{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploitation vs Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from bayes_opt import BayesianOptimization\n",
    "from bayes_opt import acquisition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Target function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "xs = np.linspace(-2, 10, 10000)\n",
    "\n",
    "def f(x):\n",
    "    return np.exp(-(x - 2) ** 2) + np.exp(-(x - 6) ** 2 / 10) + 1/ (x ** 2 + 1)\n",
    "\n",
    "plt.plot(xs, f(xs))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Utility function for plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_bo(f, bo):\n",
    "    x = np.linspace(-2, 10, 10000)\n",
    "    mean, sigma = bo._gp.predict(x.reshape(-1, 1), return_std=True)\n",
    "    \n",
    "    plt.figure(figsize=(16, 9))\n",
    "    plt.plot(x, f(x))\n",
    "    plt.plot(x, mean)\n",
    "    plt.fill_between(x, mean + sigma, mean - sigma, alpha=0.1)\n",
    "    plt.scatter(bo.space.params.flatten(), bo.space.target, c=\"red\", s=50, zorder=10)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Acquisition Function \"Upper Confidence Bound\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploitation (kappa=0.1)\n",
    "\n",
    "Note that most points are around the peak(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.UpperConfidenceBound(kappa=0.1)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploration (kappa=10)\n",
    "\n",
    "Note that the points are more spread out across the whole range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.UpperConfidenceBound(kappa=10.)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Acquisition Function \"Expected Improvement\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploitation (xi=0.0)\n",
    "\n",
    "Note that most points are around the peak(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.ExpectedImprovement(xi=0.0)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploration (xi=0.1)\n",
    "\n",
    "Note that the points are more spread out across the whole range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQsAAALgCAYAAAAz5yEMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5hU5d3/8fcp07bC0rt0UBQQQZFij73HEpMYE5P8fDQxiamm50me9MTEJMZUE2M0GjsW7AWxImJFpApKL9t3yjnn/v0xC7KwMzsLuzszu5/XdXHp7pxz5l7Y3Zn7e77FMsYYREREREREREREpMez870AERERERERERERKQwKFoqIiIiIiIiIiAigYKGIiIiIiIiIiIg0U7BQREREREREREREAAULRUREREREREREpJmChSIiIiIiIiIiIgIoWCgiIiIiIiIiIiLN3HwvIBdBELB+/XrKy8uxLCvfyxERERERERERESkqxhjq6uoYPHgwtp05f7AogoXr169n2LBh+V6GiIiIiIiIiIhIUVu3bh1Dhw7N+HhRBAvLy8uB9BdTUVGR59WIiIiIiIiIiIgUl9raWoYNG7YrzpZJUQQLd5YeV1RUKFgoIiIiIiIiIiKyj9pq8acBJyIiIiIiIiIiIgIoWCgiIiIiIiIiIiLNFCwUERERERERERERQMFCERERERERERERaaZgoYiIiIiIiIiIiAAKFoqIiIiIiIiIiEgzBQtFREREREREREQEULBQREREREREREREmilYKCIiIiIiIiIiIoCChSIiIiIiIiIiItJMwUIREREREREREREBFCwUERERERERERGRZgoWioiIiIiIiIiICKBgoYiIiIiIiIiIiDRTsFBEREREREREREQABQtFRERERERERESkmYKFIiIiIiIiIiIiAihYKCIiIiIiIiIiIs0ULBQRERERERERERFAwUIRERERERERERFppmChiIiIiIiIiIiIAAoWioiIiIiIiIiISDMFC0VERERERERERARQsFBERERERERERESaKVgoIiIiIiIiIiIigIKFIiIiIiIiIiIi0kzBQhEREREREREREQEULBQREREREREREZFmbr4XICIi0l0YY/ADQ2DAsS0c28r3kkRERERERNpFwUIREZH9lPQCGpMeSS/A7PZ5y4JoyKE07CpwKCIiIiIiRUHBQhERkX1kjKE27hFP+Rkeh6akTzzpUxJxKYvoZVdERERERApbu3sWPv3005x++ukMHjwYy7K4++67cz534cKFuK7LlClT2vu0IiIiBcXzA7Y1JDMGCndngIaEx46GJEFgWj7Y1ASbNqX/KyIiIiIikmftTnFoaGhg8uTJfPKTn+Tcc8/N+byamhouvvhijjvuODZt2tTepxURESkYnh+wvTGJMXs/tn3d2+x4/SFCm14lktiGYzyS4V6k+kykfOIx+BNm0bs0gvPsQvj1r+GeeyAIwLbhzDPhy1+GWbO6/osSEREREREBLGNa2+rkeLJlcdddd3HWWWe1eeyFF17I2LFjcRyHu+++myVLlmQ8NpFIkEgkdn1cW1vLsGHDqKmpoaKiYl+XKyIist/8wLC9IUmw28unCQKWL7yDfkuuY0Lqraznv2cPwVs7nhF/vwfLccDzPnjQdcH34brr4LLLOutLEBERERGRHqi2tpbKyso242td0jzphhtuYOXKldx000386Ec/avP4n/zkJ/zgBz/ogpWJiIjkzhhDdWPLQOF7y18l9uAXmeOlg4S+sXg9dDDbqqbilQ8D28XUb6Ry+2tMjr/M0DXvwg1L0yfvHijc/ePLL4eDD1aGoYiIiIiIdLlODxYuX76cb3zjGyxYsADXze3prr76aq666qpdH+/MLBQREcmn2riH19xz0BjDG/f+ltkrfknUStFkwiwacD5Vx13JoEEjGNTK+Wu3b6P3uSfQ316KFWR5IseBa65RsFBERERERLpcpwYLfd/noosu4gc/+AHjxo3L+bxIJEIkEunElYmIiLRPPOXvGmaSTCZZ8a/Pc3zN3WDB65FDCZ3zR8YNOqDVc23LIuzYDO1VQemSZdkDhZDOMLzrrvTQk1isQ78OERERERGRbDo1WFhXV8eiRYt45ZVX+NznPgdAEAQYY3Bdl4cffphjjz22M5cgIiKy34LAUBtPARCPx1n/t4s4JrEQgGcP+ByjzvoWlm23OMeyIBZyiIYcQk7zY3Xb08NMcntSqK1VsFBERERERLpUpwYLKyoqeP3111t87rrrruPxxx/n9ttvZ+TIkZ359CIiIh2iLu5hDCSSCd7/+8c5MrGQpHFZcvivGD37whbHWkBJxKUk5GDbVssLVVSkpx7nEjC07fTxIiIiIiIiXajdwcL6+npWrFix6+PVq1ezZMkSqqqqGD58OFdffTXvv/8+N954I7ZtM2nSpBbn9+/fn2g0utfnRUREClHC84l7Pr4fsPKG/8cx8adJGoc3517HiOlntjg24tqUR0M4ewYJd4rF4MwzYd68vYeb7Ma4LtaZZyqrUEREREREupzd9iEtLVq0iKlTpzJ16lQArrrqKqZOncp3v/tdADZs2MDatWs7dpUiIiJ5Uh9PB/WW/Pf/OKbhwfS04yOvZfBugUILqIiG6FUSzhwo3Omqq8D3sx/jeTRd8fn9XLmIiIiIiEj7WcYYk+9FtKW2tpbKykpqamqoUEmWiIh0kaakT208xZLHb+WEV76AbRkWTfgaw0758q5jHNuiVyyE67Tj/tv118Pll6enHu+WYWhsGysICE6J8uCn/8LRp1xIaaRTO4aIiIiIiEgPkWt8rd2ZhSIiIj2BMYb6hMe61cuZ8co3sS3Dy33PZNjJV+06JuzYVJWE2xcoBLjsMliwIF2SvHMwim1jnX02y686GXt6mOlLvsWby1fSlGwjC1FERERERKQDKV1BRESkFU0pn8Z4gtC9/4/eVj2rQmMZfNHv0mOOgWjIoSLqYlltlB1nMmtW+k9TU3rqcUUFxGKMaKxn3a9nMsxby4q7LmfTZfcwqHeMiOt04FcnIiIiIiLSOmUWioiI7GFnVuHbt32fyf6bNBAlOPdv2G4EgJKwQ2UstO+Bwt3FYjBgwK5hJuGSMqwP/40EIY70F/Hy3b+lpimFHxR81xAREREREekGFCwUERHZQ1PK5+0lz3Ps5n8A8Pa071M+eDyQDhSWR0Od+vyDxk1n+UFfBOD4937P28tXUtOU6tTnFBERERERAQULRUREWjDGsK22ib6Pf5mQ5fNG+WyGzr0E6JpAIaSHpow49cusjYyl0mokdf/XaUh4NCS8tk8WERERERHZDwoWioiI7CbhBbx118840KygnhLKzv4NWBbRUNcECncqjUbhjGvxsTnOX8Az82+hIeHh+UGXrUFERERERHoeBQtFRER2s3TZUua892cA3j74q8T6DiPi2lTGui5QCGDbFlVjZvDOiIsAmLHsl2zYUUdtXNmFIiIiIiLSeRQsFBERaRZPedTf921KrATvhA9k2PGXEXK6PlC4U0nIoc+p36HWqmC0tZ437r2WlB/QlPTzsh4REREREen+FCwUERFptmjBQ8yJP0FgLPwTf4ZtO/TqqKnH+8C2LUoq+7J52pcAOGnrDby+ci11iRTGaDqyiIiIiIh0PAULRUREgHgyRZ9nvgfAK31Ooc/YGfQuCWHb+QkU7lQScqiY9Rk2hYfTx6pjx/yfEgSGBmUXioiIiIhIJ1CwUEREBHjuruuYGCynnhh9zvgRFbEQrpP/l0nbtojFoiSP+T4Ap8Xn8eJrb9OY8PADZReKiIiIiEjHyv8uSEREJM/qGxoYt/R3ALw+8lL6DhpONOTkeVUfKAm7RA48hfdKDiJmJUk+/Wu8wNCQ1LATERERERHpWAoWiohIj/fSndcyhC1spTdjz/gyZRE330tqwbEtImEX69hvAnBa8kEWvvI68aSv7EIREREREelQChaKiEiPVldXy0Er/wTAygn/j6rK3nleUetKww7u2ON4r+wQolYKnvkNqSBQdqGIiIiIiHQoBQtFRKRHW3LHL+nPDjZY/Tj49CvzPtAkE9exCbsOzvHfAuAM7yEWvvKmsgtFRERERKRDKVgoIiI9T1MTbNpEzcb1TFrzdwDWHXIlJaWleV5YdiURB3vkUbxXdggRy8N77o/4xtCo7EIREREREekgChaKiEjP8cwzcM45UFYGAwdSMXgovW/dxOZ1lUw7/X/yvbo2RVwHx7Gx53wRgNMSD/LC0jU0JX0CZReKiIiIiEgHULBQRER6hj/+EebOhXnzIAgAsIyBdzz6/X0dzl//lucF5qY07OJMOJktkRFUWI1se/ovBMbQlPLzvTQREREREekGFCwUEZHu75ln4IorwBjw9ijZDcACuPxyWLgwH6trl2jIxrJtUodfAcApDXexZM1mGpMKFoqIiIiIyP5TsFBERLq/X/8aHCf7MY4D11zTNevZD5ZlEQs5OFMupNapYpC1nXefvJHAGOLKLhQRERERkf2kYKGIiHRvTU1wzz17ZxTuyfPgrrvSxxe4krALboSayZ8GYO6223hvewNNyi4UEREREZH9pGChiIh0b7W1u3oUtikI0scXOMe2iLg2kcM/RZIwE+21vPj0gyT9AM/P8WsVERERERFphYKFIiLSvVVUgJ3jy51tp48vArGwg4n1ZsOI0wEYsfImGhIejSpFFhERERGR/aBgoYiIdG+xGJx5Jrhu9uNcF84+O318EYi4Do5tUTL7MgBO4EWeXPQ68ZSPMSbPqxMRERERkWKlYKGIiHR/V10FfhsZd74PX/pS16yng8RCDsGAQ1hfMZmQ5cPif+AHhoSnUmQREREREdk3ChaKiEj3N3s2XHcdBvZ+5XNdsCy47jqYNSsPi9t3sZCDBbhH/D8ATkvO56WVGzXoRERERERE9pmChSIi0iPEP3oBTZ/sDeNdjG2lP2nb6RLlBQvgssvyu8B9YNsWEdfBTDydWreK/lY17z37X5J+gB+oFFlERERERNpPwUIREekRXn/gekqG+6w5fyx+dQ1s3Aj19XD77UWXUbi7WNgBJ0zNxIsAOGTzPWyrT9CkQSciIiIiIrIPFCwUEZFuz/M8Bi+7EYA1Yz6GW14OAwYUzTCTbMKujWNbRGd8ggCL2fYbLHjxZeIKFoqIiIiIyD5QsFBERLq9pc/ex5BgPXUmxsGn/L98L6fDxUIOQeVw1lcdDkD4jZtJ+QFJDToREREREZF2UrBQRES6tXjKx3vp7wC80utD9Knqk+cVdbydg07C0y8B4KTUY7y8eitxT9mFIiIiIiLSPgoWiohIt2WMYevGtUyqfQaAytmfzfOKOseuQSfjT6HBqWSQtZ2Vz91DPOVjjAadiIiIiIhI7hQsFBGRbqsx6bP+ib8SsnzesMdzyGHFO8ikLdGwDW6E6rFnAzBhw93saEiSUCmyiIiIiIi0g4KFIiLSLQWBoSGeZPia/wKwYcyFWJaV51V1nojrYFsWkRmXAHCstZhnlrxFIqVgoYiIiIiI5E7BQhER6Zbqkx5bX53PwGATtaaEgz90Sb6X1OliYQe/70Q2lk8iZPkEr95GwlMpsoiIiIiI5E7BQhER6XY8P6Ap6RMsugGAFyo+xMC+VXleVeeLhRwAzOSPAHBkw6Os2tqgUmQREREREcmZgoUiItLt1Cc8vJoNTGgebBI54tI8r6hrOLZF2LFxDj4HD5eD7Hd5+aWFKkUWEREREZGcKVgoIiLdStILSHgBmxb8A5eAV63xzJjRfQeb7CkWdjCxKjYMmAtA+bI7aEp5KkUWEREREZGcKFgoIiLdSn3CA2MYsOoOAN4dcS7R5vLcniDi2lgWRKddBMAJ/tO8vGarSpFFRERERCQnChaKiEi3EU/5pPyAhtUvMMRbR6OJMPqoj+Z7WV3KsiyiIYdgzIdosMsZZG1n5YvzFSwUEREREZGcKFgoIiLdRn3CA6Du+RsBeD5yJKOHDsrnkvIiFnLAjbDjgFMAGLZuHtWNSZUii4iIiIhImxQsFBGRbiGe8vEDA16c0RvnA1A34Xwibs97qQs5Nq5tETusuRTZeoFn315H0ld2oYiIiIiIZNfzdlAiItIt7cwqrF58N2U08L7py+Q5p2FZVp5Xlh+xsIM35HB2hAdTZsWpXny3SpFFRERERKRNChaKiEjRa0o2ZxUC1qu3ALCo8kT6V5bkc1l5FXUdsCzqx58DwIQt89lWl8zzqkREREREpNApWCgiIkXNGLMrq9DUrmd03YsAOFMvIuL2nCnIe7Jti4hrE516PgCzrNdY+MYKUipFFhERERGRLBQsFBGRohZPBQTNgzu2P/cvHAIWM4FDp07DsXtmCfJO0ZBD0Hc8m2OjCVs+Da+qFFlERERERLJTsFBERIrW7lmFGEPVO7cDsHzQGZRH3TyurDBEXBvLguSEswCYuP1RNtY05XdRIiIiIiJS0BQsFBGRorV7VqH//hIGptbSZML0O+ICwj1wCvKeLMsiGnKITjkPgCOtN3jm1WW7+juKiIiIiIjsSTspEREpWg1Jb9f/V794MwALnRkcdMAQwo5e4gBiIQe/90g2lk7AtQLir91NwvPzvSwRERERESlQ2kmJiEhRiqc+mIBM4DNo3f0AbDngdCIhB8vq2f0Kdwo5Nq5t4U88C4BDqh/j/R0qRRYRERERkdYpWCgiIkVpV69CwF+1gN7+NqpNKcMPP10lyHuIhhzCk88F4HB7KU8vfgNjVIosIiIiIiJ7025KRESKTousQqB+0X8AWBA6ktEDq4i4Tr6WVpBiIYegcjgbyibhWAb/zXs0FVlERERERFqlYKGIiBSdxuRuPfe8BEM2PAxA9eizcB0bx1YJ8u5s2yLi2vgHngXAlNon2Fgbz++iRERERESkIClYKCIiRSXpBaT8D7LivGUPU2oa2GCqGDfjRJUgZxANOUSaS5EPs5bx7OLX87wiEREREREpRNpRiYhIUWncbQIyQHzxrQAsiBzFAf3KNQU5g4hrYyoGs67sEGzLkHjjHjxfpcgiIiIiItKSdlQiIlI0Un7Qoteelahj2JanAGgcfzYW6aCY7M2yLCKugz/hNAAm7HiSrfWJPK9KREREREQKjXZUIiJSNFr0KgRSb95DmCQrgsEcMm0OIcfGstSvMJNYyKF08tkAzLCWsvDVZXlekYiIiIiIFBoFC0VEpCj4gSGeahks9F/9LwDPlR7DkKoS9StsQ9i1sXqPYH1sPI5lqFlyD8aYtk8UEREREZEeQ7sqEREpCnv2KrQbNjNkx4sApCamB3coWNi2aMghMfYUAEZtfYKaplSeVyQiIiIiIoVEuyoRESl4xhia9sgqTL5+Fw4BS4JRHHboNCwLQhpu0qZYyKFsSroUeab1OgveWJnnFYmIiIiISCHRrkpERApeU8pnz2pZ88ZdALxcfiwDKqJEHCcPKys+jm3hDJjI5sgIIpbH5pfn5XtJIiIiIiJSQBQsFBGRgteQaJlVaNdvYnDtEgCsiWcCKkFuj1jIoX7kyQAM3fgoTXsMjhERERERkZ5LOysRESlo8ZRPsEdaoffmPdgYXgnGMG3yIYCChe0RcW0qDj0HgDks4fll6/K8IhERERERKRTaWYmISEFrLettZwnyotKjGFgZTZfW2lZXL61o2bZFaMhUtrkDKLESvLfo/nwvSURERERECoSChSIiUrBSfkDSD1p8zq7fxMCaVwDwJ54BKKtwX0TCDtuGnQhA33UPYfZsCikiIiIiIj2SdlciIlKwGlvJKgzeundXCfJhhzSXIGsKcrtFQw6V09JTkY/0X+KtdVvzvCIRERERESkE2l2JiEhBCgJDItVKsPCNOwF4PjaXYVUlQLoHn7RfyagjqbZ7U2k18vbzD+R7OSIiIiIiUgC0uxIRkYLUlPLZszDWrt/EgOp0CbI3/nQAQo6NZalf4b6IRsJsGHA0AJGVD+d3MSIiIiIiUhAULBQRkYLUWgkyb8/DxrA4GMO0QzQFeX+FHJuyyem+j1Pjz7G5pinPKxIRERERkXzTDktERApOPOUTtDJww389XYL8bGQOo/qVAupXuL+qJp1AnAhDrG289MLT+V6OiIiIiIjkmXZYIiJScJpaySq06zfRf8diAJLjT8OyLCwg5KgEeX9ES8p4t/cRAKTevC/PqxERERERkXxTsFBERAqK5wck/WCvz9vLPihBPvTgdAmy+hXuP8e2cCeeAsDY6gWtBmpFRERERKTnULBQREQKSmMrE5DhgxLkBaHZTBhYDqhfYUcZPP1MAiwOslbz0muv53s5IiIiIiKSR9pliYhIwTDGEG8lWGjXb6Lv9nQJctPY03ZlEypY2DGivQayNnYQAFtfvifPqxERERERkXzSLktERApGPBXQylwT3GX37VaCfDAAlpUuQ5b9Z1kWidEnAjBg4+MEQSv/CCIiIiIi0iNolyUiIgWjMem1+vnUm+lst6fcIzl4aCUAEcfpsnX1BENnfhiAw4I3eGvN+3lejYiIiIiI5IuChSIiUhBSfoDXSkab1bSdPltfAqBx1MnYzSXIIVeDTTpS6eCJbHSHELE81rwwL9/LERERERGRPFGwUERECkJjhim84ZUP4RDwVjCCSZMmf/B5lSB3LMti25DjAChd83CeFyMiIiIiIvminZaIiORdEBgSGaYgp964F4DHmMGhw3sDYFsWroKFHa7/9LMAmBJ/ke11jfldjIiIiIiI5IV2WiIikndxz6e1kRpWsp5eG54BYOuwE3ZNP9YU5M7Rb+JR1Frl9LbqefP5R/K9HBERERERyQPttkREJO+aMpUgr3mckEmyOhjA6INmfPB5ZRV2Dsfl3arZACTfui/PixERERERkXzQbktERPIq6bU+2ATAfzNdgvyImc6RY/ru+rwyCztPZNJpAIzZ8TS+H+R5NSIiIiIi0tW02xIRkbxqytCrEC9B2drHAVjT71jKoyEAHNvCsTUJubOMOvx0kriMYCNL31yc7+WIiIiIiEgXU7BQRETyxpjMg03CaxcQ8RvYZHox6MDZH3xeWYWdyi2pZGUsPXV66+J787waERERERHpatpxiYhI3sRTQauDTQCst9M98x7ypzNnfP9dn1e/ws6XHHU8AL3feyLPKxERERERka6mHZeIiORNxhLkwCeycj4Ab1bOYVBlbNdDChZ2vmFHnA3Agak32bJlS55XIyIiIiIiXUk7LhERyYuUH5DKMEAjtP5FYqkdVJtSKscfs+vzjm1hq19hp6saNpH37CGELJ8VT90BmzZBU1O+lyUiIiIiIl2g3cHCp59+mtNPP53BgwdjWRZ333131uPvvPNOTjjhBPr160dFRQUzZ87koYce2tf1iohIN5ExqxBwl6VLkB8LDmX2hEG7Pq9+hV2nvn4c3NrIEef/DwwcCGVlcM45sHBhvpcmIiIiIiKdqN27roaGBiZPnszvf//7nI5/+umnOeGEE3jggQd4+eWXOeaYYzj99NN55ZVX2r1YERHpHowxxDMFC43Beed+AJ6PzGLcgLJdD6kEuYv88Y+M/8U98I6HtbOpZBDAvHkwZw5cf31elyciIiIiIp3Hbe8JJ598MieffHLOx//mN79p8fGPf/xj7rnnHubNm8fUqVNbPSeRSJBIJHZ9XFtb295liohIAUt4ASbDZBN382uUNm2g0URwxx6HZX1QdqxgYRd45hm44gosgD2rxD0v/d/LL4eDD4ZZs7p4cSIiIiIi0tm6fNcVBAF1dXVUVVVlPOYnP/kJlZWVu/4MGzasC1coIiKdrSmZuQQ5vPwBAJ4MJnPkhKG7Pu+qX2HX+PWvwXGyH+M4cM01XbMeERERERHpUl0eLPzVr35FQ0MD559/fsZjrr76ampqanb9WbduXReuUEREOpMfGJIZBpsAWEvnAfCkfQSHDu+16/PqV9gFmprgnns+yCDMxPPgrrs09EREREREpBtqdxny/rjlllv4/ve/zz333EP//v0zHheJRIhEIl24MhER6SrZBps425dTVreSpHFIjDwOd7ey45BKkDtfbW26N2EugiB9fCzWuWsSEREREZEu1WU7r1tvvZVLL72U2267jeOPP76rnlZERApMxsEmQGRFugT52WAS0yeMbPmYMgs7X0UF2Dn+Pdt2+ngREREREelWumTndcstt3DJJZdw8803c+qpp3bFU4qISAFKegF+kGGyCR+UID9ipjNzdJ9dnw85dotBJ9JJYjE480xw2yg8cF04+2xlFYqIiIiIdEPtDhbW19ezZMkSlixZAsDq1atZsmQJa9euBdL9Bi+++OJdx99yyy1cfPHF/OpXv+KII45g48aNbNy4kZqamo75CkREpGhkK0G2a9+jbNvrBMZiy+DjKIt8ELAKOQoUdpmrrgI/878TkH78S1/qmvWIiIiIiEiXanewcNGiRUydOpWpU6cCcNVVVzF16lS++93vArBhw4ZdgUOAP/3pT3iexxVXXMGgQYN2/fnCF77QQV+CiIgUA2MMiawlyA8CsMiMY/LEcS0e03CTLjR7Nlx3HVjWXhmGxnHSn7/uOpg1K08LFBERERGRztTuASdHH300xmQuIfvHP/7R4uMnn3yyvU8hIiLdUDwVkPnVA5xl9wPwkD+dM8f2bfFYWMNNutZll8HBB8M116SnHgcBWFA9eQS9r71RgUIRERERkW6sS6chi4hIz5VtsInVuJXYhhcAWFF1NAMqorseU7/CPJk1K/2nqYlnb72OI5f/gMZolN4KFIqIiIiIdGtK1RARkU7nB4akH2R8PLLqYWwC3gxGMH7ipBaPqQQ5z2Ixhn7oIlKuyxD/Peo3vJPvFYmIiIiISCfSDkxERDpdtsEmAKF3HgDSJchzx7UsQdZwk/wbPngQrzsHArDu+bvzuxgREREREelUChaKiEiny1qCnGwgsvYpABaXzGJMv7IPHkP9CgvFpoFHAeCsfDjPKxERERERkc6kHZiIiHSqpBfgB5lHm4TXPIETJHk36M+Q8dNa9Cd01a+wYFQccioAB9S/Aon6PK9GREREREQ6i4KFIiLSqdoqQQ6vaJ6CHExn7rh+LR9Tv8KCMXnKdNaa/oTxWP+qsgtFRERERLor7cJERKTTGGNIeFmChX6K0MpHAFjoHs6U4b1aPKwS5MJRFg2xtHQGADtefSDPqxERERERkc6iXZiIiHSahBdgMlcgE37vWUKpOraYCkpGz8S1P3hZstBwk0KTGnUcAP03Po0JMk+3FhERERGR4qVgoYiIdJpsg00AwivSGWqP+tOYM25Ai8dC6ldYcEYedjIJ49LP30TD+rfzvRwREREREekEChaKiEinCAJDwsuSfWYC3OXzAXicwzhiVJ8WD4fUr7DgTBw+kMXWgQCsX3RvnlcjIiIiIiKdQTsxERHpFG0NNnE3LiHSuJF6EyUxbC6lEbfF4+pXWHhs22JDv9kAOCsfzTrlWkREREREipN2YiIi0inaKkGOrnwQgCeDyRwxbnCLx9SvsHCVHnQSAMPqXiHeUJPn1YiIiIiISEdTsFBERDqc5wd4bWSdue+k+xU+7E9nzri+LR5Tv8LCNfXQGawL+hHGo+atx/O9HBERERER6WAKFoqISIdrqwTZ2b6cSPUKksbh/f6z6V8ebfF4WP0KC1b/ihhLoocBUPfGgySz9aUUEREREZGio92YiIh0uHgqewApsiI92OS54CCmjTtgr8dD6ldY0BqGHwNAnw1PE095eV6NiIiIiIh0JO3GRESkQyU8n8BkL0EOL28uQQ4OY+4eJcgWyiwsdEOmnkjCuPT1NpLc9DamjX9vEREREREpHtqNiYhIh2orq9Cu30hk02IAXi09kjH9ylo8rkBh4Zs+bhgvmYkA1L8xn4RKkUVEREREug3tyEREpMMYY0i00a8wsjJdgrw4GMOB48btNchEJciFLxpyWNVrJgD2ikdpSmb/NxcRERERkeKhHZmIiHSYhBfQVkFqePmDADzkT2fu2H57P67MwqJgj/sQAIOqF5OM1+G3Mf1aRERERESKg3ZkIiLSYeJtZBVa8RrC654B4Bn3cKYO79XycUuZhcXi4EMOY13QjxAp3DXPtDkBW0REREREioN2ZCIi0iGCwLTZuy6y+lFs47E8GMKQ0Qfj7hEYDCtQWDQOHtqL5+ypADS8Nb/NQLGIiIiIiBQH7cpERKRDxL22g0U7+xU+FBzG3HEqQS5mtm2xZeAcAMrXPYnvByQ16EREREREpOhpVyYiIh2irSnIeHFCqx4D4DEznZmj+ux1iEqQi0vvA48nYVx6J9fj7FipUmQRERERkW5AuzIREdlvnh+Q8rMHC8NrF+B4DWwwVYSGTaMs6rZ4XP0Ki8+RB47gxWBC+oPlD5NI+RijQSciIiIiIsVMuzIREdlv8RzKT6MrHgDgYX9aqyXIEcfp8HVJ5xrRp4RXo4cB4C17GEMOGaYiIiIiIlLQFCwUEZH91uZwi8AntOIhAB4KpjNn7N7BwpBrdcbSpBNZlkXTiGMB6LttEaQaNOhERERERKTIKVgoIiL7JekF+EH20tPQ+pdw49uoNqXs6HsYAyujex2jScjFaeyB03jP9MU1KcLrFpL02/5+EBERERGRwqWdmYiI7JfcpiA/CMBjwVRmjRu01+O2ZeEqWFiUZo3ty1PBFAD8ZQ8DaNCJiIiIiEgR085MRET2S5tlp8YQXp4OFj7sH9Zqv0JlFRavPqURVvWaCUB49eNgDE1JBQtFRERERIqVdmciIrLPEp5PW8Nv3a1vEap9l7gJ8XbpdMYNKNvrmLCrl6NiZdsW4TFHkzAuFfH3cXasJDCGRA4ZpyIiIiIiUni0OxMRkX0WT7Y9+TayYj4AC4JDmD5uGJa19yATBQuL24zxw3kpGA9AaPVjQG7fGyIiIiIiUni0OxMRkX1icswei6x4AICHg2nMGdt3r8dty8KxNQm5mE0b0ZtnranAB30L01mnGnQiIiIiIlJsFCwUEZF9kvAC2goF2TVrCW15A99YLHSmM21E772OUVZh8SsJO2wddBQAFZtehFQjBoinlF0oIiIiIlJstEMTEZF9kssQi+jy+wF4IZjIgaNHEmplkElEwcKi5zo2w8ZN4T3TF9ckCa9bCGgqsoiIiIhIMdIOTURE2i0IDEk/h36Fy+8DYH4wnaNamYIMmoTcXRw5pi9P+pMBcFc9CkDKD/By+D4REREREZHCoR2aiIi0WzyHXoV23QbCGxYB8DgzOHLM3v0KHdvCVr/CbmH8gHJeCU8HwF75GDvHZCu7UERERESkuChYKCIi7ZZLL7rIygcBeDkYy7ADxlAWcfc6Rv0Ku4+w62BGziVhXEob1uHsWAmob6GIiIiISLHRLk1ERNrF8wNSOZSWRptLkB/0Z3C0SpC7vZBjMXn0EF4KxgMQWfMYAEGOU7NFRERERKQwaJcmIiLtEvfaDhRajVsJvfccAA8F05kzdu8SZFCwsDuxLIsjR/fhyWBK+uMVj+56LJ5UdqGIiIiISLHQLk1ERNolnkMPuujK+Vgm4I3gAKqGjKVPWWSvY0KOrX6F3czAyiirKmcCEFv/PKQaAUh4PkFg8rk0ERERERHJkYKFIiKSs5Qf4OcQ9Iksvx9oLkEe37/VY0KOAoXdTcixGTh6Mu+ZvjhBkvC6hQAYchuKIyIiIiIi+adgoYiI5CyXybZWvIbw2gUAzA+mc/T4DP0KNdyk2wk5NjNG9eFJfzIA4dW7lSJr0ImIiIiISFHQTk1ERHKWSwlyZNUjWEGKd4IhOP3HM7hXbK9jLNSvsDtybItpI3qzgKkAuCsfBZPORE35AV4Og3FERERERCS/tFMTEZGcJDx/Z9wnq0jzFOT5wXSOyjAFOeTYWJbKkLujimiIusGzSBiXSP17ODtW7Hosl8xUERERERHJLwULRUQkJ7lMtLWSDYTXPAHA/Cz9ClWC3H2FXIvJIwfzQjARgMjqx3Y9plJkEREREZHCp92aiIi0yRhDIocBFeE1j2H7cd4N+lNbOYHR/UpbP07Bwm4r5NjMGFnFU0G6b2Fot2BhkOP3kYiIiIiI5I92ayIi0qaEF5BDBTLR5hLkB4MZHDW+f6ulxpaVDihJ9xRybCYMLOel0GEAhN97DivZsOvxXDJURUREREQkf7RbExGRNjUlc8gG8+KEV6Wn36ZLkFvvVxhxnI5cmhSgaMih74iDWBv0ww5ShNct2PVYwvMJglxCzyIiIiIikg8KFoqISFZBYEjmMMU28u6T2KkGNpgq3otNYNKQylaPUwly9xdybWaM6sMTwRQAwruVIhsgrlJkEcnAGEM85VMXT7GjIcmWugSba+Nsav6zuS7O1voE1Y1JGhIeSU/ZyiIiIh1NOzYREckq18BOZPn9AMz3pzNn/ADsDNOOFSzs/kKOxeEjq3YFC0OrHmP3UdoadCIie4qnfKob08HBmqYUjUmfpB8QGNOiDYYx4AeGhBdQn/DY0Zhkc12cmqaUAociIiIdRDs2ERHJKrcS5ASRFfOB7CXIjm3h2K0HEaX7CNk2g3vFWFcxjYQJEap/H2fbsl2Pp/wAL4dsVRHp3owxNCa9XQHCXPvj7n2ddLBxR2OS7Q1J4illL4uIiOwPBQtFRCQjzw/wcugvF177FHaylk2mF8siB3HYiN6tH6eswh7Bbg4KTxk1iOeCAwGIrHm8xTFN2syL9GjxlM+2hiR1cY/AdFwf05QfUNOUYntDskdkGhpj8AOD5wf4gcF04N+liIj0XNq1iYhIRvEcN1rRZfcA8IB/OHPHD8TNMO04rCnIPUbYtZkxsoong8kARFY/2uJxlSKL9ExBYKhuTFLTlMLvxGFHKT9gR/PzdKehSp4f0JDwdpVsb65LsLU+wbaGJFvr0x9vrouzvSFJXTxFwvMVQBQRkXbTrk1ERDLKdQpyZGW6BPk+/wiOm9g/46EKFvYcIdtm2ojePNXct9B9/0WsRN2uxwNjSGjQiUiPEk/5bG1IkOjCjL8PnrN4f98EgaEh4e0KCtYnPBJekDEj05h0sLQx6VPdmGJLfYLaeErtH0REJGfatYmISKuSWTYiu4useRw7Wc96U8WKyMSMJcghx8ZWv8IeI+RYlEdDlA0ez+pgAHaQIrx2QYtj4kltXEV6irp4ipqmFPlIcjMGqhtT1MVTRZVlFwSGuniKrfUJ6hPePmdiGpO++betIUlNY+dmdIqISPegYKGIiLQq5ynIy+4FdpYgD8hcgqx+hT2K69hYFs2lyFMACK95rMUxKo8T6f6MSZcdN+aSqd7JGpM+OxoLvyzZmA8yCRuT/j4Nfckk7vlsaw4+6veviIhkop2biIjsxRiT2zTJVCORVQ8BcJ8/k+MmDMh4qEqQe56wY7cIFkZWP8buaUUG9S4U6c6CwLC9IdmlZcdtSfkB2xqSpAq0JHfn+uoTXocGCXdngIaEV9B/DyIikl/auYmIyF4SXpBTqVhk9ePYqUbeM31ZFRnP9ANaL0G2LGUW9kQhx2bS4ApecyfRZMI49Rtwty5tcYymIot0T35g2N6YxCvALL7AGHY0JAuuj2F9wmN7Q7LLyoT9IP33kFN/YhER6VG0cxORTrEzM60unqK6Mblr8mFj0lOD7SKQU1YhEH0nPQX5Pv8I5o7rrynI0kLIsXEdm0kjBvBccCAA4dUtS5FTfqDfCSLdjN+cUVjIvfEMUNOYyvn1rjPtzMBsSHhd/twGqI2nqI2nuvy5RUSkcGn3JiIdKggMtfEUW+oSzcFBn4QXkPCC5uBhuuxlewHe0Ze0IDAkcykZSzUQXvUIkMMUZGUV9kghx8ICDh9ZxRO7lyLvIV5AJYoisn92BgpzGZCVbwaoaUrlNbMu6RVGWXRT0mdHQ1J9DEVEBFCwUEQ6UDzls7UhQVMOzbhTfkB1YzrrsJAzD3qiuJdbM/XIqkewvSbeDfrzbmQs0w+oynys63TcAqVoWJaF69gcPrIPTwaTAQitfxErUdviOJXAiXQPQWDY0VgcgcLd1cbzEzCMp3yqC+jvK+kHRTEARkREOp+ChSKy34xJZxPWNKVy6nO3u4QXsK0h0XqWYVMTbNqU/q90mVwHTkSbpyDfF6RLkEMZSo0d28KxrQ5bnxSXkGMxrCpGqnwEK4NBWMYn/O5TLY4JTI7ZrCJSsIxJBwqL9QZgVwcMG5Ne+n1Tlz1jblJ+kA74Fum/o4iIdAwFC0Vkvxhj9ruExxiobkz3MwTgmWfgnHOgrAwGDkz/95xzYOHCDlq1ZOL5QU6lUFayflc56f3+ERw3QSXI0rqQY2NZFoePyl6KrEEnIsWtujFVkMNM2qM23jU9DOsTHnXxru9PmCsvMFQ3pVSSLCLSg2kHJyL7zBhDdWOKRAdlBNXFPeK/+z3MnQvz5kHQfN0gSH88Zw5cf32HPJe0LteATWTlfCw/zspgEOsio5kxMlsJsl5qerKdw21mHFDFk83BwvCax9kzDTmR8rUxFSlStfEUyW4yqKi2KdWpPZXr4qm8DDJpr53tYvR7WUSkZ9IOTkT2WW2T16Gbg9BzC4l84cp0EMHb442056U/f/nlsHAhxhi9ge0EOZcgL70TgPuCmRw7YUDGEmQLTULu6ezmMvTpB1TxUjCBRhPBadiEu+XNFscZ6LAbDyLSdRqTXrfqO7pzSnJnDBypjacHvxWLpB9QW8AZkCIi0nncfC9ARIpTQ8Ijvp933tdsbWDRuztYubme6sYkn/vd96m0bByT+brGcUj8/JfU/OsWIB2Mch2bkGMRCzm4Ckzts4Tn59Rk3WrcQvjdJwG425/FVw4ckPHYnSWo0rOFHJvKkhCjBlWxcOtBnOAsJrz6Ubz+k1oc15T0iYY0DEekWCS9oKDLafeVAXY0JulTGumwnrt1eRqisr/iKR/XtiiNaNsoItKT6Le+iLRbwvOp38cSmpQfMP+Njdzy4lrqtrzHmc5CzrZfY7K/goolm2mr07fleUTuuzc99CQWwzRfM+VDY9In7NiURd2MmW6SWTyZ+2ATy/i8GoyirnQEU4f3znis+hUKpLNL4ymfGSOreHLzFE5wFhNZ8ziNh3+xxXFJP8APjAbiiBQBPzBUNyXzvYxOY0w6YFhVEsbez99J9QmvqDIK91Sf8HBsSzdzRER6EAULRaRdgsBQ27RvgcKXVm/np/Pfxq1exZXuXZwZWYhjNUcHm4I2A4U7WUGAXVdLEIvt9VjSD9jekCQWdiiPuMpqy5ExJuceTdG37wDSWYUnHDgga2BH/QoF0hORId238MfPToYQhNa/hBWvxkR7tTg2nvKVwSJSBGqaUnu2Hu12/CA9xK1XSWif3080Jr2i6FHYltqmFK5tqYJDRKSH0G97EWmXuriXU6nq7jw/4JcPLeNLt7zEubU38Ujka5zjPINjGZKDZ1B7zI/Z9sn5GDu3X0nGtgnKK7Ie05T02daQxOsmDdc7WzwV5BSrdarXEN7wMr6xuM+fyYkHDcx4rG1pUyFprmNjWXDI0F5sCw3gnWAIlgkIv/vUXsd2xSRSEdk/9QmvU3r6FaKkH1C3j8G+eMrvNmXahp0B4m4eIRYREUDBQhFph3jKb3efwurGJJ+7+RWeffkV7gx/ly+F7iCET+KAY9n20UfYceE8mqZeijdsGolTT8e4bWQU2WDGu0SX377XNNU9+YFhe2OSpIYmtCnXKcjRpemswoXBJKJVg5gwsDzjsZGQXmLkA2HHJuzaTB3ee9dU5Mjqx/Y6zgtMjwlCiBSjhOd3i0y59mhK+jQm2/c1J72A2qZUJ60oP7zAaOCJiEgPoZ2ciOTEGNPuu+Pb6hP8z02Lsd57kXsi3+Vgew1BtIrqU/9E9dk34w04pMXxjVd8HvzsQSsTgH2ES+WjX6H8gf8BL97GutMBS2UrZeb5QW7BGWNalCB/6MCBWcuyNAVZdrezj+jhI6t4ojlYGF7zePqHeg/6eRUpTPvTiqTY1cW9nNt1eH5AdVMy1+4qRSWe8vU7WkSkB9BOTkRyUp9oX/nx9oYkl/97MYO3P8/NkR/T16oh1W8S2z72CInxZ0ErQaaSY4/Guu669GN7ZBga18VYFo9f+T1+NvjjpIxDybK7qPzvh7GatmddiyHdayfXN/k9TTzHzEt306u4O1bSZMI8FEznQ1mmIFuoX6G0tHuwcFEwngYTxWncgrv59b2OzTXTVUS6Vm081e5WJN1JTVMKP9jt629qgk2b0v9tFgSG6m7ez7E2vsffg4iIdDvayYlImzw/aNcUv3jK5yv/fZXhO57jb+FfEiVJYuTxbL/wXoKKoa2eUxZx01P2LrsMFiyAM8+EnT0MbRvrzDNJPfEkk374Dcad+20uDb5JrSkhuuElet1yGnb9pqxrMkBNY0olya1oyvHfdmdW4aPBoQwd2J8D+pZmPDbk2BouIy2EHAsLGNm3lF5lpTwTTAJaL0U2RtmFIoWmKemT6OGvoTurFcyCBXDOOVBWBgMHpv97zjmYZ56hes+AYjdkDN2uxFpERFpSsFBE2lTfjt5EgTF87943sTcs4U/h3xAhRXz0SVSfcQOEWg8uRV2n5fTTWbPg9tuhvh42bkz/9/bbCR81l2jI4cjRfbnogo/yMf6X900fwtUr6fXfs7EbNmddmwGqmzT0ZHcJz88tSyTwiS67G0iXIJ94UOasQlC/Qtmb1TzwxrIspo/szZPBZADCrQQLARIp/ZyKFAo/MNTFFRwCCP35T3DUUTBvHgTNv6eCIP3x3Lm4f/5TfhfYRZJ+0O4+jiIiUjy0mxORrJJe0K5Mghufe5fly97i7+FfECNBYsQx1Jz2F3DCrR7v2hYVsQxDTWIxGDAg/d9mFVEX27KYOrw3X7jwDC4Jvsf7pg+hHSvp9d9zsJq2ZV2fMTSXB3Xvu/65iidz+7cNr12A07CZHaaMBcFkjp/YRrDQdTpiedLNhJx0tunhI/vwpD8l/bkNL7faSiDh+fo5FSkQtU2pbtl/r71Czy2k/CtfxDIGvD0CZZ6HZQzlX/4Coeefzc8Cu1h93Ov2WZQiIj2VgoUiklV7sgqXrKvmxqeW8tfwL+ln1ZDqdxA1p/81Y6DQAipjoXaVq1qWRXk0HVycNKSSL3z4BC72vsMGU0Vo+3J63X0xpJqyXsMPDDUqnyEITM59HKNv/geAef5Mpozsz4CKaMZjHdvCsVWCLHvb2bdw+gG92UAflgbDsDBE3n1yr2MNEFd2oUjeNSV9kj00I98YQ2AMfmDw/IDo764Fp42bYY5DyR9+1zULzLOdPaFFRKT7yZDOIyKSzuzJaUou6abf3777Db7n3MBEex1+ST+qz7oJEy7LeE55NIS7DxNzoyGHeCrdO2n6yCo+e9ZxfPzOFHeEv0flhkVUPnhFOpvRzvyGPuEFNCS8luXPPUzc83PKFLHiNURXPAjAf/2j+PDBg7Ier8EmksnOCdl9yiKM7V/GU9unMNFeR3j1Y8QnnLPX8U0pn1hYWaoi+eIHhrpE9woGBcawqTbOuu1NbKqNs6Uuwfa6BsyOtYQbN1CW2EKlt5le3jbKg1rKaKTcaqQi1cDgB5ZitfHCaXkekXn3sOXB31A2dBSl/Q/A9B6NCWfu81vMkn5AU1K/q0VEupueu0sWkTY1JHIfMHDNI+8wt+ERzg8/hbFsak65nqB8cMbjI669X28sy6MhkvUJDHD0+P6sO+YoPvvEl7kx/BOiK+7HX/Aj6o/6XtZr1Cc8wq69K9upp8l5sMk792D5cd4OhrEyNIajx/fLerxKkCUTuznr1A8MM0ZW8fiWKVzmziOy+nEI/L0C/Ck/wA+MMlVF8qQuXtxTfbfVJ3h7Yx1vb6xj5eZ63t3WgLVjNRODFYyz1zHGWs/R1vuMsDYRsvZ4TbSA3X8lpQJyrcW2jGHSS/8HSz94f7Hd6Udt6QEEfcYSGX4okRGH4VeNy3pjs1jUJVJEXBtbv6tFRLoNBQtFpFXtySpcuGIrb775KvPDNwDQMPOrpIbPzni8ZUFFNLRf63Nsi9KIu6tM+mOHD2f1lmP56pvbuTb8B0pfvo7UwMkkxp+V9To1TSn6lIZ73OTelB/g5dhnKPrGLQD815/LCQcPTE+tzsCyIKzMQski5Nj4gc+MkVX854Vx1FJKRXw7oY2LSQ2evtfx8ZTfozOARfJlZwZ/sfADw/LNdSx+t5ol66pZuqGWhrpqptvLmGa/wyeslRxir6KX29Dq+Sk7QlNsEMmSgXhlgwjKBmGV9YVIOSZcgTFhBl9zHlbQ9t+JsWBhyQzKgx0MsbbQ16qlyt9CVe0WqH0JVt8MQMKKsq18Av7QGZSMPxZv6IyMw+AKmTFQl/CojO3fezsRESkcevctIq1qzDGrsD7h8bMH3uK3oT9TYiVIDj2ShhlfyHpORTTUIXefS8IOTSkfPzBYlsU3Tp7AFTtO4Y8b1/I/7jwqHv4S2/tMwO87IeM10iVW3n4HL4tNUyq3f19n2zuENy7GMzb3+LP5vzZLkIs/Q0I6V9ixiad8pgzrheOEeMKfzJnOs0RWPtRqsLBJwUKRLmeMoS5e+JNu121vZOGKrSx6dwdL1lWTiDcxzX6HI+03udJ+k0Miq/bKGAzsMF7/Sek/VWPxq8bh9RlLUDYIrPTNrj2TCndKnHo6kQfvx9pzuMlujOuSOOU0xn7lFrwgYG1Nghc2rqd63VskNy2jZMc7jEi+wyRrNWXEGVy7BN5aAm/9GQ+XLZWTsEYfQ+jAU/H6TUrfhSsC8ZRPLOTohqGISDehd98ispekF+TczPxvC1ZzYtN9HBFaShAqoebE32QtqQk7dtbMtPbYOeykujHdTyns2vzorEl88q8f5RB/FbN4k17zPsX2i+ZjIhUZr9OU9Im4do8JdBljiOdYghxrHmzyRDCVaO+BTB5amfV49SuUtuyciBwNOUwZ1ovH1k7lTOdZwqsegTnf3ut4PzCk/KDHtgsQyYe6hEdQgPXHXhDw+ns1PLNiK88s38qabY30ppZj7CX8zFnMUZHXKLXiLc+pHE5q6JGkBh5KauBUvL4TMg5ea0vjFZ8nct+92Q/yfRqv+DwArm0zpHeMIb1Hw8TRwOlA+n3HgvXVrFv+Kqm1ixhcvYjpvMlQayuDapbA4iWw+BqqQwOoO+AESg8+g9SwI8Ep7BubdfEUfcoi+V6GiIh0AAULRWQvufaye3dbA88sWsz8UDqgVD/nOwSVIzIeb8GuScYdJeI6RNwPSqUGVET5zpmH8PlbP888+1sM2bGSike/Ss0p12e9O1/b5NG3zO4R5cjxVJBb26XAI7r0v0C6BPmUgwdl/fuxULBQ2uY6NpaVLlubMbKKf62ZTIBNaNvb2DVrCSqH73VOU8pXsFCki6SaB1YUCmMMr79fw0NvbuKxpZvY0ZiiH9Wc6jzPKeEXmWa/g8MHNzj90v4kh88lOWw2yWGzWv2dsq9SM2dR9+vfUn7VF7AcB3bPMHRdjO9T96vfkjriyKzXiYUdDj2gD4cecCxwLF4QsHxjHfctfQ1/5ZOMqXmeufZr9Eptotfym2D5TdS7vagedTqxaR/BG3hoQWYceoHRsBMRkW5CwUIRacEPDHEvt03Cbx9bzrecG9Plx0Nm0jT5kqzHx8LOPk0/bsvuw04AZo7uwxlHHsLnnruS/4Z/QHTZ3SRGHkf8wPMzXiMwPaccOdcS5PCaJ3AaNrPNlPNEMJX/Hjww6/Ehp2cEW2X/hR2bhBdw+Kgqfv9EGYvNOA6z3iay+lGapnxqr+PjKZ/yiKvvL5EuUCjlx6u3NvDgGxt4+M1NbKiJU0EDJzovcU70OQ7nTezdAoSpfgeRGHUiidEn4g04ZFc5cWcIX3E51vRD4Zpr4K67IAjAtuHMM7G+9CXMoTMgx9fZnVzbZuLgSiYOngPHzaGmMcWdK95n++sPM3DD4xxjvUxfr5qyd/4F7/yL7dFheJPOx5r6cYLy7O1BupqGnYiIdA8KFopIC43J3DYJz63chr3qCU4ML8JYDrXH/TTrm3PLgrJO6jvm2BaxsEPjbpkQn5k7kivWTeea9R/mq6HbKH/sG6QGTcfvPTLjdZqSPlG3e/fb8fwg58E1O0uQ7/Znc8iIfgyqjGU9PhLqvn9v0rHCbjpYOKZ/Gb1LQjycmMphobeJrHqk1WChMZDwgg5rYSAirWtK5j7crDPEUz6Pv72Zu195n1ffq8EiYLb9Bt+PPMGx9mJCJrXr2OSgacTHn0VizMkEFcO6ZH2lETf9e2jWrPSfpiaorYWKCoilXyMrjNk1yX1fVZaEOP6QA+CQzxJPXcoj72xkwysPMnbjAxxvvURVfB0s+hX+omvYMPAYojM/g3/AUZ0aJM2VMdCQ9CjvATdfRUS6MwULRWQXY0xOWWeBMVz/2FL+4P4TgMapl2YdIgJQHgl1alZQWcSlKeWzs8WSa9t87/QD+fhfz2Zu8BqHp96m8oHL2H7hfVl7/nT3fjuNOWY7WI1biKx8CIDb/bl8ZMrgNs/pKT0fZf/tLCm2LYvDR/bhsbcO5ZvcQnjdM1jJBkx472mgiZSChSKdKQgMdYlU2wd2gne3NXDH4vd58PUN1MY9BrCdK92n+Hjkafr5m9IHGfD6jKdpwjkkxp+F3+uALl1j2LH3vukZi+0KEu5kWRaVsRA7GpK5tfxoQzTkcOxBQ+CgT9OQuIRb31jNjpfv5MjaBzjcfpuhGx+Dux5jR3QoqUMvhUMvxoTLOuCZ911TMj3spDOqSUREpGsoWCgiu+webMvmsaWbmbPjDkaHNuDF+tIw86tZj3ebM/86k2VZlEdC1MY/2OgM7hXjyydO5IvzrmB+5BtUblpC6fO/omHWNzJexwsMDQmvW05fNcYQzzFYGHvjP1hBiiXBaN6Pjubo8f2yHh9ybByVHEmOQo6NBRjgiNFVzH9zMOvtgQz2NxJe+xSJMafsdU7C8zFGpcginaU+6eX0HqCjGGN4ZW01N7+4lgXLtwKGWfYb/L+SR5kdvJwuM/YhiFQSn3guTZM+itfvoLz06rObA4C5Cjk2ZVG3w0u6SyMuJ08bC9O+zuqtn+M3LzzDwGU3c4p5it7x9+DZH9D0/K/YfuDHCc+6nKC0f4c+f64M0JDwqSxRsFBEpFh1v92wiOyzXBqae0HALU+9yi3u3QA0zPl21knDQJcF3mJhh4ak16L05+RJA1mwfCJXv3Mp14WvpfTFa0mMPglv4JSM12lIeERDTrcLfsVTQW4bQRMQe/1fAPzbP45TpwxqM2tQg02kvUKOTdIPOHxkH8DioeRkPuluJLLqkVaDhYb097Aa54t0PK8Lh5p4QcBjSzdz8wtreXtjHRGSnO88y+dKHmF4ajU7WxEmhxxB08EfIz72NAhlb4PR2SpjoXb34CsJuyS9YNcAto42sm8pI089keSJJ3D3a6vZ9vxNnNF4F6PZwJA3/kjqjb+yZdTZhI/6In7v0Z2yhmzink/M696tXUREurN2//Z++umnOf300xk8eDCWZXH33Xe3ec5TTz3FtGnTiEajjBo1iuuvv35f1ioinSjpBXg59NeZ/8ZGTq+7jQqrkUSficQPuiDr8SHH7tLSwT1LhCzL4hsnTeDFkrnM84/AMj6VD10JXiLjNQxQXyAN3jtSrv0ow+8+jVvzLrWmhHn+TM6aMqTNcxQslPYKNX/PVJWGmTCwnEeDQwEIr34UTOub61wzY0WkfbpiqInnB8x7dT3nX/88373nTbZufI+vhO9gUekX+XnozwxPrSYIldA45VNs/cQCdlxwD/EDz8t7oLAs4u5zwKsiGsLu5EzIsGtz4qGj+cj/fJdlH36M3/T9Pi8HYwmRYvCq26i6YTbeHZfhVK/p1HW0pj7R/d5LiYj0FO1+5WtoaGDy5Mn8/ve/z+n41atXc8oppzBnzhxeeeUVvvnNb3LllVdyxx13tHuxItJ5culVmPID7nl6EZc48wFonPOtNptpd9ZQk0yiIYfwHj1yKktCfPvUA/lu6hK2mgrcbcsofeHXWa8T93ySnZQNkA8pP7dgMEDstRsBuNOfzcRhAzig797943bn2Jb6Ekm7hZwPNtAzR/XhxWAicSuG07AZd9NrrZ6T3M+hASKyt3jKJ9mJQ012BQn/9Dw/un8ppnodP43eyPOxL/A5+w7K/Wr88qHUzf0eWz/zCnXH/gS/z7hOW097RFx7v6ojbLt95cv7w7Isph3Qh49c/D/4n3yIXw69lsf9qdgEDHn3Lnr9/UhSd30eu/a9LlkPpN97JDzd5BERKUbtfvU7+eSTOfnkk3M+/vrrr2f48OH85je/AWDixIksWrSIX/7yl5x77rmtnpNIJEgkPsj6qa2tbe8yRaQdgsCQyCFY+PCbm7ig8T9E3RTxQdNJjjw+6/Fhx85L+UlZ1GV7Q7LF52aO7sPsyeP59uuf4vrwbyh98XckRp+ctRy5Ow07acyxvMyu30hkZToYfLN/HB+d2nZWoYZOyL7YPah/xOg+3PDsGhaYQziBF4isejjjz2Y85XfLnqIi+WCM6bTsLz8wPPTmRv66YDXvVzcxwtrINdH7OMN6Gsd4YNITjRunXZZuPWAX1s+1Y1tUdMBE33BzwLGhC7PsRvQp5ePnX8D7O87g148/wGGrr2eu/RpDV99G6q93sXXCR3GO+TomVtXpa6mPe0TK9D5BRKTYdPou/rnnnuNDH/pQi8+deOKJLFq0iFSq9YlrP/nJT6isrNz1Z9iwYZ29TJEeLe75bU7sC4zh8Wef4wLnCQAa536nzSbj+drQhxybaCs99r5w3FgWlczOuRzZC0yX9XDqTLkGgwFib9yMZXxeCsaxMTqSYyZkH2wCKkGWfWNZ1q6pyJOGVFAWcXkoNQWAyKpHMp6nUmSRjtOU8jslW/f5Vdv4xN9f5Afz3iJas4I/RP/IE5GvcDaP4xiPxLDZbP/wHey48H4S484ouEChxb71KcykLOLuVfXQFYb0jvHRc8+l8jPz+O3wa3kuOJAQKQa9/Q/K/jQdf+HvwU+2faH94AW5D1cTEZHC0emvWhs3bmTAgAEtPjdgwAA8z2Pr1q2tnnP11VdTU1Oz68+6des6e5kiPVouAbGFK7ZyZu0tuFZAw/BjSQ05POvx+coq3Kks6rLnW/zyaIivnzRhj3Lk32S9Tn3Cw3TleMhO0JRqOxgMQOATe/3fANzsHccpk9oebOLYHwR8RNprZymya9vMGFnFE/4UDBahza9h121o9RwvMHidWDIp0lMEQcdnFb6zqY4rb3mFL/xnCY2bV3NN5M88Evk6p7IAm4DEyOPZfuF9VJ93B6nhs/My2TgX5dFQh7+2VcZCeftyB1ZGufDDF2Bfch+/6P9TlgbDKQnqGfzCDwldfwTW0nl05ihs9S4UESk+XbLDs/Z4Zdy58d7z8ztFIhEqKipa/BGRzuHl2MvuwWde4ixnIQDxWV9p8/h8lwk6ttXq1NS54/ox46CxfDd1CQClL/0OZ+vbGa8TGENDkWcX5lqCHFn9CE7de1SbUh4IDufcaUPbPkdZhbIfdt+MzxzVh21UssxN9yqLrH4043m59FgVkewakl6HxYe21Sf43/ve4uK/vciK1av5fuhGnop9hbOtJ7EJiI8+iW0ffYTqs/9NavD0jnnSThINOZ0ydb0r+xdmckDfUi7+2Cd5/4KH+H3ZF9hiKqlKvE//Bz+N+efp2FuXdcrz+t2kUkNEpCfp9F3ewIED2bhxY4vPbd68Gdd16dOnT2c/vYi0IZdN95J11Ry15WZClk/9kNl4g6ZlPT7fWYU7lYbdVu/iX3XCOJ6LzOYR/1CsIEXFo1/JOH0VoDHhFe1QhXjKJ8hxN1iy+M8A/Mc/lmmjBzG8qqTNc9SvUPbH7mV5h49K9866Lz45/djqbKXIyiwU2R8dFbzxgoBbX1rHeX96jqdfW8mX3NtYGPsSlzjzcU2KxLDZbPvIA9Sc+U+8AYd0wMo7l2tbVEQ772ZnxHXyfjMV4OBhVXz4M1fz9EkPcYPzYeImxMDtL9HrxmNJPfQ9SDV2+HM2JJVdKCJSTDp9Nz9z5kweeaTlG/6HH36Yww47jFAov3fXRCS3Tfe8hYu5wHkSgOSRV7V5fEmkMAJItm1RGt77TXmvkjBfPWkC3019knoTJbz+JWKv/SvjdQzFW0KT62bQ3fIm4XUL8YzNjd4JXDC97V6xKkGW/WXbFk5zT7ABFVFG9yvlMX8qAJF3n4ZUU6vnBcZ0q2nlIl2tPu7l1p4ii1fW7uATf3+J3zzyNmd4D7Mg9mWudO8mauKkBkxhx7m3UX3eHW3eYCwUlpV+f5Cp8qmj5Kt/4Z4sy2L2QSM59vJr+evk//B4cCghPIa+eT3h62fCsgc79PmUXSgiUlza/UpVX1/PkiVLWLJkCQCrV69myZIlrF27Fkj3G7z44ot3HX/ZZZfx7rvvctVVV7F06VL+/ve/87e//Y2vfKXtMkYR6VwJr+2ss/XVTUxeexMRK0Vd/2mkhh6Z9fiQY7fZ564rlYQd7Fbe+B83cQATxk/gF94FAJQt+GHGHmmQztArtj5pKT8gmeOaS175KwDzg+mEqoYzY2TbExJVgiwdYfcs5CNG9WGpGc4Otx+W10R43cKM56kUWWTfpPyAuLfvPz87GpJ8/943ueymxfTf+jwPRr/FT0J/o5epwes9hurTb2D7RfNJjjiqA1fd+SpjoV03LzpbRR77F+4pGnI47/jZVH36Dq7t9wPeM33pndrIgPsvwb/lo9gNmzvsuZRdKCJSPNq901u0aBFTp05l6tT0nf+rrrqKqVOn8t3vfheADRs27AocAowcOZIHHniAJ598kilTpvDDH/6Qa6+9lnPPPbeDvgQR2Ve5ZBXe98JbXOSke4d5s77cZjPykk7o87M/LMuiLEPJz1dPHM89oZNZEozGTtZR/sS3sl6r2LILc+1VaDVuJbr0DgBu8E7ivMOGthpg3ZNKkKUjhPfoWwgWj+7MLsxSipzw/KIfPiSSD/XxfXstM8bw4BsbuODPz7P0zVf4S+hX3Bz+MeN5lyDSi9qjf8S2i58kMfaUgh1ckklZxO3SG51OAfQv3NOgXiVc8PHLWHzag9xon03KOAze8CglfzkSf8mtHTIARdmFIiLFwzJF8E67traWyspKampqNOxEpIMYY9hSl8hahhRP+dz5u6/wJW6mumI8iUufyroBcGyLvmWRjl9sB9han2i17+ADr2/g1vvmMy/8LUKWT/UZN5AYc0rG6/QuCRdEP8a2BIFha332f9+dSl+4hrKFP+W1YCQfsX7CvM/NabOnUiH/W0tx8Zu/VwGSXsCHrnmaw/1F/CP8C/zyIWz99MsZf+9UxkIKWou0Q8LzqW5Mtfu8jTVxfjr/bZasfJ8vuHdxqfsgITyM5dA0+RLqZ34FE2s7I70QRV2HypL8BO7qEx4NBXgjsjHpcff8hzn+nR9wsL0GgHX9jiJ69rUEZQP369p6/yAikl+5xtcKf8crIp0i4QVtBpIefm0dF5r5AJgjLi+6rMLdZcouPHnSQHqPnMqf/VMBKH/8m1iJuozXKZbswsaUn1s/Kj9FbMk/APi7dzKnHzIkp+brCtBIR3F261sYdm0OO6A3zwUHkbIjOHXv4259K+O5cZUii7RLe7MKA2P476J1fOQvz1O2+iEejXyNy9x5hPBIjDyebRc/Sd2xPy7aQKFrW1TE8jdwJJ3RWHjbsZKwy0VnnMKWC+7nb+GPkjQOw7Y8RclfZxEsuWW/sgz9wOh3t4hIESi8VycR6RJtvVEzxrD5xdsYZG2nIVRFcsLZWY+3LIgVcAApGnJaHcZhWRbfOHkCf7XPY00wAKd+A2XP/DjjdVJ+UPBvco0xNObYFyi67C6cho1sNr2Yz0wunNH2YBOAaAFubqR47f6zecSoPiQIs8SdAkBk5UMZz0t6AUGRTioX6WrxlI/Xjp+XDTVNXPHvxfznkYX81vyMv4R/zRBrK37FMHaceSPVZ/8bv8+4Tlxx5+qqgSZtqYiGcmr9kQ8HDevLif/zS26Y9E9eC0ZRGtQz6PEvkrr1Eqx49T5ftxCzKUVEpCXt9kR6IJPDJNEla3dwasNdAMSnfBLc7CUjJWE372+421IebT17YGBllM8eeyDf9C4FIPbqDYTWv5TxOoWeXdiU8nO76W8CSl/6PZDuVXjMgUMYVBlr8zTXtnALYJKjdB979y2EOxonAxBZOT/jeYZ0lrSIZGeMoS7HrEJjDA+8voFL/rqQw9+/kUfCX+UEZzHGdmmY/nm2fuIpkqNP7OQVd76uHGiSjW1b9CoJkf+VtC7k2Jx14glsv/B+/hL6KCnjMHT9fEJ/nkOw+pl9uqan7EIRkYKn3Z5ID5RLCfKS5x5hir2KlBXCn/bJrMdaQEkBZxXuFHJsohkamJ81dQjxobP5rzcXC0P5w1eBn2z12EJv0J3rYJPIyodwty2j1sS4yT+ejx8xIqfzYgVcbi7Fafc+oEN6xxhWFeNRbyoGi9CmV7Hr1mc8VxtOkbY1pXyCHO4iVTcmufrO17nzvvu4xXyDr4f+Q8xKkhx6JNs+/jj1c74NodIuWHHnKo927UCTtoQcm4oCG3iyp4lDq/jQZb/gj6OvY3UwgN7eZgbc9WESD30f/Pb3wcz1vYqIiOSHgoUiPVBbm+uaxhST3/s3AFtHnYUp6Zf1+EjIwS6Au/O5KIu6rd69ty2Lb54ykV/ycbaYCkLb36H0xWszXqc+4RXkJNZ4ym91kMtejKGk+eu7yT+ByWOGM7p/WU7PkSngKrKvHNtqUYY3c1QftlLJ6thBQBulyH6Q2/e8SA9ljMkpI/65ldu45M8LmLHyWu4Of4eJ9jr8WBU1J/2eHefdid9nfBestvPFwg4l4fz1KcwkGnIK/mZcNORwwVln8daZ93GPdSw2huFv/hH+/iHs6jXtulbKD9qschERkfxRsFCkhwmCtkuQn1n8Kh+yXgQgNOuKNq9ZyINN9uTYVsY348OqSrjgqMn8IPUJAEpe+A3O1rdbPTYwhqYCzGjKtQ9Q6L1nCW9cTMKE+Lt3MhfPzC2rMOLaRRMYluIS3qNvIcD9yUMBiKx8MOu5yi4Uyawhmb01RcoP+O2jy7nxttu4yfsy/+POw7EMTePPZtsnFhA/8Lw2B5wVi7BjUxEt3Ay+imioxe/CQnXY2OFMvOxGftfn29SYEgbUvUXJDcfhL32gXddR70IRkcJV+K9GItKhkn72EmRjDM6Sf+FYhvcrp+H3nZj1eiHHbnVwSCErDbsZ9z0XTh/O6gEf4lF/KnaQouKRqyBoPRBRaNmF7WleX/ri7wC4zT+KwUOHM3lYr5zO0xRk6Sy7lyJPG9GbsGNzZ3PfwvC6Z7EStRnPVbBQpHVBkH3g1frqJj7/z4WMWfwjbg//gNH2BrzSAVSf8Q9qT70eU9K3C1fbudzm3oCFrlB6KbalMhbivIs/xx3Tb2VJMIZSU8/gBz9J44PfgSC3IGDSD0j5yi4UESlExbXDF5H91tameun72zkxkS75c2Z8qs3rFVNW4U62bVEWab0EybEtvn3agXzfv5Q6EyO84WVir97Q6rHGpDM2CkWu/X9C6xcRefcJPGPzZ/9UPj1nZE7nWVY6s1CkM4ScDzbH0ZDDtBG9WW0GsS02EitIEV79WMZzvcDgacMpspeGpJcxq/Dxtzfzs7/dzK+2f45PufOxLUPTQRey/RNPkxhzctcutJPZllUQk49zYdsWvWKFO/Bkd5ZlcercGdRceA//dU4FYOTSP5O84Qys+k05XaMxUTjvo0RE5APa9Yn0ILlMQV6x8E4GWjuodXphTTw967G2ZRVt8CgWcjLeuR/Vr4xTZh/Gz7wLAShb8H/YtetaPbYx4REUQL+0hOfnfHe+9LmfA3CnP4c+Q8cz44CqnM6Lhpyi2GhJcXIdu0XG76wx6VLkJzkMgGhbpcjqfSXSQqZhXAnP51fz32TDPT/gJr7NKHsjydJB7Dj7FmpP/C0m2qvrF9uJLAt6lxRHtt5OrmNTWQRZkDtNGNqXQy/7M3/q/x3qTZRhNS8T+dvRBGuebfPcuJdjr2UREelSxbnLF5F90tYU5Makx4T3bgdgy+jzwI1kvV4sXLzBI8vKnF0I8ImZI3ih6kxeDMZje41UPPp1WkvPMKQzN/KtIcc786H3nify7lOkjMO1/tl8du6onP8NNdhEOlvE+eB7bNaYdPnjzTUHAxBe/XjGCeVAQU8oF8mHhqS312v++uomvnfDPC5847NcFbod1wpoHHcW1Z94kuTIY/Oyzs5kAb1iYdwia5cCEHEdyqOFN4glk7KIy5kfvYK7D7uJd4KhVPrb6XvneTS98Pc2z81WKi8iIvlRfK+cIrLPEqnsmTcvLl7MLF4FoGLWpW1eL1bk/euiISdjI3HXsfnWaQfxLe8zJIxLZM1jRN++o9Vjm5L5vSuec1ahMZQt/CkAt/lHM2D4eKaN6J3Tczi21aKnnEhnCLkfBK4H94oxsm8pi4NRNIb7YifrCK/LnKUS5JA5LdJT+IEhvkcA/YVVW7nn7z/h97VXcqi9gqRbTs3J11F32p+6XTbhThWxUFG/dpWE3aJq92JZFiccNYd3z7mXh62ZhPA4YOHV1N91VdY+hk1JvyCqNERE5APF++opIu1ijCHhZ8+8cV+5EdsyrK48nKB39j52UTdzGW8xyXbXfuKgCmYePpNrvXMAKHvi21iNW/c6zpAedpIvuWYVhtc+Tfj950gYl997Z/HZuaNyfo5iDwxLcdgzeD97TF8MNouiRwA5TEX2lF0oAs0DuJr/3xjDrQteI3zHJXyfP1FqJagfeAQ1lzxJfOK5eV1nZ6qMhbrFUK7yaKjoMvsPGTWEQZfewr9iHwNg9Op/0/T3M6FxW6vHG6BJg6pERAqKgoUiPUTSDzI2OQfYuL2GuY3pwSbW9LYHm0TD3ePXh+vYWe/af3rOSOZXnMfSYBhOfAflT3yr1ePiKT8vAxbiqVyzCgPKnvk/AG72j2PM2PFMyXECsoWChdI1MvUt/E/tJAAiKx9qtR3ATpqKLAKeH+z6WWhIePzlP7dz9gsXcZLzEh4uO2Z9m4YL7ySoGJrnlXaeimj3CBTuVBFzM1ZCFKr+FTGO/swv+NvQH9FgIhxQuwj7r8cRbHqr1eMbkz4m2xtVERHpUsX1qiMi+yzRRnneqmfvpJ9Vy3a7ithBp2Y91rEtIkV2lzub0rBLprZ9Edfh22dO4Wr//+EZm9iyu4ksu7vVY/ORXZjrc0aX3kFo06vUmRh/9M/mc8eMyfk5Iq6D3Q2ySKU47N638OChlVREXR6LT8BzS3DqN+BuejXjucaky/JFerKd2eZrtzbwwF++y9fXf4Fh9hZqokOovuh+kod/Huzu8xq+p/KoS6yISndzYVkWvUpChIosYBh2bU47/zM8MONG1pr+9PM2UHHzqcSX7T3dPjCmzfeqIiLSdYrrFUdE9lm2foXGGPqvTPfjWzfsDHCyT+Drbllmtm1REc38NR84uIKZc07gD/6ZAJQ98jXsug17HZfwgi7tmZZzr8RU466swj94ZzL30AM5oG9pzs/T3TZdUth271vo2jZHjOpDgjDLyg4HcihFbqM3q0i309QEmzZBUxMpPyDu+Sxetoraf57P55J/I2z5bBp6EolLn8QfOCXfq+1U5VGXknDxDAVpD8uy6BUL4Rbhzbu5c47m7dPuZhETKTWNDLn/49Q898+9jmvIY0sXERFpScFCkR4g5QcEWUo7Vq1ZzeHeywD0PvKTWa/VXUtSsw07Afj4ESNYMPCTvBaMxE3WUP7wF1sth+yq7EJjTM7PVfry9Tj1G1gX9ONW91Q+PTt7P8rdabCJdLU9fw53TkW+Jz4VgMiK+VnPT6RUyiY9xDPPwDnnQFkZDBwIZWWYc87hret+zcH3nc5x1iJSuKyf9SM47x+YSEW+V9ypKqKhbhso3Mm2LXqXhIuyZ/Tk8aPhY3fxiDMHF59xz32Nbff9b4v3Ul6gQVUiIoVCO0CRHqCtso4dz9+EawWsjEwkMmhC1mO7c0lqedQl01fm2BbfPvMQvm19nrgJEX33SWKv/mOv41K79YrqTA1JP2sAeCe77n1KXvwdAD/1PsLHZo2nd2k45+cppimM0j3s2bdw5qg+2Bb8p3oCxnIIbXsbp3pNxvMNbf/OEyl6f/wjzJ0L8+ZB0Pz9HgS4983j6Ku/xdCX17M5NJhtF96Pc/hnyNhroxuwSA8z6SlZ8LZtUVWkAcNh/Xsz4jP/5o6SCwA48J0/sPXfnwY/ueuYxqSyC0VECoGChSI9QCJL8MrzfcZtmAdAzbjz27xWdxls0hrXsSmJZM5KGFQZ47yTjuNn3oUAlD71fZztK/Y6rrOzC/3A0Jjjc5Q//k1sr5EXg/EsqzqOC6cPy/l5umsWqRS+3fsWVpaEOHhIJbWU8X7loenHV2bPLtSgE+nWnnkGrrginZHltXwtsIMACzD3x3En/wJr8JS8LLGrWKR/R3SnYSa5KOaAYWVJhCM+8xtuHXAVvrE4aPN91P7tbEy8Fkjf7MmpxYqIiHSq7rvrFxEAgsDgZXnTtfzVhYxlLXFCDJz1kazX6m6DTVpTGnayvvn+0EED2X7QJ3nGPwjHj1N672cg1dTiGD8wnXpnvD7ukcvb6MiKB4iunE/SOHwzdSlfP2UCbjuao0fDDlY3zkaRwrV730L4oBT5UTMdaLsUOekFBNpsShEwxpDwfOoTHtWNSbbWJ9hcF2dTbfrP5to4m+vibKtPUN2YpC6ewv/VrzBOG6/FrkvJX/7WNV9EntiWRe/ScLd/X5LJzoBhMfYwdB2boy76GndP/DUNJsLY+kXE/3oqXu1mQNmFIiKFQMFCkW6uzXK8xTcB8FblUTglvbMe2hOyzCwr+7ATgKtOnMB1vb7KVlNBbPtblD7x7b2OqU94ndI3LeH5xHOY9mol6yl77JsA/Mk/nUmTZ3DI0F7teq6SHvDvLYVpz76Fs5uDhf/YdiAAofUvYDVuyXi+SpGlkBljiKd8qhuTbKlLUN2YoiHh7cqo2v2lw9CcQBikJ8U21tRj33svlpc9mGJ5HpH77k0PP+mGXNuiqjRcdNOBO5rd/PeQredyobIsi9mnXMTjM29gmynngOQ7cMPJNG15l6advWd3G96zL7zm1jB18RTVjUm21SfYUpdgc+0HAflNzQH5rfUJdjQkqY2naEr6eL5eQ0SkZyu+VxYRaZdElsBSPN7IlJpH0x9MuajNa/WEYCFA2LWz9uqLhhy+et7RfNO6ksBYlL1xE9Glt7c4xph0X8GOZIyhLp7b3fayp3+A27CBNcEAbo2czxXHjGnXc0Vcu11ZiCIdyXVs7N2yWkf1K2VQZZQ1XhU7Kg/CMgHRNrILVYoshcYYQ0PCY2t9kpqmFAkvyClLfHd2XS1WkFsQwwoC7Lra9i+0wEVDDlWlxVmC2xksy6JXSYhokWZYzjjyOF494RY2mD4M8d+j5KZTiN/9b/yzWw7v4ZxzYOHCrNfaWdlR3ZhMZ+Q2pH/WGpM+CS/ACwyBMXv93BmTPjfpBzQlfWrjKbY1pIP56Z9VvZ6ISM+jnaBIN2ZM9qlya5+9g15WA5vow+ApJ2a9VsS1u+1gk9aURdyspT2De8U48YyP8Dv/bABKHvoKzrZ3WhzTmPA6tO9OfY7XC696mJLXbgTgau/TfPX0KVTEsmdL7qm7T5SUwrd7poxlWRw5ug8Az4aPBCCy/P6s5yd99b2SwtGU9NlSn6A+4eU0nCqToLwCY+f29t3YNkF595mAbJGeeFwZC6lFxh4sy6KyJERplr7LheygQ6az9qy7WMNg+r+4nmEXfxrnvpbDe5g3D+bMgeuvb3Gu5wfUJzy21SfYWp+gLp7O0u2I4o5gVxZwii11zT+/el0RkR5CwUKRbizpZ89aKF12JwDLBpyC5WR/g9nTmodblpXekGQ5ZvaYvjTN/DIL/YMIBU1Eb78Iq2n7rscN6f6CHSHlBzTmkKloNW6h/KEvAfAX7xSGTD2RI0b1addzhRybsKuXB8mvPb8HZ49NlyLfsOOQ9OPrFmDFq7NeQ9kgkm+eH7C9ubSxI4IXhiYaDqxq+x2862KdfTa9+1QSDTlZX8uKwc6y454y8XhflUXcNt+7FKoDRo/HH/c9zANxLMDy9/j97XnpFMDLLydY8AyNyXSAcFtDkoaEl7U/d0cIdmUGJ6iLpxQ0FJFuT7tBkW4sW1ZhvHYrkxpfACA2LftgE9uyelywENKlkGXR7EHUS2aP5p4xP2Rd0I+yhnVE7rgE/OSux+Oen/XfIRfGGGqaUm0fGPhUzL8St2krS4Nh/LfiEj5/bPvKj4GsJdgiXWXPYOG0Eb2JhmwW1fehoXIcVuARWflQ1ms0dXArAJH2aEr6bG9Ikuqg3mdm63Ksv55A2fRGTFuX9H340pcIuzaVsRB9yyKURdyiLN0tjbhUlYbVGiNHxVymPeQ//4E2hvcYxyH5y19RF+/8AGGrzw80Jn221ido6KT+1CIihUCvuiLdWLYG/xueu42w5bPCOoBh4w/Nep1oqOf+qigJu1n7AFmWxedPn8kv+/4vdSZG5eYXcB78CrunkNTFcwj0ZVGXY/lx6XO/ILrmceImxNV8nv/98GHtDvK6ds8MDEvhcWyrxWY34jocPjKdJbuodC4A0eX3Zb2GFxg1qZcut/MGT2081e6ehJl4K5+i7F8nMSD1Hu8PG8iSKz6HsSxw97ih5bpgWXDddTBr1q5P27ZFacSlb1mEXiUhIkWQPR5ybKpKw5RFXJUdt5Pr2PQpDRfX63lTE5H75+2dUbiHQhneY0i3h9nWkNzvm8IiIoWo8N8piMg+8QOTNcBUseIeAFYPOrnNN+E9ZbBJJhWx7NkYYdfmigtO54fRr+Abi77v3ApP/GjX415zw+19EU/5OWVHRVY8QNkL1wDwjdRnOP/UkxjZt7Tdz1es/Y6ke9pz0ulR4/oBcFPNZADC7z6FlazPeo24NnHShYLAsKMx1aEDdvxF/2DAPR+hzNSzxIzltZPuZMiPf0Hw1NNw5pmws4ehbac/XrAALrss4/UirkOvkvCubEO7wAJxdnMbEE073j8726mkezzmezVtK9bhPX5g2NGYpC6eUpahiHQregUW6aayliBvW8eE+KsAVE6/MOt1Qo6m4lqWRa823mxXxkJcfPFn+HX4swAMWPJ7WPCrXY/vS1Nszw+ozSErMbR+EWX3Xw7A372TqDzioxw3cUC7nguUVSiFZ8/sp9lj+mJb8Mi2KuIVo7D8BOFVj2S9hqYiS1fxA8P2xo4rO8YYeOx/Gfz013HxeZBZ1F5wF4ceNJ5Y2MGZMxtuvx3q62HjxvR/b7+9RUZhNk5ztmG/8nS2Yb57G9qWRXnUpW9ZkWXEFbhoyKFvaaTg/06LfXhPY9JnR2NKg7VEpNvo2REAkW4sW2P/zc//B9syvGZPYPio8Vmv09OzCndyHbvNpuH9yiN86OJv8nvnYgAGvPRzEk//Fkjv+eoSuWcXGmOobmq7Ib6zbRlld16E6zfxlH8IL4+/iv85anTOz7M7ZRVKoQnvcaOisiTElGG9AIvXK3aWImefiuwHpuOCNyIZ7Bxk0mGBAj+Ffc/lDHj1DwD81T6fvp/4F+OH9sMCSnefWB+LwYAB6f/uo4jrUBkL0a88QmUsRNTtusBhqPn1tV95hJKwSo47g22nswx7l4RxC7CXoW1ZlPYqT2fG7llav4fAtkmcdsZ+fb93lpQfsK0hobJkEekWFCwU6aaSWTbHfVbfC8C6IadmfVNu0bP7Fe4p4jpUxEJZjxlYGWXWJ/6Xv7vnAzB80Y9pevA7YAzx1B7DTpqaYNOmvfruGGOozuHutLN1KWW3nks4WcMrwRj+PuR/ufq0g/dpoxVy7ILPOpCex7atvTa2c5tLkW9tmApAZPWjkGrMeh1lF0pn8vyAHY0pgg4qQbSS9YRu+wj9Vt2JZ2x+Hr6CGZ/6BcP7pFtLlERc7E4K+FjNA80qS0K7Mg5jYafDh2W4zVmNfUrDVBVbb70iFnZt+pSlA8L5HoBiAVHXoVfz91pZxMW66qr0cJ5s5wUBi6a2f3hbVzEGqhuTGrAlIkVPUQCRbijpBRkz0hKbljEq+Q6esel7+AVZrxNxHd3h30M05FARzR4wHNwrxsxP/ZK/R9MZhgcs/TM1t3wak2pMN7xfsADOOQfKymDgwPR/zzkHFi4EoLbJyxrshXTpcfnNZxCNb2FpMIw/Dv4JPzx/xj73dypTVqEUqD2nIu/sW3jXxn6kyodheU1E1jyR9RrxlLI8pHP4zT0KOypQaDdsJnLT6VRtWECjifCDsu9wxie/wYCKKJCeXVLaRRPrLctK3ySLpqcp92sOMpVGXCKujWNbOWUf2pZF2LEpCTdnL5ZF6NPcL7GntznJl2jIoW/zv+eeGdydLezYu76nKktCRHYfIjd7dno4TyvDe4zrYgDr1CiHm7/x7AM3dem628MAtfEUDe2oKBERKTR6hRbphrIFmrY9fzMAi9wpjBg2POt1omH9imhNLNx2wLCqLMLRl/6EP/e+Ct9YjNt4H6k/HY/1yx/CUUfBvHmws5F3EKQ/njOHpmv/QDxLCTlAaMm/qLj1LCJeLYuDMfxh+G/4zvmzW77hboeo6+wVkBEpFHt+bw7uFWNM/zJ8A8t6Hw1ApI2pyIExKguTDhc0DzboqEChs30FJf86icrqt9hqKvh+1c+45JLP0rs0vOuYfE4Gtpv72pZF3F0DUvpXRNPBv+YMwd4l6T9Vpc2Pl0foVx6hd2mY8mi6L2JnZUVK+0VDDr1Lw/QpDVMayT7MbV9ZVrr/bEU0HSjuXRomFs7yfXDZZekhPXsM7wlOP4PtDzzMGx86lZDlc8rSr/P0g7d1+Ho7Un3Coy6H3tMiIoVIqSQi3VDGTbExDHw3vaneOPw0RmbZcNjNGQXSuljYwbKgtilFpm1iacTl9Eu+xn/nj+L4t77JsBXLMDe8ks7E8Pa429z8cfSLn6dpwkRSRxy51/Xshs0ED36DqrXpHm2P+NNYNO1nfOuYSfs8zdICyqJ6KZDCFXZsLGjxc3bUuH6s2FzPXYnDmMS/iKx6BLwEuJGM14l7voLi0mGMMdQ0ddwwA3fDy5TefhHRVDVrggH8bvBPufK8E1uU59qWVZB9hG3bws7raBTZX65jU+bYlEVcPD8g6QekPEPSD9odDHdsi5BtE3ItQo69bxUPs2al/zQ1QW0tVFRgR6P49Qn6HXEEb//zo0yoforT3voyd1khjjvp7PY/RxdpTPoYaPMms4hIodG7ZpFuJsjSzD/1/hIGee8RNyEGzjg363XUq7Bt0ZBDVWk4651427I45uTzeOP0+9jxfBSrrb9Wx6HkD79r8SkrUUvTYz+j5C8zGbD2fnxj8TvrI+w44wY+dezB+xwohHTvq3z3LRLJxrKsvUoVd5Yi37y+H17pQOxkHeG1T2e9TjzlYzooA0ykNt52u4hchdc+TcVt5xJNVfNqMIrfj/wDV11w0l59/MqjGv4hnc91bErC7q6+lf3LI1SVhqmMhaiIhiiPupRF0n/Koy6VsRC9SkL0KQ3Tvzyyq7y4JOzuc2uUXXYb3mPtDJY7IXp/4iZWVB5JzEpyxptf5KH58zrmi+8kTUlfGYYiUnSUTiLSzWTbvNQs+i9Dgeecw5g4eEDW6xRi9kIhch2bPqVh6hMejVmaWU8cNpxey6qhjb2l5XlE7ruXmqXP07j5LdzVjzN6+wL6Ewfg9eAA7hvxDc4+5dQWpWn7wrGtLut9JbI/wq7d4ibIuAFlDKyIsrE2zpp+xzKm4Waiy+8jOeqEjNcwJv37URnTsr8ak16HDc2JrHiQ8nmfwTEpFviTuHfiz/nyqYfudRPIbS4BFulqlmURciwK4duvJOym32s5Ycovvpk1//wwB9Qu4qw3r+S/lstpJ56c7yVm1Jj001Of1SNaRIqEUodEupmMwUJj6Lt2PgCbhp2UNTsh5NhqOt4OlmVRHk3fVY9mCETYdbVYQW5ZKFYQMO6/pzPl5auZtP0RYsRZHgzhL/2upuZj8/nUeWfvd6AQ0iUxylKRYrBnA37Lspg7ri8A9/vTAYismA9+9syNeFJ9C2X/JL2AunjHDC2IvnU7FfdeimNSzPenc9+k33BVK4FCULsIEUjf5IzsbCcRihH7xG28Vz6ZCquRc974HPc/9nh+F9iG+oSnKckiUjQUDRDpZjL2K9z0OgO894mbEAMOPSPrNVSCvG9cx06X7ZRFqGhu5B5y0hMj7cpKjJ3j36sFNeEyltgH8mDF+dxx6D/xLnuOMz7+RcYO7N0ha42FNdREikfYtdkzfrKzFPnG9wbhl/TFTlQTXrsg63USnkqRZd8FQbpPYUeILbmByvlXYONzuz+Xpyf/nC+d1Hr/2bBjKyNWpFls94qIUCnhi+9gfdlB9LbqOXnJFTyw4MX8LS4HtfEUiTYG2YmIFALtFEW6ET8wGZutVy+6HYBn7alMOGBQxmtYkDE7TnJj2xaxsENlLLRrImSffr2wzjwT3OzZIcZxaTz1DBq/vopBX3yCQz/9O2YffRJVZZkHN7SXY1uUqwxGisye2YVThvWiPOqyrSng/UEfAiD6zj1Zr2GAhKYiyz6qjaf2f/KxMZS8+FsqHv8GADd4J/Laof/HlSdMzJjpXa6sQpFdIq7TIqhuIuW4H7+DLdGRDLK2M/eFzzL/hTfyuMK21TSm8Dqo56mISGdRsFCkG8k2Bbn3mgcAWD/oQ1kHYoRdG1sDLzrHVVeB38bd5MAn/vkv7NfQkmwsoFdM5cdSfPbMhHUdm1lj0qXID5KeHh5Z8UB6KnIWHdVrTnqWxqS3/4FmYyhb8CPKn/kxAL/1zmHtjO9y+bFjM/5OjoYctQUR2UPJHv2WTaw35mN3sCM0gNH2BqYs+AyPLFmRp9W1zQA7GlMEHTRNXUSkM+jdh0g3kilYaG1ZSv/kOhImRO+pbZUgK6uw08yeDdddB5a1d4ah62Isi7pf/ZbUEUd22hIqYiFtPKUotVaGeez4/gD8Y+1A/LJB2IlaIu8+kfU6SS/QBk3axfMD6ve3T6ExlD31XUoX/R6AH6Y+SsORX+Oyo8dkDBRaoCxwkVbEQg57/tSYiiF4H72TeqeSyfYqRj36WZ54Y11e1peLwHRcWwMRkc6gHaNIN5LIkLVWtzhdgryQyUweMyzj+ZbFB42jpXNcdhksWABnngk7exjaNpx5JtaCBZjLLuu0py6NuAoGS9FybAtnj6znw0dVEQs5bKhL8v6QEwGIvH131uuoFFnawzRv6PcrvGwM5U98i9LFfwbgm6lLicy5kktnj8x6WknEVaa/SCts22r1BlJQNYamC24jbsU40n6TyvmX88w7m/Kwwtwk/YC6uAKGIlKYFBUQ6SZSfkCmVkrlK+8HYM2AEwhlySqLuI7KU7vCrFlw++1QXw8bN6b/e/vtMGsWlbFQpwT0YmGHMmWoSJHbsxQ5GnKYNaYPAA8EMwGIrHoIUo1Zr6NSZMlVQ9LH259MVBNQ/vg3KFnyNwJj8fXUZ+hz1P/jE0cekPU027IoDevmjkgmsQw/H8HAKdSf8y9ShDjZfpHUPV/ihVVbu3h1uWtM+npNEpGCpGChSDeRytAo2d76Nv0Ta0gah4rJp2e9RkxZZ10rFoMBA9L/3U1lLJTxTfA+PU3YoSIa6rDrieTLnkNOAI6bOACAf77bF69iGHaqkcjqR7NeJ+mrFFna5vkBjYn9KD82AeWPfo2SV/+RDhR6n6Hv3E/zsSNGtHlqedTVzTuRLMKujZsh89YfMYfaU64jwOZC5zHW3vk93ni/potXmLvaeCrjgEIRkXxRsFCkm8jUr7BxyZ0ALDSHcNj4AzKeb1vWXlk7kj8V0VB6s7if1ymNuAoUSrcRce29fiaOHN2HaMhmQ22C9UNOBiC6LPtUZIC4p0wOya427u17+bEJqHjky5S8/i98Y/Hl1GVUzfoUF888oM1TQ46tlhEiOch2Y9WbcAbVx/wEgM/Zt/PkrdewemtDVy2tXYyBWvUvFJECo8iASDeRKVgYWz4PgHf6Hpf1TVVHZrJJxygJu/QuDe/Vpy0XlgW9SkIqPZZuxbKsvVopREMOR45OT0W+b1cp8qNYyfqs14qn1LdQMmtMehkz9tsU+FQ8/CVib9yMbyy+lLqcPkdezKfa6FG4U3lUv7dFctHaoJPdpaZeQvW0zwPwXfNn/v3vG9hYE++axbVT0g9o2J9MZhGRDqZgoUg3kPKDVrMfnO3L6d+0ipRxiE3KXoIcVVZhQQo5Nn1Kw5RFXHKpSLOAkrBD39JIq82/RYpdaxnQx01IT0W++d1KvN6jsfw4kZXzs14n5Qcq+5JW+YHZ9+nHJqDikauIvfkfPGPzhdTnqDrio3x6Tm6BwmjIydpbWEQ+YFkW0TZudifmfovaMWcRsnx+7P2S3/77TnY0JLtohe3TkNiPmxQiIh1M70ZEuoFMWYXJ19OleAvNJA4/cFTG813bwtXmpGBZlkVpxKVfWSQ9AMV1cGxr1910y0r3ciuPuvQti1AeDWmCpnRbrQULjxzTh4hr8151nPeH7ixFvrvNa6mpvLSmfl/Lj42h/NGv7QoUXpn6HL1nXMhlR43Kqf+gZUG5ssFF2qXNftuWRdMp11I/6AjKrSb+r+mH/N9/Hi3ILD5DuhzZZJpYKCLShRQdEOkGMgUL7WXpKchLK+fSqySc8XyVIBcHy7KIhhwqS0L0LYvQvyLKgIoo/cuj9C4NUxJ2FSSUbi/k2Nh7BF5Kwi4zR6WnIt/npUuRw2uexIpXZ71Wk4KFsoeE5+9bP0tjKH/y25S8/i8CY3FV6nIqDzuPK44ZnfOgkrKIfoeLtFfIsdvOxnUjNJ59I42VYxlkbeebO77LD/77XMb3z/nkBYaGpF6bRCT/FCwUKXLGmFZLFuy6DQysf4vAWFgTTs56DZWrikgxaS278NiJ6VLkW98tJdV3IlaQIrLigazX8YPWf39Kz2SMoW5fyo+NoWzBjyh55a8AfM37LNFDz+cLx43NOVDo2hYlYWUViuyLkhxueptoJQ3n/YdEtD8T7XV8ZsP3+MHdrxRkOwqVI4tIIVCwUKTIpXzTernUO+lN8itmDNMOnJjx/LBj79MADRGRfIm0EiycNaYvYcdm7fZG1g89BYDo23e1eS2VIstOTSl/nwIHpc/9ktJFvwfgm6lL8Q+5iKtOGJdzoBCgIqap9SL7KuLaOfV1DiqGUv/hm/GcEmY7b3LS6p/yq4feLsiyX01HFpF8U7BQpMhluvOYevM+AF6KzGR4n5KM50fb6vUiIlJgIq691wTMsojL4aOqALjHOwKA8LpnsOs3Zr2WpiILQBAY6vehh1nJi7+l7PlfAvCD1MfZMfGjfO2k8e0KFMbCGmoisj8sy2q7d2Ezr//B1J3xVwLL4cPO0/R/7Xpuen5tJ6+w/bzAFGRfRRHpOfTORKTItdZvxUrU0n/riwA0jjop47kWEA3p14CIFBfLsloNrhw/cQAAt610SQ6egWWCNrMLA2MKsm+VdK36pEd7k4tKXr6e8md+DMBPUxeyevTFfPu0iXv11MzGtizKVH4sst9yDRYCJEceR/0xPwLg66H/sPypW3jozew3lvKhIeEVZJm0iPQMihKIFLFM/QrdVY/h4rEiGMyESYdmPD/iOu3KfhARKRSt9S2cO65veiryjiZWDzkNgOjS/7Z5rX0aaCHdhucHNLVzoEDstRspf+p7AFyTOpfFwy/hh2dNwrXb99a6PKqhJiIdwXVswu3I0G2a8ikaJ38KgGtC13H7ffezaM32zlrePjFAXVzlyCKSHwoWihSxTP0KE2/MA+ApezqTh1ZmPD+irEIRKVKt9S0sCbvMHdcPgFsbpmHsEKEtb+JueSvrtdS3sGdrb/lx5O27KH/0awD80TudJwZ+kp+fe0irAeys13FttQIR6UCxHAad7K7umB+SGHE0JVaCP7m/5Jd3PMXKzfWdtLp9k/ACvUaJSF4oUiBSxFrtV+gn6f3+kwBsHnw8boa7rJbV+mZbRKQYuBmGM514ULoU+d53moiPPB6A6NI7sl7LGEgou7BHSnoBiXaUoYdXP07lg5/DwnCTdxx39/kM11wwtd1BCsuC8qiGmoh0pGjIaVcbAGyXmlP/TKr3GAZZ2/mN+Tlf/88LbK6Ld94i90Fd3CvIISwi0r0pUiBSxFrrsxVe9yzRoIHNphdDJs3OeK5KkEWk2LWWyXXEqD5URF221id5q2+6Z2v07TvAZA8IadBJz9SerMLQ+peovPeTWMZjnn8Ef6+4nN9eOJWyaPt7DpZHQq0Gu0Vk/7Q3cG+ildSc/W/8aG8m26v4euK3XPWfV/Zp4FFnCYyhoZ2tEkRE9peChSJFrLXMQu+tdAnyY8E0Zo7ul/Hc9jSCFhEpRK1lR4ccm2Mm9Afg39snEkQqceo3EFq3MOu1EilfmRs9TDzlt56h3wp3y1tU3vlRbD/Ok/5kflHyJX770cPoXRpu9/NGXLvdAQ0Ryc2+vL/1ex1AzRk3ENghTnNe4LQd/+TqO17P+fdDV2jUsBMR6WIKFooUqZQf7N2v0ATEVj0EwIqquVTEWi9xsi2r3b2VREQKTdixaS0368SDBgLwyPJqGseeDkBs6e1Zr2WgXeWoUvwacswccqrXUHnHBTjJGhYF4/hO+Gv85qLD6V8ebfdzqvxYpHM5trVPbXZSQ2dSd/wvAPiCexcD187jJw++XTA3kQzt768qIrI/FC0QKVKtlSC7m16lLLmFehOl4sDjMp4b1WATEekGLMsi4u6dRTJlWC/6lUWoi3u8WH4CAJHl90GqMev11ES+54infLwcsnTs+k1U3n4+buNmlgbD+JJ9NT+/6AiG9I7t0/NWRFV+LNLZ9jVzNz7pIzQcdgUAPw/9mXdfX8iNz73bkUvbL+3JhhYR2V+KGIgUqdbeLNjL7gfgyWAyR44bkvFcTV8Uke6itanujm1xwoHpQSe3bBiEXzEMO1lPZNXDWa+V9AIClXn1CLlk6FjxanrdeQGh2nd5N+jPZda3+NFFsxnVr2yfnjPqOnr9FekCEdfZ56B8/exvkRh5PFErxZ/Dv+a2Jxfz+NubO3iF+64uruxCEekaChaK/H/27ju+rrr+4/jrjLuy0733boFCy96rlL0FUVHGDxEVEURFVJaKOJAhQ0XEAYggmwqUstqyoYNuuujezbzzjN8ftw0dSZqkSe7I+/l45FG994xvS+44n/MZOSpZT7DQWDgJgE8ih9Gvc0G9+1mmQaCBCckiIrkm2MD72YRtU5HfXryFqqFnAxCZ92Sjx1IpcscQS7p77v2VilL2zFcJbJrPBr+MS90b+dF5xzCiR0mLzmkaBsUtGIQiIi3T4t7cpkXlKQ/glA+hl7GF+4J388vnZzF/bVXrLrCFUq6nLHgRaReKGIjkoJTrsWsLFWvrMspqlpDyLRg2ocF9ldUgIvnENI16A4YjehTTr1MBCcfjjdCxAASXv4FZ23iGiC7C8pvv+3vOKvRcSid9i+DaD6n0C/h66sdccdZxjOtf3uLzlkYCmCo/Fmk3kYBVb0/bpvBDJVSc+QhesJiDzQX8iEe47j+zWF8Vb9U1tpR6F4pIe1CwUCQH1VeCHFiSLq/7wBvBgcMHNrivpiCLSL6prxTZMAwmjkkPOnlsSZhkz3EYvkt4D4NOkq6niZN5LJ7y8BobWOD7FL/xE8JLXibhB7g8+QPOnjiBY4Z3a/E5i0K2hoqJtDPTNAjtxXdet9NQKk+5Hx+Dr9mvcWL8Za77zyyiycwH6lzPJ5bUjS0RaVv65iKSg1LO7hc6qQUvAzDdGse+fUvr3S9gmWqsLiJ5p74hJwAnbwsWfvT5VtYNOg+AyJzH2S01exfKLsxPTckqLPjgbgpmPYLnG3wv9W3GH30qZ45tuAfwnoRsk8KQyo9FMmFvb5AnB02g9vAfAXBb4BFKNn7Mz56dmxU3lGoSTtZMahaR/KRgoUgO2rVfoZGopmzjBwBU9T0e26z/pa0pyCKSjyzTwK7nRkivskhd6eiT8YPw7Qj2lkUE1n7c6PEULMxPe8oqDM99guLptwNwi3Mx5ePP5euH9m/x+UzDoCQcaPH+IrJ3grZZ72dDc9QedA3xoacTwOHB4F0sXryQe1//rJVW2HKe7xNVdqGItCFFDkRyjOv5u13sBD9/C9t3WOL1ZNiosQ3uG24g+0ZEJNc1VG522r49AXhmXhXxoacBEJ77eKPHcjwfp552D5K79pRVGFz+BsWvXgvAg87prB/5da4+fiiG0bJAgwGUFahPoUimFQT3MrPXMKg66W5SXUbS1ajkweAfePqDJTz9yarWWeBeqE0qu1BE2o6ChSI5JlnPpE5vYboE+Q1vfw4Z2Lne/YKWqYsWEclb4QZ6wh07vBsFQYtVW2N82v2M9LYLn4VUbaPHi2sqcl5pLKvQXj+LkucvxfQdnnEP5+1+V/GzU0ditjBQCFASCRBoYFK3iLSfcMBkL17KAPjBQirPeAQvXM5Ycym/CvyV3726kI8/39o6i2zpunyUXSgibUbfYkRyzK4lyPge4eVTAFja6QhKC+ovedIUZBHJZ3YDPVkjQYvjRqSHU/xrTR+c0gGYyRrCi15s9HgqRc4vtQ0MJTArP6fk6YuwnCjT3NH8o+v1/Oqc/bD3ItBXGLL1mSuSJQzDaJXXo1s2gMpT/4RvmJxrTeWrxivc8PSnrKmItcIqW6426eBlQQ9FEck/ChaK5JhdJyHb62ZSkNpClR+hdNhR9e5jkG6yLiKSzxp6n9teivzagg1Uj7wA2DbopBGu59ebyS25J55y6x1IYMQ2U/LUhQRim5jn9ef2kp9yxwXjiQRbHlgI2xZFGmgiklUKWil4n+x/NDVH3QTAzwL/Ykh8Dtc/OTujE5J9H6K6uSUibUDRA5Ec4nn+bhc89pJXAXjb25eDh3avd7+grRJkEcl/DWWP7Ne3jN5lEaJJl9eCx+MbJsHV72JtXdro8eKOLsDyQW19vQpTUUqe/iqhyqWs8rvww9DPuP3Lh1EaaflAkqBlUhJRoFAk29iWSbCV2gJED/gm8WFnYOPyYOgeKjeu4pbn5zU6PKmtRZVdKCJtQMFCkRyyWwkywLZ+he/bBzK8R3G9+6kcSkQ6goBl1ttnzjQMTtmnBwBPLvJI9j8WgPDcfzd6PJUi5754ysXZ9SLa9yiedBXh9Z9Q4RfyXeNGfn7RcXQvCbf4PLZpUBoJtHggioi0rb3JGN6JYVA14S6cTsPoylbuC97DtEVr+evUZa1z/BZQdqGItAUFC0VyyK4lyGb1Wkor5+P5BsmBx9d7kawSZBHpSMKB+t/vTtknXYr84fItrBl4LgCRuU+A13D5mO9DQtmFOa2+5v+Fb99KwZL/kfBtvu39kKsvPI3+nQtbfA7LNCgvCCqDXySLhQPWXg0t2pEfLKTijIfxgkUcZC7gR/a/eWjaMl5fsKFVjt8SUU1GFpFWpgiCSA5JuTt/CQgtew2AGf4Q9h02uN59QgFLmQ4i0mE0lEndqyzCQQM74QP/2joKL9IZq3YdoaWTGz1ePKm+hbkq6Xi73WQLz3yEoo8fAOBH7pVccN75jOpV0uJzKFAokjsKWiu7EHA7DaXqpHsA+D97Eqea73HLC3NZtL661c7RHJqMLCKtTcFCkRzh+z7OLhc93qJ0CfKb3v4cNLBTvfs1lGUjIpKPGipFBjh7/94APPvpJmpHXQhAZPY/Gj1ewnGVrZGjdh06EFz2OsWv/wSA36fO58DTruDggZ1bfPztgcL6pnCLSPaJBCxa89WaGHoqteO/A8DvQ3+mj7OCHz41m621yVY8S9PVKrtQRFqRoggiOSLl+uz08Z+KUbhqGgArux5FST1N2Q0DQrb6FYpIx9LQTZKjhnahU2GQzbVJ3iw6FYDg8jewKpY3eCwfSGgqcs5Jud5O/93sjfMofP5yTFyeco8icvyPOGFU/UPBmsI2DTopUCiSU0zTaPXvxTVH3ECy7+GE/Th/Dd9NdeUWfvLMp7vd4G8Pvg8x9S4UkVaiYKFIjti1lCq46h0CXpw1fid6Dhtf7z4abCIiHVFD7322ZXL6funehf9cZJLofywGPpHZ/2z0eDGVduWcaOKL/2ZmzXrCT36ZoFvLu+4oPjvoF5w7vm+Ljx20TJUei+SoVht0sp1pU3Hqn3CLetLfX82doT/zyYqt3Dl5Ueuep4lqE8qGF5HWoWChSI7YNVhoL34FgNfd/TlsSJd69wkrq1BEOqCAZTaY8XXW2N4YwAfLtrBy8LZS5LmPg5No8HhJ18PbdaKuZC3X84lvH0yTqiXwny9TGF/HEq8nL426g0uOGtbiY4dti7KCgAKFIjkqaJvYrfz69Qu6UnnaQ/hmgAnGB3zTepH/frKaF2atadXzNIXn+8qGF5FWoWChSI5I7hgs9H2sxemm/B8FD2Zot6LdtjcNg6CmIItIB9XYoJODB6V7vP5rywjcol6Ysc2EP3ux0ePFNRU5Z9T1KvRczKevoKxiLpv9Yh7qdwdXnXxgi4d+FYVsSgsCGhomkuMKgnarHzPVazzVx/4CgB8FnuBQcy6/eXkh89dWtfq59qQm4ex5IxGRPVAkQSQHOK7HjhUF1uYFFMTWEPcDWIOPqvfCpdXLLEREcki4kZslZ41NDzp5bvYGasZ8BYDI7L83ejyVIucGz/Pr/lv5r/6UrqtfI+EH+EPnW7jqnBNb1GPQMKCsIEBhqPUDDCLS/sIBk7aI+cf2/TqxUV/CxONP4T9S5m7mR/9t/4EnrucTV+9CEdlLChaK5ICUu3P5W2hpOqtwujeGA4f2rnefxi6URUTynW2ZBKz63wePHNqFzoVBtkZTTAmfhG9YBFe/j7VpfoPHc7zdJ9JL9omlXHzAee9P9Jj3MAB3Fn2fS798QYuy7UO2SZfCkIaFieQRwzCItEVfb8Og6vg7SHUZRYlXyZ8L7mdTVZSfPTcHx2vfz4+obnCJyF5SNEEkByR3vUBdlO5X+Ia/PwcO7LTb9rZpYDdwkSwi0lE0NBXZtkzOHNsLgEfmJEgMnghAwax/NHo8TZnMbr7vU5t0cBa8TI93bgbgT4GvcvZXv9vsrEDDgJJwgDINMhHJS21RigxAoIDK0x/CCxYx1pvLj4JP8eHyrTz45tK2OV8DUq63W79zEZHmUDRBJAfs+GFvxCsp3DADgI3dj6SongsgTUEWEWl8yNM5B/TBMg1mr6pkYd/z09vPewIj0XB/qXhKF17ZLJ7ycFbPovx/V2Lh8ZxxHAd99TbKC4PNOk44YNGlMKR2HiJ5zDINQm1UheOWD6bqxDsBuMJ8jmPNGfzzvc+ZMn99m5yvITtOhRcRaS4FC0WynOf5uDtM4QyumIqJy2deb4YOH13vPgoWioiA2cjFYNfiECeM7AbAn1b2xek0DDNVm56M3ID0lEldfGWVWAzWr4dYjOqNnxN+8iIK/BjvMYZuF95Hr/KCJh8qaJl0KgxSGtG0Y5GOoM2yC4HE8DOJjr0UgPsiD9Kbjdz24nyWbqxps3PuKu64O11DiIg0h4KFIllu1xJka+kUAN7y9uXwwZ132z5gmS1q4C4iko8au3lywYF9AZg8fwMbRl8CQGTGQ+A1HBBUdmGWmDYNzjkHioqgRw/8oiKKJoyj07J1LPZ7Ez3zbwzquXubjvqEbJPygiDlhcEG+1yKSP4J2iZ2G35nrj7qZlLdx1LgVvNI8f04qQQ//O9sauLtN624bjq8iEgz6RuRSJbbqd+I72MtfR2A2eHxDOxSuNv2DfXoEhHpiEJ2w1MvR/cqZXSvElKuzz9rD8ELl2NXriC09JUGj5dIufi+MjUy6oEH4Kij4IUXYNvQAMPzKFhQgf+3KPHa0xg9uF+jhzAMKAhadC4MUlYQbNHwExHJfW2ZXYgdouK0v+CFShmaWshtBU+wckuMm1+Yi9dOnyOxpD6zRKRl9M1IJMvtOAnZ2ryQgvg6Yn6Q0OAjMXa5AjZovEeXiEhHYxhGk7IL/zNrMzVjvgpAwSd/aXB7H0g4yi7MmGnT4NvfBt8HZ5eMGS/9OTj6zt8ReO+d3XY1jHSmaWkkQNeiEMXhgIaBiXRw4UDDN5Rag1faj6qJ9wBwofcSp9kfMvWzTfxt+vK2O+kOfDScS0RaRt+QRLKY7/s4O2QWBpenswrf90Zy0NBeu20ftE31WRIR2UWkkWDhcSO60aUoyObaJC8XnIZv2gRXvYO94dMG94kldeGVMXfeCdYebopZFgX33YthpDNLi0I2nQqDdCsOUxoJEA5Yu91sE5GOyTCMRj8jWkNi8ERqx38bgDtDf6G/sY6/vL2Ud5dsbtPzbhfVZ5aItICChSJZLOX67Fg44H/2GgDT2I/xA8p3216DTUREdhewGu5LFbBMzj2gDwB/nZUkPvR0oPHswqTrqWl8JsRi8Nxzu2cU7sJwHEIvPk8326esIEhhyFYvQhFpUJuWIm9Tc/gNJHsfTNCt4bHS+wmS5Kbn57KuMt7m53Y9n7iyC0WkmVr0zen+++9n4MCBhMNhxo0bx9SpUxvd/tFHH2W//fajoKCAnj17cskll7B5c/vcSRHJZY63Q6lbqpbCdR8AsLH7kbt9sTGgwamfIiIdXSTY8M2Ucw/oQzhgsnB9NR/0uACA8MJnMGs3NLiPLrzax/YM+4TjEtu0ta5H4Z4YngdVVW28OhHJB5ZptH0bHytA5Sl/wot0pnd8MX8oeZzKWIqfPPPpzv3J24gy4kWkuZodWXjiiSe45ppruPHGG5kxYwZHHnkkJ598MitWrKh3+2nTpnHxxRdz2WWXMXfuXJ588kk+/PBDLr/88r1evEi+SzlfZK4EV76D7adY6XVl4PD9dts2ZKusSkSkIWHboqF3yNKCAGeO7Q3AvQtKSfYcj+Emicx8uMHjqQdU6/I8n4TjEk06VMVTbKlNsrE6wYbqBJtrk1REU1QFI/hmE7+6miaUlLTtokUkbzR2Q6m1eMU9qTzlAXwMTkm+wpfD7zB3TRX3TPmszc+ddL2dWhuJiOxJs4OFd955J5dddhmXX345I0eO5K677qJv37488MAD9W7/3nvvMWDAAK6++moGDhzIEUccwTe/+U0++uijBs+RSCSoqqra6UekI0ru8KG+fQryW96+HDq4y27bhoPKKhQRaYhpGoQaadVw0UH9sEyDjz7fyqJBXwegYObDGMmaerd3Pb9dskHyleN6RJMOldEUm2oSbKxJUBFNUR13iCVdUq63+7TQSITKE07C39PHnW3D2WdDJNJm6xeR/BK0zXZpV5DsfzS1h1wHwG3WXxlirOI/H61i8rz1bX7uqG5yiUgzNOsdMZlM8vHHHzNhwoSdHp8wYQLvvLP71DmAww47jFWrVjFp0iR832f9+vU89dRTnHrqqQ2e5/bbb6e0tLTup2/fvs1ZpkhecD1/pwslY8kUAD6NHEj/zgU7bZtu4q5+hSIijWmsiX2P0jAnje4OwJ0rh+KUD8ZMVBKZ/c8G91F2YdP5frpnVmUsxcZt2YLVcYe44za5/+Om6jif9d2KsacYrevC97+/94sWkQ6loB2yCwFqD7mWRL8jsd0Yj5feT4Q4v5o0n+Wbatv0vPGki6d+uyLSRM0KFm7atAnXdenevftOj3fv3p1169bVu89hhx3Go48+ygUXXEAwGKRHjx6UlZVx7733NnieG264gcrKyrqflStXNmeZInlhx4wVq2I5xbWfk/It7MHH7FZurMEmIiJ7FrQbHnQC8LVD+gPwxqItrBx5BQAFHz8ITqLe7eMpF3/X7DfZScJxqYymA4SVsRTxlLt7xmATVMZSfPz3H3Jgn3m4pxakh3/ZuwwlsO303bP774fDD2+V9YtIxxEOWJjt0dLHtKg6+X7cwu50jS/nvrLHiSZdbnj60zbtLegDcUc3uUSkaVqUa71roML3/QZ7pc2bN4+rr76an//853z88ce8/PLLLFu2jCuvvLLB44dCIUpKSnb6EelodgwWBpanS5A/8oZzwLDdM23bvCmziEieaGzq5aCuRRw5tAs+cM+mA3CLemLVriMy/8l6t/d9SDgqRd6V6/nUJBw2VqdLi+OOy96EVGsTDs//4w9cnHwCgFXf+z2pN9+CM89M9yaE9J9nnglTp0Ij3zFFRBrTXtmFXmE3Kk95EN8wOS4+ma8XvMPSTbX8+uUFbXoTKqpBJyLSRM0KFnbp0gXLsnbLItywYcNu2Ybb3X777Rx++OFcf/317Lvvvpx00kncf//9PPzww6xdu7blKxfJcyn3iy8K7qLXAJjOfozvX77TdpZpENQUZBGRJgkHTBpLHLn40HR24fNzNrF21GUAFHx4H3j1X2BpKvIXHNejMpZic02C2oTTogzCXSUcl4cfe4zv1twNwOrRV1B06CUEjz4KnnoKampg3br0n089pYxCEdkrBcGGh2G1tlTfw6g95AcA/Mx4mKHmGl6es45nZ65ps3O624ZJiYjsSbMiDMFgkHHjxjF58uSdHp88eTKHHXZYvftEo1HMXSbXWVb6jo1Kd0Tq5/v+FxPLnARFa9I9QTf1OHK3kmOVIIuINJ1hGI32Lty3TxkHDeyE6/nctfUwvHA5dsVSQotfqnf7hOM1uedevkq5HhXRJJtrk+nS7FY6ruN63P3kq1y75RZChsOGPhOwJ9xCYWiH7NBIBLp31zATEWkVhmG0y2Tk7WoPvoZE3yOw3SiPlT1IiCS/f3Uh89e23YDPtix1FpH80ex0pGuvvZaHHnqIhx9+mPnz5/P973+fFStW1JUV33DDDVx88cV1259++uk8/fTTPPDAAyxdupTp06dz9dVXc9BBB9GrV6/W+5uI5JGU69ddbAXWfEDQi7HBL6PX8AN32zasrEIRkWZprBQZ4IojBwHwzJxK1o1If6cpfP/udN1xPTpqdqHjelRGU2ypTbZ6Obbn+/z+uQ+4avUNdDJqqCgfg3/2nzBNi5A+90SkDe3pM6JVbe9fWNCFrtHFPNDlSVKuz0+e+ZSqWKpNTqmbXCLSFM3+tnXBBRdw1113ceuttzJ27FjefvttJk2aRP/+6bKdtWvXsmLFirrtv/GNb3DnnXfyxz/+kTFjxnD++eczfPhwnn766db7W4jkGcf74qLL3DYF+W1vXw4b0mWn7QKWiW3poklEpDks02i01+s+fUo5dHBnXN/nrqpj8QKFBDbOIbTkf/Vu39GmInueT3U8HSRsi2b5vu9z58tzOXfJTxhsriUa7kHq/McgUJAuEWyPAQQi0mHt6TOitXlF3ak6+X58DI6reYmvFX/Emoo4t744r1XaOdSno31uiUjzGX4O1AJXVVVRWlpKZWWlhp1Ih1C5rSE8QOgvR1BW/Rk3B6/lW9/50U7bFYft9r37KSKSJ5KOx9ZossHn566p5NJHPsI0YNr46fT69D5SXUax5WtTwNj9Jk15QbBD9I+Np1yq4qmGkixbxQNvLGbEhzdyof0mKauAqotexOk6GgPoUhTCbGSitYhIa0i5HltqG/6MaAuF02+n6P27cOxCJsZ+yWK3G985bghfO6R/q5/LNAy6Foda/bgikv2aGl/L/2+1Ijkoua1foVm9lrLqz/B8AwYdu9t2moIsItIyQdsk0Ehm9uhepRwxpAueD7+tPgEvWExg0zxCn71Y7/b5nqXhuB5ba5NUxto2UPjI9OUUfnA3F9pv4mFSc/qfcLqOBiActBQoFJF2EbBMgu1cvVN76PUkex+M7dTyePmDBEnxwJtL+HRVZaufy/P9DttCQ0SaRsFCkSzjen5dyUHw8zcAmOUPZuzwwTttF7JNXTSJiOyFgj00sf+/owYC8OyCGCuHfQOAond/V+9k5ETKzdvBbbUJhy21ybobWW3ln+99ztqpf+f6wH8AqDnulyQHTah7vkADvUSkHRWE2vk9x7SpPOVBvHAnutYs4P5uz+J6Pj99dg6VbdC/UINORKQxChaKZJnUDhdjqYXpyePT2I/9+5XttJ2mIIuI7J1wwMJu5KbLiB4lTBjVHR/42fqj8EKl2JsXEl703G7b+kA81bbBtPbmej5bapPUJJxWm3DckH9/sIKP33yO3wT+BEDt+G8TG3tp3fMhWz16RaR9hezGPyPaglfci8qJ9wBwQtUzXFQyi3VVcX7x0rxWvyGVdDXoREQapm9dIlmmLljoORSungbApm5H7BQcNEDTIEVEWkFhqPG+r986ZjABy+DtlSnmD/x6ep93fwees9u2+VSKHEu6bK5J7HQDq6089fEqXpryOn8K/IGg4RIfdgY1R/50p23Un1dEMmFPnxFtITnoRGrHXQXALf4DDLA28faiTTzx4cpWP1c+fW6JSOtStEEky6Tc9B2+wLoZRJwqKvxCuo08dKdtQgFNgxQRaQ3hgIXVSOZIr7IIXxrfF4AfrjwUN1yOvXUJkTmP77ZtyvVw2iG41pZ836cymkoPMWmH8z03czV/f+U9/hb8DSVGlGSvg6mceO9OQ2QCltkhhseISPbZ02dEW6k54gaSPQ4gkKri353+jI3Dva8vZv7aqlY9j0qRRaQh+uYlkmXqLjQXTwFgmrcPhwzpvtM24YBeuiIiraVoD5kj3zhsACVhm7mbfd7vmy6NLXz3NxjJ2t22jeZwlkbK9dhcmyTutM/f4aXZa7ln0gweDv6W3sZmnPIhVJz5d7DDO223p96SIiJtqTATmc1WkMpT/4QXKqVH9Rzu7fYCjudz4zNzqInvntneUhp0IiINUcRBJIukXK8uk8Nf/BoAn0bG06e8oG4b0zAIaQqyiEir2VPmSEkkwKVHpIedfG/xOJIl/bFqN1Dw8QO7bRvP0UEn0aTD1tpku/WvemXuOm5/6VP+GLiHMeZy3EhnKs5+FD9SvtN2pmGoR6+IZFQ4YGJmoKLHK+1H1YS7ADi56knOLZrD6ooYv5w0v1U/ZxQsFJH6KFgokkW294YyYpspr5gDgDvwuJ22UVahiEjr21N24Xnj+jCgcwEbY/DvknR2YcFH92HWrN9pO9+HhJM7pcjby46r420/xGS7l2av5abn5nCb9VeOsWbh2xEqzvoXbtmA3bYtbO9ppCIiuzAMI2MZzomhpxAdexkAt5v308fcwusLNvD0J6tb7xyOBp2IyO4UdRDJItv7FQaXv4WJz3yvH2NGjNhpm4gyLEREWl04YBFoZNpuwDK5/qThANy8ZAhVncdipqIUvvub3baN5kgPqO3Tjtur7Bjg2Rmrue3FeVxn/4cL7TfxDZPKUx7A6XnAbtsahj7zRCQ7FAQtMtUuvPqom0h125dgsoInujyEhctdr33GovXVrXYODToRkV0pWCiSRbZnFiYXvgrANPZj/35ldc/bpoHdyMWsiIi03J6yC8cP6MSJo7rj+Qa3Ji8CIDLnMeyNc3faLhcGnSQcl821CZx2zCZ58qOV3P6/BVxi/Y/v2M8BUH3Cb0kMObne7QuCtoZ5iUhWSGcXZmgqux2i8tQ/4wWL6F01kzu7TSLpevzkmU+pTbRO/0INOhGRXSnqIJIlPM9PlwD4HoUr3wJgfbcjdurVFFGTdxGRNhO0TcJ76An7veOHUhC0eGpjH5Z0PQHD9yh+/YZ0/fEOsnnQSW3CoSKa2nXJberR9z/nd68u4kxzGj8P/BOA6iN+Qmyfr9a7vQEUKKtQRLJIQcAiU7cv3PKBVJ3wOwDOqPo3pxctYOWWGHe8vKBV+hd6vk+iHbPMRST7KVgokiVSXjoLxd44j8LUFmr9EJ1GHLXTNnu6iBURkb1TFLYbvRjsWhziiqMGAXDFhrPx7AjB1e8Tnv/UTttl46CT7f0Ja1opE6WpHnlnOfdMWcwx5kzuDP4JgNoDriB64NUN7hMOWpiNDJ0REWlvpmlk9MZ9YsTZRPf5GgY+v7Puo4dRwStz1/PCrLWtcvx4Mrsz4kWkfSlYKJIltvcrZNsU5He80Rw8tEfd8yHb1IWTiEgbs0yDgj2UI39pfF/G9C5hSaKcf0e+DEDR2zdjxCvrtvF9iKey58IrE/0Jfd/nvjcW88CbSzjAWMRfwndj4RIbcS41R99CYw3AlFUoItmoMNj4DaW2Vn3MbaS6jCSU2MwTXR/GxON3ry5kyYaavT52wnHxNOhERLZRsFAkS6S2Tc90F00GYHZ4PH3KC+qeD+vCSUSkXRQGLaxGbs5YpsHPTh1F0DK5aeMxVBQMwIpuomiXYSfZ0jA+6Xjt3p/Q8Tx+OWk+/3j3c4YbK3i08E4CXoLEgOOpOuluMBr+ChqyTfXnFZGslOnsQgIRKk/7C74doX/VR9zR9RUSjsdPn51DfC8/c3xo1xtKIpLd9E1MJEukPA8jUU3nLTPS/3/gcXXPGUb64klERNqeYRgUhxvPLhzQpZArjh5ECpvrar8CQGTmw9jrZtZtk3K9usFVmRJLulREk+3anzDhuPzk6Tm8MGstQ8zVPFP0GyJOFcme46g4/S9gBRrdv3APmZ0iIpmU6exCt9NQqk5I35w6r+ZRTixYxNJNtdwz5bO9PrYGnYjIdoo+iGQBx/XwfQismIqFy1KvByNH7Vv3fDhgaSKkiEg7CtnWHjO6LzqoH2N6lzAlMZq3Q0dj+B4lr3wPnETdNtEMXnhVx1NUxVO0Z1FZTdzhmn/P5K1FGxlibeCF4t9QkNpCqtu+VJz9OAQKG90/aJkElFUoIlks49mFQHzUl4iNvhDD97g3eB+dqeS/n6zmzYUb9uq4jufjZPgml4hkB30bE8kC20vDEgteBWAaY9m/X1nd8xpsIiLS/krCNmYjN2os0+Dm00dTELT4XuWXqbXLCGxeQOH7d9Vtk0i1fw8oz/PZWpts90Dlhuo433r0Yz5ZUcGQ4BZeKP0NkcRGUp1HsPXcJ/DDpXs8RkFIn3cikv0ynV0IUHXcr3A6DSMc38i/uz6CgccvX5rP+qr4Xh03W1poiEhmKVgokgWSrge+T2TFmwCs63o4oW0BQss0CKoEWUSk3RmGQWmk8ZLZvp0K+PHJI9hKCT+MXgxA4Yf3YG+YA6R7QLXnhZfjemyJJtOfK+1o0fpqLn3kIxatr2F4pIoXSu4gEl2DUz6EivOexI902uMxbNOo++wTEclm2ZBdSKCQitP+jG9HGFr9Pj8vn0xV3OHnz83F3YubVAoWiggoWCiSFVKOh7V1MaWJtST8ACUjjql7LqLBJiIiGRO0zT320DtpdA/O2K8XL3mH8BqHYHgOJa9cXVeO3F4ZfvGUy5ba5F5dJLbEtMWbuOIfH7OxOsGB5VGeK/4NkZqVOKUD2HreU3iF3Zp0HPUqFJFcUhi0Gxvq3i7cLiOpOvaXAHwj/i+OCH7GzJUV/G36shYf0/fZ62EpIpL7FCwUyTDf99MXdotfA+ADbzgHDutT97ymIIuIZFZRyCa4hz56100YxuCuhfw4/nUqjRICG+dSNO0XAHi+3+YXXtXxFJWx9u1PCPCfD1dy/ZOziKVcTu6T5LHArYSrluKW9GXr+U/hFfds0nEs09DnnYjkFNM0KAhm/iZHfMxFxEacg+G7/ClyP2VU89dpy5i5sqLFx0yk1LdQpKNTsFAkw1Kujw+kFk4GYFZ4PH3KC4B0o3fLzHRHFBERKY0EGn0/DgcsfnPeviQjnbkm8U0ACj/5M8Gl6ff2tpow6Xo+WzLQnzDpeNzxvwX8fvIiPB8uG+lxb/wnBKpW4JQOYMuXnsEr6dvk4xUpq1BEclBh0Mp4diGGQfUJv8UpG0RhYj3/7Pw3PN/npufmUhVLteiQCaf9++2KSHZRsFAkwxzPg1SMzps+BCA54Li65zLeC0VERIB0BklZJNDoRWGf8gJuP3sf3uYAHnYmAlD6yvcwa9aRdD1SrdxHMOG4bK5NtPpx92T7IJOnZ6zGAH52sMlPNlyHXbMGp9NQtn7p2WYFCk1DWYUikpsMw6AwC7IL/WARlaf9Bd8KsU/te1xXNJl1VXF+NWk+vt/8oJ8PxB2VIot0ZAoWimRYyvEJrHqXoJ9kjd+JwaPGAWAAIQ02ERHJGrZlUhYJNjoBc/yATlx34jB+7XyZuV5/zNhmSl+6AtzWy/7zfZ/qeIqKaIoWXAPulRkrtvL1hz9kzuoqisM2f51gccmib2PVrk9PPT7/6SaXHm+nrEIRyWUFQQsz4+mF4HQbQ/UxtwLwbfdfjLOW8MbCjTw3c02LjhdXKbJIh6ZIhEiGJV2P+PxXAZjmj2X//uUAhAIWRhZ88RARkS8EbZPSgkCjAcNzx/Xhy4cN4Tupq6nyIwRXv0/xGz8lkdr7si7H9TJSduz5Po++/znffmwGW2qTDOlaxNMTohzz7iWYsc2kuu3D1i893eRhJtulswr1dVREcpdhGFlz0yO279eJDzsD03d4uOh+SqjhzsmLWLqxptnHSrkeTjtnrotI9tC3M5EM8jwfz/cJff4GAKu7HEbITpdiaQqyiEh2CtkWZQXBRkuSv3X0YMaOHc/3Ut/B8w0KZv+d8Ox/EN0+6CQWg/Xr0382ge/71CYcttQmcdq5j9TmmgTX/Hsm90xZjOv5TBjVnccPXsaQ1y7HTEVJ9DuSrec/gx/p3OxjF4Z0Y0xEcl8kaGVHn3HDoOrE3+OU9qc0sZaHSh8h4bj87Nm5JFpQVhzTVGSRDkvBQpEMSroeZuUKOseW4/gmhSOOB9JTIYMqQRYRyVpB26RTQbDBi0PDMLj+pOFYw0/id86XACiacgPeE3fjn3MOFBVBjx7pP885B6ZPb/BcSSedTViTcNp92vG0xZv4ykPv8/6yLYRskxsmDuf3PafQ9bXvYXgOsRHnUHH2Y/ih4mYf2zQM3RgTkbyRLdmFfqiEylP/jG8GOCjxDt+KTGHxxhrunbK42cdSKbJIx6VohEgGOZ4Pi6cA8Ik/lHHDBwDKKhQRyQW2lQ4YNtRf1jINbjlzNMtGXMFz7mGYH0Qp/voP4Pnnwdt2AeZ58MILcOSR8OCDO+3vej6V0RRbo+2fTVgVS/GLl+Zx3X9msTWaYmi3Iv5x8b5cvP52iqf/CoDacVdRdfJ9YAVbdA5lFYpIPgkHLIJWdlxeOz3GUn3UzwH4gfFPxhhLefLjVby9aGOzjuP5fosyEkUk92XHu5lIB5VyPBIL0v0KZ4fG0ae8AEBTIUVEcoRpGpQVBCltYFKybZr8/IzRrLbOxp8UxwAMd5cLL8cB34erroLp03E9n6p4is01iYxMo3xz4QYu/PN7vDBrLQZw4YF9eeS83hww5SIi85/CNyyqjrudmqNvAqNlXyWVVSgi+agonB3ZhQCx/f+P+OCTsbwUfy9+gCKi3PbSPDZUx5t1HGUXinRMChaKZFAqlaDLxvcAiPY7FkhPQM6KniciItJk4YBF16IQhSF7t6ChaRhc+vFLeFbjwTHfskj99vdsqkkQS7rtXnK8amuU65+axY/++ymba5P071TAg18bxw9HVdDjiVMIrJ+JFy5n67lPEBt76V6dqyhkK6tQRPJOwDKz56a/YVB10l24JX3pnFzNfcWPUBVLcfPz8/D8pn/CJFIufjO2F5H8oGChSIY4roe1+kPCXpTNfjH9xxwKKKtQRCRXbZ+I2bUoRGkkQNi20oHDWIzQpBexds0o3HV/x8F+4bkmDz1pLTUJhz++vpgL//weby/ahGUYfOOwAfzz0nEcvuZvlP/nLKza9Tidh7PlopdJ9Ttyr85nmQaRoD7rRCQ/FYVssuVWiB8uo/KUB/FNm6NT0/h68A0+/nwrj763ounHABKOsgtFOprsyZMW6WAczyc671U6A9P9/di/fycMgwZ7X4mISG4wDINwwNp28yeAV1OB4TXtQsvwPMzqKrxIpG0XCUSTDv/9eDWPvv85W6MpAA4e2IlrThjKkIIoJc9/hdCKtwGIjTiX6hN+gx8s2uvzZssQABGRtmCZBoUhm5qEk+mlAJDqNZ6aI26k+O1b+Jn9Dz5IDebBtwzGDyhnZM+SJh0jnnKV0CDSwejbmkiGJF2P4PLXAVjZ+TAOti0iATV7FxHJN2ZZKZjmF0NNGuGbJl5x0y7eWqoimuTZmWt4/P0VVMTSQcK+nSJcc/wwDh/ciciC/1L85s8w41vx7QhVx/+a+KgLqLcpYzPZpqELThHJewVBi2jSbVa5b1uKjruS4MrphJa9xsOF93F8za3c9Nxc/n7pQU3K9E44Hp7nY6pVkkiHoRQmkQxxK9fRvXYhAOHhJwCagiwikpciETjzTLAbv0frmQZvjTiUp+ZtJpps3YwU3/eZvaqCW16Yy+n3TueBN5dQEUvRpzzCz08bxb+vOISjeiQof+5rlL78Hcz4VlLd9mHzV14lPvrCVgkUQnY1/xcRaSuGYVCcTe93hknlxHtwi3rS01nF7yKP8PmWWu6e8lmTD5GJgVsikjlZ9A4m0nH4vk9q0WsAzPYGsv/IYQQsE9tS/F5EJC9dey08+2yjm5ieT5+D1nPLq29y3xt9OHFUdyaM6s5+fcsItODzIel4zF1TydTPNjFl/gbWVX0xAXNEj2IuOLAvE0Z3x3ZjFL73ewo/ug/DieFbQWoO/QHRcVeBFWj2eRsStExCtm6KiUjHEA5YxFNu1vT78yOdqTz1T5T/52xO8d/mfGsET844hkMHd+boYV33uH885VEQbIeFikhWULBQJANSrk903isAzAyO56TyiLIKRUTy2RFHwP33w1VXgWWB80XmoG/b4Dj4Z3ViSP8NvMwN/DF1Bn+eeRrPzVxDQdBi/35ljOhRwtBuRfQoDdO5KEhBID152fN9KqIptkaTrNwSY8nGGhatr2b2qsqdLlILghbHDO/KuQf0YXSvEgwvRWTuYxS++zusmrUAJHsfTNUJv8PtPKzV/wmUVSgiHU1RyCbpJNt9un1DUr0PpuawH1I8/XZ+Gfw7M+ND+OVLAUb3KqFLUajxfV0Px/WU3CDSQRh+DsxBr6qqorS0lMrKSkpK2raPj0h7iMYTeL8ZQpFXxZ8G/5GzzzyfrsUh9SsUEcl306fDH/4AzzyT7mFomnhnnkXFld/GHT2Akle+VzdUZGOgF/c6Z/NY7GCcFt7fLS8IcOCAThw3ohuHDu5MOGBhJGsIz3mcwo/ux6pZA4Bb0pfqo24iMfS0Vis53lHYtigtaL0sRRGRXFGTcKjNkmEnAPgeZU9fSOjzt1hu9uXk6C3sO7AXd104FnMP7/+FIVtDqkRyXFPjawoWimRA1eL3KPnXSVT5Eaae9T5HjOhFaUQXUSIiHUYsBlVVUFICkQhba5MkXQ98n9DCZyl+6yas2vXpTQv78HG3c3jJOJqZW4Nsqk6ypTaJu8NXuIKgRVlBgJ6lEQZ1KWRQ10LG9i1jYJfC9I0ozyWw5kMic/9NaNFzmKkoAG5hd6LjryK63zfADrfJX9UAOheFsNQYX0Q6IN/32VybxPWy57LbrN1Ap38dj1W7gae8Y/hB8gquOWEoXz6oX6P7WaaxxwxEEcluTY2v6baASAZsmTWJEuA99mG/AV1Vgiwi0tFEIumfbYrCNltqk2AYJEacTXLQBCKz/kbhR/cTqV3FEcvu4XDjPpJ9DiU5+hgSvQ8hVj4ML1CEaRgE7V3KwtwU9pZFBObMILD6fULLpmDGNtc97XQaSnT//yM2+oI2CxJuVxCyFSgUkQ5r+7CTimgq00up4xV2o/LkByj/7/mcZ77JNHMU971hMH5AOUO7FTe4n+v5pFyvRX10RSS3KFgo0s48z8da+joAqzsfzriAtftFnoiIdCgByyRsW3XTJv1gIdEDv0N07CVE5v+X8Nx/E1z7MaGV0witnMb2Szm3sAdepBN+qBR8F8NNYtaux6xZh7FLlywvVEpi8ERi+3yFVK+D2qTceFemYVAY1A0xEenYQrZFOOART2XPROFUvyOoPeQ6it79Lb8OPczs+CB+/mwBf7vkQMKNJDLEUq6ChSIdgIKFIu0sVbuFXrVzAQiNPJGILqJERAQoDH0RLKwTKCS278XE9r0Ya+tSgsvfIPT5m9jrZ2PVrqv7qY8XLCLVfSxOj/1JDDg2HSBsxenGTVEcttWPV0QEKA7ZJByXbGoCVnvw9wmueofwyuk8GLqX0zfdwn1vLOa6CcMb3CeR8qBtE9JFJAsoWCjSzirnTqYbHou83owdPYawrWChiIiAbZlEghaxZP2ZJ275IGLlg4jtfxkARmwrVuXnmPEKjEQlmDa+FcCLdMEr6YNX0LVdsgcbErDMRrNTREQ6EtM0KAkHqIxlTzkypkXlyQ/Q+Z/HMiz2OT+3/8mNH13GIYM6c/iQLvXu4vk+CcclpGsYkbymYKFIO6v49H90Az6NHMgJZQWY6uMkIiLbFAVt4qmmZZ74kXKcSHnbL6qFSsL6mikisqNwwCKR8nbPIs8gr6g7lSffT9nTF/IVewrveyO47cUAj/3fIXQqDNa7TzzlKVgokufUbECkPfk+XddNBSDe71iVIIuIyE5M06AolPtBtoKgha2eViIiuykO25hZ1p4hOeAYag++BoA7gn+lU2w5v3hpHn4Dd67S5dRZVE8tIq1O3+JE2lF89RzK3c3E/CB9Dzheg01ERGQ3kYCV09ODTSM/Ap4iIm3BNA1KItn3Hll76PUk+h5BhDh/Ct7FjMWr+e8nq+vd1vch4XjtvEIRaU+KVIi0o9UfPQ/Ax8ZoDhjYI8OrERGRbGQYBsU5XMJbEtFQExGRxoRsK/sqjEyLqlMewC3szhBjNb8M/JV7pixi6caaejdPpBQsFMlnChaKtKfFUwBY2/VwCoK5eyEoIiJtK2RbOTkAKxyw1MdKRKQJikN21mWRe4XdqDz1z/iGxdnWdM71X+Nnz80lWU8WoUqRRfKbgoUi7SVRQ7+aWQAUj56owSYiItKo4rCdyWHGzWYahoaaiIg0kWEYlEUCZNvbfKrPIdQc+VMAbg78nfDG2Tzw5pLdtvNRKbJIPlOwUKSdrJ89mQAOK/xuHDjuwEwvR0REspxpGpSEA5leRpOp/FhEpHlsy6Q4C9/no+O+RXzwRII4PBC4mxc/mMcHy7bstl0smT1TnUWkdSlYKNJONs2cBMCCgvF0Lg5neDUiIpIL0mW92f91rSCo8mMRkZaIBC3CgSx7/zQMqk66B6e0H33Njfw+8CC3PT+Hylhqp82SrofnqRRZJB9l/7dPkXzg+3Rd9zYAzqATMrwYERHJJSXhQFaXI9umph+LiOyNkrCNnWUtivxwKZWn/RXfCnGi9Qlnx5/mNy8v2K1PYdxRdqFIPlKwUKQd1K5bRDd3HUnfYvghp2R6OSIikkOyuRzZMKCsIKjyYxGRvWAYxrb30kyvZGdO932pPvaXAFxvP0HVgrd4ee66nbaJayqySF5SsFCkHax47zkAPrVGMahPjwyvRkREck04YBEJZlmZGumsx2yb5ikikoss06A0kn03hmL7fJXYyPOxDY8/Bu/lb6+8z9rKWN3zKdfDzcFSZN/38TxfE51FGqCaEZF2YCx5DYBNPY5U9oWIiLRIccjGcX1SbnZkcRSF7OzrsyUiksNCtkVJGKriqT1v3F4Mg6oT7sDeMJtumxdyu3s3tz3Xi3u/emDdzaJ4yqUwy9pReJ5PyvNwXB/HSwcG3e0Bwnq2NwwwDQPbNLBMA9s0CVgGtqX8KumY9Jsv0sb8ys0MWPcxpHw6jz0108sREZEcZRjprBMzC246hW0r6y4MRUTyQSRoUZBtmeSBQipPfxjXLuQwax7HrnuIx95fUfd0wsn8TSzf94mnXKriKTbVJNhYk6AimqIm4RBPuSS3ZUA2lEfo++B6PgnHI5pMH2dzbZIN1XEqYyniKVdZiNKhKFgo0lamTYNzzoFOXQn/fgv+7dXsf/vvYfr0TK9MRERylGUalBUEyGS4MGiZlEQUKBQRaSvF4QDhLJsw73YaQvVJdwLwHfs5Frz9JIvWVwOZK0X2PJ9Y0mVrbZKN1QkqYyliSbdV1+L76czJyliq7hzJLAiOirQ1BQtF2sIDD8BRR8ELL2Bs+7AyfLBefBGOPBIefDDDCxQRkVwVsExKMtTXKmCZ6WBlFmQ3iojks5KITcjOrsv1xPCzqB17GQC/s+/nvmdeJ55KT0Pe/mdb255BWBFNsrEmQVU8RdL1GswYbNVzk/57bo0m2VKbbLe/s0gmZNe7j0g+mDYNvv3t9G0ox9n5OcdJP37VVcowFBGRFgsHrHZvhG+bBmURBQpFRNrD9tYTwSzrmVdz9M3Euo2lzKjlJzW38+fX5wFtHyx0XI/qeIqNNensvkyXPqdcj8pYis01CRKOgoaSf7LrnUckH9x5J1h7KBuwLPjDH9pnPSIikpfaM2AYsEzKC4KYmnwsItJuDCPdeiKrAoZWkJoz/koiWM6+5jL2m3Ub7y/dhOP5OG0wgCvhpMuMN9cmiSZdsq1toOP5VERTbK1NtsnfXyRTsuhdRyQPxGLw3HO7ZxTuynHgmWfS24uIiLTQ9oBhW4bwwrZFeUFAgUIRkQzIxoChV9KH6Bl/xsPkS/ZbzHn+nvQQkFbK9vP9dC/CTduGlCRzIAiXdD221CapSTgahCJ5IXvecUTyQVUVeE38MPO89PYiIiJ7IRywKC8MtsmU5KKQTal6FIqIZNT2gGE2DT1J9juKysNuAOAH7kP859lniCX3kDCxB77vU5tw6noRZmJoyt7wgdqEwxZlGUoeULBQpDWVlIDZxJeVaaa3FxER2UsBy6RzYbDVLiQt06C8IEhhSFOPRUSygWEYlBYEiASzKGB48HfZ2PckgobLZWtu4rWP5pJyvXT11Pr1Ta6i8jyfmm1BwnRmXhsvvI05ns+W2iSxpHoZSu5SsFCkNUUicOaZYO/h4sq24eyz09uLiIi0AtNMX0iWRgJYLSwZNoDCkE3nwiDBLJvCKSIiUBIOUBzOkhs5hoF/5v1sCvenp7GF/f5xMfHTz4CiIujRI/3nOec0ONjR9Xyq4ik21SSozYMg4Y58oCqeojKaUlmy5CTDz4Hf3KqqKkpLS6msrKREmViS7aZNg6OOotFPO8OAqVPh8MPbb10iItKhxFMu0aSbzvLYA9MwKAhaRAKWehOKiOSApJOexutlw+X8poWUf/dIgpOq8UwDc8fyYdsG14X774crrwTSQcKahEMi5ZIFq29ztmlQVhBs8Y08kdbU1PiabhmLtLYjjsD7433pD75dX2G2nQ4U3n+/AoUiItKmwgGLToVBuhSFKAmnS9dCtknQSv+EAxbFYZtOhUG6FocoDNkKFIqI5IignW4/kQ2DTwKfbSIwqRpg50AhpAc7+j5cdRXO21OpjKYzCeMdJFAIX5QlN+XmnUi2yPw7i0gemnvcsRiXFOAPt/G39zA0zXSJ8tSpdXfVRERE2pplGkSCFiXhAGUFQcoL0z+lkQAFQZtAFlxoiohI85mmQXlhkOKwTSZv9RTcd+8e2zD5loXz+zuJOx2zj5/n+2ytTZLooH9/yT1Z0uxAJL+s/OAF9uln8/nQ0Qy45q301OOSEvUoFBERERGRVlUQtAnZFtXxFAmnnbPXYjFCL72A4TV+XsNxCL34fHroSQe9JvKBymiKkkg6+18kmylYKNIGCla8CUC8/7HpD8MO+oEoIiIiIiJtz9rWFy/huNTEHZxdy4HbiFldtcdA4XaG52FWV+F14GsjH6iMpQAFDCW7KVgo0so+31DJ2NQMMKD3gWdkejkiIiIiItJBhGyLUJHVrCFXe8MrLsE3zSYFDH3TxCvWwFJQwFCyn5rUiLSyGe9NocyopcYoonjQwZlejoiIiIiIdDDbh1x1KgwSCVoYrdzU0ADCtkVpp5J0X/Y99Sy0bRKnnaGKqx1UxlLEU+phKNlJwUKRVuYsnAzAuq6HgqXkXRERERERyYyAZVISDtCtOEx5QZDCkE3QMps9EMU0DEK2SVHIprwgSNfiEKUFAcIBC+Paa8HdQ9DLdYl++7st/nvkq6pYSkNPJCspkiHSijZUxRla/T6YUDJ6YqaXIyIiIiIiAkDQNgnaJoTS/9/1fBzPw/PAx8f30z31DMAw0gFCyzSwDAPTbCS8eMQRcP/9cNVVYFngOHVP+SYYHkTP7ktq3H5t+vfLRduHnpQXGgQs5XJJ9tBvo0grmjZzAfsYSwHodsBpGV6NiIiIiIhI/SzTIGRbRIIWBUGbwpBNUSj9Z0HQJhywCFhm44HC7a68EqZOTZckm+kwg2+aLDnoKLZ+oxuF+1QQfOG74LfP4JVc4gNbo0ncdhpKI9IUChaKtBLH9djy6cuYhs+6yFAo7pHpJYmIiIiIiLSPww+Hp56CmhpYtw6jpoaSV1/h1/veRtK3KF/+EpEP7s30KrOS76cDhp4ChpIlFCwUaSWV8RTdN0wDIDXouAyvRkREREREJAMiEejeHSIRikI2F5xzPr/0LwWgePqvCC6bkuEFZifX8+umJItkmoKFIq3A83zeW7yRQ5kFQNexp2R4RSIiIiIiIpkVti16l0foe+JVPOocj4FP8YvfxNq6JNNLy0pJ16M6roChZJ6ChSKtIJZyWTL7HboYVcTMAoIDDs30kkRERERERDLKNA2Clslp+/bk9YHX8aE3DDtVTcmzX8dIVGd6eVkpmnSJpzQhWTJLwUKRVlCbcAgvT6fTb+l2CGYglOEViYiIiIiIZF4oYGIYBj88dR9utK9nnV9OcOtnlLz8HfC9TC8vK1XFUqRc/dtI5ihYKLKX4imX+euqODD1EQDFY07N8IpERERERESyQ9i2ACgrCHLV6YfzzeT3SfgBwktepvC9OzO8uuzkAxXRlAaeSMYoWCiyl2JJlw/mLGI/I913IzByQoZXJCIiIiIikh22lyIDHDq4M0MPOIYbnfTAk6J3f0to8aRMLi9reb5PlfoXSoYoWCiyFxzXI+l6pBZOxjR8NhcPxy7rk+lliYiIiIiIZI1wwKr73989bggflZ3M35yTACj533ewNi/M1NKyWsLxiCadTC9DOiAFC0X2QjTlsmJzlDHR9wEwh07ANo0Mr0pERERERCR7hOwvQg/hgMUtZ47m195XedcdhZmqpey5r2PEKzO4wuxVE3fUv1DanYKFIi3keT7xpMtbC9dwtDkLAGvERAxDwUIREREREZHtdixFBhjRo4RLjxrGt1NXs8bvgl2xjNJJ3wJPU4B35QOVsRS+r/6F0n4ULBRpoVjKxQfWz51GqRElbpdCn/GZXpaIiIiIiEjW2bEUGeBrh/Snb5++/F/yWhKECC2fQtE7v87Q6rKb6/lUJ1SOLO1HwUKRFoomXTZUxxm4dToA8QHHEgwEMrwqERERERGR7BOyTXaswbJMg5vPGM2ywGCuT/4fAIUf3ENo4XOZWWCWiyVdEo4yL6V9KFgo0gLxlIvn+7y9aBPHmjMBMIaeSMDSS0pERERERGRXpmkQtHe+XupVFuEHE4bzvHcYf3ZPA6D0le9hb5ybiSVmvaqYg+epHFnaniIbIi0QTabv6Hw6by4jzRX4GCQHHoel4SYiIiIiIiL1CtnWbo+dsk8PjhvRjV+nLuQDcyyGE0sPPIltzsAKs5vnqxxZ2oeChSLNlHI9Uq5HZSxF5zVvA1DbdX8CRV0yvDIREREREZHstWspMoBhGPx44gg6FYX5v+hVbAr2xqpaSemLV4CnwNiu4imVI0vba1Gw8P7772fgwIGEw2HGjRvH1KlTG90+kUhw44030r9/f0KhEIMHD+bhhx9u0YJFMm17VuH0xZs4xpyRfnDYBJUgi4iIiIiINKK+UmSA0oIAPzttFJUUcVH11ThWhNDKaRS9dXP7LzIHVMUcTUeWNtXs6MYTTzzBNddcw4033siMGTM48sgjOfnkk1mxYkWD+3zpS19iypQp/PWvf2XhwoU8/vjjjBgxYq8WLpIJnueTSKWDhdMWrOZwcw4AiYEnYFsqQRYREREREWnMrlORtztkUGe+NL4Pi/y+/Nj/DgCFM/5CeO4T7bm8nKByZGlrht/McPTBBx/MAQccwAMPPFD32MiRIznrrLO4/fbbd9v+5Zdf5sILL2Tp0qV06tSpSedIJBIkEom6/19VVUXfvn2prKykpKSkOcsVaVU1CYfahEMs6XLr3ffysHU7iUg3Kq6cTbeSMIahgKGIiIiIiEhDfN9nY3WC+gIR8ZTLN/72Ics21XJXt0mcVfUvfCvEli89i9PzgHZfa7YrLwjWm6kp0pCqqipKS0v3GF9r1m9VMpnk448/ZsKECTs9PmHCBN55551693n++ecZP348v/nNb+jduzfDhg3jBz/4AbFYrMHz3H777ZSWltb99O3btznLFGkTvu8T21aC/N7SzRzhp0uQ3cEnYFmmAoUiIiIiIiJ7YBj1lyJDOuvwljNGY5sG398wkeVdjsZwE5S9cClm7YZ2Xmn2q4qnVI4sbaJZwcJNmzbhui7du3ff6fHu3buzbt26evdZunQp06ZNY86cOTzzzDPcddddPPXUU3z7299u8Dw33HADlZWVdT8rV65szjJF2kTC8fC2vRG/uWgjx27rV5gceKL6FYqIiIiIiDRRQ6XIAMN7FPPNowfhY3L+hm8QKx2CVbOW0hcuBSfR4H4dkev5dT31RVpTiyIcu2ZQ+b7fYFaV53kYhsGjjz7KQQcdxCmnnMKdd97JI4880mB2YSgUoqSkZKcfkUzb/iaccj1WLv6UgeZ6PCNAsv9RBBUsFBERERERaZL6piLv6CsH92f/vmVsTIa4xvghXrCE4JoPKX7jxnZbY66oTTi4nrILpXU1K8LRpUsXLMvaLYtww4YNu2UbbtezZ0969+5NaWlp3WMjR47E931WrVrVgiWLtL+k45FyPQA+WLaFg1IfAZDqcwh+sIiAhpuIiIiIiIg0iWEYhOyGswst0+CmM0ZRGLJ4ZV0RTw64GR+Dgk//SWTW39txpdnPB6rjqUwvQ/JMs4KFwWCQcePGMXny5J0enzx5Mocddli9+xx++OGsWbOGmpqauscWLVqEaZr06dOnBUsWaX+xHVK7X1+wgWPNmQAkB52AAdjKLBQREREREWmyUKDxa6iepRGuP2k4AD/5tCdL970OgOI3fkJg1Xttvr5cknA8Eo7KkaX1NDvCce211/LQQw/x8MMPM3/+fL7//e+zYsUKrrzySiDdb/Diiy+u2/6iiy6ic+fOXHLJJcybN4+3336b66+/nksvvZRIJNJ6fxORNuJ6PvFtb7yO6/HhopUcbM4HIDHwBPUrFBERERERaaY9lSIDTBzdgxNGdsP1fS757HBqh56B4TmUvngZZvXqdllnrqiOOxp2Iq2m2VGOCy64gLvuuotbb72VsWPH8vbbbzNp0iT69+8PwNq1a1mxYkXd9kVFRUyePJmKigrGjx/PV77yFU4//XTuueee1vtbiLShWOqLOzQfLt/KvsmZhAwHp7Q/bvlgAhpVLyIiIiIi0ix7KkXevs0PJ46ga3GIFVtj3GZeRarraKzoJsqevwRS9c9B6Ig07ERak+HnQOi5qqqK0tJSKisrNexE2pXv+2ysSbD9VfKLl+Zx6Nxbuch+g+jYS6k+7nZKI4FGp3mJiIiIiIjI7uIpl8rYnvvtfbhsC995fAYAD5zWhZOmXYgZ30Js5HlUTfwjNDBwtaMxgC5FIUxT/x5Sv6bG15QSJdKIeMqrCxQ6rsfbC9dzvJX+kEoMOglAk5BFRERERERaoCmlyAAHDuzEhQf2BeAnr1ey8oQH8A2LyPynKPjkT227yBziA9UJJ9PLkDygKIdII6LJL95oP/p8K/0Si+luVOAFCkn2ORTLNHTXRkREREREpAWaUoq83VXHDmZQl0K2RlP8dFY51UffAkDR27cQ/PyttlxmTomnXFKul+llSI5TsFCkAUnHw/G+qNJ/fcEGTrA+Tj834FiwQxpuIiIiIiIishf2NBW5bjvb4pYzRxOwDKZ+tonHOZnY6AsxfI/Sl76JVbG8bReaQ2riyi6UvaNIh0gDdswqdFyPNxdu5ATzEwASg9MlyAFLWYUiIiIiIiItFbLNJrccHNa9mCuPHgzAXVMWM2//m0n12B8zvpXS576Okaxtw5XmjqTrEU9p2Im0nIKFIvVwPZ+E80Xq9scrtlIQW8do83N8wyQx8HgAZRaKiIiIiIjsheaUIgNcdHA/DuhXRizl8vNJi9l02l9xC7sR2LyAkleuhuyf4douatS7UPaCIh0i9dgxqxBgyvwNHG+lswpTPcfjRzpjoGChiIiIiIjI3go3sRQZwDQMbjp9NEUhm7lrqnh4VoLK0x/GNwOEP3uRwg/uaruF5hDX84kllV0oLaNIh8gufN8ntkPKtuN5vFVvCbJePiIiIiIiInsraDW9FBmgR2mYH04cDsDD05Yzwx9G9fG/BqBw+h0El77aFsvMOTUJB1+ZltICinaI7CKWcnfKXP/k8wqSsWoOs+YCkBg0AYCArZePiIiIiIjI3mpuKTLASaN7MGFUd1zf56bn57J5+IVE9/sGBj6lk76FteWzNlpt7vB8n1plF0oLKNohsovoLm+mry/YwJHmbII4OKUDcDsNBcA2NdxERERERESkNTSnFHm7608aTrfiEKu2xrj7tc+oPuY2kr0PwUzWUPbc1zHilW2w0twSTTh4nrILpXkULBTZQcJxcXd4I3U8jzcXbti5BHlbfnxQZcgiIiIiIiKtImRbzSpFBiiJBLjp9FEYwLMz1/D2kkoqTn8It6gX9tYllP7vKvA6dmadD9QmNexEmkfRDpEdRBM7f5B8tHwrldEEx9szgS9KkC3TwFRmoYiIiIiISKsJB5pXigwwfkAnvnxwPwB+NWk+m7wSKs58BN8KE1r2GoXv3NHay8w5seTOSTEie6Jgocg2juuRdL2dHnt13nrGGovpRBVeqIRU74MBDTcRERERERFpbeFm9i3c7ltHD2ZI1yK2RlP8ctJ8Ut32pWrC7wEo+uBuQoueb81l5hxlF0pzKeIhsk00tXNWYdLZVoJsbStBHnA8WAFAJcgiIiIiIiKtLWibmM2tRd623y1njiZgGUxfvJlnZqwmPvI8asd9C4DSl6/G3ji3tZebU+LKLpRmUMRDBPA8n/gug03eXbKZ2oTLSfYMAJKDJ9Q9F7BUgiwiIiIiItLaWjLoBGBItyKuOmYIAHdP+YwVm6PUHPlTEv2PxnBi6YEnsS2tudSc4gM1CWUXStMoWCgCxFIuu95jeXXeOvoa6xnMSnzTJjHgOCA938RWZqGIiIiIiEirC7WwFBngwoP6Mr5/OfGUx03Pz8XxTSpP+RNOaX+sqpWUvvh/4HXcgFk85eLs0npLpD6KeIgA0V2yCqNJh6mfbaqbgpzqfTB+uAyAgKmXjYiIiIiISFtoaSkygGkY/Pz0URSHbeatreKv05bhR8qpOPPveIECQiunUTTtV6284txSm+zY06GlaRT1kA4vnnLx/J3zCt9etImE43FqaBbwxRRkgICtl42IiIiIiEhbaWkpMkD3kjA/mjgCgEfeWc6nqypxu4yk6qS7ASj86D5Cn73UKuvMRcoulKZQ1EM6vFg9d1ZenbeOYqLs76Wb4CYGT6x7Tv0KRURERERE2k440PJSZIATR3Vn4ugeeD7c9PxcahMOiWFnUDvuSgBKXrkaa8vi1lhqTlJ2oeyJgoXSoTmuR3KXuyqVsRTvLd3CseYMLFycTsNwywbUPa9JyCIiIiIiIm0nYJlY5t4lafzgpGH0KAmzuiLGnZMXAVBzxE9J9j4EM1lD2QuXYiRrW2O5OUfZhbIninpIhxZN7X5H5Y0FG3A9n/MK0lOQ40NOrnvONg2MFvbPEBERERERkabZ2+zC4nCAm88YhQG8OHstU+avBytA5Wl/wS3sjr15ISWTrwV/11GXHYOyC6UxChZKh+V5PvF6S5DXEyLJIV46WJgYckrdc+pXKCIiIiIi0vbCrXDttX+/cr5x2AAAbv/fAtZVxvEKu1F52l/wTZvwwmeJzHhor8+Ti+IpF9frmIFS2TNFPqTDiqVcdn1r3Fid4JPPt3K4OYegF8Mt7o3Tfb+651WCLCIiIiIi0vZsy8Tey1JkgMuPHMjoXiVUxx1ufn4urueT6n0wNUf9HIDit28msPqDvT5PLqpNOplegmQpRT6kw4rWk1X42vz1+MCXi7dNQR48EXYoOw4oWCgiIiIiItIu9rYUGdJBx1vPHE1B0GLGygr+8e5yAKL7X0F8+JkYnkPpi5dj1m7Y63PlmnhS2YVSP0U+pEOKp1y8enpTTJ63HguXI9wP09vt0K/QNIy9brIrIiIiIiIiTdMawUKAPuUF/GDCcAD+8vYy5qyuBMOg6sQ/4HQahlW7ntKXvglex8q084GosgulHgoWSocUqyer8PPNtcxdU8WB5mdEnAq8cDmpPofWPa8SZBERERERkfZjmUarVXedsk8PThjZDdf3+flzc6lNOPjBQirOeBgvUEhw1TsUTf1lq5wrl8SSLp6yC2UXin5Ih+O4Hsl6xsT/b846AC4u/xSAxKAJYNp1zwdsZRWKiIiIiIi0p3CgdcIWhmHw45NH0KMkzOqKGL9/dREAbqehVJ10NwCFH99PaNGLrXK+XOED0ZQmI8vOFCyUDqe+EfGe7/PynHWAz1Hu+wAkhkzcaRv1KxQREREREWlfYbt1SpEBisMBbj5jFKYBL326lsnz1gOQGHY6teOuAqDklauxtixutXPmgmjSwa+nTZd0XIp+SIfieT6Jeu6azFpZwdrKOOOCKymKr8G3IyT6H1P3vGEoWCgiIiIiItLeTNNo1ZZQ+/cr5+uHDQDg1/9bwNrKGAA1R95Iss9hmKlaSl/8P0jFWu2c2c736x8AKh2Xoh/SocRSLvXdL9legnx513kAJAYcC4GCuucDpl4qIiIiIiIimdBag062u/yIgYzpXUJNwuHm5+elJwKbNpWnPIhb0IXApnkUv/nTVj1ntosmXWUXSh1FQKRDqe9uSTzlMmX+BgAOT70HQGLIKTttE7T1UhEREREREcmEkG3Smh3kbcvk1jPGUBC0mLmygr+/sxwAr6g7VSffj49Bwaf/Ijz/qVY8a3bzfJ94avfe/tIxKQIiHUY85eLVc6dk2mebqEk4jCuuoKRqEb5hkRh4wk7bqARZREREREQkM0zTaPUEjt7lEa4/aTgAD01dxqerKwFI9j+a2kOuBaD4teuxtnzWqufNZrVJJ9NLkCyhCIh0GLEGejBsL0G+olu6BDnZ9zD8SHnd8wYQsDQJWUREREREJFNauxQZ4OQxPZgwqjuu73PTc3OpSaSDZbWHXEey7+GYqSilL1wOqWirnzsbuZ5PXJORBQULpYNwXI+ku3tK9ZbaJO8u3QzAocl3gd1LkG3LxDAULBQREREREcmU1i5FBjAMgx9NHEHP0jCrK2L8/tWF6SdMa1v/wq4ENi+g5I0bW/nM2UuDTgQULJQOItrA3ZHJ89bjej6Hdnco3vgJAInBE3faRlmFIiIiIiIimWUYBiG79bMLi8I2t5wxGtOASZ+u49W56cozr7AbVaek+xdG5jxGeN6TrX7ubJRyPZKOehd2dAoWSt7zPJ94gyXIawH4v67zMPBJdR+LV9xrp23Ur1BERERERCTzwsG2uTbbr28Zlxw+EIA7Xl7ImooYAMl+R1F76A8AKHnteqzNi9rk/NmmoRZe0nEoCiJ5L+641DcAftmmWuavrcYyDA6OTk1vO+yM3bYLKlgoIiIiIiKScUHLpK06RF16xAD26V1KTcLhpufn4njp7Lrag79Pot+RGE6Mshc7Rv/CuOPievVdRUtHoSiI5L2Gei5szyo8aYBJwdp0v8L4sNN22sY2DUxTZcgiIiIiIiKZZhhGmww6AbBNk1vPHE1B0GL2qkoemb48/YRpUXXy/biF3bA3L6Tk9Rva5PzZRpOROzYFCyWvJRq4I+J6PpNmp3tRfL3TXAzfI9V9P7zS/jttF7D1EhEREREREckW4TboW7hdr7IIP5o4AoCHpy3n01WVQLp/YeXJD+AbJpG5/yY876k2W0O2iCddPGUXdliKhEhea6jXwntLN7OxJkFpJMB+VW8CEB96+m7bqQRZREREREQkewRtE7OtapGBiWN6MHF0D1zf52fPzaE6ngIg1e8Iag+5DoDiKT/EqljeZmvIBj4Qa2BQqOQ/RUIkbzmuR6KBKU4vzFoDwDkjwoRWTQcgMUzBQhERERERkWwXDrTtddr1Jw2nV1mYtZVxfv2/Bfh+OsOu9uDvk+x9CGaqltKXvglusk3XkWkNtfSS/KdIiOSthu6CbK1NMvWzTQB8uWQ2hu+S6rYPbtmAnbaz1K9QREREREQk60TaqG/hdkVhm1+cNQbLNHht/gae35ZsgmlRefJ9eKEyAutnUvTOHW26jkzzfJ+4sgs7JAULJS/5vt9gsPDluetwPJ8RPYrpv+41AOJDT9ttu4CyCkVERERERLKObZnYbZzYMbpXKd86ejAAv391EUs31gDglfShasKdABR++EeCn7/VpuvINGUXdkyKhkheiqc8/Hp6sfq+z4uz0lOQzxtVSHDlVKD+EuSQhpuIiIiIiIhkpbaairyjrxzSj4MHdiLhePzs2bl1WXaJoacS3ffrAJS8/B2M6KY2X0umpFyPZAPtvSR/KRoieSnawJj3BeuqWbyxhqBlcnpoBobnkOoyCrd88G7bKrNQREREREQkO7VHsNA0DG46fRTlBQEWb6zhnimf1T1XffTNOJ2HY9VuoPSV71FvtkqeaGhwqOQvRUMk7yQdD6eBEe/bB5scM7wrZcsmAfVnFZqGgaV+hSIiIiIiIlnJMo12GUjZuSjEzWeMBuC/n6zmzYUb0k8ECqg85UF8K0Ro2WtEZvylzdeSKXHHxW3gGlvyk4KFkncauusRT7m8Mnc9AOeOLCS44u304/VNQVYJsoiIiIiISFZrj+xCgEMGdearh/QD4BcvzWddZRwAp+soqo++BYDiqbdhb/i0XdaTCQ1V70l+UkRE8orr+cSd+oOFby3aSE3CoWdpmINT72N4KVKdR+B2Grrbtu1xh0pERERERERaLmSbtFc92JVHD2Z0rxKq4w4/e24Ojpfu4xfb7xvEB0/EcJOUvnQlpGrbaUXtK5Zy8fO41Fp2poiI5JWGJiADPD8zXYJ82r49iXz2AlB/CTIos1BERERERCTbmabRbtduAcvktjPHUBiymL2qkr9OXZZ+wjComvAH3KKe2FsXU/LGT9tlPe3N99ODRKVjUERE8obv+w2mRq+piPHR51sxgDOGR+rG29dXgqx+hSIiIiIiIrmhvUqRAXqXR/jxxBEA/G36cj7+fCsAfqQTlSffh49BZM5jhBZParc1tSeVInccChZK3kg4XoMDqJ6duRqAAwd2ov/6KekS5C6jcDsP321blSCLiIiIiIjkhpBtYrRjrseE0T04fb+e+MBNz82lIpoEINX3cKLjvw1AyeQfYNZuaL9FtRPH80k6yi7sCBQVkbwRbWCwieN6vDBrLQBn79+b0IJnAIiPOLve7VWCLCIiIiIikhsMw2jX7EKA604czoDOBWysSXDbi/PrevnVHPZDUl3HYMY2U/LKNTSYzZLDGhooKvlFURHJCynXI+XWf4fjrUUb2VKbpHNhkGN6uQRXTgcgPvyserdXsFBERERERCR3hO32DRZGgha3nTWGoGUybfEmnvhwZfoJO5QuR7ZChJZPITL77+26rvYQd1xcL/+CoLIzRUUkLzSUVQjwzIx0CfIZ+/WicPELGPgke47HK+2327bqVygiIiIiIpJbgraJ2Z61yMCw7sVcffwQAP74xmIWrqsGwO0yguoj00NOit+6GWvL4nZdV3tobLCo5AcFCyXneZ5PooE3q5Vbony4PD3Y5Mz9exFWCbKIiIiIiEjeiQTbN7sQ4LxxfThqWBdSrs+Nz35aNwAktv/lJPodheHEKP3ft8FNtfva2lI06dSVXkt+UmREcl4s5dLQ29T2wSaHDO5MH389wXWf4BsmiWFn1Lu9hpuIiIiIiIjknnAGEj8Mw+Cnp46iW3GIlVti/PaVhdueMKk66R68UBmB9TMpfO/Odl9bW/L99IBRyV+KjEjOaygFOul4vLhtsMk5+/cmtPDZ9ON9j8Ar7FbvPsosFBERERERyT22ZRLIQPJHaSTArWeOxjRg0qfreGl2+hrUK+5J1Qm/AaDwg7sIrPmw3dfWlhprBSa5T5GRLKEU3pZJNNJc9c2FG6iIpehaHOKwIZ2/KEFuYLCJZapfoYiIiIiISK4KBzIT4ti/XzmXHzkIgN+8soClG2sASAw/k9jI8zF8j5L/fRsjWZOR9bWFxoaMSu5TsDBLKIW3ZRob2759sMmZ+/UitGUhgc0L8M0AiaGn1rt9Ju5CiYiIiIiISOsI2xaZSv/4xmEDOGhAJ+Ipj588M6fuWrX6uF/hlvTFrvyc4jd/lqHVtQ1lF+YvRUeyRFzThJrN9fwGg6zLN9XyyYoKTAPOGNuL8LYS5MTA4/DDZfXuE1IJsoiIiIiISM4yTSNjraUs0+DmM0bRuTDIsk21/O7VdP9CP1RC5cR78TGIzHmM0JKXM7K+tpBIuXgNVPpJblN0JEukA18KGDbH9klT9dk+2OTwIV3oXhzaoQS5/inIoOEmIiIiIiIiuS4caP+pyNt1LgrV9S98cfZaJn2a7l+Y6nMo0fFXAVA8+QcYsS0ZW2Nr8oG44hh5SdGRLBJPqRS5qXzfb3CwSSzp8uK2prLnHNAbe90n2JWf49sREoMn1LuPbRqY6lcoIiIiIiKS00K2iZHBS7vxAzrV9S+84+UFLNtUC0DNYT/E6TwcK7qRktd/nLkFtjKVIucnBQuzSMJxNeikieIpj4b+qV6eu47quEOf8giHDOpMZN5T6X2GnAKBwnr30RRkERERERGR3GcYRkazC2GX/oVPf5puO2aH0+XIhkV44XOEFj2f0TW2FlVJ5idFSLKI72vQSVM1lFXo+z5PfrQSgPPG9cH0UoQXbitBHvWlBo+n4SYiIiIiIiL5IWxnNli4Y//CpTv0L3S670ftQd8DoOS1H2HWbsjkMltNPKk4Rr5RhCTLaNDJnjU2ov2TFRUs2VhLOGBy2r49CS17DTO+FbewO8l+RzZ4TA03ERERERERyQ9B28TKcJupHfsXvjDri/6FtYd8n1TXMZjxLRS/dj0NlszlkLijQSf5RhGSLJN0PL3I9qCxngj/2ZZVeMqYnhSHA4TnPQlAfOR5YNZ/dylgmRiZbGohIiIiIiIirSqS4VJkaKB/oRWkauI9+GaA8JKXCc9/KsOrbB1RJT7lFQULs4yPSpEb43k+iQbehNZVxnl70UYAzh/fByO2hdDSyQDERp3f4DHVr1BERERERCS/ZLpv4Xb19S90uo6m9tDrACh+4yeY1WszvMq9F9Ogk7yiKEkWaqgfn6T/bRrKu3x6xio8H8b1L2dQ1yLCC5/D8FKkuu2D22Vkg8cMql+hiIiIiIhIXrFMIyuu9RrqX1h74HdJdR+LmaiiZPK1OV+O7Pm+2qrlkcy/cmQ3KdfDVSlyvRoKpCYcl+dmrAHgS+P7ABCe9x8A4o1kFRoos1BERERERCQfRYLZkV1Yb/9C005PR7ZChJa/TmTOo5le5l5TsDB/KEqSpfQi213CcRsMok6et56KWIoeJWGOGNoFa+sSgus+wTcs4sPPbvCYChSKiIiIiIjkp5Btki3d6ccP6MRlRwwEvuhf6HYeRs3hPwag6M2fY1auyOQS91rCUeJTvlCkJEupFHl3DfVA8H2f/3y0CoBzx/XGNs26wSbJAcfiFXZr8JgKFoqIiIiIiOQnwzAIZUnvQoBLDh/IgQPKd+pfGD3gmyR7HYSZqqX01WvAz+0ZBopl5AdFSrKU6/mk3Nx+k2hNruc3OPhl9qpKFq6rJmiZnLFfL/A9ItsmSjU22ATUr1BERERERCSfZcNU5O0s0+CWM0bX9S/89f8W4BsmVSfdg29HCK6cTmT2PzO9zL0SS7r4Od5/URQszGqKyH8hmnQafO6xD9Kp2hPH9KCsIEhg1btYVSvxgsUkBp3U4H6mYWArWCgiIiIiIpK3graJZWZLMXK6f+EvzhqDZRj8b846npmxGrd8INVH/ASAoqm3YlatyvAqW87zG070kdyhSEkWi6cUkYd0mXFDgdNVW6O8tXAjAF8+qC8AkTmPARAffiYEIg0eNxTQr7+IiIiIiEi+y6bsQoAD+pfzrWMGA3Dn5EXMX1tFbOxlJHsdiJmsoeS163N6OnJDLcQkdyhaksV8H0XkSf8bNPQ++e8PVuIDhw7uzKCuRRjxSsKLXgQgNuYrjR5XJcgiIiIiIiL5L5xlwUKArx7Sj6OGdSHl+tzw9KdUJjyqJvwB3wsSmvMa4Rm5Ox056WrQSa5TtCTLJVIKFkYbuCtRGUvxwuw1AHzloH4AhBc8jeHGSXUegdNj/0aPG9JwExERERERkbxnmUbWJYsYhsHPTxtFn/IIayvjPP77xyj87k/hl5vh9zWUHPd/lF14FoH33sn0UluksVZikv2y69Uiu0k4Ll4HjsinXK/BQS/PzlhNPOUxpFsR4weUAzuUIO9zERgN96UIWCZGI8+LiIiIiIhI/ogEsy+7sDgc4PZz9uEbs/7Hz357JcH/vYSx7frf8CH4yquUTzyByF//kuGVNl9MbdVymoKFWc4H4k7HrfdvKKsw5Xo8+VG66etXDu6HYRjYG+YQ2DAb3wwQG3leo8dVVqGIiIiIiEjHEbLNxvJJMmb00tnc9PL9mIDl7nz9a3g+hu9TfN33ci7DUG3VcpsiJjkg3kFLkT3PJ9HAYJPJ89azsSZB16IQJ47qDkBkTrqnQ2LIyfiRzo0eO6hgoYiIiIiISIdhGEZW9i4suO9esPewLtNMb5djNOgkdylikgNSrofTQCluPoulXOpLWvZ9n0ffXwHA+eP7ELBMSMUIz/9ver89DDYxDSO9j4iIiIiIiHQY2TYVmViM0EsvYDiN9/czXJfQi89DLNZOC2sdGnSSuxQxyRGxBjLs8llDf+cPl29l8YYawgGTs/bvDUB48STMRCVucR+S/Y9q9LjKKhQREREREel4ApaJbWZPLbJZXYXhNS0xyPA8zOqqNl5R6+uIsYx8oKhJjuhopcgJx23wDsRj27IKT9+3F6WRAADhbYNNYmO+DEbjv9bqVygiIiIiItIxZdOgE6+4BN9s2vWpb4AfyL0sPZUi5yZFTXKE5/skOtCgk4beUBauq+bdpZsxDfjyQf0AsCqWE1o5DR+D2OgLGz2ugYKFIiIiIiIiHVXYtsia3MJIhMSpp+PbdqOb+SYYI2yKP7yjnRbWejzfJ67swpyjqEkOiSc7Rnah6/kNTk36+zvLAThxVHd6l0cAiMz6OwDJAcfhlfRp9NgBy8TIxhFYIiIiIiIi0uZM0yC0p4Ei7Sj67e+Cu4dgmg8cEiQy5zGCn7/VLutqTQoW5h4FC3NIwnHxOkBz0Giy/uauKzZHeX3BBgAuPnRA+sFUjMjcx9P7jf3GHo+tfoUiIiIiIiIdWzaVIqcOPZzq39+Nbxi7ZRg6poUHPHrxj6k94woAil/7AaRqM7DSlks4GnSSaxQ5ySE+EM/zUmTf9xtsgPrP9z7HB44Y0oUh3YoACH/2AmZ8K25JX5IDjt/j8VWCLCIiIiIi0rEFbRMriwadxC77P7a+/BqJU06r62HomyabjpvIhV/7LT/tcQR/C12MW9wbu3IFRe/8NsMrbj4NOsktipzkmHxvDhpPefj13HBYXxVn0qdrAfj6Yf3rHo/M/BsA0X2/Bmbjd4cs08C29CsvIiIiIiLS0UUC2ZNdCJA65DAq//k4G9ZsYuNny9mwZhPGf5/iqG+cCcAf3l7LJ2N+CkDBJ3/CXj8rk8tttnyPZeQbRU5yjOP5pNz87V3Y0N2Gxz9YgeP57N+3jH37lAFgr59NcN0n+GaA2JiL9nhsZRWKiIiIiIgIZF+wsE4kgtetO0TSPfrPG9eHU/bpgev7/N97Xdg66AwM36Pk1WvBTWV4sU2nQSe5pUXRk/vvv5+BAwcSDocZN24cU6dObdJ+06dPx7Ztxo4d25LTyjb5mr6bcr16A6GV0RTPzFgNwNcPG1D3eGTWIwDEh56GX9B1j8fPpia2IiIiIiIikjnpQSfZn1BiGAY/mjiC4T2KqYil+Nam83BDZQQ2zqHgkz9lennNomBh7mj2K+OJJ57gmmuu4cYbb2TGjBkceeSRnHzyyaxYsaLR/SorK7n44os5/vg995WTxsVTLn59tbo5LtpAWvITH60knvIY3r2YQwZ1AsCIVxJZ8DQAsbGX7PHYhqHhJiIiIiIiIvKFcLZmF+4iHLC449x9KI0EeG+DzWNl6WEnRe/8FqtieWYX1wwJx+sQQ1vzQbOjJ3feeSeXXXYZl19+OSNHjuSuu+6ib9++PPDAA43u981vfpOLLrqIQw89dI/nSCQSVFVV7fQjX/D99Issn3ieT6KeuwzRpMOTH60E4OJD+2MY6Sa04Xn/wXBipDqPINXroD0eX1mFIiIiIiIisqNwwMI0smfQSWN6lkb4xVljMA342ef7sarsQAw3np6OnEPJRPlaKZlvmhUsTCaTfPzxx0yYMGGnxydMmMA777zT4H5/+9vfWLJkCTfddFOTznP77bdTWlpa99O3b9/mLLNDyLfmoLGUS31vb099vIqquEPfThGOHdEt/aDvUTArPdgkNvaSdNrgHuRCermIiIiIiIi0r0gwdxJLDhrYiauOHQIYXLzhIlwzRGjFVMLznsj00ppMwcLc0KwIyqZNm3Bdl+7du+/0ePfu3Vm3bl29+3z22Wf8+Mc/5tFHH8W27Sad54YbbqCysrLuZ+XKlc1ZZoeQdD2cPBp0Ul8JcjTp8K/30uXtlx4+sG60fXDZFOytS/CCxcRHnrfHYxsoWCgiIiIiIiK7y9pBJw346sH9OGFkN5Z63bnPT18PF791M0Z0Y4ZX1jSu55NwFDDMdi2KoBi7ZHL5vr/bYwCu63LRRRdxyy23MGzYsCYfPxQKUVJSstOP7C5fIvLxlItXT9r0Ux+vojKWok95hAmjvwhQF3zyZwBi+3wVP1i0x+MHbbPe308RERERERHp2KwcGXSynWEY3HjqSAZ3LeSe2EkstQZhxrdS/MbPMr20Josn8yfxKV816xXRpUsXLMvaLYtww4YNu2UbAlRXV/PRRx/xne98B9u2sW2bW2+9lVmzZmHbNq+//vrerb6Di+XJoJP6Sqp3zCq87IiB2Gb6V9XeOI/QirfxDZPo/pc16fjqVygiIiIiIiINyZVBJ9sVBG3uOHdfwqEwV0cvxcMksvAZgktfy/TSmiThuBp0kuWaFSwMBoOMGzeOyZMn7/T45MmTOeyww3bbvqSkhE8//ZSZM2fW/Vx55ZUMHz6cmTNncvDBB+/d6ju4fBh04rgeyXrKqbdnFfbtVH9WYWLoaXglTetlmUt3iURERERERKR95dKgk+36dirgljNHM9cfxF+diQCUTPkRRrI2wyvbMx+IqxQ5qzWtieAOrr32Wr72ta8xfvx4Dj30UP785z+zYsUKrrzySiDdb3D16tX84x//wDRNxowZs9P+3bp1IxwO7/a4tEws6ebcXZAdRRuYgLxjr8LtWYVGdCPhBU+ntzngiiYdP2iZmGZuvemLiIiIiIhI+4oELWoTTqaX0SxHDOnC5UcO5M6p5zHR+pC+1asonH47Ncf+ItNL26No0qUg2OyQlLSTZv+XueCCC9i8eTO33nora9euZcyYMUyaNIn+/fsDsHbtWlasWNHqC5X6bR90Ylu5lz3n+z7xekqQG8wqnPUPDDdBqsf+pHqOb9I5QoHc+3cRERERERGR9hUJ5F6wEODSIwaycH01P1l8Gf8M/pqCGQ8RH3E2Ts9xmV5ao1zPJ+l4BFUJmJUMPwea3lVVVVFaWkplZWXeDjvZXJPAaWHNfkHQojgcaOUVtb1o0qE67uz22Fn3vUNlLMVNp4/ilH16pp9wEnR5aBxWdCMVpzxIYsTZTTpH16KQMgtFRERERERkjyqiyZxs9VWbcLj87x/xncrfco41jWTnkWz96mSwsjtOEA5YlEaye435pqnxNYVw80CuDjqJ1pNV+ORH9WcVhuc/hRXdiFvUi8TQ05p0/IBKkEVERERERKSJIsHcbPFVGLL57fn7cpf1DTb7xQQ3z6fgo/syvaw9SuRoLKMjULAwD+TioJOE4+LukklZHU/xr/c+B3buVYjnUvjhH4FtvQqbeHckrBJkERERERERaaKQnXuDTrbrU17AD88+nF86XwMg8s7vsbYszvCqGucD8VRuxTI6CkVT8kR9WXrZLFbPeh99bwVVcYeBXQo5aXSPusdDiydhVyzFC5UR2/drTT5H2M7Nu0IiIiIiIiKSGQU5ml0IcODATgw89hLecvfF9pPwwjXgZ3cwLlbP0FPJPAUL80TK9Ui52f0msJ3r+btlQm6uSfD4h+nBON86ejDW9vJh36fwg3sAiO5/GX6wqEnn0BRkERERERERaa5IwCKXryTPP7Avbwy5gagfosvmD4m+90iml9SoXIpldCQKFuaRXMkujCZ3nzD1t+nLiac8Rvcq4ahhXeoeD37+FoENs/HtCNH9L2/yOTQFWURERERERJrLNA1COVylZhgGl51+DP8u/CoAXd79BbEtazK8qsYpuzD7KKKSRxIpF6+FE5Xbi+/7u70RrKmI8cyM1QBcdcxgjB16RBR+cDcA0X2/hh/p1OTzqARZREREREREWiJXB51sF7RNDrnoRuYbgymmlnVPXL3bzIBsEtegk6yjYGEe8cn+iHx6cvPOj/1l6lIcz+eggZ0YP+CLgGBgzUcEV72DbwaIjruyyecI2SpBFhERERERkZYJ2uYXrbFyVOeSQmon3onjmxwSm8rrz/0900tqUC4Obc13ChbmmWwvRd51fUs21PC/T9cB6azCHRW+/wcA4iPPxSvu3eRzhAO5fRdIREREREREMiuXB51s13fkISwc9HUAjlt6B6/N/CzDK2pYfUNQJXMULMwznu8Tz9LswoTj7pb6/ODbS/CB40Z0Y2TPkrrHA2s+IrTsNXzDovag7zX5HAbpzEIRERERERGRlsr1QSfbdTnt52wJ9qKXsQVv8m3MXVOZ6SXVK+l6OBp0kjUUVclD2RqR33Vds1dV8PaiTZgGfPOoQTs9V/jubwGIjzoft3zn5xoTsq2deh6KiIiIiIiINJdhGITzILuQQAH+aXcB8BXzVf7xnydZVxnP7JoakO1t1ToSBQvzUDILR487rrdTDwLf97l7SjoF+rR9ezGgS2Hdc4HV7xP6/E1806bmkGubdZ5wUL/SIiIiIiIisvcK8qTFlTPgaKpHnI9p+NzgPMCP/vMRtQkn08vaTUyDTrKGIit5Ktt6F0Z3uUPw2vwNzFldRSRg8c2jd8kqfOc3AMRGfxmvtH+Tz2EauT3iXkRERERERLKHbZkErfwIm8SOvZVUuDPDzVWcuOVxbnp+btZNSNagk+yRH7/1sptEysXLkhe+7/vEdwheJhyX+95YDMDXDu1Pl6JQ3XOBldMJrZyGbwaoPfiaZp0nHNCvs4iIiIiIiLSeSD6UIgN+pBPRY28D4Lv2s6xZPIs/brsuzybZOoOho1F0JU/57J7NlymxlMuOYcv/fLiKtZVxuhaH+MrB/b54wvcpmv7r9D77fBWvpE+zzhPJkxRxERERERERyQ7hgIWZJ33x4yPOITHgOIKGw68Cf+Xx95fz7IzVmV7WThKOl3UZjx2RgoV5LJp0sqLef8eS6K21Sf72zjIAvnX0YMI7BPhCi/9HcM0H+HakWROQAQKWiZ0n6eEiIiIiIiKSPQryJLsQw6Dq+Dvw7QgHmwu40HqD37yykI+Wb8n0ynaiQSeZp+hKHvP9zL/I4il3p7sCf5m6lNqEy/AexZy8T48vNnRTFE1Np0TXjrsSr7hns86jrEIRERERERFpC5GARX7kFoJX2o+aw38MwM9C/6aTt4UfP/0pKzZHM7yyL8SybAZDR6RgYZ6rTWT2Rbbji3zZplqenbEGgO8dP3SnVO7Ip//ErliKW9CF6IHfadY5DNSvUERERERERNqGaRqE8ihBJbr//5HqPpYCr5a7Sh6jOu7w/f/MpDKayvTSAPB8n4SjgGEmKcKS5zzfz1iD0JTrkXS/mGR0z5TPcH2fI4d2YVz/8rrHjUQ1Re/+DoDaQ6/HDxY16zyhgIWRJz0kREREREREJPvkTSkygGlRNeFOfMPi8OR0vlQ0m1VbY/z46dmk3OyYRqzswsxSsLADqE04GTlvdIesxmmfbeKdJZuxTYPvHjdkp+0KPrwXM7YZp3wIsTFfafZ58upNW0RERERERLJOwDIJ5FGffKfraKLjvwXAbcFH6BpM8MmKCu54eUFWzD5IOB6eBp1kTP78pkuDHK/9swtd74u04YTjcufkRQB8+aB+9O9cWLedVbGcwo8fBKDmyJ+CFWjWeWzTyKs3bBEREREREclO+ZaoUnPID3BKBxCKruOJQa9iGvDCrLX8/d3PM700IPMzGDoyRVk6iGg7p/BGkw7b7wE89v4KVlfE6FIU5JLDB+y0XfEbN2K4CRL9jyYxeGKzz1MQtPd+sSIiIiIiIiJ7EA5YO/Xez3mBCFUnpluCDVz+b35zUAyAB95cwitz12VyZYCChZmkYGEHkXK9dmsQ6vt+3Yt6XWWcv01fDsDVxw+lMPRFcC+45BVCy17DNwNUH/sraOabrmFosImIiIiIiIi0n3zLLkz1O5LY6Asx8Dlr1W/42oE9ALjtxXl88vnWjK5tx4pFaV+KtGQDz8XaOLfNT9Nek5FjKZftLQ7unvIZCcdjbN8yJozq/sVGqRglb9wIQHTcN3E7DannSI2LaLCJiIiIiIiItKNIwCLfrkKrj7oZt6AL9uaF/LDofxw3ohsp1+eH/53Nsk21GV1bPJkdA1c6GgULMy1eBY+eR+ljp2FtWtCmp2qv7MLtQckPl23h9QUbMA24bsKwnQJ7hR/cjVW1EreoF7UHX9ui86gEWURERERERNqTaRqE8yy70I+UU33MLwAo+uBufnFEgH37lFIdd/j+EzPZXJPI2NoSjqtBJxmgYGGmBQrAczBStZQ9/w2MeEWbnq6tswvjKRfP93Fcj9+9uhCAcw/ow7DuxXXb2BvnUvjhvQBUH3MrfrCw3mM1JmxbWGa+3c8RERERERGRbFcQyK9gIUBi+FkkBp6A4Sbp8sYP+e25Y+jbKcLayjjf/88sokknI+vyUe/CTFCwMNMsG857BLekL3bFMkpfuhK8tnshpFyvTScjbx+k8vgHK1m+OUpZJMAVRw36YgPPoeSVazA8h/iQU0gMPa1F5ykI5d+bs4iIiIiIiGQ/2zIJ2XkWTjEMqo6/Ay9QQHD1+/Rc8h/+8KWxlEUCLFxXzU+fnYPjZaYkWMHC9pdnv905qrAz1Wc9gm9HCH3+BkXTf9Wmp6tNtM0dgaTjkXI91lTE+MvUpQB89/ghlEQCddsUfHQ/gQ2z8UJlVB/362YPNQEIWCYBS7+6IiIiIiIikhmRPCtFBvBK+lBz+A0AFL19K/2DVfzuS/sRsk2mL97Mna8uwvfbvyRYg07anyIuWcLttg+VJ90FQOGHfyS04Jk2O5fj+W2SXRhNOvi+zx0vLyDheBzQr4xT9+lZ97y1eSFF76bHslcfexteUfeGDtWoQmUVioiIiIiISAaFbAs7D1tjxcZeRqrH/pjJaopf/wn79C7lljNGYwD//WQ1/3pvRUbWpUEn7UvBwiySGH4WtQd+B4DSV64hsObDNjtXddxp1TsCjuuRcDwmz1vPe0u3ELAMfnzyiC+GmjhxSl/6JoabIDHgeOIjz2/ReWzTIGQrWCgiIiIiIiKZVRjKw6GbpkXVib/HN23Ci18i9Nkkjh3Rje+dMBSAP76xmFfnrmv3ZWnQSftSsDDL1Bz+ExKDTsRw45Q9ezHW1qVtch7P9+v6C7aG2qRLVSzFH177DIBvHDaA/p2/GFxSPPU2Apvm4xZ0oeqku1pUfgx5+mYsIiIiIiIiOSdkm5gtvLbNZk7X0UTHXwVA8es/xkhU8eWD+nHBgX0BuPXFeXy0fEu7rkmDTtqXgoXZxrSoOPVPpLqPxYxvoezpL2NEN7XJqWqTTqtE5t1tZc33vbGYLbVJBnQu4OJDB9Q9H1w6mYIZDwFQddI9eIXdWnQe2zQI5+HUKREREREREck9hmFQkIe9CwFqDr4Wp2wgVu16iqb+AoDvHT+UY4d3JeX6XP/UbBauq27XNSlY2H4ULMxGgUIqzvonTmk/7MrllD37NUjVtvppfB9qWmH8eW3SYdbKCp6duQaAH588guC2yVBm5QpKX746vd0BV5AceHyLz6OsQhEREREREckmkYBF/uUWAoEIVSekZw4UzP47gZXTsUyDW84czQH9yogmXa55Yiart8babUkadNJ+FCzMUl5hNyrOfhwvXE5w3SeUPfcNcOKtfp5Y0sVxW94o1PN8KqNJfjVpPgCn79eT/fuVp59MRSl7/hLM+BZS3fej5oiftvg8yioUERERERGRbGOaRl5ORgZI9TuC6D5fA6Dk1WsgVUvItvjtefsxpFsRW2qTXP3vGWypTbbbmjTopH0oWJjF3E5DqDjrn3iBAkIr3qbshcvAbf0XYVW85dmF0ZTLX6YuY/nmKJ0Kg3z32HTTU3yfksnXEdg4By/SmYoz/gZ2qMXnKQorq1BERERERESyT0Ewf69Xa466Cbe4D3blCoqn/hJIX5/fdcFYepaGWbU1xvefmEltYu+rFpsirkEn7ULBwiyX6nUgFWc9im9HCC17jdKXvgluqnXP4XrEW1D77/s+Hy3fwr/e+xyAH08cQWlBAIDCD+4isuBpfNOm4rSH8Ip7t3h9QcvUBGQRERERERHJSpZpEM7Ta1Y/VEzVhDsBKJj5VwIr3wGga3GIey7cn7JIgAXrqvnx05+S2ouqxeZQ78K2p2BhDkj1PYyKM/+Ob4UIL55E6YuXt3pJclU81ezofEU0xS0vzMPzYcKo7hw9vCsA4TmPUzT91wBUH/MLUn0P26u1FSurUERERERERLJYQSg/g4UAyf5HE93nq8AX5cgA/ToX8IcLxhIJWHywbAu3vjAPz2/7rL9oUsHCtqZgYY5I9j+aitMfTgcMl7xM+TMXYSRab/KQ70N1M9KGfd/n7imfsWxTLeUFAa6bMAyA4NJXKZl8HQC1B36X2NhL9mpdkaCFbenXVERERERERLJXwDIJ5vG1a81RN+MW98au/Jziab+qe3xUrxJ+fe4+WKbBq/PWc/drn+G3ccDQ8zXopK3l729yHkoOOoGt5zyOFywiuHI65U+di1m7odWOH0+5TS5H/nD5Fv75brr8+EcTR1BWECS4dDJlL1yG4bvERn2JmiNu3Kv1GAYU5XHvBxEREREREckf+Zxd6IeKqTpxWznyjIcIrHq37rlDBnXm56eNAuDfH67kX++taPP1xJRd2KYULMwxqb6Hs/X8p/EinQmsn0WnxyZib/i01Y5fHXf2WI4cTznc8PSnuL7PCSO7ceyIboSWvEzZ85dguEniQ09Lv4kYezdAviQcwDTzcgi9iIiIiIiI5JmQbRHI4+zC5IBjiI75CgAlr1xTV44MMHFMD753fHrg6R/fWMwLs9a06VoSjoerQSdtJn9/i/OY030/tlz4Ak75YKzq1XT69+mEFj7XKsf2fJ+qeD0DVGIxWL8eYjF+9+oilmxMlx9ff9JwIp/+i9IXLsPwUsSHnUHlKQ+CFdirdYRsk3Agf+/KiIiIiIiISP4pCOb3dWzN0TfjFvXCrly+UzkywEUH9+Orh/QD4FeT5jNl/vo2XUs02T4TmDsiBQtzlFs+mC1f/h+J/sdiODHKXrqC4ik/glR0r4+dcLwvXnTTpsE550BREfTogV9UxPjvX864VfO4YeJQ+nx0ByWTr8PwHGIjz6fylAf2OlBoGFAc3rtjiIiIiIiIiLS3cMDCyuMKOT9U8sV05F3KkQG+c+wQzhzbC8+Hnz83l/eWbm6ztcRSbpv3R+yoDD8H/mWrqqooLS2lsrKSkpKSTC+nTWyuSeC0JIXWcyma9ksKP7oPAKfTUCpPvg+n+357tR4D6PzPv2J997tgWeB8EbF3TAvLc3G/Ohp78EoAag69ntpDrtvr0mOA0khAWYUiIiIiIiKSk2JJt/6KvTxS8ur3icx5DKe0P1u+9jp+sKjuOdfz+flzc3ht/gZCtsk9X96fsX3L2mQdih80T1Pja8oszHWmRc1RP2frOU/gFnbH3vIZnR6bSPHrN2DEK1t8WPvd6fx/e3ceHlV973H8c5ZZk0kgiWGRRcQFZBEIFnGFKrSICEIRsUVrrVduQUXaXndFW6HgAhYEpbfXtSBaxa1apa0IalswRFFQwI0gWyCE7JlkZs79IyE1QjaSMMnM+/U8PDFnzpl8MznmeeaT7+/3Na+/vnJMcqhma68dCcuQZD+zSc5OS/mjFqt46K+aJSj0uiz+RwcAAAAAtFlelymzGd4ft2aF59+jcKBL5XTk1XfWeMwyDc26pI+G9kxVMBTRzOc+1JY9hS1SRwmDTloEYWGMKD9hmHKvfFtlp46V4UTk//D/lPb4UPk/WFJj09GG8j+ysLKjsA6OKZV/k6Gy3hOOtuwabNNQkpfpxwAAAACAtsswDCXE8GRkqXI5cv4PF8qRId8ny+T5/PUaj7ssU78b308DurZTcTCsG5/N0tf7G59N1KciHFFFONLszxvvCAtjiONLVf7opcr70fMKpZwsszRXgTWzdNz/nqGE9+bKzN/esCcqLZXnL6/KCNW9WagRkdxv/aNy+EkTmYahdn63jBj/6wsAAAAAIPb5XFZzLL5r1Sq6nqWSwb+QJCWt+pXM4pwaj3tdlh687HT16hhQXkmFrl+epd35Tc8Pvqu0gu7C5kZYGIPKu52n3ClvK3/kfIWSu8sszVXivx/ScX/8nto/O0YJ/3pIrp3rZAQLjni9uW+7jEjDknkjEpFZeOTnaSjDkNr5XTG9CSwAAAAAIH4YhqEEd+yvnCs662ZVpJ0mszRXSW/dVLmV2bckemw9fPkAnZDqV05hUNOXZSm3KNisNZSVhxU5mhkQqBUDTlqJox5wUp9ISJ5tr8n3yTK5t6+RoZpfI+xPk+NtL8f2yqgolVmaK7PwgDSnUGpAOY5pKmfXfsnnO6ryDEnt/G65bXJrAAAAAEDscBxH+4qC383PYo69b7NSlv1ARrhcBRfMU+npVx12Tk5hmf7rqUztzi/TSemJWvLjQUryuZqthoDXlj8OwtmmYsAJKpm2gqeO08EJz2n/tZkquPB+lZ10kcKJnSVJVsl+2Qe2yZXzsey8z2WW5UkuQ5G+SXLq6fRzbFvBiy85+qDQkNonEBQCAAAAAGKPYRhxEWCFjjtNRefcLkkKvHO3rLwvDjsnPeDVwskDlZrg1uc5RZqx4kMVBeve+qwxGHTSvOgsbCVarLOwDkZZvqyCHTLKDsoIB+XYPjneZIXanaCStet1wqWjVFdc6BiG8v76N1WceVajv7ZtVu5RyNJjAAAAAECsikQc7S8KNmThXtvmRNT+zz+Se8d7qug4UAcmvSpZh3cOfpFTpP/+0wbll1aof5dkPXz5gGYLVNv5XfLYsT1YpqnoLES9HG+yQul9VdHtHJX3uEAVG9tNAgAAH+9JREFUXc9S6Lg+ith+3bw3WXeM/IUcVXYQ1mDbcgxDZQ8vPKqg0O+2lJJAUAgAAAAAiG2macjvif3uQhmm8n+4UBFPklx7spT4z3lHPK1neqIWTh6ogNfWxm/y9cvnPlJZMw0oKaW7sNkQFuIwT77/tdZ9dUB/PuNi7Xj5TRljx0pm1a1imtLYsTLWrpXv+mlKTXDL24Dk3pDktS2lJrgV8LqYegwAAAAAiAt+l1Xnqr1YEQkcr4ILH5Ak+dctlHv7O0c879SOAf3+8oFK8FjakH1Qv35+o4Khpgd9wVBEoXDDhrWibixDbiWisQz5SLKy8/SLP21QxJHuu7Svfjyke+UDpaVSQYGUlHTEPQojEUfBUETl4YgiEUcRx5FhGLJMQ27LlMc2ZdJJCAAAAACIQ4VlFXGzr15g1a/k//hphf1pOjDlbUUS0o943sZvDuqG5R+qtCKsoT1TNW9C/ybPNPC5LSV5m29wSqxhGTIabX9RULev/EQRRxrdr5Ou+F63/zzo80kdOtQ6zMQ0DfnclpJ9LrVPcCs10aOUBLeSfS753BZBIQAAAAAgbiW47bjoLpSkwmG/UUVqL1kl+5X0xjTJOXK3X/8u7TR/0uny2Kb++UWublv5sSqa2BlYVh5WG+iJa/UICyFJqghHdOuLHyu3uFwnpiXot+P6slQYAAAAAIBmcKjBJi64fMq/eKkc2ydP9hr51/2+1lMHdmuvBydWBoZrt+3XnS99olDk6ANDR1JpM+2BGM8ICyFJWvC3bdr4Tb4SPbYWTBqg9gnuaJcEAAAAAEDMiKfuwnDqqSr4/mxJUuL78+Taua7Wc8/okaK5E/rLZRl6e8s+zXpls8JN2KYtXpZ7tyTCQugvG3frz5nfSJLuuaSP+hyfHOWKAAAAAACILXHVXSiprM9klfaaIMMJK/kv18ko2V/ruUN7pup34/vLNg2t2rxX97529IFhOOI024TleEVYGOc+3V2g373xmSTp2nN76Ad9O8pif0EAAAAAAJpdPHUXyjBUeOE8hdr3lFW0S8l/uU6KhGo9/ZyT03TfpX1lGYb++ske3fPqpqNeklxKd2GTEBbGsYMl5brlhY9VHo7onJPSdO15Jyohjv7KAQAAAADAsWSahvweO9plHDOOO1EHx/yfIi6/PDveVeK7c+o8f9ip6ZWBoWnozU17dffLRxcYlocjTR6WEs8IC+NURTiiW174WHsKytQ1xadZl5ymJK+LoSYAAAAAALQgv8tSPL31Dqf1UsEPHpYkJXywSJ6tr9R5/vBe6Zozvp9s09DfPs3RnS9tUugogj/2Ljx6hIVxyHEc/e6Nz5S146ASPJbmTeivtESPvC66CgEAAAAAaEmmaSjBHT/dhZIUPOUSFQ+eJklKevNGWblb6jz//FOOqx568o/PcnT7yk8a3SkYrAgr0oRBKfGMsDAOPfPvbL22cbdMQ7pvXD/1PC5RAa8r2mUBAAAAABAX/O746i6UpKJzblN517NlVpSo3StXywgW1Hn+OSenae6E/nJbplZv3adbX/xY5aGGB4aOpBIGnRwVwsI4887WfXrkH59Lkm668BQN7ZmqRK/NUBMAAAAAAI4RwzCUGEd7F0qSTFsHRy9VOHC87LwvlPzatXUOPJGks09K0/0T+8tjm1q7bb9ueXFjowLDkvKQHIfuwsYiLIwjW/cW6q6XP5EjacKg4zVxcBe5LFP+OGt/BgAAAAAg2nwuS2actRc6/jQdHPukHNsnz/bVCrx9u1RPmHfmial6YOLp8tim3vs8V//zwkYFQw3rGHQcqZTuwkYjLIwT+4uC+uVzH6msIqLvnZCimSNOkWkYSvISFAIAAAAAcKwZhqFAHL4nD6X3U/5FS+TIkP+jJ+TL+kO913yvR4oeuux0eV2m/vlFrn713EaVNnCASXGQsLCxCAvjQFEwpBnPfqicwqC6p/g1e3xf2ZapBI8t2+IWAAAAAAAgGrwuKy63BQueNEpF590tSQqsvkvuL9+q95rBJ6Ro/mUD5HNZWvf1Ad3wbJYKyyrqvS7iOCqju7BRSIpiXEU4olte2KhtOUVq73dp/qQBCnhdclWFhQAAAAAAIHribu/CKiUZU1XS7ycy5Cj5L9fJ3r2h3msGdW+vhVcMVMBra+M3+Zr2pyzlFZfXe11xsO69EVETYWEMiziO7n11s9Z/nSe/29L8SQN0fHufDInlxwAAAAAAtAJelyVXPK76MwwVfv93CnY/X2ZFidqv/LGs3K31Xtbv+GQt/vEgtfe7tGVvoaY+k6l9hcE6rwlFnAbvcwjCwpi28B+f663Ne2WZhuaM76fenZIkSQGvi+XHAAAAAAC0EvHaXSjLpfwx/6eKDgNklh1Q+xcmySz4pt7LTukQ0GNTMpQe8Ojr3BJd93Smdh0srfOaEvYubDASoxi1fF22lv07W5J0x+jeOvPEVEmS17bkc1vRLA0AAAAAAHyL2zbltePzvbrjTlTe+GUKpZwiq2iX2r8wSUbJ/nqv656aoMemZKhLe592HizVfz2Vqa/2F9d6fnk4ovJQpDlLj1mEhTHojU92a8HftkmSfjGspy7q10mSZMbppCUAAAAAAFq7BI+l+Bt1UsnxpSpvwgqFA11k532u9i9cJqM0t97rOrfz6bEpGToxLUH7ioKa+nSmtuwprPX8knL2LmwIwsIYs3pLjn7z6qeSpMsGd9GVQ7tLkgxJ7fwumXE4ZQkAAAAAgNbOtkx543glYCTQuTIw9B8n175Nav/8hAZ1GKYlevToTzLUu1NAB0sr9Is/bdBHOw4e8dxgKKJQmO7C+hAWxpB/fZmrO176RGHH0eh+nXTTiFNkGJXh4KEJyAAAAAAAoHVKdNsy4rjHJ5xykvIuW6lwQrpc+z9VyvPjZRbn1Htdst+lRVcM0oCu7VQUDOn65Vl6d9uRg8Zi9i6sF+lRjMjKztP//HmjKsKOhp96nG4b3Utm1W8Yn5t9CgEAAAAAaO1M04jfYSdVwiknK2/iSoUTOsrO3aL2z49v0NCTRI+thy8foLNPSlUwFNH//HmjXtu467DzykJhugvrQVgYAz7dXaCZz32kYCiioT1T9ZtxfWWblT9al2UqEOe/aAAAAAAAaCt8LktWnG8hVtlh+JLCiZ1lH9imlOWjZe/bVO91XpeleRP6a3S/Tgo7jn7z2qd66p9fy3GcGucVl9NdWBfCwjZu695C3fBslkrKwxrUrZ1+N75f9XJjyzTUzueqXooMAAAAAABaN8Ogu1CSwu176MDk1xRKPVVW8R61X3GJ3Nlr6r3OtkzdeXFvTTmzcobDI29/oYf/vk2RbwWGZRV0F9aFsLAN27q3UNOXZamgNKQ+nZP0wMTT5XVVLjc2DKmdj4EmAAAAAAC0NV6XJTdzBxQJHK8Dk15VeZezZJYXqd2Lk+XL+l/pO52C32UYhqZ//yTdeMHJkqTl63Zo1iubVPGtgJDuwtpx57VRW/YUatqyDcovrVCfzkl6+PIBSqj6y4Mhqb3fLZtfLAAAAAAAtEkBL92FkuR4k5U3/lmV9hovIxJS0tu3K+mv06WKknqvvWJIN8265DRZpqE3N+3VL5/7SCXlIUl0F9aFNKkN+mxPgaYv21DdUfj7ywcq4HVJqgwK2/ndTD4GAAAAAKANsy2TYaWH2B4VjFqswvPvkWNY8n36Z6UsG9WgfQxH9e2kByeeLq/L1L+/OqBpf8pSXnG5JCYj14ZEqY35dHdB5dLjspD6HZ+s308eqETvfzoKk/0uuW1+rAAAAAAAtHWJbluMIahiGCrJmKq8Hz2vsD9NrtzPlPKnH8i/bqEUqTv0G9ozVY9cMUjJPpc27y7Qz5/6QNm5JUxGrgWpUhvy8c58TV+WpcKykPp3SdaCywdUb3p6qKPQY/NXBwAAAAAAYoFpGgp4XNEuo1Wp6Hq2Dkx5W8ETR8qIVCjw7m+VsnyUXLs+qPO6vscn6w9XZqhzO6++ySvVNU+t10c7DqooWLksWaWl0t69lR/jHGFhG/Hvr3I1fdkGFQVDOr1LshZM+lZQaEjtE9x0FAIAAAAAEGN8boutxr4jkpCug2OfUv7IBYq4A3Lt/Ugpz45W0l9vkJm/vdbruqcm6H+vHKw+nZNUUBrS9GVZ+vfTryhy6XgpMVHq2LHy4/jx0nvvHcPvqHUxHKeeETKtQEFBgZKTk5Wfn6+kpKRol9MicouCCkWO/KN4+7Mc3fnyJ6oIOxrSI0VzJ/Sv3rfAMg2197tlMfUYAAAAAICYVBGO6EDVPnuoySzOUeK798m36VlJkmNYKjttoooz/lvhtF5HvKasIqy7Xt6kriue1L1vLZZjWbLC31rKbNtSOCwtXixNnXosvo1joqH5GmFhK1FbWPjqR7s0+/VPFXGkC3qla9Ylfao7CD22qWSfSwYbGAAAAAAAENMKyipUWs5AjtrYuzOV+P48ebavrj5W3ilDZX0uV7DHCEUCnWqcb733nlIvGiFDdcRihiGtXSudfXYLVX1sNTRfYw53K7Z8XbYW/G2bJGnsgM66+Ye9qjsIEz22Ejz8+AAAAAAAiAeJbltlFWG1/pav6Ah1ytDBCStk785UwvpF8nz5lty7M+XenSlJqkg7TRWdBil0XF+Fk7rKP/8ByTIrOwhrY1nS/PkxExY2FJ2FrcS3OwsjjqMlq7/QU/+sXGf/kzO7afrwk2QYhizTULLPxX4FAAAAAADEmbKKsPJLK6JdRptgFufIu/k5eT5/Xa7dG2p2EFY40pxC1dVU+J8nMqWiIsnna7FajxU6C9uo8lBEv3lts97avFeS9IthPXXVWSfIkOT32EpwWyw7BgAAAAAgDnldlkrLwyoPR6JdSqsXSUhXyRnTVXLGdBkl++X+5n3ZOZ/ItX+zzF3ZcjnrG/hEEamgICbCwoYiLGxFCkordPMLG7Uh+6As09Ado3vron6d5LUtJXpthpgAAAAAABDnknwu5RYFG9QUh0qOP03BUy5R8JRLKg+Ulir99jQZkQaErqYpxegq19oc1VrWxYsXq0ePHvJ6vcrIyNDatWtrPffFF1/UiBEjdNxxxykpKUlDhw7Vm2++edQFx6rdB0t17VMfaEP2QSV4LD08aYDGD+yilAS3kv0ugkIAAAAAACDLNJhh0FQ+n4Kjx8ix63kdbVu69NK46iqUjiIsXLFihWbMmKHbb79dWVlZOvfcczVq1ChlZ2cf8fw1a9ZoxIgRev3115WZmanhw4drzJgxysrKanLxseLjb/J11RPr9XVuidIDHj1zzRCN6tdJyX72JgQAAAAAADUleGzygiYqmXZ93cNNpMrHb7rp2BTUijR6wMmQIUM0aNAgLVmypPpY7969NW7cOM2ZM6dBz9GnTx9NmjRJd9111xEfDwaDCgaD1Z8XFBSoa9euMTng5GBJuc6d97YKy0Lq1TGgx68+Q52S4yuxBgAAAAAAjRMKR3SguJzlyE3g++MfFPjljZJlyQiF/vOAbVcGhYsXS1OnRq/AZtbQASeNiqHLy8uVmZmpkSNH1jg+cuRIvf/++w16jkgkosLCQqWkpNR6zpw5c5ScnFz9r2vXro0ps01p53frllG9dO7JaXp+6lCCQgAAAAAAUC/bMuVnOXKTlF5zrUr+9raMsWMr9yaUKj+OHSutXRtTQWFjNOqu2r9/v8LhsDp06FDjeIcOHbRnz54GPceDDz6o4uJiXXbZZbWec+utt2rmzJnVnx/qLIxVPx7SXZPP6CaTfQkBAAAAAEADJbgtBSvCCkXoLzwahiTvsPOk758vlZZWTj1OSoq7PQq/66giaMOoGWo5jnPYsSNZvny5Zs2apZdfflnp6em1nufxeOTxeI6mtDaLoBAAAAAAADSGYRhK8rmUx3Lko+JzW/8ZKOvzxX1IeEijliGnpaXJsqzDughzcnIO6zb8rhUrVuiaa67Rc889pwsvvLDxlQIAAAAAAKAGl2UyHfkoGJIS3LxuR9KosNDtdisjI0OrVq2qcXzVqlU666yzar1u+fLl+ulPf6ply5Zp9OjRR1cpAAAAAAAADsN05Mbze2xWedai0RHqzJkzNWXKFA0ePFhDhw7V0qVLlZ2dralVmz7eeuut2rlzp5566ilJlUHhlVdeqYcfflhnnnlmdVeiz+dTcnJyM34rAAAAAAAA8SnZ51JuUZDlyA1gGJX7PeLIGh0WTpo0Sbm5ubr33nu1e/du9e3bV6+//rq6d+8uSdq9e7eys7Orz3/ssccUCoU0bdo0TZs2rfr4VVddpSeeeKLp3wEAAAAAAECcs0xDAa9LBWUV0S6l1Uv02A2avRGvDMdxWn3oXFBQoOTkZOXn5yspKSna5QAAAAAAALRK+SUVKguFo11Gq2WZhtIS42uo7iENzddY0A4AAAAAABAjAl5bJl1ztQp4GWpSH8JCAAAAAACAGGGahpJ9rmiX0Sq5LVMem70K60NYCAAAAAAAEEPctqlEDx1032aIrsKGIiwEAAAAAACIMQkeWx6b2OcQn9uSbfF6NASvEgAAAAAAQAxK9rlkmexfaBoGnZaNQFgIAAAAAAAQgwzDUDufS/EeFwa8tgyGvjQYYSEAAAAAAECMsi1TSXE88MRrW/K6GGrSGISFAAAAAAAAMczrspQQh8twDYOhJkeDsBAAAAAAACDGJXpsee346rBL8rpksmdjoxEWAgAAAAAAxIEkny1XnEwEZvnx0YuPOwQAAAAAACDOHRp4EusTkk3DYPlxExAWAgAAAAAAxAnTrJqQHMN5YZLPZvlxExAWAgAAAAAAxBHbMtXe71YsxmkJHlueONubsbkRFgIAAAAAAMQZl2WqXYwFhm7LVGIcTn1uboSFAAAAAAAAcchtm0r2u2IiMLRMQ8k+V7TLiAmEhQAAAAAAAHHKY1ttPjA0JLXzudinsJkQFgIAAAAAAMSxth4YJvtdsi0irubCKwkAAAAAABDnPLZVuYdhG0sMk30uBpo0M8JCAAAAAAAAyG2bSvG7ZbaRxDDgteV1ERQ2N8JCAAAAAAAASJJsy1Rqglt2K9//L+C15Xcz+bglEBYCAAAAAACgmmkaSklwy9tKl/cmeV0EhS2IsBAAAAAAAAA1GIahZL9LAa/dagafGKrco9Dnbp0hZqwghgUAAAAAAMAR+d22XJap/NIKhSNO1OowDUPt/C65mHrc4niFAQAAAAAAUCtX1T6G/ih19Hnsyq9PUHhs0FkIAAAAAACAOhmGoYDXJa/LUmFZSBXhSMt/TUmJDDI55ni1AQAAAAAA0CAuy1RKgltlFWEVB0MKtdDSZK9tKdFry2rlU5ljEWEhAAAAAAAAGsXrsuR1WSqrCKu0PKzyZuo09NqW/B6LJcdRRFgIAAAAAACAo3IoNAyFIyoLRRSsCDe629A2jernoZMw+ggLAQAAAAAA0CS2ZSrRMpXosRWJOCoPRxSKOApHHEUijg7Fh4YqJxtbliHbNOS2TJkEhK0KYSEAAAAAAACajWka8prRmZyMpmMBOAAAAAAAAABJhIUAAAAAAAAAqhAWAgAAAAAAAJBEWAgAAAAAAACgCmEhAAAAAAAAAEmEhQAAAAAAAACqEBYCAAAAAAAAkERYCAAAAAAAAKAKYSEAAAAAAAAASYSFAAAAAAAAAKoQFgIAAAAAAACQRFgIAAAAAAAAoAphIQAAAAAAAABJhIUAAAAAAAAAqhAWAgAAAAAAAJBEWAgAAAAAAACgCmEhAAAAAAAAAEmEhQAAAAAAAACqEBYCAAAAAAAAkERYCAAAAAAAAKAKYSEAAAAAAAAASYSFAAAAAAAAAKoQFgIAAAAAAACQRFgIAAAAAAAAoAphIQAAAAAAAABJhIUAAAAAAAAAqhAWAgAAAAAAAJBEWAgAAAAAAACgCmEhAAAAAAAAAEmSHe0CGsJxHElSQUFBlCsBAAAAAAAA2p5DudqhnK02bSIsLCwslCR17do1ypUAAAAAAAAAbVdhYaGSk5Nrfdxw6osTW4FIJKJdu3YpEAjIMIxol9PsCgoK1LVrV+3YsUNJSUnRLgdoUdzviCfc74gn3O+IJ9zviCfc74gX8XCvO46jwsJCde7cWaZZ+86EbaKz0DRNdenSJdpltLikpKSYvSGB7+J+Rzzhfkc84X5HPOF+Rzzhfke8iPV7va6OwkMYcAIAAAAAAABAEmEhAAAAAAAAgCqEha2Ax+PR3XffLY/HE+1SgBbH/Y54wv2OeML9jnjC/Y54wv2OeMG9/h9tYsAJAAAAAAAAgJZHZyEAAAAAAAAASYSFAAAAAAAAAKoQFgIAAAAAAACQRFgIAAAAAAAAoAphIQAAAAAAAABJhIWtytdff61rrrlGPXr0kM/nU8+ePXX33XervLw82qUBzWbx4sXq0aOHvF6vMjIytHbt2miXBDS7OXPm6IwzzlAgEFB6errGjRunLVu2RLssoMXNmTNHhmFoxowZ0S4FaBE7d+7UT37yE6Wmpsrv92vAgAHKzMyMdllAswuFQrrjjjuq35ueeOKJuvfeexWJRKJdGtBka9as0ZgxY9S5c2cZhqGXXnqpxuOO42jWrFnq3LmzfD6fhg0bpk2bNkWn2CghLGxFPvvsM0UiET322GPatGmT5s+fr0cffVS33XZbtEsDmsWKFSs0Y8YM3X777crKytK5556rUaNGKTs7O9qlAc3qnXfe0bRp0/Svf/1Lq1atUigU0siRI1VcXBzt0oAWs379ei1dulT9+/ePdilAi8jLy9PZZ58tl8ulN954Q5s3b9aDDz6odu3aRbs0oNnNnTtXjz76qBYtWqRPP/1U8+bN0/3336+FCxdGuzSgyYqLi3X66adr0aJFR3x83rx5euihh7Ro0SKtX79eHTt21IgRI1RYWHiMK40ew3EcJ9pFoHb333+/lixZoi+//DLapQBNNmTIEA0aNEhLliypPta7d2+NGzdOc+bMiWJlQMvat2+f0tPT9c477+i8886LdjlAsysqKtKgQYO0ePFi/fa3v9WAAQO0YMGCaJcFNKtbbrlF7733HqsiEBcuvvhidejQQX/84x+rj02YMEF+v19PP/10FCsDmpdhGFq5cqXGjRsnqbKrsHPnzpoxY4ZuvvlmSVIwGFSHDh00d+5cXXfddVGs9tihs7CVy8/PV0pKSrTLAJqsvLxcmZmZGjlyZI3jI0eO1Pvvvx+lqoBjIz8/X5L4fY6YNW3aNI0ePVoXXnhhtEsBWswrr7yiwYMHa+LEiUpPT9fAgQP1hz/8IdplAS3inHPO0d///ndt3bpVkvTRRx/p3Xff1UUXXRTlyoCW9dVXX2nPnj013rd6PB6df/75cfW+1Y52AajdF198oYULF+rBBx+MdilAk+3fv1/hcFgdOnSocbxDhw7as2dPlKoCWp7jOJo5c6bOOecc9e3bN9rlAM3u2Wef1YYNG7R+/fpolwK0qC+//FJLlizRzJkzddttt2ndunW64YYb5PF4dOWVV0a7PKBZ3XzzzcrPz1evXr1kWZbC4bDuu+8+TZ48OdqlAS3q0HvTI71v3b59ezRKigo6C4+BWbNmyTCMOv998MEHNa7ZtWuXfvjDH2rixIn6+c9/HqXKgeZnGEaNzx3HOewYEEumT5+ujRs3avny5dEuBWh2O3bs0I033qhnnnlGXq832uUALSoSiWjQoEGaPXu2Bg4cqOuuu07XXnttje1VgFixYsUKPfPMM1q2bJk2bNigJ598Ug888ICefPLJaJcGHBPx/r6VzsJjYPr06br88svrPOeEE06o/u9du3Zp+PDhGjp0qJYuXdrC1QHHRlpamizLOqyLMCcn57C/2gCx4vrrr9crr7yiNWvWqEuXLtEuB2h2mZmZysnJUUZGRvWxcDisNWvWaNGiRQoGg7IsK4oVAs2nU6dOOu2002oc6927t1544YUoVQS0nF//+te65ZZbqt/H9uvXT9u3b9ecOXN01VVXRbk6oOV07NhRUmWHYadOnaqPx9v7VsLCYyAtLU1paWkNOnfnzp0aPny4MjIy9Pjjj8s0af5EbHC73crIyNCqVat06aWXVh9ftWqVxo4dG8XKgObnOI6uv/56rVy5UqtXr1aPHj2iXRLQIi644AJ9/PHHNY5dffXV6tWrl26++WaCQsSUs88+W1u2bKlxbOvWrerevXuUKgJaTklJyWHvRS3LUiQSiVJFwLHRo0cPdezYUatWrdLAgQMlVe6//84772ju3LlRru7YISxsRXbt2qVhw4apW7dueuCBB7Rv377qxw6l20BbNnPmTE2ZMkWDBw+u7pzNzs7W1KlTo10a0KymTZumZcuW6eWXX1YgEKjuqE1OTpbP54tydUDzCQQCh+3FmZCQoNTUVPboRMy56aabdNZZZ2n27Nm67LLLtG7dOi1dupSVQIhJY8aM0X333adu3bqpT58+ysrK0kMPPaSf/exn0S4NaLKioiJ9/vnn1Z9/9dVX+vDDD5WSkqJu3bppxowZmj17tk4++WSdfPLJmj17tvx+v6644oooVn1sGY7jONEuApWeeOIJXX311Ud8jB8TYsXixYs1b9487d69W3379tX8+fN13nnnRbssoFnVtp/J448/rp/+9KfHthjgGBs2bJgGDBigBQsWRLsUoNm99tpruvXWW7Vt2zb16NFDM2fO1LXXXhvtsoBmV1hYqDvvvFMrV65UTk6OOnfurMmTJ+uuu+6S2+2OdnlAk6xevVrDhw8/7PhVV12lJ554Qo7j6J577tFjjz2mvLw8DRkyRI888khc/SGUsBAAAAAAAACAJKYhAwAAAAAAAKhCWAgAAAAAAABAEmEhAAAAAAAAgCqEhQAAAAAAAAAkERYCAAAAAAAAqEJYCAAAAAAAAEASYSEAAAAAAACAKoSFAAAAAAAAACQRFgIAAAAAAACoQlgIAAAAAAAAQBJhIQAAAAAAAIAq/w8rPm9X3J0yfQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.ExpectedImprovement(xi=0.1)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Acquisition Function \"Probability of Improvement\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploitation (xi=1e-4)\n",
    "\n",
    "Note that most points are around the peak(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.ProbabilityOfImprovement(xi=1e-4)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prefer exploration (xi=0.1)\n",
    "\n",
    "Note that the points are more spread out across the whole range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = acquisition.ProbabilityOfImprovement(xi=0.1)\n",
    "\n",
    "bo = BayesianOptimization(\n",
    "    f=f,\n",
    "    acquisition_function=acquisition_function,\n",
    "    pbounds={\"x\": (-2, 10)},\n",
    "    verbose=0,\n",
    "    random_state=987234,\n",
    ")\n",
    "\n",
    "bo.maximize(n_iter=10)\n",
    "\n",
    "plot_bo(f, bo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
