{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fitting photometry with model spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import species\n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiating species v0.1.0... [DONE]\n",
      "Creating species_config.ini... [DONE]\n",
      "Creating species_database.hdf5... [DONE]\n",
      "Creating data folder... [DONE]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<species.core.setup.SpeciesInit at 0x12a338320>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "species.SpeciesInit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "database = species.Database()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading DRIFT-PHOENIX model spectra (151 MB)... [DONE]\n",
      "Unpacking DRIFT-PHOENIX model spectra... [DONE]\n",
      "Adding DRIFT-PHOENIX model spectra... [DONE]                    \n"
     ]
    }
   ],
   "source": [
    "database.add_model(model='drift-phoenix',\n",
    "                   wavel_range=None,\n",
    "                   teff_range=None,\n",
    "                   spec_res=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding filter: LCO/VisAO.Ys... [DONE]\n",
      "Downloading Vega spectrum (270 kB)... [DONE]\n",
      "Adding Vega spectrum...[DONE]\n",
      "Adding filter: Paranal/NACO.J... [DONE]\n",
      "Adding filter: Gemini/NICI.ED286... [DONE]\n",
      "Adding filter: Paranal/NACO.H... [DONE]\n",
      "Adding filter: Paranal/NACO.Ks... [DONE]\n",
      "Adding filter: Paranal/NACO.NB374... [DONE]\n",
      "Adding filter: Paranal/NACO.Lp... [DONE]\n",
      "Adding filter: Paranal/NACO.NB405... [DONE]\n",
      "Adding filter: Paranal/NACO.Mp... [DONE]\n",
      "Adding object: beta Pic b... [DONE]\n"
     ]
    }
   ],
   "source": [
    "database.add_companion(name='beta Pic b')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting object: beta Pic b... [DONE]\n"
     ]
    }
   ],
   "source": [
    "objectbox = database.get_object(object_name='beta Pic b',\n",
    "                                filters=None,\n",
    "                                inc_phot=True,\n",
    "                                inc_spec=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Getting object: beta Pic b... [DONE]\n"
     ]
    }
   ],
   "source": [
    "fit = species.FitModel(object_name='beta Pic b',\n",
    "                       filters=None,\n",
    "                       model='drift-phoenix',\n",
    "                       bounds=None,\n",
    "                       inc_phot=True,\n",
    "                       inc_spec=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running MCMC...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [14:59<00:00,  1.11it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean acceptance fraction: 0.479\n",
      "Integrated autocorrelation time = [3171.30662571]\n"
     ]
    }
   ],
   "source": [
    "fit.run_mcmc(nwalkers=200,\n",
    "             nsteps=1000,\n",
    "             guess={'teff': 1800, 'logg': None, 'feh': None, 'radius': 1.3},\n",
    "             tag='betapic',\n",
    "             prior=('mass', 13., 3.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting walkers: walkers.png... [DONE]\n"
     ]
    }
   ],
   "source": [
    "species.plot_walkers(tag='betapic',\n",
    "                     nsteps=None,\n",
    "                     offset=(-0.24, -0.09),\n",
    "                     output='walkers.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pdJqjR49SX1+PTCajr68PmUzGiy++yNTUFCaTiYKCAp555hkAzGYzR44cQaFQUFJSIro3SWrW3/zmN3z/+99HoVDQ0NBwU16CTCZDq9Ve9eG9mT3ZL+XyMrvLUSgURKNRIZw5duwYWq2WkpKSZUbQarWi0+moqam56THcTsLhMDqdDpvNRjAYvCHBX1tbG7FYjOrq6ita865cuZJ0Os2dd94JXFQGR6NR5ufngQ9fAHT556dSKY4dO4ZGo7miLjgajRIIBD6MYd4wLpeLEydOEAgEqKqq+sCM7aWG/XeJaiSTSQKBwE0bn9HRUfR6/RVRs87OThQKBUqlkp07dzI6OopWq6WqqoqKigqSySQtLS0UFxe/57idTid79+4lPz8fuDhXSanE95PLBc2/i2Fva2vjoYceut1D/J3IGPYPgGQyicPhQC6Xc+7cOQ4fPozBYMDv9xOLxYjH4zgcDu677z6mp6f51re+hcPhwGKxoNFokMvlTExMsGXLFsbGxjAYDCQSCaanpykoKECr1WI2mykoKECn06HX6+nt7cXpdKLT6fj5z39OJBKhsLCQzs5Ovvvd75JKpWhvb6exsRGz2czk5CQ1NTXXbCpxOR6Ph7Nnz/LII49cU5l6va1bfxcu7Wnvcrmoqqpiw4YNnD59eplhj8fjhEKh2/75VyMUCjE6OnpVbzkUCmEwGBgYGEChULynYR8bG2N2dpYnn3zyimNSVESK/OTm5qJWq8UCqqCgQCwWr0YikWByclJEaG6F2dlZxsfHlxm4gYEBvF4vGzZsIJFI8MQTTwBw/vx5FhcXmZmZYe3atbz99ttCSxIKhXA6neTk5JBMJgmHw8uqOj4KpNNpfD4fW7duJRgM8sYbb4gGTe83kmGXnqP3WlCEw2Hm5+cZHR0lJydHROL8fj+jo6PX3KzpWlitVuRy+RWGPZFIsGvXLpRKJSMjIywtLWEwGDh//jwVFRU3FPE7cuQIWq2WqakpNm7cKF6XDCxc9ITPnDlDJBLh8ccfv6mxvxdXM+zJZPKWxHM+n2/Zv10uFwqFArlcfsX8l52d/YGE+jOG/X0kGAwSiURYWlriwoULzM3NYTQaCQQC5OTksGXLFlpaWoSH3N7ejt1up76+ngsXLmCz2dixYwd6vZ6CggKef/55tmzZQiQSobq6mra2NsrKykin03i9XoaHh8V+5u3t7Xz7299mdnaW2dlZ4vE4Z86cweVy8bOf/Yxdu3aJHeLKysqIRCKcPXv2upvEXEogEBBbtyqVShwOB52dnUQiEe655x50Ot37FrKUy+UolUpkMhlnzpzh3nvvFZ/V3t6OzWZj165dxOPxD6zG3uPx0NXVxdatW+ns7CQYDCKXywkGg4TDYYqKivB4PKRSKaampqirq7viHNL2lrOzsywsLIiuW5fu5CdN9lLourm5mdLSUtG4Q6/XX3cx4/P5OHr06C0b9lQqRX9/Pw888MCyEs10Os3atWvxer0sLCyIaJDH42HPnj0UFhayffv2ZTsO+nw+zp49i8fj4aWXXsJsNvOVr3wFs9nMgw8+eNXPlyo+pInz/SYejxMOh1EqlaTTaZxOJ6dOnXrP56Svr4+SkhLKyspu6vOsVisrVqwAEJqbqxl2j8dDc3Pzst7pSqUSn88nIkTj4+OsXbuWRCJBJBJZ9jmRSOQ9I3PXur6XCsySySTFxcVUV1df09OWnk1py+m8vDy0Wi2NjY1s3rwZhUJBIpFALpcLJ0Fqh71nzx76+/tvuw7jdnns0sLvUlpbW4GL1+nyRfzKlSszhv3jTCQS4dChQxw7dkyUntntdrKzs9Hr9WKv9MrKSuRyOVlZWbjdbgwGA21tbTidThKJBOPj4yiVShQKBU6nE4/Hg9vtRqfTUVlZicfjwWQyUV9fTyQSoaamhvXr12O32zGZTNhsNhwOBwaDgVAoJDyidDotVuIqlYqGhoZlO7m5XC5mZ2eBizejFCqTSCQSGAwGwuGwKLmrqalh69atmEwm1q9fz9LSEiMjI2i12uuKZ24FjUazTKh36XXfvn07kUhEiBPfb+LxuAh1BgIBwuEw9913H3DxOj333HPcc889+P1+3n77bfR6PXV1dczNzV1R4tje3s7GjRspLi6msbGR5ubmZYb98gl5dnZWiC/dbrcwrpOTk5SXly/bfAMuTjY6ne6KjTlulFQqRX5+/jKj7vP5xO6F8/Pz1NbWintpw4YNyzYmunRyNhgMlJSUMDc3h0ajobGxEY/HQ29vr9jX4NL7Lp1Oc+DAASorK4nFYuIavx+43W7y8/OJxWJEo1FUKhVyuZx169aJ63A9A2CxWIhGozdt2Ht7e4Vhl4zP1SJfdrudO+6444rzt7W1cf/99+NwOGhpaSGZTNLf38/AwAB9fX3U1tZSWlrKb3/7Wx588EFqamreM1Ulpf60Wu2yLaEBEamTDL1kgPV6PSdOnECv14tFp9lspq+vj4qKCtEHXuLcuXPIZDLkcjlFRUW88847aLVaPB4Pp06dwmw2U11dfcXYotHoLQnuksnkbTHsiUSCUCiE2+3GZDKxdetWjEYjMpmMwsLCKyp6Pig+dMPe1dXFk08+yfe//33+6I/+SLz+4osv8u///u8YDAaSyST/8i//ssw4PPfcc7zyyisAfOUrX+E73/mOOGYymXj66aeFWvOll176wPOs3/72t0UuymKxkEwmSaVSojuc0WikvLyc3/72t8BF716v1y8LtUqrQaVSKW6Wubk5YrEY77zzDvF4nPvvvx+3243f76ekpESU1ZlMJsbGxlCr1SK0lZ2dzfHjx9mxYwfpdBqtVrusbO5SLly4wObNm4nFYvT29nLfffeJh/nEiROcOXMGhUIhWtlGIhEUCgWFhYWcP3+eVCpFU1MTa9asuWYONRgMIpPJbkncdr1Vr0qlIhQKEY/HsdlsLCwsiG58N4vVaqW0tPS6D/vRo0eJRCJMTExw/PjxK1S+zzzzDEajUXgis7OzXLhwgVOnTvHNb35TXNdIJEJVVZXwDi/H7/dz4cKFZQbZ7XbzpS99CafTyfT0NFqtVggr77777iv0Cslkkvz8fHw+3y0Z9stDlaFQiKamJnbv3o1er8flcrF+/Xruv/9+8R6bzXbNMLJcLmd+fp6ysjKMRiN1dXUkEgn6+vqWlYfCxVBzbW0tu3fv5vjx4/T09KBQKKioqKCwsJB0Ok0ymbyiGVNJSclNe3tHjx5lzZo1YmEhGfZUKkU4HObAgQNEIhH+8A//8Kp/L0XObpbLvT+ZTHaFYXe5XHR1dZGVlUVxcTFms1kovOfn55mcnGTlypUsLi4yMDDA8PAwRUVFmEwm8vLy2LBhA++88w4LCwu0tbXxne98B41GQzAYJBqNXrGIj0ajGI1G9uzZQ3Nz87J7UzLsl3rbSqWSNWvWEI1GkclknD17lkAggEwm4/Of/zx6vR6dTic0InBxobJlyxZGR0epqKjgn//5n/nqV7+K0+mksLCQ0tLSqwos29vb8Xq9N32dr+WxXy0Uf71oQTQaJR6P43Q6GRkZEZG4ysrKW+pff7v4UA37wYMHOXDgwBWijgsXLvDMM89w4cIF1q5dy3/913/xhS98AYvFgkwm4+jRozz//PP09fUBsGXLFtavXy/6oT/55JN84xvf4Omnn+all17iD/7gD+js7PxAvtPY2Bhvv/02ra2tYitUj8cjVOPxeBy/38/s7KzIjUqhZenmv9TLDAaDxGIxlpaWSKfTOBwOcaMlEglaWloIBAIsLS1htVrZvHkziURChH0lY5udnc3evXs5ePAgqVQKtVrNm2++SVFREeFwmNOnTxMIBETNbiqVwmKxiBB7cXExiUSC9vZ2cnJyOHXqFKtXrxYlaZKYTaFQYDQaOXDgAA0NDchksqu2bvR6vZw6dYpIJMITTzxx02HVyw37pZOopMZPpVL8/u//PkNDQ5SUlHD+/HmMRuNVxXmpVIqTJ0/S0tLCli1bqK+vp6Kigl/+8pc888wz190uMicnh/r6ekpLS0WK5FKkrnwjIyP82Z/9GcePH6ekpETkbaUoSiQSQaPRkEqlxO97/vx54GK/AJfLJe6nrVu3EggEiEQiaLVa4SXJZDJGR0dxu920tLQwPz+/rOd2KpVCo9Hcsvbh8okvGo1SW1sregpUV1fzxhtv8NWvflVMhpIeQpr85ubmRJpJunZDQ0OUlpZiMpkoLy/H6XQu63IIFxc2Uk+ExsZGIpEI0WhUeKnd3d3k5uYSDofF72U2m9m2bdt7bjpyOSUlJVRWVtLc3IxarUalUqFQKMTuYw6HQzxrlxoI6V6/1Y5olxp2yYBebtgtFgu7du0ilUqxfv16nnvuOaxWK+vWraOzs1PoPEKhEH19fSwtLSGXy1GpVESjUfR6PZFIhF27dtHW1sbMzAx6vZ6hoSGi0SgPPPAAWVlZpNNpPB4Phw8fZs2aNeLzpVTf5s2bl3nslxr206dPi+dsaWmJ/fv3U1FRQXZ2tljM9ff3A4g57+zZs5w9e5bNmzfj8XhEesfv91/zeimVymXX+VqLeGlRrdFocLlcTE9PL9PjSDl2u92+zMuWFmjSPX/o0KFl9spkMon9Pnp7e8U5lpaWeOyxx6457vebWzLs+fn5120humnTJg4dOvSe59m5cydf+MIXrliJjYyMYDQaRR5wz5492Gw27HY7ZWVl/OIXv+CrX/2qCEl+7Wtf4+c//zkPP/ww/f399PX18bWvfU0c+/M//3N6enrYvn37rXzdGyKVSlFfX4/ZbL7qpCkZnks3Mbg0/3upyvtSjy0nJweXyyVuXuncUo5RWq1OTU0Rj8dZXFykqKgIp9NJMBgUhiMQCPCd73wHp9PJyZMnOXfunBDdxWIxampqUKlUuN1uPvvZzzI5OSke+AsXLnD27Fnuu+8+Hn74YYxGI11dXdjtdk6cOMFjjz0mOuv9x3/8B9u3byc/P5/8/HxCoRDd3d3s27dvmXF0u900NDQwNTVFIBC46QYglxv2zs5OAoEAer1ePGhwMWQv5Rd9Ph9er/eqhn1iYoJz586RSCQoKipieHiYYDBIR0cHGo2Gb37zm8u8zlAoxMmTJ8VKX9IaxGIxPv/5z4v3Xe55Z2dnk5eXR2FhIU6nE5/PJwz7pVvuwsUFrrQF5qlTp1AoFJw9e5by8nJmZ2c5e/YseXl52O12zp07J3og3HnnnXR2dopo16VIdbq3y7BfXpJVWFjI0NAQZrNZiLnsdjvBYBCtVovf70en03H33XcTiUQIBoN0dXXh9XqprKzk7bffRqfTiQiWhMvlwuFwiHlHrVaLa1VVVUUsFsPtdpNKpdi0adMyQ36z31XK4RcXFxOLxdBqtULTIWkHwuEwer0ej8eDSqWip6eH3Nxc5ufnUSgUzM3N3VK3OMmInT59mkOHDuHxeEgkEsu8v1AohFarFdddMtpSGdrGjRuJRqOEw2GqqqpYWFhgbGyMZDJJXV0d7777LsFgUCzyfv3rX7Nt2zbm5+dpbGzE5/OJuXVubo7y8vJlC45AIEAwGMRut5NMJsX1unQxk5OTI0Rxzc3NJJNJEV7X6/X4/X6CwSBDQ0Pi72OxGKOjozzyyCPk5+eTTqdFGuRq0Y/m5mba2trQaDTcfffdeDweRkZGeOCBB8R7pEWkxWJhZGSEv/iLv6ClpYWpqallUSW5XE48Hken06HRaPB6vcKgS5Ffj8dDLBZbZq9OnDiBw+EgEokwPj7Oo48+SkdHBxs2bGB6ehqVSkVFRcUH3qfhlgz7s88+y9/+7d9e8/g//dM/3dB5Li/jkdi7dy/JZJK2tjbuvPNO3nzzTVauXElxcTHwf+F7ifXr1/PTn/5UHKupqREPvVqtZtWqVXR3d7+vhj0UCl13n/Qb4XLjDQjDffmNffmELXn56XRaNItJJBJkZ2ezY8cOMXl6vV6R05fJZHR3d5OTk0NeXh46nY5jx44xMDBAeXk5dXV1LC4usnfvXl5++WX6+/vZuXMnMpkMg8GAVqslFovR09OD2+0mOzsbpVJJUVERXq8Xj8fDN77xDUwmE6+99hpf/OIXRW7W4XDgcDh48803kcvl3HvvvVdMwNFolP/93/8lPz8fg8EgSo4di8IAACAASURBVPEuz/HCxclGquOORCJYrVbq6upQKpXYbLb3VMdPTEyQn59PVlYWW7duFeVzW7duJRKJ8O677y4TdAUCAWpqaqitreXFF1/E6XSi0WiYnJwU/QLC4TBvvPGGyIP29/cjl8s5ffo0PT09aLVaVq1aRW9vLw8//PAVRvPVV18VXm5BQQHV1dUUFxczMDAgPPmqqioKCwspKSlh7dq1tLa28swzz2Ayma4azh8dHcVkMhGJRJaFrNPpNKtWrcLtdjM+Pk5WVhZyuXyZt//uu+8yPj7OihUrKCoqQqFQYDabOXHihPByIpEIW7Zs4ciRI2zatInNmzcDF1XQd911F2azGYvFwmOPPSY8n9HRUcbGxti2bRvhcJiJiQncbrd43gGOHz9Obm6uEIMplUqxR0J1dTWxWEwIVSUPWlrQdXd389BDDyGXy3n11VdxuVwANDQ0LOu/kJ+fz9q1a5flWSUPV6VSsbCwwOHDh5mbm0Ov17N3716OHj2K3+/HYDDQ2trKmjVrRNrtveaDYDDIzMwMi4uLooGVz+djfn6eWCxGYWEh1dXV/OpXv0Iul/OlL31p2feS5rh0Ok0wGORv//ZvmZubY2pqiqamJmZnZ1laWgIQz+zIyAgGgwGTyYTJZBJtrtVqNcFgkNzcXLxeL3l5eQQCAbFQkrzrWCxGf38/69evJxaLkUwmkclkWCwWJiYmRNRKKsHNyspCoVCQm5tLR0cHhYWFDA8Pk5OTw1NPPSW8946ODlwulyiNnJ+f55133ln2OVKkUmqnbTabSaVSzM7O8jd/8zfIZDLKy8tZt24d+fn5ZGdnMzExIRT8g4ODnDp1io0bNzI7OyuMrbRojEQiKJVKzGYzL7zwAo8++igvv/wyk5OTPProo0xNTTExMbHsN7zvvvvQ6/VMTEzg8/nweDy4XC7efPNNMf9qtdqbjhj9rtySYX/66aeve/zrX//6LQ1GYsWKFbz22ms8/vjjGAwG5HI5x44dE5PewsLCsnCI0WjE4XBc9djlx98vLs+N3S5u1tuIRqMcPnxYeJKxWIz5+XlCoRA7d+6ko6ODQCBAIpFg1apVJJNJ8vLycDqdwvvr7Oxkw4YNnDx5kmQySXl5OR6PB6fTyZtvvinEPXfffTf/9m//xkMPPcT8/Dx5eXkcPXqUI0eOoFQqefLJJxkdHUWhUHD69GnKysrEZK1UKrHb7VitVrxeL83NzcjlcmKxmPDeu7q6cLvdZGVl0drayqFDhygtLeWv/uqvrvDYQ6EQHR0d/OVf/iWbN2/mP//zP8Wx+fn5ZRPcpfj9fl5++WWGhobQaDSUlpYyNjaGz+cjJydHlA2pVCqxirdYLKhUKtRqNVqtVugMjEYjb731FiaTiZycHNRqNfX19ezYsUM0IrrzzjsZHByksLCQtrY29u3bh81mo7W1FZvNRllZmUhfxONxEeKX8tDpdJqSkhIUCgU2mw2TycTIyAhTU1PLGhctLi6KycTlcgndg91uR6PRMDw8zNzc3DIDferUKRKJBF/4whdYu3YtY2NjNDc3I5PJuOuuu3A6ndhsNhKJhPAKLRYLQ0NDNDU1ARc99j179nDgwAHMZjMejweFQoHf7xciS6vVyuzsLE6nU2g3iouLGR4eZnh4mB07djA/P09LSwsLCws8+uijmEwmnnrqKVQqFe+++y6rVq3ipz/9qfh9pCYhY2NjwrC/8MILQrj3/PPPs7i4SHFxMU8//TQXLlxgxYoVtLS0oNFoePjhhzlz5gxr164lGo3i9Xo5f/48p0+fZsWKFSgUCrq7u6mrqxOCv9HRUbGXgU6nw+VyIZPJUKvV5OXlvedi8l/+5V/YsGEDX/ziFwGEbuD06dPk5+eTk5NDNBqlqKgIl8sl9DaJRAKr1UpBQQFKpZLOzk7cbjderxelUilqw4uLi3G73UJUGwgE2LlzJwAvv/wyg4OD9Pf3k5OTQ0dHB+l0mtraWoaGhnC5XExOTrJjxw6sVqvw4GdnZ0XlTjweFw7GxMQEZrOZ3/72t3z5y19GqVTS2NjIyZMnSaVSnDlzhlgsxr59+3jllVeora1l/fr1uFwuHnnkEc6fP49GoyE3N1e0iW1qahLXVafT8b3vfY8HH3yQZ599lr/7u78jEAgwNzcn0g1ZWVns3r2btrY2Nm/eTEVFBV6vl8HBQdLptIj25OfnL1tA9/f3Y7fbsVgsrFy5UqRcNmzYgFarZXZ2lvPnz4s5EC46VlNTU4RCIfbv309RURE5OTkcO3aMoqIi6uvr2b9/P48//jg2m+3jYdh9Pp+Y3C/lwIEDfPnLX75pJejljI6O8pWvfIWmpiY2b97M888/zzPPPENTU5P4Qa4X2rjasev1E778/T/4wQ/44Q9/eFNjvhUh0vuB5NnrdDpCoRByuRyLxUIsFmNycpKcnBzkcrkI4y8sLKDX6/F6vWg0GsLhMHa7HZvNhsFgIDs7m8XFRZH/nZiYYG5uTgiLotEog4ODaDQaFAoFDoeDhYUFVqxYwczMDD/72c/EQyVVBEjK4n/7t39DrVbT2dnJ5s2b6ejoQKvV8r3vfY+5uTkCgQCVlZVUVVVhtVppaGggkUhw+PBhYah9Pp/oSb9q1So2bNiAxWKhr6+P8fFx4cFdqlswmUy43W5eeOEFUfO/Y8cOoXuQRFlSaHV2dha5XI7f72dwcJDz58+LtITH4yEcDuP1epHJZDidTpEWueOOO/B6vYyPj3Pq1CkqKip45ZVXGB8fp6SkhHA4zNmzZ4WqPBwOi2dnaWmJoqIi0uk0qVSKhYUFsrKyCAQC2O12qquryc/PZ3Jyki1bthAIBGhra2P37t2UlpZy/PhxMZlYLBZKSkr4n//5H0pLSwkGgyQSCbZu3YrL5aKpqQmTycS6det46qmn8Pv9Ijy6fft2Ojs7aWpqoqOjQ+T+h4aGhAp+ZmaGmZkZcR0///nPo1armZ+fp7CwEIVCgdfrJScnB4PBQDweJzc3lx/96Ec4nU68Xq/wiLOyssjOzkan0/H222+TSqUYGBhgdnaWo0ePkpWVhclkwmw2U1JSwtjYGL/4xS9QKBR84xvfENsIh0Ih2tvbycrKEuKrsbExXC4XWq2WsrIyFhYWiEQiZGdno9FoGBsb484776StrY2uri5hsJVKJeFwWAhKFxcX8fl8HDt2jGQyyczMDA8++CAWi4X5+XnhwSqVyuuWlUlpGYmhoSHg4kJ07dq1WCwWEVGTxJmzs7PYbDaMRiM6nQ6v10s8Hqe6upqnn36an/70p2JTKLPZLLz2+fl5Hn/8ceRyOXq9nuLiYkpKSoSh2rNnD6FQiNzcXLZv386BAwfIysqit7eXxsZGoW0IBoOim+OlfQg0Gg15eXkUFBTw1ltvUV1dTTqdZvXq1Rw9ehSz2Ux9fT1Wq5VAIIDL5eLMmTOMj4+zd+9ecc9J4Xm46OBt27aN06dPC1HoyZMnMRqNRKNR5ubmRGqts7MTjUZDV1cXxcXFqNVq3G43v/zlL6mqqmLfvn1kZ2cTjUaXtcCVFjFSKm/t2rWMj4+j0+l46aWX0Gq11NfXY7fb8Xg8Qghst9t58803RcTF7/eLTpmpVIqioiKxK9/w8PBt2av+hz/8IX//939/Q++9JcP+r//6r/ziF79Y9prf7+f//b//d1uaN7z00kvs2LFDhPH+9E//lGeffZampiYeeOABiouLxcQO/zcJAlcck45fGta7nNux5+5HrbFGIBAQeUjJuzQYDBQUFIgwYTAYJB6PYzabhThIKjlJJBLk5uaKUNjk5CRyuVx4iU6nU+ROX3vtNYxGI3K5HKfTSSqVYvv27dxzzz309PQIRfjY2BjpdJrFxUWmp6cxmUzs27ePgwcPYrVaKSwsxGaz8dxzz/HUU09RWVlJdXU1ZWVlPP/889x9992Mjo5yzz33cOjQIdLpNK2trULRu379erRaLe+88w5r1qwR+cmZmRm6u7ux2WwolUomJycJBAL09fVRVFREcXExd911F2q1mh07dnD+/Hna29sJBoMsLS1x9913s3//fh566CGKi4upqqqiuLiYUCjE4OCgCC3W1taSl5cnDFk0GhXNYGpra+nt7aWpqYmqqip8Ph8KhYItW7bg9/vp6OigrKyMqakpVq1ahcViITs7G4/Hw4YNG3A4HAwODrJ37168Xi/JZJKJiQlGRkbo6elheHhYnEej0Yj9BoxGI2+88QZFRUWUlJTQ1NRETk4Oer2enp4elEqlEF5WV1ezY8cO9u/fj9frZWlpiXg8TmVlJX19fUxPT+P3+1Gr1Wzbtg21Wi3C37/85S9ZWFgQAreuri7C4TCJRIKqqiphkMbHx9Hr9SJ3XVNTw4ULF4R3Go/HSSQSNDU1EQwGmZubE4vVt99+m4ceekjsZFhYWEg4HGZ8fJzy8nJOnDjBhQsXGB0dZWlpCZPJxO7duwkEApSUlPC5z32Ol156iWPHjrFu3Tqmp6cpLi5maGiIO+64g6mpKdxutyhTm5iYICsri5mZGfbv309BQQENDQ2o1WoUCgW7d++mtbUVu92O2+1mdnYWq9XKypUrsdvtrF+/ntnZWYqLiwkGgzQ3N4uGUpFIhIWFBVpaWujv7+cv/uIvCAQC6HQ6uru7MRgM5Ofns7CwgEwmo76+nu3bt6PT6Th8+DB/9md/Jrxwp9PJq6++yvHjx9m6dStVVVWo1WomJiZENE4mk7G4uIjT6cTpdBIIBPjVr35FJBLBZrNx9uxZqqurGR0dxel0IpfLWbVqFfPz8wwMDBCPx1m7di3JZJKRkRH27t1Lb28vb731FgUFBaxatYpUKiUM7MTEBDabTRhNu91OZWUlK1euJBqNUl5eTmNjI319fVitVjweD0qlkvXr19Pf34/RaKS4uJja2lomJydFj4z+/n5MJhMnT55kfn6eZDJJQUGBCPlnZWURj8eRy+Xk5eWRTqeZnp7m3LlzpNNpscAfGBjgpZdeEi1tLRYLubm5XLhwgZGREZGGyM3NxWg0UlRURCAQEKLCpaUlqqqq6OvrIxQK0dPTQ01NDS0tLaxYsULk6aWF+e3ghz/84TKH83rO7S0Z9p6eHl599VXRXSoUCvHII49cs6nEzRKLxZYJcqSSDyncvXPnTsbGxsTx4eFhEWLauXMnMzMzorlDLBZjampKHH+/kMlk3HvvvUxOTooa6kvrqD+oRikSkhgklUpRUFAgJmq1Wi0U1G63W9x4Xq+XoaEh1q9fTzweJ51OE4lEMJlM1NbWkkqlhNK/vLycqakp/H4/Xq8Xt9vN6tWrsVgswluyWq385Cc/obi4mAsXLlBaWsrS0hI1NTW8+OKLtLS04Pf76e/vZ9OmTeTk5FBUVIRGo6G9vZ0nn3wSlUpFf38/58+fJxKJYLfbCYVCNDc3c+HCBZ544gk2bdrEnj17qK2txel0Eo/HsVqtxGIxsUgpKyujvLwcq9VKOp0W5UBqtRqHw4FOp+Ott95idnaWnJwcxsfHmZ6e5r//+79ZtWqVmCS0Wi1er5dYLMaRI0cYGhri6aefFhGEO+64g02bNgnV9Ouvv05fXx85OTligvmDP/gD8V2WlpZEn22FQsHU1BRDQ0M8++yz1NbWMj09zcjIiNhLQNrGUyrBk0RVMzMzBINBdu7cycTEBHq9nqKiIhwOh2hek0gkkMlkIkqzfft2BgcHKSsrIzc3V2ha/vEf/xGHw8Hs7CyPPPIIk5OTBINB1q1bx2uvvUZJSQkFBQUMDAzQ0dFBS0uLWEA5nU7MZjNvv/02g4ODwEV1ueSp9/T0iGjBgQMHSKVSwsP++te/zk9+8hNCoRBZWVkMDw8LjzkQCDAzM0M4HBaLBYvFIhan6XSaFStW4HQ6RepgcXERuVzOyMgIK1aswGq1smXLFvR6PRs2bMDn83HfffeJhcP8/DwajYZz584xNjYmoiKS2EulUlFdXS3CxFKeWapSOXv2rMiTm0wmFhcXgYvaAqfTicFgoKqqCo1Gw549e0gkEuzfv599+/YxPz8vvltdXR3Nzc28++67NDQ0sLCwgE6n49VXXyUajTI2NkZ/fz+dnZ20trbidrtxOp2iRM1ms7F+/XqamppEKeRPfvITnE4n7777LrW1tczOzqLT6SgqKiIajZJMJkV+3WAwUFdXh9FoZGhoiHA4LJTmb7zxBtFoVAg3LRYLdrudr3/96xgMBg4ePIjNZqOxsZG2tjahxyksLESpVKLVahkYGECpVDI6Oiq8c6kCQnIopLy7x+Ohra1NaA8uXQxOTU2xY8cOent7mZ2dJRgMinD4wsICBw8epLi4WKjW1Wo18Xic6elpent7hZCzsbGRNWvWiEqBqqoqjh8/TiwWY8WKFUJh/9prrxGNRtm0aZO49n6/n7GxMerq6sQ2sDk5OcJ50uv1TE5OfiC9NC5H8cObjTlzUWku9TUvKirikUceYdu2bfzoRz+6pUG8/PLLy7YtlerW//AP/5CcnBzeeecdXnnlFf7pn/5JrKCee+45/uRP/oREIsE3v/lN/uZv/obVq1dTWlrKW2+9RVZWFlu2bOF//ud/MJlM/OAHP7jic6Wwxi1cgiuQmldUVlbicDi49957xYpPWvmm0+mrbpZyO1AqlctWhjKZTKh4pclU2swilUqJcrhYLCbK1eLxuNg5ThIo+f1+XC4XkUhENHCQHopLFwhSHluqXVUqlQwNDbFx40bOnDmDXC5Hp9MJhWsgEBAq1IGBAdFq0eFwMDc3JyIsWVlZWK1Wuru7cTqdwjDH43HOnTvH3Nwc6XRaeEb/+q//KhYCklEbGxujp6eHSCTCyMgIq1evFqrm/Px88V1nZmbwer0EAgFisRjZ2dli9R8KhVCpVBw+fJhIJML8/Dw6nY7t27fzq1/9iqmpKe666y7ROljyXKTufKdPn2Z0dJS1a9cil8sZGBjAYrGwtLTEqVOnxOY9Ure2M2fOcOLECaamppiZmcHlchGNRrHb7UxPT4tSL8nzkzQKQ0NDnDp1irGxMYaHhykrK+PkyZN4vV4sFgvj4+NEIhGSySQ2mw2r1SpyynK5nDVr1mC1Wuno6ODOO++kvb2dnTt3olQqeeedd4hGo6xbt07Uq0uhSGlBt7i4yOLiIjabjUgkQjweF6mJrKws4U0PDAzQ1dWF2WxmYmICk8nE6OgoRqMRi8VCT0+PaMUrl8sZHx/H7XaLDn9dXV3iekhiOCnPGwgEaGhooL29XfymUshVKv1yOp2iOZD0e3o8Hl555RV0Oh1arVZUa0h7OiwuLjIxMcHQ0BCDg4Pk5ubS29vLZz7zGaLRKBqNBp/PJ9IdJSUlbNq0idHRURwOB48//jhTU1McOnSIvLw8Tp48ya5duzhw4AD19fWcO3eO+vp6gsEgdXV1DAwMMDc3x8LCgjDcJ0+eZNOmTfh8PsbGxigoKEAmk/HFL35RpCzWrVvHxMQE6XSadevW0dPTw0MPPURvby9yuVyE9YPBIKFQSJRMarVaEokENTU1WK1WnE4nZ8+eRa/X8/rrr+Pz+ejs7BR/E4lEmJmZoa6uTvRlyMvLo66ujrGxMQYHB0kmk3i9XrExzKpVq2htbSUSiRAIBDh+/LiI5kWjUXH/Ly0tsW7dOmw2G/Pz85jNZiKRCPn5+YTDYWQyGT6fj9HRURKJBD6fD5lMRiAQYNOmTSI87nQ6WVxcJJVKsXXrVubn58nJySGVSok55ty5c0xOTgLQ0tKC3W4Xnf5SqRT333+/EPfl5OSQn59PT08PWVlZDA4OUl1djdlsRqPRiDSMtCiV7pnt27czNDQkRIy3g+vZr1vy2Ht7e/nOd77DX/3VX/H973+f+vp6nnvuOaFiv1F6enp49tln6evr40c/+hGHDx/m9ddf5+GHH+YHP/gBn/vc58jOziYSiYiOUwAPPvggQ0ND7N27F4A//uM/FjXscHGv8z/+4z/mhRdeQKFQ8Oqrr97K17xpdu/eze7du9m7dy/t7e0UFhZiMBj47ne/y6ZNm5ibmyMej4vadY1Gc9vanl4qspOa0kiGXjoWj8fFNqCS4VepVNhsNlKplPDwpfFptVqcTidqtVqU+UjhrHQ6zcLCAvF4nGg0KnZSq6iowOFwUFBQQHFxMclkklgsxtzcHGq1mqqqKrRarfCkNBoNWq2W8fFxhoeHqaqqwm638/zzz5Obm4tGo6GqqopwOMzi4iJtbW3U1tYSDofF98jOzmblypUMDAwID+LgwYPMzMyI7lv5+fnodDqRN4SL7Ve1Wi12u13U7w8MDKBWqwmHw8KDlxTDK1aswOFwCOXsypUr+clPfsLU1BRarZZXX30Vq9VKTU0NHo+H1atXk5+fz/nz50VuV8p/ZmdnY7VaMRgMjI+Pi3Dm3Nwcs7OzlJSUoNPpkMvlommLy+Wivr6ejo4OotEoDodDlJvF43FRx11SUiIWO0eOHCEajTI9PU1lZaXYc1raXVCr1RIOhwkGg2zevJlVq1Zx7tw5NBoN//Ef/0EwGOS73/2uUMxLO3ZlZ2fzxBNPcPDgQRERAMRiz+FwiOsrdSm0Wq0kk0l8Ph+BQECIFSsrK7Hb7Tz55JMiZ19fX09nZydzc3NCIyJt/pNIJETtvkKhwOfz4XK5RCmdz+ejq6tLGOiysjIRcg2FQpw5c4aKigqhfh8ZGaGmpkYIzyQDIqWLZmdn0Wg0onOj2WwmFAqJ9ILFYgEulnBKnRhVKhUTExN0d3czOjrK5s2baW1t5dy5c+zYsYPx8XG2b9/O1NQUk5OT/N3f/R1f+9rXMJvN7Nmzh9dffx2VSoVerxce+czMDGvWrCErK4uBgQHx3FRUVFBeXo7BYKC8vJze3l5RstnW1iZ2YltYWMDtdi/rjmYwGMRi2u/3U15ezqFDh6ipqREis9LSUrKysrjrrruELiQcDovfxW63E41Gyc3NRaVS0dXVhcViEZqD1atXEwgEKCwsFJoAaYOjWCyG0WjE5/OxtLSExWIREcbm5mZycnIoKyvD4XAQi8UwmUzo9XqysrLwer0kEgni8ThGoxGlUolerycvL08IU00mE6tWrWJhYYGamhq6u7uZn59HqVQyPDzMZz/7WaxWq9ARJZNJsWiWNm6S5kGLxSLaI0u5eOn9gHg2Vq5cicPhEBqGyspKnn/+eVwu17JGau8nt2TYv/e973HnnXeSSCTo7u5m8+bN/PVf/zXt7e20tLTc8Hm2b9++rI3ppXz729/m29/+9jX/9tlnn+XZZ5+96rGVK1dy8uTJGx7H7Wbnzp34fD7q6uqIRqOcOnWKBx54QGyz2tHRIYRSkpd7O3e4kkI/Uq271FRDyslIyl3JG41Go6xdu5bBwcFlYSO3200sFhPCp+zsbLFalRqpaLVagsGgqGGVogNarZYVK1aIncgWFxdRqVT85je/obGxkWAwiN/vF5tIFBYWsnr1ajEpulwuxsbG2LVrF11dXcjlclavXi1K2iSFcFZWFmfOnGFsbIzx8XFycnLw+Xw4nU6Ki4vFhjHZ2dnMzMwgk8kIhUIsLCwIYxOJRNDr9VitVlQqlRBWSWWAUjhtxYoVuFwu0UnNbDZjNBpJp9NkZ2eLRjjHjx+nqqqKmZkZOjo6GBsb4+677xa9+hsaGoT4yGKx4PP5sNvtPPHEE5w4cYJQKMS2bduW/Wa5ubk4HA78fr/YrGLbtm2ivMbn8wmvWa/Xs7S0hM/no6amhsHBQbFADoVCorRHoVAIAyn1QIhEIkxPTxMKhVAoFBgMBgoLC8X1crvdDAwMUFFRwbvvvovb7Ra7y6VSKVHuZrFYRA1wIBBg5cqVuN1u8czL5XIKCwsJBAKUl5djs9m4cOECnZ2dzM/Pi9pph8OBz+cT2gbJCEh1zh6Ph2AwyPj4OEajEYPBIO6f7OxsYrEYExMTRCIR0bwmGAzS2dnJzMwMn/nMZwgGg/zv//4vn/3sZ3E4HGJjodHRUZH/lTw46XlKJBJ0dXURDAZFaHtubk4sOCXh6vj4uIi6hMNhxsbGWLlyJS+++KJY3Pj9fux2O8ePH6ejo4OVK1eKlrTSYtBsNgMXK3y2bt0qFhZbt24lkUhgs9nw+XwUFRVRVlZGS0sLCoVCRJY6OjqIxWJkZWUxNDREMpkkJydHCDIlUZ3ZbGZubg6Px4PP5xO/r0ajQa1WL4seScfOnDkj6vwXFxeZnZ3FaDSSk5ODx+MRi7xdu3bR2tpKLBZDqVRisVhENE5yMiTNhhS9kn5vyUuXnBWpBj8UCol7FS7Wz0s6Aa/XKzQhXq+X7u5ucV2NRiP5+fniWZBSSevXr2d+fp5UKiWeaylNYbfbmZ2dZWJiAoVCgdVqJRwOE4lExPwmpeqkxYHUVG10dPS25dpvhFsy7NJKUq/X861vfWvZ6xkQnsTq1at5/fXXSSaTbN26FZlMRm9vrwh3Li0tEQqFhMoTEEb4VrpWXY50Dsk4SF6V1PhBek2hUIiNO6S/SaVSJBIJ4XFLDS8kwy21kS0oKCCZTBIKhcQkLrW+lTzccDhMNBoVRmdyclJ4rMlkUuxyJz2gUqOcWCwmJgWVSkVWVhZLS0totVo0Go3wsDZt2iQ2xunp6eHgwYM4nU7GxsbQ6/UixKtWq+nu7katVovKjkAgICY2SUAotf6VOgVKKu2ioiIxwWu1WtRqtWgDrNPpsFqtVFVV4XQ6RRhQeibOnz9PIpEgLy+PnJwcwuEwsViMmZkZ4ZlLk1E8HhcVDNLOgH6/n4WFBerq6ggEAiiVSnp7e0WtrJROkMKHPp9PGB+3241KpRILOqlPvDQGyVOZnp7mH/7hH2hoaGBiYkKkYCSjpVKpRLe7RCLBj3/8YxYXF0W5mdQkRYrypFIpFhcX0el0HD16lFWrVok0jrQIXFxc5PXXX8flcnHy5Emi0SixWEy0G5Z670uaibGxMZaWligoKBC/kfR7zc/PAO4AZgAAIABJREFUU1paKrxQKWIg3ZtSnXRPTw8bN25kenqajRs3YrVaCQaDbNy4kVAoRFdXF5OTk7jdbpGWkXafa2hoYHBwEIPBIPLtQ0NDIvTq9XqXGaGZmRmWlpbIzs5mzZo19Pf385vf/EYslKTubYFAgPPnzyOXy0WPAilyplarMRqNohublP6IRqNYrVaRTpJCw/v27aOpqQmPx0M0GuX+++9nfHyc3NxcCgoKRCorHo+Lpk0qlUpoWGKxmHivVPWiUqlobW3FarWKzojSLpN1dXXMz8/j8/mw2Wwkk0kqKytRKpXMzc2J5+G1114T0ZrS0lJRYudyudDr9eI5DAaDolPc+Pi4+I0LCwuXRRWl8UrX3Wj8/+y9d3Dc9Zk//tretL037a56tbrkIndsDAZjA8EQBxy4tEtyTC5cLte/ubu5yU3ucnCXmZskJHMwyZBCaEkgBGKwwTYBI9uSi1xk9brqu9q+q/39od/z5CNZNu4Y0GsmE6Nt78+7Pe31PI8BY2NjnFtPClZNTQ2CwSAz1p1OJ8xmMxQKBRcUI0WXzojBYODy3aFQiIvtRCIRTE9Po6uri8MKbW1tSCaTvA5ms5lTRaenp9Hb2wu1Wo2pqal5IaDriSsS7N/5zncWJaO1tLRc9YA+LtBoNOjr64NSqURBQQHS6TROnTqFkZERyOVyrh4mk8ngcrk4RkSX7JWWpFwMVGKVQK5bQjwex8DAwLzYP1m61G+d0pyI6UmpI1Ttiw5TJpPhQi2JRAI+n4/Z02KxGCaTCeFwmIU6/WY0GoXRaOTqTul0mtNGyMXZ1dWFdDqN5uZmtLe3o6urC4lEAt3d3Ugmk7BarRx7nJqaYk8AMacptY/CB5TCQwoNVZCjZyEC4tTUFEQiEc6ePcuu5Ww2C41Gw6lqoVAI4XAYXV1dLLR6enqg1+s5H35iYoJLBFNcUCqVMmnot7/9LfMTRCIRx45HRkYgkUgQi8Xw1ltvIZFIcHoNAG4URA03uru7WbCT5UXvNZlM7KkhN6hcLsfMzAwLwN7eXoyNjbFgoQI/SqWSPTrEH5iamuIKXclkEmq1Gk6nE6dOneLiHFNTU1y//+jRoywYyMsQDochlUpZmOt0OlZSSGG566670NXVxWWPaT/OzMywBU0V4Ug5JverUqnkeD8pmZSTT4WNhoaG8M1vfpNJhr29vfNKxVI8uq2tDeFwGDk5OaxEkdJLKVtKpXKeUk2xY+ruKJfL4fP5uP4AnSs6i1KpFDabDZOTk3xGJicnObukvb0dMpkMW7ZswdTUFEZGRtgb2NXVxXFpCqeVlpZyz4pwOIxoNMrhNY/Hw94pqimRTqdht9uZWJfJZDA1NcXlqYPBIO9fk8mENWvW4P/+7//YW0ZnRSqVssIlkUjw3nvv4eDBg8hkMsxon56exvj4OORyOVvolDpK80hcH9oz5EEhgU9d5bRaLUZHR3kP9Pf3c1bQzMwM107QarVchGdwcJDvLUrbGx4ehkql4rtNrVZz+HF6epq9hGVlZayYkLdBo9HgzJkzmJycZMVIpVLB4/Hg3LlzfKavN65IsAv75wpBld2utHPUxwmk+Jw6dQrhcBhnzpyB3++Hz+fDO++8g23btuH48eMwm804cuQItFots27ff/99qNVqtoRJEF8p6W5hDD+bzfJ30mtUK5kg/HcymeRSlxaLhTVquVwOvV7PlztdthSXzs/PRzweRzKZ5MYPMpkM77zzDj8PletMJpPo6emBUqnkMpLpdJrdqMFgkF3g77//PnsGpFIpBgcHodfrkc1muSgIxWPtdjtGRkbYZUbu7UwmgxMnTrD1ODY2xtY6hUXi8Tjkcjmy2SxisRgOHjzIpX8pdZAEOykDZFFQfXQqnEFemOHhYbS0tHDKFF1OlE9NF9bIyAjHDYX5ypWVlcz8JiWKLEeyVijdjpi6JPDo0qK1IkWGcv1JkSMlgmLjVOJY2Cs7HA7DZDKxYkLscVI+qLKgSCSCQqFATk4Ou0Y1Gg17PihzhKwlmjNai1gsxoz9WCzGSgKVco3FYrze5CWgVKV0Os0Fa0iw0zrRulM6Fz0jlQ6Nx+PzShMT4YqaC9EZEJ4v8oyRIKfiT9Qlcd++fZyqSPFmct8S6RSYU5qIv0IeLLVajcnJSd6PqVQKhw8f5tKsVK2PiJcKhYLvD/IIJJNJlJeXo6enh70QpCDSXUDP19nZCbvdzudEJpOxIjM0NASlUsmEXDqD5GnzeDxMgiPBmE6nEQwG+ZyOjY1x6WNSoGg/k/eBPH4U5iHFj5RFcr+TEUQKIjCXHUAKwiuvvIJQKIR9+/YxN4DIxpRVQf9OJpNIJpMYHR3lUNLY2BintXV2drIi3N7ezpZ+PB7nttkUsiEF3G63M8mP9uv1xhU1NH788ccv+vr3vve9KxrMxwlETrvrrrtQUlKClStXwmAwYNWqVcjLy+NmF/39/Uin07j//vthsVggl8ths9m4bKdIJILD4WDr8lrUHF7YuAI4v0QtWawkIElzp4uAhCSlz5E7OhaLQSwWcw62xWJhV3MqlYJWq4VarWarkVy7woYhdHEBcwd0dHSUSXvk6iQ3HLnRlEolzp49yxcU1SFvaWlBKBTCyMgIx+VkMhkymQw6OjrmhScWi4Elk0kWCHRBZTIZ7m9/4MABTExMoKOjA7FYjEu5khVJ+4AY7LFYDGNjY+jv7+fftdvt0Gg0GBkZmUcKM5vNXImPXJPUNyCRSCASiSAUCrG1Q+TIYDA4rzyxsCsZzbuwfj6tJT0vVQuk14eHh6FUKudV+6MLPR6PIxwOsyIgk8kwNjbGHQxJ2XE6nbxeUqkUHo+HDYBEIsEueEoTJSWN5psqR1JIgXgpQoIoeROELXspPku/QWSrzs5OjI2N4dVXX2VljOaK0hOFXBUAXEKZnomIggDmcVloLbLZLCvEFEYipYlcwBMTE9zIhMJe9Fn6LoVCwcomZa3MzMxgYGCA88fJa0C55IlEgt3s+/fvR19fH4cWaA8IK6lFo1FWYKlS4OnTpzmcMjIygtHRUeZoCO+B7373u8hms7BYLHz2SXGlu4PSjsPhMEZHR5HJZPCLX/yC7xrKfqDvJTc87U9acxK8pFgAmKd8U7EoaqUMAGazmUmm5KKnZ6B9QfMvbM5FdxCt+fT0NCKRCJ599llu00rvpfAmed+ImCkWizlLhOqG3AhckcX+ox/9iEtILgYqFrOEOdfna6+9Bo/HA6VSCbfbjcbGRsTjcTzwwAP4t3/7N5hMJvT19SEQCKCzs5OZvVT9jHJ5ySV0pQ08hPggzVF4sQgFnlAIUMoUxevJbUiXRE9PDwtBIqPE43GOdVK3KWHYQejCzGaz8zqRkTu/t7eXDzOlog0MDLC1LhzvwhxSqrBH4xGGKRamCwo9JOQ2pvfQBSgMRZDbUKh8kVVJ6YIkZNRqNV98AwMD/B4aD8W8hSQdYK5BEjB3mdE8J5PJ88IKNHa9Xn9edyy6fISg5yLPgpBoSRXBFl5K5BKmS5UIahRiIHKTRCLB2bNneW1zcnJ4L1AeuNDy12q1LExpXAMDAzCZTJiYmGBLamFHQLr8aQ6EXomF3i7iVJD7nOL5pDwRaG+S9UnjofmhZxJWNxSmtNJ3pVIpTE9PsyKTk5MDnU6H0dFRtuLpO8ViMXtkSGiT8CPBBmDe3qHcaQBcQ53Oz7Fjx6BUKiGVStHa2soxaqqUSIJUuAcmJyfnKdvk3SCrNhgMwmQyseCKxWKwWq2s6FG6I51RIm4WFBRwt8ve3l4WfuQpEK6H0Whkrw8pyqQkCNee3k/CmJ6DFGCaD6FCRoJYuC+Is0BhIeG+Gh4e5rNB4YSFaw2APSHEC6L1I2Xzphbsb7755kVf/6S74YVQqVR4+OGHkUgkcOTIERw8eBAejwd33XUXRkZGkEwmsWnTJgwNDWHDhg344Q9/OC9HnKwwskJNJhPGx8evSy78YlhoxdJlmUql5rlv6XIHwLFMcgEKC95MTEzwoaCYrEwmm1fLnaxncscKx0AXNXkcyH1KVdIWYqEAo3EQLnTQFs4vCWXhRUuFXei9pAwJ3aVkEdB7yL1KVlE6nWZmPV0KwJ8ENOW80hzQXNL8Cl3LJAyEWCydkj5Dc0cCZLF5Ez7bQiVJKEjJQqH5oHHShUouYQDMZBcKM7K+idk9NTXFHg+hIklKFP33wjUSPgfVVV/ME0OCnCBUWBfOA+0ZYX1xEjQL54m+i0BKFbmTSaEl4UgCVvgd0Wh0ngJB7mLiExCIzJpMJjE0NDTPw0B7IxaLYXx8HOl0muuuC7GY8p5MJvn8CeeW0lrpc5OTk9BqtTyuvr6+eV4MUuxo3YhUKyTpCvkt9N/0jHSfCNefLGTheIUejoUgoS/0ngj39EKQ0rPwO4TkZuG+W7i36KxRRUciKNKeuFhX1GsJUfZGSYibEAsP1PXG4cOH2RXkdDoxPj6Op59+Gn/913+Np59+GrW1tXC5XPjSl76EgoICtLW1YXZ2rukIpUdRCsm1ItZdKUjTFm70hVYugf5OJCa6SOj/6e+L/QZw/uG5EiwkDF4LUJoXQXhBLrwsF0L4OjHUF5s/6sT3QQ1FgMXnn9rDXso4LhcLz8+F1n/h+grXn5QR+qzQpS38TtpvwnSnqwHN+fXGYnNCqaYXu3focxeaUwLt68LCQu48tth5ovkTKroXWvur2RP0+6S0C5WnS7lvaV1IcReO94PmYiEoDEbPcqF75nqAlKKFd+PTTz991U3SCBebzyuKsS/hylBQUICSkhJ4vV5Eo1GsWrUKTqeTXYsUUyQ3LVVHUygUXANZSLL5MEHuO6GCcaFDR7FZEoJC8hZwvrucsNACuxAuZT6uRSrmQtfvhYQ6cHHBs/C9Cy0TIagByKVgsc9/EAuXhOaVYKGVdKH1Xzh+oXCm/SN0vS/2nRQDv9Q98UG4mjKfQkv2g7DYnFBM9mLfczGrUghSVqlyGjB/XxJo/ggXE95XO780poXK6IWsaiHIgyH0hlwMi519YRhpYRjxRkHolQD+tI7Dw8M35PevyBVPWIyEtYQLg9yqRUVF/Lf77ruPY5j5+fmIRCLYvHkzDAYDuru7YbFYMDw8DLPZjJGREVitVnZ5fZjOlsUujwuBDvqFLLurvUgWMvoXw+WM90K42Dgv5xkWC29caC2v1nr6oD1yKZftjcC14I1cDq7G43WtvGXX0ut2KQqWENdCOboQMpkMcxgu99xdzEtxNX+7WbCwpfj1wlVZ7I8++igAcIlOAOjr67u6EX3CoFarOX5FZQ6j0SheeuklJoNQi0bKB9dqtZBKpef1JL9ZsfASudYH71IsqA87dHExXGw+KKa5hCV8lEBeuSv53LVSOq6n8nKluFLv2OXiqs3tf/7nf8aRI0e4BOaRI0fw4osvXouxfSJAHcPq6+u5i5JOp0NraysXgLHZbGhoaIBGo8Hhw4cRi8W4T/SNKniwGK7WmrxW+DC6Jy1hCUu4OG6k6/ujgqNHj96Q37kqwZ7JZPD5z38eTz31FD7zmc8gm80iLy/vWo3tEwFKifjiF7+IkZERjI+Pc1vNdDqNjo4OFBcXA5irj//1r3+de0YLWcUfhvvpQkKd4u83s0tsCUtYwhJuNOguv964KsGuUCjw5JNPch1sstgffPDBazW+jz2IOAf8ibUplUrhcDhQW1uLrq4u7j1vNps5Bc7r9SKbzeLo0aOcArIYbiQTlHCje88vYQlLWMJHAS+99BKHsK8nrkqwP/HEExgaGsK+ffvQ3NyMbDaLwsLCazW2TwSExVlUKhW6urq4P7pKpUJlZSU6OztRXFzM3czC4TCMRiNXh7sY4WRJyC5hCUtYws2Ba9nF82K4qki+WCzmPsDPPPMMBgcH4fP5rtXYPhEQCna5XI7a2lpueuJyuTA7OwudTofu7m4m2VFdYyqzSfnAi+FmJo0tYQlLWMInCX6//4b8zjWh6HV0dMDlcmHFihU4fvz4tfjKTwwkEgnGxsbYHU8dnGKxGBwOBwBwsxNqGEE9nKl5BvUdX8ISlrCEJdy8uFFZLtdEsEciEYyMjKC1tZXjwUu4NEilUrS3t3N1MK1Wy/3Pq6qqkEwmuW1ocXExV3Si0pTUSOVG5wEvYQlLWMISLg83ygC7bMH+2GOPnfe3Bx54AKOjo3jmmWfw1a9+9ZoM7JMCavkXCoUAYF4TEI/HA7/fzw02zp49yyVGE4kEN35QKpUQi8Vco3kJS1jCEpZw80HYXOZ64rLJc4s1gMnLy8N3vvOdazKgTxqoxeP09DT/raKiAhUVFZDL5XjooYdw7NgxzM7OYuPGjXjuuedgs9mQSqXgdrvR3t4OtVp9Xoz9Sis/fdLxYVf0W8ISlvDxxY3KUFqqFX8TQNhvGQDKyspQVlYGYC4/vaKiAul0Gnq9HkajEdlsFiqVilsa6nQ6KJVKKJXKeb2jL6XK0Uelet2NwpJQvzTcqApaS1jCxwk3qrvbZZ/O1tZWBAIBbNu2DX/3d3+Hn/3sZzh27NhSjPcqoFKpkEql5vVZDgaD3CTDbrfDbrdjZGQEtbW1GBgYwNTUFCQSCex2O5xOJ5RKJUpLS1kwUcvLi4F6GC/h2uKTIPRuhoqDS1jCRw0lJSU35Hcu+wZatmwZDhw4gK9+9aswm8147bXX8PDDD8NsNqOiouJ6jPFjD6VSiZqaGvzhD3/A66+/jldeeQUnTpxAf38/AOAv//IvkZubi9bWVgBAIBBATU0N1qxZg5ycHNhsNmi1WuTm5s7r203WuEQi4baNBJlMBrVafYOf9OOPm6XM7hKuD26GzorAzTOOJVweRkZGbsjvXFGBGpfLBZfLhc2bN/PfstnsvNaBS7h0KJVKWK1W3H777RgaGsJLL72EpqYmds+bzWZUVVXh1KlTcLvdmJmZwbFjxzA5OQmVSoVMJoOqqiqoVCruZyyXy+F2u7nPN6XGUR9smUyGbDYLqVR6Sd6WxQTWwn7kF8PHMXa92JzQf38cn/dCENZi+DhDJpMhk8lwq9vL6dJ3rXGz762P2/6/Vs9z07riL8R6F4lES1XnrhBKpZL/rVKpkEgkzisF63Q6Ob6u0WhQWFiI0dFRKJVK9Pb2wuVyIR6PQ6FQsOA2mUyQyWTQaDSw2WzcNpY2aSqVWlSoL2zFKxKJ5o0RmGtBezmW6WKH4kqsjksJL9woXOz55XL5R8qqWri+lwqRSASTyfSRat8sXJfF0o9kMhn/W6fTQSaTQSqVIicnByKRCBKJBFar9Tx+ysI9LsxSEf7OpaQ8LRbOuVH76Vqs5c0g1K/lfAlbTl/N9zqdzms1pIvisgX7n/3Zn12PcXyisVCwKxQKKBSK8xiUMpkMOTk5sFgsbIFns1ns3r0bQ0NDGBwchEQiYSJdJpOBRqOBWq1mV7xIJIJWq0VOTg58Ph80Gg1fZCKRCHK5HDk5OfN+N5vNnmeRXUlbRlI4hN97uZ+/lP7iAGA0Gi/ruy+Ghc/5QUKbPCQ0FuH8Xi2uJH4vnHfhxXSh8Vzq5SUWi1nYLWa9KhSKyx7rjYDw2RZ7TqFgs1qtyGQy/CxksUskkovOkVgsnqc0i8XiecTWxX6f1jYnJ4ffK5FIIJFIIJfLzzurC8d6KbiU/XM9hPKHoeRe6nMsNrYLjTebzX7g99J9vth33Kh0t48/y+cjAKFgpwO8WPMWpVKJbDYLnU6HLVu2wOfzweVyQa/XIxwOo6ioCFarFbW1tfD7/dzjXa/Xw+Vyoaamhi14+r5MJgOpVAqpVAqz2QyJRML15enSEIvF513SUqn0ki12sVgMqVQKhULxgZb7Qh6AcF4W+94L4XLJnBcTcqQsAX9yOwuVpcU+I9TwSRAILTWz2XxZ4/ugcV4MYrGYOwFSzQORSDRvfhUKxbxOgTR+nU4HhULBY1/4vETwXAj6jg8SJBdSABZL31xYOvmDLO8LfZdw3y7cJ2KxGLFYjH+LyKVUNIq+L5FIzJsTWs/F5hCY47zQHhLOl1Qq5TmicdFeUSqVkEqlrGgJQx50NtPpNI9DuEeFzwPMKQuXemaFn/8gJfBCn1uocFxIGF6pwNfr9byfhffnlRSAWThW4X6/0PulUim0Wi3/je44YC6lTSQSQaPRnPd8N0rZXRLsNwGWLVvG/ybXJsXDhVAoFIhEIhgeHoZOp0MqlYLP5+NDI5FIYDabuciNx+OB0+lEaWkpbr/9diSTSYjFYkxNTUGv18NkMsFgMCA/Px8ikYgF+kIhBABut3vexTozM7Oo65EuIAIV1FmYUy+TyTglT5iaJ3xmsmxycnKQl5fHLlGFQnFBS0UqlUKn013Q5aXVavm3dDodxGIx5HL5ec9L369SqaDX62Gz2bjpTiaT4YudSv3S54WCnISRULDT+1Kp1EVr/H8QLtWipveRxSgUPKQsiUQirqNA76M5kkgk0Ov1MJvNkMlk/Kw0bzRXWq0WUqmUrUuFQjHP0qW5EyoTCxWghWOnsVDzI1IMlUrleeGhiwmsy7FAyWOlUqkgEokwMjLCrZUVCgWnlE5OTrJQlUqlcDqdUKlU/Fv0/PRspMCQcKV9MDs7O09plcvlSCQSUKvVkEql3OBpoQKVTqd5LpVKJeRyOc+Z8GzQOiaTyUvea0JhTp8X7ocLQTg+ej8pLrRewu8EAJPJdNlngNZIq9XynhaLxVCr1ZDJZOcpf3SPXEp4Y6HSBsw3MJRKJVQqFe8JnU7Hyi/xlwKBAEQiETKZzHln/CPRBGYJ1wYLhdDKlSsBnH9ZKZVK9PT04P3338fw8DBXp0skEigqKkIikUAkEoHb7UZhYSG0Wi0ymQxWrVoFl8vFqXEymQylpaUoLi6GQqGAVquFSqWCUqlEQUEBbDYbNBoNcnJyoFar+RDRppZIJNBoNGxV0KVFl5rwUMvlcmbfCy9YCjmQIBDG/+lyon+n02mEQiG+6BUKBTwez3lWPAkKapKzEDKZDAqFgkmGgUBgHqGQfk+j0fCaqNVqTkUkJYUuE/ot+l5aI5lMBqfTyc9GXhi6oMkqJCVFOFdCyOVyVlRycnIgk8nY4hbOpfAipjCBXC7nsdI8099JCAi9BsLPuFwu/k6ZTIZ4PM6kH2HDIqfTCavVCqlUCo1GwxccMCcAyDtE6ymXy89T3OiSpLmnvUP/bTKZ5s2fUHEQuqXpOUn502q1i4ZjSBAvFFBCxSeZTCIajc4TaplMBjKZbJ5iSII9k8lgYGCA116oHBHPhUiutI5CLxZZgLRvdDodampqoNPpoFar+XwI95pUKoXFYuE9olaroVar2dtHa0eWrVDBEyplNHfC+SCBRHuN9qdw/RfjZNBdAPzJMhV2nyQvkXCfT01NnXdvXMhLQN+RyWQQCoU4REhKkFwuZ48mjS+bzbLXhZ6d0odp/mkf0X4VKrYEss7VajWSySS30NZqtZDL5by2+fn5vJ40VgqtqlQqrk9yvbEk2G9C0IVEvdcJKpUKo6OjyGQyKC8vRyaTgcPhQFdXF4C5Tbxq1SrU1NTg3nvvxRe+8AVUV1fj9ttvR21tLaLRKF/sJpMJ4+PjUCqVmJ6exuzsLG/KqqoqKBQKeL1eJgr19fUxE3h2dhbxeBw2m41dvHRhKxQKPhzpdBrpdBpGo5EvNLVaDYlEglgshtnZWWi1Wr6M6UCRAqHRaPhC8Xg8fIhUKhVmZmb44qHvJQtHrVZjcnKSP2uxWDgdMBKJQK1WQ6lUIhQKsVCh59DpdCgsLERpaSmUSiUMBgN0Oh30ej20Wi0CgQB0Oh27WoXPTtZWOp1md5xWq4VarUY6neYDTpeO0AJczKKhS8Hn87EgsNls/LpQiNJ3ptNpnsvZ2VkYDAZ+RlqXVCqF2dlZBINBVmjo2WUyGQKBAF9MOTk5fJkLLWgieSoUCsjlcrhcLm4lLHQNExdDqPyQImCz2WC323nt6De1Wi3PKVVVpPXOzc1FNBplj5VEImHhZ7VaoVarWUlczGIiRVOj0UClUvEeoXUSCgqRSIR0Os3fk0wmMT09zSEGmg+5XI54PI5YLMZhLhKW0WgUs7OzPC4irFosFtjtdjgcDphMJphMJqhUKszOzrJiolKp4PP5eP+Q8KLfDYVC7K5XKBTIz89nIUNWPHlZstksKxQqlYqVBfobnTtSTkhRysnJgUKhgMVigUgk4vlKpVIXjU2n0+l5Sh3tO5pT2k/C/19oyAi5CEKhq9frIZVKEYvFkE6nYTAY2JNDZxCY8/SZzWYYjUaeBwpnqtVq9srQvUOeGiIW0/jT6TSSySTPmVKp5HvL4/Fg/fr1MBgMKC8vRzQahUKhgE6ng9lshkKhQGFhIXQ6HZ+xG4ElwX4To6mpCZs2bQIwt/kpr72wsBChUAhOpxNOpxMjIyPwer1obGzEF7/4RahUKo6pZbNZtrjvuOMO5Ofnw2Qyoa+vD1KpFIWFhXjkkUdgNpsxMTEBr9eLwcFBaLVajI+PY3Z2FiMjIwiHw4jH43xRGwwGFmq0kTUaDQwGA1t+5B4jAZ9Op/ni0Gq1EIlEcLlcKCoqQklJCfLz86HT6aDVajneT9p9MpmE2+2G2WyGSCRCIBBgq5w8C8RcJrco/VYgEIBer4fdbkdBQQF0Oh38fj+y2Szsdjv8fj8fYq/XC6/Xy+7fsrIyyGQy1NbWwm63IxAIsLAhS1ipVKKiooKFBTB3sefl5UGhULAgjcViAP50SdHFYLFYWOhZLBZef7qM0uk0u2JnZmbmuQZJADkcDqhUKqxatQrr1q1DeXk5VCoVtFotKyAqlQo1NTXQ6/X8WYlEAqPRCKfTiaamJkgkEgwPD7MlnU6nodVqkZ+fz14bvV4PiUSC1atXs/tz5cqV7I60Wq3QaDRIJBKIxWIsGOkZ6X0ajQbFxcUwGAws5MkLQgLB4XDAaDSyAC8pKUF1dTWvrUKhQDqdRjabhclkYmU4k8mwoKC9BoD3LXlRqSsCAAAgAElEQVQUSEiq1Wo4HA7k5ORw6CQ3Nxd6vZ7Hm06nIZfLmbhKJFNyy5JlSEKcvFhisRhGoxF+v5+Fidfrxfr162GxWODxeFhxnZqaQigUQn9/PyuxRqORlV0STORdMxqNqKiogNPphFwuRzQanVd0SqlUwmKxcCiDzqbVamWBTfsMmBPYJNgTiQTEYjGsViuHamhOyRIXWrbpdJq9c6SgUJiLsnWEcWkaD515ukOMRiPEYjEr5PQ52htUo6O0tJTXjtbTaDQiEAhAqVRCo9FgxYoVuOOOO2AymebdRxROSyQSrCCmUimEw2EeK3lIAPCck5dp/fr12LRpE+6++240NTVBo9EgGAwinU4jkUjM84TQ+AsLC+H/KLVtvRocOnQIBQUFeOqpp+b9fXp6Gp/73OfQ3NyMqqoqbNmyZR7R5bvf/S7q6upQV1eH//iP/5j32e7ubqxfvx6rV6/GunXr2KL9KGPNmjV8iORyOfbv3w+PxwMA6OzsZE3d7XZjenoaarUara2tvCHj8TgOHz7MFemqqqrQ2NiIH/7whyguLmYSXigUwvj4OKqrq7F8+XLccccd2Lx5M7xeLwKBALvyibBHVnRdXR1qa2shk8lgMBiYJyB0e2u1Wg4B0EWjUCgwOjqKaDSKyclJzM7OsiWlVCqxc+dO1qYnJiZYe85kMrBYLCzYhMLO7/ejsrISUqkUdrsdXq8Xer2eLzCFQoGCggJ4vV7k5ubyBUOXBAljykwoLS2F0+mERqPB8ePHWVDSpaTRaFhQk1VRXV2NxsZG1NTUwGAw8IVXVVWF+vp6lJSUQCQSwePxwG63w+VyobGxEbm5uRy3I1c5CUaDwYBIJMJjtdvtPDc5OTlQKpUoLCxEfn4+Cz4SxOSaHh0dnWeh+Xw+VqjIqrjjjjtgt9tZeDU2NqKqqorXLJ1OIxqNAgD/llKphMPh4IwNchFbLBZYrVYYjUYsW7YMBoMBKpUKDocDYrGYuQYKhQJ2u53TNOlitVgsuP3221nQGwwGbNy4EfX19TxHfr8fTqcTJSUlyMnJ4d8QKl4GgwFKpRJ5eXmoqqqCx+OBSCSCWq1mxaKsrAzxeJyFPe03slbJYyMMt5DgJPIh7f9IJMLf4/V6sXz5cqRSKeTm5qKgoAAOhwNWqxVmsxl2ux07d+5EU1MTW+C5ubkQiUR44IEH0NjYiOLiYpSWlmLt2rUwGo3Q6/V8H8TjccTjcYyOjjIXhBRrr9fLru7c3FzOYiALHpgTsCtWrEBpaSkre0JBZ7fbeY2FVjV5WZRKJXscyKNA80reKJ1Ox9Y0KQ5msxlKpZIFNc0fKRRTU1MwGAxQKBRoamriZxOJRBgfHwcwp6gNDg4CAH9epVIxd8hms3E4i8Zqs9lQXFzMZ7aoqIgVlUwmw14dWj/KIqJzv3LlSlRVVcHv98NoNOLAgQOoqKjAgw8+CIVCgUAgwHuCQoY2m409CDcCH6pgf+GFF/D444+zBSHErl27sGPHDuzfvx9HjhyZt6leffVVPPnkkzhw4AAOHDiAH//4x3j55Zf5sw888AAeeughvP3229i9ezd27tx5w57peiI/Px81NTUoKiqC0+lEOByG3+9HOBzmQ2o0GrFixQqsW7cO27dvh8lkgkKhwMTEBPd6HxsbQzwex/PPP4+enh5MTExAqVSisbERJpOJ28BGo1Hk5eXhgQcewOrVq1FcXMxV7kiTdzgcMBgMrK2SdpqbmwuVSgW73Q4A8Pl8AOYUtmg0CrVajby8PLjdbibyVVVVoampiS9Js9mMeDwOiUQCl8sFiUSCwsJCFBQU4Pbbb0dRURGUSiWqq6tRXV2NkpISZvlv2LABlZWVKCkpwfbt2xEKhWAwGBAKhTA2Nobe3l6Ew2Ho9XpkMhmsXr2araq1a9eipKSErRqj0Qir1Qqr1Yrc3Fx4vV6o1WqUlZVh27ZtKC4uxvj4OCskMpkMXq+XLSJyiWazWaTTaXR1dfEctLa2IhwOw2g0IpPJoKCgABqNBg6HgxVZUroKCwshEom4JgF5X/Ly8pBKpeBwOJDNZrFhwwY0NzfD6XQiPz8fFosFJSUlKCoqgkgkQl5eHitcFRUVEIvFsNls8Hg8yGQymJychMPh4BhvLBbD22+/zR0I/X4/PB4POjo64HQ60dzcjNzcXNx///0cw9RoNLz3SHCeOHGClY2SkhIsW7YMjY2NWLNmDWw2GwoLC3lPWSwWFj6HDh1CNptlgd3W1gabzYZ4PI5kMgmXy8XKKQkCkUgEp9MJu92OvLw8uFwuOJ1OzMzMQKfTwev1wufzwWw2Q6vVYnR0FMCc98ftdkOpVLLSRfFYi8UCo9EIk8kEu92O8vJyeL1euN1udrmTxZZOp5GTk4PKykqYzWY4nU4kEglEo1FUV1dDIpHA7/dzKIyUWwoHkDA6efIkgDnejc1mw1133YXly5fD6/Vi586dqK2tRSqVQlFRET772c+ioaEBFosFNTU1HF6j9DnySOj1elRUVGDbtm0A5rxExLeRSqVwu90IBAKszJHiRVYoCT1SkMViMVwuF3Q6HVvb+fn5KC8vZyWU3l9cXAydTodMJoN4PI5sNguj0QiFQgG9Xo/Vq1dzeMbtdrM3LpVKYXx8HG63G42NjRwKysnJYeteo9GwYimTydDc3Ayv1wuTyYTGxkbmZgi/G/iTB4kIpeSRM5vN7DGkUMi6deuwbt06bNq0CU6nE5///OcRCARQXl7Onkun04mKigrIZDJWImmvXcs03IvhQ60q0dDQgB07dmDdunXz/t7S0oLR0VFs3boVwJzb58UXX+TXf/CDH+DTn/40xxV37dqF73//+9i6dStaW1tx9OhR7Nq1i1/78pe/jJaWFtTV1d2YB7tOCAQCyGQyCAaDsFqtGBwchMViQW1tLcrKyrhvO8HhcMDr9XLs9pvf/Cb+/u//HuFwGL29vRCLxQgGg6zhxuNxjIyMIB6Po6enB3l5eaioqGDL22AwYPny5Thw4ABKS0vxzjvvQC6XQ6/XY3BwEMFgEI2NjdxbnlxxXq8X27dvx/DwMEpLS9Hf34/e3l585jOfwRtvvAGZTIaJiQkWgj6fD8FgEH6/Hw6HA5WVlZiZmeGUIblcjtOnT8NisSA3NxePPvoo9u3bx7HO+vp6NDY24o9//COSySS6urpYOAcCAbS0tGBqagpisRjDw8NsCXo8HkxMTODAgQMYGBhAIpHA0NAQXC4XW8zr16/HqVOnMDg4yMQxIjbNzs6iv7+frXkS5GKxGLm5uYjFYqipqcG5c+cQCoVgsVh4vMPDw4jFYrDb7XC73ejp6eFLUavVwu/3Y2ZmBmq1mgVNKBRirgUJcLpEXnjhBeh0OphMJsRiMczMzMDpdKKzs5Ndo1/5yldQV1eH5557jt2qdOGOj48jJycHa9euhVwux4EDB5gMRsLBZDJxrYTXXnsNK1asQDabRW1tLbq6ujA7O4uxsTFs3rwZv/nNb1BfX8/cB6VSiVWrVmH16tX48Y9/zJaVx+Ph8AmRQkUiEYaGhjgzY926dRgaGuK953Q6kUwmmcBHQpWU2ZqaGvT29sJkMiEYDCIUCsHtdiOdTqO9vZ2FLD0bVXecmZmBWCxmK14Ys3a73fzf5eXlOHr0KF/+VqsVADgWm81msXPnTnR1dWF4eBgajQY1NTVYvnw5WltbYbVa4ff7cfr0aXzta1/Dnj17sHv3bohEIhQXF2P//v3Q6/VoamqC0WhEaWkpbrvtNhYmPT09uPXWW5lkOTAwAI1GA7lcjpqaGuzZswfRaBTRaBRarRbT09NIp9N48803EY/H8eCDD7JHwmq1YnR0lNfX7XazgqpUKpFOp5lnkEql4HQ6MTw8DGAuJh4KhTA7O4vJyUlYLBY4HA6EQqF5npBIJMJ3QyQSYeVaq9XC6/Xi/fffh1gsxszMDMrKyqDT6XDq1Cnk5OQgEAhg9erV6OjowMzMDPLz8+F0OhEKhRCNRqHX66FWq2EymZCbm4tz585h+/btmJ6eRmtrKzweD9rb27F7926Mj49j//79sFqtyGaz2L59O/bs2YOGhgb09vZiaGgIZWVlfM+Gw2FoNBpYrVbMzMygpaUF09PT0Ov1HLrS6/VIpVLsTUokEuzJGB0dRSQSmRduu174UAU7uZIXYs+ePfD7/fiLv/gLtLS0wGw249vf/jbXoj906BAeeOABfn9ZWRn+93//l18LBAKsacnlchQUFOD999//yAt2Ii3JZDLU1NRgcHAQKpUKFosFFouFXXPZbBZvvvkmZmdnuaHMunXrODYtLF7T2NgItVqN5557DoFAABMTExCJRIhEIvD5fEzuMplMaG5uZveVwWBAS0sLCgsLEYvFcOutt7JVV15ejomJCb5Y6QJav349jh07BgAoLy/HV77yFZjNZrzwwgtoa2tDIBDA0NAQCgoKWIlZsWIFfve733EaH5H2zp07h7Vr1yIWiyEWi+H48ePw+/2wWq1MqpFIJBgZGcHvfvc7GAwGhMNhzlHOZrPYunUrKisr8ZOf/ASxWAxerxednZ2w2WzM1pVIJKivr+eLjkIFer0eDocDwWAQQ0NDiMfjTHKbmZlBIpHAiRMnmHnf3d3NMVOv14v+/n54PB5EIhF0d3djdHQUfr8fU1NTAMDuX7qgyNqz2+3weDyIx+PIz8+HwWBAR0cHkskkpFIpurq68MQTTyCTyaC3txeJRAIzMzMoKipCNptlb41MJsPw8DBOnTqF7u5urFq1CuXl5fjBD36AtrY2LF++HAcPHkQ8Hsfw8DDi8ThnWExNTXG8f+XKlfB4PFAqlZicnIRarWYPSV9fHyQSCQoKChAMBnH77bejs7MT+/fvZy9EXl4eOjs74fP5WIk8ffo0gLkQRHt7OxQKBZxOJz772c/i5z//OfMHmpub0dXVBZ1Oh2QyyS5yANi5cyfa2tqQzWZRU1MDhUKBZDLJ7uVAIMDhkMnJSSY4uVwu1NXVYWpqCv39/XC5XAAwz5oNhULYvn07XnzxRYRCITQ0NOCll15COByG1+tlgd/b24u8vDyIRCLk5+ejoqKCQ2NE5JydnUVeXh6qq6tx4MAB3HvvvYhEIggGg9iyZQscDgf++Mc/wmaz8drl5uYinU4z+Y0UGYlEAo/Hg927d8NgMKCtrQ3Nzc34/e9/j/feew9+vx9utxvPPvsswuEwu9nVajX0ej2y2SwCgQDGx8c5Fl1WVob29nYWoKlUCu+88w5EIhHGxsbQ2dmJaDSKsrIyjI2Noa2tDVKpFDMzM8hkMiywbTYburu7YbfbEYvFMDg4CJfLxXwWAEzaVKvVMJvNKCwshMFggMPhgEKhQF5eHurq6mAymeDz+TA1NYWamhoolUrEYjH86le/gt1uR2dnJ6xWK2efdHZ2QiqVIj8/H8uXL0cwGITdbsfq1atx5MgR9PT0MKFSq9WyZ0YsFmPXrl148skn4fP50NPTw2W6JRIJGhsbcfbsWTQ2NnIKZGVlJYaHhxEOh1FRUQG9Xo+zZ8+elw1w3WXFDfuly0B3dzeef/55PPvss/je976Hn/70p1i/fj06Ozuh1WoxMjIyz31PrmAA57228PWPMih+RP8fjUZZ6CYSCY6ljYyMoLKyEn6/H7Ozszh8+DAqKytx4sQJlJaWsgZOG5+sHL1eD7/fjxUrVuAPf/gDxyjdbjdsNhvcbjdee+015OfnIxgMQiKRYGxsjC3DUCgEm82Gbdu2QSqV4h/+4R8Qi8Wwd+9enDt3DqtXr2YLlGLOTU1NeO655/jgEUEwEonAbDZjcnKSww5EeqND95WvfAVPPfUUDh06xPFgu92O0dFRvPLKK5iZmeEYbCqVwokTJ1jrrq6uhlQqRSKRQGNjI5qamtDR0QGRSIRPfepTkEqlCAaDOHv2LOLxOCorK3HkyBGcOnUK586dw6ZNm/B3f/d3+P73vw+TyQS1Wo36+noAcx4nUkKMRiPH8cfHxzE6Oor+/n5MTk7CbDbjv/7rv/CTn/wELS0t6OjowNatW6HRaDA1NYXjx4+joaGBLR6tVguDwYC8vDzYbDbEYjHIZDKMj48jnU6jubkZNpsNzz//PL773e/ioYceQiQSQSKRgMfjQSgUQiAQgMPhwOHDhzE9PQ2NRoOCggKsXLkSmUwGZrMZZrOZvQl9fX2wWq0oKCjgroLFxcVobm6GXq9HQ0MDxsbGUFpaioKCAhw4cIDdmkeOHJnnWbvlllvwzDPPwO12Y9OmTVwV0efz4b777mOr+8SJE0y+mp6ehtlshs1mw5kzZxAOh3H69Gmk02nMzMwwY/7MmTOsjFksFthsNqhUKoyPj+PYsWOIRCIoLS1FKpViRrRer4dGo8GmTZtw5MgRDA4OQqPRwO12o6qqihnsxJTPZrPIzc3FoUOH2HK12WzYsGEDAPBZpPi+Wq3GypUrcfz4cW65rFarkZuby4Q0kUgEi8WCaDQKg8GA0dFRjI2NsaJBOe9WqxXxeBxnzpxBLBbDmTNn+P2FhYXMnwmFQkgmk1Cr1SgqKsLo6Cifm4mJCVRUVMDlcsH//xewqqurg0wmw3vvvQe1Wo1oNIqKigqMjY0hGAzy3Hd0dLByW1tbi3fffZeVnqGhIUilUvYYEnGNFIZEIgG73Y6Ojg72zOl0OjQ0NLBisHz5claEZTIZrFYre4BmZmag1WphMpkwPT2NZ599FhUVFdi3bx/y8vJgt9vR19cHh8OBSCSCwsJCPkNTU1N47733mO/y+uuvY9euXXjrrbeg0+lQXV2NU6dOQafTobu7m/efWq3mebLZbNi4cSN+/etfo7S0FN3d3Wwk9PT0IJVKwe12Y8OGDZidncXPf/5zNDY2ory8HC6XC0899RTkcjkGBwdvWBfUD508txgSiQRyc3Oxfft2AMBnPvMZyOVy/OY3v+H3XKyowWKvXaxIBREy6H/f+ta3rnzw1xF2u51Z2tTqFZiLq/f393OaUUNDA2/uTZs2wePxsEu5vb0dUqkUQ0NDUCqVOHnyJI4fP454PM7x3u7ubuj1etZMRSIRrFYr0uk0JicnmVlLFtDZs2fh8/kwNjaGQCCA4uJiFBQUIJPJIJlMIhAI4K/+6q9wzz33QKFQwGQysbcmEAgw6Y7eW1JSAq1Wi4mJCWQyGYTDYZw5cwZ+vx92ux35+floaGhALBaD2WzGnXfeifXr1yM3NxcWiwXDw8Oora1FPB5nhSAvLw8+nw9GoxEGg4Fj5uPj49i0aRO2bdvGxBlKzXO73XC73ejo6EA8HkdbWxtSqRRKSkqQTCZx/PhxJuMYjUZMTEzA4XDA4XDA4/Ggvr4e2WwWq1evZlLUli1b0NTUxETCtrY2tLa2YmpqCiqVCiaTCWazGaFQCGq1GhMTEygvL8f//M//oKqqCitXrsS//uu/4vHHH8fnPvc5jh96PB7EYjGev76+Ptxyyy0YHR3l/PG+vj6Mj48z89fj8cBms80rw5uXlwe1Ws3x+Wg0ioGBAWYC33fffaisrERhYSFWrlzJqYYUJvnyl7+MrVu3orS0FCtWrGCC2q233gqNRsOpWDqdjvfrli1bMDw8jIaGBp5zsujHx8d5L7a0tKC/v59TL0OhEKanpzE9PQ2ZTIa8vDwOP1G65kMPPQSv1wtgjucRj8eZCLljxw784z/+IwKBAHbt2oXh4WGkUil4vV7k5OTgjjvuwPLlyzk+fffdd6O6uhqRSARnz55FMplEfn4+EyZp3aLRKBPEurq6EAgEMDU1xUKW4vZTU1Ooq6vjNEGVSoWpqSnccsst8Pv9aGlpQVtbG+RyOXp6epg3EwwGYTQa0dTUBKvViu7ubszOzmJgYACFhYWoqqpCVVUVli1bhsOHD/N5obBARUUFHn74YWzevBmBQADHjx/HyZMnObuCSMcmk4lZ5k888QTuv/9+TE9Po7i4mPkkEokEBoMBU1NTHOcWxsyJIGq1WmEwGLBmzRpUVFRAJBIhGAxizZo1WLNmDYA57gal7t1yyy2YmpridZycnEQ2m0VzczN+9atf4atf/Sr+/M//nJWYW2+9FQaDgUm83d3dmJiYQDweR1dXF3sfV65cySE4hUKBW2+9FXl5eTCbzRgfH0dVVRWMRiOam5uxfft21NXVcQochcHuueceRKNR7NixAwUFBYhGo6isrITFYsHq1auZ5a/RaFhBJe8WcY2uBN/61rfmyamL4aa02I1GI5OuCG63m605cpUSpqamOK618DV63WazXfD3boaGBZcCYn0SAekLX/gCgLnyih0dHVi9ejWAOZKdEGTV+Xw+7Ny5E08//TSy2Sz0ej1qa2sxOzsLj8cDt9uN6upqvPvuu2hqasKZM2egVCoxPj6O9957DytWrGC2OBHfyPJsb2+HwWDAihUr4PV6cfjwYdTU1CAYDEKhUKC/vx/l5eWcbmQymXh8dBHHYjFs3boVJpMJyWQSw8PDqK+vR1tbG8LhMBN8KE98aGgIJSUlaGxsRGNjI2ZnZ/H666/Ps3z0ej2OHz+OLVu2wOl0QqFQoK+vj9PblEolBgcHsWfPHjidTiYjBoNBxGIx5Obm4t1338Xw8DBX++ro6MCmTZuwbt06qFQqHDp0CJlMBq2trYjFYjh27Bg0Gg0ikQjq6+tZMZBKpUyUW79+PQoLCzEwMIDBwUE4nU7E43F0dnZykZy6ujouuBEKhVBQUID8/HwOuTQ0NGBkZASnT5/mi1WpVEKtVuPEiRMoLCxEc3Mzjh49ilgsxnUHNmzYgH379qG8vHweKbWurg4bN27E66+/DqfTiWXLlmFoaAgKhQKVlZUIh8N8jgoKCnj9qNLh0aNHuWyx0+mE1+tFOp3mGKNarcbGjRtRWlqKWCyGRCKBvXv3Qq/Xsys3m81Cq9VyHLygoACnT5/GunXrEI/H4XA4oFarodVqsWrVKpw4cQK33XYbXnnlFeTn52PTpk146623YDAY8KlPfQrl5eX4xS9+gePHjyOVSkGv12NsbAxlZWWsDGUyGRZOxPdob29Hc3MzzGYzvF4vky2J2Gi321FaWgqXy4Xf/va3kMlkqKysxPT0NFuYXq8XmzdvhlqtRl9fH3tFCgsL4fP58Oqrr3JYjOoMAMDGjRs5rW3v3r28VymP3GQyYWRkBMeOHcO9996L1tZW/PGPf2S+jEgkQjQaxZ133olgMIinnnoKd955JxKJBO9Nv9+PoqIiVFdX4+WXX8bs7Cw2btwIn8/H6a12ux1r167FSy+9BLVajUQiga6uLtTV1cHn87HySRkqRIDcu3cvMpkM8vLyMDIywqTGb3zjG8hmsxgaGkJlZSVWrFiBkZER1NbWIhQKsWeKCI319fXo7OxEU1MT8vLyWNFJJpOYnZ2F3W7Hnj17MDw8zHH706dPw2QyYevWrVCr1YhEInA4HBz2mZ2dxczMDBsNVHhoZmYG99xzDzweD44ePcou91gshjVr1mDLli2sKFCard1uR1tbGyorK7mAk9vtZk+pRqNBPB7HxMQEstksezKvFN/61rfmGZ0XE+43pcVeXV19nut8dHSUXT8NDQ0chwOAkydPoqGhgV/r6uqaV+P53Llz/PpHHVQgBAAXO6ipqUFVVdUFUylkMhmnSeXm5mLVqlXM/CQXodFohMPhgFarRXNzM2655Rb8y7/8C8RiMVasWIFAIICRkRF2ZQ4MDGBsbAw+n48vqq1bt6KgoADZbBahUAh33303fD4f7r//ftx7773sTltYgcnj8aC0tBTr16/Hu+++i+7ubgwPD3MWgMFgwIYNG/hC1+v1OHHiBFf7oqpbOTk52LFjB0pLS1FRUcEuyGQyCafTidbWVk6x2bhxI4A5odTf34+Kigp0dXXxZW8wGLBy5Urs3r0b99xzD5555hn86le/wpNPPomKigpWnmQyGZPWBgcHsXnzZrhcLuzcuRN5eXkYGhrC0NAQvva1r2HTpk3Q6XSwWCxoaGjAzp078cUvfhE5OTnYtWsXPB4PGhoakJ+fz5p+VVUVtFot+vv7Ybfb5xW4ICuPrOKBgQFOG0okElizZg3HvgcGBvjSWb58ObLZLLq7uzE4OMjKEjCXjldRUYHZ2VmcPn0axcXFiEQi8yzshZBKpRgdHcX09DSKiop4nxK/g9zeYrEYZWVlqK+vx+23387E2VWrVkGv17NCTpUTc3Nz8Td/8zeoq6vjoiOTk5M4ceIEenp6mIyVTCZRWVkJvV6PAwcOoK6uDmq1GuXl5QDm4uMOhwP33XcfAOC+++5DdXU1j5Nc7V6vFxqNBuPj41ytkVjWJpMJxcXFaGlpgdvtRm5uLux2O8bHx3H69GmUlJTMq5bY19eHbDaL2267DYlEAmfOnOFMh6KiIi45S+ledBaB+U1EtFotenp6eN2pJG1lZSU2b97MKYJf//rXsWbNGgwMDPD/cnNzUV9fjy1btmD37t2ora1FT08PgsEgTp48iVAohKqqKlbGAoEANBoNJicneTwqlQoej4cr2tXX13OtCMof37x5M7PEt2/fDr/fD7lcjo6ODs7B37FjB8xmM1QqFde0iEQiSCaTUKlUGB4eRjabxa5du3DfffdBr9czedFsNmP16tVYtmwZli1bho0bN+LWW2/FqlWrkMlkEIlEcMcdd/CY77//fmzYsIE9hqQY33333aisrEROTg42btyI9evXQ6VSsYJGpFGdTofc3Fzk5ubipz/9KZMg6+rqoNPpEIlE0NzcDKlUittuu+082UJ3zrlz53D06FFs2rQJn//859n4vBG4KS32u+66C4899hj27t2LdevW4c0330Q4HMYdd9wBAPjSl76Er3/96/jGN74BAHjmmWfwn//5nwDmlIKqqir87Gc/w+7du/Gzn/0M5eXlH3niHEEkEmHFihXz/kbu3wuB2KdELHI6nfMsZgCorKxERUUFJiYmoFareROOjo7ihSt+nJ0AACAASURBVBdegN1u55Q2IqDpdDr8v//3/3D69Gls2LABr776Kvbv38+X8OrVq/H+++/PKz9JBWCqq6s53xmYqxl98uRJLoRTVlbG+dbLly9HZ2cnxsfH4XK5EAgEcPLkyXlWoxB0Wefn52NmZgZerxc7duzAnj17sG7dOtjtdhQWFuLkyZNQKpWYmJiAyWTC6OgoE4Q+/elPo62tbV7Nd2BOsDz88MMoLi7muaVc8cceewzV1dV8WRA/4Utf+hKz1QEgGAxytT1aD1IWIpEIampq8Ic//AE1NTV88QUCARQWFp6n8RMLOxgMoqCggGOyJOyDwSArK5RDPDs7i/LyctTU1OCdd96ZV9eciGpvvPEGVq5cibq6OgwPD7Mbcnp6+ry9I5PJEAqFUFxczMKfwi2Tk5Pw+/3Iy8vj71/ojQPmlNRz586hr6+PiYBUteuuu+7C2bNncerUKdx3331obW2F1+vlS7aqqgrnzp1jkuPCcqcGgwFOpxOzs7NYt24dduzYMW+vUNGThoYG9Pf3M/fC4/Gw98RkMiGdTqOurg6rVq0CMGdQUEzfbrfj3LlzyM/PR2lpKVeFFIvFuO222wAAPT097HUE5u6xAwcO4ODBg1Cr1aipqTlvXurr63Hu3DlWREhxo5RFAmVRUB2Aw4cP484778Tbb7+NVCrFXhPiyhQXF3PZZIPBwF4wrVaLrVu34ujRozhy5AgAYNu2bRzu0+l02LhxI06ePImhoSFoNBqsXLkSa9euxRNPPIFwOIxHHnkE//3f/80pftPT0/D7/RzHp6pufX198Pl8cDqdOH78OHvEKA1w7dq18+aCvEt0Fp1OJxdNotDWP/3TP8FkMmFwcJBj/s3NzQiHw5BIJMwHWrt2LbLZLNd1oFTLyspK3HrrrbyH6urq0N7ezvHx0tLS89ZoIXw+H5qampCTk4NgMIh9+/YhkUigqanpAz97rfChCvaWlhY89thjOHr0KP793/8dv/71r/H8889Dq9XiN7/5DR599FG2UInZDMzF5E6cOMEH7JFHHuHUOAD4+c9/jkceeQQ/+tGPIJFI8Mtf/vJDeb7rBSKeXSqEFjsAlJaWYnR0dF65WuBP+ZxdXV3s1h8bG8OWLVvw7rvvorOzE6lUCu3t7di6dStbgWfPnmW2LzBHpqEqWXa7fZ7LqLy8HFNTU+jt7cW5c+eY0bt582bIZDK89dZbKCkpgVgsxokTJ9DX18fM2mPHjqGurg6Dg4McNxUWpiFQQR6fz4e2tjaUlpZCJBKhqKiIi1YQW51Ibu3t7VixYgXGx8c5XY2US7KWstksxsfHkZubO6++NFm7VMlMePjJEqULWa1W49ChQ6itreV5qaysxHvvvQcA6O/vh8PhQCaTQVdXF0KhEBcPuRDIqh4aGoJYLIbT6eT1SCaTHF4YGxtjboPL5YJGo4HdbofRaEQ6ncaePXu44trk5CR2797NKXg7d+5EX18f3G73eS5AygQQ7ku5XH7exXwxSCQS3HvvvXjrrbewbt06dHR04NChQzyHk5OTKCsrQywWQ0VFBQoLC9HR0YFt27Yhm81y445AIID+/v5Fa2NEo1H4F1T+IiubqgLm5+dz2OqWW27B7373O1RWVnJlutLSUpw7d46VQTpb5A0hTkdvby+WLVs2b66otCmBqiVS3YmXX375PKUJAO655x5WmFQqFVwuF5qbm/n1VCqFlpYWmEwmdHZ2oqysDI8++ijkcjk2btyIYDDIaZ9lZWUcj6YiQzKZDNXV1dwcSqfTYWZmBqOjozh69CjnZlOaGxXPmZycRFFREVfAo9AIcVjy8vJw8OBBrregUqlw7Ngx9lpQdb69e/dienqaSbyUJ78QdFaFeOihh7Bnzx7eQzTfRqMR8Xgcf/u3f4u8vDy8+eabAMBV/gCgtbWVS99ms1kUFhZi27Zt89bM6XTOy9m/FNB+MhqNaGho4AyjD4qLX0t8qIK9rq4Oe/fuXfQ1ykO+EB577DE89thji77m9/vxxhtvXIshfiwgk8mY0EMgK55ApSQBYHBwkDdhRUUFcnNzcfLkSbbizWYz9u/fz6QXspCBOaUrlUphZGQEAPDZz3523oYuKCjgrnSL4dVXX+VSj263G7///e8xNTUFs9nMDR36+/vh9/sxPT29qKeCcnXz8vKQSCSg1+tx6NAh3H///QgEAti7dy8ikQisVisOHz7MJVKrqqoQDofR0tLCVvqGDRv4knnllVeg0+lYwaR5vBjTVSwWo7GxEQMDA6iqqmJ3rvDiSqVSqKurg9PpRE5ODpLJJJPp7HY7s64XA+XPl5SUYHx8HEVFRTh48CAkEgk6OjqQSqU4Bz4YDHJNA5/PxwVDqI7E6dOnuZtZPB6H2+0GADz44IMAwMrUYojFYvMsyCsF7ally5bxHgkEAjh16hQef/xx/PKXv4TL5eKskLvuugtvv/02C3a5XI7169fP23NU6IZqqwtBHhnqo7Bs2TJ0dnbys9TV1WHfvn1cyczn80Gv1+PNN99EZ2cn8vLyEAqFUFRUhLGxMQ7LUFldIahy3UJQKlRJSQmXbhVioZfmzjvvnPffmzdvRjqdxhtvvIFIJMIEVeHvvvfee8jPz8fAwAA3PqF9S5wDyqnX6XS48847EQqFUFlZyels+/fvZyufqjpSSVsAWL9+PZxOJ15//XWoVCocPnyYiWVi8VzXs1Qqhddffx0PP/ww7HY7kskkvv3tb0Or1aK4uJgV/cWMF1pDIaqqqji1l9aR1riqqoo9RYthZGQETU1NnAq9WCEzUpQvB8uWLeM6F8CfGtFQQZwbgZvSFb+EawtinC9shiFsoypsHiK8SMjq0mg0WL9+PV5++WVm3NPFZbFY8NZbb0Gj0SAQCMw7fAs1b+JJXAgOh4Orq23duhX79+9HJBLhso4HDx6Ey+XC6tWr8eKLL55ngQFzpJbDhw+jrq6OGd3j4+P8LENDQzh48CAmJydhMplQWVmJ3NxcnD59GvX19di3b9+8vslKpRJ79+7lnvZCEOOcqoUJIZFImIQUCATYtbts2TIuiQnMpfwVFxezMpPJZFBcXIwNGzYs6pEQwmq14t1338VDDz2EaDSKdDqN8vL/j70zD7LqOA/97+77Onf2fd8YZgAxktgECIQ2ImEHW3LKthQrtpzYsZxQdl69lK28eq4XL7HjJV7KcjlOrCS2bEtysIRWQIBAw86wzAIzzMrsd+7cfT3vD3Lad4YBwTCAgPOropi7ne7Tp7u/r7/++vvqRaCVjRs3kpWVhdls5ty5c1RWVuLz+UQWt3Rflerqaqqrq2lpaZk2Cc10xpwNOWrafCGfEwamOUP5/X6R7U3edpDjwsvbFrM5KGVmZtLe3n7B85P7eyAQEPu/jz76qBDsmZmZwpQtr5qdTicrVqzg7bffFmFIq6urGRgYoKmpSZyJnolsNUonPURrYWHhZSlHsyUSkQO+fPKTn7xA+MlbmPF4nDNnzoi46ulpmt1uNxs2bKC3txebzSZyM6xYsUIcxZODfsltUPI/ORZkZAfCN998k1gsJiL3yWN0YGCA3t5edDqdyDQJ509B2Ww24ethNpvFVlc66XVOR6PRsH37diorK+nr66Ovrw84H0L3YsjbAalUCqPReMFzuRrkuCIzy7vtz7ErzC96vf6CASHHlpdJF+yzpWRsbm7G6/Wi0ZxP2VpQUCBWy7W1tdNMxXLc8bmQn5+PVqvlQx/6EHB+tbFy5UpSqRQrV64U+/Iej4c///M/n9W8VVtby3vvvUdPTw+f/vSnOXnypBASAJs2bRJpFAFWrFiBJEmMjIwwOjoqwsPK3HXXXRetr06nE4FDZiotpaWlHDlyhKysrGn7a7KXtIy8xytPXHI0ukutNmQaGhr43e9+J44dAWIbBc5vfdjtdsLhsIgnv3//frZs2YLJZJom2GXkVeuVsGHDhmnK0Hxzxx13sG/fPpGRLzc3l8ceeww4fxLG4XAQi8VmNcHL54zlrbt05CQ44XCY4uJiampqplkmVCoVn//85zlw4MA050E5imE0GhUOkelhkDMzM+np6Xnf+6qsrBTKrxzzf650dXURDocv8MGRkZOkyDHe5RW7nNegurqaxsZG4PwYXrduncjnMBM5CmV6Upd05Hb1+XxMTU2xY8cOhoeH+fznPy+SE8mkx5yX56GL1X82wb5gwQJWrFiBSqW66FidOU/IimgsFmPz5s1XdQzt/UilUpw6deqSisZ8owj22wC9Xn/BqquiomKaiSk9q9NsJwjkSUfWwK/UPHW5pJ+rlpEjQs10upptHw7ObxUsWbKEkydPinjl6TGaZcUlfQJUqVTU1NRw5swZSv4niczlIE/wXq/3gklFPkL4m9/85oL7Sd8GKS8vZ9u2bdTU1PCv//qv6HS6KzrFMTPLVjp33303fr+fyclJYSWorKy85MrQaDQKoXm5LF68+Iq+f6WUlJQQDodFWFnZDwLOKzdjY2PTnDHTSd9mmonJZCIcDouoiLOtFPPz8zly5MgFSoN8/Ex2LDQajdTX1zM2NiYiy70f8znZV1ZWTlPqZkNW3nU6nVA8SkpKLrhvg8FwySPCWq2WlStXzqpY63Q6MjIy+PjHP86+ffvEVo+cTXEmDz30EJ2dnSKKohzoaSazLVDg/Dh77733LlnfmchbR+n96FqxZs0acazueqEI9tsA2TEpHTlbk4yc/UrOEHapa13LgaDRaC5wkLnUxHwpcnNzaWlpuajTyszjW2VlZRQWFnL06NGLCsqZyMlGgGl77+mfz1yFWa1WAoGAeF1cXIzFYqG/v5+//uu/vmKTdmNj40Xv0el0in/hcJhQKHTFQvuDgGzGlqPIzUQOnzzb6vL9BHt6vvPZ0Ol0IlhWOllZWezZswej0Sg89dPNsO8nZOebyylPFuxyhEVJkuZ0tlr21ZgNOUb94cOHp1kFL/Z9OYRsulVtNi62Yq+srLzknAV/3OeW8fv9otyLWR3mi/RTNdcLRbArAOej+wGzHrlJR97Lu1Y4HA7heCdzqUn3UrhcLhER7XLR6XR89rOfvaJy5Lz3F2Nmm2ZkZIhEOTKz7ctdLunHty6GzWZj6dKl7Ny5c05lfBDQarUXzdRYW1vLiRMnZhXs8jGqi+F0OmlpabmiFR+c9xepqalh3bp10+IyfJBJP2Z5NSvIS40pnU7HJz7xCXw+H6dOnXrfaxkMBtavX/++35N9heZCcXGxOGUhs2TJkiuaG24mFMGucEVc6xW7nMs6nbkKdvm3VzqBXemxlMrKykt6jM/03E93DLueyKEo5aNatxJ5eXkXdcy8++67L7kqa2xsJBgMzurwdinkYDTzcRrgeiGv2K+WSwlEOSe7nLXt/TAYDJe1apbTss6FsrKyy/JZuVX4QEaeU/jgIucbv1YUFhby4Q9/WLxOJBIi1OeVInssX00Yx8vBYrFcNOrfxZCDllxvli1bJjLs3S7k5+df0plTrVZjs9nmZC691orufCP70Vwtl7JuyHvXGo2GyclJOjo6aGtru+g4rKqquiynQbfbPeuWiMKFKCt2hSvC6XRe0/2imXvSCxYswOv1XrHHtVarJRQKkZeXN81x7nZHDqjS0dEB3Dx5Ej6o3GyCXc4wd7VczMENmGbBWL58ufCZme1oKnDLWY8+CCiCXeGKmO3I0LXk/cLlXgyHw8HQ0BD33XffNajVzc2yZcvEdseN2BK4VZCjqV3PwCNXy2wBcuab9KNjV2rJUpgfFMGucEuSnlREYTqyl7zC1SEnJVGYzs3iSHgro+yxzyMf1DzuNwPz3XYZGRm3jQle6XdzQ2m3uaO03dy4Xu2mkm7jTTbZ+3m+mkClUil7lnNEabu5o7Td3FDabe4obTc35rPdLiW/lBW7goKCgoLCLYQi2BUUFBQUFG4hFFO8goKCgoLCTYpiildQUFBQULjFua2Pu93GxgoFBQUFhVsUZcWuoKCgoKBwC6EIdgUFBQUFhVsIRbArKCgoKCjcQiiCXUFBQUFB4RZCEewKCgoKCgq3EIpgV1BQUFBQuIVQBLuCgoKCgsItxG19jl2JPKegoKCgcDOjRJ5TUFBQUFC4xbmtV+wyStrWG4/SdnNHabu5obTb3FHabm5ci7Sts6Gs2BUUFBQUFG4hFMGuoKCgoKBwC6EI9nlmYmLiRldBQUFBQeE2RhHs88jHPvYxent7b3Q1bkq++tWv3ugq3LQobTc3lHabO0rbzY3r1W4q6Tb2gJCdD+arCX74wx+i1+t56qmn5uV6CgoKCgoKs3Ep+aWs2OeRBx54gJ6enhtdDQUFBQWF2xhFsM8ju3btIpFI3OhqKCgoKCjcxiiCfR7p6OhgcnKSYDB4o6uioKCgoHCbogj2eeStt97izJkz7N69+0ZXRUFBQUHhNkUR7PPIxMQEQ0ND7N69m8HBwRtdHQUFBQWF2xBFsM8jDocDs9lMJBJhcnLyRldHQUFBQeE2RIkVP48EAgG0Wi0qlYpkMnmjq6OgoKCgcBuirNjnkampKWKxGJIkkUqlbnR1FBQUFBRuQxTBPo+kUimmpqbo6+tTHOgUFBQUFG4IimCfRwKBAMlkEr1ej1ar7HIoKCgoKFx/FME+j8gCPRqNKqZ4BQUFBYUbwi27rHziiSc4e/bstPe2bt2K1Wq9ZmWq1WqSyaSyx66goKCgcMO4ZQU7wI4dO65reZFIBJVKRWdnJw6Hg3g8jk6nu651UFBQUFC4vVFM8fOIVqvFZDJRUlKCz+fjlVdeUZLCKCgoKChcV25pwf7000+zcuVKHnjgAbZv337NywuHwyQSCSYnJ9Hr9ZSVlXHmzJlrXq6CgoKCgoLMLWuKr62tZe3atSxdupT9+/ezZs0adu/eTVNT0zUvW6VS4Xa7OXPmDA6H45qXp6CgoKCgIHPLrti//OUvs3TpUgCWLl3KQw89xE9+8pNZv6tSqab9e/bZZ+dUZiKRQKPR4PP56OvrU6LPKSgoKCjMC88+++w0OXUpblnBPpOioqKL7ndLkjTt31wFu0qlIhwOk52dLY68vd8DUFBQUFBQeD+effbZaXLqUtyygv0b3/jGtNfDw8Pk5eVd0zJVKhWhUAiv14vP51OOvCkoKCgoXHduWcH+7W9/m5GREQC6u7t5+eWX+fjHP37NypMkCY1Gg0qlIhqNMjU1pQh2BQUFBYXrzpyc59xuN06n86KfNzQ08PLLL8+5UvPBli1b2LRpE1qtlmAwyA9+8APuueeea1aeSqUikUiQSqXIy8vj5MmThMPha1aegoKCgoLCbMxJsP/t3/4t//t//++Lfv71r399zhWaL7Zs2cKWLVuua5ny3kcwGCQWixEKha5r+QoKCgoKCnMyxT/55JOX/PwTn/jEnCpzs5NKpZAkCbvdTjQaJRAIvK+Tg4KCgoKCwnwyJ8EuO6GdPn162vu7du0CIDc39yqrdXMie8BXVlaSTCaVFbuCgoKCwnXnqpznnnnmGaLRKHDeQe2v//qv56VSNyvy6ry9vZ1UKsXRo0eV424KCgoKCteVqxLsa9euZcuWLfzoRz/i4YcfZuHChfNVr5sS2QteVnb6+/s5dOgQY2Njioe8goKCgsJ14aoE+9KlS4lGo3zve9/jy1/+Mt/61rfmq143Hel76W1tbXg8HgYHB9m2bRutra1KMhgFBQUFhevCVQn2DRs2UFxczMmTJ7FarTz88MPzVa+bjnSTezKZRKfTkZGRweTkJEajUaziFRQUFBQUriVXlQTmK1/5Cn/3d38HwIc+9CF8Pt+8VOpmJH3FnkqlCIVCqFQqPB4PIyMjmM3mG1g7BQUFBYXbBZV0leexjh07xujoKNXV1eTn599UzmJyXefrSJp8PbfbDZw/HWAymXjggQfYuHGjSEqjoKCgoKBwNVxKfl2VKf6b3/wmX/jCF/i3f/s3Ojs7xer9dkeSJBGJTpIk4vE4kUjkRldLQUFBQeE24KoEeyAQYPv27dTV1bFmzZpLhpm9nQgEAphMJkZHR4nH4yQSCQKBwLTvJJNJenp6SCQSN6iWCgoKCgq3Ilcl2OV847JJYKbwul1JJBJYLBbC4TCRSIS+vj5aW1v59a9/zdjYGC+//DJ79uzhH//xH/F6vTe6ugoKCgoKtxBX5Tyn0Wi4//77CYVCtLS0sHjx4vmq102NJEkMDw8Tj8cZHh7m+PHjHDhwgIaGBuLxOB/5yEfQ6XS8/PLLhEIhhoeHyc7ORpIkTp8+TSwWo76+/kbfhsItSjAYxGw231T+MPOFPMaSySSZmZlkZGTM27W9Xi8WiwW9Xj9v11RQmAtXJdj/4R/+gddff51jx47R2NjIsmXL5qteNz2BQIBkMkkwGGRgYIBYLMbIyAiDg4NkZmbS3t4uVvGDg4M8/PDDWCwWfvvb35KZmUkoFGLp0qXEYjHC4TAtLS0UFBRQW1srypAkiVQqhUajEe9NTEyQSCTwer1otVr6+vrQ6/W8+OKLLFmyhO7ubtauXcudd945L/cpW21khoaGyM/Pn5drK1wbfvOb37B27VoKCwvFe4FAAK1Wi9FovIE1u/YEg0F6e3upq6vj0KFD1NXVzVt/fffddxkZGaG0tBSdTsfy5cvn5boKfySRSPDSSy9x1113UVBQQDgcxuv1olaryc7OvmHKal9fH21tbWg0GtauXXtD6pDOnAT7O++8I/42Go00NzcD50PM/vSnP52fmt3kyHvniUQCv9+PJElotVo6Ozv57Gc/SzQaRavV4nA4WLNmDW+//TZZWVn4fD5aW1s5dOgQqVSK/v5+XC4XHo+HM2fOUF5ezhe/+EXMZjPj4+Ps2LGDu+66izVr1pBIJHjttdfw+Xxs376dhx9+mOzsbF588UUMBgP5+fmsX7+er3/96yxatGjWlUV/fz+dnZ0iiU1DQwMARUVFtLe3MzIygt1up6GhQQTeMRgMYuUzPj6Ow+HAarUKJ8LLJZVKoVZffHdoaGgIr9c7Tbm5Etra2qipqbns70uSxNjYGKOjo9TW1l6TSSMej6NWq6cpZ+/H+7WTTCKRQKu9cIjbbDYmJiaEYI/FYmzbto1wOMzHP/5xAHp6eujs7ESr1bJ69erLrptMR0cHFRUVjI2NYbPZMJlMhMNhTp06NW+WvfHxcQYHB2ltbSUnJ4eVK1cCoNPpZv1+d3c3JpOJ3NxccnNzSSQShEIhBgcH0Wg02Gw2BgcHATAYDNMUn/7+fjIzMzEYDBetj8ViYf369RQUFLB161YGBwc5ffo0kUiE5cuXY7FYiMVieL1esrOz56UNrhXxeJzjx4+Tk5NDbm4u7e3t2Gw2kSfkWjDbfDE4OMjJkycxm80sW7aMsbExioqKGBoaoqCggNdff52amhoCgQDHjh0jNzdXzFmXy7lz5zAYDOI0E8DAwABqtfqy8p4kk0laWlrYtGkTO3fuvKKyrxVzEuxf/OIXWbhwIf39/UQiEcrKyujq6prvut0ySJKERqMhkUiQSCSYmJggHo+j1WrZu3cv9fX1tLS0EI/H6e/vx+v1YjKZWLhwIclkErvdzqFDh3A4HJw8eZIf/vCH+P1+9Ho9e/bsYf/+/ezduxev18vevXt59NFHhbDV6/W888475OfniwFgt9vx+XxkZmYSj8f5zne+A5yf8I1GI0888QRbt26lra2Nu+++m3A4zE9/+lNaW1t56qmnxPbBtm3bePjhh3nhhReorq7G4XBwxx13MDQ0hN1up7W1lZUrV6LX6xkdHeWtt94ilUpRVFREc3Mzb731FsuWLcPhcADwne98h7/927+dtQ1Pnz7N4cOHcbvdswr2ZDLJ0NAQ7777Llqtlk2bNgEwMjLCyy+/zLp163jhhRfYsmULWq2WZDKJwWAQE8mRI0coLCykra2NZcuWEYvF6O/v55e//CUHDx7kk5/8JCtWrBATcjQa5fnnnyczM5P7778frVZ7RYJfkiSOHDnCwMAAdrudVatWXfS7x44do6Ojg/r6egoLC/nOd77Dpz/9aU6cOMEdd9yB3W6/4DdTU1Ps2LGDjRs3XlAvp9MplES9Xk8wGKSiooL/+q//YmRkBKvVyqFDh3jkkUeEEp9MJvH7/XR3d7No0aILykskEvzLv/wL9957L/X19Wzfvp2enh6OHTvG/fffT319PVNTU0xNTREMBjGZTEI58fv9TE5OYrfb6enpYeHChUSjUX70ox+xcOFCamtrsVqt7Nq1i23btrFp0yYWLlxIa2srPp8Pn8/H0NAQe/fuJR6PU1BQwFNPPcXJkycJBAJi4fHaa69hNBqZmJhg7969bNy4kSNHjmC32/F6vdjtdsrLy/F6vbS1tXHw4EFisRivvfYaRUVFbN68mbq6ugvu/a233sLtdjMxMUFBQQFwvr++8cYbPP300xgMBsbGxtDr9fz85z+nsLCQBx98cNo1Xn/9dfR6PadOnWJkZIRVq1ahVqtZsWIFr732GgMDA5SUlLB+/fpLdStBKpVicnKSkydPEolEqKiooKSkRHwuSRLHjh3jxRdfJCsri/vuu4/x8XHq6+uxWq0cP34crVZLS0sLDQ0NnD17Fo1GQ15eHidOnMDr9bJixQpCoZCY+/V6PVVVVZdVv9nYv38/9fX1WCyWae2SlZVFKpXiu9/9LocOHeLhhx9GpVLR2NjIq6++SnNzMz6fj7q6Otra2mYV7LMpDalUim9+85vE43EWL17Mgw8+SCKR4Hvf+x6ZmZkYjUY2b94sfu/z+XA4HKhUqmnKdSgUori4GLVajVqtJplMCkX9yJEjNDU1kUql6OzspLq6es7tcyXMSbB/73vfY/ny5XzrW9+alvP8//yf/zNvFbsZUalUs54plN/TaDT4/X50Op1I8RqNRnnuuecYHh7GarViNpuJxWJYLBZ27NiBSqXizJkzBAIBrFYrk5OTnDhxApfLRTgcJplM8sYbb7B//36hLLzxHFA0wAAAIABJREFUxhtYrVb+7//9vzz00ENkZGRgMplEchqv18ubb75Je3s7586dI5FIUFFRwTvvvMPExASZmZmcO3cOr9dLZ2cn+/bt47e//S2SJPH973+frKwscb3q6mosFgsbN27kZz/7GYFAQBzvO3r0KB0dHWIrwmg0YrVa6e3tZffu3YRCIZ5//nmeeeYZBgcHCQQCJBIJwuEwNptNTLbt7e1s27aN/v5+NmzYwK9+9Suys7MZHR1l06ZNJBIJdu3aRWZmJt3d3SxbtoxoNMo777zDvn37eOONN2htbaWgoIDf/OY3nD17lkAgQDgc5tFHH+XYsWOo1WpOnDhBJBLhtddeo6OjA5VKRXNzM5mZmeJ6U1NTlJWVkUwm6e7upquri3//93+npKSEwsJCcnNz8Xg8tLW1MTExwaZNmygoKGB8fJzCwkI0Gg3RaBS1Ws17773Ho48+yqlTpwCYnJyku7ubpqYmYrEYR48eFSvKnTt3Mjo6SiwWY+fOnQwNDbFlyxa2bt1KY2MjlZWV0ywwx48fZ2hoiG9+85ssX75cmIUlSUKtVnPnnXeyb98+Dh48SGVlJZOTkxw9epShoSFef/11jEYjzz//PD6fj/r6el544QX6+vqoqqqioqKC9957j66uLhYtWsTSpUs5dOgQk5OTvP322+zdu5eBgQE+85nP8N577xEIBPja177GiRMnsFqt/OIXv8DtdvPRj36U4uJinnvuOYqLi5mamqK7u5u/+Iu/QKfT0dfXRzwe53vf+x533XUXy5YtY/v27Zw7d47169fT2tqK0WgkHo+zZs0azpw5w/j4OKdOneLdd9/l4MGDwHmlY+fOnfznf/4nDQ0NVFdXc/bsWerr6/na177GY489RjQaZWBggHXr1nH27FnOnTvH7t27+fSnP83mzZv57ne/SywW45577qG8vJzCwkJhlfv5z3/O2NgYGzZsmDYXTExM8Nxzz/Hwww/j9/t58cUX6erqQqvVsmfPHgwGA/F4HIDR0VH+7M/+DEmSaGpqYtGiRezevZtvf/vbvPvuuwSDQe6//34aGxvJysrC7/cTCoUwm83YbDa6u7vxeDxYrVaOHTtGe3s7AwMDeL1e7r33Xl544QX+9E//lGg0SlFREcePH+eNN97g8ccf57//+7/5/Oc/j16vZ/369VRXV/PKK6/w0EMPcfLkSWKxGIFAgKysLOLxOC0tLWKroaurC71ej9ls5u2338bpdNLZ2Sm2ZZPJJFNTUxw7dgyv18sjjzzCgQMHsFgs1NXV8Ytf/IInnngCSZI4cOAApaWljI+Po1areeedd2hra2PlypW89NJLnDx5kurqapqamtixYwdHjhyht7eXr33tazQ3N2MwGOjs7GTt2rWkUikGBwdxu93s3r2bEydO8KlPfYrTp0+zYMECjhw5wmuvvcYdd9yB2+2mpaWF3bt3E4lE+N3vfkdFRQVZWVlUVVXh8XhobW0lHo+zZMkSsrKyePXVV9m4cSPJZJKBgQEikQixWIzTp0/j8XhQqVRiu6epqYnvfve7nD17lm9961sXtSjNJ3MS7PIk0d3dPe39/v7+q6/RLYh8ll0m/e9IJMLAwABwfmL3+Xzi+3IYWvkM/Pj4OIDwtpc10FQqhUqlwmw2i1XVxMQEkUgESZKIRCKEQiEWLFjA8PAw0WiU//f//p9YuTY3N/Pyyy8zMTHByMgI4XCYj33sY3R3d7Nt2zZ27dpFf38/eXl5nD59muHhYdrb21GpVNx777389re/5YEHHuD06dNoNBq2bt2KyWRicnKS3//+92RnZ2O327FYLOTn5zMxMYHX6+UTn/gEzz//PNFolFWrVvHKK6/w61//GrvdTkZGBhaLBbvdLu5b3h+Nx+PU1NSQlZXFM888w6pVq3jxxRf57Gc/y7Fjx4jFYuzatYvR0VGsVit+v5/Ozk7hmGi320mlUnR0dDA4OCgmwGg0itvtJhaLodfrOXr0KN3d3YTDYbZt20YwGESn07Fy5UqhEOXk5KBSqfD5fDzyyCP4fD4KCwt5/vnnicfjHDhwgF27dvHSSy9RU1NDMpkkEAjwwAMP8MILL/Dggw8SCATYsWMHO3fu5J577mHPnj0MDQ3x1ltvUVRURE9PD+3t7fT29tLT04PVauVXv/oV+/fvx2Aw8JnPfIbBwUHefPNNjh07xrp16wgEAoyOjnL27FkyMjJYvnw5b775Jnl5eeh0OoLBIP/93/8tlLzGxkYmJiaYmJhg586dRCIROjs7KSoq4qc//SllZWX09vayfft2du/ezac+9SmOHTvG7t27eeaZZ/iLv/gLioqKGB8fZ2pqioqKCv7zP/+Tnp4e/uVf/oWWlhZSqRSxWIxUKoVOp+P3v/89dXV1tLS0UFxcjN/vJyMjg9bWVnFaJBaL4fP56OnpYe/eveh0Ovbt20dPTw/Dw8O4XC4KCgpYvnw5KpWKl19+GYDFixcTCoWIRqP86le/Es9v586ddHR00NnZKdqjra0Ng8HA/v37ef3116moqOD06dOEQiFeeukl7r//fvx+v1Aw6+rqePLJJ/nRj34k+snY2BgqlYpTp06hVqvZu3cvkiRRUFCAJEns2bOHkpISqqqq2LVrF7FYjEWLFrFr1y7eeecd7rzzTuGTMz4+LqwpAC6Xi/b2dl555RXefvttvvzlL/P1r3+dkZER1Go1TqcTSZIoKirCarXyyiuvsGjRIg4cOMCTTz7J2NgYGRkZfPaznyUYDKJSqfD7/UxNTTE6OsqpU6c4evQoVVVVDA4O0tnZSVZWFgMDA/T29nLgwAGmpqZobm7mxRdfJJVKMTw8jM/no6amhtLSUkZHR1Gr1Xz/+9/nzTff5PHHH0er1eL1ehkaGiISidDU1MRPf/pTRkdHcTqdbNu2jbfeeotYLEYikeD5559Ho9EIBTeZTBKPx3nllVd4/vnn0Wq1hEIhXnvtNSKRCIFAAIfDwXvvvcfq1as5ffo0P/vZz5icnGRqakp8vm/fPvr7+/H7/ezevZuqqioOHz7MI488wuDgIL/+9a957733KC4uZtWqVfj9fg4ePIjFYqGnp4clS5agVqtpamriv/7rv8jPz+cHP/gB3/rWt1i6dKmwfr799tv09fWxa9culixZws9//nN6eno4ePAg27Zt46mnnhKWt2vNVUWe+8IXvsDp06eprKyko6OD8vJyvv/9789n/a4p8x15Tq1WX/a1ZDOObNK52uxvZrMZg8EgYtOHw2HUajVWq5WpqSnxnaKiInJycujv76e4uJg9e/ZgtVopLi5maGiI0dFRAOrq6tDr9YTDYfr7+4nFYlitVkpLS+nq6mJiYkI4zslOV2azmS9+8Yt87WtfQ6PRYLFYUKvVQkOWJIlQKEQ8HsdsNhMIBNDpdJSXlzM2NsbY2BharZa77rqLI0eOEIvFSCaT6PV63G43qVSKvLw8IpEIarUarVZLIBBgZGQElUpFMpkkGo2yYcMG1qxZw+9//3t6e3sZHx8X5t9wOEx1dTXt7e2YTCZ8Ph9arZZoNIpOp8PtdlNfX8/Q0BA9PT0kk0lUKhWhUEj4Sej1epLJJG63G61Wi9lspq+vj8rKSsbHx4nFYuh0Onw+n3BGk5WVSCSCRqNBpVIxODhIbW0tiUQCq9VKMBikq6tLmMZTqZRQgvLz8wmHw+JZyts1wWCQoqIiqqqqGBoaEiZHjUYjYiUUFxezbNkyWlpaGBkZYfHixYyPjxONRhkfH2d8fBy9Xk88Hqe5uZmOjg58Ph/RaJTs7Gxyc3Mxm80cOnQIg8GAJEmsWrWKd955B0mS0Ov1DA4OivGk1WpxuVwUFxczMjJCJBIhkUhQXV3N/v37KSgoQKPRMDExIfqD3W7H7/ej1Wqx2+1MTEwIk2wikSCVSlFRUUEwGKSvr4+SkhJh2Vq2bBkdHR10dXUxMDCAyWSirq6OkZERpqamCIVCGI1GYrGY8G2RsdlsOBwOSkpKmJyc5NSpU5jNZhKJBBqNBqPRSCqVwu/3k5OTI5xi5f1yOL/tYbFYSCaThEIhse1mNpt57LHHeP311/H5fITDYQoKCsRpmdWrV+P1esnNzWVqaorS0lICgYDYPti7dy9Wq5VIJMKxY8eYnJwkEongdrsJhULYbDZycnLo6OggHA6Tl5eHWq0mEAhwzz338Prrr2MwGPD5fFitVuHvI88/qVSKkpISurq60Gg05ObmotPpcDgcuN1uzGYzw8PDTExMkJubS1dXF5FIBKvVisfjIZlMUlRUxPDwMKOjozgcDhwOB0ePHiUnJ4cPfehDnDhxggMHDlBTU8OZM2dQq9XU1dVx/PhxYbYuKChgamqKrq4uVq5cKSxn8njRarVCoQ0Gg8TjcVQqFQ6Hg2g0isVi4cEHH+TkyZOcO3eO6upqent7hZWzr68PnU6HWq0mkUjgcrnIzs7GZrNx5swZ+vv7UalUGAwGsZ1w8OBBDAYDarWa+vp6RkdHKSoq4uTJk+h0OqEcye1QWVlJb28vPp9PXEe2Cq5YsYKzZ89y99138/nPf/6KfQAuxiXll3SV/OEPf5C+8Y1vSFu3br3aS113AGkemuCC613pP5VKNeffzuWf0WiUAEmv10uApFarJZ1OJ+n1elEXvV4vaTQaye12S2q1WlKpVJJarZYASavVXvTaFotl2mv52hf7vl6vlwwGw7T33G63lJ2dLWm1Wkmj0UgGg0Fcx+VySVarVdJqtZJWq5VsNpuk1+sli8UimUwmSafTSSaTSTIajZLBYJBsNtu08tVqteRyuaa1eUlJybTP5fsExG8v9ozkttHpdOI7Go1Gslqt4u+Zv5HfU6vVos1tNpvkdDqntYvczmq1WjIYDJJer5dMJpN4X36O6e1uMBgks9ksORwOUR+z2SxZrVbJZDJJGo1GXFun00k6nU7SaDTTnq3ZbJZUKpWk0Wgko9EoXrvdblG2/L2Z7ZVef5PJNO0zuT5Go1HSaDTv2+81Go1UU1Mjyk//zG63Sy6XS8rJyZEsFotUUlJyyWc08znodDpRd7nfyG2UXt+Z92a326WioiLRDu93DwaDYVr7WiwW0e61tbVSVlaWVF5eLlmtVqmsrEyMO/kZud1u0b/Sy1SpVJLdbp92bYPBIPqh3W6f07yQfr9y35aft1wuINlsNkmlUkkej0fcjzzu5HlFr9eL8anT6SSDwSBlZmZKWq1WtIvJZJo2/tOftd1uF89OrVbPOu/I9ZWfr0qlEm1nNpunPYf0fuVwOKSqqqpZx6c8Jo1Go2hLeTykt0F6X8rKyppWP6fTKWVnZ4v62Gw2SavVSv/4j/847/JmNua0Yg+Hw5hMpjl//kHhWsWKv9W5mC/BrYjRaLwu4YDnw2pzMeTVO1zeszMYDNOyEcqvb8Rz12g04ljnteR63tvMsuTXWq2WRCJxyb5wI8deupVxts8kSRIWI0mSMJlMpFKpaX3pgzR3pI/tS9VrrnWe7Xd/9Vd/xQ9+8IMrr+xFrg+zy685RZ6Tvagvxs1kjr9eXG7QitmOJ33Q+KAMzOvB9Yrxfy0FV3qsgct5djNTDMuvb8RzTyaT11yow/W9t5llya9lZ7xL3e+NHHupVOqidZOdgeGPdQyHwxf0pQ/S3JE+ti9Vr7nWebbfnT17dk7XulLmJEWee+453nzzzYt+npmZOecK3ayka6qzEYvFLkvzU2LHKygoKNyaDA8PX5dy5iTYt2/ffsnPbwYz/HxzOUL7g6StKigoKChcX2SHy2vNnAR7cXHxfNfjpudyhbZOp5t23C0dk8kkjqgpKCgoKNxaXC+L7FVld1P4I5fjOCfnaL8Y4XD4AqcaBQUFBYVbg+tlzVYE+3VEDjmY/lqOQpQeK1ylUl2WUL+ceOEKCgoKCh8Mzp07d13KueUlQ2dnJzqdjh07dtyQ8mXBrVKpRKS3i32enZ2NVqsVSUHeT7jP9FC9kkQiCgoKCgrXl7kmsLpS5ny2qrKykoaGBhobG2lqaqKxsXFakoEPCl/5yleuW37kmQ50Op0Ok8lEMpnEZDKJiGTyHrtarSYUComkArLHpBy5SkY+15p+Hjn93KjMTKVBQUFBQeGDwwfeFP+Zz3yGnJwcMjIyePXVV1mwYAENDQ185Stfuahz2PVm//79WK3W63b8Ll3IymZyORymLMDNZjNwXuhbrVYhoPV6PWq1Gr1eL/6G8x3BYDBgMBgwm81iFW80GqdlJ5OZbZX/QVzJzzyvr/gT3Jooz1VB4Y+kp4a9lsxZsP/yl7/khz/8IZ/73Of48Y9/zO7du1mzZg12u52/+Zu/mc86zpmvfvWrfPWrX71u5cmTmEajmRawAf54zl0+z55IJET8YkBk/LJYLBdEapIzB8lxqHU6HeFwGI1GI+K0y8y2756+ypc/v9j+/OXs2xsMBurq6sT9zpy8tVrtJQPtzFbGlZ4EuNI0qTeSK/WFkNvug3J/V+PLcSNOeFxufTUazbTv3qjgUJdTrhy3XOZK+oZarf7A9KXridVqvdFVuICamprrUs6cR6zD4eDYsWPidVNTEzt37mTLli3s2bNnXip3Nbz66qvU19eL/MiXQnZWk/89++yzV1xeKpUSJv9UKiUGq2x6UalURKNREomEKEcW1LIJXxbQstld/lte0SeTSZGURF6t63Q69Ho9BoMBrVYrMr3NnCyMRqP4vlqtxuVyzSrkZ+7bywI0PUdyPB4nFAqh0+nQaDSYTCb0er14nUgkRE7imQ6DchkzTwekK0XpzoNy+en/5FSV8ncu13IhT3BarVakuLwUcnly/ee6pTOzTeXnIJMuYNIn4Rt17DG97eSEFpfTVvLzvx5pKWdD7qPpfV/OfjYbcjIP+XvymJMtZOlcS0fV9xPsKpWKeDwu+pEcZvdykO8j/ft2ux2j0XjBPalUKqxW66wWvg+Ko+77KSjyeJUXUTOR78NgMGC329+3vPm+75kZUa+EZ599dto8eCnmXOuf/OQnPPnkk3zqU5/i+9//Pp/73OeEmfl6HcK/GKlUiq9//ev8r//1vy7r+/JetfxvLoJdzlQkX09+HQwGxXswPWxkOBwmkUiIz/R6PR6PRwjedOS2tVgs6HQ6IfBSqRTBYFAIffkeUqnUtP0cORyknJI0EAiIiWKm4EkXMlqtFo1GQ0VFBRqNBo1Gg9ls5sknn8Rms2EymcQkISsNclYsp9MpMo3NNlnIQjx9UlWpVDidTjQaDXq9ntLSUhwOB3q9HpfLRUZGBm63e5qwkZUdvV4v/rdYLKLuALm5uTidTvR6PVlZWUiSJLKD1dbWYjAYyMnJERmq0vuFnEddbtP0iTjdWpI+KaZPIDPvXd5q0Wq1YoIxGo0YjUY0Gg1ZWVkXVSJmTjSyQgfn03vK/URuXznrnvw7ub1tNht1dXU4nU7xmdlsFs9KFpJymlVJksQzKSgoEPWVkf4n1bDRaJxVsMv9IP31TNItFfLn8rOYqYSqVCqxTSW/L/cnue3k5yErHZmZmdMUxlgsJra35EyEcH48xONx0X/hj89ZpVJd8vmko9frhVVN7q8Gg2Fau8nx4eWxJDvParVadDqdeD+9fYxGo+g78n3LCrTczvLvPR7PtP5qMplE/5etiHBeyZEkScxX8nfl9k3vV+nMVIAuxcw+IPfD9GvJ/TNdoZczzdntdqxWKzabTbShvGBJv2ZBQQFarVZswaZ/Lrevy+W6YHGRPrbkPjxT6boa64dGo8Hn883pt3BesKfLqUsxZ8FeU1NDS0sL999/PyMjI1RUVLB161aCwSCPPfbYXC87L/zHf/wHGzZsuG77GTLpjS2nY003q8923C19cEUiEXp6ekS6TpXqfCpSufOmC0CbzSac8TIzMzEYDNMESyqVEpMi/FHZMplMIu3hxfa55VVXQUEBZWVlWCwWPvaxj6HRaIRgnZiYICcnR1wvlUqJelqtVuLxONnZ2WRnZxOPx7HZbNjt9mkrcnmVbzQaKS4uprCwEK1WS0ZGBjabjQULFhAMBoVQcTqd6HQ6keIzPz9fnDTQaDS43W40Gg12u53s7GwxWalUKoxGI1arFZfLRVVVFW63W5xCqK+vJx6Ps2jRIpYtW0ZVVRVZWVmYzWZMJhONjY1CUXE4HHg8HsxmsxBucrulUimSyaRQKFQqFfn5+UJYZmZmCiEuC2STyYTVaiUWi5GVlYXJZBLpS9VqNSaTidzcXLRaLTabDafTicViweFwiAlfdtIsKSkRfUz+nfzMMjIyxGfyxO9wOCgtLRUKhWwJcjqd4jnIgkf+XL7HwsJCTCYTFotlmk+IrISlCwWHw0FGRgZ2u52qqipg9q0Uua5ms1kouHLaXrnu6dtXkiSJST5dsU4kEiK9bLpPizzRO51OIRRzcnLEMwHweDxYLBYMBgOFhYVinGZnZ4u/Q6GQGE/y89doNDgcDjEGtVotkiSxYMEC0d/y8vLIycmhuLgYi8WCyWRi9erVmM1msrKycLvdGI1GIeDl/uZwONDpdDidToqLi8nNzWXFihUsWrSIhoYGDAYDJpNpmiJuNBrJzs4Wgki27FmtVrxer/iNPBZl5UNuV51Oh8ViEe0ix1VPP6KbPqfNXEXabDYxTsxmM3q9HofDQW5uLpmZmaIfy31NbjPZeik/Z6PRiMvl4o477kCv12M2m8nJycFqtV4wh9ntdmw2m2iriooKMdbk+U1e4BQVFZFKpTAYDHg8HjIzM8X4dDqd5Ofno1arRZ+RFXR5HkpXNOU2kesn97f0ORXOL0Dq6uq4HlzVppJGo2Hz5s1s3rx52vt///d/f1WVulp27drF8ePHee211wAYGhrimWeeobi4mJdffvmalZs+ucir4Jmalby6hPMafSgUmvZb+fP0lb1KpWJychI4L6A1Gg1erxdJkvB4PKRSKaampoTAlnNryytYWVDLZvNoNIrRaCQQCAAI87acwz0zM5NwOExOTg49PT243W52796NRqMhFAoRjUb55S9/iVarZWpqStyPPJnL5Y+NjRGLxcQkZzKZ8Hg89PX1odVqKSwsZGxsjCVLlrBw4UKOHTsmnAQ/8pGPiDJlQRGPx8WqOhwOs2rVKsbHx/H5fLhcLjweD5IkUVNTQyKRIBKJMDQ0JHJ/63Q6MjIyGBwcJC8vj8HBQcLhMN3d3Wg0GgoLC3E6nZw4cYKOjg7MZjPBYJBTp05hMplwuVwMDw9TUVFBWVkZXq+X3t5esWL62Mc+xksvvUQsFkOSJCH0DAYDsViMRx99lD/84Q+Mj48LYaTVaoUglyeHmpoa2tvbhVJoNpuxWq3k5+ezcuVKent76e7uFrnGbTYbWVlZTE1NTRPssqUlkUjg9XrFJC1P/HJ/s9lsRKNRnE4nXq8Xp9PJuXPnKCkpob29XSgOWVlZqNVqsQqUBcbg4KDIuS5nJzObzUSjUaHgAQSDQfLy8ujp6cHj8eD1egmHw9O2rdxuN0NDQ9hsNsbGxsQYkpVAvV5PLBabttoym82EQiFcLpewqsgZ6ZxOJ7FYTDyTsrIynE4ng4ODxONxysvLcTgcGAwGzpw5Q05ODufOnSOZTDI5OSnayWw2U1ZWxujoqCjXaDRit9vx+Xw0NzcTDofp6+sTVji1Wk1zczNtbW1YLBZCoRCLFy8mGo3i9/vF2LdardTX19PW1oZGoyEQCJCfn4/D4WBycpJUKoXH42Hz5s28/vrrTE1Nceedd9Ld3c3hw4dF/xgaGhJWCIvFgsvlor+/n5ycHLxeL6lUCovFwuTkJHq9HrvdTjAYxO/343K5CIfDeDwelixZwrvvvovNZmN8fBy3201+fj5Go5E9e/Zgs9nw+/3o9XqMRqP4Px6P09/fL+ZAk8kkLINOp3OacpCfn49Op2Pjxo3827/9G/F4nGAwiN1uJx6P43a7mZqaAqCqqgqHw8GhQ4dQq9XEYjECgQBGo1FsZ9rtdqqrq4lEIqjVauLxOB0dHaJu8rxkNBoZHBxkdHQUtVpNY2Mjd955J8899xw2m42MjAw8Hg/hcBibzSaUSjkqqF6vJy8vj4yMDAYGBsjOzmZoaAin00kikSAzM5NTp05NU64HBgZE3vg/+ZM/mZtwuUI++KnE5sBPfvKTaa9LSkr453/+Z1avXn1Ny9VoNOJEwGzmEvnYmryKTD89IK9K4/G4+Ds91WYqlcJsNotJRn7f5/NNE9CypUCSJM6dOydWei6Xi5GREbKyskSnTaVSRCIRsRI4deoU8XiccDhMfn4+S5YsISMjg6mpKQoKCtDpdJSUlIgJFOD06dPiSJ/RaCSRSODxeIjFYtjtdkZHR8nOzqaoqAiDwcD69ev5xje+gcPhIDMzE61WS2VlJdnZ2RiNRj7ykY9w4MABMchLSkrEKvn06dOMjo4SDodxOp309/eTlZUlVpyBQACPx0NzczOtra0sW7aMffv2UVBQQFdXl1BaMjIyCAaD2Gw2ysvLiUajaLVaFixYQGtrKy6XS5xOSCQSwjxps9kYGRnBbDaTSqV48MEH+eUvf8nGjRsZHx+nvr6elpYWdDodOp2OkZERcnNzCQaDTExM4PF4hObvcrmEmfXMmTNUVlbi8/mEQKisrKS/v5/MzExWrVrFG2+8wX333YfdbhfKHIDP52NsbIxIJMLAwABGo5Hc3FxCoRB33XUXbW1tRCIRHA6H8H2QzZmyEihbFe677z5eeOEFtFotBQUFrF27Vgi3++67j+PHj+P1erHb7dTV1TEwMIDL5eLVV1/FZrORTCYJBAJEo1HRhqlUitWrVzMxMYHf72d8fJysrCwxiZ44cQK1Wo3BYKCqqopwOExGRgahUEisYOW/4/E4ZWVl9PT0iL3zzs5OscLLzMxkyZIlHD9+HJfLxcTExLTV8IIFC5iamqKvr497772X7u5urFYrY2NjBINBYSp1Op1CKGVmZuLz+SgqKmJycpJoNMrY2JismhyIAAAgAElEQVQw58qrazk9aUVFBYcPH8bj8eD3+8nMzKStrY3HHnuMVCrF5OSkUJZNJhNNTU1kZ2dTWVnJ4cOHicfj5OXlsXjxYj71qU/xH//xH/zud7+joaFB9IlUKkV1dTXJZFIov4sXLxZ/y/48yWQSi8Ui2icWi5GZmcn69ev5wx/+QHFxMWfPniUej2MwGFi4cCEmk4n8/HxhFYrFYkQiEcLhME899RQnT54U/inDw8NC0VKpVJSUlBCPxxkfH0elUpGTk0NJSQltbW2kUikyMzOFQpORkUFBQQFDQ0PihJDH4yEejxOPxxkdHRXbI62trXzoQx/C6XQKZdFkMmEymRgZGSGVSlFXV4fdbmfz5s387ne/w+/3I0kSCxcuJJVK0dPTg9FoxO/3T1OqXS4XDQ0NwtqSSCQYGRkhEolQW1srnrVKpRJKx9TUlFCcZdN/MBhk1apVqNVqBgcHhSJRWlrKwMCAGGvXy29G8+xcNpSBb3/72+zdu3fav5MnTwrz1geBlpYW/uzP/oy2tjYOHDjAyMgI99xzj/j8H/7hHwDmtKc+G1/96lcv+eDMZrMw4el0OgwGg1ih2+12MRhl87JarRamPXkVIO//yauiSCRCJBIR5mjZ8S79TL3cIQOBAIFAQCgA8qonKysLp9NJMBhEpVKRl5dHfX095eXlwtxeUVHByMgIhYWFjI+Po9FoWLt2rdB85UFSWlqK2WxmdHQUg8EgVtMPP/wwFouFdevW0dbWxoIFC7BarVgsFr7zne+g0+koLy9HpVJx6tQpNmzYwPDwMEuWLGH58uW0trZSWlrK2NgYd999Nzk5OcI0HwqFcDqdSJJEXV0djz/+OH19fUKoJJNJpqamyMjIwGAw4Pf7WbhwIZs2beLEiRPEYjGqqqpwuVwcPXpUCOTx8XGqqqq4++67xTMLBoNs2LCBrq4uDAYDw8PDfO5zn2NsbAyPx0NjY6OYUGXlRNbeCwoKOHHiBBaLhQ9/+MM89thj9PX1MTQ0REFBgZgslyxZgsvlQqfTsXjxYkwmE+FwmMbGRnw+Hx6Ph6qqKvr6+giHwxgMBuFt6/F4WLFiBRqNhj/90z9lZGQEm83GwoULCQQCLFq0iPz8fGGan5ycxGw2U1VVRV1dHXq9nsnJSe6++26SySTr16/H7XYTjUZZsWIFGzduxOFwCAXS5/PR09MjFDm/308qlcLlcgmfj7q6OiYmJnj66afJz88XlgafzydW2vJJC51Oh9frZfXq1ZhMJj760Y+SmZlJfX09JSUlwn9i/fr1whrT0NAghPCKFSuEdSoUClFVVYXf78fpdOJyuaitraW9vZ2//Mu/BM4r/f39/YRCIWH6tVqt6PV6oXipVCoaGhqorq6msLCQkydP4nA4KCwsFKZbi8VCIpFg0aJF4oirSqXC4XAwMjJCdXU1bW1tVFdXiz5QWVnJt7/9bVpbW3niiSd46623KCoqYuHChdTW1rJ69WpWr17N9u3b+fKXv8yaNWs4e/YsWVlZrFmzhlQqxdDQEMFgkNzcXPLy8nC5XHi9XuLxOIlEQghet9stlMLHH3+cjo4OiouLxTaL3++nsrKSSCTCX/7lX/Lb3/4Wk8mEzWZjamoKvV4vLGCTk5PU1tYyMTFBfn4+zc3NTE5OEg6H8Xq9whIpSRIbNmzg3nvvpaOjA61WS25uLkajkaKiIiorK1m+fDmDg4PodDp8Ph/FxcVMTExQWFjIXXfdRTgcBqCtrY2amhpCoRCpVIq8vDyx1RIMBsnMzMTj8WAymejr6+PDH/4wRqORqqoqhoaGyMnJITMzk9raWqHoBINB7rvvPoaHh0kmk1RXV4tFi7zNKW+Jud1ucnJyRFtlZGQwNDQkxs2ZM2fQarUEg0EmJyfF9oLT6SQQCIh2/sIXvnCB/9RcuZT8mvOK/cCBAxw4cICNGzcCsHXrVhYuXMiPf/xjNm/ezJe+9KW5XnreaG5uvq4R594vb3S6Y4q81yOvytPNqOnOdLFYTKzs0z0+dTodkUiEUCgkTN/yhGIwGIQiIJvJ8/PzhdlTXmF4PB7sdjsLFy5kdHRUKAChUIjx8XHOnj1LU1OT2Afv7u4W+2LZ2dkMDw8zOjpKTU0NXV1dLF++nMcff5xf/OIXTE1NkZeXx9jYGGVlZXzkIx+hpaWF9evXc/LkSWw2G/v37yc/P1+0W2FhIRaLhbKyMk6cOEF5eTlbtmzBZDIRDAYZHByksLCQkpISDh8+zF133UVFRYUQbCdOnKC2tlYMrKamJiYnJ8nNzeX06dMsWrSISCRCPB7H6/USCAQoLS0lmUzS2NiIVquloaGBc+fOUVVVxfj4OKWlpTz00EOEQiE6Oztxu90kEglyc3PJyMgQ2wuhUIienh7+/M//nGg0it1uZ8GCBeTn59Pb28u+fftYsmQJ/f399Pf3MzY2xuDgIBUVFbS3t7Nx40b27NnDqVOnmJiYwGKx8OlPf5ru7m6ampq49957WbVqFT/+8Y85fPgwdXV1NDU1EQwGaW1tJRwOU15ejt/v55FHHuFnP/sZ7733HosWLeLFF1/kS1/6EkNDQ2KFKU+Yy5cvx2w2C3+ISCSCyWSiqqqKnp4eurq6yM/Pp7+/n0gkQkNDA319fdTU1HDs2DGqq6vZu3cvtbW1xGIx4RAl+w2EQiHuv/9+duzYQUFBgbi+bG6NRCJCmC5dulQ4TzY1NVFbW8tTTz3FW2+9RXt7O/39/WzYsIFUKsXY2BgFBQVoNBrKy8tpa2sjHo8TjUZxOBxotVp6e3unmU+HhoZoamqivLyc5cuXo9VqOXjwIA899BCvvPIKJpMJnU5HQ0MDQ0ND9Pf3EwwGhWKVSqWoqKjA6XTS3NxMf38/eXl5hEIh1q9fz4EDB2hoaGB4eFiMlcbGRgYHBzly5AjJZJLs7Gz0er2wGMh+HB6Ph7Vr1+Lz+SgrK+OOO+4gJyeHaDTKHXfcgdVqZdeuXcRiMaxWqxjLJSUleDweVCoVS5cu5d///d+Jx+NoNBpKS0upq6vjzTffxG6388lPfpLs7Gzcbjfr1q1jz549oi/Y7XZWrlzJ1q1b8fl8wrQ+MjJCQUEBHo+Hc+fOiX1zv9/PAw88IJ7DxMQE4+Pj1NTU0NPTQ01NDQaDgZUrV9Lf34/b7WZsbIzKykocDgeBQACLxYLNZkOtVvPggw8SDAZxuVz86le/EgJzeHiYaDTK448/TmFhIe+++y6Tk5P4/X4GBgZwOBz4/X6qq6vx+/2sW7eOM2fOsGHDBg4fPkxLSwu5ubmUlpbS2dnJwoUL8Xq9DA4O4vF4yMjIoKmpSSgk1dXVnDt3TvisyPPn0NCQsLK5XC4mJyeF1ctms5Gfn09hYaHwq5Ekic7OTnp7e8WefzKZpLOzk7KysnmUOrMzZ+e5/v5+Dh06xD/90z/xT//0Txw8eJCRkRHeeecd/vVf/3Ueq3jzcTFP0ZlR4mZGikv3qk9/Le/Tyh6kyWSScDgsgt5Eo1Gxhw0Iz2SdTofb7aa0tFTsfckm9ezsbBYvXszTTz+NTqejrq6OoqIisRL5q7/6K5544gkikQh9fX3s2bMHvV7PyMgIHR0d9Pb20tvbi91up6ioiKqqKmpra2lsbKSyspL6+npcLhfZ2dk0NzdTWFiIx+MBEBYAj8dDdXW12EuWhWBzczP5+fnCWgDnrQqhUIjy8nJyc3MpLCwkJyeH5cuX8+STT7Jq1So+/vGPc88999DY2EhZWRkf/ehHSSQSrFq1iuLiYtra2gDwer2MjIyI1W5FRQVtbW2Ul5eL1X9GRgbr1q3jscceY9OmTdxxxx3Y7XZqa2vR6XQ0NzfzpS99CavVyujoKE8//TTl5eX09vbS1dXF5OQkmZmZlJaWCkFw+vRpCgoKhNLQ1NREe3u78IWIRqN4PB4WLlyI2Wxm6dKl2Gw24WhnMBhobm5maGiIZDIpTJZFRUUUFBTQ1tZGc3MzarWavLw8ent7MRgMuFwumpqa2Lx5M1/84hdZu3Ytn/zkJ/H5fP+fvTOPius87/9nVoaZgWEbmGHfdxBIIIQQElot7CryktiK7aw+dtLkpGm65Zye9jj9pUmb0yapm2Zp4tZu4sR109iKLFeWFFtos9CCEIsQCLFvGmCGgRmYGZjl94fOfTMgtGHJduz5nOMjMwx37rz33vd532f5PiJur1QqSU1N5etf/zr33XcfOTk5fP3rX6e7u5u+vj527tzJ/fffL2Lf0qIxIiICt9vNQw89RF5eHvn5+WzatInKykoKCgqIi4vDYrFgNBqFizwtLY1Vq1axbt06tm/fTm5uLgqFgr6+PiYmJvB4PNhsNtauXUt8fLxIIIuIiOBTn/oUGRkZ2O12qqqqMJvNPP7446SnpxMIBBgZGWF4eFhUA2zevJm4uDhGRkaIjIzk3LlzKBQKZmdnSUpKwmq1UlpaSmJiIkajkerqakpKSsjPz2ft2rUoFApMJhOf/vSn+dKXvkRzczMmk4nU1FSR65KXl0d5eTmpqans2LEDs9nMv/3bv5Gbm4vT6SQxMZGamhrhXZqbmxPGFyAhIQGtVsuaNWtwu90kJiaSlJQknv3q6mo2bNggkvq8Xi9zc3PCQ1FfX4/FYiE+Pp4vfOELxMfHk5aWRlZWFg8++CAlJSXCXb9t2zYiIyP5+te/zi9+8Qs+9rGPYTabSUpK4q233mJycpKf/vSni+SvMzIy0Ov1IukvOTmZjIwM4T2pqqoiNTVVhApzc3PZtGkTHo+H06dPc/bsWXJzc0lNTRXzzNTUFHa7HavVilarJTs7m4SEBOHVq62tJTIyEpVKRU5ODtnZ2axbt47U1FSqq6vR6XSkpaUJL1xpaSkGgwGr1SpKh2tqaoiMjGTr1q3s2LGDz372s1RXV1NZWYnJZEKlUlFWVsb09DQzMzMi1Cgl9KlUKrq7u0XOU3R0NPHx8SQmJjI9PU15eTkpKSkiB2jTpk2YTCYeffRRPv7xj4twg+TFlHb/7wUr3rGPj48vMmAqlQqLxbIoG/ajSnAm/M1YKmADv89mn56eFolAbrcbnU4n6lfDwsLEDl26UWJjYykvL+fEiRMi1j0/P09RURGBQEC4sGw2Gz6fj/Lyci5fvszw8DByuZy8vDxGR0eZmppienparNrdbjerV6/m7bffJioqCrPZjFarJSUlBbfbLTJUk5OTSUhIQKFQsGHDBsLDw4mMjOT48eO43W4mJydxOBwMDg6i0WjYuHEja9eu5Qc/+IHwOsjlcjZt2oTdbqenp0ckDMK1WLLL5RKuvJqaGubm5igqKmJycpLBwUEMBgMVFRVcvXpVvK+4uJiPfexj7N+/n3Xr1tHX10dycjIXLlwgEAhQWVlJb2+v8GJICYkxMTF87GMfIyMjA0Bk2ZeWlqJSqSgqKiIyMpLVq1cDMDg4KOKJJpNJeEiOHTvGwMAAkZGRzM/P8/DDD/PSSy9hs9nEriU2Nhaj0Sg8HOnp6VRVVYlEICnRsaWlhaGhITHWxcXF/M///A/R0dFkZmaiUqmoqalhx44djI2Ncfz4caqrqzl79qzYpTU0NCCXy6mvr6ejo4OysjJ0Oh09PT2L4oCSW3PDhg1s2bJFfPfx8XFaW1upqKjA4/GQlpZGfHy8KNurq6sjEAjQ19fHlStXMJlM5OfnY7FYWL9+Pampqezfvx+LxYJMJmPnzp3893//N3K5nNjYWAARGpA8XFJ2vtFoFMYwPj6evLw84b147LHHRELVsWPHyMjIEK5Xk8lESkoKBw4cYHZ2FoPBwMTEBCaTCaVSSW5uLnv27OHUqVPMzs6KioGhoSHS09OxWCxUVlbS2dnJv/zLv/CNb3wDrVZLTk4O27dv56GHHkKv1xMTE4PBYCAyMhKtVktxcbGIw2/dupUDBw7Q1dXFX/zFX4hYPkBWVpb4zMjISCYnJ8V9J5PJ2LFjB4AIzTU1NTE2NsbnP/954UL/5S9/yfT0NDqdTiyI0tLSMJlMIlM8LS0Ni8WCyWQiLCxMVGGkpKRQUlIiYsqrV6/mX/7lX0TYbt26dRw6dEgsfOvr69m7dy/Z2dnEx8fT3NzMhQsXhMfD4XAQFxdHQUEBzc3NzM3NCS9NVFQUq1evpquri4mJCV5++WV8Pp9ImNRoNJw5c4aLFy+yevVqkbPhdruJjIwkOzsbi8WCUqlkbGxMhOOUSiXT09O8+eabYsxnZmaorKxk7dq19PT0kJubS2dnJzU1NcKlbrfbuXTpEqtWrSIQCAjP1dWrV7FYLOTn59PX10d4eDi7d+9mZGSEQCDA+Pg4BQUF5OTk8PnPf54nn3yS5ORkmpqahJsernkhPR4P8/PzxMbG3tKre7dYsWF/4oknqKqqYvfu3QQCAfbv38/jjz/O7Ozse5bS/4dCcCJcMEvr/SU3e3Jyssg2d7lcYncvudk9Hs+iMgqp7GN4eFistKWEFL1eL0qj/H6/2KX4fD6sVisXLlzg6tWrdHd3i5h7amoqJ06c4IknnmBmZoZVq1axdu1aHA7HIvGUqKgoMjIyyM7OFucHLMrKTU9Pp7CwELlcTmZmJh6Ph8HBQREiKSkp4cUXX+TBBx9kdHQUk8lEc3MzarWa1tZWxsbG0Ov1OJ1O4XaNjIwkNjZWuMMiIyMZGBgQO0hpgujr6xNxsd27d7Np0yZ+/etfU1BQgNfrJScnh6ysLHp7ezEYDJw8eZLExEQeeeQRoqOjF4kbhYWFYTabiYiIYGpqisbGRux2O7m5udTV1fHWW29RVlYmkqskT8PMzAzl5eV4PB4qKyux2+0iC3r//v1kZ2eLhZWUKDcwMEBFRQVDQ0MoFAoqKio4duyYcOP29vaK5L74+Hjq6+uJiooiNzdXLIZ27NjBCy+8IHQHJicncblcIgYtk8kwm81s27ZNJL2ZTCaGhoaYnZ0V7t7i4mIyMzN57bXX6OnpYcuWLXi9XiYmJnj66afJy8vjM5/5DLW1tRiNRsrKyjh+/DhdXV0MDg6Sm5srYvGSIEhmZibT09PCwNhsNnbu3Mn27dtRq9X84z/+I5mZmeTl5QGQnZ3N8ePHF4nkSF4JuKbtkJeXx9TUFA8//DAqlYqJiQkyMzPF94iNjeWrX/0qZ86cQSaT0dLSQkFBAbt27RIVFJs2beL555+ntbWVz3zmM+Tl5ZGRkUF7eztarVaM0V//9V/z8ssvExsby6pVq8R5mUwmmpqaiI+PR6/Xk5ubi0wmIzY2FoPBQHl5OSMjI8TExBAfH8/AwACvvfYaLS0tbNq0SSScbd++fdG8IJWtajQadDodhYWFzM3NUVBQgMViQafTsWfPHlJTU9m8eTNms5no6GhqamoA+OY3v8np06cxmUwMDw8LbwBcK1t+6623RJLq7Owsv/vd70hLS0OhUAjPmc1mY3R0FIVCwdq1azl16hTV1dV0d3fz1FNP4fP56OnpISEhgdHRUUpKSuju7sZsNjM9Pc3Y2Bj5+flYrVb279+P2WxmzZo1HDp0iJiYGFGlkJKSQnx8PGVlZeTl5TE5OUlfXx8tLS1ERESwY8cOvvWtb4mdvLQgtVqtIkHXbrdz8eJFent7ycvLo6SkhOTkZI4ePYrFYiE5OZmIiAiGhoZITU3F4XCQmprK0aNH0el0JCQkYDQaSU5OJj09ncTERHp6eoS+g8FgEB6ivXv3ivf6fD7S0tKIi4vjV7/6lZi3zGYzZrNZeFDfC1Zs2P/2b/+W+vp6oTL3k5/8hIqKCgB++ctf3p2z+5Bwu5mQCQkJ2O12UcomudOlPu1SEpbkgpeQyoQyMjJEaU9iYiJKpZKqqirKy8vp6upiYGCA2NhYVCoVDz74IL29vZSWljIzM8OWLVtobW1lYWGBoqIi7HY7ra2tzM/P093dLdy2kZGRXL16lbi4OBISEvD5fCJzvrm5mYiICK5evYrNZqOoqIg9e/ZgNpvJysoiKysLgF27drFq1Spx/h6PhxMnTjA6OkpZWRlxcXE88MADDAwM8POf/1xktcbExIgytAcffJCqqipxjOBkQbi2UpbqkAFRZhIeHs6aNWs4fPgw8/PzlJSU0NTUJLJoHQ4HJSUl110bmUzG1772NXJycnjttdc4f/48hw8f5umnn8bv91NcXEx/fz9zc3M89dRThIWF8eKLL4pFzerVqykvL0epVFJfX8+PfvQjUaZksViIi4ujra2NyspKBgcHSUlJES0e1Wo1SqUSk8lEQkICY2NjzM/PMzk5SWJiIjMzM9TV1XH58mVGRkaAa7vc6OhoLl26RE1NDR0dHXi9XpKSksSiQwqNSDXEubm5HDt2jPn5eZKSkujp6SExMZH4+HjWrVuHx+Phd7/7HRkZGXR1dWE2m3njjTeIjIzktddeE3W8LpcLo9EoSvJcLhdjY2N4vV5sNtsid7SUdCgtPrZt24bRaGT9+vWLlOBUKpW4nlK9fUpKigiNbN68mTfeeIPR0VGRCCVl2cvlcuFONhgM5Obmcvr0aZF13dvbi06nY926dTQ3N+NwOLhw4QIRERHExMRgNBqx2Wxi3KTJWdJUkIiPj2d6eprExERhvEtKShgZGcHhcPDUU0/xve99j7y8PGZmZtixY4dIeJUW+VFRUeTk5Cw7P0j5EXFxcbS0tAjP4NTUlKi3lp6BYBGcjIwMsfCVds/B5xwdHc3o6KiId0vPgLTr9Xq97Ny5k9LSUnbu3Inb7SYjI4OamhrxrEvlqxUVFfz2t7/F6XSiVqv5f//v//Hmm29it9upra2lu7ubnp4ewsLCcLvdOJ1ONmzYQFZWFo2NjVy8eJGkpCQuXbpEIBAgIyODzs5ONBoNdrudX/7ylwwMDDA6OkpaWprIj0lOTsbj8Yh8k9bWVrZu3YrX6xXenh07dvD888+j1+upq6tjeHgYq9XK3Nyc0L5oamrCbDZTXl6OzWbjC1/4AkePHiU9PZ2BgQGSk5Pp7u5mw4YNImkxLy+Pq1ev8tBDD/Hwww8L710gEBB5LZGRkSsWtlkJ76rcTRIRWCqRGWIxKpXqttzz0iQkudcl943D4RA16A6HQ5SWSQl4BoOB2tpa7Ha7WE1Kme/j4+M0Nzfzx3/8x3z/+9/H7XaTk5OD1+uloqJCZP7OzMywdetWoqOjaW9vx2g04vf72bVrFz6fj8nJSeLj45mamhLZyUajkd7eXtLT09m3bx8mk4m6ujosFgvf//73iYmJYdeuXZw7d27R9ww26gBVVVWcP3+ep59+mkAgQFdXFw0NDeh0OjZs2EBZWRnNzc3YbDYSEhKIjY3FbDYvOoZWq2V8fPyWYyzFrDUajeiml56eTk9Pj1hdL4e00AoPD+fxxx8nOzub73znO0Lb32AwsGrVKmpra8X1++xnP4vdbqexsZGwsLBFsrxS3fzExASFhYWLyiCVSqVIJpNcetKE3draitlsxmQyYbVaxfUExP0B1xYDhYWFLCws8MwzzyCXy2loaBDVEwDbtm1b9B2lxE2v1yuyeXNzc4WXSKfTcfbsWerr6xkcHESv1/PMM89gMBg4ePAgWq2W6upqNm3axE9+8hO6urrIzMzk1KlTtLa2snfvXlHeVVFRwZo1a+jv72fjxo1s376do0ePilhmsEKZFFoKbuYkndPatWvFazqdTrimq6qqmJ+fx2q1sm7dukXfUxKLkclkokqmoaFBuKeTk5Npbm4GwGg0Mjw8zOjoqCgz1ev1fOELX+DgwYOLlNOkcc/NzeXSpUuo1WpiYmIW7dIyMjJEnFypVIrSLclbdiP5W+n6ulwuPve5z6FUKrl48SJWq5Xx8XHxOykDezmZWqmqJjjOGxkZKb5jbm4uMzMztLe3U15ejs/nIz09HZ/PR2RkJJGRkcJT9OSTT9LY2Cjqt6VwkFSxERkZyfbt24mLixPlcwUFBRQWFrJ//36io6MJBAI0NTWxdetWysrKqKioIDY2Fo1Gw+nTpykrK6OtrQ2z2czMzAyrV69mbGwMs9lMf38/JSUlNDc3MzQ0REFBAZ2dnURFRbFq1Sra2tpIS0tbdH9ERESwceNGmpubSUxM5IEHHiAvL4/Lly8TFhZGTU0NOp2OvXv3kp6ejl6vF6XHWVlZJCUl4fF4iI+PF6GDy5cvCxEtyXDPzs6Snp7O3NwcTqeT9PR0bDYber3+PbOTKzbszz33HD/72c945JFHCAQCPPnkkzzzzDN85StfuZvn96FgOTe8FNOVHjSppjzYbe/z+ZienhaSoA6Hg7CwMJH0pVKpcDqdFBQU8Mgjj9DQ0CASsPR6PVeuXGFkZASdTkdWVhbr16+no6MDh8PB5OQkRqOR7u5uCgoKWLNmjah/Pn78ONu3b8dms+FyuWhvb+eTn/wk3d3dtLa2sn79elwuF1arFb1eT0VFhVg5w7XJ6Utf+tIil9/NSEhIoKysTIRwioqKABbpDoSFhTEzM8OGDRuWzeGorKy8rcXT+vXrkclk5OTkcPnyZWEwpRBFsPFder2CH8q1a9eyY8cOUcIoTfBLk2MiIiLo7Ozki1/84qLXMzIyaGlpob6+nvb2drxeLyMjI1y+fFmoiEnCQRKDg4NMTk6ydetWgOvKZsxmM08++SRwbeGwfft2UScO1yb2YMMu/Rs8KQHs2bOHsLAw7rvvPvFaIBDA7XbzZ3/2Z2RkZHD8+HHhPgaE/Kk0RoWFhfT29rJnzx5kMhlf/epXcTgczM/Pk5WVRWZmJps3b2Z8fJy3336b2NhYNm7ciMViES744LEPzieBa8ZeyuyXkO6X4L+XvBISkgphcImohFqtFolTOTk5IltcctsGN/CQat2X6o1HRkaKLPG0tDSWIpfLeeGFF8jIyGDNmjUifisZdim8sBwZGRlit200GsVCZnJyksLCQmZmZjh58qTIHQhG8gwsxWAwkJiYiNfrpbS0FKPRSE9PD5cvX6awsBCDwSAEi4LvxYSEBLZv3wjXda4AACAASURBVM7w8LC4DlJDquTkZFFbLn3n2tpaoWwnCdVIi13peQ8OfUkVQdJiS5qLcnNzGRkZwWKx4HA4RHWIVPomVf3k5+fz6KOPLvquMpmMiooK4VkGcDqdQucgPT2d7u5u5ufn8Xg8RERE4HQ6xT0tKU2Wl5fj9/sZHR1ldHRUCDP19vYyNjYmzrmlpYWwsDCqqqoYGxujv79/kRfxXrJiwy6V00gT4de//nWqq6s/sob9ToQHJKnYpW1epdeDY+9SApVULiGVtEk7K6VSKWLaUka1Wq1mamqKyspKoZp29uxZCgsLOX36NEVFRVitVkwmkxCXaGhoYOvWrcTHx/P888+TmZlJQ0MDGzduRKfTiXrf8PBwKioq6O/vZ2ZmhrKyMrHLlHYfYWFhpKam3tF47Ny586bvkWKSN9LolibsWyFN9FJpW2NjI4AIJyzdgUksNewA27dvx+FwMD4+vigsEIyUTLj03Orq6li/fj2xsbFYrVZOnDjB7t27SUtL4ze/+Q19fX14vd5FceVDhw6JBLMbnWPw+Ws0Gjwej2jYA4h62mCCmw7BNQ/GclgsFjZs2CB+Dl4MSIuNYHQ6HRUVFeJ9ERERNDY2LlpIjI6Osn37dmJjY8U9s5zXRJKPlTAYDPT09Ijwzu0gGTaZTMbRo0eZmprioYceWvR91q5dy+joqKjRluRcZ2dnr9NLz8/Pv+6eWL9+PWFhYYvGKZj6+nquXr0qPAVer1cklkl/fyMk4SC4dl/l5eURFxfHj3/8YwoLC3E6naJkUVK1k1AoFLz88svXhZkMBgMlJSXCeGq1WsLCwsjJycFkMhEXF0dnZycGg2HZ+mtp0SX9f1hYGAaDYZE3SKlULloAud1u/H4/KpVq2TEEhKCOFF5UKBTiX+n3vb29fOITnyAzM5MjR46IyqEHHniArq6uG45jMFLOgnTPS0l5kvpfQ0ODSGQMRpKRle6NxMREGhsbxQJqzZo1jIyMUFdXR2FhIRMTE4sWCfeaFRt2yUUhcScdhz6MLE1mu9lYBOu5Swp1kqSs9GBJx5Bc8zqdDpvNhtFoZG5uTqySpWYY58+fx+v1CvGLlJQUiouL6enpYX5+HofDwcaNG4UYzbPPPktLSwsmk4mXXnoJjUbD8PAw2dnZQs9bp9Nx/PhxITgkdVWDa+7M6OhoMRmrVKrrmircCcFxv+WIi4ujvr5+xcdfitvtprS0VLjjJc3oG3Uxkx7iYMxmM+Pj49dNXEsJ3iFIBBuprVu3cvDgQfr6+hgZGRF66Q0NDWzevFm8LzExcZH+/62QBIIOHTokvEIRERHX7eYkMSRAJAYudV8HAoGbLiqWIomzLG3AsfQekURUglnuc7Zu3bpogpV01u8ESfwJrl2T5RqbSNKpL730Ev/0T//E1NQUcrmcBx988Lp7Q3pOgrnV4jIvL4/u7m5OnjxJTU2NMOzSAvtOiY2Npba2VoQmFhYWeOONN65LwFMqlaLMMBiFQkFNTQ2BQIDGxkY2b95MR0cH69evx263C119jUZDdnb2dZ8vPffh4eGkpaUt0t0P/uzg6+x2u9m4cSMej0fIxi5Fp9Nx+vRpdu7cKUp5PR7PIpvzxBNPCK/gwsICer2e9PR0wsPDr/v+N0Imk7FmzZpF5zo3NycSHRUKBWVlZcv+rSRzvGnTJtxuNzExMYu8Yz/+8Y9pamoSfQlmZ2c/+Ib9c5/7HFVVVTz00EMiO/Dzn//83Ty3P1iWGvWlD6zUWUqSy4TfT66StnVwNzipTlKv1wuN7rCwMCFw43Q6hUDEmTNnyMrKQqvVMjg4SGdnJyqVirGxMdatW7fICEk3mdPpFIuJgoICcZ6S4ppESkqKiGNLilvSRCnt2KVzlibw29lFvx+sW7dOlKVImcvDw8PLuk9h+R275NK9G0giG8E7qosXL17XmUvKdL4dNBoNExMTIpfihz/8oWgME0ywS3p6elqEe4IXW9LkfScsnRCl5yD4ebhRPHgpyy0KbsXMzAzvvPOO8AYFf9YDDzzAkSNHhPcg+JmNiYmhsrIStVqNzWYjOzv7tlp83i5/9Ed/RENDg+iIFx0dLUo+V4Ik3ysl2krlYMFILurlWPqMSkqX0nhJ47PcwkO6Lnl5eWIxODQ0dN17mpqaqK2tBRAhR6mEdzkyMzMJBAKcO3eOiYkJYdil7xDcCwOuhcY8Hg979+5d9PqdIsl6S7XxpaWlN3yvNOZS9VEwUoUOIMrxHA6H8ATda1Zs2P/sz/6Muro6kRX/X//1Xzdc2XzUCdaEB0RJmtShTXqAfD6fcL0HvxcQOt/Sqk+Kz2u1WqKjozEajaIOs7a2lpKSEmZmZoTkbFZWFjabDY/Hs6glYbCKmiTqcSOk5KWuri7y8vLwer3iWNLKfX5+nn379pGUlHSdhO8HiaUGPCkp6aYP3HKG/W5mucpksuvi+xEREYvi4HcqbhEWFiYypqVd19K4Miw27OHh4aIEKNiQR0ZGcuzYMdH57na40fkGG4nbNewr8QhJJVonTpxgw4YN14UhgpslBSOphwEiZ+VuI0kOS4mwUmOWleDxeIQ2+eDgIHB9u1GFQnFLfREpp0eai6RrExUVJcSdlrLcgmvpM69UKkUSKPx+LrvVdc/IyEClUnHgwAEqKytFwxfpGMHPY1RUlGgks9JxlM4VuK697nJIiYQ3IzghVtKMeC+4Y8MuyehJBK90ZTLZDV0rIX6P9NBID7bUgU0mk2Gz2RZlxkqZ2HFxcdhsNuGWlwy0VCs5NjbGvn37cLlceDwehoaGmJ6eRq/Xo9VqRR26Xq8XE65KpRJNX3bv3k1vb+8tz/2+++5j3759zM/PMzAwIGJTMTExNDU1Adfix1KHpLNnz95RHPS9xuPx3JbBXM4VD9cnnq2U8PDw6xZVwW5zqUPfnSApXUkTuqR8tpwrXpow8/LyhExnsAEvLCzE4XAIhbNbIS08b8VKd+y3E/aT6vElo7LUmISHh2OxWGhqalrkqYLfL9okydu7jcFgEOWM0nW5k0k/LCyMc+fOUVFRIZLMVCoVNpuN6OjoZXfsN1u0w7WcgYaGBjHW0rUpKyu74aYt2FMX/NrSn4OvndTvQpK9vhFyuZzU1FQef/xx+vr6Frnil1ugSlrt78bdLZ377SwOlErlsmG25ZDJZGRlZd206uFucseGXSqnCbGYW0000s0tlQZK8XVAGGulUonH41mkKS/9ndVqFatyqWGFNBlMT09z+vRpLBYLBoOBoqIi9Hq92GFlZWWJVqHBLjnp8wKBgKhjvhUymYytW7fi8XhEXTtci4EHZ1HDtYlz48aNdzSO7zV1dXW3ZZgrKiruuWFfOrEXFxeLz4yIiLjjHBZJQEgiIiKC/v7+6xYywclz5eXlTE1NcfbsWaKjo0WpltTjfOkkfiPy8/Nveb7S729n/IKNg5SwdCucTid6vZ7R0dFFyaYSGo2Gjo4OKisrb+itkXbDd5vMzEzefvttoVEgNcO5Xaqrq0UoYWFhQXiU7HY7MTEx1xlXSd3uZiQnJ+P1euno6BCiWDdylUtIhv1m1zBYnjb4b9rb26+L+S+H1PBofn6eAwcOEBUVxVNPPbWs+3tpj/Y7RQo93I5hD3a33wqPx0NnZydlZWV3rQnMzXhvhGs/Atzsxpaat8Dv27lKyYdS//HgHWFwu1ZJUjEmJkZIRhoMBhISEigtLaWsrEzUj1ZWVqJUKnG73bS2tgpX/2OPPYbb7Wbnzp2UlZWJG1/asd+pl0Wv1xMbG/ueqSjdS6RezbfiRnG75Vy5K2HVqlXXGXYp6QYQHcfuhOjoaCF5C9fCD5/+9Kev+x7ByXNwbUFQVFQkarnhzg17sN55MLGxscTHx1832d+KYMMulULdaOHg8/lobW2lt7eXqKgorFar2IEGG6rs7GysVutNXe2361G4U4JDO9JC5U6vr16vFzkv0oZB6qa49JylRf2tSExMJDc3d9EcdDPkcvmi2PdyBD9fkh7EwsKCSDi7HRQKBefOnSM1NZX+/n6ioqKW9bR95StfeVcLbUms6W6F2aTjmEwmMjIy7ij59d0QMux3iaWla8FIUpDS61JzA4PBIMrcpGNIu3ApYU7SCpeaJfh8Pjwej5jkpqamuHDhAomJiSQmJqLVatm4cSNhYWHigZJKRaTFg/S65Lq6m4lBHzUkr8e7JTijdjkkDes7JTjD/EaGY+nOTIoxB7/m9XqFUMy7obS0lKKiojtOhgt+f0JCAmlpabz99tscOnTouvfa7Xbm5ub4+Mc/jtFoFEmE7e3ti7wuarWaT37yk+9bbwuFQoHdbhfJrXd6HqWlpbS3t4uf1Wo1MzMzouXvSlCr1ZjN5tu+NjKZjIWFhZt+Xlpamljk+f1+0tLSaGtrWyQ4dDvn9fDDD1NRUcFjjz12w/e9W8OpVCpv6aW4ExYWFmhoaKC7u5t169Z98JvAhFhM8ApvaWxR2p1Lr/v9ftEZSWqGIfUvVqlUome15AaUWkZ6PB6io6MZHx8XyUT3338/ly5dEk1bpPrQ6elp7r//ftE5S4rJK5VKMcFHR0dz4sSJe7Ij+aiwevVqpqam7vnnrHTCCi6Xk2qDlxr423G5SlnxNpttReexFCnz+nYJjuVKJZYnTpy4rl4bEM+JpCdeU1Mj5HqXxjhvtjPzer33NGeouroaj8eDXq/nySefvGUMfCnBHh24dn21Wi1VVVXvyjjdqLfFjbBarTcVXpFc5IBQELxZvf5yqNVq0aBnJQvc20WpVN5Qg2AlSGV3y+lH3EtCO/a7xNIdu9RoA67dlFKpmvRelUolHh6pGYb0ADidTmGgpUWBx+NBq9WK7mLh4eFkZWUREREhJCFlMhnR0dGiH/T58+eFYZcmdMn9LzVVuVkZTIhbI0lpflAJNlxSFvhSbmbYnU4n8Pss5LulVSHtwG/3eDeqgV/unKRksuC/lXp938mOyePx3FBi+G4gJb/CtSz5lbh/pdwBuDbvfPWrX33XBuROvSlPPvnksv0VluN2FpHLERsbS1dX1z03jgqFgqeeeuquH/duuvdvh5Bhv0sEXzS5XI5CoRDiMpJYhzSpSLsMyYUl1XPGxMSIeFtycjIGg4G8vDzRiWtubo74+Hg0Go0QppF29VICi9/vZ2pqSsi0lpWVLXLFS+79l156SWhHhwz7RwOVSrVs3f1S5blgDh8+DNz9WPOdGg+dTsfw8DANDQ0cOXIEuGbUlluseDyeRV4Jybt1pxPrct6NDxqFhYV3verkTnfsweHEW7HS+ygjI2NRD/sQNydk2O8BwS53hUKB2+0WcViVSoVarcbr9eJyuVAqlWRmZor3ShOV5LqfmprC7/eLrk9Sr2eDwYDH42FiYkIsDKxWKw6Hg4mJiUUPWrAcY0xMjGg8MjAwQFhYWMiwf0RITU2lra3tuteXJs8FMzQ0hN/vv+uGXa/Xc+bMmdvOTwgPD6e+vl6ozUnP2HIiQUsz2VcibiOFvj7ohl1Kyrqb3Eo5890gbTBWQmRk5HsWo/5DJzSj32WkmvRgLXiNRsP09LR4jxTn9vl8Ql/d5/Oh0+mEa9HlcpGcnIzVahUZtLOzs1y9elXEW2UyGUVFRXi9XtavX8/HP/5xnnvuOfr6+q4z7NJEKE3iGzZsEB2tQp35PhoEN2kJxufzLWvAJI/OmTNnsFqtN9TDXwkZGRkrNkj5+fm88847QoFx6eJgOVf87WbzS6SmptLe3n5DJcIQK+NO6/WDea8yyj8MhJY/dwnJiEt1zVKJm9SyNTw8XCTNSd2cZmZm0Gq1FBUVidaIUkOXhYUF5HI5Y2NjOBwOzp07JxofzM3NUV1dTX19PRs3biQxMVG0MtXpdNclaiiVSjFJS12yJPeZFHcP8dFgud3YjeKes7OzrFu3jry8PGpqau5IK/5eYjabWVhYIBAI3LMdu9Si+IO+Y79XOJ3OO3LH3y5zc3N3nCQo8UG5//4QCO3Y7yLSpCm5LSXhF7fbLSYatVqN3W4XalZKpZLR0VFh2N1uN1u2bMFms2E2m6mtreXHP/4xRUVFfOYzn2F2dpbq6mrGxsaErnF4eLjY1ScnJ+NyuRZ1iJNU7RwOB83NzaJNIhDasX/EkDr/DQ8PA9eu/40Mu9SONlhQQ6VS0dDQ8J5JY96K2NhYzp49S09Pj3htaV211ILzTtBqte9K5vUPnV27dt2T487Nza04IfFOm/58lAkZ9ruEtPudn58Xbm8pfh3cilXKBJay4j0ej2jmolKpxE5aqbzW21iv14tStampKRwOBz6fD7vdLmLnGo1GlLJJjVqCFQKVSiX33Xef6KEefM4mk0mIXIT48KNWq+no6BCqgefOnSMhIWFZw65QKK5r/HI3S4HeLVIVyI4dO276vuzs7DuuXFAqlbhcro+sYb/byGQyJicnsVqtt51Bv9wxQtweIVf8XUTSfZfJZHi9XhETkpSWfD6f0NlOSEhALpeTnJwsdutwbTJ1OBxCalLS+05ISGDjxo1kZGTw9NNPMzMzg1wuX2TYVSoVCoUCg8GA1+tlcnISuPZApKWl4Xa7SUpKErrPgUCApKSkO+7aFeIPF6mVq8lkEuEbq9W6bFKSUqn8QN8bt5vgJZfLV5T4d6PcgxB3TklJCaOjoyQlJYU8hO8BIcN+F5Ey26VOXJKSnMlkEjKPCoUCo9GITCZDq9WSnZ1NXV0dRqNRKMpNTU0JQ5+Xl8f69evJzMxEr9ezsLCAwWAQrQ+lFoMajUZMYAkJCUxNTdHf3y/OTS6X43K5ePzxxykuLn6fRijE+42kTiaFhoxGIz09PcsasOV27B8UVtLt7U755Cc/eZ0eeYiVERMTQ2lpKYWFhe/3qXwkCBn2u0hwQxClUim6cxmNRmpra0lLS2PXrl2YzWZ8Ph9arZbY2FjGx8dZWFigs7NT1KxLmfLSQsHtduNyuRgeHhaTmrRjl+rTZTIZGo2GDRs24HQ6hbgIIMruglfLCoWChoaG93qYQryPhIWFLWoNbDabeeaZZ5aNmX+Qd+wajeaelWRJmEymkPs3xB8koRj7XSQ4Ez42NhadTkcgEMDpdBIIBIiLiyMuLk4k2UmtLbu7uzGbzQwMDBAZGUlXVxf19fV4PB50Oh1utxun08n8/DwbN27klVdeEQZdEtGQJuCCggLkcjk7d+5kYGBAnJtCobguZlhbW/uej1GI9xcpD+R2yMnJ+cC6ojUazQd20REixPvNh9aw/+AHP2Dv3r0EAgEmJiZ45pln+MpXvnJPP1OKiUtx7ri4OJxOJzKZjJaWFtRqNfn5+Rw/fpz5+XlMJhNxcXE88sgjHD9+nJMnT1JaWsqpU6eoqKhgaGiI1NRU0tLSiI6OprS0FLimwrV7925KSkq4ePEiKpWKTZs2AZCSkoLX672uw9Nyhj20G/nocScd2j7INdwajeae9EkPEeLDwIfWsD///PMcPnyY+Ph4uru7KSgooKqqirVr196TzwsEAqSkpOB0OgkLCyM/P5+MjAwSEhKIj49Hr9djs9kwGo3Mz89TWVnJzMwMjz32GKWlpdjtdiwWCyqVioqKCvR6vUi2q62t5ciRI+zbtw+v10ttbS0ajQabzUZSUpKQmJWQJG0/9alPideWc8WH+OgRHR3No48++n6fxrsmtGMPEeLGfGhj7L/4xS9EBnpOTg7R0dGLksnuNjKZjLKyMiIiIsjMzKSqqor77ruPmZkZVq9eTU1NDYODg8TExFBRUUFaWhpOp5OxsTEOHTpEYWEhf/VXf0V0dDT5+fnCjd7Q0MD09DS7du0iKysLv9/P+Pg4GRkZFBUVUVBQcN3Oe7ksYK1WS2dn5wfWtRrivUEul4vn4g8Zs9lMbm7u+30aIUJ8IJEF7nUGygeA3/zmN/zFX/wFzc3Ni9o2BvdBvxv86Z/+KQqFgtLSUrZs2UJKSgoul4sTJ06gUqlobm5mdnYWtVqN0WjEYrHwxBNPkJCQICRmR0ZGRFvKpXg8HlwuF+fOncNoNLJq1aobnsvvfvc7tm3btui1ubk5kWQXIkSIECH+cLmp/Qp8iGltbQ0UFBQEUlNTA42Njdf9Hlj2v2effXZFn/c3f/M3gdnZ2Rv+3u/3B7xeb8Dr9Qbsdntgbm5uRZ9zO9jt9nt27HvBSsc8RGjsVkpo3FZOaOxWxrsZt2effXZZe7UcH4kde3NzM/X19ezbt29RjP1u79jvZVekDzuhsVs5obFbGaFxWzmhsVsZd3Pcbma/PhKGHeCpp57C4/Hw0ksviddChv2DQ2jsVk5o7FZGaNxWTmjsVsZ7Zdg/lMlzVquV3/zmN4te0+l0zM7Ovk9nFCJEiBAhQrw3fCjL3RwOB9/85jepr69Hq9UyMTHB3r17+au/+qtl3383k8lCiWkrJzR2Kyc0disjNG4rJzR2K+O9GLcPpWE3mUzs2rWLrVu3ijapn//85/nSl770fp9aiBAhQoQIcU/5yMTYQ4QIESJEiI8CH8oYe4gQIUKECPFRJWTYQ4QIESJEiA8RIcMeIkSIECFCfIgIGfYQIUKECBHiQ0TIsIcIESJEiBAfIkKGPUSIECFChPgQETLsIUKECBEixIeID6VAze0SUk4KESJEiBB/yHxktOJDhAgRIkSIjyof6R27RKi72/tPaOxWTmjsVkZo3FZOaOxWxr3o7rYcoR17iBAhQoQI8SEiZNhDhAgRIkSIDxEhV/xd5rnnniM+Pp7Ozk7m5+cxGAyUlJTwq1/9ipKSEk6ePElKSgplZWWMj4/j9XppaWnh6tWr+Hw+JiYmMBqN2O12FAoF8/PzLCwsAOD1eomMjGTbtm24XC5cLhdxcXH4fD4GBweZm5vD6/Xi9/uZnJxELpej1+vx+Xzk5uZSVVXFxMQEMpmMrVu3YjKZuHz5MhcvXsRgMFBYWIhCoWB4eBiXy8WlS5doampiZGSE/Px8HnjgATweDyUlJXg8HtxuNy6Xiz179ojv393dTUJCAkePHiU9PZ34+HiMRiNy+e/XkI2NjeJvKysriYuLA6ChoWHRWF69epVLly5hMpnIzc3F5XKh0WgIBAJotVpqamoIBAJYrVZxjIWFBWZnZ1EoFERERPDaa68RHR0tjulyucjLy2NgYICcnBzUajXf+ta30Ov1hIeHk56ejkwm4+GHHyY8PJzx8XHi4+Pv+D44ffo0LpcLgHPnzgEwMzPD7t27KS4uJiws7LaO89xzzxEXF0dSUhLj4+NYLBaKi4uJiIigsLCQK1euXPc3gUCAqakp8bNKpSIiImLZ44+NjXHq1CmKi4vJzc3F4XDQ1NQEQHJyMtnZ2cv+3dmzZ5mengZgy5YttLS0MDc3B0BBQQExMTEATE5O8s477/Cxj30Ml8vFX/7lX7Ju3TrGxsaorKwUx1tYWGBhYQGZTEZ9fT0Afr8fmUyGTCZjfn4elUrFb3/7W6KiotDr9VRUVCw6J4fDQSAQoK2tTbwmk8moqKhArVbffKBXwOTkJB0dHWi1WlJSUlCr1QwODmK1WnG5XPj9fqqrq7HZbFy5cgWHw8H9999/w2uxFIvFwqFDhxgdHUWhUBAXF8dnP/tZ4Np4TU1NERcXRyAQQKFQAHDq1Cn279+PWq1GqVSSn5+PXq9Hq9XS2NhIcnIyn/jEJ7BarQwPD9PX10d+fj5FRUW3nUw8OzsLwKuvvkpBQQEFBQUcPHgQlUpFbGwsq1atEu89duwYgUCAjRs3MjAwQFtbG5mZmRQVFS06XiAQwOVysXfvXgoLC4mKiuLEiRNUVlZSVlaGXC5nYGCAtLS02zrH5ejs7ESpVJKdnU0gEODw4cOL7guv18u2bdtWfHyJmZkZIiMj3/Vx3g0fKMPudrv54he/SGdnJ16vl29/+9vs2LHjuve9/vrr/OAHP8Dr9WK32/nsZz/Ln/zJn4jf79y5E7fbLX7W6/Xs37//np//+vXrefXVV/H5fKxatYqEhARaW1vRarW8/vrr7N27l7m5OZRKJSqVCoVCgUwmw+l0EggEkMlk4gbWarWEhYVhMpnweDzodDpUKhXDw8OcOnWKnp4ezGYz09PTFBYWEhYWhsfjITIykrm5Oaanp0lMTKS0tJSWlhb+7//+j4GBARYWFnjooYf49re/zfr162lvb+eZZ57BZrNRV1fHT3/6U1555RXCw8NpbGwkEAhQVVXFO++8Q2ZmJkajkfj4eH70ox8RERGBw+Fgbm6OgoICbDYbL7zwAnK5nM7OTnQ6HVqtltLSUvx+P9u2bSMzM5MjR46wZ88ejhw5ws9+9jPS09MXXee6ujoATp48icfjQalUolarGR8fJzw8HIVCgc1m4/Tp00xOTjI+Ps7nPvc54NrEZrPZOHv2LE8//TRRUVHU1dURCARwOp14vV4GBwdpb2/nl7/8JRkZGYSHh/OlL32JY8eOERUVhcViobu7m9LSUtra2ti6det117q9vV3cY9ICQfqbQCBAX18fDz30EPv37+f8+fN4vV68Xi89PT3Mzc1RX1+PVqslKysLi8UijKLJZGLLli0ATE1N0dbWxvr168nKykKtVhMZGcnmzZt54403+OEPf0hRURH33Xcf//d//4fBYGBqaoqRkRGUSiUejwe1Wo3H4+HLX/4yAIcPH6alpQW9Xs/09DQDAwNcunQJjUbDli1bsFqtZGdnExkZicPhID09HaXy99NET08PQ0NDvPTSS6SkpHDq1CnsdjvR0dFUV1djt9u5cuUKRUVFHDhwgJaWFq5cuUJMTAzt7e00Njbyuc99jsTERHGdAf71X/+VmpoaWlpaOHjwIJs2beKVV16huLgYk8lER0cHVVVVdHd3U1lZyZkzZ4Rhl56d7373uxQWFqLVaqmsrCQ6OppLly5ht9vF4uzNN98kLCyMyclJ/uZv/ua66zoxMcHMzAxZWVnLPuOzs7PI5XIcDgdvv/02Pp+PxsZGKioqGBkZr+gDewAAIABJREFUYf369WzevJnvfOc7fOITn2BmZga3241Op6Ovr08s0oPx+/309fWRmpqKSqUS3+lnP/sZGRkZOJ1OioqKOHnyJImJiRw+fJgNGzYwMzPD7OwsIyMjlJeXY7PZOHz4MJ/+9KfJzMzk7bffRi6XMzQ0RE1NDU1NTWi1Wl5++WWuXLmCTCZDr9fT39/Pj370I3Q6HQ6Hg+rqavLz86mqqqKpqYn5+XkA4uLiyMnJ4eDBgzz22GOEh4fzz//8z3zqU5+io6OD8vJyXn/9dZxOJ9nZ2czNzdHa2ordbicjIwO73c66devo6uoS310ysOXl5bS2tooF8Z49e+jt7WVoaAi73c6WLVt44YUX+NM//VPa2tqora29bhx9Ph8dHR2UlJRw4sQJvF7vot+fOXMGrVZLeXk5CQkJuN1uduzYQX9/Px6Ph9OnT3Pp0iUCgQC//vWvKS0tpa6ubtHG4Hb43ve+xze+8Q3a29spLi5e9Ltnn332jo61Uj5Qhv0b3/gGgUCAxsZGLl++zLp167h06RIJCQmL3ve1r32NX//615SXl3P16lWKiopIS0tj9+7dwLXJ8cUXX3xPzz0QCFBQUMDRo0eRy+W0tbWh1Wo5duwYr732mti9S7tqn89HamoqiYmJnD9/HgCPx4PP5xPHnJmZYWFhAa1Wy9jYGGq1GofDQWtrK0qlErfbjcfj4ezZs8hkMvx+P2lpacjlcvx+PxaLRXgDPB6PSNw4deoULS0tOJ1Ouru7cblcFBYWsnv3bgYGBggPDyczM5Pm5mbuv/9+wsPDGR4eRqfT0dzcLI5VW1vLiy++yMsvv0xtbS2dnZ04nU4WFhawWCzk5+ezsLDAzMwMGo2G6elpmpqaSElJYXx8nNLSUl577TXUajVbt24lPDwcu90uvv/CwgJqtRqr1UpSUhJJSUkcPHiQ2tpaLBYLr7zyCr/4xS/46U9/yqlTp4iPj+fXv/612KH29vYyOzvL0NAQYWFhnDp1irCwMM6dO8fo6Kg436SkJEZGRjh27BhjY2NER0dz9epVbDYb77zzDtXV1Wi1WgDOnz+PQqHAYrGwfv16XnnlFU6fPs2DDz7IqVOnKC0tZWFhgbfeeotdu3aRnJxMSkoKNpuNQCBAYmIiLpeLxx57jKNHj1JcXIzD4RA7cgCbzYbNZmN2dpaIiAj6+vr45je/SVxcHKtWrWJ6epp///d/Z3x8HIPBQHV1Ndu2bUMmk3Hu3Dn6+vpQKpVUVFSwZs0a/v7v/55AIEB3dzfT09NisVJSUoLf78fj8aDX6/H7/cTGxqLVapmbm2NoaIjIyEg2bdoEXDNqR44c4a233iInJ4cnnngCv99PT08PJSUlvPHGG0RFRYnFgtFo5OMf/zh79+7l5z//OYmJiahUKsbHx3G5XMzOznL58mXsdjsXL15Ep9Nx/PhxoqOjSU5OJjo6mhdffBGTyUR3dzeTk5N4vV7q6uo4e/YsfX19yOVyfve737Fr1y42bNiAXq/HYDDQ19dHQkIC4eHhvPXWW3ziE5/g8uXLvPPOO2zZsgWbzca6desWeYnkcjlGo1EYMul6r169Wvzc3t7Om2++CVzbsRsMBrq7u3nyySfp7+9nfn4emUzGyMgI09PTKBQK2tvb0Wg06HQ6AoEAPT09xMfHc/bsWXJyclAqlVy8eJF33nmHlJQUnE4nHR0dvP3225jNZiYnJ2lra6Orq0t42TQaDSMjI2RnZ7OwsMDrr79OeXk5crlczEX/9E//xOjoKC6Xi9raWqanp4mKihJzx/z8vDjWI488QktLC/X19bjdbubm5ggEAlgsFpKSkrhw4QLvvPMOZrOZzMxMnn32WTQaDX19fbS0tIjxSUpKoq2tjV/84hfU1dVx/vx5Ojo6SEtLY3h4mDVr1tDR0SHmqOeee44dO3bg8/no7Ozk+PHjREVF0djYSHd3t9jsnDhxgtOnT/PYY4/R39/Pxo0b+c53voNCoaCpqQm5XM78/Dwej4fs7GwUCgX5+fkcPXoUpVKJwWBgdnaWkpISmpqa2LBhAwsLC8LDU1xcjFarJTo6GplMRm9vL8nJybz55ps8+uijwiPS39+/aHGm0WgYHR2lqqqKzs5O8vLyxO+GhobIzc1d5BX4xje+cYeWZWV8YAy73+/n+eef59VXXwUgNzeX8vJyXnrpJf78z/980Xu//OUvU15eDlwz4ps3b+bQoUPCsL8fyGQyNm/eTGNjo5iourq6mJ6exu/34/f7cTgcAOImsVgseDweVCoVer2eqakpVCoVTqcTt9uNUqkkMjJSuCIdDgcKhQKfz4fX68XtdiOTyXC5XGi1WhYWFujs7BQPg0KhYG5uDqfTiVqtpqOjA6PRiNVqxe/3o1arCQ8PZ2BggPHxcR599FHsdjuBQIB9+/bhdDoB6Orqwu/38/rrrwPXXJ59fX3iAdVoNLhcLubm5oiLi6O9vZ1AIEB2djYTExOoVCpUKhVKpZKGhgaxY7JYLLS2tqLRaJDL5ZjNZtra2rDZbMC1FbhKpWJkZISKigomJydxuVy0tbXhcDjEpHX8+HFycnL493//d2JiYqioqODIkSMcP34cq9XK9PQ0cXFxwivR39/P6dOnSU5ORqFQYLVaOX/+PBEREURHR+P3+wF4++23OXfuHJcuXeLy5cskJCRw4cIFsfvftm0b6enpdHR0sLCwQHh4OG1tbXi9Xmw2Gx0dHVitVpRKJS6Xi6ysLBYWFnC73RgMBtRqNREREajVaiorK+np6eHVV1+ls7OTmJgY8vLy6O7uJicnB4/HQ0tLCzKZjJ6eHrHQO3PmDNHR0fz5n/85Go0Gt9stDJpGo2FiYoLe3l76+/v5h3/4B/H5999/PzExMYyOjnL06FH0ej0ej4f6+npOnTqFyWTi0qVLnDp1iv7+fsLCwhgcHKSzsxOtVkt4eDgHDhygv78fuVzO+fPnkclk1NXVkZycTG9vL5mZmWJhNzw8TFJSEgARERFMTExw/Phx1Go1xcXFtLS0kJeXR1tbGxEREZw5c4bJyUmKi4vp7u5mamoKmUwmnp2UlBS+//3vYzKZsFqtwpXc3NxMb28veXl5rFmzBqVSyfe+9z3UajVut5upqSnq6uowGo3C+yTR0NCAxWLB6/UyOTkJwIkTJ7DZbCiVSg4ePMiBAwdYvXo1Ho+HtWvX0t/fj0qlwuVycejQIWFU1Wo1fX19DA0N8V//9V+sWrUKvV5PYmIiU1NTrF27lri4OI4dO0Z8fDw5OTm8/PLL7Nmzh//4j//A4XCQmJhId3c3Ho+HdevW4ff7eeqppzhz5gxnz55FoVAQFRXFli1buHDhAg0NDczPz/O///u/7NixA61Wy5YtW/jud7/LgQMHcDqdzM/PMzIywuXLl4Fr4a709HQsFgvh4eFERUUxPDzM7OwsU1NTzM7OcubMGQoKCvD7/Rw9ehSdTserr77Kpk2bkMlkFBYWEggExLU/f/48k5OTrF+/nrfeeouYmBimpqaYnp4W4Zauri4yMjK4cuUKGzZswOfz4Xa7mZ6epqWlBYfDgVarxeVyIZPJ8Hq9ZGRkUFVVxfe+9z06OzvZt2+fGFe5XI7FYmFiYoLz588TFxdHY2MjL7zwAmlpaXz3u9/l7NmzNDQ0kJqaSmFhIR0dHXg8HuLi4picnOTw4cN4PB4KCgrw+XxcuHCB2tpa/H6/uO/a2toWLfQuXLggNmP9/f3CA9Lb24vP52N2dvaehIFuxQfGsPf29mK1WsnPzxevFRYWivhkMF/72tcW/ex2uzEajeLn2dlZnnjiCQYHB4mNjeXv/u7vFsV97hWvv/468fHxjI2N4fP5yMzMpLW1FYVCwcLCAkqlEq/Xi1KpFIZgcnISn8+Hx+MR8XH4vVEbHx8nEAjg8/mQy+XiJlIqlcjlcsLCwoiMjBSuVbvdLt4nk8nQ6XTMzc2JBYNMJsPn8+H3+wkPD0cmk+F2u+nv78disaBWq4mPj2d+fh6j0UhKSgonTpwgIiKC4eFhzGYz2dnZXLlyheTkZAYHBzl58iQDAwOMjIxgMplYWFhApVKhVquZnp7mvvvuo6urC5VKRU5ODlNTUyIMsW3bNlpbW1m9erWIU/70pz9Fq9XS2tpKUlISx44dw+v1YrVaMRgMpKenc/DgQfx+P+Pj46Snp7NlyxZef/11IiIiWFhYYHR0FK/Xy/T0NIFAgPn5eTo6OnC5XGIClMlkWK1W4JqhCAQCOBwOZmdnsdlsVFVV8eabb9LU1ERfXx/f+ta3xM6gp6cHp9OJVqvF5/OxsLCA3W7nzTff5OrVqzgcDo4cOUIgEGBmZoZAIMDVq1fp7e0lEAjQ0NDA888/z86dO0VMPCMjg7y8PEZGRvD5fDgcDuHFUavV6HQ6rFareN3hcIgFQ2FhISdPniQuLg6r1YrRaGR2dpaTJ0+iVqs5fvw4c3NzeDweEhMThSdjZGSEubk55ufnxXlcvnyZ2NhYvF4v4eHhOBwOzGYzp0+fZnBwkIqKCuGFCV5kVlVVMTs7y/nz54mKikIulzM+Pi6e4YiICHQ6HXFxcZw9e5bR0VEeeugh5ufniYiIYNWqVRw4cIBAICA8RNHR0VRWVnLu3DmMRiNXr14Fri2OjUYjDoeDvLw8pqamOH36NC0tLdTU1ODz+RgZGcHr9aJSqXj11VcxGAxoNBo8Ho/4dymHDx+moKCAsbExAOx2O4mJiRQWFrJv3z4ROrt69SoqlYrp6WnkcrlYwNhsNpqbm7lw4QI7duxgamoKh8NBbW0tw8PD/M///A+lpaW8/vrrpKamMjAwgEaj4fTp0/h8Pv7zP/+Ty5cvMzMzg8vlQq1WCw+Aw+Hgt7/9LSqVirS0NKKjo6mqqqK2tpYHHniAv//7v+fs2bPo9XomJydRKBR4vV4GBgbEBmBiYuL/s/emwXWe5fn4dfb96GySjnZZkm15d2wncYidpJCGJTBQ+gFCZtoyGeiHDs20zJTpl05aCoUydJuWKSktMyE0JLQOISEJjol32YpkW472Xefo7Dq7zr7+P7jXnVciYU0Y+P94ZjxRtJzznvd9nnu57uu+buzcuRPRaBSVSgUDAwMIBAJIJBJSNvD5fKjX66jX64hGo2hpaYFOp0N/fz8ymQz8fj82NzcRj8dhs9ng8XgwPT2N8fFx6PV6TE9P4+bNm/jKV76CVCoFt9stv0vUJZvN4sKFC1Cr1QiHw5iamkIqlYLRaERXVxfUarWU4W6//XYYDAb85V/+Je655x40Gg1UKhV4vV643W5897vfxfT0NPL5PHK5HI4dO4ZHH30UKysr6OjoQKlUwjPPPCN8nNXVVXz84x9HLpfD0tISnnnmGXR2dsLn88FqtWJoaAiZTAY6nQ4jIyMYGhrCkSNH0Gw2YbPZJEAFbnGKQqEQgFt+aH19HWazWex6Pp//uaH8t2P92rDio9EoAKClpUW+53A4BJ58q5XNZjE2NiY1VgAYHBzEX//1X+PixYt45JFHcOLECTmob7ZI0OG/XxQumZ2dFVJRvV4XR8rFmmy5XEaj0ZAakEqlgtlsRrPZ3NLjSMieNUSdTiekDDq6jY0NpNNpZLNZaLVaaDQaWCwWed9sNotarSYkvEKhIBHo6uoqUqkU4vE4ms0mGo0GqtUqWlpaBI59/vnnEQgEUKvV5KBduXIFZrNZvm82m2G326HT6eTgqlQqIXCpVCoEAgE899xzuHbtGq5cuYInn3wS1WoVExMTSKVSeOKJJ3Dq1ClcvHgRNpsNwWAQs7Oz0Ol06OzsRDwex2233YaDBw9idHRUPnssFpMMkPVP3tf29nb09vbC4/HA7XYjlUphYGAAjUYDXV1dCIVCKJVK0Ov1OHv2LGZmZjA3N4eRkRHMz89LZn7p0iVMT0+jWCyi2WxKeYTObXp6GpcuXcLCwgI2Njag1+vR39+P48ePo729XQI2jUYjwcN9990niAjwRs3+mWeeweXLl3Ht2jW88MIL2NjYwMTEBObm5hCNRqFWq3Hjxg2B6Wu1GmKxGObn56HVajE6OopqtYpr164JktHW1oalpSWEw2FBVWq1GvL5PIxGoyBEoVAIp0+fRqVSkezr+PHj8Pv9mJiYwK5du6DRaPDggw8ilUqhUqnA5XJhYWEBm5ub8Hq9uHbtGubm5lAsFjE2NoZr165JcJXL5cQZ9vb24j3veY+Q93Q6HZaWlmAymTA4OIhMJoNCoYCJiQmk02mEw2F8//vfx/j4OFKpFGZnZ6W8oVarsWfPHhQKBTidTlQqFdjtdqTTaeRyOZhMJvzxH/+xBNDlchkGg2ELDwe4FUy3trair68PBw4cwIEDB1AqlXDjxg0sLy+jWCzCYDBIgGk0GhEIBOQ8GgwG5HI55PN5uFwuaLVa9PT0QKVS4Uc/+hHOnDmDsbEx2V/79u3D2NgYZmZmoFKp8Oijj2L//v14//vfj/b2duzfvx8ulwtdXV0SMK+vrwOAEObMZjNsNhsymYyUbw4cOIDz589Do9Hg3LlzSKfTuHnzpjhd8iSSySQ6OjrgcDhw/vx5VKtVLCwsoFAooLW1FY1GA6lUCjabDdPT05iamkIsFpOSQ3d3N9RqNcxmM0qlEgKBAPx+P9ra2uDxeFCpVDA0NASfz4eFhQVcvXoVRqMRyWQSer0egUAAer0e169fx+XLlzEyMoJyuYy1tTXJnuPxOCwWizyfVCol5YZYLIZnn30WBw8exIEDBwRx2LdvH1wul9jhaDSKzc1NXLlyBbOzsygUCoL+raysYHV1FRsbG5Ls2O12SYi6urok+GeQ2Gw2hWBqMBiwsbGBZrOJUqmEbDYrSRod+9u1HnvssS1+6ietX5uMnWv7Bf+0Zv7Pfe5z+Ku/+qstbMkvfelL8vWHPvQh7N27F0888QQ+97nPvelrvF2CAVarFZVKBfV6XbIQg8GwpW6uXITmgTeYptsJH8zgAYhRUv4/V7FYhNVqhUajQalUEvifh6BSqUCtVkudvVwuS9BULpcF9mpvb5fadLFYhFqthsVigdFoRGtrK44dOyYZPHDredntduzevRvJZBKlUknq0eFwWJCUu+66C+vr65IV1ut1FAoFdHd3A7hFbCEqYLPZMDw8jLW1Ndxxxx1YXFwUNjxhz0KhgFgsJiSqaDSKQCCAgYEBzM7OIhqNSgng9OnTaG1tRSwWw8rKCsxmM0KhEAqFAlQqFVpbW6HRaOB0OlGv15FOp1GtVqXU8IlPfAKPP/44AoEAlpeXxaiPjo5Co9HAYDDgyJEjkuVMTU1Bo9FAq9VKhwIz9tbWVqyvr+Pll1+GVqsVZKVWqyGVSiEWi4lB/ehHP4rV1VX09PTg/Pnz0Ov1yOfzyOfz8Hq9aDQa8Hq94qT37duHmZkZVCoVFItFQQpaW1slcG42m5IdxuNxRCIR2O12JJNJWK1WfPazn8WpU6fwve99Dzdu3IDRaMQHPvABXL9+XWBRi8WCbDYrQWexWITFYkEoFBLIvFarQa1Wo6enR6BYBgDXrl2DRqOBz+eDWq3G+fPnUalU8NRTT6FQKGD37t1wOBwIhUJwOp04c+YM7HY7Dh8+jG9961v40pe+hNdffx21Wg2Dg4O4ceMG3G43VlZW0NLSgqWlJVQqFdy4cQN79uyR7hBed7VahdFoxGuvvYa1tTUAwO7duzE9PS3PhGdvYWFBOljS6TTa29tx8+ZNtLe3o1qtIpfLCdmyWq1iZGQEg4OD0Gg0+PrXv47Z2VnU63VotVqBuwuFAux2O5599llks1msrq7i+PHj+Lu/+zt88YtfxI0bN4Qwd/36dRgMBmSzWQC3kDoGFxqNRj57MBgEcKs0aTabkUqlsL6+Do1Gg8OHDyMcDmNzcxNtbW04ceIEgsEgWltbodPpoFar0dvbC7vdLuUcl8uFF154AclkEt3d3fjHf/xH3HXXXdjY2IDRaMT6+jpu3LiBZDKJTCYDlUqFfD6PqakpLC4uYnNzE5lMRso4KpUKhUIBoVAIPT09GBkZwfLyMvL5PHQ6HS5duoS5uTlBIVUqFdra2jA5OSkJh91ux/Xr15FMJtHV1YXFxUVcvXoVPT09AIDW1lbMzc3hypUr8Hg8eOmll7CwsCBcJoPBgHw+j0ajgVdeeQXRaBQul0sSAyKj6+vrCAQCcDqdWF5eht1ul64NklK5t3K5HE6dOoVPf/rTcj6IzCaTSRQKBRSLRZhMpp/Bg/zk9dhjj21JOn+Sc/+1ceysdSkZrMqv32w9/vjj0Ol0wvh9q0XI651czWYTS0tLwkwGILXjNwscGHWx1k3CDhngZrNZaqTVanWLg2edXbmIEDQaDTG4lUpFskVm84xKdTodDAYDgsEgNBrNlgyQrTQAEAwGUalUsLi4iFKphEuXLiEcDsNkMiGXy8FutwvT3OFwIJFIwGAwoFqtSntaNpuFRqPBxsYGLBYLvF4vNjc3YTQaUSgUEAwG0Wg0cPr0acTjcVy7dg07duyA2WwWRnaxWJS2PJLearUa9uzZg3379olB4331eDywWq1obW2F2WxGV1cXkskklpeX5XPxHobDYTQaDYnGCXOnUikUCgW89tprsFqtcq/YynT16lWYTCasrq7iq1/9KhqNBjweD3p6erC+vi5/WyqVsHv3bqytrWFwcBDXr1/HlStXEIlE8OSTT4ohICeDLYojIyPI5XLo6OhApVJBo9GA0+mEz+eD1+uFwWBArVaT5+7z+ZDNZhGJRGC1WoWD4fV6EQgEUKlU4Ha70dPTg09+8pO4cOGCsOnNZjMajQZ6enpw4sQJnD9/HsePH0ckEsGuXbvwyiuvIJ/Py56hAWP7pNVqxcjICPbv34+zZ8+iWCyKwa9UKshkMlhcXEQ+n8cPf/hDPPDAA2IINzc3MTMzA5fLBafTCa1WC6/Xi0uXLokxJ7Te1dWFtrY2rK2tSTAfj8fR29sLl8uFnp4eCaYuXLiAS5cuwe12o16vw2g0IhaLoVqtShDZ39+PWCyGZDKJSqUihrhYLCIcDmN2dhYOh0OCXbYcEiLPZrMoFAoYHx+X++N0OmEymWC1WvEXf/EX+MIXvoCdO3ciEAigvb0dx44dg1qtlv3W19eHtrY2xONxZLNZ3Lx5E36/H0ajEbVaDaFQCEtLS2hvbxe0YWFhAX6/H52dnfibv/kbOBwOCU7Pnj2LlZUVFItFHDlyRBw/HRdJfGq1GlqtFs1mE3q9XhIBljbVajVcLhdOnjyJr33tazh27BgmJyfh8/mg1WoFGclkMsjlcvD7/SiVSsjn83A4HMLXMZlMaDab8Hg8mJiYQCwWg8PhQF9fH+bn59HT04OrV69uIRdmMhlMT08jEAhgamoK5XJZglq+x40bN6R232g00NHRIW2/JN4ODAygXC7j3Llzcj9NJhOy2SwajYZwRvx+v6CoS0tLSKfT0Ol0qNfruHjxIt73vvfB4XBIYtHe3o7JyUlcunRJzl8ikcDIyAhMJhMajQbOnDmDWCyGyclJ/MEf/MHb6W5+6vq1geIHBwfhcrm2tELMzMxs6XVVrmeffRZnz57FP//zPwO4VesAgFgs9mOM+Gg0is7Oznfmwv9vMXpiFqhSqRAOh4W5zvY2LkLfSsfPn6vVamQyGWxsbLzpeyl/n0Q5ZugGgwFWq1W+bzAYhEjHVavVhNDRaDRgNBrFYfl8PrhcLvkMra2t2LFjB6xWq8BLpVIJ1WoVbW1teNe73iVZY3d3N8xms0BW2WwW+/fvR09PDywWC44ePYr7778fhw8fFmZpOp1GoVCAXq+H0WhER0cHarUa1tbWkM/nEYlEpC5WLBYxPDwMo9EoJYkXXnhByjepVAq9vb0SMBmNRomw19fXhQHOjEqtVsPhcCCXyyGbzcLtdqNUKgnJamNjA1qtFgMDAzhw4AAWFxfF8JVKJWnxete73oWDBw/iwx/+MNLpNAYHB6HT6bC4uIjW1lb09/ejWCwiFAphcXERLS0tOHz4MLxeL4xGo2RNfr9f6pmHDh1CPB7H+vo6fD4fyuUyNBqN1LUZvLGOGgqFYDQa4XA4pC5/7do1gTeVpRgiKqVSCdPT0+jo6JCSTi6XQ2dnJ4xGo+w1tluyFYyErtXVVcTjcdlLRH02Nzdx8+ZNzM7O4oUXXkAoFMLm5qZky+vr64hGo1sCSxKgGo0GRkdH8cILLwjsarFYYDAYsHPnThw+fBgf+tCHoNPp4PF4oNPpYDabkUwmMT8/L8hUV1eXOCWVSoUrV64gHA4jmUxiY2MDmUwG73//+yV7DgQCWFlZweLiIoLBoASwLH2o1Wp4PB4piZFbYDAYYDKZ0NvbK+jczMwMDAaDsNBtNhuOHTuG3t5eBINBBINBLC4uYnR0FH19fejt7YXb7YbdbsfTTz+Nl19+GZubm9IWy9Y0MsdXVlaQTqfR0tICq9W6pebPADyXyyGVSqFUKgmJttlsYmNjA6+99hpWVlbknCqDWiV6xPa3paUlOSu0W6y1E3166aWX8D//8z8Ih8PCkq9Wq2htbZVAO5vNCpFVrVajs7MTHo9HuiUsFgvcbjd6e3vR0tICp9MJjUYDr9eL7u5uCcxUKhUMBgPuv/9+6UBaW1vD9PQ0+vr6pHSxd+9egdZpu6rVKtRqtZAzz58/j0gkgkgkglgsJsGVErmoVCp48cUXMTMzA51Oh0KhILognZ2dEpivr6/D6/UKmulyuVAul8U+/irXr41jV6vV+NSnPoX/+q//AnDLUU9MTODhhx/G7Ows3vOe90iGdeHCBfzLv/wL/vVf/1UIE3/7t38L4JZj/epXvyrQ9tjYGMbGxvCxj33sHb1+1liYzdHw6vV6YUArM3caVwDyuXh4DAYDjEYjqtWqvA6ZziqVCkajEXq9HhqNRjIHJYmJRKhGoyGwPAlS/Md6EABhrLMGHAgEBCEgAUoJsTYaDTSbTQkgSPTA1WRFAAAgAElEQVSamZnB8vIyNjY2EAqF5L2Wlpa2GBngFhvXaDTiypUryOVyqNfrsFqtqFarsFgs2L17NxKJBM6dOyfZBQBcvHhRiJZmsxn79u0TmEur1Qri0Wg0cPToUZTLZYyPjyOdTgtkTWfIg06W99ramggFpVKpLUI9NCaFQgGzs7PSFufxeFAoFJDP52EymaDVajEzMyP3XqPR4OMf/ziy2SycTqdwHEwmE0wmE8xmM9ra2uB0OqHT6QQtuHr1qtTA6/U6DAYDksmklFPS6TTy+Tx27NiBlpYWdHR0oKOjA/V6HWtra1hdXUUgEMDS0pKQmXw+H+bn5/HMM8/gy1/+MlZWVqS7IJ/PY3l5Gf/0T/+EU6dOSaCsUqnw2muvoa+vD41GA3a7Hd/4xjdw8+ZNTE1Nwe/3IxaLYWZmBrOzs7h58yYSiQSSySR0Oh0qlQra2tqwf/9+3H///Th58iQSiYSUYyjkxK6RfD6PoaEhtLW1wW63Y3l5WWB/GkeNRgO73S6BTrPZlMCGKEWhUJCe+vX1dbS0tGBwcBCFQgEjIyMYHx+HwWDA8vIytFotpqamBPIlG/zb3/42isUipqam8Prrr+PGjRtyVpiJ2u122O12qcNqNBqsrKwIopHL5ZDJZLB79260trYKCdJoNCIajUpLHEtLZ86cEbLixMQEMpkMtFot2tvb0d3djdtuuw0f/OAH5f45nU4Ui0XE43F0dXWho6MDPT096OrqEk2LxcVFZLNZGAwGrK2t4dVXXxUUjugfOzeWl5extLSEl19+GRMTE1hfX8e1a9fQ3d2N1tZWsWFqtVrOx7Fjx2AymXDy5EkMDAwIlF6v1wW1MRgMaDabGB4ehsvlgtvtxtDQkIjTMIjnHtfpdIhGo8jlcnjxxRdx9uxZqYXz3CYSCbjdbnk/JjHFYhHPP/883ve+90GtVsPpdOLatWvw+/1iS1gqPXHiBLq6utDe3o50Oo14PC4dByQZVyoV9PT0SPDELiTgFo/H6/Xie9/7ntik9fV11Ot16ZV3OBwoFotYW1sTjsQ7vX5tHDvwRh/78ePH8dBDD+Gpp56C1+tFJpPB3NycZHkPPfQQzp07B4/HA5vNBpvNJlC71+vFRz7yEfzu7/4u7rnnHnzmM5/Bs88+i507d76j165SqaQvkg6Q6mwk7SgdOwVJlBB7o9GAzWZDLpdDoVCQbN5iseCBBx6QzJtOe7uxY+atFBRhkKDM3E0mE/bs2SOtVgw8XC4XdDodSqWSEPncbrd8PsJ4JMw1Gg0hoPl8PiFm3Xvvvdi5cyc6OjpQLpdx/fr1H3PszB5qtRrcbjeKxSJGR0eRyWRQKpUQDAZhNBphtVqxY8cOdHZ2YufOnbBarejq6oLVaoXRaJQMpl6vIxKJ4MUXX8Tw8LDcn0wmg/b2dkxNTaFer8s+MRgM2NzchMPhQKlUElIXyS86nQ5tbW0wm82YnZ2F3+/H+fPncerUKTgcDqhUKnR3d0sZpV6vY3Z2ViBKZk2Ec4PBoLDRgVvqbORDkFWdTqfhcrmQTCbla6vVCrvdjnK5LBoIZPR7PB5BbRYXF6XVzuVyoVarwel0isJdqVSCzWbD3XffDYfDAYfDgQceeAADAwPo6elBW1sbdDodkskkAoEA1tfXcfPmTSSTSeRyOVitVtkbpVIJO3fuhMvlwr59+7Bz504MDg7CZrMJCXRwcBBtbW2w2WxwOBwwm80YGhqC0WiUvuk///M/l0zV6/UKUlQulzE8PIx8Pi/lFZaagFvKhalUSpQJo9EovvWtb0ngBUDqmi6XCy0tLcLdoLpgJBJBb2+vlD2i0SicTic2NzexsLAg2gd6vR7vfe97JTtTImR6vV54DwxkAWB1dRVra2tIJBJ44oknEAwGRQ0vk8nIGWLffS6XQygUQiAQwP79+2EymVCpVLCxsbEloyWHR6fToVqtoru7G+973/vgcrmg1+vR3d0tn79araJcLiOVSmHXrl3wer3SldLf348dO3agXq9jaWlJ9nsmkxEUiq2wdPbUOWB3DVvXCoWCCEUxW6cehcFgEDg+HA4jHo8jlUqhVquh2WzCYDBIOUmr1cJiscDlcqFYLEqZR6PRYGBgANFoFFqtVrpeSJKtVqs4fvy4IGnj4+Pw+/0YGhqC1+sFcCtx8ng8aG9vl6REr9cL9yCTyYijZkBPhCubzUqnCe+9EvVKp9PY2NjAM888g2QyiZWVFSwsLGBqakpsg9VqRaFQQDgc/plVB3/Z9WtTYwdu1aTfTFjm+PHjQg4BsOXrN3uNz3/+8/j85z//TlziW65mswmj0ShQIHCLHFev1wX2ZY1r+6Jz12q1UvNjextfb2JiQohvhN0ZKPC/hKDNZvMWNiYFKZTZLGujZNqz1YXXyDoRDzNfl4EFldRWVlag1+tF7jaTyQghi9EyM6Le3l4hr1A2FwDuvvtuIQMxuKhUKtKGY7PZhIiSyWSwubmJUqkkPf7PPfccOjo6oFarEQqFJNJuNBpCNAsGgzCZTAiHw0Kcs9vtwuIvFouoVCqSUTFzsNvt6O3tRX9/v0Cz2WxWRIOUNcN4PI7u7m5ks1lxtkQXwuEwPvGJT2BjY0OcLNt/JicnodPphFjHTLCtrQ2jo6M4ePCgIDTsA+Yz0Gg0aGlpQSQSwdramsDqBoNBgqkPf/jDOH/+vDhvcioymQyMRiM6Ozul716v16NQKEi2Adwqb/H7jUZDjDWNKV9HpVLJ/Wdb2ubmpgSfdBxkHBNqTqVSQgojlD87O4v19XUcOHBADP2NGzdE5c/hcMDj8cBsNqOzsxOXLl0SXoPX65Vzk0wmYTKZMDExgYGBAdRqNXR1deH06dOiTnb16lVEIhF84AMfwOTkJIrFIubm5tDW1iZn4fTp00gkEhJcsAxCRx+PxyWocTgckjk/8MADePXVV6Ws1mw2hZx1//33Y3JyEsFgELFYDGq1Gs8//zz27NkDq9UqOges9yeTSdnbDK5JZpyensYPfvADrKysoKenB0ajER6PRxAtpWgV71EsFkMkEpG2ukwmI/oDkUhEkgWPxyPPnAlCrVZDe3s7lpaWYDAYoNPpYDQaEY/HJehub29HNBoVp5xOp+F2u5FIJHDffffBYrFArVbD6/VKQnLgwAFRiOP90ul0kgSEQiGpZxeLRVSrVbz66qtyD6gjwHo6X6Ovr0+6M4BbgU8gEIDb7RZ7Wy6XpbedCMfq6qqQLrlfE4kE9u/fLwI+5PEwSOrs7MTy8jL6+vrETs7PzyMYDMLj8cDhcLwtPucnrV+rjP03fbH2SedNiJnR3nYSnVI/HYBsGjpSZrfMNA0Gg7R+qNXqHyPmsbZKOBJ4I3Jn8GCz2WA0GuF0OoVUVCwWBWLk+/LvA4GAML9JduOB37dvH4xGoziQQCAgDpitOGtra9K3fPnyZbS0tKC7u1si3/b2dqjVasncmDWzVFCr1US9qbOzEz09PTCZTGJwyZZmrygDHvIXyuUy5ufnpW2nu7tbyDPM1OLxuLR8UWte+VrUfGf5wefzYWpqCqdPn8bq6irMZrMY80wmg+XlZRHPMRgMuPPOOyXjogGLxWJCZKvVavB6vUIK4vvyWlh6ueOOO+RZOJ1OuFwu0b8mia67uxtWq1XunVarxfr6OlpbW9He3o7Ozk5hKz/55JOYm5uTnn8A0kfscrkk+9u5cyfW19fR09MjoklUQVxdXZXglWJIRqMRfX19MJlMaG1tlZLD7t27hchZLpdx6tQpxONxIVIyeAiHw6JhQPGSQqGA+fl5Eamp1+tYXV3FjRs3BBJmn/Lc3BxWV1flOba0tMBkMqGnpwc9PT2irMbskOhTe3u7MK7dbrfoURw4cACdnZ0wmUxIpVJyprgvlG2pDLbYmkjDnkgk0Gw2kU6nUa/X4XA4EA6HUavV0NLSgkcffVScK/cur5s14lQqJa1q5XIZ6XQaIyMjwvhva2tDLpdDsViERqMRRxUOh5FOp2G1WjE4OIhYLIZz587h+vXrmJiYQCQSQSgUwl133YW1tTVsbGxgYWFBzgWDIwYVRHFsNpskEyqVCnNzcyKyxTkC7J9vaWkRUSDuTSYvm5ubom2fTCaxd+9eyZjL5TJGRkZEIY+Qez6fx0svvSRlJGpPFItFOJ1OBINBzM3NiX202+3S8VAoFBAIBKRVDwD6+/sFIWQLbFdXFzY2NlAul5FIJGC1WjE2NiYaDTyrwC21yFQqhT179qBcLiOZTOLUqVM4d+4cvvOd7+C///u/ceXKFSl/vtPrt479bVrK3kI6dm5cOmhlywNJQUroPJ/PY35+XhwxNw2ZsN3d3UIA48+VpDiXy4VmsykGmYGDMkBgthsKhURRy2w2w+VyoVQqwWAwwOVyicgNWdqE3ZhZtbW1SXZiNptFGY9ZLt8zHo/D7XaLTKjH48Hy8rJAdSqVCslkErFYDEajUTIFMrubzSampqYEjs3n85I5KgV7Njc3BQVgWxWzmWKxiNXVValXEg40GAxCwGI2rOQt8JmQuMZggLX1oaEh3H333ULIIyM7FAqho6MDt99+u8DXBoMBPT09Io5SKBQwODiIRCKBUqkEk8mEO++8c4vCWrPZREtLCwYGBtDX1yeiRizzkG1O+J169eFwWJ5HsViUGmsikUChUJDSTj6fR7VaxeXLlzExMSHzCFQqlRClfD4fXn75ZYyOjkpLEO+Zy+WCy+XaQthjHX50dBShUAgbGxtIJpPCCmc5bXNzE8vLy9Dr9Th06JCQ4Whs77zzThnCwxJXMBgUIhf3JvcwnZ/X68X4+LhIGnd0dMDr9SKfzwt7f3R0VBCQdDqNaDQqwS2dDNET8i2SyaRkwiTPhUIhIQbm83kJqi0WC1KplDgwlUqFSCQiEqmdnZ3iIFtbWzE1NYUvfelLgqJdvXoVN2/exMrKiqCTLS0tsFgskhFqtVpYrVbs3r1bxLByuRzUajUWFxclUPX7/fB4PAKra7VauN1u4WpotVpEIhEJGrxeL44fP46enh5phzMYDNJRQ5vGcqNKpcLa2hqSyeSW2RCZTAbz8/NYW1uDVqsV3g7RxHA4DL/fL22J7HIpFArw+/0SECj1PpQtpBqNBrFYDPl8HnNzc/D5fBgcHJRzferUKbz22mvo7OzcIupFEis/Q7lclj3Js0U7bTKZhHPBIEiv1+O2227DU089hT/5kz/Byy+/jOnpaeFnWCwWWK1WQS1ICP74xz8uXTO/ivVbx/42Lm4IwnNsdwMgDo+LLW3AG47X5XJh165dcLlc8j2tVisGj+Q4AFIn4mvTQfNnvA4lMQ645ajIUK5UKjAajWhpaRElO2YvnI5G0h9ZtWtra2L4yVyvVCriEFtbW0X8gQxTKt+RYDg4OCi9/ozcKS7B3uBEIiE1VkbvhOhZolC2/bEDoFqtYnJyUoxXKBRCIpGAXq+XwECr1cJkMklgxWsjykBCD5EHlUqFoaEhaLVa0cdm/VWv1yMSiUCv1wuzl1nd8PAwNBqNQPR8P8LcO3bswB133IFSqYTu7m685z3vkQyBhrNSqUjmQWIZ25AIUzqdThw5ckQIU3QA/AzMAunI2WNLHQO32y1Gk/vV4/HA6/XinnvuwbFjx+B0OtHS0oL77rtPMl62V3EvdnR0SEZ+xx13SDBGgmJLS4uUEhhcHT16FL//+78v2vDALf7DzMwMYrEYNjY2hFxHYtPMzIxkwoTG6RRonClUs7i4CJ/Ph42NDYyOjqJSqSASiWDnzp3CIdixY4eUjIrFIrxeL/bs2YOuri5ps1v7v0EhvEYGXkqFRQbBarVa2uZ4XovForSTUpN+YWFB6sBkgjOj5P0/cuQIDh48KPuQoip2ux39/f3Cgq/X60IkM5vN2LFjh4hPsfOAiNQHP/hBuFwuCVKsVivuuece9Pf3yz7z+/1YWFiQzwbcIjQTzicBlTaGaMvq6ipqtRqsVis++MEPwul0igjO8ePHpY//6tWrCAQCwu5niyGDZwYVfG3uAaIDJLWxrdbv9wuKyaFYDFS5lPYDuDUH4MaNGxJ8NhoNWCwWCf7p+AOBADweDz71qU/BarViZWUFN2/exKc+9Sk88MADsNvtePe73y1nvKWlBeVyWUqR2WwWXq9XgqJfxfqtY38bl1LJitGtVquVjUjjqVKp0NLSIpuYBCc6Q5VKJU6bvbIAxIgCkBonM0saWZJeWFfjZiJyQOdEA+TxeKQPk85OWcOnk6nXb0ncDg0NwWq1AoAwVCnYQpIelZco/rCysoJqtSoZ5rVr1yRjC4VCcLlcaGtrw+LiohCDotGodBmwL3xhYQHJZFJIiVarFQsLC/jRj34k7XcAZNgOp5sxeGAL0vLyMiqVigh4UNBFiYYQUSGB7YUXXkC9XofL5UL//008I2chkUjgjjvuwMmTJ+H1epHL5TA/P49YLCZBFZ8Hux4YmLCNhxwNACJ1OT8/D5vNhoGBARw7dgyZTEaEWdgOxGzK7XYjFAptaaskE5fBj9PpxPT0tEzlSyQSokFAVjpFj+i4EomECLdQ1YtoAYPAaDQq8DwDtF27diGbzYriYy6Xk46JXC6HsbExFItF3HvvvdDr9cKEJuPdZDIJuYrIldFoFOKnw+EQMiFbE4lkMKtlzV2r1WJpaQkXL17EwsICMpmMBJcs2+h0OoTDYRSLRcRiMXz9619HIBAQpCWXy8HtduPOO++UwKZSqYhuAANRCqnw3IXDYRGYWVhYQCKRwMrKipTLjEYj8vn8ljHNPCfsomBte2hoSFAAjUaD6elp/O///q88z507d6LZbMJut4tOA0lppVIJGxsbSKVSUoravXu31I6LxSJyuRxcLhdisRj279+Pvr4+6PV6bGxsYGRkBJcuXRKHrrR3JIR1dXVBp9PhyJEj2LlzJ37wgx8gnU5LKxlLeH6/HysrK+jq6oLH48Hq6qqcO5PJJFA2S43M2hnE8Sw3Gg0R5kqlUtLJwf3E8gzJrUajUV6r0WiIbgKVGA0GA7q6ugQhIvPeZDJhcXFRdDWCweCWGQbcn93d3fI6PH9k9/Os/dax/4YtSmbyay46eABSXwPeYMUDEDEIvV4Pj8cjjoVZPiNZZoZ00szGmWkxKHC73ZJNAhAEgBAiM1uS+7LZLA4dOoSuri6pG1GNymQyicpZtVoVODkYDIoKlclkkqyfwhx0ZtFoFJFIBLlcDrFYDD/4wQ/Q29srbH9mWdS37u7u3sLKV4oU0ZC0t7dLYEPtcbvdLsHIwMAAHA4H7rrrLjmgAJBIJBCJROB2u+UZsQ2HUC7fmwZXr9fD6/VieHhYMn5mlD09PUIgq9fr0kNvMpngdrtx4cIFmYVNLfodO3YIcsH9wWynVCrBaDTCbDYLQkMlNY/HI1wLq9UqkplmsxmZTEbmfff29m5pXaTuP18rEAjI5LZ6vS77i6UIZtRqtRqJRAJLS0tbOhKYgbNubrFY0N/fL5k65wBwyAmd/cLCgtTDW1pa8N73vlcQFZ4bm82GPXv2iIqZUnvbZrMJpH7+/HlRB9TpdJJNazQa7Nu3D/39/RLU6vV6HDhwQJxtNBrFysoKpqampI2R1762toZGoyHqfcPDwxLccvwts1UG3yTMMTjjZLZKpYJYLCbyv8FgEB0dHaJr8KEPfUiCfI/Hg83NTdEw0Gg0OHbsGIrF4pZa9P79+0WrvF6vS2sa69/NZlNmF1BYiqzsbDaL1tZW0YwgiZCqfIVCAdPT0yiXy/D7/TKwhryNHTt2iOwx7wltRTabxc6dO0VpU6vVoqOjAy0tLSKOwyBsY2MDQ0NDOHjwoKAibOulngE7dHh2iZCxZMlglu2lJCYSKWM5qVwuS0kgkUgIN4HPi1K8CwsLQpIbHx+X7h2er+7ubuzduxfFYlEQFRJQySspFAqyvzjfg8JcLHuytfRXsX7r2N/GpWS8KzNpLsIzhIUZ+fb09GzJtKiMxbolSVvr6+vi8Om0WXNSqVSIx+NSJ2aEyrohv0cuADcpW092794trVc0gh0dHTCZTDIKlo6l0WhsycQSiYQY1t27d0OtVkvfq5Jksm/fPtx55514/fXXZSAIgxI6UNZsWednLy4ACS7ouNj73tvbC5vNJlkT7z371jlcwu/3o1arybhSJUxHYSHq7DPDZqbDWjv15tva2tDX14d4PC4KgbxG/svlcmhtbYXVasVrr70mECMhUe4JGl72vBIuj8fjcDqdCAQC2LVrl5CgyGE4fPgwBgcHEQgEsLGxgV27dqGlpQX79+8XQSGOZy0UCtKuRQWtQqEg7F9mIxwGwqwmnU5LOeC5557D008/LXVKs9kskwMJZRaLRbjdbuFHkG3M4UQbGxsyuWxwcFDaIemEgVszF5hJsgedToszDBgckThYqVQEJrfZbPD7/QLLezweeDweOJ1OIY/F43GUSiVplaTT4PssLS3JeSwUCqIDz2CWWRqdEmu1lUpF2rrC4bAExRydTIa0TqeToUD8HGR8W61WQb4OHz4sQSznHUxOTkrgTv5EX1+fKCiyVZZ8GKWMLe8RbQqn/c3Pz2N+fh6XL1+WqXtsb929ezfcbregM0TMKE4UiUQQjUalZZN7lOgFA8V0Oo2pqSlJKpgQkKxGbg3Z7y6XCyaTCYlEAmq1Wjp1eA7ZNsjvVSoVmdQIQMqNHR0dSCQS6O3tFZtAB8+gdnBwUMh5JLEy+yZ7P5vNYm5uTux2Op2Gw+EQ4RxyhqiGxyE7XV1diEQiGBsbE72Dd3r91rG/TYuEJy4aNTpTAEJ4UaqesU3EbDYLDJ3P59HW1ibOhTU5AGL8duzYga6uLsmaKNsIQDTemX1xI7Jn3eVyoVqtwmAwoL+/Hx6PB6Ojo0IiYvTJXmD2S5vNZiwsLKBWq0mmzkyXcJYyayUC0Ww2hVjHViyr1So13mvXrknGa7PZRKeePdPRaFSiYdZWqWhF9IIOvVwuyzVy4lN7ezvsdruozwWDQRloQ9EfOnq73S5jUovForDJg8Eg8vk8/vAP/3CL4wqHw7Db7Zibm5OpXsxAI5GIzIIGINLAHJ9ZqVTwb//2bzIylZkC+6FZ969UKjh//rzcD3IkVCqV9PVWq1WcPHkS1WoVu3btkuDh7//+7zE2NiZjXHt7e0UhjjwBOnDe67Nnz+LChQtSLmLW2Wg0RAffYDDA7XYjEAggGo1ieXlZyGHc7xRLYtap1+slEHz88celLW59fR16vV7KLZFIRNriAGBoaEhq7IlEAq+//rqwlHfv3i3lDBpgm80m9e94PC4DfCqVCkKhECKRiGS5JBgqYd9QKASfz4doNCqG2mazyTNjYMyhM0RHAEjbJzM21qd/7/d+TyYx7t+/X3gcLpcLy8vLCAaDgrS53W4ZIDUzM4OlpSVEo1GMjY1J+aOjowN6vV40ANxuNwYHB+F0OmUgDslxS0tLAG6VYtimWSqVZAgUSx8kLfb396O9vR2FQgGFQgHJZFLeg8NhCClTYKfRaGBtbU30G/h7HMxEwi4nW/b09OCee+4RmJzteOxkoKywVquV61BqYbDdkXut0WgIufj73/8+IpEIrly5gmQyiYMHD6Kvrw8rKyvyjCgpTKldjont6uqSDqZoNCrB69TUFJ5++mmMj4/jzJkzGB8fx3PPPSf3eGVlBXv37pWzcPXqVUHZ9Hq9SPwqeVbv5PqtY38bF6P+7Q6eNTGz2SyGlLVARtDKQ00Yy2q1ivMHINKabOPK5/Po7OyU1ha+FrMoQsRKBTteC+t2O3bsQKPRwPLysjCT2U/P91heXpa/UTLtmfVR+YuvTeIS61m1Wg1tbW2SuVGmkaQ6EuRCoZDU7zkgh3AtNcUZ9WezWTgcDskAv/CFL6BUKqGvr0/quKlUCu3t7aIWRZIe4dS2tjYJCJgBORwOga8ZdZPRbDKZcPHiRXz3u99FMpnE2bNn4XA4ZCTswMAAtFqtzHSvVqtIJpNi/Pl7VqsVU1NTeOKJJ3D69GmZ4fzMM88I676trU3a1RKJBC5fviwZGFvNWKO12+0SGFYqFezbt0/Yt+3t7eJw2RlgsVhw8ODBLZk7XyuVSgmESX4Fyw/KXnbWTe12O44ePQqr1So969PT0zh9+rS8Bh0opxASvVlcXJR+9cHBQRw+fFhqp8w0adhNJpOwqclOVyIqbKtLp9NIJpNSq6fcKomtvC8OhwN+vx8ajUYCpWAwiFwuJ+jT9PQ0dDod/vVf/xVarVacGMtEzNBYAqLTYoCQSCQkkKMev16vF1StXC6LljlFV3K5HAwGA8LhsATmKpVK6t98xuyt7ujowJUrVxAIBNBsNrF3717RhwcgQjfUO+B57O3txerqqojfEDmrVqu4/fbbkU6nRXRrbGwMo6Oj0opIvg2RKSIRvN5qtSpkU+pTMPhm/Zk2krwI8oUqlYqUF3lNtCPkS6hUb0zDpLofA0aiJzabTfQdRkZGEA6Hcdttt0mdX0kmpVgVibW0nZQ0piDVwsICgsEg1tfXpbZO4aZsNotAICAzPmw2G9xuN5LJJLLZLGZmZn7MN7yT65d27H6//yf+eyu98/8/LyUkT6dMFjgzWtbnzGYzDh06JHUvAFJnV2qor6+vy0Y3GAwYHh4W1SuS4BhpMktmFkrGPOtDnBVcrVZlcEgwGEQymRRRDtb1AeDmzZuSHZJIx37SYrEoCmNarRbz8/NCQPL5fCK8cezYMVFi27dv348xVsvlssCSPFjMjOhslC1OVK6bnp7G+fPnEQqFpIRBMg85DZQYJTHMZDLJoAs6fPa5kqxGbgRbxFivjkajmJ+fx9LSEq5evYqnnnoKfr8fL774orQZsWar0WgEAuzu7kYwGJR7Q4Urs9kstdiOjg6k02lxEGazGe9617tw9OhRHDx4EE6nE4uLi7K/lK05ZNwzO25paYFKpcKRI0cAQOZmk6VcLBaljZL7iHV/paASAOmlJzmSUxn3tlEAACAASURBVMC8Xi+cTifUarXIsLL08u1vf1ucQ2dnJ5xO5xZRmfe///0YGhrCe9/7XrS0tMh0PtZSvV4vlpeXUSqVhB/A51atVuFwOKSXn7Xo1tZW7Nq1S5wh5ZQJ2dLha7VaGWZisVgwNzcnsq8kEbKfmW2UarVaJE8ZcFE4RdmxQRSLWu+sIVNLIZ/PIx6PY25uTqSX6RQYrHFflkolIZoywLztttsEZSILn7A4pYWVrY50WDqdTvrp6Tx1Op2UfjivwGaz4fbbb8fs7Kx00KytrQnU/uCDD4rzNpvNMraUkr7kWbBDZmNjYwuRl507LGUQrWHpkNyOjY0NtLS0iMMnepVIJESkioqIFMPiFEWqYVJFcmZmBuPj41hYWBD7SH5RvV4X4Z9EIoHFxUUZAMN7Rq2NUCgEh8Mh7bAk4G5ubiIajaLZbOLQoUOy/6h773Q6sW/fPuER/CrWL608d99990mbxJuttrY2PP3007/s2/xGLG5W5eLgB2Y/lCOkoxwaGhIN6UwmI2pkVLErlUoYHh5GOByW2dm1Wu3HZr7fcccduHbtmsyfVqlUkjFwud1ubG5uysbO5XJSn2X2zJora/ckkZHRSTIOI1+OR6VxCAQCGBwclAlIPDAWi0WgdKfTKRKplUoFfr8fAISlzmEabB9jgJHNZmGz2bZkC1arVeQtm82mRNl+v1905Vk7s1qtiEajMk1ubm5OSGuE8ROJBFpbWyVQImTtcDhElpaZ+IEDB+SaKAs6PDyMq1evSi1Rq9WKBOrs7KwM1ahWq5iamkJfXx9sNpvMuI9EIhgYGJAaKAO77u5udHR0ALg1jY6scIpuUGXN5/MhEAggEomg0Wjg5s2bcjZZc2Rgx2yIjrFUKskgGJVKJbV89qzPzc1t6ctfXV3F3XffjY2NDdhsNhQKBSFdGQwGxONxANhCQorFYlsmAMZiMVy/fl1kVLPZLPr/T+WP3Ije3l5hSlNPgIqEdrsdg4ODItzCjNTr9UrWe+XKFVFwY+vU+Pg4yuUyTpw4gZmZGTHywC0SFolb3AN79+7FD3/4Q2GQ82dURSQqxGfOrH5wcBAWi0UC6Hw+j5GREcncr127JvuPAR2H7bC+zNbNM2fOoLW1VQKyRCIhNfiFhQVcuHBBZpxT/KZeryMQCKC1tVWQE8oGDw0Nodm8NU54aGhINCQcDgfW19eFBAZAmPtXr16VyWkLCwvC01HC72azGaOjoyiVSujs7JRAiIN22F72+uuvy15jMNLV1YVQKCSBqfJeMkNnMMrxu7SttFlEDyjGxACYnQfValU6I8hnaWlpQSaTQTweRyaTEfSOiBVZ+1qtFtlsVkqJu3btwunTp2WsNZUq19fXZXoheS0Mhn8V65fO2B955BG8+uqrOHv27Jv+Y8bw/8JSZuqE7MrlshhIwj5KR9jf34/W1lbZXIxozWYzBgYGAECGFPD3XC4XHnnkERw9ehS7du3aMlyETp+1I9ZfdTqdEJjopAkH0lAQMWBmTg14bmo6fWYPlGgMBAICqcXjcTncuVxOov5UKgWfz4fR0VFcuHBBIvhKpbIFdlxZWRHIrFwuo6OjQ1iutdotXXn+LklrXq8XFotFZmKzpu73++F0OpFKpaTWS6la4I3JZVarVVoJWZsjt0Gr1cpAEurME0plewwDKQ71oJALNQCCwSDi8bjA+6z90qA///zz8pwOHTokRnh4eFiIVDt37hQuBXt3GUhxEQU4ffq0lBhoeNk6WCwWMTMzg3g8LnruDDL5OeikCoUCWlpa0Nvbi71798ozo3oYIc6LFy8K3MrPTJW6dDotqE0kEtnCQp+bm8OLL74Iu92Ozs5O9Pf3I5VKCW+Ee5VtWnzmzJCSyaSUJcioZqBK1jyfF2vqhGqDwaA8L0KwJLGxjs72Q5LGKEJDnguRDPJp6Fx4BijRajKZ0N3djf3798s5Y/2daoIsU7BjgWiY1+sVYli9XkcsFkM4HBai6NraGmZmZpDL5TA+Po5YLIYTJ04In6NSqSCdTktfOvcO68ycUkjk6Pnnn8err74qTo33j8H0xYsXxX5wXCtLXzxj4+PjAlfTmfEs6XQ6dHZ2wufz4fLlywiFQtIqqVar5byz3EgbRgSS/AXW2qm0x2dcqVTke52dnVhdXUWpVBJFPbVajX379knyQrvi9/uRSqWkjEm0I5FICHmPU+BmZmZElpr3nrwj7jkGaT6fDz6fD5OTk8jn85iYmHhnnM+29Us79j/7sz/7iT//zGc+88u+xW/MUqIWypY0GnC2ZpG1yqiPjnHXrl0IhUJCRuEhJPGM0BDhUJvNhp6eHng8HiF6MANjkEEnRIIQ+1QpWMF+dhqocrksko58Lda7m82mtLQoDQd7wFlHZRbMtrJ6vS4iK6FQCE8//bTUdUulkkhB8oDQGBJu56FmvZLkr9nZWYRCIYyOjkKr1QoBhvU3k8mEnTt3ytQvPh/W/SjgQuSBCnAcDsO64OTkpEhz8nVYW6TRqFQqmJiYwOjoKEwmEzo7O9HW1oaenh4MDg6itbUVw8PDiMViUuZgSxTLEhQUcTqdMjGMA0YuX74sQ0DYIsdsnSS05eVlOJ1OgUm5yK/w+XwIBoOiwLdr1y6R900kEvL8qIpGUlGjcWu2NFXVduzYAQA4efIkYrEYnE6nBA/MZDkJjSUN7hPgjZkGMzMzsNvtGB4extzcnAjr0EmRU8JWT0rRck5ANptFLBYTfgfr8GT1c268SqWSXv1IJCIaAjybzExjsZhc79DQkJTHGo0GfvSjH0lrpPJzMICmTkV7e7togev1eiwvL2NzcxOLi4tSs08kEpiampLXoJPJZDLi0MkcZzBOdK+vr0/KarVaDXv37hVkgLwMDkGiY6TIC53r2tqaoFo9PT3o7u7G+Pg4arUaIpEI/H6/OGoq6DWbTXR0dGwhrBEe515MpVIiyGI2m1EqldDW1iaMcnIInE6nwOvsBCEHiRoTDHRpJ2jLaM/ovFn+oYOu1WrSO76xsSHa+PV6XbqK7rvvPmg0Gvh8PrS3t0tQx7IbnzM7LjiJkghKZ2cnKpUKyuUyzp49K9K3U1NTmJ6exvLyMlKplAwTam9vl/vFr9/p9Us7dhqQxx9/fMv3P/vZz275+f8Li7C3Uo2JUBAAGb1JUhDrQI1GA21tbdi3bx/MZjNOnDgBvV4vcpGbm5vSI8v2tMnJSVHWIrmGjFI6aV4LAMlUksmkjCkFbmXnDCIajVvDYWZnZ6UVhsaUTpARMTNSQmbM5JUOd3V1Vf4mFotJRB8MBsVg0DERTgdu1YspD1mr3Rp2wWtobW2V9jsyp6kWp1KpEAgEcOHCBeRyOaysrAhcSvY4a6E8yBStYRtKpVJBZ2en3BeXy7WlrSYQCMjfcsAF65n8f51OB7/fL/r5Pp9PyD+EWUlcI3GoXC7D5/NJyxChxpmZGaTTadx7773o6+tDKBQSxi6dMCfC1eu3NMj37t0rWRVV7ujs7XY7Tp48ifX1dTHchCNJOFP2sVssFoEoyVGwWCwSLLhcLszMzMhrALcgf+XAEuoROJ1OIbnlcjncdtttKBQKmJqaQjQalT5qZkbsN+Zrc7QtBXHYUUJ9AQZm9XpdRGSq1apA4AAkUKRoC+WH1Wo1VlZWpDxBx5DJZHDlyhWsrq7K3ufnVCr8MdiIRCIin0q0DoAgCHRa/B2eg83NTanrErFgqY2toSaTCclkEolEAvF4XBARo9EIt9uNsbExCSKsVqtwcsiZ4fOmngC7N+jsKVt85swZEWSh/TaZTNLXD0CSBDpoACK9yx55TnwLhUJwu92S3LBOzj1IXX0GcuQFEU0igkLCIh0uSXTkg5DXwjNO7QjuQdoIdh4RPWNZSqvVYu/evZL4WCwWsbtLS0twOBzwer3S0qdSqQTet1gsiMfjW3QCOCvk0qVL0sXyG6cV//jjj+M73/kOarUa/vRP/xT/+Z//+Xa99G/cYjau1WqlrQWARPoApO5LjW86RbPZjGQyidXVVbz73e/eolR06NAhqSkFAgGpG5XLZbS3twvZhL2ZSuYpjSyjXKIGJKgx0mUtjc6Nh4gGgnAajRk3OKN3ZsfJZBLLy8uIxWJi/HjI+LrKnnRGwOl0Gq+88or015JcRKJdMpnE0tKSZAiNRkMyDH4eDvhoNBqYn5/H5uamENYIsRNJoHAGiVZkws/PzyMejyMQCODmzZtbSgDAG1O6yPzOZrOYmpoSZTzWlYPBIE6cOIHNzU28/vrrIkJDkmCj0cDS0pJA5RrNrXnePp8PMzMzeO211wAAExMTyGazQjTa3NyEz+cTwlU0GkUoFEK5XMaNGze2lAtI/KE4zcDAAOr1uswZZxmHiAhbAZn9xuNxcUzZbBbj4+PQarW4cuUKJiYmJCgkT4HPgnuO93hpaUn2ysTEhASPdrsd0WgUCwsLUKlU6OrqknIOnaHFYhFyGrs/VCqV1GsTiQQCgYDA4Mpec2U3B7M+Esho8DmBj2cknU5LEM22TyI4ROOUTp7nHoB0qqhUKszPzwtiF4vFBOInQfall16S+8N/FGDhfh8bG0MgEJB7y2CYs9htNpuQAtPpNL75zW/KPmZZhecrEokIqkZdh1wuh2q1Kj3kJNlxfxMR8vl8WF9fF2fLEct81qxtR6NRIWQyyGMLJ3k99XodCwsLqFQqwnkhsY/naXx8XP6Oz4r/5bNleU7pwBnI8BwQcudeoOBVOp2G1+sV2WU+G2pZsNSSz+fFRi0tLUngQFtMxPPmzZsi/NTW1ib7aGZmRso9v3Fa8c8//zzi8TgGBgbQ2tqK8+fP/0KvUyqV8Ed/9Ec4fvw4jh07htOnT7/l7371q1/F0aNHcfToUXzlK1/Z8rO1tTX8zu/8Dk6ePIn77rsPq6urv9D1/KxLmSHTKPKg12q3tJNVKhXa29uFAMSJZgwECC/19/fDarVK/zPnZ9O40Am73e4tkLfSmZNkwvo0//HvGWTMz88LjMjaVrPZxOrqqkCUPLAkjhHGJjLBr+lUjUajOCkaAbJP+f7UbCbaQCEUTm5aXFwUVIBZKgBhyHPyFIVqeI1sSVpaWpLPScfFEgGfCz8Pr481Vuq1azS3Bk0os+NIJCKBEeuxvG/MMhk80FCxtkk4uFarieNQttVRpY8ENovFAovFIqUCZgTsryc0yOlm7PUNh8NizJhVKAU8pqamJJBkkMU9QKITM0bKzCq19ldWVpBMJpFMJoWhzOfHPUwCGvciDW4oFEImk8GZM2cQjUbFgadSKQkeaGAJo+ZyOdE8J3GL4jMMJokgkBjIIKG1tVWcOWF2fl7gDWfM50ID3mw2JVNUPkvuf5YTCHFTgKVWq6G/v1/O4dWrVyVAJXLB2eSEuwFI1k5Yd319Xb6u1+syDpjXRrRvdnYWGxsbuHHjhvSXkyTIz0dEjux5npV0Oi1kzsnJSREZIvufQR5LM3NzcxK0cf8ouyeIOPA+0XawfbHZbGJ2dlZmmM/Nzcl10gZQQZKaB3wdPl+lPVHuDaUmARGeXC63RXiIJDvqdfA1iYywnMZSDp09g8BgMAi9Xo94PI5kMil7g8/QarVKkGmz2US3Q4m6/qoQ7LdtHvsnP/lJ+P1+fPnLX8bVq1dx7tw5HDp06Od+ncceewzNZhNXr17FwsICjh8/jtnZ2R+rTbz88sv4j//4DyEjHD58GHv37sWDDz4IAHjooYfw6U9/Gp/85CfxzW9+Ex/72Mck+3knljIiVPa10iiS9PP666/L71H8gX9Lx0ZHD0DqU/l8XmRbufF5WKgux1Yr9iYrW0WU18n/V5KdaNgIPbE31WKxCGmIdSxlVM1snj3zJM2R7EQNb2ZvhB/pkJnpKYlOKpVKjAwjXeVnYFbFLEXJ8AYghDIGD1T147Ur5Sm3lywoV2uz2cRZZTIZYbnzfWhEee3kRdC4ARABnu985zsA3ihLESJmMEZlPRpCg8GwpV49NTWFV199VdrNyB7n+EgGFBzJW6vVsH//fmlTSiQSW/rcldfNHm8qvfEzsreavcdEBvga/KwMhpRGnPeZ3Azul1AoJEIvsVgM6XRalAEZmNAg0xlxPzBzNhqN0Gg0EpBQdIgkOxp9llioIcBOi+29+RzMomwBVSJUdEp0cHwvlgGYzSlFeOiAisWidFcwuOdZIjGQwRIAQcd4Dok8DQ0NycCUcDgse5poA8t5tA3koPC1uLc4UVHJMl9eXsbg4CAmJyelZZQ8Et4PnlG1+g1VSqW6JQNn5RlnNs/kg90lNpsNqVRKngUDAxKKGdxUKhV4PB5EIhE58wBEKIk2liQ+2gHaMnJuAAg7nZ+H3CKifdwz5AkpBwsx4GXCEgqF0NfXh2AwKKUfkgh3794tuh8MKmgb/H6/JAu/ivW2Zeybm5s4f/48HnroIXzlK1/BuXPnfu7XaDQa+MY3voFHHnkEALBr1y7cdtttePLJJ3/sd7/+9a/jE5/4hPTXPvzww/j3f/93ALf6ricmJvDwww8DAB5++GFMTk7i2rVrv/gH/Dk/B8VdlMQvGkEeFCqwkfXLzcVWr5GREWi1Whw+fBgdHR0YGhpC//8Jx3BTcwpSJpPZwnqn095OPKGh4vfS6bRcN/+WbHcaGGYoZL7TCW9ubsqh5mdtNpvCQmdmsT2w4GspD6KSn8B2FjJiqWIHvEEEA94YqaqE88n0pZFk247SISv7wLcvOjCSdpi5EZ7jYQfeaIuikSHMzmfJPmjOi56bmxPCIZ81CZLcN/V6XQR8+LxY66NeOz+7w+GQ0ZWVSkWIRz6fD2fPnpVWJ6WzUj4TCsow4+D7kaDG+60sWTCDUavVW3SxlVkVF2vytVpN6psUI2JJJRqNwu/3S0BE48sAQ4k2ARAHQUESOmS+H/+W3+O1ErEglE1m+sTEhOxh5d5mbZ+fiw5d+Zyok6Akn3IAEAARv+Frs6WKJQ/2SHPfK0sGylZE6h/wrDJwqNfrIh2sbB/lPlAuXhtVHfmeVHXU6XRyb3gPuNcZ5HAf8PqU54gZMe1GIBCQAL1SqUhAk8vlpEuGPeAsm5DbQLIlBXV4L7kflWgLnysDayYODD6U+5G295VXXkEikUAulxMpZyIjykSCz5mfjbwNIkfKoCYcDuPmzZsYGRlBPp9HJBJBPB6Xfc/7oLS37+R62xz71772tS2yp//wD//wc7/GysoKEokEhoeH5Xt79+7F+Pj4j/3u2NjYW/7e2NgYduzYIc5Ar9djaGjoTV/n7VzcfDT0rMPQIQBvDHyhsWLUy/YuZohUXnI6nVhaWtqiyMVMmMaPG4avzYPGf7ym7RG88qDS+PMg0wAQ2uLrMDPn5yUMyb9lzzthcN4T/j2dNQ+M8hoBiMElmU05SYs/V74mnzFw69Cz7q5sPdxeB6URpYHg79TrdWxsbIjDVXIU2A3AoIzfV147a2s0jEoDxPosDYFyMWPj52UGRudLnW+2TPIamJ0TCs9kMvD5fLL3GKQxg6IjunTpkgzxYXaj/AzValUCCN4rfk5lh4TSCfP58N4QquZ94N4lMbDZbAo5jegW7xtJlUrUgp+JMHU4HJb7w31GuJO/y/ILYWNes/L6lRwWXnOz2ZShHQC2OHguIhYMnnntrEfX63XRNuc9IqGQ6APb3Ph6dJ5K9I0BXktLiwQJzHZ5VphNc68pAxTlUt5DXuvGxoaUeBgEsctFCVUr94cS3eN95c94ZmhXWAokV4OBmTLjVv4tbQODge2LanE8K8oAg6gir1+JhvIesUOCJS3lGeZ/lfeOe1fJB2L3BW0j/0bZjaQs8ylLLtvP/ju13jYo3m6346Mf/ShsNhsefPBBmQj086xoNAoAUlsGbtWXKce3/Xe3/x6hz+0/2/7zd3opN4rBYNhizAkfMwumEQMgEOvevXuxuroKm82G/fv3A7hl7JaWlhCLxSRCX11dRTAYRH9/vxCb2DZCljmDB14To+rtS2mc2NvOjGE7DM6lhEm5lJl4KpUSWPnN3pNLCaPTcLCGqnQgfH8eVv6/0qCTdUrDQuNAZ8LD/1YHjBE/hTO4mFUwW1J+fj5rAPD5fFvgVZYpnE4nVldX3/R9t99fMrcjkYiooFksFgQCAZHNZMbHVh5Cs9QEoGPjs+Ao32KxKOUVAOI0ee95PdszJF43IVPWabcHUXRG/OxchFnJRudz4v1jQEiHr0RYmGkxo+e+4t8TDVMGfcwQ6SR4nbwmZq2EXbd/vZ3oShSIz5wtn0rOhvJvWS4jYbNevzXrgPeGqA1LVW92hng/2abFMoIysGRgtP38/CyLAblyBoPyWW8PDpTPejvqpSznEdUh/E97pVarxUHyfRqNxhaiorKcw+CNrw+8gQLxHrIjRknQ5bXRNtGpk6TMa+Ze+km2icEL9zuvcft9ZmseF+vzyqSCSoLHjh37mZ7PL7Petoz9i1/8Ih599FHs2LEDH/nIR/Dd7373F34tpUEF8JY3fvvv/bSf/aTXUf577LHHfvaLfZPXZxZLZ0Doj99nBKh0CsrDQIEY1oGodkUIkq0nHHpAw8V/JOopSW9KNEF5OLiUm5QGkV//oveBCMRPW9vfG8CWv9sO5SsPC+vVykP1k95DeTC37wfClYSXlddFVTPl9SgNMH9fmaXx/hN6fLMs6s2WEs1g9kXRITrEzc1NhMPhLZr6dHIMHHkflbVxBj9KA66UkuVKpVJy35T3YTtCsT2w2/45uGq1W3PTSYiLRCKyN5ktKvec8hkryxY03BSPYdumEnXgfee1vZkRVvJa3uqz8TWVTpP3iX+vFObh2g7tM0hQPn9+vrcKtJW/x+xS6aiUQeZbBd4/bfH5xWKxn/mcb3/97XuDpZ0rV67I0CLuL5VKJb36SifMfaA82ySYbn8f5XXyfPBr2lbeD5IxGSwoZan5Wsp7tx2d4PvyupgkEenierO9RIRq++v/Mhn7Y4899mOlqbdab5tjHx4exr333iuDDn4R6TxlGwKXch739t/d/nssBWz/2U96HQBbIOFms/lLO3ayz7kRCDEpI23l4v+TMTw5OYkjR46gtbUVWq0WPp9PmLZky7NlxWKxYHJyEqVSSYhAmUxmC0TFa/tJm4EH683uy8/ymd9q/SyOfXvGA2y9R8qvt18TYcmfdh3bgyjl97Yv5QhdLpYo+BrbF3/O2jydEzNNZls/61J2VBQKBenTZjBBdIeZDg0Yr49OiWRM/gP+P/a+PDiK687/M/c9ug8EkgAJDAhsg01QbINle+2y107iqt3U1q5rc7mcYje7qcpRcWqrNsG7W5v8HG9lEye7ycZxvE42TogdxzYGQwCJwxwWIE5d6EASus+RZkZz9fTvD+X7eNPq7unRjIQE/amaAs10v/f69Xvf+/t9mLU3pVoRzSn/O2nI/Pe831kLeKsQCby0PqTMSW6OeVMpMUsy2cutETLVy7UvtbTIgYgw71sHwGIVeM1Pbg2T6Zz6khJ10gaV+gVuaJ38nPDt8e89VVB7fEpuOvudMgQAMFcBzzxpHUtN7GRtkrYtJ2xIGaVU05cqAfF4nPnaaQ/QmqNTNdWej8ZFJn5yjfCQvnt6P3Lj10IPlUCB5VrocsYY+8WLF1lqx+XLl9lRgamgoqICubm5LPgEABobG7F169ZZ127dulXxuq1bt7KCEgBYQIlcO5kEv+FoM0r97iT5ka/cYDDgypUrzLzocDhw3333MZ8uVZl74IEHUF5ejqGhIZYXS/5U0kioqAp/4AmvXaptXqmJW4kYpQot98tJvzyk38mNM5mVhzfPEdOT23hS0yCB4hmk4AWAePxGUBT/TFQCVatWxN9PQiIv7ZN2Tid48c9Cm56uJV8t786gwzKUzKrUjnRM9Iw8khEYHnzKJFkCtGj7cuuWZ7q8eZW3XAE3rBEEXttWG7/U3cODN8tSX/zcSfdOKnMkvZ73Ocv9ns7+lLpRAHUrKCAvhBMikQizCtEhK1Ltkt4/r3mScMM/l1o/PNTmliyZvCWBFzR4ixtB6fn5/SiFXBtyc0t9LgQyxtiff/55fPWrX8WLL76InTt34utf/3rqgzEa8dxzz+HVV18FAFy9epVFtzc1NeGRRx5hk7Vz50688cYbzNTz61//Gjt37gQwk/p211134Y033gAAvPHGG6iqqsI999yToaeVB//SY7EYi8wmaZEIKy95k9Qdj8fZyW9NTU3sUBHaHKtWrcK2bdsYYaIzmyn/k/y6FNBGDEzrBknnWTMJMmlKJXOClBmkqmnwmpYSyEfKE00qYCMFabIEEtyk7c1Vs5Ka9XmfN/mEeU2biBX1Rc/CEzHyy9N9ybQIskDIjS1VkNY0l/XD38MHq/HgM0H4uACCVGBTgpQw8/uIF06oLTo7HrjxPqTMIFl8hRxScSnOFVITshq0WDiAG/Ml5/KimBuii7yLIx1IAyGla0S6N/hgYoLW51ODmiUrHY09FWQseG7Dhg04ceIE+7u3t3dO7ezatQs7d+5EdXU1YrEY3njjDRQXF+PatWtobm5m0cqPP/44rly5gvvvvx8A8IUvfIHlsAMzucNf+MIX8Morr8BkMmH37t3pPaAGSJkMBY3w0dWkLdGipjrhojhT5pJ8QZRXDMxUnwLA0qkEQcAnPvEJ1NbWMr9RPD4TBcr7V5WYGB+sJjd+IDHfXe1ZU0WydpOBfJpa/dUEqRlTOha5OaFcXfpdbi6lZkU5QjaX8fIg4sfHaEjNcfR/Pu0HuOEiUBMskr2TdN8Zj2R+eUDb+lRyi4iiyPLKpW3wPvdkkLabjMGqxXikM3eZnHstkFqHpND63uTup2fhmZs04p6umcsz83tM6zOkY02ZCxaqVnzajP3111+X/f69996bUwCd3W7Ha6+9Nuv76urqWcLC1772NVaTXoqVK1fi8OHDKfefDqSbXxBmClZQgQPe30r/CoKArq4ufPzjH2eR23wgDi2krKwskzvBqwAAIABJREFUdngDHRW6YsUKnDt3jhF6CtaJxWKsgpscqGKaFPxGSNcErwSljUFEQS6wjwed7TzXfFCeaCiZNCl6VqqByJmO+XmkwiBSSM3BqYJcL3xwkclkwrVr12ZdKyWM/L/0DNJ3L43HkCLTayEZcdTCeNXWCdW3l+tvLoxSyerFM7J0BDc1yM39fO1NQFtcjRJIqFSD2vwrCWJaMZf3nKoVLZUxORyOWet0+fLlKfU3V6TN2P/3f/8XO3bsQGNjI6xWK1avXo2Ojg5ZAncrQ25DUIUot9vNgqr4QBFiTpRKQ9WTxsbG0NPTg/LyckbQLRYLKxspCAKOHTvGKrhR+UW+iAv5hKXmRBIuMm0SSlez0GqapdzmdJCM+Mj5RuU0cSn4fP9MQhRvVOYiUA6zFGpBkErPnYyxLzTSmUO598THH1Dgm5JVQA5KDGchBOFMglyDyTDX+VeyeNF88RYwNZCrJp01yVvo1GISUn1vqczNQh34Ioe0GfsPf/hDVFVV4aWXXkrwq//rv/5ruk0vKcilIESjM2eDk5ZJ/lev18uKGZCfnO4PBoOor69HPB5HSUkJqzr2hS98gUl/4XAY+/fvZ2VCqWACH5xH+eyUtkRjBDLvo0ulTSWCmkpgWTrj10LQU9GSeMJB9QPmA3IMixee1czMFJehxOAXwtSbaZOy0nsk9xXfH2WmUAqbnMUiFQK/kKbxTELLM6oJ2NJ3KP1baQ/TdVq1Ywrk1SoIqEFp3aX6zucCufZTre0yV6QdWVVVVQUA7HxhQnNzc7pNL0lIo6Slldui0ZlDLCglkM6spmMN6aQhPl1JEASUlZUhNzeXbY6Ghga0tLTA7/cjOzs7gWCLosgqxPFR4zSGm2lN0WKqu1n9S4OctIyFJxq8yT3doEU5t44UFBTGH8QhB8qY4AMreSxEpG6mmaHSe+TLyfKg2BO56H4lwq+Ehar3nWkkW/sGg4FVHFS7jpDsnaazB9LV2Alazf4LBap9P9/IWMj0+vXrsXHjRjz99NOoqqpiFdNuJ5CZG7ixUXw+H6s+BcwQBarmRgVs7HY7urq6cO3aNQSDQXb8Kn8OezgcRkVFRUJUJ/l8KaCOTLVyEjIfLSyKs3Pa+QIfNxPJiMV8bki+qIuWsUgxXxkISpALCFS6jlL41FLMlhLUCHYkEmHCM2l+Uv9vMgaV6jqbb4F0IWAwGBLie6RI1f+ulCKZrI4EgISjVtOB0nhvlnDW19e3IP1kjJo///zzeOqpp9DY2MiY/O0GqglOG4RqL/MaYH5+PqxWK6anpxEKhVhu5fXr17F27Vp2qE0kMnMm+Jo1a5hvjMyxdMTqihUr0NXVxRg5HaPIp9HxY+PBay9yv9+OUCIkWs3IdPY1kL4AosXvzacUpYKFjrSeD6g9A0Ve84d5ULS3NKhQy1yQRURNkKIYiKU6rzRutUBPqfl6LuuI7uGtTHLtzPdc3qz3JC11Pl9Im5rzJveqqip8+tOfTmDqfBGZ2wFEAPiCKDk5Ocxv5HA4YLFYsHz5cvT29qK/v59VaYrH48jJyWFR3y0tLejs7EwIigNmzPNUFpQvxyg93pT3y5IZlpCqNHw7MH6pSVprTAJdl0mTthZmTeVitUCLdn+raJ00dzxD59NAU4V07csJyZTRstShtgb4egBaIGcZJCsKlQSm66RjkAtEziRuhileLg5rvpD2bP3+979X/f2dd95Jt4slAWlQEjFb0uKBGwd82O125ObmoqioiJ1bzR+tSRq3zWZDc3MzqzU+MTGBvLw85ncnUDoUfyiHy+WC1Wplm1HKKKSR5XxAkZxZfqEY+3wu/GSEXep/1kqo6R46gW2+Qf3x9cy1Qs2cupQYk1qOMs9Q6Jnk8tr539UgjWGQrtFbwQICqBdv4lMt+eu1tCkF1e9IZc6WQtYBDzk6YDAY0NnZuSD9p22K/9nPfoZXXnlF8fcHHngg3S6WBGiz86VcicAQwzUajRgfH0dWVhaCwSDTsEVxJnedKhZRity1a9eQm5uLcDiM4eFhTE9Ps0MvALC6/KSR8MFzUssBcKMsKlkP5KRiGqcUWhh7JghcJggkuUGkY0pWfGOu/meqSUDpivMNMtPzJTu1jFspyni+I4RvBuOLx+NYvnw5hoaGFNe7ViRb+3K1AZYqlARFpYyLZJDOO7lIaE7539MpTrPYoPQMfBno+UTajH2hJJClALn8cP5oTQqIMxhmTnJzu90Jh4UEg0HYbDYUFRXBZDLhwoULWL16NXp6ehAMBjE1NYVNmzahvb0dgjBzDKTJZILP52PFEEgTpxx6qZTtdDrh9/tl01ak/sdUsVg2pFydcQCy88ETFv5McK0gE6/JZEo49nM+QAyYAsFSSSEClM37860NKa2L+RYoyMUFgMWfpNIfCYi8QAzI1wa/mcjUPBoMhqQFoug6tbQ3HtLvRXHmwCL+VD6545/V+lsKkBuvnGtivnDrO04XCLRgeRDB531+RGhGR0fZ6U9kNvf5fCy3fXJyEi6XC5WVlRAEAW63G5WVlfB4PHC5XDCZTMzHmp2dPWs8fC1rPsJUacEBNzQTOeaWCY1E66JOd/EraVhy2jp/baobj/y55P5QqvSXCtT6p3rkZHkgyEUyqwUCptLnUgZ/oh7th1QgPcCJoHbgy1xA/aT6HqSuvnQhDahNZRxqbcpBWgSKtxQsxfUojeKXniEByPOI+YLO2DMEucCIeDyecKQkvXyn04loNIply5bBYJipKpeTk8M21sDAAPx+P0KhENasWYOVK1fC5XJh06ZNKCkpYYco9Pb2IhQKsWI3PIhJORwOmM1m2Gw2mEymjKW1zcXnrnXD8m3PhWjxc8H3KbepiDgC8sVv1MZMVg6+KIpc+1rbozaVQMRC+q7lctOV2klFCMgE1A580coM5zo+OgCHkOpaovmWmoelJZ/JtJypQ0xSOdks05qsljQzOS0cSBw3xfZYLBbZ9uj8C7pOKXBVrr/FAn6MFKhM3/HBgTyk9V7mCzpjn0eQX4oWLQWgjIyMYHBwEH6/H5FIBH6/Hx0dHfD5fCyQbnh4mJnsKysrMTk5iaamJng8HkxPT7PfKCpeytyp0h19R2eMq0mMqWyguTB2rYScH0cm+5HTRpJFSyeLJjeZTCyFRSlQSA0840tGUL1er2w/atX4pP3zp5ARtDKkuTBYSm3SikxaFNQq7KUjzEjnmo5g5qEUPCX3N28ZALTXlLDb7SlpgXSIkNxYAG0H9EjHDsifsEgMW2pdIvAuLOm9S8XPzgv1csKO3BxnwqqnBWkz9j179sh+v2/fvnSbXnJQYijhcJj5wUKhEPr7+xGLxTA0NMTS1PigEmLWRqMRly9fxtTUFDvtraGhgbVHwXdOpxNOpzPh+MOsrCx2WpzRaITf70/qi0vFnDif0d9yVcHmSoj5DcdX1UpVO1K6jlwogLzgoKTd8O3KETG5+fV4PLJjUQtq0pI2pHQ/zwjk2tKCVIOutDBELZCzFKRqLleKmZA+D+1VaaqpFEprgcZJzJAOjkoGtfchN2f8/pdbB+RaSjbf0meVs1gle+fkwtLi4pObi8WQfisN/JNa/+Qw18OrUkXadtnnn39e9oS35uZmPPHEE+k2f0uAmCv52wcGBuD1emXLfJI5njbGhQsXsGPHDlgsFthsNhZoEolEWDGJ4eFh5OfnszKywAxRog0RjUbhdDpTkhaTSe5OpxPhcBg2m01TwM1c+8zkBuaP1uRP5dLCsJQIFU+E5XyUyWrMi+KNwzGSFaUhoiA3R6nU2pcbixwomnwhYbVaZ41xrpkGqQg8UqjlHBsMiXXMyQxL2RFqkMtMkD6v1vcZi8USMkBSATEhOVeFWsYMoE1AouO11eZQTejjx6Ak+GoV1OYrSJPfu3xfvJVWWtyouLg44+OQQ9pUc+3atXjyySfx5JNPwufzsf+vXbs2E+NbMkhGKPhiMmQ6HR0dZZHNgUCAmdODwSAGBgYwPT2N3NxcNDQ0IBAIYGxsjAUELV++nC2YWCyGwcHBBCZDEa7SPum3ZCbPZASdJ2rzCTXTYSr3A/Jj1aKhEOSuo+heuTzfZP55KXjiI2eOpQN9klkB1CBntpVq5jcTmVpPFosl7XrvSmOhVENCLBZTZDTJTPRUs4LGDGgPVOXXrtqzyhWWkQYE8prmXPP9peZ5NcZOe0VpjpP1V1hYmHQ8hPnKvJBas/h9xKei8tctVPBc2hr7Sy+9hIqKCgDA+fPn8dnPfhYAsGPHjpTaCYVC2LlzJ5qbmxGLxfDv//7veOyxx2Svfe+99/Dyyy8jFothYmICn/vc5/DlL3+Z/f74448nlEZ0u92KLoNMQcoU1aLP6XAYqh4XCAQQiUTYed7Xr19nEdzhcBg5OTmwWCyor69n5/nyzxeNRtnhMnSSVTAYZNIimeaDwSDza1F+vRTkDkgWHUvabzqbRjpPaj5quX60SOJartHKGOVybiluQSlVLpnlgwiC9Dq5MVOchJQYqj2fFgsIjWGuBD2TyJQFiAo8UaApj2SH5gDqzy2dK7mT93jhmV8zcn5/0rodDgeCwSCsVqtqaVe+D7VCPXLXE1I9vlS6PuXWi8ViYWuT1lkgEFBcs0SLkgky0mcxm82a5me+IbXQ8Vk3fIGyhThkSYq0GTsxdSlWpXg83a5duyCKIk6dOoXW1lZUV1ejqakJRUVFs679yle+gt/97nfYvHkzBgYGUFVVhfLycnzqU58CMGPueO2111J+lnTAb145s7ccE/P7/Qlmd5/Px0w5ROCMRiNKSkpw7ty5hJPi+FKykUgkYYPwJl4ALB2LNjZpGHKmOLpXCzNM10yrxMj5vtM9IUrt/mS/q4Hq909NTbFDfaSQM9VJwZ8joIXZpGJhUGqDB7/e5AjQfOeaS8G7S6h/rcFU/Fh5jTGVTAceWoUaesd8cKrcmJXeMd1DMTNarRYUn5MslY/6pEqF/P7nhdFkbSid586nFBJyc3MRCARmWTfoHRH9SOZKkKOnsVhszmedaz2TXgvi8XhC8SNeWCFhz+FwJMzLQp2hkrb97Sc/+Qn7P79h1KrRSRGPx/HKK6/g2WefBTBj3t+8eTN+9atfyV7/pS99CZs3bwYww8QfeughHDhwYC7Dzxh46TyZmZsYcyQSSTgNjogDndYmiiK6uroQjUZZBKzT6WR98Dm0kUhElqjR75QzzzMSKchcr4WQU/9afJUELeZP6bhS9R9K047U+iTGPpcUQErjoXlVM9smAxEEfuz8mEj4IC0lncBF6bNaLBbVd77Qp2BJxyE9/0AN/NohgVkp+jsVk79UAJSOkfZNMoah5XQ5g8GguSY7z0jUykBTvzxNIHojvZaHtE0lixI9t1zwIN+u1CQtN2fS9WY2m2GxWFKuU68EtfTLZPdJwWcc8d/xz5Cbm5twj1RwnS+kzdi/9rWvobCwEIWFhfjJT36CwsJCFBQU4Ctf+YrmNjo6OjA6Oop169ax7zZs2IAzZ87IXi9tOxQKoaCggP0dCATwzDPPYPv27Xj66adx4cKFFJ8qPcgVJ5DCaDTC7XazQxEoYj43Nxcmkwk2m41Vqtu/fz/8fj8EQWCMhLREXqPhg014Mx2vydCipqhUOWhlRlpMmvwm0qIdK+Xjy0HJT833k8ysG4lENEvw0qhfPgBO7ppUQCWB6fl5KZ8X0KQEOdX+5JiSWjuptJ9uhoHcb6lozVpjD5Ryq9WQLP6Et7ypQY3h0Vri20kmdPJFeKSQzmUsFmPtCYKQwJDk/MHStaLkz+ddjNL+pTEy/LVyApbc37z1UTqWVMHv11TaUFuH/Jj5gFOaT74MuBbekAmkzdi/+MUvor6+HvX19WhqamL/37lzp+Y2BgcHASQeaZednY2hoaGk905OTqK+vh6f//zn2XcVFRV44YUXcOzYMTz77LN44IEH0N/fr9gGLWr67Nq1S/PYCfyLdzqdmq7nS14CN5g91R2nI1z5aHcyQdHf/KLnFyodKkPt0gEzyYivVgLPa/9qSCdwRM0/RSdqSQtBGI1GtnkcDseswCQealG+cvPAv2OK+pV+n4pPWqphSp+DX5M0TqmVRO38bDnwJk2K7gaUGYjS90q+ei1Q0lyB2YRdyT2QrF2aP7l3K5fLrwY+31oNc8nX54VjSq+Ty95QghyTkqZy8pY8JcbNV8ck8M+sFv8hNzck+JIlaq6xGrTmc3JyEr6fa3tyVQO1Qsu64/8mhYr/fdOmTSn1yWPXrl2zaILiWOfcy5/wN3/zNygvL0/4rFy5Et/5zndSbks6WC0v7/nnn8e3vvUtlJeXs++++93vorKyEgDwiU98Ahs2bJBNyeP74T9zYew8pOYXYPbLt9lscLvdjOEYjUZEIhEMDQ0hHA4jHA6zje5yuZj0FwgEmLQr3dSk6dMz8SY4s9mcQKSTlXrkkYrGLIUWbViJedAClvtdyd9MZXvNZnOCtp7M1y7Xvtp1JpMpIS+eoMRotWYZ0HXS88QB+UI0avOrRHCBG4yP5lYpGEmJsSqVzFSD3DtQ09CV1qjcepCz9DidTtlryf2gFVIridy4+PekRYPm41/khBs51570OoPBwNYELzTb7faEvuSsDXLMNll9BKUa+XLvlcYl98w8tAj7tI+lUehzsbposa4p0QMlC4aSpUgURRZnQJCjGVpBcWhaYk7SZuyvv/46HnzwQezatSvh7HV+Qz3xxBNwu92yn8cee4ylLvDJ+xMTE0lTGv7nf/4HFosFX/rSl1SvKysrQ1dX11weTzNSXWRkOoxEImzRkIYaDoeZmYr867Sow+EwY2pEFPjUETmCS4SJH6PaKU5SyGn6NptNE3GU28zSvpWC2JRiFZLFM5CknMyHmKwfKaQmcDnCpjYncpYV+j8vkFGb9H+eCUhNm3NND5OLw5CDXIyDkrA1FyTTcpWYRjKIosiyQKTt+Hy+lHy20uA0JYGDJ+hyUNp/fE0Fubbo/0pjlr47KSPkx8Nb8aT3SYVSpToGUoYm97yknFA/xFSla1+LsBeJRFjNDKVn1rKHpeNUUyjSAT9voVAoYb1kquZHMqTN2F9++WXU1tbi/vvvx4svvoiHH34YL774Irq7u9k1+/btg9/vl/0cOHAAFRUVyM3NTRAMGhsbsXXrVsV+3377bdTW1uIHP/gBAODq1asAgKGhoVkR8YODgygpKUn3UTWDdykQpIuFNHIp88nKymKmfF4i50E58SQQ0IKn1DkpYrEYK2wzlwhnqcYCaA9qk9v0UgKl5O+nI2mlJlZeEJJjbNIcXSXQO5lLlKwoikzL5TUTJQ1E6js1Go0JQUHS+eSJHt8m74Lhj7+Uey414kdEVmopULqeB1mXMgG1IjhKQX1agzvD4TAbp9SsnCrxVjNFSyEXoCXde8kER2l70n6pD9ojcmOVW4u0ZmnP8cxNLnaD9w8r1ZTg++f3NpXaJZO83W6fVWdfi7XMYrEgFArNciMke4fp/q4GCnSV239Ef+g0SV6pmm8Fk40vI40YjXj00Ufx85//HPv378e6devwzW9+E6+++qrm+5977jl2/dWrV3H+/Hk888wzAICmpiY88sgjbOEdPXoUP/zhD/GjH/0IgUAAfr8f//Zv/wZgxj/1H//xH4zBkc//r/7qrzLxqJrAl6KUM9fQJlcqmGKxWFBYWMi0dj7NjUCSH78xpcyD+iITPb/RU2Fm6eQ3Sxd+KpstWe1qsmhIQcIQr1nyjEhOk1Ebh1LfPGNP5oPlKwzS//kiKnLvTW59SP3yau8mmcYSiUQSUiTV+pK2MxdhSG6scjng/PVz9aXylg8gcb1TvAmPVPzjSgIVQanmglQ4kGP+au3xv5PvVs4KpHV9S59BziJA+4vfS2q+ehoHlckmC6PRaITH45llFdCy7uhvPq5FCjkXTrK1o6Q9a2H4vGCl1kYsFpu19hYCmbGn/QkXL17E8PAwtmzZgqeeeiqlzbJr1y7s3LkT1dXViMVieOONN1j5PZ/Ph+bmZvZi//qv/xp9fX3Iz89n9z/44IMAZtLfnn76aTz66KNscb399ttYs2ZNJh9VFbzlQW5xkRk+GAyy34nATU5OMk2dmBqlq/FMjidc0o0lDeaiAxfMZjOmp6fn5ZmVIGVOcnndbrdbNi+VhBmpUERESS1Fi4i3nMlaqwtBa+ASjYv/v5JLg34j5qhGzNX6VxN4UoGaOVUt3kJp/c0FSr7KdMHPocViSRBiPB5PQlwB5VMrMWXpHlN7Zrm1w2eRKGmqcrUE+L6VhDin08kK8ZDQkeydxOPxWeV7pXRDuqaldTLk7iNBgGg1b22QCgRqz8SD99fz7i+5eSZmSwdlzWVNEa1Qy3mnNDyleTYajbNifARBUDz1LeMQM4QXX3xRrKmpET/zmc+Ihw8fFr/xjW9kqul5AwAxg1MgGo1GEYBosVhY23Ifg8Egmkwm0e12i2azmX1ns9lEj8cj5uTkiKWlpaLBYBCXLVsmer1e0Wq1yrZls9lEh8Oh2p/L5RKdTqfodDpFk8nE7ks2TvoYjUbRYDDIPoeW+/mP1+tlz0yfwsJC9n/pc0r7MBgM7Dt6Fpp3frwARLPZPKuvTH3U2pWOh/+ev89isYg2m409RypzS+0o9aX1k+o7NJvNotFoZP2m2z+1OZe1lM6noKAg4W+tewGAmJOTI/vsanNhMpkSfnc6nbOuT7bHTCbTrGssFgt7FnovTqeT0Ri6Xm69OhwONgaDwTBrPHJzQu0le18Gg0G0Wq2ix+NhY8vPzxedTmfK74rmzmKxJOx56Rj4Z0lnbcrNmbQvm80mS8voI/2exvKLX/wiY/yG2pblRcgQ/H4/amtrsWHDBjz00EPIzs7OVNNLDrxUquQDFQSBBc7Rd/F4nJ3DToGEFB2txQSlBCqEI9VI1A5g0PKdlgAqkqwJ5GLQCunzqT0v5f7zUeTzVcteTSNSslSJosjqFtA4tR5CI4WW59JiMZPrW80UKf7JgpQs6E4OSjm8am6MVKx+qUBaKCSVYLqpqSkAs+dOrQ3pM8pVi0u2DuSyQGKxGLPC8RYK8U9uOVHBIkNWQT41S8u4qX8tLjU694LHXN4nPQc/X6JMZLg0AHWuPnQt91NwoNI7k6bV0XV8vZX5RMZ2jTQIR+nIw1sZciYztfxpvkADb6J1OBwJKW6U7y630CKRSFLzeiwWQzAYTFhsaqZe6WJNt5CNdD6k7dMpVWRC54mH3FnXcn3QuEWJCVGNWKbDNNQYmtK88KUmifApBQElI/JahIFkzEpNAFGCIAhznjcSanioVZZTO0REDqlcKzWxppKGJFdpDVBP3ZIG1GkVOKkPmjs5QZfOhSDI+Y6TCRFy5nu551FzC0ivkxagmZ6ennPQJQkqBKlSIbdWUq3xIAUfXyC3RikgORl4IYR3H88nMsbYTSYTHn/8cezZswd/+Zd/mXIRiFsJ/CKQW8j8+cVyC8NoNDJNji/MwF8rFzSjptVnyg/KQ2ub/Hx4PB7ZDAEiAnzAlMlkkiVS9LvSYShaGc98lUtVYlS8z04pLzpVLSOd96o0zmRjICKb6ljlrBO8VimX057K86Vi+ZCuq0xE+av1L32WVN8b0QwtRVLk2pZjhEr3E0iwloOWd88X6qKMnXTpEM2xtB1BEGal+c33SWp8+qka6BqTyZSQLTafyFjw3AsvvIADBw7g4sWLuOuuu/Doo49mquklAzmpV+7ULyLqvHYqZWhk8eBTJuQ2r1ZiJr0+3Q02VwwNDc2SgJWiu00mEywWS4JFQi0gRs48pwYtWlOyQ1wIWoPI5CL95fKXM4FkhE2pL6U0Qul9ZHnQOma5IjiiKCqmYi7kGk3lUBGlZ1abB6lQk2pgF2n8Uq1Vbu/ItStXk12ubLG0HbXgsWg0qrrupcFjmXifvLVTmiPPB73xbk41aHkP6Vr9eCsHpWXPN9LW2L/61a9i7969AIDHHnsMX//6129Lps5L5Hzko9yL5xcKTyTpWv60MPq/dFPw7cpFfvNQMuGlgnQZDo13eHhYtsKVlOgRUtFmRXEm7YzPvVVDJhmHFu1fLqcamNvcatGY5vp86cRAzBVy7cyXf10O82UZIMzV30sIBoOzxijnatFaeErK+JRSK5XWghaTvBYBIx0o+cJ55q+1jbkileNjRVHEyMhIWv1pRdo7x2az4ZFHHsFXvvIVfPWrX0VbW1smxrXkkCwHlYdStSXaqLzfVVoekpDOQSDURyqEUyvhSzYWOm6Wh3Sz81YMPlYjmUZOfr1MmuC0PrfWeAMgM8wwk5r9YoVcoZeFRqb6l3MzpDIGrbUkpDEmgDahM1W3jJbxK+W6ZwpK1ke5vP/FgnvuuWdB+kmbsdvtdthsNnzve99DPB5nNdpvZ/CRoHIEX46h0ule/D0Gg4FF4ErBL9pU8q15zOdmU+pLLeCEL51Kbc1lc2rVONXaTjW3OpVxqlV703EDqdR0n694iUy1m052htIcyGnscgV/tMyhUv17JQ1bC+1YqGIsUmTqiNf5QHt7+4L0kzZjJ+Ikrcb01ltvpdv0kkWyQBY5gh6NRhOiMIGZzTY+Pi4b2LNYNTYt5nKla+Q0+bk8p1aCkizYKRWkkn6mVWi43Rl/KpaX+Upr5E3b6byPhRSieWj15SercpjKbwsJuXGQb38x0sjly5cvSD9pB8/RWeEAcOzYMXzjG98AAJw6dQp/8Rd/kW7zSx60sfjgEQp6kfO1AzOnw4VCIUSjUcUgEIvFMu9Rn3OBls2kJOykuxEz0cZ8gjcRahnnYn4WHlS1LdOIxWJwOBwLXi2RR6oVCxcS0hxxOczV6kX3zuW3hYSckLwY6QDR/7GxsYXpL90GrFYrXC4XXC4XnnrqKfb/xWwOWUjwfnNCsqIky5cvRyQSUfWB3ywzVyaQakRxOu0uRiyVcWrFfDB1wkKdhqWEZIGwNxNa11Gq622xaONaIHeewHydOO8qAAAgAElEQVS5ZdIB0X8qkz7fSFtjf/HFF2VPYTt79my6TS9Z8PnKckSPZ8p8/WhCa2trwn1SCXQxSqQ6tCMVv/18v+fFavkhOJ3Om1rsip+bm5UiqoT5WhtLnbYsZqXH5/MtSD9pi6BKR6suVPTfYoJSuUUlCVjp+4mJCSaJyh1putQ33u0OrRrRQrznxcaspNBibp5PpJLOpENHMly4cGFB+sno6W63M3itW+pDV0slkUvhomjUxU50b3doLV4jxWISzOYr6CxT0PeAjlsJC3W62+JyGi1xkCZGRygqQYsPSCdoix9LyRepQ4eO1JFpf/1CxYwsGsYeCoXwuc99DtXV1bj33ntx4MABxWtfe+013H333aipqWGf48ePs9/HxsbwyU9+Eg888ACqq6tx7ty5hXgERuiTHT4gV0ZWx9LDYvbl6dChI31k2qK1UBayRWOK37VrF0RRxKlTp9Da2orq6mo0NTWhqKhI9vr//M//RE1Njexvf//3f4/NmzfjhRdeQG1tLT71qU+hra1N8UCDTEGtzKLJZILJZJqVvsYH2gE3zPMLHSAnHYcOHTp06MgsCgsLF6SfRaGxx+NxvPLKK3j22WcBAGvXrsXmzZvxq1/9KuW2xsbG8Lvf/Y619dBDD8FqtWLPnj0ZHbMUfOCcXClMvooTX4BG7ehMLeedZwrpmpV1s7SOhVyvOnQsRSyUxr4oGHtHRwdGR0exbt069t2GDRtw5swZxXt++tOf4sEHH0RNTQ3+67/+i31/7tw52Gw2lJWVaW4rkyAGLhcQR/XZyVRvsVhmCQH8wQbSRZCMeabjD0q3CprO2HXocSELi8WWV68jOQYGBhakn0WxMgYHBwEAWVlZ7Lvs7GwMDQ3JXl9UVITHHnsMdXV12L17N370ox/h5ZdfZm3x7SRrC7hxLjp9du3aldbzSBkyX6zHYDCw3NhwOAxRFGWL+fDR8sSwk23kdKTBZGb4ZH3r2poOnbEvLPT5XnoIBAJzvnfXrl0JfEoNi4KxE+TM13J44okn8PnPfx4GgwGFhYX4x3/8xwStXelsYSUQE6VPuoxdygR5DZ5ObqPCNHTaGd1jNpvZ+InhC4IAk8mkmCe/EEhGROaz+pgW6BaDhYc+5zp0pIa77rprzvdSHFqyUy6BBWLsTzzxBNxut+znscceYwEFExMT7J6JiQnNgQZlZWXo6uoCMBOcIK3uk0pb6cJgMMDr9bJgOWB2HWOeCVIdeZfLBSDxMB273c7aMRgMSbVqMu2nCi33JIv0v9m4HbILFhsjvR3mXIeOTLo8FurcgwVh7Pv27YPf75f9HDhwABUVFcjNzUVLSwu7p7GxUbGq3Ysvvpjw9+DgIEpKSgAAW7ZsQSgUQk9Pj6a2MgmDwcCOmuTPVOchjZynIDleo6d7s7Oz4XA4kJWVBYfDAYvFItsmH4xntVpTrtOvxaSXTCO/mdaE2wU6I10YLMZa4zpuHjLp8lgoy+aiMMUbjUY899xzePXVVwEAV69exfnz5/HMM88AAJqamvDII48wH/K+fftw5MgRADMlJ3/605/ib//2bwEAeXl5+PSnP83aOnLkCCKRCJ588sl5fw4ykfj9/llnGZMPWukYSCpdSWZ7URQxMDCAcDiMSCSCqakpdniM2nnLNptNtdKdFGrSqFxQnxKk8QA6lh7SFcpulTgLXTi9PbEQ750ss/MOcZFgenpa/OxnPytu27ZNvOeee8T9+/ez306ePCmWlJSI09PToiiK4nvvvSc+/PDDYk1NjXjvvfeKzz//vBgOh9n1o6Oj4ic+8Qnx/vvvF6urq8WzZ8/K9glAzOQU2O12cd26daLb7RaNRqNoNptZHwUFBaLBYBBNJpMIQDSbzaLdbhcBiJs2bRI9Ho8IQHQ6nSIA0WAwsHupHZvNxu6hdoxGo2gwGESn0ymazWbR4XCIBoMh4X5qT/odANHtdrO26GO1WhPGTv1YLJaEv/n/y7Wdzkfav9wn033qn7l/jEbjrHUk9x7lrtE/+mcxfHj6BswPffm7v/u7jPEbalP2t4z1sgShNjFzgdfrFaurq8W8vDzG2B0Oh1hUVCSaTCbRZDKJZrNZNJlMYl5enlhaWioajUZx3bp14po1a0Sr1SqWlZWJDodDBGaIotPpFKuqqkQAYnZ2tlhaWiparVZGIF0ul5iTkyNarVbRYrGIWVlZCYvSZDKJFotFNBgMCcyYPqtWrRKdTmeCoED3SBe91+tl47dYLKw9u93OrjcYDKy/dDaJ1WpNawORAKT0MZlMbPxz3cA3g0nNhwClRYhSekdms1m0WCyiyWQSly1blpExyq3TVD9yAmu641K7/2YImQ6HQzSbzbLzNdd3ejM/WvbTfMwzzZ+U5tF40qVF/Oeb3/xmxvgNtSmHRWGKv1VgMplQVlaGf/iHf4DH4wEAeL1e5hsnV4IgCBgdHUVvby/i8TiGh4fR09MDURQxOjqacF0sFsPw8DDrw2g0MpOnwWCA2+2Gy+WCxWKBw+EAcOOgAfLRG41GOJ1OOBwO2O12WCwW1obX64XD4WD3Go1G5qOnaxwOB6xWK+x2OzttTloOl1L4nE4nsrOzZ/n5xSSmfKkZV85kxZvKkpnNqH/eNcDfYzKZWF0BfmxK5mQ5l4Xdbk8IdFS7TylFRe4+pTFoNRXSGtES9BOLxWA0GmG32+H1ehXvkb5Po9HI1kwsFoMgCGx98ePnszl4yLls5K5Vewa53+h+aeonf22yeZFWqKQ2pW1QdotcQapMINk4w+FwQoVKmlMtgbY8srOzU1pb9LHb7Wk/N7UFKKfr0u8WiwU2mw3FxcWKc8OPh6eT0vbk3Iz8WPjx5OTksLZMJpPs/tRa1dTtdmu6Ll3ojD2DWLt2LWw2G4qKirBhwwZkZ2cjFArB6/Vi+fLlcLlc2LhxI1wuF5xOJzweD9xuN6anpyEIAlwuF2KxWMKCNJlMTDDweDzMd5+fnw+bzQav18uC62hRxuNxeDwe/PM//zOqq6tRUFCAoqIiZGdnQxAEWCwWOJ1OWCwWBAIB5OTkwGKxwGQywW63o7y8HDabjW0Ap9MJg8GAcDgMs9kMr9eL7Oxs5OXlwWw2o7y8PCFdj4gKz1z5AD8e/IYhmEwmxnB48ATWYDAwJkIEluByuRI2ELXNR/bTvDqdzoQ+iFlJ++XfAz2b3W6H2+2G1Wplc05t8EWIaMzUBo01NzcXoigyYkHMlYQwq9UKm83G+hT/VPOAnsdsNqOgoICNkwityWRiZYnNZnNChUP6jkBzYDabYbVa4Xa7E/rIysqaJZRQ+z6fLyGwaHx8HPF4HFarFWazGRaLBVarlT07jZl/ZytWrEh4HzabLUHYobHTvFFbbrcbTqdzlmBEYxVFEU6nkxFcPpg1WTCUHHMAZoh3dnY2e3768GuPxsvPt1IwqxyD4NcqZcUASJhDYGaNuVwuFBYWsv1AAcTFxcXwer0oKipCYWFhwn20pgi0t3nhVi1Ohp43Ho+zmB8aGwmTdD/NBU/PpHuVlAT6XW2eioqK4PF4YLVaYbVaE+aK1jn/HdEwqaDLj4HWHfVDfZHy43a7MTU1xZQAj8eTsBZpn8diMcXx88+bTh57KjDtSjdpewnjhRdeAIC089YJw8PDaGpqQiAQwKVLl2CxWFBVVYXJyckEYksMIhKJIB6PIzc3F8FgEJFIBEajkTElu93OBANKk6DFtH79eqaxi6KIzZs3Y3JyEuFwGKWlpXC73TAajWhubsb4+DjuvfdehMNhWCwWeDweZGdnw+Vy4Vvf+hZWr16Nzs5OxkxdLhezFlA71A9wg0gGg0EWvU918JctWwaPx4N4PA6LxYJoNJqg2fDV9/Ly8uB0OhGLxZCXl4dAIMCyBARBYMybZ8hETEkIsVqtcLlc8Hg8MJlMiEajWL9+PRwOB6ampmCxWLBmzRpMTk6itLQUY2NjCdkLpaWlAMAEFpPJxOaaiIUoioyo03G6Ho8HWVlZEEURdrsdubm5KCwsRE5ODvs3FAqhoqICQ0NDsNvtyM/PZ89FFoPi4mIYDAasXLkSRUVFyMrKQiQSQVFREYxGI1auXAmLxQJBEOB0OhGJRNh8mEwmOJ1OmEwmFBcXw+FwYNOmTZiYmIDb7UY8HofNZmMBmSaTCQUFBSwy12KxYNmyZXj44Ydx9913s+ciSwSdhU7rjIgXCRBerxcFBQUJTDsUCrE1xPcjCALL/jAajYzhiH/KICkoKIDL5UIgEIDL5UI0GmXrzGw2Iy8vD8CMFkWEPCcnhwkXRNQdDgecTidEUcTy5cuZthUKhbBs2TKEw2E2f9KaEvRsOTk5TPAlQdXpdKK0tBQrV64EACaAhEIhNkar1cr6Jmabn5+P4uJijI2NsT1A+6isrAx+vx8AmNVt27ZtuH79OlvLNHculwsOh4MxD5vNhurqasRiMQSDQYiiiMnJSYiiiMLCQsbY/H4/Uzai0SjuuusuGI1GRKNRRKNRRgfIokhzQmOktUrv12g0oqCggPXpdrtRUlICp9OJZcuWYWJigjHUnJwciKLIlA7qQ2q9I8G/sLBQlvGRkAMAU1NTjO7QvSUlJQiFQrBarRBFEVlZWSgsLGTC97Jly2CxWOD1ehEMBuF0OhGPxxMUGrPZjEcffRSxWAzhcDiBkcdiMSZg0zqhvouLixPSmom28NYHel6r1YqdO3di48aNcuwjZajxL4OYzEZ6C4PXhDKBz3zmM/j4xz+OkpISnDx5EqFQCDk5OTAYDKisrMSjjz6KsbExfPDBB4jH47h+/TrOnj2LeDyOQCAAo9GI6elpeDwejI2NYePGjfB4PAiHw8jKysKnPvUpWCwW9PX1wWg0YmRkhG3mkZERuFwubNu2DXl5eRgYGIAgCHjrrbdQXV2Nbdu24ejRoyguLkZjYyOCwSAEQWAMfHx8HD6fDyaTCdnZ2RBFER6PBwUFBejt7UV2djaMRiMGBwfR1dUFm82GsbExVFRUwOFw4Nq1axgdHUVBQQFycnKQlZUFq9WKkZER2Gw29Pf3Y2RkBBaLBaWlpSgrK8O6deswPT2N1tZWDAwMYPny5RgbG4MoihgfH0deXh6qqqpw6tQpTE1NQRAEVFZWMi0vOzsbbrcbH330ESYmJhiR/bM/+zP4fD5cvXoV99xzD3p6ejAwMICOjg50dHQwzSE3NxcFBQXMdXD//ffj6NGj6OrqQm9vL1sfBQUFKCkpgdvtZhkPoihi5cqV8Pv9iMViKCwsxL333ouHHnoIP/jBD5CVlYW+vj54PB6cOHEClZWVqKioQFdXFyoqKjA2NoZ4PI4vfvGLeO+99zA2Ngar1Yo1a9YgGo2ip6cHjY2NMBgMKCgoQFlZGSwWC44ePYre3l5MTU3BbDZjy5YtGBsbw5e+9CX8+te/xsaNGxEMBpmQuXbtWsRiMVgsFoyMjCAUCsHlcsFqtWJqago2mw0lJSXIy8uDIAiw2+04efIkJiYmEI1GUVxcjOHhYUSjUWzduhVr165Fe3s7zGYztm/fjtbWVrS3t6OiogKXLl1CZ2cnDAYDJiYmEA6HsWLFCuTm5mJ4eBjbt29HU1MTcnNz8Y1vfANDQ0PYu3cvBEHAihUrMDExAavVioKCApw+fRqNjY1wuVwIhULo6upCKBRCSUkJY7wrV65ES0sLsrKyIAgCVq1ahYKCAsTjcZw/fx6RSATl5eUoKipCd3c3Vq5cibNnzyIajcLv92NgYABGoxHr169HR0cH1q5dy9bL0NAQ+vr6YLfbsXr1anz84x/Htm3b8MEHHyAnJweCIGBychJdXV0YGhqCIAgoKyvDhg0b0NDQwFxkTz75JPbs2YPTp0/D5/PB4XBgYGAApaWlyMnJQXt7O0RRZII9CROVlZUYGxtjewqYYQzUtsFgQFFREYaGhjAyMgKv18sEyY0bN2LHjh0oKSnB4OAgrly5gs2bNyMrKwt33nknfvvb36K/vx/nzp1DLBbD6tWrUVhYiJaWFly5cgVjY2NMGcnLy0NhYSEEQWA0hQ7oWrt2Le6++242VzabDd3d3ZicnEQwGITH40FeXh5WrVqFeDyO8fFxrF27ltGLqqoqnDx5EgUFBbh06RITbrxeL65fv45AIICysjIUFBTgzJkziMfj8Pl8yMrKwo4dO7BixQq0tLQwl2YwGMTk5CQEQUB+fj6i0Sg2bNiA8vJyxONxrF+/Hu+++y46OzuRnZ2N5cuX49vf/jbefPNNHDt2jFUo7evrQywWQyAQQHZ2Nu6++27cd999GB4exsjICAKBAO644w709/fj2LFjKC0tZRaqwsJCGAwGtLW1QRAEdHZ2wmazYXR0FI8//jg8Hg9eeumljPAbNf6lM3ZkjrFLTVo6tEOfu7lDn7u5QZ+3uUOfu7khk/Omxr90H7sOHTp06NBxC0Fn7Dp06NChQ8ctBN0Ur0OHDh06dCxR6KZ4HTp06NCh4xbHrVHceY64jY0VOnTo0KHjFoWusevQoUOHDh23EHTGrkOHDh06dNxC0Bm7Dh06dOjQcQtBZ+w6dOjQoUPHLQSdsevQoUOHDh23EHTGrkOHDh06dNxC0Bm7Dh06dOjQcQvhts5j1yvP6dChQ4eOpQy98pwOHTp06NBxi+O21tgJ+rGtNx/63M0d+tzNDfq8zR363M0N83Fsqxx0jV2HDh06dOi4haAzdh06dOjQoeMWgm6K16HjNkNzczNGR0cBAOXl5VixYsVNHpEOHToyCV1jzyC+/e1v3+whLFnoczd3pDp3fX19+NjHPoaPfexjaGtrm6dRLX7oa27u0OdublioeTOIt3EEBAUf3MZToOM2RG1tLR566CEAQF1dHWpqam7ugHTo0JEy1PiXrrHruCURj8fR09ODcDiMWCx2s4ezaBCPx/X6Dbcxurq64Pf7b/YwdMwzdB+7jlsS4+PjeOedd7Bq1SqUlJRg8+bNN3tIiwI9PT3weDw3exg6bhLGx8fhdDrhdrtv9lAWFMFgEMFgMOG7vLy8W1bI1Rm7jlsSwWAQdrsd8XgcgiDc7OEsGnR2duLBBx+82cPQcZMgCALi8fjNHsaC4/jx41i2bBn7e2BgABs2bMDy5ctv4qjmDzpj13FLIhAIwOVywWQy6YxdgqWspXR2dsJutycQ6ZuFEydO4PTp03juueeWjAa8GBn75cuXsWrVKrhcrnnrw2KxYNOmTexvj8eDaDQ6b/3dbOg+dh2LGpcvX8bBgwdTYs6dnZ3Ys2cPBgYGMsLYw+EwfD6f7qu/yRAEAY2Njbh48eK89jM1NYWxsbGk10UiETidTkxPT8/reDKJTDH2lpaWDIxmBpcvX55lJs80pMKsxWJBJBKZ1z5vJnTGrmNRY2RkBG63O6VNODU1hcrKShgMBphMprQZ8tGjR9He3o4PP/wwrXZuBn7yk58gFArd7GFkBH6/H8uWLYPNZpvXfpqamnD69GlN18bj8UUl8FF9AiVkirF3dXUp/tbd3Z1SWydOnMDk5GS6Q0JnZyf27duHuro61NXV4eDBg4rXWiwWXWPXoeNmwmw2p0Q8Q6EQI/5qGvv4+LgmzcxisWDLli2LzoSpBaFQaElplGqYnJyE1+tN+b5YLJZSSms0GoXJZNJ0bTweXzQMIhKJ4Gc/+5nqNYIgZMQ1FQ6HFX9rbm5m/z99+jTq6upQW1uL69evz6k9rfD7/di6dStqampQU1Oj+g6tVquusetY+kg3xSUcDmNkZCThMx++a7/fj1OnTiV819zcjCNHjuDIkSOaCHQoFILVasX09LTqGC9cuIBLly5pHltBQQF27949L4Q8EAigu7s7423b7XaEQiHU19fj3XffxcjISEbbXygEAgF89NFHyMvLS3ptLBZLeO/vv/9+SqbjaDQKi8Wi6drFxNiDwWBSa0amNHY1psgz6WAwiJqaGmzfvh2dnZ2zrhVFEQaDISNzGIvFYDbfCBtTiyXRNXYdSx7RaBQ//vGP02rjxIkT6O/vZ5/m5ma0trZmaIQ3MDw8nCDxAzPjr66uhtFoTCBK8XhcltELggCTyYTh4WFs2bJFsS8pgZuamsKbb76peP3GjRuxevXqBNP29PQ0Dh48iLq6OjQ0NADALH/hwYMHkwokp0+fxvDwMP77v/8bb731FgYGBlSv1wqbzYZwOAy/34+qqqp592XOF65fv47q6mocOnQo6bWHDx/G+fPn2d+xWEyVEfX09OD3v/99wnc8U/jNb36D119/HcPDwwnX+P1+DA4O4uLFi+jo6EBfX5/Wx2Ho7OxUNWungmAwmDQALR6Pzytj37NnD3w+HwCgvb0d165dw6VLl9DU1CSrsYfD4Yz5u2OxmGZLi66x61jySMcHuHv3bkQiEUSjUQwPD8Pn82HTpk1Yt27dvGjswWAQTqeT/S2KIoxGI9u0/LO8+uqrqppYOBxGdnY2DAYDGhsbmd9taGgIwAzxvnbtGmtjYmICExMTquOz2WwJjH1ychIlJSWoqamBz+eDKIo4ePBgwjh/+ctfqs5VQ0MDLBYL3G43qqurkZ2djcOHD6uOQyvsdjsaGhowNjYGs9m8ZDMEhoaGUFhYiMuXLycVkgwGQ4IAkyyAcmJiQrFNURRx4cIF2Gy2WUIRrZvGxkYYjUb88Y9/1Po4DJ2dnWhvb0/5PjlQJoga486Uxq5kOu/s7EQgEEAkEsH58+dRVlaGkpISlJSUyDL26elpJnwmw6VLl3Du3DmcO3cODQ0Ns55DEIQEjR1QripK7r329nYmiNxK0Bn7bYBoNDprwUvR3d0tS/z6+/vh9/sRCARQXFzMGFYmgtLkINU6yFQXDocTCHQ8Hkd+fr4sQYjH45iamkIsFsP+/fsBAIODg6ipqcHmzZsxODgIYIYB+Hw+ZiL0+/1wuVzYvXs3a+vq1asYHx9nf9vt9oQ+pea/3t5enD9/HidOnGDjB9RNlz6fD9u3b4cgCCgvL8fatWvnRHzHxsYwNDSU8InH47h48SLuuOOOJZ36F4vFYDQaYbVakz6DNCYjWYwGMQS5Oad33dXVNatfk8kEr9cLq9WK3NzcpIFrcjAajUnTD69evaqprcHBQWRlZSV91rky9sOHD7N4jWg0Kss0zWYzotEourq60NnZiaKiIuTl5SEvL2+We4OsXfn5+ejo6Ejaf19fHyorK1FZWYnp6WlMTU0l/C7di2rvnc5Fn5iYQCAQSNr3UoPO2G8D0IJX03RefPFF1NXVzfre4/Ggv78/ISBNFMV5YxLBYBAOhwOHDx9GXV0dLl68iKtXr+IPf/gDhoeHIQgCzp07h0gkAofDIbtxBwYG0NbWhvz8fPzxj39EMBhkUrlUOxgfH8exY8cAzGjfsVgMx44dQ29vLwDg2rVrCaZSqcYuJSaRSASFhYWMeEYiEZhMJlV/3pUrV1hbY2NjczZN1tbWYmRkBF1dXejo6MDIyAja29vhdrtZhoAgCPj5z3+u2s6JEyfwhz/8IWPugHQxNTWFaDSKWCwGp9OpyTfKM8tkjN3n86GnpwcnTpzA/v370d7ezrRzv98Ps9k8yw1EEAQBoVAIo6OjqK2tncPTJQcJiYQjR47IXjc9PY3CwkLF+RFFEZFIJCXGXldXh927d2NychINDQ1sXQqCIDunJpMJkUgEra2tuP/++9Hf36/Y9okTJ/Dwww/D5XKhqalJdRyiKMJms8Hr9cLr9SInJwe9vb14++230dPTw8bEm+IdDoeqe0QQBJw5c+aW9LXrjP02QCwWg81mU93QJpNJNuXE4/Ggvr4e5eXlsNvtjMDNl1mXTO9GoxE1NTW4++67sXHjRgwODuLgwYOora3FmTNn4PP54HA4ZDV2QRBQVlaGwsJC9PX14cqVKzh79iyAGcbc2NjINnMgEGCM+f3338fIyAhyc3MxMDCAQCDABIva2lp0d3erauyiKM4K3JqenobZbFZl1PX19WzcLS0tTIN85ZVXcODAgaRztnfvXmbB2LBhA9555x0cOnQI69evh9vtRnl5OcLhMBoaGhAOh3H9+nXFdxePxxEMBnHXXXfdlDS59957b1aqWU9PDzZt2oRoNAqn05nyuku2Vtva2uDxeHDlyhWEQiFMTEwwzfTKlSvIzs6GyWSatX9EUYQgCAiHw+jt7UVTUxNGRkYQDofR2trKhMN0cf78+YQ1d+3aNdnrLBYLLBaLohAzNjaGzs7OWc/R1NSExsbGhO+OHj2Kuro6nD9/Hj6fD/v378eyZctY23LR9STwR6NRjIyMwGQyJWRkSBULo9GIvLw8iKKIycnJhN+vXbuG999/H++++y6bZynTPnPmDFpaWphQEI/HYTQaE6759a9/rZh+98ADD2BiYkJn7DqWJmKxGOx2e8ICpqIrBCWNJCcnB0899RQ8Hg/sdjvT+rSa4lM1/Q0NDc3yeZG1wWQy4f7772fMORQKYc+ePbPaoA0uCAImJyfR1dWFQCCAiYkJmM1mXLlyBb29vWhtbYXJZGI+/Ly8PNx5553weDyIRCIYGRmB0+lEZWUlHnzwQXR0dMBms6G3t5f54mOxGCwWCwRBwPj4OGKxWEJ6ld/vh8Viwb/8y78oHpE6ODiI69evIxaLIRqNIhQKITc3F16vF+fPn0+aF/zRRx+xICRRFJGfnw+n08mEJLfbjXA4jKtXryIcDmPVqlU4d+6crAWnq6sLBQUFNy1q2O12z0rPi8VisFqtiEajcLlcmtLX+N/l1uqhQ4cQDocZU1m2bBnGx8fh9/vh8/kYI52YmEBnZycaGxtx/Phx1NXVJTCSWCyGcDiMoaEhuN1uTExMoLu7G4FAIKWMCzWEQiHWZywWU81sIFO4XBYMrU3pfhwcHGTuKUI8HmeC9QMPPIAdO3Zg8+bNbB7j8TgGBgYS5pnoTCQSwYULF9Dc3DyLsfPXk1XFarUiHo+zOScT+datW7Fhwwb88Y9/RHt7ewJjt9vtEEUROS4wK/gAACAASURBVDk5iut0eHgYVVVVGBgYkM1ysFqtCIVCqnSMhPWlBp2x3waIxWJwOBwJG6CtrS2hgAMxQinMZjPy8/OZKZ5n7Fo0p7179+Lo0aNJr5uamkJXVxd6enrQ1tbGtDZiTsAMISBBoa2tjZn9pBAEAQaDAU1NTejq6sK1a9dw5513oqWlBeFwGG63G+fPn8elS5fg9/vR19cHv9/PTPtEnLq7u9Hf34+KigoYjUaIogiv1wuPx8PMo8RkOjs7ceLECUQiEcRiMRQUFKCurg4HDhxAW1sbRkZGEoKH+DkxGAy4dOkSuzcUCiEQCODOO+9EdXU1Ll++rDp309PTiEQizP9MYxUEAVarFSMjI4hEIoy4lZWVob+/X9b8SQKOkvn69OnTmn2+4XB4zv5LURRZFDpZRcgUr6X+f1ZWFt566y0AM/Pb19eHQ4cO4aOPPgIwo6VOTk5icnISRqMRdrsdx48fx/79+zE8PMy0bb/fj7y8PIRCIaxevRo1NTUYHBxEX18fWlpaMDY2hubmZuzdu5dZxeLxOIqLi2G32+f07Dw++OADrFmzhvnvQ6GQoqB88OBBNk8vvfQS+56YK61Vup/mkeJYRFGE3+/H7t27WYYHcEMw4tdEOBzG66+/nvB+W1tb0d7ejra2NoyOjsJoNOLatWtsndntdgQCAQwMDCRYgyi+gb7z+/24ePEiLBYLKisr8dBDD6G7u3uWxh4KhWAymdDS0oJDhw5hZGSE+f7j8TgGBwchiiLa29tlDz4yGo1J3WQ+nw+vv/4628tLBTpjvw1AjJ0n1JFIJME3TIv82LFjs0yw8Xgc09PTsNvtLDdcK2OXbii/3z8r6GV0dBTHjh1DX18fJicncc899zDNLR6PM/OiyWRike4U5S2X3kJpcNnZ2Vi/fj2uXr0Ki8WClpYWXLx4EYFAAE8//TQqKiqQm5uLK1euYHBwMEHLJSK3YsWKWUVRWltbceHCBQwODmJgYADNzc04dOgQVq1ahePHj6O1tZX5t1tbW+F0OmGz2VgQniiKCVHvNpsNHo8HFy5cgNfrRXt7O9PAHQ4HAODNN9/EpUuX0NbWBkEQcPr0aWaS7e/vZ0yQhBr6/6ZNm9Df3w9BEDA1NYXh4WF2nG0oFJql+ZK1gzfp8u9renpaNrr5woULs9q6fPkyDh06NEtTUwONPRQK4bXXXgMwU30wEAgwU7woiujt7cXvfvc7xXa2bNnCzLzAjPb24IMPMkbk9Xrh8/kgCALcbjdsNhtisRiys7Px5S9/GW1tbXjnnXcQCoVkTc79/f0Ih8OIRCKoqqpCJBJhjP39999X9S3z7SSDzWZDUVERY8a09+TujUaj+MUvfoH3338/YW//v//3/3Dw4EGcOXMG169fx+XLl1FfX4/vfe97+PDDD5ll4ejRowiHw1i7dm1CjALtdbPZzNbZ5cuX0dfXhw8//BCRSAQTExM4efIkqqqqUFBQgNHRUYyMjKC3t5fNxYoVK3DixAns3bsXw8PDGBwcZNYonrFHIpEEQZRiTkRRZD5zh8OBrq4ultnS2tqKM2fO4De/+Q0uXLiAoaEhXL9+HZFIBCdPnlQMULx8+TL+8Ic/4MyZM7JC09TUFHbs2IGamhpYrdak72uxQGfstwGkGvvk5CTGx8cTFqrRaMRdd92Ft99+O6EWdygUwu7du2E2m2E2m9HY2IhYLDbng0QuXLiAkydPApjZwMPDw2htbUUgEMDGjRtZgJ7X68XZs2dhMBiYqZt8djk5OUzTUmLsra2t6OrqQlZWFqLRKO677z4MDAzgwoUL8Pv9OHLkCNra2tDW1oZoNIo33niDBUyRpvHRRx8xIkqpckeOHEFOTg7sdjvGxsbQ29uLjo4OhMNh3HHHHbBarTCbzUzrLy0thSAI8Hq9zDx6+vRp9PT0sNKX4+Pj6OnpQWtrKxwOB7xeLxO8KFjP7/fjzJkz6O7uxvDwMBwOBzo7O1FfX4+cnBx8+OGHuHr1Kpsno9HImI3ZbEYgEEBDQwNsNhsmJiZw8eJFWU2F7ieTLgD8x3/8R9L3umfPnlntUZR/XV3drAAwHmT+lt7b2dmJuro6dHV1oaGhAVNTU3A6nejp6ZG1YoiiiI6OjoTMDWLKxJho3ebk5KCjo4MJQrSeJiYmUFpaikAggN7eXuZeoXUBzKQn/va3v4Xf70dnZycGBwcRDofZnF25cgXvvPOOrODLzxFpwUp7KRwOMysMadd+v58JIdL5crlc2Lp1K8rKyvDAAw8w5r9t2zY88sgj6OnpgSiKKC0tRWVlJaxWK+69917W1uDgIKLRKIvUp/FTjEI8Hsf//d//AZjx15eXl2NgYABHjhzBm2++iWPHjuHatWvo6enB9evX0draisbGRvZ8+fn5uPvuuyEIAgYGBtDX14dYLIaPfexjsNvtzMVAjJ0XTiYnJzE6Ooq9e/cCmDGjr1mzBtFoFDk5OfjzP/9zNDY2orCwEH6/H4IgID8/HwUFBXC73YpM2WazYWRkBC0tLXjvvffwrW99KyHgbmpqak7HHF+/fh0HDhxgAcALDZ2x3wYg8/LU1BTeeustHDhwAPX19QmLnRikw+HA8ePH2ffRaBRr167FfffdBwAJvjBCV1cXamtrZxFbCsbr7e1FS0sLxsfHMTIyguXLl6Ourg6nTp3C4OAgTp8+jXg8DrfbjTvuuAMAsGzZMqxZswaVlZWswEo8HsehQ4cSasdLGftbb72FpqYmdHR0oKurC7m5uSgqKkI0GoXX60VBQQFyc3Nxzz33sLPa169fj+3bt+PMmTMsrWpsbIxFYLvdbvh8Ply9ehXFxcVMw1m/fj1WrFjBIoS3bduGvLw8VrikrKwMW7ZsYYFG4XAYPT09+PDDD1FYWIj77rsP9913HyoqKhCNRtHQ0IDJyUkWKHjmzBmYTCYEg0F0dXWht7cXg4ODaGpqwvLly2EwGDA0NITi4mJ4vV5cu3aNMea8vDzU1tbixIkTOHbsGOrr65GdnQ2v18ssHiSg8QxIEAREIhHs27cvpVKslG0g9cF6PB7cf//9qsGDe/fuxZEjRxLK+5KJeMWKFbDb7YzJu1wu5nPOysoCAOzbtw9vv/02Lly4gLa2Nmzbtg3AjWj43t5eNDc3IxgMsufxeDywWCyIx+Po7+9HT08PE6gcDgcKCwtx6NAhDAwMIBaLYXR0lM3T0NAQQqEQfD4fgsEgYrEY+vv7IYoiurq64HA4kJeXN4uxx2IxHDlyBAcPHmRuF7k01OnpaRw6dAi1tbUoKChAPB5HeXk5jh07hg8++GCW+bixsRF79uzB5OQkVq1ahenp6YQCLA6HAwaDAQ6HA4ODg+jo6IDD4YDVasXJkydZ3vn4+Dhj7JFIhGXJkCk+Ho/DYDBgamoKwWAQH374IQ4dOoRDhw7hzJkzyMrKwsaNGxEIBDA2NsZ82MCM8LZv3z5MT0+jo6MDg4ODCAaDmJqawujoKKampvDSSy8xYVfqFy8tLcXk5CTGxsaYKygejzP/vM1mQ3d3N8ts8fv9jDY88cQTzPIlhcfjgSAIGBkZwZ133omsrCzmhiABhBi7z+dDbW0tamtrkxZ6Ghsbwz333IOamhpNZaszjSXH2Ovr61FZWcnMdEpoamrCk08+ie3bt2PDhg34p3/6p4UZ4CIEaeytra0oLi5mqUNGo5H5Gfv7+1FXV4fp6WmMj48z8ysfaUpBNo2Njbh69Sp6e3sRj8fR3d2NHTt2oL29HRcvXsT58+cxPDyM48ePo729HZcvX8bAwADzSVZVVaGmpgY7duzAxo0b2bnpBoMBeXl5MBgM6OrqwsDAAE6dOoV9+/Zh/fr1mJycRF9fH5xOJ9NYjUYjfvazn7FiIbm5uaisrMSaNWsQj8dhMpmwbds2DAwMoLa2FjabDT6fD/X19TAajax8qM/nQ0FBAaanp5k5PhwOM818w4YNzHKwbt26BHM0BVD19vZiamoKoVAIHo8HLpcLLpcLFosFLpcL3d3daGhoYFW46uvrUV9fj/HxcVy5cgWXL19GbW0tKisr4fP5cOzYMbS0tCAWi8Hn87G89Hg8jpaWFlaoo62tjfnl9+/fD4/Hg4ceeohpjQ6HA+Xl5cjOzmbvMxwOIxwOQxAE/PKXv8SHH36IK1eu4NSpUwgGgxgcHMTExERCoOSvfvUrxTVGjP373/8+4vE4hoaGGAFX8sm/++67OHToEMbHx1FZWcmYlSiKmJqaQmdnJ0wmE1wuF5xOJxobG1FUVIRnn30WHo8HDQ0NOHv2LDu0pbW1lQkvAJhGCMzUaTh8+DBOnDjBBAASaoLBIO69917YbDZEo1EIgoBPfvKTWLVqFZuDiYkJ/PKXv0QsFkNRURG2b9/OrEGiKCIQCMBoNOKll15CZ2cni3HgEQgEcOXKFUxMTDCmBsykr7377rvM5TU2NobS0lI8/vjjWLt2LQRBQFFREWpqarBy5UoYjUaWghkKhXD48GEcP34cQ0NDyMvLm1X0hYQZs9mMDRs2YHp6OkEgKSoqQkdHB4sQNxgMqKioYGZysnzEYjEEAgH85je/gcFgQCAQwMjICMrKythctLe3s7kgl9alS5fYOmhpacGWLVtw7tw5BAIBFBQUYPXq1bj33nuxbt061NTU4M4770RfX1+C0G42mzE5OYmhoSF0dXUxNwhZNE6fPo28vDz2vn/84x8zs/rKlSsVBcuVK1ciGAzi8uXL6O7uZoG5wEzlPIfDwWjn1atXcdddd2Hr1q04e/YsIpEIfvrTn+I73/kOi90AZrT8np4eZqnYvXs3vvvd7zKhYyGwpBj722+/je9///tMUleCz+fDM888g5dffhnHjh3DkSNHUj5x6FZCNBpFaWkpCgsLsWLFCrS2tjIf49Gj/5+9N4+N+j7zx19z36fn8G2DjcEkXCEklDQJSUqapO1WSXe3rVRVTavVSlX/22orbXfVbHdXPdTVdr+N1CtpkzRNwwZIQsoNxgYDvu/7nLFnPPd4xp57xjO/P/g9Tz82BhwChLZ+JBQHPv6c7/dzvp7XcwETExPw+/1cwwoEAjh9+jQbOdpgPT09XHtNp9NobW1FJBLB5OQkGhsb8atf/QonTpxAR0cHOjo6kMlkEA6HkUwmYbFYEA6Hl22wxcVFtLa2wuv1IhQKwefzobGxkVuOKisrYTKZsGHDBjzzzDMYGxuDQqGASCRCcXExp0+rq6vx/e9/n2vrgUAAIpEIoVAIZ86cgcvlgtvthl6vx8WLFzE9PY3XXnsNer0euVwONpsN09PTKC4uxsDAAJqamtDe3o7GxkY0NTXB4/Ggv78f6XSaj0skEjh27Bh6enrQ3t6OYDCI5ubmZalM4GpffiqVgkqlgsvlQmNjI7LZLEeyjzzyCEpLS1FTU4PKykr813/9F/L5PDQaDVpbWzEzM4NUKoXx8XHuDigqKoLFYsH8/Dzq6upQKBTw9ttvIxqNIhgMorS0FAMDA6iqqkJLSwucTieOHDnChlOhUDCb4EMPPYQzZ87g5MmTmJ6eRiwWw6VLlyASidhYaDQaBhiull6mHuN0Og2xWMzZFbPZjPvuu++6Q2j0ej327t3LOIpsNotoNIrh4WHMzc3BarViw4YNkEgkGBkZwb59+2AymWC1WvGP//iPkMvlWFxcxJYtW9Da2rpsJnqhUEBHRwcaGxsxMjICiUSCWCyGU6dO8bMA4GdaWFiAw+HA4uIij4cdGxvD3NwcR9fT09MMqlMqlcjlcigrK8OLL76IUCgEi8WC+vp67N+/n5nXhEJET/X19chms3jllVcwNzeHmpoa5osYHBxEOp1exvkunCAnl8tRKBS4RbK/vx+nT5+GyWSCxWKBSqViw55MJtkBj8fj8Hg8KC0txdLSEk6ePAmfzweTyQSFQoFTp06hsrKSkfOUGQKu8kK0trYuq+9rtVo4nU6Mj48zcG1ubg7Hjh2DWq2GUqmEw+FASUkJOzSjo6McPExPTyOZTGJ0dJSNeygUQjgchkgkuga8KZFIMD8/D6VSiZqaGnR1dbEznslkeIZAPB7nPeJ2u3HmzBnMzc1dk2Xs7Oxkx4KcXIVCgaWlpWVARcIbjI+PIxQKQSqVcpcJTZ7cvXv3sjVOWIZwOMxBQlFR0TWcGHdSbkxHdo/Jnj178Pzzz2P//v03PO6VV17BgQMHsHHjRgBXh3fcKNr4S5bm5makUils374ddrsdLS0taGtrw86dO2Gz2bBt2zZs2LCBfx4eHobFYkFJSQkymcyy/lEiiAgEAryxp6amsLCwgAceeAAqlYrbh8RiMXQ6HaanpzE9PQ2v14uFhYVlKcQLFy5gZmaG28gCgQCGh4dRKBSwd+9emEwmSKVS7Nu3D6lUCkVFRQiFQmhubmZwzczMDKxWKwKBAF599VUYDAa0trbi05/+NLRaLVKpFGw2G44ePQqFQgG/3w+LxYKamhpWEBaLBQ888AAGBgagUqnwhS98geuYbrcbX/va17hk0N/fj7q6OiwsLGDXrl3IZDJwu92orKyEUqlc1o/r9/sxOTkJi8WCfD6PU6dOYdeuXYhGo4jH40wBClwtW5BioQjRYrFgfHwcu3fvhlgshtfrxZkzZ6DRaDiC8nq9KC4uhtvtRlFRESYnJ7l3/r777kM4HMbw8DByuRx6enqg1WpRXl6OTCaDdDoNnU6HeDyOyspKPPvsszhz5gzi8TiKiooQDAZx6tQp6PV6jrpTqdQ1fOT5fB5qtZqBZufOncODDz4IiUTCNXGK7pLJJFpaWlBfX8+MglRnzmazcLvdMJlM+L//+z9uRwuFQhgdHcVjjz22jG6YZH5+HgaDgSNWAAxq27t3L6LRKEZGRjA7Owu1Wr2M5ezs2bOw2Wy4cuUKO0uUIZHL5fD7/SgtLeUWMiKhyefzcLlcqKysxP333w+pVIpoNIpMJoPNmzdjbm4OCoUCXV1diMViSCQSKC8vB/AnMBgBxgg97/f7kclkeK0L3y8ZOQLoUbDicDgwPz+PRCKB++67jwGSi4uLvBbdbje6u7sxMDCAv/mbv4HX64VGo0F9fT1qamoQDoeXOWVNTU2Qy+VcSmtoaMDU1BR27tzJBtdgMCCRSMBqtWJhYQHbt2+HVCrlTFsul8PY2Bg74QCgVqshkUjg8XiYE6KnpwePP/440uk096ZbrVYoFAqEQiEoFArGPhDg7sSJE3j22WexdetWqNVqxONx6HQ6mM1mzM/PI5/Pw2g0Yvfu3Xjrrbfg9/u55BEIBBAKhdDR0QG9Xg+xWIzNmzcjlUrBZDIhmUyykRZ+G2q3FOrCV199FRs2bOByAABeO2azmf9fLBZDoVAgFovd0nTCW5E/q4idNsbN5Ny5c1CpVHjhhRfwyCOP4B/+4R+W0YL+NUk2m8WnPvUprlfF43GYTCa0t7cjEokw4YdEIoFEIoHNZoNOp8O77767zOMUSiKRQDgcxtTUFE6ePInOzk5cvnwZer0eqVSKmd/OnDmDnp4eGAwGRrWSYadovrq6GgsLC0in06ipqUFFRQX0ej1cLhenDGUyGc6cOcP1fYpc77//fpSVlbFifeutt7gfnEBCyWSSo/vS0lJEo1FOnxKZDBkVyig4HA64XK5lRkQqlWLjxo2QSqUYHh7G/Pw8rFYrc03TpqWII51O4/jx49BqtSgUCrDZbMxK98UvfhE6nY6jRZfLhf7+fqRSKfz0pz/F4cOHMTExgZmZGYTDYUxOTvLve71ePPXUU6iuruboa+PGjSgqKoJKpYLJZEJ5eTmefvppLC0tYXJyEtXV1VAoFNi3bx/327vd7mVtUAC4np9KpbCwsICuri784Q9/wMjICE6fPg2Xy8XGVijUsXDs2DFEo1GEw2H09vZy58LIyAgUCgW6u7sRi8Wwb98+NDU18XePxWIYGRnhGr3FYsHw8DASiQSWlpaQTCYRj8fR2tqKzs5O/uN0OnHw4EGMjo4in8+jpaUFly9fRjKZxDvvvIPBwUG8+eabKC4uxsaNG6FQKCCXy5dFTQaDAaWlpdBqtTCbzWy4qOZOqenFxUVGp1MNWalUQqVSQaFQwGQyQSKRIJVK4ejRo5icnIRMJsPhw4cxOjqKQCCA8fFxqFQqyGQyLC4uQqPRsLGQSqUYHx9nchdhq5ywD1+hUEClUsFqteLv//7vsWPHDlRUVOA///M/ceDAATbo8Xgc586dw6ZNm6DT6fDGG29AJpNx2WtmZgYffPABl2Ci0Sg6Ojpw8uRJXjN0TQJhRqNRru+rVCpoNBqIxWKEQiEkEgl4PB6Mjo5yOYPuzev1oqOjA2azGV1dXWhpacHw8DCsVis6OzsRCARQUVGB2dlZdHZ2ore3F8FgEO+99x7eeecdvPHGG+jq6kI4HEY8HueJhX6/H0ePHsXo6CivN+pWSCaTMBgMEIlEnE3q7OxEU1MTTpw4gWAwiLNnz3KbbywWg9VqZdAfldToOxAwcmlpCcPDw9BqtaiursbOnTuX7YUjR47g8OHDXDIjw24wGPDb3/72tsydX4v8WRn2tYrD4cDPf/5z/OQnP0FzczNEIhG+/OUvX/d4kUi07M9LL7109272FqVQKFyX8ORG8uabbyKfz6OmpoaNF405FYlEUCqVmJycRCQSQSgU4jo1CSm5xcVFiEQizM/Pw+/3w+FwwOv1spPQ3NyMUCgEkUgEk8nEqfaRkREMDQ3h9OnTHCXYbDYsLi7i9ddfx8zMDJxOJwKBAI4cOYL+/n64XC5ObZPSo7Y1qVSKWCyGqqoqhEIhjI+PczRKTgIhzQnFPj8/D71ej2AwyKjzzs5OOBwOjqY7Ozu5ttjQ0ICGhgZmnXvwwQexceNGjrgoYqqoqIBEIoFCocD09DQmJiYwNTUFqVQKt9vNYDBCradSKSwuLkKhUKC4uBif+MQn8NWvfhUlJSX8bvP5PDZs2IBt27YBuJoW/e///m+YzWZEo1HMz8/zuiV2tL6+Ply6dInJaUQiEdRqNXbt2oWysjLs3bsXyWQSzc3NeOeddxCLxbhEQlE3AQBpKty+ffvgdDpx7NgxvPXWW3jppZe4u2FpaQnxeBy5XA5zc3OQy+Xw+XyMdFcqldDpdMzfr1Ao2ElIp9Mwm83cBknMd1RHHRwcRCwWw/z8PDweD8rLy6HRaFBbWwu9Xo+5uTl0d3fDarVibGwMkUiEa9Tbtm1DeXk57HY7Z48SicSy/n0yAtR7vbCwgKamJgwNDfEar6ysBHAVhLa4uIi2tjYsLS1h7969qKmpgVQqxeLiIsbHx+F0OiGTyRCPxzE6OsprUqfToa2tjUF7lGXIZDIQi8VQqVT8/To7O5cZdiFznlKpRH9/P7xeL2KxGO9d4Co/wbZt22Cz2bB161akUimo1WrkcjmMjo7CYrHwmg4Gg6ioqEB5eTmDVHt7e3HkyBFuT4xGo4yjCYfDbJB7e3vR0NCAfD4Pu90O4GqXAQEyaa5DIpGARCKBTCZDdXU1kskkOzWFQoHBbsePH8d9990HjUYDl8uFkydPwmq1QiwWo7y8HBUVFejp6cH4+DgPcMrlcmx89+/fjy9/+cuMXZienkY6nebomJyRo0ePoqmpiTsLiKsiEomgv7+fuwZEIhH+93//FxcuXMDS0hIuXLjArXBUvtRqtQiFQjAYDMsc3Wg0ipKSEly6dAnhcBgXL17kEhyVJG9VXnrppWV26kbyZ5WKX6uk02l89rOf5VT8t7/9bU6PlZaWXnP8WpG/95Ikk0kcOXIE//zP/4xYLLasvnjq1Ck89NBDMJlM1zwbbSyz2Qy/3w+VSsXRB6E3Q6EQSktLcf78eZSUlDBqHbiaTjtx4gTMZjPUajVOnjwJu92Obdu2ob29HZ/+9KcRCoXQ0NAAg8EAl8vFbSkLCwuQyWT4l3/5F9jtdnzpS18CcJUytLy8HA6HA4VCATqdDgMDAzCZTKisrMShQ4ewbds2qFQq9Pb24ty5c5icnGTwkUgkgsFggEKh4H70dDrNEf7MzAxyuRxKS0sxMjICo9GIiYkJ9Pb2YtOmTZiamoJer8dDDz2ERCLBqWyRSMSgPolEApVKhYqKCpw5c4ZruKT8dDodGhoa8Oijj8Ln80Gv17OSSKVSOH78OLLZLJRKJS5fvgytVou+vj64XC5Wtrt27eIaPaUVp6amMDAwwP3W5eXlePTRR/HGG29gcXERXq8XlZWVHP1S1FhVVYWOjg4MDQ2hpKQEarUax44dg8vlwttvv43Z2Vkkk0k888wzEIlEXHMmljexWMxO38WLF2Gz2XDp0iUUFRXhW9/6FjweD2ML2tramL2N+qQlEglcLhfeffddSKVSDAwMIJvNori4GMXFxQxcTKVS+NSnPoXR0VG8+eabTCyUyWTg8Xhw8OBBzMzMwGQyYXR0FIcPH0ahUMBzzz2H5uZmpgCWy+UoKyvDyMgITpw4gU2bNjF3wNLSEu6//34MDAzwXiGOhNdeew379u2D0Wjkeioh71UqFXQ6HYMW5XI5VCoV7HY7gxnLy8t5mJBEIoFSqYRcLudsGDkSwWAQ58+fx3PPPYfPfe5z7FwGAgF2Bjs6OvDEE08gGo1CJpOhs7MTbrcbGo0Gv/nNb1BSUgKVSoWHH34YDocDg4ODaGtrw8aNG7llkEoXoVAI8XgcR48excDAALc41tTUoKenB8lkEo888gh3Y9hsNoTDYUgkEs6ikfO3fft2jI2Noba2lnEDlI5/+OGH8ctf/hLHjh3jZwGuOiBarRbz8/PQaDScChdy2ZvNZphMJp6nUFJSgvHxcfT29qK+vv4aQqlMJgO73Y5jx44xwJe44xsaGphdkTKNRqORnSIioqKuBbPZjO7ubjidTuRyOfj9frz99tvcJnf27FmUlJTg0KFDUCqVSCQSvJdlMhmKiooQDodRVFTEQEwA6Ovr44CBnLwNGzbAbrezfrtVeemll5YFkFVW+wAAIABJREFUnTcy7n+REbvJZGJPEvhTCn81Yo0/VxEOZbl06dKyf0skEpicnEQoFLoGwCOVStHX1wev14vq6mqOLmQyGQYHB7lfVq1Wc4uQ2WzG+Pg4Xn31VW79KS0thVwux+bNm6HX69Hc3IxEIoGpqSkmsWloaIBer+c0Vnt7O6ampuDxeFBZWYmGhgbE43EsLCzwIJQ9e/ZwzS+ZTKKrqwsejwcnT56EVqtFWVkZ/H4/xGIxXC4XhoaGMDg4iGQyCb1ez2xTuVwOLpcL8XgcZWVl8Pl8mJ2dxezsLMbHx+HxeBAKheByuRhYOTIyAo/Hg2effZYR5iRLS0scsU9NTaFQKMDv92Pr1q2wWq2YnZ1Ff38/CoUCpFIpfD4fpFIpZmdnodPpEAqFUCgU8OSTT2J8fBwikQhTU1MYHR3F3r17ec59KBRiSlebzYaFhQWYTCZs3bqVgTsqlQqlpaXc0UBGfWBgADKZDHNzc5icnGScwPT0NAMS4/E4p07NZjMrXYfDgePHj0MikUAkEsFisUAqlSKVSsFgMGBmZoaR3A6HA4FAAIcPH8aGDRuwceNGJJNJ7Nu3D0qlEjKZDAsLC1hcXMSvf/1rAFezaNQhcfnyZUilUjQ3N8PtduPgwYNwOp08nUwul3NN3uv1MmLb4/FgZGQEer2emcg0Gg0DQtva2jA8PIyGhgZEIhEoFApGIlNnQj6fx8jICKanpzE+Po6qqio2YoFAgNudqBUtkUhwSQC4Cozq7e2Fy+WC0+lET08Pg//oHUciEczOzjITWkVFBZ566ikYDAau94fDYej1eiYLqqysxNjYGFpbW7nURNmDpqYmbNu2jTNcIpGIJ8qJxWLmMSCnVCwW4/z587hw4QL8fj/Kysq4O4JmBfj9fpw9exZvvfUWzp8/j9nZWUSjUY56s9ksIpEIxsfH4XA48MlPfpKZ41KpFNLpNObn5xEOh5FIJJbVoKnmHAqF4HQ6sbCwAL1ez22Y5EQuLS3xJMOJiQkEAgH+ztQa+vvf/x5Xrlzh8pBUKkV5eTmmp6exadMmmEwmAIBGo4HNZsMDDzwAn88Hj8fDzngsFkMgEEAwGITNZsOFCxdw7tw5Tvl7vV4uI3i9XjgcDuTzeezYsQNLS0uYm5tDPB7nvU/v/sknn4RareYAgLgipqenEQqF4PF40NzczIRPBFi9G/IXadh37tzJKRsAzJa0WrT+5yRU1wauRuxCsJpQjEYjcrkchoeHr2FSIsOwc+dOpFIpnD17Fj6fj1ugDAYD0uk0ioqKkM/nEQgEoFarkclk0NnZicXFRRQXF0OtVnOaF7hKPlFVVQWxWIytW7dCp9Mhn89zf3VrayvKy8uXIbqTySQmJyeRzWZhNBoxODgIu92OnTt3QqlUQiqVcj8s1ck3b94Mq9UKn8+H3t5eTqP29PQgl8tBo9GgrKwMn/zkJyESiaDT6fDwww/DYDCgvr4e8XgcS0tL/AxEjNHV1cVMWDU1NSgrK0Nvby/cbjd7/JcuXWLKUQJT6XQ66PV6hEIhzM/P48SJE+ju7sbFixchl8tRXl4Om83G7HIOhwPZbBaZTAZHjx5FKpVCNpuFx+OByWTCyMgIVCoVKisrGbX/4IMPMt2uTqfDK6+8gt/+9rccAQwODiIUCkGv1yOfz2N6epqVopAi1263QyaTIRAIQCqVora2FmfOnIFEIkEwGERNTQ1HG+QsFAoFBINBPPjggygtLWXnra+vDxKJBOfOncPc3BympqZ4oh6hkAlE5fF44HK5UFdXB4fDwQhlsVjMdWuPxwOz2cw0uJlMBsXFxUyqo9PpUFlZiStXrmDPnj0IBoNcNlAqlTAYDKiqqoLf78f4+DgOHTqE3/zmNxgbG0MymeTUMJWLzGYztmzZgrq6OqTTaczNzUGpVKKoqAhOp5Odi7KyMrjdbqTTaSwsLGBmZoazDVu2bMH8/DxGRkY4O0NtXgqFguvBwNVaPvVWt7a2Yn5+HlqtFv39/WhpacGFCxfgdrvR19fHLVwUhVPKuaenB0NDQxgeHsbo6Cjm5uag1+sZdFlTU4NAIIDHHnsMMzMziEajqK2t5Vp5SUkJO9VVVVWwWq3Yvn076urqoNPpoFKpEI/HceHCBYjFYmg0Gtjtdpw/fx7ZbBY+n497/2kfdXV1QSwWc3pdrVbzuXfs2IF8Ps+ZHafTiQ8++ACDg4PsYJpMJmi1WoyOjmJkZISziDKZDNPT01AoFMw/kEwm4fP54Pf7kc1mmQTm8uXLcDgc8Pv9GBkZQSwW4775M2fOYGZmhiNpqVQKuVyO5557DlKpFEVFRaxr+vr6oNVqeT+fPn0abW1tOHz4MDuXo6OjyzoWSKcODQ0hnU4zZimfz3PZgoiV0un0XTPsa0rFm81mGI3G6/77tm3b8P7779+2m/qwEgwG8fzzz+P999+H2WzGN77xDTz//PPw+/2w2Wx49dVX8eSTT64ZfHevSjKZZCNOvdLZbPYailaRSIS9e/cC+NPkMOBPQxh27doFAEy+cPLkSQYX7t27d5ky8/v9UKvVKCsrY8QuAOZfnpubQygUQn19Pex2O6RSKUpKSriuNTQ0hIqKCrhcLgbPlZaWYmJiAslkEoODg5yuCwQCmJiY4A1OlK5ms5nrt0QoQW03gUAASqUSmzdvxszMDDKZDIaHh7m1iJjrFhcXcejQIchkMkQiETQ0NCCVSqGiogLhcBhLS0uwWq2cVh0fH8fExARKS0uRTqfhcDhQVlYGnU6HlpYWtLS0QCaT4bOf/Sx27drFiOK5uTlmwyIkO30fmUyGlpYWlJSUoK6ujhVXd3c3k6TYbDZMTk5idnYWW7duRXd3N9P5OhwOZkTTaDScHszlcti2bRuKiopQVlYGqVSKS5cuIRAIQKPRsJECwB0L+XweVqsVZWVliEaj2L17N9ra2jA4OAiz2Yz777+fMx/k+FFmp7u7G0qlknuiqb2N2n8KhQKqqqo4lUrjRGOxGFPsDg4Oorq6GocPH8b27dvxxz/+EYlEAvPz88woSL+3Y8cODA4OYseOHTh06BDGxsY4I+LxeJhsRSaTQSwWI5lMYmBggLsJqDSyuLgIo9HIa21+fh4OhwMjIyOw2WwoLi5GVVUVLly4AIlEgkAgwDPuAXAUKZFIEAqFoNFokEwm8f/+3//jjg+DwQCxWIxt27ZhaGgIfr8fdrsdIyMjUCqVmJ2dZceNSh01NTXYvn07SktLoVQq0dXVhcOHDzPrntVqxZkzZ5BMJrFp0yY4nU4mUwLAgLhsNovGxkY8/PDDKC8vRzgc5o4Ck8mEXbt24Q9/+APjKTZv3szAxK1btzKo0GQyIRaL8bqjb9Le3s5UxyKRiBni5HI5UxRv27YNY2NjqKurY6ecMk+JRAJ2ux0qlYrLYQ6HAw0NDaxfyPmhtrPi4mJ0dHQAAHND0HkSiQTy+TwqKytZF4ZCIcawXL58GblcDu+++y5UKhXv0c985jM8gpaG9xAXgd/vRyQSQS6X4/cUCoUwMjLC0x43btzIAN3R0VFUVFTgvffew7lz57C4uIhMJoN4PI6xsTGEQiFUVFQgFApBJpPB7/dj06ZNt80mXE/WFLH/0z/9E6ampq77h1jJ7rR0dnZi//796OnpwQ9/+EO88MILAK4aPEobA8AnPvEJ/OAHP8CBAwfw6KOPYmBgAG+99dZducc7KcQKBoBRn5lMhr3lm8nJkycZJJLL5VBVVcVREikxigqamprg9XoZ9OVyuXi+MU2/ikajsNvtzCFvMBjYq6ZWOaPRiNraWhQKBezevZuJTzKZDEQiEaeHKWVfXl6O4uJifO5zn0MgEGAiCoo8hoeH4fF4GIwklUoxMTHBgCSv1wupVIpgMIidO3cyop8mntXW1gIAtm/fjrKyMlRUVDAyOplMIhqN4vXXX2dlOTk5iYWFBQYqPfDAA6iqqkKhUGBiC+J2J3AN0fcqFArIZDIMDQ3xcw4ODkKlUsHv9/PAG6pXErd9LBZDMBhEbW0tgwNHR0cZFU/vm1qEiPGvubkZv/zlL7Fp0yaUlpZCo9HAYrFAr9cjEonAZDJxz/bS0hIMBgOGhoawsLDAKdB4PI62tjauX+p0Osjlcvzxj39kohiv14tgMIhoNMogqi1btsDn83GrHLEDWq1WeL1eBtPNzc2hp6eH06NOp5OzH7Ozs3A4HJzeXlpaQn19PZxOJ6anpzEzM4N8Po/XX38dL7/8MmKxGN9TJBJhznci6yFF3tLSgunpafj9fnzjG9/Ali1bMDk5iZdffpmdQUI8U0tWIBDA0NAQo6WpFS8YDCKfz2NgYAAjIyOoqalhmmO1Ws2OVH19Pa+h2dlZ1NfXQ61WIxaLweFwYPPmzZxWTyQS6Orq4lr+5OQkO4nEyFhXV8eGh0CHWq0WMpkMNTU1qK+vZz6Kjo4O7io4evQoUxC73W7IZDLU1dUBuNpXf+zYMfh8PgbsEXjU7/ezkaTyBIHhCIcgFosxNzcHkUjEDo/b7WYOAp/Ph1QqhUAggFgsBrFYzBmPpaUl6HQ61NTU8Lem1Hkul+NyzdzcHDZu3Ijt27dzWj0UCqG3txenT59GdXU1KisruYSRzWZ5rLTb7YbRaOTW0lAohNnZWWzatImZAqlEQANlqGURAGMlyNHOZrO4fPkyOjs78etf/xrZbBbj4+P4wQ9+gGAwiD/84Q+IRqMQiUSw2WzMz9HS0sLZOQJi3mlZU8T+4osv3vDfv/rVr96Wm7mZ7N69m2kOhVJRUcHpdpIXX3zxpvf95ybJZBLDw8NQqVQ4dOgQNmzYgEwmwzXt1egpgauRektLC7cj0XnMZjPq6upQXV2NmZkZbN26FTt27MDBgwcBAE8//TRHrgSgI+NJERrVHicmJpiS8ejRowxaslgsDDLr6+tDPp+H2+1GOByGSqXiUbAymQwGgwENDQ0IBoMcYanVagwPD3Nqct++fTzCUTgkghDq5Fg0NDTwMZQao6EqxLAVjUaxa9cuRCIRjjopLb64uMhoYyoXUERAxsNgMODzn/883n//fVitVhw/fhzRaJRH5BLKmag6KdVZWlqKXC6HZDIJkUgEr9cLsViM4eFhRCIRXL58GRKJBBMTE8hkMnj77beZOCSZTKK2tpaNMyHG29vbmV+7trYWu3fvRnt7O1KpFCNxqeeZAF8lJSXo6OhAMplEMBhkrnuj0YipqSluFxKSclitVp6qp1KpeEoc9V1XVVXBYDDg+PHjDOaTy+Xo6uqC1+tlNLdOp8OWLVvQ1taGiooKAFdHpNrtdq6f5/N5zM3NwW63I5lMwuv1YsOGDfD5fKirq4NSqUR7ezv0ej00Gg2eeOIJNDY2YuvWrZiYmODOiaeffhrNzc08pMRut6OjowMKhQJzc3NQqVSwWCxs/GdnZ5nS9tFHH0VzczPXSIGrJbHt27fjwIED6OzshMvlgs1mA3C1vDA/P4/p6WmuvYZCIQZsUSqZ2iLz+Tza2toYAEptl6dPn0Zvby8qKirQ1dUFvV7PE+jIEQ0Gg1hcXMTZs2cxNDSExx9/HKFQCM888wyz3+3btw8/+tGPuIY/MTHB+Iva2lruKInFYrBYLFAoFBgdHWVWR5fLBY/Hg0gkwmtOWGqYn59nLMfS0hKeeOIJjI+Po6+vD06nk7OEtAeJEMrj8cDtdqOnpwc6nQ5XrlyB0WhknEMkEuEuCerYoWwbZQfb29vhdDq5VJHNZmGxWBgHYLfbMT8/j0gkgg0bNsDj8SAWi6G5uZmzcBaLhbs/RCIRfD4fdu3axRz3NH9h8+bNKC8vR2NjIzt41BJJWY+LFy9Co9EwyI6cMErvT09PIxqN8nq/k7Imw3692jT1wZaUlNy+O1qX60ogEEA8HodCocCuXbu4DkrczjT+cCVaMp1OY2JiAm63GxaLBYuLi/D7/RgdHUU8Hkd7ezv/l5Q8RWZEMuHxeCAWizE0NASfz4cNGzawYdXpdBgfH4dcLkdraytvlEQigcuXL6Oqqgput5uj+JmZGUilUjz++OOcop+ZmeHomchspFIpJicnGWGr1Wrh8Xggl8uhVqs5rZxKpdDV1QW3281KgNqoqG+Z+mu/8IUv4MyZM7h8+TI0Gg1GR0dRKBRQXFyM1tZWWK1W9Pf3c+qQULWhUIhR7aQw5XI5fvGLX6CyspIZ+4jhjKZPEVZBr9dzrVCn0zFQbPPmzcyhvbi4iI6ODsTjccRiMUxNTcFkMkGj0fCAGFoD9Nxer5dr1tQmF41G4fV6EY1GUVpaCofDwa1imUwGLpeLFW1FRQUbn2g0ilwuh40bN2Jubo4xCUNDQygtLV3W9mg0GrmtcGxsDAcOHGBH7eLFi1w3p8g9k8lAqVSygVAqlSgtLYVarWbAIyHRM5kMzGYzzGYzdu3ahcHBQUgkEszMzOCLX/wiHA4HKisrEYlEkEwmcf78eQbf0YhWUqgSiQRTU1Ooq6vjzMfU1BTUajXq6uo4i6BWqyGVSlFaWory8nKOLKPRKNMwWywWyGQyaLVabN++nfcNGSKLxYJoNIp8Ps8ZCZolYLFYsHfvXhw6dAhGoxG9vb0wGAwwmUzo6upi4hlijSMHqFAoYHZ2Fm1tbTxednJykstQDz74IO9VqqED4Ml91P7p9XpRX1/PUwsfeughyGQyLrcJpwnu3r0bIyMjbDCJPCkWi7G+IZCkXC5nND45+wSuo3o2RcGUASCWQb/fj+PHj0Oj0WB+fp7LaZQNo2PEYjF3rABXHW3ClxCOgXgZPB4PFAoF3G43jh8/zoOUqM01m83i4sWLeOyxx3DlyhWEw+FljIyxWAzhcBj5fB5Op5NLA0QGRVnG/fv3M2hQrVZz63EwGIRMJuPyXqFQQGlpKWde7lYf+y23u/3Hf/wHent7IRKJsH37dvzbv/3b7byvdVlFiPaQppalUim0tLSwkqWhJYTypeEPws04Pz/PNa7Kykq89tpr3OtKxofqrzMzMzAYDMjn8ygvL4dOp8PMzAzTz/b29mLjxo2clj948CCzlFE0T/OXKeojQBxt9kAgwEQglNKk+jwhmql1TCqVorOzkzdMPB5nb5nY0CQSCYxGI3Q6Hebn51FaWspRFTHZESBMpVIxGNHtdsPr9WLLli18PeqZp1IFAQzD4TDm5uZw3333YWRkBAaDgTnAhYQlMzMzqKurYypMo9HI2RLq56a0tlQqhd1uXwZEovT/6OgofD4fvz/H/z/shQA5BoMBMpmMsTDUs5zP52EymeDz+VBVVcW0uETKQ7SpFRUVzFhGPe9WqxUmkwmLi4sIBoOskAh4FwqF+GeFQoFwOAyj0QiXy4WRkRGUlJSgtrYWarUaLpcL27Ztg1arxcDAAKxWK/R6PR544AEG09FM+eHhYXZYotEoWltbuX2LnonQ5pWVlTwylIbOUN2ZMBZlZWUYHh7mka/BYJAzMmVlZVyfl0ql7GQQGQsZTwJjVVVVYXBwkIFWlMUBwF0Gfr+faWmp3VKj0aBQKPBeisfjaGxs5C6K+fl5XLp0CRqNBlqtljMxJpOJh5dMT0+jurqa+RkGBwd5psLCwgK8Xi+++c1vwuVy4ZVXXsHU1BT3n1OnAX23VCqF6elpjrgJ2d3f349kMonW1lYe9EIEKxUVFXC73cvG25JDqVKpuLRDcyioZz2dTrODTOU2IpohZkj6jpTlkMvlbHDpHFTTpmg6EolAIpFwFsHlcsFqtaK2tpadGXIEiPCKhFLlUqkUYrEYVqsVc3NzrFPIWVCr1YhGo9Dr9ZxtoiwiOSxUN5dIJMy5L5fLmTEPuNriNzs7i6mpqWtGYt8puWXDbjAYcOjQIQDAz372s9t2Q+tyfSEUMFE52u12GAwG1NXVcZqQ5g/v2rWLyVCofkq9qtQPu3v3bpw7dw6VlZVYWlrCc889h6amJhgMBl7Yk5OTkMvlsNvtDKQiRibq/xQyMhEphFQq5bozbaCBgQEepgJcBf0EAgH2cKPRKIOdiGnNaDSiq6sLBoMBRUVFGBsbg0ajYeQ+UcYSuUQymUQqlcLExAR8Ph927NiBpqYmAOAJV2KxmAfjkBM0OzuLTCbD4De3283HnDhxgglFKPI5e/YsTCYTBgcHmWyFsghCoBtFozKZjAfZ+Hw+BINBznQlk0kYjUZYrVYAYNY9AlqVlZUhEolAJpPBaDQyoQn1n1NEIpfLGWDpcDhYIYXDYWg0GgwMDHAtUSQSYWRkBC6XCxqNhtOLpIwWFxcRDofhdDoRjUahUChQVVXF4CUyoNXV1Zifn0cqlWLMDZHVWK1WWK1WXLp0CcFgEENDQ4waJya2fD7PBo4IhwibkEqluCSTz+cZfOZ0OrmuTs6WXC7HxYsXGSQokUgwPT3NuAJC15OhoGlmlIKNx+OsxDs6OhCLxWC323nPJBIJbuGjiXqJRAImk4mja3r/uVwO/f39TMqiUqnw8ssvQyQSoaqqCgB4cA+Bkgmo1t/fzwA8ylIUFxdjenoao6OjbPgjkQg0Gg28Xi9nqWw2G9LpNHp7exGJRACAs0+lpaXsJND6JweRJtdR9wCVQQCwUfX7/cjlcjCZTFxuIkeJ9rrBYOAOASr5UORK79tisXDmjtoD+/r6kEwmmdyIrklrze124+TJk6ipqcHAwADi8Tg7C4lEAiqVColEAkVFRbDZbDxTgv6NAJU058LlcqGzsxOxWAwymYznT5COmJiY4L2cSqVgNpvhdrvZkFPWx+v1cjbE6XTyuNeKigr09fVxqYUmW8ZisXufK76trQ2/+MUvAFxdPG+88Qaam5vxq1/96rbd3LosF/KQFxcXUVlZiXQ6DafTiQcffBBXrlxhj1mv1/NClUqlOH78OAwGAzOZUc+32WxGPp9HXV0dLl26hLGxMQwMDDAwixYu1ZqpL1wulzOQJhKJsNdPbVzCjUJKZ/PmzTzcgxi9Tp06xZF6IBBgoo1MJoPBwUHuvaX2J6IupelqXq+XjUoikWCDT9Eopc49Hg/X2J1OJ0eswFXEq9/v51alYDDIG56e1efzobi4GF1dXZBIJKioqIBYLEZfXx9yuRwGBgZgNpvZcSgpKUEoFEIul2MFSwjfcDiM4uJijlKnp6e5fk7pQuIrp1ohUdbabDYG+JFjBWBZ+r2yshIejwdbtmyBzWZj7AEpbADc/jYzM8OOGjkGADA4OMg965QNoHQ9gfCkUikDF4nwiIbPqNVqeDweJBIJXj9qtZqZACnNTb37qVRqmWNKBEGZTAb9/f3sKMzOzjJbH40aJTpWKnlQSlsmkyEWi6G9vZ3xJ5SGJRa8dDrNnRP0vJT9obXQ0tLCGSIyWjqdjktLPp+PMQfUyUHkJTabDePj44wB+uxnP8vtcYFAAH6/n1tEgasdCyKRCMlkEps3b4bf7+e9pdPpUFpainA4zGxzlNa22WxMc0xsj/Q+KePg8Xhw7tw5zt5RVoHek9VqRTweZ8Q/Ee1Q+YhavKg0RdPWlEol/H4/lEolgycBMN6FCI+oA4DAZTRZj9YHOXKUEROJRJxBpOwW6STKVpKhptZatVqNjo4OjuKlUin3zhMQUS6Xw2AwsJND+qdQKDAxE5UxJBIJt/XRgCmz2Yx0Oo2enh7OZlF2RalUcsaBuBOWlpYwOzvLnANbtmy5I7ZhpdyyYa+vr0d9fT3/DFxlEFuXjy7CUalCIU93YGAA+/btY3apiooKBmScO3cOFosFfX19aGtrYwT8nj17GKn68MMPc5SYSqVw/vx5JJNJvPfee5idnYVWq0UikWCkMXB1o46NjXF6jIw8KTGiDw0EArBarbwhCUji8/k4jUh1MAKa+Hw+RkZTDbZQKKCkpIRbbaieToh6IsSgNhvgT0xMVLKgNC1lFOhZqZ2mrKwMTU1NPG2N6uMEqkqlUujo6GDCHNq4pDzpmSnaA8AGgYbUkOEg8E9FRQXm5uag0WigVCqZ+YoUGl2L0rj0vXO5HCPqY7EYM9TR7xEKn0iGBgYG2LDSfZGzQb3ftbW1mJiYwNatW3lqmUqlwpYtW3Dq1ClEo1EYjcZlA1qojg5cLcd95zvfgdVqhVwux8zMDBYXFyGVSpk+M5PJcHsZ1XEpDa7T6TA4OMg0qwQupHJAOp1GWVkZgyWp8+Pxxx9Hf38/GxlKsxL9MSnXSCSCVCoFq9WKSCTCyttoNEIul2NiYoKNGUXCBHKk1DWB2eRyOUe21LNOQ38oA2UwGBjQRmxlQspap9OJzs5OzrxlMhns2LGD27Lo/VBNm4heCoUCLBYLbDYbrFYrmpqaIJPJeMRyJpPhbAJNIKOIOxKJsKEnylca1kKRMaHZaW/TQJuKigruyrDb7dyTTdgXKo8RrsdmszHZk0gkYmY2olymOjzhKQqFAo81puFHdC4qIxA4d2FhAffddx9jTCg1n06nec7C4OAgD3oih0KhULBzTdiNhYUFTE5Owm63IxAIcFsntd0S9wOVY1KpFDvt1OkwNDSETCaDBx54gJH4oVCIh0LF43EOVCgTsrR0db773ZBbNuzf/e53+edQKISioiI8/vjjt+Wm/trl3LlzOHDgwDV/n06n8cgjj0CtVmPjxo3Mo00gmU2bNmFhYQFGo5HbSYaGhlBVVYXu7m7IZDKe5jUzM8NpLa/Xy4hUmUzGE5hyuRzy+TzGx8eRSqWQy+V4uhdFlbQpALBBDgQCrACpp5MULSlPMkxkeAqFAjweD/R6PQ+MqaqqQltbG4NagKspVooQiIOeBtXk83lOUVMLE0XjRFCyuLgIrVbLSpCcD1IsVHujOntRURFnGCKRCIxGI5xOJ29WISLYYDAgHA7D5/PBbrczcphSnzR4Z3Z2lpUZZWEIyEZODnC1Njc3N7eMNUylUiEajXJEWygUeCiGx+NhY0dRKH2HWCzGSpwG6xAVJqW2lUolR9KUCjabzVyjpKifjC+N7aW/8/v9nBKlb0rOgEin+WmPAAAgAElEQVQkYra+QqGASCTCqGmi/LVarazYqcNjYmKCW6EoI9Td3Y1gMMjGnqI9qpcStwGhsSnzQfdksVg420OGg6I7alWkVDNlpegb0xrU6/UoLy/HwMAAysvLeWAR7dNUKsWZCGozO3jwILdqEkiwoaGB1x9xzhMBDnHsi0QiVFdXw+VyYXJyEolEgoF65Nwlk0ke6Sqca08ZjXw+z3uNOAIA8JRAcprI8JJhpfO0tLQAALcYUgcJvVd6fnpHBAKkKXbkGNP/0/Uom0R7mH6fzkHHUZcJccST4abhPcQPT44x3Tel02kvkj4IBoOMTSL9Rc9Cw5+oA4CcTDqWsAnkKI6Pj3MLMACeDPjcc8/hF7/4BWcF8vk8Oxl3Wm7ZsL/44ou8WScmJnDx4sXbeV9/VdLd3c2kMQCYLKahoQGLi4v4/Oc/D+AqQEer1bI3TnXNRCKBM2fOwGAw8Izo9vZ2jh7NZjMcDgdqa2sZcBIMBnHixAl4PB420ps3b2YjSKAbYp4jOkna0NQDSh4oGVbgT90SJEQuQ5uajiNAllKp5PMT8xmlPJPJJM+qpnP5fD72qOlcFD0QoI4icKHSpyhBqMwpkqZeb0oHPvTQQzh9+jS6u7uhVqu515YwDhTF0nNTapLejxB4RBEV9ScLx66SEqX2G+G8eopycrkcGw3KDNC7oL50eu9isZjT5JSpIHIZQuYSUG1iYgKFQmEZ2IsAa1TDbG1t5UwROQjJZBLV1dW8Huk69I6cTie3+ZHCVyqVnNqnCG52dpYBkvSOqOZNyjsWi3GURMQjfr+flbBMJuPvQVgBckhJyCmkd0bvmZw6clioj3l+fp4zCDKZjI0OpaYpTUzOH2W+hP3wQoeX1r3D4eB7ozQyzQ/PZrPQarX8/cbHx7msRGhuIac/OVf07mjd0XoUi8W8tgDwGqOWM6EIOTBoXQqfQTjRj8C49L2F75VKCXQe6tqh70TnFiLDqRxAKW/alysZ2vL5PDPWFQoFrp3n83n4fD7+zkLdQyNY6TgKNKRSKTtNNPKV9BiVOQhkK9z3QmeE9nxHRwdPKCSsBvETUGaGgpZCoXBXWt2Aj2DYv/nNb2LPnj1IpVJ47733buc9/dWJx+Nhw57NZrlOBYDBQ8K0JQGBRkdHOf23c+dONDY2IpfLoaWlhadTLSws4PLly7BYLIw+7ejoYINPQK1cLgetVouZmRlUVVUhkUhAoVBwdE0KiZw5MoDCiJOGXqwU4WYmxURRGbHZkZdM0Uo+n2cOfIqsaWORwRP27RP4is5NhkFoPCmiIcVGyoMUbDqdZoQ1EVJQLZuUArWEWa1WBlWpVCrexMJBERQ1l5WVYWFhgZ+DUv6kHEjpEj8ACU1uI4VIihzAMrZBofImxT0+Ps5pV+o9Xxm5UucAgdZIIZEBIDwGofQJTEgUrESjS8NdqHwkjNpo7Xi9XmSzWY506N2Q00UOBhla4XNS6pXqv7Tm6NvR81NandapUKELhbgcACwjtKEaNq2XQCDATIdkDCgyViqVGBgYQD6fR3Fx8TLiJmKkE94D1VyFjhxlchKJBEerdL+Li4tM/1soFFBXV8dGCgBzDND9CofXECaFvgVFxfSehEZT6JAD4LVLGRJaB3QMgdtWE6E+oG9DGRVyPFbj2qD1RkLrR/jd8vk8t98BYMeaavd0HqHQuhLeCz2/RCLhAT8AOFUOYFlHwMr7i0ajfBxlgwiTRE4NYUTef//9ZbocAIaGhvCpT31q1fd3O+WWDfvw8DATh1y8eJEnda3Lhxehl0l1OYoSCoUCLl++jO3bt3N6fXJyEnq9HvF4HFarFSdPnoTBYMDvf/97PPzwwzh//jwDqKqrq5HJZDA0NLSMnY+Q1XQdqmMvLS0x1zT1rQqjSDJwFCWQkEFeTZaWltgQ0Wah8wBYxr1MjgMA5lbOZrMMSKFrkhFaTSgFKVQMxHRHad1cLscRvzBioPuk9heqMdK1SEmRgiWFtTLaEFL/UjRA51hYWGAgm/B9rIykhM9Cnj89E/UC03sQpjDpeYE/gYMIfET3C4DnwVNJgChj6RqU5hUqTFqryWQSnZ2dAK6igEnJrXb/9C0J7Ea1UVrn9F7IuAnBjcJ3Qt9KKEKDRcYfwKoOJp2DMAbC5xKJRDCbzZicnOT7pf/SWhUOXiLOf6JxXWkICExJ5yEwGjk69LxkdHO5HMLhMJfLqAuCju3q6lqW5SGDIozOKZpdLSJfbW2tfL90LL0jSoUL9xFlvVYTyqjQdxQaUnIyyVkQivAd0LdYTYStYpQ1JGcOwDXnJSdJmOqnY6i9jpxP4f5Z+b6E5xXqQkqtr7wu7ZHV3hMh5++03LJh93g82Lt3L6RSKZ5//vnbeU9/dbIyfUSpOfK8U6kUWltbYTQa0dfXx+lJqhXV1tbigw8+wNTUFHMdk6H2+/3w+/0wGo0cAVKU6Ha7WVkJSViuXLmyTIkIvVEAqyrwlYv7erLaYhc+v3CDCTeycEMBWIb8XU1WU+ykZGnTUi15tfQkMRkKI2NKRQNgvAAhelfeC2UMhPcifDZhhHAjWRlRkZBxvtl7J6Ok0+k4S0CyWuQldM6EPeKrHUdrjRThyuOE+Anh+ll5HL0n4Te4nvFY6TyufIfC+ur1RFiPpmsuLS1hdHQUwHLnkkBwZECFRmBlS5jwnoSkUWTkVpaohE6q8PnIyRQ+m9CAA6tnbG6XUCbBaDRyHZ+crRu9VyFATnguhUKxbMTySllZHrvevhB++5Xlg9WEjln5vehnykStdBZvJCudwRu9e2EJ6Gb3ervllgx7d3c3vvOd79zue/mrlWQyiUgkgpaWFohEV0dmUv8rpc6JE7q5uZnR1C6XC7FYDL29vdwfGQ6HmdmsUCggHA5jYWEBf/u3f4tf/vKX7DkTKQ2AZSk3AMz+BOCa/95IbreCWWl4hIrldlzrelHdjYQ2JkUulL0gIeVDkaQwFbwyYliLrPacN1OwK4+l2uPKtPT1ziG8zxu9Z2LoEmIdridCI38zEaaSbya3sg7y+fw1RCFCgy2MHoXnF0ZiGo2G8Q4EDKNzyuVyBsHReajXey3PsFrmi0oWN5K1rombCb17wvpQffxm51/t34XgNKGOEYrQ2F0vs7AWoX2x0hm+nnNM2YiVDtda5VbeN3WU3Gm5JcP+la98BWVlZfz/lLLcv3//usG/BUkmk2hra8Pjjz8OlUqFs2fPoqurC8XFxcvSxTKZjNtpZDIZlEol83QHAgFs374dXV1dHFkS05zdbmeSFgDLwFhSqfSazbQa7eH1NsfdlLUYpTt9bXoHpESuZ2RXSzl+FKW12r18mGM/TKSw1u9MgLaV576R47GWc6/VqN8OWYlPAJZ/p5XpX5KVRlp43GoGfLWs0M3uaa1/f6uyVgfxo44aXYuTeDvkwwQhH+a42ynkLN1puaV57D/72c9w+vRpfP3rX8fp06dx5swZnDhxggku1mXtQh4joXCBq0ri/fffZ+QnpeMfe+wxzM3Nwev1YmhoiFOEBESamJhAIpFYxiRF0cns7OyyjUVpyI+qbP5ahd7HRzFgN5ObRWj3gqzmMHwcCnOtcr367YeVD/t9bweV6O26d5J7+TvdTrmXdBch+O+0rElzZDIZHDx4EOfPnwcAPPnkk3jvvffw7//+73yMkAxjXdYuhDwmow4AW7duhdFoRHl5+TKkMdXfDAYDCoUCj0MlwhTqkaR6J0X7CwsL3IpFQrWvdbl3RTh05c9d7hUjImzb+ijyYXUdpYg/itwr7/Bel9vtAN1O+ajZj7XKmlLxX/nKV5i5aHZ2Fj//+c9hMpnw2muv8TFqtXo9DX8LQnSJOp2O/04mkzHPO4HdqCWLKBRnZmZgs9mYmU0ikUCj0TBanVptgD8tJmHq7W4tsHW5dVn/RndOPg4jeS9Fjn/Jci+/57s1CXXNY1t/+tOfAgAeeeQR/OhHP8Jjjz12R2/sr0WoN5ioWwFwLyzRZTocDiiVSly5cgVyuRx6vR4qlQp1dXX44IMPoNVquXd7ZQ14Zfp9XdZlXdZlXT4eofGud1rWlBsym83887PPPstG/dy5c3fmrv6KJJfLQa1W81Q0AGhpaeG0+9zcHDweD2KxGKLRKKxWK8RiMWKxGL9/6mkXpgfvBbDbuqzLuqzLuvxJhAHcnZQ1ReynTp3inry2tjZGTbe0tOCpp566c3f3VyC5XA4PPfQQTCYT/x1xrs/MzCCbzcJgMECtVqO8vBwymQxDQ0M8G5j4woHlqfbbhcBel3VZl3VZl9sjNEfhTsuaIna5XA6NRgONRoMnnniCf/4wjf3rsrrQMAMSv9+P2dlZ6HQ6nD17Fn6/n6eh+Xw++Hw+RCIRSKVSFBcXMw/xSqa1dVmXdVmXdbm35G5NQF1TxP7jH/8Ye/bsuebviVJyXW5daMQoyejoKCKRCCoqKqDT6XiU4vj4ONrb2xnxKTTkxCO+LuuyLuuyLveuGAyGu3KdNUXs999//6p/v3v3bgDXTvNal7XLylY3r9fL7Wxmsxlerxe1tbW4//77USgU8JnPfIaPp5IIEaWsG/d1WZd1WZd7VywWy125zpoM+//8z//c8N9/9rOf3ZabWYu0t7ejtrZ2WavdjWT//v342te+dkfv6aOI0LCnUil0dHTAbDYjnU6jubkZR44cgdPphMPhQElJCTZv3sxTwYgchDiL/5L6ntdlXdZlXf7S5J4aAvPKK6/g7Nmz1/13q9V6227oRvLuu+/inXfeWXM649ixY+ju7kZ1dfWdvbEPKcPDw1AoFAiFQhgdHUV9fT0AwOVyobS0FOl0GtFoFHa7nac4Wa1WRKNRzM7OMgENDVZYC13oh+EXX5d1WZd1WZfbL7cyn+JWZE2GnRjnrifCVPKdlD179uD555/H/v37b3psPp/HT37yE3z961+/a/y8a5XW1lbkcjl86UtfQmNjI4MQnU4n0uk0tmzZgitXrmB+fp6nuE1NTaG4uBgHDx5ENBqFTCZjTmoa4XkjWTfq67Iu67IuH68cOHDgrlxnTYa9qqrqTt/HmqS8vHzNx/7ud7/DZz7zGcRisXvOsBuNRkQiEWi1WiiVSiwtLWF6ehodHR2ora3F8ePHMTExgUgkwmNVaYa33+/nqVHrveprl/WMxXJZbfjPnZS1jqldl3W5XXIvrrnVRrneCbn3p0zcgqTTafz617/Gt771rY/7VliEU7aMRiOXL+RyOZLJJJxOJ7xeL7RaLcLhMIqKimCz2Xiy26ZNm7B582aejUwT9YCPj3pUIpHwPdwpuV2AwHvBqN9L4Ma7/T7WHdB1EYvFd3UPXG/NfZz78G7tuzurlT8mefnll/H1r399zbNvV37o733ve3jppZduy7309fVBJpMhHA7zNLXy8nLmhlcoFEgkEujs7ERTUxPkcjm0Wi3m5+cRiURgNBoxPT0NuVzO58pmszzv+25HXkK5mTe80mOmDMPNRp4KZS0b4V6IxhUKxXXnbZN83PcolLsdyVzvG33c3+5OR3UfR1ZNq9XetcjwRrLy2yqVymXz2T/s739Yud7vfpzrbXJy8pZ/96WXXlo2eO1G8hdn2KPRKN577z00Njau+Xfu5IcOBAKQSCRIp9NIJpOorq7Ga6+9hra2Nrz55puIxWL49re/jaamJohEIvT09GBychLZbBaZTAYajQYSiQS5XI4HvtDIVeDuRkJCZ4LmV5PioncoFotht9vh8Xg4u0BCx9Lz3M0NJpfLb3n64PWUs/CcH9W5ut411mIYlEolUqnUPVuaUavV14CGFAoFMpnMNWvkerKWZ/swhoDO92GMOg1V+jDvmPbM7ZDrrWGtVssjnAFw6+vKd7HSiaHOmtXe2cr3fT0HiKLwtYzvvZnje7Pfv54I9YrwPugdqFQqJJPJNQVBwncsPP56a2st+CahbNiwYc3HrpSXXnppWcB5o8zDTVPxv/vd72C1WlFeXo7XX38dwFUq2X/913/lPvZ7SYjy9qmnnsL+/fvx2muv4eTJk9i/fz+uXLly1++HFl0ymUQymUQ4HMbc3By0Wi2++93v4oMPPsDw8DDEYjF0Oh1isRgj3mlEq9/vx/T09D2BFxAOl5FIJJDL5cuY8yQSCRKJBMRiMeRy+bKsST6fZ3pcYQpfOM6Sfl75X+H1V4rJZFr296uNxxT++4dNxa2mmGUyGeRyObcY0iS+ldeXyWSQyWTX3NNaSxgikQgymYzPTdP+hJJOp6+reITkRyvv4U61RwrPKxKJoNFoll1fLBazg7rSIFzv25BDeSP5MN915Qjjlfe8mhQKBT5urSNYaf2vBBivtlZuJtdzQghvc7PjFAoFFAoFT35cyXopfLaVa/56zgm9E5FItGwP0P4Qilwuvy7QWiwW3/T70lpeuW7pOrRP6A8dr9frIRaLlzGlCqdfCu/BZrPx/wvf4/X2yo2cttW6tz7q6N61yk2v8v3vfx/Hjx9HT08PpqenceDAAfzd3/0dMpkMT3z7uCUYDOLRRx9FOBzGgQMH0Nvbi8bGRjQ2NuJrX/sannnmGTQ2NuITn/jEXb2vQqGATCaDgYEBnD17Fm63G8PDw8hmsxgdHUVvby/S6TR8Ph/kcjkKhQLGx8eRSCSQSqWQSqUwOzuLRCIBuVx+0+jiTteOlpaWOFqn3vmVEYREIkFRURG0Wi0eeOABbNiwAXK5HGKxGCUlJbDb7SgpKYFSqeSNrNVqeVMqFAoolUrerJSxAK4aw9VmyNvt9mWbdrXNtrS0xOchA6jVaq/rYKymZISbO5/PQ6VSQa1Ws5Gie6NMhlB5kHGj86yMnEjx6HQ6vg4pR6lUys+n0WiQy+VgMBgglUqh0+l41jc5UyKRiA2KwWDgexAafvp+qylUoQG+kfEnoy28Z7q2UNmvzC7RtYXnoRJUoVBY9i3pZ4lEsmxQ0mqGUfi+pVLpDfeDXq9nA7Aya0B/JxaLoVAolp1ztXcJ4BojtlKEnBP0XGvNsAidOhKFQsEYl0KhAKPRyGtupZNH9yzcOyqVCiKRaNn+pXukb0d/aN+tJMGin4n5Umg8FQoFryu6Pu1/odC+F+4Z4fnpHEKnQ+joAn/CGC0tLUGv1/M6SafTkEqlsFqt0Gg0KCsr498R6hK6hjDzSA658H3RfhBe+3pZNro+nZ/2wuOPP37N8XdCbmrYtVot9uzZA4vFgu9973vo7e1Ff38/fvzjH+PRRx+9G/fI0tnZif3796Onpwc//OEP8cILLwC4SvIyMjJyTbrvhRdeWBax32oq9lYlFothbGwMf/zjH9HY2IjR0VG43W44nU6Ul5cjFovh6aefhlqtxuLiIkKhEDQaDWKxGLLZLJaWlhCJRJDNZu84u99qBpOEImwhna1QQZEolUqOCvL5PLxeLxQKBY+atVgsrChzudwyRUkbVqvVIp/PM46AKHVJKOVsNptZ+Wq1WhgMBlaWdK6VBkuhUECj0aC0tBQqlQomk2lZNE2bmjIRKw0DZSDIeJlMJqhUKuTzeWi1WthsNn43ZJALhQJ/P1J+FIXTsWazGTqdDgaDAWazmRWoVqtFLpfjY4E/KdOFhQVWzFKpdJnik0qlrOxIuSmVSqjVav5mdG8ymeyaKEqj0UAqlV4zdVD4vaVSKSoqKpDNZpHP53n9kJNDjmqhULgmBUulJLpvOp6upVQqYTQa2WmQSqU8FUsikbCSXWkYCbdB35p+Fg5YIiFjREZQo9HwOe12O6RSKUeYQgMqkUig0Wj4Hm42L6Ouro6vRyIWi6HX65cZGhIyAHScRCLh70/GXKvVQqfTQSaT4f7774fZbEZZWRnUajVEIhHfGwlFrOl0GktLS5DJZLwWaF8L94vwm0gkEhgMhmUZOuE9yeVyPPPMMygqKoJer0ehUIDBYIDBYOA1SE4mYYboOZVK5TJiLZlMBoPBAIlEAolEgsrKymV7mPRKJpO5xsmmdSyXyzlSpncVj8chl8uXpdWFpSByoEUiEQKBADsUdF7KSpKxJ0da+M2E35b2MF1PKpVCr9dDo9HcNYKamxp2r9eLX/3qV2hqaoLP50N5eTl/nLstu3fvRmNjIyKRCEZGRnDkyBEAQEVFBQKBwDXtcEeOHIHD4YDX60VjY+NNverbLS0tLeju7kYwGIRWq8Xs7CzeffddeL1e/H/sXXlw2+WZfmTJsqzLkmXJkg9Jvu87PnI4cew4CYQEwpFCKUd3gemxu2XbZTvb7VB2O9Olu90O3U5nlxZKWxZoy9FCIBBymhxO4pD4vu9DliVZtu7L0m//8H5v7SQkAUJCWj0zDLFkyT99+n7fez3v8+r1egiFQkxOTkKn0yEcDiMQCGBpaQlSqRQSiQSRSGTVAXQlrPTSP+6AnkvVv9jwH7FYTIaK3XTMwCmVSrpxL9Ssn5ubw+zsLB2+HMchNTUVXq8XUqkUOp0OAoEASqVy1XsCf/KeQ6EQHVgikYgOFHYjx8XFwWq1QiKR0MEnFAoppSaRSFYZBWb4YmJi4PF46BC80Oh6vd5VhoIdmOyAZc6JTqej60lLS4PBYCBJYLFYjLq6OqhUKhgMBnIskpKS0NTUhMTERPocKpUKGRkZyMrKWnUwM4PPIsxIJLLq+wiFQnTdfD6fDCL7zOxejUQi0Gg09B5srbRaLYqKilZFdVKplA48r9dLBx3LEDBHQaFQkFOzMtpjaXO2luy5lZE8M6LMIUtOTibjIJVKEQwGKTJb6RwlJCTQRMOVmQm2X5kxjImJgUQiAY/Hg8FgWGW4mPMpFosRGxsLuVyOuLg4kvt0u92Ij4+njAwbesUyIuw9lEolHd7seQa2b9h1rizZsLos+4wxMTG0t9i/2ffADERsbCwkEgnkcjkKCgpQUlIChUJBz7ESnkAgwJYtW6BWq+lvspT7SoMVCoVW7XnmyLC6O4/Ho/suOzub7nuWoWJrKZPJUFRUhISEBPq+lUolvT9z8MRiMVQqFTweD4A/OYYsO8ccQnbfchwHv99Pf3flvXspbsTKcajBYBBKpZIyMcnJyZDJZCguLoZQKIRMJoNUKiWDzbIXTMZbrVajsLCQvnelUkl7TyqVQqvV0utXfrcMfr+fnFGBQACFQoHS0lLIZDKUl5fjeuCKhv1f/uVf0NXVhSeffBKFhYXo6urCli1b8MQTT+Dll1++Htd408Hr9cJqteKll16CSCRCdnY2xGIxZmZm4PP5MD8/j4MHD2J6ehqdnZ2YnJykyDwQCCAYDFKEx+rZH5dodiVCB7sJWaqbeaQra3As/ck8cfY8OyhWRmXAcroqOzsbUqkUfD4fOp0OWVlZEIlEdJCpVCoiqKSkpEAgEMDv90Mul0Oj0UCv10Mul1NkIBKJyOlQqVTQ6XRQKpVEJExNTUVycjJFjJmZmVCpVEQ8ZJ8jPj4eSUlJUCqVSE5Ops+oUChoLVYacqFQiLi4OLrptVotsrOzIRQKkZiYCLlcjoSEBGi1Wjos0tLSkJaWhqSkJEgkEhiNRgiFQhgMBoo+2UHCjKNIJILdbofT6URJSQkZLY7j4Ha7wePxVq2/RqO5KH2pVqtp2h+LstnhzP6TSCQIhUL0t9mBHolEMDU1RZ9doVCgvLwcGo0GIpGIolO5XE4lGFYWys7OviibIBQKKfXJImqRSETvwSLflXtHIpEgEAhgcXGRjCNzeNh7stLDhQaT7XM2MEksFqOoqAhGo5GcHI/HQw4AMxAsOpTL5VCr1eDxeCguLoZAICAnQyqVQqVSIT09HeFwGHFxcXC73WSMVSoVkpKSwOPx6P/svdn1eTweuo/ZIc+copycHMpQAcvOQUJCAvR6PQCQwiTbK8zxWVhYgF6vh0ajgd/vR0pKChQKBbKzsyGRSFBVVQWv1wuZTAalUomEhASkpKSAz+dTpis5ORkSiYTuHYlEQoYtLy8PAoGA7tXR0VEyYMywAn/KKLhcLgQCATJ0K8+S5ORkKBQK4sEsLi7S98DONubAJCQkYGlpidL4rLzFghS1Wr1qf6wskSiVSiQmJpJTz/5+KBQi4a+kpCSIxeJVY7CVSuWqUpjD4SCOE1t3Pp8PjUZDv1NYWIikpCRK51/IU2AZAY1GA7FYjNzcXITDYTqXrgeuaNgfe+wx/PSnP0VLSwvsdjvGxsbwrW99C0lJSXj33XevxzXedJibm8Nrr71Gh5DL5YLVasX8/DzVy30+H8LhMGUUwuEwNBoNfD4fGbJrxRq/sNbFDnVmbNlGZFEUO/BDoRD8fj/i4+MpNc485czMTMTGxsLpdNJmZe/HImu32w2fz0cHud/vx/j4OP07EAggPj4e4XAY5eXllLZ0Op2UkpNIJEhLS6NDKS4uDjKZjKKsmpoaSvNzHAe9Xg+VSgWVSkU3MTOASqUSDoeD1jUjI4MyDixCkUqldPhJpdJVKUubzUYevE6nw44dO1BQUICEhATMzc1haGgIAMi4NzU1AQDy8/ORnZ2NzMxMKBQKrFmzBouLi2T05XI5vF4vPB4P5ubmIBaL6ZqDwSCCwSBlb1wuF0XRcrkcfD4fKSkpyM3NJaMdCATI+CcnJ0Oj0UChUNBhxQ5nRl7zer10mMrlcigUCsTGxmLt2rV0+K9duxYKhYKuJRQKYXh4GEtLS1Q6Yq2bHo8HbrebWMUulwtCoRBarRZJSUlkEJjDJZPJYDQa4fP5IBaLEQgEIJVKkZ2dTQd2fn4+ZDIZRCIROTkrv6eqqipaE+aQKBQKJCcnw2AwrPqO2Xo98sgjyMnJQVpaGiQSCWVQdDod/W5sbCy9X3p6OpaWliAWi+HxeGCz2SizMzU1RffOypKOwWCgwz49PR0pKSlIT0+Hz+eDw+EgB545iSkpKUhLS0NxcTHEYjEKCwuRlpYGuVyOu+++m2rUZ8+eJSa8Wq3Go48+ioyMDJSXl6OiooKifuZcxcTEICkpCQkJCZSJYKUfvV6PpKQkSvHLZDJkZvPuHSsAACAASURBVGbiK1/5CkXkbF8YjUbKeLDfX1hYwNLSEjkRzKgyHQ6W9haLxcjMzKT7id0Pubm5EAgESEhIoBIXcxjC4TASExPBcRw5LiszSCzLwNazsLCQjHBWVha0Wi1EIhEyMjIQCoWQnp4OHm+Zxa9Wq6l8yJwIhUIBPp8Pv98PjuNIRCwQCCAlJYU+o9vtXuUgsrOerTtL16enp0MgECAlJQVer/e6aY587HY3FpXccsstn8X1/FlgdnYWR48eRXd3N9LS0tDd3U1RCYvK2cFmt9vJe52enr4kU/jjYqUBFggEkEgkqwwaiyyYx7ySRMUiqUgkQimyzMxMDAwMUM1bIBBAo9HAbDYjEAjAbrdT5LawsEARsMFgQGJiIhYXF6m+plKpMDc3B4lEAq/XC6VSCZVKhUgkAqvVCrPZTMZTIBAgLy8PsbGxsNlsKCsrw/T0NGJjY9HV1UWRFcdxkMvlcLlckEqlGB8fB8dxyMzMRExMDHp7e+nwLS0tRXNzM5xOJ6RSKcxmMwQCAdxuN+RyOcRiMZaWlig6YeWFSCSC3NxcjIyMgM/nU4fD0tISNBoNHA4HjEYjHRwikQgpKSk4ceIEiouLMTw8DIvFgqKiIuTn52NwcBAikQj5+fk4fvw4AGB0dBRerxdLS0urOATJycm0rsnJyeT4MP4Bi+wsFgvkcjmcTiel8x0OB+2LUChEGYNwOEyf0+/3U12wuLgY3d3dSExMpEhIoVAgPj4eaWlpmJmZIQPG6vsrhZJiYmJQU1ODrq4uCIVCLCwswO12QyqVIisrCzqdDg6Hg7JBRUVFEAgE2LlzJ95++20Eg0FMT09jYWGBovTFxUVUVFSgr6+Pon+NRgO3201OS0NDA3p6euha5ufn6TPOz8+Dz+cjKSmJIvf77rsPgUAATqcTmZmZmJ6exhNPPIFz585BIpFApVJhenoaDoeDHEC73Q4AVK9lB38gEKC6udPppNosWzeO46DVaklxkpVFKisrUVRUhIWFBWRnZ+PMmTMQiUSYm5tDcnIyfD4fSkpKMDQ0BLPZTJkHv98PpVKJrKwsTE9Pr+IZjI2N4ZVXXqF7RqVSQa1WY+vWrTh69Chqa2vx/PPPw2w2QygUIjc3F16vF52dnVizZg2WlpZQXFwMi8UCgUCAjIwMyjTk5uYiLS0NZrOZHGuJREJOpFqtpvo3C2A4jiMHxOfzoaqqCr29vYiJiYHdbieDLpPJ4PF4aD+yvR0IBKjU6na76RxNTU2FVqvFwMAABSbhcBjr1q3D7OwshoaGUFVVRY7y+Pg4gsEgUlNToVQqMTo6ipiYGFRVVcHtdmN4eBhzc3OQyWTQaDQoLCzEG2+8gaWlJaSmplL63m63o6CgACaTCUqlEoODg4iLi6MuJpYxc7lcqKioQH9/PyQSCfR6PaxW63Wb7vZn18d+IzExMYGWlhZ88MEHGBgYQDAYxNjYGHJycjAzMwONRoPh4WEijLConUWF10po5kLHgN347EZjJBRmEIRCIZKTkzE6OopIJIKUlBTMz89TDZGlC30+H6VhWfqKpRxZZLCwsICFhQUoFAqKEjUaDQQCAQoLCyGXy+FwOIjdrdPp4Ha74XQ6IZPJMDU1RSlh9jliY2MpWgoEAigvL4fVaoVCoUBfXx/0ej1iYmKg1WoxNjYGlUqF2NhYNDY2oq+vD1arFTKZbFValtXAFhYWyNiVlZUhOTkZJ0+epBvQ4XBQBM3n8zE7O0vRV09PD9XamIFhdUmxWIz+/n5IpVLccsstOHbsGFwuF+666y50dHQgLy8PbrebartJSUkoKChAIBCA2+1GSkoKJicnAQAajQYDAwNUF9ZoNAiFQpDL5Zifn4fL5aJSw5133onf//73ZADC4TBqamrw4YcfIhQKUTkgOTkZg4ODyMjIoI4Ft9uN7OxsmEwmOJ1O+Hw+bNmyBeFwGPPz8xR1m81mBINB+P1+StmzPmEWwfl8PqrvezweSq2aTCYqATGnJTExER6PB4uLiwgGg1Cr1VhYWCCny2KxYP/+/cjIyMD4+Dgdviyb5HK5sG/fPiI3NjQ04PXXX4fD4YBKpYLNZqPvksfjISsrC3K5HBkZGRgdHYVcLsfx48dx7NgxZGRkYHZ2Fk6nk8oKrISgVCrh8Xhgt9sRFxdH0Zjb7aZyRFpaGmw2Gxkpk8kEsVhM3IOmpiZoNBoIhULk5eWhq6sLPp8Pi4uLSE9Ph1KpRE9PD7RaLfr6+ugeDYVC6Ovrw9atW3H48GHMzMxQinp8fBxDQ0MwmUyUBcnKyoLX60VpaSnm5ubwwQcfwOFw0Jq73W7i9szPz0MsFpOjGQgEsHbtWrS3tyMQCGDbtm145ZVXKFtgMBigUqng9/uRm5uL6upqTE9PQyAQwOl0Qq/XE5dAq9Wiu7ub0tKtra3Iysqi74FlgVkwsbS0dFH9Pzs7G5OTk3QWsX2i1+thMpngcrmoJMacLJFIBKfTCbVaDYVCgVOnTkEsFlNfeygUogxgWloaXC4X/H4/CgsLIRQK8dBDD+HEiROIRCLIycmBwWCgclltbS2EQiHa29shkUjQ0NCA/fv3IyEhAVNTU7TXWT2+pKQEGRkZGB4eRnp6+jU546+EqGG/hvjZz34GoVAIk8lEKaS+vj6o1WqYTCYsLS2RIMRKlvu1nvjDDnVWO2fpH0a0CQaDkMvlVM9lqTJgmUHLog2VSgWLxYLe3l4AgFarRX5+Ps6fP4/Tp09TZLKy3UssFtMBCizXxTs7O+l9FxYWUFNTgxMnTtDhxDx0RlS64447MDY2RiS72dlZhEIhmEwmYrgaDAYkJydDKpVicnISTqcT4XAYIpEIa9asQWdnJ7USspuMHRRzc3Ok0c8YwkwVkK2Lx+OBRqMBx3EoKSmB3+9HZmYmLBYLXC4XcnJyUFxcjA8++IB4CDU1NXR41tXVobKyEgcPHoTH40FWVhb6+/vR1dWFqakpPPLII7Db7ZiYmIDT6URBQQE2b96M8+fPU1ZEJBLB4XBAJBJRr/LS0hIKCwvh9Xqh0Whw9OhRKJVKImcGg0Hk5ORQ6tNoNGLHjh3w+/2IRCLwer3kSFgsFmRlZVEkVF9fD4/HQ5HXyMgInE4nbrvtNlgsForQhUIhVCoVmpqaMDMzg87OTigUCqxfvx5+vx8zMzMQCoXYsGEDFhcXERsbi/z8fEpBi0QilJeXo7OzE1/60pfQ19cHPp+P3bt3Y//+/XTYmkwmEhdhddPs7Gw4nU5ycNxuN7xeL9RqNaRSKdLT02E2m7Fx40acOnUKu3btwvHjxzE/P4+SkhKEQiEYjUbK2FRXV68irLKU/UrHMiEhgchqzDlJSUlBdnY2RkdHkZaWBqvVSnLRzBDHxMSguLgYNpuNWhkffPBBnDp1CiaTCfPz89SRMDc3B5/Ph7y8PMzPz+PWW29Fd3c36urqMDY2BplMhrm5ORw/fhyRSIRIzBkZGXjppZfwxhtvoKCgAEtLSzCZTJQJFAqFSEtLg9frpe9+JTlycnIS4XAYGRkZkEgkWFhYgMFgQHd3N+Lj45GRkUGOo9/vh9PpJB4Gm0I5PT2N+Ph4LC0tEQnUZDJRxoFlWYqKipCbm0ulmry8PDgcDigUCvT394PjOJLatlgs8Pv9cLlclE2cnJykTgKlUgmn0wmdTge1Wo2SkhKMj4+Dx+NBr9cjPz8f9fX1OHPmDEwmE7RaLfR6PZEve3p6sGHDBvT29kIqlSIlJQVWqxU2mw0KhQK/+MUvoFQqYbPZEA6HoVQqyekWCATYuHEjuru7kZmZiZqaGpw7d44cRpVKRfLgUqkUVqsVfr8fRUVFsNvt0Ol01/S8vxSihv0ageM4DA4Owul0oq2tjbxOHo+HM2fO0MF8PdTWVion+f3+Va1p7IbWarXweDz0PKuLOxwOuoktFgtUKhXVSBk5htW5WKtTTk4Opqenqb2EsVbtdjtyc3NXpSlvu+02HD16lG5Wt9uN/Px8jI6OIhQKQalUQiKRIBwOIz09HV/60pfw1ltvwefzYdu2bTh//jyefPJJ/Nd//RfMZjMdBCzyuu2229Dc3IzHH38cfr8fCQkJVD+enZ2lAzs3Nxd5eXlobW2lTMno6CgcDgdSU1MxMTGB9PR0uN1uGI1GdHd3w263U82toqICjz32GG699Va0trZCrVYjPT0d586dowjCYDBAq9Xi3LlzKCgowNe+9jW0tbVhbGyMos+pqSmq2bL0bmxsLCKRCJRKJcLhMCYmJojjwK6fGW6FQgGbzQa32w2Xy4WjR48iMzMTGo0G09PT0Gq1GB4exre//W38+Mc/RmdnJ30nOTk52Lp1K/x+P6RSKfR6PYaHh7GwsACVSoWYmBi4XC64XC6qrzIOSH19PfLz8yn1ajAYwOPxkJubiw8//BBxcXFUdklISIBSqaS2ydjYWJSVlcFkMuHdd99FIBBATk4OeDwebr31VtTW1uLll1/Gm2++SdmaoqIiGAwGFBQUYGhoCAKBAAMDAxgbG6OoOj4+Hvfeey96e3uh1+uJ5NTT04Pt27fjwQcfxPe//306pMfHx3H77bdjaGiIIqlgMEiEysbGRhw4cIBqvE6nE3fddRdee+01BAIBqker1WqIxWJyMlhnQygUomxBXV0dEhISYDKZEBMTg76+PpjNZpSVlQEAEhMTcf78ecTFxWFubg4nT56Ey+XCyy+/DKPRiG9+85vU+fPCCy/A6XTi3nvvRSgUQmdnJ4LBICYmJqBSqbBlyxaUl5djaGgIeXl5WFxcBI/Hw9GjR2E2m6k8NjMzg0gkgvz8fMoufPnLX0ZycjLGx8cxMDCAcDiMp59+Gn/913+NoqIijI2NQSAQICcnh4jAwHL3xfz8POrr67F9+3aYzWbweDzU19dDq9VidHQUEokEQ0NDsFgs8Hg8kMvlsFqt8Hg88Hg8dP4wngJLgzNeRTgcJm5IIBBAZWUlTpw4gfn5eZjNZqSnp2PPnj2YnJxET08PlW+cTieKiorgcDiQnp5O5RKpVErrLRAIsGbNGuzcuRO9vb147733kJaWhoWFBZKL1mq1CAQCxANJSkqCx+PB5OQkaTCoVCrs3r0bVqsVg4ODSEtLQ2ZmJgwGA3UCXQ9EDfs1AsdxeOutty5ruD9ruc+VLHr2s0wmo+wAY/aGw2EUFRXB4/FQupPVh3w+H+Lj4ylVKpPJyPtkJJrz588jEAhQKovP58NoNGJubo7IUzweD+Pj47j77rsxNDREJKnp6Wnk5eVheHgYFRUVGBwcRHZ2NmQyGWZmZoj45vV6ibC0bt06AEB5eTlsNhu1eel0Oqpd5+TkoLe3FwaDgQ7AlJQU6HQ6zM3NobS0FC0tLRgYGCDmM6ud1tfXY3R0lIw4I+6w+ucDDzyAf/zHf0RVVRUsFgvVql0uF5KSkjAwMICYmBjMz88jNjYWQ0NDcDgc2LFjB1JSUtDX10f1/NLSUvh8PthsNgwODiIcDhNZib1PTk4OEbkEAgE2bdqEyclJFBUVUe8ta9fLycmhliG2Zo899hheeeUV8Pl8ZGZmIiUlBcByxiUUCkGtVmNiYgIikQivvvoqxsfH4fV6ERsbi3Xr1uHYsWNQqVRYWlqCSCTC+vXr0djYiO9+97sYGRkhwpXX6yVhFACUqTIajWhubobH40FtbS20Wi2OHz8Oh8MBg8GAQCCAu+66C/Pz8yguLqb0azAYxOTkJLq7u6nWCyyn0FmadXJyEjabDfHx8RgYGEB+fj78fj/q6+sxMTGBnp4ejI6OoqmpCSKRCB0dHUhJScHCwgLGx8eh1WpRW1sLgUCA+vp62mM5OTnIysrCLbfcgtOnT4PH42F+fp5qzXl5eVR2WFxchEgkQlVVFRwOBxYWFoiEyerCLCs3PDxMXQqM8OfxeBAOhzEzM0NR6Pr162G32zEzM4PExETk5uZibGyMyncjIyOYmpoiouDAwABCoRApWTqdTmRnZyM1NRU9PT1ITEykHu7GxkZoNBocOHAAXV1d2Lp1K44fP47p6Wl4vV7YbDZoNBqoVCqqT1ssFioTCgQClJeXo6amBgaDAW+++SbcbjdSU1Oh1+sxNDSEPXv2oK2tjUS4WMbPZDJRaaa+vh7hcBg5OTkYHx9HWVkZCgoK4HQ6sX//fuq6qKysxNzcHLq7u2EwGLBp0yYsLi7CarWiqakJk5OTqKioQEFBATiOw6lTp6iUJJFI4PP5qK20urqaovbx8XGo1WqMj48DALq6uhCJRKBSqWC1WqFWqzE/Pw+73Y5wOEzvU1VVBZvNRjwU5vBXV1cjGAzi3XffhdfrxezsLPh8PoaGhqDT6RAMBqHT6eByuVYJVF0PRA37NUIoFLrhQz5WKqqxyMrv9wMApcpYfZz1pLJDy+PxQCaTUbud1+ulVDcj2ACA0WhEdnY2RSMikQgejwepqakwm81EGDIajVhaWsLIyAgikQhsNhsaGxths9nwhS98AUePHkVjYyNiY2OxZs0aSl+lpKRgfHycWkxqamqoS6CmpgYmkwnBYBButxt6vZ7qtQys/skMfFFREQoLC8Hn88lQhEIhPPTQQxgcHIRer6f6XF9fHwKBAIxGI86ePUtpepYOX1hYQCQSwaOPPorW1lYcO3aMhCcqKyspqmhvb4fH46G63fbt21FVVYWWlhYkJSXBZrMhNzcXarUae/bswfvvv4+KigpMTU2huLgYzc3NaG9vR2ZmJhYXF6FWq6HX65Gbm4vY2FjMzc0hJSWFSF/T09PQaDQkfjQ4OAiVSoWxsTHEx8dDKpXi1KlTEIlEKCkpoZoin8/HyMgIlEol6urqoFar4XK5YDQaqU1NrVbj5z//OdVofT4f1VpZaYDP56OyshILCwtUkmEcjOLiYrhcLgDLUeu+ffsgk8kQDAZRW1uLpqYm/Nu//RssFgu2bduG06dPo6KiAnfeeScOHDiAu+66C8888wwRM2+99VYAy50TVquVshoajQapqak4fPgwdDodMZA3b96Ml156iVKz586dg9FoRCgUwt69e1FfX4/29nbqwigpKcHS0hKKiooglUrR39+PYDCIxMRExMfHY8uWLZiamkJHRwcsFgukUikmJiaIiNbR0YG1a9eiq6sLDQ0NUCqVGBkZgdlsRk5ODpqbm6mm3NPTgzNnzmDDhg34+te/jhdffBF79+7F2rVrKcobGxtDVlYWTp06BY1Gg5GREbjdbshkMuTl5SEuLg579+5Fc3MzLBYLAoEA8vPzcerUKWRlZWH37t1kpGQyGe699148+uijGB0dRXx8PObm5qBUKlFQUICZmRkqk/T29iIpKWlVyXDdunVwu904f/487YPDhw9j7dq1kMvlOHToELZt24b77rsPR44cwebNm3HkyBG0t7cTy3xsbIwi38rKSsTHx6O3txfnzp1DTEwMysrK4HK5MDMzA7fbDbvdjtHRUVRWVuLw4cP02Z1OJ/x+P3U91NTU4OTJk4iNjcX+/fshk8lgtVqRnJyMiooKBINBhMNhcnyqqqqwuLiIvLw8qNVqksGur6+noKSpqQmHDh2Cz+eDx+PB6dOnie1eXFyMzMxM2Gw2xMTEoLKyEg6HA4899hgcDgdKS0vR1taG+vp6yOVy2O32q9IiuVaIGvZrhBs1Ye1SYD3MF8pKstSTw+FAd3c3AFAKLj8/H06nk2qprE2NtY5IpVJ8+OGHsNvtSEtLo55jHo9H9XyNRgOj0Yhz584RgSghIQFpaWkQCoWorq7GwMAATp48CZvNRgbUaDSir68PTU1NOH/+PA4cOIDy8nIIhUJMTEys+mysrtnX1weO4yCTyTA2NoaCggJs3boVmZmZcDgc0Gg0OHfuHLq7u8Hn8+F0OtHT0wOxWIyysjJKQ+7Zs4ciOyaY4vf7qQ4tkUiwefNmTE5OIjc3F8PDw6itrcXU1BQCgQDWrVtHxKFIJAK73Y7Z2VloNBoSdNq8eTMAkMFh0VsgEEBXVxf14DPhEpYCZOzssrIyHDp0iBjCZrMZTU1N4PP56O7uhtFohEAgIIeLx+OhrKyMarFzc3Pg8Xh4+umn8eqrr6K0tBRKpRIbNmzAqVOncObMGRLzcLlcuOeee9Dd3U1cBKFQuKosodPpUFdXh6amJvznf/4n5HI5dDodKisrcfz4cZSXl1N7VF1dHSKRCI4cOYKxsTHI5XLU1tZSRsFqtaK/vx9jY2O4//77sWfPHni9XqhUKmi1WvT39+NLX/oSXn/99VUzARwOB2JjYzE6OoqdO3dS7z3rkCgrK8PatWthMpmQnp6O1NRUDA0NIRAIQKlUwmQyoaioCG63G/X19USK5PP5ePjhhzE4OEgtU4wz8fbbb6O/vx+bNm1CUlISwuEwNm/ejFAohPb2dpSWloLjOFKWZHsNAP7u7/4OCQkJOHDgAObm5oixvW7dOtxyyy0IhULIy8vDW2+9BY/HQyQ3i8VCmQGfzwe3243169djbGyM2sUY6ZO1fdXU1NBsiWPHjmFychKTk5O4/fbbIRQKYTabEQqFiPQoEomg1WphMpnQ29tL5bmZmRnweDz85Cc/gd1uR0tLC4BlAR+PxwO9Xo+KigrodDrEx8fjvvvuoyEnKztwmOO/tLSE6upqKBQKeDweklfV6/Xo6elBdnY2zp49C2A5u9nc3Ay9Xg+dToekpCS88847yM3NhclkgkqlQmJiIrRaLfbv30/lpZMnT5IRFQgE6O7uhlgsxs9+9jMcPnwYwDIHSSqVoqWlBVVVVauyCh9++CEsFgsqKirg8XhQVVWFxsZGjIyMYGxsDFVVVYhEIti0aRN4PB7sdjt+97vfUXdKWloaCU4tLS2t4m1cz8AvativEa63XO2lsFKl60ItboPBAGC5FY+l3FjbBhMpycrKQmxsLLWc+Xw+WK1WcggYEUYoFOKZZ57Bk08+idraWnR2duKf//mfcf78eRw/fpxSWV/5ylcwMDCApKQknD17FgqFAlu3bsXU1BR2796NwcFBTE1N4Y033qBo1GKxICMjA9u3b0diYiJef/116vNmaG9vp57pf//3f0dLSwtMJhMqKipgt9vBcRzy8vIgkUhw++234/jx42hsbMQvfvELaDQaqNVqbNmyBQDw9ttvQ6/XIz4+HouLi6vqasPDw/D5fLBYLERCTEhIoJIB0zf3+Xzo6OiAVCrFiRMniKTIHCIGPp+PmZkZ+P1+/PGPf0QoFEJ9fT2lBqenp1FSUkIMaybsAyxLkz788MN49dVXybCcOnUKExMT0Ov1GB0dRUlJCSQSCXQ6HaWQR0ZGUFxcDKfTidbWVpw/fx5CoRAKhQKBQICck+PHj5MzwshecXFxeOSRR2Cz2UjvwOl0IiYmBi+//DL27duH7u5uMqBr167F1NQU1Go1jEYjCgoK0NHRgQ0bNsDn82FwcBC7d+/G3XffTaI8v/71r2Gz2aBWq4lJvrCwQM5ZY2Mj7HY71cVZa2ZJSQlGR0exa9cuijplMhni4uKobRH4kwqZ3W7HBx98gHA4DJPJhJGREaSnpyMhIQGTk5Pg8/mYm5uDRqOBUqlEJBJBWVkZtTWazWbU1tZCLBajuLgYsbGxGBwchNVqxe7du5GWlobExESkpaXh7rvvRnd3NzIyMnDXXXfhnnvuoT2Qk5OD//mf/6G2LSa2ZLFYYDKZEAgEyLDz+XzU1dVRi96jjz6K559/Hjt27MCxY8dw+PBhJCYmYn5+Hv39/dDpdNTNcMcdd2BiYgL19fV444034PV64XQ6qZ6sVCphtVrhcrkoU8PjLUuqhkIhZGdn4/7778fevXvh9XphNBrR0NAAAKT2aLfb0d7eTnvN6XRSxiw7OxsAUFFRAa1Wi46ODmL+5+TkoLOzk+7p0dFRVFRUID8/H1arFaWlpZiYmMC6detIx4GpLTJOj8PhwM6dOwEs9/QzAiDLFmZnZ6/q2hGJRNDpdBgfH0dSUhKKi4uxdetWpKeno62tjQiFZWVlmJycREpKCvLy8sBxHAwGA/bu3YuSkhIKJlwuF+RyOWkuCAQCIiVPT0/D7XYjGAxSX3tcXBycTuc1OOWvDlHDfo1woS759fqbTJ3N4XCQAIVMJiOmqd/vJ4Op0+lIUCEUClHvNRNm2Lx5M/bt24fc3FwYjUYMDw9j27ZtmJmZIQncmZkZhEIhdHV1UQrS5XJBp9PRY4xEkpSURDVDh8MBtVqNlJQUGI1GTExM4PTp03jssccwOzuLRx55BO+++y4sFgvS09ORm5uL1NRUiniOHDlCBwvr2Z6dnYVQKMTWrVtpTY4cOQKFQoGuri4olUpMTEygrq4OYrEYWVlZMBgMWFhYQF9fH4xGI/R6Pbq7u+F2u4mEwzgHjM3NGLvNzc0YGBhAIBDAjh07MD4+jomJCWIUGwwGzMzMQKfTYcuWLXA4HOjv78f7778Po9GIkydPgs/no6mpCXfffTe+973vQavVkrFnBxOw7IxlZGTA5/PhnXfeobak+Ph4dHZ24syZM6ipqUFlZSVKSkrQ0tKCiooKAMujgmdmZkhdKxQKobCwEA0NDeDxeHjvvfewfft2OnSqqqpgNpuRkZFBHQl6vR4ikQgGgwFLS0v46U9/ShKmjz76KDH1Dx06hGAwiIWFBRw8eBAVFRVYs2YNCZG4XC60trZix44dJKfMIj+TyURtYytV/+x2O9UnBwcHEQgEVpEMmcrcN77xDSgUCjz77LMYGBigzgCtVkv7IRgMYt26dSguLgaPx0NbWxs5CuzwB4Da2lrqJ2etm1KpFEajEV6vF/X19cQhiUQiSExMxLZt29DR0YGtW7eiqakJP/7xj1FUVIT169ejr6+PxHhWIjY2lsSEmCNXU1MDYLkHvbW1FampqXC73dQeykoBSUlJ2LRpE+Lj46FWq5GTkwO5XI79+/dDKpXi1ltvRX9/P3UlxMbG4rnnnqMBSOvWrYPNZkNlvGyL8wAAIABJREFUZSVpITCxFafTicbGRjQ3N+PFF19ESUkJ8Woef/xxHDhwgD7DymFa8/PzSElJAcdxWFhYQF5eHmQyGT3P/kZ+fj495vV6IZfL0dXVBQDo6OjA/fffT05beno6amtr6dywWq3kRC8tLeGBBx7Ab37zG3o/Pp+Prq4u0p7IycnBfffdh46OjlVa9JFIBPv27aMsCyOqsvIek/VVq9XYtGkTXC4XKVxu374dPp+PumPefPNNmpXAOCyFhYWka9DX10cDmlgb4fUSpwGihv2a4XJDVD4OWP8ma7VhLHZWH2da0kzRKT4+Hna7nbTl2eNisRh5eXnwer3EdN+8eTN+9atfobKykkh1ZrMZkUgEt99+Ox588EGcOXMGWVlZ2LlzJ372s5+hp6eHGNpMOzkcDmNhYQGbNm2Cw+FATk4O3nvvPRJa2bFjB06dOoVgMEjtVkx2kyEpKQlbt24lQZKTJ08CWCbIMQGbC9cFAKlRrVmzBidOnLiobsX0vLds2QKz2YzFxUWUlpYCAG677TYAy7r4VqsVBw8eRExMDJqbm2E2m1FQUIC+vj4sLCzA6XRi165dWLNmDc6fP4+hoSHiD7B2qNnZWbz33ntIT0+HRCKB0+kkAZm1a9fC5/PhzJkzGBgYQGpqKnJyctDT00ODfmpqahAOhyGVSqn/mdXFgeWapsvlQmVlJUZHR6nnvbq6GhaLhVJ877zzDhobG1FfX0+p8NHRUVL4Y0IvwLJiIJuwl5aWBrVaDYPBgIceeojaAiUSCcbHx0nXmpGn5ubmqE+YfT9KpZJKDayuuhLMMQOWo1WLxUIO2pEjR7Br1y4899xz6OnpIWVCJiSk0+no9cFgkNq5zGYzxsfHiSVtNptRX1+P5ORkFBcXIxKJkAbA7OwsCgsLaZ9UV1df8r5j3RUMjH1dXl5OLaos+2Kz2ciossh0aWkJ8fHxKC0txfT0NEwmE0WUF2Lr1q3g8XgoLCxctT5utxtZWVnIz8+HTqejcpPL5aIUd11dHQCsklpev349iTwVFBTg4MGD2Lx5M+Li4rB161a8/vrryM3NJWW2goICnD17FiKRCHK5HJOTk5iamkJTUxNGR0exuLiI+fl5zM7OEmFspfO8EsxxCYfDqyYoXg58Ph+5ublUv2ekXI7j6B4tLCyEWCzG8PAwOjs7odPpkJ+fD71ej1AoBJVKBWA55c++0/Lycvz6179GWVkZEhMT4XQ6MTExQd9bTMzyIBzmlDLxqXvuuQeDg4Po6OgAn89Hamoq1Go1ETpPnz6NqqoqDA4Owu12IzExETt37iSdht7eXlLMY4JIrPX01KlTqKioINlZRiL+rBE17NcITIN6ZQqc9SIzIRoA1ALHvNOVDHZWg2HtFay1itUWBwcHSc6UyW/6fD6EQiEkJSUhJSUFPB6PjF9OTg4EAgG1w5hMJkgkEkxOTpJ+dElJCcRiMUZHR3H69GlyEBjp6p577kFlZSWeffZZHDhwACqVClVVVUhNTYVAIEBfXx/q6+uh1+vh9/sxPz+PzMxMdHV1wWKxoKamBi0tLVT/YrBardizZw+ee+451NfXUxQQExODlpaWiwYNKZVKvPvuuwiFQmhubqbe5wtRVVUFq9WK9PR0FBYWXvK7Yn3SCQkJpAlvs9loeEV+fj4aGxtJbKWtrY3SoUajkXqS9+zZg02bNkEoFJIiHmu1OnbsGEKhEM6ePYuEhAQcOXIEYrGYUuJ2ux0ymQyTk5MkV9vd3Q2z2Yzi4mJ4vV7s27cPYrGYyD3hcJi+58nJSYhEIjz11FMIhUJUP0xMTMTY2Bhyc3NRWlqKyspKtLe3k5gJ0zhva2uDyWQiZ2ulI6XT6S5qy2loaMDPf/5zIgsxsD184cSrS0Gj0eCdd96heQTt7e3gOI6yOq+99hpiYmKQnZ1NzlJiYiKAZWeRcRICgQB6e3uxc+dO8Hg8rF+/nv4G665gnJf09HQyAh8Hi4uLOHjwIOnws/JWRUXFJQ9mgUCAxx9/nO5hmUyGNWvWXPK9mZPB5F0ZmHZCbm4uOjs7yfCwLMVKsDMCWCbL1tTUYGJiAuPj4/jhD39Iv+fz+eD1eklKNzk5GWfOnEF3dzfS09PR19eH+Ph45OXloampidr0CgoK0NraesW1Y3K5TEjnSnuArVVmZiY2btx40bqwLpadO3fiwIED+MpXvoIDBw6grq5u1eCeldk71h6qUqlQXl5OztL27dtx+vTpVfuDETb/+Mc/Ym5ujmrz7NpZOl6tVsNut2N6ehqFhYWkxMg4LCvPp9LSUvB4POKzbN26FceOHcODDz54Effqeg0iixr2awSWruno6MDCwgLVhbVaLSYmJkg2NjExkaRkExMTKfXLZCoVCgW0Wi3cbjfuuusuItzMzs7S5CsANDGJCbOwNHJOTg4CgQA6OzuRmJgIkUiE2dlZuFwuJCYmkr65Wq1GWVkZurq60NraigcffBBVVVXo7u5GV1cXDYcZGhpCQ0MDnnjiCaxfvx7PPfcc/H4/tFotvF4v8vPz4XA4qCam0Wgo2lMqlSgtLYXD4UBBQQGx0gGgv7+femDZlDeGS7FHy8rKkJeXRykzxrq+EEwU4mqw8rDU6XRoa2tDXFwcfD4fzp49S07Yl7/8ZTKMd91116r3YAzx2dlZeDweGAwGGI1GSj0yFnRLSwv27NmDo0ePQiAQXDICYgfSm2++iYyMDGg0GpIxlUgkaG1tJf3+1NRUZGRkUPsOuz6O47Bjxw689dZbZDRWTpRig28qKioumoZ4OfB4POzatQtlZWWrRrlmZ2fj0KFDmJmZwbZt2y77Hox9z4SHtmzZgpKSEqSkpNCwEdaSuXHjxlXfL1NUm5iYgEajISN0IeLi4qgM8GmQmpqKqqoqAMDJkycRDAYvGiF8IVY6mh9l1Ffii1/8IsbGxnDkyBFy7IuKipCWloa2tjbSNfD7/RdlsOLi4qjjhf3tzMzMi8imTC/e+P9yxx6PB06nEzk5Odi2bRuKi4tx8uRJCAQCIssFg0HK5lwJKw371UbsFwZAK8EMrFQqRWlpKU6cOEEzINra2qhLhX337G+y92Otuuyzs+CK/V2RSISEhARs3rwZvb29OHjwIIRCIcbHx6nVlaXMs7Ky0N7ejtraWgCgzOmFYJkHnU6HI0eOECeJOaU3AlHDfo3A4/FQWloKo9GIY8eOITc3F0KhEOfPn6d54UzMg6m/JSYmwmg0Ynx8HOvXr0daWhpaW1tRU1ODmZkZivYcDgf+6Z/+Cf/6r/9KnnpRURFGR0eh1+tJRCQzMxNTU1Oorq6mVpqysjJUVlZSPXtgYAC5ubngOA6FhYUoKiqCVqulQ0woFKK+vh7BYBAGgwG9vb144YUXyCu+5557SAtZLpfD7XYjKSkJ9fX1AJYZrvv376cpTd3d3bBYLDSxikGr1eLIkSNITEyk2vCVwKahAcvpu7y8vGv2/SkUCjQ3N3/i17O6fFFR0UWykWKxmKKm8vLyVfrtl8Jtt91GJZn+/n4cPXoUAIgc1traittuu40Ikewg8nq9JA/K2M4Xgg2W+SSckEtF8qmpqUhNTcX8/PwVozs28Y7V7xnYftLpdJR5YBHZSvB4POzZs+djX/cnAat7A8t7w2w2Y2JiYtXjnxZsEl1RUdFFz0UiEczPzyM5OZkGK63ER5GxUlNTab8wdHd3IzY2FiMjIxAKhVizZg2Gh4dpD5SWlpKiIwAyZF6v95J7aCWYwzU0NITe3l7Y7XbU1dUhKSkJvb29NGaYlSwAkMCS3+/HyMgIsrKy6Dkm1LS4uEiKlS6XCxzHYWRkBHNzc3C73VCr1XA4HAiHw9Qie/ToUTidzlVlUTYRb+WaA8vfqVqtpnOvq6sLOp1uVYsw07tgTgSbfXEhmLMqkUiolHCjETXs1xCbNm3CL37xC8hkMnR1dWHdunU0bSoSiVDrg0AgwPT0NIqKimCxWJCfn0/Tl0pLS/Htb38b+/btQ3t7O9asWYPf/va31F5SWFgIq9WKlJQUhEIhfPnLX0ZCQgLa29shl8vxzjvv4Otf/zpefvlltLa24pvf/CaOHz+Oubk5dHR04OzZszCbzQCAc+fOQSqVwuVyUYTE5/NRVFSEN998E+vXr8cXvvAF+nysjYsZlPn5efzud79bVbeMjY1FdXU19u/fD41Gg46ODqxfv54mtzEoFArs2LEDAK4qfXch2BCdzwuYYb/UQahUKimCS0lJIbLNR2Hl58rPz19FPGIcCvYdAMuGPTMzE5FIhL6vvLy8SxpaPp8Ph8Nx1VmNq8XVpLuZMt2FYEQqoVB41U7e9YRcLqe9er3AxJASEhLg8/kuyhTIZDK0tbXBarWuctJyc3MvWmOr1Ur7kuM49PX1YXBwkHrHmarkhc73hg0bLpuhAP40X765uZkmAr7//vtEElQoFMTbYZm49957DxMTExgaGsLo6Ch2795Ne5714ns8HmzduhUSiQSzs7NoaWnBtm3bkJubi1deeQXr1q1b5dgXFBRc8vrKysooMxUTE7NqWuPY2Bjm5uZw6623UqZg5QAttl4MbP7FhUhMTLyh0fmlEDXs1xDbt2/HzMwM4uPjcejQIezZswfPP/88KioqkJSUhEOHDiEUCuGRRx5BT08PjUR0uVyw2Wzg8Xg4dOgQXnzxRaSkpGDjxo0Ih8NYXFxEVlYWqVGxG+7cuXPYu3cvysvLsXHjRigUCpw9exbPPvssqqurqWa7tLSEXbt24YEHHkAgEIBCocCHH35IfaRdXV1U87VYLDh79iy+9rWvXVTXk0qlGBsbI6PS3t6O1NTUi4iDycnJKCkpweDgIM2dvpQRvl71pusBZjDZwbESQqHwmkV6l5IlDgaDdIgyMLW+S73+RihhXQ5SqfSKafwbiUul/D9rGP9/nvz09DSSk5MvKk/Fx8dftbNx++23k7YFQ2trK6qqqpCUlPSRsypWRrofhZVEX2A5k3AhaZCp7THZVYlEgq9//esAls8QvV5PhnFiYgLhcHhVOeXCTNHtt99+SQN7JfD5fMpG8Pl80qQ4fPgweDweCgoKaPqe0+mkfv+bEVHDfo3BhgIwJa0XXngBdrsd9913H6xWK0wmE2pqaihyr62txbFjx1BdXY1AIID7778ffX19OHbsGLHQ161bh1/+8pckAjM9PY2KigoUFxejuLgYycnJsNlsmJychEwmQ3V1NWpra9HT04O5uTkUFBRgenoaIpEIycnJpBbGImWDwYDW1lZqW/kogpBcLkd/fz8cDgfWrVtHozcvVRN/7LHHKCV4Ja9/JZis5M0GgUDwkYb9s8aVar8rERcXB7VafVOu8Y3ClTIsnwUYp2FxcfFTt9JeyoG+5557oFar6R7+pGDiTyvJfBciLS0NLS0t1FGz0iizCY1sYuHQ0BAZ34/CxyFDrnSCg8EgBSECgYCEZMxmM3FeWMTOlB9XtvbdTIga9msM1u7j9/sxPT0NoVCI4uJidHR0QC6XIy8vD52dnTh37hwCgQDC4TDi4+Mp3ZqWlobZ2Vk89NBD2LJlC5RK5ar3f/PNN+H3+7G4uIiCggI0NDRALpcjNTUVVqsVPp8POp2O5CSPHDkCm82GqqoqfPDBB5DJZIhEIqs8YoFAALPZjO7ubtIuvxQ++OAD6HQ6TExM0GSyle06F4K1530crOw7vZnAep6vh8H0+Xw4ffo0zZNm2vVXA4lEgi9+8Yuf8RX+eeFGlQc+DhH04+JajQ9NT0/H4OAgDU+6FC5XfmKy0Aw7d+78RKW5q8FKB5i1bJaWllI7LPAnw85UG29WRA37ZwSDwYBTp06hpKQERUVFOH/+PHbs2IFIJIKsrCysXbuW5mOvhEqlwle/+lXSrr4QKpWKUvjnz5/HwsICtSzFx8evOuA3bNiAjo4OKBQKzM3NwWw2o66uDrOzs6ivrydvdnFxERs2bIDRaMQPfvADSq0dP358FQv0/PnzqKioIEYuk5Lt6Oi4pIFvaWmBTCZbZeyYsV/52ZRKJUpKSuj5m9GwJyQkXLd0Muv/N5lMeP/997G4uPiRqfcoovgsIZVKUVlZ+YlfHxMT85EOwbVAQkICZQ49Hg85aTwe75KZipXtmzczoob9M0JdXR2CwSCamppIO/3kyZM0xGIlw/tCXI6IkZmZCaVSCYFAgISEBAwMDBCr9kLDbrFYsGPHDiLTTE9P04ztw4cPk2JdYWEhzScXCARk2NkQDeBPKa2GhgZYrVZMT09DrVaTWM2F4DgOSqUSlZWVVMtnWFmTA0BKZOy5m9GwX08wJnJWVhZSU1Nv2vJFFFF81ric03Epw34hee5mxU1n2Nva2nDffffhu9/9Lh5++OFL/s7x48fx9NNPw+fzYXFxEdu3b8f3v//9zyzFcymsHIaQmZmJ8vJyvPrqq5+I9LESK1NaWq2WGKgAqF4WGxuLo0ePwuv1rhKBSEtLI2EWg8EApVKJo0ePIhAIQC6Xk9jD0tISWltbqb+VzV5nN4JYLKY+/KqqqovaawCsmi1+IS403BdG9FHDfvW4UjtSFFFEcWlcKsvFDPvN7ijfVIb9D3/4A1599VUkJCRc9ve++93v4pvf/CZ27doFt9uNNWvWQKPR4Bvf+MZ1utI/gWl+A3/qT75WkMvlqKysXHW4NzY2XtEwCoVCGlrD5nqnpaUhHA5DLpfD6XQiFAph7dq1q8gj7H3j4+MxOTm5SpP7QrD3vxpS10olvqhhjyKKKK4H/pxT8dcvhL0GqK6uxssvv3xFrd077riDWi6kUiluu+02vP/++9fjEi+Lz4KMsW7duosUuq6ElQxWpVKJEydO4PTp0xgdHYVGo8GZM2eg0+lo9CH7jzklMTEx2L1796r+6gvBCF1XE1HGx8eTKETUsEcRRRQ3Cmz07eetL/3j4qaK2K/WMD7++OOrfvb7/Vclj/iXAiabCgAlJSWYn5/Hpk2b8PrrryMlJQV9fX0oLCyExWL5yPe4VElhdHSU3lckEmHjxo2rZGQ/CmzcKZvedaFQRhRRRBHF9UBMTAyNdL6ZcVMZ9k+CcDiM/fv343//939v9KV8biAUCknWdHBwED6fDzweD+FwGBKJBEVFRRgYGLjq/tmYmBh4vV6Mjo6itLQUS0tLOH78OCoqKq6q9FBYWIicnBz6+eP0vUcRRRRRRLEaN1Uq/pPgRz/6Ee64447Lih6wYR/sv6eeeur6XeANgEgkwsjICDo6OtDb24vt27cDWO5xlslkqKuru+x0qguRmZmJU6dOoaqqChqNBikpKXC73VfdW83j8UjWUigU3vTElSiiiCKKa42nnnpqlZ26HP6sI/Z9+/bh7Nmz+O1vf3vZ37vZiRIfF3K5HBs3bgTHccjOzqZN8kkHGDC2/UosLS1FI+8ooogiimuEp556alXQeTnj/mcbsZ86dQo/+clP8OKLL9L40c8aN1Okr1AooFQqPzPN8G3btn0sXsPNtHafN0TX7pMhum6fHNG1+2S4XuvG427CcLWhoQEPP/ww9bHbbDbs3r0bb775JhITE9HX14eHH34Yr732GkmyfvWrX8WLL7646n2Yx3OtloDNVI7i4yO6dp8c0bX7ZIiu2ydHdO0+Ga7lul3Oft1UEfuHH36IhoYGtLe34+mnn8add94JYFk7u7+/n6YUPfLIIzhz5gz0ej1kMhlkMhmOHTt2Iy89iiiiiCKKKK4LbsqI/VohGrF/fhBdu0+O6Np9MkTX7ZMjunafDNcrYo8a9iiiiCKKKKK4SXHTp+KjiCKKKKKIIorL48+63e1K+AtOVkQRRRRRRPFnimjEHkUUUUQRRRR/Roga9iiiiCKKKKL4M0LUsF8D+P1+PPzww6irq8OaNWs+F5PkPg8IhUJ45pln0NDQgE2bNmHt2rU4dOgQPd/e3o61a9di/fr12LlzJ+bn5+k5juPwxBNPoLq6GlVVVRdpEPwlYWhoCLGxsavm3h88eBDV1dWoq6vDQw89RNPxgOh+ZHjuueewfv16bNiwAaWlpWhpaQEQ3XeXQ19fHzZv3owNGzagoqICP/zhD+m56LpdjLa2NmRnZ+NXv/rVqsc/zVpd7rVXDS6KT41vf/vb3IMPPshxHMcNDAxwSqWSM5vNN/iqbjzGxsY4o9HILS4uchzHce+//z4nkUi46elpLhAIcHq9njt8+DDHcRz35JNPcnfffTe99r//+7+5zZs3c+FwmLNarZxGo+E6OjpuyOe40bj33ns5sVjMHTlyhOM4jrNYLJxKpeIGBgY4juO4Bx98kPuHf/gH+v3ofuS43//+99y9997LLS0tcRzHcb/85S+53/72t9F9dwVUV1dz3/nOdziO4zibzcYplUru3Xffja7bJfDGG29w9913H1dZWcm98MIL9PinWasrvfZqETXsnxLhcJhTqVRcS0sLPdbY2Mj96Ec/uoFX9fmAzWbjfvOb36x6TKVScb///e+5P/7xj1xGRgY9Pjk5ycXExHAWi4XjOI4rLy/nfv3rX9Pzf/VXf8X9zd/8zfW58M8Rzpw5wz3yyCOcwWAgw/7MM89wmzdvpt/54IMPOIVCwS0tLUX34/+juLiY6+3tvejx6L67PMRiMbd37176uaamhvvBD34QXbdLYGpqiuM4jtu0adMqw/5p1upKr71aRFPxnxKjo6OYn59Hfn4+PVZYWIizZ8/ewKv6fEClUuGBBx6gnzmOQzAYhFqtRltb26o1S09Ph1gsxrlz5xAIBNDZ2RldUwDf+9738L3vfW/VYxeuXWFhIRYXFzE8PBzdjwAsFgv6+vrQ3t6OzZs3o76+Hs8++yyAi9cuuu9WY8eOHdi7dy+A5bOtp6cHtbW10XW7BC4cfMXwadbqcq/9OPiLbne7FpibmwMAJCQk0GMKhQK9vb036pI+t2hpaYHBYMDGjRvx0ksvrVozYHndLBYLbDYbIpHIRWtqsViu9yXfULz77rsoKiq66ACZm5tDeno6/axQKAAsG7SYmGVf/S95P46Pj4PjOPzhD3/AwYMHYbFYUFNTg4SEBMzNzUX33WXw/PPPY9euXcjKyoLdbsePf/xjNDY24pVXXomu21Xi0+yxy7324yBq2K8RLlSx46I98qvg9/vxne98B7/61a/I+FxK+W/luv0lr2kkEsEPf/hDvPHGG5d8Prp2H41AIIBIJIK//du/BZ/Ph06nwwMPPIBf/vKXMBgM0bW7DO68806sXbsWR44cwdTUFJqbm7FmzRoA0T33cfBp1upKr70aRFPxnxIajQYAsLi4SI8tLi7S41Esb8rHHnsMf//3f4+qqioAy+u2cs2AP61bUlISYmJi/qLX9OWXX8a2bduQmJh40XMXrh37t0ajie5HgCY6Jicn02NpaWmYnp6O7rvLoK+vDwcPHsTjjz8OYDkN3NzcjP/4j/+IrtvHwKdZq8u99uMgatg/JbKyspCYmIiBgQF6rLe3F9XV1Tfwqj5f+Na3voWamhrcc889CAQCmJycRHV19ao1m5qagtfrRVVVFeLi4lBSUvIXvabHjh3D22+/jYaGBjQ0NMBsNuPxxx/H7bffftHa9fb2QqFQIDs7O7ofAeTk5EAsFq9KX1qtVqSkpET33WUQDAYBALGxsfRY7P+1d38hTa5xHMC/nnaYF5apmUFUwiQxJUUlJRdC3Xoz6aILV0KEJVpIq5QutopAIVKDZBQjyLrpokER/ZGguon+IGl14TR0CK2VWW2SI8vvuZBe8uTx6Omcs3z7fkB44d2P57eHF7++2/P6/P47IpGI5m0efmSuZqudl3kttZMZHTp0iNXV1STJQCDA1NRUhkKhOHf1c2hubmZ9fT2j0Sij0SifP39Ot9vNWCzG1atX886dOyRJj8fz3SMhmzdv5uTkJEdGRpiRkcEnT57E623E3ber4sPhMNPS0hgIBEiS1dXV3z3u9qtfj7t37zbmYGxsjDk5OTx//ryuu1nEYjGuXLmSp0+fJklGIhHabDaeOHFC8zaLP6+K/5G5+rvauVKw/wvGx8e5Y8cOlpSUsKioiDdv3ox3Sz+Fvr4+Avjux+12kyS7u7tZWlrKsrIyVlRUcGRkxKidnJyky+VicXExCwsLv3ts7lfx4MEDlpeX02q1Mj8/n0eOHCFJdnV1sbi4mCUlJXQ6nRwfHzdqdD1OhXlVVRULCwu5YcMGtrS0cHJykqSuu9k8evSImzZtot1uZ0FBAV0uFycmJkhq3v7s8ePHLC8vZ3JyMrOzs+lwOIxzPzJXs9XO1S+9bauIiIjZ6Dt2ERERE1Gwi4iImIiCXURExEQU7CIiIiaiYBcRETERBbuIiIiJKNhFRERMRMEuIiJiIgp2ERERE1Gwi5iY1+vFnj174PF4sH37djQ2Nhrn2tra4tjZ3HR0dCAzMzPebYgsKPqXsiImFYlEYLPZ8Pr1ayQkJODz58+oq6uD1+sFAGRmZmJoaCi+Tc7BQulT5GehO3YRk7JarSCJkydPYmRkBBaLxQj1M2fO4P379/B4PLhx44YR+kePHsX+/fvR2dkJADh16hQyMjJw/PhxNDU1obKyEqOjo9PG6e/vh91ux9atW1FXV4eNGzfi2rVrAKY+Mfh6x33r1i0jpL/WOJ1O7N27F6Wlpbh06RIaGhpgt9uNegCYmJhAe3s7Dh8+PG18v9+PmpoatLS0oLa2FrFYDPfv30dBQQF27tyJ2traGfe3FjG9f7StjYgsCM+ePWNVVRWXLVvGsrIyXr9+3Ti3Zs0a49jr9XLXrl0kp3afys7OZjgcJkkmJiYyGo2SnNqG99stYr86d+4ct23bRpJ8+PAhKyoqZhynvLycg4ODRk1VVRVJ0u/30263k5za3erb+pnGHx0d5YoVK/jx40eSpNvtZltbm3F84MABkmRPTw8/ffo0nykTWfAs8f7DQkT+O7m5uejs7MSXL19w+fJlVFZWYnh4GGlpadNe19vbi1CppV1mAAAB9UlEQVQohObmZgBAXl4eXr16heXLlyM9PR1JSUkAgKysLNy9e3fGsdauXQsASE9PRzQanVN/NpsNALB06VLjOCUlZVr9TOMPDAwgISEB7e3tAIDR0VHjNQCQk5MDAFi/fv2c+hAxEwW7iEkNDQ3h2LFj8Pl8WLRoERwOB2pqaozzv/029U1cT08P8vPzYbVajcV1fr/f+Aj9zZs3GBsbQ1JSEgKBANatWzfjeAkJCX/b0/Dw8Lzfx0zjZ2VlITExES6XCxaLBS9evMDLly/n1YuIWSnYRUwqOTkZb9++RUNDA5KTkzE4OIiWlhbjbr2oqAhNTU1ISkpCY2MjDh48CLfbDYtl6teCw+EAAKSmpuLs2bMIhULo6+uDz+ebNk44HMbVq1fx7t07DAwM4MKFCwgGg7h9+za2bNkCp9OJ+vp65ObmYvHixfB6vWhoaDBqAoEAOjs70dvbi+7ubly5cgXBYBBdXV3o7+/HkiVL0NraikgkgkAgAJ/Ph5SUFLS2tmLfvn1YtWoVgsEg3G43AoEA7t27h6dPnyIvLw/FxcX/76SL/AS0Kl5EZqVV6SILi1bFi8hf6ujowIcPH3Dx4sV4tyIic6Q7dhERERPRHbuIiIiJKNhFRERMRMEuIiJiIgp2ERERE1Gwi4iImIiCXURExET+AHYwtmEVcoXEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('walkers.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting posteriors: posteriors.png... [DONE]\n"
     ]
    }
   ],
   "source": [
    "species.plot_posteriors(tag='betapic',\n",
    "                        burnin=500,\n",
    "                        offset=(-0.25, -0.25),\n",
    "                        limits=[(1500., 1920.), (3.4, 4.7), (-0.6, 0.3), (1.1, 1.8)],\n",
    "                        output='posteriors.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('posteriors.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Getting MCMC spectra: 100%|██████████| 30/30 [05:42<00:00, 11.42s/it]\n"
     ]
    }
   ],
   "source": [
    "samples = database.get_mcmc_spectra(tag='betapic',\n",
    "                                    burnin=500,\n",
    "                                    random=30,\n",
    "                                    wavel_range=(0.7, 6.5),\n",
    "                                    spec_res=50.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "median = database.get_median_sample(tag='betapic',\n",
    "                                    burnin=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "read_model = species.ReadModel(model='drift-phoenix',\n",
    "                               wavel_range=(0.7, 6.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelbox = read_model.get_model(model_param=median,\n",
    "                                spec_res=50.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "modelbox = species.add_luminosity(modelbox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating synthetic photometry... [DONE]\n",
      "Calculating residuals... [DONE]\n"
     ]
    }
   ],
   "source": [
    "residuals = species.get_residuals(datatype='model',\n",
    "                                  spectrum='drift-phoenix',\n",
    "                                  parameters=median,\n",
    "                                  filters=None,\n",
    "                                  objectbox=objectbox,\n",
    "                                  inc_phot=True,\n",
    "                                  inc_spec=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating synthetic photometry... [DONE]\n"
     ]
    }
   ],
   "source": [
    "synphot = species.multi_photometry(datatype='model',\n",
    "                                   spectrum='drift-phoenix',\n",
    "                                   filters=objectbox.filters,\n",
    "                                   parameters=median)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting spectrum: spectrum.png... [DONE]\n"
     ]
    }
   ],
   "source": [
    "species.plot_spectrum(boxes=[samples, modelbox, objectbox, synphot],\n",
    "                      filters=objectbox.filters,\n",
    "                      residuals=residuals,\n",
    "                      colors=('gray', 'tomato', ('black', None), 'black'),\n",
    "                      xlim=(0.7, 6.0),\n",
    "                      ylim=(-1.2e-15, 1.3e-14),\n",
    "                      scale=('linear', 'linear'),\n",
    "                      offset=(-0.25, -0.06),\n",
    "                      output='spectrum.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('spectrum.png')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
