Hidato-git.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Uo8I7CclVVtJ",
    "outputId": "b7c8545d-fc7d-429b-b9be-be732c39e366"
   },
   "outputs": [],
   "source": [
    "from pyomo.environ import *\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import random \n",
    "import pandas as pd\n",
    "import math \n",
    "import os\n",
    "from pyomo import environ as pe\n",
    "os.environ['NEOS_EMAIL'] = 'XXXXXX@gmail.com' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
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    "id": "rILQFZMhVVtN",
    "outputId": "3fde22d5-ece3-4dbf-9941-f3c5de10f5c5"
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   "outputs": [
    {
     "data": {
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "\n",
    "\n",
    "data = [\n",
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    "     [36,  0, 45,  0,  0, 52, 51,  0,  0,  0,  0, 88]\n",
    "  ]\n",
    "\n",
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    "   ];\n",
    "\n",
    "data"
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       " (100, 89): 1,\n",
       " (100, 90): 1,\n",
       " (100, 99): 1}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "counter =0\n",
    "d_data = {}\n",
    "connect = {}\n",
    "n = len(data[0])\n",
    "\n",
    "for r in range(n):\n",
    "    for c in range(n):\n",
    "        counter +=1\n",
    "        # print(r,c,data[r][c])\n",
    "        d_data[counter,'x'] = c\n",
    "        d_data[counter,'y'] = r\n",
    "        d_data[counter,'v'] = data[r][c]\n",
    "N= counter\n",
    "\n",
    "def dist(n1,n2):\n",
    "    return np.sqrt( (d_data[n1,'x']-d_data[n2,'x'])**2 + (d_data[n1,'y']-d_data[n2,'y'])**2 )\n",
    "for n1 in range(1,N+1):\n",
    "    for n2 in range(1,N+1):\n",
    "        if n1!=n2 and dist(n1,n2)<2:\n",
    "            connect[n1,n2] =1\n",
    "            \n",
    "\n",
    "connect    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "gyBk8eDaVVtO"
   },
   "outputs": [],
   "source": [
    "model = AbstractModel()\n",
    "model.i = RangeSet(N)\n",
    "model.j = Set(initialize=model.i)\n",
    "\n",
    "model.X = Var(model.i,model.j,bounds=(0,1),initialize=0, within=Binary)\n",
    "model.flow = Var(model.i,model.j,bounds=(0,1),initialize=0, within=Reals)\n",
    "model.U = Var(model.i,bounds=(1,N),initialize=1, within=Reals)\n",
    "model.source = Var(model.i,bounds=(0,1),initialize=0, within=Reals)\n",
    "\n",
    "def rule_C1(model,i):\n",
    "    if d_data[i,'v'] == 1:\n",
    "        coef = 1 \n",
    "    else:\n",
    "        coef = 0 \n",
    "    return  coef*model.source[i] - 1/N == sum(model.flow[i,j]-model.flow[j,i] for j in model.j if (i,j) in connect) \n",
    "model.C1 = Constraint(model.i,rule=rule_C1)\n",
    "\n",
    "def rule_C2(model,i):\n",
    "    return  sum(model.X[i,j] for j in model.j if (i,j) in connect) <= 1\n",
    "model.C2 = Constraint(model.i,rule=rule_C2)\n",
    "\n",
    "def rule_C3(model,i):\n",
    "    return  sum(model.X[j,i] for j in model.j if (i,j) in connect) <= 1\n",
    "model.C3 = Constraint(model.i,rule=rule_C3)\n",
    "\n",
    "def rule_C4(model,i,j):\n",
    "    if (i,j) in connect:\n",
    "        return  model.flow[i,j] <= model.X[i,j]\n",
    "    else:\n",
    "        return Constraint.Skip\n",
    "model.C4 = Constraint(model.i,model.j, rule=rule_C4)\n",
    "\n",
    "def rule_C5(model,i,j):\n",
    "    if (i,j) in connect:\n",
    "        return  model.U[i]-model.U[j] +N*model.X[i,j]+(N-2)*model.X[j,i]  <= (N-1)\n",
    "    else:\n",
    "        return Constraint.Skip\n",
    "model.C5 = Constraint(model.i,model.j, rule=rule_C5)\n",
    "\n",
    "def rule_C6(model,i,j):\n",
    "    if (i,j) in connect and i>j:\n",
    "        return  model.X[j,i]+ model.X[i,j] <=1\n",
    "    else:\n",
    "        return Constraint.Skip\n",
    "model.C6 = Constraint(model.i,model.j, rule=rule_C6)\n",
    "\n",
    "\n",
    "def rule_OF(model):\n",
    "    return  sum(model.X[i,j] for (i,j) in connect) \n",
    "model.obj1 = Objective(rule=rule_OF, sense=minimize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 232
    },
    "id": "oNDYWsmAVVtP",
    "outputId": "7ce1963b-ecbb-43d5-d8e2-eada78793343"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nfor (i,j) in connect:\\n    if d_data[i,'v']>0 and d_data[j,'v']>0 and d_data[j,'v']- d_data[i,'v'] !=1:\\n        #pass\\n        instance.X[i,j].fix(0)\\n    if d_data[i,'v']>0 and d_data[j,'v']>0 and d_data[j,'v']- d_data[i,'v'] ==1:\\n        #pass\\n        instance.X[i,j].fix(1)\\n\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# opt = SolverFactory('glpk')\n",
    "# opt.options = {'sec': 600, 'threads': 4, 'ratio': 0.1}\n",
    "instance = model.create_instance()  \n",
    "\n",
    "for i in instance.i:\n",
    "    if d_data[i,'v']>0:\n",
    "        instance.U[i].fix(d_data[i,'v'])\n",
    "#\"\"\"\n",
    "for (i,j) in connect:\n",
    "    if d_data[i,'v']>0 and d_data[j,'v']>0 and d_data[j,'v']- d_data[i,'v'] !=1:\n",
    "        #pass\n",
    "        instance.X[i,j].fix(0)\n",
    "    if d_data[i,'v']>0 and d_data[j,'v']>0 and d_data[j,'v']- d_data[i,'v'] ==1:\n",
    "        #pass\n",
    "        instance.X[i,j].fix(1)\n",
    "#\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 375
    },
    "id": "GeDGa-H8VVtP",
    "outputId": "e97f904a-0c23-480e-e1c5-5ecd13e2fbbf"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is feasible and optimal and nothing more\n",
      "OF=  99.0\n"
     ]
    }
   ],
   "source": [
    "#results = opt.solve(instance, solver = \"cplex\")\n",
    "#results = opt.solve(instance)\n",
    "solver_manager = pe.SolverManagerFactory('neos')\n",
    "#results = solver_manager.solve(model, solver = \"cplex\")\n",
    "\n",
    "results = solver_manager.solve(instance, solver = \"cplex\", options_string=\"mipgap=0.2\")\n",
    "\n",
    "from pyomo.opt import SolverStatus, TerminationCondition\n",
    "if (results.solver.status == SolverStatus.ok) and (results.solver.termination_condition == TerminationCondition.optimal):\n",
    "     print (\"this is feasible and optimal and nothing more\")\n",
    "elif results.solver.termination_condition == TerminationCondition.infeasible:\n",
    "     print (\"do something about it? or exit?\")\n",
    "else:\n",
    "     print ('ERROR ' + str(results.solver))\n",
    "print('OF= ', value(instance.obj1) )\n",
    "#529455.0\n",
    "# OF=  425449.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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9/QHo2bOn3sf7W7ZsoVu3bpiZmQGv7jkFdOejZs2aHDhwgHPnztG3b1+9x/wn81FYxpgPXRwcHIiNjQUeXgw8GpL1LNsQHx/PmTNn6NChw5NflQCWA12EEPFaikaTf7iFM1DwzfvH6RuQ/Lz/GeqFvMOHD2teELl165aoUaOGePDgQb5lnvZC3qN6Hn8hT4j/f/EkMzNTvPnmm+LQoUM6y69atSrfC3mPl3/w4IGoW7eu5uW+F01XPn799VdRq1YtzUuC2mRlZYk333xTLFiwoMB3PXr0yPfyxOLFiwss89dff+UbaO/q6mqwlwX0tY3HX6757rvvRPfu3QuU15eLR/S9OJGQkCC8vLzEtm3bdJZ/WS/kZd++LfKys5+6rwihe5vUarXw8vLStJ/BgweLRYsWCSGE+Omnn0Tjxo1Fenq6zhgePHgg6tWrl+9Flr179wohhPj000+Fv7+/yM3N/dfbWlj62kdMTIxmufnz54vevXsXKK8rH3l5eeL69etCiIcv1E2YMEFMmDChQHld+UhJSdGsPycnR/Tq1Ut8//33RbvxWujKxdKlS8Xnn38uhHj4kqqzs7PIy8vLV1Zf23icrvZuTMeNxLuxIjAwUO++8uuvv4qmTZvqrENfPh79bfPy8sQHH3wgPvroowLljSkf8fHxOnNRs2ZNcfjwYSHEwxfbfXx8dNbTsGFDzYu3j7xq5xQh9B83Hn2em5srBgwYIFasWKGzHm35eETfecXY8vFIeHh4gRfyJk6cmO+FvEmTJgkhnm0bli5dKgYOHJjvs1u3bgkgE3hN6OmXAkFAI/7/hbz2+pZXxAuYN87Pz0/omy7tRXgr6BoxqencGz+C7KREFFNT6oz/mPINXwMgJvAAl+Z8SXbCA8xsS1Kqei1eW7KyQD3HhvYlJSIMdUY65qVKU2/qVzi81oS/FnzDnWOHQQhcevTFvf9grXHs79ACdVoqeTk5mNna8tqSVZR0cyfo43Ekh14DoMaIsTi36ai1fFGJPn8PVUoOYYs/JDs1CcXEFO+e7+NQ0w+AfZ/3JFedg4V1KQDKuHrg1z//tEy3Tv/GmTWzKOX0/4+16w/6FLtK1UmNu82p5VPJTk+mdKXqNBwyDROzgo+Nru5bTfiJvahMTPHu+QGOno1f4FZrNyhpGeZkM2NPNPHx8ZiZmTF//nzNWNbu3bsTEhKCSqWiSpUqLFu2jIoV8w9HWr9+PUOGDMHDw0Pz2erVq/H29ua7775jzpw53LlzB3t7e9q3b8/y5cvzlZ85cyazZ8/Od8fpwIED2NvbM3nyZH7++WdiYmJwcnLinXfeYfr06S8kF0Kt5pNpTYmwyyFwRQRZaTmoTFXUH14fp3oFr9a3DtpKp+86YVnKssB3MedjCPopCIGgrHtZXnv/NUzMTFjTYQ029jaYWj18vFjltSp49/cuUP5m4E0ub74MCjjXd8ZvmB9pcWlsHbiVUpVKoTJ7+GCrVqdaVG9bvWgT8Zg3d0TgGJXJJ+fCSMjOwlRR8bmvL6//Mz5u3J/HuZqQgAI4W9vwVcOG2Gt5oepYbAyzzp1DAJ5lyjC7YSNMVSp6HthPak4OQghq2dkxs0FDbLU8Yt0ZFsaSK3+hAC0qVuRjH1/iMjIYdvgw2Xm55ArBaxUq8LmvH6bPMaSnMK6YNyDFxpkZe2aQkpaEiYkpQzqPx6taAwBy1Dks3jKD8NuhmJqaMrjjh9T557vHBYeeYs2eBQghqOpci1E9PsPMNP9dsX6fvMHPXx3XGse231dwKGg3JipThnaegE+t14t+Y58iLzeLqEvfY2Jhw89/BZOUklrg2AEPp2Nr1KgRo0aN0lnXwYMHmTBhwqObR/z444+Ym5vz5ptval5y9vb2ZtmyZVqnuJs1axYrV67E1NSUhQsXPvUdkRchfO1Z7l+LYfTGz0jOTMXMxIwZPSfStGZDAE7fOM9nW+agzs3Fwsycb/p+St0qtQvUE3n/Np3mDuLC7AP5hqZFxEUzcvlkEtOTqVOpJouHfIWFlnPKgn0/sfHELkxNTPiy52Raer7x4jZaj+NJF4nJiee7NUtITU3FxMSEPn36ULv2w20+ePCgZgiUj48PPXr00PqE9v79+3z11VfMmzcvXz4OHjzIb7/9RlJSEra2tnh5eTFkyJAC5ffs2cPx48dRqVT07dsXLy+vF7TF+pW2O4C1lRWrVqVz5MgR7t+/j4ODAzNmzGDYsGHEx8fTq1cvIiMjqVy5Mlu3btW8uFfY9t28eXOmTJmS7z2Wd955hxUrVuQCf/3zkVoI4fdkWUVR/IDVPLzL/CvwntDTAf7PdI69//yL5Owc6pZ+uXPFGqtHnWOXEoZ76ctYTI2fhKnIpcanJw0dilH4cttYrtw4gcjJwcyxAmZOFeEFdbZeBY86x9XKvZyhTsbsUefYvHJlQ4dicEIIUuMvcj9yHyrUNO7RD79O/pi8hPdFjNH9nSHE/X2b1JRUTM1MKVe2HBaWBS+ai4tHnWNrp1KGDsUo2DusxdzcnFZvvfy5lhVFOaetQ/yv6vyvdI67XbhOYmISh1sUaX6k/4JVHUhMTKT0uD8NHYnRyE1O5t7cuSRu3YZ5lSo4zvwSq/r1DR2WwRw5coTmzZsbOgzJCB3c9wuZIZcJPXWc8i5utBn5Pg5uBcdKFxdhYWHs2bOHhIQE/Pz8eOuttwpMX1pcyOPG/zt3vh8Avj4/v/R1v4jOcfG9XSRJxZhJyZI4fvkllVetROTmcmvAQGJnzCBXx6+3SVJxZWZlTadxU+g84RPSExPY8Ol4jv28mpzsgtOuFQdubm6MHj2axo0bc+7cOZYsWUJoaKihw5KkIiU7x5JUjFk3boxbwG7KDBpE4qbNhHXqTOrRo4YOS5KMTrUGrzH4f0vxaNaSM7u3sW7y+0Rfu2LosAzC3NycNm3aMGzYMCwsLPj555/Zvn07aWlphg5NkoqE7BxLUjGnsrLC4eMpuGz8GZW1FVEjR3F78mTUWn7sQpKKM0sbG9qM+oAen84kV61m87SPOLRyKdkZ6YYOzSCcnZ0ZOXIkzZo148qVKyxevJjLly9rnbtWkl4lsnMsSRIAJby9cd2xg3JjxpC871fCOnQk+ddf5YlOkp5QxcubQfMW4dOuM8EH9rF64ljCg88ZOiyDMDU1pUWLFowcOZLSpUuzfft2Nm3apPkpaUl6FcnOsSRJGipzc8q//x6u27dh5uTE7XHjiX73PXLu3jN0aJJkVMwtS9Bi8Aj6fjEHMwtLdsyexq+L55ORUjw7hQ4ODrzzzju0bt2amzdvsnjxYs6dOycvrqVXkuwcS5JUgGWNGrhs2oj95MmkHT9OWMeOJG7bJk90kvQEp+q1GPDNdzTq3odrfx5l9YQxhJ46Xiz3FZVKxWuvvcaYMWNwdHRkz549rFmzhgcPHhg6NEl6JrJzLEmSVoqpKWWHDsEtYDeWNWsS+9nnRA4ZSvZjP/UpSRKYmpnxeq+36f/VAmzLlmPPgq8J+N9XpCYUz05hmTJlGDRoEJ06dSI2NpYlS5Zw4sQJ8vLyDB2aJBWK7BxLkqSXeZUqVF6zmgozZpB5+TJhnToTv3o1IjfX0KFJklGxd3Gj38z/0bT/ECKCz7F6/GguHz5QLO8iK4qCr68vY8eOxc3NjQMHDrBixQru3r1r6NAk6alk51iSpKdSVCrsevfC7Ze9WDdsyL2vvyGiXz+yrl83dGiSZFRUJibU79ydAXO+p3wVVw4s+45tsz4n6d4dQ4dmECVLlqRv3750796dhIQEfvjhB44cOYJarTZ0aJKkk+wcS5JUaGYVKuC8bClO8+aRExlFmH934hYvRmRnGzo0STIqZZwq0mvqV7z1zhju3Ahh9cSxnN+3m7y84vfERVEU6tSpw9ixY/Hw8ODIkSP8+OOPREdHGzo0SdJKdo4lSXomiqJQqmMH3H7ZS8nWrbn//SLCe/Qk4/JlQ4cmSUZFUamo26o9g+YtoVItTw6v+YlN0z4iPjrS0KEZhLW1Nd27d6dv375kZGSwYsUK9u/fT7a8uJaMjOwcS5L0XEzLlKHi/+bhvGQJuUlJRPTuw905c8nLyDB0aJJkVEqWK0+3KdNp/+4EEmJjWPfR+5zavoncYjq0oEaNGowdOxZfX19OnjzJ0qVLCQ8PN3RYkqQhO8eSJP0rtm+2wG3vHkr37MmDlSsJ69KVtNNnDB2WJBkVRVGo1aQFQ/63BPcGr/HnlvVs+PhD7twsnuP2LS0t6dixI4MHD0ZRFNasWcOePXvIzMw0dGiSJDvHkiT9eya2tjjOmE7l1asBiBw0iNip08hNSTFsYJJkZKxKlabjB5PpMulzMlKS+fnTCRxdv5Kc7CxDh2YQLi4ujBo1itdee43z58+zePFiQkJCDB2WVMzJzrEkSUXGulFD3HbvoszQoSRu20ZYx06kHD5s6LAkyei4+zVk0P+W4PlmK87u2cHaSe8SdbV4jts3NzendevWvPPOO5QoUYKNGzeybds20tLSDB2aVEzJzrEkSUVKVaIEDpMn4bJpIyYlSxI9egy3J0xELX8lS5LysbS2ofWI9+j5+SyEEGyZ8TG/L19MVnq6oUMziIoVKzJixAhatGjB1atXWbRoEZcuXSqW80RLhiU7x5IkvRAlvLxw3b6Ncu+9S/KBA4R16EjS3l/kiU6SnlDZsy6D5izCt0NXLv2+n9UTxxB2IcjQYRmEqakpzZo1Y9SoUZQpU4YdO3bw888/k5SUZOjQpGJEdo4lSXphFHNzyo8di9uO7ZhVrkTMxIlEjx5Dzp3i+YMIkqSLmaUlzQe+Q98v52JRwoqdX89g3/fzSE8unp1Ce3t7hg0bRps2bYiIiGDx4sWcPXtW/gS19FLIzrEkSS+cRbVquPz8M/ZTPiLt1CnCOnYiYfMWhDzRSVI+jtVqMOCbb2ncoy8hJ4+zesIYrp34o1g+cVGpVDRu3JjRo0dTsWJF9u7dy5o1a4iPjzd0aNJ/nOwcS5L0UigmJpQdPBi3PQFYenpyZ9o0IgcPIfvWLUOHJklGxcTUjNd69uftrxdSqrw9v3w7h93zZpLy4L6hQzOIMmXKMHDgQDp37sydO3dYunQpf/75J7m5xe/XBqWXQ3aOJUl6qcwrVaLyqpVU+PILMq9eJaxzF+JXrEQU0x9EkCRdyld2oe/MeTR7eyi3LgWzevwYLh36rVjeRVYUBR8fH8aOHUvVqlU5ePAgK1as4I4coiW9ALJzLEnSS6coCnY9e+L2y16sX3+de3PnEtG3H5khoYYOTZKMikplgl8nfwbO/R4H16oc/HERW7/8lMQ7sYYOzSBKlixJnz596NmzJ0lJSfz4448EBgailhfXUhGSnWNJkgzGzMEB58WLqDj/f+Tcvk149+7Effc9ednZhg5NkoyKXQUnen4+i1bD3+Vu2A3WTHqXs3t3kpdX/IYWKIqCh4cHY8eOxdPTkz/++IMffviBqKgoQ4cm/UfIzrEkSQalKAol27fH7Ze9lGzfjvtLlhDRvTsZFy8aOjRJMiqKSoXXW20Z/L8lVPb04ui6FWz8fBL3IyMMHZpBWFlZ4e/vT//+/cnKymLFihX89ttvZMuLa+lfkp1jSZKMgqmdHRXnzKHSD8vITUklok9f7s7+mrxi+oMIkqSLbdlydJ08lQ7vTyLp7h3WTfmQE1t/JledY+jQDKJatWqMHTuW+vXrc+rUKZYsWUJYWJihw5JeYbJzLEmSUbFp1gy3vXso3ac3D9asIaxLV9JOnTJ0WJJkVBRFoebrzRg8fynVG73OyW0/s37Kh8TeCDF0aAZhYWFBhw4dGDJkCCqVirVr17J7924yMjIMHZr0CpKdY0mSjI6JjQ2O06ZRZd1aFJWKyMFDiP38c3KTkw0dmiQZFauSpejw/iS6Tp5KZloqGz+bxJF1K8jJyjR0aAZRpUoVRo8ezRtvvEFwcDCLFy/m77//NnRY0itGdo4lSTJaVvXr47p7F2XfGUbi9h2EdehIyqFDhg5LkoxOVd8GDP7fEuq0bM25vTtZM+ldIv+6ZOiwDMLMzIy33nqL4cOHY21tzebNm9myZQupqamGDk16RcjOsSRJRk1laYn9xIm4bN6MSZkyRI99l9vjx6OWv5IlSflYWFnTavi79Jr6FQoKW7/8hIM/LiIrPc3QoRmEk5MTI0aM4M033yQkJITFixdz8eLFYjlPtPRsZOdYkqRXQok6nrhu20r5D94n5eDvhLXvQFJAgDzRSdITKnl4MXDu9/h18udy4AFWjx/NzXOnDR2WQZiYmNC0aVNGjRpF2bJl2blzJxs2bCAxMdHQoUlGTHaOJUl6ZShmZpQbPRrXnTswd3UlZvJHRI0aRU5s8fxBBEnSxczCkmZvD6XfzHlY2pZk15wv+eW7uaQnJxk6NIMoX748Q4cOpV27dty6dYslS5Zw5swZ8vLyDB2aZIRk51iSpFeOhbs7VTasx+GTT0g/E0RYx04kbNyIkCc6Scqngnt13p69gNd69Sf01J+sGj+av48fKZZPXFQqFQ0bNmTMmDE4Ozuzb98+Vq9ezf379w0dmmRkZOdYkqRXkmJiQpmBA3DbE0CJul7cmfEFtwYOJCs83NChSZJRMTE1o3H3vgz45lvsHBzZ9/08ds35guT7cYYOzSDs7OwYMGAAXbp04d69eyxdupRjx46Rm1v8fm1Q0k52jiVJeqWZOztTacUKHGfNIiv0OuFduxG/fDlCrTZ0aJJkVMpVqkKfL+fQfOBwIq9cYs3EMVw8+GuxfOKiKAr16tVj7NixVK9enUOHDrF8+XJi5RAtif9g53jBggV4eHjg6elJ3759ycx8ONfj1q1b8fDwQKVScfbsWZ3l27ZtS+nSpenYsWO+zw8dOoSPjw/e3t688cYb3LhxQ2v52bNn4+7uTo0aNdi/f3/Rbdhz0pWPSZMmUbNmTby8vOjWrZvOlxN05aNJkyZ4e3vj7e2Nk5MTXbt2LVA2Pj6eFi1aYGNjw7vvvqv5PCUlRVPW29ubcuXK8eGHHxbVJuukKxeff/45Xl5eeHt707p1a2JiYgqUDQ4OpnHjxnh4eODl5cXmzZs13/Xv358aNWrg6enJ0KFDycnR/itVr0rbeGTevHkoiqL1kaO+fAwbNoy6devi5eVFjx49tE6fdPDgQXx9falTpw6+vr4EBgZqvmvbti1169bFw8ODUaNGFepujqIolO7uj9vePdg0bcK9ef8joldvMq9d+9f5mD59OhUrVtS013379mktHxkZSevWralVqxa1a9cmIiICgEWLFuHu7q4zl48YU/vQ1za+//57atSogYeHB5MnT9ZaXlcuwsPDadiwIdWqVaN37946f+b30qVLmvZVp04dzfrPnTtHnTp1cHd35/33339pQwN05aN3796aduHi4oK3t7fW8iYmJprlOnfurPk8MDAQHx8fPD09GTRoEGotF3QRERGUKFFCU37UqFGa7zZv3oyXl5fev8WTVCoTfDt0YdDcxVSoWp3fly9my5efkBB7+1/lIjg4mEaNGuHt7Y2fnx9nzpzRWl5X2xBC8Omnn1K9enVq1arFd999p7V8Ue8ntra29O7dm169epGcnMyPP/7IoUOHdB7Hn6QrHxcvXqRx48bUqVOHTp06kaxjjnZd+ShM2wDd+8rztI2i8O233+Lp6YmHhwcLFy7UfP7gwQNatWpFtWrVaNWqFQkJCQXKHj58OF/fwNLSkl27dgGFO68AKIrysaIoNxRFCVEUpc1zb4gQosj/8/X1FS9b1/OhovHmX4SLi4tIT08XQgjRs2dPsWrVKiGEEFevXhXXrl0TzZo1E0FBQTrr+f3330VAQIDo0KFDvs+rVasmrl69KoQQYvHixWLQoEEFyl65ckV4eXmJzMxMERYWJtzc3IRarS6aDXwO0dHROvOxf/9+kZOTI4QQYvLkyWLy5Mla69CVj8f5+/uLNWvWFPg8NTVVHDt2TCxdulSMHTtWZ3kfHx9x9OjRwm7Ws1vZXlyZ6qszF0lJSZpFv/32WzFy5MgCVYSEhIjQ0FAhhBC3b98WFSpUEAkJCUIIIX755ReRl5cn8vLyRJ8+fcSSJUsKlH+V2oYQQkRGRorWrVuLypUri7i4uALl9eXj8XyOGzdOzJ49u0D58+fPi9u3bwshhLh8+bJwcnLSfPeofF5envD39xcbN258pm3Ly8sTSb/+JkJee11c9fAUdxcuFLlZWXrLbNmyRWc+pk2bJubOnfvU9TZr1kwcOHBACCFESkqKSEtL02xreHi4qFKlitZcCmFc7UNf2wgMDBQtW7YUmZmZQggh7t69q7UOXbno2bOn5u85cuRIrftKTk6OqFOnjggODhZCCHH//n1NLurXry9OnDgh8vLyRNu2bcW+ffuKaKt109c2Hjd+/HgxY8YMrXVYW1sX+Cw3N1c4OzuLkJAQIYQQn3/+uVi+fHmB5cLDw4WHh0eBz+/fvy8qVaok7t27J4QQYuDAgeL3338v9HYJ8XBfuXRov/h+cC+xsH83cSZgu8jV0+70tY1WrVpp/h6//PKLaNasmdY6dLWNlStXigEDBojc3FwhhPa29aL3k7S0NLFjxw4xbdo08f3334tbt27pXV5f2/Dz8xNHjhwRQgixYsUK8dlnn2mtQ1s+Cts2dO0rRdE2ntXZc33Fps3thIeHh0hLSxM5OTmiZcuWmvPEpEmTNOeC2bNn6+xzPBIfHy/s7Ow07UPfeQU4+/B/qA1cBCwAV+AmYCKeox/7n7tzrFarycjIQK1Wk56ejpOTEwC1atWiRo0aTy3fsmVLbG1tC3yuKIrmyi8pKUlT7+N2795Nnz59sLCwwNXVFXd3d51Xzy+Lrny0bt0aU1NTABo1akR0dLTW8rry8UhKSgqBgYFa7xxbW1vzxhtvYGlpqbP89evXuXfvHk2aNHmGrXo+unJRsmRJzTJpaWkoilKgbPXq1alWrRrwcO5Me3t74uIejtdr3749iqKgKAoNGjTQmstXqW0AjBs3jjlz5mjNBejPx6N8CiHIyMjQWke9evU06/Pw8CAzM5OsrKx85dVqNdnZ2Tpj0EVRFEq2bYPb3j2U6tiR+KXLCO/mT/qFC3rL6cvH01y9ehW1Wk2rVq0AsLGxwcrKSrOtLi4uessbW/vQlYulS5cyZcoULCwsALC3ty9QVlcuhBAEBgbSo0cPAAYNGqS5K/S4AwcO4OXlRd26dQEoW7YsJiYmxMbGkpycTOPGjVEUhYEDB2ot/yI8rW0IIdiyZQt9+/YtdJ3x8fFYWFhQvXp1AFq1asX27dsLXT4sLIzq1atTvnx5AN56661nKg8P95U6b7Zm8P+WUKWuD3+sX8nPn00k7pbucfu6clGYc6S+/WTp0qVMnToVlepht0Rb23rR+4mVlRXdunXj7bffJicnh5UrV7Jv3z7NsUkbXfkICQmhadOmgO6/ra58FLZt6NpXiqJtPI+I8GQaNWqElZUVpqamNGvWjJ07dwIP/3aDBg0CdO/7j9u2bRvt2rXTtI/CnFeALsAmIUSWECIcuAE0eJ5t+U91ji3K2zNx4kQqV66Mo6MjpUqVonXr1kVS9/Lly2nfvj3Ozs6sW7eOKVOmFFjm9u3bVKpUSfNvZ2dnbt8u3KOqF6FixYqFysfKlStp167dc61j586dtGzZMl8H81ls3LiR3r17P3MH6Fk5lbbQm4tPP/2USpUqsWHDBr744gu9dZ05c4bs7GyqVq2a7/OcnBzWrVtH27ZtC5R5ldpGQEAAFStW1Bxwn0ZbPoYMGUKFChW4du0a7733nt7y27dvp169epoOF0CbNm2wt7fH1tZW05l6VqZ2djh9PZtKP/1EXkY6t/r1585XX5GXVvAHEcqXL6+3fSxatAgvLy+GDh2q9XFgaGgopUuXxt/fn3r16jFp0qRnernHmNqHvrYRGhrKsWPHaNiwIc2aNSMoKKhAeV25iI+Pp3Tp0pqLcl3bGBoaiqIotGnTBh8fH+bMmQM8zJGzs7NmuZeVo6e1DYBjx47h4OCguWB8UmZmJn5+fjRq1EjTKShXrhw5OTmaYX7btm0jKipKa/nw8HDq1atHs2bNOHbsGADu7u5cu3aNiIgI1Go1u3bt0ln+aWzKlKXLxE/p+OEUUuLjWP/xh/y5ZT3qJ4YW6GsbCxcuZNKkSVSqVImJEycye/bsAuvRt5/cvHmTzZs34+fnR7t27bh+/XqB8i9rP3F3d2fMmDE0aNCAM2fOsGTJEq1DKfW1DU9PTwICAoCHwzq1/W105aOwbUPXvlKUbeNZVHUvxR9//EF8fDzp6ens27dPs967d+/i6OgIgKOjI/fu3dNb16ZNmwpcbBbivFIReHxDo//57JkVqnOsKMo4RVGuKIryl6IoGxVF0X0r0IByUpLZvXs34eHhxMTEkJaWxvr164uk7gULFrBv3z6io6MZMmQI48ePL7CM0DL+7UV3+vRJSEh4aj5mzZqFqakp/fv3f651bNy48ZnuljxJ2w7wIiSmq/XmYtasWURFRdG/f38WLVqks57Y2FgGDBjAqlWrNHc4HhkzZgxNmzbVehf8VWkb6enpzJo166kXCI/oyseqVauIiYmhVq1a+cYjP+nKlSt89NFH/PDDD/k+379/P7GxsWRlZeUbj/w8bJq8gVvAHuz69SNh7TrCOnch9c8/8y2TkpKis32MHj2amzdvEhwcjKOjIxMmTCiwDrVazbFjx5g3bx5BQUGEhYWxevXqQsdoTO1D33FDrVaTkJDAqVOnmDt3Lr169SoQu65cFHYb1Wo1x48fZ8OGDRw/fpydO3dy6NAhg+VIX9t45GnHwcjISM6ePcvPP//Mhx9+yM2bN1EUhU2bNjFu3DgaNGiAra2t5sLhcY6OjkRGRnLhwgXmz59Pv379SE5Oxs7OjqVLl9K7d2+aNGmCi4uL1vKFpSgKNRq/weD/LaHma005tX0T66d8QEzo/4/b19c2li5dyoIFC4iKimLBggUMGzaswDr07SdZWVlYWlpy9uxZhg8fztChQwuUf5ltwMLCgvbt2zN06FBMTU1Zv349u3btIj09XbOMvraxcuVKFi9ejK+vLykpKZibmxdYh658FLZt6NpXirptFJarayk++ugjWrVqpXl35HnWGxsby+XLl2nTJv+Q4UKcV7Q1hud6MeGpnWNFUSoC7wN+QghPwATo8zwre9ESzp3B1dWV8uXLY2Zmhr+/PydOnPjX9cbFxXHx4kUaNmwIPHwJQ1u9zs7O+a7OoqOjn+nRbFH7/fff9eZjzZo17N27lw0bNjzXASY+Pp4zZ87QoUOH54rv4sWLqNVqfH19n6v8szgSmliottGvXz+dj5+Sk5Pp0KEDM2fOpFGjRvm+mzFjBnFxccyfP19r2Velbdy8eZPw8HDq1q2Li4sL0dHR+Pj4cOfOnQJ16MsHPHwJqXfv3jrzGR0dTbdu3Vi7dm2Bu/AAlpaWdO7cmd27d//r7TWxsabC559RZcN6FHNzooa9Q8wnn5Kb9PAHEc6dO6ezfTg4OGBiYoJKpWL48OFaH+M6OztTr1493NzcMDU1pWvXrpw/f77Q8RlT+9B33HB2dsbf318zhEilUhV4yVBXLsqVK0diYqLmxSJd2+js7EyzZs0oV64cVlZWtG/fnvPnz+Ps7JxvyNLLypG+tgEPOyg7duygd+/eOut4FKebmxvNmzfnwj9DfBo3bsyxY8c4c+YMTZs21Xrn2cLCgrJlywLg6+tL1apVCQ0NBaBTp06cPn2akydPUqNGDZ13rp9FCduStHt3Av5TppOdkcHGqZM4vOYncjIz9baNNWvW4O/vD0DPnj2feT9xdname/fuAHTr1o1Lly5pLf+y95PKlSszatQomjRpwsWLF1m8eDFXr14F9LeNmjVrcuDAAc6dO0ffvn21HuP05aMwbUPXvgIvpm0UxrBhwzh//jx//PEHZcqU0azXwcFBMxNIbGys1mEzj2zZsoVu3bphZmZW4LunnFeigUqP/dsZKPiGfSEUdliFKVBCURRTwOp5V/aiWTpU4NSpU6SnpyOE4NChQ9SqVetf12tnZ0dSUpLmgHTw4EGt9Xbu3JlNmzaRlZVFeHg4169fp0GD5xruUiQqV66sMx+//fYb33zzDQEBAZoxPc9q69atdOzYUe+YYn3+7V3nZ+FsZ6EzF48/vgsICKBmzZoFymdnZ9OtWzcGDhxIz5498323fPly9u/fz8aNGwvcTX7EmNpGfEY81uWtteajTp063Lt3j4iICCIiInB2dub8+fNUqFAhXx268iGE0Dx+FEKwZ88erflMTEykQ4cOzJ49m9dff13zeWpqquYAqlar2bdvn9byz8vK1xfXXTspO2IESbt3c7NjR5IPHsTe3l5n+3h8aqedO3fi6elZoN769euTkJCgGXcdGBhI7dq1Cx2XMbUPfceNrl27au7kh4aGkp2dTbly5fKV15ULRVFo0aIF27ZtAx52prp06VJg/W3atOHSpUukp6ejVqs5evQotWvXxtHREVtbW06dOoUQgrVr12otX5SS4zMoW1p324CHFxM1a9bMN+TjcQkJCZoxq/fv3+fPP//UtI1Hj5azsrL45ptv8s1E8UhcXJxm6EFYWBjXr1/Hzc0tX/mEhASWLFnCO++8U0RbDq71/Bg0bzF1W7Xn/L7drJk0FrPsTJ25cHJy4ujRo8DDv7m2zpi+/eTxtnX06FHNeNvHGWo/MTMzo2XLlowYMQJbW1u2bNnC5s2bsbOz05mPR3+bvLw8Zs6cqfVvqy8fhWkbuvaVx8u/iLahz6P1RkZGsmPHDs05vnPnzqxZswbQve8/8mTfoLDnFSAA6KMoioWiKK5ANeC5BqUr2h5TFFhIUT4AZgEZwAEhhN5n8H5+fkLfdGkvQv0Vf5JyPw2TY5uJOvs7iokJdpWq4/f2x5iYmRN94SgXNs8nKzURsxI2lK5UjWbvLyxQT+C80aTcuYU6Kx1z61LUH/AxFTwaEX3hKFf2/ASKCnMrW+oP/ASb8gWHslzdt5rwE3tRmZji3fMDHD0bv4StL+hWfBplrM2p/+AQmzdvxtTUlHr16rF8+XIsLCxwd3cnKytLc0eiUaNGLFu2rEA9TZo04dq1a6SmplK2bFlWrFihedTRvHlzpkyZonWM7SMuLi4kJyeTnZ1N6dKlOXDggGbndXNzK/LOj1b/q4U6PZEvz9qw+UwspiYK9SqXZPngOliYmdB98TlC7qShUhSqlC3BsoGeVLTL3+Fff/I2Q1ZewsPJRvPZ6mF18a5cEtN3fqVK2RLYWpoA4O9bgamdC54YZu25wcrj0ZiqFBb2rUU7L91Xzi+CQLCXdL5REqhjURb7a020to3Hubi4cPbs2QIdoPXr1zNkyBA8PDw0n61evRovLy+aNGlCcnIyQgjq1q3L0qVLC4xJnzlzJrNnz853Aj1w4ABCCDp27EhWVha5ubm8+eabLFiw4IU8Esy4coXYzz7nck5tEt3rs+/qL/wZfACVyhS3ijUY0+tzzEzN+fbnzwmPCUFRFMrbOTGqxyeUKVm+QH3BoadYs2cBQgiqOtdiVI/PMDM145djG9l5ZC2JKfGUsrHDp+brjO01tUD5bb+v4FDQbkxUpgztPAGfWq8XWOZFu39rHyI3jgNXznLyr2uoVCpcHB0Y2bktZqamqNW5LNu9j4g79zA1MeHt1i3wdKtSoJ5LN8NZv/8wAoGrYwVGdGqLqakJdx8k8t22AFIzMnBxdOBd/46YafnbHrt4hd3HTwIK9aq50b91CwBu3o5l6a59ZKvVeLu7MaT9Wy/msbqAtKQskuMysShdjjtlVTr3lcGDB9OoUSOtnReAEydOMHLkSFQqFXl5eXz44YeaIQeTJk1i79695OXlMXr0aK1TWm7fvp2pU6diamqKiYkJM2bMoFOnTgD07duXixcvAjB16lT69HkxD3Wjr/7Fr/P/R3JKHJF2Tuw/8keBXBw/fpwPPvgAtVqNpaUlS5Ys0fpU8ODBg0yYMOHRzFb8+OOPmJubk5iYSP/+/YmMjMTGxoZly5Zpfe9h1qxZrFy5ElNTUxYuXPjc78s8r9zcXE6cOEFgYCAqlYrs7Gy2bt1aIB/ffvstixcvBsDf35/Zs2drbau68lGYtgEPj8WP6m7fvr1m3PHLahuPHD/+GgAff2xCfHw8ZmZmzJ8/n5YtWwIPnzT36tWLyMhIKleuzNatWylTpkyBeiIiInj99deJiorS3GzKy8vTe15RFOWcEMLvn///KTAUUAMfCiF+fZ7teWrnWFEUO2A70BtIBLYC24QQ659YbgQwAsDBwcF306ZNzxPPc/vsai7JyTk4KsXvJzG1iUzJw9IEFrSwNnQoBucb9CGm2YlkWT3XuPz/hLuqPOZZZXLKXI1njgnvCXeyq7379IL/dbm5xP1ymySLCpi8hDF5xi7t3mFEbhzmuieo+c/LU0N2CuTmgIk5WDvZ4d7q+adL/a+ocDKXW/cvYd6hLoqOJ2TFydmzZ1Gr1VqHlBVHuXkTATBRzXvp627RooWmc1xUCnM2eAsIF0LEASiKsgN4DcjXORZC/Aj8CA/vHDdv3rwo43yq483hyJEjvOz1GqveP5wEoHlzw9y5NirNg4tt28gTeWwN2cr8c/MRmDHFZyJ9avTBRGVi6NCMR0t57Ph/bxo6AIPJzc0j+GAkQXsjsC6j4o2e1ajRqAJHjx6VbQO4F3KJMmVaYv+ml6FDMQrh4eEkJibKtvGPc+cfDoPx9Wlu2ECKSGE6x5FAI0VRrHg4rKIl8HLHTEiS9MwikiKYdmIa5++dp7FjY6a9No2KNsX37rkk6RIXmULgur+5H5VKVZ/yNOldHetSFk8vKEnSf9JTO8dCiNOKomwDzvNwDMcF/rlDLEmS8VHnqVlzZQ1LgpdgYWrBl69/SZeqXQw6dZwkGSN1Ti5Bv0Rw4UAkljZmtB3pSdV6L/ddAEmSjE+hBtkJIaYB015wLJIk/UshD0L4/M/P+fvB37Ss3JJPG35KeauCL49JUnEXeyORwHXXSLybTs3XHHm9uzuW1gWnjpIkqfiRb6BI0n9AVm4WP1z8gVV/raKURSnmN59PqyqtDB2WJBmd7Ew1p3aFcfloNLZ2lnR6vy6Va5c1dFiSJBkR2TmWpFdc8L1gpp6YSnhSOJ2rdmZy/cmUsihl6LAkyehEXonn8IZrpCZk4dXcmYZd3DC3lKdBSZLyk0cFSXpFpeek892F7/j575+pYF2BZW8t4/WKL39uXEkydplpOfy59TrXTt3BroIV/hN9cawqLyAlSdJOdo4l6RV04vYJZpycQWxaLH1q9uEDnw+wNpNzWkvSk26cu8cfm0LISlPj264Kfu1dMDWTUxlKkqSb7BxL0iskKSuJuUFz2X1zNy4lXVjddjU+Dj6GDkuSjE5aUhZ/bAol7EIc5Svb0un9mpSvVIx/3USSpEKTnWNJekX8fut3Zp2eRUJmAu/UeYdRdUdhYSLnYpWkxwkhuHYylj+33UCdnUfjblXxfqsSKhP5q26SJBWO7BxLkpG7n3Gfr05/xcFbB6lZpiZLWi6hVtlahg5LkoxO8v0Mjmy4RtTfCTi6l+LNAbUo7WBl6LAkSXrFyM6xJBkpIQQBNwOYEzSHTHUmH/h8wCCPQZip5FyskvS4vDzB5SPRnNodhgI061sdjyYVUVTyh28kSXp2snMsSUboduptvjj5BSdiTuBj78P016bjWsrV0GFJktF5EJvG4XV/cycsmcoeZWnevwa2ZSwNHZYkSa8w2TmWJCOSJ/LYeG0j357/FgWFTxp+Qu8avVEpcrykJD0uNzePC/sjCdoXjpmFCW8NqU31Bg7yZ9IlSfrXZOdYkoxEWFIY009M58K9C7zu9DpTG0/FycbJ0GFJktG5dyuZwLXXiL+diruvPU16V8eqpLmhw5Ik6T9Cdo4lycBy8nJY/ddqll5cSgnTEsx6Yxad3DrJO2CS9AR1di5Bv4Rz4WAUJWzNaDeqDm7e5Q0dliRJ/zGycyxJBvR3/N9MPTGVaw+u0bpKaz5u+DHlSpQzdFiSZHRiricQuO4aSfcyqP26I691d8fCSr6cKklS0ZOdY0kygEx1JssuLmP1ldXYWdqxsPlCWlZpaeiwJMnoZGeoObnzJn/9cZuS5Szp/KE3lWqWMXRYkiT9h8nOsSS9ZOfvnmfaiWlEJEfQzb0bE/wmUMqilKHDkiSjE3H5Pkd/DiE1MYu6LSvRsLMbZhbyp58lSXqxZOdYkl6StJw0Fp5byKaQTVS0qciPrX6ksVNjQ4clSUYnIzWb41uvE3r6LnaO1nSf5EkFN3kBKUnSyyE7x5L0Ehy/fZwvTn7BnbQ7vF3rbd6r9x5WZvKXuyTpcUIIbpy7x7HNoWSlqfHr4IJfWxdMzORUhpIkvTyycyxJL1BiZiJzz84l4GYAbqXcWNtuLd723oYOS5KMTlpiFkc3hhB+8T72VWzp/EEtyjnbGDosSZKKIdk5lqQXQAjBgVsH+Or0VyRnJTPSayQjvEZgbiLnYpWkxwkh+PvPWP7cfoNcdR6vdXen7pvOqEzk3WJJkgxDdo4lqYjFpccx89RMAqMCqV22Nj+2+pEaZWoYOixJMjpJcRkcXn+N2yEJOFUrTYsBNSltL4cbSZJkWLJzLElFRAjBrhu7mBs0l+y8bMb7jmdA7QGYquRuJkmPy8sTXAqM4vTuMBQTheb9a1D7dScUlfzhG0mSDE+etSWpCESnRDPj5AxOxZ7C18GX6Y2n41LKxdBhSZLRiY9J5fC6a9wNT6ZKnbI071cDGztLQ4clSZKkITvHkvQv5OblsvHaRr678B0qRcXnjT6nR/UeqBQ5XlKSHperzuP8/luc3ReBeQlTWg2rTTU/B/kz6ZIkGR3ZOZak53Qz8SZTT0zlUtwlmlRswtTGU6lgXcHQYUmS0bkbkUzg2r95EJNGtfoONOlVjRK28uVUSZKMk+wcS9IzysnNYcVfK/jx0o9Ym1kzu8lsOrh2kHfAJOkJOdm5nAkI4+KhKKxKWdB+jBeuXuUMHZYkSZJesnMsSc/gyv0rTD0xldCEUNq5tOOjBh9RtkRZQ4clSUbndkgCgeuvkRyXgUcTJxr7u2NRQp5yJEkyfvJIJUmFkKnOZEnwEtZcXUM5y3J81+I7WlRuYeiwJMnoZGWoObHjBlePxVCyfAm6jKuHcw07Q4clSZJUaLJzLElPEXQniOknphOZEkn3at0Z7zeekuYlDR2WJBmdiEv3OfJzCOlJWXi3qkyDTq6YmZsYOixJkqRnIjvHkqRDanYqC84tYEvoFpxtnFneejkNHRsaOixJMjoZKdkc23Kd60F3KVvRmnaj6uDgIi8gJUl6NcnOsSRp8Uf0H3xx8gviMuIYWHsg79Z7lxKmJQwdliQZFSEE14PucmzzdbIz1TTo5IpPmyqYmMqpDCVJenXJzrEkPSYhM4Fvgr7hl7BfcC/tzvzm8/Eq72XosCTJ6KQmZHL05xAiLsfj4FqSFgNqUtbJxtBhSZIk/Wv/qcv7yMhIvL29Nf+VLFmShQsXArB161Y8PDxQqVScPXtWZx1t27aldOnSdOzYMd/ngwcPxtXVVVN3cHBwgbLx8fG0aNECGxsb3n333XzfNW/enBo1amjK37t3719v79Mk37mlMx+TJk2iZs2aeHl50a1bNxITE7XWoSsfQgg+/fRTqlevTq1atfjuu++0lp89ezbu7u7UqFGD/fv3F+XmPRN9bePzzz/Hy8uLqrWr4tbAjb0X9jK67mi2dNyi6RgHBwfTuHFjPDw88PLyYvPmzQXW8d5772Fjo7tzYCy5AAgJCdGZj0fmzZuHoijcv3+/QHl9+SjMvnLw4EF8fX2pU6cOvr6+BAYGar4zxL6ir31Mnz6dihUrar7bt2+f1jpMTEw0y3Tu3FnzeZMmTTSfOzk50bVrV63ljaV9PK1tfPfdd7hWrkp191p8u2I2r/dwx3+Sb76Osa5cHDp0CB8fH7y9vXnjjTe4ceOG1hiMJRegv2307t1b87mLiwve3t5a69CVj0f0HTsiIiIoUaKEpvyoUaMKLNO5c2c8PT2fexsL68adCJ25CA4OplGjRnh7e+Pn58eZM2e01hEZGUnr1q2pVasWtWvXJiIiAij8fnLp0iXNsadOnTpkZmaSkpKSL65y5crx4YcfFn0CnnDv3j2d+bh48SKNGzemTp06dOrUieTkZK116MrHq7ivACxYsAAPDw88PT3p27cvmZmZADx48IBWrVpRrVo1WrVqRUJCQoGyhw8fzpdPS0tLdu3alW+Zp51nFUX5WFGUG4qihCiK0ua5N0QIUeT/+fr6CkM4fPiw5v+r1Wrh4OAgIiIihBBCXL16VVy7dk00a9ZMBAUF6azj999/FwEBAaJDhw75Ph80aJDYunWr3vWnpqaKY8eOiaVLl4qxY8fm++5p6y1qvZadEL2WndD8+8l87N+/X+Tk5AghhJg8ebKYPHmy1np05WPlypViwIABIjc3VwghxN27dwuUvXLlivDy8hKZmZkiLCxMuLm5CbVaXSTb96z0tY3rMdfFu4feFZ6rPYXPcB/Re3DvAuVDQkJEaGioEEKI27dviwoVKoiEhATN90FBQeLtt98W1tbWWtdvTLl40pP5EEKIyMhI0bp1a1G5cmURFxdXoIy+fBRmXzl//ry4ffu2EEKIy5cvCycnJ813L3tfEUJ/+5g2bZqYO3fuU+vQ9bd/nL+/v1izZk2Bz421fTyZi4Dt+4RXtQZiwTu/ip3zz4vrVyK0ltOVi2rVqomrV68KIYRYvHixGDRoUIFljC0X+trG48aPHy9mzJihtQ59beNpx47w8HDh4eGhs/z27dtF37599S5TFO4uuyjuLruo+feTuWjVqpXYt2+fEEKIX375RTRr1kxrPc2aNRMHDhwQQgiRkpIi0tLSCiyjaz/JyckRderUEcHBwUIIIe7fv6+1bfj4+IijR48+2wY+o5UrV4r58+dr/v1kPvz8/MSRI0eEEEKsWLFCfPbZZ1rr0ZWPV21fOXuur9j3axfh4uIi0tPThRBC9OzZU6xatUoIIcSkSZPE7NmzhRBCzJ49W2ef45H4+HhhZ2eXr33o2leAsw//h9rARcACcAVuAibiOfqx/6k7x487dOgQVatWpUqVKgDUqlWLGjVqPLVcy5YtsbW1fa51Wltb88Ybb2Bpaflc5V+kJ/PRunVrTE0fjqpp1KgR0dHRWsvpysfSpUuZOnUqKtXDJmRvb19gmd27d9OnTx8sLCxwdXXF3d1d592El+lRLipXrsy20G0MODyAUzGnmOg3EX8Xf+wsC047Vb16dapVqwaAk5MT9vb2xMXFAZCbm8ukSZOYM2eOznUaay6gYNsAGDduHHPmzNH5wyb68lEY9erVw8nJCQAPDw8yMzPJysr6F1tRdLTloyikpKQQGBio9Y6YsbaPR7mo5FyJCwcimf7RN7xZpzetB3vR5UNv3Gs/W44URdHcQUtKStK0gccZay5Ad9sQQrBlyxb69u37TPUV5tihT2pqKvPnz+ezzz57rvL/xpO5KMzf9urVq6jValq1agWAjY0NVlZW+ZbRt58cOHAALy8v6tatC0DZsmUxMck/G8r169e5d+8eTZo0+dfb+CyezEdISAhNmzYFoFWrVmzfvr1AGX35eFX3FbVaTUZGBmq1mvT0dE3cu3fvZtCgQQAMGjSowB3hJ23bto127dpp8lHIfaULsEkIkSWECAduAA2eZzv+s53jTZs2PfOB6mk+/fRTvLy8GDdu3HOdyIcMGYK3tzdffvkl/1zlvDT68rFy5UratWv3TPXdvHmTzZs34+fnR7t27bh+/XqBZW7fvk2lSpU0/3Z2dub27dvPFvgLsGnTJtp2a8s7B95hxskZ1C5bm0bBjfis7Wds/HkjX3zxhd7yZ86cITs7m6pVqwKwaNEiOnfujKOjo84yxpoLKNg2AgICqFixouYE9DRP5gOebV/Zvn079erVw8LCQvOZse0rixYtwsvLi6FDh2p9HAiQmZmJn58fjRo10nrg37lzJy1btqRkyYKzOBhr+9i0aROd2/mzfc45Tuy4QULmHSzd4xkyvhvNmzcnKChIazlduVi+fDnt27fH2dmZdevWMWXKlAJljTUXoPs4euzYMRwcHDQXjE/SlY/CHDsAwsPDqVevHs2aNePYsWOazz///HMmTJhQoIP5MjyZi4ULFzJp0iQqVarExIkTmT17doEyoaGhlC5dGn9/f+rVq8ekSZPIzc3Nt4y+/SQ0NBRFUWjTpg0+Pj5aO0obN26kd+/eL/0XS5/Mh6enJwEBAcDDYZ1RUVEFyujLx6u4r9jbWzFx4kQqV66Mo6MjpUqVonXr1gDcvXtX084dHR2fOlzuyXwWcl+pCDye6Oh/Pntm/8nOcXZ2NgEBAfTs2bPI6pw9ezbXrl0jKCiIBw8e8M033zxT+Q0bNnD58mWOHTvGsWPHWLduXZHF9jT68jFr1ixMTU3p37//M9WZlZWFpaUlZ8+eZfjw4QwdOrTAMto6NYb+ieWMzAy27tzK9hLbuRp/lWmNp7G89XK+n/c9UVFR9O/fn0WLFuksHxsby4ABA1i1ahUqlYqYmBi2bt3Ke++9p3e9xpgLKNg20tPTmTVr1lMvEB55Mh/wbPvKlStX+Oijj/jhhx80nxnbvjJ69Ghu3rxJcHAwjo6OTJgwQWvZyMhIzp49y88//8yHH37IzZs3832/ceNGnReoxtg+MtIy2bFtF9xwIeVBJq3f8cCqlClpGSmcOnWKuXPn0qtXL62x68rFggUL2LdvH9HR0QwZMoTx48cXKGuMuQD9x1F9f1vQno/CHjscHR2JjIzkwoULzJ8/n379+pGcnExwcDA3btygW7du/3rbnpW2XCxdupQFCxYQFRXFggULGDZsWIFyarWaY8eOMW/ePIKCgggLC2P16tX5ltGXS7VazfHjx9mwYQPHjx9n586dHDp0KN8yL+LG2NNoy8fKlStZvHgxvr6+pKSkYG5uXqCcvny8ivtKcnI2u3fvJjw8nJiYGNLS0li/fv0z1xMbG8vly5dp0+bhkOHC7iuAto1/rrsr/8nO8a+//oqPjw8ODg5FVqejoyOKomBhYcGQIUOe+dFFxYoPL15sbW3p16/fS330oSsfa9asYe/evWzYsOGZdyhnZ2e6d+8OQLdu3bh06ZLWZR6/Wo6Ojtb6aOhluZ5wnTaz2iAqCprUbMKuLrvoUb1Hvm3v16+f1sdfAMnJyXTo0IGZM2fSqFEjAC5cuMCNGzdwd3fHxcWF9PR03N3dC5Q1tlw88mTbuHnzJuHh4dStWxcXFxeio6Px8fHhzp07BcpqywcUfl+Jjo6mW7durF27Nt9dZ2PbVxwcHDAxMUGlUjF8+HCd8Tz6e7q5udG8eXMuXLig+S4+Pp4zZ87QoUMHrWWNrX3cCUvi03e+x7GUGz7NatJvWiOq+Tng7OyMv78/iqLQoEEDVCqV1hc2teUiLi6Oixcv0rDhw7nCe/fuzYkTJwqUNbZcPKLrOKpWq9mxYwe9e/fWWVZbPgp77LCwsKBs2Yc/Ue/r60vVqlUJDQ3l5MmTnDt3DhcXF9544w1CQ0Np3rx50W2wHtpysWbNGvz9/QHo2bOn1v3E2dmZevXq4ebmhqmpKV27duX8+fOa7wuznzRr1oxy5cphZWVF+/bt85W/ePEiarUaX1/fotrUQtGWj5o1a3LgwAHOnTtH37598x3jHtGVj1d1Xzlz+g6urq6UL18eMzMz/P39NXE7ODgQGxsLPOz8ahuK+ciWLVvo1q0bZmZmQOHPszy8U1zpsX87AzHPsy3/yc7x067in8ejP6oQgl27dj3Tm8FqtVpzAsnJyWHv3r0v5c3iR7Tl47fffuObb74hICDguR7Jde3aVTPDwNGjR6levXqBZTp37symTZvIysoiPDyc69ev06DBcw3/+VdycnPYl7iPXnt78fehvxk+cDjfvfkdDtYPD2SPDwkJCAigZs2aBerIzs6mW7duDBw4MN/dgQ4dOnDnzh0iIiKIiIjAyspK61vFxpILgCv3r5CUlQQUbBt16tTh3r17mu1xdnbm/PnzVKhQIV8duvIBhdtXEhMT6dChA7Nnz+b111/XfG6IfSXq6gPNHRht+8qj7YGHj3y1xZOQkKAZPnL//n3+/PNPateurfl+69atdOzYUef7CMbSPnKycjm+9Trb557jz4v7GTpiIK2GeGBp8/Ak9fh+HxoaSnZ2NuXKlctXh65c2NnZkZSURGhoKPBwxpJatWoViMFYcgGQdSsZRf3w/+s6r/z+++/UrFkTZ2dnrXXoykdhjx1xcXGaR+1hYWFcv34dNzc3Ro8eTUxMDBERERw/fpzq1atz5MiRotnwp9CWCycnJ44ePQpAYGCg1iEm9evXJyEhQfN+QmBg4DPtJ23atOHSpUukp6ejVqs5evRovvIv4txfGNrW+2jYQF5eHjNnztQ6y4iufLyK+wpAhQpWnDp1ivT0dIQQHDp0SBN3586dWbNmDfDwQqpLly4663kyn4XdV4AAoI+iKBaKorgC1YDnurvyn5nn+K2ga8SIklQ9cYn9v+0ndcxkAi78f6cnJvAAl+Z8SXbCA95o05ZS1Wvx2pKVBeo5NrQvKRFhqDPSKeFQgXpTv8LhtSYcHzGQ7MSHJ9FS1Wvh/ekMul0oOM52f4cWqNNSycvJYcXWbby2ZBVWjk4cG9YfoVYj8nIp3/A11H7N2a+lfFG5npqBtYmK9PR0Dh48mO+xNcC7775LVlaW5kWARo0asWzZsgL1NGnShGvXrpGamoqzszMrVqygTZs2TJkyhf79+7NgwQJsbGxYvnx5gbIeHh706tWL2rVrY2pqyuLFiwu8PPEyLN7Rk1/Tb9I604JVl5KY3v8Kyur/n5puyuJzhNxJQ6UoVClbgmUDPWFV/jsXW07e5o+jl4i/HsTq+VMBWD2sLt6VnxgXp84sUBbAA+hVNZPalcpgqlJY3LcWJmsLTun0oqkRjFdiyFSZMKH+NK1tozC2bNnCH3/8QXx8vOYx4OrVq/H29qZ///7ExcUhhMDb21tru1q0aBE3btzgyy+/5MsvvwQevmxjbW1NmzZtyMnJITc3l7feeovhw4f/q23WJzokgb/f+4xS2dH85fAD+/fs5FMBtwIPa5YZ9+dxriYkoADO1jZ81bAhtwYMzFfPubh7fHL6NAoKAsHwmjWxnv01t/75fvWBA4z29ChQ7hEboLWionq5cpgqKqb6+RE9eMiL2Wg9Lpq/TpRZNdwbleHGlguMeD//U5ShQ4cydOhQPD09MTc3Z82aNQWeOv3999+MHDkSlUpFXl4eU6ZM0XRgfvrpJ7p3745KpcLOzo6VKwseg43luJGXpebA1wvIFXk8KF9N577ytMf4+vJRGH/88QdTp07F1NQUExMTli1bRpkyZZ5rm/4NdXwGIjuXiO9Pc2Dvb8xs9B73fvj/J4ZzOn7EB4PGoM7NxcLMnG/6fprv+0c+az6GZvVeRwhB3cq16eLXSLPcuvkreK/tUK3lHnnHuwc+7nVAUXjLown1oytplt+4Yj0/v7tYb/mikhOfhplQdJ5jN27cyOLFiwHw9/dnyJCC+7OJiQnz5s2jZcuWj2b6Yvjw4Ziamr5S+wpARnoEVatCjx498PHxwdTUlHr16jFixAgApkyZQq9evVixYgWVK1dm69atWuuJiIggKiqKZs2aPXMMQogriqJsAa4CamCsECL3KcW0Ul7Eyy5+fn5C31zCL4L3n3+RnJ1D3dJyEnqA6PP3KGtuym8D5M8dJ/wynpPhx2lvXd7QoRiFa2Qz1Tydv9XJvFX5LT5p+AnlrYpnbkSe4O/3PiPp/GUASpYtgbWdhdaBa8VBumKD2qUWdb546ti+YmHjx5PIvpNKS4d+WPk6ULqDKyorM0OHZRB3vz1PbloOpmXlL4UCHE+6SDpZvD35HUOHYhSOHX/4BLDJG3++9HUrinJOCOFXlHX+Z+4cu1pZkJidyc562t8WLnZkHjTsOszH6sgReEnj8YxdTeDnPDVrr65lSfASuuzuwiS/SXR172oULz69TIpKofbiWRzcd5js8DKcf/Rrb2/XpGxFeaFd3KksTcgsJbBtUYmUo1Fkhj7Aros7JTzLPb3wf4zDBz6GDsGo+OP10oaxvAqsrIp26ktD+0+OOZYkST9TlSlDPYeyrdM2qpWuxtQTUxlxcATRKdrnu/6vM7NSaD/Gi1bDapMUl8GWr4I4szecXHWeoUOTDE2BUm1csH+3Hia25sSv/5v49VfJTck2dGSSJL0gsnMsScWYSykXVrVdxWcNP+NS3CX8A/zZ8PcGcvOea5jWK01RFKrXr0C/aQ2p6mNP0N5wtnwVxN0I7T/7KhUv5k422I/1pmRbFzKuPeDO/HOknb370ufhliTpxZOdY0kq5lSKit41e7Oryy58HXz5+szXDPptEGGJYYYOzSBK2JrTepgH7cd4kZWuZvs3Z/lz23VysovfBYOUn2KiomTzSjh84IOZgxUJ20K5v/Iv1A8yDR2aJElFSHaOJUkCwNHGkSUtl/DVG18RkRxBjz09+PHSj+Tk5Rg6NINw9SpH32kNqf2GE8G/R7HpyzPcDtH+63hS8WJW3oryI7wo3aUq2bdSuLvwHKl/3kbkybvIkvRfIDvHkiRpKIpCp6qd2N1lNy0rt+T7C9/TZ28frsRfMXRoBmFRwpTm/WvSdVw9AHYtuMDhDdfIylAbODLJ0BSVgk1jJxzG+WDuUorEPWHE/XCJnHvphg5NkqR/SXaOJUkqoGyJssxtNpdvW3xLQmYC/X/pz4JzC8hUF8/HxxVr2NHn8wZ4t6rM38dj2DjjNBGXCv4ynFT8mNpZUm6IB3a9qqOOS+fut+dJPhyJyJUvc0rSq0p2jiVJ0unNym+yq+suurp3ZeVfK+mxpwdn77zcOcyNhZm5Ca93d6f7R35YWpvyy5JLHFhxhQw5a0GxpygK1j4OOIzzpUTtsiTvv8W9RcFk3041dGiSJD0H2TmWJEmvkuYlmf7adH5q/RPqPDVD9g9h5qmZpGYXzxO/g0tJen5cnwadXLl5/h4/Tz9N6Jk7ctYCCRNbc8r2r0XZt2uRm5rNvcUXSPotHJEjX+aUpFeJ7BxLklQojRwbsaPzDgbUHsCWkC10C+jGH9F/GDosgzAxVVG/gyu9Pq1PKfsSHFx5lX1LLpGaUDyHnUj5lfAsR4Vxvlj5OJByJJq7314gKyLJ0GFJklRIsnMsSVKhWZlZMbn+ZNa1X4e1qTVjD43l42Mfk5BZPGdxKOtkg/8kX17v4U70tQR+nnGav/6QsxZIoLIyo0yP6pQb5onIzSNu2SUSdt8gL0u+zClJxk52jiVJemZ1y9dlS6ctjKo7it/Cf6Pr7q78FvFbsRxaoFIpeL9VmT5TG2JfpSRHfw5h98ILJMpZCyTAspodDh/6YvO6E2mnYrm74DyZIQ8MHZYkSXrIzrEkSc/F3MScsd5j2dRxE47Wjkw6OokPDn/AvfR7hg7NIEqVL0GXD71pMaAmcVGpbPryDBcORJInZy0o9lQWJpTuVJXyo+qimKu4v+oKD7aEkJtWPOcQlyRjJzvHkiT9KzXK1GB9+/VM9JvIiZgTdN3Vle2h24vlXWRFUaj9uhP9pjWkcu0ynNhxg+1zzhEvZy2QAIsqJXF43wfbNyuRHhzH3QXnSL8UVyz3FUkyZrJzLEnSv2aqMmWQxyB2dN5BjTI1mH5yOsMPDCcqJcrQoRmEdWkL2o2qQ+t3PEh5kMmWWUGc3hNGbo68i1zcKaYqSrV2wf5db0xKWfDg52vEr/ub3GQ5JaAkGQvZOZYkqchULlmZFW1WMLXxVP6K/wv/3f6svbKW3LziN5WVoihU83Og37RGuNe35+wvEWz+Kog7YXLWAgnMnWywH+NNqXauZIYmcGf+WdKC5JSAkmQMZOdYkqQipVJU9Kzek11ddtHAsQFzz85l4K8DuZFww9ChGYSljRmthnjQYawXOZlqts89x/Gt18nJKn4XDFJ+iomCbTNnHD6oh5mjNQnbr3N/xV+oH8gpASXJkGTnWJKkF6KCdQUWvbmIb5p8Q1RKFD339mTpxaXk5BbPl5Bc6pSj79SGeDapyMVDUWz68jRR1+SsBRKYlbei/HAvSnd1JzsqhbsLzpFyXE4JKEmGIjvHkiS9MIqi0N6tPbu67qJ1ldYsCV5C719689f9vwwdmkGYlzClWb8adJtQD0WlELAwmMPr/iYrvXheMEj/T1Ep2DRyxGGcLxZupUjaG0bcsovk3E0zdGiSVOzIzrEkSS9cGcsyfNP0G75/83uSspLov68//zv7PzLUGYYOzSCcqtnR57MG+LSpzN8n7/DzjNOEBccZOizJCJiWtqDsYA/K9K6B+n4Gd7+7QPKhSIScElCSXhrZOZYk6aVpXqk5u7rsonu17qy+spruAd0JuhNk6LAMwtTchMbd3OnxkS8lbM35ddll9i//i3Q5a0GxpygKVvXscRjvSwnPciQfvMW974PJjk4xdGiSVCzIzrEkSS+VrbktUxtPZUXrFQAM3T+UGSdnkJJdPE/89lVK0vNjPxp2diMsOI6fZ5wi5LSctUACExtzyvatSdmBtclNz+He4mAS94UjcuTLnJL0IsnOsSRJBtHAsQHbO29nsMdgdlzfQdfdXTkaddTQYRmEiYkKv/Yu9P60AXYOVvy+6ip7F10iRc5aIAElapelwjhfrOtXIPWPaO4uPE9WWKKhw5Kk/yzZOZYkyWBKmJZggt8E1rdbT0nzkrwb+C6T/5jMg8ziOYtDGUdruk305Y1e1Yi5nsDGGaf562i0nLVAQlXCFDv/apR7pw5CQNyPl0nYeZ28TLWhQ5Ok/xzZOZYkyeDqlK/Dlo5bGOM9hoO3DtJ1V1f2he0rlkMLVCqFum9Wou/UhlRwK8nRjaHsnH+exLvphg5NMgKW7qVx+NAHmzcqknbmDncXnCNDTgkoSUVKdo4lSTIKZiZmjK47mq0dt1LJthIfHfuI9wLf407aHUOHZhAly5Wg0/vevDmwFg9i0tg08wzn998iT85aUOypzE0o3dGN8qProliaEr/6Cg82XSM3TU4JKElFQXaOJUkyKu527qxtt5ZJfpM4HXuabru7sTV0K3mi+HUKFUWh1muO9J3WkCoeZTm58ybbvjnHfTlrgQRYVC6Jw3v1sG1ZmfTL97k7/xzpF+OK5RMXSSpKsnMsSZLRMVGZMNBjIDu67MCjrAdfnPyCdw68Q2RypKFDMwjrUha0G1WHtiM8SU3MYutXZzm1+yZqOWtBsaeYqijVqgoO79XDxM6CBxuvEb/2KrlJWYYOTZJeWbJzLEmS0apkW4mfWv/E9MbT+Tv+b/wD/Fn912rUecXzJaSqPvb0m9aQ6g0cOPfrLbbMCiL2ZpKhw5KMgFkFa+zHeFOqvStZNxK5M/8cqWdi5V1kSXoOsnMsSZJRUxSF7tW7s6vLLho7NeZ/5/7HgH0DCE0INXRoBmFpbUbLwbXp9F5dcrJz2THvHMc2h5ItZy0o9hSVgm1TZxw+8MG8og2JO25w/6fLqOOL5y9RStLzkp1jSZJeCQ7WDnzX4jvmNp1LTFoMvff0ZnHwYrJzi+cvylX2KEvfqQ2p08yZS4ej2fTlGaKuylkLJDAtV4Jy79ShdDd3sm+ncnfheVKOySkBJamwZOdYkqRXhqIotHVty64uu2jr2pZlF5fRe29vLsVdMnRoBmFuaUrTPtXpNtEHE1MVAd8Fc2jt32TKWQuKPUWlYNPQEYfxvlhULU3SL+HcW3qRnDtphg5Nkoye7BxLkvTKsbO0Y3aT2SxuuZiU7BTe3vc2c4LmkJ5TPOcCdnIvTe/P6uPTtgohp+6wccZpbl64Z+iwJCNgWsqCsoNqU6ZvDXIfZHD3+wsk/34LoS5+s79IUmHJzrEkSa+sps5N2dVlF71q9GLd1XX4B/hzKvaUocMyCFMzExp3rUrPKX5YlTLntx/+4rcfLpMmZy0o9hRFwaquPQ7j/ShRpxzJv0dy9/sLZEfJKQElSRvZOZYk6ZVmY27DZ40+Y1WbVZiqTBl+YDjTT0wnOTvZ0KEZRPnKtvSY4kejrm5EXI5n44zTXDspZy2QwMTajLJ9alJ2UG1Ehpp7S4JJ/CWMvGw5JaAkPe4/1zlOTEykR48e1KxZk1q1anHy5EkAtm7dioeHByqVirNnz+os37ZtW0qXLk3Hjh21fv/ee+9hY2Ojs/zs2bNxd3enRo0a7N+//99tTBHQlY9JkyZRs2ZNvLy86NatG4mJiVrL68rHsGHDqFu3Ll5eXvTo0YPU1NQCZePj42nRogU2Nja8++67BeqtW7cuHh4ejBo1itzcF39w1pWLzz//HC8vL7y9vWndujUxMTE660hOTqZixYoFtudJ8+bNQ1EU7t+/X6TbUJR05eMRfdsQHBxM48aN8fDwwMvLi82bN2tdx4MHD2jVqhXVqlWjVatWJCQkvJBtAfCr4Me2TtsY4jmEnTd20nVXVwIjAwtdXlc+pk+fTsWKFfH29sbb25t9+/YVKKsvH0IIPv30U6pXr06tWrX47rvvtK6/KI8dJiYqfNu60Puz+pRxtObQmr/Z+/1Fkgs5a4G+tvH9999To0YNPDw8mDx5so71m2jy1blzZ83nhshFUdCVj969e2u208XFBW9vb63ldeVj8ODBuLq6ar4LDg7WWr6o81GiVlkcxvti3aACqcduc3fheTJvJhaqrK5cBAcH06hRI7y9vfHz8+PMmTNay+vKRWHOKfDqtI2LFy/SuHFj6tSpQ6dOnUhOLnixfvjwYU0uvL29sbS0ZNeuXQA0adJE87mTkxNdu3bVun5jykdERHK+7SlZsiQLFy4ECncu0JePwu4riqJ8rCjKDUVRQhRFafPcGyOEKPL/fH19xcvW9XyoaB4YJAYOHCh++uknIYQQWVlZIiEhQQghxNWrV8W1a9dEs2bNRFBQkM56fv/9dxEQECA6dOhQ4LugoCDx9ttvC2tra61lr1y5Iry8vERmZqYICwsTbm5uQq1W//uN+xd05WP//v0iJydHCCHE5MmTxeTJk7WW15WPpKQkzf8fN26cmD17doGyqamp4tixY2Lp0qVi7NixWsvn5eUJf39/sXHjxufbwEI6fPiwzlw8vi3ffvutGDlypM563n//fdG3b98C2/O4yMhI0bp1a1G5cmURFxdXNBvwAujKhxBP34aQkBARGhoqhBDi9u3bokKFCvnKPzJp0iRN25g9e7bOdlbU/or7S/jv9heeqz3FxCMTxf30+3qX19c+pk2bJubOnau3vL58rFy5UgwYMEDk5uYKIYS4e/dugfIv8tiRl5snLgZGiWXvHxHL3j8iLgZGibzcPL1ldOUiMDBQtGzZUmRmZurcFiGEzmOkoXPxrDZN/0gs+3Ck3n3lkfHjx4sZM2ZorUdXPgYNGiS2bt2qN4YXnY+MGwkiZs4ZEfXRH+LB9lCRm5Gjd3lduWjVqpXYt2+fEEKIX375RTRr1kxreV25KMw5xZjahhD6jxt+fn7iyJEjQgghVqxYIT777DO9dcXHxws7OzuRlpZW4Dt/f3+xZs2aAp8bUz7Onusrzp7rq/m3Wq0WDg4OIiIiQgjx7OeCJ/Ohb18Bzj78H2oDFwELwBW4CZiI5+jH/qfuHKvTUvnjjz8YNmwYAObm5pQuXRqAWrVqUaNGjafW0bJlS2xtbQt8npuby6RJk5gzZ47Osrt376ZPnz5YWFjg6uqKu7u7zqvnlyE5OVlnPlq3bo2pqSkAjRo1Ijo6WmsduvJRsmRJ4OHFVUZGBoqiFFjG2tqaN954A0tLS53l1Wo12dnZWssXpbS0NJ25eBTLo+V0xXLu3Dnu3r1L69at9a5r3LhxzJkz54Vv07+hr23A07ehevXqVKtWDQAnJyfs7e2Ji4srsNzu3bsZNGgQAIMGDdLcBXjRPMp5sKnjJt6r9x6HIg/RZXcX9tzco3Nogb72URj68rF06VKmTp2KSvXwcGtvb1+g/Is8digqBa8WzvSd2gCnqqU4tjmUnf87T4KOWQv0tY2lS5cyZcoULCwsdG6LPobOxfPIyMp+atsQQrBlyxb69u1b5Ot/0fmwrFoahw98sGnqTFrQHe7MP0fG1Xity+prG4qiaO6OJiUl4eTk9ExxFOacYmxtQ99xIyQkhKZNmwLQqlUrtm/frreubdu20a5dO6ysrPJ9npKSQmBgoNY7x8aWj8cdOnSIqlWrUqVKFeDZzwW68vEUXYBNQogsIUQ4cANo8Bzh/7c6xxmxtylfvjxDhgyhXr16vPPOO6SlFc20NYsWLaJz5844OjrqXOb27dtUqlRJ829nZ2du375dJOt/HmFhYYXKx8qVK2nXrt0z1z9kyBAqVKjAtWvXeO+99565fJs2bbC3t8fW1pYePXo8c/lnERsbqzcXn376KZUqVWLDhg188cUXBcrn5eUxYcIE5s6dq3c9AQEBVKxYkbp16xb5NhQlfW3jWbfhzJkzZGdnU7Vq1QLf3b17V7PPODo6cu/ey5tBwUxlxgivEWzrtA2Xki58cvwTxh4ay520OwWWfVr7WLRoEV5eXgwdOvSpQ0OezMfNmzfZvHkzfn5+tGvXjuvXrxco8zKOHSXLlqDje3VpObgWD2LT2DwziHO/RZCbm3/WAn1tIzQ0lGPHjtGwYUOaNWtGUFCQ1nVlZmbi5+dHo0aN8p0EjSUXz+J+UvJTj6PHjh3DwcFBc4H0JF35gIfHHi8vL8aNG0dWVsGXJ19GPlTmJpRu74r9WG9MrEyJX3uV+I3XyE3NP4e4vraxcOFCJk2aRKVKlZg4cSKzZ8/Wui59uXjaOcXY2oa+44anpycBAQHAw2GdUVFReuvatGmT1ournTt30rJly3w3cR4xtnw87sntedZzgbZ8PG1fASoCjyc6+p/PnlmhOseKopRWFGWboijXFEX5W1GUxs+zshdN5OZy/vx5Ro8ezYULF7C2tubrr7/+1/XGxMSwdevWp3YAtd2VMuTdQ7Va/dR8zJo1C1NTU/r37//M9a9atYqYmBhq1aqlc8ypPvv37yc2NpasrCwCAws/NvR55D6lbcyaNYuoqCj69+/PokWLCpRfsmQJ7du3z3cgelJ6ejqzZs3S2rk2NrraxrNuQ2xsLAMGDGDVqlWau4HGxq20G2varmFKgymcvXuWrru7svnaZvLE/3cK9bWP0aNHc/PmTYKDg3F0dGTChAk616UtH1lZWVhaWnL27FmGDx/O0KFDC5R7WccORVGo2ciRftMb4eJVllO7wtj29VniIv9/1gJ9xw21Wk1CQgKnTp1i7ty59OrVS2vskZGRnD17lp9//pkPP/yQmzdvAsaVi8LKE+Kpx9GNGzfqvWusKx+zZ8/m2rVrBAUF8eDBA7755psCZV9mPsydbbF/tx4lW1Uh46/73J1/jvTge5oY9LWNpUuXsmDBAqKioliwYIHmbuqTdOUCnn5OMba2oe+4sXLlShYvXoyvry8pKSmYm5vrrCc2NpbLly/Tpk3BIbL62pax5eOR7OxsAgIC6Nmz53OV15aPwuwrgLaNf643kQt7NvsW+E0IUROoC/z9PCt70SzK2+Ps7EzDhg0B6NGjB+fPn//X9V64cIEbN27g7u6Oi4sL6enpuLu7F1jO2dk539VhdHT0Mz9aKkrOzs5687FmzRr27t3Lhg0bnnuHMjExoXfv3k99ZKSLpaUlnTt3Zvfu3c9VvrDKly9fqLbRr18/rdty8uRJFi1ahIuLCxMnTmTt2rVMmTIl3zI3b94kPDycunXr4uLiQnR0ND4+Pty5U/BOpaHpahvPsg3Jycl06NCBmTNn0qhRI63rcXBwIDY2Fnh4wHvWx/BFxURlQv9a/dnReQd1ytVh5umZDPltCBFJEYD+9uHg4ICJiQkqlYrhw4frfGypKx/Ozs50794dgG7dunHpUsEfLHnZxw6rkua0HVGHtiM9SU/KZuvXZzm58ybqnFy9xw1nZ2f8/f1RFIUGDRqgUqm0vrD5KHY3NzeaN2/OhQsXNOWNLRdPU9rGWu+xQ61Ws2PHDnr37q2zDl35cHR0RFEULCwsGDJkiNa29bLzoZiqKNmyMg7v18O0bAkebAohfs1V1IlZetvGmjVr8Pf3B6Bnz5469xNduXhE3znF2NqGvuNGzZo1OXDgAOfOnaNv375an6w9smXLFrp164aZmVm+z+Pj4zlz5gwdOnTQWs7Y8vHIr7/+io+PDw4ODprPnuVcoC0fhdlXeHin+PE7WM6A7jfs9TB92gKKopQEmgKDAYQQ2YDR/V5r9Pl7pNxXkWZWmnYzNlGyQhX+2rOa3JzS9P7h/9+0vhqTzMc7LlHmnO5fkLoXcoWQyITHypWh2Yydmu9vf9AS30nr8tULkJRZmVMrpnPO9jUyku7z5/m/mB+ci+pS/uVehgc5ahpWsqNSpUqEhIRQo0YNDh06RO3atQH47bff+Oabbzh69OizjulBCMHNmzdxd3dHCMGePXuoWbNmocunpqaSkpKCo6MjarWaffv20aRJk2eK4Vlk7R1H1XvXdObi+vXrmsehAQEBWrdlw4YNmv+/evVqzp49W+DuUZ06dfI9KnJxceHs2bOUK1fuRWzWc5sZMA6Vra3WfBR2G7Kzs+nWrRsDBw7Ue3egc+fOrFmzhilTprBmzRq6dOnywrarMJxtnfmx1Y/surGLuWfn0mNPD4ZavEkNu7d0to/Y2FjN48CdO3fi6elZoF59+ejatSuBgYEMHTqUo0ePUr169QLlO3fuTL9+/Rg/fjwxMTFcv36dBg2ea6jcM6laz56K1e34c/sNzu+/RfD+DdiUTsZS5LLgveE4lSvL1sPHUeXksHnGFJxNBd9P+5S7bzYh5v4DEu/HcWjxvHwX16kZmViYmWJmakpyWjr79wRQx9qUzVfOUqNcab7+YAwtfLy4Eh5JORsrNs/If5Fpdi+O77fvoVJ6PAkpqQSfOU3EbzuJPPBiL6C1uRcRhqWi0tk2AH7//Xdq1qyJs7Oz1joSEhKwsrLCwsKC+/fv8+eff2pm+XjUtoQQ7Nq1S2vbMlTbMHOwpvzouqSeiCF5fwR3F5wjta45zs7OWnPh5OTE0aNHad68OYGBgVqHmOjKRWHPKYbKhTZ37lwA7ulsG/fu3cPe3p68vDxmzpzJqFGjdNa1ceNGrcNQtm7dSseOHbW+twPGlY+M9AjN/9d2t/tZzgXa8lGYfQUIAH5WFGU+4ARUA55rELai6wUVzQKK4g38CFzl4V3jc8AHQoi0J5YbAYwAcHBw8N20adPzxPPcPruaS3JyDtaxN7i6/VvyctWUKFMBzx7jMLOy5e5fJ7gWsJTstCTMSthg6+iG77CZBeo5s2wSaXFR5GZlYmZli0ePDylX3TffMoem+tPyix1a4wgL3MTtswdQVCbU6DSC8jXqv5Dt1UUN3MGEFBSq2yr0MY9g7ty5qNVqHB0d+eijj7C1taV///7k5ORoxjHVrl2b8ePHF6jv/fffJzIykoyMDEqWLMmkSZPw8/Pj/fffJz09HSEEVatWZdy4cVhbWxco36dPH9LT08nJycHGxoa5c+dSsmRJPvnkE3JycsjNzcXHx4exY8diYmLyQnLiHDSShNwEZpo05uryq+Sp8/LlYurUqURFRaFSqXBwcGDcuHGUL19eZ32//fYbISEhfPDBB3rX26dPH3744QdKlSpV1Jv0/HJzWXJmAuTm0ul2E2YGHirQNh6naxsOHjzIN998g4uLi+azKVOmFHiikpSUxIwZMzQniunTp2sdO2cISeoktkWuJNgkjJHHS2Lt0p6v164tkI+vvvqKGzduoCgKFSpUYPz48ZQtWzZfXfrykZqaysyZM7l37x4lSpRg3LhxWp88rV+/nl9//RUTExPGjh2ruRv1sqTeEYQdDCQ3K477efdZf+gouXl5lCtZkoGtm2NtaYE6N5e1B48QHRePicqE7k0bUbNS/iF9N2PusOHQMRQFhICW9erwuufDjk56ZhYrfwvkQUoqFmam9G/ZFOfyZQvEsu/MeU5cCcFEpdCz6Wt4ulZ+KTl4UlZSIipzCyz9mmg9jgJ8/fXX1K5dO9+0ZI/766+/mD9/PoqiIISge/fumjuB48ePJzExESEE7u7ujB8/nhIlShSow9BtwzQdSp9XUzrVgrXpv7Pq15/Jy8t/HL18+TLff/89ubm5mJub8+GHHxZ4CV5XLvLy8gp9TjF0LoQQ3Llzhxs3rmJikkWZMlEsWHAOtTo3Xz62bdumeSLapEkThg8frvUJ7Z07d3jvvffYvHlzgaFpH374If369dPb4TV0Ph7JzZsIQE72THr37s2GDRvyTXtb2HOBrnzo21datGhxTgjhB6AoyqfAUB52hz4UQvz6PNtTmM6xH3AKeF0IcVpRlG+BZCHE57rK+Pn5CX1zCb8oR44coXnz5i99vcZACMHG2AdMv3mb7DzBJFdHRjqXx1Rl+PFHhpa3qh3h98Pp4VCCkhYl+bjBx7RxaWMUY7MMYfDufmSFhzN1WSJWDRrg+OUXmP/zRnFxk5eXx6E9i3CYtQ6z9EzKvjOMcqNHo/pnNobiJjtTzf2oVJyqlTZ0KEajOJ9XHpeXl8fVX8+y5+IhcvNyadGiBY0aNXphNzWM0YMHD9izZw/h4eFUrlwRB4eTWJY4ipWVG7VqzqZ0aT9Dh2gw5873A8DX5+eXvm5FUTSd46JSmDHH0UC0EOL0P//eBvgUZRDSv3MrI4uewTcZHxJFbesSBNavydjK9rJj/A8VKsqalmVTx004Wjsy6Y9JvH/4fe6lv7yZE4yJYmGBZc2aVPjyCzKvXiWscxfiV6xEqNWGDu2lU6lUtOryPglTp1GqY0fil/1AeDd/0s9feHrh/yBzS1PZMZa0UqlUeHZowNh3x1K1alUOHjzI8uXLjfKdiqKWl5fHyZMnWbJkCbdv36Zjx44MHjwMa+uBeNddRV5eFufO9yEkdDpqtfYfL5FeLU/tHAsh7gBRiqI8ej7SkodDLCQDyxWCH6Pu0fxMCMEp6XxT3Zkd9dxxsyqed72epkaZGqxvv54JvhM4GXOSrru6sj10e7H9WV27nj1x+2Uv1q+/zr25c4no05fMkBBDh2UQwsYGp69nU+mnn8jLzOBW//7cmTmLvCKaClKS/itKlixJnz596NmzJ8nJyfz4448EBgai/o9eXN+7d48VK1awf/9+XF1dGTt2LH5+fppH/mXLNqVhg19xdh5AdPR6Tp9uR3z8HwaOWvq3CjtbxXvABkVRLgHewFcvLCKpUK6lZdDp/HWm3ojhtdI2HG1Qk0EVy6EqpkMFCstUZcpgz8Hs6LyDGmVqMP3kdIYfGE5Uiv45KP+rzBwccF68iIrz/0dOTAzh3XsQ99335GUb3Tu3L4VNkzdwC9iDXb9+JKxfT1inzqQe/9PQYUmSUVEUBQ8PD8aOHYunpyd//PEHy5Yte+pcvq8StVrNkSNHWLZsGQ8ePMDf359+/fppfYfE1NSaGtWn4euzCZWJJcEXh3D16iRychJffuBSkShU51gIESyE8BNCeAkhugoh9M+CL70w2Xl5zI+4Q6ugUCIyslhcqzLrvVypaKl7DkWpoMolK7OizQo+b/Q5f8X/hf9uf9ZeWUtuXq6hQ3vpFEWhZPv2uP2yl5Lt23F/yRLC/f3J0PHb9f91JjbWVPj8M6psWI9iYUHUO+8Q8/En5CYlGTo0STIqVlZW+Pv7079/f7Kzs1mxYgW//vor2a/4xfXt27f58ccfOXLkCLVr1+bdd9/Fy8vrqe+plC7tR4P6e3GpMpo7d3dz6nQb7t377SVFLRUl45y1X9LqQnI6bc6GMif8Dh3Kl+Jog5p0r1Cm2L5Y9m+pFBW9avRiV5ddNHBswNyzcxn460BuJNwwdGgGYWpnR8U5c3BetpS81DQi+vbj7uyvyUtPN3RoBmHl64vrrp2UHTGCpIAAbnbsSPKBA4YOS5KMTrVq1RgzZgz169fn9OnTLFmyJN+Pe7wqsrOzOXDgAMuXLycjI4M+ffrQo0cPrbNm6GJiYkHVqhOp77cLC3MHLv81lkuXx5CVVTzfcXlVyc7xKyA9N48ZN27T4VwoCTm5rKnjyjIPF8qbmz29sPRUFawrsOjNRXzd5GsiUyLpubcnSy8uJSdX91zY/2W2zZvjtncPpfv05sGaNYR17kLayZc/V7cxUFlYYD9+HC5bNmNarjy33/+A6Pc/QB0XZ+jQJMmoWFpa0qFDBwYPHoxKpWLdunXs3r2bjIwMQ4dWKOHh4SxdupQTJ05Qr149xo4d+0zz9z/J1rY2fn7bqeo2ifj4w5w63YaY2G3F9h2XV43sHBu5PxNSaBl0jaVRcfRzLMvRBjVoU86I5s39j1AUhQ5uHdjddTetqrRiSfASeu3txV/3/zJ0aAZhYmOD47RpVF67BsXEhMghQ4n57DNyk5MNHZpBlPDwwHXLZsqPG0fqkSPc7NiJxB075YlOkp7g4uLC6NGjef311wkODmbx4sX8/bdR/qguAJmZmezZs4c1a9YAMHDgQDp37qzzhzeehUplhovLKBrU/wVr6+r8/fdHBAcPJiMj+l/XLb1YsnNspJLVuUwOiaJ78E3yBGzzrsq8mpUoZfbUHzWU/oUylmWY03QO37/5PcnZyfTf1595QfPIUL8adz+KmnWDBrju3kXZd4aRtGMnYR06knLokKHDMgjFzIxyI0fgumsnFlWrEvvJJ0S9M5zs6NuGDk2SjIqZmRmtWrVi+PDhWFtbs3nzZrZs2UJqqnFNcxYSEsLixYs5f/48jRs3ZvTo0bi5uRX5eqyt3fD12UiN6jNISr7A6TPtiIpajRDF7x2XV4XsHBuhg/eTaHbmGutj4hlZqTyHG9TkDTvbpxeUikzzSs3Z1WUX/tX8WXN1Dd0DuhN0J8jQYRmEytIS+4kTcdm8GZMyZYge+y7R48ahvn/f0KEZhIWbG1XWr8Phs89Iv3CBsM6debBuPSIvz9ChSZJRcXJyYsSIEbz55puEhISwaNEigoODDf7EJS0tjW3btrFx40ZKlCjBsGHDaNOmDebmL+7FdkVR4ez8Ng0b/ErpUn6EXv+Sc+f7kJZWPN9xMXayc2xE7merGXP1FgMuh1PS1IS9PtWY4V4RKxP5ZzIEW3NbpjWexorWKwAYun8oM07OICU7xcCRGUaJOp64bttK+Q/eJ/X3Q4R16EhSQIDBT3SGoKhUlHm7P1X3BGDl48PdWbO49fYAssLCDB2aJBkVExMTmjZtyqhRoyhXrhy7du1iw4YNJCYmvvRYhBBcvnyZxYsXc/XqVZo3b86IESNwdnZ+aTGUKFGRunVXUrvWPNLSwjh9phPhEYvJyyue77gYK9nrMgJCCHbdTaDpmb/Zcy+RCS4OHPSrjk+pwr8hK704DRwbsL3zdgbVHsSO6zvoursrR6OOGjosg1DMzCg3ejSuO3dg7uJCzOSPiBo5kpyYGEOHZhBmFStS6acfcZw9m6ybNwnv0pX7y35A5MgTnSQ9rnz58gwdOpR27dpx69YtlixZwpkzZ8h7SU9ckpKS2LhxI9u3b8fOzo6RI0fSvHlzTE1f/lBFRVFwdOxGo0b7KV/+LcLC5hN0thvJKcXzHRdjJDvHBhablc2gy+GMunqLypYWHPCrziRXR8xV8k9jTEqYlmBi/Ymsb7eekuYleTfwXSb/MZkHmQ8MHZpBWLi7U+XnDTh88gnpQWcJ69iJhI0bi+XQAkVRKN2tK1X37sHmzTeJW7iQ8F69ybwqf0hUkh6nUqlo2LAhY8aMwdnZmX379rF69Wruv8AhWnl5eZw9e5YlS5YQFhZG69atGTZsGA4ODi9snYVlYV6OOp7fU6fOErKz73P2rD83bswhNzfT0KEVe7IHZiB5QrAu5j5NT1/jWEIK06s68YtvNWrZlDB0aJIedcrXYUvHLYzxHsPBWwfpuqsr+8L2Fc+hBSYmlBk4ALc9AZTwrsudGV9wa+BAssLDDR2aQZiWL4/ztwup+N23qO/HEd6zF/f+N5+8THmik6TH2dnZMWDAALp06cK9e/dYunQpx44dIze3aF9Qi4+PZ+3atezduxdHR0fGjBnDa6+9pvnpZ2NhX74NjRrux7FCd25F/sCZoI4kJBbPd1yMhXG1kGIiPD2LHsE3mRQSjZetFYcb1GRUZXtM5I95vBLMTMwYXXc0WzpuwdnWmY+OfcR7ge9xJ+2OoUMzCHNnZyqtWIHjrFlkhV5/OLTgp58QarWhQzOIkq1bU3XvXkp16UL8Tz8R3rUb6efOGTosSTIqiqJo5hOuXr06hw4d4qeffiI2NvZf152bm8uff/7J0qVLiY2NpVOnTgwaNIgyZcoUQeQvhplZKWrVmk0977Xk5eVw/nwfroVMQ60unu+4GJrsHL9EuUKwNPIebwZd43JKOvNqVGKbd1VcSlgYOjTpOVSzq8a6duuY5DeJ07Gn6bq7K1tCtpAniunQgu7+uO3dg02zpsT9bz4RvXqTee2aoUMzCJNSpXD6ahaVVixH5ORwq//b3PniS3JT0wwdmiQZFVtbW3r37k2vXr1ISUnhxx9/5NChQ+Q857j9u3fvsmLFCg4ePIibmxtjx47F19f3lfkl2TJlXqdRw1+pVGkIt29v4NTpdtyPP2LosIod2Tl+Sf5OzaDDuevMuBlDEztb/mhYk7edyr4yO6yknYnKhIEeA9nReQceZT348tSXvHPgHSKTIw0dmkGY2dtT8bvvqLhwITl37xLeoyf3Fi4kLyvL0KEZhM3rr+MWsBu7AQNI2LiRsM6dSD12zNBhSZLRqV27NmPHjsXLy4tjx46xbNkyIiMLfxxVq9UcPnyYH374gcTERHr06EHfvn0pWbLkC4z6xTAxsaJ6tc/w892CiYk1Fy8O48rVCeTkJBg6tGJDdo5fsOy8POaGx9L6bCiRmVksq12FNXVccbR4cfMpSi9fpZKVWN56OdMbT+fv+L/xD/Bn9V+rUecVv6EFiqJQsm0b3PbuoVTHjsQv+4Hwbv6kn79g6NAMQmVtTYVPP6HKhg2oLEsQNXwEMR9NQZ0gT3SS9DgrKyu6devG22+/jVqtZuXKlezbt4+sp1xcR0dH88MPP3D06FE8PDwYO3Ysnp6er/zNp1KlfGjYIAAXl3e5e3cvJ0+15u7dX4rlOy4vm+wcv0Dnk9NodTaU/0XcpbN9aY41qEVXB7tXfoeVtFMUhe7Vu7Oryy4aOzXmf+f+x4B9AwhNCDV0aAZhameH09ezqfTTT+RlZnCrf3/uzPqKvLTiObTAyqcerrt2Unb0KJJ++YWwjp1I/m2/PNFJ0hPc3d0ZM2YMDRo04MyZMyxZsoQbNwr+WEZ2dja//fYby5cvJysri379+tG9e3esrf8706CqVBZUdRtH/fq7sbR04q8r73P58miysu4aOrT/NNk5fgHScnOZduM2Hc9dJ0Wdy7o6riyuXYWy5vKnn4sDB2sHvmvxHXObziUmLYbee3qzOHgx2bnZhg7NIGyavIFbwB7s+vUjYd06wjp1JvX4n4YOyyBU5ubYf/ABrtu2YlahArc//JDb779Pzr17hg5NkoyKhYUF7du3Z+jQoZiamrJ+/Xp27dpFeno6AGFhYSxdupRTp07h5+fHmDFjqF69uoGjfnFsbWri57sd96ofEf/gD06dbkNMzBZ5cf2CyM5xETuekMKbZ0L4ISqOt53KcrRBTVqVK2XosKSXTFEU2rq2ZVeXXbR1bcuyi8votacXF+MuGjo0gzCxsabC559RZcN6FAsLot55h5iPPyE3KcnQoRmEZc2auGzehP3ECaT+cYywDh1J3L5dnugk6QmVK1dm1KhRNGnShIsXL7Jo0SLWrFnD2rVrURSFwYMH07FjRywtLQ0d6gunUplSpcoIGjb4BRubWvx97WMuBA8gI6N4vuPyIsnOcRFJylEz4VokPYJvolJgh7c7c2pUwtbUxNChSQZkZ2nH7CazWdxyMak5qQzYN4A5QXNIz0k3dGgGYeXr+3BowYgRJAUEcLNjR5IPHDB0WAahmJpS9p13cN21E4sa1Yn99DOihg0jOzra0KFJklExMzOjZcuWtG7dmszMTMLDwylbtixvv/02Li4uhg7vpbOycsWn3gZq1PiS5OTLnDrdnsioVQhRtPNEF2eyc1wE9t9PotmZEDbGPmBMJXsO1a/Ja3Y2hg5LMiJNnZuyq8suetXoxbqr6/AP8OdU7ClDh2UQKgsL7MePw3XrFkzLlef2+x8Q/f4HqOPiDB2aQVi4ulJl7VoqTJtKxsVLhHXqzIO1axFF/IMIkvSqSk1NZevWrezfv59y5crRoEEDEhMT+fHHH7lw4UKxfOKiKCqcK/ajUcNfsbNrxPXrMzl7rhepqcXzHZeiJjvH/0Jcdg4jr0Qw6HI4dmYm7POtzlR3J6xMZFqlgmzMbfis0WesarMKU5Upww8MZ/qJ6SRnJxs6NIOwrF0b1y2bKT9uHKlHjnCzYycSd+4qnic6lQq7vn1x27sHq/p+3P1qNrf6v02WlpeQJKm4EEJw8eJFFi9ezLVr12jRogUjR46kffv2jB49Gnt7e3bv3s26detIKKazv1haOlHX6yc8ai8gI+MWZ4I6Ex7+PXl5xfMdl6Iie3HPQQjB9jsPaHbmGr/GJfGRawX2+1XHu6SVoUOTXgF+FfzY1mkbQzyHsPPGTrru6kpgZKChwzIIxcyMciNHPBxaULUqsR9/TNTwEf/H3n1HRXG9DRz/zlKlCYogVUQQEAQUCxp77y12Y00xamLXmNijxthjYkti773FbsQWY+8Vu1KU3vuy9/2DV34SdhELLsp8zslJsjt35pmHO3fuzty5Q0ZIiLZD0wo9Gxscfv8d21kzSX/8mEftOxC5eDHiDV+IIJN9qOLi4li/fj07duygZMmS9O/fn7p166KjkzVU0dLSkj59+tCiRQuCg4NZtGgRZ8+eRaUqmi9hKl26Df7VD2JVqikPH/3C+fPtiI+/pu3QPlhy5/g1haSm89m1Rwy6/ZSyxQw4XNWNYU6l0S9k72qXFW6GuoYM9xvO+hbrsTC0YMjRIYw6PoqolChth6YVBs7OlFm7Butx40i+dIkHrdsQvXYdooie6Iq3bo3z3j2YNm5ExPxfedSxEynXb2g7NJmswKlUKs6fP8/ChQt5/PgxzZo1o1+/flhZWeVaVqFQUK1aNQYOHEiZMmXYv38/K1asIKKIDtHS1y+Jl9d8vCv+TkZGLOcvfMq9+9PJzEzRdmgfHLlHl08qIVgZEkndc3f4NzaRKS527K7sipvxx/+ErKzgeFp6srHVRr7x/YYjT4/Qdldb/nrwV5EdWlDisx6U+2s3RpUrEzZ1Kk8+60naw4faDk0rdEuWxG7uXOwXLiAzOprHXboQNmsWqtRUbYcmkxWIyMhIVq5cyd69e7G3t2fgwIH4+/ujeMXFJ3Nzc3r06EH79u2JjIxkyZIlnDhxgswiOm6/VKlG+PsfxNa2E0+fLuXsuZbExBTNZ1zelNw5zoeHyWl0uHyfMXeDqWxmxLFqbnzpUAod+WUesndAT6FHf5/+bGm9BSczJ3745wcGHhnIs8Rn2g5NK/Ts7HD48w9sfp5O2oMHPGrbjsglvxfZoQWmDRvivHcP5p9+SvSy5Txs25akc+e0HZZM9s5kZmbyzz//sGTJEsLDw2nbti09e/bEwsIi3+uQJAkfHx8GDRqEu7s7AQEB/PHHH4SGhhZg5IWXrq4pHu4/Ucl3DQjBpcs9uHNnHEplgrZD+yDIneM8KFWCBU/CaHD+DreSUpjr7sAmn3KUKWag7dBkH6Fy5uVY1WwVY6qN4WLYRdrtasemO5tQiaI5tMC8XTvK7d2DSYMGRPzyC486dyH11i1th6YVOmZm2Ez5EceVK0AleNqrN88mTSIzMVHboclkb+X58+csXbqUv//+GxcXFwYNGkSlSpXe+E2yJiYmdOrUiS5dupCUlMSff/7J4cOHySiiP65LlKhJ9er7cHT4nJDQTZw524zIyKPaDqvQkzvHGtxMTKHFpbtMffiM+iXMOFHNg+42JeVXP8sKlI5Chx4ePdjeZjvepbyZenYqfQ/05XHcY22HphW6lpbYz/8Fu1/no4yM4FGnzoTPmYsqLU3boWmFsb8/zrt2UqJPH2I3b+Fhq9YkHj+u7bBkstemVCqzr+7Gx8dnd2hNTU3fyfo9PDwYNGgQvr6+nDp1iiVLlvDkyZN3su4PjY5OMVxdf6BKla3o6ppx9doX3Lg5jPT0ovmMS37IneP/SFOpmPHwGU0vBBKamsEfnk4s93KitIGetkOTFSH2pvb80fgPfqz5I/di79Hxr44sv7EcpUqp7dC0wqxJE8rt2UPxtm2J+vNPHrVtR/LFi9oOSysURkZYj/kOpw3rUZgYE9T/a0JGjUZZRKeykn14goKCsscFV6xYkUGDBuHp6fnOLz4VK1Yse4hGZmYmK1asYO/evaQV0R/Xxc18qFZ1F2XLDiE8fD9nzjbjeVjRfMblVeTO8UsuxCXR6Hwg856E0d7aghPV3WljZS5fLZZphSRJtHdtz662u6hlV4t5F+fRfW93AqMDtR2aVugUL47tT9NwWLYUkZHBkx6f8fzHKWQmJmk7NK0o5uND2e3bsRw0iPj9+3nYshXx+/bJJzpZoZWWlsb+/ftZtmwZGRkZ2Q/RGRkV7DSo5cqVy36478VMGPfu3SvQbRZWCoU+zmUHU63qLooVc+DmzaFcu96f1LTn2g6tUJE7x0CSMpPx94JpfekeyZkq1nk785tHGUro6Wo7NJmMUkalmFdvHnPqziEsOYyue7ry2+XfSM8smpO8m3zyCc67d2HRsycxGzbwsE1rEk+e1HZYWqHQ16fUt99Qdts29GxtCRk+guBB35ARFqbt0GSyHB48eMDixYs5e/YsVatWZeDAgbi6ur637evr69OsWTM+//xz9PX1WbduHdu3byc5Ofm9xVCYmJi4UcVvC64uPxAdfYozZ5oSErIBUQSfcVGnyHeOj0cnUO98IH8GR9LHzpLj1dxpWNJM22HJZDlIkkQTpybsaruLFs4t+OPaH3T8qyNXwq9oOzStUBgbU3rsD5RZtw6FYTGCvvyK0O/GFNmhBYZu5XHauAGr0aNJ+vdfHrZsRczmzfJVZJnWpaSksHPnTtasWYOOjg59+/alZcuWGBho58F2BwcHvv76a+rUqcONGzdYsGABN27cKJLHiiTp4Oj4OdWr7cPM1Is7geO4dPkzkpMfazs0rSuynePYDCXD7jyly9UH6EsSOyu5ML28PSa6OtoOTSbTyNzQnGm1prGk0RJSlan02t+Ln8/9THJG0bz6YVS5EmV37qDkgK+J27uXh61aE3/gYNE80enqUrJfX5x37cSwQgWeT5jI0z59SX/6VNuhyYqo27dvs3DhQq5evUqtWrX4+uuvKVOmjLbDQldXlwYNGvDVV19RvHhxtm7dyqZNm4iPj9d2aFphZFSGSpXW4u7+EwkJNzl7riVPni5FiKI5TzQU0c7xvohY6py7w+bn0XzraMWRqm74m5toOyyZLN8+sfuEHW130NW9K+tur6PD7g78G/qvtsPSCoW+PlZDhlB26xb0SpcmZOhQQgYPJiM8XNuhaYV+mTI4rlxB6cmTSb15k4dt2hK1YiWiiL4QQfb+JSQksHnzZjZt2oSJiQlffvkljRo1Qk+vcD3YXrp0ab744gsaN27M/fv3WbhwIZcuXSqaP64lCTvbLvj7H6REiU+4f386Fy50JDGxaD7j8tF1jp2cnKhYsSK+vr5UqVIl+/MtW7bgXqECkkJBz217sdLXY79fecaWs8VQ539paNasGebm5rRq1SrHenv06IGbmxteXl7069dP45yJ06dPx8XFBTc3Nw4ePFgwO/kaNOVj1KhRuLu74+3tTfv27YmNjVVb/rvvvsPLywsvLy82bdqkdpmrV69So0YNKlasSOvWrQvtr29NuRg/fjze3t74+vrSpEkTjZPG6+jo4Ovri6+vL23atFG7zKRJk7Czs8tebt++fQWyLwDGesb8UP0HVjVblfUikcP9GX9qPHFpcfkqrykfL8yePRtJkoiMjMz13ZMnT/Dz88PX1xdPT0+WLFmidhv5ze27YOjujtOmjViNHEHiiZM8bNWa2G3b832i05SP/P5NNbUdL9uyZQuenp4oFAouXLjwejv4GiSFAosunXHe8xfG/v6Ez5jB427dSb17N1/l86obv/32G25ubnh6ejJ69OhcZa9cuUKNGjXw9PTE29s7R7tRu3bt7Dza2trSrl07tdv/UNrRLl26ZO+Pk5MTvr6+ucoePXo0exlfX18MDQ3ZuXMnAAEBAVSuXBkvLy969+6NUql+NprClA9Nubhy5Qr+/v64ubnh4eHBkSNHaNiwIV9++SW2trZA3rk4cuQIlStXxtfXl1q1anH//n2123/XudDR0eGTTz5hwIABlC5dmt27d7N69Wqio6PzVV5TPvJ7XtR0XtFWn8PQoDTeFX/Hy3M+KanBnDvflocP56NS5e8Zl9jYWDp27Ii7uzseHh6cPn0agOjoaBo3boyrqyuNGzcmRs0QuLzqhxCCsWPHUr58eTw8PPj111/Vbl+SpO8lSbovSVKgJElN3ywL/7/Bd/2Pn5+f0IajR4+KMmXKiIiIiByfq1QqMef4v6Ls2l3CwMdPDN91QKRnqtSu4++//xa7d+8WLVu2zPH53r17hUqlEiqVSnTt2lUsWrQoV9mbN28Kb29vkZqaKh4+fCicnZ2FUql8dzv4BtTlQwghDh48KDIyMoQQQowePVqMHj061zJ79uwRjRo1EhkZGSIxMVH4+fmJuLi4XMtVqVJFHDt2TAghxLJly8S4cePe8V68peUtRMzcmhpz8fI+zZ8/X/Tv31/taoyNjV+5qYkTJ4pZs2a9eaxvKFWZKn65+IvwWeUj6m2qJ/5+/LfGZfvs7yP67O+jMR9CCPH06VPRpEkT4ejoqHaZtLQ0kZqaKoQQIiEhQZQpU0aEhITkWi6/uX3XUh8+FI969BC33NzFk759RVpQUJ7La2o7hMj/31RT2/GyW7duiTt37oi6deuK8+fPv3pH3gGVSiVi/9ojAv1riFteFUX4bwuEKi0tzzKachEQECAaNmyY/bcPCwvLtUxgYKC4e/euEEKIkJAQUbp0aRETE5NruQ4dOohVq1bl+rywtaN51Y2XDR8+XEyePDnPZaKiooSFhYVISkoSmZmZwt7eXgQGBgohhBg/frxYunRprjKFLR+aclG/fn0xYsQIMXHiRDF48GBRs2bNPNfzci6EEMLV1VXcunVLCCHEwoULRe/evXOVKehcZGZminPnzolp06aJqVOnin///VdkZmZqXD6vupHf86Km80ph6HOkpUWJGzeGib+POIvTZ5qK2LgrGpe9cLGbuHCxm+jVq5f4888//798WvaxP2rUKDF9+nQhhBDTp09X2+d42X/rx/Lly0XPnj2z/x4vtz3Ahax/UQG4ChgAZYEHgI54g37sR3fl+L+CUtPpfu0hMzOL4enugY+pEd1sS6KnUD89W8OGDdVOQt6iRQskSUKSJKpVq0ZwcHCuZXbt2kXXrl0xMDCgbNmyuLi4cK6Qvua1SZMm6Opmzcbh7++vdn9u3bpF3bp10dXVxdjYGB8fHw4cOJBrucDAQOrUqQNA48aN2bZtW8EG/46Zmf3vAcykpKQPcuo+Ax0DhlQewoaWG7AsZsnQY0MZfmw4kSm5r/rmx7Bhw5g5c6bGXOjr62c/UJOWloZKpf4JZ23l1qBsWcqsXk3piRNIuXqNh63bEL16dYEOLdDUdrzMw8MDNze3AotBHUmSKN6qJc5792DWtCmRCxbw6NOOpFy79trrWrx4MWPGjMn+21tZWeVapnz58tmzENja2mJlZUVERESOZRISEggICFB75fhDakdfEEKwefNmunXrludyW7dupXnz5hgZGREVFYWBgQHly5cHNLedhT0fKpWKc+fOERQURHBwMM2bN6datWqvHFv8ci4gq56+uLoaFxeXfbX5ZQWdC4VCQdWqVRk0aBBOTk4cPHiQ5cuXE/4GQ7Te9rxYGPoc+vol8PSci4/3UpTKBC5c6Mi9ez+Rman+GZfExAxOnDjB559//v/l9TE3N8+OtXfv3gD07t07+4qwJv+tH4sXL2bChAkoFFndVnVtD9AW2CiESBNCPALuA9Veb6+zfHSdY0mSaNKkCX5+fvSeMYd65+5wNi6Jaa527KrsQjGdt9vljIwM1qxZQ7NmzXJ9FxISgoODQ/b/29vbExIS8lbbe1sv5+OPP/5Qu8zy5ctp3rx5rs99fHzYv38/ycnJREZGcvToUYKCgnIt5+Xlxe7du4Gs28bqlikM8srF2LFjcXBwYN26dfz4449qy6emplKlShX8/f3zPLAXLFiAt7c3/fr1U3vrqCB5lPRgfcv1DKk8hONBx2m7sy277u9SO7RAUz52796NnZ0dPj4+eW4rKCgIb29vHBwc+O6779SezCB/uS0IkkKBRbduOO/5C6OqVQj7aTpPenxGmobbtXnVD23+Td8V3RIlsJs9C/vFi8iMj+dx126EzZiJKiUl17KacnH37l1OnjxJ9erVqVu3LufPn89zm+fOnSM9PZ1y5crl+HzHjh00bNgwx4+nFz7EdvTkyZNYW1u/cmqyjRs3ZnegLS0tycjIyB5es3XrVrVtZ2HLx8u5mDt3LitWrGDfvn18/vnn/PPPP3Ts2JHRo0czffr0PNfzci4Ali5dSosWLbC3t2fNmjWMGTMmV5n3lYvixYvTvXt3OnToQFRUFEuWLOH48eNqh71oqhv5PS++6rxSGPoclpb18a9+ADu7bjwNWsbZsy2Jjs79jEtISCKlSpWib9++VKpUiS+++IKkpKx56MPCwrCxsQHAxsbmlT84/ls/Hjx4wKZNm6hSpQrNmzfXNE+1HfByooP//7PX9tF1jk+dOsXmf/6l1IyFrP/jd8rcu8mxqm58bl8KxTu4ajVw4EDq1KlD7dq1c32nqQOiTadOneLSpUvs37+fhQsXcuLEiRzfT5s2DV1dXXr06JGrbJMmTWjRogU1a9akW7du1KhRI/tq88uWL1/OwoUL8fPzIyEhAX19/QLbn7eRVy6mTZtGUFAQPXr0YMGCBWrLP336lAsXLrB+/XqGDh3KgwcPci0zYMAAHjx4wJUrV7CxsWHEiBEFtj+a6Cn0+KLiF2xps4Vy5uUYd2ocA/4eQGhizvG+6vKRnJzMtGnT8tWJdXBw4Nq1a9y/f59Vq1YRpmFu3fzktiDp2djg8Pvv2M6aSfrjxzxq34HIxYsR/xnDp6l+FIa/6btkWr8+znv+wrxTJ6JXrOBhm7YknTmbYxlNuVAqlcTExHDmzBlmzZpF586dNY7pfvbsGT179mTFihXZV3te2LBhg8arrB9iO5rX/rzw7Nkzrl+/TtOmWcMgJUli48aNDBs2jGrVqmFqaqq2fS1s+Th16hTnz59n4sSJzJw5k3PnztGuXTtCQkKYP38+QUFBzJs3L/vqoTr/zQXAvHnz2LdvH8HBwfTt25fhw4fnKvc+cyFJEt7e3nzzzTdUqFCBo0eP8scff+TqfGqqG/k9L77qvFJY+hy6uqa4u/1I5UrrQZK4fKUnt29/T0bG/8ZSZ2aquHTpEgMGDODy5csYGxvz888/v/a21NWPtLQ0DA0NuXDhAl9++SX9+vVTV1Tdzr/R05UfVedYKWBbhg4Nzwfy2MCYtu3a0zw6GMdi72Y+xcmTJxMREcHcuXPVfm9vb5/j12FwcLDGq2nvy4vtW1lZ0b59+xy3XFatWsWePXtYt26dxgNq7NixXLlyhcOHDyOEUHtlxN3dnUOHDnHx4kW6deuW6ypRYZFXLl7o3r27xttfL8o7OztTr149Ll++nGsZa2trdHR0UCgUfPnll1q9/elc3JmVzVbyfbXvuRR+iXa72rH+9vrs79Xl48GDBzx69AgfHx+cnJwIDg6mcuXKPH+u+e1Jtra2eHp6cvIVL+LIK7cFTZIkirdujfPePZg2bkTE/F951LETKTduZi+jqX4Upr/pu6JjaorN5Ek4rloFksTTPn14NmEimQkJgOZc2Nvb06FDh+xbvQqFQu0Dm/Hx8bRs2ZKpU6fi7++f47uoqCjOnTtHy5Yt1cb2obWjSqWS7du306VLlzzXsXnzZtq3b59jxoYaNWpw8uRJzp07R506ddS2r4UtH5Ik8eeff3Lp0iVq166No6Mjvr6+rF69mg4dOgDQqVOnPI+T/+YiIiKCq1evUr16dSDrQcd//819ZVIbuTA2NqZjx4507dqVlJQUli5dyqFDh0hPz3pATVPdyO95Ma/zSmHsc1hYVKd6tX2UcfyK0GdbOXu2GRERfwNgZWWEvb199t+xY8eOXLp0CchqR589ewZkdX41DIsA1B8r9vb2fPrppwC0b9+ea+qHhQUDDi/9vz3wRk+BfzSvgBtw8zGHU/SIv3Gf1mVsGWdrQY/vTlJxwoR3sv6lS5dy8OBBjhw5kusqyAtt2rShe/fuDB8+nNDQUO7du0e1am803OWtTV66hXRjO8a0qoipqSlJSUkcOnSICf+fjwMHDjBjxgyOHz+u8dWdmZmZxMbGUrJkSa5du8a1a9do0qRJruXCw8OxsrJCpVIxdepUvv766wLdt9eWmU56UjQJ8fGYmpnlysW9e/eyT0q7d+/G3d091ypiYmIwMjLCwMCAyMhITp06pfZJ/WfPnmXfOtqxYwdeXl4FuGOvppAUdPfoTj2Hevx4+kemn5uOiZ4J9vr2JCQk5KobFStWzHG7y8nJiQsXLmBpaZljvcHBwZQsWZJixYoRExPDqVOn1F7pyU9u3yfdkiWxmzsXs5YteT5pMo87d6Zkv76klC+vNh9Q+P6m75Jx9Wo479pJxG8LiF65kviAo6T1GETZz1qozUW7du0ICAigXr163L17l/T09Fx1Iz09nfbt29OrVy86deqUa5tbtmyhVatWGBoaqo2pMLWjT5b9i9nTRB5ePY2JoTFJacnsXbOTES37E/571sk54OYpyhV3QH9vNOFonuFg9fxljG03OLscQER8FKXMSpKWkc6UBeMZ2vyLHN8DfJLqxoBl3/OZaWOex4Vz59JNnK4YEv4GY8bfhlJkcjrtJhfDbmFhYUGrVq04dOhQ9hViW1tbjh8/Tr169QgICMhziMmGDRtyDLuwsLAgLi6Ou3fvUr58eQ4fPoyHh0euctqsG+7u7jg5OXHo0CH+/fdfLl68iL6+Pn5+fmqPlfycF/M6rxTmPoeOjiEuLt9hZdWc27fHcO16f/T0SlCyhBMODg4EBgbi5ubGkSNHqFChQnasq1atYsyYMaxatYq2bdtqXP9/6wf8r+3p168fx48fzx6r/x+7gfWSJM0FbAFX4I2uZnwUnWMhBIej4kmIicb4p++5oKtDK6WS7t27Z4/T2bFjB99++y0RERG0bNkSX19ftdOe1K5dmzt37pCYmIi9vT3Lli2jadOm2ZOX16hRA4AOHTpkHwQveHp60rlzZypUqICuri4LFy5ER0cLLxUJv82th09IjL9OrcmfgYEpyv/k45tvviEtLY3GjRsDWQ/l/Xc6royMjOxbOWZmZqxdu1btbb8NGzawcOFCICsvffv2Lci9e30qJYkRwTSu6AimtiiFlCMXY8aMITAwEIVCQZkyZdROS3b79m369++PQqFApVIxZsyY7IP+ZaNHj+bKlStIkoSTkxO///57ge9eftia2LK40WL+evgXk/+dzLOwZ9SqVQsgV93Ij9u3bzNixAgkSUIIwciRI6lYsWKu5fKTW20wbdgQo6pVCZ81m6ily0hu24Za48cDufOR37+pprbjZflth94nRbFiWI8ehVnzZtwbNIrgeVNoP20cxhbFyFRl5shFv3796NevH15eXujr67Nq1apcd502b97MiRMniIqKYuXKlQCsXLkye5qzjRs3qh1P+kJhaEeT4+M4tnophjcVpGJIz2VZQ2kyVUraV21BA89Pspfdef4A7avmfew8jQwhNPo5NV1zTou36PAqDl8/gUqo6F2nM7Xdq+cq627rQhu/JtSe3B5dHR1+7voDOor3f155kvqcE4/Os3v3bkxNTVm5cmWOuvHnn38yZMgQlEolhoaGGp9xefz4MUFBQdStWzf7M11dXf78808+/fRTFAoFFhYWLF++PFdZbdcNQ0ND2rRpg5eXF+vXr+fp06d88sknSJKUq93Iz3kxr/PKh9DnMDPzpmrVnTx58gcPH81HZZjOb7/9Ro8ePUhPT8fZ2ZkVK1YAWeeCzp07s2zZMhwdHdmyZYvadaqrHy/K9+jRg3nz5mFiYsLSpUtzlRVC3JQkaTNwC1ACg8QbvslE0jRe7G1UqVJFFOQcnuo0uxBIckICJ+rnnq+1KOry6yGIus8m6Xuo2Ama/QzGlq8u+DFSZXJv/Whcn6wHSQcaTwK/fqDh1/jHLjIlkozMDGxMbLQdSqGQcv0GZyMjqFe/vrZD0TplSipX1/zDuas66BvqUruLK65VrbU+5vd9EUJw98w/HFm+hLSkRKq160xaSWsaNGyk7dC0TghBaGgodnZv9HzTR2fZsmXExMQwcuRIbYdSKCQm3cPQwBZdXeP3vm1Jki4KId5p5++j6R0U01Egv/j5JQamYOML9X6AmzthYTW4vhWK4Jt/UOgQYt8aBp4Gez/YOwJWtYJI9bMWfOwsi1nKHeOXFKvoBUWk8/cqusUM8fuqEZ3HVqW4VTEOL7/FvkXXSIxJ1XZoBS4xOopds6ex55cZmFla8dnP8/mkcw8UOh/FDda3JkmS3DF+iUKh0M6d4ULKxNhVKx3jgvLRdI5lakgS1PsO+p8ACyfY9jls6Apx2p0WSWssnKDnTmi7EMJuwJJP4J9fIFP9W6lksqKqpK0JHUb5UauTK8GBMayffJYbJ0IQqo/vx7UQgmtHDrJyxECeXL1E3c/60X3qbEo5Omk7NJlMpiVy57gosK4Anx+Gpj/Bw+OwyB8urAANL274qEkSVPoMBp0Dl0bw90RY2gCeX9d2ZDJZoaJQSPg0dKDr+OpYO5lxfH0gO+ddJjZM/QsAPkSxYc/ZOnUsh//4jVJOZek1ewFVWndAIV8RlMmKNLlzXFQodKDGIBj4L9j4wJ6hsLoNROWeq7dIMC0NXdZCp1UQHwp/1IOAqaBM03ZkMlmhUrxUMdoM8aV+T3cigxPZOPUclw89RZX54f64Vqkyubh3J6tGDuL5g3s0/vIbOo//CYvS2p0yTiaTFQ5y57ioKeEMvf+C1r/Cs6uw+BP49zdQFdxrdQstSQLPdllXkSt2hhOzYEltCPrw57GVyd4lSZKo8Ikt3SdWx7FCCf7dfp9tMy8SGZyo7dBeW2TQEzaOH82x1Utx9PKmz5zFeDdqhlREH9CVyWS5ya1BUSRJ4NcbBp2FcvXh0DhY2gjCbr667MfIqAS0XwyfbYOMZFjWBPaPgbQP78QvkxUkY3MDmn9dkaZfepEQncqWn85zdvdDMjMK/1XkTGUGp7duYM13Q4gNe0aLwaNoN3oCpiWL6Cw+MplMI/kx3KLMzBa6roeb22HfaPi9DtQekfWP7rt5q+AHxaVR1owWR36Es4shcC+0ng/lGmg7Mpms0JAkCRc/K+zdLPhnyz0u7HvMg8sRNOjpTmnn4toOT63n9+9ycMl8IoOe4P5JXer3+Qojs8IZq0wm0z75ynFRJ0ng9WnW0AKvT+H4DPi9LgS/33mqCw0DU2gxC/oeAB0DWNMedg6ClBhtRyaTFSqGJno06luBVt/4kJGqZNusi/yz+R4ZaYVniFZGWirH1ixj/biRpCYl0m70eFoOHiV3jGUyWZ7kzrEsi3FJ6PAHdN8MafFZwywO/ADpSdqOTDvK1ICv/4Faw+HqBlhYHW7/pe2oZLJCp4xXSbpNqI5XHTuuBgSxccpZgu5ofo3y+xJ08xqrR33LxT07qNiwCX3mLKKcX+430MlkMtl/yZ1jWU7lm8LAM1ClH5xZCItrZk3/VhTpGUKjifDVUTCxgk2fweZekBCm7chkskJFv5gudbu50X5EJSSFxO5frhCw5jZpyRnvPZa05CQO/7GAzT/+AEDnCT/R+MtvMDD6eF5QIJPJCpbcOZblZmgGreZCn31Zr1te3QZ2fwspsdqOTDtsfODLo9BwAgQeyHrb4JX1RfNtgzJZHmxdLeg6rhqVm5bhzunnrJ98lodXIt7b9h9cPMvKEQO5HnCIKq070GvWbzh4er+37ctkso+D3DmWaeb0CQw4BZ8Mgctrs4YW3Nmr7ai0Q0cv60HFr/+BUu6wcwCs/RRin2o7MpmsUNHV16FG+3J0/M6PYqb67F9ynQN/3CA5Pr3AtpkcH8feX2exc+YUDE1M6T51NnU/64eegWGBbVMmk3285M6xLG96xaDxj/DFETC2hI3dYUtfSHx/V4MKlVLloe9+aD4Lnp6Bhf5w9o+i+bZBmSwPVmXM6PR9Faq3debRtQjWTz5D4JlniHd4x0UIwe1/jrFi+ADunjlFzU49+Gz6PEq7lH9n25DJZEWP3DmW5Y9dZfjqGNQfB3f2wMKqcHVT0RxaoFBA9a9g0Blw9If9o2BFc4i8p+3IZLJCRUdHQZXmTnQZWw0LayP+XnmbPQuukRCd+tbrToiKZOfMH9n322wsrG3oOWM+NTp2Q0dX7x1ELpPJijK5cyzLPx09qDsK+p+Eki6w4ytY3xnigrUdmXaYO2a9OKTdYoi4k/W2wZNzIPP9P4QkkxVmJWyMaT/Sj9pdXAm9H8uGyWe5fiwYoXr9H9dCpeLq4f2sHDGApzeuUa/XF3SdMhNLhzIFELlMJiuK5M6x7PVZuUO/g9BsBjz+J2towfmlRXNogSSBb/eseaLdmmW9QOTPBlmv5pbJZNkUCgnv+g50G1+N0s5mnNh4lx1zLxEblpzvdcQ8D2XLlLH8vXQhpcu50nv2QvxatkOh0CnAyGUyWVEjd45lb0ahA/5fZ71Rzt4P9o6AVa0g8r62I9MOU2vovBo6r4HEMPijPvw9GTLe/vaxTPYxMbMsRuvBvjTo5UF0aBIbp5zj0sEnqDI1/7hWZWZy/q/trB75DeGPH9Kk/2A6jpuGuXXp9xi5TCYrKuTXR8vejoUT9NwJV9bBwR9gySdQ73uo8Q3oFMHqVaENlK0NB8fBP3Ph9m5osyDrpSIymQzIegW1R00bHD1LcGLjXU7veMD9i+HU7+lOKQfTHMtGPHnEwSW/EvbwHuWq+NPo8wGYlCippchlMllRIF85lr09SYJKn2UNLXBpBH9PhKUN4Pl1bUemHcUsoN1C6LkDMtNhRTPYOxLSErQdmUxWqBgXN6B5/4o0+8qLxNg0tky/wJmdD1BmZKLMyODU5nWs/X4o8ZHhtBr6HW1HjpU7xjKZrMAVwUt7sgJjWhq6rIVbu2DfSPijHtQaBnVGga6BtqN7/8o1gAGnIWAKnP0d7h6A1r9k/YCQyWTZylW2ws7NglNb7nHxwBPunL6MMvkwceEheNSuT/3eX1LM1EzbYcpksiJCvnIse7ckCTzbZV1FrtgZTsyCJbUh6Jy2I9MOAxNoPiPrAUa9YlkvDtnxNSRHazsymaxQMTTWo05XZxzK3yTq8UriIuNxrfkFjb4YIneMZTLZeyV3jmUFw6gEtF+cNdVZRjIsawL7x0BaorYj0w7H6llv16szCq5vyXoF9c2dRXOeaJlMjSfXr7Bq1CDunT1IxYbNqdzye4LumLHxx3M8vRWl7fBkMlkRIneOZQXLpVHWjBbVvoSzi2FxDXgQoO2otEPXABqMy3qZipkdbOkNmz6DhOfajkwm05rUpEQOLvmVrVPHodDRocvEn2ny1SDqf+ZNhxGV0dFT8NevVzmy6hapSfIc4jKZrODJnWNZwTMwhRazoO8B0DGANe1h5yBIidF2ZNpRumLW67gbTYb7f2ddRb68Vr6KLCty7p8/w8oRA7l5/G+qtu1Iz5m/YV/BK/t7Gxdzuoyril+zMgSeDWP95LM8uBSuxYhlMllRIHeOZe9PmRpZQwtqDYerG2Bhdbj9l7aj0g4dXag1FL4+BVaesGsQrGkHMY+1HJhMVvCSYmP465cZ7Jo9FSOz4vSYNpc63fugp5/7wV1dPR3825Wj0/dVMC6uz4E/bnDg9+skxaVpIXKZTFYUyJ1j2fulZwiNJsJXR8HEKmtYweZekBCm7ci0w9IF+uyFlnMg+CIsqgFnloAqU9uRyWTvnBCCWyePsnLEQB6cP80nXXrS46d5WDu7vLJsKQdTOo6pQo325Xh8PYoNk89y+99nCPmOi0wme8fkzrFMO2x84Muj0HACBB7IGlpwZX3RHFqgUEDVL2DQGSjzCRz4DpY3g/A72o5MJntn4iPD2fHzJPYvmIOFrR09Z/yGf4cu6Ojmf0ZRHR0FlZuWocu4qpSwNSZg9W3++u0q8ZEpBRi5TCYrauTOsUx7dPSg9oisoRal3GHngKypzmKfajsy7ShuDz22QIc/Ieo+/F4bjs+CTPkhJNmHS6hUXDm4l5UjBhF8+yb1+/Sn6+QZlLR3eON1WpQ2pv3wytTpWp7nD+LYMOUc144GIVRF8Me1TCZ75+TOsUz7SpWHvvuh+Sx4egYW+sPZP0Cl0nZk758kgXfnrHmi3VvB0alZL1MJvaztyGSy1xYdGsKmyd9zZPlibMu703v2Qio3b41CofPW65YUEhXr2dN1QjVsXYpzctM9ts++RPSzpHcQuUwmK8rkzrGscFAooPpXWUMLHP1h/yhY0Rwi72k7Mu0wKQWdVkDX9ZAUCX82gMMTIEO+fSwr/FSZmZzbtZXVo78hMugxTQcM5dMffqS4lfU735ZZyWK0+saHRn08iAlLYtO0c1zY/5jMzCL441omk70T8uujZYWLuWPWi0OuboQDY2DxJ1DvO6g5OGsYRlHj3jJrHPLhCXBqPtzeA21+A6dPtB2ZTKZW+OOHHFwyn/BHD3CtVpMG/b7GxKJEgW5TkiTc/G1wqFCSk5vucnbXQx5cCqdBTw9KOZoW6LZlMtnHR75yLCt8JAl8u8E358GtGRz5Ef6sD8+uajsy7ShmDm1+hV67QWTCyhawZzikxms7MpksmzI9nX82rmHdD8NIjI6i9fDvaTPihwLvGL/MyEyfpl960fzriiTHpbPl5wuc3vEAZbo8+4tMJss/+cqxrPAysYLOq+HWbtg3Ev6oD58MhrpjsqaEK2qc68KAf+HoT3BmEdw9AK1+gfJNtB2ZrIgLCbzNoSXziQ4NxrNuQ+r2+oJiJtq7YuvsWwpbV3P+3X6fSwef8PBKBPU/c8fW1VxrMclksg+HfOVYVvhVaAODzoJPN/hnHiz5BJ6c1nZU2qFvDE2nweeHs948uL4TbPsSkqK0HZmsCEpPTSFgxe9snDiajPQ0Pv1+Ms0GDtNqx/gFQ2M9GvT0oM0QXzKVKnbMucTxDYGkpyq1HZpMJivk5M6x7MNQzALaLYSeOyAzHVY0g70jIS1B25Fph30V6H8i6yr6ze1Z80Tf2FY054mWacXjq5dYNXIQlw/uwbdJS/rMXoiTr5+2w8rFwaME3SZUx6eBAzdOhLBh8lme3JB/TMpkMs0+ys5xZmYmlSpVolWrVtmfbdmyBU9PTxQKBRcuXNBYtlmzZpibm+coC7BgwQJcXFyQJInIyEi1ZaOioqhfvz4mJiZ88803Ob4bO3YsDg4OmJiYvMWevRl1+Rg1ahTu7u54e3vTvn17YmNj1ZbVlI9Hjx5RvXp1XF1d6dKlC+np6WrLT58+HRcXF9zc3Dh48ODb70y5BjDgNFT/Gs4vzXqj3P2/811cXS7Gjx+Pt7c3vr6+NGnShNDQULVlR48ejaenJx4eHgwePFjtm7mio6Np3Lgxrq6uNG7cmJiYmNffx/zSNYD632d1ks0dYGs/2Ngd4p/lexXq8vHC7Nmz86zvT58+pUmTJnh4eFChQgUeP36ca5n3mo93QF0+Jk2ahJ2dHb6+vvj6+rJv3z61ZTXVj/y0HVAAx8pb0lQ35s6ejb21Ff516rL9zCW6TPqZhv2+Rr+YUfYymnKhrXZDz0CHWp1d+XSUH3oGOuxZcJW/V9wiNTH/c4iry0eXLl2y64WTkxO+vr65yl25coUaNWrg6emJt7c3mzZtyv7uyJEjVK5cGV9fX2rVqsX9+/fVbvtDqBtXrlzB398fX19fqlSpwrlz5zSWj4+Px87OLsd5sk+fPpQtWzY7n1euXNFY/unTp5iYmDB79uzsz+rVq4ebm1t2+fDw8LfbydegLh9Xr16lRo0aVKxYkdatWxMfr/4ZER0dneyY27Rpk/15ftqNx48fU6xYsezyX3/9dfZ32upzODk5UbFixex68EJ+zwWa8pHftkOSpO8lSbovSVKgJElN33hHhBDv/B8/Pz/xvrW7dFfUCzgvhBBizpw5olu3bqJly5bZ39+6dUvcuXNH1K1bV5w/f17jev7++2+xe/fuHGWFEOLSpUvi0aNHokyZMiIiIkJt2cTERHHy5EmxePFiMWjQoBzfnT59WoSGhgpjY+M33cXX0nnJv6Lzkn+FEOrzcfDgQZGRkSGEEGL06NFi9OjRatejKR+dOnUSGzZsEEII0b9/f7Fo0aJcZW/evCm8vb1FamqqePjwoXB2dhZKpfKd7J8QQognZ4T4rYoQE82E2N5fiKQojYsePXpUCKE+F3Fxcdn/PX/+fNG/f/9c5U+dOiVq1qwplEqlUCqVwt/fP3udLxs1apSYPn26EEKI6dOna8zrO6fMEOLUr0JMsRbiJwchLqwUQqV6ZTF1+RBCiKdPn4omTZoIR0dHjfW9bt264tChQ0IIIRISEkRSUlKuZbSWj9eUV/2YOHGimDVrVp7l86of+Wk7CvxYeQPqcrF64a/Cza60mNGphTi5YZUICQrKVS6vXBSGdkOZninO7HogFg0IEMtGnhD3LoQJVR7HSl5142XDhw8XkydPzvV5YGCguHv3rhBCiJCQEFG6dGkRExMjhBDC1dVV3Lp1SwghxMKFC0Xv3r1zlf9Q6kbjxo3Fvn37hBBC7N27V9StW1dj+cGDB4tu3brlOE/27t1bbNmyJV/b79Chg+jYsWOO4/JV5/Z3bfny5WLu3LlCCPX5qFKlijh27JgQQohly5aJcePGqV2Ppj5BftqNR48eCU9PT7Xfve8+xwua4s3vuUBTvHm1HcCFrH9RAbgKGABlgQeAjniDfuxHd+U4ODiYvXv38sUXX+T43MPDAzc3t1eWb9iwIaamucfLVapUCScnpzzLGhsbU6tWLQwNcz8s5u/vj42NzSu3/65pykeTJk3Q/f/Xtvr7+xMcHKy2vLp8CCEICAigY8eOAPTu3ZudO3fmKrtr1y66du2KgYEBZcuWxcXFJc+rCa/NsXrW2/XqjILrW7KGFtzcqXFogaZcmJmZZf93UlISkiTlKitJEqmpqaSnp5OWlkZGRgbW1rnnbN21axe9e/cGNOelQOjoQs1vYcApsPGGvwbDqtYQ/VBjEU35ABg2bBgzZ85UmwuAW7duoVQqady4MQAmJiYYGRnlWk5r+XgDeeXjVfKqH/lpOwr8WHlN/81FUmwMu+f+xOzp02n7iT99Zv5Gra69sLW3z1VWUy4KS7uho6egehtnOv1QFRMLQw7+eYP9S66TFJumscyr6oYQgs2bN9OtW7dc35UvXx5XV1cAbG1tsbKyIiIiAsjK1YsrinFxcdja2uYqX9jrxgv52ReAixcvEhYWRpMmb/Yg8c6dO3F2dsbT0/ONyr9rmvIRGBhInTp1AGjcuDHbtm17rfXmp93Ii7b6HJq8zbkgv20H0BbYKIRIE0I8Au4D1d4k3o+uczx06FBmzpyJQvHR7dobyU8+li9fTvPmzfO9zqioKMzNzbM71/b29oSEhORaLiQkBAeH/70iVtNyb0XXABqMg6+OgZkdbOkNmz6DhOe5Fs0rFy9uQa1bt44ff/wx1/c1atSgfv362NjYYGNjQ9OmTfHw8Mi1XFhYWHaDZGNj815v7QFQslzWlG+tfsma+m5RTfh3AahyT2WlKR+7d+/Gzs4OHx8fjZu5e/cu5ubmdOjQgUqVKjFq1CgyM3NvQ+v5eA151Y8FCxbg7e1Nv3791N4OzG/90OS9HCuv4UUuJEkiISqSlcMH8PDSeVJ09dEv70XrLt2oW7cu58+fz1VWUy4KVbsBWNqb0PE7P2p0KMfTW9Gsn3yWW6dC1Q6XelU7evLkSaytrbM7wZqcO3eO9PR0ypUrB8DSpUtp0aIF9vb2rFmzhjFjxuQqU1jrxn9z8csvvzBq1CgcHBwYOXIk06dPz1VWpVIxYsQIZs2apXbdY8eOxdvbm2HDhpGWlvvHSlJSEjNmzGDixIlqy/ft2xdfX1+mTJmi9u9YEDTlw8vLi927dwNZwzqDgoLUlk9NTaVKlSr4+/u/0cWDR48eUalSJerWrcvJkydfu/y7JkkSTZo0wc/Pjz/++CP78/yeC9TlI79tB2AHvJzo4P//7LXluwcpSZKOJEmXJUna8yYbeh8iT5/EysoKP7/C91CINoReO/XKfEybNg1dXV169OiR7/Wqa3TUXWHM73LvROmK8MURaDQ5awzywmpweW32VeTTp0/nmYtp06YRFBREjx49WLBgQa7v79+/z+3btwkODiYkJISAgABOnDhRMPvythQKqNIXBp7Jmv7t0FhY1hjCbmUvsmfPHrX5SE5OZtq0aWp/ILxMqVRy8uRJZs+ezfnz53n48CErV64siL15L/KqHwMGDODBgwdcuXIFGxsbRowYkWuZt60f7/VYeYUXdcPFwZ4Ta5cT8eQRJR0c6TXzN/SNTYiLi+PMmTPMmjWLzp0754pdUy4KY7uh0FFQuUkZuo6rhqW9CUfX3GH3/CvERfzvTZSvajsANmzYoPaq8cuePXtGz549WbFiRXZHat68eezbt4/g4GD69u3L8OHDc5UrjHVDXS4WL17MvHnzCAoKYt68eXz++ee5llm0aBEtWrTI0dl/Yfr06dy5c4fz588THR3NjBkzci0zceJEhg0bpnYc7bp167h+/TonT57k5MmTrFmz5g33Mv9u3rypMR/Lly9n4cKF+Pn5kZCQgL6+vtp1PH36lAsXLrB+/XqGDh3KgwcP8r19Gxsbnj59yuXLl5k7dy7du3fXOLb5fTl16hSXLl1i//79LFy48LXPk+ry8RrHgLoP3+hX0utcXh0C3H6Tjbwv8Teusnv3bpycnOjatSsBAQF89tln2g5LayIfXMszH6tWrWLPnj2sW7futRpbS0tLYmNjUSqzpkQKDg5WewvN3t4+x69lTcu9Mzq6UGsofH0KrDxh1yBY0w5iHnPjxo181Y3u3burvf21Y8cO/P39MTExwcTEhObNm3PmzJlcy1lbW/PsWdYDcc+ePcPKyupd72X+FbeDbhvh02UQ8xh+rwPHfgZlOqdOnVKbjwcPHvDo0SN8fHxwcnIiODiYypUr8/x5zivx9vb2VKpUCWdnZ3R1dWnXrh2XLl3KFUKhykce8qof1tbW6OjooFAo+PLLL9Xe0s5v/dDkvR8refjnn3/Ytnkzzs7OzFm/hUfRsey5H0IJW3vs7e3p0KEDkiRRrVo1FApFroeFNOWi0LYbgLm1Ee2GVaJudzfCHsezccpZrh4JQqUSr2w7lEol27dvp0uXLhrXHx8fT8uWLZk6dSr+/v4AREREcPXqVapXrw5kPdz377//5ipbmOqGpnYDss4nHTp0AKBTp05qj5PTp0+zYMECnJycGDlyJKtXr86+Wm5jY4MkSRgYGNC3b1+15c+ePcvo0aNxcnLil19+4aeffsq+mGFnl3WB0NTUlO7du7+XoSePHj3SmA93d3cOHTrExYsX6datW/bdgv968bd0dnamXr16XL58Od/bNzAwoGTJkgD4+flRrlw57t69+5Z79XZe7I+VlRXt27fP/jvk91ygLh/5bTvIulL88i8ve0D9E/avkK+XgEiSZA+0BKYBuX/aFgLBl8Ip5tMdn7r9AQgPvETg3+vJqD2ILr//b07cW6HxfL/9GiUuan5KOTzwJoFPY3KUeyEiIY0vVp3HwMRcY/lH/94n5slzteXTlCq1n79rt57FU7xOL24fWA3AsWPHmD17NmvXrgXgwIEDzJgxg+PHj6sdK5oXSZKoX78+W7dupWvXrqxatYq2bdvmWq5NmzZ0796d4cOHExoayr1796hW7Y2G/7weSxfosxcuLofDk1At9Oez+tVZveohOrr6uXJx79697Nuhu3fvxt3dPdcqHR0d+fPPP/n+++8RQnD8+HGGDh2aa7k2bdqwatUqxowZozEv75UkQcWO4Fwv63Xcx6YTcWEp7vVbEjw9a5z5f/Px8u0uJycnLly4gKWlZY7VVq1alZiYGCIiIihVqhQBAQE5nkx+odDlQ42Do9bR1LQNHYdlXRG+cf8Cu46v4dNKw9kx5xLR8RGUMCsFwF8n1mGuZ8eOOTl/CDy/lsnfZ/fgYdAUgWDrmj20qt09x3LJ8ensXXQVM2OLXDEYRbswb91YyinqEx0XwdULNwn5R5cd/+b+wVGQ0lMiKBufxOiG/jj5+mHo4cvipctYu24dAO3atSMgIIB69epx9+5d0tPTc9UNTcdKYW83JIWEVx07yniV5PiGQP7Zco+rRwLp3PRT1v3//v/3WAH4+++/cXd3x17N+GuA9PR02rdvT69evejUqVP25xYWFsTFxXH37l3Kly/P4cOH1Q7F0Vo7+h+pcQl8ZvsJU+5OQtfIIFcubG1tOX78OPXq1SMgIEDtEJMXeQRYuXIlFy5c4OeffwayOkw2NjYIIdi5cydeXl65yr88bGDSpEnZM0MplUpiY2OxtLQkIyODPXv20KhRo3edghzMLQ4xeEg69vZZ44ovXAhj7Zo7DBuu4uKl7kRHp1KihCEqlWDSpDM0a27FxUvdc6wjPj4dQ0Md9PV1iI1JIyDgEC1bRXDx0vbsZdLTI7l6tT/mFga5YoiJScXMTB8dHQXBwYncunWO+ITpXLz0v2VVqrRc2y0IKcmPUWaa4Vd5C6ampiQlJXHo0CEmTJgA5O9cEBMTg5GREQYGBkRGRnLq1ClGjx6d77YD2A2slyRpLmALuAJv9Cspv2/I+wUYDWic2V2SpK+AryDrF8KxY8feJJ43ZpCWSZpQZU9JlpiYSEZGRvb/h934lzu7F5OeFMeJ30ZgauOM3+dTc63n3JJRJEUEkZmWyq7RrfHsOBTL8n48ObWLx8e3kp4Yw4HJn2HpVgXPjkNzlT/xcx+UacmITCVBl4/h9/k0TKwdubtvGc+uHEOZnrVeu6pNcWlccFe1dYUKfZGZ/Xe4cuUKUVFR2f//+eefk5GRQY0aNQCoUKGC2lt6gwcP5unTp6SkpFCqVClGjRpFtWrVaN++PZMnT2bEiBG4urrSoUMHtX/zqlWr4uzsjI6ODoMGDXrPY6JcMKg8D4ubk6kTcpzPN7SmWem+PL/5PEcuJkyYQFBQEAqFAmtra4YNG5ZrXywtLSlWrBjlypVDkiSqVq2KqalpruVq1arF5MmTWbBgAVZWVkyaNOm9HwsalfyMkl5u2NyZhfu1PRzTbw/krhsvS01N5dSpUxQvXjzXdz179sTf3x8hBOXLl6d8+fIfVj7+X/Kz50i6lhrbjmU7Z/M07AGSBJbFS9OrxbBcUx9WcPTj4s1/GDyzE0hQsVxVXO28iY2N5fC57Rw4vYm4xGiGzOqCt0s1+rYamaO8mWFJKrvV5pufO6BQ6NCtySAS4t//HN5JYSdIT3qGU4PmlChfgatXr+aoG+XKlWPbtm2ULVsWPT09hg0bxvHjx3OsI69j5cNoN8C4gsDGMJPQc+nEHg1iQ/h0rCtV49r167mOlV9++QU/Pz+N9frw4cMcP36cJ0+eZF/lHDNmDC4uLgwZMoRmzZohSRKmpqaMHj26UOYj9vEDlGcf4F+8OU+mnyLSV8GVoJztxsCBA/nqq6/IzMxEX1+foUOH5nms37lzh5CQkOxlhg8fTmxsLEIIXFxcGD58eJ7lX0xjduzYMVJSUhgyZAiZmZlkZmbi5+eHq6trgbY1QqVCoavQ2G7s3PGYXbueAFCrdmnq1CmRq924eTOGefNuoJAkVELQubMTJUoIYmNj2bH9MZs2PSQ6Op0uXfZSrVopRoysmKP8yZPPWbXyHjo6EgqFxODBHgiRQmxsCn/8foeAgFBSU5U0a7qd5i0c6N077zHxbyee0NAEPu/nC2RNb9eoUSMMDQ05duxYvs4FN27cYO7cuUiShBCCTz/9lPDwcMLDw/PVdgghbkqStBm4BSiBQUKIN3p3vPSqQeuSJLUCWgghBkqSVA8YKYTIPSnqS6pUqSLymku4oBw7dox69eq99+3KCjehUrF0+1hWK/8hKSOJ/t796VexH3oKPW2HphUD93yGrsjk19YbtB1KofCkZy9iY2Px+Wu3tkPRurTkZJTpaRib5766XRRFh0ay47fZxD68QSlHJ5p8PYTS5Qqyg1G4JMfHcXTlH9w5dRxLRyeatPka6UwKyqhUjKuVpnjzsiiK5fca28dH7nP8z4ur036V17/3bUuSdFEIkfvW5VvIz5jjT4A2kiQ9BjYCDSRJWpt3EZms8JAUClwtm7Kz7U4aOjZkwZUFdN3TlZtRN7Udmlak6OqRoJd7ukGZzMDISO4Yv6SErSXlmjaj7ajxpCTEs37sCI6vXU5GWqq2QytQQghu/3OMFcMHcPfMKWp26sFn0+dhU9sL66GVMalrT9L55zyfd5GUW/LbBmUfn1d2joUQ3wsh7IUQTkBXIEAIUXSfcpN9sEoWK8msurOYX38+MakxdN/bnbkX55Kq/LhPdDKZ7O24VKlOn7mL8WrQmAt/bWf16G8JunVd22EViISoSHbO/JF9v83GwtqGnjPmU6NjN3R0s+60SXo6mDcvi9UgX3SMdIlafYuo9bfJTFT/xjKZ7EMkTwYsK3IaODZgZ7udtHdpz4obK+j4V0cuPH//w4BkMtmHw8DImCZffUun8dOyXvox+Xv+XrqQtORkbYf2TgiViquH97NyxACe3rhGvV5f0HXKTCwdyqhdXt/eFKtvKmHWuAwpN6MIm3uR5Mvh721+YZmsIL1W51gIcexV441lsg+Bmb4Zk2pO4s8mf6JUKel7sC9Tz0wlMT1R26HJZLJCzNHLh96zFuDXsh3X/j7IypEDeXgp98tQPiQxz0PZMmUsfy9dSOlyrvSevRC/lu1QKHTyLCfpKjBr6Ij14EroWhYjelMgUatuoczjbYMy2YdAvnIsK9L8bfzZ3mY7vSr0YsvdLbTf3Z4TwYX05R4ymaxQ0DMwpF6vL+g2ZRYGxYzYMWMy+36bTXJ8nLZDey2qzEzO/7Wd1SO/IfzxQ5r0H0zHcdMwty79WuvRszam1Nc+FG/lTNqDWMLmXSTxzDOESr6KLPswyZ1jWZFnpGfEqKqjWNN8Dca6xgw6MojvT35PTGru1wTLZDLZCzaubv8/Jrc7gaf/YeXwAdw5dfyDGFoQ8fQxG8aP5MTa5ZTxqUyfOYuo2KDJG799T1JImNayw3qYH/oOpsTuvE/En9fIiEx5dWGZrJCRO8cy2f/zLuXN5tabGeAzgAOPDtBuVzsOPDrwQZzoZDKZdujo6lGzU3d6/vwLxa1Ls/fXWeycNYWE6MhXF9YCZUYGpzavY+2YIcRFhNNq6He0HTkWkxIl38n6dUsYYvm5FxafupLxLImwXy6RcDwIkSm3o7IPh9w5lsleoq+jz0DfgWxqvQkbYxtGnRjF4KODCU8Of3VhmUxWZFk6OtFtyizq9vycp9evsnL4QK4dKVw/rkPv3mHtmCGc2bYBt5p16Dt3MW41ar/x1WJNJEnCuGppSg/3w7C8BXH7HxO+6ArpofIzHbIPg9w5lsnUKG9RnrUt1jKyykhOh56m3c52bLu7rVCd6GQyWeGiUOhQpVV7es9agLWzC4f/WMCWKWOJff5Mq3FlpKZybPWfbJgwirSUZNqPmUiLb0ZQzNSsQLerY2ZAyZ4elOjuTmZcGuELrhB36DFCqSrQ7cpkb0vuHMtkGugqdOnt2ZvtbbbjVsKNSacn8eWhLwlKCNJ2aDKZrBAzL21Dp/HTaPzVN4Q9vM+qUd9wYc8OVKo3epPtW3ly/QqrRg3i4t5d+DRqTp/Zi3CuVPW9bV+SJIy8S2E9zA8j31IkBAQR9usl0p7Ev7cYZLLXJXeOZbJXcDRzZFnTZUyoMYGbUTfpsKsDq2+uJlMLJzqZTPZhkCQJ74bN6DN3EY4VfTi+Zhkbxo8i8unj97L91KREDv3+K1unjkOho0OXiT/T6IuBGBgZvZft/5eOsR4lOrth2dcTka4iYslVYv96gCpdbkdlhY/cOZbJ8kEhKehUvhM72u6guk11Zl2YRa/9vbgfc1/boclkskLMtIQl7UaNp+WQ0cSFh7FmzFD+3bKeTGVGgW3z/vkzrBwxkBvH/qZq2470nPkb9hW8Cmx7r8PQrQTWwypj7G9D4qlQwuZdJPWePDOQrHCRO8cy2WsobVya3xr8xozaMwhKCKLTnk4svrqYjMyCO9HJZLIPmyRJuNesQ585i3CrUYvTW9ezdsxQnt0PfKfbSY6LZc8vM9g1eypGZsXpMW0udbr3QU/f4J1u520pDHSxaOtCqf7eSDoKIpfdIHrrXVTJcjsqKxzkzrFM9pokSaKFcwt2tttJkzJNWHRlEZ33dOZG5A1thyaTyQoxI7PitPh2JO2/m0hqchIbxo3i2OqlZKSlvtV6hRDcOnmUFcMHcP/8aT7p0pMeP83D2tnlHUVeMAzKFsd6SGVM69mTfCmM5/MuknKjcE6BJyta5M6xTPaGShiWYEadGfzW4Dfi0+Ppsa8Hs8/PJkUpT3ovk8k0c65clT6zF+HdqCkX9+5k1ahveHrj2hutKz4ynB0/T2L/gjlY2NrRc8Zv+Hfogo6u7juOumBIegqKNyuL1aBK6JjoE7X2NlHrbpOZkK7t0GRFmNw5lsneUj2Heuxsu5NPXT9l1a1VfLr7U84/P6/tsGQyWSFmYGREoy8G0XnidCRJYsuUHzj0x2+kJSflq7xQqbhyaB8rRwwi6PYN6vf5iq6TZ1DS3qGAIy8Y+nYmWH3ji1nTMqTciuL53IskXQyTp8+UaYXcOZbJ3gFTfVMm1JjAsibLAOh3sB+TT08mIT1By5HJZLLCzKFCRXrN/I0qrTtwI+AwK4cP4MHFs3mWiQ4NYdPk7zmybBE2rm70mb2Qys3boFDovKeoC4ako8CsviPWQyqjZ2VEzJa7RK64iTL27YadyGSvS+4cy2TvUDWbamxrs40+nn3Yfm877Xa143jQcW2HJZPJCjE9A0PqftaP7tPmYGhqxs6ZU9gzfybJ8XE5llNlZnJu11bWjP6WyKDHNP16CB3HTqG4VWktRV4w9KyMKNXfG/M25Uh/HEfY3Eskng5FqOSryLL3Q+4cy2TvWDHdYoyoMoJ1LdZR3KA43wR8w+gTo4lOjdZ2aDKZrBArXc6Vz6bP45POn3H/3L+sGD6A2yePIoQg/PFD1o0dzsn1K3Hy9aPPnMV41W/8zl/9XFhICgmTmrZYD/VDv4wpsbseEPHHNTIikrUdmqwI+DBG7MtkHyAvSy82tdzE0htL+ePaH5wOPc2YamNoUbbFR3tCk8lkb0dHVw//T7viWr0mB5fMZ9+COfy7ZT1xEWEUMzWj9fDvKV/9E22H+d7oljDEsp8XyZfCid3zkLD5lzBrVAbT2nZIOvL1PVnBkGuWTFaA9HT0GOAzgC2ttuBo6siYk2P4NuBbnic913ZoMpmsECtp70jtHv0wMitObNgzJEmiSpsOuFatoe3Q3jtJkjD2s6b0cD+KuZcg/sBjwhdeIT0kUduhyT5ScudYJnsPXCxcWN18NaOqjOLss7O029WOzYGbUQmVtkOTyWSFTHpqCgErf2fz5DHo6OvT9Osh2Ht4cWLNcjZP+YGYZyHaDlErdEz1KflZBUr08CAzPp3whZeJO/gYkSG3o7J3S+4cy2TviY5Ch16evdjedjteJb2YcmYKXxz6gqfxT7UdmkwmKyQeX7vMqpHfcHn/X/g2aUmf2Qvxqt+YjuOm0uTrwUQ8fsTqUd9yfvc2VJmZ2g5XK4wqWlJ6uB9GlaxJOBpE2K+XSHsc9+qCMlk+yZ1jmew9czB14M8mfzK55mTuRN2hw+4OrLyxEqVKqe3QZDKZlqQmJnJg8S9smzYeHT09ukyeQcN+X6NfzAjIGlpQsX4T+sxZhJNvZU6sW8H6cSOJePJIy5Frh8JIjxKdymPZzwuRoSLi92vE7n6AKq1o/mCQvVty51gm0wJJkujg2oGd7XZS07Ymcy7Ooee+ntyNuavt0GQy2Xt27+y/rBwxgFsnAqjWrhO9ZvyKvbun2mVNSpSkzYixtBo6hoSoCNZ+P5RTm9eizMh4z1EXDoblLbAe5odJDVsST4cSNu8iqXdjtB2W7AMnd45lMi2yMrJifv35zKo7i9CkULr81YWFVxaSnim/OlUm+9glxcawe+5P7J77E0bmFvT4aR61u/VGV18/z3KSJOFWoxZ95izC/ZO6nNm2kTXfDSb07u33FHnhojDQwbxNOUr190bSUxC5/AbRmwNRJRfNHwyytyd3jmUyLZMkiWZOzdjVdhfNyjZjydUldP6rM1cjrmo7NJlMVgCEENw8foSVwwfw8NJ5anXtRY9pc7EuW+611lPM1Izmg4bTYcwkMlJT2TBhNEdX/kFGatF8o5yBU3GsB1fGtL4DyVfCeT73IsnXI7UdluwDJHeOZbJCwtzQnOm1p7Ow4UISMxLpua8nM8/PJDlDnvReJvtYxEeEs336RA4smkcJe0d6zviV6u07o6P75q8dKFupCn3mLMS3SQsu7d/NypGDeHLtyrsL+gMi6Sko3tQJq28qoWOmT/S620StuUVmvHw3TpZ/cudYJitk6tjXYWfbnXR268yaW2vosLsDZ56d0XZYMpnsLQiVissH/mLliIGE3LlFg7796TrpZ0raObyT9esXM6JhvwF0mfQzOro6bJ02joNL5pOaVDTnAta3NcFqUCXMmjmREhjN87kXSboQhhDyK6hlryZ3jmWyQshE34Rx/uNY0XQFugpdvjz0JZP+nUR8ery2Q5PJZK8pOjSYjZPGELDid+zcK9BnziIqNWuNpHj3p2B7Dy96zvyNam07Zg3dGDGQe+dPv/PtfAgkHQmzeg5YD6mMXmkjYrbeJXL5DZTRRXPYiSz/5M6xTFaIVSldha2tt9LPqx877++k3c52BDwN0HZYMpksHzKVSs7u2Mzq0d8SHfyUZgOH0eH7yZiVsirQ7erpG1C7ex96TJuLUXFzds+exl/zfiYptmjO4qBXyohSX3lj3rYc6U8SCPvlIomnQhAq+SqyTD25cyyTFXKGuoYM8xvGupbrKGFYgiFHhzDq+CiiUqK0HZpMJtMg7NED1o0dzj8bV1OucjX6zF2MZ92GSJL03mKwdnahx7S51OraiwcXzrByxEBunQgokkMLJIWESQ1brIdXRt+pOLF/PSTi92tkhMvPdMhykzvHMtkHwrOkJxtabeDbSt9y5OkR2u5qy18P/iqSJzqZrLBSpqdzcv1K1v0wjOTYGNoM/4HWw7/H2NxCK/Ho6OpSvX1nes78jRK29uxfOJftP08iPjJcK/Fom665IZZ9PbHoXB5lRDJh8y8RH/AUkSm/glr2P3LnWCb7gOgp9PjK+yu2tt6Kk5kTP/zzAwOPDORZ4jNthyaTFXnBd26yevS3nNu1lQp1GtBnzmJcq9fUdlgAlLRzoOvkGdTv05+Q2zdZOWIQlw/uQaiKXqdQkiSMK1tjPcyPYp4liT/0hPAFV0gPKZoPL8pykzvHMtkHyNncmVXNVjGm2hguhl2k3a52bLqzCZUoeic6mUzb0lOSObJ8MZsmfkemUsmnY6fQbMBQDE1MtB1aDpJCQeXmrek9eyG25d0JWL6ETZPHEB0arO3QtELHVJ+S3T0o2dODzMR0whdeJm7/I0SG/Arqou6j6hynp6dTrVo1fHx88PT0ZOLEidnfbdmyBU9PTxQKBRcuXNC4ju+++w4vLy+8vLzYtGlT9uc9evTAzc0NLy8v+vXrR4aGV3VOnz4dFxcX3NzcOHjw4LvbuTeQmpqqMR+jRo3C3d0db29v2rdvT2xsrNp1aMrHggULcHFxQZIkIiPVT7Kenp5O3759qVixIj4+Phw7diz7u7Fjx+Lg4IDJezp55FU3xo8fj7e3N76+vjRp0oTQ0FC169CUixe+/fbbPPfnXdcNHYUOPTx6sL3NdrxLeTP17FT6HujL47jHryyrTFdqzMcLs2fP1vj3PXr0KL6+vtn/GBoasnPnzlzLRUdH07hxY1xdXWncuDExMYXzgaC0zEyN+Zg0aRJ2dnbZ+7pv3z616xg9ejSenp54eHgwePDg7OEuH1rbkVe7AfDbb7/h5uaGp6cno0eP1rie+Ph47Ozs+Oabb7I/+/zzz/Hx8cHb25uOHTuSmKj+Sl1hyQXk3XZ06dKFCm5ulHOwp9O3I1h8+iq9Zy/AybtSrvWoy8cL77vtKG5lzac//EjTAUOJDHrC6tHfcnbnFlSZeXcK86obV65cwd/fH19fX6pUqcK5c+dylb9y5Qo1atTA09MTb2/vHO1oQEAAlStXxsvLi969e6NUKnOVP3z4MH5+flSsWBE/Pz8CAv73cPKmTZvw9vZ+Zb1Up5inJaWH+WFU2ZqE48GEzb9M2qO4V5bLq25cvXqVGjVqULFiRVq3bk18vOaZhtTVDSEEY8eOpXz58nh4ePDrr7+qLVuYjpUXMjMzqVSpEq1atcr+7HXOBerykZ/6ASBJ0veSJN2XJClQkqSmb7wTQoh3/o+fn5/QhoCAAJGQkCCEECI9PV1Uq1ZNnD59WgghxK1bt8SdO3dE3bp1xfnz59WW37Nnj2jUqJHIyMgQiYmJws/PT8TFxQkhhNi7d69QqVRCpVKJrl27ikWLFuUqf/PmTeHt7S1SU1PFw4cPhbOzs1AqlQW0t6+mUqk05uPgwYMiIyNDCCHE6NGjxejRo3OVzysfly5dEo8ePRJlypQRERERare/YMEC0adPHyGEEGFhYaJy5coiMzNTCCHE6dOnRWhoqDA2Nn63O61BXnXjxT4JIcT8+fNF//79c5XPKxdCCHH+/Hnx2Wefadyfgq4bKpVKbL+7XdRYX0P4rfETy64vExmZGWqX7bO/j+i9r7fGfAghxNOnT0WTJk2Eo6Ojxr/vC1FRUcLCwkIkJSXl+m7UqFFi+vTpQgghpk+frraeadvjz3qKyy1baczHxIkTxaxZs/Jcx6lTp0TNmjWFUqkUSqVS+Pv7i6NHjwohPry2I692IyAgQDRs2FCkpqYKIbKOa00GDx4sunXrJgYNGpT92cvHzLBhw7LrxssKUy6E0Nx2JCfEi30L5ojZnVuK5UP7i6/69BaTJ0/WuB51+RBC+21HYky02DVnmpjduaVY/d1gEfbogcZl86objRs3Fvv27RNCZNX5unXr5iofGBgo7t69K4QQIiQkRJQuXVrExMSIzMxMYW9vLwIDA4UQQowfP14sXbo0V/lLly6JkJAQIYQQ169fF7a2tkIIISIjI4WDg4MIDw8XQgjRq1cv8ffff79JOkTK3WgROuOcCPruhIjecU9kpqpvR4XI+7xSpUoVcezYMSGEEMuWLRPjxo3TuB51dWP58uWiZ8+e2edMdcdaYTpWLlzsJi5c7CaEEGLOnDmiW7duomXLltnfv8654L/5eFX9AC5k/YsKwFXAACgLPAB0xBv0Yz+qK8eSJGX/+s7IyCAjIyP7yWAPDw/c3NzyLH/r1i3q1q2Lrq4uxsbG+Pj4cODAAQBatGiBJElIkkS1atUIDs59G2rXrl107doVAwMDypYti4uLi9pfz+9LXvlo0qQJuv//RiZ/f3+1+5NXPipVqoSTk1Oe27916xYNGzYEwMrKCnNz8+yr9v7+/tjY2LyT/cyPvHJhZmaWvVxSUpLap8nzykVmZiajRo1i5syZGrdf0HVDkiTau7ZnV9td1LKrxbyL8+i+tzuB0YEal9eUD4Bhw4Yxc+bMfD1Zv3XrVpo3b46RkVGu73bt2kXv3r0B6N27t9qry4XBq/KRn/Kpqamkp6eTlpZGRkYG1tbWwIfXduSVi8WLFzNmzBgMDAyArONanYsXLxIWFkaTJk1yfP7iWBNCkJKSojbHhSkXoD4fQTevsnL4AO6cOo5/hy58NuNX9v19hG7duqldh6Z8FIa2w9jcIvuhwcToKNZ+P5R/Nq5GmZ77jXJ51Q1JkrKvjsbFxWFra5urfPny5XF1dQXA1tYWKysrIiIiiIqKwsDAgPLlywPQuHFjtm3blqt8pUqVstfr6elJamoqaWlpPHz4kPLly1OqVCkAGjVqpLZ8fhi6WmA9tDImn9iSdPYZYXMvkRIYrXbZvPIRGBhInTp18twf0Fw3Fi9ezIQJE1D8/1zY6o61wnasAAQHB7N3716++OKLHJ/n91ygLh/5rR9AW2CjECJNCPEIuA9Ue5P9+Kg6x5DV2Pj6+mJlZUXjxo2pXr16vsv6+Piwf/9+kpOTiYyM5OjRowQFBeVYJiMjgzVr1tCsWbNc5UNCQnBw+N/bjuzt7QkJCXnznXkH8pOP5cuX07x581yf5ycfefHx8WHXrl0olUoePXrExYsXX6v8u5ZXLl4M81i3bh0//vhjrrJ55WLBggW0adMmz87++6obpYxK8Uv9X5hbby7hyeF03dOVXy/9SlpmWq5lNeVj9+7d2NnZ4ePjk69tbty4UWOnICwsLDsvNjY2hIcX3ifk86ofCxYswNvbm379+qm9HVijRg3q16+PjY0NNjY2NG3aFA8PjxzLfEhth6Zc3L17l5MnT1K9enXq1q3L+fPnc5VVqVSMGDGCWbNmqV133759KV26NHfu3OHbb7/N9X1hywXkzIdTcROeHvoL05KW9PhpHp906cnpM2ewtrbO7vi9LK98FKa2o3z1T+gzdzEVajfImpv5u8GE3LmVazlNdeOXX35h1KhRODg4MHLkSKZPn57n9s6dO0d6ejrlypXD0tKSjIyM7IsnW7dufeW5Ytu2bVSqVAkDAwNcXFy4c+cOjx8/RqlUsnPnzrc61yj0dTBvXY5SA3yQDHSIWnGT6E2BZCblHhKlKR9eXl7s3r0byBrWqS6evOrGgwcP2LRpE1WqVKF58+bcu3cv1zKF8VgZOnQoM2fOzO7Uv5Cfc4GmfLxG/bADXv4i+P8/e20fXedYR0eHK1euEBwczLlz57hx40a+yzZp0oQWLVpQs2ZNunXrRo0aNbKvrr4wcOBA6tSpQ+3atXOVF2qm1Hqfc1qq86p8TJs2DV1dXXr06JGrbH7ykZd+/fphb29PlSpVGDp0KDVr1nyt8u9aXrmYNm0aQUFB9OjRgwULFuQqqykXoaGhbNmyRe1J/mXvu240LtOYXe120cK5BX9e/5NOf3XiSviVHMuoy0dycjLTpk1T+wNBnWfPnnH9+nWaNn3zoV2Fhab6MWDAAB48eMCVK1ewsbFhxIgRucrev3+f27dvExwcTEhICAEBAZw4cSLHMh9S26EpF0qlkpiYGM6cOcOsWbPo3LlzrtgXLVpEixYtcpy0X7ZixQpCQ0Px8PBQO3a/sOUCQKFQsHbeLCa0bcz127ex/aQB3afOwcrJGYANGzZo/IGoKR+Fse0oZmJKs4FD+fSHH8nMSGfjpO8IWPE76akp2ctoqhuLFy9m3rx5BAUFMW/ePD7//HON23n27Bk9e/ZkxYoVKBQKJEli48aNDBs2jGrVqmFqaprnueLmzZt89913/P777wBYWFiwePFiunTpQu3atXFycnon5xoDRzOsB1fCtIEDyVcjCJt7keRrETn+JprysXz5chYuXIifnx8JCQno6+vnWn9ex0paWhqGhoZcuHCBL7/8kn79+uVaprAdKydPhGBlZYWfn98bldeUj9eoH+p2/o3mOv3oOscvmJubU69evexb3/k1duxYrly5wuHDhxFC5LgSMHnyZCIiIpg7d67asvb29jl+zQQHB6u9taQN6vKxatUq9uzZw7p16zQeUHnl41V0dXWZN28eV65cYdeuXcTGxr5W+YKSV93o3r27xttf6nJx+fJl7t+/j4uLC05OTiQnJ+Pi4pKrrDbqRnGD4kyrNY0ljZaQqkyl1/5e/Hzu51wzWrycjwcPHvDo0SN8fHxwcnIiODiYypUr8/z5c7Xb2Lx5M+3bt0dPT0/t99bW1jx7ljXN3LNnzzTehi9M/ls/rK2t0dHRQaFQ8OWXX6q9bbljxw78/f0xMTHBxMSE5s2bc+bMmezvP9S247+5sLe3p0OHDtlDRBQKRa4HNk+fPs2CBQtwcnJi5MiRrF69mjFjxuRYRkdHhy5duqg91gpbLtLiY9k6bTwHl8zH0aU8n37Wi5B0FQodHSDrB8P27dvp0qWL2vKa8lGY2w4nn8r0nr2QSk1bcfngHlaNHMTjq5dyLPPfurFq1So6dOgAQKdOnTTe3o+Pj6dly5ZMnToVf3//7M9r1KjByZMnOXfuHHXq1NF4rggODqZ9+/asXr2acuXKZX/eunVrzp49y+nTp3Fzc3tn5xpJV0HxJk5YfVsJHXMDotffIWrNbTLjc96N+28+3N3dOXToEBcvXqRbt245Yn0hr2PF3t6eTz/9FID27dtz7dq1XOUL27Fy9WoEu3fvxsnJia5duxIQEMBnn30G5O9ckFc+8lk/goGXe9b2gPon7F9Be5fx3rGeGy9y5+Zz7C8fQt/IFGV6GifW7sC9yWec//1/75W/FRrP99uvUeJi7tsjKlUmGcmJGJgUJzb4PmeOnyGj1gBW/X6ah//s5tG/e6g79De6/XlWbQxxqY6cWTaJi6Y1SYmL5NSlG8y9koni2vt9r70KCEpNp0pxmNrOB3Nzc1JSUvj777/57rvvADhw4AAzZszg+PHjaseKQtbtotjYWEqWLMm1a9e4du1arnFReUlOTkYIgbGxMYcPH0ZXV5cKFSq8i118LTHbhhNz7RExPj5YWFjkysW9e/eyD7Tdu3fj7u6eax2acqGrq5uj42hiYsL9+/dzlW/Tpg3du3dn+PDhhIaGcu/ePapVe6OhUK/tE7tP2NF2B/MvzWfd7XXoK/SxwYbY2NhcdaNixYo5bnc5OTlx4cIFLC0t1a57w4YNed4+bdOmDatWrWLMmDGsWrWKtm3bvvP9exuZ8fGkP31KtJ6u2nxAVkP+4nbgjh078PLyyrUeR0dH/vzzT77//nuEEBw/fpyhQ4cCsHTpUg4ePMiRI0dy3Wp8QZv142Wbpp4jLDyMElZmGBczJS0jlU2rdtK+fm92zLmEk3FlFk1bR8xFM0IjnhAXlcTJVU+RpP+doDtWHkHHyllX1wPO7+ZB0G2ql+rM9tkXeR4VjI2lA0IIVu1Zig4W7JiTs9NlFO3CvHVjKaeoT3RcBFcv3CTkH112/JtzuYImhIr4sHM8vf8X+ob6NPt8IOU/qcvCZs2y6wbA33//jbu7O/b29mrXs27duuz/XrlyJRcuXODnn38GKNRth75hMRr07Y9bjdoc/P1Xtv00AavSnjQcNhBbpzK5jhNbW1uOHz9OvXr1CAgIUNt5SU9Pp3379vTq1YtOnTrl+C48PBwrKyvS0tKYMWMGY8eOzVU+NjaWli1bMn36dD755BO15WNiYli0aBGbN29+h9kAfRtjrAb6kvhPCHGHnxA84yzP9e9rPK+8iEelUjF16lS+/vrrXOvMq260a9eOgIAA+vXrx/Hjx7PH276ssLQbACnJj/n8c3NWrMgainPs2DFmz57N2rVrs2N91bkgr3zkp34Au4H1kiTNBWwBV+CNBmF/FJ1jIQSBSWkEJcRxY/l49CUBQoWDX0NsvbMOoODLx7m8aS5pibGcXDAScwdX6g7+Jed6MpUcnT0AAN1ixlTvOxGFTlaKLq6fhVEJawJmfgWAXaW6eLbMeZujuK0zDn4NODC5OwodXSp3HYFCoVPAe59TnDKTB8lppKlU3E+Non79oWRmZqJSqejcuXP21CrffPMNaWlpNG7cGMh6QG7JkiU51pWRkZF9C9jMzIy1a9dm38r49ddfmTlzJs+fP8fb25sWLVqwdOnSHOXDw8Np2rQpCoUCOzs71qxZk/3d6NGjWb9+PcnJydjb2/PFF18wadKkd5qLdKWKJccfUP3qv6SEJ1O7bj0UiFy5GDNmDIGBgSgUCsqUKZMrD6/KRX54enrSuXNnKlSogK6uLgsXLkRH5/3VDWM9Y36o/gPNnJrxTcA3xD+Lp379+mrrRn49fvyYoKAg6tatq3GZMWPG0LlzZ5YtW4ajoyNbtmx52115ZxKOHOH5pMkoIyOJsLfTmI/Ro0dz5coVJEnCyckp+1buyzp27EhAQAAVK1ZEkiSaNWtG69atAfj6668pU6YMNWrUAKBDhw5MmDAhR3lt148XUhLTiYqO4Jdto1CJTFQqwSc+jahSIevBogbV2rJw82SGzOqMrq4ug7tOyvdtXCEEv26cSEpqIkKAk60r/T/9PtdyjqXL8YlPYwbP6oiOQpcv23+HzntuRwGESklc2GlSFMXZeuMm60eOUXus5DXm/l3Qdt2wdfPg067j+Hf1GgICD/Jz453oFDPIlYs///yTIUOGoFQqMTQ05I8//si1rs2bN3PixAmioqJYuXIlkNUJ8vX1ZdasWezZsweVSsWAAQNo0KBBrvILFizg/v37TJkyhSlTpgBw6NAhrKysGDJkCFevXgVgwoQJajuTb0vSkTCta4+hZ0luLzyJXnAGDRo0UNtubNiwgYULFwJZx3zfvn1fa1tjxoyhR48ezJs3DxMTk1znV9B+3XiZUDui4X/e9lyQn/ohhLgpSdJm4BagBAYJId5o0mpJ3ZiVt1WlShWR11zCBUGpEow6fobtCiMMFQomu9jSpXQJrY9Ve1/ilZn8eD+Utc+iKFtMnzlujtS0KFwT0L9P14JjGb31GneeJ3DYYgYWekosh/+r7bAKhbTMNNIy0zDTN3v1wh8hZWQkz6dNI2H/AQzc3bGZOpWzkRHUq1dP26Fp3YuruO1HVNZyJIVDUmwM5y5foX79+toORSuUManE7LhP2t0Y9MuYod+4FOYu2h/uUxisWL6ClOhEBo7Me8x4UXHxUncA/Cqvf+/bliTpohCiyrtc50dx5RhAVyHRVkrjm6qVGHEniKF3gtgRFsssN3scixloO7wCdTAyju8CgwlPz2CQoxUjnUpTTOejHU6ep5T0TH75+y5/nnxIKVMD/uxVBdezphpfclIUGegYYKDzcR8T6gghiN+9m7CfpqNKTqbU0KGU/Lwfkp4evPSCGpnsBWNziyJzgeVlQiVIOvuMuP2PAYF5m3IY+9sgKYpeLjSSIE1H/YsoZB++j6Zz/EI5I0O2V3JhVWgUUx+EUu98ID8429DXzhKdj6yRi0jPYNy9EHaFx+JhbMjKimXxNVM/frgoOPMwijHbrvE4Kplu1Rz4voUHZoZ6oH6IuKwIyQgN5dmkSSSdOEkxX19spk3FQM0DMjJZUZcRkUzM1nukP4nHoLwFFu1d0LUw1HZYMtl79dF1jgEUkkRfO0salzRjVGBQVgcyLJY57g6UN/7wD3IhBNvDYhh/P4REpYrvypZmkKMV+hoe9vnYJaRm8PP+O6w7+xTHEkas/6I6NV3UP0AmK1qESkXMxo1EzJ6DAKzHjsWiezckLY3Lk8kKK5GpIuFECPFHniDp6WDRqTxGla2K5JVzmeyj7By/YG+oz3pvZ7aGxTDhXgiNzgcy3MmaQY7W6H2gt4dCUtP57m4wf0fF42dmxFx3R9w+gg7/mwq4E8bYHTcIi0/li1plGdHEjWL6csdHBmmPHvFs/HhSLlzEuGZNSv/4I/r2bzQfvEz2UUsPSSRm210yQpMoVtES8zbl0DHNPS+vTFZUfNSdY8iaPLpT6RLUK2HK2Hsh/PzoOX9FxDLP3RFv0w9nCIJKCNaERjHlQSiZAqa42NHP/uMbKpJf0Unp/PjXTXZeCaW8tQmLetSkkqOFtsOSFQJCqSRqxQoif1uAZGiIzU8/Ubx9O/kKmEz2HyJDRfyRpyScCEJhrEfJzzwo5iXfdZPJPvrO8Qul9PX4w9OJ9laxjLkbTPOLdxngYMWID+DhtYfJaQy/85QzcUnUsTBhlpsDZT7yhww1EULw17VnTNp9k4TUDIY2cmVgPRf0dQv331D2fqTevs2zseNIvXUL08aNKT1hPLqlSmk7LJms0El7HEfMtnsoI1Iw8rPGvGVZFEbqX+YjkxU1RaZz/ELzUubUNDdh8oNQFjwNZ19EHHPcHahhXvimPVOqBEuCwpn9+Dn6Com57g50K0LT0/3X87hUxu28zt+3w/FxMGfmp964lTbVdliyQkCVlkbkosVELV2KjoUFdvPnY9Y0/y+skcmKClWakrgDj0k6/QwdCwMsP/fC0FW+6yaTvazIdY4BiuvpMtfdkfZWFowIDKL95fv0sbNkrLMNprqFY7zqzcQUht15yrWEFJpbFmd6eXtKGxTNX/VCCDaeD+KnvbfJUKkY19KDvp+URecDHTcue7eSL13m2bhxpD98SPF27bAe8x065ubaDksmK3RS78YQs/0emXFpmNS0xaypEwqDwnHOk8kKkyLZOX6hdglTjlZzY8bD5/wZHMHhyDhmujnQsKT2Xo6QplLxy+MwfnsahrmuLn94OtG6VPEie7X4SVQSY7Zd5/TDKGo4l+TnTytSpqSxtsOSFQKqpCTC5/1CzLp16NqUxuHPPzGpXUvbYclkhY4qOYPYPQ9JvhSObqlilPraB4MyRfMlQDJZfhTpzjGAsY4OP7ra0dbKnGF3guhx7SEdrS340dWOEnrvNz0X4pIYducp95LT6FTagsku7z+GwiJTJVhx6hGzDwWip1AwvUNFulZ1KLI/EmQ5Jf5ziucTJpDx7BkW3btTatgwdEzkH00y2X8lX48gdtcDVMlKTOs7YNbAEUlPfkZDJstL0ex5qeFX3JjDVcsz/0kYvz4J42h0Aj+Vt6NNKfMC75AlZWby88NnLA2OxNZAj/XezjTQ4tVrbQt8nsDobde4GhRLIw8rprarSOniRXe6Otn/ZMbFEfbzDOJ27EC/bFnKrFuLUWX5Vccy2X9lxqcTu+s+KTej0LMzwbKfF/q2he/ZGpmsMJI7xy8xUCgYXdaGVqXMGXbnKf1vPmGHZQw/l3cosPG+J6ITGBEYRFBqOn3/f9yzSSEZ9/y+pStVLDx6n0XH7mNmqMdv3SrRyttGvlosAyD+0CGeT5lCZnQMJfv3x3LgABQGRXPWFplMEyEEyRfDiN3zCKFUUby5Eya17JF05HZUJssvuXOsRgWTYuytXJ4/giOY+egZdc7dZlI5O7rZvLuZImIzlEx+EMqGZ9GUK2bAzkou+BfCGTPelytBsYzeepW7YYm087VlQmtPShjLk9DLQBkRwfMpU0k4dAiDCh44/vEHhh4e2g5LJit0lNGpxGy/R9r9WPSdzLD41BW9Uh/OfP4yWWEhd4410FVIDHS0orllcYYHPmV4YBDbw2KY4/72cwzvi8iaazkqQ8m3jllzLRsW8rmWC0pKeiZzDgWy/NQjrM0MWd6nCg3crbUdlqwQEEIQt2MnYTNmIFJSKDV8OCX79kHSK5qztshkmgiVIPF0KPEHHoMkYd6uHMbVbJDkGX1ksjcid45foayRAdt8XVgbGsWPD0Kpdy6Q751L87l9qdd+O11EegY/3A3hr4hYvEyKsdbb+YN6S9+79u+DSMZsu87T6GR6VHdkTHN3TA3ljo8M0oNDeD5xIkmnTlHMzw+bKVMwcC6r7bBkskInIzyZmK13SX+agKGbBebtXdA1l5/RkMnehtw5zgeFJNHLzpJGJc0YfTeYCfdD2Rkey1x3B9yNi72yvBCCLWExTLgXQopKxQ/ONgxwsEKviP6qj0/NYPq+22w4F4RTSSM2fuWPv3NJbYclKwSESkXMuvWEz5uHBFhPGI9F165IiqJ5Z0Um00Rkqkg4Hkz8kacoDHSw6OKGkW8p+RkNmewdkDvHr8HWUJ81FcuyMzyWsfeCaXz+LkPLWPNtGSv0NZy8g1LTGR0YxNHoBKqaGTPX3QFX46L7q/7wrTDG7bxOREIa/es6M6xReQz1iuYDiLKc0h4+5Nm48aRcuoRx7drYTJqInp2dtsOSyQqd9OAEYrbeI+N5EsW8LTFvUw4dE/kZDZnsXZE7x69JkiTaW1tQ28KU8feCmfX4OXsiYpnr7kgls/8NkVAJwcqQSKY9fIYAprna0dfOEkUR/VUfmZjGpN032XPtGe6lTfmzVxW87c21HZasEBAZGUQtW07kwoUojIywnfEzZm3ayFfAZLL/EBmZxP39lMQTwShM9CnZswLFPOW7bjLZuyZ3jt+Qpb4uiz2daG8dx3d3g2l58S79HUoxqqwNoWnpjLgTxNm4JOpZmDLTzR7Ht3yI70MlhGDXlVAm/3WTpLRMRjQuT/+65dDXlW+TyyDl5k2ejRtP2u3bmDZrRulxY9G1tNR2WDJZoZP2MI6Y7fdQRqZgXLU0xVuURVFMPoXLZAVBPrLeUhPL4vibmzDlQSiLgyLY+CyaxMxMjHV0mO/uSOfSFkX2ClhobArjdt4g4E44lRzNmfmpN67WptoOS1YIqFJTiVy4iKjly9EpYYHdb79i1rixtsOSyQodVaqSuAOPSTrzDJ0Shlh+4YWhi4W2w5LJPmpy5/gdMNPVoZdtSf6JTuBRajoAjUua0bxU8SLZMVapBOvPPeXn/XfIVAkmtKpA75pO6BTRBxBlOSVfvMizseNIf/yY4h0/xXrUKHSKF9d2WDJZoZNyJ5rYHffJjE/DpJYdZk3KoNCXn9GQyQqa3Dl+S6mZKuY9CWPB0zBK6OmyqIIj1xNS+D0ogn9iE5lR3p4mlkXnxP8oMonvtl3j3KNoarlYMr1DRRxKFN3p6mT/k5mYRMTcucSsX4+enR2Oy5dhXLOmtsOSyQqdzKQM4vY8JPlyOLpWRpQa4IOBo5m2w5LJigy5c/wWzsUmMjwwiPvJaXQtXYJJLraY6+nSwRpaW5kz/E4Qva4/or2VOVNc7bHU/3jTrcxUsfSfR8w7fBd9XQUzP/WmUxX7InnlXJZb4okTPJs4CeXz55To3YtSQ4agMJJ/NMlkLxNCkHItktjdD1ClKDFt6IhZfQck+RkNmey9+nh7awUoUZnJTw+fsSIkEjtDPTb6OFOvRM5f9ZXNjDlUpTy/PQnnlydhHI9JYJqrPe2szD+6DuOt0Hi+23aN6yFxNKlgzZR2XlibFd3p6mT/o4yJIfznn4nbtRv9cuUos34dRpUqaTssmazQyYxPI2bHfVJvR6Nnb0KpLyuiV9pY22HJZEWS3Dl+TUej4hkZGERoWgaf21vyfVkbjHXVjwHTVygYUbY0LUoVZ/idIAbcesL2sBhmlLfH1vDDn5MyTZnJgoD7LD72AHMjPRZ2r0yLiqU/us6/7PUJIUg4eJDnU6aSGReH5cABlPz6axT6H369l8neJSEEyefDiN33EKEUFG9RFpNP7JB05HZUJtMWuXOcTzEZSibeD2Hz8xhcjQzYXdmVqsXz96vew6QYe/xcWRocwc8Pn1H33B0muNjSw6bkBzvv8cUnMXy37Rr3wxPpUNmO8S0rYGEsd3xkkBEezvMffyTx7yMYenriuHwZhm5u2g5LJit0lFEpxGy/R9qDOAyci2PRwRVdy1e/dVUmkxUsuXOcD3vCY/n+XjAxGUqGlrFmaBlrDHVebwyYjiTR38GKZpbFGXEniFGBwewIi2WOmwNljT6cOZCT0pTMPhTIyn8fY1u8GCv7VqWem5W2w5IVAkII4rZvJ+znGYj0dKxGjaRE795IunIzI5O9TKgEiadCiT/0GBQS5u1dMK5aGkme0UcmKxTks1YewtIy+OFeMHsj4vA2KcYGb2e8TN/uIaIyxQzY4luO9c+imXQ/hPrn7zC6rA1f2ZdCt5A3jCfvRfD99usEx6TQq0YZRjdzx8RArkIySA8K4tmECSSfPoNRlSrYTJ2CvpOTtsOSyQqdjOdJRG+7R0ZQAobuJTBv74Ju8Q/nAolMVhTIPRs1hBBsfB7NpPuhpKpUjHW2YYCD1TvrvEqSRA/bkjQoacqYu8H8+CCU3eGxzHN3wMOk8N1Si0vOYNq+W2y+EIyzpTGb+9egWtkS2g5LVgiIzExi1q4l/Jf5SAoFpSdNxLxzZySF/HS9TPYyoVSRcCyI+KNBKAx1KNHVjWI+peRnNGSyQkjuHP/H05Q0RgUGczwmAf/ixsxxd6CcUcHMvGBjoM9Kr7LsCo9l7L0QGl8IZHAZa4aUscagkHQuDtx4zvhdN4hOSmdAvXIMaeiKoZ48Cb0M0u7f59nYcaRcvYpx3TrYTJqEno2NtsOSyQqd9KAEorfeRRmWTDHfUpi3ckbHRH5GQyYrrOTO8f/LFIIVIZH89PAZEvBzeXt62Rb8A3OSJNHO2oLaFqZMvB/C3Mdh7I2IY56bA5Xz+cBfQYhISGPS7pvsvf6MCjZmrOhTFS+7ovMyE5lmIj2dyKVLiVq8BIWxMbazZmHWqqV8BUwm+w9Veibxh5+Q+E8IOqb6lOxdgWIeJbUdlkwmewW5cwzcTUpl+J2nXIhPpkEJU2a6OWD/nqdaK6mvy4IKZWhnbcHowCBaXrrHV/alGO1cGmOd93elVgjB9ksh/LjnFikZmYxq6sZXdZzRe80HEGUfp5TrN3g2bhxpgYGYtWiB9bix6JaQh9jIZP+V+iCWmO33yIxKxbh6aYo3L4vCUD7lymQfgiJ9pGaoBAufhjH3cRjGOgoWeDjyqbWFVq+ANSppxvFq7kx9EMrvwRHsj4xjjpsDtUuYFvi2g2OS+WHHDU7cjcCvjAUzPvXGxcqkwLcrK/xUKSlELFhA9IqV6FpaYr9oIaYNGmg7LJms0FGlKonb94ikc8/RKWmI5ZcVMSxnru2wZDLZayiyneOrCckMu/2UW0mptLEyZ5qrHaX09bQdFgCmujrMcHOgnbUFI+4E0enqA3rYlGBCOVuK6737P5lKJVh79gkz9t9BAJPbeNLTvwyKQj57huz9SDp3jmfjx5Px5CnmnTphNXoUOqYF/2NNJvvQpNyKImbnfVQJ6ZjUscOsURkU+vIzGjLZh+ajulceHh5O/fr18fDwwNPTk/nz52d/t2XLFjw9PVEoFAzYuZ8WF+8SlaFkhZcTf3g6ZXeMv/vuO7y8vPDy8mLTpk3Z5R89ekT16tVxdXWlS5cupKenq41h+vTpuLi44ObmxsGDB99qf2qYm3CkqhuDHK3Y8CyaOufucCAiLt/lg4KCNOZj1KhRuLu7417BC4fK9Ri36SyVy1hwcGgdetd0yu4Ya8rH559/jo+PD97e3nTs2JHExMRc209PT6dv375UrFgRHx8fjh07lv1ds2bN8PHxwdPTk6+//prMzMw3yFD+BcekaczF+PHj8fb2xtfXlyZNmhAaGqp2HZpy0adPH8qWLYuvry++vr5cuXIlV9m8clGvXj3c3Nyyy4eHh7+z/dYkr7rxwsxp05Akiavde4BK4LhyBTZTfszuGI8ePRpPT088PDwYPHgwQgggf3UjIyOD3r17U7FiRTw8PJg+fXr2d++7bkDebcekSZOws7PL/vvs27dP7To01Y/atWtnl7W1taVdu3Zqy7/LtuNtRMY+z7Nu/Pbbb7i5ueHp6cno0aM1ric+Ph47Ozu++eab7M969OiBm5sbXl5e9OvXj4yMDLVlC0suIO+60aVLl6y/rbcPjqXsqFLfHx0jXawG+mLewhmFvg5PnjzBz88PX19fPD09WbJkSXZ5bZxX3kZe7caVK1fw9/fH19eXKlWqcO7cuVzl88rFggULcHFxQZIkIiMj1W7/3Llz2ceSj48PO3bsyP5u7NixODg4YGLy/u52xsTEaMzH1atXqVGjBhUrVqR169bEx8drXI+6YyW/7QbA06dPMTExYfbs2QAkJCRkl/X19cXS0pKhQ4e+9f6+SlpaJtWqVctuvydOnJj9XXR0NI0bN8bV1ZXGjRsTExOjcT3q8nHkyBEqV66Mr68vtWrV4v79+2rLSpL0vSRJ9yVJCpQkqekb74wQ4p3/4+fnJ7Rh69at4uLFi0IIIeLj44Wrq6u4efOmEEKIW7duiQ3nLgqzSlVFicVrxbDbT0RsekaO8nv27BGNGjUSGRkZIjExUfj5+Ym4uDghhBCdOnUSGzZsEEII0b9/f7Fo0aJc279586bw9vYWqamp4uHDh8LZ2Vkolcp3sm+X45JE/bO3hXXAZfHVjUciPC39lWVCQ0M15mPvvv3i179vC9ex+0SpTzqJtr0GCJVKlaN8Xvl48W8hhBg2bJiYPn16ru0vWLBA9OnTRwghRFhYmKhcubLIzMzMUV6lUokOHTpk57ZALG8hbk+qojEXHFBeCgAAdENJREFUL+/L/PnzRf/+/XOtIq9c9O7dW2zZsiXPEPLKRd26dcX58+fffj9fQ151Qwghbm3aJGpZWAgbXT1xc9x4kZmcnKP8qVOnRM2aNYVSqRRKpVL4+/uLo0ePCiHyVzfWrVsnunTpIoQQIikpSZQpU0Y8evQoR/n3Ujf+X15tx8SJE8WsWbPyLJ9X/XhZhw4dxKpVq3J9XpBtx+vYPvuiWDrhgMZcBAQEiIYNG4rU1FQhRFZd1mTw4MGiW7duYtCgQdmf7d27V6hUKqFSqUTXrl3fezv6JvKqGyqVSiRdDhMhk/8VX1brIn7oNUyoMjJzlE9LS8vOV0JCgihTpowICQkRQmj/vPK68mo3GjduLPbt2yeEyPo7161bN1f5vHJx6dIl8ejRI1GmTBkRERGhdvtJSUkiIyMjO5ZSpUpl///p06dFaGioMDY2fnc7nIfly5eLSZMmacxHlSpVxLFjx4QQQixbtkyMGzdO47rUHSsv09RuvPx9x44dNbZTlStXFsePH8/Xfr2pCxe7ifMXuoqEhAQhhBDp6emiWrVq4vTp00IIIUaNGpV9Lpg+fboYPXq0xnWpy4erq6u4deuWEEKIhQsXit69e2d/B1zI+hcVgKuAAVAWeADoiDfox35UV45LlixJ5cqVATA1NcXDw4OQkBASlJms0jFlaKICAfzsas9cd8dcQxRu3bpF3bp10dXVxdjYGB8fHw4cOIAQgoCAADp27AhA79692blzZ67t79q1i65du2JgYEDZsmVxcXFR++v5TfiaGXGwihtjypZmf0Qcdc7eYevz6OyrderY2NiozceNkDgW3jNmzuEHNPKwYubATzFWxuUaa60pHwBmZmZA1o+rlJQUteO0b926RcOGDQGwsrLC3NycCxcu5CivVCpJT08v8HHepc301ebi5VgAkpKSNO6LplzkR1650AZNdUMZE0PIqNEM/fwLxlSsiF4pS6yGDEZRLOf825IkkZqaSnp6OmlpaWRkZGBtbQ3kr25IkkRSUhJKpZKUlBT09fWzy73vugGa2478yk/9SEhIICAgQO0VoIJsO15XCbNSGnOxePFixowZg4FB1ksrrKzUvx3z4sWLhIWF0aRJkxyft2jRAkmSkCSJatWqERwcnKtsYcoFaK4byrg0olbdInpjIDolDNkf/A99xg1A0s15WtXX18/OV1paGiqVCqBQnFdel6Z2A7KO6RdXR+Pi4rC1tc1VXlMuACpVqoTTK14cZGRkhO7/v3EzNTU1R9vg7++PzXueStLMzExjPgIDA6lTpw4AjRs3Ztu2bWrXoelYeSGvdgNg586dODs74+npqfb7e/fuER4eTu3atV9n196IJEnZV+4zMjLIyMjI/hvt2rWL3r17A5rrOmjOR37qF9AW2CiESBNCPALuA9XeZF8+qs7xyx4/fszly5dJdvWg3rk7rAqJpL99KXxMi1FJwxRpPj4+7N+/n+TkZCIjIzl69ChBQUFERUVhbm6efVDa29urPXGGhITg4OCQ/f+alntTegqJoU6l+buqG+WMDPjm9lM+u/aIkFT1t+Je9vjxYy5dvsyZBAvaLjxFWHwaSz6rzKIefmzbsJbmzZvnKqMpHy/07duX0qVLc+fOHb799lu15Xft2oVSqeTRo0dcvHgxR/mmTZtiZWWFqalp9gnifXhRN6pXr5792YtbcuvWrePHH3/MVeZVuRg7dize3t4MGzaMtLQ0teXzykXfvn3x9fVlypQpef7gKQgv8uEeG8vDFi3ZuXkzZfz8aHH4MJK++llbatSoQf369bGxscHGxoamTZvi4eGR/f2r6kbHjh0xNjbGxsYGR0dHRo4cSYmXZr3QVt0A9fVjwYIFeHt7069fP7W3A19VPwB27NhBw4YNc/wYe6Gg24439d9c3L17l5MnT1K9enXq1q3L+fPnc5VRqVSMGDGCWbNmaVxvRkYGa9asoVmzZrm+K6y5gP/lw1OnDGFzL5L2IJbirZy54xWPtU1pXF1d1ZYLCgrC29sbBwcHvvvuO2xtbQvNeeVN/bdu/PLLL4waNQoHBwdGjhyZY6jUy9Tl4nWcPXsWT09PKlasyJIlS7Lzp23/zYeXlxe7d+8GsoZ1/rc9gPwdK3m1G0lJScyYMSPH8IX/2rBhA126dHlvEw1kZmbi6+uLlZUVjRs3zs5HWFhY9o8XGxsbtcMH88rH0qVLadGiBfb29qxZs4YxY8ao27wd8HKig///s9f2ys6xJEkOkiQdlSTptiRJNyVJGvImG3qfEhMTaduhA54jxtL/USTGOjrsqezKZFc7dPKoIE2aNKFFixbUrFmTbt26UaNGDXR1ddV2VtRVtPwu97bKGxuyq7IrU13t+Dc2kTrn7rAyJBKVhk5VYmIizVu3w7zBFyw7F0aHSnYcGV6XZl42TJs2DV1dXXr06JGrnKZ8vLBixQpCQ0Px8PDIMcbyhX79+mFvb0+VKlUYOnQoNWvWzFH+4MGDPHv2jLS0NAICAt5BZl4tMTGRTz/9lF9++SVHYzNt2jSCgoLo0aMHCxYsyFUur1xMnz6dO3fucP78eaKjo5kxY0au8nnlYt26dVy/fp2TJ09y8uRJ1qxZU0B7n1tiYiId2rZlnEcFEsdPQGljw0rz4szatVNjxxjg/v373L59m+DgYEJCQggICODEiRPZ37+qbpw7dw4dHR1CQ0N59OgRc+bM4eHDh9nfa6NugPr6MWDAAB48eMCVK1ewsbFhxIgRucq96liBrJNUt27d1G73fbUdr0NdLpRKJTExMZw5c4ZZs2bRuXPnXLEvWrSIFi1a5OjQ/dfAgQOpU6eO2qtZhTEX8OJYac/kFkNRHQpD38EU66GVMa1lx8ZNGzX+bQEcHBy4du0a9+/fZ9WqVYSFhRW688rrUFc3Fi9ezLx58wgKCmLevHl8/vnnasuqy8XrqF69Ojdv3uT8+fNMnz6d1NTUt96ft6UuH8uXL2fhwoX4+fmRkJCAvpr2ND/HSl7txsSJExk2bFie46w3bsy7br5rOjo6XLlyheDgYM6dO8eNGzfyXTavfPxfe/cdFsXxP3D8vUeVDgoI0hUVAUGxa6yxF4y9xBhLmppEE6N+Uywx0ZgYW2yJRmPssWOJFXvvvSGgYKFJ73Dz+wPlp6GIChzCvJ4nT+RuZ/ezc3O7n5udnZ05cyY7duwgNDSUQYMG8cUXX+S2ity+GK/W2/SicReADVD7yb+NgVtAjfzKaGrM8f79+0Vqaqrwbt5CWA8fLSrtPy+mBT4QKZn/PwbsZcZ39u3bN3uMXPny5bPHNh07dky0adMmx/JTpkwRU6ZMyf67TZs24tixY6+5V/kLTkoRPc/fFtb+54Xv2VsiIDH5ufcfxycJF+9GwrzlENFo6j5x8GZ49nt//fWXaNCggUhMTCzQtp7Wx38dOHBAdOzY8YXlGzZs+Ny41mfjyGusVaFY0kFEz2gk0tLSRJs2bcSvv/6a56LBwcHC3d39havMqy7279//WnWxdOnSoq2LZ6SmpooWNWuKsXZ24rqXt4hcslRcPH9eWFpaCkdHR+Ho6Ci0tLSEvb29ePjw4XNlf/75Z/H9999n/z1p0iQxbdq0HNvIq20MGzZM/P3339l/Dxo0SKxduzbHckXeNp7Yv39/gdpHUFDQK7WPyMhIYWFhIZKTk3NdXhPHjtxsnH5WbJx+Ns+6aNu2bfbYciGEcHFxEeHh4c8t069fP2Fvby8cHR1F+fLlhbGxsRg7dmz2+xMnThS+vr7ZY+7/q6TUxVP79+8XqcmpomXdpuK7t0eI0AlHRcKph9n3aKSnpwsrKysREhJSoPW9//77Yt26dSX6vJKfvNqGiYlJdp2o1WphbGz8wnU9rYtn5Tfm+L+aN2+e43xenGOOZ8yYUaDjxs2bN0XdunVzvP6i78qLjhtNmjTJPlabmpoKc3Nz8dtvv2W/f+HCBeHq6voae1lwZ872FWfO9n3utYkTJ2aPg65atap48OCBECJrvHjVqlVzrCOv+ggPDxcuLi7Zy929e1e4ubll/83/jzn+H/A/8f/56y6goXhBnpvbfy/sORZCPBRCnHvy73jgOq/YTV3UotTg1r03tyxs8Hp/KLvrVGOMs02BH8WcmZlJVFQUAJcuXeLSpUu0adMGRVFo0aIF69evB2DZsmX4+vrmKN+lSxfWrFlDamoqQUFB3L59m3r1Xmm4S4E5ltNjrVdlZla353piCq1O32Tu3TAy1IIDN8Op1tSXCO0KfPb5KHaPakrTqpYA7Ny5k2nTpuHn54eBgUGu686rPoQQ2XeKCiHYunUr1atXz1E+KSmJxMREAPbs2YO2tjY1atQgISGBhw8fAlk9UTt27Mi1fGESQjBkyBDc3Nxy/OK8fft29r/9/PxyjSWvugCy90UIwebNm/Hw8MhRPq+6yMjIyL4zOz09nW3btuVavrCl3r1LXzc37EJC+KRlK1z8tlB+0PvUfDJbRnBwMMHBwdjZ2XHu3DkqVqz4XHkHBwcOHjxIRkYG6enpHDx4EDc3twK3DQcHB/z9/RFCkJiYyIkTJ6hevbpG2sbTWPNqH0/jgaxLnLl9Pvm1D8i6rNqpUyf09XN/FL0mjh15ya8uunbtmt2Tf+vWLdLS0qhQocJzy6xcuZJ79+4RHBzM9OnTee+99/jpp5+ArEuju3btYvXq1ajyOC6XpLoA0IkT9G/aDWe1FZ8N+ISKX/hgWLdidu/t3r17qV69OnZ2drmWDw0NJTk5Gcia3eDo0aNUq1atRJ9X8pJf27C1teXgwYMA+Pv75zrEJK+6KKigoCAyMjKArJkvbt68+cJxykUpv/p4OmxArVbzww8/8PHHH+con993BV583Dh8+HD2sXrkyJF8/fXXz83wkF+vc1GIjk4hJiYGgOTk5OzvBmS142XLlgF5t/W86sPc3JzY2Fhu3boFZJ1Dnx3G9ww/oI+iKHqKojgDrsArDdB/qcE6iqI4AbWAk6+ysaIihKDXxTscuBJI5LbN2FZ349HQ3vQDpkyZQocOHdi0aROffvopERERdOzYEW9v7xxT4qSnp2df5jMxMWHFihXZl0anTZtGnz59+Pbbb6lVq1aul4zc3d3p1asXNWrUQFtbm3nz5qFVDE+3UxSFvjblaWlhwv9uhfJD4EPm33xI1Lp9RJzfQ5XqNdg8vj+bx/9/fYwYMYLU1FRat24NZN3M8Oy0OpB3fajVagYOHEhcXBxCCLy8vFiwYEGOuMLDw2nbti0qlYpKlSplDxdITEykS5cupKamkpmZScuWLXM9cBSatATO3whi+fLjeHp64u3tDfx/XYwbN46bN2+iUqlwdHTMUQ/51QVkTU8VERGBEAJvb+9cy+dVF6mpqbRt25b09HQyMzN5++23+eCDD4qoIiAjPY1900cR/udONgYGUsPBAd+LF6BLl+z6KIgePXrg7++Pp6cniqLQrl07OnfuXOC2MXz4cAYNGoSHhwdCCAYNGkTNmjUJCwsr1rYRHhXC6dFDue5Qm+XLl+faPsaMGcOFCxdQFAUnJyd+//33HOvJr31A1qXNPMbIAZo7dvxXZmwsV6+fYPn63Oti8ODBDB48GA8PD3R1dVm2bNlLXeL/+OOPcXR0pGHDhgB069aN8ePHP7dMSakLkaHm0szNPLpwn/Wnt+NsZUOdMS1gDPRp1ZRaVSsDMH/TdlztbFk7KffP99KdIFbs2p91wVdAm3q1ubZxJdc2wlu25fn2yy8YOewTnGysaWJplOt63CqY4mBTES2VivfatWT9D98U5a7nSlvokPTAKM/vyaJFi/j888/JyMhAX1+fP/74I8c6rl+/zpdffomiKAghGD16NJ6engDMmTOHn3/+mUePHlGzZk06dOjA4sWLnyt/5MgRfvrpJ3R0dFCpVMyfPz/7x9mYMWNYtWoVSUlJ2NnZMXToUCZOnFhk9fH48WOuX7/O8uXLsbOzY+PGjQB0796dmjVrsmfPnuwfkk9v2lu6dGme6zty5AjBwcHPLTNr1iw6dOiQb7mnzp8/j76+/nPL/vnnn4waNapA5V+XlfVDQkNT+Wp0CzIzM1Gr1fTq1YtOnToBMG7cOHr16sWff/6Jg4MD69atK/C6tbW1WbRoEd27d0elUmFubs6SJUtyLCeEuKooyj/ANSADGC6EeKW5QBVRwJt/FEUxAg4CPwohNuby/ofAhwDW1tY+a9aseZV4XtkHwoQMAVOVBCoq6hcXKMX2pWmxWG1Ag8cJfGKtRldL8+P1NMnr/NeYxV4lVc+Sm9WGEW1RW9MhacSDtAesjlzJoCWB6BiZYzpwDGpzM02HpRFCCE4knuDi5fWMXpOEfqYWSV18SWrVEjSQiGmakpiI8foNhETYIgwMMB9UC/GfGUrKHDXY7E3mcVoY1zPPkc6Lb3wuzSwVG3x0m4G2iqhqgjg7kfsIzzLi9OnTpKWl5XnltayxsT2Mro4OFhafFPu2W7RocVYIUacw11mg5FhRFB1gG7BLCDHjRcvXqVNHFPc0VV3O3SIuNo4DLQq1ft5Yj5JSsS6nq/EbN0qKc1sWUjtkCUTeBK++0HYKGFi8uGApkJ6ZzqLLi1h0eREmuiZ87TGK1m5d8rysXdqFxIfw/fHvOfHwBD7WPkxw/YyYr39G/+JF9D08sPnxB/Rf4lLvmy5u924eTZ5M5uNoyg8dSoVhn6B6Mt1WWadOzeDQ8SM0b95c06GUCBlRyURvuE1qYCx6LqaYd3NFu0LZ/RF14MAB2TZKAEVRCj05fuGwCiUru/oTuF6QxFhTtBSlLP+IzaGigTy5PSvOtDp0PAyHfoEjMyFgL3SYDjV8oRT/gLgccZnxx8YTEBNAR5eOjK07FnN9c02HpRGZ6kxW3VjFb+d/Q6Wo+K7Bd/So2gOVouLAxx9ROTWVR5N/IKh7Dyp8+AHlP/4YVT4zdrzpMiIieDT5B+J370avhhsOf/yBfu7j+MoslV7JmCaspNAuX44KH3iSdDqMmO2BhM0+h0lrR4yaVEJRld7jqFT2FOSb3xgYAFxWFOXCk9e+FkLk/gxVSSqptPWg5bdZCfGWEbBuIFTvBB1/BeOKLy7/BknOSGbu+bmsuL4Cy3KWzGs1j6Z2TTUdlsbcibnD+GPjuRRxibcqvcX4huOpaPjMZ64omLRrh0H9+oT/9BOR8xcQt3s3tj/8QLknYytLCyEEsZs2EzZtGiI5GcsvvqD8oPdRdHQ0HZr0BlAUBcN6FdGvZk705gBidwSRdCkCix5V0amY+zMEJOlN88LkWAhxhDI9skgqdSp6wtB9cHwuHJgK8+plDbPw7l8qepFPPTzFhGMTCE0IpVfVXozyGYWRbt7zYJZm6Znp/HnlT/649AeGOoZMfWsqHZ075jncSNvcHNtp0zDp2JGHEyYS3LcfFu8NwPLzz1GVgrGFaaH3eTRhAolHj1LOxwebyZPRc3HWdFjSG0jLVI/y79Ug+VIkMX53CPvtPMbN7TFpYZ/jKYGS9KaR14yksklLG5qMzOo59vsUtgyHy+ug82wwd9J0dK8kPi2eX8/8yobbG3AwdmBJ2yXUrVhX02FpzNXIq4w/Np5b0bdo79SesfXGUr5c+QKVNWraFJetfkTMmMHjZX8Tv88fm8nfY/hkloU3jVCriV65ivCZM1EA6+++xbxvX5QyOu5cKhyKomDgZYleFTNit94hft89kq9EYtGjKrr2xpoOT5JemTwySmVbhSrw/vasoRWhZ2F+QzixENSvNPuLxhwIOUDXzV3ZFLCJQe6DWN9lfZlNjFMyUphxZgb9dvQjJiWGOS3m8HOznwucGD+lZWRExfHjcVz+N4qWFvcGDebBt9+SGRdXRJEXjdTAQO6+O4CwH3/EwMcHl61+WPTvLxNjqdBoGepg0ac65d93R6RkED7/AjHbAlGnvVnHUUl6SvYcS5JKBXWHQtV2sHUk7BwLVzaA71ywLNmzFjxOecxPJ3/i3+B/cTV3ZU7LObhXcNd0WBpz+tFpJh6byL34e3R37c6Xdb7EWPf1erAM6tbFectmIufNJ2rJEhIPHqLixAkYt2pVSFEXDZGeTtSfS4icNw+VgQG2037CpEsXOYONVGTKVbdAb5QPsTuDSThyn+RrUZh3d0W/spmmQ5OklyK7DiTpKVM76L8Oui2CqABY2AQO/gKZ6ZqOLAchBNsCt+G72Ze99/YywnsEazuuLbOJcUJaApOPT2bwrsGohZrFbRYzsdHE106Mn1Lp62P15Rc4rV2LVvnyhA4fQeioUWQ8ebphSZN89SpBvXoTMWsWRq1a4bJ9G6a+vjIxloqcSl8b865VsPzQE0WByEWXid54G3VyhqZDk6QCkz3HkvQsRYGavcClBfw7Bvb/ANc2Z/Ui29bSdHQAPEp8xOQTkzkUeoialjX5vtH3VDarrOmwNOZQ6CG+P/49EckRvFfjPUbUGkE57aKZe7WchzvO6/7J7pENPHYc66//V2J6ZNUpKdk93FoW5lT6bQ4mT56CKUnFSc/FDOuRtYnde4+EQ6Ek33iMedcqlKvxcsObJEkTZM+xJOXGyBJ6LoU+qyAxEha1hD3jIT1ZYyGphZp/bv5D1y1dOf3oNGPrjuXvdn+X2cQ4OiWacYfHMXzfcIx1jVnefjlf1f2qyBLjpxQdHSp8/BHOmzeh6+zMg7HjCPnoI9IfPCjS7b5I0tmzBHV9h6hFizDt6kvlbdtkYixplKKjhVl7Z6yGe6NloE3U39eIWnWdzISy/bRBqeSTPceSlJ/qHcGxMez5Do7OhuvboMtv4NS4WMO4G3eXiccmcibsDPVt6jOh4QTsje2LNYaSQgjBzuCdTD05lfj0eD7x+oQPPD9AR6t45+nVq1wZx5UriF61mvCZMwns1BnL0V9i3qdPsd7slpmQSMSMGUSvWoVOpUo4LPkTw0aNim37kvQiunbGWI2oRfzBUOL875EaEINZ58qU87YsEVdcJOm/ZM+xJL1IObOshPi9LaDOgL86wLYvIKXoZy3IUGew9MpSuvt15+bjm3zf6HsWtV5UZhPjsMQwPtv/GWMOjaGSUSXWdlrLMO9hxZ4YP6VoaWEx4F1c/Pwo5+1N2PeTufvee6QGBRXL9hMOHyawS2eiV6/G/L0BuPhtkYmxVCIp2ipMWjlg/VkttCuU4/Ham0Qtu0ZGTKqmQ5OkHGRyLEkF5dIchh2HhiPg7NKsad9u7S6yzd18fJN3d7zLjLMzaGzbmM1dN/OO6ztlsqdFCMH6W+vpuqUrJx6cYHSd0azosIKq5lU1HRoAunaVsP9zMTZTppB66zZBvl2JXLQIkVE0NyFlREdnDef44ENU5QxwXLWSil9/jcpQPqFMKtl0rA2x/NgL004upN6JIWzmWRJOPESohaZDk6RsMjmWpJehawhtf4Qhe0DPCFb1hI0fQmJUoW0iLTONuefn0mdbHx4mPmR6s+nMajELKwOrQtvGmyQkLoShu4cy6fgkapSvwcYuGxnoPhAtlZamQ3uOoiiYdXuHytu3YdSsGRG/ziC4V29Srl8vtG0IIYjbuZPATp2J3b6dCsM+wXnTRgxqlYybRSWpIBSVgnGTSliP8kHX3piYzQFELLpEeqTm7umQpGfJ5FiSXoVdHfjoEDQblzUn8rx6Wf8Xr9f7cSH8Aj239uT3S7/TwaUDW3y30NapbZnsLc5UZ7Ls6jK6+XXjWtQ1JjScwOI2i7E3KdlDSrQtLbH7bQ6VZs8mPTycoB49CZ85C3Xq610+Tg8PJ/TTT7k/chQ6FSvivH4dlp99hkpXt5Ail6TipW2hT4UhHph3dyX9YSJhs84RfzAEkSl7kSXNkjfkSdKr0taDFv+DGl2yHj+9fjBcXg8dZ4CJzUutKik9id/O/8bK6yuxNrRmfqv5vGX3VhEFXvLdjr7NhGMTuBx5meZ2zfm2wbdYG1prOqyXYtK2DYb16xH20zSifv+d+D17sPnhBwxqv1wvrxCC2I0bCftpGiItDauvRmMxcCCKtjx8S28+RVEwrFsR/WrmRG++Q+y/wSRdisS8uyu6tkaaDk8qo2TPsSS9Lmt3GLIX2vwAd/xhXn04u6zAvcjHHxynm183VlxfQe9qvdnsu7nMJsbpmeksuLCAXtt6ERofys9Nf2ZOyzlvXGL8lJaZGbY/TcV+0SLUKcnc7d+fRz/8iDoxsUDl00JDCRkyhIfffIt+tWo4b95E+SFDZGIslTpaJnqUH+CGRb/qZMamEj73ArG7gxEZak2HJpVB8ggrSYVBSxsafQrVOoDfZ7D1M7iyHjrPAQvnXIvEpcUx/fR0NgVswtHEkb/a/YWPtU8xB15yXI64zPhj4wmICaCDcwfG1RuHub65psMqFEZvNcHFbysRM2cSvXIlCf7+VPz+e4ya5D4loMjMJHrlSsJnzkJRqag4cQJmvXoV6xRxklTcFEXBoKYlepXNiN0eSLx/CMlXIjHvXhU9RxNNhyeVIfJIK0mFqXxlGLgVOs2CBxeyZrQ4Pg/Umc8ttu/ePrpu7orfHT+GeAxhfef1ZTYxTs5IZvrp6bz777vEpcUxt+VcpjWdVmoS46e0jAyp+N23OK5cgaKnR8jQoTz439dkxsY+t1xqQAB3+79L2JSpGNSri8u2rcU+d7IkaZKWoQ4WvapRYZA7Ik1NxMKLxGy9gzot88WFJakQyJ5jSSpsKhXUGQSubWD7F7Dra7iyEbr8RqSJFVNPTmX33d1Ut6jO3FZzqVG+hqYj1phTD08x4dgEQhNC6VW1F6N8RmGkW7rHGRrUro3z5k1Ezl9A1OLFJBw5TMXvvsO4eXOi/vyTyPkLUBkaYvvLz5h06lQmb8aUJAD9ahZYj6pN7M5gEo4+IPlaFObdXNF3LV0/nKWSRybHklRUTCtB3zVwZQPi3zFsXdGWaVZWJCP4rNZnvO/xPjoqzTy8QtPi0+L59cyvbLi9AQdjB5a0XULdinU1HVaxUenpYTVqJCbt2vLgm2+4/9nnqIyMUCckYNKhA9bffI12+fKaDlOSNE6lp425bxUMaloSveE2kX9ewaCONWYdnFEZlM3jp1T0ZHIsSUVJUXjo3JhJNVtwNOwU3knxTFKb41K+NpTRxPhAyAEmH59MZEokg9wH8Yn3J5TTLqfpsDRC19kZg/r1Sb1+A3VCAoqBAYZNmqBlYaHp0CSpRNFzNsX689rE7btL/KFQUm4+xty3CuU8Kmg6NKkUkoPYJKmIqIWa1TdW03VLV85FXWZcvXEsazYTl6Q4WPw27PoG0pI0HWaxeZzymDEHx/Cp/6eY6puyqsMqvqjzRZlNjBNPnSLQ15fopX9h1qMHTuv+Qd/NjYdff03I0A9IC72v6RAlqURRdFSYtnPGangttIx0iVpxnaiV18mMT9N0aFIpI3uOJakIBMUGMfHYRM6Fn6OhTUMmNJpAJaNKWW86NYE9E+D4XLixHbr8Bs6ld+o2IQQ7gnbw06mfSEhPYLj3cIZ4DEFHq2z2nGcmJBA+fToxa9aiY2+Pw19LMWzQAADH5X8TvXo1Eb/OILBLF6xGjcK8fz95M54kPUO3khFWI7yJPxRK3N57pATEYNbJBYPaVnKMvlQo5BFXkgpRhjqDxZcX08OvBwExAfzQ+Ad+b/37/yfGAPqm0HkWDNyW9feyTrD1c0iJzXWdb7JHiY8Y4T+CcYfH4WDiwLpO6/jY6+MymxgnHDxIYKfOxPyzDov338dly+bsxBhAUamw6N8fl61+GPj4EPbjj9x9dwCpgYEajFqSSh5FS4VJCwesP6+NjpUB0etuEbn0KhkxKZoOTSoFZHIsSYXkxuMb9Nvej9nnZtPMvhlbum7Bt4pv3j0Zzm/BJ8ey5kc+9zfMawA3dxZv0EVELdT8c/Mfum7pyulHpxlbdyx/t/ubKuZVNB2aRmRER3P/qzGEfPQxWsZGOK1ehfW4sagMDHJdXqdSJez/+B3baT+RducOQb5diVz4OyI9vZgjl6SSTcfKAMuPamLWpTJpwbGEzThHwvEHCLV8BLX06mRyLEmvKTUzlTnn5tBnWx/Ck8KZ0XwGM5rPoEK5AtwoomuQ9WS9oXuhnDms7g3rh0BiZNEHXkTuxt1lyK4hTD4xGY8KHmzosoF3a7yLlkpL06EVOyEEcTt2ENixE3E7d1Jh+HCcN2ygnJfXC8sqioKpry8u27dh1KoVEbNmEdSrN8lXrxZD5JL05lBUCkaNbLEe6YOuozExW+4Q8ccl0iPKzj0dUuGSybEkvYbz4efp4deDRZcX0cmlE1u6bqG1Y+uXX1ElH/jwADT/Gq5tgbl14dK6Aj+CuiTIUGew9MpSuvt15+bjm3zf6HsWtV6EvbG9pkPTiPSwMEKHj+D+F1+iU6kSzuvXY/npCBRd3Zdaj3aFCtjNmkml3+aQERlBcK/ehP86A3WKvHwsSc/SttCnwmAPzHtWJT0sibDZ54g7EILIlI+gll6OvCFPkl5BUnoSs8/NZvWN1dgY2vD727/TqFKj11upti40Hws1usCWEbBxaNYjqDvOyJozuQS7+fgmE45N4GrUVVrYt+DbBt9iZWCl6bA0QghBzLp1hP/8CyIjA6sxY7AY+B6K1uv1nJu0bo1hvXqE/fwzUYsWEb9nDzY//oCBT9l8sqIk5UZRFAx9rNGvak7MlgDidgaTfCkC8+5V0a1Uuh8wJBUe2XMsSS/p2P1jvLPlHVbfWE3f6n3Z5Lvp9RPjZ1m5wZDd0HYKBB6EefXhzBJQl7zej7TMNOaen0ufbX14mPiQ6c2mM7vF7DKbGKfdu8e99wfxaPwE9GvUwGXLZsoPHvTaifFTWqam2P74Iw5L/kSkp3O3/7s8+n4ymQmJhbJ+SSottIx1Kf9uDSz6u5EZl0b4vPPE7gpGpJe846hU8sieY0kqoNjUWH45/Qtb7mzBycSJZe2XUcuqVtFsTKUFDYdDtQ6w9TPYNirrEdSdZ0P5ykWzzZd0MeIiE45O4E7sHTq7dGZM3TGY6ZtpOiyNEJmZPP57ORGzZ6Noa1Nx0iTMevYosinYDBs1wsVvC+GzZxO9fAXxB/ZjM2kSRm+V3ikBJelVGHhWQL+yKTHbg4jfH0LylUjMu7ui52Sq6dCkEkz2HEtSAey5uwffzb5sC9zGB54fsL7L+qJLjJ9l4Qzv+WXNhfzwEixoBEfnQGZG0W87D0npSUw7NY0BOwaQmJHI/FbzmfLWlDKbGKfcukVw336ET5uGYYMGuGzbinnvXkU+N7HK0JCKX3+N46qVqMoZEPLBhzwYO46M6Ogi3a4kvWlUBjpY9KxKhcEeiHQ1Eb9fIsbvDurUTE2HJpVQsudYkvIRmRzJlJNT2HN3D24WbixsvZDqFtWLNwhFgdrvQZXWsP1L2PMdXN0EvnPB2r1YQzn+4DiTjk/ifsJ9+lTrw0ifkRjqGBZrDCWFSEsj8o9FRP7+O1pGRtj+Oh2TDh2K/SEEBrVq4bxpI1ELFxL5xyISjhyh4nffYty2rXwggiQ9Q7+qOdajfIjbFUzC8QckX4vCvJsr+lXNNR2aVMLInmNJyoUQgs0Bm+myuQsHQw4ysvZIVnVcVfyJ8bNMbKDPSuixFGLuwe9NYf8UyEgt8k3HpcUx/uh4PtzzIdoqbf5q9xffNPimzCbGyZcuEdS9B5Fz52LSti0uO7Zj2rGjxpJRla4ulp99hvP6dehUrMj9kaMI/fRT0sPDNRKPJJVUKj0tzLpUxvKjmig6KiKXXOHxPzdRJ8k5xKX/J3uOJek/7ifcZ9KxSRx/eJzaVrWZ2GgizqbOmg4ri6KARzdwaQ47x8HBaVlTv3WZC/Z1i2ST++7t48cTP/I45TFDPIbwsdfH6GvrF8m2Sjp1cjIRc37j8bJlaFtaYrdgPsYtWmg6rGz61avjtHYNj5ctI2LObwR27IT1uLGYdusme5El6Rl6TqZYf1abOP97xB8MIeVWNGa+VTDwLMD89FKpV+p6jgcPHoyVlRUeHh7Pvb5u3Trc3d1RqVScOXMmz/JjxozB3d0dNzc3PvvsM8STeWb9/f2pXbs2Hh4eDBw4kIyM3Md8Tp06lSpVqlCtWjV27dpVeDv2ivKqj6+++orq1atTs2ZN3nnnHWJiYnItn1d9CCH45ptvqFq1Km5ubsyZMydH2fT0dAYOHIinpydubm5MnTo1+720tDQ+/PBDqlatSvXq1dmwYUPh7XQe8qqL7777jpo1a+Lt7Y1nY086/tWRixEX+ab+NyxttzQ7Mc6rLp769NNPMTLKe6qgQm0bBhbQ7Q/otw5S4+HP1rDza0gr+KwFedXHU5OmTkJRFEb4jcBC34KVHVcy0mdkdmI8duxYPDw88PDwYO3atdnlCtI20tLSGDRoEJ6ennh5eXHgwIHn3ivutgF518fEiROpVKkSNatWxd3Kik2//YZZz564bNuaIzGOi4ujUqVKjBgxIvu1uXPnUqVKFRRFITIy/4e73Lt3DyMjI6ZPn5792jfffIO9vX2+betZirY25YcMwXnzJvSrVePhN98SMmQIaaGhBSoP+beN3377jWrVquHu7s6YMWNyLZ9X29i3bx+1a9fG29ubJk2aEBAQkGv5N+U42rt3b7y9vfH29sbJyQlvb+8cZe/evYuPjw/e3t64u7uzcOHC7PfexPNKXnVx4cIFGjRogLe3N3Xq1OHUqVM5yuZXFwU5bpw6dSq7vr28vNi0aVP2e69y3FB0VJi2dcJqRC20THR5vPI6UcuvkRmX9tr1cfHiRRo2bIinpyedO3cmLi7upeqjf//+VKtWDQ8PDwYPHkx6Hk/HLEltIyQkhBYtWuDm5oa7uzuzZ8/Ofu/x48e0bt0aV1dXWrduTXQu90bkVx9DhgzBy8uLmjVr0qNHDxISEnKNQVGU/ymKEqAoyk1FUdq+8s4IIQr9Px8fH1Hcup67JZr7nxYHDx4UZ8+eFe7u7s+9f+3aNXHjxg3RrFkzcfr06VzXcfToUdGoUSORkZEhMjIyRIMGDcT+/ftFZmamsLOzEzdv3hRCCPHdd9+JxYsX5yh/9epVUbNmTZGSkiICAwOFi4uLyMjIKPydfQl51ceuXbtEenq6EEKIMWPGiDFjxuQom1d9CCHEkiVLxIABA0RmZqYQQoiwsLAc5VeuXCl69+4thBAiMTFRODo6iqCgICGEEOPHjxfffPONEEKIzMxMERERUSj7m5f9+/fnWRexsbHiTvQd8e72d4VNfxvh1tFN3I+//9wy+dWFEEKcPn1avPvuu8LQ0DDX7Rdp20iOFWLrKCEmmAgx01OIO/tfWESIvNuGWq0Wfx76U5jVNBM65XXErwd+FWmZac8ts23bNvH222+L9PR0kZCQIHx8fERsbKwQomBtY+7cueL999/Pfr927drZyxd32xAi//bx3bhx4ru33xbXqlUXt1u3EQknTua5ns8++0z07dtXDB8+PPu1c+fOiaCgIOHo6PjCfenWrZvo0aOH+OWXX7JfO378uHjw4EGebSs/6sxM8Xj1anGjto+47l1LRC1bJtQFaHd51YW/v79o1aqVSElJEULk/tnm1zZcXV3FtWvXhBBCzJs3TwwcODBH+ZJ2HM2vbTzriy++EJMmTcrxempqanZ9xcfHC0dHR3H//v039rySV120bt1a7NixQwghxPbt20WzZs1ylM2rLoQo2HEjMTEx+7z14MEDYWlpmf336x431BlqEbv/ngj55rAInXBMJJx+JNRqdb5l8msbderUEQcOHBBCCPHnn3+Kb7/9Nkf5/Opj+/btQq1WC7VaLfr06SPmz5+fo3xJaxsPHjwQZ8+eFUIIERcXJ1xdXcXVq1eFEEJ89dVXYurUqUIIIaZOnZprzpFffTw9hgghxKhRo7LXJYQQwJms/1EDuAjoAc7AHUBLvEIeW+p6jps2bYqFhUWO193c3KhWrVq+ZRVFISUlhbS0NFJTU0lPT8fa2pqoqCj09PSoWrUqAK1bt871V+mWLVvo06cPenp6ODs7U6VKlVx/PRenvOqjTZs2aGtnjapp0KABobn0KuVVHwALFixg/PjxqJ7ckW9llXNeW0VRSExMJCMjg+TkZHR1dTExMQFgyZIl/O9//wNApVJRoULRX8rKrS7S1emsDV5Lj609CIoL4u2Kb9PUrim2RrY59iWvusjMzOSrr77i559/znPbRdo29E2g0wx4fweotOFvX/D7FJJj8i2WW308THjIsH3DGPXFKBp/0BgrAyvec38PHZXOc8tdu3aNZs2aoa2tjaGhIV5eXuzcuRMoWNu4du0arVq1yn7fzMws+4qOJtoG5F4f8f77iV61iuRLl7AYMhiXLZsxrF8v1/Jnz54lLCyMNm3aPPd6rVq1cHJyeuH2N2/ejIuLC+7uz99k2aBBA2xsbF5uZ55QVCrM+/TBZdtWDOrVJWzKVO72f5fUPHpsn8rruLFgwQLGjRuHnp4ekPdnm1fbUBQluwctNjYWW1vbHOXfpOPoU0II/vnnH/r27ZvjPV1d3ez6Sk1NRf1kvvI39bySV10U5LPNqy6gYMcNAwOD7PNWSkrKc0OFXve4oWgpmDS3x/rz2uhUNCB6/S0il1wh43H+T6LMqz5u3rxJ06ZNgbw/2/zqo8OTm3sVRaFevXq5nqNLWtuwsbGhdu3aABgbG+Pm5sb9+/ezYx04cCAAAwcOZPPmzTnK51cfT3MHIQTJycl5DRPzBdYIIVKFEEFAAJD7AfsFSl1y/DoaNmxIixYtsLGxwcbGhrZt2+Lm5kaFChVIT0/PPnmvX7+ekJCQHOXv37+Pvf3/PyrXzs4uu2GUZEuWLKF9+/Y5Xs+rPgDu3LnD2rVrqVOnDu3bt+f27ds5yvfo0QNDQ0NsbGxwcHBg9OjRWFhYZA/h+O6776hduzY9e/YkLCysSPcxN9eirtF3W1/mnJ+D7m5dgkYHcW7nOSZPnpxj2fzqYu7cuXTp0iXfBKZY2oZTY/jkKDQeCedXZj085Mb2AhVVCzVrbqyh65au7N2xlwbVG+A33A9tVe63JXh5efHvv/+SlJREZGQk+/fvz/5OFKRteHl5sWXLFjIyMggKCuLs2bOEhISUmLaR8fgx978cTeiwYaj09flHW5vWy5czdPjwXC8HqtVqvvzyS3755ZdX2l5iYiLTpk1jwoQJrxt6rnRsbLBfuBDbX34mLTiYoHe6EblgASKt4JePAW7dusXhw4epX78+zZo14/Tp0zmWya9tLF68mA4dOmBnZ8fy5csZN25cjvJv4nH08OHDWFtb4+rqmuv7ISEh1KxZE3t7e8aOHYutrW2pO6/MmjWLr776Cnt7e0aPHv3cMLpn5VYXULDjBsDJkydxd3fH09OThQsXoq2tXajHDR1LAyw/rImZb2XS7sYTNussCUfvI9TixYWf4eHhgZ+fH5A1rDO3zxbyro+n0tPTWb58Oe3atctRtiS3jeDgYM6fP0/9+vUBCAsLyz5H2tjYEJ7HzcL51cegQYOoWLEiN27c4NNPP82teCXg2YoOffLaS5PJ8TMCAgK4fv06oaGh3L9/H39/fw4dOoSiKKxZs4ZRo0ZRr149jI2Ns3+9PkuInF+ekn4TzI8//oi2tjb9+/fP8V5e9QFZv+r09fU5c+YMH3zwAYMHD85R/tSpU2hpafHgwQOCgoL49ddfCQwMJCMjg9DQUBo3bsy5c+do2LAho0ePLvJ9fUogmHl2Jv229yMqJYpZLWZxYvkJ7ofep3///sydOzdHmbzq4sGDB6xbty6vL+r/b7O42oZOOWg9CT7YB4aWsKYfrHsfEvKetSBdnc6gnYP48eSPuBu7Y3TYiH/m/oNKyfvw0KZNGzp06ECjRo3o27cvDRs2zP5OFKRtDB48GDs7O+rUqcPIkSNp1KgR2tramm8bQqCOjyewQ0fidu+mwmef8r+9ewm8d48LFy5gY2PDl19+maPc/Pnz6dChw3MnqpcxYcIERo0aVeBxxa9CURRMO3fGZfs2jFu3JmL2HIJ69iL58pUCryMjI4Po6GhOnDjBL7/8Qq9evXK07fzaxsyZM9mxYwehoaEMGjSIL774Isc23sTj6OrVq3PtNX7K3t6eS5cuERAQwLJlywgLCyt155UFCxYwc+ZMQkJCmDlzJkOGDMl1udzqAgp23ACoX78+V69e5fTp00ydOpWUlJRCP24oKgWjhrZYf1EbXSdTYrYGEvH7JdLDkwq8jiVLljBv3jx8fHyIj49HV1c31+Xyqo+nhg0bRtOmTXkrlwf8lNS2kZCQQPfu3Zk1a1Z2j29B5VcfS5cu5cGDB7i5uT13L8Mzctv5l/tV84RMjp+xadMmGjRogJGREUZGRrRv354TJ04AWT2Hhw8f5tSpUzRt2jTXHgI7O7vnfh2GhobmemmppFi2bBnbtm1j5cqVuX6h8qsPOzs7unfvDsA777zDpUuXcpRftWoV7dq1Q0dHBysrKxo3bsyZM2coX748BgYGvPPOOwD07NmTc+fOFeGe/r/LEZcJiQthyZUl+FbxZbPvZlo5tMp+v1+/frle/sqrLs6fP09AQABVqlTBycmJpKQkqlSpkqN8sbcN21rw4X5o+W1W7/G8enBxLTxzMM1QZ7Dmxhruxd3jdsxtJjeezEinkdy/ex8vLy+cnJwIDQ2ldu3aPHr0KMcmvvnmGy5cuMCePXsQQmR/JwrSNrS1tZk5cyYXLlxgy5YtxMTE4OrqqtG2kf7wIQ+/+Zb0R4/QcXTAZeMGLIcNo6K9PVpaWqhUKj744INcL1seP36cuXPn4uTkxOjRo/n7779z7RXNy8mTJxkzZgxOTk7MmjWLKVOm5PojrTBoly9PpRm/Yjd/HpnR0QT37k3YL7+gTsn/8jFkfbbdnsx8Ua9ePVQqVa43GebWNiIiIrh48WJ2T1Lv3r05duxYrtt4k46jGRkZbNy4kd69e79wWVtbW9zd3Tl8+DBQus4ry5Yto1u3bkDW9/ZFl/f/WxcFOW48y83NDUNDQ65cuVJkxw1tM30qDHLHvFdVMiKSCJt9jjj/e4jMFz+Cunr16uzevZuzZ8/St29fKlfO/8mm/60PgEmTJhEREcGMGTNyLVMS20Z6ejrdu3enf//+2e0BwNramocPHwLw8OHDXIfNPCu3+gDQ0tKid+/eed1wGQo820NhBzx4lf2QyfEzHBwcOHjwIBkZGaSnp3Pw4MHsS+dPLwGkpqYybdo0Pv744xzlu3Tpwpo1a0hNTSUoKIjbt29Tr94rDXcpcjt37mTatGn4+flhYGCQ6zL51UfXrl3x9/cH4ODBg9nj5v5b3t/fHyEEiYmJnDhxgurVq6MoCp07d86eoWDfvn3UqFGjaHb0iRR1Cj+c+IHRB0cjEPzR+g8mNZqEqZ7pc5fv/Pz8qF4951zGedVFx44defToEcHBwQQHB2NgYJDrHfgaaRtaOtD0K/j4CJR3hU0fwsqeEBPCjcc36Le9H0uvLMVQxxC/rn50rdKVmjVrEh4enr0/dnZ2nDt3jooVKz636szMTKKiogC4dOkSly5dyh5rW5C2kZSURGJi1swae/bsQVtbmxo1amikbQi1mnKHDhPYqTPJFy6gbWmJ06pV6D1JVJ4e0CHrR1JuMzisXLmSe/fuERwczPTp03nvvff46aefChzD4cOHs+t85MiRfP3118/NeFEUjFu2xGXbVsy6d+fxn0sI9PUl8QUJzbOf7a1bt0hLS8sxtjOvtmFubk5sbCy3bt0Csj73p8eTZ71Jx1GAvXv3Ur16dezs7HJ9PzQ0lOTkZACio6M5evRo9v0vpem8Ymtry8GDB4GsWThyS/Tzq4uCHDeCgoKyZ/S4e/cuN2/exMnJqUiPG4qiYFjbGutRPpRzL0/c7ruEz71A2v3cZ0t46ulnq1ar+eGHH3L9bPOrj8WLF7Nr1y5Wr16dPQ77v0pa2xBCMGTIENzc3HJcFerSpQvLli0Dsn5I+fr65iifV30IIbLPq0IItm7dmut5GvAD+iiKoqcoijPgCrzSIOxSM8/x3agkUlPV9O3blwMHDhAZGYmdnR2TJk1iyJAhbNq0iU8//ZSIiAg6duyIt7d3jmlPevTogb+/P56eniiKQrt27ejcuTMAv/zyC9u2bUOtVvPJJ5/QsmXLHDG4u7vTq1cvatSogba2NvPmzUNLS6tY9v9ZaZlptP19ETUsavB4yx+51seIESNITU2ldevWQNZNP89OmwL518e4cePo378/M2fOxMjIiMWLF+eIY/jw4QwaNAgPDw+EEAwaNIiaNWsCMG3aNAYMGMDIkSOxtLRk6dKlRVYfx7YM4efo85xbGIg6QE1KbAo96/XMrotx48Zx8+ZNVCoVjo6OOerhRXVREBptG5bVYPBOOLUIsW8S6b/VZp25MQdWJ5B5O5O46Di8Xb2z66Mg0tPTsy/zmZiYsGLFiuxLwgVpG+Hh4bRt2xaVSkWlSpVYvnx59nvF2TYSAoK59eEXmDy4zldpqZxOSCAyOhp7R8fs+hgzZgwXLlxAURScnJz4/fffX2obc+bM4eeff+bRo0fUrFmTDh065FoneRkzZgyrVq0iKSkJOzs7hg4dysSJE19yT3OnZWKCzeTvMenYgYffjefeewNJrNWW6Rn3OXjkSI7jxuDBgxk8eDAeHh7o6uqybNmyHFed8msbixYtonv37qhUKszNzVmyZEmOmErMcTQ5ib0/zEExs6Dv77/nehwFWLNmTb5DKq5fv86XX36JoigIIRg9ejSenp7Am3Veib4dxr1/LjLp1AKOnzqRoy4WLVrE559/TkZGBvr6+vzxxx851pFfXRTkuHHkyBF++ukndHR0UKlUzJ8/P/vHWVEfN7SMdSnfz41kr0iiNwcQ9ts5MgzCaTC2Pjdu3iQhIQELCwt8fX1p2rQpe/bsyU72n96k9t+Yrl69+tzwgJYtW3LmzBnOnDnDRx99RPny5bOTZR8fH7p06ZIjrsqVK2Nvb49KpaJv3778/fffhbrfBWVmvpugwDiWL9+Bp6dn9rSGU6ZMoUOHDowbN45evXrx559/4uDgwLp163KsI6/2oVarGThwIHFxcQgh8PLyYsGCBTnKCyGuKoryD3ANyACGCyFe6RnhSm5jVl5XnTp1RH5zCRcFn41nSE1N5UrfxsW63ZLobtxd2v+2i9TMVAa1iWVk7ZEY6RbdWMaSbuvS5vyhjmZy52V4W3lrOhyNEo+DuP53O6KNK+Lxrh+meqaaDkmjHp64TvjHg7nj2BGbgX2o28kZbd3iTzw0LSE6lUN/X0Rr6zIskwKpsXMj+iblNB2WxgSdP8OeP+YS/zgKD7PG+DTohNk7rmib6Wk6tGIn0tXE+d8j7kAIKaSxV+8yHq18aNSokUaS9JJAnZTOlT8Ok/44mUtO4bmPdC1jrKz/RldXl9ZvF/9cy4qinBVC1CnUdZaW5Lj378eJiYlh19icsy6URT0XHuV+wn0SrX7Espwl4xuOp6ldU02HpRFiaQciY2KwHJVzfGNZlJ6Rhg6Adu43iJQ1yTFJbPzjBDGBYGZtQIt3q2PraqbpsIqFEIJrRx5wbEMA6kxBfV8XPJtYo6Vf9pJAgOT4OA4sW8S1w/uxqGRPmw8/I/xEOFZ3tEGlYNreCcN6NiiqspENpd6NI3r9LTIikjGobYVWcyt2HdjDtWvXqFixIr6+vq88zWBpcMD/AM1bNtd0GCXC2XP9APCpvarYt10UybEcc1xKqRQV9sb2LG+/HCMdI4bvG864w+OITsk5DVVpp6CgI3/aZ9PR1pWJ8TPKmRlQqZ6KLp97k5mhZtOv5zi4+iZpKbk/ray0iI1IYsus8xxYeRNLR2P6jK+H99sOZTIxFkJw8/gR/vpyGDeOHaJB9z4MmDaHStXdiHUSWI/yQdfemJjNd4hYdIn0yGRNh1yk1KmZxPjdIWLhRUS6mgqDPbDoVQ1TK3N69epFr169iI+P548//mDv3r15Pr2t1JMZVKlVasYcS7mraVmTfzr/w+LLi1l0aRHHHxznf/X+R1untiViyhdJKins3SzoO74+J7cEcnF/CMGXImnevzqOHuU1HVqhUqsFl/xDOLklEJWWQvP+1ajRxLbMHg8Soh+z78/5BJw+gbVLFbp//T1WTi7PLaNtoU+FIR4knQkjZnsgYbPOYdraAaMmdihapaveUm5FE73xNpmxqRg2sMG0nRMqvedThRo1auDs7MyuXbs4cuQI169fx9fXFwcHBw1FLUmFSybHZYCuli7DvIfxtuPbjD86nq8OfcX2oO181+A7rAzyn05FksoSHT0tmvRypUodK/z/vs62uRepVr8iTXq6om+k8+IVlHBR9xPwX36D8OA4nGpWoFnfahiZl72eYsjqLb5yYA8H//6TzPR0mvYfhE/HrqjyGEerKAqGdSuiX82c6M13iP03mKRLkZh3d0XX9s2/p0OdlE7M9iCSzoahbVkOy49qoueU9z0J5cqVo2vXrnh4eLB161aWLFlCvXr1aNWqVfZTziTpTSWT4zKkqnlVVnRYwcrrK5l7fi5dN3flyzpf0s21W5ntNZKk3FR0MaX3N/U4828w53be5d61KJr2qUbl2pZv5HclM0PN2Z13OftvMLrltGkzxJ0qdazeyH0pDLHhj9j9x1zuXb6AnZsHbT76FHObgj1IS8tEj/ID3Ei+EknMljuEz72AcXM7TFo6oGi/mdfZk69EEr0lAHViOsYt7LP2Radg+1KlShWGDRuGv78/J0+e5ObNm3Tu3DnX+d4l6U0hk+MyRlulzUD3gbSwb8HE4xOZeHwi/wb9y4SGE7A3ebWne0lSaaSlo6J+Fxcq187qRd616ArOXlm9rYZv0KwFYUFx+C+/zuMHiVStZ02TXq6UMyqbY87V6kwu7NzG4TV/o1KpeHvoMGq2aoeSxzyyeVEUBQNPS/RczIjdHki8fwjJVyIx714VPceXeyKYJmXGpxGzJYDkK1Ho2BpSYZDHK/WC6+np0b59e9zd3fHz82PFihV4eXnRtm3bPOfRl6SSTCbHZZSDiQOL2yxmw+0NzDgzg25+3RhRawTvur2LlqpsTs8jSbmpYGdEj7E+XNgXwqmtQayadJLGParg1simRPe8pqdlctIvkEv7QjA006Pj8Jo4eVZ4ccFSKir0HrsWzubh7Zs416rD20OHY1LB8rXWqWWog0Wvahh4WRK9KYCIhRcxamSLSRsnVHol9zgqhCDpbDgx2wMR6ZmYtHPC+K1KKFqv1/Pt4ODARx99xKFDhzh69CgBAQF06NABd3f3QopckoqHTI7LMJWiomfVnrxV6S1+OPED089MZ1fwLiY1moSrec6nG0lSWaXSUlG7jSMuXpbsX3GD/ctvcPt0GM37V8fUsuTNBxx6M5r9y68TF5mCe9NKNHqnMrrlyubhPjMjnVNb1nNy41p0yhnQYcSXVG/SvFB/2OhXs8B6VG1idwaTcPQBydeiMO/mir6reaFto7BkPE4hetNtUm/HoOtkgnl3V3QsC693V0dHh1atWlGjRg38/PxYt24dV65coUOHDhgbGxfadiSpKJXNo6X0nIqGFfmt5W/8G/QvP536iV7bevGh54cM9RyKjtabfxOSJBUWM2sDuo6qxdUjDzi2MYA1k0/SwLcyni3sUJWAuW9TkzM4tiGAa0ceYGpZjq5f1KJS1ZKXoBWXR3dus3vhbCLuBVOtUVNavv8hBqZmRbItlZ425r5VMKhpSfSG20T+eQWDOtaYdXBGZaD546hQCxKPPyB2VzCgYOZbGcP6RTdns42NDUOHDuX48ePs37+foKAg2rZti7e3d4m+4iJJIJNj6QlFUejg0oEGtg2Ydmoa8y/OZ/fd3UxuPBmPCh6aDk+SSgxFpeDRtBKOHuU5uOomR9bd5vaZMFoOcMPC1lBjcQVdiuTgyhskxaVRq7UDdTs7o1MGn/YHkJ6WyrF/VnJ222YMzczw/eo7qtSpXyzb1nM2xfrz2sTtu0v8oVBSbj7G3LcK5Tw0N6QlPTyJ6A23Sbsbh15Vc8zfqYK2uX6Rb1dLS4smTZpQvXp1/Pz82LJlC5cvX6Zz586Ym5fdH21Syfdm3lorFRkLfQumNZ3G3JZziUuLo/+O/kw/PZ3kjNI96b0kvSxjC306Dq9J68E1iA1PZu2UU5zeHkRmhrpY40iOT2P34ivsmH8JfSMdeoyrQ6PuVcpsYhxy7TJ/fzWCM1s34tGyNQN/nV9sifFTio4K03bOWA2vhZaRLlErrhO18jqZ8WnFGofIVBO3/x5hs8+REZGEec+qVBjkXiyJ8bMqVKjA+++/T8eOHQkNDWX+/PmcOHECtbp4vyuSVFCy51jKVTP7Zmy23szMszNZdm0Z/iH+TGw4kXo29TQdmiSVGIqiULVeRezdLDi89hantgZx51wELd+rjlURz1oghODWqTCO/HObtNQM6ndxplYbR7Te0OnEXldqUhKHVy3l4p5/MbWuSM/vfsTBw0ujMelWMsJqhDfxh+4Tt+8uKQExmHVywaB20U+jl3Y/gej1t0h/mEg5zwqYdamMlrHmZilRqVTUrVsXV1dXtm3bxs6dO7ly5Qq+vr5YWr7ejZGSVNjK5lFUKhBjXWPGNxzPkrZLABiyewiTjk8iPi1ew5FJUslSzliXNkM96PCJJykJaaz/6QzHNgSQnpZZJNuLf5zC9vmX2Lv0GqZW5ej9dT3qdHAus4lx4LnT/DV6GJf27sKnY1cG/jJX44nxU4qWCpMW9lh/VhsdKwOi190iculVMqJTimR7Ij2T2J1BhM87T2ZCGuXfdaN8fzeNJsbPMjMzo3///rzzzjtERUWxcOFCDh06RGZm0XxXJOlVyJ5j6YXqVqzLhi4bmH9hPn9f+5tDIYf4ruF3NLdvrunQJKlEcfayxLaqOcc2BHB+zz0CL0TQYkD1QrspTqhF9s2AQi1o0tO1xNwMqAlJcbEcWLaI60cOUN7OgS6T/4eNazVNh5UrHSsDLD+qSeKJh8TuDCJs5jlM2zsV6k1xqcGxRK+/TUZkcom6GfC/FEXBy8uLypUr8++//+Lv78/Vq1fx9fXF1tZW0+FJkkyOpYIpp12OL+t8SVuntow/Np5P/T+lvXN7xtUbh4W+habDk6QSQ6+cNi3erY5rHSv2r7jB5hnnC2U6tZiwJPavuMGD2zHYVTcvsdPIFQchBDePHcJ/6e+kJiXRsEdf6r/TCy3tkpcIPktRKRg1skW/ugXRm24Ts+UOSRcjXns6NXVqBrE7g0k8/hAtcz0qDPEokdPI/ZeRkRE9e/bEw8OD7du3s2jRIho1akTz5s3R0SnZn6VUusnkWHopHhU8WNtxLYuvLOaPS39w/MFxxtUbRwfnDnJ6Hkl6hl11C/qMr5/9II67lyNp1q/aSz+IQ52pzn4AiZa2ihYDqpf4B5AUpfjHkez7cwF3zpykYmVX2nz8OZYOTpoO66VoW+hTYbAHSefCidkWSNjsc5i87fhKD+JIufmY6E0BZMamYtS45D+AJDdubm44OTmxe/dujh49yvXr1+nSpQtOTk6aDk0qo2RyLL00HS0dPvH6hNYOrZlwbALjDo/j36B/+bbBt1Q0rKjp8CSpxNDR1aJJD1eq+Fixf/kNts+79FKPcI4MTWD/8uuE341/Ix9dXZiEEFz238XB5UtQZ2bSbMAQanfoguoNfaKnoigY+lijX9WcGL87xO0MJvlSBObdq6Jb6cWPcM5MTCd2eyBJ58LRtiqH5cdeb9Sjq/+rXLly+Pr64unpiZ+fH3/99Rd169alVatW6OsX7+wakiSTY+mVVTGvwt/t/2bVjVX8dv43um7pyhc+X9Cjag9UStm8MUiSclPR2ZReX9fl7M67nP03mHvXHtO0d1Wq1Ml91oLMdDVn/g3m3M676Blq0/YDDyrXtiyzvcUxjx6y+4/fCLl6CXv3mrT58FPMKtpoOqxCoWWsS/n+biRfiSR6cwDh885j3Mwek5YOKDo5j6NCCJKvRBKz5Q7qpAyMWz5ZtpTcjOni4sKwYcPw9/fnxIkT3Lx5k86dO+PqKp/aKhUfmRxLr0VLpcWAGgNobt+cSccnMfnEZHYG72Riw4k4mDhoOjxJKjG0tFXU6+RM5VqW+C+/we4/r3LrdBjN+lbDyPz/e4MfBcbi//d1oh8lUa1BRZr0cEXfqGyOv1SrMzm3w4+ja1eg0tKi9Ycj8GzZtlT+SCjnUQE9F1NitgcRvz+E5CuRmHd3Rc/JNHuZzLg0orcEkHI1Cp1KRlQY7IGu7Yt7md80urq6tGvXDnd3d/z8/Fi5ciU1a9akbdu2GBpq7kE7Utkhk2OpUNgb27Oo9SI2BWxi+unpdPPrxgjvEbxb4120VbKZSdJT5SsZ0X2MD5f8Qzi5JZDVk07QqHsVXOtaZ41P3h+KkZkenUZ44ehRXtPhakzkvWB2/T6HRwG3cPGpx9tDh2FsobmnzBUHlYEOFj2rYuBlSfTG20T8fgnDBjaYtHUk5XIUMdsDERkC0/bOGDWphKJV+n4kPMve3p6PPvqIw4cPc/jwYQICAujQoQPu7u6l8geSVHLIrEUqNIqi0M21G00qNeGHEz/w69lf2Rm8k0mNJlHNomROryRJmqBSKXi/7YCzVwX2r7jBgZU3OfzPbTLT1Xg2q0SDdyqjq182D8+ZGemc3LSOk5v+Qc/AgI6ffUW1Rk3LVDKkX9Uc61E+xO0KJuHYAxJPP4IMga6zCebdXm9mizeNtrY2LVq0wM3NDT8/P9avX8/ly5fp2LEjJiZv7hhrqWQrHYOUpBLFysCK2S1m80uzX3iY+JA+2/ow78I80jKL99GpklTS6RvqYFw+azq2zAw1WloKJpbl0C6jj35+GHCTFeNGcnz9Kqo2aMz7MxZQvXGzMpUYP6XoqNCy0AdtBTIFAFpmemgZls0hNhUrVmTIkCG0bt2aO3fuMG/ePM6dO4cQQtOhSaVQ2eyakIqcoii0c2pHg4oNmHZ6GgsvLmRP8B4mNZ6El2XJeHKVJGlS4IUIDq6+SXJ8OrXbOuLW2Iaj6wM4uj6A22fCaTmgOuULMGtBaZCemsLRf1ZybvsWDM3N6TpmPJV9yu6j6tPDEonecJu0e/HoVzPHtHNlks6GEX8whNTbMZj5VsHgJacELA20tLRo3Lgx1atXx8/PDz8/Py5fvkznzp2xsJDz7UuFRybHUpEy0zdj6ltTae/cnsknJjNgxwDerfEuI7xHYKBTdi4NStJTSXFpHFpzizvnwqlgb0Sn4V5YOhgD0OETTwLOhHNo7S3+mXIan/ZO+LRzLNWPhb535RK7/5hDbNgjvFq3561+76NnUDZvuhKZauIPhBLnfw+VnhYWvatRzjtrlhLTtk6U86xA9IbbPF55nWT38pj5VkHLpGQ8Fro4lS9fnoEDB3Lu3Dl2797NggULaNmyJfXr10elKr3fFan4yORYKhZN7ZqyqcsmZp2bxfJry/G/58/ERhNpYNNA06FJUrEQQnDr5CMOr7tNemom9X1dqNXGAa1nHvqgKAquda2xczPnyD+3Ob0tiDvnwmk5wA1r59I1vjI1KZFDK5Zyad9OzCra0GvCVOxreGo6LI1JC40nev1t0h8lUs7LErPOLmj9Zy5sXVsjrIZ5E384lLi9d0mZcRazTi4Y+OQ+JWBpplKpqFOnDq6urmzbto1du3Zx5coVfH19sbKy0nR40htOJsdSsTHSNeLbBt/SzqkdE49P5IPdH9DNtRtf1vkSE93SdeKXpGfFP07hwMob3Lv6mIouprR8rzrmFfPuHS1npEvrwe641rXm4KqbbPj5DDVb2VO/iws6pWA88p2zJ9m7aB6JMTHU6dyNRj37oaNXNh/0INIzid1zj4TDoaiMdSn/Xg3K1ch7lhJFS8GkuT3l3MsTveE20etvkXQxHPN3XNG2KHt1aGpqSr9+/bhy5Qr//vsvCxcupGnTpjRp0gRtbZniSK9Gthyp2NWpWIf1ndez4OICll1dxuHQw3zb4FtaOrTUdGiSVKiEWnDl0H2Ob7qDAN7q7YpnMzsUVcF6+Zw8K2A73oxjm+5wcW8IQRciaDHADbtq5kUbeBFJiovFf+nv3Dx2iAoOTvh+9R0VK5fdhzukBsYQveE2GVEpGNariGl7Z1TlCnZa1rE0wPLDmiSefEjsv8GEzTqLSVsnjBraFrh9lRaKouDp6YmLiwv//vsvBw4c4Nq1a/j6+lKpUiVNhye9gWRyLGmEvrY+o3xG0capDROOTuDz/Z/T1qkt4+qNo0K5snejiVT6RD9KZP+KGzwMiMXezZzm/atjUqHcS69Ht5w2zftVw7VO1iOot8w8T40mtjTqXgW9AiZSmiaE4MbRg/j/9QdpSUk06tWfer490NIumzMvqFMyiP03iMSTj9Cy0KfCUE/0q5i99HoUlYJRQ1v03SyI3hhA7NZAki9lPTxEx6rs3dNhaGhIjx498PT0ZNu2bSxevJiGDRvSvHlzdHXL3ths6dW9GUdWqdRyL+/O6k6rWXplKQsvLuTEwxOMrTuWTi6dytwYOql0UGeqOb/nHqe3BaOtq6Lle25Ub1jxtdtzparm9P6uHqe3BnFh7z3uXo6kWf/qONcs2T8m4yIj2PfnfALPncamSjXafPwZFewdNR2WxiTfeEzMpttkxqVh1KQSJm0cUb3mUBltM30qDHIn6Xw4sdsCCZt9DpNWDhg3s0PRKns3qFWrVg1HR0f27NnDsWPHuHHjBp07d8bZ2VnToUlvCJkcSxqno9Lhw5of8rbD24w/Np6vj3zNjqAdjG8wHhsjG02HJ0kFFhESz/7lN4i4F0/lWpa81acqhqZ6Ly5YQDq6WjTqXoUqdazw//s6O+ZfwrWOFW/1rko545LVMybUai7t28WhlUtQq9U0f+8DarXvhEr15o+ZfhWZienEbr1D0oUItK0NsOzvhp5D4d1roSgKhrWt0Xc1J2brHeJ23yX5ciTmPaqiW0amBHyWvr4+nTt3xsPDAz8/P5YtW4aPjw+tW7dGX7/sjc2WXo5MjqUSw8XMhWXtlrHm5hpmn5tN1y1dGeUzil7VeqFSyl7vh/TmyEjP5Mz2YM7tvoe+kQ7tPvSgcu2iu2PeytGEnv+ry/nddzm9I5iQ69E06eVK1XrWJeKKS/TD++z+4zdCr13BwcOL1h9+ipl1RU2HpRFCCJIvRRLjdwd1SgbGrRwwaWGPUkTT82kZ61K+nxvJXpFEb75D+LzzGL9lh8nbDig6Ze+HibOzM5988gkHDhzg+PHj3Lp1i06dOlGtmnxqq5Q3mRxLJYqWSov+bv1pbt+cSccm8ePJH/k36F8mNZqEk6mTpsOTpBweBsTgv/wGMWFJVG9YkcY9XNEvhqeYaWmrqNPBGRdvK/yXX2fv0mvcPhNGs77VMNbQrAXqzEzObt/MsX9WoqWjQ5uPP8OjeesSkbBrQmZsKtGbA0i5/hgdOyMse3iik88sJYWpnHsF9FzMiNkeSPzBUJKvRmHezRU9F9Ni2X5JoqurS5s2bahRowZ+fn6sXr0aDw8P2rdvj6Fh2ZxTW8qfTI6lEqmSUSV+b/07W+5s4efTP9PdrzvDvIcx0H0g2irZbCXNS0vJ4MSWQC4fCMXYXJ/On3nhkM8UXEXFwtaQbl/5cHl/KCe23GH19ydp1K0K7k2Kd9aCiLtB7Fo4h7DA21Su04C3h3yCkUXx10dJIIQg8fQjYrcHgVpg2sEZoyaVin0WCVU5bSx6VMXA25LojQFE/HEJwwY2mLZzQqVf9o6jdnZ2fPjhhxw5coRDhw4RGBhI+/bt8fDwKLM/4KTclb1vh/TGUBSFrlW60ti2MT+e/JFZ52axK3gXkxtPppqFvCQmac69a1EcWHGT+OgUPJvb0cDXBV0NJhsqlYJXK3ucalbgwMobHFx1k9unw2jxbnXMrIt21oKM9HROblrLqc3r0DcyptPIcVRt0LjMJhsZUclEb7hNamAsei6mmHdzRfsVZikpTPpVzLEeWZu4XcEkHHtAyvXHmHWrQrlqZe+Ry9ra2jRv3hw3Nzf8/PzYsGEDly9fpmPHjpialr1edSl3ciCnVOJZGlgyq8UsZjSfQXhSOH229WHOuTmkZqZqOjSpjElJTGffsmtsnXMRLR0V3b6sTdPeVTWaGD/L1LIcXT73psWA6kSGJrDmh1Oc230Xdaa6SLb34NYNVoz7nBMb1lC9UVPe/3U+1Ro2KZOJsVAL4g+HEjbrHGn3EzB7pwoVhnpqPDF+SqWrhVnnylh+4oWip0XU0qs8XnuTzMR0TYemEdbW1gwZMoS2bdsSGBjI/PnzOXPmDGp10XxXpDdLqUuOBw8ejJWVFR4eHnkuc+/ePVq0aEGtWrWoWbMmO3bsyH5vzJgxuLu74+bmxmeffYYQIkf5Cxcu0KBBA7y9valTpw6nTp0CID09nYEDB+Lp6YmbmxtTp04t/B18CUmPw2jRogVubm64u7sze/bsXJfLqz7279+Pt7d39n/6+vps3rw5R/nHjx/TunVrXF1dad26NdHR0UWyP60dW7Ol6xY6uHRg0eVF9NzakwvhFwpUNiVdTb169fDy8sLd3Z0JEybkulx+bUNLSyu7Lrp06ZJr+eKqi8KSmZlJrVq16NSpU67vHzp0iNq1a6Otrc369eufe2/ZsmW4urri6urKsmXLsl8PCgqifv36uLq60rt3b9LS0nKsNyoqihYtWmBkZMSIESOee+/s2bN4enpSpUqV576Dqamp9O7dmypVqlC/fn2Cg4Nfc++f5+TkhKenZ/b3+r/unAtnzhdbGPbNu8zcOYw/DowlUz8h+/2xY8fi4eGBh4cHa9euzXUbxdE+FEWhRmNb+k2oj0MNC45vvMOGn88SGZrw4sJPxMTE0KNHD6pXr46bmxvHjx9/7v30lBT2L1vE6vFfcfzKdUb/sx3LBs0oZ5w1+0JebeNZb8p35d69e88dB01MTJg1a9Zzy6Q/SuSXft9St1tT2i4bQq/do7lnHI2iUgp8HP3uu++oWbMm3t7etGnThgcPHgCwcuXK58qrVCouXLjwyvuj52CC9We1MG7lQNLFCMJmnCXpUkSu57rczJw5E3d3dzw8POjbty8pKSk5llm4cGH2d6lJkyZcu3Yt+72CnGOLq22oVCoaNmzIsGHDsLW1Zdu2bfz9999ERUUVeB2zZ8/Gw8MDd3f3HO3iqfzqo7SdV/LKwQqyD3fv3sXHxwdvb2/c3d1ZuHBhjmU+/fRTjIxyn31FUZR6iqJcePLfRUVR3sllGT9FUa68cEeEEIX+n4+PjyhuvRYeE21+2iEOHjwozp49K9zd3fNc9oMPPhDz588XQghx9epV4ejoKIQQ4ujRo6JRo0YiIyNDZGRkiAYNGoj9+/fnKN+6dWuxY8cOIYQQ27dvF82aNRNCCLFy5UrRu3dvIYQQiYmJwtHRUQQFBRXaPr6MXguPic7T/MTZs2eFEELExcUJV1dXcfXq1RzL5lUfz4qKihLm5uYiMTExx3tfffWVmDp1qhBCiKlTp4oxY8YU4p7k7kjoEdF6XWvh+ZenmHpyqkhMyxlXtiUdxONfG4r4+HghhBBpaWmiXr164vjx4zkWza8uDA0NXxiXJuridfz666+ib9++omPHjrm+HxQUJC5evCgGDBgg1q1bl/16VFSUcHZ2FlFRUeLx48fC2dlZPH78WAghRM+ePcXq1auFEEJ89NFH2fX5rISEBHH48GGxYMECMXz48Ofeq1u3rjh27JhQq9WiXbt22d+1efPmiY8++kgIIcTq1atFr169Xr8Cnti/f79wdHQUEREROWONSRH/Lrwk5n60T9R3bynm/LpACCHEvn37xLvvviuEEGLbtm3i7bffFunp6SIhIUH4+PiI2NjYHOsq7vahVqvF7TNh4s/Rh8T8T/zFiS13REZa5gvLvffee2LRokVCCCFSU1NFdHR09nvBl86LRSMGi+m9Ogq/uTNEk8aNRf369cXp06eFEPm3jWe9Kd+VZ88BGRkZwtraWgQHBwshhFCnZ4rYPcEi5OvD4sbXe0TihTChVqvFli1bRNu2bXOsK7/j6LPtZfbs2dlt/VmXLl0Szs7OhbBXWVIfJIhHv50TIWMPiYhlV0VGbEq+y4eGhgonJyeRlJQkhMj6ri9dujTHcs/uy7N1UdBzrCbahlqtFmfOnBFTpkwRkydPFkePHhWZmfl/V5YsWSLc3d1FYmKiSE9PF61atRK3bt3KsVxe9SFE6TmvnDnbV5w52zfPHKwg+5CamipSUrLaYHx8vHB0dBT379/Pfv/06dPi3XffzVFnwJms/2EAaD/5tw0Q/vTvJ691A1YBV8QL8thS13PctGlTLCzyH0elKApxcXEAxMbGYmtrm/16SkoKaWlppKamkp6ejrW19UuVT0xMJCMjg+TkZHR1dTExKbx5LF9WOdMK1K5dGwBjY2Pc3Ny4f/9+juXy2p9nrV+/nvbt22NgkHP84pYtWxg4cCAAAwcOzLVXpLA1rtSYTb6b6FO9D6uur+KdLe9w7P6xPJdXFCX712Z6ejrp6em5XvotSF3kRxN18apCQ0PZvn07Q4cOzXMZJycnatasiUr1/KFi165dtG7dGgsLC8zNzWndujU7d+5ECIG/vz89evQA8q4DQ0NDmjRpkmO+0YcPHxIXF0fDhg1RFIX33nsvu/yzddujRw/27dtX4N6uVyGE4Pqxh6yedJLgy1E0fKcy8eIR7/TK6mVv0aIFW7ZsAeDatWs0a9YMbW1tDA0N8fLyYufOnTnWWdztQ1EUqvhY0W9CA1zrWXNmRzBrfzzFo8DYPMvExcVx6NAhhgwZAmTd6W9mZkZKYgK7Fs5h/Q/fotLSovfEn9h3+y5jx4177nPMq23815v0XXlq3759VK5cGUdHR9JC4gn77Txxe+9RzrMCVb5uhoGXVfZ5ILfjS37H0WfPFXmVX716NX379i20/dG1McTqE29MOziTciuaRzPOknj6Ub7fq6fnt4yMDJKSknI9Rua1LwU9x2qibSiKgo+PD8OHD6dy5crs3r2bxYsXExYWlmeZu3fv0qBBAwwMDNDW1qZZs2Zs2rQpx3IF+Wzz8yZ9V/LKwQqyD7q6uujpZc0Ln5qa+twQl8zMTL766it+/vnnPLcthEgSQmQ8+VMfyG7IiqIYAV8APxRkP0pdclwQEydOZMWKFdjZ2dGhQwd+++03ABo2bEiLFi2wsbHBxsaGtm3b4ubmlqP8rFmz+Oqrr7C3t2f06NHZwyd69OiBoaEhNjY2ODg4MHr06Bcm6sUlODiY8+fPU79+/Rzv5VUfz1qzZk2eB+WwsDBsbLIe1mFjY0N4eHjhBp8HQx1Dvq7/NX+1+wtdLV0+2vsR3x75ltjU3E/8mZmZeHt7Y2VlRevWrV+6LlJSUqhTpw4NGjTI8+Ckqbp4FSNHjuTnn3/OkfgWxP3797G3t8/+287Ojvv37xMVFYWZmRna2trPvf4y67Wzs8ux3v9uU1tbG1NT05e6/PkiiqLQpk0bfHx8mD1jLlvnXMD/7+tY2BrS+9u61G7riJeXFxs2bABg06ZNxMfHExUVhZeXF//++y9JSUlERkayf/9+QkJCcmxDU+1D30iHt9+vQacRXqSnZrLhl7Mc/ucW6amZOZYNDAzE0tKSQYMGUatWLYYOHcrFQ/789eUwrh7cSz3fHgz4+TciUtIJCQnJMSQnr7bxX2/Sd+WpNWvW0Kdnb2K2BxI+/wIiOYPyA2tQvk91tAx1mDdvHpUrV2bMmDHMmTMn1/L5JbfffPMN9vb2rFy5ku+//z7H+2vXri3U5BhA0VIwbmpHxZG10bExInrDbSIXXyYjKjnHspUqVWL06NE4ODhgY2ODqakpbdq0yXW9udVFQc+xmmwbJiYm9OnThx49ehATE8Pvv//O/v37ycjIyLGss7Mzhw4dIioqiqSkJHbs2JHr9x5yrw8ofeeVvBR0H0JCQqhZsyb29vaMHTs2+8fX3Llz6dKlS/Y68qIoSn1FUa4Cl4GPn0mWJwO/AkkFibdAZ0VFUdopinJTUZQARVHGFaRMSbZ69Wref/99QkND2bFjBwMGDECtVhMQEMD169cJDQ3l/v37+Pv7c+jQoRzlFyxYwMyZMwkJCWHmzJnZPSynTp1CS0uLBw8eEBQUxK+//kpgYGBx714OCQkJdO/enVmzZuXak51XfTz18OFDLl++TNu2bYsz7AKrbV2b9V3WM9RzKNsCt9F1S1f23t2bYzktLS0uXLhAaGgop06d4sqVnMOO8quLe/fucebMGVatWsXIkSO5c+dOke9bUdm2bRtWVlb4+Pi8UvncepYURcnz9ddd74veKwxHjx7l7JmzTP9mMb9MncWhw4dp2qcq73xRG/Mnc9NOnz6dgwcPUqtWLQ4ePEilSpXQ1tamTZs2dOjQgUaNGtG3b18aNmyY/QOhJHH0KE/fCfXxbFqJS/6hrP7+JCHXHz+3TEZGBufOneOTTz7hyH5/wm9dZ/THH2FgYkr/H2fwVr/30dLWYdSoUfz66685tlHUn5OmpKWl4bd5C82iqpJw+D6G9Spi/YUP5dz+f7q64cOHc+fOHaZNm8YPPzzfQVWQ4+iPP/5ISEgI/fv3Z+7cuc+9d/LkSQwMDPK9n+Z1aFcoh+UHnpi9U4W00ATCZp0j/sh9hPr/P8/o6Gi2bNlCUFAQDx48IDExkRUrVuS6vtzqoqDnWE1TFAUPDw+GDx+Oh4cHBw8e5Pfffyc0NPS55RwdHRk7diytW7emXbt2eHl55fm9z6ttlKbzSmGwt7fn0qVLBAQEsGzZMsLCwnjw4AHr1q3j008/fWF5IcRJIYQ7UBf4n6Io+oqieANVhBA5u/Xz8MLkWFEULWAe0B6oAfRVFKVGQTdQEv3555/06tULyPolm5KSQmRkJJs2baJBgwYYGRlhZGRE+/btOXHiRI7yy5Yto1u3bgD07Nkz+4a8VatW0a5dO3R0dLCysqJx48acOXOm+HYsF+np6XTv3p3+/ftnx/xfedXHU//88w/vvPMOOjq5P9jA2tqahw8fAlknACuronsyWF70tPT4vPbnrO64mgrlKjDqwCi+OPAFkcmROZY1MzOjefPmuV7qza8unv6CdXFxoXnz5pw/fz5H+ZJQFwVx9OhR/Pz8cHJyok+fPvj7+/Puu+8WuLydnd1zPSShoaHY2tpSoUIFYmJisntZnr7+Mut99gT0bPlnt5mRkUFsbGyhXpnRV0zZOP0c13ZH81adtzHzTMSzud1zc9Pa2tqyceNGzp8/z48//giQPf3TN998w4ULF9izZw9CCFxdXXNsoyS0D119bZr2rcY7X9ZGpaXgNzurhzw1KWvWAjs7O+zs7DBOTeSvL4fhqKciqZwx/afMxNqlCgDx8fFcuXKF5s2b4+TkxIkTJ+jSpQtnzpzJs238V0moi4JSp2Swbvyf1DB1wdKkPBU+8MT8Hdc85wru06dPjl7AFx1Hn9WvX7/sKxRPvajXuTAoKgWj+jZYf+GDXmUzYrcFErHgIulhiQDs3bsXZ2dnLC0t0dHRoVu3bhw7lvdwNni+Lgp6ji0pbcPQ0JBu3brRr18/UlNTWbx4MTt37nzuJuMhQ4Zw7tw5Dh06hIWFRa7f+2f9t22UpvNKfl52H2xtbXF3d+fw4cOcP3+egIAAqlSpgpOTE0lJSVSpUiXf8kKI60Ai4AE0BHwURQkGjgBVFUU5kF/5gvQc1wMChBCBQog0YA3gW4ByJZaDgwP79u0D4Pr166SkpGBpaYmDgwMHDx4kIyOD9PR0Dh48mOslH1tbWw4ePAiAv79/9pfBwcEBf3//rAngExM5ceIE1atXL74d+w8hBEOGDMHNzY0vvvgiz+Xyqo+nXjTOrUuXLtl3pC9btgxfX801D7fybqzquIrPa3/OwZCD+G72JTI5koiENGJiYgBITk5m7969uX42edVFdHQ0qalZU8dFRkZy9OhRatTI+RuxJNVFfqZOnUpoaCjBwcGsWbOGli1b5tkDlJu2bduye/duoqOjiY6OZvfu3bRt2xZFUWjRokX2zBYvWwc2NjYYGxtz4sQJhBD8/fff2eWfrdv169fTsmXLQumRzMxUE3IuiWUTDhAdlkij3o7cjb1Enfq1ciwbGRmZfSVh6tSpDB48+Mk6MrOHeFy6dIlLly7lerm5JLUPW1cz+nxbj9ptHblx4hGrJp0k8EIEBtoqDFCzbOr3mNtWopxnHRq1bIXWMz1ipqamREZGEhwcTHBwMA0aNMDPz486derk2Tb+qyTVRX4MwuHRjLOs9VtP7649sf68NvqVzXIsd/v27ex/b9++PUeS9KLj6LPl/fz8njs+qdVq1q1bR58+fV5jTwpO21SP8gNrYNGnGhlRyYTNOU/cvnvY29px4sQJkpKSEEKwb9++XM+RedVFQc+xJa1tVK1alWHDhlGnTh1OnDjBggULsq8KPx0ecO/ePTZu3JjrZ5xXfZS280p+CrIPoaGhJCdnDeeJjo7m6NGjVKtWjY4dO/Lo0aPs442BgQEBAQE5yiuK4qwoivaTfzsC1YBgIcQCIYStEMIJaALcEkI0zy9e5UU3tCiK0gNoJ4QY+uTvAUB9IcSIvMrUqVNHFHeP6Y6fB1Ip5SY/bb/HgZuPiUxIw9pEj0m+rgxpav/cstfux/PBsiskpGSgKPBzz+q08bAkUy0YtvwKh249RkGhnWcFZvTJ2VCP3HrM56uvkZEp0NdRMX+ABz5OpiSkZDBoySWuPUhACBjUxI6v2rsUVxU8p/c9XyIehLL/j8l4enpmjyudMmUKHTp0eG7Za9eu8cEHH5CQkICiKPz888/ZJ/bg4GAaN25MSEhInmNTo6Ki6NWrF/fu3cPBwYF169aViLHWgbGBTDw2kU8v7iQkTJuJ/hVAZJ1oevXqxfjx43OUyasujh07xkcffYRKpUKtVjNy5Mjs4TTPKql18axHU6aQev1G9t/HHz1i0fVrLGnRMseyFyMj+ejQQWJTU9HT0sKyXDn2dM6abuifgADmPRmaMtzTg16Vs37J34uP59Mjh4lJTcPdwpyZjZugp6WVY92NN20kIT2ddLUaE11dlrdshauZGZeiohh97CgpmZk0t63EpLp1s27kyczki6NHuPo4GjM9XX5r8hYOxsavVRcJiinn9JoSmJjKssOTMTTTQ63OpF+/fnzzzTc5ll+/fj3/+9//UBSFpk2bMm/ePPT09EhJScm++dXExISFCxfi7e2do3xJbR8R9+LxX36dRwEnUKce4GFcHNtu3kW7XDlcXFxYunQp5ubmeZZv3rw506dPz54Cb8mSJUyZMgXI6lEfNGhQjjIltS6eUqdlcnP6vxjHmRKZEU7T+QOY/flHGOjr5br8X//u5UpgMFoqLQzL6TOow9vYW2V1MoRHxzJhyQrmjRqGKo+n5M1Yu4kHkY9RKQoVzEwY2qktFiZZ7ftq0D1W7z3ADx+8VzQ7mw9toYtLeg0sMyuRqpfC0gR/1m/fhLa2NrVq1WLx4sXZN1E99fnnn7N37150dHQwNzdn7ty5uLu7k5mZybBhwzh06BCKotCuXTtmzJiRY5sluW0EBwfj5+eHmdkuLCwS+e67q8TGpqGtrWLUF7WoV69ijjLTfznLqVOP0NZWYWysy5ixdahc2ZSLFyOY8uNpVCoFtVrQt181unatnKN8TEwq/xt3lEePEqlY0ZCfpjXG1DT3dqgp8fHX0NYyYN48Rw4cOEBkZCTW1tZMmjSJIUOGFOgz3bNnD19++WX2EL0RI0bw4Ycf5tiWkZERCQn/PzWloihnhRB1nuSn44B0QA18L4TY/GxZRVGcgG1CiHzHJxUkOe4JtP1PclxPCPHpf5b7EPgQwNra2mfNmjX5rrewZZz6Hbu0ICoa5jwJl0U/x79Nuo4pHRvW1nQoGqUWagyuT+Zh6gOMvOeio7z4kmZpZ/TPP+iEhL54wTIgVWXIlQrdsFFdpVz/5poOR6OEWhDsf4n4+7eo2rU1+qZmmg5JswRY7I0hPPkegeIGgrL9cAgrVSVq6NYhomk5MkrGc000JjMzk7i4Rai0HmBkZAi8+WPqX184YISWamKxb7lFixZnhRA5J6d/DQVJjhsCE4UQbZ/8/T8AIUSeT7jQRM8xwIEDB2jevHmxb1cq+fz3+9Myl55RSRJqwcFDB+Wxgyfz3qsFKq0yOZFRDrJtPE+oxXNj8Mu6/fv306JFC02HUeY97TkuzHUW5Ah4GnB9MpZDF+gD+BVmEJJU1FSKPNlLuZMn+/+nKIpMjJ8h28bzZH08rzTMwiLl7oVzDQkhMhRFGQHsArSAJUKIq0UemSRJkiRJkiQVswJNxCmE2AHsKOJYJEmSJEmSJEmj5PUzSZIkSZIkSXpCJseSJEmSJEmS9IRMjiVJkiRJkiTpCZkcS5IkSZIkSdITMjmWJEmSJEmSpCdkcixJkiRJkiRJT8jkWJIkSZIkSZKekMmxJEmSJEmSJD0hk2NJkiRJkiRJekImx5IkSZIkSZL0hEyOJUmSJEmSJOkJmRxLkiRJkiRJ0hMyOZYkSZIkSZKkJ2RyLEmSJEmSJElPyORYkiRJkiRJkp5QhBCFv1JFiQDuFvqKX6wCEKmB7Uoln2wbUn5k+5DyItuGlBfZNkoGRyGEZWGusEiSY01RFOWMEKKOpuOQSh7ZNqT8yPYh5UW2DSkvsm2UXnJYhSRJkiRJkiQ9IZNjSZIkSZIkSXqitCXHf2g6AKnEkm1Dyo9sH1JeZNuQ8iLbRilVqsYcS5IkSZIkSdLrKG09x5IkSZIkSZL0ykpFcqwoSjtFUW4qihKgKMo4TccjlRyKotgrirJfUZTriqJcVRTlc03HJJUsiqJoKYpyXlGUbZqORSo5FEUxUxRlvaIoN54cPxpqOiap5FAUZdSTc8oVRVFWK4qir+mYpMLzxifHiqJoAfOA9kANoK+iKDU0G5VUgmQAXwoh3IAGwHDZPqT/+By4rukgpBJnNrBTCFEd8EK2EekJRVEqAZ8BdYQQHoAW0EezUUmF6Y1PjoF6QIAQIlAIkQasAXw1HJNUQgghHgohzj35dzxZJ7hKmo1KKikURbEDOgKLNR2LVHIoimICNAX+BBBCpAkhYjQalFTSaAPlFEXRBgyABxqORypEpSE5rgSEPPN3KDL5kXKhKIoTUAs4qeFQpJJjFjAGUGs4DqlkcQEigKVPhtwsVhTFUNNBSSWDEOI+MB24BzwEYoUQuzUblVSYSkNyrOTympyCQ3qOoihGwAZgpBAiTtPxSJqnKEonIFwIcVbTsUgljjZQG1gghKgFJALyfhYJAEVRzMm6Qu0M2AKGiqK8q9mopMJUGpLjUMD+mb/tkJc3pGcoiqJDVmK8UgixUdPxSCVGY6CLoijBZA3HaqkoygrNhiSVEKFAqBDi6VWm9WQly5IE8DYQJISIEEKkAxuBRhqOSSpEpSE5Pg24KorirCiKLlmD4v00HJNUQiiKopA1bvC6EGKGpuORSg4hxP+EEHZCCCeyjhv+QgjZ+yMhhHgEhCiKUu3JS62AaxoMSSpZ7gENFEUxeHKOaYW8YbNU0dZ0AK9LCJGhKMoIYBdZd4wuEUJc1XBYUsnRGBgAXFYU5cKT174WQuzQXEiSJL0BPgVWPul0CQQGaTgeqYQQQpxUFGU9cI6sGZHOI5+WV6rIJ+RJkiRJkiRJ0hOlYViFJEmSJEmSJBUKmRxLkiRJkiRJ0hMyOZYkSZIkSZKkJ2RyLEmSJEmSJElPyORYkiRJkiRJkp6QybEkSZIkSZIkPSGTY0mSJEmSJEl6QibHkiRJkiRJkvTE/wHGVL34IyGrQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "\n",
    "for (i,j) in connect:\n",
    "    if value(instance.X[i,j])>0:\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        x1,y1 = d_data[j,'x'],d_data[j,'y']\n",
    "        plt.plot([x0,x1],[y0,y1])\n",
    "for i in instance.i:\n",
    "    x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "    plt.text(x0,y0, s=str(i) + ' ' + str(int(value(instance.U[i]))) + ' ' + str(d_data[i,'v']))\n",
    "\n",
    "    \n",
    "plt.legend()\n",
    "plt.grid()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "OSQF02h3yNSA"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\",\n",
    "            \"#8c564b\", \"#e377c2\", \"#7f7f7f\", \"#bcbd22\", \"#17becf\",\n",
    "            \"#aec7e8\", \"#ffbb78\", \"#98df8a\", \"#ff9896\", \"#c5b0d5\",\n",
    "            \"#c49c94\", \"#f7b6d2\", \"#c7c7c7\", \"#dbdb8d\", \"#9edae5\",\n",
    "            \"#8c6d31\", \"#9c9ede\", \"#637939\", \"#e7cb94\", \"#b5cf6b\",\n",
    "            \"#cedb9c\", \"#c7c7c7\", \"#bd9e39\", \"#e7969c\", \"#7b4173\"]\n",
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "for (i,j) in connect:\n",
    "    if value(instance.X[i,j])>0:\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        x1,y1 = d_data[j,'x'],d_data[j,'y']\n",
    "        plt.plot([x0,x1],[y0,y1],zorder=-1 , lw=3)\n",
    "for i in instance.i:\n",
    "    if d_data[i,'v']==0:\n",
    "        KOL= colors[random.randint(0,len(colors)-1)]\n",
    "    else:\n",
    "        KOL= 'k'\n",
    "    x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "    \n",
    "    plt.scatter(x0,y0, s=1200, marker='s', c= KOL)\n",
    "    \n",
    "    if d_data[i,'v']>0:\n",
    "        plt.text(x0-0.25,y0-0.05, s= str(d_data[i,'v']), c='w', zorder=2, fontweight='bold', fontsize=13)\n",
    "    else:\n",
    "        plt.text(x0-0.25,y0-0.05, s= str(int(value(instance.U[i])) ), c='w', zorder=2, fontweight='bold', fontsize=13)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BMZnJyjS3tAkxntf1Vd3/cdUbguOU7bK14TC2DldutdS13xrBFJEKgDE8BY1Wf9R0X5aQkABAfX39MS/k8Qe3nj8YgM1F1Ww90LlH9eJRsbw1fzJx4SZWbj/Edf/apEqxAz3QwzNr1iyeeOIJNB26I++66y7mzp3Lpk2bmDt3Lv/4xz9ISUmhuLiYlJQUwsKU6n7BggUcOXLE25G86pL56YT3V8p6rU7DjFtGe6b98NVhdn2lXMU19Kw4zr1mKKPPT/LMf7igln3f+u4VWgDvvfceqanKzkWv1/P22297pr344ov8+9//ZvHixVx11VWeSywBXnvtNaxWK8888wzPPvtsr+c+Hffffz/nn38+0dHRFBYWYrFYGDRI6Y596KGHiI+P55133kGr1WK320lNTe00ePv2229n+3bfvo/LyZYxNTWVlStXUl9fz/79+4mNjfV0uxcXF/PZZ5+pGf+kNtd8SbwpmUBdEL9K+i12p40w96XnW2u/Zr9lD+sqP/bMH6IP47qkW4G+cx+eTR/sI2FoBIEhAcx9ZDL2Vgdh0cq+ZPOq/egDdJw7ewiTf5FKXbkVg1Hn6dWpPtLEvu2+va8BCAhLxhCk/DBsKu28TuyWCqxVewiMGkrogHMJihmNzhgOKMWRr16h1VF4eLjnx8OxencGDBhAZGRkp1PIaWlpOJ1OSktLKS31/SvvzhsSzagEZb38tHcnJtTIc9dNQKvVYHc4GRgVxIpbJ3mm37/y+169SsvrBU9YWBhpaWmd2iIjI4mMjKSkpASA1atXM3v2bIYOHUpraytr167lySef5KOPPvJKhsyMwm6f5N39Zt4xuwN1hvYNMyqx86C54h+UHoA1L++irtzKsElxhPcPpLnRRuG2cjZ+sM8r9+ApvWBst5dPc5wkbV2vAOnp6Z2mffLJJwDExsYetY7bBptHRvr2VWignFKdNm0ajz76KJMmTcJgMLBu3Toeeugh1q1bx8CBAz07IL1ez6RJkzq9v61A7xZzXfcHIjykOe7WdLJlHDlyJB988AHjx4/3XA5bUFDAp59+ymOPPdbtX6L58/K7vXzPF/2/4y5fRWspH5a+wcSIqcQa49FqtRxuLmZr7dee3p+eNGL3Lq8MJMmbf+z9DED5gQZWPrWdsy8fTNygMLQ6DYf21LA5dz+H9tSiD9Cy5aMikkdGEh4diC5AS/WRJvZ/W8H21cU4evkKmK4IjhsPgN1aTUtd0VHT64rW4GipwxQ1DJ0xHKe92X3jwY3d/re9sR/duHHjCffobb07FouF2trao6YbDIZO+1yAgAClN7LjWLyuKFqc5ZVt9GSnxm49X/mBXFDWwJpd5Z2mBei1aN3j0fQ6LeMGdL5JZqipd0fVaLp6AzWN5vg7W7W5XK5ur+ilJ9gRqS17WUb3Cx4/X3/g/8vo78t3ooJHbbem/N4r26i/72dKtyz12eWLOzO7xwseNU2aNKlXCh41nW5R57uXYgghhBBCeIkUPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEKoIGXRqki1MwhxIkvn5yWqnaEnrclLvUbtDKJ3ScEjhDrWpCxaFa12CCFO4Iul8/MGqh2iB72+Ji91rtohRO/pTsHT4LUU3uWVXC5cFm98jrd5MZdfr78e+Cyv0QQEAowF1qUsWhXbjY/yyeXDW99Bp49+B72Yy4f3MwCDgc+Xzs8b3NXPcbp8c/nsThsox7//rslLvamrn+Py0eXzZi6Nj26jXcmlcblcPZHllJnNZleH1xo1s4jTl7JolWf9FS3OkvV3EimLVs0D/kP7j43dQGbR4qzD6qUSot3S+XkzgXeAAHdTCZCRvSyjQL1U3rMmLzUG+AxI79A8PzOj8HmVIv08mMPbiw1znSrHCjmlJUQvKlqclQNcDzjcTcOBz1MWrUpWL5UQ7bKXZeQClwPN7qYklNNbI9RL5T2ZGYXlwAXA9g7Ny9bkpd6pUiTRS6TgEaKXFS3OWg78ErC7m9JQip4U1UIJ0UH2soz/ATMBq7spDuX0Vvrx39V3ZGYUVgGZwOYOzc+syUu9T6VIohdIwSOECooWZ70NXA3Y3E2DgC9SFq1KUy+VEO2yl2WsAWYAje6m/sDapfPzxqmXynsyMwprgIuArzs0/781eal/UimS6GFS8AihkqLFWe8DVwAt7qZklJ6e4eqlEqJd9rKML4DpQL27KQrIWzo/b6J6qbwnM6OwDqWo+6JD82Nr8lLNa/JSZUyin5GCRwgVFS3O+pjOpw4SUK7eGq1eKiHaZS/L2ABcCNS6myKAz5bOzztHrUzelJlR2ABcCqzp0Pwg8LgUPf5FCh4hVFa0OOszlB1uk7spFlibsmjVGPVSCdEue1nGZiADqHI3hQGrl87PO0+9VN6TmVHYBFwGfNKheRGwRIoe/yEFjxA+oGhx1jrgYtrvYRONUvRMUC2UEB1kL8vYjnJ1U7m7KRj4ZOn8vEz1UnlPZkahFbgS+LBD8z3As2vyUuVY6QdkJQrhI4oWZ32FMoiyzt3UD+WOzJPUSyVEu+xlGfnANOCIuykQyF06P2+GaqG8KDOjsAXlYoJ3OjRno1y2LsfLPk5WoBA+pGhx1iaUUwfV7qZw4NOURavOVS+VEO2yl2XsAs5HuSEhgAl4f+n8vMvUS+U9mRmFrSi3jXijQ/Nvgf+syUvVqZNKeIMUPEL4mKLFWdtQTh1UuptCgP+lLFp1gXqphGjnvuvyecABd1MA8O7S+Xm/UC+V92RmFNqBucArHZrnoTyKQq9OKtFdUvAI4YOKFmd9h3LqoMzdFAR8lLJo1XTVQgnRQfayjP0oPT373E164M2l8/N+qV4q78nMKHQANwH/7tB8LcpDRw3qpBLdIQWPED6qaHHWTpQDSttztkzABymLVl2qXioh2mUvyziA0tOzx92kA15bOj/vBvVSeY+76LkFeK5D89XA22vyUo3qpBJdJQWPED6saHHWjygHlGJ3kxFYmbJo1ZWqhRKig+xlGYdQCvMf3E1a4OWl8/NuVi+V92RmFDpRBi4/3aH5cuC9NXmpJlVCiS6RgkcIH1e0OKsQpejZ724yAG+lLFo1W71UQrTLXpZRinIK9jt3kwZ4cen8vNtUC+VFmRmFLuBe4K8dmi8BPlyTlxqkTipxuqTgEaIPKFqc1XbqoMDdpAfeSFm06jr1UgnRLntZRgXKFYbbOjT/c+n8vLtViuRV7qLnj8AjHZovBFatyUsNUSeVOB0al8vVpTd++eI/mjQajc9Vti6Xy3Lub+4I7u7naDSaeiDUC5G8rcHlcoV190POePmMJpfG5XPrT+PSWL678bturz/wz3WYsmhVPJAHDP/whj0EBnTt+9uTnE6XZejQBfIdPAX+uIxL5+dFAP8DzvrtGXsI0PngNupyWbTzb+/yNromL/V+4JHLZu7HavW95cOL2+g/5q9p0uCDx3pcljuWZZ7WOuxyD48vFjvg1Vy+uBMCL+XyxWIHvJ7L79Zh0eKsIyinDr73xWIHQKuV76BKn+VNXc6VvSyjFuUGml/5YrEDoO3mcSIzo/BRYKGPFjvgxe3KF4sd6FouOaUlRB9TtDirDOU+PUL4pOxlGfUoTyH3W5kZhf9P7Qzi9EjBI0QfVLQ4q/LkcwmhnuxlGY1qZxCiIyl4hBBCCOH3pOARQgghhN+TgkcIIYQQfk8KHiGEEEL4PSl4hBBCCOH3pOARQgghhN+TgkcIIYQQfk8KHiGEEEL4Pb23PzAsLp7E9PGE9I8hIFC583Pxtm84uH2zZx5TaDjJ4ycSHpeAITAIh60Va20Nh3/Ip2r/Xm9H8qqpU6eycOFCJk6cSGxsLABms5mHHnoIgHnz5vHyyy8f9/033ngjOTk5vRG1S24YeQPnJZ1HSngK/Yz9qGmu4duKb1n27TIKagsI0gdxx7g7GB8znviQeIL0QZRbyvm85HP+9d2/qGmpUXsRTuree+8lKyuLYcOGER0dTUVFBRs2bODhhx/m+++/B+Dvf/8706dPJzExEb1eT1lZGWvWrOHhhx+muLhY5SU4NVqticjISQQHp6LXh+B0ttLaWkVFxVpaWysIC0snNHQERmMMWm0AAIcOvYnVWqJy8lMTGRnJAw88wBVXXEFiYiINDQ3s3LmTu+++mx07dqDX6/nTn/7EvHnzSEpKory8nLfffpsHHniAxkbfvifegw8+iNlsPuY0vV6Pw+EgOTmZBx98kMzMTOLj4zl06BCvvfYajzzyCDabrXcDd5XRCBPOhIEpEBwMNhvUVMNXX0GV+96a/SJhwgRISISAAGhuhooKWPMp2O2qxj+Zk22jfXkdhkaZuOGxc447fdeGI+Tl7GLqNUNIHhlJcIQRrVaDpaGVkt01bFlVREN1cy8m7oGCJziqP/2SBmCtr/UUPD816pLLMYWG4XQ4sNRUYwwNJSwugbC4BL77sJGG8lJvx/Ka8ePHM2PGDAoKCjwFT0cVFRVs3LixU1tCQgIDBgwA4MiRI72Ss6uuHXEtiSGJlDaVcqjxEIPCBzE9eDrnJp7LrPdnAXD9yOuxO+0cbDiIw+lgQNgArh95PWfFncXsD2fjwmefLwPAnXfeSUpKCgcPHqSoqIhhw4Yxe/ZsLrnkEkaPHs2BAweYOXMmOp2OPXv2EBYWxpAhQ7j55puZMmUKI0aMUHsRTkqrNZGUdC0BARG4XE5stlpcLidGYwwGQwStrRUEBQ3CaIzF4WjyFDx9RWRkJJs2bSItLQ273c7evXux2WyMGzeO1NRUduzYwX/+8x+uv/56HA4HBQUFDB48mN/97neMHTuWjIwMuvrg5N5UUVFBYWFhpzaXy0V0dDTffPMNcXFxNDU1sWvXLoYPH84DDzzAiBEjmD17tkqJT4PRCLOugvBwcDqhrk7536hoCAtTCp7YWMi6DAwGpRiqrQGtDpKTQa/36YLnZNtoSUlJn16HDpuT0n11ndoMRh1RicqD4y11LQAMTI9Gq9VQW2YhIFBPREwQI6cEEp8aznLzpl7N7PWCp2Lvj5Tt/gE0GibPu+Wo6caQUEyhykNci7d9w6HvthEaE8sZl13tnh5CQ7m3U3nPK6+8wgsvvIBWqz3mr8SPPvqIjz76qFPbunXrGDBgAD/88AOrV6/urahd8m7Bu+QW5nK46TCg9Pj8fuLvCTIEkTkwk4/2fcSSLUt4e8/bNNoa0Wl0PHn+k1w48EKGRQ5jWOQwdlfvVnkpTuzFF1/k1Vdf5cCBAwDcc889PPXUU4SEhDBr1iyefvppRo4cSUtLi+c9//3vf7n++usZPnw4kZGRVFdXqxX/lERFTSEgIAK7vYFDh97CZqt1T9Gg0egAqKhYg8NhISgohYSEWapl7YpHH32UtLQ0SkpKuOCCC9i7V+kZ1mq1GI1Gxo0bx/XXXw/A3XffzdKlS5k5cyYffvgh06ZN48orr+S9995TcxFOyapVq7jpppuOap89ezZxcXGA0uu8fft2LrroIlavXs3VV1/N2WefzaZNvXswOW0Tz1aKncZG+PADqHcfPDUa0CnbKOdNU4qdkoPw6WpobVXafbzYgZNvozfeeGOfXoeW+lbeeWJrp7azZg4iKjEEh93J958fAuD1hzbhsDs981x440iGTYqjX1wwxmA9LU29tx69PobH3tKC03H8BWhtaqLZvWEPGH8WY664hhHTZ+JyOqnYu4eqon3ejuRV1dXVWK3WU57/rLPO4vzzzwfgiSee6KlYXvPCdy94ih2ALaVbPK9bHa1UNVfx8s6XabQpxZ7D5WB7+fZO8/i6xx57zFPsAHz++eee121FTktLC3fffTcbN25kz549noPnzp07fb7YAQgJGQqAzVZHbOylDB58BwMGzCMsLB2XS/l+OhxN4OO9ccdzzTXXALBv3z6WL1/uOVVwyy23YLVaueSSSzzzvvPOO4BSPLR9dy+++OLeD90FV111FRaLhcOHD5Obm8vYsWMB5aDZxulUDiYde6ymT5/eqzm7JDVV+d+Gesi8EH79G7hmDowYqRQzkVEQGanM09oKv7gabroZrpgF/WPUy32KTraN+sU67EBv0DJ6WiIAezaX0Vij7EsddidnZCRx9R8mcN3Dkxg2SSnyqg839mqxAz3Qw3MyLpeT/I9WMuLCSwiJjiEkuj8AtmYrjVUVuJzOk3xC3/KHP/wBgJKSEl577TWV05y+a0dcC0BNcw2ri47unQrSB3Fl2pWAUhztq/PtgvVY7rzzTgAqKyt56623PO0pKSmcffbZnr+3bNnC5Zdf3uv5TpdOF4hOFwhAYGASdrsFh8NKQEAUMTEXotFoqavboW7Ibujfvz9RUVEAnHfeeZSXl1NRUcHIkSN57rnn0Ol0JCcne+YvL1e6jF0uF5WVlSQnJ3tOMfsyu91OaWkpdrudESNGkJWVRWZmJpMnT2bVqlU8/vjjhIWF8eWXX1JQUMDw4cM9701MTFQx+SkwBYLJpLyOTwCrVfmvXyRMPU/p5en4w3Jwavspr7g4yJoJ773bPs7Hx5zKNtrn1+FPjDw3gcCQAFxOFztWdx7nGBYVSOygcM/f5QfqWfXP73o7ojpXaaVOOZ+Q6BiO7MpnQ87z7Pp0FQZTIIPOnkL/1KFqROoRQ4YM4YorrgDgqaeewu7jXbAd6bV6Hjv3Ma5Iu4KG1gbuXnv3UQOSY4JieGnGSwzpN4S9tXu57/P7VErbNQaDgZycHG688Ubq6uq48sorqaxs34Hec8896HQ6hg8fzrp16zjzzDN59dVXO/0y803t+RwOKwcO/JsDB/6D1ar03IWHj1Upl3fo9e2/0yorK0lNTSUtLY2vv/4agDvuuAONRnPM9x6v3dcsX76cmJgYhg4dysiRIz09UiaTiezsbIqKisjMzGT16tW0trYyYMAA3nnnHWpqlO+orw94RdthPVit8Ppr8MZyKHWP3xw1Gjp+zw4WK9NXvK6M5dHpYOTI3s18Gk5lG+3z67ADjQbGZCo/MoryK6k+0tRp+pdvFfDP2/J47cGNHNpTQ8zAMC66aRS9/XXs9R6e8IQkIpNTACjfsxun3U51cRGtVgsBgUGEJyRRUbinW/9GyaL1PtFPf99996HT6aipqeGFF15QO84pizBG8PQFTzMhdgLllnKy12QfNS5nROQIns18ltigWLaVbeOutXdR11J3nE88TebwHl9/UVFRvPfee0ydOpXDhw+TlZXFjh07jprP6XTy448/8tRTTzFt2jQyMjLIzMzk008/7emIXeZwWHG57Gg0elpba3C5lB1nS0sZgYEJ6PVhPZ4hbu2OHluHFRUVtLS0YDQa2bNnj2cs3datWznnnHNISUnhlVde8cwfExNDaWkpGo3G86v74MGD3cqwJi+1R7fRgoKCTn+vXr2ayspKoqOjPb1TW7Zs6XRqLiEhgblz5wKwe7dvj6OjuRkcDqVwqatTihiAygqlByc0FJo6jJFs+yHS3Az19RAVpczjo05lG4U+vg47SDszlrBopVd52+pjX8XqckFtmYUdnx0kcWg/kob3I2l4JAd39d4QgV7/qaoPMHpeh7jPwxpDQtEblXZnH+oFOZHY2FhuuOEGAJYuXUpTU9NJ3uEbBoUPYnnWcibETmBX1S6uXXXtUcVOxoAMXp7xMrFBsazat4rfrP6N94qdXjB8+HA2bdrkGSh41llndSp2Ro8ezYwZMzx/azQaLr30Us/fwcHBvRm3C5yeS8sDAvqh0RgAMBqV75vN5vu3DjgRu93OunXrABg6dCjBwcFoNBrGjRsHwJ49e/jkk08881911VUAZGVlERio7JQ7TvdFCxcu7HRa7sILLyQ6OhqAoqIiAKZMmYLOPbg3MDCQpUuXAsr4s3fffbd3A58upxMOK4NaCQ9XBiGDcoUWKEVQeTm0XTjQ1m40thc6tbW9Fvd0nco2Cn18HXYw7iKlCD+8t5bSwvZjQWRCMANGRbbPqIGBo6M8f+qNvVuCeL2HJ3LgYFLO6nxtfvyoM+ifNozG8jL2bfwCW0szBqOJwZPPI274aIwhoWi1OmXgcjd7d3rarFmzeOKJJzp1jd91113MnTuXTZs2earzu+++G5PJhNVq5ZlnnlEr7mn7+wV/JzlU2dHqtXqWTFvimfZuwbusL1nP36b9Da1Gi91pJyk0iZdmvOSZ57GNj7Grelev5z4d7733HqnuAZN6vZ63337bM+3FF1+ksrKSlStXUl9fz/79+4mNjfVcTVFcXMxnn32mSu7TUVX1FSZTEjpdIAMH/hqXy47BoJxDr65WbpsQFTWV4OAhaLXtu4HY2EtxOu3U1W2nrm77MT/bF9x///2cf/75REdHU1hYiMViYdCgQQA89NBDbNu2jeXLl3Pttdfy97//nezsbM86X79+PStXrlQx/cnddttt/OUvf6G4uBiLxeIZ29HY2MjTTz8NwD/+8Q9SUlIoLi4mJSWFsDCl527BggU+f/sLADZ/o4zfCQyEX12nDFR2LwNbtyg9QJu/gXOnwoAB8MtrlfvwBAQohVB+748BOR0n20bBD9YhkDwykv4DlCJ0+/8OdJoW3j+QS287g1arnfoqK0GhAQSFK50bDdXNlOzq3R9fXi949AEBBIaFd2ozGE0YjCZamxqxt7SQ/+G7JI2dQFhcAoFh4dhbW6gpP0LJt1u9cg+epMVTu39m8K/HvnwlLCyMtLS0Tm2RkZFERkZSUqL8qg4JCWH+/PkAvPzyy1RUVHQ7Tm8J0LXfj2VIvyGdpn116CsMWgNajVKV67V6xvQf02meYIMXej/Mdd45s/uQ5pjr0NQ2WBJIT0/vNO2TTz5hw4YNfPDBB4wfP95zoCkoKODTTz/lscce8/mb1oFy+urQobeIijoHkykel0uH1XqQ6uqNWK3K6RydLoiAgIhO79PrQ9zTTD/9yNNSesHYbq9DzQkuIduyZQvTpk3j0UcfZdKkSRgMBtatW8dDDz3k+WU9b948CgoKuOGGG0hNTaWyspK3336b+++/v9v34MnMKPTS6INjb6OPP/44s2fPZtSoUcTFxXHgwAG++uorHnnkEU/vwOrVq5k9ezZDhw6ltbWVtWvX8uSTTx51WwyfVVGhXI4+8SzlfjtardLrs3ULHHZfKbrze+UKrTPGQEQEtDRD4V7YtBEaGlSNfzKnso32+XUIjJ+u9O5UH2miKL+q07S6civ7v62g/4BQ+sUqx4bacgsHd1Wz9eMibC2OXs2q6eoX/6t/L/WJcTLHMuXm7O7vbDXH3hH5ApfL1e3lS89J99nly5+X75WDib+vw717n/LZ5UtLu1e+g6fA75fx+ed8dvm49TbZRk/B0vl5PruM2csyTmsZff1yEyGEEEKIbpOCRwghhBB+TwoeIYQQQvg9KXiEEEII4fek4BFCCCGE35OCRwghhBB+TwoeIYQQQvg9KXiEEEII4fek4BFCCCGE35OCRwghhBB+TwoeIYQQQvg9KXiEX0rPSZdtW/g0s9nspQeQCiFOhRwUhN9Jz0nXAS+qnUOI43EXO39RO4cQPyd6tQMI4U3pOel64GXgOpWjCHFM7mLnKeB3KkcR4mdFCh7hN9Jz0g3Aq8A1amcR4ljMZrMWeBa4Xe0sQvzcdPmUlsvlsngziLd4MVeDlz7H27ySS+PS+OT662qu9Jz0AGAFHYodjUFj81YuL/PKOnQ6ffM76MVcfvUddBc7z9Oh2NHr9XZvhfIy72yjPnqc8GIuv9pGj8WFb67DruTSuFyunsgi3JbMmen5P3jBilwZpNgD0nPSTcDbQFaH5meBu/Pn5csGLlRnNpt1wH+AGzo0vwFcbzabfbXo8Rn+vh81m82uDq/9bvkA0nPSPcuYPy9flWWUQcuiT0vPSQ8C3qdzsbMEKXaEjzCbzXrgFToXO/8F5kqxI0TvkYJH9FnpOenBQC4wvUPz48DvpdgRvsBsNgeg9OT8qkPzi8BNZrPZoU4qIX6epOARfVJ6Tnoo8DFwQYfmB4H7pdgRvsBsNhtRTrVe1aH5n8CtZrPZqU4qIX6+5Cot0eek56RHoBQ7kzo0/zF/Xv5idRIJ0ZnZbA4E3gVmdGh+Gri343gNIUTvkYJH9CnpOemRwGpgQofme/Pn5f9NpUhCdGI2m9vGlV3YofmvwB+l2BFCPVLwiD4jPSc9GvgMGNOh+Y78eflLVYokRCdmszkEZVzZ+R2aH1YmSbEjhJqk4BF9QnpOeiywBhjlbnIB8/Pn5b+gXioh2pnN5nDgI+CcDs33m83mx1SKJIToQAoe4fPSc9ITUIqd4e4mF/Dr/Hn5L6sWSogOzGZzP+AT4KwOzQvNZvP/UymSEOInpOARPi09Jz0ZyAPS3E0O4Ib8efnL1UslRDuz2RwFfAqM69D8O7PZ/HeVIgkhjkEKHuGz0nPSB6EUOynuJjvwq/x5+W+rFkqIDsxmcwzKuLL0Ds23mc3mZSpFEkIchxQ8wiel56SnoRQ7ye4mGzA7f17+++qlEqKd2WyORznVOsLd5AJ+Yzab/6NeKiHE8UjBI3xOek76cJQDSYK7qQX4Rf68/I/USyVEO7PZnIRSkA9xNzmBeWaz+VX1UgkhTkQKHuFT0nPSR6OcIoh1N1mBK/Ln5X+qXioh2pnN5oEoxc5gd5MDuM5sNq9QL5UQ4mSk4BE+Iz0nfQxKsRPtbmoCZubPy1+nViYhOjKbzYOBtcAAd5MN+KXZbH5XvVRCiFMhBY/wCek56Wei3EG5n7upAbgkf17+V+qlEqKd2WweitKzk+huagWuMpvNueqlEkKcKo3L1bWbf2o0mnog1LtxvKLB5XKFdfdD/vNjSZNGqw3yRiBvcjmdll8PSwru7uc4l/2zSavR+NzyNWFjkulfdcDF+fPyN3Xns/x9G/1sTVqTRuPyuXXocmksF2bu7fY2+uRd45s04HvLh57GyEubgSvNZvP/uvNZ/r6N+vvyffniP5o0PrgfdblclnN/c0e3v4MAv/nTOU344PcQsLz4+NentYzd6eHxxY0YvJTLF4sd8F4uXyx2AIIxAGTmz8vf6oWP8+9t1AeLHfBeLl8sdgA02AGyzGZznhc+zq+3US9+jrd56Tvom/tRL+fyyWWkC7m0PZFCiO7wUrEjRI/xUrEjhOhFUvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7Xn+W1tSpU1m4cCETJ04kNlZ54LXZbOahhx7yzLN27VqmTZt21Hu//PJLpk6d6u1IXhVrCiA9MoRoo4FAvQ6A7VUN7Khu6DRfRICesZGhxAUGEKDT0uJwUtls4/PSGuxdfJxHrzhjDAwYCBHhYAoEqxXKymDbFqiu7jyvwQBXzYbwcOXvL9fDzu97P/Npuvfee8nKymLYsGFER0dTUVHBhg0bePjhh/n+eyV/X95GBw26i8GD7j7mtLy1Q4mLvZKRI5847vt/+GEhR0rf6al43Tb5kls555Jbjzntqd9NxOV0EBGdzORLbiE5bQKBoZHYmpuoLiti2xdvsGf7p72c+PQ9+OCDmM3mY07T6/U4HA7P3yEhIezYsYPU1FQA7rjjDpYuXdobMbstMjKSBx54gCuuuILExEQaGhrYuXMnd999N2PGjOHll18+7ntvvPFGcnJyei9sF+iNRpLHTiRy4CACgoJx2GxYaqvZv3E9TVWVmELDSR4/kfC4BAyBQThsrVhrazj8Qz5V+/eqHf+EoiLi+OvC4z8z96utq3jpncc8fxsDgnjwzhxiopRH0b32wRLWbuzd/YzXC57x48czY8YMCgoKPAXP8RQWFlJRUeH5e+fOnd6O43VRJgOJQUbqbXYC0R1znhiTgemJURi0WmxOJ3WtdrQaSAo2otNofLvgGT0aQsOgsREaGiAiAkJCYMAAeHMFNHYo7KZMbS92+pA777yTlJQUDh48SFFREcOGDWP27NlccskljB49mgMHDnjm7YvbaJvW1iqs1uJObS6Xi1ZbFXV12zu1G42xmEwJALS0lvdaxu6wNNZQW1nSudHlAo2Gq7OfIzwqAbu9laojhYRFJpCYOo7E1HG8XlvG4f3fqRP6NFVUVFBYWNip7afPP/zHP/7hKXb6ksjISDZt2kRaWhp2u529e/dis9kYN24cqampVFRUsHHjxk7vSUhIYMAA5UH1R44cUSP2KdMbjZxx+WwCw8JxOZ1Y6+twOZ2EREZjCg2nqaqSUZdcjik0DKfDgaWmGmNoKGFxCYTFJfDdh400lJeqvRjHZXfYKCzu/APXZAwiMXYwAHUNVZ2mXXf5vZ5iRy1eL3heeeUVXnjhBbRaLY2NjSec95FHHvH5Cv2nCust/FhnQQNcnxZ/zHnOiYnAoNVyyNLC2iPV2JzKDkqn0eDw5WIHYNcuKChoL2zSz4Bzpii9OYMGQb77QDE4FYYNg8K9kJqmXt4uePHFF3n11Vc9hc0999zDU089RUhICLNmzeLpp5/2zNsXt9E2lVXr2LVr4VHtVVXrqKpa16lt/LjlmEwJNDUVUF29vpcSds++nev532vmo9rDIuMJj1KKtw0fP883n75EfMoZXHvvywCE9ouDPlLwrFq1iptuuum402fPns28efNYsWIFc+bM6cVk3ffoo4+SlpZGSUkJF1xwAXv3Kj0aWq0Wo9GI1Wrlo48+6vSedevWMWDAAH744QdWr16tRuxTNmDCJALDwmlpauT7j1bSXF+nTNBo0Gp1GENCMYUqzy8t3vYNh77bRmhMLGdcdjUAxpAQGnz4t0ddQxV/WXZLp7bLM28mMXYwdruNtZvae3/OTM/gnPGXsvm7z5h4xoW9HdXD62N4qqursVqtpzTv3/72N5qbmyksLOT5558nJibG23G8rsXpOmHR0i9ATz+jAQCbw8nlyf2ZmxpHVlI0/U2G3orZddu3de7FOXK4/XVbN3pwMJx3PlSUwzff9G4+L3jsscc69eJ8/vnnntctLS2d5u2L22ibmP4XM+38nZw7ZQNjzniRkJCRx5wvLGwM/fqdDcCBA//qzYjdMnRMJnc9+TW3PvI/Zt36d2KShgHQWFvh6fmZfMmtzP39a8y69e84HXZ2bfmIgm/7zmOwrrrqKiwWC4cPHyY3N5exY8d6piUlJfH888+zZcsW7r//fvVCdtE111wDwL59+1i+fLnndNYtt9xyzGPIWWedxfnnnw/AE08c/5Ssr4gepPwQbG6oZ+i0i5h0wy2M+8WviBs2EqfDTmtTk6cIGjD+LMZccQ0jps/E5XRSsXcPVUX71Ix/2gIMRi6YdBUAm75dTU2dUq31C4/h+isXUlSyi/c+fUHNiOoNWrZYLBw6dIiKigoGDx7MLbfcwoYNGwgK8tUHs56a8ID2TrOU0EAAHC6ICQxgemIUkUavd6r1rNHpyv9arbDP3bWekQlaLaz5DJxO9bJ5yZ133glAZWUlb731lqe9L2+jTqed1tZKmptLMBpjiI6+gDMnvH3MomfgAGU8THPzEUrL3u/tqF3idNhpqq+ivvoIIeH9GTxqKr+652VikobhdNp585nfUnZwF3p9ALHJIwgMDqfF2kDZwd04HXa1458Su91OaWkpRUVFxMfHk5WVxYYNGxg7diwajYZXXnkFg8HAtddei81mUzvuaenfvz9RUVEAnHfeeQwcOJCKigpGjhzJc889R3Z29lHv+cMf/gBASUkJr732Wq/mPV0GUyAGkwmA8LgEjCGh2JqtBPWLJHXKNOJGpONyOcn/aCWNleVodTpCovtjMJqwt7bQWFWBq4/tW6eeeTmhwRE4nU7+t345ABqNht/M/j90Wj3/WmHGofJ3T5WC55577qFfv36kp6eTnJzM448/DsDgwYOZNWuWGpG8RqvReF4famrmnQPlvHugHJvTiU6jYVh4sIrpToNWCxdkwLDh0NICqz+B5mblFFdCInz1JdTVqZ2yWwwGAzk5Odx4443U1dVx5ZVXUllZCfTtbbS09APWf3kWGzZmsnHTxWzfcSMAOp2RpKS5neYNDEyhf3+li7n44H9wuXy/GNi95WOe+/OF/OfRK3n58at4+5/KwVFvMDJ26jWg0XDhnD8RmzyCHevf5O/3ncPKF35HYEg/ps26lxFnXqryEpzc8uXLiYmJYejQoYwcOZKLL74YAJPJRHZ2NnfffTfTpk3j7rvvpqCgQOW0p0+vb//hV1lZSWpqKmlpaXz99deAMvC6oyFDhnDFFVcA8NRTT2G3+/Z2qtG2HwdszVa2vfUqW996lfoyZdxR/Ejlh2TqlPMJiY7hyK58NuQ8z65PV2EwBTLo7Cn0Tx2qSvau0Gi0XDhFOaX63Y9fcbh8PwAXnnMNwwaP543cpymrOqhmREClgmfHjh20trZ6/l6+fLnndduAtL6qyd5+9URli/Krq8XhpNGmtIfojz3Q2aeYTDDzchg6DJqa4MMPoNQ9eM79q4wp58KvfwPXdBg3MPkcuMK3i4E2UVFRrFmzhhtuuIHDhw8zbdo0vvrqK8/0vryNWq1F2O3txWh19XpaW5Ur7NoGJrcZOOC3aDQ6bLY6Dh9+o1dzdlVNRTHNlnrP3wd2b8DaWAMo43MGDj2LwaOUK+m+3/QB9tZmCr//gqZ6ZRDlgGFn9X7o01RQUEBNTY3n79WrV3uK8QEDBjBmzBgA/v73v3tOBbVZsmRJp23ZF1VUVHhOH+/Zs4fGxkacTidbt24FICUlpdP89913HzqdjpqaGl54Qd3TIqfCZm3G6R4CYK2rxWGzgctFY6VyAYQpJJTwhCQik1MAKN+zG6fdTnVxEa1WCwDhCUmqZO+KiWdk0j9S2bd88vmrnvakOOW03i9n/o5/PPgZD/+uvWfumkvvZNGtz/dqzl4/v9K/f3/mzp3Lv/71L8+g5o6D7YqKirr9byydn9ftkcFBC4Z36X2Vza20OJwYdVqi3GN5jFoNIQal0Km3+fYvEyIiYMalytVXlRXwycdK0fNThmOMR9LpQN/9TWrX8BE9OrJ7+PDh5Obmkpqayvbt27nssss4dOiQZ3pvbKM9aeCAWygt+5CWFuXXZGS/KQQERALQbG1fzoCAaOLilAK15NCrOBwWr2UoWbS+x9bhxAvnsXvr/2ioUYrwgcPOJjCkHwD1VUcICAzxzBs/cDRlxT8QFpmAKVgZIGpvbe6paF6zcOFCXn/9dQ4eVH4VX3jhhURHRwPK9hcQEAAol6T/lNFo9PnTrna7nXXr1nHxxRczdOhQgoODsVgsjBs3DlCKoDaxsbHccMMNACxdupSmY+2PusAr2+iQYze7XE7qjhyiX9IAAsMj0OoNOO02QqKUdWitr0UfYPTMH9I/hsbKcowhoeiNSrvTx3uxOpox9ToACoq+ZW9x/lHTTcajt0eDPoAAg/Go9p7k9YJn1qxZPPHEE2g6nNq56667mDt3Lps2beLPf/4zTz31FH/961/Zu3cvwcHBnl/MP/zwA+++e/zr+n3BwGATZ0aHdWobGRFMamggFc2tfFFWy/aqBibFhJMUbOKqgTEE6DQYtMq9eHbWeOfL2mOmz2i/1FyjhYsubp+2exesW6v81yYkFK5znybpI/fhee+99zyX8er1et5++23PtBdffJHPPvusT2+jiYnXkZr6e5qbD+N0WgkKUpbVbm/i4MGXPPMlJ92ITmfE4Wjm4MG+cyXamCmzmTrzTuprSrHbmomMSQGgtcXC1s9fw1JfjbWpjsDgcDKuWsgZU64iLDIenc7gGbjs62677Tb+8pe/UFxcjMViYfhw5QdYY2MjTz/9NLt27ep09dbAgQM9hXhfuQ/P/fffz/nnn090dDSFhYVYLBYGDRoE0Om+bXfffTcmkwmr1cozzzyjVtzTVrx1k3J/HVMgE66Zi9Nu91yVdXD7ZuqOHMLW0ozBaGLw5POIGz4aY0goWq1OGbhcuOck/4JvGDXkbAYkKKffPvni1U7TXnrnsU734ul47x417sPj9VNaYWFhpKWldbovRGRkJGlpaSQmJlJRUcGjjz7K9u3biYmJITo6ml27dvGXv/yFKVOmHHWVjK8xaDWEBegJ6zA42ajTEhagJ8h9umpXXRNflNZQ1WIjSK/D4YL9DVY+KK6gscMpL5/U8ZRbVBTExrb/F9xHxh+dhMk9mBAgPT2dSZMmef5LSkrq89to0YHnqK75Gq3WgMk0gObmQxwpXcnmLVfQZFEu/dXpgklMvBaAI0fewWarOtFH+pRNn/6H4j3foNMbCI9KpL7mCD9s/ohX/991VJfup9lSxxtP/5ofNn9EQ20Z/foPwNZiZf+ur3nzH/P7xD14Hn/8cdasWUNAQACDBw/mwIEDvPrqq0yYMIFdu3apHc8rtmzZwrRp0/jss88IDg4mPDycdevWccEFF3h+VISEhDB//nwAXn755U73xPJ1jZXl5H+0ktpDB9HpDegCAqg7cojvP1pJVdE+7C0t5H/4LuV7f6SlqZHAsHCcdhs1JQf4/uOVPn0Pno5mnKf07hwu38+3u337VKrmpzexOuU3ajQ+e0MZl8ulOflcJ/ZSwWGfXb6bhiR0e/l4/jmfXT5uva37y4f/b6Nr8lJ9dvkyMwq7vXxL7hrvs8u34Jltso2eAn9fvq/+vdRnl2/Kzdle2UZ/86dzfHYZX3z869NaRnmWlhBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIoYKl8/OGq52hJy2ZMzNb7Qyie9Jz0s9SO4MQ3iQFjxDqWLd0ft5otUP0oH8smTPzHrVDiG75LD0n/Ry1QwjhLd0peBq8lsK7vJLL5XRavPE53uatXE6XyyeXz8u5fHIbNRoCAWKBtUvn543p6ue4XBqfXIcOm2e38tSSOTMXdfVzXOCTy+flXD65jWpNWoBQYHV6Tvp53fgon1w+vHWc8NH9qJdz+eQy0oVcGpfL1RNBTtmu4SM8AUbs3qVRM4sQPW3p/LwpwMcoBxOAGuCi7GUZW9VL5T1L5swMBT4Czu3Q/CDwyIIVuerubPyYN/ej6Tnpo4E1QIy7yQpclj8vf013Plf8vPnCsV5OaQnRi7KXZXwFXATUuZv6AWuWzs+bpF4q71mwIrcBmAGs7dD8EPDokjkz5QdNH5A/L/97YBpwxN0UCOSm56TPUC2UEF4gBY8QvSx7WcYmIAOodjeFA58unZ937vHf1XcsWJHbBMwEVndo/hPwhBQ9fUP+vPxdwPlAibvJBLyfnpN+mXqphOgeKXiEUEH2soxtwAVAhbspBPjf0vl5F6iXynsWrMi1AFcAqzo03wc8LUVP35A/L78AOA844G4KAN5Nz0n/hXqphOg6KXiEUEn2sozvUE4dlLmbgoCPls7Pm65aKC9asCK3GfgF8F6H5ruA55bMmSn7nj4gf17+fpSiZ5+7SQ+8mZ6T/kv1UgnRNbLTEUJF2csyfkA5dXDY3WQCPlg6P+9S9VJ5z4IVua3AHODNDs23Ai8umTNTp04qcTry5+UXoxQ9e9xNOuC19Jz0G9RLJcTpk4JHCJVlL8v4EeWAUuxuMgIrl87Pu1K1UF60YEWuDbgOeLVD801AzpI5M/XqpBKnI39e/iGUwvwHd5MWeDk9J/1m9VIJcXqk4BHCB2QvyyhEKXr2u5sMwFtL5+fNVi+V9yxYkWsHbgRe6tB8HfDakjkzDaqEEqclf15+Kcop2O/cTRrgxfSc9NtUCyXEaZCCRwgfkb0s4wBK0VPgbtIDbyydn3edeqm8Z8GKXAfwG2BZh+ZrgBVL5swMUCeVOB358/IrUK4w3Nah+Z/pOel3qxRJiFMmBY8QPiR7WUYJyqmD3e4mLfDK0vl5N6oWyosWrMh1ArcDz3RongW8u2TOTJM6qcTpyJ+XXwVkAps6ND+dnpO+UKVIQpwSKXiE8DHZyzKOoJw6+N7dpAFeWjo/7xbVQnmR+47LvwOe7NCcBby/ZM7MIFVCidOSPy+/FpgOfNWh+a/pOekPqJNIiJOTgkcIH5S9LKMM5T49Ozo0P790ft4d6iTyLnfRsxB4rEPzdCB3yZyZweqkEqcjf15+Pcpdtdd1aH44PSf9kfScdLnXkvA5UvAI4aOyl2VUooyX2Nyh+dml8/MWqBTJqxasyHUtWJF7P/B/HZovAD52P5NL+Lj8efmNKL1zn3Zovh9YLEWP8DVS8Ajhw7KXZdSgPHtrQ4fmJ5fOz/uTSpG8bsGK3EeAP3ZomgqsXjJnZoQ6icTpyJ+XbwEuR3lobJuFwN+k6BG+RAoeIXxc9rKMOuBi4IsOzY8tnZ9nXjo/zy8OKAtW5C4G7u3QNAn4bMmcmZEqRRKnIX9efttdtd/v0Hw3sDQ9J12OM8InyIYoRB+QvSyjAbgUyOvQ/CBK4eMvRc/fgI5jlCYAeUvmzIxWKZI4Dfnz8luA2cDbHZpvA16Qokf4Ao3L5erSG1dtv6NJo8HnrqhwubBkjftHtwc9ajSaesAXxxE0uFyusO5+iL8vH8BXK79v0mi0PriNOi1TrhzdpW106fy8QOBdYMaY60zoDb53HHG5XJbJkyd3+Tu4ZM7M3wLP7x5Uo3Fpu7Z/6mGWFx//2isDq//zY0mTRuuD26jTafn1sKQuLWN6TroeyAGu/Tz6PwRpfe9uA06X0xJ06Zhur8P4vO1NLo3G59afxuWyHMkY55Vt9Mk5M5s0+OCxHiz3rcg9rWXs8t7SF4sd8GouXywGwHu5/H358MViB7qXK3tZhhW4EvjQF4sdAE03DwALVuT+C7jJR4sd8OLO3xeLHehervx5+XbgBiDHF4sdAK2X9g2+WOyAd3P5YrEDXcvlm3tMIcRxZS/LaAGuVjtHT1qwIjdH7Qyi6/Ln5TuAX6udQ4iOpOARog/KXpbRqnYGIU4kf16+U+0MQnQkBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLv6b39gf2CU0mNuYjwoAEYDcoTAgpKP6Kg9KOj5tVpjZw7bBHBxv4A7Cx5kwOVXxw1ny+ZOnUqCxcuZOLEicTGxgJgNpt56KGHPPP8/e9/Z/r06SQmJqLX6ykrK2PNmjU8/PDDFBcXqxW9S958801mz54NwNtvv+153ZclpEbSLzYUU0gAhgAdtlYHDdVWSn6swNLQona8bouPjyciIoLAwED0ej02m43GxkZKSkqwWq2e+QIDA0lKSiIsLAydTofdbqexsZG9e/fidPruLVQuz7yZyzNvPua0W+6fitPpACAhdjCXZdzEsEHjCTKF0Gipo+jQLl5440Fabc29Gfm0jY0MZVzUsW86/nLBYVzAjMQo4oOMR00vs7bwUUlVDyfsHn1aDPohscec1vxJPrhAPyIebXQIGpMBNBposeOoasS+txyabb2c+PQkmwLYPHnkcaevOFLN17WN/H3EgOPOc/euYlaUVvdEPK8I6x/Db//xn+NO/37dZ/zvuae55v/+QvKo9KOmH9q9kzce/ENPRjyK1wue8KBkosNGYGmp8BQ8xzMq6RpPsdNXjB8/nhkzZlBQUOApeH5q5syZ6HQ69uzZQ1hYGEOGDOHmm29mypQpjBgxopcTd92NN97oFwXOT8UNjsQUFECL1UaL1UZgiBFjooF+sSHsyCukxerbO9OTiYuLw2g00tLSQktLC4GBgRiNRiIiIvjuu+9oaWkhJCSEESNGoNPpcDgcWK1WtFotERERaLVany542jQ01VBedahTW9uzAVMHjObeX/8dY0AgLa1WjlQUodcHMHroZAIMRp8veNo02x3U2xwnnKe+1U6zo3191bbaezqW17ha7bgsP7mHpvuJItqYMDQacDW1gl6LNtiIPigSbb8gWtcX9H7Y09DidLK1rqlTW7BOy/CQQADKWm1U2exHzRNrNJBkCvDM48scNhuHC3Z3agswBRKdPBCAptqaTtNqS49gaajz/F1Z0vs//r1e8Byq3kxx5VdoNBouPuOp484XFzGOpMizOVyzlYR+E7wdo8e88sorvPDCC2i1WhobG485z8iRI2lpae8p+O9//8v111/P8OHDiYyMpLrad6v2NoMHD+aZZ57h66+/Jjk5meTkZLUjeU35gVoqDtZ5Cpv41EgGjY5Dp9cSGR/KkX2+v35OpLy8nMrKSs82GBcXR0pKCjqdjn79+lFaWsrgwYPR6XTU1tZSUFCAw6EcVPtKsQPw3e6veemdx4457YZZizAGBPJDwTc8t/zPWFuUA0uAwYjN3nduUn3Q0sKXZbUnnOfb6gb2NlhPOI+vcpY3YMsvOea01vV7wNn+PDXDGUnoEvuhDTGBQQcnKQTVVN5qJ2tb56Ls9ylxDA8JpNXp5OVDlRxusfFZVX2ned4bl0aSKYA9Tc2sq27ozcinram2htfvv69T2zmzryU6eSAOu41vV6/qNG3ju2+w8/M1vRnxKF4veGwOZcei0wQcdx6TIYL0pF9RZylmz5HcPlXwtBUrwcHHf0hrS0sLd999N7/61a+IjIxkyJAhAOzcubNPFDs6nY7XXnsNp9PJddddx9q1a9WO5FUleyo7/V1fafG8djl99oGVp+zQoc69Hg0N7TtOl8tFUFAQQUHKc/ccDgfp6ekYDAYsFgsHDx6kvr7zTthXTRg9jYlnXIjF2kDx4T289+kLHDyyh6S4NBJjBwNgaWnigTteJiwkgpLSfby3ehk/7t+ucvJTlxJiYlBIPK1OJ1UtNrZV1VPd0rkH56z+4ZwTE4HF4eCwpYVtVQ2denx8mTYuDGP8KLA5cNZbsReU4ap39745XehSotDFR4BBhzZYOX3nbGj26WLnWAK1Gm5MjAbgvbJaDrcc3XszLiyIyREhACwtLu/VfN6gDzAydnoWALu+/JyGqs772Wk3/JYLf3sHjdVVFOfv4Ks3X8VSV9urGVUYtKxhzMB5aDQ6dhx4GRd9a8M9VSkpKZx99tmeYmfLli1cdNFFKqc6NQ8++CCTJk3i9ttvp6ioSO04PS5+cCQAthY7lYf7xsH+dMTFxQFgs9moqqrCZGp/gnVUVBQATqeT0NBQhg8f7imGfJnDYaeuoZqqmiNEhEVzxvBz+NP850mOH0pc//ZxEWeOvgAAu8NO2sB07rnpaZLjh6oV+7Q4XS6sdieNdjtBeh3JwSaykvoTaWz/nWp3OrHYHTQ7nIQa9AwLD2ZmcjR6jUbF5KfG5XTharHjsraiMRnQxYQRMCkVTVj79qkJDEAbEdRe7NRZaN28X63IXXZtfBRRAXqcLhf/PE4xc8eAGAAON7fyTpnv/zD+qfSM6QSGheNyOtny4budptlammmsqcJaX0dEbBxnXDiDXz3yJHrj0WPQepLXe3hOJqX/NKJChvBd8Ws0tZQTGBDZ2xF6xT333MOCBQsYMmQIy5YtY9q0abz66qtcdNFFPn3KYMKECfzxj3/klVdeYfny5WrH6VEaDaSOSyAmOQK7zcHubw5ib/WfAlyj0TB48GD69++P3W5nz5492O12NB0OhrW1tezevRu9Xs+4cePQ6XTExsayf7/vHlQ27VjNmq/fpMmq9FyNGnI299z0NwwGIxmTfsGufVs9836/ZxNPv3wPIcERLL7vbUzGIM4/6wpeff//qRX/lOxrsPBDbSOt7h7HhCAjFydGoddqGBEezFfldXxTWUdtq91z1md8VChjIkMJNegZEGJinw+f5nIcrsV+oMrTU6ONDiFg4iA0Oi26AVHYv1d6Ke27jmDfdQRNsBHDqAS0USEYxiRj+8Z3t8+f0gK3JitjVT+tqudHy9HjxwYHGpkRHQ7A8yUV2PtYR7NGo2VC1hUA7Nu2maoO43PW/fdfVJUU47ArPZPn/vIGzp51DRGxcQyZOJldX67rtZy93sMTFpgIwMjEq5mevoSpw/7smTY8YRaTh9zb25F6jNPp5Mcff+Spp5SxTBkZGWRmZqqc6sRGjx6NXq/n6quvpqGhgYaGBgYMUH4xX3nllTQ0NBAWduLB6H2BPkDHqCkpxCRH0NpsY+dXB2io9t0DxOnS6/WMGDGC/v3709rayg8//OA5tdXa2j6GpalJOQVtt9s9Y36Mvfyr63SVVR30FDsAOws20dBUC0BkRBy19RWeaQcOK4MqG5tqqaw5AkB0v/jeC9tF9TaHp9gBOGxpodk9zipYrwOgusXecYhLpwInxD2Pr3JZWjudlnJWNuJyD7bWBBqOnr+pBXuRcopEFxWCNjqkd4J6wRUxEQwIVL5T/zhO785tA/qj02iotdl55bBvX2F3LMPOmUp4jNKT/M0Hb3eaVl60z1PsAOz66nPP69Do3r1oqdd7eDz/sO7onapOa0CnPf7Yn1OVnpOuWn08evRokpKS+OSTTwDlV/all17qmX6isT++JDAw8Kg2vV5PSEhIpx6CvigwJIARkwZgCg6gsdbK7k0HaW3uO1e2nIzJZGL48OGYTCaampr48ccfOxU5jY2N2O129Hq9Z3vU6/WeQqfjpeu+aMZ5c/nm20+prisDYGTaREKDIwCorDnC/oM/YLE2EBQYygD36avgwDCi+yk75LLKg93OsHR+nlf2MUELhh+zPb1fCPsarDTZ3ZfYBxkx6ZQiptHuwKTTkhoayI91FuzuK9MGhbR/Zxvtvt1TqRscjeNwnefycm1UCJoA5XDkstjQhBjRmAw4K9svDNH273CZvq7v3ELudvepqk21jWz+yVVZAP0D9MyOVc50vHSoEksfGX/V0cTLfgEol5of/nGXpz0wLJyRUy/guzX/w9as7FeGTZ7qmV5f0btjlbxe8MSGj2F4wpWd2gZGn09Cv4nUNhXxbXEO3xW/6pkWGBDJBSMfBvrGfXhmzZrFE0880emgf9dddzF37lw2bdrEW2+9xcqVK6mvr2f//v3ExsZ6xlAUFxfz2WefqRX9lOTk5JCTk9Opbf/+/aSkpPjNfXiGnZWMKVgprDVaDcMmJnmmlR2opby4VqVk3jFs2DDPOB2NRuMZRwbKFVwVFRUcPHiQQYMGERERwdixY9HpdJ578ZSWlqoV/ZRMO3sWv5g+n+q6MlptzcRFK5fBNrdY+OzrFdjsraz87F9ce9m9pA+bzOML3iTQFILJGIzF2sCnX61QeQlOblh4EBOiQmm0O3A4XYS7iwGb08nO2ib0Gg1n9Q/nzOgw6m129BoNIQZlntoWGwcafbto1SdHoR8aB1YbLqcTjXuMjsvuwHGgEk2QkYAJA3HZHbgsrWiMejRGpefHZW3tVAj5smmRoaSHKmPijte789uk/ph0WqwOJ/8uqTzmPL5s4JjxxAxKBeCb99/pNM1gNDLtht8w9dobqS07gsFoJCxaKQCrSoop+ObrXs3q9YJHrzMddW+dAH0wAfpgmm213v7nel1YWBhpaWmd2iIjI4mMjKSkpISCggI++OADxo8fz/Dhyq+3goICPv30Ux577LHjXsoueo9W116sBncYIAlQW370L7C+Rqtt//X70wHIdXXKfTDKyspwOBzEx8cTGBiI3W6nqqqK4uLiTrdU8EUfrfsvZ46+gITYQYSHJFBVW0rhgXw+XPsSZZXK2IG8DW9jbW7koim/JL7/QBot9WzOX8M7nzxHZc1hlZfg5L6rbiQlNJB+AXoCDToa7Q7Kra3sqG6g3uZAr9HwbXUDCUFGQg169BqobbVR3NhMfk0jDh8fA2LfV442LhxtiAmNMQCX1Yazpgl7Ybly3x3AUVaPNjwQTYh7wHJTC87KRuyF5dBHekGy3b07e5qa+bTq6AsignVabkhQLhx4s7SaSlvf62meeNlVgFLA7Nv2Tadplvo6Nr77BgPPGE9EbBz6gACqDh1k7+aNbP7gbRy23r3XkKbtRl2n66Mdd/jsV+rSsf/o9jkXjUbjs8vncrlk+U7B1+//4LPLeM4VI7u9jBs3bvTZ5Zs0aVK3l+83fzrHZ5fvxce/9so2+lLBYZ9dxpuGJHR7GZs/zvfZ5TNdkt7t5Ytbu8Nnl6/0grFe2UaXzJnps8u4YEXuaS1j3zkRKoQQQgjRRVLwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPEIIIYTwe1LwCCGEEMLvScEjhBBCCL8nBY8QQggh/J4UPMdiDvfKQ9eEEEII4Ruk4PkppdhZrHaMn7P0nPRAtTMIIfxcN3/Ylixan+KlJD1iyZyZ8Wpn8DVS8HSkfAH+BixUO8rPXG56Tnqw2iF6UsqiVWepnaEnLZkz86Elc2ZKT6nwZf/EHN6lY2DJovWpwOdezuNtny+ZMzNJ7RC+RAqeNsqGvxS4W+0oggzg4/Sc9FC1g/Sgz1IWrTpH7RA96P+Av0jRI3zYfOBfmMN1p/OmkkXrhwFfAAN6JJX3DEEpegaqHcRXdLngcbmweDOIt3Qpl7LBvwDc1tYUqMfuxVje1OBjn+NVWpNnk5wK/C89Jz28q5/lcjl9chttdjgAQoHVKYtWndfVz3G5XD65fPbW1raXfwCe6kbR45PLhxdzuZy+uY16K5fTR7+DTocn1q+BlzGH60/lfSWL1o9C6dlJAAi0O3skX3cZbC1tLwcDXyyZMzO1q5/l8tHvYVdyaVwuV09k6TuUDf0/wPUdWpcD8zDX+WrR4zN2DR/h2YBG7N7V7V/z6TnpC4AnOzRtBi7On5df093P7jJzePuXxFzXrWVMWbRqNLAGiHE3WYHLihZnrenO5/qKJXNmGoE3gcs7NP8TuHPBilzfPDqInxflB+6LwI0dWt8E5mKusx3vbSWL1o8BPgOi3U0WYGbS4qlreyhply2ZM3Mm8A4Q4G46BGQuWJH7o1qZls7P8+xHs5dlqNLz+/M+pWUONwCv0LnYeRm4QYoddeTPy18C3NWhaSKQl56THn2ct/QpRYuzvgfOB464mwKB3JRFq2aol8p7FqzIbQFmo+xs29wOPL9kzsyf9/5G+AZznQO4GXi+Q+s1wArM4QHHekvJovUTgLW0FzsNwMW+WOwALFiRmwtcBjS7mxKBdUvmzBypXir1/Xx3QMqG/Qbwyw6tLwA3u78QQiX58/KfBW7t0DQWWJuekx6rTiLvKlqctRul6ClxN5mA91MWrbpMvVTes2BFbivK9+r1Ds2/Af6zZM7M0xovIUSPMNc5UYYwPNuhdRbwDuZwU8dZSxatPxulV7afu6kOuChp8dQveyNqVy1YkbsayKL91E8cStFzhnqp1PXzLHjM4UbgbeAXHVr/Acx3fxGEyvLn5b+Acn69rRt0NLAuPSfdLy61LFqcVQCcBxxwNwUA76YsWnWVeqm8Z8GKXDtKz+l/OzTPA15ZMmfmKY2XEKJHmetcKBepLOnQOhN4H3N4IEDJovXnAp8CbWMJa4DMpMVTN/Vm1K5asCI3D5gBNLqb+gNrl8yZOV69VOr5+RU8yob8Pkp3X5ungLvcXwDhI/Ln5b+EctBsK0KHA5+n56T7xaWWRYuz9qMUPYXuJj2wImXRql8e/119x4IVuQ7gJpTxEm1+BbyxZM7MY546EKJXKfv83wOPd2idDqw6sujdGcAnKBcYAFQCFyQtnrq1d0N2z4IVuetRlqne3RQJrFkyZ6Zf3xrjWH5eBY85PBjIBS7u0PoX4D4pdnxT/rz811BOj7SdZhwCfJGek56iWigvKlqcVYxyeqttMKEOeC1l0aob1EvlPe6ByreiDFxucxXwlnuAsxDqUvb99wMPtjU1O8Ze4CB8FdB2P7AyYFrS4qnfqpCw2xasyN0AZKL0UAFEAJ8tmTNzimqhVPDzKXjM4aHARyj3ePG0An+WYse35c/Lfwu4Gmi7gmIQSk9Ply+19CVFi7MOAdOAH9xNWuDllEWrblYtlBe5i547UG7q2eZy4L0lc2bKXbWF+sx1Lsx1DwN/tDrOpNL2f0CA+/joPAKcn7R46k4VE3bbghW5W1COf5XuplDgf0vmzDxfvVS96+dR8JjDw4H/oZw+aPNnzHUPSbHTN+TPy1+JMqiw7QYTA1B6eoapFsqLihZnlaIUPd+5mzTAiymLVt123Df1IQtW5LqABcBfOzRfAnywZM7MIHVSCdFZSXPurirb/znarubWUU5swB2VSaaZFSpH84oFK3J3ABcA5e6mYODjJXNmXqhaqF7k/wWPObwfyqCzyR1a78Nc9/hx3iF8VP68/FUoPQNtl1omoPT0+MWllkWLsypQfoFt69D8z5RFq/zi7t/uouePwMMdmi8EPloyZ2aIOqmEUJQsWj8beBu0OgCdppT+AYswaIvTgTWYw/3i1hgLVuQe89YYS+bMvES9VL3DvwseZQPNQ7mXS5u7MNctOc47hI/Ln5e/GriU9kstY1Gu3vKLSy2LFmdVoZxr73gVyNMpi1b5xfPdFqzIdS1YkfsgypiJNuejdK2HqRRL/MyVLFp/LcptStquINwbafjbIr22vO0MwFhgLeZwv7g1xoIVuT+9NYYRWLlkzszLj/+uvs9/Cx5zeAxKsTO2Q+utmOuePfYbRF+RPy9/Lce41DI9J90vLrUsWpxVi3JVRcf7fPw1ZdGqB9RJ5H0LVuQ+hnJ1TJtzgE+XzJnZ7zhvEaJHlCxaPw94lfbj4W7gfOPDX/+VY9waA3N4Qu+n9L4FK3Lbbo1R5G4KAN5ZMmemX9wa41j8s+Axh8cD64B0d4sL+DXmuhdUyyS8Kn9e/nrgIpSbgIFyqWVeek762eql8p6ixVn1KGNc1nVofjhl0apHUhat8osHci5YkfsknR/WexbK5bJRKkUSPzMli9b/FngJZcwcwE6Uq7EOA2CuexmYy09ujYE5PLl3k/aMBSty96P09HS6NcaSOTN/pV6qnuN/BY85PAnl4W4j3C1OlEdFvKReKNET8uflb6TzpZbhwKfpOel+call0eKsRpQ7pX7aofl+YLEfFT3P0OGhvcA4lBujxRznLUJ4Rcmi9dkod9dv+y59i3KfnbJOM5rrlqPcGqPtcUNpKEVPSu8k7VkLVuQe69YYry6ZM3Oeeql6hn8VPMoG+AXKvVpAuXfLrzDXvapaJtGj8uflb0W56qDTpZbpOenTVAvlRUWLsywoA7U/6tC8EPibHxU9y1CebdR26iAd5Rb4fnFXbeF7Shatvxfl7vpttgAZSYunHvtqLHPdsW6N8QXm8LSezNlbFqzIPdatMV5aMmfmb1QL1QP8p+Axh6ei9OwMcrfYgKsx172pXijRG/Ln5X+L8mVt+2UWDHyUnpPuF5daFi3OakZ5DMr7HZrvBpamLFrlF9/hBSty/wPcQPupgxHA50vmzPSLu2oL31GyaP0iOj9OYiNwYdLiqdUnfKO57n3gStpvjZGM0tPjF7fGWLAit+3WGG03V9QA/1oyZ+btqoXyMr/YWbo3uM9R7s0CygY5C3PdStUyiV6VPy9/J8qXtdOlluk56ZeqFsqLihZntT2F/K0OzbcBL6QsWuUXD+RcsCL3VeBaOt9V+/Mlc2YOVC+V8Bcli9ZrShat/z+Uu+u3WQ9MT1o8te44b+vMXPcRymOJrO6WBJSiZ5Q3s6plwYrctltjdHx8xtIlc2b+Tp1E3qVxubp2370X/1PYpNFofe6GYTqnhRsPnnMx5rrV3fkcjUZTT/szVHxJg8vl6vblu/66fOk56WkoV+cl/zD/B5zNPvks2C4vY8qiVXogB7i2+G+zcbVaT/YWNXRrHS6ZM3MWsKJh2DiD+5YovsZiNpuDTz7byX22Jq1Jo3H53H7U5dJYLszc2+1lXPOfc5o0Gnxu+XAEMHTvI2uBy5IWT2067febw6cBuc7Yh4O1Wt97LJzT5bJo59/e5fW3ZM7MCJTniJ09MHspugDTSd7R+1wup+UXk+NPaxm73MPji8UOgEMbRHeLHTdfLAbAe7n8cvny5+XvxX2ppY8WO9CNZSxanGVHOfXzso8WO9DNdbhgRe57wC98tNgBvHcA98ViB7yXyyeLHQBdK8DMLhU7AOa6dcAMXyx2ALQaTbf+f1+wIrcW960xfLHYga7VIP5xSkuIDvLn5RfR+TEifqVocZYDZZCv31qwIjdX7QzCvyUtnmo5+VwnYK778uQz9V0LVuS23RrDb0jBI/xS/rz8g2pn6ElFi7N8tvtKCOEfFqzIbTz5XH2HFDxCCCGE8HtS8AghhBDC70nBI4QQQgi/JwWPEEIIIfyeFDxCCCGE8HtS8AghhBDC70nBI4QQQgi/p/f2B8bFmkhPD6d/tJHAQOVOqdu217B9Ry0ABr2G8eP7ERtrIiREj0GvwWJxUHzQwrff1tLc4vu3FwkKCuLee+/l2muvZeDAgTQ2NvLxxx/zxz/+kSNHjpz8A3zYgw8+iNlsPuY0vV6Pw+E45rS+5uabb2b+/PkMHjyYkJAQKisr2b59O4sXL+bLL/v2/cSmTp3KwoULmThxIrGxsQCYzWYeeughlZN5x+TJkxk6dChRUVEEBQVhsVg4ePAgn3/+OeXl5YwdO5Yrr7zyuO9fuXIlO3bs6LW8XWEyJTLlnC+OO/3wkXfYtWshRmM8gwfdRb9+52A09qelpYzS0g/YX/QPXC7bcd+vNlNIHOfMfve4048UrGLXl48RGJrIoLE3ExE/jgBTP+w2C5a6A5T88BblRXm9mLgLJpwJZ0489rQXloFer0yPj4eQUDAYoKkJDhTB9m3Q3NyrcU9XkFHLxeP6H3f6gQor2wrrAQgN1DE8KYT+YQEYdBpa7U5qGu1s3luLoxcP+V4veKKiAkhKDKS+3uYpeDoymnSMHhWO0+mivt6GK0BLWJiB0aPCiY83sfL9w96O5HUffPABmZmZOJ1Ovv/+exITE5k3bx5Tp05l7NixNDQ0qB2x2yoqKigsLOzU1tXnrvmiKVOmkJycTHFxMVqtlhEjRpCVlUVGRgYjRozgwIEDakfssvHjxzNjxgwKCgo8BY8/Ofvss4mIiKCuro7a2lqio6MZNWoUQ4YM4Z///CdNTU2UlJR0ek9oaCjh4eEAfeL76XS2Ule3vVObThdMSMhQAFpbyjEYIpl45nsYjf1xOCw0NRUSFJTKoEF3EBycSv73d6gR/ZQ4HTbqyr/v1KYzBBHSbzAALdYqQMPYi58hMDQep6OVptr9mELiiYgdQ0TsGLasuoX6n3yGT7Jaob7+6HajCc4YA04n1NUp/xserrQlJsLbbx39Hh/icEJ1Q2unNr1OS1iQUlY0tyqVTGSIgSkj+qHXabA7XDRY7Wi1GmIjAtBpNTicvXdc8XrBs7ewkd0/NqDRwLzrU46a7nC4+GZzNbt/rMdmc6HRQMYFMaQMDCYq0khUZABV1a1Hf7CPGDFiBJmZmQDcd999/O1vfyMiIoKSkhIGDx7M7bffzl//+leVU3bfqlWruOmmm9SO0WNuu+02WlpaPH//+te/5t///jeBgYFMmDChTxc8r7zyCi+88AJarZbGRr+6USoA27Zt47vvvqO2thZQenwuvvhiAgICGD58OBs3bqSgoKDTe2688UbCw8OPWcj7otbWCrZsvbpT26BBdxMSMhSns5WSQ68RE3MJRqPyC3vr1l/S0LiTyMhzGTc2h5iYSwgLG0t9/Q4V0p9cq7WKratu6dQ2aOzNhPQbjNNh49DudzGFxBIYGg/A/u3/5kD+K4T1H82ZM18AwBQcRz19oOApPgDr1h7d7rDDxg2w6wdobQWNBi6aDoMGQ1S08l9VZe/nPUUtNief76zp1DY8KZiwoBCcThf7y5Qnd4wbHIZep6G8toVNBXXYHUqBo9PSq7070ANjeFpanDgcx6/YrFYH+d/XYbMp87hcUFbW3nV3ovf6Aq22/f8yp1NZWx17PqZPn97rmXrCVVddhcVi4fDhw+Tm5jJ27Fi1I3lVS0sLU6dOZcOGDXz33Xc899xzAFitVrZs2aJyuu6prq7GavXZB4t22xdffOEpdgCKioo8r491yjUxMZGUlBQAvvrqqx5O1zO0WhNJiXMBKC37kJaWI2g67L5duI8cHfZFUZHn9mrG7tDqjCSOuAqAsn2raWkqp6WpAmvDIQAGjbuZiZe/xJiLnsTptFNa+D8qDqxTMfFpGDQYbv4tzL0BZlyqFDKg9Px8u0MpdkBZd6Wl7e/rY8MHdFoYHKs8z/NgVTPWVidhQXpPj4/N4eKC9EhmTuzPeaP60S/E0OsZVR+0bNBrGDJEebjykVIrtXW+e94ZYNeuXZ7z/0uWLGHHjh3s3buX4GDlKfWJiYkqpvMOu91OaWkpRUVFxMfHk5WVxYYNG/yu6ImMjGTSpEmkp6cTEBBAWVkZ06dPp7i4WO1o4jScffbZAFgsFnbu3HnU9HPPVQ789fX1fPfdd72azVsSEuYQEBCJy+WkuPhfAFRWrcVuV07PTRi/grMmfsAZZ7zgeY/RGKdK1q5IGHo5AaYIZfm+Xw6Ay+Vg28fZ1FfuRqsLIDRqGAZjGPbWRhqq9uBy2lVOfQqcTrBaoKEBgoNh4EC4clZ70dORwQBDhymvDx+G2pqj5/FhA2MCMRq0uFwuCg4rD6EPNbUPa0mMUp667nJCVGgAU4b3IzzI6yeZTkjVgicoSMell8YT2S+AmppW1q6rUDPOKXE6nVx66aW89NJLlJaWkpqayvfff+/pFbDZfLtgO5nly5cTExPD0KFDGTlyJBdffDEAJpOJ7OxsldN51/vvv49GoyEuLo5nn32W2NhYli9fTnJystrRxCnQ6XTMmjWLsWPH0tzczBtvvIHF0vkB2FFRUQwbphxENmzY4OmV7Vu0DEhWTi9XVubR1KScrmtuLmHb9uupql6Py2XDZEqgvOITbLY6AJw+PGi5E42W5FFzAKg8+BVNtfvbJjBs8kLCoodTsutd1r2SwXefLSTAFMGQs+4kdvDF6mU+FXsL4L8vwxuvw5tvwKpcpV2vh1GjO88bFAyXXQFRUVBdDZ+t7vW43ZUWp/zoL61ppcGq9E5pNBrP9LLaFj7dUcWn31ZidzjRajUMig3s1YyqFTxRUQFcPjOB6CgjpWXNrPr4CFZr3+jCO3LkCL/+9a9JSkoiNDSUCy64gNBQpZdq9+7dKqfrnoKCAmpq2n9ZrF69mspK5TzygAED1IrVo8rKyvjzn/8MQHJyMvPnz1c5kTiZoKAgbrjhBsaMGUNDQwMvv/zyMXvmzjnnHLRaLVarla1bt6qQtPtiY7MIDFSK8APFL3Sa1tCQz44dN/LF+gl8sf5MCvc+gcGgDM62NO3r9axdETsok8DQBACK81/1tPdLOJPo5HMAOLJ3FU57M5UHv6TVWg1AZMKZvR/2dNTVQYdxgpQcVE5jAYSEtLdHR8MvfgH9+8ORI/DByvb5+oikKBPB7t6cPe7eHQBra/sxvbZJ6ZFrtbtoalHag4xHX9jUk3q3P8lt4IAgzj+vPwaDlr2Fjaz/soK+9MNr3LhxFBYWUu8eef/HP/7R8yvyjTfeUDNaty1cuJDXX3+dgwcPAnDhhRcSHa10v3YcK9GXBQYGct111/Hqq6/S7L7087LLLvNMbzs9KXxTdHQ01157LZGRkRw5coTXX3/d813sKCQkhDFjxgCwefNmWlt992KIExk44LcA1NZuoa6uc9EWHj6B+voduFwOtFoTw4Yptx5wOlsor/hft/5ds9nc7QGV5w08+TwDRl8HQG3Zt9SV53va9Yb2oiAsegQNlbswhcSjN4YB4LD79mXbjBkLhXuh7cKBxCQIdPdoNLqvFEwZBBmZyumsgj3K4Oa+dDB0G5KgjN2pqm+lurG9Z7Gm0Uar3UmAXkt4sFJuBOg1nkKnsZc7Obxe8AwcGMRZZ0Z2ahs1Moy01BDKK1rYvLmazIwYNBoNTqeLsFA9WZfEe+b9emMVVVW+vWO64YYbmD9/Pnv37iUqKor4eCX/m2++yTvvvKNyuu657bbb+Mtf/kJxcTEWi4Xhw4cD0NjYyNNPP61uOC8JCAjgX//6F88++yyFhYUYjUbS0tIAaG1t5bXXXlM5YffMmjWLJ554olN38l133cXcuXPZtGkTc+fOVTFd9/3yl78kMlLZx2i1Wq655hrPtG3btrFt2zZAGduj1+ux2Wxs2rRJlazdFRk5ldDQUQAcOPD8UdOHDTVjMiXR3HKYQFMier3S01xQ8BdaW8t7NWtXRCacTWiUcqn9gQ69OwA1pVuxtdRjMIYxdNK9JA6fhSk4Dq1Wrwxc3te9gq7HjRoFZ09Sihu7HSL6Ke02G3z3HQQFwfSLlauznE4IC4fLr2x//5dfQKXvXqXVJiY8gIhgZQByx94dAKcLdh1sZMygMOIijFw0NgqDTotBp6XV7mRvqeVYH9ljvF7wBBiU++p0ZDTqMBp1NDXZ0eo0nh2xVqshJsbUaV6DQfVx1Ce1efNmMjMzGTRoEDqdjm+//ZaXXnqJZ599Vu1o3fb4448ze/ZsRo0aRVxcHAcOHOCrr77ikUceYc+ePWrH84rm5mZeeeUVJk2aREpKCgEBARw+fJgNGzbwxBNPsHnzZrUjdktYWJingGsTGRlJZGTkUfen6Yv0+vbd1k/vM7R3715AKWrPPFM55bFjxw6amjrviPuKgQOUS7ebmgqorDr6RnvV1V8SE3MJQYGDcLlaqanZyIHif1FVta6Xk3bNgHSld6epdj9VBztfQWdvqWfrqltJGXMjEbFjCAxNwt7aQF15Pge++6/v34Nn+zYYnAr9IiE0SBm4XFYKW7dCXa1ys8G2HyVaLfz0nlmGgF6P3BVtvTv1FjultUd3Vuwrs2JzuEiLDyI0UE+r3UlJVTM7ixuxtPRuD4+mqzeT+/dL+332+vGbbxqkOflcJ6bRaHx2+VwulyzfKfD3ZfT35fPGKZWeYjabvbKNrslL9dllzMwo7PYy5r10js8uX8ZNX3d/HT7/nM8uH7fe5pVt9L2NZT67jLMmxZ7WMvp+d4oQQgghRDdJwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQQwu9JwSOEEEIIvycFjxBCCCH8nhQ8QgghhPB7UvAIIYQK1uSlBqudQYifEyl4hM9ZOj8vQu0MQpxIyaL18d15/5q81FDgEy/FEUKcAil4+iCz2fyQ2WzWqJ2jB61ZOj8vSu0QQpzA5yWL1id15Y1r8lIjgNXAuV5NJIQ4ISl4+qb/A/7ix0XPeCBv6fy8/moHEeI4hgBflCxan3I6b1qTlxoJfAZM6olQQojj63LB43I5Ld4M4i1ezNXgpc/xqoCAgLaXfwCe6kbR45PLZzQEtr08A1i3dH5eXDc+zieXEe/l8vfl88l9jM7l2W0OQunpST2V963JS+0P5AET2tpcLk2r1wN6gcul8cr/9y6Xb65Db+Vyulw+uXzezOVPx3qNy+XqiSynLGXRKk+AosVZftdjsSYv1bN8mRmF3Vo+s9lsBN4ELu/Q/E/gTrPZ7OzOZ/uKpfPzrgdepr0Y3wNkZC/LOKRaKCE6KFm0Pgt4BzC6mw4DGUmLp/54vPesyUuNQ+nZGeVucgG3ZmYU/qsns4q+wd+Pg75CTmn1IWazuQWYjbKzbXM78LzZbPaLdZm9LOMV4DrA4W4aCny+dH7eAPVSCdEuafHUVSg/OprdTQkoPT0jjzX/mrzUBGAd7cWOE7hJih0hepdfHCR/TsxmcyvwS+D1Ds2/Af5jNpt16qTyruxlGW8AcwC7uykV+GLp/LzB6qUSol3S4qmrgUtpP+0WC6wrWbT+jI7zrclLTQY+B4a5mxzA3MyMwpzeyiqEUEjB0weZzWY7cD3Qcac5D3jFbDbr1UnlXdnLMt4BfgG0jXEYiNLTM0S9VEK0S1o8dS1wMdDobuoPrC1ZtH48wJq81EHAF0Cae7od+GVmRuHrP/0sIUTPk4KnjzKbzQ7g10DHbvFfAW+YzeaAY7+rb8lelvEhcAXtpw6SUIqeEeqlEqJd0uKpXwIXAXXupkggL/+fD1yF0rOT4m63AVdnZhS+3eshhRCAFDx9mnug8nxgaYfmq4C33QOc+7zsZRmfADMBq7spHuXqrdHqpRKiXdLiqRuBTKAGoCXocHjVoFVvAcnuWVqAKzIzCt9XKaIQAil4+jx30XMn8LcOzZcBK81mc+Cx39W3ZC/LWANcAjS5m2JQip5x6qUSol3S4qlbgQuaQ4prDk5cjMNYp1xp49K0ADMzMwo/VjWgEEIKHn9gNptdwAJgcYfmGcAHZrM5SJ1U3pW9LONzYDpQ726KQrk54UT1UgnR7sfpN3JgkhmHUdlENXYjyVsWMmz1y+oGE0IAUvD4DXfR8yfgoQ7NFwIfmc3mEHVSeVf2soyvUZap1t0UAXy2dH7eZLUyCQGwJi/1TGAtWmc/AI3d6Eradh9BNSOMQG7JovWXqptQCCEFjx8xm80us9lsBv7cofl84H9mszlcnVTelb0sYzOQAVS5m8KA1Uvn552nXirxc7YmL3USsAbo526qC6kcMzuodshB999GYGXJovVXqBJQCAFIweOXzGbz48DvOzSdA6w2m839jvOWPiV7WcZ24AKgwt0UAny8dH5epnqpxM/RmrzUc4FPUQpvgGog46xrX38HOA8ocrcbgLdLFq2/utdDCiEAKXj8ltlsfhK4u0PTWcAas9nsF08hz16WkQ9MA0rdTUFA7tL5eRerFkr8rKzJS70A+B9KwQ1KAX5BZkbhNoCkxVOLUIqeve7peuCNkkXrr+3lqEIIpODxa2az+RmUy9bbjAPWms3mGJUieVX2sowfUE7ZtT1nywR8sHR+3mXqpRI/B2vyUqcDH6EU2gBlwLTMjMLvOs6XtHjqQZRttO05Wzrg1ZJF6+f1VlYhhEIKHj9nNpufR7lBYdvD6dKBdWazOV69VN6TvSxjD8qv6APupgDg3aXz836hXirhz9bkpWYBH6IU2KA8PPT8zIzCH441f9LiqYdRip6d7iYN8FLJovW/7emsQoh2UvD8DJjN5peAG1AeWggwAvjcbDYnqZfKe7KXZexDOaDsczfpgTeXzs+bo14q4Y/W5KXOAt5DKawBioHzMjMKj/ukdICkxVPLUMadfetu0gAvlCxan91TWYUQnWlcLtfJ5zrWGzWaeiDUu3G8osHlcoWdfLYTuz/jvibau6t9ieXRvCeDu/JGs9l8DbAc0E0+53X0evvJ3tLrXC6N5cLMvV1avqXz8xKBPJQnrOPChQaNN+N5hQuX5Y5lmV1axo4+W5PWpNG4fG4b7c467Og/P5Y0abRan1s+HBYGHL4YYD/KmJ0DJ3mHR8mi9ZEo437OBHi76CkcLluPxOwOF1juW5Hb7XXo78cJf18+gOJFXzRp0fjc99CJyzJg8XmntY12p4fHF1cyeC+Xz61gty7nMpvNbwKzAZsvFjsA3TmAZy/LOIQykPkHwCeLHQCNl3YevljsgPdy+WSxA6ALAihA6dk55WIHIGnx1GqUe0ltBHyy2AHQeG//5+/HCX9fPnyx2IGu5ZJTWj8zZrP5PZSnkPul7GUZR1BOHeSrnUX4tfMzMwpLuvLGpMVT61DuGv6ldyMJIU5ECp6fIbPZnKt2hp6UvSyjHKXoEaJHZGYUHunO+5MWT21AefyLEKKXSMEj/FL2soyqk88lhHqSFk9tOvlcQghvkYJHCCGEEH5PCh4hhBBC+D0peIQQQgjh96TgEUIIIYTfk4JHCCGEEH5PCh4hhBBC+D0peIQQQgjh9/Te/sCpU6eycOFCJk6cSGxsLABms5mHHnrIM89vf/tbrrvuOsaPH09oqHIH7GnTpvH55597O47XpZwxmHPnTCNpWDIhkUr2vJzV5OWs9syj1Wk5/7pMxk0/k7D+4TTVNrLzi+/47D//o9Xaolb0U6bVBjJ40F30738RRmMsLpeD5ubDlJXlUnRgGe3PIO27jMF6Jl46iEFjogmOMGJrdlB9pIn1b+6h8mCj2vG67VTWYULCL4mLvZzQ0FHo9SEAbN12LbW1m9QNfwr0Gg1jI0MZEGIiSK/F5YImu4N9DVbyaxpxoTydc0xkCGlhQQTpdTTbnRQ1WtlW1YC9i88Q7C0TZs5i8Lgz6ZeQRGBoGNb6Og4X7Gbj269TeVB5mkVEbDyTr/4VySPTCQyPwGa1UH24hG0ff8iejX3rJs5vvvkms2fPBuDtt9/2vF67di3Tpk07av4vv/ySqVOn9mbE0/bggw9iNpuPOU2v1+NwOPr0sTDswgGEXTjwmNNK/rReOUxoNYRekEzw+Bh04UYcTTas+ZXUrz6Aq9XRu4HpgYJn/PjxzJgxg4KCAk/B81OXXnopEydO5MiRI56V3FfED0lkyFnDqCqp9BQ8P/WLhXMYe9EEnA4nVYcq6RcfyTlXnUd8aiL/WbCMrj6wtbcMH/YI8fGzAGhs3INOH0xIyDBCQobhwsmBA8tUTtg9xmA9s/9wJuExQTgdTuoqrDgdLqKTQwjvH+gXBc+prMPoqGmEhZ1BS2u5p+DpKybHhJMWpjxKp6bFhkGroZ/RwASjAReQX9PIubERpIUF4XS5qLfZCTXoGdUvhEijgU8O+fZ9KcddPJPwmFgaKiuorygjMiGJYVHnMmjsBHLuy6a+soKr73+U8JhY7DYbVSUHCOsfS+LwUSQOH8XrD9zH4T271V6MU3LjjTd6CpzjKSwspKKiwvP3zp07ezqW11RUVFBYWNipre0Y0JePhW0cjTbs1dbOje5DXL+rhxA8PhaX04W90oo+0kTouYkEJART8a98z3y9xesFzyuvvMILL7yAVqulsfHYB47bb7+d8vJyZsyYQW5u33rKwY5Pt7IldyMajYb/++jxo6bHD0lk7EUTAFi19H02rfyKYZNHcv1jv2bQ2FRGnDuKH9Z/39uxT0tExEQAqqq+YMe3N6HRGDhv6mb0+lBMpkSV03XfpMsHEx4TRGNNMyv/tp26cuXLqtGATu8fZ3lPZR3u/vH/sNmqiIw8j7FjXlQz7mmLDQwA4FBTM6sPV6MFfjU4jgCdlhCDjiijwVMQfVNRx646C8nBRi5MiCI+yMjAYBMHmppVXIITy1+7ml3r11JfUQ7AhKwrmXbDbwgwBZI2cTJ7N28gPEb5Qbnh7eV8s/It4ocM59pHnwQgNDoG+kDBM3jwYJ555hm+/vprkpOTSU5OPuZ8jzzyCDk5Ob2czjtWrVrFTTfddMxpfflY2Kb5x2pq3tpzVLshIZjg8co2WvthIU0bjmAaEUn0vFEYB0dgGhlF887e/eHh9b17dXU1Vqv1hPMcOXIEh6P3u7O8wVpvwdZy/CccDz1ruOf1zi++A2DPxl2e9ww5c1jPBvSC2rrNAERFncfZZ33M5Mlr0OtDqavbzoEDz6mcrvvSJihfwvrKZi769Shuefo8fvXg2Yycmojd1vdP18GprcPW1nJcrr75PSyztgKQGGziygH9uSolhgCdlnJrK99VN5IYZPTMW9SoFDYHm1qwO13u9xmP/lAfsundFZ5iB+DgD+3PwnXYbTRWV1FbVgrA5KuvZe7ip5m16EGcDge7vlxHwaavez3z6dLpdLz22ms4nU6uu+66Ex4T/va3v9Hc3ExhYSHPP/88MTExvZi0e6666iosFguHDx8mNzeXsWPHeqb15WNhm8DRUSQ+cg7xfzqbqBtHYUgIBsA0LNIzj/X7SgCad1fjsinLaxrar9ez+sfPWR8S3j/C87qpVunhcrlcWOqUx+aEx/T+Sj5du3f/iSNH3gMgJGQogaZEnM5WGht/pLW1RuV03RMYasAUYgAgYUgEoZEmrI02IuODmXbtMNKn9f0eLPDvdQjwdXkte+stAPQzGggx6HG4XNS02mhxOAk26DzzNjvai9gW9+tgvY6+ZNyMywCw1texZ8OXOB0O3nxoEWX79qI3GIgdlEZgSCgtTY2U7S/E6bCrnPjkHnzwQSZNmsTtt99OUVHRceezWCwcOnSIiooKBg8ezC233MKGDRsICgrqvbBdZLfbKS0tpaioiPj4eLKystiwYUOnoqcvczlcOBps2Gta0IUFEDg8kpjbxmJICEYX3v6jwtno7iRwgaNJ2Tb1Eb3/o0MKHi/TaI43oVdjdEty8k3Ex8+irm4769efxYaNF2Kz1ZGY+EuGDn1A7XjdotG2rwhrYyuvPrCBVx/YwJHCOgDSpyWpFc2r/HkdAoyMUAYjl1tbeX1fKe8UldHicDIsPJiz+4f1pa/bCWl1emZk38voaRfSYmni/Scfw9pQDxoNF/4mm9jBaexYvYq/33AVK594mMCwcKZdfzMjzp2mdvQTmjBhAn/84x955ZVXWL58+XHnu+eee+jXrx/p6ekkJyfz+OPKMILBgwcza9as3orbJcuXLycmJoahQ4cycuRILr74YgBMJhPZ2dkqp+s+y44KDj+6kbInt1D21FYq/q30QmoMWkImJxz/mKfil9PrY3h8QdzaHd0eCvWbLr6vtrzW8zo4IoTG6gY0Gg1BYUo3X11F7bHf6CO0WhODB90DQHnF/2i1VdFqq6K29htiY7OI7DdF5YTd09xgw2FzojNoqS2zYmtRulcriuuJTw0nNMqkcsLu84V16I3v4F+Sjn3aQqfRMD5KGeB5oNFKs8NJs0M5zTUoNJD4ICN76iye+U06LVZ3z45Rp/zGa7L7/mmEwNAwLl/wZ5JGjKKxuor3/voQ5UX7ABg4egyDxyvjtL5f9xn2lhYKt35DU20NwRH9GJA+ll1frlMx/YmNHj0avV7P1Vdf7Slc2npsrrzyShoaGkhMTGTHjh2d3rd8+XL+9Kc/ATBgwIBezXy6CgoKOv29evVqKisriY6O7pXs3vgOAmw5Tru9svPQlZaCWhxNNnTBBnThRlr213mmaUMMOBtsoAFdkFJ22Gt7/4pl6eHxsoJv2gcKjjrvDACGThqBwaicRinY7NsDCXW6QLRaJWtYaDoAGo2BkJChADgcluO+ty9wOl0c2qOc0omIDcRg1IEGopOVA2ht2YnHn/UF/r4O9RoNWndXarRJGbysBfoFuHekTheHLO0705QQpYhNDjaid/fwHWry7dtDRCYmce2jS0gaMYry/YW89ud7PcUOQEBQsOd1fKqyXsP6x2IKUbZje4vvDsjuKDAwkJCQEEJCQtBqlcORXq8nJCQEo9HIPffcQ0hI+xWEc+bM8bw+0WkwX7Bw4cJOg7AvvPBCoqOjAd/PfipCz0/qdNrKmBaBLljZ79hrmmne037qPHC0stym4ZFo3KebO07vLV7v4Zk1axZPPPEEmg7ndu666y7mzp3Lpk2bmDt3LosXL+aqq67qdA72tddew2q18swzz/Dss896O5bXjJw6motvmdnp1NWkWecy5sLxlOwq5q3Hl/Ptmm2MyRxPVvYVnH3FOUQmRAFQ9N0+dn3p25dT2mw11NRsol+/s4mNzSI0bDQ6rQmjURnoe6T0PZUTdt+mD/aRMDSCwJAA5j4yGXurg7DoQAA2r9qvcrruO9V1mJq6kJj+M9Dp2nu1Ro16CqejhYMlOZSU+OZVMS1OJ6WWFuKCjAwKDSTKaECv1RDkHpezt8FKVYuNwgYLqaFBnNU/nOERwYQalN1dqbXFp6/QArhiwZ+JiIsHQKPTcdm9f/RM+z5vNQXfbMDa2EBgSCgZN93KGRddQlh0DDq93jNw2Zfl5OQcddXV/v37SUlJ8dyHZ+DAgTz11FP89a9/Ze/evQQHB3t6Rn744QfeffddNaKfsttuu42//OUvFBcXY7FYGD5cuaClsbGRp59+GqBPHwuDJ8UTdnEKjroWXK1O9P2VfaizxUHjV4exl1uw7CgnaGwMEZelEjI5AX2ksq9p2V9H8w+9f2sIrxc8YWFhpKWldWqLjIwkMjKSkpISAGJjY4+aJzEx0TNvd5VeMLbbZwnvf+TVY3YHGoNMRCVGd2oLCgsiKCyI+gqlC++dxW9QVVLJuOlnEpkQhaWuyX3jwU98/h48AN/lz2fgwFvpHz0dkykOp9NGff13lBx6jSNH3lY7XreVH2hg5VPbOfvywcQNCkOr03BoTw2bc/dzaE+t2vG84lTWYUBANEFBnW8cZjLGAWAwhHfr3/fGd/ClgsPH/bKsOVJNer8QBoYEEqTX4nRBRXMrP9Y1UVCv9NKtL62lvtVBWlggoQY9LY72Gw/6Op0hwPO6/4CUTtOKdmyjubGBN/7v95w9aw5Jw0fRLy6B5qZGDu/ZxaaVb/aZe/CcSEVFBY8++ijTp08nNTWVwMBAdu3axcqVK3niiSdoafHtXrrHH3+c2bNnM2rUKOLi4jhw4ABfffUVjzzyCHv2KJdx9+Sx0BvfQYCS/60/5vewYe1BAtOjMcQGoYs04ahtoeVAPQ1rij2nu6rf3IO90krQ+Fj0kSacFhsW940He/sePACarh6ANRqNzx65XS5X9wuejPt8dvkezXvy/7d373FR1fnjx19zZ4bhflVAELyASnnJsgwvYGZKpZW5q6VtVza2XxfbDbfaTtuW1HetLZeVrVxzyza7X7SLBWpaWpqSaJhKgqLckTsMMDO/P84wQHkDBmaYPs/Hw0fwmXOm94dz5pz3fG6n1/XLyo5x2folJeY75IOakZLtsnVMzUwUx/AczpbwONvvhg92yDm6YkGyy9Zx6foNva6ju98n3L1+AEVpp094XEF4ekK36ijG8AiCIAiC4PZEwiMIgiAIgtsTCY8gCIIgCG5PJDyCIAiCILg9kfAIgiAIguD2RMIjCIIgCILbEwmPIAiCIAhuTyQ8giAIgiC4PZHwCIIgCILg9kTCIwiCIAiC2xMJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAgOlxcb55CHVwqCo4iER3A5RWnbBjs7BkEQes6W7Dzj7DjOJiMl2+DsGIT+JRIewRVtLUrbFuHsIATh10ySpHt6sp8t2fkH8KBDA3K8DRkp2Z7ODkLoP71JeOocFoVjOSquRge9j6M5JC6rVeGa9WvTAQxDTnqievNWVqwuWUdHxeWqx9BRcVktFtesnwPjsrrodcaqVAK8IEnS0u7slxcbpwT+Bfw/AE+la36n1mn0ANOBTzJSsr168Vbufh/E4qLX0Z7EpbBarX0RiyB0W1HatmuBtwCNreg4MD08PSHfeVHBigXJ9g/J0vUb3G5cQlTaRnv9CtLnuF39hPMnSZIP8AlwaafihyVJeupc++bFxqmAF4FbOxW/BSyKO5jX6tBAeyEjJTsNWN6paCdwVWpmYrVzIvp1yMqOsV9nkhLznXKdcc30W/hVCk9P+ACYC5hsRRHAl0Vp20Y6LShB+BWRJKkGuBL4slPxk5LsjDepvNg4NfAKXZOddcBCV0p2AFIzE9OBBzoVTQK+yEjJ9ndSSEI/EQmP4FLC0xM+Bq4Gmm1Fg5G7t0Y7LypB+PWQJKkOmA1kdyp+DHjqdElPXmycBjm5ualT8SvAkriDeW19GGqPpWYmPgf8oVPRBCA7IyU7yEkhCf1AJDyCywlPT/gc+YLb3kcbAmwpStt2ofOiEoRfD0mSGoBk4NNOxWnA3zsnPXmxcVpgPXBjp+3+DdwWdzDP3B+x9lRqZmIGcCfQ3tVyIbA5IyU7xHlRCX1JJDyCSwpPT9iM3LTePvguENhclLZtgvOiEoRfD0mSmpC7mD/qVPwA8mBmZV5snAfwDjCv0+srgd/HHcyz9FugvZCamfgS8DugPd7RwJaMlGyxNIYbEgmP4LLC0xO2A1cANbYiPyCrKG3bJc6LShB+PSRJMgE3AO92Kv6DuqX1JSt8gNwK1G4FcG/cwbwBNRMmNTNxLXAz0N4iFQtszUjJFktjuBmR8AguLTw94RsgCaiyFfkAnxelbbvceVEJwq+HJEktwG+ANwBUbW1cvn37rQqY2Wmzp4A/DrRkp11qZuLryHVsH3M0DPgyIyV7qPOiEhxNJDyCywtPT/gOSAQqbEVewKdFadumOS0oQfgVkSSpFbhJazL9b8rWLwkpK7O/ZlEoHgceGajJTrvUzMS3kVuz2meVRSG39AxzWlCCQ4mERxgQwtMTvgemAaW2Ik/g46K0bVc4LShB+BVZ8MZ649z33o8KLi+3l31/wQW8teDGUet/s0DtxNAcJjUz8QPgWroujbE1IyU71nlRCY4iEh5hwAhPTzgATAVO2or0wEdFadtmOy8qQXB/ebFx/sAXik4LEu4dO5aDo+IA5gNvSZKkc1Z8jpSamfgJ8tikJlvRYOSBzGOcF5XgCCLhEQaU8PSEH5GTnuO2Ih3wvm2VZkEQHCwvNi4QyAIuai+zwj2HYkc+32mza4F3JUny6O/4+kJqZuIXyEtjNNiKQpCnrIulMQYwkfAIA054esIRYApQYCvSAG8XpW2b77SgBMEN5cXGhQCbgbG2Iitw16iDef8E7qfrE9FnAx9KkuQWTyFPzUzcwmmWxshIyRZLYwxQIuERBqTw9IQC5KTniK1IDbxRlLZtodOCEgQ3khcbNxjYArR35ViBW+MO5r0IIEmSFXkxwic67XYFsFGSJGM/htpnUjMTv+I0S2NkpGRPcl5UQk+JhEcYsMLTE44jd28dtBUpgdeK0rbd4rSgBMEN5MXGRQBbkdekAXlhvpviDua90nk7SZKskiT9BfhLp+JpwKeSJHn3Q6h9LjUz8RvkWaJdlsbISMkWS2MMMCLhEQa08PSEk8gX2P22IgWwpiht251OC0oQBrC82Lgo5GSnfTp2G/CbuIN5r59pH0mSngAe6lQ0GdgkSZJvH4XZr1IzE/fQdWkMI/BZRkr2dOdFJXSXSHiEAS88PaEUmA7kdCr+d1HatlTnRCQIA1NebNww5Celty+41wrcEHcw761z7StJ0jPI43raXQJkSZIU4PBAnSA1M/HnS2MYgI8zUrJnnnEnwaUorNaerRU1NG1DgxWFyw1OU2BtPJqe7Nnr91EoapEXuHM1dVartddNxTt27GhQKFzv+Fmt1sZLL720R8evKG2bP/AZttkka3SbMStc8pE+jZIk9focPfmvlxuULngMLVZr4+C7b+91/f6ZktWgcMFrjBVr4x8yk3pdP4BHEh9sQL5xuhSV1cxvij81AdfFHcz7uDv7SpL0e+BfAMuXL6elpaUvQuytHl9HM1KyRyI/SX7wHddmodW43jXGYqVRecVyh5yjB+JGNSitVpc7Ry0KRePovB+6Vccet/C4YrIDDo3LFZMdcFBcrpjsQO/iCk9PqAJmADsBV012wEE3OFdMdsBxcblisgMOj8sl62hWqACu7m6yAyBJ0irgdsDqoskO9OI6mpqZ+CPyhIljrpjsACgVjjuvXDHZgZ7FJbq0BLcSnp5Qg/yMn23OjkUQBrK4g3mf93RfSZJWA0scGI5LSc1MzEeeMCEMICLhEdxOeHpCHXCVs+MQhF8zSZJedXYMfSk1M7HA2TEI3SMSHsEthacnNJx7K0EQBOHXQiQ8giAIgiC4PZHwCIIgCILg9kTCIwiCIAiC2xMJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAiC4PZEwiMIgiAIgttTO/oN9RoVtycM5dqxYYT56mloaWPrj+U8/elByupMeGpVPDBzBBOj/Anz1eOpU1NS00zWwVIyNudT1eCyS5HbGQwGHnjgARYuXEhkZCT19fV88sknLFu2jOLiYgDuuOMOFi1axPjx4/HyklcxnzZtGlu3bnVm6OdFqVQyaNAgAgMD0Wq1WCwWqqurOXbsGK2trb/Y9oILLsDDwwOAo0ePUlpaerq3dQm+vr7cd999Z3w9JyeH999/v9/i6SsKtRrPi8bhMTQSpacBrFbMdfU0H/mJhr37UKjVGCeORzsoBJWXEYVGg7mhEVPBMer3fI+1udnZVThvV94xhmETggE4sqeMz17cD0DCjcOJGOWPp68OpVJBY10LRQdPsXtjAXVVA6d+v3nsZsZMvRCA/Vv38cbj/+3yulav4w8v3Y//4EAAPnrhPb55/6t+j7M7HnjgAebMmcPIkSMJDAykvLycHTt28Ne//pX9++XjFxERwWOPPUZSUhKDBg3ixIkTrFu3jieeeOIX1yGXF78QQuLln0tzIbfTg+c9QyA6EfyiQe0BrY1QWwS5b4BlYNQz7B/P4T1rFgC1n33GiXvvA0A9aBBBqakYLp2EOiiIttJSaj/aQPmqVeCEY+jwhOflJRcxeVggFouVH0vrCPX24PoJ4UyM8mf2C9vwNWi47fJo2swWCisbMVusRAV6ctvl0VwWE8jsF7bRw+eZ9psPP/yQpKQkLBYL+/fvJywsjCVLlpCQkMDYsWOpq6tj9uzZTJw4keLiYnvCM1CMHDkSHx8frFYrjY2NaLVagoKC8PLyIjc3F7PZbN926NCh9mRnIGhra6OoqKhLmVarJThYvmHW1dU5IyyH855yGfqRwwForTqFUqNBE+CPJsAfrFaaj/yE54VjsFosmGtqUVisqH28UV84Bm3YICrfet+5FThPsZcOsic7PxcZH4hSqaC6tBGtXo1vsIFRk/UMivHhdembfo60Z8bPmmhPds7k6v83z57sDBT33HMPUVFRHD9+nIKCAkaOHMn8+fO56qqrGDNmDA0NDXz77beEhobS0NBAXl4esbGxPProo8TFxTF//nxnV+H8DZrQkez8nM8QGH8bqLRgboGGclCqIGAkqDQDIuHxuW6ePdnpTOXnx9A316MOCsLS2EhLfj7a6GgC7/492phoe1LUnxya8AwLNjJ5mPzBe/LjPFZvP4q3Xs3OZUkMCTBw86RI3v6uiKc+zuN/3xyjztSGSqkgY+F4Zo0JJW6QN6MGeXPgZK0jw3KouLg4kpKSAHjwwQd57rnn8PX1paioiOjoaO6++26efvpp7r77bsrKypg1axYbNmxwctTnT6/X4+PjA0BhYSElJSWoVCrGjx+Ph4cHISEhnDx5EgB/f3+CgoKorKwkICDAmWGft/r6el5++eUuZdOmTSM4OBiz2cyuXbucFJljaQeFAmA6VsSpjZ+BUknw7xah1GpReRmxtpmp3fEtTT8cxNrSCgoFvjMT8YiOQhMYgDowgLaKSifX4uy8A/UkLBhOcX4NRj8dXv5dE+//Pf4N5raOhzvOuGUUIyeF4hfqic5Tjamhrb9D7hb/wQHM+cO1HDtQgE+QLz7Bvr/YZszUCxl35UXkbs4hfvrYfo+xp15++WVee+01CgsLAbj//vt59tlnMRqNzJs3D5PJRGiofA4nJCSwd+9errjiCjZt2sQNN9zAJZdcwjffDICkVe8PI6+G6kLw8AEP366vx10nJzuVh2HfOjCb5HKlBiyufX4CaCIiCHn4YRr37kUTGopm0CD7a96zZqEOCgKg8Kabaf7hBzwnX8aQ1avxvvJKKi+8kObvv+/XeB06hkep6PjZ2t5M06m1JmFEIOX1Jl788ifqTPLBNFus7C6ssm9janPNp8+2Uyo7/mQWixyrtVOT1MyZMwEoLi7u0hLiLtqTIa1WS3R0NPX19Rw/ftzJUfWcRqPh4osvBiA3N5faWtdNtrujpVjuVtQNCSdgwXUELZyPUqulpbSM+j37sDQ10ZiTKyc7AFYrLSUdXZFWFz93FUoFV9w6CqsVPv/PgS6fwXbmNgsXJIZzw0MTWPTXSYycJN9Aq07Wu3yyo1Qqmf/nhVgtVt568nX7taYznyAfrn3gek78eJwv/vOpE6LsuSeffNKe7ABduvpNJtN5X2ddmkIJYxYAVti/nl90XRhDwRgi/9zWDJfcA9MkuCgFfMLpcvN0RSoVYf/3f2CxcPLBP2L9+TnaKSGwv9apSsbJk/shyK4cmvAcKavnh5M1ADw8ZxSf3JvAlj9Ox6CVG5JCvH/Z9eGpVXHDhHAAvvmpkiNl9Y4MyeHy8vLIyckBYMWKFeTk5HDkyBE8PT0BCAsLc2J0vdfU1ERDg/wYqsjISOLj4xk7diwqlQqQEx2AYcOGoVAoOHLkyGlvNgPF+PHjMRgMWK1WvvrKtcc9dEfN1u00/XgYAI2/n9yqYzbTVll12vE5Co3G3gXWcrIY86nq/gy32ybOiSI02ocv//cjdZVnHo/jHaAnZKgPvsEGAMoKa/ng+Zx+irLnpi+5gohRkXz0/LucKqn6xesKhYIbli1EqVbx5pPrMLe5doJ6Lvfccw8AFRUVvPXWW2zcuNH+5WP79u3s2bOHDz/80L79gLjODk2Su6wOfgDNp375uiGo4+f2Li+LGXwjYdyt4DXol/u4kKDUVPRjL6Tk8b/SeuLEL16v37IVc718P49a9xpD332H8H9l2F9Xh5y+K7ovOTThsVjhljW7eGv3ccrrTAzxN3CotI59RdUAtJm73hhDvHWsv+tSYkO9OVRaxx9e3+vIcPqExWJh9uzZrFmzhpKSEmJiYti/fz+7d+8GGHiD6U7j4MGDlJWV0draioeHB01NTdTbTlyr1UpoaCje3t4UFBTQPIAGt/6cQqFg0qRJABw6dIjy8nInR+Q4nheMRj9yOC2lZZS9so7y/72NxWTCMCoWr8snddlW6WnA/9rZaAL8aa06RfWmzU6K+vwEDfFiwqxIftxZwqFvzz5Afvtbh/nX77NZ99hOThw6RXCkN1f8bjQKxVl3c6rBI8KZsjCRnM+/4/us018TL73+coaOjeHjf35AZVFFP0foOBqNhrVr13LLLbdQU1PD3LlzqaiooKCggKSkJDZt2kRLSwtDhgzhnXfe4dQpOXFw+eusVxhETYXivVCSc/ptFJ1uv5WH4Ou/w45noc0ESjWEXdIvofaEx5jRBNx5BzUffEjtGYZstJ44wbFbfkf9V19hbW1FPXgwdZs2Ya6RG0Wsbf3fyurwQctldSb++Pa+LmVZS6cCkF/e0XozerA3q5dMJNTHg10FVdzx391UNzrmJI5K29inTQ7FxcXceuutXcoOHjzY5b8DWWtrKz/99FOXsgsvlAdONjU12VuzoqKiiIqK6rJdZGQkgYGBHDhwoF9i7Y0xY8bg5+cHyN8i3YZahXHiBACafyrA0tQMTc20nCxBPywaXdjgjk0DA/C76gpURk9aiks49ckXWE0mZ0V+XgLCPFGqlMSMDyJ67BQA1Fq5BTL6wkDu/McUXkn7ipZmudXDaoXq0kZyvjhO2Ag/wmP9CI/153jeL1tOzlf82niHXGOu5cpflIUMDUWlUjF6ygXEXT4GAI1OA0Dc5aN5dOOT5H93CIDZf7iW2X+4FgUdGdxVKVdzYdI4Xrznn44Isc8EBATw3nvvkZCQwMmTJ5kzZ4699Rxg9+7dXHllx99n8ODB3HTTTcAAuM4aQ+TBx8FjIGiUXKaSjyFBo+Suq5y1HdvX2lpIWhvk1iBjKHj49WvI3aEbPhyFWo3XlTMZOUMe06rQ6wHwSkpi5He7OTx1Gs3793P8ttvt+6mDg/G55hoAWn52j+kPDl+HZ/Rgb7x0HXnU3dNiiAkyAvDR9/Jg1ytHh/BWyqWE+njw/t4TLHrpG4clO/1h3LhxeHt7239ftmwZI0eOBOCNN95wVlgOYzAY7F1YIF9o9LaTubKyYyCrSqWy/2unVCq79L+7sssuuwyAY8eODehxSD+nUKtRqORjoAmyzd5RKtH4yxdQi+2blW5oJP5z56AyetJ06AhVH37i8slOZ2qtCo2HGo2HGoVtvIBSpUTjoSYg3MiQ0f4dGysgckzHwHq1zvXPUY1Og06vQ6fX2T9TKpUKnV4HtgSn/XWtXmvfT61V2xMkVxUbG8s333xjH5B88cUXd0l2ACZPnmy/tuj1ejIy5O4Qk8nEu+++298h94xKA2qd/K+9RUepkn9vrIDWJrnMy/YlRGPoSHQaXb/lTunhgdLTE6WnJwrbOapQq1F6eoJCgX78eLAdQ4WHB6F/eRQAS0sLdZ9/3u/xOryF5/rx4Sy6ZAgFlY34GTQE28btbNh3kk/2lxDspWPVogkolQrazBYiAwysv6ujif2R9/e79CwtgMWLF5OSksKRI0cICAhgkG1k+ptvvsk777wDQHp6Otdffz0Gg8G+37p162hqauKFF15g5cqVTon9fAQFBRESEkJzczNqtdo+bqeyspKqqiqqqqrIz8+3b6/T6Rg3bhzg+uvwtIuJibEfN7dq3QGszSZaThajHTwI/bBoNEGBKNQqVLaWueYfD6M0GPC9MgmFQoHVYkHl443/3Dn296j98muXnaV1cEcJB3eUdCm7+clL8Q7Q29fhGXphILN/fwEtTW3UVjZh8NJi8NEBUFfVTFHeacZUuIi9n+1m72e7u5Qtff3P+IX6n3YdHgDfED8e/N/DwMBYh+e9994jJiYGALVazdtvv21/7eWXX2b16tX885//JCoqimPHjhEVFWX/krl06VL7emcuq3iP/K+zyX8CvV/XdXh++hxGXgOBI+GyB+V1eNQ6ORE67rrXpZr33qfmvfe7lMVkfYE2LKzLOjyhjz6CJiyM1uJiNGFhqIxy40fZ00/TVtb/QwgcnvB8X1TNZcMCiPAzoFIqyCuu5a3dx3nl6wIAtGolStu3MbVKybghXZvtvDx6H1JB+pxe99Arnj7zEPldu3aRlJTE0KFDUalUfP/996xZs6ZLEhMSEsKwYcO67Nc+0M7f3x9XVl9fj4+PDzqdDoVCQUNDA+Xl5ZSUlJx75wFism2GQHl5OYcOHXJyNI536pMv8Bx3AR7RkfK3LYuF1rJyGg/k0XTwsLzYoG0gi0KpRPuzAYRKrWu3EJxLTVkTR78vJ2iIF34hcqJXXdbI8bwqvvukgFZT7wb55i7JdcgooEfWPjhwR/z3Que1u+Lju65R8+mn8oyzTZs2MX/+fEaMGEFLSwubN2/m73//Ox9//HG/xtqnju+QZ2gNuVwexNzaCKX74Min0OS6Sfn5avjqa7xmXYk2KgpraysN33xD1X/WUO+kBXgVPZ1h09fjZHrDIQmPQuGy9bNarb2u386dO122fpMmTXLIzUSSJJetoyRJva5jyarVLlu/0N/f1uv6ZaRku2z9UjMTHZPwJLpuwvO37L+L6+i5fLHMZevHjOUOOUfzYuNcto5xB/O6VUfX78gWBEEQBEHoJZHwCIIgCILg9kTCIwiCIAiC2xMJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAiC4PZEwiMIgiAIgtsTCY8gCIIgCG5PJDyCIAiCILg9kfAIgiAIguD2RMIjCIIgCILbEwmPIAiCIAhuTyQ8pxG6Ocfo7BgE4awkH62zQxCEs8nKjhH3F8GliBPyZ0I353gDnzo7jr4Uvzb+j86OQegFyUcHvOPsMAThTLKyY1TAf5wdhyB05p4Jj+Tz257sFro5xxfYBEx2aDwuJH5t/MPAM86OQ+ghyUcPfAAkOzsUQTidrOwYNfBfYImzYxGEznqc8CiwNjoyEEcx0AzwGpJPtz5soZtzAoAs4BIAhd7g+OAco64nO8WvjVfEr41/HPgbQLO52aFBOYrV6tDzyiXPUXoal+TjCWwArgSwWkwODMlxLA46hlYXvcY4OC6XrCM9jCsrO0YD/A9YCKDXKxwZkyP16Dr6cxarax4/R8ZlUShcs449iEthtVr7Ipb+J/mEIicso2wlVuBOpJqXz7Vr6OacYOBz4IJOxXeXTB+7yuFxOkH82ngFsBx4qFPxF8C1uUtye3Uy58XG2U+guIN5Lnt1G/AkHy9gI5DQuRT4K1KNm3yI+4jk0/H3kWrEOdpHsrJjdMCbwDWdilcBf0hKzLc4J6qBYcWCZPs5unT9Brc8RyVJsnb62Sl1dJ8uLammBJgGfG8rUQAvIfncfbbdQjfnhAKb6Uh2rMDtbpbsPEvXZOcT4OreJjtCP5F8fIDP6Jrs/Bmp5nGR7AiuICs7xgN4j67Jzj+AVJHsCK7CfRIeAKmmHEgEvutUmoHkc9/pNg/dnBMGbKWjVcgCLCmZPnZ1X4bZX+LXxiuBfwL3dSr+AJiXuyTXNfu0hK4kHz/k1sdLO5UuRapZ7qSIBKGLrOwYA/ARcFWn4qeBB5IS80VCLrgM90p4AKSaKmAG8E2n0ueQfDq3cBC6OWcIcrIzwlZkBhaVTB/7ar/E2cdsyc6/gc4tXG8D83OX5Lrm4A+hK8knEMgGJnYqvQep5lknRSQIXWRlxxiRu1pndCp+Algmkh3B1bhfwgMg1VQDM4HtnUrTkXweBQjdnBMNfAnE2F5rAxaUTB/7Rn+G2Vfi18a3Twm9vVPx/4Df5i7JbXVOVEK3SD4hyF2tY20lVuAupJp/Oi0mQegkKzumfQmPaZ2KH01KzP+LSHYEV+SeCQ+AVFOL3MS6uVPpX48vH5GhsFq3ApG2shbgupLpY91iXZP4tfFq4FW6TgldC9ycuyS3zTlRCd0i+QwCtgBjbCVW4FakmhedFpMgdJKVHeOL3NXaeQmPPyUl5v/NOREJwrm5b8IDINXUI69X8nl7UYSp9O5HfsoMR56d1gxcWzJ97EdOitCh4tfGa4E3gM7rEL0E3Jq7JNfsnKiEbpF8wpG7WmNtJRbgZqSaV5wWkyB0kpUd076Ex8Wdiu9LSsz/PyeFJAjnxb0THgCpphG4plpt/LK9KLXoDf525IU2ldWcXDJ9rFusqhy/Nl6HPEbn+k7FGUBK7pJcMUtiIJB8opC7WofbStqA3yDVrHNaTILQSVZ2TDDyuLLxnYrvTkrMf95JIQnCeXP/hAcInbo17oJL3xv9ScDl9rLbT76rPvFl4g1IPgP+bxC/Nl4PvA9c3an4OeAekewMEJJPDHLLzlBbSStwA1LNW84LShA6ZGXHDOI0S3gkJea7xRIegvsb8Df7cwndnDMRyG5RagPuGPU4GwOndB60m4K8Vo/KSeH1WvzaeAPwITCrU3E6sDR3Sa4YODgQSD4jkVt2hthKTMBcpJoPnBeUIHTIyo4JQx5X1mUJj6TEfLdYwkP4dXDrhCd0c86lyCsK+wK0KdXVS0f8cQrQuYvgVuAVJB91/0fYO/Fr443Ax3SdEvo48GeR7AwQks8o5JadwbaSZuBqpJqPnReUIHTIyo6JRE7IOy/hsTApMd8tlvAQfj0G3E3+fIVuzpmCvD6E0VZUCVxxcOaUvXzNLuQug1tsr90EaJB8bkaqGRDTtuPXxvsgJzuXdSp+OHdJ7lNOCknoLsnnAuSEPMhW0ggkI9VsPvNOgtB/srJjopHH7LTPam0FfpOUmP+u86IShJ5xyxae0M05SciPT2hPdsqB6SXTx+4FQKoxA7cBnaf5LgDWI/lo+zHUHolfG++H/FT3zsnOH0WyM4BIPuORx0O0Jzt1wJUi2RFcRVZ2zHDk1sfOS3hcL5IdYaByu4QndHPOlchPlG5/3HkJMK1k+tjcLhtKNRbkMTydF3KbB7yD5OPRD6H2SPza+NNNCb03d0nu350UktBdks8lyN+a/W0lNcAVSDXbz7yTIPSfrOyYOORurHBbUTNwbVJivlss4SH8OrlVwhO6OScZeQBve8JyAphaMn3sD6fdQX7w4v8DVnQqTQbeR/LR92GoPRK/Nj4YuVVgXKfilNwluS84KSShuySfycjrQvnYSk4BSUg135x5J0HoP1nZMfHILTuhtqImIDkpMd8tlvAQfr3cJuEJ3ZwzD3gXaO+SKgSmlEwfe+isO8pJzx+Bzt1BciuR5OPZB6H2SPza+PbVd+NtRVbkBQX/7bSghO6RfKYhP/Xcy1ZSAUxHqvnujPsIQj/Kyo4ZR9eu1npgVlJifpbzohIEx1BYrT2bzPOfH4saFEql4dxb9q8Ws5nHiit/AhJLpo8tPO8dJR8F8BdAAvBeXktdS5+E2CtKDyWjMkdZgCW5S3Jf6+n7KBSKWjpuvK6kzmq1ejvijVy1jl5aqF3mXYrcsnOgp+9j+XxZg1KBy30GLVYalVcs7/WXhb8vSG5Q4Hr1s0Ljg+s3OOTL0Mld/2xQKhQuV8c2Sys/1q+sBa5KSsz/uqfv46qfQRx0nXH3+gHsOfRyg0Lpeueo1WJtHD/i9m59Dns8S8sVkx0ArUoFcjdWUbd2lFt6HkfyaQGecsVkB8DSbAFYmLskd30v38oVP6Tg2Lhcso62c2sqUs2PvXkfV0x2wHFxuWKyA46NyxWTHQC1UgMwIykxf1cv38olP4M4Li53rx+umOxAz+Jymy6tzrqd7HQm1SwHljouGsdzQLIjOFsvkx1B6GsOSHYEwaW4ZcLTa1LNs84OQRAEQRAExxEJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAiC4PZEwiMIgiAIgtsTCY8gCIIgCG5PJDyCIAiCILg9kfAIgiAIguD2RMIjCIIgCILb6/GjJc74hgoFo/08ifbSY1SraLVYOdFoYndFLU1mCwAK4EJ/I8O8DRjUKprbLBTUN7Gnso62Hj7bqz8ZDAYeeOABFi5cSGRkJPX19XzyyScsW7aM4uJiAJ5//nlmzpxJWFgYarWa0tJSsrKy+Otf/8qxY8ecXIOzO5/6bd68mWnTpv1i3+3bt5OQkNDPEXePwWDgscceY+7cuYSFhWE2myksLOSNN94gPT0di8UyoI8fAEoNRCZA6IXg4QvmFqg4BEc+hZY6GDQeRs8/8/4H3oLiPf0Wbm8k35/GyEmXA3Bo51d89NxyNB56Jt+4iLDY0XgHBaPx8KC+qpKfvvuWb957k6a6WidHfW76wDgMQWNQ6bxRKDVY2pppbSynoWQPrfXy5xCFEs/QCegDR6LSGLG0NdF8Kp/6E99gtbQ6twLncNttt5GSkkJ0dDRGo5GKigr27t1Leno627dvB+COO+5g0aJFjB8/Hi8v+WkJ06ZNY+vWrc4MvdvefPNN5s+XP29vv/028+fPZ8mSJbzyyitn3OeWW25h7dq1/RRh70SFJuJnHArAqfqjFJRkA6DVeDHIbzxGfShqtR6LpZXmlmrKa36guv5ov8fp8IQnabA/gw06rFYrp1raMKhVDPM2EKLX8sGxclotVi4P8WWYtwGL1UptaxteGjWj/Yz46zR8eqLS0SE53IcffkhSUhIWi4X9+/cTFhbGkiVLSEhIYOzYsdTV1ZGcnIxKpeLQoUN4e3szfPhwbrvtNiZPnkxcXJyzq3BW51O/dvn5+ZSXl9t/P3Cgx8/C7DerVq1i8eLFgByv0WgkPj6e+Ph4LBYL6enpA/r4ATB2MfgPA6sF6ktB5wODx4NvFHzzArQ0QM3PEjedt5wcAZjqfv6OLmn0tBn2ZKczvZcXE+bMxWI2U11yEovZjF/oYCbMmUvEmAt59aH/By7+5UpjHIRSa8TcUg+A2sMPD98odN7hVOx/HXNLHT5RiegDRmK1WjA316DSeeMZciEaQyBVP77v3Aqcw+TJk4mIiODYsWMolUri4uKYM2cOiYmJxMXFUVhYyOzZs5k4cSLFxcX2hGegueWWW+zJTmfl5eXs3LmzS9ngwYMZMmQIgP3Lpavz9xpuT3Z+btjgq9BpvLBYzTSbTqHVeGHUh2LUh3Ko6CMamsv6NVaHJjw+WjWDDToAdlXUcqC6Aa1SwY1DQ/DSqIn18eRko4lh3vIzv74tryGvppEITx0zBgcwyKAj0tODwoZmR4blUHFxcSQlJQHw4IMP8txzz+Hr60tRURHR0dHcfffdPP3004waNQqTyWTf77///S8333wzsbGx+Pv7U1VV5awqnNX51q/dE088MWC+hbSbMmUKAJ999hmzZs1Co9FQUVGBt7c3kZGRAAP2+AHgGSwnOwCHP4Fj20HtAQnLwOAP4ZOgcCtU/uxxXhPukBOe+lKoOtzvYXeXT0goibfcyckf8/AKCMQrMMj+WltLC1tf+w/7vviUlqZGFEolV9+fxvCLLyM4cijBkUMpK/jJidGfW23hVrCa7b/rA+PwiUpEoVSjNgShUOvQB4wEoO7YdhrLc9H5ROE3fA5arzB0vtGYql23jr///e+7fMZuvfVWVq9ejV6vZ8KECRQWFnL33XdTVlbGrFmz2LBhgxOj7Zno6GheeOEFvv76ayIiIoiIiLC/9vHHH/Pxxx932X7Lli0MGTKEH374gU2bNvV3uN2mVXsRHjSJ+qZStGpPtBpjp9eM6DRyklpStYfSU/sweAQzMvxqADRqI9C/CY9Dx/AoOv18uu9OYQYdYbaECKCgXk5sjjeYaLPIe4R56k6zp+tQKjv+ZBaL3EVn7fRNcebMmQCYTCbuvfdedu7cyaFDh7j55psBuUXBlW+W51u/ds899xzNzc3k5+fz73//m+Dg4P4JtBe2bdsGwJVXXsn+/fs5fPgw3t7e7Ny5k+XLlwMD9/jJOn0ST9eKETD8l2XeEeAXLf9c+GXfhOVACqWS2fc8iNVqZePKv9vP1XaNNdXs/uhdWpoaAbBaLJz4Mc/+elura3f3AGA1ozEOwj/2egJG/QbvIVPlYksbrY3l6Hwi7Zs2V+cDYKopwGppA0DnM6T/Y+4Gk8lEQkICO3bsYN++faxatQqApqYmdu/eDcitHGaz+Wxv47JUKhXr1q3DYrGwaNGic9bj4osvZupU+Rg/88wz/RFiLymICp0GVigs3YL1Z3f9lrYGTK1y13Go/3hGhl9LzKCZWK0WquqOUFNf0O8ROzThqWlpo9IkX0gmBnpz7ZAgro8KRmO7iRrUKjw1Kvv2zeaOi5TJ9rOnWoUry8vLIycnB4AVK1aQk5PDkSNH8PT0BCAsLMy+bVRUFJdccgnDh8s3mN27d3PFFVf0e8zd0Z36NTY2cuLECcrLy4mOjubOO+9kx44dGAwGZ4R+3u644w7++9//AjB69GgiIyNpaWlh3759VFRU2LcbiMcPgIYyqDsp/zxiNlzy/+CyB0Gllct03r/cJ0pu9aK5Bkpy+iXM3rj0hoUMHh7LF6tXUVtees7tNR56Rk+VWy6P/5BL1YnjfR2iQyjVHmiNoWgMASiUKsytjVQd+hBLSx2qTt+mLa1NHT+3yT+rtMZfvJ+r8ff3Z9KkScTHx6PVaiktLWXmzJkDY5zcOTz22GNMmjSJu+++m4KCgnNu/9BDDwFQVFTEunXr+ji63hvkPw5Pj2COl39NS1v9abawcvjExzQ2V6BUqDB4BKJW6TBbWmgyVWLFcpp9+pZDEx4r8PmJSg7XNtJktuClUXHK1EZFcwsAFqu1SyvQQGSxWJg9ezZr1qyhpKSEmJgY9u/fb/9G0trpm+P999+PSqUiNjaWLVu2cNFFF/Haa691aUVxNedbv/vvvx8/Pz/i4+OJiIjgqaeeAuQm3Hnz5jkt/vNx3333sXjxYnbu3ElISAgjR46kqqqKO++8k+eff96+3UA8fjIr7H0FTu6Wx+Lo/aGhFGqLbC//7JumIRCCRsk/H9suj/txYSHRw7hk7nx++DKbg9u3nHN7o18AC6TlBA2JouJ4IRv+8fQ593EVpuqjlOzOoCxnDQ2l+1BpDPhGX4FSawTFma6mA+cq+8EHH6BQKAgNDWXlypWEhITw+uuvd+n6GYgmTJjAsmXLePXVV3n99dfPuf3w4cO59tprAXj22Wdpa2vr6xB7Ra8LJMTvQqpqj3CqPv+M20UETcbgEUh5TR7f568l/+TnqFUehAVegp8xph8jljl80HKT2cL20uouZddFyt0cNS1t1Ld2XGw9VEr7zC2dSr6JNLS5fvNlcXExt956a5eygwcPdvlvO4vFwo8//sizzz7LtGnTSExMJCkpic8//7zf4u2u86lfeytQu9dff50///nPAPZBd65Ir9fzxBNPAPDOO+9QVlZGWVkZW7duZcGCBcyYMaPL9gPx+AHyTKwf3uladukD8n8byruWD0kAhRJam+DEt/0TXy8ERkSiVKkYPmkywy6+FACNVu4KHzZxEvesfYt/pyyhpamR4KExzP3TX/DyD+DEwQO8/39/o7l+YAzI7szS1kj9iZ14hlyASuuFIWgM5paOeig1eiytcvedUu0BYB/s3FOhm3P6bVR3aWkpDz/8MPfccw8RERGkpKTw8MMP99f/3uHGjBmDWq3mhhtusH8BbG/5njt3LnV1dYSFhVFbK3f5PPjgg6hUKk6dOsWLL77okBiK0rY55vjd/ssivdYPhUKJrzEKH6PctapUyOmEr2ckF0QvprB0Cz6ecuJaVXsIi7WN2sZjtLY1oVHr8TIMPmuy1Bcc/lU1QKdBo+z4hnGBnxEfrfyH+Km+iRONHYPUoozyBzPCU4fats+JBhOubty4cXh7d3QLLFu2jJEj5cGDb7zxBmPGjGHWrFn21xUKBbNnz7b/3t495KrOVb+goCDuv/9+jMaOJvMFCxbYfz6f5ltnMRgMaDQaACZOnAiARqMhPj4egIaGhgF//ADwGgyqTuPhoqaBp21Qb+m+jnKtEQaNk38u2iFPXx8gNFodWg89Wg89Clurm1Klkn9XKBg28VJ+Iz2Nl38Aedu38NYTDw+cZEepRh84ChQdXfw6346ZMAqlGlOnWXYevvK3ZZ1PFAqlfL01/XwWngvR6/XcfvvteHh42Muuvvpq+88D4jN2HvR6PUajEaPRaG8ZVqvVGI1GFLYWupCQEPus0YyMDBoaGpwWb3cplWpUSg0qpcZeH4VCKf/eKb0weMjXHq3aiNp2XbJY+r8Vy+EtPDFeekb6eFLX2oZOpcRgG5NztK6JQtsg5fy6RmK8DFwc5EOsrydeGjmMkiaTS8/Qard48WJSUlI4cuQIAQEBDBo0CJDXWnjnnXe49tpref/996mtreXo0aOEhIQQGhoKwLFjx/jiiy+cGf45nat+kZGRPPvsszz99NP28T3trTo//PAD7777rjPDP6vKykq2bt3K1KlTufHGG5kwYQJ6vZ7BgwcDsHbtWmJiYgb08QPkdXbCLoamStAYOsbtlO6Dsv0d20VMBpUGzK1w7GvnxNpNB7ZmcWBrVpey21euxic4xL4Oj6efP9c8sAyFUonFbMYnJJQbpXT79lmrV1F2tH+/XXaHQqHEJ2o63kMSaDPVolCoUHv4AGC1mGmuOkRbYzlNlYfQB4zAa8jlGILHoNLJ27TUnXTpGVparZaXXnqJlStXkp+fj06nY9gweWZhS0uLfQxLeno6119/fZdxgevWraOpqYkXXniBlStXOiX+c1m7du0vZq8ePXqUqKgo+zo87e699148PDzsdRoIquoOU1XXdSbnqMgb0Wm87OvwqJQ62swm1Cod4YGXEugdi1ZjRKFQYrVa+r11B/og4akwtTK4tQ2jRoUCBVWmVg7XNpJX3ZG1biupprbFzDBvPV4aNSZzx8KDA8GuXbtISkpi6NChqFQqvv/+e9asWWP/8B0+fJgPP/yQ8ePHExsbay/7/PPPefLJJ6mv711Tc187V/3Ky8v529/+xsyZM4mJiUGv15OXl8f777/PM88802WqqSuaO3cuDz30EPPmzSM8PJyWlhZ27drFqlWrWLNmDaNGjRrQxw+Qx+v4x4CHn9xdVVcMJ7+D452SGpUWwi+Rfy7+DloHzjfLc1Gp1V1afQYPj+3yulbv2gPrrRYzTZU/ovEMQaX1QqFQYm5poLWhhIaSvbQ2yNN5awqyMJtq8AgYiUrng6Wt2bbw4M5z/B/OrWT62F4PBlKcfsIuzc3NvPrqq0yaNImoqCi0Wi0nT55kx44dPPPMM+zatQuQWz/aE6F27RMn/P39exue0xmNRlJSUgB45ZVXuqxp1lvh6QkOGcxVfuRQj7rGzBYTh4o+ItR/LEaPUHQab8yWFhqayig59X2/r8EDoLD2cPGtNYdPuuyqXb8bPrj3H1SFwmXrZ7VaRf3Og9vX8YtlLls/Zizvdf1WLEh22fotXb/BIedoye4Ml61j6EWp4jpzDu5eP4C9R1a7bB3HDbutW3V09ekmgiAIgiAIvSYSHkEQBEEQ3J5IeARBEARBcHsi4REEQRAEwe2JhEcQBEEQBLcnEh5BEARBENyeSHgEQRAEQXB7IuERBEEQBMHtiYRHEARBEAS3JxIeQRAEQRDcnkh4BEEQBEFweyLhEQRBEATB7YmER3BL8WvjJzk7hr60YkGy0dkxCIIgDCQi4RFcTkZK9oTe7B+/Nj4B+NxB4bicFQuSvYFPnR3H2RSlbfPrzf5RaRv/6KhYBOF0otI2DnZ2DEL/EgmP4IqyMlKyL+nJjvFr46cjJwNu2QKyYkGyL7AJmOzkUM4lqyhtW2BPdoxK2/gI8IyD4xGEn9salbYxwtlBCP2nxwmP1WJpdGQgjuLAuOoc9D6O5qi4XLJ+Oo0ewAf4PCMl+/Lu7Bu/Nn4m8DFgAFDqlFaHB+gYPfrbr1iQHABkAZcAmFotjozJYcxtKoBxQHZR2rbg890vKm2jIipt41+BJwBaFeq+CbCXrOCwa5/FanXJ66gD43LJ64xCqwcYBnwZlbZxaC/eyiXrhwPjslpc8xztSVwKq9W594Ss7Bh7AEmJ+QpnxiI4V0ZK9oXAF0B7y0ADkJyambjlXPvGr42fA7wLaG1FJ4HE3CW5P/ZBqP1uxYLkYORuugs6Fd+9dP2GVU4K6bSK0rb9DlgNtH+W84Ck8PSE4rPtF5W2UQGkA3/qVPwFcG1B+hyXvOAKA1NU2sZrgbcAja3oOJBYkD7niPOiEvqD6NISXEZqZuL3wDSg1FbkCXyckZJ9xdn2i18bPw94j45k5xgwxY2SnVBgMx3JjhW43dWSHYDw9IQ1wGKgvfkpDthalLYt/Ez72JKdZ+ma7HwCXC2SHcHRCtLnfADMBUy2ogjklp5YpwUl9AuR8AguJTUz8QAwFbmFBkAPfJSRkj37dNvHr42/ka7f1o4iJzv5fR1rf1ixIDkM2AqMshVZgCVL129Y7byozi48PeE1YCFgthUNR056In++bVTaRiXwT+C+TsUfAvMK0uc093Gowq9UQfqcj4GrgSZb0SBgS1TaxjHOi0roayLhEVxOambij8hJz3FbkQ54PyMl+9rO28Wvjb8J+B+gshUdRk52Cvsr1r60YkHyEORkZ4StyAwsWrp+w6vOi+r8hKcnrAfmA622omjgy6K0bTHt29iSnX8Dd3fa9R1gfkH6HBOC0IcK0ud8DsxG7joHCAE2R6VtvNB5UQl9SYzhEVxWRkp2FHJXTpStqA1YmJqZ+Fb82vifjxU5iDxm56xjRQaKFQuSo4FsoL1VpA34zdL1G95xXlTdV5S2LRk5iWnvbjwBJF1O7RHgP8jdX+3+BywuSJ/T1r9RCr9mUWkbJyN3oXrZik4BMwvS5+x2XlRCXxAtPILLSs1MLACmAO2DCdXAGymS9DLyzbI92dkPTHOjZGc4cstOe7LTAlw30JIdgPD0hA3IXQft3VNhVqxb41F9SNdkZy1ws0h2hP5WkD7nK+AKoMZW5AdkRaVtdOvFS3+NRMIjuLTUzMTjyN1bB21FyjEll982suzi9k1ygOm5S3JLT7P7gLNiQXIccrLTPsi3Gbh26foNHzkvqt4JT0/YBMzBNp1bgSLkKfSzYzouPy8DtxakzzGf4S0EoU8VpM/5BkgEqmxF3sDnUWkbu7U0huDaRMIjuLzUzMSTwLRGTV0JgAIl0/MXceGJxALkbqwKpwboICsWJI8BtiAPoAR5QGXy0vUbXHpV5fMRnp6QXY3l6masZgA/lLyAgUtRvwncVZA+xzUXFRJ+NQrS5+xBTnrarydG4LOotI3TnReV4Egi4REGhMxL773tzQuXh1YYiuxllx67Niplx/OLnBiWw6xYkDwOOdlpX6ivAZi1dP2GLKcF5UBRaRv1ydT/8V4aVfXIw/Z8UPIM+pnb8b7IyeEJAgAF6XN+vjSGAfg4Km3jTKcFJTiMSHgElxa/Nl4RvzZeAp5s1jTw0agMqvQlnVcRXZmRkv2Ak8JziBULkiciD1AOsBXVAjOXrt/wpfOicpyotI2ewEfArAOYuZcGmrE2AyhQ+AJfFKVtc/VHZQi/EgXpc36+NIYH8FFU2sY5zotKcASR8AguK35tvAJ4Cnisvcykacwu9j4yEtjZadMVGSnZy/o7PkdYsSD5MuQVhX1tRdXAjKXrN3ztrJgcKSptoxfy4z6S2st+xPJXNVwKVNqKvIDPitK2Tev/CAXhlwrS5/yIPGHimK1IC7wXlbZxnvOiEnpLJDyCS7IlOyuAtE7FnwLJ/3r8L8XATGBbp9eeykjJfiwjJXvALG2wYkHyFOAz5AGSICcAiUvXb9jlvKgcJyptow9y/aZ0Kn6kIH3OY1HpU3KQuw7KbOWewMdFadtm9GuQgnAGBelz8pFbeo7aijTAW1FpG290XlRCb4iER3A58WvjlcBK4P5OxR8Bc3OX5DYBpGYm1gFXIa/T004CnhwISc+KBclJyGt/tD/VvRyYvnT9hr3Oi8pxotI2+iE/++vSTsV/LEif82T7L+HpCfuRbyjtywnogQ1Faduu6rdABeEsCtLnFCCfo4dtRSrgf1FpG91i7OCvjUh4BJdiS3b+DaR2Kn4XuCF3SW6X1XdTMxMbgGRgU6fiZcDfXTnpWbEg+UpgA7anugMlwLSl6zfkOi8qx4lK2xiI/FT3iZ2K7y1In/P3n28bnp5wEPmG0j4aXQe8X5S27Zo+D1QQzkNB+pxfLI0BvBqVtvF3zotK6AmR8AguI35tvAp5QcHbOxW/Afwmd0luy+n2Sc1MbASuBTZ2Kn4AeMEVk54VC5KvRn5WlIet6AQwden6DT84LyrHiUrbGIw8AHtcp+LfF6TPeeFM+4SnJxxG7vZqfySIFninKG3bDX0WqCB0Q0H6nGLkLtj9tiIF8J+otI13OS0oodtEwiO4hPi18Wrgv8CSTsWvAjflLsltPf1estTMxGbgOuQnprf7A5CZkZLtMuf4igXJ1yG3VrU/ZqEQmLJ0/YZDzovKcaLSNg5CnlofbyuyArcVpM/JPNe+4ekJR5GTnvaHvqqBN4rStv22D0IVhG4rSJ9TCkxHXuy0XWZU2sZ7nBOR0F09fpbWnkMvNyiUCsO5t+xfVou1cfyI2z17+z4KhaKWjmeruJI6q9Xqfe7Nzu5A3KgGpdXqcsevWaNg8YMqkJ+TdVfuktzzXn03IyVbg5wkLQBY+p9kTK1NZ9/JCXRqFU9eN+sn5AHKPX7QqaueowqtniH3v2UBlhSkz3mtO/sWpW0LQ+4OG/nJrd9i0breeoRWi7UxJfpPvb7GAAzK3ttgVbjedVRhtTYWJ44T19HTiErb6I88GP8iU1IoVrXqXLv0O0cdP4CX/5PfoFAoXe4ctVotjbffGtOtOvb4268rJjvg0Lhc8UMKDorLFZMdAI9WK8Aq4M7uJDsAqZmJrcBNwGuASyY7AKY2M8gtO719qrtLnqPWliaAhd1NdgDC0xNOIHcd/OCKyQ449trniskOODQulzxH6UVcBelzqoAZwA5XTHbAseeVKyY70LO4XKa5XxA6Sc1dktuju11qZmIbcAuwxqEROdjS9RtOODuGvlSQPmd9T/cNT08oQU56BMElFaTPqQGudHYcQveIhEdwOblLcnvWz2qTmplopuvAZ2GACU9PKHd2DIJwNgXpc+rOvZXgSkTCI7il1MxE1+wPEQRBEJxCJDyCIAiCILg9kfAIgiAIguD2RMIjCIIgCILbEwmPIAiCIAhuTyQ8giAIgiC4PZHwCIIgCILg9kTCIwiCIAiC21M7+g2VCjWh/uPw8YxEozYAVlpa6zlV/xOlp/YBVjRqTwb5j8OoH4xGbaC1rYFTdfmUVOVgxfWXTzEYDDz22GPMnTuXsLAwzGYzhYWFvPHGG6Snp2OxyHUYPXo0f/nLX5g2bRq+vr5UVlaya9cufvvb39LY2OjkWpyZQq8nKDUV44wkNMHBWC0WWk+epHbjx1S+9BJYOo6R0tPA0PfeQztkCAAlTzzBqXWvOyv082IwGHjggQdYuHAhkZGR1NfX88knn7Bs2TKKi4vt2w3U4/dzb775JvPnzwfg7bfftv98xx13sGjRIsaPH4+Xl7zS/rRp09i6davTYj1faoWGC7wvYphnHEa1N23WFo41HeXbU1/SaG4AwFvtywTfyxjsEYFeZaDF0kJ1axX7a/fwU+OPTq7BuS0c5M+SwYEM0WvxVCmpajWzv76RlYVlfFMj1zFMp2FpVCgJfl4E69SUmFp5p/QUzxWU0trD5yT2l9tuu42UlBSio6MxGo1UVFSwd+9e0tPT2b59u327gfo5PNfx81Qp+dPQUCb5GAn30GJQKSkxtbKpsoYXCkupbO3Wk3WcYsRwI7Gx3nh7qVGrlTSbzFRVtvB9bjWlpSYAJl3iT9hgPQZPNUoFNDWZOVncTE5ONfUNbf0ar8MTnoigy/D3Hg5Ak+kUKqUGvc4fvc4fsFJZc4iR4degURswW1ppbqnGQ+NDqP84dFpfCkqyHR2Sw61atYrFixcDcODAAYxGI/Hx8cTHx2OxWEhPT+fSSy/l888/x9PTk4aGBvLy8tDpdFx11VXo9XqX/qCGPvYYvnOvBcB0+AhKgwGPESPwGDECrBYqX3zJvm3Io4/ak52B4sMPPyQpKQmLxcL+/fsJCwtjyZIlJCQkMHbsWOrq6gb08evslltusSc4Pzd79mwmTpxIcXGxPeEZKGYFzyNMH4nVaqWqtQJPlZGRxjEM0oXz9sm1tFpbSA69ES+1D2ZrG1UtlXipvRnkEc4gj3DeL15Hqemks6txVhf7eDLYQ8OJ5laUChhu8GBGgA+Tfb2Y8u1BGs1mPpkwgmCdhkazmcMNJoYZdDwQFcoIgwe3HyhwdhXOavLkyURERHDs2DGUSiVxcXHMmTOHxMRE4uLiKCwsHNCfw3MdP4C7IoJps1g52mSizapiqEHHXYZgLvfzYsauH3HtlBVCQjwweqqpr29DoVDg66shIsLAoEEevPPeCerr24iIMKBUKKitaUWjVeLjrWGkl4aQYB3vvNe/T9hxeMLjqQ8FoLaxiPyTn6FASXz0IlRKLVq1EV/jUFvLDxw+sZEmUyVe+jCGhc3CzziUMl0QjSbXXlV+ypQpAHz22WfMmjULjUZDRUUF3t7eREZGAvDSSy/h6enJ559/zg033EBtbS0Aer2e5uZmp8V+PgwTLwKgfvt2jt9+B2g0jNjxNSqjEc3gwfbtvGbNwnfuXGo//gTv2Vc5K9xuiYuLIykpCYAHH3yQ5557Dl9fX4qKioiOjubuu+/m6aefHtDHr110dDQvvPACX3/9NREREURERHR5/e6776asrIxZs2axYcMGJ0XZfb6aAML08udsx6kt5NbuRqvUcVN4Ct4aX0Z7j+VIw0G81D4A7K7+mpyabwjRDWbuoEUAGNXeLp/wPHSoCJOl45b320H+PBc7BL1KyQVeeoI0aoJ1GgCu3XOE3Pompvp5sX5sDMnBvow/bmBPresmBL///e8xmUz232+99VZWr16NXq9nwoQJFBYWDujP4bmO37c1Dfz1yAlePVlJndmCSgEvjo5iTpAvo416Rhv17K93zQcgt/t6RyVmc4X99xHDjSRcHoRarSQwQEt9fRvvvncCs7nj7zA1IYhhw4z4+mrR6ZSYTP3Xq+PwMTwNTaUAeBvCiY24jlGR81EptTQ0l1Fyah8oOm1sb3Lt+GN4G8IcHZLDbdu2DYArr7yS/fv3c/jwYby9vdm5cyfLly/nggsuYPTo0QDU1NSwZ88eamtr+eqrr7j44ouxunhTc9Pu7wAwXn450R99xLBPP0VlNNKU8z0VttYddWgogx6XaNq/n7Lnn3dmuN2iVHac8u1dj52Px8yZMwf88QNQqVSsW7cOi8XCokWLMJt/2TxeXFx82nJXp+h6EfnF6+EeUTS21VPbWg3ARb6Xcd2gxcwKvg6L1cLh+h842nCof4LtBZPFyiQfTzaOH87miSN5ekQ4AE1mC9/XNqJUdPwd2m8Z1k5/j2n+rt1qZzKZSEhIYMeOHezbt49Vq1YB0NTUxO7duwf85/Bcx6+8pY1/HS+nziwfPbMVdtm6KgFaLK4/vMNsthIa4sHVcwYxb24Yl10aCEBbm4WKihb7NqNHeXN18iBuuD6cYcOMAJw61dKvyQ70QcJzrHw7VbWHAdDr/NBqjFisZppMVZjNzdQ2HMdskf8Qw8OTGRkxl+hBV9j316g9HR2Sw91xxx3897//BeT+5cjISFpaWti3bx8VFRWMHDnSvu0NN9wAQEtLC5dddhmbNm1i7Nixzgj7vBU/+ijV738AgG74MDRhg7G2tNB86EfMp06BQsHgZ55GoVZz8sE/QlurkyM+f3l5eeTk5ACwYsUKcnJyOHLkCJ6e8nkXFhY24I8fwGOPPcakSZO4++67KSgocHY4DlXdWklFSxkAk/ymccPgJfwm7HY0Si0AnmovLFj4sOQNyk0lqBRqgnQheKj0mCzNVLSUYhkAYwUBfDVqJvh4EmfUo1UqKW9p5Tff51NkauWLylrq2uSE9cNxw/j8ohGsjY+27xuq1Tgr7PPm7+/PpEmTiI+PR6vVUlpaysyZMzl27JhbfA7Pdvx+zlOlZEGoPwA7qus51Gj6xTauSKdTEhzsgb+fFpVKQVOTmU83lXQZn2M0qgkO8sDHWz4nyytMfPpZSb/H6vCEJ9hnNP7ew2loLiP36Dp+KHwbs9lEoE8sYYGTaGmr58iJT6htPIHVakGr9qS6oYA2s3xwrVbXvxDdd999LF68mJ07dxISEsLIkSOpqqrizjvv5Pnnn0et7ugp/Oyzzxg2bBixsbHU19ej1Wq56667nBj9ufkvWYzv3GtpyvmeQ5MvJ/+qqzDX1OB3442E/vnP+C9ejOfFF1Py1HJaBtjN1GKxMHv2bNasWUNJSQkxMTHs37+f3bt3A9Da2jrgj9+ECRNYtmwZr776Kq+/7toDyHvCipVPSt/mx7pcmswNeKt9OdVaQblJvoBarHISkBBwBUG6UA7U7mV14T/4tPRd9CoDl/pPZ7jnKGdW4bx9WlFD6OYc4r/az+qicoK0Gv41KpIwnYZjzS3MzznClqpaWqxWwjy0bCyvprpVvtG0uXgLCMAHH3yAQqEgNDSUlStXEhISwuuvv05ERMSA/xzC2Y9fZ6FaDe+NG0acUc+PDU3c6eLjrzorPNbI6jVHef2NYxz4oQa9XsW0qcF4eqrs23zzbRX/eeUob79bRHFxE0GBOqZODUKhOMsb9wGHjuFRKFQMCpgAQHV9AW3mZtrMzdQ3leDnFY2XQR7/0WiqIP/kp/b9NCoD/kOHAdBsa4Z2VXq9nieeeAKAd955h7KyMsrKyti6dSsLFixgxowZvPrqq/btv/tO7h6qqKjg6NGjxMfHExUV5YzQz4vCw4Og//f/AKjdtAlzZSXmykoad+3Ge/ZVGC67FNTyiRz652WE/nkZnc/a4Icewjs5mcLfLnRK/OejuLiYW2+9tUvZwYMH7f89caJjIN1AO34AY8aMQa1Wc8MNNzBv3jxAnpkGMHfuXOrq6ggLC7OPhxiIGs0NbKn8tEvZgrDbAKhurSLMI5JIQwwAP9bvp83aSmFTPo3mBgwqT8L0kRxu+KHf4+6p8pY2lv9UzG3hQYR5aFkcFsjyn4rJqWviN9//ZN8uVKvhBlsrwZEB0kIAUFpaysMPP8w999xDREQEKSkpfPbZZ/bXB+LnsLMzHT+AeKOe/14wlEE6Ld9U13NL7lFOtTmgq1nycUzGG5lzXps1NZn5bs8pRo/yweipJnakN9/tOWV/3WqFmppW9h+oZdAgPYNt/06c7L9xSg5t4VEq1CgU8lsadHJfngIlHjo/ACwW+ZuHp0cI7YN5FAoV4UGXya9bzVTXFzoyJIczGAxoNHJ2PnHiRAA0Gg3x8fEANDQ08O2331JdXQ3AuHHjALnptv0DeuiQ644fUHp4oLDVTx8/Ri7UaNCNkGfeWRs7Tk6lp6f8z3YzBVBqtSg9PPov4B4YN24c3t7e9t+XLVtmbz5/4403BvTx60yv12M0GjEajfaxS2q1GqPRiKK/v1o5WKA2GK1Ca/99nM8l+GpsN/qGg2iVOvtrwbpBAHipfdAp5XOzzeLa3bB6pYJFg/zxUHYcp5mBPvafDbbjebGPJypFxz7LbeNETBYLG8ur+y3e7tLr9dx+++14dLpWXH311fafPT09B/Tn8HyP31WBPnwwfhiDdFreKalifk6+Y5KdfqBSKRg5wguVqqOOQyI67gUajQI/Pw3hYfou+4WHd/yuVvfvdcihLTxmi4m6pmK89IPw84rG4BGIUqGyj8upqpPH9oQHXYpWbaS1rQGtxojK1vd+ouIb2syuO6sAoLKykq1btzJ16lRuvPFGJkyYgF6vZ7Bt9tLatWtpbm7m0UcfZeXKlVx11VUcPnwYX19fvLy8qK6u5h//+IdzK3EW5upqGnbtwnPiRLyvugqP0aNReHigCQ4GoPr996lavZriZX+276MJG8ywrCxgYKzDs3jxYlJSUjhy5AgBAQEMGiTfEN98803eeecdgAF7/EA+B9euXdul7OjRo0RFRXVZhyc9PZ3rr7/e3voDsG7dOpqamnjhhRdYuXJlv8bdHSOMo4nzGktt6yl0Sj2eankgZH7DQY42HkKn9KDZ3ISHSs9k/yTivC7ES+2NSqGSBy67eOuORqlkRewQnhweTmGzCa1CyVCDnMS1WCy8Wyp/c35qeDgRHlpOmFqI8NDiZWt9ffzISUpb+neNk+7QarW89NJLrFy5kvz8fHQ6HcOGya38LS0trFu3bkBfR8/n+IVo1aweE4VSoaDNYiVKr+O9ccPs75F2qIhcF56lpVIpuHxyIJMu8aeurg2VSoG3bYyO2WzlSH493l4aZiSF0NJioa6+Fb2HCoNBTjvq69s42Y+tO9AH09KPFn9BiN8FtoUHPbFaLTQ0l1NRk2dPeOoaT+BrHIpO440VC3WNJymr3k9t43FHh9Mn5s6dy0MPPcS8efMIDw+npaWFXbt2sWrVKtasWQPAP//5T2pqanjggQeIjY2lsrKSN998k7S0NI4ePerkGpxdUeofCLj9dryumIEmJARraytNubmc+t8b1Lz7rrPD67Vdu3aRlJTE0KFDUalUfP/996xZs6bLDX4gH7/zFRISYr/JtAsLk2dJ+vv7OyOk81ZmKmGwxym81T4oUFDZUsaP9fvZX7sHAJOlmQ9KXme8z6WEeoTho/HDZG6m1HSSvdU7XX5Kusli4a2SKiZ4exLhoUWjkBel213TQMbxMvbWyV8Mt56q5eogX6L1OlqtVr46Vceq4+V8Uena3ZXNzc28+uqrTJo0iaioKLRaLSdPnmTHjh0888wz7Nq1Cxi4n8PzOX4RHlr7TDu1UsEEn64TdtqT1x6TahzTfLLm6Gm7xsxmK0eO1BMUrMNoVKNSKWhobKOszERubg0VFS20+VopPNZAYIAOXx+5YaOmtpWTJ5rI2VdNa1v/jjNT9HRq394jq112RNy4Ybf1+kArFAqXrZ/Vau11/fJi41y2fnEH8xzyQXX3Y+ju9ft3wf+5bP3uivqjQ87R0M05LlvHkuljxTl6Du5+/ABWnyHhcQW3/W5ot+oonqUlCIIgCILbEwmPIAiCIAhuTyQ8giAIgiC4PZHwCIIgCILg9kTCIwiCIAiC2xMJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAiC4PZEwiMIgiAIgtsTCY8gCIIgCG5PJDyCIAiCILg9kfAIgiAIguD2RMIjCILLkSTJMU96dmFZ2TGTnB1DX1qxINno7BgEoTOR8AxAGSnZfs6OQRDOJnRzTlhP97UlO//nwHBcTlZ2TALwubPjOBtJkjQ93XfFgmRv4FMHhuNwGSnZI5wdg9C/RMIzMGVlpGQHOjsIQTiLraGbc4Z0dydbsvM8sNTxIbmGrOyYRORkwNVbQNZLkqTt7k4rFiT7ISdzkx0fkkNtzUjJHuXsIIT+0+OEx2qxNjoyEEdxYFx1Dnofh9Jp9ADjgOyMlOzgnr6PRaFwyePn4Lhc8hjiuLhcsn4KvQEgBjnpGXq++0mSpARWAfcAWFqsfRJfb/XmGpOVHTMT2AgYAHTWZpespKatFWAe8I4kSbrz3W/FguQA4AvgYgCdWtUn8fWW7ToaCmzJSMmO7+n7KKyueR90ZFxWq8Ul69iTuBRWq3M/b5IkWTv97Hb99isWJNvrt3T9hl7VLyMl+3fAaqD9ffKApNTMxOLevG9v5MXG2esXdzDP7Y6f0D2hm3OuAd4C2lsGjgOJJdPHHjnbfpIkqYCXgN91Kl4P3CxJUmtfxNrfsrJj5gDv0vG3OQEkJiXmH3JeVF116k7s3ML2GTBPkqSms+27YkFyMHLLzgWdin+/dP2GTIcH2gsZKdkJwMd0tLBVAlekZibudV5U7i9+bbz9XpG7JNcp9wrRpTWApGYmrgEWAxZbURxys2y486IShA4l08d+CMwFTLaiCODL0M05sWfaR5IkNbCWrsnOa8BNbpTszAPeoyPZOQZMdaVkB+xfQP8ILO9UfCWwQZIkzzPtt2JB8iBgMx3JjhW4zdWSHYDUzMRtwEyg1lYUgNxifrHzohL6g0h4BpjUzMTXgN8CZlvRcOSkJ9J5UQlCh5LpYz8BkoH2FoFByN1bY36+rW1g7OvAok7Fa4BbJElq6+tY+0NWdsyNyK1e7YOAjwJTkhLz850X1ZnZkp6HAalTcSLwiSRJXj/ffsWC5DBgC9A+HsYCLFm6fsN/+jbSnkvNTNwBzACqbUW+wBcZKdmXOSsmoe+JhGcASs1MfBOYD7R/+40GvsxIyY5xXlSC0KFk+tgvgKuABltRMLAldHPO2PZtbGND2s/ldpnA7ZIkmXEDWdkxNwH/A9oHsxxGTnYKnRfVuUmSZJUk6XHgz52KE4DPJEnyaS9YsSA5EvgSaJ/xZAYWLl2/4dV+C7aHUjMTdwHTkbu0ALyATRkp2VOdF5XQl0TCM0ClZia+B1wHtNiKhiC39IiploJLKJk+dityd0j74OoAIDt0c85FkiR5AO8gd3+1ewG4W5IkC24gKzvmd8B/6bjO5iF3YxU5L6rukSRpOV3H81wKfCFJkt+KBcnRwFbkL1wgfwG7cen6Dev7OcweS81MzAGmAWW2Ik/gk4yU7CRnxST0HZHwDGCpmYkbgKuBZltRGGKqpeBCSqaP/YquXQd+anNbVpNauwWY02nT/wPu6zyJYSDLyo65C/gPHRMMcoFpSYn5Tptg0FOSJD2LbeaczUVYLF9ZVOptQHtXegtw3dL1G97t9wB7KTUzcT8wFWg/NnpgQ0ZK9iznRSX0BZHwDHCpmYmbkG8c7VP02qdaXnDmvQSh/5RMH/stkARUqc1tXLV/p7e+reWSTps8CTzkRsnOPchdc+32AtOTEvPLzrCLy5Mk6Z/AXfYCpTKuaciIwRaVGuQvXNcsXb9hg5PC67XUzMSDyElPe+ubB/BBRkr21c6LSnA0kfC4gdTMxGxgFlBvKwoCNmekZI93XlSC0KFk+tg9g6orkpP3fdUaVl1hLy/18lsjSdIjbpTsPIjcNdduF5CUlJhfeYZdBgxJkl5UNtY/im0pE4uHgabIkdY2o8+Spes3fObk8HotNTPxMDAFaB9fpQXezUjJvt55UQmOJBIeN2GbankFHVMt/ZFXZBZTLQWnkyTJ99rvtz8XWnvK/riCnUNH8d74qb8N3ZxzpTNjc5Ss7JiH6fpIjK+BK5IS8085KSSHWrEgeZxn4cH7PE4exZ706PSKpojhT0qSFOHk8BwiNTPxKHLS0z6DTg2sz0jJ/q3zohIcRSQ8biQ1M3EnctdB+wXWF3mqpasv8S64MUmS/JFX37V3Y+0cOqomZ8gIkLsOPgzdnJPspPB6LSs7RpGVHfM48LdOxV8Cs5IS82ucFJZDrViQPBHIBgI0tVV4nPypEau1fSbdMGCrJElRTgvQgVIzE48hd2/9aCtSAa9lpGQvdl5UgiOIhMfNpGYm7kZeM6O938AL+ExMtRScQZKkIOQb5YROxak5Q0ZMQF58D2xdB6Gbc+b1d3y9lZUdowCeAv7SuRiYnZSY75KP/uiuFQuSL0NOWH1tRdWa2lPTUCiup2NpjKHISY9bLI2Rmpl4Ann21g+2IiXwSkZK9m1OC0roNZHwuCHbVMvpQKmtqH2q5QynBSX86kiSFIq8+u6FtiIrcIckSf8qmT42H7nr4KjtNQ3wVujmnBv7P9KesSU7K4C0TsWfAlcnJeY3nH6vgWXFguQpwCbA21ZUCSQuXb9hlyRJH9B1Ve0hwJeSJI3s90D7QGpmYgly0rPPVqQAXs5Iyb7baUEJvSISHjdlm2o5jV9OtbzKaUEJvxqSJLWvvjvaVmQBfidJ0svt25RMH1uInPQcthWpgP+Fbs65qR9D7ZGs7BglsBK4v1PxR8DcpMT8sz5zaqBYsSA5CTmBa3+kRBkwfen6DfZnTkmS9DFwDR1LYwxGbukZjRtIzUwsR24x39OpOCMjJfs+50Qk9IZIeNyYbarlFOQHOALogPczUrKvcV5UgruTJGkI8oJ07d/0zcjPxVr7821Lpo8tQh4vkWcrUgL/Dd2c87ufb+sqbMlOJpDaqfgd4IakxHzT6fcaWFYsSJ4FbED+ogTyF6dpS9dvyP35tpIkbQJm07E0RgiwRZKkC3++7UCUmplYiTw28ptOxc9lpGT/yUkhCT0kEh43l5qZeAT5hlJgK9IC74iplkJfkCRpKHKy0z6Wow1YIEnS/860T8n0scXIrZHtN1MF8J/QzTl3nWkfZ8nKjlEhLyh4R6fiN4DfJCXmt5x+r4FlxYLkq4EPkAeUg7w2zdSl6zfknWkfSZI203VV7UAgW5Ikt1gaIzUzsRr5gaPbOxU/nZGS/ahzIhJ6QiQ8vwK2qZZTEVMthT4kSdIw5GQnylbUClwvSdI759q3ZPrYMuRxZ3s7FWeGbs655wy79Lus7Bg18qMilnQqfhW4KSkx3y0edLpiQfJ1wLt0PNW9EJiydP2Gw2feSyZJ0nbkpKB9Zpo/ctJzyZn3GjhSMxNrkZ8Pt6VT8V8zUrKfyEjJVpx+L8GVKKzWnq33pVAoapFnALmaOqvV6n3uzc5u+8v/bFAoFAZHBORIVqu18fLb/+B57i1/KSMlezDyjJmR//BppFXhep9RBdbGo+nJParfL97Lzc/Rr97f36BQKF3uHG0zt5K97z0TME+SpE+6s2/o5hw/4DNgYv7hnXj28PrUl1oVLXw57AWA1cBdSYn5PX7Qqaueozq1iievm/UT8gDlbj3oVJKkCcDngN9rzeNpsz831XX05jqTkZJtAN4Hrpiy7QHUZtfrxbQoFI2j834Q19Gf6U0Ljyv+AcBBcblisgO9iys1M/EkckvPAVdMdgCsOPTv7ubnqOslOwBqlQYgubvJDkDJ9LGnkBfQ/NoVkx0AjVULsAq4szfJjo1LnqOmNjPILTvdfqq7JEnfIbfWVbhisgO9u86kZiY2Ig/U/tgVkx0ApdUqrqOnIbq0fmVSMxNLkS9GgtBnJEn6oqf7lkwfW4P8qBRXlpqUmO8WT3U/k6XrN5zo6b6SJH2PPC7LLaVmJjYD1zk7DqF7RMLzK2SbaikILqtk+liXXrQvKTHfNZufXIgkSQecHUNfSs1MdM3mHeGMRMIjCIIgCILbEwmPIAiCIAhuTyQ8giAIgiC4PZHwCIIgCILg9kTCIwiCIAiC2xMJjyAIgiAIbk8kPIIgCIIguD2R8AiCIAiC4PbUjn5Dg8HAY489xty5cwkLC8NsNlNYWMgbb7xBeno6FouFmJgYHnvsMaZNm0ZwcDB1dXUcPHiQF154gbfeesvRITmcUq0mYtxEAiKj0Ro8sVqtmOrrqPjpMEX79hA8bCTDpySdcf/DX2ZRdvhgP0bcPXqNintnDGfmqBBCfTwwW6ycqG7io++LWbXlCBYrvHHnJCZFB/xi310FVczP3OGEqM9fQkICf/rTn5g4cSIhISEASJLE448/bt9GrVbz5z//mSVLlhAeHk5ZWRlvv/02jz76KPX19fbtgoODWb58OcnJyfj4+JCfn09mZiYrV67s93p1plQpGBwTQGC4Dzq9BovZwqnSegrzymhtlp9zqdWriRgZhE+QJ1qdmpbmNsqLaij6sRwXfarD6c2YCTG2h7P/lA+fb5J/Viph3HgYMRI8PaGpCY7+BLu+hdZW58V7nm677TZSUlKIjo7GaDRSUVHB3r17SU9PZ/v27SxZsoRXXnnljPvfcsstrF27tv8C7qYFEyNYdMkQhvgbMGjVnGps4cDJWlZtOcKuglMARAYYuDdpOJOiAwgwamkwmckvr+eVrwrYmFvs5Bqcne8NN+D7mwVow8NRGgy0VVdj+iGPipdeoum77wAY8t+1eF588S/2bfzuOwoX3dTfIXfbuc7RzoxGIzk5OcTYPqt/+MMfyMjI6Nd4HZ7wrFq1isWLFwNw4MABjEYj8fHxxMfHY7FYePrpp/niiy+IiorCZDJx4MABoqKiuPzyy7n88su57LLL2LHDtW+YMZdNJXh4LACNp6pQajR4+gfg6R+A1Wql8VQldWUlXfbRGjzRGeVHf7Q0NvR7zN3xt3ljuH58OACHSuswaFXEhnoTG+qN1WrlX1vy7dsWVjZQ1dBi//1wqUsvkAvA+PHjmTVrFocPH7YnPD/3n//8h5tvvhmz2czhw4eJjo7mvvvuY+zYsSQmJmK1WjEYDGzdupXY2FgaGxspLCxk1KhRvPDCCwQGBvLYY4/1c806xF4yBN8gORlvrDWh1asJHuKLd4CB77f8hEKp4IIp0Wg91JjbLDTVt6A3aokYGYTBS8ePu4qcFnu3jBzZkez83NRpcrJjsUBNDXh7Q/wFEBAAH33Yr2H2xOTJk4mIiODYsWMolUri4uKYM2cOiYmJxMXFUV5ezs6dO7vsM3jwYIYMGQJAcbFrJwQXRfoxyEfPyeomFAoFw4KNJMYGc1lMADOe3cqJ6ibW3X4J4X4GTG1mDpfWE+6nZ2KUPxOj/Cn+19fsOXbK2dU4I/34cWhCQ2ktLgalEl10NJppUzFMuoSf5syh9cRJ+7Ytx45hruqoi+nIEWeE3G3nOkcLCzsexfbPf/7Tnuw4i8MTnilTpgDw2WefMWvWLDQaDRUVFXh7exMZGcmQIUOIiooC5G/V6enpTJo0yZ7kDBkyxOUTHu/QwQCcKjrGD599hEKp5OJFt6HWavEwenFi3x5OHe/6zL0xs+eiM3rReKqK6hPHnRH2ebtkqD8AXx4qZ/F/vkWjUrDn0Svw8tAQ5qvvsu3K7CO8/d0AuTnavPrqq7z44osolcourTXtxo0bx8033wzAvffeS0ZGBsnJyXz00UdMmzaNuXPn8t5773HXXXcRGxuLxWJh0qRJ5Obm8ve//52lS5eSlpZGRkYGZWVl/V099F5afIPkByUXHCilOL8KlUbJRTNH4OGpJXSoH+ZWC1oP+eO/f3sBDTXN+AR5MvqySAIGe2P001N/qqnfY+8Wb2+47HIoKQGjUf7XLjBQTnYAvv4KDuyHyEiYNRsGh8HQoXD0qHPiPk+///3vMZk6nl5w6623snr1avR6PRMmTODdd9/l448/7rLPli1bGDJkCD/88AObNm3q75C75ZH392Nq63gc2Y0XRfDMDRfgoVExJswHgHA/+RmYz39xmH9tyWf8EF/evXsyAGG+Huw51v9xn68S6XGsLR1fBn2uv57BT/4NpYcHHqNHd0l4Klatoua9950QZe+c6xxtT3jmz5/PkiVLWL9+PQsWLHBWuI5PeLZt20ZUVBRXXnkl+/fvx2g04u3tzc6dO1m+fDknT57kp59+Ijo6GkmSmD9/PlFRUbS1tbF+/XreffddR4fkcLWlxXh4eeMXPoRx1/0WpUaDWqulrqyEon17frG9MSgEn0FhAJzI3dvf4Xbbt0erCPczMGVEEJvun4JBq8LLQ8PeY6e6tO4APJo8iifnjaG0xsT2IxU8+/mPVNS3nOGdXUNVVRUAnp6ep339qquusv/8zjvvALBx40aamprQ6/VceeWVvPfee/btDh8+TG5urn37pUuXotVqSUxM5I033ujLqpyWAkXHL9af/RfwDTJSWVzbsclp+q98gzxdO+FRKCBxBlitkP0FXH1N19cjhnT8fPQn+b+FhdDWBmo1hEe4fMJjMplISEjgmWeewdPTk5Ej5QSuqamJ3bt3/2L7iy++mKlTpwLwzDPP9GusPWFqs3DxUH+WXRWLXqsiOlBOWJtbzeQW1VBa28yxykaGBBi4d8ZwZscPItxPT5vZwoZ9xXx6oOQc/wfnsra0oL/oIkIefBCFQY/O9kXf0txM0/6ujxkLSUsj9PHHaSstpWHHDsqffwFzZaUTou6e8zlHw8PD+fe//83u3bt55JFH3CvhueOOO7BarSxevJjRo0cD0NLSwr59+6ioqKCtrY2pU6fy/vvvM2HCBMaPHw9ARUUFe/bsoXUA9K0f2b4ZrFaCh8di8JNbQyxmMw1VlbQ2//ImEX7BOABMDfWUHznUr7H2xLJ3c7EC148PZ0SIrRuuzUJecV2X7qumFjMlNc1469UMCTCwMGAIlw8L5Mp/fElTq9lJ0fdeRESE/ef2Fhqr1UpFRQURERH2LoP27Tq34pSWltp/bt+uvzXWmWioacbTx4OoMSEED/FF66FGpZbnKGj1ak6V1tPWakatURGfMJSmehN6L539PbR6jVNiP28TLoKQEMj6AupO043aubWnqdNnsrnZ1hrk1fcxOoC/vz+TJk2y/15aWsoNN9zAsWO/bNp46KGHACgqKmLdunX9FmNv+Oo1jBviZ/+9vM7E3eu+40S1fMwWvLiDF2++iPhwH3urT1VDC/tP1tBqdv2BZiofH/RjL7T/3lZRQdG999F2sqN1x9LURGtpGSpvL7QREWgjIvC89FJ+uuZarE0u/KXD5mznqEKh4NVXX0Wj0bBw4UKn398dPkvrvvvuY/HixezcuZOQkBBGjhxJVVUVd955J88//zwKhYLMzEwmTJjAv/71Lzw9PbnmmmsIDAxkxYoVLFq0yNEhOdzg0RcSPDyWurISvl33H/a8vY42k4nQ2NFET0rosq2Htw/+Q4YCcHJ/Dlar5XRv6VJunTyU68eHs/fYKS762+ck/n0LNU0tLLxkCI9dMwqAJzb8wIWPb+LKf3zJpcuzydgs9zkPCTBw5ehQZ4bfawqF4rzKT7fdmfbtbz/sPEbZsWpamtvw8NTSWGei3nYTsVqsmBpb+eHrQqrL6rFYrOgMGqpO1tLWYrZv47ICg+TById+hCOHnR1Nn/rggw9QKBSEhoaycuVKQkJCeP3117sk5QDDhw/n2muvBeDZZ5+lra3NGeF226YfSolK28jEv33BK18XEOSl4/nfjGOwjwcKBTw5L574cB9e3VFI3KOfcvvaXfh7anlkzijmjg1zdvjnVJ+VRV5sHIcuT6DqtddQBwYS9vf/Qz1oEACly9M5dPElHL3mGo5Mm07Fv/8NgDYiAq8ZM5wZ+nk72zl67733Mm3aNO69914OH3b+Z9WhLTx6vZ4nnngCkJv2y8rKKCsrY+vWrSxYsIAZM2aQlJTEnDlzAFizZg2NjY189NFHlJaWEhISwowZM3r97aQobVvvr9bDT1+sVKkZMkEeVV9Z8BOtzU20NjdRW3KCwOjh+AwO77J9WPw4FEolbaZmSg7+0Ouw+pqHRskDM0cA8Mn+EirqW6iob+Gbn6pIvnAwlw8LBODAydou+32Qc4LU6cMAGOzr0b9BO1jnb8/BwcGUlJSgUCgICJBnpR0/fty+3ciRIwkODu6yfbv27U4nKzum1+eono/O+FprcxtH9p7sUjYuSR4w2GTrcqyvbuaHHR111XqoCYrwtW1jwmX5+8szsKJjYGi0XKa2XcqihsKtt8P3OR3b6/XQ2Cj/7GE7Nxt+OXbLlZWWlvLwww9zzz33EBERQUpKCg8//LD99QcffBCVSsWpU6d48cUXHfL/dMh19DyV15v4+2c/cstlUQz21bNoUiQ78itJjJU/T299d5ymVjNf5JVRXmciyEvH5cMDeD/nRH+F2CvmigrKn/sH/jfdhGbQIPx+s4Dy5/6BKS+vy3a1GzYSeNddAGgGD+rV/zMvNq5fv7Wc7hwdPFge7/r888/bGzzarVixgoULFzJ58uR+i9GhLTwGgwGNRm4KnzhxIgAajYb4+HgAGhoa8PHxsW9/sW06XlRUFP7+/vZtXJlSrUapVAFgDJQ/jAqlEoOffDO0dPpmpdEbCB4m92kW5+3H0ub63XV6jQqNSj4tLgiXj5VGpWBkqNwF0NhiJsBTy22XD8VTq7Lvl3zBYPvPRa489uM8fPrpp/afr7/+egDmzJmDXq/v8nr7f4cPH24/x9u3b21tJSsrq99i/jlPHw97FxZA2PBA9Ea5y6qiqAYAL3897cN9lCoFQy+QW+YsZguVxa4/2w61GjQa+V/7hVSplH8vLOjYrj0piozsSIyOu/BoV+Qvj7fffjseHh1fHq6++mr7z53Hn4WEhNhnxmZkZLj8NRTkL1a/mRiBrtM5mhTX8WVBHjfY8X38wnBfAML99Pga5HtMY4vrdpsrPDzwnT8fha6jm9g4fbr9Z6Vej8rfH/9blqD0NNjLvTuNH2w94drJXHfOUaPRiNFo7FKm0+kwGDrq3h8UpxuweF47KhSn3XHLli32gXP5+fno9Xp7lvenP/2J1atXc/jwYfz9/bFYLBw4cIDIyEi8vb1pa2tjypQpvZ6ldfyhL3u1P0Dh8H1nfG3M7Ln2QchNtTWoVGq0tgNZ8O3X9oHJkRdNIvzCCZjb2vhu/X9PO76nJybfltrrfpOotI1nPPDr75zEJbY1dgorG/DQqAjxlk/q5R/nsTG3mO0PJdJqtlBY2Yheq7LP3jpcWkfyyu1dZl90V0H6HIf0C53pHJ03bx7PPPMMCoXCPk2yqqqKqqoqvvnmG2666SbWrVvHwoULMZvNHDp0iJiYGLRaLdu2bWPq1KlYrVY8PT3Zs2cPI0aMoLGxkePHj9sH7T355JM88sgjZ4zti6zoXtdPX3fmFp6oMSGERvnR3NCCWqtC6yHfJCpO1HBot3whvXBaNDqDBlNjKzqDBrVGTmB/2ldMydHeTfe97NpRvT+G/151/henhYvAy7vrOjyJM2D48K7T0lUqKC6GD9/vXWx3/b5Pz1EfHx+qq6tpbm4mPz8fnU7HsGFyC2pLSwuXX345u3btAuCpp55i2bJlNDU1ERkZSXl5uSNCc8h19HJqT1vu7aFmn3QlplYzhVWNaFVKogLla2hLm4X5mV9TWNXIlgen4WvQYrFYOVRWR5ivHi8PDW1mCzf+e2evpqU74jpzplYUpZcXI3d9i8VkovXYcRRaDdrISEAezFyw6CbMVZUMy8rC2tpKy7FjKPV6NLZ7penIEY5ed32XWV7OMurH068Z151ztF1kZCQFBQWAY9bhsVqt3TqGDh+0PHfuXB566CHmzZtHeHg4LS0t7Nq1i1WrVrFmzRpAnrv/8MMPk5CQwPDhwzl16hRff/01Tz31lEOmpIenJ/T6RC5cve+MF9u8Lz4h/IJx8sKDnkasFjN15aWU5B2g7LDcRKnSaAiNlQdtlx0+6LBkpz/c8epufj81hpmjQxnk40Gr2cr3x6t57ZtC3tpdhF6jYmX2YRKGBxHpb8BDo+JIWT2bDpSQ+WV+r5Kd/uDt7W3/YLbz9/fH39+foiJ5iv2SJUs4fPgwixcvJiYmhoqKCt5++20eeeQR+6ymhoYGpk6dyvLly5kzZw5Dhw7l4MGDZGZm8vzzz581hqTE/F6fo19/8MMZz9H66iaaGjzxMGhBAQ01zZQdq6b4pyr7NtVl9QQM9kZvlG8oNeUNnMyv5FTpwOruOaMt2VBbA8NHyMlOc7OcEO361tmRnVNzczOvvvoqkyZNIioqCq1Wy8mTJ9mxYwfPPPOM/UZiNBpJSUkB4JVXXnFYsgOOuY5yhi9WpjYL7+4pYtwQP8L99GhUSkprm9lz7BT/3voT39taIa9ftYM/JA5jYpQfQwM8qWlqZU/hKTK25Lv0GjxWk4maDz5Ef+GFaMIGo9BoaC0royknh8qXV9Ocm4tCr6diVSaeky9DM2QISp0OU34+dVlZVL68utfJTtzBPMcMKDxDUn6+56grcXgLjyvobtZ3Ol+tznDZ+vV1C4+z9XULjytwxDl6toTH2fq9hae/9XELjytwxDnq7teZ/h4n0x2OSnjc6RwVz9ISBEEQBMHtiYRHEARBEAS3JxIeQRAEQRDcnkh4BEEQBEFweyLhEQRBEATB7YmERxAEQRAEtycSHkEQBEEQ3J5IeARBEARBcHsi4REEQRAEwe2JhEcQBEEQBLcnEh5BEARBENyeSHgEQRAEQXB7IuERBEEQBMHtiYRHEARBEAS3JxIeQRAEQRDcXm8SnjqHReFYDonLarU2OuJ9HM1RcSlwzfo5OC43P0ctLnkMHRWXxUU/gw6Oy63PUXe/zlgUCpesn4PjcptzVGG1WvsiEEEQBEEQBJchurQEQRAEQXB7IuERBEEQBMHtiYRHEARBEAS3JxIeQRAEQRDcnkh4BEEQBEFweyLhEQRBEATB7YmERxAEQRAEtycSHkEQBEEQ3J5IeARBEARBcHsi4REEQRAEwe2JhEcQBEEQBLf3/wGble21CeroIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\",\n",
    "            \"#8c564b\", \"#e377c2\", \"#7f7f7f\", \"#bcbd22\", \"#17becf\",\n",
    "            \"#aec7e8\", \"#ffbb78\", \"#98df8a\", \"#ff9896\", \"#c5b0d5\",\n",
    "            \"#c49c94\", \"#f7b6d2\", \"#c7c7c7\", \"#dbdb8d\", \"#9edae5\",\n",
    "            \"#8c6d31\", \"#9c9ede\", \"#637939\", \"#e7cb94\", \"#b5cf6b\",\n",
    "            \"#cedb9c\", \"#c7c7c7\", \"#bd9e39\", \"#e7969c\", \"#7b4173\"]\n",
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "for (i,j) in connect:\n",
    "    if value(instance.X[i,j])>0:\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        x1,y1 = d_data[j,'x'],d_data[j,'y']\n",
    "        #plt.plot([x0,x1],[y0,y1],zorder=-1 , lw=3)\n",
    "        \n",
    "for i in instance.i:\n",
    "    if d_data[i,'v']==0:\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        plt.scatter(x0,y0, s=1500, marker='s', c= 'grey', alpha=0.2)\n",
    "    else:\n",
    "        KOL= 'k'\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        plt.scatter(x0,y0, s=1500, marker='s', c= KOL)\n",
    "        plt.text(x0-0.25,y0-0.05, s= str(d_data[i,'v']), c='w', zorder=2, fontweight='bold', fontsize=14)\n",
    "\n",
    "\n",
    "plt.axis('off')\n",
    "plt.savefig(f\"hidato number base\"+  ' .png', format='png', dpi=400)\n",
    "\n",
    "\n",
    "for n in range(1,1+N):\n",
    "    i= [i for i in instance.i if value(instance.U[i]) == n][0]\n",
    "    if d_data[i,'v']==0 and value(instance.U[i]) == n:\n",
    "        KOL= colors[random.randint(0,len(colors)-1)]\n",
    "        x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "        plt.scatter(x0,y0, s=1500, marker='s', c= KOL)\n",
    "        plt.text(x0-0.25,y0-0.05, s= str(n), c='w', zorder=2, fontweight='bold', fontsize=14)\n",
    "    if value(instance.U[i]) == n:\n",
    "        j = [JJ for (II,JJ) in connect if value(instance.X[II,JJ])>0 and i == II ]\n",
    "        if len(j)>0:\n",
    "            j = j[0]\n",
    "            x0,y0 = d_data[i,'x'],d_data[i,'y']\n",
    "            x1,y1 = d_data[j,'x'],d_data[j,'y']\n",
    "            plt.plot([x0,x1],[y0,y1],zorder=-1 , lw=3)\n",
    "    plt.savefig(f\"hidato number {n}\"+  ' .png', format='png', dpi=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "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": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}