOHY1KI2ZJoTiARkUrO58orqPfD99T66CM8atd2mLdnZ5P0v/8R06cvKbNmYbfZTEhZdqm4JCIijgryYMGzMG045BX7dsY3FO6aDh2fBKv+MyJSlqyNOc4Gh66lKLzc1bVUFl3VtTaBYd6GsbUzoinI0wcWEREzWCwWAnv3osG8uVR7+imsfn4Oa/KPHuXQs/8m7tbbyNy82YSUZZM+FZSizMxM3n33XVq1akVISAh+fn40adKEp556iv37L/+RsxEREVgslov6FRcX53CeV1999YKPX758+WXnFpEyLu0IfNMf1n/hOFfzWhi5AiK7uj6XiJyTs66lmkHe3NrS8dtXKRvcPKy0HRxlGEtNyubv5QkmJRIREQCrlxehI0YQueg3gm+7zekXqtn//MP+O+8iYcwT5Cbo320Vl0pJdHQ0LVq04Nlnn2XTpk2cOHGCzMxMdu/ezYcffshVV13F3LlzXZopKCiIGk4etygiUmT/GhjfCQ6sc5y77l64bwEE6/YakbJodfRxNsadMIw9coO6lsq6yGurUqOB8fbiTfPjyErPNSmRiIic4h4aSvh/XqX+jBn4tWvndE3awoXE9u3HsQ8+oCA93cUJyw738y+Ri5WWlka/fv3Yu3cvAA888AC33347Pj4+LFu2jLfeeovU1FRuu+02Vq9eTYsWLS7p5yxatIjc3HO/8ViyZAlPPPEEALfeeive3t7nXL9t27ZzztevX//iQopI+WC3w7rPYdGLYC8wzrl5Qb8P4Nq7zckmIuflrGupVrAPt1ynYnBZZ7FYaH9LFNPeOX1rRW5WPhvnxdHptkYmJhMRkVO8GzeizqSJpK9YwbF33iV33z7DvD03l+NfTuTk9BnU+uAD/Npcb1JS86i4VAree+899uwpfIP37rvv8swzzxTNtW3bli5dutC5c2cyMzMZM2bMJd9q1qjR+d9wvPbaa0Wvhw0bdt71V1xxxSVlEZFyLCcdZj8G26c7zgXVhdu+h5otXB5LRC7cqugkNu83di09ekMUnu5qUi8PatQPomGr6uzdeLRo7J8VB7mycy2q1HDc70NERFzPYrEQ0KUL/u3bc+Knn0n87DNsKSmGNbaMDDwj6pmU0Fx6x1HC8vLy+OSTTwBo2rQpTz31lMOadu3aMXz4cABWrFjBxo0bSyVLSkoKs2fPBqBBgwZ06NChVH6OiJRjSdGFT4NzVliK7AajVqiwJFLG2e12xi527Fq66VrttVSetBnUALczioF2m50102NMTCQiIs5YPDwIGXY3Ub8tpMqwu8H9dM9O6PDheFTSrWhUXCphy5YtI+X/q5f33HMP1rM8Senee+8tej1jxoxSyfLrr7+SnZ0NXFjXkohUMjvnwoQukLjTca7Tv+DOKeAb4vJYInJx/tibxJb4k4axx9S1VO4EhvpwdTfjbYxxfyeRsCv5LEeIiIiZ3IKDqfH88zSYPRv/rl1xr16d0OH3mx3LNHrXUcJWrVpV9Lpz585nXdeyZUt8fX0BWL16dalk+e6774DC9r2779ZeKSLy/wryYcmr8MudkJtmnPMKgjt+gRteAKs2ARYp65x1LdUJ8eGm69S1VB5d17sePgEehrHV06Kx2ewmJRIRkfPxalCfOp+Po/6M6Vj//zN+ZaTiUgnbsWNH0esmTZqcdZ27uztRUYWPnt2500nXwGXat29fUdGqQ4cONGjQ4IKO69mzJ9WqVcPT05Nq1arRpUsX3n77bU6cOHH+g0Wk7MtIgh+GwKqxjnPVr4CRy6Bxb9fnEpFLsnxPIn8eOGkYe6xrQzzc9BavPPL0caf1AON7tqQD6exed9ikRCIicqHcQyp3x7/eeZSwhIQEAPz8/AgODj7n2jp1ClufExMTycnJKdEc3333HXZ74bdcF3NL3OLFi0lMTCQvL4/ExERWrFjBc889R4MGDZg1a9Yl50lISDjnr8OH9aZJpNQlbIbxnWHfCse5q26D4YshNNL1uUTkktjtdj4q1rVUN8SXwdfWMimRlIRm7cOpEm7cxHvdrFjycgrOcoSIiIj59LS4EpaWVniLib+//3nX+vmdfuOQnp6Ol5dXieX4/vvvAfDx8eHWW2897/orr7ySQYMG0bp1a2rWrEleXh67d+9m8uTJLFq0iJMnT3LTTTcxZ84c+vTpc9F5ThXSRMQEdjts/gYW/AsKco1zVnfo/Ta0GgEWiynxROTSLNt9jL8SjE+peeyGKHUtlXNWNyvtb45i7qd/FY1lpuSyddF+h64mERGRskLFpRJ2agNtT0/P8649s5iUlZVVYhnWrFlDTEzh00UGDhxIYGDgOdePGTOGV1991WH8+uuvZ9iwYYwfP54HH3yQgoICRowYQUxMDN7e3iWWV0RKUV4WzH8atv7gOBcQDrd8C3Wvd30uEbksdrudj5bsNYxFhPoy+Bp1LVUE9ZqHUrdZCPE7Tm/mvXVxPM061MK/Ssl9GSkiIlJSKu1XWxaL5bJ/ffPNNw7nPVV0yc3NdZgr7sxb4Xx8fErsz3ZqI28ofGLd+Zzv9r1Ro0YxfPhwAA4dOsS0adMuOtOBAwfO+WvDhg0XfU4ROY8T++GrXs4LS/U6wMgVKiyJlFNLdx3jb4eupYa4q2upwmh3U5ShoTQ/18b62THmBRIRETkHvQMpYQEBAUDhbW7nk5GRUfT6Qm6juxA5OTn8+uuvAISHh9OjR48SOe+oUaOKXq9Y4WS/lvOoXbv2OX+Fh4eXSE4R+X/RS2BCZzj8l+Nc20dh2CwIqO76XCJy2Zx1LdUP82Ngi5omJZLSEFrLn6YdjP+f7lp3hMT4tLMcISIiYp5Ke1tcSTyhzVlBpHbt2qxfv56MjAxOnjx5zq6gAwcOAFC1atUS229pzpw5RU92Gzp0KG5uJfMo8WbNmhW9PnjwYImcU0RKgc0GK9+HZW8CxR5d7eEHgz6D5oNNiSYiJWPJzmNsO+i415K6liqe6wc0YO+Go6c387bD6ml7GTjmGizaJ09ERMqQSltcatKkSamct1mzZkW3je3atYs2bdo4XZefn1+0L1LTpk1L7Odf7C1xF0pvYETKgayTMGMU7FnoOBfaEG77AaqVzr99IuIahV1LxifENQjz48ar1bVUEfkGenJt73qsnxVbNHZw90ni/k6i/tVVTUwmIiJipK+4SliHDh2KXp/r9rFNmzYV3RbXvn37EvnZiYmJLFxY+KGyRYsWXHnllSVyXoAdO3YUva5ZU29gRcqcI//AhC7OC0tNb4QHlqqwJFIBLNpxlO2HUg1jj3fTXksVWYtudRw28V4zPYaCAptJiURERBzpnUgJ69KlC0FBQQB8++232O12p+vO3Ax88OCSuUXlp59+Ii8vDyjZriWA8ePHF73u3LlziZ5bRC7TX7/AxO5wYp9x3GKFHv+FW78D73M/NVJEyj6bzXGvpciqfgxQ11KF5u7pRptBkYaxk0cz2f6HtikQEZGyQ8WlEubp6cnjjz8OFO7r9P777zusWbt2LZMmTQIKCzWtWrVyeq5TT6WLiIi4oJ996pY4d3d3hg4dekHHbNu2jejo6HOumTBhAhMnTgSgRo0aJVYME5HLlJ8L856GGSMhP8s45xsGd8+E9qNBt7WKVAiLdhxl52HHriU3q67xiq5Rq+pUqxdgGNswdx/ZGXkmJRIRETGqtHsulaZnnnmGX375hT179vCvf/2L6Ohobr/9dnx8fFi2bBlvvvkm+fn5+Pj48NFHH5XIz9yxYwebN28GoHfv3lSrVu2Cjtu8eTMjRoyga9eu9OnThyuvvJLQ0FDy8/PZtWsXkydPZtGiRQC4ubkxYcIE/Pz8SiSziFyG1EPw6z2QsMFxrlbLwm6loFquzyUipaKwa8m411JUNX/6X6WupcrAYrXQ/paGzHh/S9FYTkY+mxfE0f7mhiYmExERKaTiUikICAhg3rx59O3bl7179zJhwgQmTJhgWBMYGMjkyZNp0aJFifzMMzfyHjZs2EUdW1BQwJIlS1iyZMlZ14SGhjJp0iQGDBhwyRlFpITsWwlT74OMRMe5lsOh91vgXjJPoBSRsuG37UfYdcT4CHp1LVUuNaOCibymKjFbT//b//eyBK7oXIugqr4mJhMREVFxqdRERUWxdetWPvvsM6ZMmUJ0dDS5ubnUqVOHvn37Mnr0aOrVq1ciP8tmszF58mQAgoODufHGGy/42L59+zJp0iTWrl3L1q1bOXr0KMePH8dutxMSEsLVV19N7969uffeewkM1J4tIqay22Ht/2DxK2AvMM65e0P/sdDiwm6JFZHyw9leSw2r+dPvynCTEolZ2g6JZN/fSdgKCvf0tBXYWTs9ht6jSu4hLiIiIpfCYj/bjtMiLpSQkECdOnUAOHDgALVr1zY5kUgZk5MGsx6FHTMd54LrwW0/QPhVLo8lIqVv3t+HeeTHLYax/w29RrfEVVKrpu7lryUHDGODn76WmlHB5gQSEZFypzQ+f2tDbxGRsi5xD3zZzXlhqWFPGLVChSWRCspms/Px78a9lhpXD6DvFepaqqxa9onAy89488HqKXux2/R9sYiImEfFJRGRsmzHLPiyKyTtLjZhgS7PwR2/gE8VU6KJSOmbt+0we46mG8ZGd2+IVXstVVrefh607l/fMHZsfxp7Nh41KZGIiIiKSyIiZVNBPix6CX4dBrnGD5Z4B8HQX6HLv8Gqf8ZFKqoCm51PfjfutdSkRgC9m9cwKZGUFc071SK4unET73UzY8jPLTjLESIiIqVLn0pERMqa9ET4fhCs+cRxrsaVMHIFNOrp8lgi4lrzth1m7zFjcXmMupYEcHOz0m5IpGEs/UQOf/5+4CxHiIiIlC4Vl0REypKETTChM8StdJy7eijcvwhC6jvOiUiFUmCz8/ES415LTWoE0LOZupakUMRVYdRqFGwY27JwP5mpueYEEhGRSk3FJRGRsmLLd/B1H0g9aBy3ekC/D2HQOPD0dX6siFQoc/8+RExihmFsTPdG6lqSIhaLhfY3N4Qz/krk5RSwfk6seaFERKTSUnFJRMRs+bkw9wmY/RgUFPvGOaAm3L8QWg0Hiz5UilQGBTY7Hxfba6lZeCC9mlc3KZGUVVXrBtCkjbGbbeeqQxw/mH6WI0REREqHiksiImZKOwLf9odNXznORXSEUX9A7ZauzyUippn910FiHbqWGmJRgVmcuP7GSNw9T7+lt9thzbRoExOJiEhlpOKSiIhZ4tfD+M5wYL3jXNtH4e6Z4F/V5bFExDz5BTY++d1YGLiiViA9mqlrSZzzr+LFNT3qGsbidySzf/txkxKJiEhlpOKSiIgZNn0F3/SD9CPGcXcfGDIRer0Bbu7mZBMR08z+6xD7kop1LXVrpK4lOadretbDN8jTMLZ6ajS2AptJiUREpLJRcUlExJXycwr3Vpr7BNjyjHPBdWH4IrjqFnOyiYipCruWjHstXVU7iG5Nq5mUSMoLDy832gxsYBg7cTiDnWsOm5RIREQqGxWXRERcJfUQfN238KlwxTXoAiNXQPhVLo8lImXDzD8PEXc80zCmvZbkQjVuE05YHX/D2Po5+8jNzjcpkYiIVCYqLomIuML+NYX7Kx3c5DjXfjTcOQ18Q1yfS0TKhPwCG58uNXYtXV07iK6N1bUkF8ZqtdDupijDWFZqLlsXxZuUSEREKhMVl0RESpPdDhu+hG8HQMYx45yHL9z8NfT4r/ZXEqnkpm89yH6HriXttSQXp06TEOpdEWoY+3NxPOknckxKJCIilYWKSyIipSUvG2Y9CvOfBlux2xKqRMCIJXDFEFOiiUjZkeeka6lFnWC6NNbTIuXitR0SyZk1yfw8G+vnxJoXSEREKgUVl0RESkNKAnzdG/78wXEushs8sAyqN3d9LhEpc6ZvSeBAcpZhTHstyaUKrelPsw41DWO71h4m8UCaSYlERKQyUHFJRKSkxa0q3F/p0FbHuQ5Pwp1TtL+SiACnupaiDWPX1A2mcyN1Lcmla9W/Ph5ebqcH7LBmWjR2u928UCIiUqGpuCQiUlLsdlj3BXx7I2QmGec8/OCWb6H7K2B1c368iFQ60zYnkHDC2LX0hPZaksvkF+TFtb3qGsYSdp0gfnuySYlERKSiU3FJRKQk5GXBjAdh4bNgLzDOhUTCA79D80GmRBORsik337Fr6bp6VejYMMykRFKRXN29Ln5Bnoax1dOisRXYTEokIiIVmYpLIiKX62Q8TOoJf//sONewFzywFKo1dX0uESnTpm5O4OBJ7bUkpcPD043rB0Yaxk4czmDnmsMmJRIRkYpMxSURkcsRu6Jwf6UjfzvOdfoX3PEz+AS7PJaIlG25+TY+W2bsWmpZrwodotS1JCWncZsahNXxN4ytn7OP3Oz8sxwhIiJyaVRcEhG5FHY7rPkffD8IsortYeEZALdNhhteAKv+mRURR79uOuDQtfRED+21JCXLarXQ7qYow1hWai5bF8WblEhERCoqfeoREblYuZkwbQQsegHsxfauCG1YuL9S0/7mZBORMi8nv4BxxbqWWkeE0C4y1KREUpHVaRJCvSuMf7f+XBxP+okckxKJiEhFpOKSiMjFOBFXuL/SP1Md5xr3LSwsVW3s8lgiUn5M2ZTAoZRsw9iYHtprSUpP2yGRnPnXKz/Pxvo5seYFEhGRCkfFJRGRCxWzFCZ0gaPbHOe6PF94K5x3kMtjiUj54axr6fr6IbSL1F5LUnpCa/rTtENNw9iutYdJSkgzKZGIiFQ0Ki6JiJyP3Q6rPoIfboKsE8Y5r0C44xfo8qz2VxKR83LatdS9kUlppDJp3b8+Hl5upwfssHpqNHa73bxQIiJSYeiTkIjIueRmwNT7YMkrjvsrhTWGB5ZB497mZBORciU33+a0a6mt9loSF/AL8uLaXnUNYwm7ThC/PfksR4iIiFw4FZdERM4mORYm9oDtMxznmvQv3F8pLMpxTkTEiSmbDzh0LY3u3tCkNFIZXd29Ln5Bnoax1dOisRXYznKEiIjIhVFxSUTEmb1LCvdXOra92IQFbngJbv0evALMSCYi5VBh11KMYax1/RDaNlDXkriOh6cb1w+MNIydOJzBzjWHTUokIiIVhYpLIiJnstvhj/dh8s2QnWKc8wqCob9Cp6e1v5KIXJSpmxM4eDLLMDamm54QJ67XuE0NQmv7G8bWz9lHbna+SYlERKQi0KcjEZFTctLg17th6WtAsQ1OqzaFkcugUU9ToolI+ZWbb+OzYnsttY7QXktiDqvVQvubjbd0Z6XmsnVxvEmJRESkIlBxSUQE4HgMTOwOO+c4zjUbCCOWQGik45yIyHlM2+Kka6m7upbEPHWahFDvCmNx889F8aSfyDEpkYiIlHcqLomI7PkNJnSFxF3GcYsVuv8HbvkWvPydHysicg65+Tb+t9TYtdQqooq6lsR0bYdEcmZ9Mz/Pxvo5seYFEhGRck3FJRGpvGw2WPEu/Hgb5BTbX8k7GO6cCh3GgLoLROQSOe9aaqSuJTFdaE1/mnaoaRjbtfYwSQlpJiUSEZHyTMUlEamcslPhl7tg2Rs47K9U/QoYuRyiupmRTEQqCGd7LbWsV4V26lqSMqJ1//p4eLmdHrDD6qnR2O32sx8kIiLihIpLIlL5JO6Bid1g9zzHuStuguGLIKS+63OJSIUyfUsCCSfUtSRll1+QF9f2qmsYS9h1gvgdySYlEhGR8krFJRGpXHbNgy9vgKQ9xnGLFXq+DjdNAk8/c7KJSIWRV2Djf066ltpHqWtJyparu9fFL8jTMLZmWjS2AptJiUREpDxScUlEKgebDZa9CT8Phdxi+0n4hMBd06HdY9pfSURKhLOupdF6QpyUQR6eblw/0Pg01ORDGexcc9ikRCIiUh6puCQiFV/WSfj5DljxjuNcjSsL91eK7OrqVCJSQeUV2Pi02BPirqtXhQ5RYSYlEjm3xm1qEFrb+FTU9XP2kZudb1IiEREpb1RcEpGK7diuwtvg9ix0nLvyVrh/EVSp5/pcIlJhzdhy0LFrqZu6lqTsslottL8pyjCWlZrL1sXxJiUSEZHyRsUlEam4dswu3Lg7OcY4bnGD3m/DkAng6WtONhGpkPIKbHy6bK9h7Nq6wXRsqK4lKdvqNA2h3hXGPcH+XBRP+okckxKJiEh5ouKSiFQ8tgL4/TX49W7ITTfO+YbCsFnQ5iHtryQiJW7GloMcSNYT4qR8ajsk0vCfxvw8GxvmxJoXSEREyg0Vl0SkYsk6AT/eBivfd5wLbwEjV0D9ji6PJSIVn7MnxF2jriUpR0Jr+tO0Q03D2M61h0lKSDvLESIiIoVUXBKRiuPoDpjQFaIXO85dfQfcvxCC67g+l4hUCjO2HiQ+OdMwpq4lKW9a96+Pu5fb6QE7rJ4ajd1uNy+UiIiUeSouiUjFsH0mTOwOJ/YZx63u0Oc9GPQ5ePiYEk1EKr78AhufFetaalEnmE7qWpJyxi/Ii2t71jWMJew6QfyOZJMSiYhIeaDikoiUbzYbLH0dptwDeRnGOb+qMGw2XD9S+yuJSKmasfUg+48X71rSE+KkfGrRoy5+QZ6GsTXTorEV2ExKJCIiZZ2KSyJSfmWnws9D4Y/3HOdqXVe4v1JEe9fnEpFKJd/JXkst6gTTuVFVkxKJXB4PTzeuHxhpGEs+lMGutUdMSiQiImWdiksiUj4djym8DW7PAse5a+6Ce+dDUC3X5xKRSmfmn4ccupZGq2tJyrnGbWoQWtvfMLZ+diy52fkmJRIRkbJMxSURKX+il8CXXSFpt3Hc4la4v9KN/wMPb3OyiUilkl9g49Olew1jV9cJpou6lqScs1ottL8pyjCWmZrL1sXxJiUSEZGyTMUlESk/7HZY8ylMvgWyU4xzPiEwbKb2VxIRl5rlpGtpTDd1LUnFUKdpCHWbhxrG/lwUT/qJHJMSiYhIWaXikoiUD3lZMGMULHoR7MU2FK1+BYxcBvU7mZNNRColp11LtYPo0lhdS1JxtLsp0vCdTX6ejQ1zYs0LJCIiZZKKSyJS9qUchK/7wN+/OM41Gwj3/wZVIlweS0Qqt1l/HiLO4QlxjdS1JBVKaE1/mnaoaRjbufYwSQnpJiUSEZGySMUlESnb4tfDhC5waKvj3A0vwi3fgpe/45yISCly9oS4q9S1JBVU6/71cfdyOz1ghzXTo89+gIiIVDoqLolI2bX5W/imH2QcM457BsDtP0GnZ7S/koiYYvZfh9iXlGEYG6MnxEkF5RfkxbU96xrGDuxIZv/24yYlEhGRskbFJREpewryYN7TMOdxsOUZ50IawIgl0KSvOdlEpNIr3GvJsWupa+NqJiUSKX0tutfFL8jTMLZmWjS2AttZjhARkcpExSURKVsykuD7wbDxS8e5yBvggaVQrYnrc4mI/L85fzt2LY3WE+KkgvPwcuP6gZGGseRDGexae8SkRCIiUpaouCQiZceRbTChK8StdJxr9xgMnQI+VVyfS0Tk/xXY7Hz6u7Fr6cpaQdzQRF1LUvE1blOD0NrGfQ7Xz44lNzvfpEQiIlJWqLgkImXD9hkwqSekxBvH3bxg8ATo+Tq4uZuTTUTk/8356xCx6lqSSspqtdD+pijDWGZqLn8ujj/LESIiUlmouCQi5rLZYOnrMOVeyDM+0puAmnD/Arj6NlOiiYicqcBm55Pf9xrGrqgVSLem6lqSyqNO0xDqNg81jG1dHE/GyRyTEomISFmg4pKImCc7FX4eCn+85zhX53oYuRxqXefyWCIizjjvWmqkriWpdNrdFGl4WGt+ro31s2PNCyQiIqZTcUlEzHE8BiZ2hz0LHOeuuRvumQMB1V2fS0TEiQKbnU+WGruWmtcMpLu6lqQSCq3pT9MONQ1jO9ceJikh3aREIiJiNhWXRMT1opfAl10habdx3OIGfd+HGz8Fdy9zsomIODH370PEJhq7lsZ0V9eSVF6t+9fH3cvt9IAd1kyPPvsBIiJSoam4JCKuY7fD6k9g8i2QnWKc8wmBYbOg9QOgD2siUoY422tJXUtS2fkFeXFtz7qGsQM7konfftykRCIiYiYVl0TENfKyYPpIWPwS2G3GuepXFO6vVL+jKdFERM5l7t+HiEnUE+JEimvRvS5+QZ6GsdXTorHZ7CYlEhERs6i4JCKlL+UgfNUbtv3qONdsIAxfBFXquT6XiMh5OOtaahYeSI9m2hNOxMPLjesHNjCMJR/KYNeawyYlEhERs6i4JCKlK34dTOgCh/8sNmGBG16EW74FTz8TgomInN+8bYcdu5a6q2tJ5JTGbcIJre1vGFs/O5bc7HyTEomIiBlUXBKR0rP5W/imP2QcM457BsAdP0GnZ7S/koiUWWfrWuqpriWRIlarhfY3RRnGMlNz+XNxvEmJRETEDCouiUjJK8iDeU/DnMfBlmecC2kAD/wOjfuYk01E5ALN23aY6GPGR6s/rr2WRBzUaRpC3eahhrGti+PJOJljUiIREXE1FZdEpGRlJMH3g2Hjl45zkd3ggaVQtbHrc4mIXIQCm51Pi3UtNVXXkshZtRsSaWhGzs+1sX5OrHmBRETEpVRcEpGSc2QbTOgKcSsd59o9DndOAZ8qrs8lInKR5m87zN5iXUuju0VhtaprScSZ0Fr+NG1f0zC2c81hkhLSz3KEiIhUJCouiUjJ2D4DJvWElGJ7LLh5weAJ0PM1sLqZk01E5CLYnOy11KRGAD2b1TApkUj50HpAfdy9zvhvvR3WTI82L5CIiLiMikulID09nT/++IP333+fW2+9lfr162OxWLBYLERERJTKz1yzZg133XUX9erVw9vbmxo1atCrVy9++umnizrPTz/9RM+ePalRowbe3t7Uq1ePu+66i7Vr15ZKbqkAbDb4/TWYci/kZRrnAmrC/Qvh6ttMiSYicinm/+PYtTSme0N1LYmch1+QF9f2rGsYO7Ajmfjtx01KJCIirmKx2+12s0NUNF27dmX58uVO5+rVq0dcXFyJ/rxXX32V1157DZvN5nS+X79+TJ06FW9v77OeIysri5tvvpn58+c7nbdarbz88su88sorJZK5uISEBOrUqQPAgQMHqF27dqn8HClh2akwfSTsWeA4V+d6uPV7CND+JCJSfthsdnp//Ad7jp4uLjWpEcD8xzuquCRyAfJyCpj88loyUnKLxkJq+nHbi611DYmIlBGl8flbnUul4Mx6XUhICD179sTf379Uftb48eP5z3/+g81mIzIykkmTJrFhwwZmzpxJ165dAZg3bx7333//Oc9z//33FxWWunbtysyZM9mwYQOTJk0iMjISm83Gq6++yoQJE0rlzyHl0PEYmNjdeWHp2mFwzxwVlkSk3FnwzxFDYQlgdDd1LYlcKA8vN64f2MAwlnwog11rD5uUSEREXEGdS6VgwoQJBAQE0KpVK6KiogCIiIhg//79Jdq5lJycTIMGDUhJSaFu3bps3ryZsLCwovmCggIGDx7MnDlzAFi2bBldunRxOM/SpUvp1q0bAAMGDGDGjBm4uZ2+Xz4pKYnrrruO+Ph4goODiY2NpUqVkt2UWZ1L5Uz0Eph6P2SnGMet7tD7bWg1AvSobhEpZ5x1LTWuHsCC0epaErkYNpudX9/YyPGDp68l30BP7vxvGzy93U1MJiIioM6lcmPkyJHccccdRYWl0jJx4kRSUgo/3L/zzjuGwhKAm5sb48aNKyoUvffee07P8/777wPg7u5uWH9KWFgY77zzDgAnT55k4sSJJfrnkHLEbofVn8DkWxwLS76hcPdMaP2ACksiUi4t3O6ka0l7LYlcNKvVQvubje+DM1Nz+XNx/FmOEBGR8k7FpXJs5syZAAQGBjJkyBCna2rXrk337t0B+P3330lLSzPMp6Wl8fvvvwPQvXv3s1YshwwZQmBgIAAzZswoifhS3uRlFe6vtPglsBfb36v6lfDAMqjf0ZxsIiKXyWaz8/ES4xPiGlcPoHdzPSFO5FLUaRpC3eahhrGti+PJOJljUiIRESlNKi6VU7m5uWzYsAGAtm3b4unpeda1nTt3BiAnJ4dNmzYZ5jZu3Ehubq5hnTOenp60adOm6Ji8vLzLyi/lTMpB+Ko3bPvVca7ZIBj+G1Sp5/JYIiIlZeH2I+w+avwC5nHttSRyWdoNiTQ0M+fn2lg/J9a8QCIiUmp003M5tWfPHgoKCgBo0qTJOdeeOb9z586ijb4BduzY4XTd2c6zaNEi8vPz2bt3L82aNbvgvAkJCeecP3DgQNHrw4e14WOZcnALzB4NWUnFJizQ7nG4fhQcOwGcMCOdiMhls9nsvDttPfmpGUVjDar6cmVw/nn/+yUi5xbW1MqeDUeLfr9mUSJhTayEhPuZmEpEpHI78zN3fn5+iZxTxaVy6sw3u+fbfOvURl1gLOJc7nkuprh05rHn07p16wteKyYb+wbwhtkpRERK3EGg3n/NTiFSMb30g9kJRETklMTERCIiIi77PLotrpw6c+8kf3//c6718zv9zVB6unGj0pI6j4iIiIiIiIhUTupcKqeys7OLXp9rvyUALy+votdZWVmlcp7zKd4xVVx2dja7du2ievXqVK1aFXd3/dWUyunw4cNF3XsbNmwgPDzc5EQiZYuuEZGz0/Uhcna6PkROy8/PJzExEYArr7yyRM5ZaT/BW0rgUelff/0199577+WHuQTe3t5Fr09tyH02OTmnn8rh4+NTKuc5n/PdcgcQFRV13jUilUl4ePgFXTsilZWuEZGz0/Uhcna6PkQokVvhzqTb4sqpgICAotfnu0UtI+P0BqXFb30rqfOIiIiIiIiISOVUaTuXdu7cednnMLOV8sxK+8U8ia34xtrFz9OyZctLOo+IiIiIiIiIVE6VtrjUpEkTsyNclkaNGuHm5kZBQQG7du0659oz55s2bWqYO/OJbxd6Hnd3dxo2bHixkUVERERERESkAtJtceWUp6dn0YZ0a9euPed+SStWrAAKN+Qu3pnUqlWroo28T61zJjc3l3Xr1hUd4+HhcVn5RURERERERKRiUHGpHBs0aBAAqampTJ8+3emahIQElixZAkC3bt0MeyxB4Z5L3bp1A2DJkiVnvcVu+vTppKamAjB48OCSiC8iIiIiIiIiFYCKS2VUXFwcFosFi8VCly5dnK4ZMWIEQUFBAPz73//m+PHjhvmCggIefvhhCgoKAHjmmWecnufpp58GCh9H+MgjjxStPyUpKYlnn30WgODgYEaMGHHJfy4RERERERERqVgq7Z5LpSk6OppVq1YZxk49iS09PZ1vvvnGMNe7d29q1Khx0T8nJCSEd955hwcffJD9+/dz/fXX88ILL3DllVdy6NAhPvroI5YtWwbAHXfccdYi1Q033MDtt9/Ozz//zOzZs+nRowdjxoyhZs2abNu2jTfeeIP4+HgA3nnnHapUqXLRWUVERERERESkYrLY7Xa72SEqmm+++Yb77rvvgtcvW7bMofATFxdH/fr1AejcuTPLly8/6/GvvPIKr732Gmf7v7Jv375MmzYNb2/vs54jKyuLm2++mfnz5zudt1qtvPTSS7z66qvn/LOIiIiIiIiISOWi2+IqgP/85z+sWrWKoUOHUqdOHTw9PalWrRo9evTgxx9/ZN68eecsLAH4+Pgwb948Jk+eTI8ePahWrRqenp7UqVOHoUOHsmrVKhWWRERERERERMSBOpdEREREREREROSSqXNJREREREREREQumYpLIiIiIiIiIiJyyVRcEhERERERERGRS6bikoiIiIiIiIiIXDIVl0RERERERERE5JKpuCQiIiIiIiIiIpdMxSUREREREREREblkKi6JiIiIiIiIiMglU3FJRKQUbdq0if/+97/07NmT2rVr4+Xlhb+/P40aNeK+++5j1apVF3W+BQsWMHjw4KJz1a5dm8GDB7NgwYJS+hOIuN6zzz6LxWIp+rV8+fLzHqNrQyq6+Ph4XnnlFVq2bEnVqlXx9vamTp06dOzYkZdffpl//vnnnMfrGpGKKjc3l4kTJ9KrVy/Cw8OL3ms1btyY++67jzVr1lzQeXSNiFwmu4iIlIqOHTvagfP+GjZsmD0nJ+ec5yooKLAPHz78nOcZMWKEvaCgwEV/OpHSsXXrVru7u7vh7/ayZcvOul7XhlQGn3zyid3Pz++cf89Hjx7t9FhdI1KRxcXF2Zs3b37e91qPPfaY3WazOT2HrhGRkqHOJRGRUnLo0CEAatasyejRo5k6dSobNmxg7dq1fPjhh9SqVQuA7777jnvvvfec53rhhReYNGkSANdccw0//fQTGzZs4KeffuKaa64BYOLEibz44oul9wcSKWU2m42RI0eSn59PtWrVLugYXRtS0b3++us8/vjjZGRk0KhRI9577z2WL1/O1q1bWbJkCe+99x7t2rXDanX+tl7XiFRUeXl59OvXj+3btwNw1VVX8c0337B27VoWLVrEyy+/jJ+fHwCffvop77zzjtPz6BoRKSFmV7dERCqqfv362X/55Rd7fn6+0/nExER7o0aNir4VW7FihdN1u3fvLurkaNmypT0zM9Mwn5GRYW/ZsqUdsLu7u9v37t1b4n8WEVcYO3asHbA3adLE/txzz523c0nXhlR0S5YsMXS55ubmnnWtsw5YXSNSkU2ZMqXo+mjbtq3T91ubNm2ye3h42AF7cHCwPS8vzzCva0Sk5KhzSUSklMydO5dbb70VNzc3p/NhYWF88MEHRb+fOnWq03UfffQR+fn5QOE3bz4+PoZ5X19fPv30UwDy8/MZO3ZsScQXcan4+HheeuklAL744gs8PT3Pe4yuDanIbDYbDz30EABXX301kyZNwsPD46zrnV0zukakIjtzL6XnnnvO6fut6667jv79+wNw8uRJdu7caZjXNSJSclRcEhExUdeuXYtex8TEOMzb7XZmzZoFQJMmTWjTpo3T87Rp04bGjRsDMGvWLOx2eymkFSk9jzzyCOnp6dxzzz107tz5vOt1bUhFt2jRIvbu3QsUbnLv7u5+UcfrGpGKLjc3t+h1gwYNzrouMjLS6TG6RkRKlopLIiImysnJKXrt7Bu3ffv2Fe3ddL4P3KfmDx48SFxcXMmFFCllv/76K3PnziUkJIT333//go7RtSEV3ZQpUwCwWCxFnRcAycnJ7N27l+Tk5HMer2tEKrpTBR+A2NjYs6479eWdxWKhYcOGReO6RkRKlopLIiImWrFiRdHrpk2bOszv2LGj6HWTJk3Oea4z54u3fYuUVSdPnmT06NEAvPPOO4SFhV3Qcbo2pKJbt24dABEREQQEBPDjjz9y5ZVXEhoaSqNGjQgNDaVx48a8//77hi8qTtE1IhXdHXfcQWBgIFD434+CggKHNVu3bmXevHkADB06tGg96BoRKWkqLomImMRms/H2228X/f7WW291WJOQkFD0unbt2uc8X506dYpeHzhwoAQSipS+f/3rXxw5coT27dszfPjwCz5O14ZUZDabjV27dgGF+/ONHj2aO++8k3/++cewbs+ePTzzzDPccMMNnDx50jCna0QqurCwML7//nt8fX1ZvXo1rVq14rvvvmPdunUsWbKE//znP3Tu3Jnc3FyuvfZawz6XoGtEpKSpuCQiYpKxY8eyYcMGAIYMGcJ1113nsCYtLa3otb+//znPd+pxuwDp6ekllFKk9KxcuZKJEyfi7u7OF198gcViueBjdW1IRZaSkoLNZgNg27ZtfPLJJ4SHh/PDDz+QnJxMZmYmK1asKNojZs2aNdx///2Gc+gakcrgxhtvZPPmzYwYMYI///yTe+65h7Zt29KjRw9effVVfH19+eijj1i5ciXVq1c3HKtrRKRkqbgkImKCFStW8O9//xuAatWq8fnnnztdl52dXfT6fE/P8vLyKnqdlZVVAilFSk9ubi4jR47EbrfzxBNPcMUVV1zU8bo2pCLLyMgoep2dnY2vry/Lli3jzjvvpEqVKvj4+NCpUyeWLl3K1VdfDcCMGTNYv3694bhTdI1IRZWbm8t333131o22jx49yg8//MCSJUsc5nSNiJQsFZdERFxs+/btDB48mPz8fLy9vZkyZQrVqlVzutbb27vo9ZlPOHHmzD03ij9KV6SsefPNN9m1axd169bllVdeuejjdW1IRXbm32+AESNGGDYvPsXHx4c33nij6Pe//PKL03PoGpGKKCMjg+7du/PWW2+RnJzMv/71L3bu3ElOTg4pKSksWrSIDh06sGnTJgYNGsSHH35oOF7XiEjJUnFJRMSF9u3bR8+ePTlx4gRubm78/PPPdOrU6azrAwICil6frw37zG+6z9feLWKmXbt28dZbbwHw6aefGm43uFC6NqQiO/PvN0DPnj3PurZbt264u7sDsHHjRqfn0DUiFdGrr77KypUrAZg0aRLvvPMOTZo0wdPTk8DAQHr06MGyZcvo2rUrdrudZ555hr/++qvoeF0jIiXL3ewAIiKVxaFDh+jevTuHDh3CYrHw1VdfMXDgwHMec+YGk2duPOnMmRtMnrnxpEhZM3bsWHJzc2nQoAGZmZn8/PPPDmvO3Lh46dKlHDlyBIABAwbg5+ena0MqNC8vL6pWrUpiYiJw7r+33t7ehIWFceTIkaL1oP9+SMVmt9v56quvAGjUqBH33HOP03Xu7u689tprdOjQAZvNxjfffMPYsWMBXSMiJU3FJRERF0hKSqJHjx7ExsYChd0aw4YNO+9xzZo1K3p96slBZ3PmfNOmTS8xqUjpO3V7QWxsLHfcccd517/22mtFr/ft24efn5+uDanwmjdvzvLlywGcPmL9TKfmT3Uwgf77IRXb0aNHSU5OBuCaa64559ozH5hy5t91XSMiJUu3xYmIlLKUlBR69erFjh07AHj77bd55JFHLujY+vXrU7NmTaBwE/Bz+eOPPwCoVasWERERlx5YpBzQtSEV3Zm3TJ/6YsKZ1NRUkpKSgMK/46foGpGK7MxCan5+/jnX5uXlOT1O14hIyVJxSUSkFGVmZtKvXz+2bNkCwAsvvMCzzz57wcdbLJaiW+d27drFunXrnK5bt25d0bdqAwcOvKhHuou42jfffIPdbj/nrzM3+V62bFnR+Kk39bo2pKK76aabil7PmDHjrOtmzJhR9JSsjh07Fo3rGpGKLCQkhMDAQADWrl17zgLTmYWj+vXrF73WNSJSslRcEhEpJbm5uQwePJjVq1cDMHr0aF5//fWLPs+YMWNwc3MD4LHHHnN4BG5WVhaPPfYYUPiN3JgxYy4vuEg5oWtDKrKrrrqKPn36APDTTz/x+++/O6w5cuQIL774IlD4KPX77rvPMK9rRCoqq9VKv379gMI9Lc98auKZTpw4YfhSr3///oZ5XSMiJUfFJRGRUnLHHXewaNEiAG644QaGDx/OP//8c9Zfe/bscXqeRo0a8cwzzwCwadMm2rdvzy+//MKmTZv45ZdfaN++PZs2bQLgmWeeoWHDhq75A4qYTNeGVHQfffQRwcHB2Gw2+vfvz3PPPcfKlSvZtGkT48aNo1WrVkUbEb/22muG2+JA14hUbC+//DK+vr5A4ZPjbrzxRqZNm8bWrVtZu3YtY8eOpUWLFkXbEnTr1s3hyYu6RkRKjsV+qo9WRERK1MW2TderV4+4uDinczabjQceeKDoySjODB8+nAkTJmC16nsDKf9effVV/vOf/wCFt8V16dLF6TpdG1LRrVq1iptvvpmjR486nbdYLLzwwguGje/PpGtEKrIlS5Zwxx13FO07djY33HADU6dOpUqVKg5zukZESoaKSyIipaQki0unzJ8/nwkTJrBx40aSkpIICwujVatWjBo1quj2CZGK4EKLS6fo2pCK7Pjx43z66afMnDmTffv2kZubS3h4OF26dOGxxx4779OyQNeIVFzHjx9n0qRJLFiwgO3bt3Py5Enc3d2pUaMGrVq1YujQodx4443nfV+ma0Tk8qi4JCIiIiIiIiIil0x9fSIiIiIiIiIicslUXBIRERERERERkUum4pKIiIiIiIiIiFwyFZdEREREREREROSSqbgkIiIiIiIiIiKXTMUlERERERERERG5ZCouiYiIiIiIiIjIJVNxSURERERERERELpmKSyIiIiIiIiIicslUXBIRERERERERkUum4pKIiIiIiIiIiFwyFZdEREREREREROSSqbgkIiIiIiIiIiKXTMUlERERERERERG5ZCouiYiIiIiIiIjIJVNxSURERERERERELpmKSyIiIiJywSIiIrBYLNx7771mR3Fq+fLlWCwWLBYLy5cvNzuOiIhIpaDikoiIiIgLnFn0KP7L19eXevXqMWjQIH788Ufy8/PNjltq4uLiDH92q9XK/v37L+jYRo0aGY795ptvSjesiIiIXBAVl0RERERMlpWVRXx8PLNmzeLOO++kXbt2HDlyxOxYLmG325k8efJ5161bt469e/e6IJGIiIhcLBWXRERERFzsoYceYtu2bUW/1q5dy6effkpERAQAGzduZODAgdjtdnODljJvb28Avv/++/OuPbXm1DFn06VLF+x2O3a7nS5dulx2RhERETk/FZdEREREXKxatWpcccUVRb/atGnDo48+ypYtW4iKigJgw4YNzJ071+SkpevGG28EYNeuXWzatOms6/Ly8vjll18AGDhwoEuyiYiIyIVTcUlERESkjKhSpQrPPfdc0e8XLlxoYprS17RpU1q2bAmcu3tp/vz5HD9+HE9PT2677TZXxRMREZELpOKSiIiISBnSunXrotfONrpOTEzkxRdf5JprriE4OBhvb28iIiK4++67WbVq1QX9jLi4OJ544gmaN29OQEAAvr6+NGzYkFGjRrFt27YS+7NciLvvvhuAn3/++awbmX/33XcA9O/fnypVqpzzfOd6Wtybb75ZNPfuu++e9RybN2/G09MTi8VC165dsdlsF/EnEhERqXxUXBIREREpQzw8PIpeFxQUGOYWLVpEVFQUb7zxBn/++ScpKSnk5OSwf/9+fvjhBzp27Mijjz56zmLId999R5MmTfjoo4/YsWMH6enpZGVlER0dzYQJE7jmmmt46623Su3PV9ztt9+Ou7s7x44d47fffnOYP3HiBPPmzQNOF6Iu1b///W86duwIwEsvvcSff/7psCYzM5M777yTvLw8goOD+e6777Ba9ZZZRETkXPRfShEREZEy5MzOoZo1axa9/vPPPxkwYACpqal4eHjwxBNPsGzZMjZs2MD48eOpX78+AJ999pnh1rozzZs3j3vvvZecnBz8/f155ZVXWLlyJWvXruWDDz4gLCyMgoICnn/+eT7//PPS/YP+v2rVqtGrVy/A+a1xv/76Kzk5OYSGhtK3b9/L+llWq5Xvv/+eoKAgcnNzGTp0KFlZWYY1Tz75JLt37wbg888/p06dOpf1M0VERCoDFZdEREREyoj8/Hw++OCDot+f+bSzkSNHkpubi5ubG3PnzuXDDz+kS5cutGrVipEjR7J582aaNWsGwPvvv8/27dsN587Ly2PkyJHY7Xb8/f1ZuXIlr776Kh06dKBNmzY8+eSTbNq0ifDwcACefvppkpKSSv8PDQwbNgyA2bNnk5qaapg7VXC67bbb8PT8v/buLiSqLQzj+DNaM1qhKWZSoEkYGF1YmAkWelFCBX1ARjWZWZloQhDaF30gYUEWBZmgRhIWXVRUeBFERSJ9BwqGBYlikmRipREOozjnYpg5ymh1duOknv/vavbsvd537bvhYa015j/uFRUVpYsXL0qS3r59q4KCAve96upqlZWVSZKsVqs2bdr0x/0AAPg/IFwCAAD4y378+KGamhqtWLFCz58/l+QMQTZu3CjJ+c9xr169kiRlZWUpNTXVo0ZISIjKy8slSQMDAyotLR1y//bt22pvb5ckHTlyRHFxcR41oqKiVFxcLMm5PayystI7L/gLa9asUXBwsHp7e3Xr1i33983NzXry5ImkP98SN5jVatXmzZslOVd63bt3Tx0dHdq5c6ekoQEUAAD4NcIlAAAAHyssLHQfLG0ymTRt2jSlpKS4D6AODw/XnTt3ZLFYJEkPHjxwj3UFIMNJSkpSbGysx5jB1yaTSTt27BixRlpamoKDg4etMVoCAgK0YcMGSUO3xl29elWSFBMTo8TERK/2LC0tVWRkpCQpMzNTW7ZsUWdn55CtcwAA4PcQLgEAAIwR0dHRKigoUENDw5CVRW/evJEkmc3mYVccDbZkyRJJ0vv372W32z1qREdHa8aMGSOON5vNWrhw4ZAxvuDaGvf48WO1tbVJ+jdo8uaqJZfBh3V3dHTo0aNHkqQDBw64D/0GAAC/Z9LfngAAAMD/TU5OjnJzcyU5VxIFBAQoLCxsxNUyX758kSSFhoZq0qSf/3yLiIiQJDkcDn39+lUzZ84cUiM8PPyX83PVcI3xhWXLlikqKkqtra26du2akpOT1dTUJJPJpK1bt45Kz+TkZKWnp+vKlSuSpPnz56uwsHBUegEAMJERLgEAAPhYeHi4FixY8J/HmUymP+7tjRqjwRUiFRUVqaqqSh8+fJDk3Orn+ic8b2tra9Pdu3fd1y0tLWpqanJvLQQAAL+HbXEAAABjXGhoqCSpq6tL/f39P33206dPkpxhTUhIiEeNjo6OX/Zz1XCN8RXX1rjGxkb3YeKu77xtYGBA27Zt07dv3zR58mQFBgaqt7dXVqtVfX19o9ITAICJinAJAABgjHOtcrLb7aqvr//psy9fvpTkPATbbDZ71GhpaVFnZ+eI4/v6+lRXVzdkjK/MmzdPCQkJkiSbzSaLxaK0tLRR6XXmzBn3AerHjx/X6dOnJUl1dXU6evToqPQEAGCiIlwCAAAY45YvX+7+fPny5RGfe/bsmRobGz3GDL52OBzuVUHDuXnzprq7u4et4QsZGRmyWCyyWCxav369pk+f7vUe9fX17gBp6dKlOnjwoPLy8rRy5UpJUnFxsWpra73eFwCAiYpwCQAAYIxLSEhQfHy8JKmiokIPHz70eKa7u1vZ2dmSJD8/P+Xk5Ay5v27dOs2aNUuSVFRUpIaGBo8abW1tys/PlyRNmTJFmZmZXn2P35GbmyubzSabzabr1697vb7NZpPVapXdbldQUJCqqqrk7+8vyRnchYWFaWBgQOnp6erp6fF6fwAAJiLCJQAAgHGgoqJCZrNZ/f39WrVqlfLz81VTU6PXr1+roqJCixYtcgdG+fn5HlvazGazysvLZTKZ1NPTo6SkJJ04cUJPnz7VixcvdO7cOcXHx6u9vV2Sc9tYWFiYz99ztO3fv9+9uuvChQuaM2eO+15ERIQuXbokSWptbVVeXt7fmCIAAOMO4RIAAMA4EBcXp+rqagUFBclut+vs2bNKSUnR4sWLtXv3bjU3N0uS9uzZo1OnTg1bY/Xq1aqsrJTFYtH379917NgxJSUlKTExUfv27dPnz5/l7++vkydPeqx8mgju37+vkpISSVJaWtqwh4WvXbtWu3btkiRVVVXpxo0bPp0jAADjEeESAADAOJGamqqmpiYdPnxYcXFxCgoKksViUWRkpKxWq2pra1VSUiI/v5F/4mVkZOjdu3fau3evYmNjNXXqVAUGBmru3LnKyspSXV2dDh065MO38o2uri5t375dDodDs2fPVllZ2YjPnj9/XjExMZKk7Oxsffz40VfTBABgXDI5HA7H354EAAAAAAAAxidWLgEAAAAAAMAwwiUAAAAAAAAYRrgEAAAAAAAAwwiXAAAAAAAAYBjhEgAAAAAAAAwjXAIAAAAAAIBhhEsAAAAAAAAwjHAJAAAAAAAAhhEuAQAAAAAAwDDCJQAAAAAAABhGuAQAAAAAAADDCJcAAAAAAABgGOESAAAAAAAADCNcAgAAAAAAgGGESwAAAAAAADCMcAkAAAAAAACGES4BAAAAAADAMMIlAAAAAAAAGEa4BAAAAAAAAMMIlwAAAAAAAGAY4RIAAAAAAAAMI1wCAAAAAACAYYRLAAAAAAAAMIxwCQAAAAAAAIYRLgEAAAAAAMCwfwABOWGdc8poLAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 454,
       "width": 587
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = withdraw_base\n",
    "df = df[df.before_mix != df.after_mix]\n",
    "\n",
    "plt.title(\"Withdraw profit\")\n",
    "plt.axhline(0, c=\"black\", linewidth=0.4)\n",
    "for before_mix, rows in df.groupby(df['before_mix']):\n",
    "    plt.plot(rows['action_mix']*100, rows['after_profit'])\n",
    "plt.ylim([-1e18,1e18])\n",
    "plt.xlabel(\"Pool Mix\")\n",
    "plt.ylabel(\"Withdraw Profit\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "2dc420a4-af9d-4907-9a16-2de4ab697696",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.006252897237522348"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>action</th>\n",
       "      <th>action_mix</th>\n",
       "      <th>pre_vault</th>\n",
       "      <th>pre_pool_0</th>\n",
       "      <th>pre_pool_1</th>\n",
       "      <th>before_vault</th>\n",
       "      <th>before_pool_0</th>\n",
       "      <th>before_pool_1</th>\n",
       "      <th>after_vault</th>\n",
       "      <th>after_pool_0</th>\n",
       "      <th>after_pool_1</th>\n",
       "      <th>pre_mix</th>\n",
       "      <th>before_mix</th>\n",
       "      <th>after_mix</th>\n",
       "      <th>before_profit</th>\n",
       "      <th>after_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678546311043641416289</td>\n",
       "      <td>14941135651417606770004</td>\n",
       "      <td>12351494600262703805361</td>\n",
       "      <td>25679057684570025268192</td>\n",
       "      <td>13304229248305842309109</td>\n",
       "      <td>10998596023316633535270</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.547442</td>\n",
       "      <td>0.547435</td>\n",
       "      <td>94595064110093162</td>\n",
       "      <td>511373526383851903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>-1.96</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678544424435761670445</td>\n",
       "      <td>14901135651417606770004</td>\n",
       "      <td>12394536198661367163049</td>\n",
       "      <td>25679031349030413999340</td>\n",
       "      <td>13268617699550024246809</td>\n",
       "      <td>11036923138237176164088</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.545916</td>\n",
       "      <td>0.545909</td>\n",
       "      <td>92708456230347318</td>\n",
       "      <td>486924594652328895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>-1.92</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678542537606794994349</td>\n",
       "      <td>14861135651417606770004</td>\n",
       "      <td>12437583432330377224700</td>\n",
       "      <td>25679005630739927593420</td>\n",
       "      <td>13233006150794206184033</td>\n",
       "      <td>11075255271178940633872</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.544389</td>\n",
       "      <td>0.544383</td>\n",
       "      <td>90821627263671222</td>\n",
       "      <td>463093133132599071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678540650557511860865</td>\n",
       "      <td>14821135651417606770004</td>\n",
       "      <td>12480636277392916269203</td>\n",
       "      <td>25678980527083262092407</td>\n",
       "      <td>13197394602038388121565</td>\n",
       "      <td>11113592400880413181642</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.542864</td>\n",
       "      <td>0.542857</td>\n",
       "      <td>88934577980537738</td>\n",
       "      <td>439876525750231542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>-1.84</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678538763288644253025</td>\n",
       "      <td>14781135651417606770004</td>\n",
       "      <td>12523694710630510470960</td>\n",
       "      <td>25678956035517224043579</td>\n",
       "      <td>13161783053282570058660</td>\n",
       "      <td>11151934506666313434424</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.541338</td>\n",
       "      <td>0.541332</td>\n",
       "      <td>87047309112929898</td>\n",
       "      <td>417272228579790554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>96</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>1.84</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678532108999544874531</td>\n",
       "      <td>11247259132295014750407</td>\n",
       "      <td>16350151445854777484898</td>\n",
       "      <td>25679162846224095990542</td>\n",
       "      <td>10015310986173331542385</td>\n",
       "      <td>14558939546137338909330</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.407548</td>\n",
       "      <td>0.407553</td>\n",
       "      <td>80393020013551404</td>\n",
       "      <td>630737224551116011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>97</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>1.88</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678533852311468987591</td>\n",
       "      <td>11210537326930861545069</td>\n",
       "      <td>16390151445854777784898</td>\n",
       "      <td>25679190141006089763026</td>\n",
       "      <td>9982611437210358869418</td>\n",
       "      <td>14594551094893157239201</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.406169</td>\n",
       "      <td>0.406174</td>\n",
       "      <td>82136331937664464</td>\n",
       "      <td>656288694620775435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>98</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>1.92</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678535595431556321961</td>\n",
       "      <td>11173820093022966645022</td>\n",
       "      <td>16430151445854777784898</td>\n",
       "      <td>25679217977707636615796</td>\n",
       "      <td>9949915958977467906005</td>\n",
       "      <td>14630162643648975301367</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.40479</td>\n",
       "      <td>0.404796</td>\n",
       "      <td>83879452024998834</td>\n",
       "      <td>682382276080293835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>99</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>1.96</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678537338359072241717</td>\n",
       "      <td>11137107451491159211888</td>\n",
       "      <td>16470151445854777784898</td>\n",
       "      <td>25679246358808660665099</td>\n",
       "      <td>9917224570103072238675</td>\n",
       "      <td>14665774192404793364139</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.403412</td>\n",
       "      <td>0.403418</td>\n",
       "      <td>85622379540918590</td>\n",
       "      <td>709020449588423382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>100</td>\n",
       "      <td>withdrawall</td>\n",
       "      <td>2.00</td>\n",
       "      <td>25678451715979531323127</td>\n",
       "      <td>12941135651417606770004</td>\n",
       "      <td>14510151445854777784898</td>\n",
       "      <td>25678539081093253428587</td>\n",
       "      <td>11100399423735703603868</td>\n",
       "      <td>16510151445854777784898</td>\n",
       "      <td>25679275286846038792546</td>\n",
       "      <td>9884537289643397051952</td>\n",
       "      <td>14701385741160611426585</td>\n",
       "      <td>0.471422</td>\n",
       "      <td>0.402035</td>\n",
       "      <td>0.402041</td>\n",
       "      <td>87365113722105460</td>\n",
       "      <td>736205752785363959</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0       action  action_mix                pre_vault  \\\n",
       "0             0  withdrawall       -2.00  25678451715979531323127   \n",
       "1             1  withdrawall       -1.96  25678451715979531323127   \n",
       "2             2  withdrawall       -1.92  25678451715979531323127   \n",
       "3             3  withdrawall       -1.88  25678451715979531323127   \n",
       "4             4  withdrawall       -1.84  25678451715979531323127   \n",
       "..          ...          ...         ...                      ...   \n",
       "96           96  withdrawall        1.84  25678451715979531323127   \n",
       "97           97  withdrawall        1.88  25678451715979531323127   \n",
       "98           98  withdrawall        1.92  25678451715979531323127   \n",
       "99           99  withdrawall        1.96  25678451715979531323127   \n",
       "100         100  withdrawall        2.00  25678451715979531323127   \n",
       "\n",
       "                  pre_pool_0               pre_pool_1  \\\n",
       "0    12941135651417606770004  14510151445854777784898   \n",
       "1    12941135651417606770004  14510151445854777784898   \n",
       "2    12941135651417606770004  14510151445854777784898   \n",
       "3    12941135651417606770004  14510151445854777784898   \n",
       "4    12941135651417606770004  14510151445854777784898   \n",
       "..                       ...                      ...   \n",
       "96   12941135651417606770004  14510151445854777784898   \n",
       "97   12941135651417606770004  14510151445854777784898   \n",
       "98   12941135651417606770004  14510151445854777784898   \n",
       "99   12941135651417606770004  14510151445854777784898   \n",
       "100  12941135651417606770004  14510151445854777784898   \n",
       "\n",
       "                before_vault            before_pool_0  \\\n",
       "0    25678546311043641416289  14941135651417606770004   \n",
       "1    25678544424435761670445  14901135651417606770004   \n",
       "2    25678542537606794994349  14861135651417606770004   \n",
       "3    25678540650557511860865  14821135651417606770004   \n",
       "4    25678538763288644253025  14781135651417606770004   \n",
       "..                       ...                      ...   \n",
       "96   25678532108999544874531  11247259132295014750407   \n",
       "97   25678533852311468987591  11210537326930861545069   \n",
       "98   25678535595431556321961  11173820093022966645022   \n",
       "99   25678537338359072241717  11137107451491159211888   \n",
       "100  25678539081093253428587  11100399423735703603868   \n",
       "\n",
       "               before_pool_1              after_vault  \\\n",
       "0    12351494600262703805361  25679057684570025268192   \n",
       "1    12394536198661367163049  25679031349030413999340   \n",
       "2    12437583432330377224700  25679005630739927593420   \n",
       "3    12480636277392916269203  25678980527083262092407   \n",
       "4    12523694710630510470960  25678956035517224043579   \n",
       "..                       ...                      ...   \n",
       "96   16350151445854777484898  25679162846224095990542   \n",
       "97   16390151445854777784898  25679190141006089763026   \n",
       "98   16430151445854777784898  25679217977707636615796   \n",
       "99   16470151445854777784898  25679246358808660665099   \n",
       "100  16510151445854777784898  25679275286846038792546   \n",
       "\n",
       "                after_pool_0             after_pool_1   pre_mix before_mix  \\\n",
       "0    13304229248305842309109  10998596023316633535270  0.471422   0.547442   \n",
       "1    13268617699550024246809  11036923138237176164088  0.471422   0.545916   \n",
       "2    13233006150794206184033  11075255271178940633872  0.471422   0.544389   \n",
       "3    13197394602038388121565  11113592400880413181642  0.471422   0.542864   \n",
       "4    13161783053282570058660  11151934506666313434424  0.471422   0.541338   \n",
       "..                       ...                      ...       ...        ...   \n",
       "96   10015310986173331542385  14558939546137338909330  0.471422   0.407548   \n",
       "97    9982611437210358869418  14594551094893157239201  0.471422   0.406169   \n",
       "98    9949915958977467906005  14630162643648975301367  0.471422    0.40479   \n",
       "99    9917224570103072238675  14665774192404793364139  0.471422   0.403412   \n",
       "100   9884537289643397051952  14701385741160611426585  0.471422   0.402035   \n",
       "\n",
       "    after_mix      before_profit        after_profit  \n",
       "0    0.547435  94595064110093162  511373526383851903  \n",
       "1    0.545909  92708456230347318  486924594652328895  \n",
       "2    0.544383  90821627263671222  463093133132599071  \n",
       "3    0.542857  88934577980537738  439876525750231542  \n",
       "4    0.541332  87047309112929898  417272228579790554  \n",
       "..        ...                ...                 ...  \n",
       "96   0.407553  80393020013551404  630737224551116011  \n",
       "97   0.406174  82136331937664464  656288694620775435  \n",
       "98   0.404796  83879452024998834  682382276080293835  \n",
       "99   0.403418  85622379540918590  709020449588423382  \n",
       "100  0.402041  87365113722105460  736205752785363959  \n",
       "\n",
       "[101 rows x 17 columns]"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 448,
       "width": 554
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = withdrawall_base\n",
    "df\n",
    "\n",
    "plt.axhline(0, c=\"black\", linewidth=0.4)\n",
    "plt.plot(df['before_mix'], df['after_profit'])\n",
    "# plt.ylim([-1e18,1e18])\n",
    "plt.xlabel(\"Pool Mix\")\n",
    "plt.ylabel(\"Withdraw All Profit\")\n",
    "\n",
    "display(df['after_profit'].min() / 1e18 ) \n",
    "df\n",
    "\n",
    "\n",
    "# for before_mix, rows in df.groupby(df['before_mix']):\n",
    "#     "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f882432-f9a5-467f-8489-9ebea6d32e25",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}

balance_stats.csv

deposit_stats.csv

strategy_harness.py

# Tilt Tester

from world import *
import random

WSTETH_WHALE = "0x176f3dab24a159341c0509bb36b833e7fdd0a132"
WETH_WHALE = "0x8EB8a3b98659Cce290402893d0123abb75E3ab28"
RETH_WHALE = "0x714301eB35fE043FAa547976ce15BcE57BD53144"

class BalancerRethEth:
    def __init__(self):
        strat_address = "0xB262b69d1dB3dc092C73384B8553DA3d00e93682"
        pool_address = "0x1E19CF2D73a72Ef1332C882F20534B6519Be0276"
        self.strat = load_contract("morpho_strat", strat_address)
        self.pool = load_contract("balancer_metastablepool", pool_address)
        self.name = "Balancer Steth-Eth Metastable"
        self.vault_core = oeth_vault_core
        self.vault_admin = oeth_vault_admin
        self.base_size = 8000

        self._balancer_vault = load_contract("balancer_vault", self.pool.getVault())
        self._pool_pid = "0x1e19cf2d73a72ef1332c882f20534b6519be0276000200000000000000000112"
        self._pool_tokens = self.pool_balances().keys()

        reth.approve(self._balancer_vault, 1e70, {'from': RETH_WHALE})
        weth.approve(self._balancer_vault, 1e70, {'from': WETH_WHALE})

    def pool_balances(self):
        balances =  self._balancer_vault.getPoolTokens(self._pool_pid)[0:2] 
        return dict(zip(balances[0], balances[1]))

    def tilt_pool(self, size):
        amount = abs(size) * self.base_size * int(1e18)
        if size == 0:
            pass
        elif size > 0:
            self._balancer_vault.swap((self._pool_pid, 0,  WETH, RETH, amount, ""), (WETH_WHALE, False, WETH_WHALE, False), 1, chain.time()+100, {"from": WETH_WHALE})
        else:
            self._balancer_vault.swap((self._pool_pid, 0, RETH, WETH, amount, ""), (RETH_WHALE, False, RETH_WHALE, False), 1, chain.time()+100, {"from": RETH_WHALE})
            
    def pool_create_mix(self, tilt=0.5, size=1):
        return {
            RETH: int(size * self.base_size * (int(1e18)-(int(1e18) * tilt))),
            WETH: int(size * self.base_size * int(1e18) * tilt),
        }

harness = BalancerRethEth()


# Run setup
harness.vault_admin.withdrawAllFromStrategies({'from':STRATEGIST})


# Test Deposits

deposit_stats = []
for initial_tilt in [0.0, -1, -3,  1, 3]:
    for deposit_x in range (0, 61, 1):
        with TemporaryFork():
            stat = {}

            deposit_mix = deposit_x / 60

            stat['action'] = 'deposit'
            stat['action_mix'] = deposit_mix

            initial_deposit = harness.pool_create_mix(tilt=0.5, size=1.5)
            harness.vault_admin.depositToStrategy(harness.strat, list(initial_deposit.keys()), list(initial_deposit.values()), {'from':STRATEGIST})

            stat['pre_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['pre_pool_0'] = pb[0]
            stat['pre_pool_1'] = pb[1]

            harness.tilt_pool(initial_tilt)


            stat['before_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['before_pool_0'] = pb[0]
            stat['before_pool_1'] = pb[1]
            
            deposit = harness.pool_create_mix(deposit_mix, size=1)
            harness.vault_admin.depositToStrategy(harness.strat, list(deposit.keys()), list(deposit.values()), {'from':STRATEGIST})

            stat['after_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['after_pool_0'] = pb[0]
            stat['after_pool_1'] = pb[1]

            deposit_stats.append(stat)

pd.DataFrame.from_records(deposit_stats).to_csv("deposit_stats.csv")


# Test Balances

balance_stats = []
for initial_tilt in [0.0, -1, -3,  1, 3]:
    for deposit_x in range (0, 21, 1):
        with TemporaryFork():
            stat = {}

            test_tilt = deposit_x / 10 - 1 

            stat['action'] = 'balance'
            stat['action_mix'] = test_tilt

            initial_deposit = harness.pool_create_mix(tilt=0.5, size=1.5)
            harness.vault_admin.depositToStrategy(harness.strat, list(initial_deposit.keys()), list(initial_deposit.values()), {'from':STRATEGIST})

            stat['pre_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['pre_pool_0'] = pb[0]
            stat['pre_pool_1'] = pb[1]

            harness.tilt_pool(initial_tilt)


            stat['before_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['before_pool_0'] = pb[0]
            stat['before_pool_1'] = pb[1]


            harness.tilt_pool(initial_tilt)

            stat['after_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['after_pool_0'] = pb[0]
            stat['after_pool_1'] = pb[1]

            balance_stats.append(stat)

pd.DataFrame.from_records(balance_stats).to_csv("balance_stats.csv")


# Test Withdraws

withdraw_stats = []
for initial_tilt in [0.0, -1, -3,  1, 3]:
    for deposit_x in range (0, 21, 1):
        with TemporaryFork():
            stat = {}

            deposit_mix = deposit_x / 20

            stat['action'] = 'withdraw'
            stat['action_mix'] = deposit_mix

            initial_deposit = harness.pool_create_mix(tilt=0.5, size=1.5)
            harness.vault_admin.depositToStrategy(harness.strat, list(initial_deposit.keys()), list(initial_deposit.values()), {'from':STRATEGIST})

            stat['pre_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['pre_pool_0'] = pb[0]
            stat['pre_pool_1'] = pb[1]

            harness.tilt_pool(initial_tilt)


            stat['before_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['before_pool_0'] = pb[0]
            stat['before_pool_1'] = pb[1]
            
            withdraw = harness.pool_create_mix(deposit_mix, size=0.4)
            harness.vault_admin.withdrawFromStrategy(harness.strat, list(withdraw.keys()), list(withdraw.values()), {'from':STRATEGIST})

            stat['after_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['after_pool_0'] = pb[0]
            stat['after_pool_1'] = pb[1]

            withdraw_stats.append(stat)

pd.DataFrame.from_records(withdraw_stats).to_csv("withdraw_stats.csv")


# Test WithdrawAll

withdrawall_stats = []
for initial_tilt in range (0, 101, 1):
        with TemporaryFork():
            stat = {}

            initial_tilt = (initial_tilt / 100 - 0.5) * 4

            stat['action'] = 'withdrawall'
            stat['action_mix'] = initial_tilt

            initial_deposit = harness.pool_create_mix(tilt=0.5, size=1.5)
            harness.vault_admin.depositToStrategy(harness.strat, list(initial_deposit.keys()), list(initial_deposit.values()), {'from':STRATEGIST})

            stat['pre_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['pre_pool_0'] = pb[0]
            stat['pre_pool_1'] = pb[1]

            harness.tilt_pool(initial_tilt)


            stat['before_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['before_pool_0'] = pb[0]
            stat['before_pool_1'] = pb[1]
            
            harness.vault_admin.withdrawAllFromStrategy(harness.strat, {'from':STRATEGIST})

            stat['after_vault'] = harness.vault_core.totalValue()
            pb = list(harness.pool_balances().values())
            stat['after_pool_0'] = pb[0]
            stat['after_pool_1'] = pb[1]

            withdrawall_stats.append(stat)

pd.DataFrame.from_records(withdrawall_stats).to_csv("withdrawall_stats.csv")

withdraw_stats.csv

withdrawall_stats.csv