dataset_util.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from util.dataset_util import get_data_from_csv\n",
    "from util.plots_util import plot_heatmap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AVRORA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_goal = \"avgGCPause\"\n",
    "\n",
    "df = pd.read_csv(\"datasets/ext_avrora_real_saved_states.csv\")\n",
    "x = df.iloc[:, 0].values\n",
    "y = df.iloc[:, 1].values\n",
    "z = df.iloc[:, 2].values\n",
    "# x, y, z = get_data_from_csv(\n",
    "#     csv_dir= \"summaries_avrora/*\", \n",
    "#     goal = target_goal)\n",
    "\n",
    "plot_heatmap(x, y, z)\n",
    "\n",
    "# avrora_df = pd.DataFrame({\n",
    "#     \"ParallelGCThreads\": x,\n",
    "#     \"MaxTenuringThreshold\": y,\n",
    "#     \"Average GC Pause\": z,\n",
    "# })\n",
    "# avrora_df.to_csv(\"avrora_real_saved_states.csv\", index=False)\n",
    "## Default values (avrora)\n",
    "# x.append(15)\n",
    "# y.append(16)\n",
    "# z.append(0.01106)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KAFKA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_goal = \"avgGCPause\"\n",
    "\n",
    "df = pd.read_csv(\"datasets/ext_kafka_real_saved_states.csv\")\n",
    "x = df.iloc[:, 0].values\n",
    "y = df.iloc[:, 1].values\n",
    "z = df.iloc[:, 2].values\n",
    "# x, y, z = get_data_from_csv(\n",
    "#     csv_dir= \"summaries_kafka/*\", \n",
    "#     goal = target_goal)\n",
    "\n",
    "plot_heatmap(x, y, z)\n",
    "\n",
    "# kafka_df = pd.DataFrame({\n",
    "#     \"ParallelGCThreads\": x,\n",
    "#     \"MaxTenuringThreshold\": y,\n",
    "#     \"Average GC Pause\": z,\n",
    "# })\n",
    "# kafka_df.to_csv(\"kafka_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### H2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_goal = \"avgGCPause\"\n",
    "\n",
    "df = pd.read_csv(\"datasets/ext_h2_real_saved_states.csv\")\n",
    "x = df.iloc[:, 0].values\n",
    "y = df.iloc[:, 1].values\n",
    "z = df.iloc[:, 2].values\n",
    "\n",
    "plot_heatmap(x, y, z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AVRORA XMX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5c9WlLdeuXXuPdwF+/PFH/v77b2bNmoWVlVW2X68p5+3bt1O/fn2sra1V2zk0NJSmTZuSlJTEqVOnVLHpcw0PDycyMpL69eu/d15pufzxxx8ZLj9Ko6enh6GhIZByaVFYWBiJiYlUr15dbf2NGzfGzs6OrVu3qvX1yJEjqssQ0/IuU6YMpUuXVsu7cePGAKrL2dI+r0OHDlXrz/Dhw98pz6ioKI4cOZLt10LWPgdvk9Wcs7I9NNmzZw/JyclMnjw5wxyBaZcuprX9559/kpCQoLGdrG5DIbRNarfUbnj/2r127Vpu377N7Nmzs/W6zDRs2JCyZcuq/q0oCjt37qRVq1YoiqL2fe7i4kJkZKSqz1mtne8iKzUtq+/rV199hb6+vtr3/p07d/Dw8MhQu7Oyz/LXX3+hr6/P119/rXqtnp4e33777Tvl+eTJEy5fvpzt14L65yAyMpLQ0FAaNmzIo0ePiIyM/MfXZzXnd93H2LlzJzo6OkyZMiXDc2/W7rftF2R1GwqhbVK7pXbD+9duU1NTSpUqRc+ePdm+fTurV68mb968fPXVV3h7e2erLZDaLbVbarfQglwcoNeatF+037wsYc2aNQqg+Pr6KgMHDlR0dXXVfolOY2VlpbRr107170KFCmn8BSftF9UtW7ZoXM+FCxc09uvNXy0zc/HiRbVfUTU9rl27pvaatDNgHR0dNZ7l/D6/aN+5c0dxd3dXLCwsMvTj5MmTqrjz588rgLJx40ZFUVJ+jTYxMVGGDx+u1l5m76uRkZHSvXv3DMvTftVMm1Yk7f3//fffM8QmJSUp8+bNU4oXL67o6emp9fXzzz9/p/wVRVG2bNmi6OjoKH379n2n12eWs4mJyVu387x581Sx+/btU2rWrKkYGRmpxejo6GRYV3bOJI+Ojlbq1q2r+sW+Y8eOytatWzP8gr127VqlQoUKioGBgdr6ixQpohY3cOBAJU+ePKqzHVatWqUAyo0bN1QxZcqUeWveab/Kpn1eExIS1NYRGRmZ7V/ug4KCVOt1dnZWevfurRw4cEAt5m1nkmf1c5DZZy2rOWd1e7xp0KBBiq6uboYzH9JLTk5W2rZtqwCKhYWF0rp1a2X16tVqZ84oSta2oRDaIrVbare2andkZKTi6OioTJ48WbXsfc8kf/OssaCgoH/czukvVc9q7cyJmpad99XFxUUpWbKk6t8TJ05U9PX11c6Ayuo+i4uLi1KgQIEMfb5582a2z0bz8PBQnJ2dFUApXry4MnjwYOXMmTNqMW87G+3MmTNKkyZNFFNT0wz9ffz4sSous7PRsppzVraHJq6uroqzs/NbY7K6X5CVbSiEtkjtltqtzeNuV1dXpWXLlmrLnj9/rtjY2CgdOnTIVltSu6V2S+0W2qDPR0RPT0/jciXdTTbS3xTibd52o4jM1pOV9b9N2i9No0aNyvTX9OLFi6v9+9ChQ0DKGZ9Pnjx5pzOdNYmIiKBhw4ZYWFgwffp0ihUrhrGxMdeuXeP7779X+1WsVq1aFC5cmG3bttGlSxf27dtHTEyMxl/BtHGnck1t/Pjjj0yaNIk+ffowY8YMbGxs0NXVZfjw4dk6Kze9I0eO0KNHD9zc3Fi+fLlW+5ucnMwXX3zBmDFjNL6mZMmSAJw+fZrWrVvToEEDli5dSt68eTEwMGDNmjWqG2C8T79OnTrF8ePH2b9/PwcPHmTr1q00btyYw4cPo6enx4YNG+jVqxfu7u6MHj0aBwcH9PT0mDlzJg8fPlRrr1OnTqxYsYIDBw7g7u7Otm3bKF26NJUqVVLLu0KFCsybN09jnwoUKPBeOWni4ODAjRs3OHToEAcOHODAgQOsWbOGHj16sG7dure+Njufg8xkNeesbI93paOjw44dO7hw4QL79u3j0KFD9OnTh7lz53LhwgXMzc2BrG1DIbRNarfU7vet3T///DPx8fF07NhRdfOntBs9h4eH4+vrS758+VRniL1Lf9P6061bN3r27KnxNRUrVgTIVu3MrqzUtOy8r506daJ3797cuHGDypUrs23bNpo0aYKdnZ1a7lnZZ9GmMmXKcP/+ff78808OHjzIzp07Wbp0KZMnT9Z4s6v0Hj58SJMmTShdujTz5s2jQIECGBoa8tdff/HLL79kuXZnJef32cf4J1ndL8jKNhRC26R2S+1+39r96NEjDh48yMqVK9WW29jYUK9ePc6ePfve/ZXaLbU7PandIktyc4ReW9J+OX7zV5e0X5p9fHyUH3/8UQEUDw8PtZjAwEAFUEaOHKlaVqhQIcXNzS3DetJ+Ud2+fbvG9bw5329m/cpM2i+d48aNy1L8gQMHFEi5SYqzs7NStWrVDGfetmzZ8p1+0U6bwzj9L9eK8vpmDG+ecTtmzBjFyMhIiYyMVNq0aaMULlw4Q5uZva8lS5ZUatSokWH5rFmzFHg9V1Nm77+iKEqlSpU0/nLt7Oys8VfGf3LhwgXFzMxMqVOnjsa5sbIqs5zLli2r1K5d+x9fP2zYMMXExCTDGb9pc3O/ua7snEmuyf/+9z8FUI4cOaIoSsq8YkWLFlXNsZWmTp06Gf6ukpKSlLx58yqdOnVSQkJCFH19/Qy/sLdo0UJxdnbO0N6b0j6v9+7dU1t+6dKlbP9y/6akpCRl4MCBCqB4eXkpiqIoO3bs0Ph3nZ3PQWaftazmrMmb20OTtF/j37yhzD/ZuHGjAii//vqrallWtqEQ2iK1W2q3tmp32g3i3vbIznckoHYDNEVJmZ8zT548qjnP3yY7tTMnalp23tfw8HDF0NBQGTt2rHL9+nWNZ41ldZ9lwIABir6+vvLy5Uu15Wnz5WbnbLQ3xcXFKW5uboqenp4SExOjKIqi/PzzzxrPRkubDzT9WWeKoijjx4/PEF++fHmNf2tZzflNmraHJt98842io6OjPH/+PFvta9ovyMo2FEJbpHZL7dZW7T537pwCKMuWLcvwXPPmzRVHR8cst6UoUruldkvtFtrxUc1J/jYtWrQAYP78+WrL087udHNz+7e7lIGDgwONGjVixYoVPHv2LMPzISEhqv+PiIigX79+1KhRgx9//JFVq1Zx7do1fvzxR7XXmJmZZWn+pjel/cKlpPs1Pj4+nqVLl2qM79ixI3Fxcaxbt46DBw/SoUOHLK+rRYsWXLp0ifPnz6uWRUVFsXLlSgoXLqw2r9jb+pu+r5AyJ1X6ueSyytPTEzc3NwoXLsyff/6plV/h39ShQwfOnz+vOiMhvYiICNV8enp6eujo6JCUlKR63tfXlz179rx3H8LCwjIsq1y5MgBxcXGq9YP638HFixfVtlUaXV1d2rVrx759+1i/fj2JiYkZzmro0KEDT58+5ddff83w+piYGKKiogBo3rw5AAsXLlSLefPzmxXPnz/P0M+0MwbS8jQzMwNS3vv0svM5yOyzltWcs7I9AO7du4efn5/q3+7u7ujq6jJ9+vQMv7Cn9Ts8PDzD50NT21nZhkL8m6R2Z8+nWruHDh3K7t271R4rVqwAoFevXuzevZsiRYpkq01NfW3bti07d+7kzp07GZ5Pv52zUzuzKys1LTvvq5WVFS4uLmzbto0tW7ZgaGiIu7u7WkxW91latGhBYmIiy5YtUz2flJTEokWL3jtPQ0NDypYti6IoqntrZKd2R0ZGsmbNmgzrMTMzy/B6yHrOWdkeCQkJ3Lt3T+37oW3btiiKovHMurR+Z3W/ICvbUIh/k9Tu7PlUa3fx4sXR1dVl69atau09efKE06dPU6VKlWy1l1lfpXZL7U5bn9RukRUf1XQrb1OpUiV69uzJypUrVZc0Xbp0iXXr1uHu7s7nn3+e210EYMmSJdSrV48KFSrQv39/ihYtSlBQEOfPn+fJkyfcvHkTgGHDhvH8+XP+/vtv9PT0cHV1pV+/fvzwww+0adNGNT1CtWrV2Lp1KyNGjOCzzz7D3NycVq1a/WM/6tSpg7W1NT179mTo0KHo6Oiwfv36TC9hq1q1KsWLF2fChAnExcVla2Bt7NixbN68mebNmzN06FBsbGxYt24dPj4+7Ny5M8PNCDVp2bIl06dPp3fv3tSpU4fbt2+zceNGihYtmuV+QMqNUlxcXAgPD2f06NEZbixTrFgxateuna02NRk9ejR79+6lZcuW9OrVi2rVqhEVFcXt27fZsWMHvr6+2NnZ4ebmxrx583B1daVLly4EBwezZMkSihcvzq1bt96rD9OnT+fUqVO4ublRqFAhgoODWbp0Kfnz51fdzKVly5bs2rWLL7/8Ejc3N3x8fFi+fDlly5ZVu2FMmo4dO7Jo0SKmTJlChQoVKFOmjNrz3bt3Z9u2bQwaNIjjx49Tt25dkpKSuHfvHtu2bePQoUNUr16dypUr07lzZ5YuXUpkZCR16tTh6NGj73QDl379+hEWFkbjxo3Jnz8/jx8/ZtGiRVSuXFnVv8qVK6Onp8fs2bOJjIzEyMiIxo0bZ+tzkNlnLas5Z2V7QMplbA0bNuTEiRMAqs/djBkzqF+/Pl999RVGRkZcvnyZfPnyMXPmTNatW8fSpUv58ssvKVasGC9fvuTXX3/FwsJCdSCT1W0oxL9JarfU7qyoWrUqVatWVVuWNu1KuXLltHbQMWvWLI4fP07NmjXp378/ZcuWJSwsjGvXrvH333+rDoyyWzuzIys1Lbvva8eOHenWrRtLly7FxcUlwxQCWd1nadWqFXXr1mXs2LH4+vpStmxZdu3a9U6DRs2aNcPJyYm6devi6OiIp6cnixcvxs3NjTx58gApnxOACRMm0KlTJwwMDGjVqhXNmjXD0NCQVq1aMXDgQF69esWvv/6Kg4NDhsGwatWqsWzZMn744QeKFy+Og4MDjRs3znLOWdkeT58+pUyZMvTs2ZO1a9cC8Pnnn9O9e3cWLlyIl5cXrq6uJCcnc/r0aT7//HOGDBmS5f2CrGxDIf5NUruldmeFvb09ffr0YdWqVTRp0oSvvvqKly9fsnTpUmJiYhg3bly22suM1G6p3VK7Rbb8S2es56isXPalKIqSkJCgTJs2TSlSpIhiYGCgFChQQBk3blyGqSxy67KvNA8fPlR69OihODk5KQYGBoqzs7PSsmVLZceOHYqiKMoff/yhAMrcuXPVXvfixQulUKFCSqVKlVQ3Snn16pXSpUsXxcrKSgGydQnY2bNnlVq1aikmJiZKvnz5lDFjxiiHDh3SeNmXoijKhAkTFFJv0qBJZu9rWs7t2rVTrKysFGNjY6VGjRqqG4ekedtlX7GxscrIkSOVvHnzKiYmJkrdunWV8+fPKw0bNszWZV9pN/rK7JHd6UzelvPLly+VcePGKcWLF1cMDQ0VOzs7pU6dOsrPP/+sdqOb3377TSlRooRiZGSklC5dWlmzZo3qb+vNdWWnf0ePHlXatGmj5MuXTzE0NFTy5cundO7cWXnw4IEqJjk5Wfnxxx+VQoUKKUZGRkqVKlWUP//8U+nZs6fGv6Xk5GSlQIECCqD88MMPGtcbHx+vzJ49WylXrpxiZGSkWFtbK9WqVVOmTZumREZGquJiYmKUoUOHKra2toqZmZnSqlUrxd/fP9uXt+3YsUNp1qyZ4uDgoBgaGioFCxZUBg4cqDx79kwt7tdff1WKFi2qulFK2t94Vj8Hb/usZSXnrGwPRUm5vE/T3/Tq1auVKlWqqNpv2LCh6pKua9euKZ07d1YKFiyoGBkZKQ4ODkrLli2VK1euZGgnK9tQCG2Q2p1Cavf7125N3vfGnW9esp0mKChI+eabb5QCBQooBgYGipOTk9KkSRNl5cqVqpjs1M6cqGnZfV9fvHihutnVhg0bNK43q/ssz58/V7p3765YWFgolpaWSvfu3d/pMuIVK1YoDRo0UGxtbRUjIyOlWLFiyujRo9X2ExRFUWbMmKE4Ozsrurq6at8be/fuVSpWrKgYGxsrhQsXVmbPnq2sXr06wyXbgYGBipubm5InT54M9TUrOWdle6T9Lb65j5aYmKj89NNPSunSpRVDQ0PF3t5ead68uXL16lVFUbK+X6AoWduGQmiD1O4UUru1U7sTEhKURYsWKZUrV1bMzc0Vc3Nz5fPPP1eOHTuWrXYURWq3JlK7pXaL7NNRlCze3UIIIYQQQgghhBBCCCGE+Mh8MnOSCyGEEEIIIYQQQgghhBBv+mTmJM9tkZGRxMTEvDXGycnpX+lLSEiI2o0g32RoaIiNjc2/0pd/kzbz/q+/h4GBgW993sTEBEtLy3+pNzkjKSlJ7WYrmpibm2Nubv4v9UgI8bGR2p37tJn3f7k2fio1LT4+XuNNrdKztLTMkZumCyE+DVK7c5/U7tekdgvxgcnt+V4+FT179nzrXNf/5qYoVKjQW/vxvvOA/ldpM+//+nv4T39r2Z1b/b/on+aPJ5tzxQkhxJukduc+beb9X66Nn0pNS5vn9m2P7Mx/KoQQb5LanfukdkvtFuJDJWeS/0vGjBlDt27dcrsbAGzcuPGtv65bW1v/i73592gz7//6e3jkyJG3Pp8vX75/qSc5x8nJ6R/zzO5d1oUQIj2p3blPm3n/l2vjp1LTKlWq9I95litX7l/qjRDiYyS1O/dJ7X5NarcQHxa5cacQQgghhBBCCCGEEEKIT5bcuFMIIYQQQgghhBBCCCHEJ0sGyYUQQgghhBBCCCGEEEJ8sj7KOcl/KfjfmIMsp4wOPJ7bXchxk/M2yu0u5Kh+zgG53YUcFR1hmNtdyFEJCXq53YUcVcbrL623mRD6SOttGth9+HP8iddaFGyR213IUX5xYbndhRz3hUnh3O5CjoogIbe7kKOKK8a53YUcZZ2sk9tdyFGD/TdovU2p3eKf1MrXKLe7kKNeJcXmdhdynLvJx/2ZNFc+7vNCS8Yl53YXcpS58nHn1yxoi9bb/C/U7iVLlvDTTz8RGBhIpUqVWLRoETVq1Mg0fvv27UyaNAlfX19KlCjB7NmzadHi9bHhrl27WL58OVevXiUsLIzr169TuXJl1fNhYWFMmTKFw4cP4+fnh729Pe7u7syYMQNLS8ts9f3j/sYQQgghhBBCCCGEEEIIkaO2bt3KiBEjmDJlCteuXaNSpUq4uLgQHBysMf7cuXN07tyZvn37cv36ddzd3XF3d+fOnTuqmKioKOrVq8fs2bM1thEQEEBAQAA///wzd+7cYe3atRw8eJC+fftmu/8f5ZnkQggh/mOSk3K7B0IIIYTIDqndQgghxIcll2v3vHnz6N+/P7179wZg+fLl7N+/n9WrVzN27NgM8QsWLMDV1ZXRo0cDMGPGDI4cOcLixYtZvnw5AN27dwfA19dX4zrLly/Pzp07Vf8uVqwY//vf/+jWrRuJiYno62d96FvOJBdCCCGEEEIIIYQQQgjxTuLj47l69SpNmzZVLdPV1aVp06acP39e42vOnz+vFg/g4uKSaXxWRUZGYmFhka0BcpAzyYUQQvwbPvL55IQQQoiPjtRuIYQQ4sOSA7U7Li6OuLg4tWVGRkYYGRmpLQsNDSUpKQlHR0e15Y6Ojty7d09j24GBgRrjAwMD37m/oaGhzJgxgwEDBmT7tXImuRBCiJyXnKz9hxBCCCFyjtRuIYQQ4sOSA7V75syZWFpaqj1mzpyZ25lq9OLFC9zc3ChbtixTp07N9uvlTHIhhBBCCCGEEEIIIYQQasaNG8eIESPUlr15FjmAnZ0denp6BAUFqS0PCgrCyclJY9tOTk7Zin+bly9f4urqSp48edi9ezcGBgbZbkPOJBdCCJHjFCVZ6w8hhBBC5Byp3UIIIcSHJSdqt5GRERYWFmoPTYPkhoaGVKtWjaNHj6qWJScnc/ToUWrXrq2xv7Vr11aLBzhy5Eim8Zl58eIFzZo1w9DQkL1792JsbJyt16eRM8mFEELkPLnEWgghhPiwSO0WQgghPiy5XLtHjBhBz549qV69OjVq1GD+/PlERUXRu3dvAHr06IGzs7NqupZhw4bRsGFD5s6di5ubG1u2bOHKlSusXLlS1WZYWBh+fn4EBAQAcP/+fSDlLHQnJyfVAHl0dDQbNmzgxYsXvHjxAgB7e3v09PSy3H85k1wIIcQnYcmSJRQuXBhjY2Nq1qzJpUuX3hq/fft2SpcujbGxMRUqVOCvv/5Se37Xrl00a9YMW1tbdHR0uHHjRoY2Vq5cSaNGjbCwsEBHR4eIiAgtZiSEEEIIIYQQQvw3dOzYkZ9//pnJkydTuXJlbty4wcGDB1U35/Tz8+PZs2eq+Dp16rBp0yZWrlxJpUqV2LFjB3v27KF8+fKqmL1791KlShXc3NwA6NSpE1WqVGH58uUAXLt2jYsXL3L79m2KFy9O3rx5VQ9/f/9s9V/OJBdCCJHzcvkS661btzJixAiWL19OzZo1mT9/Pi4uLty/fx8HB4cM8efOnaNz587MnDmTli1bsmnTJtzd3bl27ZqqYEdFRVGvXj06dOhA//79Na43OjoaV1dXXF1dGTduXI7mKIQQQmiVTI8ihBBCfFj+A7V7yJAhDBkyRONzJ06cyLCsffv2tG/fPtP2evXqRa9evTJ9vlGjRiiKkt1uaiSD5EIIIT568+bNo3///qrLvJYvX87+/ftZvXo1Y8eOzRC/YMECXF1dGT16NAAzZszgyJEjLF68WPWLdffu3QHw9fXNdL3Dhw8HNO8MCCGEEEIIIYQQ4r9BBsmFEELkvOQkrTcZFxdHXFyc2jIjI6MMNxGJj4/n6tWramdy6+rq0rRpU86fP6+x7fPnz2e4g7eLiwt79uzRTueFEEKI/7ocqN1CCCGEyEFSu9+LzEkuhBAi5ynJWn/MnDkTS0tLtUfaDUDSCw0NJSkpSTUPWhpHR0cCAwM1djcwMDBb8UIIIcRHJwdqtxBCCCFykNTu9yJnkgshhPggjRs3LsPZ3m+eRS6EEEIIIYQQQgjxT2SQXAghRM5L1v4v0JqmVtHEzs4OPT09goKC1JYHBQXh5OSk8TVOTk7ZihdCCCE+OjlQu4UQQgiRg6R2vxeZbkUIIUSOU5RkrT+yytDQkGrVqnH06FHVsuTkZI4ePUrt2rU1vqZ27dpq8QBHjhzJNF4IIYT42ORm7RZCCCFE9kntfj9yJrkQQoiP3ogRI+jZsyfVq1enRo0azJ8/n6ioKHr37g1Ajx49cHZ2Vs1pPmzYMBo2bMjcuXNxc3Njy5YtXLlyhZUrV6raDAsLw8/Pj4CAAADu378PpJyFnnbGeWBgIIGBgXh7ewNw+/Zt8uTJQ8GCBbGxsfnX8hdCCCGEEEIIIUTmZJBcCCFEzsvly746duxISEgIkydPJjAwkMqVK3Pw4EHVzTn9/PzQ1X19cVWdOnXYtGkTEydOZPz48ZQoUYI9e/ZQvnx5VczevXtVg+wAnTp1AmDKlClMnToVgOXLlzNt2jRVTIMGDQBYs2YNvXr1yql0hRBCiPcnl2wLIYQQHxap3e9FBsmFEEJ8EoYMGcKQIUM0PnfixIkMy9q3b0/79u0zba9Xr17/ONA9depU1YC5EEIIIYQQQggh/ptkkFwIIUTO+8TmMhNCCCE+eFK7hRBCiA+L1O73IoPkQgghcl5yUm73QAghhBDZIbVbCCGE+LBI7X4vuv8cIoQQQgghhBBCCCGEEEJ8nORMciGEEDlPLvsSQgghPixSu4UQQogPi9Tu9yKD5EIIIXKe3GVbCCGE+LBI7RZCCCE+LFK734tMtyKEEEIIIYQQQgghhBDikyVnkgshhMh5ctmXEEII8WGR2i2EEEJ8WKR2vxc5k1wIIYQQQgghhBBCCCHEJ0vOJBdCCJHzZG40IYQQ4sMitVsIIYT4sEjtfi+f/CB5pR5NqTbQDTN7S0I8/Tg++XeCbj7KNL6EWw3qjGyHRX47InyDOD1zC77Hb6rF1B7RlgpdPsfIwpSAKw84On4NEb5BquetijjRYEJn8lUvia6BPqH3/Dj38w6enPfMkRy/HtSTkSO+xsnJnlu3PBg2fBKXr9zINL5t25ZMmzqawoXy4+Xtw/jxP3Lg4DG1mKlTRtG3TxesrCw4d+4K33w7Dm9vH7WYFs2bMHHCcCpUKENsbBynTl+gbbu+Ws+veo8vqDPADXN7S4I8/TgwZR0Bb9mGZVrU4POR7bHKb8dz3yCOztqM9xvbsNGItlTp/DnGFmb4X3nAXxNWE5ZuG9oUceKL8V0oUL0kegb6BN3z48TcHfie99B6fqZfuWPetSN6NjYkeD8kct5CEjzvZRpv/HlD8gzog76TE4lPnvBi6Urizl9Ui8nTrzemrd3QzWNO/K07RPz0C0lPnqqeNyhZAovBAzAoUxqSk4g5cZoXC5egxMRqPT/Lzq2w6tMOPTsb4u8/IuR/S4m7fT/TeDOX+th+2xN9Z0cSHj/l+bzfiD51WS3GZkgPLNq7opvHnNjrHoRMX0jC4wDV80ZlimM7si9G5UtCcjKvDp8hdM4KlGjt52fdtSU2/dqib29N3D0fAqcvI/bWg0zj87jWw354dwzyOxLvG0DwT6uJOnlFLcZuWDesO7iia2FGzFUPnk1Zopafcdli2I/pg0mFEihJybw8dJagmb/mSH5ZpShJubZu8fFp2aMlbQe2xdreGh9PH5ZNXsaDm5l/ruq51aP7yO445nckwDeA1TNXc+W4+ueq24huuHZxxczCDI8rHiwZv4QA39efK+cizvSZ0Iey1ctiYGCAzz0f1v+8nlvnb+VIjp16t6X34G7YOdhw38ObH8fP5c71zGtMs1aNGfL9AJwL5OWxjz+/zFjC6aPn1WK+GdOfdt3akMfCnOuXbzNjzBz8fPwB+KxOVdbsXqq5Ly69uXNDu/sodbs3o/HAVuSxtyTA049dU9bgd/NhpvGVWtSk+cgO2OS3J8QnkD9nbcLzxA21GNfv2lO7c2OMLczwvXKf7RN/I9Q3UPV8/nKFaTm2CwUrFSM5KZlbBy6x54ffiY+O02puAI27u9J8YBss7a3w8/Rl45Tf8LnpnWl89Ra1+WpkZ+zy2xPk84ztszZw68Q1tRj37zrRsHNTTC1M8bpyn/UTVxLk+0z1fKFyRWg/tjtFKhUnOSmZKwcusOWHtcTlwHd/tR5fUCvdvtfhf9j3Kt2iBg1T973CfIM4NmszD9Pte5VyrU7Vrk1xqlAYU+s8rGo+niCPx2pt6BkZ0HRiV8q2qoW+oQGPTt3i4MQ1RIW+0Hp+5Xs2pfJAN0ztLXnu6cfpyb8TfCPz/Iq51aDGqHbkyW9HpG8Q53/cgl+6/Iq6Vqdc9ybYVyiMsXUetrqM57mHX4b86kzqQonWtdAzNMDv5C1OTVhLTA7kl1VSu4W2te3lTrevO2Fjb4O3hzdzJy7E40bmxzWNWzZkwJi+5M3vhL/PE5b8bwXnj6kf1/Qf3Zs2XVpibmHO7St3mDN2Hv4+Kcc1VWtXZunO+Rrb7t18IJ43Mz/meBcfe+2u2f0L6g1sibm9JYGefvw5ZR1P31K7y7WoSdO0426fQA7P2sKDN2p3k+/aUT31uNvvygP2TlzN83S127aIE67ju1CwWin0DPQIuufP3/O245MDx91VezSl5oCUsaFgTz+OTPmdZ2+pbaVa1KDByHZYpta2E7O28OiNcYX6I9pSqXPK2NDTKw84NGEN4enGFayLONF4fGecU8cVgu/5cXruDvxyYGyoaO8vKDG4Jcb2lkR6+HFzwjrCr2e+/Zxb1aTsmPaYFrDjlU8gd37YQtDRG2oxZca0o0jXzzGwMOP55Qdc/341UT6vt59VhcKUm9gZ68pFUZKSCdh/mVtT1pOUA/teBXo3o/DgVhg6WPLKww/P8Wt48Zb8HFvVpPj3HTAuYE+0TyBeMzYR+kZ+xca0J3+3xuhbmBFx+T6eY34jOl1+eSoUpuSkLlhULoaSlEzw/kvcn/x7juSXVVK730+uTrfy5MkTQkNDVf8+ffo0Xbt2pX79+nTr1o3z58+/5dXvr2SrmjSY1JUL83ez0W0ioZ5+fLXhe0xsLTTG561WghaLvuHO1pNsbDER70NXaf3rd9iWzK+Kqf51Syr3bsbf41azufUUEqLj+GrD9+gZGahi3NeMREdPjx2dfmST20RCPPxwXzMSU3tLrefYvn1rfv5pCjN+mMdnNV25ecuDv/ZvxN7eVmN87VrV2bh+CWvWbKZ6DRf27j3Ezh2/Ua5cKVXM6FGDGfJNHwYPGUudeq2Iio7mrz83YmRkpIr58ssWrF2zgLXrtlG1ejMaNHJn85Y9Ws+vbMtaNJvYlZMLdrGy5UQCPf3oun4spplsw/zVStB20RCubzvBSrcJ3D98hY4rR2CfbhvWGdSSGr1c2D9+Db+1mUxCdBxd149V24adV49CV1+X3zv/j19bTiDI049Oq0dipuVtaNzkcyyHfs3L1esI6T2ABO+H2P4yB11rK43xBuXLYT1tEtH7/iKkV39iT53BZtYM9IsWVsWYd+uEWfuviPzpF0L6DSY5NhbbX+aAYUp+una22C78mcQnTwnpP5jnI77HoEhhrCaO1WpuAOauDbH7fgBhSzfi3+4b4u49It/K/6Fno/l9NK5cFqefxvFi10H82w4m6ug58i6agmHxQqoYq74dsOzWhpBpi3jSaRjJMbHkW/kjOqn56dnbkG/1LBL8AnjSaRgBAyZgWLwQjv8bpfX88rRogMP4/oQu3oSP+7fEej6i4OoZmeZnUqUMzr98T8SOw/i0+ZZXf5+nwNJJGJV4nZ/tgHbY9GjNs8mL8W33HckxsRRcM0OVn76DDQXX/UjC4wB8232Hf9+U1+ebPULr+YlPU27X7gatGtB/Un82zd/Et27f8sjzETM2zMDSVvPnqky1Mny/6HsObz3Mty2+5fyh80z6dRKFSr7+XLX7uh2te7dm8bjFfNf6O2KjY5mxYQYG6b73p66Zip6eHuM6jWOo21B8PHyYumYq1vbWWs/RtU1TxkwbxrK5q2j/RU/u3/VixZb52NhpXlfl6hWYs3w6uzfto33Tnhw7cIqFa+dQvHRRVUyfId3p2q8D08fMpkuLfsREx7Bi63wMjQwBuH75Fg3Lt1B77NjwB/6Pn2r9ILtyy9q4T+zOoQU7mOs2jgCPxwz8fRzmmdTuwlVL0n3hUC5uPc7PLcZy5/AV+qwchVO62t14UGsa9HZl+4RVzHefSFxMHIN+H4d+6ja0cLBm0MaJhD4O4hf3iazoOROnkvnp8vNgreYGUKNlHTpN7MUfC7Yx1W00/h6PGfn7JPJkkl/xqqUYtPA7Tm09ypQWo7h2+BLfrhyDc8kCqpgWg9z5oncLfp+wghnu44iPiWXE75NU+Vk5WDNq4xSCHgcyw30s83rOwLlkAfr+PETr+ZVpWYumE7tyesEufms5kWBPPzq9Zd/LuVoJvlw0hJvbTrDKbQIPDl+h/Rv7XgYmxvhfvs/xWVsyXe8Xk7pRokkVdg1eyPoOMzB3tKbtiu+0nl/xVjWpO6krV+bvZnuLiYR6+NFyfebHB07VSvDF4m/w3HKS7c0n4nPoKs1XfYdNqdf56Zsa8ezSfc7/uDXT9dad0pXCTatwaNAi9rT/ATNHa1xXDtd2eh+cJUuWULhwYYyNjalZsyaXLl16a/z27dspXbo0xsbGVKhQgb/++kvt+V27dtGsWTNsbW3R0dHhxo0bGts5f/48jRs3xszMDAsLCxo0aEBMTIy20vrX5XbtBmja+nOGTRnMqnlr6enSHy+Ph8zf9BPWtlYa4ytUL8f0pZPZt3k/PZv149TBM8xZ/QNFSxVRxXT/pjMd+rRl9th59Gv5NTHRMczf9JOqtt26cocWlb5Se/yx8U+ePg7Q+gD5x167y7esRfOJ3Ti+YBdL3SYQ6OFHr9/HYpbJd2OBqiXosHAIV7eeYGmL8XgevkqXlSNwSPfdX39QK2r1duGPCatZ7j6J+JhYev4+VlXbALr/NhpdPT1Wd/mBZa0m8szzMd1/G4W5lo+7S7esSeOJXTmzYDdrUmtbx/Xfv7W2tVn0DTe3nWSN20S8Dl+l7crvsEuXX81BLanWqxmHxq/m9zYpY0Md16uPDbVfPRIdfT02d/6RtanrbZcD4wrObWpRYWo37s3dxbFmE4i860fdzWMxstOcn031Eny2bAi+m09w7IvxPDtwldprRmBR+nV+JYe0olhfF66PWc3xFpNIjI6l3pax6KbmZ+xoRb1t44nyDeJEi8mc6zIbi1LOVF84SKu5ATi2qU2pad15OHcHF74Yx8u7j6m2ZRyGmeRnWb0kFZYP5emm41xoOpbgA1eovHYU5unyKzykNQX7ueIxZhUXW0wkKTqOqlvHqfIzcrSm+vaJRPsEcbH5RK51nolZqfyUX6j9fUvx78nVQfK2bdty4cIFAP744w8aNWrEq1evqFu3LtHR0TRs2JA///wzx9ZftV9z7mw+jsf2U4R5BfD3uDUkxsRRvmNDjfFV+rjge/IWV1fsJ8w7gPNzdxB8x5fKvb543WZfVy4t+oNHR64Res+fg98tx8zBimLNqgFgbG2OddG8XFm2j9B7/kT4BnFm1lYMTI2xS7czrS3fDevPqt82se73bXh6ejH4m7FER8fQu1cnjfHfftuXQ4dOMHfecu7d82bK1J+4fv0Og7/urYoZ+m0/fpy5gH37DnP7tie9eg8jXz5H2rRxAUBPT49f5k7n+7E/sPLX9Xh5PcLT04sdO/ZpPb/a/Zpzbctxbm4/RajXU/aPX01CTBxVOmjehjV7u+J98hbnV+wn1DuAE3N38OyOL5/1bPY6pq8rpxfv4cGRqwTf82fPiGXkcbCidOo2NLE2x7ZoXs4u3UfwPX/CfIM4OmsLhqbGakVfG8w7tSd6735i9h8k0fcxkXPmocTFYtqyueb4Dm2Ju3iJqE1bSXzsx8tf15Bw3wuztl+qYsw6tOPl2vXEnj5L4sNHREyfiZ6dHcYN6gFgXLc2SmIikXMXkOTnT4LnfSLmzMPk84boOefTan5Wvb4icvtBXu4+TMJDP0KmLUSJjSPPVy4a4y27uxN95goRq3eQ8MifsEW/E+fhjWXXNq/b7OFO+IrNRB07T/wDH4LHzkHPwRazJnVS8m9UEyUhkZAZi0nwfULcnQeETFuIuUt9DApqNz/bPl8SsfUgkTuPEO/tT+DkxSTHxGHVrpnGeJuebXh1+iphq3YS/9CfkPnrifV4iHX3Vuli3AlduoVXRy8Qd9+XgNFz0XewJc8XtQEw/7wGSmIigVOXEu/zlNjbXgROXoyFaz0MCubVan7ZoiRr/yFyRW7X7i/7fcnBzQc5sv0I/l7+LB63mLiYOJp11Py5atOnDVdPXmXnip34e/uzfu56Ht55SKterz9X7n3d2bJoCxeOXMD3ni9zv5uLrYMttZulfK4srC1wLurM9mXb8b3nS4BvAGtmrcHY1JhCpQppXO/76DGoMzs2/MGeLft59MCX6aNnExsTy5edW2qM7zagI2ePX2DN0o088vJl8eyVeNy+T5c+7VQx3Qd0ZOUvazh+8DQPPLwZP2QaDo52NGneAIDEhESeh4SpHpHhkXzuWp89m7W/LRv1c+P8lmNc2n6SIO+nbJ+wiviYeGp2aKQxvkGf5tw7eZPjK/8k+GEAB+Zt48ldH+r3fF0rGvZpzuFFu7lz5CrP7vmxacQSLBytqdCsOgDlmlQlOSGRnZNWE/LoGf63HrF9wioqtaiJXSFHrebXrF8rTm35mzPbjxPg/YTfJ6wgPiaO+h2aaIz/oo8bt09e5+DKP3j28Cm7523h8V0fmvRsni6mJfsW7eD6kcs8ufeYX0cswtrRmqrNagBQqUl1khKS2DDpVwIfBeBz6yG/T1jBZy1q41DISav51ezXnBtbjnMrdd/rr/GrSYyJo1Im+141ervy8OQtLqzYz3PvAE7O3UHgHV+qp9v3urP7DGcW7sbnzB2NbRjlMaFyx0b8/cNGHp/zIPCOL3+OWkGB6iXJV6W4VvOr1L85HpuPc2/bKcK9Ajg5bg2JsXGUzuT4oGJfF/xO3OLGiv2Eewdw6ecdhNzxpULP18cHD3ad5cqCPTzJJD/DPCaU6diIs9M38vScByG3fTk2ciV5PyuJY5ViWs0vW3K5dm/dupURI0YwZcoUrl27RqVKlXBxcSE4OFhj/Llz5+jcuTN9+/bl+vXruLu74+7uzp07r9/3qKgo6tWrx+zZszNd7/nz53F1daVZs2ZcunSJy5cvM2TIEHR1P9zbeeV27QboPKA9f2zaz/6tB/H1eszs7+cRGxNLy84tNMZ37NeWC8cvsXHZVny9/Vj502ru3/aiXe8v08W0Y82C9Zw+dBZvz0dMGzoTO0c7GrimHNckJiQSFhKmekSGR1LfpS5/bj2g9fw+9tpdt18Lrmw5zrXtJwnxfsreCb+REBNHtUy+++v0ccXr5E3OrPyTkIcBHJ23nWd3faiV7ru/Th9XTizaw70jVwm658+OEcvI42hFmdTabWqdB7uieTm1bC9B9/x57hvI4dkpx92O6X5I1oYa/Zpzc8txbm8/xXOvAA6OX0NCTBwVM8mvem8XHp28xaXU2nY6tbZVS/fd/1lfV84t/gOvI9cIuefPnyOWY+5gRcl04wo2RfNyYek+Qu75E+4bxMlZWzE0NVYbbNeGEgNb4LvxOI+3nOTlg6dcH/MbSTFxFOqkOb/i/V0JOn4Tr6V/8tIrAI8524m47UPR3s3UYu7P38OzQ1d54enPlW+XYexoRT7XlO3n9EVVkhOTuDF2Da8ePiP8xiOuj1mNc8uamBXW7r5X4UFuPNlwjIAtJ4l68BSP0atIioknX+dGGuMLDWjO8+M38V36J1FeATycvY0Xt30o0MdFLebRL7sJOXiVVx5+3BmyBCNHaxyap+Rn16wqyYmJeI5dTfTDZ7y48QjPMatwbFUTEy3nly1y3P1ecrXS3717l3LlygEwc+ZMfvzxR/744w9mzZrFrl27mDdvHpMnT86Rdesa6OFYoQh+Z+6+Xqgo+J25S96qmne281Ytjt8bO7ePT91SxVsWtMfMwUotJv5lDIE3HpKvWgkAYsNfEeYdQJm29dA3MUJHT5eKXRsTFRJJ0G316Urel4GBAVWrVuTosdPpUlQ4euwMtWpV0/iaWjWrqcUDHD5yQhVfpEhB8uZ15OixM6rnX7x4yaVL16lVMyWmapUK5M+fl+TkZC5fOoT/42v8uXe92tno2qBroEfeCkXUD6gUBZ8zd8hftYTG1+SvWjzDAdjDU7fIn7oNrQrYk8fBmkfp/i7iXsbw9MZDVZsx4a8I9Q6gYtv6GKRuw2pdG/MqJJJn2tyG+voYlCpJ3JWravnFXb6GQflyGl9iUL4scZevqi2Lu3gZw9R4vXx50bOzVWtTiYoi3sNTFaNjYAAJiaAor2PiUi4XMqxUQSuppXRWH6OyJYi5kO5yckUh+vx1jCuX1fgS48pliD5/XW1Z9NmrGFcqA4B+fif07W2JPv+6zeRX0cTduodx5ZQYHUMDlAz5xae0X1Xz+/pODPQxLlecqHM3Xi9TFKLO3cCkSmmNLzGpUpqoc+r5vTp9FZPKKfEGBZzQd7BRazP5VTQxN+9jUiXz/JJjU7afaXUt5ic+WblZu/UN9CleoTg3ztxQLVMUhRtnblC6qubPVemqpbl+Rv1zdfXUVVW8U0EnbBxs1NqMfhnN/Rv3KVMt5XP1IvwF/t7+NGnbBCMTI3T1dGnetTnhIeF43858Co13zbFsxVJcOP16GilFUbhw6jKVqmv+Dq5UrTzn35h26tzxC6r4/IXyYe9opxbz6mUUt67dzbTNRi4NsLK2ZM8W7R5o6xnokb98ER6cva1apigKXmdvU6hqSY2vKVylhFo8wP1TN1XxtgUcsHCwVouJfRnD4xveFE6N0TfUJzEhCSXdd2NCbMp3f5HPNP/tvAs9A30Kly/G3bOvp+FRFAWPs7conkl+xaqUxOOs+rQ9d07doFjVlP0m+wKOWDlYq7UZ8zKahze8KJ4ao2+oT1JColp+8an5lfisjHaS4932vZw17Hs9OnUL50z2tzVxqlAEPUN9tXaeP3xG5JNQ1T6cNuga6GFfoQhP3jg+eHL6Lk7VNK/HsWrxDIPf/idv4ZhJvCb2qfmlX2/Ew2e8fBKKYzXN7+unYN68efTv35/evXtTtmxZli9fjqmpKatXr9YYv2DBAlxdXRk9ejRlypRhxowZVK1alcWLF6tiunfvzuTJk2natGmm6/3uu+8YOnQoY8eOpVy5cpQqVYoOHTqoXTX7ocnN2g0pta1UxVJcPp3uGERRuHz6KhWqad7vL1+tnFo8wIWTl1Tx+Qrmxc7RVi0m6mUUd697ZNpmg2Z1sbS24M+tB983JTWfQu3OV74ID8++/q5TFIWHZ+9QIJPv/gJVSqjFA3iduqWKty7gQB4Ha7WYuJcxPLnxUBUTHf6SkIcBVPkq5bhbV0+Xz7o04VVIJE+1eNyta6CHU4Ui+L7x3e975m6mtSpf1eL4vvHd75OutlkWsMfcwUotJu5lDAE3HuKcblzhuXcA5dvWU40rVE4dGwrUYn46BnpYVSxC8Cn12h18+g421TVvP5tqJdTjgaATt1TxpgUdMHa0VotJfBlD2PWHqhhdI32S49WPS5NS901sa2pvbEjHQI88FYvw/HS6fUVFIezUbayqa973sqxWguen1Pctnx+/qYo3KeSAkaM1YeliEl/GEHnNG8vUGF1DfZT4JPX8YlLys66pvX1L8e/K1UFyfX19Xr58CYCPjw/Nm6ufHdu8eXPu39fuZVBpTGzyoKuvR3RopNry6NDITKc9MbO3IjpEfV7AqJAXmNpbAaj+G/3G3IHRoS/U2tzZZRYO5QoxxPNXhnqtoWr/5uzuMYe4yOj3zEqdnZ0N+vr6BAeFqi0PDg7BydFe42ucnOwJCg5RWxYUFKqKd3J0SF32RkxwKE5OKc8VKVoQgMmTRvLjzAW0ce9JeEQkR4/swDqTaULehal1yjaMemMbRoW+yPTyK3N7K15liI/EPHXbmTtYqZal9ypdDMD6rjNxKleIsR6rmPBgLbX6tWBTz9nEvtDeNtS1skRHX4+ksHC15clh4ejZ2Gh8jZ6tDcnh6vFJ4eHo2qZc5qeb+rrkt7QZd/U6urY2mHXpCPr66OQxx2LwgNT2NU/T8y70rCxS8guNUO/v83D0M7ksUd/OmqTn6n1PDA1HLzVe3y4lhzfbTHwegV7qczEXb6JvZ41Vn3ZgoI+uhTm23/VJeb295vf1Xehbp+X3xvZ4HpHpevTtrDO+H6ER6Ntbq55PWRaeMSb1uajzKfnZ9Gurys9hdMqVINrML9uSk7X/ELkiN2u3hY0Fevp6hL/xGYgIjcAmk79va3trIkIi1ONDIlTTpKT9V1Ob6adSGd9lPMXKFWOn507+8PqDL/t/yaQek3gV+ep901Lvr40V+vr6PA8JU1v+PCQcOwfN38F2DrYZ4kPTxdulTrGWsc2wTNv8qksrzh6/SNCzEI3Pvysz65Rt+PKNOvsyJBKLdHU2vTz2Vprj7SxVzwO8CnmjdodEqp7zOncXC3tLPh/QEj0DPUwszGj5fRcALBw0r/dd5LHOg56+Hi/e+C6PfEt+lvZWvHgjv8iQCCztrFTPA7x44+/4RUik6jnPc3ewsLfCdUAb9Az0MbUwo9333QCw0mJ+b9v3yuzScHN7Kw3xkZhl8n5k1kZiXAJxb+xnZbedf2Kcdnzwxt9SzFuOD0ztrTLZ9896v0wdLEmKSyD+jfzedlzyr8iB2h0XF8eLFy/UHnFxGedujY+P5+rVq2qD2bq6ujRt2jTTqUHOnz+fYfDbxcUlW1OJBAcHc/HiRRwcHKhTpw6Ojo40bNiQM2fO/POL/8Nys3YDWNlYoq+vR9gbdSg8NBzbTOq3rb0NYaFvxIeEY+uQEp/23zfbDEsX86ZWnVtw8cRlQrRc2z722m2aWtvePI5+FaJ+jJyepu/+VyGR5EmtbWnH65pr9+vvvTVdfyRvucJMuvsbU+6vo26/FqzrNYvYF1HvmdVrmde2yH+obW+MDYW+UNWk1+MKmmJet7ml6ywcyxVihMevjH6whs/6NWdbzzkZ6t37MEqtbXFvvNdxIZEYZ7KPYOxg9dZ4YwdL1bKMMSnPhZy5i7GDJSUGt0THQA8DSzPKT+ykal9bDG0s0NXXI15DX4wyWY+Rg1WG+PiQSAxT+26Yuh3fzC8+XZthZ+5i6GBJ4dT89C3NKDkxZd/SyFHzev8Vctz9XnJ1kLxhw4Zs3rwZgCpVqnDixAm1548fP46zs/Nb29C0o5X4H5+ovvEPPYkOfcG2djPY3HoKDw9dpc3qkZhp8YsiN6Vdijhz1kJ27/6La9dv07ffCBRFoV1bzZebfWhazOhF1PMXrG0/g1VtJnPv8BU6/TZKVQw/ZIk+vkTMmIV55w7kPXYQp307SQp4RtLzsI/iUpt478cEjf8Zq15tKXZ1L0VObSbhaSCJoWEoyco/N/AfF+/tR8D387Dt8yWlb+2mxPmNJDwJJDEkl7efXPb10cip2p30H6/dg38YTERoBGPajWF46+GcP3SeqaunYu2g/TnJc5tjXnvqfl6TXZu0P01abgn0esKmkcto1L8lsz1/Z/rl5Tz3D+ZFSMRH8d0f4OXPbyMX4dq/FSs8NzH/8m+E+gcTGRL+UeQnckkO1O6ZM2diaWmp9pg5c2aGVYeGhpKUlISjo/ol646OjgQGBmaIBwgMDMxWvCaPHj0CYOrUqfTv35+DBw9StWpVmjRpgpeXV5bb+a/Jqdqd/AHtj9nntadmo8/Yt/mvfw7+AH2MtRug1YxevHr+glXtp7O8zSQ8D1+h26pRmQ7Of2iazehJ9PMXbGg/g3VtpqTMbf7bxzE29PL+U64MXU6JQS1o47OWFreWEuUXQmxwhNrZ1x+qqPtPuDN0GYW+bkkT399pdHs5MX7BxAXn8r6lHHe/F/3cXPmsWbOoX78+AQEB1KtXjwkTJnD58mXKlCnD/fv32bp1K8uXL39rGzNnzmTatGlqy5pZVMDVsuJbXxcT9pLkxCRM7dR/GTS1s8xw9kiaqJAITO0t1JaZ2VsQnXpmT9p/Te0siAqOSNemBSGpd7AvULccRZpUYVmFgcS/Srn5y7GJaylYvzxl29Xn8lLtFbXQ0DASExNxcLRTW+7gYE9gkOZflwMDQ3B0UD/L3NHRThUfGBScusyewMDX8wE6Othx42bK5UmBz1KWe3o+UD0fHx+Pj89jChZ8+85XdkSHp2xDsze2oZmdRYZfpNO8ConAPEO8Ja9St92r1O1mZmep+n8AcztLAj0eA1CkbjlKNKnCnIoDVNvwwMS1FK1XgUpt63N2mXa2YXJEJEpiEno21iSkW65rY01SWJjG1yQ9D0PXWn3ARs/amuTUs6+TU1+na2NN8vPXbejaWJPg9XrKgJgjR4k5chRda2uU2BhQwKxTexKfPtNKbgBJES9S8ks9m0DVX1trEt84ozNNYmg4erbq+aWcfR2e+nxKTnp2ViSlO/NE39aKuHuv72z9av9xXu0/jp6tFckxsaAoWPX8ioQn2ssvMTwtvze2h61VyoC1pteEhmd8P+ysSAwJVz2fssxatSwtJs7zkerfL/ad4MW+E2r52fT+kni/rB8kCpGZnKrdxS2KU8Ly7dMKvAh7QVJiEtZvfK6s7KwynEmWJjwkHKs3DqSs7K0IT/0Mpf3X2s6a8ODXnysrOyseeaR8rirVrUSNJjXoUKEDManf+0snLqVK/So0bdeU7Uu3v7Xf2REeFkFiYmKGM+ts7a0JDX6u8TWhwc8zxNuliw8NeZ7aho1aG7b2Nty/m3HQx71TSyLCIzlx6NR75aJJVHjKNszzRi3OY2+Z4UzpNC9DIjTHp57x9TL1deZvtGFub0lAau0GuLb3LNf2nsXczpL46FhQUuZHf+4X9P6JpfU1/CVJiUlYvPFdbvmW/CJDIlRnxb+OtyIy9Wz0yNTXWdhbqf4/5d+W+Hv4qv59Ye8ZLuw9g4WdJXHRcSiKgku/lgRrMb+37XtFvWXfK2O8JVGZvB+ZtaFvZICRhana2XXZbeefxKYdH7xx5qDJW44PokMiMH3jxmCmdq+PD7IiOjgSPSMDDC1M1c4mf9txyYdq3LhxjBihfjPx/9I0JsmpZ8wNHDiQ3r1TrsSrUqUKR48eZfXq1RoH9D8EOVW7nc0LkT9P4X9cf0RYJImJSRmu+rK2s85wpnSa5yFh2Ni9EW9vzfPglPi0/9rY26j+P+Xf1njdzTgVWsuOrkSGv+DU4bP/2N/s+thrd3RqbXvzONrc/vVx9Js0ffeb21vyMrW2pR2vv9mGub0lz1Jrd9E65SjVuCr/q9SfuNT9r32T1lCsXgWqtqvPKS0dd2de2yz/oba9MTZkZ6GqSa/HFdTHhszsLAhOHRsqVLccxZpUYX7F12NDhyeupXC98lRoW58LWsovLrW2Gb1R24zsLVMGrDWIDY54a3xscKTGNozsLYm883rf68nuczzZfQ4jOwsSo1OuGioxsAVRjzXfW+JdxIe9IDkxCUMN/Y3LJL+44IgM8Yb2lsSn5hWfuh2N7C2JT9eGob0lL+++zi9w11kCd53F0N6SpKhYAAoNciPmsfb2vcS/K1fPJC9TpgwXL14kPj6eOXPmEBUVxcaNG5k6dSre3t5s2bKFXr16vbWNcePGERkZqfZoavHP8+4mJyQRdNuHAnXTxeroUKBuOZ5d0zy/6LNr3hSsq952wXrlVfGRfiFEBUeotWloboJT5WIEXE0pZAYmKXeiVt64ZEFJVkBH5x/7nR0JCQlcu3aLxp/XUy3T0dGh8ef1uHDhqsbXXLh4lcaN66kta9qkgSrex8ePZ8+C1NrMk8ecGjWqcOFiSszVa7eIjY2lZMnXNxrS19enUKECPH78RGv5JSck8ey2D0Xe2IZF6pbnyTXNZ3o8ueatHg8UrV+eJ6nbMMI/hJfB4WoxhuYmOFcupmrTwDizbZiMjq4Wt2FiIgn3H2BYrerrZTo6GFWvSsKduxpfknDHA6PqVdWWGdWoRnxqfFLAM5JCn6vF6JiaYli2jComveTwcJSYWIybfI4SH0/c5StaSCyts4nEeXhhUqvK62U6OpjWqkzsDQ+NL4m94Ylprcpqy0xqVyX2Zsrd2xOfBJIY8hzTdG3qmJliVLE0sRru8J70PAIlOhbz5g1R4hKIOXft/fNKk5BI7F1vzGpXer1MRwezOpWJuX5P40tirt/DrHZltWVmdasQcyMlPsE/kMTgMLU2dc1NMKlUipjrmedn4dYAJS6BqLPXM8T8a5KTtP8QuSKnandRi6L/uO7EhES8b3tTqe7rz4COjg6V61bm3jXNn6t71+5RuW5ltWVV6lVRxQf6BRIWHKbWpom5CaUql8LzasrnysgkZQDnzbNClGQFHS3X7sSERDxu3adm/c9Uy3R0dKhZ/zNuXrmt8TU3r96hVrp4gNoNa6jinzwOICQoVC3GzNyUilXLaWzTvXNL9m07QGKi9j9nSQlJPLnjQ8k65VXLdHR0KFGnPI+vPdD4Gt/rXmrxACXrVVTFP/cP5kVwuFqMkbkJhSoXx1dDm69CI4mPjqNyy9okxMVz/4zm9/VdJCUk4nvnIWXrvJ4vVkdHhzJ1KuKdSX4Prz+gbB31kzvK1avIw2spUx+E+AcRERyu1qaxuQnFKpfA+1rG6RFehEYSFx1LzZZ1SYhL4O6Zm9pIDXi971X4jX2vwm/Z93qqYd+rSP3yPM1kf1uTwNs+JMUnqq3XpmheLPPbqfbhtCE5IYmQ2z44v5Ff/nrlCLyqeT1B17zJ/0Z+BeqXJyiTeE1CUvNL345V0bzkyW9H0NVcPHs5B2q3kZERFhYWag9Ng+R2dnbo6ekRFKQ+0BAUFISTk+ab0To5OWUrXpO8eVNucl62rPqc1mXKlMHPzy/L7fzX5FTtzmdeMEvrT0xI5P6t+3xWL90xiI4On9Wrxu2rmvf771y9y2f11Y9rajSorooP8HtGaNBztTZNzU0pV6WsxjZbdmzOgR2HScqB2vYp1O6AOz4UrfP6O0pHR4eidcrhn8l3v/91L4q9UbuL16ugig/3D+ZlcDjF0rVpZG5C/srFVDEGqv0vDcfdOtobykpOSCJQQ20rVLdcprUq4Jq3ejxQOF1ti/QP4VVwhFqMobkJ+SoX4+k/jisoWh1XUBKSiLjlg0N99fwc6pUj7Irm7Rd21QuH+urbz6FBBVV8tF8wsUHh2KdrU9/cBJsqxTS2GRf6gqToOPK3qUVSXDzBJ7W376UkJPHylg+26furo4NN/fJEXNG87xV51Us9HrBtWFEVH/M4mLigcGzSxeiZm2BZtTiRGtqMD4kkKToOxza1SY6L57kW88s2Oe5+L7l6JjlAsWLF2Lx5M4qiEBwcTHJyMnZ2dhgYGGTp9UZGRhl2rPR19LL02murDuAydyDBt30IvPGQKn1dMTA14u62kwC4/DKQV4HhnJ29DYDrqw/RftsEqvZvjs+xG5RqXRvHikX5e+zq123+dpCaQ92J8A0i0i+YOqPaERUcwcPDKQPIAVe9iIuMwmXeQC4s2ENibDwVOn+OZQF7fI7dyFK/s+OXBb+y5rdfuHrtFpcvX2fot/0xMzNh7bqtAKxZvYCAgGdMmDgLgEWLfuPY0R18N3wgfx34m44d2lCtWkUGDR6janPholWMHzcUL+9H+Pr6M23qaAICgvjjj0MAvHz5ihUrNzBl8iiePAngsd9TRo4YBMCOndq9icj5VQdwnzuQgFs+BNx8SM0+KdvwxvaUbdhm3iBeBoZzbE5KvhfXHKTn1onU6t8Cr2PXKd+qNvkqFOXPsb+p2rz420Hqf+tOmE8gEf4hNBrZjpfBEdxL3Yb+17yIjYzCfd4gTi3YTUJsPFU7f451AQe8tLwNX23ZjvXEsSTce0CChydmHduhY2xM9J8pN5uxmjSOpJAQXi5flRK/bSd2S+dj1rk9cecuYNK0MQalSxExe66qzahtO8jTszuJ/k9JCnhGngF9SAoNJfbU67kWTdu6k3D7LskxMRh9Vh2LIQN5uexXlFfam/sNIGLtLhxmjiLuzgNib9/HqseX6JgY83L3YQAcZo4mKTiU57+sASBy/R6c1/2EVa+2RJ28RJ4WDTEuX4KQKfNft/n7HqwHdib+8VMSnwRiM7QnScHPiTp6ThVj2aU1sdc9SI6OwbROVWxH9eP5L6tJfqnd/J6v3k2+OSOIveNFzK0H2PRqg66JERE7jwCQd85IEoOeEzJ3LQBh6/6g0MbZ2PT5klcnLmPh1hCT8iUInLhI1WbYuj3YDe5EvG8ACU+CsB/encTg57w88nq+TetuLYm55klydCxmdavg8H0fgn9eq/X8suUTu0zrY5cTtVsvi7V796rdjJg7Aq/bXjy48YA2fdtgZGrEkW0pn6uRv4zkeeBz1s5eC8Afq/9g9rbZfNn/Sy4fu0zD1g0pUbEEi8a+/lzt+W0PnYZ2IsA3gCC/ILqP6s7z4OecP5zyubp39R6vIl8xct5INi3YRHxsPC6dXXAs4MjlY5cz9PF9/b58M/9bOIm7Nzy5c92DbgM6YmJqzJ4t+wH4cdFkggNDmP+/ZQBsWLmVNXuW0XNQF079fZbm7l9QrlIZpo6apWpz/cqtDPiuF499/HnqF8CQ7wcQHBTK0QPqZ5zVrF+dAoWc2blxr9bzSnNi1X66zP0a/9uPeHzDm4Z9W2BoasTF1NrdZe5gIoPC2D9nCwCnVh9gyNbJNOrnhsfx61RpVYcCFYqybdxKVZsnVx/gi2+/JMQ3kDD/YJqP7MCLoHBuH3794269Hi74Xr1PXHQcJetVoPX4rvw5e7NW7ycCcHjVPvrN/Rbf2w95dMOLZn1bYmRqxJntxwDoN/dbIoLC2DFnIwBHVu/n+63TcenXipvHr1GzVV0KVyjG2nGvz+o8svpPWn3bjiDfZ4T6B/PlyM6EB4Vz7fAlVUyTHs3xvnqP2OhYytWrRIfxPdgxewMxWs7v4qoDtJ47kGep+141Uve9bqVuv1ap+14nUve9Lq05SPetE6nZvwXex65TtlVt8lYoyl/p9r2MLc2wdLbDPHUOT5uiKQOVr0IiiAqJJO5lDDe2nuCLid2IjYgi7mU0LtN78uTqAwKua/fmuTd/PUDjeQMJueVD8I2HVOzrir6JEfdSjw+a/DKQqMBwLqQeH9z67RBttk+g0oDmPD56gxKta2NfsSgn0h0fGFmZYZ7PFjPH1HshFEvJLzokkpiQSOJfxuC59QR1J3clNuIVCa9iqD+9B4FXHhB0/SG5Jhdrt6GhIdWqVePo0aO4u7sDKWd5Hz16lCFDhmh8Te3atTl69CjDhw9XLTty5Ai1a9fO8noLFy5Mvnz5MszP/eDBgwzzeH9ocqJ262ZjoHLzyu1Mmj8Oz5v38bjuScf+7TA2NWb/lgMATF4wjpDAUJbN/BWArat2smznAroM7MDZoxf4ok1jylQsxazRr49rtq7aQa9h3fH3eUKA3zMGjOlLaFAopw6qzyFfvV5VnAvlY++m/Vnub3Z97LX77Kq/aDt3EAG3H/HkxkPq9G2OoakxV1O/+9vO/ZoXQWEcSf3uP7f6IP22TqJuvxbcP36DiqnH3XvGrVK1eW71QRp9+yXPfQMJ9w+hycj2vAyKwDO1dvtf8yImMoq2c7/m+MJdJMTGU71TY6wLOHD/uHZP/rm06gAtU2vbs5sPqd7HFcN0ta3lvIG8DAzn5JyU7/4raw7RZesEavRvjvexG6radjDdd//l3w5S51t3wnyCiPQPpv7IdrwKjuBB6rjC09RxhZbzBnJ2wR4SYuOp3PlzrArY81DL4wpeK/6i+oJBhN98RPj1hxTv3xw9U2Meb0nJr9qir4l9FsbdH1O2n/evB2mwexLFB7Ug8O8bFHCvjXWlolwf/Xr7ef96kNLDvyTqUSBRfiGU/b49sUERBBx8ve9VtE8zwi4/IDEqFoeGFSg/qQt3/7eFBC3vm/gu30/5hV/z4sYjIq97U3BAC/RMjQhIza/8osHEBobh/b+UfcvHKw/w2Z7JFBrkRsjf18nrXgeLSkXxGPV63/LxygMU/e5Lon0CifELpvj3HYgLCif4wOv8CvRxIeLyfZKi4rBtWIGSk7vi9b/NJGo5v2yR4+73kuuD5Gl0dHQyzCHn7+/PlClTMr2D+ft6sO8iJjYW1B7RFlN7S0I8HrO7+xzVzXfy5LNTO2vs2VUvDgxdSp1R7ak7pgMRvoHs7f8Lzx+8Pjv6yrI/MTAxounMPhhZmBJw5QG7us8hKS5lwozY8Ffs7jGHOqPb027LOHT19Xn+4Al7+80j1FP7Zyds374Xezsbpk4ehZOTPTdv3sWtZTeCg1Nu5lmwQD7VZYUA5y9coVuPIUyfNoYfZnyPl7cPbdv15e7d1zuKP/28FDMzU5YvnYOVlQVnz17GrVU3tZvufD92BkmJiaxdsxATE2MuXbrOFy4diIjQ7iWjHn9ewMw2D41GtMPc3pIgj8ds6jFbdYMMy3y2atvwyVUvdg1dwuej2tN4dAfCfAPZOmAeIem24bnlf2JoakTLmX0xtjDF78oDNvaYrdqGMeGv2NhjNo1Hd6D75vHo6esT4vWErf3nEaTlbRh79DiRVpbk6d8LPRsbErwe8nzE96qbc+o5OqjdSCHhzl3Cp/yAxYA+WAzsR+KTp4SNnUTiI19VzKsNW9AxNsHq+5HompsTf+s2z0d8D/GvJ3UxLFsGi3690DExIfGxP5Fz5hFz8IhWcwN4dfAkejaW2HzbA307a+LuPSJg4ASSnkcAYJDXXi2/2BseBI6Zhe3QntgO70X84wCefTuNeO/XlzxF/LYNXRNjHKYNQzePObHX7hIwYAJKuvyMKpTCZkh3dE2NiX/0hJCpC3m576jW83v51ymCbSywH9YdPXtr4jwf4dd38uv88tmrFbGY6548HTEH++96YD+yF/G+T/EfPIM4r9f5PV+5Ax0TY/L+8C26FubEXLmLf5/JavkZVyyF3dBu6JqZEP/Qn2eTFvPij2Naz0+I3Kjdp/adwsLGgu4jumNtb80jj0dM7j6ZiNTLd+3z2avVNc+rnswZOoceo3rQa0wvnvo+ZUb/GTx+8PpztWPZDoxNjPl25reYW5hz98pdJnefTELq9/6L8BdM7jGZHqN7MHPLTPT19Xn84DEz+s3Ax9NH6zke/ONvrG2tGDKmP3YOtty768Wgzt+pLknP6+xEcrraduPKbb7/ejLfjh3IsPGDeOzjz9BeY/C+93oaptWL12NiaszUn8eSx8Kca5duMajTcOLj4tXW/VWXVly/dAufdN+r2nbjz/OY21jg+l17LOyteOr5mBU9Z6luCGbtbIeSbq5K32sPWD9sES1GdsRtdCdCfANZPeBnAtPV7mPL92JoYkSHmf0xsTDF5/J9VvScRWLc6+/GgpWK4fpdO4xMjQl6FMD28au4svu01vO79Oc58thY4v5dJyztrfDz9GFezx9U08PYvpGf97X7rBg2n69Gdqbt6K4E+T5j0YA5PH3gr4r5a/keDE2M6TVzEKYWZjy4fI95PWeo5VekUnHcv+uIkakxzx49Zd34FZzffVLr+Xmm7ns1HNEOs9R9ry1v2fd6etWLPUOX0GhUexql7nttf2Pfq+QX1Wg1d6Dq318t+RaAU7/s5PT8XQAcmbEBRVFou3wYeob6PDp1m4MT12g9P+99FzG2saDGyJTjg1CPx/zZfQ4xqfmZv7H9Aq968fe3S6kxuj21Uo8PDvT7hbD7r/Mr/EVVmsx7nV+zpSn5XZ63i8u/pOR3dtpGlGQF15Up+fmfvM3JCWu1nt+HZMSIEfTs2ZPq1atTo0YN5s+fT1RUlGoalB49euDs7KyaAmXYsGE0bNiQuXPn4ubmxpYtW7hy5QorV74e9AgLC8PPz4+AgAAA1WC4k5MTTk5O6OjoMHr0aKZMmUKlSpWoXLky69at4969e+zYseNffgdyRm7UboC/9x7HytaK/qN7Y2tvg9ddb77rOoaw1OkEnZwd1b47bl+5y+RvZjDw+74MGtsPf5+njOkzkUf3X9fd9Us2Y2xqzNg5ozC3MOfW5dsM7zomQ21r1bkFty7f5rF3zl0N8LHX7jt/XsDMxoIm37XD3N6KZ56PWddzluq738rZFiXdcY3/NS+2DVtC05Ht+WJ0R577BrJpwDyC0333n16+D0MTI9rM7Jdy3H35AevS1e7o8Jes6zmLL0Z3pM+mCejq6xHs9ZSNA+YSqOXj7nt/XsTU1oL6I9piZm9JsMdjtvZ4PTZk8cbY0NOrXuwdupQGo9rTYHQHwn0D2TngF0LT5XcxdVzBdWYfjC1MeXLlAVt7zFEbV9jWYw4NRren8+aUsaFQryfs7D+PYC3n9/SPCxjZWlB2TDuM7K2IvPuYs51nEZean6mzrdpxd9gVLy4PXkLZ79tTblxHXvkEcr73PF7ce53fg8X70DM1osrP/TCwMOX5pQec7TyL5HT7JtZVilFmVFv0zYx56R3A9TG/4b9D+zdCDvrjPIa2FhQb0x4jByte3n3Mtc6zVDfnNHZW336RVx5w++tFFB/bkRLjOxHtE8iNXj/zKl1+vov3omdqRNmf+6NvYUrEpftc66Sen2WVYhQb3Q59M2OivAPwGL2KZzu0v28p/j06ivLfnTH/5s2bVK1alaSk7J3e/0vBbjnUo/+G0YHHc7sLOW5y3ka53YUc1c85ILe7kKOiIwxzuws5KiEha2e8fqjKeGn/hkaxF7ZqvU3jWh213qZ4f+9au1sUbJFDPfpv8IvTPOfqx+QLk8K53YUcFaF2h5CPT3HFOLe7kKOsk7U7NdJ/zWD/DVpv879QuxcvXsxPP/1EYGAglStXZuHChdSsWROARo0aUbhwYdauXauK3759OxMnTsTX15cSJUowZ84cWrR4XV/Wrl2rGmRPb8qUKUydOlX171mzZrFkyRLCwsKoVKkSc+bMoV69ehle97F419pdK1+jnOnQf8SrpNjc7kKOczf55+nuPmTmSq7OMJzjSsZ93GcNm3/kZ0U3C9qi9Tb/C7X7Q5arZ5Lv3fv2y4HS7i4uhBBCiP8Gqd1CCCH+LUOGDMl0epUTJ05kWNa+fXvat2+faXu9evX6x7m3AcaOHcvYsWOz2s3/PKndQgghxD/L1UFyd3d3dHR0eNvJ7Nq+IZYQQohc8JGfBfApkdothBCfCKndHw2p3UII8YmQ2v1ecvXak7x587Jr1y6Sk5M1Pq5du5ab3RNCCKEtycnaf4hcIbVbCCE+EVK7PxpSu4UQ4hMhtfu95OogebVq1bh69Wqmz//Tr91CCCGE+HdJ7RZCCCE+LFK7hRBCiH+Wq9OtjB49mqioqEyfL168OMePf/w3qRRCiI/eJ/YL9MdMarcQQnwipHZ/NKR2CyHEJ0Jq93vJ1UHy+vXrv/V5MzMzGjZs+C/1RgghRE5RlKTc7oLQEqndQgjxaZDa/fGQ2i2EEJ8Gqd3vJ1enWxFCCCGEEEIIIYQQQgghclOunkkuhBDiEyGXfQkhhBAfFqndQgghxIdFavd7kTPJhRBCCCGEEEIIIYQQQnyy5ExyIYQQOU+RX7SFEEKID4rUbiGEEOLDIrX7vcgguRBCiJwnl30JIYQQHxap3UIIIcSHRWr3e5HpVoQQQgghhBBCCCGEEEJ8suRMciGEEDlPLvsSQgghPixSu4UQQogPi9Tu9yKD5EIIIXKeXPYlhBBCfFikdgshhBAfFqnd70WmWxFCCCGEEEIIIYQQQgjxyZIzyYUQQuQ8uexLCCGE+LBI7RZCCCE+LFK734ucSS6EEEIIIYQQQgghhBDikyVnkgshhMh5MjeaEEII8WGR2i2EEEJ8WKR2vxcZJBdCCJHzpFgLIYQQHxap3UIIIcSHRWr3e5HpVoQQQgghhBBCCCGEEEJ8suRMciGEEDlPbiAihBBCfFikdgshhBAfFqnd70UGyYUQQuQ8uexLCCGE+LBI7RZCCCE+LFK734tMtyKEEEIIIYQQQgghhBDikyVnkgshhMh5ctmXEEII8WGR2i2EEEJ8WKR2vxc5k1wIIYQQQgghhBBCCCHEJ0vOJBdCCJHzZG40IYQQ4sMitVsIIYT4sEjtfi8ySC6EECLnyWVfQgghxIdFarcQQgjxYZHa/V5kuhUhhBBCCCGEEEIIIYQQnyw5k1wIIUTOk8u+hBBCiA+L1G4hhBDiwyK1+718lIPkP0Zezu0u5ChXp8q53YUc1zVPaG53IUd95hmc213IUXea2ud2F3KU+bLVud0FIT46T+MjcrsLOSouOSG3u5Djnigxud2FHBWjJOZ2F3KUha5BbnchRyXp6uV2F4T46DyLC8vtLuSoGuZFcrsLOS6Ij3v/pGHsxz15grP5q9zuQo4qcXFRbndBfGI+ykFyIYQQ/zHyi7YQQgjxYZHaLYQQQnxYpHa/FxkkF0IIkfMUJbd7IIQQQojskNothBBCfFikdr+Xj/vaEyGEEEIIIYQQQgghhBDiLWSQXAghRM5LTtb+QwghhBA5R2q3EEII8WH5D9TuJUuWULhwYYyNjalZsyaXLl16a/z27dspXbo0xsbGVKhQgb/++kvt+V27dtGsWTNsbW3R0dHhxo0bGdpYuXIljRo1wsLCAh0dHSIiIrLdb5BBciGEEP+G/0CxFkIIIUQ2SO0WQgghPiy5XLu3bt3KiBEjmDJlCteuXaNSpUq4uLgQHBysMf7cuXN07tyZvn37cv36ddzd3XF3d+fOnTuqmKioKOrVq8fs2bMzXW90dDSurq6MHz8+W/19k8xJLoQQQgghhBBCCCGEEOKdzZs3j/79+9O7d28Ali9fzv79+1m9ejVjx47NEL9gwQJcXV0ZPXo0ADNmzODIkSMsXryY5cuXA9C9e3cAfH19M13v8OHDAThx4sR79V/OJBdCCJHzlGTtP4QQQgiRc6R2CyGEEB+WHKjdcXFxvHjxQu0RFxeXYdXx8fFcvXqVpk2bqpbp6urStGlTzp8/r7G758+fV4sHcHFxyTQ+p8kguRBCCCGEEEIIIYQQQgg1M2fOxNLSUu0xc+bMDHGhoaEkJSXh6OiottzR0ZHAwECNbQcGBmYrPqfJdCtCCCFynsxDKoQQQnxYpHYLIYQQH5YcqN3jxo1jxIgRasuMjIy0vp7/AhkkF0IIkfMUJbd7IIQQQojskNothBBCfFhyoHYbGRllaVDczs4OPT09goKC1JYHBQXh5OSk8TVOTk7Zis9pMt2KEEIIIYQQQgghhBBCiHdiaGhItWrVOHr0qGpZcnIyR48epXbt2hpfU7t2bbV4gCNHjmQan9PkTHIhhBA5Ty7ZFkIIIT4sUruFEEKID0su1+4RI0bQs2dPqlevTo0aNZg/fz5RUVH07t0bgB49euDs7Kya03zYsGE0bNiQuXPn4ubmxpYtW7hy5QorV65UtRkWFoafnx8BAQEA3L9/H0g5Cz3tjPPAwEACAwPx9vYG4Pbt2+TJk4eCBQtiY2OT5f7LILkQQoicJwfaQgghxIdFarcQQgjxYcnl2t2xY0dCQkKYPHkygYGBVK5cmYMHD6puzunn54eu7utJTerUqcOmTZuYOHEi48ePp0SJEuzZs4fy5curYvbu3asaZAfo1KkTAFOmTGHq1KkALF++nGnTpqliGjRoAMCaNWvo1atXlvsvg+RCCCGEEEIIIYQQQggh3suQIUMYMmSIxudOnDiRYVn79u1p3759pu316tXrHwe6p06dqhowfx8ySC6EECLnKXI2mhBCCPFBkdothBBCfFikdr8XuXGnEEIIIYQQQgghhBBCiE+WnEkuhBAixynJSm53QQghhBDZILVbCCGE+LBI7X4/MkguhBAi58nNv4QQQogPi9RuIYQQ4sMitfu9yHQrQgghhBBCCCGEEEIIIT5Zcia5EEKInCc3EBFCCCE+LFK7hRBCiA+L1O73IoPkQgghcp7MjSaEEEJ8WKR2CyGEEB8Wqd3vRaZbEUIIIYQQQgghhBBCCPHJkjPJhRBC5Dy5gYgQQgjxYZHaLYQQQnxYpHa/FzmTXAghhBBCCCGEEEIIIcQnSwbJhRBC5LzkZO0/smnJkiUULlwYY2NjatasyaVLl94av337dkqXLo2xsTEVKlTgr7/+Unt+165dNGvWDFtbW3R0dLhx40aGNmJjY/nmm2+wtbXF3Nyctm3bEhQUlO2+CyGEEP+6/0DtFkIIIUQ2SO1+LzJILoQQIucpivYf2bB161ZGjBjBlClTuHbtGpUqVcLFxYXg4GCN8efOnaNz58707duX69ev4+7ujru7O3fu3FHFREVFUa9ePWbPnp3per/77jv27dvH9u3bOXnyJAEBAXz11VfZ6rsQQgiRK3K5dgshhBAim6R2vxcZJBdCCPHRmzdvHv3796d3796ULVuW5cuXY2pqyurVqzXGL1iwAFdXV0aPHk2ZMmWYMWMGVatWZfHixaqY7t27M3nyZJo2baqxjcjISH777TfmzZtH48aNqVatGmvWrOHcuXNcuHAhR/IUQgghhBBCCCFE9smNO4E+/brwzdC+ODjac/fOPcaNnsH1a7czjW/t7srYCcMoUNCZRw99mTHlZ/4+ckot5vvxQ+nesz0WlhZcuniNMd9N5dGjxwDUqVeDP/av19j2F5+348Zb1v0u3Hq48dXAtljbW+Pj6cOKyct5cPNBpvF13erRbWQ3HPM7EuAbwNqZa7hy/IpaTNcR3XDp4oKZhRmeVzxZOn4JAb4BAFSoVYGZ22ZpbPu7lsPxuuWlveQAi06tsOrdDj07G+LvPyL0x6XE3bmfabxZs/rYDOmJvrMjCY+fEvbLb0SfvqwWY/1NDyzauaKbx5zY6x6EzlhIgl+A6nnDMsWxHdEXo3IlITmZqCNnCJ2zAiUmVqu5AfTs15mvv+2NvYMdHnfuM+n7H9/6N9KyTTNGj/+W/AWd8Xn0mB+nzuPYkdNqMaPGDaFLj3ZYWObhysXrjBs5HZ9HfgDUrvsZO/5cq7HtFo07cvP6HY3PvSsjF3eMWndC18qGpMfeRK9eSJL3vUzjDWo1xKRTX3TtnUgOfEL0hhUkXr+oFmPcsTdGTVqiY2ZO4r07RP86j+TAp6rn9YqUwKTbQPSKlYbkJBIuniJ63VKIjdFqbgCbd+5jzaYdhIaFU6p4UcZ/9zUVypbKNP7QsdMs/vV3ngYGUSi/M9993ZsGdWqonj9y4izb9uzH4743kS9esmPNYkqXLKbWxvY//mL/kRN43vcmKjqGcwe3Y5HHXOu5ZUsuXqYVHx/P1atXGTdunGqZrq4uTZs25fz58xpfc/78eUaMGKG2zMXFhT179mR5vVevXiUhIUFtEL106dIULFiQ8+fPU6tWrewlItR07P0VPQd3xc7ehgce3syaMI871z0zjf+i1ed8M2YA+Qo44efzhPk/LOXMUfXtP3hMP77q2po8Fnm4cfkW//v+J/x8ngBQvU4Vftu1RGPbXVz7cvdG5ut+F137tKffNz2wd7Dl3l0vpo+bw63rdzONd23dlOFjvyZ/gbz4PvLnpxkLOfn3WbWYYd8PokP3L7GwMOfqpZtMGTOTx4/8AahRpxob/1ipse2vvujO7Rse2ksOcOnRgtYD3LGyt+axpy+rp6zE+2bm+we1WtSh08iu2Od3INA3gA2zfuf68atqMR1HdKFJ5y8wszDj3pV7/DphGYG+z1TPFylflG5je1KsYnGSk5O5eOA862asJjZa+7X73973AshXJB99JvSlTPUyGBgY4HPPhw0/b+D2+Vtaz69e92Y0HtgKC3tLnnr6sXPKGvxuPsw0vnKLmrQY2QGb/PaE+ASyb9YmPE7cUItp/l17andujImFGT5X7rN94m+E+Aaqns9frjCtx3ahQKViKEnJ3Dxwid0//E58dJzW86ve4wvqDHDD3N6SIE8/DkxZR8DNR5nGl2lRg89Htscqvx3PfYM4Omsz3sdvqp4v7Vqdal2bkrdCYUyt87Ci+XiCPB6rtaFnZECziV0p16oW+oYGPDx1i78mriEq9IXW88uyT+wSa5HzevTtyIAhvbB3sMPz7gOmjJ3JzWuZH1u0aP0FI8cPIX+BfPg+8mPWtF84/vcZtZgRYwfTuXvblOOaSzeYMOoHfFOPa2rVrc7WvZpPiGjVtPNb6+q7yI3alrdIPrqP70Wp6mXQN9DH754vW+Zu4u557Y4pADTq7oLLwNZY2lvh7/mYzVNW43vTO9P4ai1q0WZkJ+zy2xPkE8jOWRu4c+K6Wkzr7zpSv3MTTC3M8L5yj40TfyU43Xe/Y5G8tBvfnWLVSqFvoM+Te378MW8L989rd9sB5O/djMKDW2HoYMUrj8fcG7+GF9czr20OrWpR/PsOGBewJ9onEO8ZGwk9ekMtptiY9jh3a4K+hRkRl+9zb8wqon1e55enQhFKTOqCReWU2ha8/yIPJv9OUg7UNutubtj2b4u+vTVxnj48m7ac2FuZ75vkaV4Ph++6YZDfkXjfAILnrOHVCfV9E/vh3bDq6IKehRnRVz0JnLyE+HT7JsbliuEwpjcmFUugJCXz8tA5Av/3K0oO7Hv928fdkS9esmTVes5dusazoBCsrS1pXL823/bvQR5zM63nl2VSu99Lrp9J/vz5c44fP05YWBgAoaGhzJ49m+nTp+Ppqd0DTk3cv2rO9B/H8fPsJTRp8CV379xj2+7fsLOz0Rj/WY0qrPhtLhvX76BxfXcO7D/Kuk1LKF2mhCrm2+H96T+wO6O+m4prkw5ER8WwdfdvGBkZAnD54nXKlair9li/bhu+vv5aHyCv36o+/Sb1Z/P8TQxzG4qPpw/TN8zA0tZSY3zpamUYs2gMR7YeZmiLoVw4dJ4Jv06kUMlCqpi2X7ejVe9WLBm3hJGtRxAbHcv0DTMwMDIAwPOqJ92qdVN7HNp8kEC/QK0PkJu5NsRuzADCl23kSftviL//iLwr/oeejeb8jCqXxXHOOF7uPsiT9oOJOnYOp4VTMCz+Oj+rPh2w7NqGkOmLeNplGEpMLHlX/IiOYUp+evY25Fs1iwS/AJ52GcazQRMwKF4Ih/+N0mpuAK2/dGXKD2OYN3spro3a43HnPht3rsA2k7/P6jUqs2TVT2zesAuXhu04tP8Yv21YRKkyxVUxg4f1pc/ArowdMY1WX3QmOjqGjTtXqv4+r1y6QeVSDdUeG9ft4LGvv9YHyA3qfI5Jz8HEbl/Li+/7k/T4IeYTfkLHwkpjvF7JcpgNn0zcsf28GNOP+EtnMB/zA7oFiqhijNp0xqh5W6JXzuPluK9R4mIwn/gTGKTkp2Nti/nkuSQHPuXl+K959b8x6OUvjNk3Y7WaG8CBv08yZ9FKvu7Tle2rF1GqeBEGjpjI8/AIjfHXb3swZuosvmzpwvY1i2lcvzZDx83A65GvKiYmNpaqFcvx3dd9Ml1vbGwc9WpWp3+PTlrO6D0kK1p/xMXF8eLFC7VHXFzGHcrQ0FCSkpJwdHRUW+7o6EhgYGCGeIDAwMBsxWfWhqGhIVZWVu/Vzn9RbtdulzZNGDV1KCvmrqZTs97cv+vNss2/YGNnrTG+UvXyzFo2jd2b99Hxi14cP3CK+WtmUbx0UVVM7yHd6Ny3PT+M+YluLfoREx3Lsi2/YJj63Xjj8m0aV2ip9ti5YS9PHj/V+gB5C/cvGD99BIt/Xol7k6543n3A6m2LM82vymcV+WXF/9ixcQ9tGnfh7wMnWLpuLiVKv96RH/BtT3r078TkUT/SzrUnMdExrNm6WJXf9cs3qV2umdpj6/rd+Ps+0foAeZ2W9eg5sQ/bF2zl+5YjeOzpw4T1U7HIZN+kZLXSDF80imPb/maM23dcOnyRMSvHUaBkQVVMm0Ff0byXGyvHL2Ncm9HERccycf1U1b6JtYMNkzdOJ9D3GePdx/C/HtPIX7Ig38wdptXcIHf2vQCmrJmKnp4eEzqNZ7jbMHw8fJiyZgpW9pr/bt5VlZa1+XJidw4t2MFPbuMI8HjM17+Pw9zWQmN84aol6bFwKBe2HuenFmO5ffgKfVeOIm/J/KqYJoNa06C3K9smrOIX94nEx8Qx6Pdx6KfmZ+FgzeCNEwl5HMQv7hNZ3nMmTiXz0/XnwVrNDaBsy1o0m9iVkwt2sbLlRAI9/ei6fiymmeSXv1oJ2i4awvVtJ1jpNoH7h6/QceUI7NPlZ2BijP/l+xydtSXT9bpM6kbJJlXYMXgh6zrMII+jNR1WfKf1/LIlB2q3yD25XbtburswccZoFvy0nJaNO+J55z7rty/P9Lim2meVWPTrbLZt2I3b5x04/NcxVq5fQMnSr49rBg3tTa8BXRg/agZtmnUlOjqG9duXq45rrl66QfUyn6s9Nv++Ez/fJ1ofIM+N2gYwdvVE9PT1mNZ5It+3HIGvpy9jV0/Eyt5Kq/lVb1mHDhN7sm/Bdma4fc8Tj8cM/30CeTL5bixWtST9Fw7nzNZjTG8xhhuHL/HNyjHkK1lAFeM6qA1Nejdnw4SV/Og+jviYOIb/PlH13Q/w7W9j0dXTY26XafzQ6nueePry7W9jsdByfo5talNqWg8ezd3JxS/G8vLuY6puGY+Bneb8LKuXpMLyoTzddJyLTccScuAyldaOxqz06/wKD2lNgX7N8RyzikstJpAUHUuVrePRTc3PyNGaatsnEu0TyKXmE7jeeSbmpQpQbqH2a5uFW30cx/cnZOEmHrUeSuw9HwqtnYFeJn+fJlXLkH/+GCK2H+ZRq6G8PHKeAssmYpRu38R2QDtserbi2aQl+Hw1AiU6loJrZqjGTfQdbCj0+/+IfxyAz1cj8Os9GaMSBXGeo/3alhvH3cGhzwkODWPUkH7sXr+M/00YwdmLV5k88xet55ctUrvfS64Okl+6dIlixYrRpEkTihcvztWrV6lRowa//fYbv//+O9WqVePatWs52odB3/Rmw7ptbN64iwf3HzJq+BRiomPp0r2txvgBX/fg2N+nWbLwN7wePGLW/xZw66YHfQd0U8UM/LoH835exsG/juJx9z7fDBqDk5MDzVumnE2YkJBAcHCo6hEWFoFriyZs3rBL6/m59/uSQ5sP8vf2v/H38mfJuMXExcTyRcdmGuNb92nN1ZNX2bViF0+8/dkwdwMP7zykZa+Wqpg2fduwddFWLh65gO89X+Z9NxcbBxtqN6sNQGJCIhEh4arHy/AX1PyiFn9vO6L1/Kx6fMWLHQd5uecwCY/8CJm+ECU2jjxfumiO7+ZO9NkrRKzZQcIjf8IX/06chzcWXdqoYiy7uxO+cjPRx88T/8CH4PFz0HOwxaxJHQBMG9ZESUwk9IfFJPg+Ie7OA0KnL8S8WX30C+TTan79B/dk0+872LZpD173HzJ2xDRiomPp1E3znMZ9B3bjxNEzLF+0Bu8Hj/jpx0XcuelB7/5dVDH9BnVnwc8rOHzgOJ53HzDs63E4Ojng4tYESPn7DAkOVT3CwyJwafE52zbu0WpuAMYt2xN3dD/xJw6S/OQx0SvnQXwsho1baI53a0vCjUvE7d1K8lM/YreuJumRF8auX6aLaUfszvUkXDlLkt8johbPRNfaDoPP6gFgUK02JCYSvWo+yQH+JD28T9Sv8zCs1RBdJ2et5vf71t20a9WcL92aUaxIISaP/hZjIyN2/3lYY/yGbX9Qt2Z1+nRtR7HCBfl2QA/KlizGph37VDGtXZvwdZ+u1P6sSqbr7d7xS/p170DFcqW1ms9/zcyZM7G0tFR7zJw5M7e79dH7L9Tu7gM7sWvjXv7Ysp9HD3z5YcwcYmPicO/UUmN81/4dOHf8IuuWbsLH6zFL5vyK5+37dOrdVi3m1/lrOXHoNF6eD5n47XTsHe1o7NoASKltz0PCVI/I8Eg+d63PH1v2az2/PoO6sXXDbnZu3of3Ax8mj/qRmJhY2qWrVen1HNCZ08fOs2rJeh56+TJ/1jI8bt2je98Or2MGdmHpvN84evAk9z28Gf3NFByc7PmieSMAEhISCQ1+rnpEhEXS1LUhOzfv07jO99GyXxuObjnMie1HeeLlz8rxy4iPiaNxB81TF7n1bsWNk9fYu2I3T72fsHXuJh7deYRrT7fXMX1bsXPxdq4cuYTfvccsHjEfawcbPmuWcsVGtSbVSUxIYtWkFQQ8esrDW978On4ZtVrUwamQk1bzy419LwtrC5yLOrNj2XZ87/kS4BvAullrMTY1plCpQhrX+64a9XPj3JZjXNx+kiDvp2ybsIr4mHhqdWikMb5hn+bcO3mTYyv/JOhhAH/N28aTuz7U7+miFnN40W7uHLlKwD0/NoxYgqWjNRWaVQegXJOqJCcksmPSaoIfPcPv1iO2TVhF5RY1sSvkqHG976p2v+Zc23Kcm9tPEer1lP3jV5MQE0eVDg01xtfs7Yr3yVucX7GfUO8ATszdwbM7vnzW8/X2vr37DKcW7ubRGc0nGxjlMaFKx0Yc/mEjvuc8eHbHlz9GraBA9ZI4Vymu8TVCZMd/oXb3G9yDLet3sn3TH3jdf8T4kTOIiYmhQ1d3jfG9B3bl5NGzrFi8Fu8HPsyduYQ7tzzp2e/1SSB9B3Zj8dxfOXLgBPc8vBjx9QQcnOxp1qIxkFLbQoKfqx7hYZF80fxztm/ao/X8cqO25bHOQ76izuxeuhO/e48J9H3Gxlm/Y2xqTIGS2v3u/6JfS05vOcq57Sd45v2EDRNWEh8TT90OjTXGN+njxt2TNzi8ci+BD5/yx7yt+N19ROOermox+xft5OaRKzy958fqEYuxcrSmSrPPADC3zoNj0XwcXLabp/f8CPYNZOfsjRiZGuOcbrBdGwoNcuPJhqMEbDlB1IOneI5eRVJMPM6dP9cYX3BAc54fv8HjpfuI8nrKw9nbeHHbh4J9XNLFtMDnl12EHLzCKw8/7g5ZgpGjNfbNU/Kza1aV5MRE7o1dTfTDZ7y48RDPMb/i2KoWJoW1W9ts+3xJxNaDRO78m3hvf55NXExyTCxW7TTvm9j0as2rU1d5/usu4h/6E/LLBmLuPsS6++t9E5vebQhdspVXf18g7r4vT0fNRd/Rhjyp+ybmjWugJCYSOGUZ8T5Pib3txbOJi7FoXg+DQnm1ml9uHHeXKFqY+T9OpFG9WhTMn4+a1SozdEBPTpy9SGJiklbzE/+eXB0knzBhAu3btycyMpLx48fj7u5OkyZNePDgAd7e3nTq1IkZM2bk2PoNDAyoVLkcJ0+cUy1TFIVTJ85RPZMPQvXPKnPqhPrl2cePnqH6Z5UBKFQ4P45ODpxK1+bLF6+4duUmn2XSpmuLxtjYWLF54873zEidvoE+xSsU58aZG6pliqJw48wNSlfVPHhWumpptXiAa6euqeIdCzph42CjFhP9Mpr7N+5TuprmNmt+UZM81nk4ou1Bcn19jMqWIPpCuh06RSHmwnWMK5XV+BKjSmWIOa9+iVf0uasYVyqT0mR+J/TtbYk5/7rN5FfRxN26h1FqjI6hASQkqt3AIDk2HgCTquW0khqk/H1WrFyW0+n+3hRF4czJC1T7rJLG11SrUZnTJ9TnOj5x7CzVUv8+CxbKj6OTPWfSxbx88YrrV29l2maz5p9jbWPF1k273zOjN+jro1e0FIm30l1SqCgk3LqKfknN20+/ZDn1eCDh5iX0UuN1HfKia21L4u10MdFRJHp7oF8qJUZH3wAS1bcf8SnbT790BS0kltqvhAQ87ntRK/W9h5QpPmpVr8zNO5rP1rl515Pa1SurLatTsxo37+b82T05TknW+mPcuHFERkaqPdJPqZLGzs4OPT09goKC1JYHBQXh5KR5cMzJySlb8Zm1ER8fT0RExHu181+T27Vb30CfMhVLceHU68s9FUXhwunLVKxeXuNrKlYrz4VT6tNqnTtxURXvXDAf9o52XEzX5quXUdy+7pFpmw1d6mNpbcEeLQ+SGxjoU65Sac6dvKRapigK505dokp1zd9RVapX5Nwp9WmnTh8/T+XqFQEoUMgZB0c7tZhXL19x89odqnxWUWObTVwbYGVjyc7Ne983JTX6BvoUrVCMW2deT0WhKAq3ztykZFXNl8SWrFpKLR7g5qnrqniHAo5YO9hwO11M9MtovG88oFRqjL6RAYkJiSjpvvvjY1OuPCn9meaa8y5ya9/rRfgL/L39ady2MUYmRujq6eLatTnhIeF43878Uvjs0jPQo0D5Ijw4+/rKR0X5P3v3Hd5U9QZw/JvuRfdi76GsMmQPlSkb2XsvZZa9UfSHoiwBBVQUFGSJiKAMmYIIdLFaCoUOoHtDd5v8/iikDU2Rtimh+H6eJw/03veenNOkee89OfccFbfOX6NSwxpaj6ncoDr+5zXvlLx59oo63qG8MzbOdhplpj5MIdgngMqPY4xMjMjMyNJ4/TIen3tVeUN3XwgbGBtSum5lAnN3ZqtUBJ67TrmG1bUeU65hNc144M7Zq5Rr+Pyd26XrVsbQxEijEz3mThjx96MLVI7OFUPuFvqh79xtbGxE3fqvce5MzjVI9nXNRRrmcw3S8I36nDujmdvOnvxbHV++YlmcXZ00ynz48BE+ntfyLbPDO29iZ2/Dnp9+LWqTNOgrtz2Me8iDgPu07fOW+rO/w5BOxEfFc1enn/1GVKxTBb/zOdN3qVQq/M5fpWo+n/1VGtTA97zmdF83zl6hyuN4x/LO2Drb4Zfrsz/lYTJ3fQKo8rh9j+IeEnbnAc3ebYvJ4/a1HdyBxKh4gq/lPwVWQSmMDSlVrwqxf+XKVSoVsWevYdNY+2e/TaMaxJ7V/OyPOXUFm8bZ7TOv6Iypix0xZ3PKzHyYQqJXALaPyzQwMUaVrnldmpWSndtsm+pwsJOxEWZ1qpH0t0/ONpWKpL99sGig/XksGtQi6byPxrakv7zU8cblXTF2tudRrhjlo2RSfPwxfxyjMDFG9XS/SVp2+ywa667f5GW67n74KAkrSwuMjAyLVE6RSO4uEr12knt6euLu7k6pUqWYNm0aoaGhjBs3Tr1/8uTJXL58+RklFI29gx1GRkZERcZobI+MisHZxVHrMc4ujkRGRmtsi8oV7+zslL3tqTKjnlHmkGF9OXXiHGGhEVr3F5a1vTWGRobER8drbI+Pjscun1tv7ZzsiI96Kj4qXn2r7pPj4qPj8pSZ3+28HQd0xPuMFzHhMVr3F5ahnTUKI0OyYjTrmxkTh2E+t6QbOdqRFaNZ96zonHjDx7f7PV1mVkw8Ro/3pVy8gqGDHbaj+oKREQbWVjjMyL4Fx9BJ++2ChWHvYIuRkRHRUXnfS07O2t9LTs6ORD0VHx0Vg5OzA4D6PRgVpfkejo6MwTmfMgcOe5fTJ8/r/P2pKGWDwtAQZUKsxnZVQhwGttp/jwpb+7zx8Tnxisf/KuPzj8m47o3C1h7THgPAyAiFpRXmQ8YD5Pu8hREXn0hWlhIHe833ooO9HdGxcVqPiY6JyxPvaG9HdIz2+P86U1NTrK2tNR6mpqZ54kxMTGjUqBEnTpxQb1MqlZw4cYLmzZtrLbt58+Ya8QDHjx/PN16bRo0aYWxsrFGOv78/ISEhBSrnZaPv3G1nn/3ZGBOl+XceExWLo7P2v2FHZwdiouKeio/D8fFn45PjClJm78Hd+Pv0RSLDogrVjvw8ad/Tn/0xkfl/9js6OxAdqVn36KhY9Wf/k3ZGR+WNebLvaX2H9OSvUxcID4ssVDvyU8ou+9wk4alzk4RnnEfYOtnmic993mHrbKfell/M9fNXsXWypceE3hgZG2FpbcmQeSM0jtcFfZ57LRq8kCq1q7LXbx+/3D5Ar3G9WDp8CUkJj4rYqhyWj1+/h9EJGtsfRiVQKp9b30s52WqNt3a0Ue9/si2/Mm//fQNrJxveHt8NQ2NDzK0t6T43+y45a2ftz1sYFnalMDAyJOmp+iZFJ2LlpP2WdCsnWx7liU/AqgBTAVg52ZKZlkFaYnKRyhEiP3rP3Y+vu6OfukaOfkZuc3J2zJMLo3NdBz25dtEeoz23DRjSm7Mn/yZcx9c1+sptAB8OWULl2lXY7ruLnbf20W1sTz4esYykxKSiNSoXK7tSGBoZkvjUZ11iVEK+057YaPnsT4yKx8bRVr3/ybbcHkbFq/cBrBnyIRVqV2b9je186b+TDmO7sXbkxyTrsH0m9tYYGBmS/lQeSo9KwDSfHGPqbEv6U3VPj0rAxDk7V5g8bsPTZaZFJWDyuMzYc9cxcbal4nvdURgbYmRjSfVF2bnN1EV35yZGj/tNMp96L2VGx2OUz/vTyNGOzKf7WXLFP/k366lzk9wxyReuYORoh8O4d8E4u9/EZfZIjeN14WW57o6LT2Dz9z/Rt8c7hS5D6J9eF+5MT0/H3NwcyB41a2FhgaNjTpJ0dHQkJubZHatpaWl55qBVqZQoFHqfbv25lC7jwlvtWjF25HR9V6VYOLg60KBtQz59T/tCniVRxp1gIhd+jsOc8dhPGw3KLBJ2/EpmdOwrN19T6TIuvPl2SyaOmqnvquiM8n4QSRtXYDHifcwHjwdlFml/7EcZH6sxQk3omJ7/Ntzd3RkxYgSNGzemSZMmrF27lqSkJEaNGgXA8OHDKVu2rHq6lmnTptG2bVtWrVpF165d2bVrFx4eHmzZkrOwYWxsLCEhIYSGZi9O4++fvWCwq6srrq6u2NjYMGbMGNzd3bG3t8fa2popU6bQvHnzEr1oZ3HlbqVKiUEJyd3OpZ1o8WZTZo9frO+qFAvX0s60fqs508bqfq0Gfbl/+x4bZ65jxKLRDJ4zDGWWkj++P0R8ZByqVyR3T/roPRKi45nbdw7pqel0HNiJJVuXMqP7dOIiS/aXreG377Nj5lf0WjyMbnMGocpScub7IyRGxb8yr99LSX63rwy57gbXMi60ebsF74+Zre+q6NTY5RNIiIlnSb/5pKem025gB+Z9u4h5PWYRX8I/+wEGLx/Lw5gEVvZbQkZqOq0GtmPKN/P4uMc8Ep7qpC5pkvzvc2Pql9T4YDjVFg6CLCUh3/xBWmT8K7H4YtrtEB7MXo3rwnE4zxqJKktJ7PaDZEbFvXL55VFSEu/NXkrVyhV4b8zQfz+gOL1iv9sXTa+d5OXLl+fu3btUqlQJgF27dlG6dM7cRGFhYRrJW5sVK1bwwQcfaGwzN7HH0uzZxwHExsSRmZmZ55tmZycHIiOitR4TGRGdZ8StU674yMjsEWVOzg5ERERpxFy/djNPeYOG9CE2Np4jv5/81/oWVGJsIlmZWdg+/rb2CVtHW+KitCfMuKi4PIt82DrZEv84/slxto52Ghdcto62BPrmveWpQ/8OPIx7yMXjF/PsK6qsuERUmVkYOmjW18jBLs83mk9kRsdh6KD5jaGhY058VnT2KDtDB1v1/5/8nOafs7L1o99P8ej3Uxg62KJMTgVU2Ax/l4z7YehKbEw8mZmZODppvj+dnByIitT+/oyKjMbpqXhHJwf1nQ1P3qdOTo4a73FHZwduaHl/Dhjcm7jYeI79capIbdFG9TABVVYWBjb25J6xS2Fjl2ckuPqY+FgMbDRHdSpsc+JVj/81sLUnK1cZCls7soJybjnMOHeChHMnUNjYoUpLBZUK0279UEaEoit2ttYYGhoQ89S31zGxcTjaa//m3NHBLk98dGwcjg66+6ZdX1R6PtEbMGAAUVFRLFmyhPDwcNzc3Dhy5Ih6cc6QkBAMDHIu8lq0aMHOnTtZtGgRCxYsoHr16hw4cIA6dXKm3jh48KC6kx1g4MDsOTKXLl3KsmXLAFizZg0GBgb06dOHtLQ0OnXqxJdffvkCWlx8iit3O1uWw9Xq3+eXjIvN/mx0eOrOHQcn+zyjqZ+IjozB4akRKw5OduoRbU+Oyy4jJleMPf7X8y443WtgVxLiEjlz9K9/rW9BPWnf05/9Ds75f/ZHR8bkGfHu6GSv/ux/0iZHJ3uicn/2O9njd/1WnvL6DOpBfGwCJ46cLVJbtHkYl31uYvPUuYmNY865xtPic408e8I2V/yTTgBbR1uNDgFbR1uCfAPVP5/79Sznfj2LjaMNaclpqFQquo3tQUSI7hbS1de5V/2W9Xmj3RsMrDuAlEcpAHy16EsatHajXd/27Ptyry6aR9Lj16+Uo+ao6lJONjzMp7PiYVS81vgnIxKfHFfKyUZjRGEpJxse+Aarf/Y8eB7Pg+cp5WhDWnIqqOCtsV2JCdHdiNDkuIcoM7OwfKq+lo7WPHpqNOATj6LiscoTb8OjAnTePIqKx8jUGFNrC43R5AUtR9f0nbuF7hRX7rY2c8bW4t/nTo57fN399N1Ljs/IbVGR0XlyoWOu66And3c7PnXt7ujkgO91/zzl9R/Uk7jYBI7/cfpf61tQ+sptdVrWo1G7xoysN0T92f/Nos3Ua+XGm33e5sBXupnO9VHcQ7Iys9R3AD1h/dTndm4JWj77rXONnn/SwW3tZKvR2V3KyZZ7vkEA1GpRh3pvN2Ja/ZGkPm7fzsXf8HqrejTv+yZHvjpQ1KYBkB6biDIzC5On7hgycbLJ7rDWIi0yXj1aPHd8emR2rngyyjx7W04Zpk42PLwRpP45fP95wvefx8TJhqykVFRAxYndSA7W3Z18mY/7TYyeer8ZOdpmd1hrOyY6DqOn+1lyxT/519DRTqMMI0dbUv1y+oUSfztD4m9nsvtNUrKvux1G9yL9nu7OvfR93Z2UlMwE98VYWpiz7n+LMTbSazer5O4i0uvXvgMHDiQyMuePv2vXrupvuCG7A6JJkybPLEPbnLQWps83ZUJGRgZXfG7Qpm3Obe8KhYLWbZvjcdlb6zEel31o3VZzBGDbt1rgcdkHgOCg+0SER9I6V5lWpSxp2Lg+l7WUOWjou+zZdYDMzMznqnNBZGZkEnAtgPot3dTbFAoF9Vu6cdMrb4cowE2vm7i11JzDrUGrBur4iJBwYiNjNWLMrcyp6VaTm555y2zfvwMnfz5JVnEsXJCZSZrvbSya5prrXaHAvKkbqVd8tR6SdsUP82ZuGtssmjck9Ur23FOZ98PJjIrBvFlOmQpLC0zr1SLtSt75qbJi4lGlpGLVuS2qtAyNucyLKiMjg6s+vrTK9X5TKBS0atMUz8tXtB7jeclHIx6gzVvN8Xz8/gwJvk9EeBSt2jZV77cqZUmDRvW0ltl/SC/27TpYLO9PMjPJuuuPUd2GOdsUCozrNiLzlvbXL/PWDc14wLheY7Iexysjw1DGxWBUJ1eMuQVG1V4n0z9vmaqEOEhNwaTFW5Cenme+86IwNjbm9ZrVuejho96mVCq56OlD/TqvaT2mfu3X+MfTR2Pbhcve1K+tPV4UzOTJkwkODiYtLY2LFy/StGnO38Hp06f5/vvvNeL79euHv78/aWlpXL9+nS5dNBeUHTlyJCqVKs/jSQc5gJmZGRs3biQ2NpakpCT2799foucjh+LL3c6Wz7dwbmZGJn5X/WnaupF6m0KhoGmrxlz10L4o3lXP6zRt3VhjW7M2TdTxD0JCiYqI1oixtLKgboPXtZbZc2BXftv7R7EsypORkcmNKzdp3uYN9TaFQkGL1m/g7XFN6zHeHldp3lrzd96ybVN8PLLnAr0X/IDIiGiNGCsrS+o3rIP3Zc35QgH6DOrOL3sOF9u5yd1rd6jbMmcudIVCQd2W9bjllbdTA+CWl79GPEC91m7q+Mh7EcRFxlInV4y5lTnV3Grgr6XMhOgEUpNTadG9FelpGXnmhC0KfZ17mZpnTzX19KhqpVKFQqEocrueyMrI4t71QGq0yPnCUKFQUKNFHYK88n7hAhDofVsjHqBmq3rq+Jh7kSRExmnEmFqZU9GtGoFaynwYnUB6choNujUnIy0d/3Pa/y4KQ5mRRdi1QCq3zDVXqkJB5ZZ1uO+V9wszgPteAZrxQJXWdbjv9fzzAYddCyQrPVOjHIcqpbEt51igcoTIT3Hlbhtzp+d6/oyMTK5d8aNlm5xzL4VCQcs2TfHK57rG6/IVjXiA1m82U8ffC35AZHiURoxVKUvcGtXVWma/wb3Yv/u3Vyq3mZpp/+xXKVUoDHT52Z9J8PW7vNYiZ20UhULBay3qciefz/673rc04gFea1WPu4/jo+9FEh8ZR61cn/1mVuZUcavG3cftM8knt6mUKgx0mNtUGVk8vHoX+9a56qtQYN+6Dgke2j/7EzxvYd9aM7c5tK1Lgkd2+1KCI0mLiMMhV5mGVuZYN6xGvJYy06MSyEpOw7Vnc5Rp6cSeyXt+VmgZmaReD8CyhVvONoUCy+ZuJHtrPzdJ9r6JZQvNcxPLVg3U8Rn3wsmIjNWIMbAyx9ytJilaysyKiUeVnIpN1zao0jJIOqe9v60w9Hnd/SgpifEzFmJsbMT6T5diampS0OqLl4xev+JYunTpM/cvXLgQQ8NnT3hvamqaZw7agtzytWnjd6z/6lN8vK/j5XmVCe+NwMLSnJ9+3A/Ahk2fEh4WwUcfrAZgy1fb+fX3H5g0eRTHj56hd58uuDWow8xpS9Rlbv5qO+6zJ3H3TjAhwfeZt3Aa4eGR/HHoT43nbt22GZUqlefHbfueu74FdeCbX5ixyp3b125zy+cWPcf0xMzCjD8fL6LpvsadmPAYtn26DYCDWw/yyZ5P6D2uN5dPXqZNjzZUq1eNDfPWq8v89dtfGTB1IA+CQokICWforGHERsZy4Zjmgqb1W9bHtYIrx3YdLbb2xW/fj/PHs0i7cYvU6/7YDO2NwtyMhweyVzF2/t9sMiOjiV37XXb8jwco+91n2IzoQ/LZS1i90xbT2tWJWrZWXWbCDwewGz+IjOAHZD4Ix37yCLIiY0g6kbMYq/WgHqT6+KJKTsG8eUMcZo4ldu1WlA91NzcawNdfbmPNl//jqvcNvL2uMW7SMMwtzdm9I3sRzXVf/Y+wsEg++TC7/t9u/pF9h75nwvsj+PPYWXq++w713OowZ/oydZnfbPqBqbMmcPduCPeC7zN7wRQiwiM5elhz/uVWbZpSsVJ5dv6g2wVlc0s9tBfL9+eTdcefzAA/zLr2BVMz0k/9AYDF5PkoY6NJ3fl1dvzhnyn1wTpMu/Unw+sfTFq+jWHVmiRtXpVT5uF9mPUZhjL8PlmRYZgPGIMyLpqMy+fUMaade5Ppfx1VagrG9RpjPmwiKTu2oErW3bytAMMH9Gbhx6uoXas6dV6vyY97DpCSmkavrh0AmL/8c5wdHZgxKXs08tD+PRn1/hy+/+ln2rRowh9/nuHGzdssmztVXWZC4kPCwiOJjM4eGRoYch/I/jbc0SH7C8LomFiiY+IIuZ89Mv72nSAsLcwp7eqMjXUpnbbxucltX6+M4srdBZlq5YfNu1i+bhE3rtzkurcvQ8cNwNzCjAO7DgHw0frFRIZF8cX/NgGw4+s9fPvLlwyfOIizf/5N517tqV2/Fstnf6ouc8fXexg3fQTBd+/xICSU9+eOJyoimpNPjaZu0qoR5SqWZf+O3567vgW1ddOPrFz/Add9/LjqdZ2REwZjbmGuXkRz5YYPiAiPYtVHGwDYtuUndvz6NaMnDeX08XN07d2ROm6vs2jmx+oyt23eyXvuYwi6G8L9kFCmz5tEZHhUnhF1zVu/QflK5dj744Fia9+hb37l/VXTuHM1gIArt+k6ujumFmac2pt9njR59XRiw2PYufIHAA5/9xsf7P6YbuN64nXSg5bdW1O1blU2z9uoLvPwt7/RZ0p/wgPDiLwXwYCZg4mLjOXysZwF3TqP6IK/501Sk1Kp19qNYQtGsuOT7Tqd1xT0c+510/MmjxIeMWO1O7vW/URaahqdBnXGpbwLHid1O8/w6W8OM2TVJEKu3SXEJ4C2Y7pgYmHKxb1nABiy6j0SImI5tHIXAGe2/sHU3Ut4a2xXbpzypmH3FpSvW4Xd83Omrzqz9Q86TulNVFA4Mfci6TKzPwkRcVw7lrOYbuvhnQj09CctOY2arerSc8EQfvv0J1Kemse7qC588we9Vk0g9GogoVfu0HR0Z4wtTPF53L6eqyfyMDyOkyt3A3DxuyOM2L2IZuO6cPukN3W6N6dM3SocmvetukwzG0tsyjpSysUWyO4Ah+wR5ElRCaQ9TMF792k6LhpKanwSaQ+T6fzhCO553uKBtx47ySV3vzJehuvub77czqqNH3HVx5crXtcYPWEoFhbm7N15AIDVX35MeFgEK5d/AcB3m3ew+7etjHtvOCePn6V773eo61abeTM+VJf57eYfmTJzPIF3Q7gX/ICZC94nMjyKY0/dpd2yTVMqVCrHrh+L77pGH7ntltdNHiUk8f7qaexbt5v01HTaD+qIc3lnvE565K1kERz/5hCjV71P0LU7BPoE0H5MV0wsTDm/N/uO49GrJhMXEcsvK3cCcGLrYWbt/oAOY7tx7ZQXb3RvSaW6Vflh/mZ1mSe2HqbrlD5EBoUTfS+SnjMHEB8Rh/ex7Lx11+sWSQmPGLXqfQ59sY+M1HRaD2yPY3lnrp7S3eA0gOBNh6n9xXsk+twh0fsOFcZ3wdDClNBdpwGovf590sJjCfj4JwBCtvxB4wNLqTixG1F/euHaqwXW9aviO+trdZkhW36n8ozeJAeGkRISSdW5A0iLiCPqj5y8XH50J+Iv3yIrKRX7tnWpsWQotz/eSaaOc1vM1l8o85k7Kdduk3LlFg6jemJgYUb8vuxzkzKfu5MZHkPk59nnJrHfH6TSzk+wH9ObR6cuY9OtDeZ1qhG2MOfcJPa7X3F6fyDpQaFk3AvHyX0YmRGxPMzVL2Q3rBspXn4ok1KwbNUAl3mjifzse533m+jjuvtRUhLjpy8kJS2NdUtmk5SUTFJS9utmZ2vzr5+pxUZyd5Ho9z6AfxETE8PSpUvZunVrsT3Hgf1/4OBgz9wFU3F2ceL6NT8GvDtWvfhhuXKlNW5XuHzJm4ljZzF/0XQWLnHn7p0gRgx+n5t+Od8Grl/7NRYW5qxe9yHWNtZc/MeTAe+OJe3xSr5PDBnWl0v/eBFwW3crMz/tr9/+wsbehqHuQ7FzsuOu712WDFuiXgDEqYwTylx/RDc9/fhs6mcMmzWM4XNGEBr0gI/HfUTwrZzbXX/+ah9m5mZMWTEFS2tLfD18WTJsMRlpGRrP3WFAR3w9fLl/536xtS/pyBli7GywmzwcI0c70m7eJWziQvXCm0alnTRevzQfXyLmfoL9lBE4TBtJRnAo4VM/ID0gp33xW/egMDfDadk0DEpZkep1g7CJC1Gl57TPrG5N7N8fhoGFGemB94n68Ase/abZyawLB385gr2jPbMWTMbJ2ZEb124ytO8E9QI1ZcqV1nj9PC75MHncHOYsnMrcxdMJvBvMmKFT8PfLucD6ct23WFiYs3LNMqxtSnH5Hy+G9p2Q5/05cFgfLl/05s7tQIpLxt+nSLG2xWzAqOwpUoICePTxnOwR3oCBo4vmat+3bpC0bjnmg8ZgPngsyrAHPFq5COW9nDqm/foTCjMzLCbMQmFhRebNazz6eA5k5LTPsFotzPqPRGFmTtaDEJK3rCL97HGdt++d9m2Ji09gwzc/Eh0bS63qVdm0arn6tq+wiEiNURAN6r7Op8vmsn7LNtZt/p6K5cryxYrFVK9SSR1z6q9/WPS/1eqfZy/Nnu9/0ughvP94/rPdB37nq6071DEj3s+ee/GjBe7qEwUhisuLyN1Hfz2BnYMt780Zh6OTPf43bvPeIHdiH0+d5VrWBWWuz/4rHteZ/95SJs8dz5T5EwgJvM/0UfMIuJmTf7/b8CPmFmYs+Xwupayt8L50lfcGuZP+1Gdj78Hd8b50laBceUPXfj9wHHsHO6bNnYiTswN+128xZsAU9cKiZcq5aqyh4H35Ku4TFzJj/iRmLnyfoLshvDdiJrdv5kwTtmX9NswtzPlo9UKsrUvhcdGH0QOm5GlfvyG98Lzkw92AoGJr39+HzmHtYM0A98HYOtkR5BvIx8M/IOHx9BuOZRw1cvctz5usm7qKQbOGMnj2MMKCQlk5fgX3boWoY37dtB8zCzMmrHgPC2tLbnr48fHwDzTOTarVr0H/GYMwszDnwZ37bJn/JWd/Oa3z9unj3CsxLpGlw5cwfPZwPt71P4yMjAi5FcxHY5cT6KfbPO596AJW9tZ0mdEPaydb7vsFs2nEJ+oF2uzKOmq8P4O8brF92nq6zBxAt9kDiQoK59vxnxN2K+f88MSmg5iYmzJgxTjMrS24e9mfTSM+ITPX61ehflXemdEXUwszIu6GsnvBN3j8ovspj3wP/YOlQynedO+LlZMNEb7B7Bz+KUnRiQDYlHHQGNV43/M2+6du5K1Z/Xh7dn9ig8LZPX41UbnaV7NDI3qumqD+ue/GKQCcWfMzZ9ZmD8w5uvxHVCoV/TZNw9DEiDtnr/H7ou903j4htHkRufvQgaM4ONrhPu89nJwd8b3uz/D+k9SLSpcp66qRuz0vX2Hq+HnMWjiF2YumEnQ3hPHDpnHrZs51zaYvvsPCwpwVq5dgbVMKj4veDO8/Kc91zYAhvfG46M2d20HF1j595LaHcQ/5ePgHDJo9lKU/LcfQyIj7t0P4dNz/CPbTbVs9Dv1NKXtres4YgLWTLff8glg34mP1Z7/9U5/9d7xu8c20dfSaOYjeswcTGRTGxvErCb11Tx1zZNOvmJibMWzFBCysLbh9+SbrRnys/ux/FPeQdSM+pvfsQczcuRRDI0NCb99n4/hPue+n2/OwiF8vYOJgTdU5/TF1tuXhjSC8Bq1QL7xpVtZBY57wBI9bXJu0nmrzBlBtwUCSA8O5MvIzkm7mtC9ow0EMLUx57fPxGFlbEH/JH++BK1Dmym3WDapRZXY/jCzNSAoIxW/214Tt031uSzz8F4b2NjhNH5rdb+J3l5BRS9T9JsalnTQ6V1O8/Lg/4zOc3YfhPHME6cEPuDfpI9JynZvEbNmHgYUZZT6egoG1JckevoSMWqzRb2JevwZO04ZgYGFO+t17hC3aQMIB3U/lqo/rbl//O1z1zb7rocuAMRr1Obrve8qW/vepqMTLR6F6iVequ3LlCg0bNiQrq2C3MzvZ1CymGr0cmtpU03cVit0662KY3uMl0uZB8X1x8DK43v75br0sqay+Kr4LiJeBsWMVnZeZ9JHuFzCxXPSjzssURVfY3F3ftUUx1ejlkJyV9u9BJZybRTl9V6FYpahe7XOTqgZ6utPoBXFQ6WlE1wuyJHjHvwcV0MuQuzdu3Mhnn31GeHg49evXZ/369c+cFmTv3r0sXryYoKAgqlevzqeffqoxXdr+/fvZtGkTnp6exMbG4u3tjZubm9ayVCoVXbp04ciRI/zyyy/06tWrQHUvSQqbuys61Pv3oBKsiVVlfVeh2NkqXu3pIfqnlIyFZQurrJVu74R+2VS/uP7fg0owue5++eh1JPnBgwefuf/u3eIbYS2EEOIFktu+XhmSu4UQ4j9Cz7l79+7duLu7s2nTJpo2bcratWvp1KkT/v7+ODs754n/+++/GTRoECtWrKBbt27s3LmTXr164eXlpV54OykpiVatWtG/f3/GjRv3zOdfu3atTuf01yfJ3UII8R8h191FotdO8l69eqFQKHjWYPZX5cRECCGEeBVI7hZCCPEirF69mnHjxjFqVPYcsps2beLw4cNs3bqVefPm5Ylft24dnTt3Zvbs7Gnmli9fzvHjx9mwYQObNmWvUTFs2DAAgoKCnvncPj4+rFq1Cg8PD0qXLq3DVumH5G4hhBDi3+n13pPSpUuzf/9+lEql1oeXl24XYxBCCKEnSqXuH0IvJHcLIcR/RDHk7rS0NBITEzUeaWl5p6NKT0/H09OT9u3bq7cZGBjQvn17Lly4kCce4MKFCxrxAJ06dco3Pj/JyckMHjyYjRs34urqWqBjX1aSu4UQ4j9CrruLRK+d5I0aNcLT0zPf/f/2bbcQQogSQqnS/UPoheRuIYT4jyiG3L1ixQpsbGw0HitWrMjz1NHR0WRlZeHiornwmYuLC+Hh4VqrGx4eXqD4/MyYMYMWLVrQs2fPAh33MpPcLYQQ/xFy3V0kep1uZfbs2SQlJeW7v1q1apw6pfuVb4UQQghROJK7hRBCFNb8+fNxd3fX2GZqaqqn2uR18OBBTp48ibe3t76rolOSu4UQQoh/p9dO8tatWz9zv6WlJW3btn1BtRFCCFFsVP+t27ReZZK7hRDiP6IYcrepqelzdYo7OjpiaGhIRESExvaIiIh8p0BxdXUtULw2J0+e5M6dO9ja2mps79OnD61bt+b06dPPXdbLRHK3EEL8R8h1d5HodboVIYQQQgghhBAiNxMTExo1asSJEyfU25RKJSdOnKB58+Zaj2nevLlGPMDx48fzjddm3rx5XL16FR8fH/UDYM2aNXz33XcFb4gQQgghSgy9jiQXQgjxH/Efm8tMCCGEKPH0nLvd3d0ZMWIEjRs3pkmTJqxdu5akpCRGjRoFwPDhwylbtqx6TvNp06bRtm1bVq1aRdeuXdm1axceHh5s2bJFXWZsbCwhISGEhoYC4O/vD2SPQs/9eFqFChWoXLlycTdZCCGEKBq57i4S6SQXQghR7FT/sVWxhRBCiJJO37l7wIABREVFsWTJEsLDw3Fzc+PIkSPqxTlDQkIwMMi5MbpFixbs3LmTRYsWsWDBAqpXr86BAweoU6eOOubgwYPqTnaAgQMHArB06VKWLVv2YhomhBBCFBN95+6STjrJhRBCCCGEEEK8dCZPnszkyZO17tM2P3i/fv3o169fvuWNHDmSkSNHFqgOKpWMyhNCCCH+C6STXAghRPGT276EEEKIkkVytxBCCFGySO4uEukkF0IIUfwkWQshhBAli+RuIYQQomSR3F0kBv8eIoQQQgghhBBCCCGEEEK8mmQkuRBCiOKnkgVEhBBCiBJFcrcQQghRskjuLhIZSS6EEEIIIYQQQgghhBDiP0tGkgshhCh+MjeaEEIIUbJI7hZCCCFKFsndRSKd5EIIIYqdSpK1EEIIUaJI7hZCCCFKFsndRSPTrQghhBBCCCGEEEIIIYT4z5KR5EIIIYqffKMthBBClCySu4UQQoiSRXJ3kUgnuRBCiOKnlFW2hRBCiBJFcrcQQghRskjuLhKZbkUIIYQQQgghhBBCCCHEf5aMJBdCCFH85LYvIYQQomSR3C2EEEKULJK7i0RGkgshhBBCCCGEEEIIIYT4z5KR5EIIIYqffKMthBBClCySu4UQQoiSRXJ3kTx3J/nBgwefu9AePXoUqjJCCCFeTSqVJGt9kNwthBCisCR364fkbiGEEIUlubtonruTvFevXho/KxQKjV++QqFQ/z8rK6voNRNCCCFEkUjuFkIIIUoWyd1CCCGEfjz3nORKpVL9OHbsGG5ubvzxxx/Ex8cTHx/P77//TsOGDTly5Ehx1lcIIURJpFTp/iH+leRuIYQQhSa5Wy8kdwshhCg0yd1FUqg5yadPn86mTZto1aqVelunTp2wsLBg/Pjx+Pn56ayCQgghXgH/seT6MpLcLYQQokAkd+ud5G4hhBAFIrm7SJ57JHlud+7cwdbWNs92GxsbgoKCilglIYQQQuia5G4hhBCiZJHcLYQQQrw4heokf+ONN3B3dyciIkK9LSIigtmzZ9OkSROdVU4IIcSrQaVU6fwhCkZytxBCiIKQ3K1/kruFEEIUhOTuoinUdCtbt26ld+/eVKhQgfLlywNw7949qlevzoEDB3RZv0KpZlVG31UoVkpe/TfpyXgnfVehWFkbx+m7CsVLqe8KFC9lRKC+q1C8HKvouwaiGLzsudvj+o/6rkKxsq3wtr6rUOzetny1PzssFOb6rkKxqqQs1GVBiVE249U/fxavnpc9dz94GKPvKhSrc1mZ+q5CsTtoWVPfVShWRqav9oVp2Vap+q5Csbr5xjR9V6FY1Q38Td9VEE8p1NlwtWrVuHr1KsePH+fmzZsAvPbaa7Rv315jtW0hhBACkLnRXgKSu4UQQhSI5G69k9wthBCiQCR3F0mhh4woFAo6duxIx44ddVkfIYQQr6JXexBHiSG5WwghxHOT3P1SkNwthBDiuUnuLpLn7iT/4osvnrvQqVOnFqoyQgghhNAdyd1CCCFEySK5WwghhNCP5+4kX7NmzXPFKRQKSdZCCCE0/NcW/HhZSO4WQghRWJK79UNytxBCiMKS3F00z91JHhj4ii9UJ4QQQrxiJHcLIYQQJYvkbiGEEEI/iryMvUqV/S2FLBwihBAiX/KN9ktFcrcQQoh/Jbn7pSK5WwghxL+S3F0kBoU9cPv27dStWxdzc3PMzc2pV68eP/zwgy7rJoQQ4lWhLIaHKDDJ3UIIIZ6b5O6XguRuIYQQz+0lyN0bN26kUqVKmJmZ0bRpUy5duvTM+L1791KrVi3MzMyoW7cuv//+u8b+/fv307FjRxwcHFAoFPj4+OQpIzU1lffffx8HBwesrKzo06cPERERBa57oTrJV69ezaRJk+jSpQt79uxhz549dO7cmYkTJz73HGpCCCGEeHEkdwshhBAli+RuIYQQJcnu3btxd3dn6dKleHl5Ub9+fTp16kRkZKTW+L///ptBgwYxZswYvL296dWrF7169eL69evqmKSkJFq1asWnn36a7/POmDGD3377jb1793LmzBlCQ0N59913C1x/herJfVsFULlyZT744AOGDx+usX3btm0sW7ZM7/OoNS/7ll6fv7jZGZrruwrFrrfSXt9VKFar02/puwrF6u/WFvquQrGy+HCxvqtQrExrt9N5mXH93tR5mXZ7T+u8zFfZy567M6Lv6vX5i5tthbf1XYViN9T5DX1XoVhZYKjvKhSrSsoiz8L4Uiub8Wrfftw3bIfOy5TcrX8ve+42Mimr1+cvbk4WNvquQrE7aFlT31UoVkaGr/YtLFXeeqTvKhSrkLOvdr9C3cDfdF6mvnN306ZNeeONN9iwYQMASqWS8uXLM2XKFObNm5cnfsCAASQlJXHo0CH1tmbNmuHm5samTZs0YoOCgqhcuTLe3t64ubmptyckJODk5MTOnTvp27cvADdv3uS1117jwoULNGvW7LnrX6iR5GFhYbRo0SLP9hYtWhAWFlaYIoUQQrzKXoLbvv7rJHcLIYQoEMndeie5WwghRIEUQ+5OS0sjMTFR45GWlpbnqdPT0/H09KR9+/bqbQYGBrRv354LFy5ore6FCxc04gE6deqUb7w2np6eZGRkaJRTq1YtKlSoUKByoJCd5NWqVWPPnj15tu/evZvq1asXpkghhBBCFCPJ3UIIIUTJIrlbCCGEvq1YsQIbGxuNx4oVK/LERUdHk5WVhYuLi8Z2FxcXwsPDtZYdHh5eoPj8yjAxMcHW1rZI5QAU6r7KDz74gAEDBnD27FlatmwJwPnz5zlx4oTWJC6EEOK/TSWrbOud5G4hhBAFIblb/yR3CyGEKIjiyN3z58/H3d1dY5upqanOn+dlUKhO8j59+nDx4kXWrFnDgQMHAHjttde4dOkSDRo00GX9hBBCCKEDkruFEEKIkkVytxBCCH0zNTV9rk5xR0dHDA0NiYiI0NgeERGBq6ur1mNcXV0LFJ9fGenp6cTHx2uMJi9oOVDITnKARo0a8eOPPxb2cCGEEP8lMg/pS0FytxBCiOcmufulILlbCCHEc9Nj7jYxMaFRo0acOHGCXr16ZVdHqeTEiRNMnjxZ6zHNmzfnxIkTTJ8+Xb3t+PHjNG/e/Lmft1GjRhgbG3PixAn69OkDgL+/PyEhIQUqB4rQSa5UKgkICCAyMhKlUvNVaNOmTWGLFUII8QpSyYX2S0FytxBCiOclufvlILlbCCHE89J37nZ3d2fEiBE0btyYJk2asHbtWpKSkhg1ahQAw4cPp2zZsuo5zadNm0bbtm1ZtWoVXbt2ZdeuXXh4eLBlyxZ1mbGxsYSEhBAaGgpkd4BD9ghyV1dXbGxsGDNmDO7u7tjb22Ntbc2UKVNo3rw5zZo1K1D9C9VJ/s8//zB48GCCg4NRqTTnu1EoFGRlZRWmWCGEEEIUE8ndQgghRMkiuVsIIURJMmDAAKKioliyZAnh4eG4ublx5MgR9eKcISEhGBgYqONbtGjBzp07WbRoEQsWLKB69eocOHCAOnXqqGMOHjyo7mQHGDhwIABLly5l2bJlAKxZswYDAwP69OlDWloanTp14ssvvyxw/QvVST5x4kQaN27M4cOHKV26NAqFojDFCCGE+K+Q0Wh6J7lbCCFEgUju1jvJ3UIIIQrkJcjdkydPznd6ldOnT+fZ1q9fP/r165dveSNHjmTkyJHPfE4zMzM2btzIxo0bC1LVPArVSX779m327dtHtWrVivTkQggh/hv0fduXkNwthBCiYCR365/kbiGEEAUhubtoDP49JK+mTZsSEBCg67oIIYQQophI7hZCCCFKFsndQgghxIvz3CPJr169qv7/lClTmDlzJuHh4dStWxdjY2ON2Hr16umuhkIIIUo++UZbLyR3CyGEKDTJ3XohuVsIIUShSe4ukufuJHdzc0OhUGgsGDJ69Gj1/5/skwVEhBBCiJeD5G4hhBCiZJHcLYQQQujHc3eSBwYGFmc9hBBCvMJkbjT9kNwthBCisCR364fkbiGEEIUlubtonruTvGLFisVZDyGEEK8wSdb6IblbCCFEYUnu1g/J3UIIIQpLcnfRFGrhzm3btnH48GH1z3PmzMHW1pYWLVoQHByss8oJIYQQQjckdwshhBAli+RuIYQQ4sUpVCf5//73P8zNzQG4cOECGzZsYOXKlTg6OjJjxgydVlAIIUTJp1Lq/iEKRnK3EEKIgpDcrX+Su4UQQhSE5O6iee7pVnK7d+8e1apVA+DAgQP07duX8ePH07JlS958801d1k8IIcSrQKXQdw3+8yR3CyGEKBDJ3XonuVsIIUSBSO4ukkKNJLeysiImJgaAY8eO0aFDBwDMzMxISUnRXe2EEEIIoROSu4UQQoiSRXK3EEII8eIUaiR5hw4dGDt2LA0aNODWrVt06dIFgBs3blCpUiVd1u+F6DOiF0MmDcDeyZ4A3zusXvwFvj43841/u1tbxs8ejWs5V+4H3mfj/7Zw4eRFjZhxs0bRY3BXSllbcdXjOivnr+F+4AMAGjSvz5f71mote3SXifhd8ddZ2wC6De9Gnwl9sHOyI9AvkK+WfMWtK7fyjW/VtRXDZg7DpZwLoUGhbF2xFY9THhoxQ92H0nlwZyytLfH18GXjgo2EBoUCULdZXT7d86nWsqd1m8btq7d11zjg9RHtqTexK+ZONsT6hfD34u1E+dzNN75y1yY0nt0Xq3KOJAZFcOl/u7h38opGTKNZfag16C1MbCyIuHyLcwu+IzEwQr3fprIrTRYNwvWNGhgYGxHrF4LH5/sI+9tPp20DGDy6L6PfG4qjswM3b9zm4wWfc83bN9/4Tt3bMXXeBMqWL03w3XusWr6Bsyf+1oiZMnc8/Yb2opS1Fd6Xr/LB7E8JDrwHwBstGrL9wCatZffrOILrPrpto2nnXpj2HIiBrT1ZQQEkf/sFWQH5//0ZN2+L+aAxGDi5ogy7T/KPm8n00vz7Mxs4CtP23VBYWJHpf53kLatRhj1Q7zesXB3zYRMwrFYLlFlk/HOW5O+/hFTdX2zs+uMM3x84TnR8IjUqlWP+2P7UrV4p3/hjf3ux4affCI2MoUJpZ2YM60XrRnXU+//8x5u9R//C9849Eh4lsWfVfGpVLq9Rxr5j5/j9r8v43b1HUkoq5374HGtLC523rSD+a7dpvYxepdz908+/8d3OfUTHxlGzWhUWzJhE3ddr5ht/9ORfbPh6Ow/CI6hYriwzJo2iTYsm6v3HT59nz4HD+PoHkJD4kH3fbaBWjarq/Q/CIujUd6TWslctX0Cnt1vrrG1PjJ8wjOnTJ+Di4sS1a37MnLkUT48r+cb37t2FxUtmUrFiOe4EBLJ48SccPXpaI2bR4hmMGjUIGxtr/rngwbRpi7hzJ0gjplPnt5g/fxp16tQiNTWNc+cuMnDAeJ23781hnegwoQc2Trbc9wtm19KtBF0JyDe+YZdm9Jw5EIdyTkQGhrP/kx+5ftpbI6b7jAG0HtQOc2tL7njcZOeir4kMClfvL1+7Mu/OG0ql+lVRZinx/uMiez/aRlpyqs7b13JYR96e0J1STjaE+oWwf+l3hFy5k298/S5NeWdmf+zLOREVGM6hT3bid9pHI6bzjH40H/Q2ZtaWBHn4s3fRt0Tnal+52pXoNm8wFR637+oflzjw0XbSk9N03r56w9vTaEJXLJxsiPYL4fSS7URcyf/cq1rXJjSf2Rfrco7EB0VwfsUugk7lvJ+rdm5M3aHtcK5bCXO7UuzovIBo3xCNMgxNjWm9aDA1ejTD0MSYkDNXObXoe5KjE3XevqojO1Djva6YOdmQ4BuC98JtxD3j3LJstybUntsPy3KOPAqM4NpHPxGe69yyTJfGVB3eHtu6lTC1L8Xx9gtIuKE5n3TloW9RoXcLbOtWxriUOb/WHEdGYrLO21YQkrv171XK3ZMmjmCm+yRcXZ24etWXadMXc9nDJ9/4Pn268cGy2VSqWI7bAYEsWPA//jhyUiNm2dJZjBk9GFtba/7+24P3p8wnICBQI6bLO+1YtHA6deu+RmpqGmf/+oc+fccURxMZOXYQ700djZOzI77X/Vk452N8vK7lG9+tZyfmLpxCuQplCbwTzEfLVnPy+FmNmNkLJjNkeD+sbUpx+aI389w/JPBu9udH81ZvsP/QNq1ld36rP1e8r+uucYDziHdwndQLYydbkn2DCFn8DUk++V/b23VrQdnZgzAt50xqYBj3/7edhJNeGjFlZg3CaXB7jKwteehxk+D5m0kLDFPvt6hThXILh2FZvzoolcQevsC9D75DWQy523F4F5wn9MLYyY4UvyDuL9lC8pX822fbtQWlZw7BpJwzaUGhhK7YTuIpT40YV/fBOA7ugKG1JUkeN7m34CvSgnLaZ16nCmXmj8CiXjVQKon/4wIPPtxaLO0zadcT03f6o7CxJ+veHVJ/XE/W3fz7nozeaIPZu6MwcHRFGXGf1D1fk3n1Us7+Rq0webs7hpVqYGBlzcPF41GGPHWuY2yM2cBJGDd7C4WRMZnXLpOy/QtUiXE6b5/9sC44jX8XIyc7Uv0CCV22mZRnvH7WXVri4j4Uk3LOpAeGEv7p9zw8rfn6Oc8Ygv3AjhhaW5Ls4ceDxV+Snuv1M6tdFdd5I7CoVx1VlpLEI38T9tG3xfL6PS/J3UVTqJHkGzdupHnz5kRFRfHzzz/j4OAAgKenJ4MGDSpQWenp6ezZs4cZM2YwaNAgBg0axIwZM9i7dy/p6emFqV6BtOvxFlOXTuLb1dsY2Xk8t33vsGbHSuwcbLXG121cmw82Lua3n35nRKdxnD16jk+/XU6VmpXUMUPfG0i/0e+yct4axnR/j5TkVNbuWImJqTEA1zxu0NXtXY3HrzsO8SA4VOcd5G26t2Hc4nHsXLuTKV2ncNfvLst/XI6Ng43W+Ncavcbc9XM5tvsYU7pM4cLRCyz+ejEVa+Ssst53Ul96jOrBhvkbmNFjBqnJqSz/cTnGj9vn5+nHkEZDNB5HfjpCWEiYzjvIq3RvSrMlQ/Ba8wu/vLOIGN8Q3vlxLmYO1lrjnRtV5+2N7+O/6wy/dF5E0BFPOnwzA7ua5dQx9d/rRu1RHTk3fyu/dl9KRnIa7/w4F8PH7QPotG0mBkaGHB7wP37pkv28nb6fibmT9t9rYb3Tsz1zP5jOxs+/oU/74fjfuM3Xu7/A3tFOa7zbG3X5fPNyft55kHfbDePEH2dYv+0zqteqoo4ZO2U4Q8cOYNnsTxjwzmiSk1L4es8XmJiaAOBz+Sqt67yj8dj7wwHuBT/QeQe5cYu3MB/5Hql7vidx9jiygu9gtfgzFNa2WuMNa9bGcsYS0k4cJnHWWNIvncNqzkcYlK+sjjHtNQjTLn1I3ryah/MnoUpNwWrxZ2Cc3T6FnQNWS1ehDH/Aw3mTeLR8DoblK2E5eZ5O2wZw5JwHn333MxP7d2X35/OpWaksEz9cT0z8Q63xPjfvMHf1Vnq3a8GeVfN5u0l9pn26mdvBoeqYlNR0GrxWjenDeuX7vClp6bRs8Dpj+3TSdZNECfaq5O4//jzDyvVbmDR6CHu3rqdmtcpMcF9ETFy81njva77MWfYJvbt1Yu93G3i7dXOmzl/O7btB6piU1FQa1qvNjEmjtZbh6uzI6YM7NB7vjxmKhbk5rZs11nkb+/TpxiefLGLF/9bRskVXrl3z5ddft+Pk5KA1vmnThny/7Qu2b9tNi+Zd+O3QMXbt3sLrr9dQx7i7T2TSpFFMnbqQN9v2Iik5hV8PbsfU1FQd07NnZ775Zg0//LCXZk3foX27PuzZ/avO29e4Wwv6LhrB4XV7+bjrXO77BjN1+0JK5ZO7qzSswdgvpnN+90k+6jIHn2OXmLRlDmVq5HxB2GliT94e9Q47Fm7hk17zSUtJY+r2RRg9zt02znbM2LGEqOBwPum1gC9GfEzpGuUY8fn7Om+fW7fm9Fo0jKPr9rGq63xCfYOZsH0+Vvm0r1LDGgz7YioXd5/i8y7zuH7Mg9FbZuFaI+fc5O2JPWgzqjN7F37D2l6LSEtJY+L2+er2WTvbMXHHIqKDI1jTaxGbR6zAtUY5Bn/+ns7bV717U1ovHsLFtb/wU9dFRPmF0OvHuZjn077Sjarzzvr3ubH7DDu7LOLOUU+6fT0Dh1ztM7YwJfSyP+dX7M73edssGUKV9g34fdJ6fu7/EZYudnTdMl3XzaNcj2bUWzYE31X7+bPTIuJ9Q2j90zxM82mfQ+PqNP1qMkE7T/Nnx4WEHvGgxXfuWOc6tzSyMCP6oj/XPt6V7/MampsSfuoqN7/Q/d+cKLleldzdr18PPv9sKcs/Ws0bTTtz5aovvx/ekW9ea96sMTt+2Mh33/1E4yadOHjwKD/v+5batXO+EJ896z0mvz+a9ybPo0Wr7iQlJ/P7oR0aea137y58/906vt+2h4aNO9LmzV78tOtAsbSxR+/OLPt4Lqs+/ZJObfvie/0mP+3fgoOjvdb4xk3c+Orbz9j5w346tunDkd9P8N2O9dR8rZo65v1pYxgzYShz3T+ga/uBJCen8NP+LZg+vm7zuOhDvRptNB47tu0lOOiezjvI7Xu0pPzSUYSu3s2NzjNJ9g2ixo4lGOXTr2DVuCZVN7oT/dMJbnSaSfzRi1T7dh7mNSuoY1zf643L6K4Ez9uMb/e5KJPTqLFjCYrHuc3YxY6au5aRFhSOX/c53BryIeY1y1N57RSdtg3Atnsryi4eTfja3fh3dSfFL5CqPy7Lt32WjWpRaf0sYnb/yc0uM0g4epHKX8/HrEZO+5wnvYvTqK7cm/8V/j1mk5WcStUfl6nbZ+RiT7WdH5IWFMatnnO4M+wDzGpUoMLqaTpvn3GTNzEbNJHUX7fzaOlElPfuYDnrUxSlbLXGG1Z7HYtJi0g/+wePlkwgw+s8FtM+xKBsJXWMwtSMrFvXSd3zdb7Pazb4PYwbNCN5wwc8WjEDhZ0jFlOX6bZxgE3XVpReOJbIdT8R0G06qX6BVN72IYb5vH4WDWtRYd1s4vYcI6DrNBKP/0OFzQsxzfX6OU7og+PIbjxY9CV3es9CmZJK5W0fojB5/Po521P5x+WkB4UR0HsWQSOXYVq9AuU+n67z9okXp1Cd5La2tmzYsIFff/2Vzp07q7d/8MEHLFy48LnLCQgI4LXXXmPEiBF4e3ujVCpRKpV4e3szfPhwateuTUBA/qOKdGHQuH4c3HmYw3uOEHQ7mJXzVpOWkkq3ge9oje8/pg8XT19ix6bdBAeEsOWz7/C/fpu+o3qrYwaM7cv3637gr2PnueN3lw+nrcDRxZE2nVoBkJmRSWxUnPqREJdI604tObzniM7b13tsb478dITje49z7/Y9NszfQFpKGh0HdNQa33N0TzzPePLz5p+5F3CPH1b9wJ3rd+g+srs6pteYXuxav4t/jv9D0M0gVs1YhYOzA807Nle3Ly4qTv1IjEukWYdm/LnnT523r+74d7j50ylu7TlL/O1Qzs37jszUNGoObKs1vs6YTtw/fZWrmw4THxCK5+f7iL4eRO2RHXLFdMb7i18JPuZFrN89Tk/fhIWLLRU7NQLA1M4KmyqlubLxN2L97pEYGMHlFbsxtjDT6GzXhRETB7P3xwP8susQd24Fsmz2J6SmpPLuoO5a44ePG8i5k/+wdeOP3L0dxBefbsbv6k0Gj+mfEzN+IJvWbOXkkbPc8g1g3uRlOLs40v6d7N9ZRkYm0ZEx6kd8bDxvd27DLz/9ptO2AZh170fan4dJP3UE5f1gkjevhrRUTNp10R7ftQ8Z3pdI+3U3ygchpO7aSlbgbczeyfn7M+vWl9R9P5Bx+TxZwXdJWr8CAztHjJtk//0ZN24OWZkkf70WZeg9su74k7R5NSbN22LgWlan7dv+20n6dGhJr3bNqVq+NIsnDMLc1IQDJ//WGr/j0ClaNnidUb06UKVcaSYP7s5rlcuz64/T6pjubzZlYv8uNKtfK9/nHdb9bca824l6NSrnG/OiqZQKnT9EwbwquXv77l/o2/0denftSNXKFVkyewpmpqb8cuiY1vgf9/xKy6aNGT2kL1UrVWDK+OG8XqMqO/flfKb16NyOSaOH0PyNBlrLMDQ0xNHBXuNx4uzfdGrXGgsLc523ccrUsXz33S5++GEvN28GMHXKQlJSUhg+vL/W+PfeH83x42dYu3YL/v53WP7hanx8bjBh4gh1zPuTR7Py0/UcPnSc69dvMm6sO6VLu9C9e0d1Gz/7fCkLF/6Pb7/ZQUBAIDdvBrB//2Gdt6/92G6c23WCv/eeJizgPjsWbiE9JZ0W/d/WGt9udFdunPHh2JaDhN95wMHVuwm5cZc3R3TWiPl9/c9cOe7Bg5shfOe+AVsXO9w6vgFAvXaNyMrI5KfF3xBxN5Tgq3fYsfBrGnVphlNFV522782xXbmw6ySX9p4hIuABexd+Q3pKOk37v6k1vs3od7h55gqnthwi8k4of6zew/0bgbQekfNFZ9vR73Bs/S9cP+5J2M0QdrpvxNrFjrods7+kqd2uIcqMTH5evJWou2Hcu3qXvQu/oX6XpjhWdNFp+xqOfYcbP53Cd+9ZYm+HcnL+d2SmpFF7gPZzL7fRnQg+cxWvzYeJCwjln1X7iLweRP1c514395/n0roDhJzT3qljUsqc2gPe5OzyHdz/25fIa0Ecn7WFMo1r4NqgqtZjCqvGhHcI3HGK4N1neXjrAV5ztpKVkkalQdrbV21sZyJOXeXWV4d5eDuUGyv3EXctiKqjc861Q/adw2/NL0Sezb/TKuDrI/hv+I1Yz+K99ikIyd3696rk7hnTxvHNtzvZtn0Pfn63ee/9eSQnpzBq5ECt8VOmjOHo0dOsWr2JmzcDWLrsM7y9r/PepFHqmKlTxvK/Fev47bdjXLvmx8hR0yhTxoWePbM/Ow0NDVmz6kPmzvuILV//wO3bd/Hzu82+fbq/pgGY8P5Idmzby+4dv3DL/w5zZnxASnIqg4a+qzV+7MRhnPrzHF+t38rtW3dZ+fF6rl3xZfS4IeqYcZOGs/azzRz9/SR+N24xdeI8XFyd6dy1HQAZGRlERUarH3Gx8XTq8ja7d/yi8/a5jOtB1M7jRO85Sert+wTP24QyJQ3Hge20x4/pRsJpb8I3HSA14D4PPvuJ5Ot3cR6Vc53nMrYbYev2En/sEil+wQROW4eJiz12nZoCYNu+MarMLIIXbCH1TihJVwIInrcJ+64tMK2k29ztPLYnMT8dI3bvCVJv3+Pe/K9QpqThMKC91nin0d1JPONF5OZfSAu4T9iqnaRcv4vTyK45ZY7pTsT6vSQcv0TqzWCCZ6zF2Nkem47NALBp1xhVRhb3F20m7e4Dkq8GcG/+V9h1aYGJjs9NTDr3Jf3M72T8dRRlaDAp369FlZ6GSZvO2uM7vkvmtcuk/7EHZVgIafu/JyvoNibte6ljMv7+k7RffyDzhqfWMjC3xKTNO6Ts3ESWnw/KoNukfLMSo+p1MKz6mk7b5zi2F3G7jxK37wRpAfd4sPBLlClp2PfroDXeYVQPHp7xInrLL6TduU/E6h2k3riDw/BuOWWO7kHkhj08PH6R1JtB3Ju5BiMXe6wfv36l2r2BKjOT0CWbSL/7gJSrt3mw6Ets3mmJScXSOm1fQUjuLppCdZID/PXXXwwdOpQWLVrw4EH2NAY//PAD586de+4yJk2aRN26dYmIiOD06dPs3r2b3bt3c/r0aSIiIqhduzbvv6/7ET5PGBkbUbNeDS7/lfNHrVKpuHzOizqNams9pk6j1zXiAS6evqyOL1OhNI4uDlw+lxOT9DAJX2+/fMts3bElNnbWHNr9R1GbpMHI2Ihqdavhc85HvU2lUuFzzodaDbV3sNVqWAvvc5q3L3ue9VTHu1Zwxd7ZXqPM5IfJ+Pv481oj7R90zTo0o5RdKY7t0d6BUVgGxoY41q3Mg79u5GxUqXjw1w2cG1bTeoxLo2o8+EvzAuX+mas4N8qOL1XBCQsXW42YjIcpRPncwaVRdQDS4h4RHxBK9b6tMDI3RWFoQK2hb5MclUD0Nc3b+4rC2NiI2vVrceHs5VzNU3Hh7GXcGtfVekz9xnW5cPaSxrZzp/9Rx5erWAYnF0eNmEcPk7jqdYP6+ZT5Vuc22NrbsP+nQ0VtkiYjIwyr1iTzaq6/J5WKjKueGNV4XfshNWprxgMZPpcwrJkdb+BSGgM7B82Y5CQyb/ti9DhGYWQMmZmgUuXEPB49Y/Sa9t9BYWRkZOJ3J4Rm9XJGvBgYGNC0Xi2u+Gt/n1y5FUjTepp/my0avJ5vfEkiq2y/HEp67s7IyMDX/zbN3nBTbzMwMKBZYzeuXNd+p8uVG340b+ymsa1F00ZcuVH4O2Nu3LzNzdt3ebeb7u/WMDY2pkGDOpw6dV69TaVScerkeZo0baj1mKZNG3Dq5HmNbX/+eZamTbLjK1Uqj6urs0aZiYkPuXzZh6aPy3RrUIeyZUujUqr4+8Jh7ty9xC8HvtcYja4LhsZGVKhTBb/zVzXad/P8Vao01P5cVRrU4GaueADfs1fU8Y7lnbFxtsPvfM4t7akPkwn0CaBKw+zPYCMTIzIzMlHl+uzPSM3+7K/2Rv5fOhaUobEh5epU5lauuqhUKm6fv0bFfNpXqUF1jXgA/7NX1PEO5Z2xdrbTiEl9mEKwTwCVHsdkty9La/sq67B9BsaGONetTMg5zXOvkHM3cM3n3Kt0w2p5Or9Dzl7NN14b57qVMTQx0njeuDthJN6PpnTD6gVrxDMojA2xrVeZyNzniioVEX9dx6GR9udxaFyNiKfOLSNOX8Wh0fO372UlufvlUNJzt7GxMQ0b1uPEyb/U21QqFSdOnqNZs0Zaj2nWtJFGPMCx46fV8ZUrV6B0aRdOnMz5HSQmPuTSJW+aNc2OadigLuXKlUapVHL50lHuBXtx6OAPGqPRdcXY2Jh6bq/z15l/1NtUKhV/nblAoyZuWo9p/IYbf525oLHt9MnzNGpSH4AKFcvh4uqkEfMw8RHenldpnE+Znbq8hZ29Lbt03EmuMDbCsl5VEv/KNe2bSkXiuatYNdL++7RsVFMzHkg47YNVo+y8ZVrBBRMXexLO5cRkPUzmkfdtdZkKE2NUGZrXbcrHuc2qie46WRXGRljUrcrDc5rte3juChYN82lfw5qa8UDiWW8sH8ebVHDB2NleI0b5MJkkn1tYPrN92VOkWb2h/Xq4UAyNMKxUg8wbuaa6UanIvOGFYbV8rrurvZ6n8zvzugdG+cRrfdpK1bOnWPHNKUcZdg9ldES+z1sYCmMjzOtU49FTr9+j8z75vn4WDWrx6LyPxraHZ72xeNzvZVw++/V7lKvfS/kwmWSfW+oYAxNjVOmar5/q8fvTorEOX78CktxdNIXqJP/555/p1KkT5ubmeHl5kZaW/YeckJDA//73v+cu5/z583z00UdYW+e9fdHa2prly5fz119/aTlSN2ztbTAyMiQ2WnM+pNioOByctN8W5eBkT2zUU/HRcTg4ZU9/4eBsry4jT4yz9jK7D3yHi6cvExUWXah25Mfa3hpDI0PinmpffHQ89vm0z87JjvioeM34qHjsHrfvyb/aynyy72kdB3TE64wXMeExhWlGvszsS2FgZEhKVILG9pToBCyctd9WY+5kS8pTc1emRCVi7mSr3p9dhraYnDJ/H/QJDrUrMtL/a0bf+Y66497hyNCVpCfobu5IW3tbjIyMiImK1dgeExWLo7P2WxMdnR2I1hpvr94PEBOpGRMdFYtTPmX2HdyD86f+ISIsslDtyI+ilA0KQ0OU8Zp1USXEYWCr/f2psLVHmfBUfHxOvOLxv88qM+O6Nwpbe0x7DgAjIxSWVpgPzZ5vN7/nLYy4h4/IUipxsNX8fHOwLUV0vPb5U6PjE3GwLaUZb5N/vBAF8Srk7rj4RLKylDjYa+YbB3s7omO1z20YHROXJ97R3o7omMLPhbj/0FGqVCpPg7q6PwF2cLTDyMiIyAjNc4LIyChcXJy0HuPi4kRkpLZ4R/X+J9uejnF+vK9ypezbSxcsnMann6ynT5/RxMcl8MeRXdjZ6W4qMSu7UhgaGfIwWjN3J0YlYPM4Bz/N2smWxDzx8dg42qr3P9mWJ+bxvpt/X8fGyZaO43tgaGyEhbUlvedmj9azcdb+vIVhaWettX0PoxLU9XxaKSdb7fGONur9AI+eOt95FJWg3nf77xtYO9nw1vhuGBobYm5tSbe5gwGw1mH7zB+feyU/Vd/k6AQs85lyzsLJluQozTyWHJWIZT6/D20snWzITMsg/ak5upOfcc5XGKaP25f61O86LSoRs3yex8zJlrSn4lOjEjDT4e9d/He9Crnb0dE+37zmmk9ec3V1IuKpnBUREa2Od3VxfrztqZjIaFxds/dVrpKd15Ysnsn/VqyjZ68RxMUncOL4PuzsbIvcrtzsHbKv26KeysVRkTE4OztqPcbJxZGoyJin4qPV8c6Pc7i2Mp3yKXPQ0D6cPnGesNAIrfsLy8i+FAojQzKe+uzPiIrHOJ/PcmMnWzKeyssZ0fEYP+4zMH78GZn51OdnZnS8el/i+WsYOdniOrEXCmMjDG0sKbdgGAAmztr7HgrD0N76cfs065uZq75PM3KyJfOp9mVGxWP0pH2P/31WmY/+voqxky3OE3qr21dmfvZdgMYuumvfk+tuVYLmua8qIQ6FTT7X3Tb2eeYNf1a8NgY29qgy0iE5SWO7MjEOgwKU828M7bJfv8yn+qgyo3Nej6cZOdmSqeW1MXr8fn7yGmmPyf362eE4Pvv1M7C2xHXu49dPh+9P8WIVqpP8o48+YtOmTXz99dcYG+fM09yyZUu8vLyecaQmW1tbgoKC8t0fFBSEra3tM8tIS0sjMTFR46EsQV91OJV2pOmbb/DbLt2OIn9ZOLg60LBtQ47t1u0ocn1r8dEIUmIS+e3d5RzotpTgo550/H4m5q/YBZFLaWdavtWMfTsP6rsqOqO8F0TS+hWYdR+A7c6j2Hy7H2VkGMq4WI0ReEK3VCqFzh+iYF723P3kwv9ll5qWxu/HTxfLKHJ9MjDI/ptauXIjv/56BB/v60yYMBuVSkXvd7v+y9Evv7Db9/lu5kbaj+vOer8fWXn5a2LuRZIQFY9KWfI/+8Nv32fnzK94c1w3PvXbzoeXNxFzL5LEV6R9Qj8kd+vfy567X+ZzZwOD7K6OFZ98wS+//I6X9zXGjHVHpVLRt0+3fzm65CldxoU327Xkpx9/1ndVdCb11j0Cp3+B64QeNArYhZv3d6SFRJIRGfdK5LbUW/cIdl+H87ie1PffQx2PbaSHRLwy7XvVpd0O4d6stTiO7U1t3328dukH0u9FkBGl39dPcnfRGBXmIH9/f9q0aZNnu42NDfHx8c9dztixYxk+fDiLFy+mXbt2uLhkz5kYERHBiRMn+Oijj5gy5dmLMqxYsYIPPvhAY1tZq4qUt/73uXjjYxPIzMzKswiivZNdntG7T8RExWL/1LdR9o52xDweOf5khK69k53GaF17Rztu3cg7z1u3Ae+QEJfIX8fO59lXVImxiWRlZmH3VPtsHW2Jzad9cVFx2D71bbCtky1xj9v35F87RzviInO+qbN1tOWu79085XXs35GHcQ/55/g/efYVVWrsQ5SZWXkWyzR3tCE5MkHrMSlR8Zg7ao6gMHeyJuXxt8BP/jV3tCYlMl4jJuZGCABlWtamQvsGbK89gYxHKQCcX/g9ZdvUoUa/1lzZqJt57uJj48nMzMxzV4ODkz3RkdpH5UdHxuCoNT5WvR+y73jIPXLB0ckev+u38pT37qBuxMcmcOrI2Tz7ikr1MAFVVhYGtvZk5dqusLHLMxJcfUx8bJ5vnRW2OfGqx/8a2NqTlasMhY0dWUE5f38Z506QcO4EChs7VGmpoFJh2q0fyohQdMWulBWGBgbEPDUKPCb+IY62eUfxADjaWudZ1DMmIf/4kqQEfXf5ynrZc/ei2VNZMufZCxXZ2VpjaGhAzFOjxmNi43C01z5iw9HBLk98dGwcjg6FG+Fx7NQ5UlLT6NFZ+xycRRUTHUdmZqZ6BNkTzs5OeUbMPREREZVnpFp2fLR6/5Nt4eFRGjHXrvoCqLff9MtZYDs9PZ2goHuUL1+miK3K8SjuIVmZWZRy1Mzd1k42JDw1IuuJxKh49ajqnHhbEh6P7nkygtzayVZjNLm1ky33fIPUP18+eI7LB89RytGG9OQ0VCoV7cd2IypEdyPukuIStbavlJNNnpHuTzyMitce/3jE3sPHx1k9VYaVkw2hvsHqn70Onsfr4HmsHG1IT04FVfb86DE6bF/K43Mvi6fqa+FoQ1KU9nOv5Kh4LJw085iFkzVJ+fw+tEmKSsDI1BgTawuN0eQWzzjnK4y0x+0ze+rc0tTJmtR8nic1Kh7Tp+LNnGxIzXUeWVJJ7ta/lz13KwysUBg++zw1Ojo237wWnk9eCw+PwsVZc5S5i4ujOj48IvLxNifCw3PudnVxdsTnSva0TOGP74L188u5xklPTycwMJgKFXS7DlFsTPZ129MjvJ2cHfLc6fVEVER0njt5nZwd1fFPRt47OTtqjMJ3cnbgxrWbecobOKQ3cbHxHP39VJHaok1m7ENUmVkYP/XZr220+BPaRpkbO9qS8bg/IePxZ6SRkw0ZufoVjBxtSbmRM9Vk7IG/iD3wF0aONiiT00ClwnV8d9J0mNuyYhMft0+zvka56vu07FHjT8U72ZL5pH2P/zV2tCXz6fb55rQv7tezxP16VqN9zuN6kB4SroOWZXty3a2w0Tz3VdjYoUrI57o7IRaF9fPHa6NMiEVhbAIWlhqjyQ2s7cgoQDn/Jisu+/Uzeqrfy8gx5/V4WmZUPEZaXu8ndwc8ef2eLsPI0ZbUXP1eCQfPkHDwDEaOtiiTU1GpVDiO6Un6Pd29fgUlubtoCjWS3NXVVevCHufOnaNKlSrPXc6HH37I3Llz+eyzz3Bzc6NMmTKUKVMGNzc3PvvsM+bOncuyZcueWcb8+fNJSEjQeJQtVfG5nj8zIxP/q7do3Cpnjk+FQkHjVg257nlD6zHXPX014gGatGmkjg8NCSM6IkYjxsLKgtcbvKa1zK79O3Nk3zGyMrPy7CuqzIxMAq4FUL9lffU2hUKBW0s3bnrlTawAN71u4tbSTWNbg1YN1PHhIeHERsZqlGluZU5Nt5r4eead37V9//ac+PlEsbRPmZFF9LVAyrbKNde7QkGZVrWJ9NK+8EyEZwBlWmnODV+udR0iHy+S9DAkiuSIeI0yja3McXKrSoRndseBkXn2auIqpeanj0qpQqHQ3bdsGRmZ3Lhyk2at31BvUygUNGvdGB+Pa1qPueJxTSMeoEXbpur4+8GhREVEa8RYWllSr2Ftrmgps/eg7vy693cyi+H1IzOTrDv+GNXN9fekUGBcrxGZt3y1H3LrBkb1NP/+jOs1Jss/O14ZEYYyLkazTHMLjKq/TqZ/3jJVCXGQmoJJy7cgI53MK/ksOlIIxsZGvFa1Ahev+qu3KZVKLl71p35N7V/i1a9RmYtPnfT+c8Uv33ghCuJlz91zp0381+c2Njbm9ZrVuejho96mVCq56OlD/Tra56asX/s1/vH00dh24bI39WsXbi7L/YeO8larptjr+FbtJzIyMvD2vs6bb7ZQb1MoFLz5VgsuXdQ+avDiRW/efKuFxra3327FxUvZ8UFB9wgPj9Qos1QpK954w42Lj8v09r5Gamoa1WvkvBeMjIyoWKEsISEPdNa+rIxMQq7f5bUWOWtAKBQKarWoy12vvF/WAtz1vkWtFpprRrzWqp46PvpeJAmRcdRqUUe938zKnMpu1bjr5c/THkYnkJacSuNuLchIS8fv3NU8MYWVlZHF/euB1MhVF4VCQfUWdQjOp31B3rc14gFqtKqnjo+5F0liZJxGjKmVORXdqhGkpcxH0QmkJ6fh1q05GWnp+J/Tfs5QGMqMLCKvBVK+pea5V/mWtQnP59wrzCtAMx4o36pOvvHaRF4LJCs9kwq5yrGtUhrrco6Eed1+xpEFo8rIIv5qIM5PnVs6t6pDjKf254nxCNCMB1za1CHmJVqAU5RcL3vuVhiUeuYxkJ3XvLyu8vZbrdTbFAoFb7/Vin/+0X7u/c9FT95+u5XGtvbt2qjjAwNDCAuL0CizVCkrmjRpwD8Xs2M8va6SmppKjRo5i/saGRlRsWJ5goPv/2u9CyIjI4OrPr60attMvU2hUNCqTTM8L/loPcbjso9GPECbN5vjeSl7XuWQ4PtEhEdpxFiVsqRBo3p4aClzwJDe7N11kMzMzKI36CmqjEySrt7BulW9nI0KBdat6vLIM2+eBUjy9NeMB2za1OeRZ3beSguJID0iViPGwMocqwbVtZaZGZ2AMjkV+x6tUKZlkHjWp+gNe0yVkUnytTuUaqnZvlIt65Gs5TwCIMnLXzMeKNXKjaTH8dkjwmM1YgyszLF0q0HSM9pn2z27fQ+fms+9SLIyyQq6hdHruRaoVygwer0BWQH5XHcH+GL0uuZ1t1HtRmTmE6/1aYNuo8rM0CjHwLUcBo4u+T5vYagyMkm5HoDlU6+fVYv6+b5+yd43scrVpwVg1cqN5Mf9Xhn3sl+/3DEGVuZYuNVQx+SWGR2f/fp1a40qLYNHf/kUvWFCLwo1knzcuHFMmzaNrVu3olAoCA0N5cKFC8yaNYvFixcXqKy5c+cyd+5cAgMDCQ/P/rbF1dWVypWfr1PI1NQUU1NTjW0Giufv+//p670sXjOPm1dvccPbj4Hj+mJmbsah3UcAWLJuPlFhUXz1yTcA7Pn2Z77ct5ZBE/rx95//0L7n29SqV5NP5qxSl7n7m32MnDqMe3cfEHYvjHGzRxMdEc3Zo5qLqzRu1ZCyFctwcOfh565vQf3yzS+4r3Ln9rXb3PK5Rc8xPTG1MOX4nuMAzFwzk5jwGL7/9HsAft36K5/u+ZTe43pz+eRl2vZoS/V61Vk/b726zAPfHmDg1IGEBoUSERLBsFnDiImM4cIxzYVH6resT+kKpTm662ixte/alj9ou2YCUVcCifK5Q52xnTE2N+XW7jMAvLl2AknhcVz+ZA8A1789Svd9C6k7/h1CTvhQtWdzHOtV4a+5W9VlXv/2CA2m9iIhMIKH9yJpPKsvyRHxBB/NPuGK8LxNekISb66dgNeaA2SlplNzyFuUKu9EyAkfnbZv26adrFi/lOtX/LjmdYPhEwZibmHOL7uyF9H8ZMMyIsIiWfPxlwBs/3oX2w9sZuSkwZw5fp4uvTtSu/5rLJ2ZM2fh9i27mDhjNMF373E/JJSp8yYSGRHNn3+c0XjuZq3foHzFsuz78Vedtim31N/2YjllPll3/Mm87YdZt75gakb6yezphyymzEcZG03qjq+z4w//TKkP12HavT8ZXv9g0vJtDKvWJGlTzt9f6qF9mPUdhjLsPlmRYZgPGoMyLpqMSzl/f6bv9Cbz5nVUqSkY12+M+fCJpPy4BVXyI522b3j3t1m0fjuvV6tI3eoV+fG3U6SkpdHr7eYALFj3PS4Otkwb2guAId3eYvTiNWz79U/aNKrDH+c8uHEnhCUTc1a5T3iYRFh0LFGx2SPagh5kj6JwtLXG8fG8wdFxCUTHJxISlj3a5nZwKJbmppR2tMemlKVO2/i8/murYr+MXvbcnZH+fOtyDB/Qm4Ufr6J2rerUeb0mP+45QEpqGr26Zq9eP3/55zg7OjBj0igAhvbvyaj35/D9Tz/TpkUT/vjzDDdu3mbZ3KnqMhMSHxIWHklkdPYdNoEh2RfPjg52ODrk3L0Scj8UT5/rfPX5h89V18Ja/8U3bPl6Fd5e1/Dw8OH9yWOwsLDghx/2AvD116sIDY1g6dKVAHy5cStHj+1m6tSxHDlyir79utOwYV2mTJ6vLnPjhq3MmTuFgDtBBAfdY/GSmYSFRfDbb9nToT18+Ihvv9nBokUzeHA/jJCQB0yfkb1ewy/7dXue8uc3hxi56n2Crt0hyCeAdmO6YmJhyt97s0e/jVw1mfiIWA6s3AnAia2HmbX7A9qP7ca1U1680b0lFetW5cf5m9Vlnth6mC5T+hAZFE70vUh6zhxAfEQcPsdyFr9+c3hn7nj6k5acyuut6tFnwTD2f7qDlETdrScCcPqbwwxeNYl71+4S7BNA2zFdMLEw5eLe7Dw7eNV7JETEcnjlLgDObv2DybuX8ObYrvie8qZB9xaUr1uFPfO3qMs8s/UPOkzpTVRQOLH3InlnZn8SI+K4dsxDHdNqeCeCPP1JS06jRqu69FgwhEOf/kSqjtvn9c0fdFw1gchrgYT73KHBmM4YW5jiuye7fR3XTOBReBx/f5p97uWz9Sh99iykwbh3CDrpQ40ezXGpV4WT83LOvUxtLClV1gGrx3Ow2lUtDUByVALJUQmkP0zhxu7TtF48hNT4R6Q/SqHtB8MJ9bhFuPcdnbbv1uY/eGPdBOKuBBLrc4fq4zpjZGFK0K7s9r3xxURSwuO4/r/dAAR8c4S2+xdRfUIXwk94U75nc+zqV8Fz9rfqMo1tLbEo64i5iy0ApR63LzUyXj2fuamTDWbOtlhWzh7ha/NaeTIepZL8IJqMeM35XF8Uyd3697Ln7ucdILRm3dd89+0aPL2ucvmyN1OnjMPS0pzvt2X/HX23dR2hoWEsXPQJAOvXf8vJE/uYMX0Cv//xJwP696RRo3pMfG+Ouswv1n/DgvlTuR1wl6Cge3ywbDahoRH8+mv2tefDh4/YvOVHli6Zxf37oQSHPGCme/YX8vt+PvRc9S6IzRu/Z91XK7jifR0fz2uMmzQcC0tz9SKaX2xaQXhoJP/7cA0A32z6gf2HtzFh8khOHD1Dzz5dqN+gDrOnL1WX+fVX25k+awKBd4IJCb7P3IVTiQiP5MjhExrP3apNMypWKs/O7ft03q4nIr4+SOU1U0m6eock79u4jOuGgbkZ0buz61J53VQywmK5/8mP2fHfHqLmvo9wmdCDhD89se/ZCot6VQma81VOmd8coszUfqTdDSPtXgRlZw8mPSKWuKMX1THOI9/hkYc/Wcmp2LSuT7nFI7j/vx/I0nFui/zmVyqumkbytQCSfG7jPKY7BhZmxOz5E4CKa6aTHh5D2Kc/ABC19Teq7/kY53E9STjpgV2P1ljUq8q9eRtzyvz2N1ym9ic1KIz0kAhKzxpMRmQsCcdy7rJ3HNGFJM+bKJNSKdXajbILRxL6yXayEnX7uZ9+ZB/m4+aSFXiLrLs3MenUB4WpGel/Zf+9mI+fizIumrS92bkr/dh+LOevwaRzPzKv/INx07cwrFyDlO9Wq8tUWJZC4eCMgW32HRGGruWB7FHoqoQ4SEki/ewfmA+aRPKjh6hSkzAfOoXM2zfIupN3gGVRRH9zgHKrZpByNYCUK7dwGN0TAwsz4vZlv37lVs0gIzyGiM+2AxDz3UGq7FqB49hePDzpgU331pjXrcaDBRtyytx6EOfJA0gLCiX9XgQu7kPJjIglMdfr5zC8a/brl5yCVSs3Ss8fTfjKbSgf6idvg+TuoipUJ/m8efNQKpW0a9eO5ORk2rRpg6mpKbNmzfrX27TyU7ly5TwJ+t69eyxdupStW7fmc1TRnTh4Cjt7G8bOGomDkz23b9xhxtC56oUpXco4o8w1Yviaxw2WTv6I8XNGM3HuWO4FPmDumMXc9Q9Sx/z45S7MLcyZt3ImVtZWXL18jRlD55KelqHx3N0HduHq5esE37lXbO07+9tZrO2tGeY+DDsnO+763mXJsCXEP75F2amMk0b7/Dz9WDl1JcNnDWfknJE8CHrA8nHLCb6Vczvvvq/2YWZuxpQVU7CytuKGxw2WDFtCxlPt6zSgE74evty/o9tv6nO7+9tFzBysaTSrDxZONsT4BvPHsJXqhTctyzpqzAcV6Xmbk5O/pPGcfrwxtz8JgeEcH7uGOP+cOl758hBGFqa0/nQ0JtYWRFy+xZGhK8l63L60uEf8MXQlb8zpR9c98zEwMiLu1n2OjVlNrF+ITtv3x69/Yudgx9Q543F0dsDv+i3GD5ymng6odFkXjdfP5/I1Zk9czLT5E5mx4D2C795jyojZ3L6Zc0vQN+u3Y25hxgerFmBtbYXXpSuMHzCN9LR0jefuM7gHXpeuEBgQTHHJ+PsUKTa2mA0clT1FSmAAjz6ao15UxMDRRWO16Cz/GyStXY75oDGYDxmLMuwBj1YuQnkv55a1tAM/oTAzw2LiLBSWVmTevMaj5XMgI6d9htVqYTZgJAozc7IehJC8eRXpZ47rvH2dWzUmLvERX/50iOj4RGpWLsdXiyerF/MMj45Tz5cI4FarKp/MGM36nQf5YsdBKpR2Yt3cCVSvmDPVwenLV1m84Qf1z3NWZ38+TuzfhfcGZs+vuOfoX2za87s6ZtSi7JOZ5ZOH0fNxB73473lVcvc77dsSF5/Ahm9+JDo2llrVq7Jp1XL1dCthEZEY5Lpob1D3dT5dNpf1W7axbvP3VCxXli9WLKZ6lUrqmFN//cOi/+Wc9M9emn2RPmn0EN4fM1S9ff+hY7g4O9KiiebIGl37+edDODrZs2jxDFxcnLh61Y9evUaob8EuV74syly57eJFL0aNnMaSpTNZ9sFs7gQEMXDAeHx9c0YZr169CQtLczZsWIGNjTUX/r5Mr54jNOaCX7Dgf2RmZvLNN6sxMzfD47IPXboMJl7Hiwd7HPobK3treswYgLWTLff9gvhixMfqxSvtyzpqzHN71+sW30xbR8+Zg+g1ezCRQWF8NX4lobdyzp+ObvoVE3Mzhq6YgIW1BQGXb/LFiI/JzHVuUql+NbrP6I+phRnhdx/w44ItXPxF99OJ+Ry6gJW9NZ1n9MPayZYHfsFsHvEJjx63z+6p9gV53eKHaevpMnMAXWcPJCoonK3jPyf8Vs65yclNBzExN6X/inGYW1sQeNmfzSM+0WhfhfpV6TyjL6YWZkTcDWXvgm/w+EX3C/Hd/u0i5vbWNHPPPveK9g3mwLCVJD8+9ypVRvPcK8zzNkemfkmLWf1oMac/8UHhHBq3hphc7avSoSEdV09Q/9xlY/Zn0j9r9nNxzX4Azn64A5VSRdfN0zA0MSL4zDVOLfpe5+27f/AfTB1K8fqcvpg52ZBwI5hzgz8l7XH7LMo6aLQvxuM2F9/bSJ25/agzvz+PAsP5e9RqEnOdW5bp2Ig31uW0r9nm7Pb5fv4zvquy21d1eDten9VHHfPmgSUAXJ62meA9un+fipLhVcnde/cexMnRnmVLZuHq6sSVKzfo2m2oOq9VKF9G45rmwj8eDB0+mQ8/mMNHy+dyOyCQPn3HcONGzqjQzz7/EktLCzZ9uRJbW2vOn79M1+5DNfLa3HnLycrM5PvvvsDc3IxLl7zp0Kk/8fG6m6bpiYO/HMHB0Z45C6bg5OzIjWs3GdxnAtFR2V/Aly1XWqONHpd8eG/sHOYumsr8xdMJvBPMqCFT8PfLuXNg47pvsbA057O1H2BtU4pL/3gxuM940p66bhs07F0u/eNFwO1AikvswfMY2VtTdtZAjJ3sSL4RyK2hH5L5OLeZlHGCXJ+Njzz8uTt5DWXnDKbc3KGkBoYRMOYTUvxzrpfDv/wFAwszKq2chKG1JQ8v+3Fr6HJUuXKbZYPqlJ01CAMLM1Lv3Cd47lfE/Kw5uEsX4n87h5G9NaXdB2PkZEeKbyB3hn2gbp9xGUeNO8mTPG8SNHUVpWcNpfScYaQFhRI4bgWpt3LaF/nVfgzMzaiw4j0MrS1J8vDjzrAPNNvnVoPS7oMwsDAn7c59QuZ/Sdz+0zpvX8al0yisbTB7d2T2VKQhd0j6fJ56cU4De2eN1y8rwJfkTR9j1mc0Zn1Ho4x4QPK6JSgfBKljjBq0wGJczhdXFu9nf3GX+ss20g5kd0an7vwSlCospixFYWxM5jUPUrav03n7Eg6fw8jBBhf3IRg52pHqd5fAkUvVC28aP/X+TPa6Scj0z3GdORSXWcNJDwolZMLHpOV6/aI3/4yBhRll/zcZQ2tLki/7EjhyKar0nNfPvH4NnKcPzn797t7nwcKNxP+i+ymPxIujUBVwtY2srCzOnz9PvXr1sLCwICAggEePHvH6669jZWWl08pduXKFhg0bkpVVsKkempd9S6f1eNnYGZrruwrFrrdSd6sdv4xWp2u/5fpV8XdrC31XoVhZfFiwkTsljWlt3c+1HNJY92VW8Djx70ECKBm5OyM677oWrxLbCm/ruwrFbqjzG/8eVIJZYKjvKhSrSspCjZ0pMcpmvNqLoPUN26HzMiV361dJyN1GJrqd2/tl42Rh8+9BJdxBy5r6rkKxMjJ8tSdorvKWbu+EftmEnH21+xXqBupmPbvcJHcXTYHPhg0NDenYsSN+fn7Y2try+uuvF/rJDx48+Mz9d+++2hfMQgjxXyG3femX5G4hhBAFJblbvyR3CyGEKCjJ3UVTqCEjderU4e7du889f1l+evXqhUKh4FmD2XW5EKIQQgjxXyW5WwghhChZJHcLIYQQL87zr3CZy0cffcSsWbM4dOgQYWFhJCYmajyeV+nSpdm/fz9KpVLrw8vLqzDVE0II8ZJRKRU6f4iCkdwthBCiICR365/kbiGEEAUhubtoCtVJ3qVLF65cuUKPHj0oV64cdnZ22NnZYWtri52d3XOX06hRIzw9PfPd/2/fdgshhBDPa+PGjVSqVAkzMzOaNm3KpUuXnhm/d+9eatWqhZmZGXXr1uX333/X2K9SqViyZAmlS5fG3Nyc9u3bc/v2bY0YLy8vOnTogK2tLQ4ODowfP55Hj/Qzd6DkbiGEEKJkkdwthBBCvDiFmm7l1CndrNY6e/ZskpKS8t1frVo1nT2XEEII/dH3ddfu3btxd3dn06ZNNG3alLVr19KpUyf8/f1xdnbOE//3338zaNAgVqxYQbdu3di5cye9evXCy8uLOnXqALBy5Uq++OILtm3bRuXKlVm8eDGdOnXC19cXMzMzQkNDad++PQMGDGDDhg0kJiYyffp0Ro4cyb59+170r0BytxBCiALRd+4WkruFEEIUjOTuolGoXsGvjJuXfUvfVShWdobm+q5CseuttNd3FYrV6vRb+q5Csfq79au9CrXFh4v1XYViZVpb9yti363bUedlVrl27LljmzZtyhtvvMGGDRsAUCqVlC9fnilTpjBv3rw88QMGDCApKYlDhw6ptzVr1gw3Nzc2bdqESqWiTJkyzJw5k1mzZgGQkJCAi4sL33//PQMHDmTLli0sXryYsLAwDAyyb9y6du0a9erV4/bt21SrVq0ozX/lZES/2ouG2VZ4W99VKHZDnd/QdxWKlQWG+q5CsaqkLNTYmRKjbMYrd8mjoW/YDp2Xqe/cLV5+RiZl9V2FYuVkYaPvKhS7g5Y19V2FYmVkqNR3FYpVlbf0c4fqixJy9tXuV6gb+JvOy5TcXTSFPhuOj4/n0qVLREZGolRqfvAMHz68yBUTQgghniUtLY20tDSNbaamppiammpsS09Px9PTk/nz56u3GRgY0L59ey5cuKC17AsXLuDu7q6xrVOnThw4cACAwMBAwsPDad++vXq/jY0NTZs25cKFCwwcOJC0tDRMTEzUHeQA5ubZX3KeO3dOL53kkruFEEKIkkVytxBCCPFiFKqT/LfffmPIkCE8evQIa2trjZWwFQqFJGshhBAaVCrdL/ixYsUKPvjgA41tS5cuZdmyZRrboqOjycrKwsXFRWO7i4sLN2/e1Fp2eHi41vjw8HD1/ifb8ot5++23cXd357PPPmPatGkkJSWpR62HhYUVoKW6IblbCCFEQRRH7i6ojRs38tlnnxEeHk79+vVZv349TZo0yTd+7969LF68mKCgIKpXr86nn35Kly5d1Pv379/Ppk2b8PT0JDY2Fm9vb9zc3NT7Y2NjWbp0KceOHSMkJAQnJyd69erF8uXLsbF58aOKJXcLIYQoiJchd5dkhVq4c+bMmYwePZpHjx4RHx9PXFyc+hEbG6vrOgohhCjhVErdP+bPn09CQoLGI/docX2rXbs227ZtY9WqVVhYWODq6krlypVxcXHRGF3+okjuFkIIURDFkbsL4sl6IkuXLsXLy4v69evTqVMnIiMjtcY/WU9kzJgxeHt706tXL3r16sX169fVMUlJSbRq1YpPP/1UaxmhoaGEhoby+eefc/36db7//nuOHDnCmDFjClZ5HZHcLYQQoiD0nbtLukKNJH/w4AFTp07FwuLVnh9ICCHEy0vb1CraODo6YmhoSEREhMb2iIgIXF1dtR7j6ur6zPgn/0ZERFC6dGmNmNwj0gYPHszgwYOJiIjA0tIShULB6tWrqVKlynO1UZckdwshhChJVq9ezbhx4xg1ahQAmzZt4vDhw2zdulXreiLr1q2jc+fOzJ49G4Dly5dz/PhxNmzYwKZNmwAYNmwYAEFBQVqfs06dOvz888/qn6tWrcrHH3/M0KFDyczMxMjoxc7dL7lbCCGEeHEKNZStU6dOeHh46LouQgghXlFKlULnj+dlYmJCo0aNOHHiRE59lEpOnDhB8+bNtR7TvHlzjXiA48ePq+MrV66Mq6urRkxiYiIXL17UWqaLiwtWVlbs3r0bMzMzOnTo8Nz11xXJ3UIIIQqiOHJ3WloaiYmJGo+n1xeBnPVEcq/98TzrieSOh+zcl1/880pISMDa2vqFd5CD5G4hhBAFo8/r7lfBc2f6gwcPqv/ftWtXZs+eja+vL3Xr1sXY2FgjtkePHrqroRBCCFFE7u7ujBgxgsaNG9OkSRPWrl1LUlKSenTa8OHDKVu2LCtWrABg2rRptG3bllWrVtG1a1d27dqFh4cHW7ZsAbLnAZ0+fTofffQR1atXp3LlyixevJgyZcrQq1cv9fNu2LCBFi1aYGVlxfHjx5k9ezaffPIJtra2L6TdkruFEEK8TPS5nkhhREdHs3z5csaPH1/oMgpKcrcQQgihH8/dSZ77ov+JDz/8MM82hUJBVlZWkSolhBDi1aLvBUQGDBhAVFQUS5YsITw8HDc3N44cOaK+mA4JCdGYJ7xFixbs3LmTRYsWsWDBAqpXr86BAweoU6eOOmbOnDkkJSUxfvx44uPjadWqFUeOHMHMzEwdc+nSJZYuXcqjR4+oVasWmzdvVt/q/SJI7hZCCFFYxZG758+fj7u7u8a255k6TR8SExPp2rUrr7/+ep5O/OIkuVsIIURh6fu6u6R77k5ypfI/Nlu7EEIInVEp9Z+sJ0+ezOTJk7XuO336dJ5t/fr1o1+/fvmWp1Ao+PDDD7VeuD6xffv2AtdTlyR3CyGEKKziyN36XE+kIB4+fEjnzp0pVaoUv/zyS54R3MVJcrcQQojCehmuu0uyAs1J/vbbbxMfH19MVRFCCCGErknuFkIIUdIUx3oizysxMZGOHTtiYmLCwYMHNe4Qe1EkdwshhBAvXoFWHzl9+jTp6enFVRchhBCvKJVK3zX475LcLYQQojD0nbt1vZ4IQGxsLCEhIYSGhgLg7+8PZI9Cd3V1VXeQJycn8+OPP6oXFwVwcnLC0NDwhbRdcrcQQojC0HfuLule/BLdQggh/nPkti8hhBCiZNF37i6O9UQOHjyo7mQHGDhwIJCzeKiXlxcXL14EoFq1ahr1CQwMpFKlSsXVXCGEEKLI9J27S7oCd5L7+vr+6wrh9erVK3SFhBBCCKFbkruFEEKURLpeT2TkyJGMHDky3/1vvvkmqpdkGJ7kbiGEEOLFKnAnebt27bSeOCgUClQqlayyLYQQIg+lrLKtV5K7hRBCFJTkbv2S3C2EEKKgJHcXTYE7yS9evIiTk1Nx1EUIIYQQxUBytxBCCFGySO4WQgghXqwCd5JXqFABZ2fn4qiLEEKIV5RKvtHWK8ndQgghCkpyt35J7hZCCFFQkruLRhbuFEIIUexekuk9hRBCCPGcJHcLIYQQJYvk7qIx+PeQHG3btsXExKS46iKEEEIIHZPcLYQQQpQskruFEEKIF69AI8lPnTpVXPUQQgjxCpMFRPRHcrcQQojCkNytP5K7hRBCFIbk7qIp1HQrdnZ2KBR5f/EKhQIzMzOqVavGyJEjGTVqVJErKIQQouSTudH0T3K3EEKIgpDcrX+Su4UQQhSE5O6iKVQn+ZIlS/j444955513aNKkCQCXLl3iyJEjvP/++wQGBjJp0iQyMzMZN26cTisshBBCiIKT3C2EEEKULJK7hRBCiBenUJ3k586d46OPPmLixIka2zdv3syxY8f4+eefqVevHl988YUkayGEELKAyEtAcrcQQoiCkNytf5K7hRBCFITk7qIp0MKdTxw9epT27dvn2d6uXTuOHj0KQJcuXbh7927RaieEEEIInZDcLYQQQpQskruFEEKIF6dQneT29vb89ttvebb/9ttv2NvbA5CUlESpUqWKVjshhBCvBKVKofOHKBjJ3UIIIQpCcrf+Se4WQghREJK7i6ZQ060sXryYSZMmcerUKfXcaJcvX+b3339n06ZNABw/fpy2bdvqrqYFkJyVppfnfVFaGrvquwrFzssgXd9VKFYbMirruwrFyuKjif8eVIJlHd6h7yoUr9rtdF6kLCCify977rYu/5ZenvdFMTcy0XcVit2drER9V6FYtTdw0ncVitUjxat9f26wseShgpLcrX8ve+5+06WOXp73RQlOjdZ3FYrdRQNLfVehWFVLy9R3FYpVyNFX+/Vz5NXuFyoOkruLplCd5OPGjeP1119nw4YN7N+/H4CaNWty5swZWrRoAcDMmTN1V0shhBBCFInkbiGEEKJkkdwthBBCvDiF6iQHaNmyJS1bttRlXYQQQryi/mu3ab2sJHcLIYR4XpK7Xw6Su4UQQjwvyd1FU+hOcqVSSUBAAJGRkSiVSo19bdq0KXLFhBBCvDpe7Zv4Sw7J3UIIIZ6X5O6Xg+RuIYQQz0tyd9EUqpP8n3/+YfDgwQQHB6NSab4ECoWCrKwsnVROCCGEELohuVsIIYQoWSR3CyGEEC9OoTrJJ06cSOPGjTl8+DClS5dGoZDh/EIIIfInt33pn+RuIYQQBSG5W/8kdwshhCgIyd1FU6hO8tu3b7Nv3z6qVaum6/oIIYQQohhI7hZCCCFKFsndQgghxItjUJiDmjZtSkBAgK7rIoQQ4hWlUil0/hAFI7lbCCFEQUju1j/J3UIIIQpCcnfRFGokwGiMqwABAABJREFU+ZQpU5g5cybh4eHUrVsXY2Njjf316tXTSeWEEEK8GpT/HiKKmeRuIYQQBSG5W/8kdwshhCgIyd1FU6hO8j59+gAwevRo9TaFQoFKpZIFRIQQQoiXkORuIYQQomSR3C2EEEK8OIXqJA8MDNR1PYQQQrzCVPy3btN6GUnuFkIIURCSu/VPcrcQQoiCkNxdNIWak7xixYrPfAghhBDi5SK5WwghhChZJHcLIYQoaTZu3EilSpUwMzOjadOmXLp06Znxe/fupVatWpiZmVG3bl1+//13jf0qlYolS5ZQunRpzM3Nad++Pbdv39aI8fLyokOHDtja2uLg4MD48eN59OhRgev+3CPJDx48yDvvvIOxsTEHDx58ZmyPHj0KXBEhhBCvLqVK3zX4b5LcLYQQorAkd+uH5G4hhBCFpe/cvXv3btzd3dm0aRNNmzZl7dq1dOrUCX9/f5ydnfPE//333wwaNIgVK1bQrVs3du7cSa9evfDy8qJOnToArFy5ki+++IJt27ZRuXJlFi9eTKdOnfD19cXMzIzQ0FDat2/PgAED2LBhA4mJiUyfPp2RI0eyb9++AtVfoVKpnutXaGBgQHh4OM7OzhgY5D8A/WWYG62+awu9Pn9x62D26o8aSOLVnl+vb8qrfQtMq9MT9V2FYpV1eIe+q1CsLGZ9o/MyT7r013mZb0fs0XmZr5qSlLvNzV/t3GZuZKLvKhS7hrZV9F2FYtXewEnfVShWWbzaPaJmqlf73GtmyI86L1Nyt36UpNzdvnwnvT5/cQtOjdZ3FYrdNLPX9F2FYlUtPVPfVShWaYpCTQ5RYjiSru8qFKuW4QXrwH0e+s7dTZs25Y033mDDhg0AKJVKypcvz5QpU5g3b16e+AEDBpCUlMShQ4fU25o1a4abmxubNm1CpVJRpkwZZs6cyaxZswBISEjAxcWF77//noEDB7JlyxYWL15MWFiYOm9eu3aNevXqcfv2bapVq/bc9X/uvyilUqnu9Vcqlfk+9J2ohRBCCJFNcrcQQghRskjuFkIIURKlp6fj6elJ+/bt1dsMDAxo3749Fy5c0HrMhQsXNOIBOnXqpI4PDAwkPDxcI8bGxoamTZuqY9LS0jAxMdH4Ytnc3ByAc+fOFagNBf7aKSMjg3bt2uWZ/0UIIYTIjwqFzh/i+UnuFkIIUVCSu/VLcrcQQoiCKo7cnZaWRmJiosYjLS0tz3NHR0eTlZWFi4uLxnYXFxfCw8O11jc8PPyZ8U/+fVbM22+/TXh4OJ999hnp6enExcWpR62HhYUV6PdX4E5yY2Njrl69WtDDhBBC/Icpi+Ehnp/kbiGEEAUluVu/JHcLIYQoqOLI3StWrMDGxkbjsWLFihfarmepXbs227ZtY9WqVVhYWODq6krlypVxcXF55rRl2hRqAqOhQ4fy7bffFuZQIYQQQuiB5G4hhBCiZJHcLYQQQt/mz59PQkKCxmP+/Pl54hwdHTE0NCQiIkJje0REBK6urlrLdnV1fWb8k3//rczBgwcTHh7OgwcPiImJYdmyZURFRVGlSsHWTDIqUPRjmZmZbN26lT///JNGjRphaWmpsX/16tWFKVYIIcQrSm6x1j/J3UIIIQpCcrf+Se4WQghREMWRu01NTTE1Nf3XOBMTExo1asSJEyfo1asXkL22xokTJ5g8ebLWY5o3b86JEyeYPn26etvx48dp3rw5AJUrV8bV1ZUTJ07g5uYGQGJiIhcvXmTSpEl5ynsyLcvWrVsxMzOjQ4cOBWhpITvJr1+/TsOGDQG4deuWxj6FQk6mhBBCiJeN5G4hhBCiZJHcLYQQoiRxd3dnxIgRNG7cmCZNmrB27VqSkpIYNWoUAMOHD6ds2bLq6VqmTZtG27ZtWbVqFV27dmXXrl14eHiwZcsWIDvXTZ8+nY8++ojq1atTuXJlFi9eTJkyZdQd8QAbNmygRYsWWFlZcfz4cWbPns0nn3yCra1tgepfqE7yU6dOFeYwIYQQ/1EyD6n+Se4WQghREJK79U9ytxBCiILQd+4eMGAAUVFRLFmyhPDwcNzc3Dhy5Ih6hHdISIjGPOEtWrRg586dLFq0iAULFlC9enUOHDhAnTp11DFz5swhKSmJ8ePHEx8fT6tWrThy5AhmZmbqmEuXLrF06VIePXpErVq12Lx5M8OGDStw/QvVSS6EEEIUhL6TtRBCCCEKRnK3EEIIUbK8DLl78uTJ+U6vcvr06Tzb+vXrR79+/fItT6FQ8OGHH/Lhhx/mG7N9+/YC11ObQnWSv/XWW8+8vevkyZOFrpAQQgghdE9ytxBCCFGySO4WQgghXpxCdZI/mSz9iYyMDHx8fLh+/TojRozQRb2EEEK8QmTxL/2T3C2EEKIgJHfrn+RuIYQQBSG5u2gK1Um+Zs0arduXLVvGo0ePilQhIYQQrx6l5Gq9k9wthBCiICR365/kbiGEEAUhubtoDP495PkNHTqUrVu36rJIIYQQQhQjyd1CCCFEySK5WwghhNA9nS7ceeHCBY3VRYUQQggApdz29dKS3C2EEEIbyd0vL8ndQgghtJHcXTSF6iR/9913NX5WqVSEhYXh4eHB4sWLdVIxIYQQQuiO5G4hhBCiZJHcLYQQQrw4heokt7Gx0fjZwMCAmjVr8uGHH9KxY0edVEwIIcSrQ6XvCgjJ3UIIIQpEcrf+Se4WQghREJK7i6ZQneTfffedruuhVwNGvcuI94bg6GTPLd8APlm4muvefvnGd+j+Fu/PGU+Z8q6EBN5n7Udfcu7EBY2Y9+aM5d0hPShlXQqfy1f5eO5nhATeB6BxiwZ8u3+j1rIHdx7DDZ/8n7swWgzrwJsTulPKyYYwvxB+Wfo9967cyTe+XpemdJ7ZD7tyTkQHhnP4k5+4edpHI6bTjL40HfQ25taWBHr4s3/RVqKDwtX7HSu70m3BECo3qomhsSFhN0M4snovdy746rRtAG2HdaLDhO5YO9ly3y+Y3Uu3EvyM9jXs0ozuMwfgUM6JyMBwfvlkBzdOe2vEdJvRn1aD2mFubcldj5vsXPQNUbna51y5NO8uGErVRjUxNDbiwc0Qflu9m1sXbui8feVGdaTCe90xcbblkW8wtxZ8R6J3/u1z7t6MKnP7Y1beiZTAcAKW7yDmhI9GTJU5/SgztB1G1pYkXPbn5pxvSAnMaV+pupWpungw1m5VIUtJ5OGL3F6ynazkNJ23b9fvp/n+l2NExydSo1I55o8bQN0alfONP3bekw07DxIaGUOF0s7MGN6b1o3rqvf/ecGbvUfO4ns3hISHSexZvZBaVcprlLHv6F/8fvYSfnfvkZSSyrkfV2NtZaHztgEYub2F0RudUFjaoIy6R8aJn1CGB+Ybb1ijEcYte6GwcUQVF0H62Z9RBl7L2V+9IUb122LgUhGFuRUp2z5AFXXvqUKMMH6zP0a1moChEVlBN0j/cwckJxZLG5+HUm/PLJ54lXL3hAnDmTFjPC4uTly75oe7+1I8PK7kG//uu11YsmQmFSuWIyAgiEWLPuHo0VMaMYsXuzNq1CBsba25cMGDqVMXcudOkEZM585vs2DBVOrUeY3U1DTOnfuH/v3HF0cTGTNuCFOmjcXZxYkb124yd/aHeHlezTe+Z6/OzF88nQoVynH3ThDLlnzGn8fOaMTMXziNYSP7Y2NjzcV/PJk1Yyl37wQD0LJVE377Y4fWstu1fRdvr2ta9xVWjxHd6T+hL/ZO9tzxu8uGJV/i7+Ofb3ybrq0ZOWsEruVceBD0gK//9y2XTl3WiBkxczhdBnXGysaKG5d9WbfgCx4Ehar3l61clgmLxlG78esYGRsR6BfId59v58qF/N87hdVweHuaju+KpZMNkX4hHF+6nbArd/ONr9mlCW1m9sWmnCOxQRGc/mQXd0/l1KtG58Y0GNIO17qVMLcrxdZ3FhDpG6JRhqGpMW8vGszr3ZthaGJM4NmrHF30PcnRuv/sbzS8A83Gd8XKyYYIvxCOLd1G6DPaV6tLE9rO7Ift4/ad/OQn7uRqX83OjWk4pD2udSthYVeKb95ZQIRvcJ72tV80hNe7N8PIxJi7Z69yZNF3JBVD+9yGt6fxhOzXL8ovhJNLthP+jPbV6NqEljP7Yl3OkbigCP5asYvAXO2r1rkx9Ye2w+Xx67e98wKitLx+by4aTM0e2a9f0JmrnCim1+95Se7Wv1cpd8OL/+yv36weq/Z+prXs97tNwf/KLd01Dhgyuh9j3x+Ok7MDN2/c5sP5K7nqnf/1Yece7Zk+bxLlypcm6O49Plv+BWf+PK8RM23uRPoP6421tRWel66wdM4Kgu9mn/s3adGIHb9u0Vr2ux2Gcc1Ht9fedUe0p8GErlg42RDtF8LZJduJ9Mn/s7Fq1yY0m9WXUuUcSQiK4O//7SL4lGbObTKzD7UHvYWpjQVhl29xesF3JARFqPfbVnalxaJBlG5cA0NjI6L9Qrj4+T4eXNBtnwlAhVEdqfxed0ycbXjoG4Lfgu9IeMZ1t0v3plSf2x/z8k4kB4bjv3wn0U9dd1eb049yQ9/G2NqSuMv++M75luRc193WdStRY/FgbNyqospSEnH4EjeL6bq78qgOVHuvG6ZONiT6hnB14Tbin9G+Mt2bUmtOPyzKO5IUGM6Nj3YR+VT7as3pS8Uhb2FsbUns5VtcmbuVpFzts6lbidcXDcLOrQqqLCWhhy9zfekPxdI+11GdKfteD0ycbEnyDebuwm955B2Qb7xD9+ZUmDPwcb9JGMEf/UjcCc1+oQpzBuAypD2G1hY8vOzPnblbSM3VPsu6lam0aChWbtVQZSmJOfwPgUu3oUxO1Xn7npfk7qIp0sKd6enp3L9/n5CQEI1HSdKpZztmLZvK5lVbGdhxFP43AvjqpzXYO9ppja/fuA6ffPUBv/z0GwM6jOT/7N13WFTX1sDhH71Kb3ZRsVc0dqOxYZfEbuy9JsbevTEmGr/YS+wao7HGEo019hYLiA1QUIqKNKVJL/P9AQ4MDonIIGLWe595uDmzZs9eHDzrnD1n9j577ALLtiykfKWyyphBY/vSe0h35k/5P/q2H0p8XAI/71qKvoE+AB437tKiekeVx+/b/+BpwDOND5DX7NiAzrP6cWr57yzrMIMgzwCGbZuGqbWZ2vjSzk58uWIc13efY2n76dw7eZOB6yfiUKGEMuazkZ1oMqgtv8/cxArX2STFJzJs2zR0DfSUMUM2TUFHR4e1feazrNNMgrwCGbJpMkVszdW97Tur07EhXWf158/l+/ihw1Seegbw1baZFMkhv7LOFRi84muu7D7DD+2ncvvkDUaun0yxCpmDqG1GduGzQe34beYGFrnOIDE+ka+2zVTJb/SmqWjr6LCszzwWdJrGM68ARm+aipmG87Pr0hCnb/vjt/h3brSexqv7AdTaNQM9G/X5mdetQNW1XxH021mut5pG2LEb1Ng6GZNKmfmVHtuZEkPb4T1lIzfbzyQ1LoHau2egnZGfvr0ltffOIt4vmJvtZnKr9wJMKpakyorRGs0N4Pilm/zf5n2M7NWR3UtmULFMCUZ+u5IXkeovCD28HzF18SY+b9WYPUtm0qJ+Lb5euBafgGfKmPiERGpXKc/4/p/n+L7xiUk0dq7K0G5tNZ5TVjoVP0GveQ+Srx4m4dd5KEKfYNBtPBgXURuvXawc+h2Hk3LvEgnb5pHqewsD1zFo2RTLDNLTJ/WZD0kXfs/xffU+64VOuZok/rGWhN3/h5apBQZdNL//ROFU2Gt3t24d+fHHWXz//XIaNuzInTte/PHHr9jaWquNb9CgDr/8spJfftlDgwYdOHz4JHv2rKdKlQrKmIkTRzJ69EC++moGn37ahdjYOA4f/hUDAwNljKtrOzZtWsq2bXupV68tLVp0ZffuQ/mS4+dftGf+ghksWriKz5q4cu+eF/sObMbGxkptfL36tdmwZSk7tu2jeZMuHD3yF9t3rqFyZSdlzFffDGf4yP5MHD+H1p91Iy4unn0HtmCQcW5y/dotKpVrqPLYtnU3/n5PND5A3rxTM0bOHs6vy3Ywsv0YHns+ZuGv32Nhrb6GVqlThZmrpnN813FGthvN5RNX+HbjXMpULK2M6TmqB58P6sLyGSsZ2+lrEuITWLj9B/Sy1O7vt85DR0ebST2nMrr9WB55PWb+1nlY2qo/53tXlTrWp8WsL7m0/ABbOs4i1CuQnr9OxTiHc5PidZzosnIMt/ecZ0uHWficdKPr+m+wyXLupWdkwNMbDzi7cHeO79ty9peUb1mbg6NXsqPHfEztLfli3XiN5gZQuWMDWs36kovL97MpI79ev077x/w+XzmW23vOsbHDTB6evEn39ROwVcnPkCc3HnB24a4c37f17L44tazN/tEr+LXHd5jaW9J13Tcaz69ip/o0m/0lV5cd4NcOswjzCqTr9qkY5ZBfsTpOdFg5hru7z/Nr+1n4nnCjy4ZvsM6an7EBz2484OKCnPdf8zlfUrZVbQ6PWsnujP3Xef14TacnCqnCXruhYI7999086e7cS+Vx9LdjPA94rvEB8vaurZkxbwKrflqPa8sv8br/kM17VuU4rlD7kxosXfc9+3YcpEuLPvx17BxrflmMU6Vyypjh4wbQf1gv5kz6gW5tBxAfF8+W3auU4wq3btymYdU2Ko/dvx7gif9TjQ+Ql+9Unyazv+TGsgPsbj+LF56BdP4152OjQx0nXFaNwXPXeXa3m8XjE2603/gNVhUzj43OozpSc1Abzs3YzN5Oc0mOT6Tz9qnoZKndHbdORFtHh4M9f2B3+1mEewXScetEjDV83e3QpSGVvu2H7+J9XGk9nZj7AdTdNR39HK67LepWoObar3j621mutJpGyLGbOG+dhGmlzPwcx3am9NC2eE7ZyNX2s0iNS6Tu7unK624De0vq7p1FnF8If7ebxc3eCzCtWILq+XDdXaxLA6r+ry8PFu/nfJuZRN0PpOHOaTnmZ1nXiTo/jyVw5znOtZ7B82Nu1N8ygSJZ8is/thNlh7hwe8pmLrSfTUpcAg13TVPmZ2hvQaM9M4j1D+FC+zlc7fMjRSoWx3nFSI3nZ9OlEY7/G8CTxXvxaDOF2Pv+VN05K8dxkyJ1K1Lx5/GE7jyNR+vJvDx2g0pbpmCcZdyk+FhXig5pz6Mp67nTfgapcYlU3TUbrSzjJlX3zCHeP5g77afj2Wc+xhVL4rRijMbzE+/POw2SP3z4kKZNm2JkZETp0qVxdHTE0dGRMmXK4OiY8x2gH6J+I3qxf8cfHNr1J48f+jN/yiIS4hNx7dVRbfyXw3pw5ew1flnzG34+AaxetAGvuw/oNairSsyGZVs5d+IiPl6PmDVuHrb2NrRo+ykAKckpvAh7qXxERUTxWdumHNr1p8bzaza0A9d2neHG3vOE+D7j95mbSI5P4pMezdXGNx3cjgfnb3Nu/RFCHwVxYslent33o/EAF5WYv1Ye4P4pN557B7JrwhrM7C2p1qYuAMaWRbAtW5QzPx/iuXcg4f7BHP1xJ/rGhjhUKKn2fd9Vy6EdubzrNFf3niPY9xk7Z24gKT6Jhj0+Uxv/2eD2eJ734NT6wwQ/esbhJbt5cv8xzQZkDpa2GNyeYyv3c+fUTZ55B7J1wirM7S2p1eYTAEwsi2Bfthgnfz7IM+9AwvyDOfDjDgyMDSlWoZRG8ys1sgPPtp/m+a5zxD58hvfkjaTGJ1Gst/r8Sg5vx8uzHgSuOUyczzMe/7iHmLt+lBjskiWmPf5L9xN+/CavPAO5P3Y1+vaW2LZLz8+mjTOKlBQeTNtM3KPnxHg8wnvKBuw6NcCojL1G89t26C+6tmmMa8tGlCtZjNmj+mBkoMfB01fUxu84fIbGzlUZ9HkbypYsytgvO1O5bCl2HT2njOn0WQNG9uxAgxqVcnzffp1bMqRrW2r8wx3rmqBbtzUpdy+Seu8yihfPSTq1HUVyErrVmqiPd25Fmt89Um6cQPHyOcmXD5EWEoBurRbKmFTPv0m5eoS0gBxOfPWN0K3ehORze0h74o0iJICk41vQKV4e7aJl1b/mPUjT0tL4Q+TOx1K7v/pqKFu27OLXX/fi7e3DuHEziI+PZ8CAHmrjx4wZxMmT51m6dB0PHvgyb95iPDzuMXLkgCwxQ/jxx1UcOXKKe/e8GTp0AkWL2tG5c/pX2XV0dPjpp7nMmPEDGzfuwNfXD29vH37/XfN1G2D02MFs27qb37b/zoMHvkz4eg5x8fF82b+b2vgRowZw+q+LrFy+kYcPHvHD/GXcue3J0BH9lDEjRw9g8f+t4difp/G8/4BRwyfjUNSODh1bA5CcnExoaLjy8fJlJO06tOK37Tl/IPeuug77gqM7j3Niz0kCfQJZNn0FiQmJtO3pojb+iyGu3Dh3kz3r9hHo+4StP23D954vXQZ0UYnZsXInV05exc/bjx/HL8La3prGLo0AMLM0o0TZEuxcswc/bz+e+QexccFmjIwNcaxYRqP51Rvajtu7znJ37wVe+ARxfMYWkuMTqdGjmdr4uoNceHz+DtfX/ckL3yAuLt5H8D1/6gxorYy5f+Ayl1ccJODSPbVtGBQxombP5pyZv4OAK56E3PPnz0nrKVG3AsVql1P7mndVf2g7PHad5c7eC4T7POPojM2kxCdSM4f86g1qy6Pzd/g7I7/zGfnVHZA5VcS9A5e4tOIAfv+QX62ezfkrI7/ge/4cmbSOknUrUKx2eY3mV2doO+7uPMv9vRd46RPEqenp+696T/X5OQ92we/8HW6u+5OXvkFcWbyPkHv+1B6Yuf+89l/m7+U57z/9IkZU79mcc9/t4MkVT0Lv+nNi0nqK161AUQ3vv9yQ2l3wPpbaDQVz7E9JTiEiLEL5iI6IpmGbhhzfe1Lj+Q0e2Zfd2w/w+87D+D70Y86kH4iPT6Bbny5q4wcM783FM1fZuPpXHvn4s2zhz3je8abfkMzzmQEj+rBmySZOHz/PA09fJo+Zi52DLa3bNQcgOTmF8NAXykfkyyhatW3G7zsPazy/WsPacX/nWbz2XCDCJ4iz07eQkpBI5RyOjTWHuBB47g631v1JhG8Q137aR9g9f2pkqW01h7Tl5spD+J1054X3E/4avxYTewvKutQBwNDSFIuyRXFbc5gX3k+I8g/h6oLd6Bkbqgy2a0KZkR14sv0Mz3adJ/bhM+5nXHcX791cbXzp4e0IP3sb/zVHiPUJwvfHPUTf9aNUluvu0sPb8WjpAUKPu/HKM5C7Y1djYG+JXbv0cRPbjOtuz2mbiX30nGiPx9yfshGHTvUx1vB1d/kR7QnYcZbAXeeJefiM21M2kRqfSOle6vdfuWFtCT17G981R3jlE4T3or1E3vXDcVAblZgHyw4SfMKNaK8nuI/7GUN7C4q2Tc/PvrUzaSmp3Jm2hVePnhPp8ZjbUzZTrGN9TDScX7ERnQjZ8Rehu84S//Apj6asJzU+EbteLdTHD2tPxFkPnq35g3ifZwQu2kXsXT+KDmqXJaYDT5b9zssTN4jzCsBn3Er07S2xblsPAMvWdVCkpPJ42kbiHwXxyuMRj6asx6ZjQwzLOGg0v9yQ2p037zRIPmjQILS1tTly5Ahubm64u7vj7u7OrVu3cHd313Qf842uni6Va1Tk7ws3ldsUCgV/X7xBjbrV1L6mRp1q/H1B9SteV85dU8YXL1UMW3sbrmVp81VMLHdveebYZjOXpphbmnFQw4PkOno6FK/myMPLmSfkCoUCn8v3KO3spPY1pWs74XNZ9QT+wYU7ynirknaY2VmqxCTExBPo8UgZExcRQ+ijZ9T54lP0jQzQ1tGmQZ+WxIRF8fRuztNMvEt+paqVxfty5h1uCoUC78t3KetcQe1rytauoBIP4HnhNmUz+m5T0g5zO0u8L2d+pT0hJh4/D18cM9qMjYgh+NEz6n/RTJlf0z6tiQ6LJPBuzl83yy0tPR2K1CjLy4tZ+qtQEHHhLuZ11e8/8zoVeHlBdf+9OHsb87rpfTcsbYeBvSUvL2S2mRoTT7S7r7JNbX090pJSQJE5m1VafBIAFvVzHnjOreTkFLweBdKgRmXlNm1tberXrMztB+p/j7cfPKZ+tsHvRrWr5BhfoLR10LYvnW0wW0FaoBfaxdQPVmsXK0tqgOq3SdL876NT7O0vkLXtS6Olo0tqlvdVvAwmLfoF2rloR9MU+fAQufMx1G49PT1q167OmTOXlNsUCgVnzlyiXj1nta+pX9+Zs2cvqWw7deoC9eunx5cpU5KiRe1U2oyOjuHGDQ9lTO3a1ShevChpaWlcvXqUx49vcPDgLyp3o2uKnp4eNWtX5fy5zA8LFQoF589d4ZN6tdW+5pN6tTl/VvXDxTN/XeSTerUAKF2mJA4OdpzLEhMT/Qq3m7dzbLNd+5ZYWVlofJBcV0+XCtWdcL+U+TenUChwv3iLKnWqqH1NFefKuF9S/frrjfNuVKmTXj+KlnLA2t4a94uZbcbGxOHl4U0V5/SY6IhoAn2f0KZrKwwzanfHvh2ICIvg4V0fjeWnraeDQ3VH/C9l+Xq9QoH/pfsUd1Y/mFvMuTz+2QZP/S7cyTFeHYfqjujo66q878tHz4l6Gk7xHM753oW2ng5FqzuqDmYrFPhdukeJHN6nuHP5Nwa/H79jflnbeZGRX4lctPNvtPV0sK/uSGC2/Rd46T5Fc3ifos7lCcyWX8CFOznGq2OfkV9gtv0X/TScohrcf7kltbvgfQy1Gwru2J9do9YNMbMswondmh0k19PTpWrNSlw5f125TaFQcOXCdWpnmRYyq9p1a3DlwjWVbRfPXqVW3RoAlCxdHDt7G5WYVzGvuO1+j9qf1FDbZsu2n2JhZc7vO//Ia0oqtPV0sKvuyJNsx8anF+/jUEf9sc7BuTxPsh0bA8/fUcablbLFxN6CJxczY5Ji4gnxeIRDxnEvIeIVEb5BVOraBF0jA7R0tKnWtwVxYVGEaXBcQUtPB7MajrzIdt394sJdLOqqP9ezqOPEiwuq4wrhZ28r441K22Fob6kSkxITT5S7rzJGW1+XtKRUtdfdlhq87tbS08G8hiNhF1Rrd9jFe1jmMK5gWcdJNR4IPXcHq4x441Lp+WWNSYmJJ+LWI2Wb2ga6KLKPKySk52dVv6JGcgPQ0tPFtEZZIi9kmZZQoSDq4l2K1FX/PkXqVFCNByLOeVAkY98YlLJD396SqCwxqTFxxNzyUcZoG+jlmJ+ZBvdfbkntzpt3mpPcw8MDNzc3KlXK244fN24cPXr0oGnTpnlq511ZWlmgq6vLi7CXKttfhL3EsXxpta+xsbPmRVhEtvgIbOysM563UraRvc3Xz2X3eZ+OXDl3jdDnYe+UR05MLM3Q0dXhVXiUyvaYsCjsyhVT+5oithbEZIt/FRZFERuLjOfNlW28EWNrofzvdV/+wMD1E5l/fzOKNAWvXkSzYeBC4qNj85hVJtOM/KLDI1W2R4dFYp9Dfma2FkRnyy86LAqzjPzMMnKIDnvzd2aWJb/lX37HyPWTWXr/FxRpCmJeRLFy4A/EaTA/PSsztHV1SMrWl6SwKIyd1Oenb2dBUljkG/EGdun7zSAjB3Vt6tulPxdx6R5O3/aj1OhOPNlwFB1jQ8rP6pPevr3mvpIeEfOK1LQ0rC1UvwJlbV4Ev6fBal8THhmtNj48ouDm68yJlpEpWto6KGJV+6aIjUbbSv0ny1om5iiyzRuuiItGy+Ttv06oZWKGIiUZEuPfeF8tE/VfNxP/DR9D7baxsURXV5fQ0HCV7aGh4VSsqP5DIHt7W7Xx9va2ADg42Cm35RTj6Jj+LaFZs8Yzdep8AgKe8PXXwzlxYjc1ajQnIkL1mJoX1tbpOYZl609Y6AsqOKnP0c7eRm3/7TL6b29vk9FG9jbDsct4Lru+/btx5q+LBAWpPx6/K3Or9Nodka1WRYRHULK8+m+bWdpaEhGueu4VGR6BVcY0KZa2VhltqLYZGRaJVZZzrym9p/Htprn84X0QRZqCiBeRTO83k1dRr/KYVSZjyyJo6+oQm+1cIzY8CutyRdW+xtTW4o15tWPDozHJct7xb0xszUlJTCYxOu6N9zXR4FfSc84vGusczr3S83vz95Gb/ExtLf4hv7dv598YWanPLy48Cqsc9p+JrQVxYdn2X5gG95+dZqcUEIXLx1C7oWCP/Vm17eXCzfNuhAeHq33+Xb0eVwgPe6Gy/UXoC8qVL6P2NTZ21oSHqo4ZhIe9xFY5rmCt3JY95vVz2XX7sgsXz14l+Hnou6SRo9fHxviwN4+NFuXVHxuNbS3eWFMhLjwa44xj4+ufb8SERWOc5bh3sPdCOmwazwjvDSjSFMS/iOaPfotIjFI9XuaFfg7X3YlhUZg4FVf7GgM7C7Xx/3bdnR6T/tzLS/ep9G0/yozuSMCGY+gYG1Ih47rbwN4ij1ll6WvG/ktU05ci5dXXbkM7C7Xxr/v+Ok91MYYZz4Vfuk+1//Wl/OiOPNpwDF1jQ6rM6qVsX1P0rIqgpatD8htjHJGYl1e///TsLEjOdjxKDotCL6Nf+naWyjayx7weN4m8dJcy/xtA8dGdCdpwFG1jA0rP+jKjfc1O5Sfen3e6k7xKlSqEh+e9sKxevZrmzZtToUIFfvzxR4KDc38hlpiYSHR0tMojTVF4pqq3K2pLo+b1OfDbkYLuikZ9/t0gXr2IYk33b1nRZRb3T95k8MZJKgPphVmv74YQ8yKKxd3n8mOXGdw+eYPRG6eqDKQXVrEPnuL51RpKjepIc/9faXp3HfGBoSSGRkJa4fm3JT4safnwELnzodduheLDvU9BWzv9dOnHH1dx8OAxbt26x/Dhk1AoFHzxRYcC7p3mFSvmQItWTdm+bV9Bd0Wjvvp+LJHhkXzTdSJjOn3FlRNX+G7LtzkOpgjxXye1u+B96LW7MF132zjYULdZHY7vOlHQXckXDkXtaPpZQ/btyJ/1UgpKs+8HEBceze9dv2Nvp7k8PuFGxy0TMdbgIGtBefXgKXe/+hnHUR1p7b+NFnfXKq+7FWkf7nnx24p58Az3r9ZSbmR7OvptxeXOGmIDw0gIjfygz/vfVvyDp/h8tYpiIzvR0G8H9e5sJDEwlKTQCJW7y983qd15806D5D/++CNTpkzh3LlzvHjx4o1imRsnT56kffv2/PTTT5QqVYouXbpw5MgR0t5yMG7BggWYm5urPEJjn/37C4GIl5GkpKRgbat6cWRta/XGp7qvhYe+wDrbAk/WtpaEh77IeP6lso23adO1VweiIqI5f+LiW/U5N2IjoklNScXURvUOlCK25kRn+0TstZiwSIpkize1NScm4xP613eQZ1+A09TWnJiMNss3qkqVFs5sH7cSf7eHPLvvz/7Zm0lOSKJut0/znliGVxn5vb4L/DUzW4sc84sOi8QsW35mtubKu9Ffvy77ApxZf2cVG1Wjeos6bBq3nMduD3hy349dszeRnJBEg27q5/R6F8kvo0lLSUU/W1/0bc1JCo1U+5qk0Ej0sw3U69uakxiavt8SM3L4tzZD9l/mUvURXK41iguVhvD4p33oW5sRH6C5uxIsi5iio639xiKdL6JisLFUf8ezjYVZruILkiL+FYq01Dfu3tYyMUMRq/6uU0VsFFrG2eKNc45X30Y0Wrp6YGCk5n0/vDvuxfvzodfulJR//zsPD48gJSUFOzvVu5/t7GwIDlb/bayQkDC18SEh6fHBwaHKbTnFPM+4I8vbO3NajqSkJPz9AylZUv0dKu/qxYv0HG2z9cfWzpqQUPU5hoaEq+1/aEb/Q0LCM9rI3qYNoSFvDr706duVly8jOXb09DvnkZOol+m12zJbrbK0sSQi2zf1XosIi8Ay28JnFjaWvMyIj8i4y84y2/mAha0FLzPOvWo3rkX9lvX4fswC7t/0xPeeLytmriIxIYk23VppILN0cRExpKWkYpLtXMPExpzYMPV/46/CIjHJtrCUiY0ZsTmcy6gTGxaFroEeBmbGb/2+7yLn/Mz+JT91v4/It37fV2GR/5Df27fzb+Jfqs/P+B9+j7FhkRjbZtt/thrcf6Ga23+i8PnQa7d/9NtNeVhQx/6sXHq2IToihiunrr5Vn3Pj9biCTbZFxK3trN/4Ftdr4aEv3vimuY2tFWHKcYUXym3ZY14/l1XX3p2JfBnF6eMX3jmPnLw+NhrZvnlsjMvh2BgXFolxttpmbGNGXMax8fXPN2JszYjLOO6VaFyVMi1rc2LMaoJv+hB2z5/zM7eSkpBEpW6a+1ZEUg7X3Qa25uk3iqmRGBqZQ/w/X3dnb/P5/sucrT6Sc7VGc7rSUHwzrrvjAkLyllTWvmbsPwM1fUnIIb+E0Ei18a/7/jpP9W1m/k08O3CFEzVGc7LWGI5VHs6Dn37HwNqMOA2OKyS/jEGRkoreG2McFjmOmySHRqKX7XikZ2tOckZ8UmiEso3sMVnbDD9wiRs1hnGj1nCuVR5E4E970LM2I0GD+0+8X+80SN6qVSv+/vtvWrZsiZ2dHZaWllhaWmJhYYGlZe6+VlC9enWWLVtGUFAQ27dvJzExEVdXV0qWLMnMmTPx9fX9x9dPnz6dqKgolYedydtdsKYkp+B15wH1m9ZRbtPS0qJ+k7rcual+YZ07bveo37SuyrYGn9ZTxj8LDCIsJFwlxsTUmOq1q6hts0uvDhzee4yUlNS36nNupCan8uyeH06NMudC19LSonyjqgS4q59/M+CWD06Nqqpsq9CkujL+5ZNQokMjVNo0MDWiVK1yyhh9IwMAFNlOuBRpCrQ0OOl/anIqgfceUzFbfhUbVeOxu/rVyh/fekjFRqrzwlVqUoPHGX0PfxJKVGiESoyhqRGOtcrjl9HmP+WnrfVO/6TUUiSnEnPnMVZNs/RXSwvLptWIuql+/0W5PcSyqerc91bNqhN1M73vCQGhJIZEqLSpY2qEmXN5tW0mhUWRGpeIfZeGpCUm8fL8nTdi3pWeni6Vy5Xi2h1v5ba0tDSu3fGmZkX1c3bXrFhWJR7gbw+vHOMLVFoqaSEBaJfKOieiFtqlKpEWpP6CIi3oMTqlVedQ1C5dhdSgR2//tiEBKFJT0MnyvlqW9mibWZOWi3Y0LU1L8w+ROx967dbV/fcpBZKTk7l16y6ffdZYuU1LS4vPPmvM9evq52a9ds2d5s0bq2xr2bIp166lx/v7P+H581CVNosUMeWTT2opY27duktCQgJOWaY70dXVpVSpEgQGPv3XfudGcnIyt2/d59NmDZXbtLS0aNasETeu31L7mhvXb/Fp84Yq25q3aMyN6x4ABPg/ITg4lGZZYooUMaVO3Zpq2+zTtyu7dx4gJSVFAxmpSklO4eFdH5wbZ86FrqWlRe0mtfB0U78gsae7F7Ub11LZVqepM55u6Ws4PA8M5kXIC2o3yWzT2NSYyrUq4emeHmOQUbuzDwYp0tLQ0tZc7U5LTiX4rh9lGmc5l9LSonTjqjxzV//vIsjdVzUeKNO0Wo7x6gTf9SM1KUWlHauyRTEvYcOzHM753kVacirP1eRXpnE1nubwPs/cfXHMlp+jBvN7mot2/k1aciohd/0olS2/Uo2r8jyH93nu7qsaD5RuUi3HeHVCMvLL2o5l2aKYlbDhuQb3X25J7S54H3rtLmP2dufgBXXsz6pt9zac+v0vUvPhujs5OYX7t71p+Oknym1aWlo0avoJt27eVfuaWzfv0LBpPZVtjZvVx+Nm+vXWk4BnhIaEq8SYmppQ07kat268eU3WtXcnDuz5M19qd1pyKqF3/SiZ7dhYoklVgt3U/90Eu/tSItuxsWTTasr46MAwYkMiKdEkM0bP1Aj7WuUIzjju6RrpZ3RAzbiCtuYOKIrkVKLv+GGd9TpaSwvrptWIvKl+XCHSzUc1HrBuVkMZHx8QSkJIhEqMjqkR5s7l1bb5+rrboUtDUhOTeHFe/d/Nu1AkpxJ1xw/bpqr7z7ZJVSJyGFeIcPPBNlt+dp9W52VGfFxgen5Z29Q1NcKydjm1bSaGR5Mal0jxLg1ITUwiVKP5pfDqzmPMs42bmDepTszNB2pfE+P2EIumquNCFp/WJCZj3yQGhpIUEqHSpo6pEUVqOyljskoOjyItLgGbLo1JS0wm8vxtDWT2bqR25807zUl+9uxZTfcDPT09evToQY8ePQgMDGTz5s1s3bqVhQsXkpqacyEzMDDAwMBAZVtuBip/XbeL75bP4v5tb+7d8qTvsJ4YGRtycFf69CfzV84m9HkYK35YC8CODXvYdGAN/Uf25sJfV2jr2oqqNSvx3eQflW3u2LCHYeMHEPD4Cc8CgxgzdThhIeGcyfapbr0mdShRujj7d2h+9enXzm/8k16LR/H07mMCPXxpOqQd+sYG3Nh7HoBei0cRFRLBsUW7ALi4+Rijd8+h2dAOeJ69Re1ODSlRvSz7pm9Qtnlx8zFajnMlzD+Yl09CaTuxO9EhEdw7mb5Yqb+7D/FRsfRaPIpTK/an32HdqwVWJe3wOqv+Av9dnd54hAGLxxB49zH+Hr60GNIeA2MDru49B8CAxWOIDHnJoUU7ATi7+SgTdv+PlkM7cu+sO3U7NaZ09XL8Nn29ss0zm4/SftwXhPk/J/xJKJ0m9iIqJAKPk+kLtj52f0hc1CsGLB7Lnyv2kZyQRJNeLbEuacfds5pdQCdw7Z9UWTGaaI9HRN96RKnh7dExNuD5rvT8qqwcQ2LwSx59n57fk/XHcD44l1IjOxL+lzv2ro0wq1kO70mZ++/J+qOU+eZz4vyeEx8YSrmpPUkKiSDsWOaCtCUGuxB14yEpsQlYN6tO+Tl98f3+N1KiNTf3G0D/Lq2YtXwrVcqXprpTGbYfPkN8QhKuLdNXpJ+xbAv21hZ83e9zAL7s1ILBMxfzy8FTfFq3Oscu3uD+owDmjP5S2WZUTCzPw14S9jISAP+g9E9xbSzNsLHMmB8tIorwiGgCM+489Ql4homRIUVtrTAvYqKx/FJunkK/3WDSQgJIe+6Hbp1WaOkZkHLvMgD67QajeBVJ8sX96fHuf2HQczK6dduQ+vgOupXqoe1QhqRT2zIbNTRBq4gVWqYWAGhbOZBG+l3oxEVDUjwpdy+h91lPFAmxKJIS0G/Rm9RnvqQ9L7gFTtP4j1XXD9CHXrvf9kPUFSs2smHDYtzc7nDz5m3Gjh2MsbEx27btBWDjxiUEBQUzZ84iAFav3sLJk7v5+uthHDt2hu7dO+HsXJ0xY6Yp21y9ehNTp47D19cPf/8nzJ07kefPQ/njj/SFvWJiXrFx4w5mz/6Gp0+DCAx8xjffjABg/37NLroNsGbVZlavW4THrXu4u91h5OiBGBsb8duv6Ytorlm3iOfPQ/juf4sBWPfzLxw+toMx4wZz8sQ5vujagVq1q/HNuFnKNteu+YWJk0fz6JE/Af5PmTF7PMHPQ/nzyCmV9/60WUPKOJbk11/2ajyv137fsJ8pSybx4M5DHng84Ishn2NoZMjxPem/76lLJxMeHM6mH7cAsH/TQZbs/T+6De/KtdPX+axzMyrUcGLptGXKNvdvOsiX43rzzO8ZwU+CGThpAC9CXnD5RPpipZ5uXryKesXUpZP5ddkOEhMS6dCnHQ4lHbh2+vobfcyL6xuP0XHxCJ7f8eP57UfUHdwWfWMD7mSce3VcMoKY4AjOL9oDwM0tJ+izeyb1hrXD94wHVTo1pGj1shyftlnZpqG5CWbFrTHNWBvEqmz6HLCxYVHEhkWRGBPP7d3naDHrS+IjX5EYE0/ref156vaQoFua/YD02sZjdM7IL+j2I+oNbotelvw6LRlJTHAE5xbtTv99bDlOv92zqD+sPb5nbinzOzptk0p+5sVtMM2Yg/V1fq/CIpX5eew+R+tZfUmIjCUxJg6XeQMy8tPcIDmA28ZjtF08guC7fgR7PMJ5SHp+9/ak59d26QheBUdw6cf0/ee++QQ99sykzrB2+J3xoGLnhtjXKMvJbPuvSNb9Vy5z/8WFRZEUE8/d3edoPvtLEiJfkfgqnpbf9ifo5kOea3j/5YbU7oL3odfu3Fx3F8Sx/7XajWtRtHRRju08/tb9za3Na7ezaOW33PPw4o77PQaO6IORsZFyEc1Fq74lJDiMxfNXAfDL+p3sOLSBwaP6cu7UJTp83oZqtaowa+L3yjZ/WfcboycMwf9xIE8Dgxg/bRShwWGcOnZO5b0bNv2EkmVKsHf7wXzLz2PDMVotGUHoHT9CPB5Rc0hbdI0M8Mo4NrZaOoLY4AiuZhwbb286wed7Z1JreDv8T3tQoXND7GqU5WyWY+PtTcepO86VSL8QYp6EUn9SN2JDInl8wg2AYDcfEqNiabV0BNeXHSQ1IYkqfT7DrKQt/qc9NJqf/9o/qb5iFFEej4m65UuZjOvuZ7vS86u+cjSJwS95+H36uEnA+mPUOziHMiM7EPbXLYq6NsK8ZlnuT8ocVwhYf4xy33xOrF8w8YGhOE3tQWJIBKHHbipjSg12IfLGA1JiE7FpVp2Kc77k4fc7NX7d7bvuKM7LRxJ5+zERtx5Rblg7dIwNCczIz3nlKOKfv8Trh/Ta/WjDcZocmE25ke0J+cuD4q4NsahZFo/JG5VtPtpwnArjPyf2cTCxgWFUntqdhJBInh/PzM9xcBteZowr2DWrTpXZffD6fpfG8wtadxin5WN5dfsRr275UmxYB3SMDQjdlX4MdVo5jqTnLwj44bf0+A1HqXbgW4qN7ETEX27YuDbBtGZZHk1em9nmhj8pOb4rCY+fkxAYSqmpvUgKieDF8czzRofBbYm58YDU2AQsmtWkzOx+BHy/g1QN55cbUrvz5p0GyZs109yUEuqUKlWK//3vf8ydO5e//vorX9/rxKHTWFpbMHrKMGxsrXhw34fRvSfwMmOREIfi9ip3Hd2+eY/po+cydupwxk0fQaDfU8YPmoavd+bg05ZV2zEyNmTOT1MpYmbKret3GN17AkmJSSrv/XmfTty6fgd/34B8y+/2kb8xtTLD5ZtuFLG1IMgrgI0DFioX87QsbqMyH1SAuw87vl5F24k9aDe5J+H+wWwdvpjgh5l3yp1dexh9IwO6LRiKkZkxfjcesGHAQlISk4H0r+JuGLCQdpN7MPK3Wejo6hDs85Stw3/iuVegRvNzO3IVUyszOn7TAzNbC556+bNywA/KxUetsuX32P0hm79eQeeJvegyuTdh/s9ZO/z/CHr4RBlzcu0h9I0M6LNgBMZmxjy64c3KAT8o84uNiGHlgB/oMrkX43+bg46uDs99nrJ2+CKeeWl2X4Yeuoq+tRllp/TAwM6CmPv+ePReoFwAxLC4tcod7VE3H3J/1ErKTutJuRm9iPML5s7A/yPWOzO/gFV/oGNsQKWfhqNrZkzU9Qfc6rWAtIz8AMxql6fs5O7omBgS6xuE9+QNBO/T/JRAbZvUJSIqhjU7DxMeEU1FxxL8PHeccnHO4LCXaGcZOKtVqRwLJwxh5Y4/WLH9EKWK2bF82kicSmd+e+Tc9dvMXpk5qDzlp/RCPrJnB0b37gTAnuMXWLs7c2Br0Mz0gabvxvWnS8YAvSakPrhBsrEpeo27oGVsRlrYExL3LUsfzAa0zKxVV8MOekTSnxvQa/I5ek0+RxEZSuLB1SjCg5QxOuVqYtBusPK/DTqlD9QlX/mD5CvpJ+HJZ3eBIg2DzqNBV5dUv/sk/bVdY3mJwuljqd379h3BxsaaOXMmYG9vy507nnTp0l+5cGXJksVU6vbff7sxcOBXzJ07iW+/nYyvrz89egzH0zPzLpDFi9dibGzMqlULsLAw48qVm3Tu3J/ExERlzPTpP5CSksqmTUsxMjLkxg0P2rXrTWSk5qcxOrD/KNY2Vkyf+TV29rbcu+NF9y+GEJaxIFiJksVIy3LsuH7tFsMHT2DGnG+YNXcijx/507f3aLy8Mu/kWbF0PSbGRixdMR9zczP+vnqT7l8MJjHbuUnf/t259rcbPg/z70O1c4fPY25lzsCJ/bG0teSR52Om95tJZMbUZ3bFbVXmufV08+SHcQsZNHkAg6cM5Jl/EHOHfov/g8yau/vnPRgaG/LNwq8xNTPl3o37TOs3k+SM2hYdEc30fjMZPGUgP+3+ER1dHQIeBjBnyP947KXZXL2PXMPY2oymE7piYmtOqGcAu/svUi5OZlbMRmWu0WduPvzx1Ro+ndSdTyf3IMI/mN+HLyU8y7mXU2tnOiweofxv19XjALi0dD+XlqV/0Hr6ux0oFAo+X/s1Ovq6+F24y8lZWzWaG4DXkb8xsS5CswndMLE1J8QzgF39f1QuPmpezPqN/A5+tZrmk7rTfHIPXvoHs3f4EsKy5FehdR06Zcnvi4z8Liz9nYsZ+Z36bjsKhYKuGfk9vnCX47O2aDy/B4evYWRlRuMJXTG2NSfMM4Df++W8/4LcfDj61RoaT+pOkyk9iPQP5tCwpbzIkl+51s60XZKZX8eM/K4s3c/Vpen5nZu3A9IUdFr3Nbr6uvifv8tf+bD/ROHysdRuKJhj/2vterXl3o37PHn0hPxy9OAprKwt+XrqSGztrPG695AhPcfxImNamGIlHFSuS2/duMOEkTP5ZvooJs4cg//jQEYPmIiPd+YHY+tX/oKRsRHzl8zEzKwIN695MLjnuDfGFbp/6YrbdQ8e+/rnW36+GcfGehPTa1uYZwCH+y0iPuPYWCTbdXewmw8nx62hweTuNMw4Nh4dupSXDzKPje4/H0HX2IDPFg7GwMyY5zcecrjfIlIz9l9CxCsO91tEgynd+Xz3dLR1dXn58Cl/DlnCCw2PKwRnXHc7TemOgZ0F0fcDuNl7ofK626i4DWQ59kfefMjtUSupMK0nFWb0ItYvGPeBP/HKOzM/v4zr7mo/DUPXzJiI6w+42WuhynW3ee1ylJ/cDV0TQ175BnF/8kaC8uG6O+jQ3xhYm1FpSjcMbNPz+7v3QhIz9p9RtnGFiJs+uI1eTeWp3ak8vSexfsFcG7SEmCz5+a46jK6xATV/GoqemTEvrz/kam/V/Cxrl6PSpK7oZOR3e8omnu67pPH8wg9dQdfajFJTeqFva0HsfX/u9/6e5IxxIYPiNir5xdx8wMPRyyk9tRelp/ch3u853oMWEZdl3OTZqoPoGBtQ7qcR6JqZEH3dm/u956PIkl+R2k6UmtQTHRND4n2f8WjKOsL2aX7KI/H+aCneccb8ixcvsm7dOh4/fszevXspXrw4v/76K46OjjRp0uSt2nB0dOTmzZtYW6tfnfld1XTQ3CDXh6i1YemC7kK+i0XzX4P7kHSL/7g/3WtybmRBdyFfpf65o6C7kK+MJ23896Bc2l6sr8bb7BskA/+59SHXbiOjj7u2GenqF3QX8p2zxQc49ZUGtdK2Legu5KtUCv8iWv/EUPFxn3tNDNR8TZTa/WH4kGt3q5IuGm3vQxOQkPdFUz90XxtW/vegQqx8kuann/mQJGpwutcPkQ1J/x5UiDUO3qfxNqV25807/Yv6/fffcXFxwcjICHd3d+WdVlFRUfzwww9v3Y6fn5/GC7UQQggh3iS1WwghhChcpHYLIYQQ7887DZLPnz+ftWvXsmHDBvT09JTbGzdujLu7ZudkFkIIUfjJAiIFT2q3EEKI3JDaXfCkdgshhMgNqd15805zkj948IBPP/30je3m5uZERkbmtU9CCCE+Mmn/HiLymdRuIYQQuSG1u+BJ7RZCCJEbUrvz5p3uJHdwcMDX982V5C9dukTZsh/3fJRCCCFEYSS1WwghhChcpHYLIYQQ70+uBsm3bdtGYmIiw4YN4+uvv+batWtoaWkRFBTEjh07mDRpEqNGjcqvvgohhCikFPnwEG9HarcQQoh3IbW74EjtFkII8S6kdudNrqZbGTRoEG3btmXatGmkpaXRsmVL4uLi+PTTTzEwMGDSpEmMGzcuv/oqhBCikPqvzWX2IZHaLYQQ4l1I7S44UruFEEK8C6ndeZOrQXKFIv0zBC0tLWbOnMnkyZPx9fXl1atXVKlSBVNT03zppBBCCCHejdRuIYQQonCR2i2EEEK8f7leuFNLK/NjCX19fapUqaLRDgkhhPj4yAIiBUtqtxBCiNyS2l2wpHYLIYTILandeZPrQfKWLVuiq/vPL3N3d3/nDgkhhBBCs6R2CyGEEIWL1G4hhBDi/cr1ILmLi4t8vUsIIUSuyCfaBUtqtxBCiNyS2l2wpHYLIYTILandeZPrQfLJkydjZ2eXH30RQgjxkVLIAiIFSmq3EEKI3JLaXbCkdgshhMgtqd15o52b4KzzogkhhBDiwye1WwghhChcpHYLIYQQ71+u7iR/vcq2EEIIkRvyta+CI7VbCCHEu5DaXXCkdgshhHgXUrvzJld3kvv5+WFra0tCQkKOMc+fP89zp4QQQnxc0vLhId6O1G4hhBDvQmp3wZHaLYQQ4l1I7c6bXA2Sly5dGi0tLZydnfHw8Hjj+d9//50aNWpoqm9CCCGEyCOp3UIIIUThIrVbCCGEeP9yNUj+WvPmzWnQoAE//vgjALGxsQwcOJB+/foxY8YMjXZQCCFE4afIh4fIHandQgghcuNDqN2rV6+mTJkyGBoaUr9+fa5fv/6P8Xv37qVSpUoYGhpSvXp1jh49qvL8/v37adOmDdbW1mhpaakdgE5ISGDMmDFYW1tjampK165dCQkJeYfe553UbiGEELnxIdTuwixXc5K/tmbNGjp06MDQoUM5cuQIz58/x9TUlOvXr1OtWjVN91EIIYQQeSS1WwghRGGye/duJkyYwNq1a6lfvz7Lli3DxcWFBw8eYGdn90b8lStX6N27NwsWLKBjx4789ttvuLq64u7urqxzsbGxNGnShB49ejBs2DC17/vNN9/w559/snfvXszNzRk7dixffPEFly9fztd81ZHaLYQQQrw/7zRIDtCuXTu++OILfv75Z3R1dTl8+LAUaiGEEGqlaRV0DwRI7RZCCPH2Crp2L1myhGHDhjFo0CAA1q5dy59//snmzZuZNm3aG/HLly+nbdu2TJ48GYDvvvuOU6dOsWrVKtauXQtAv379APD391f7nlFRUWzatInffvuNFi1aALBlyxYqV67M33//TYMGDTSd5r+S2i2EEOJtFXTtLuzeabqVR48e0bBhQ44cOcKJEyeYMmUKnTt3ZsqUKSQnJ2u6j0IIIQo5WUCk4EntFkIIkRv5UbsTExOJjo5WeSQmJr7x3klJSbi5udGqVSvlNm1tbVq1asXVq1fV9vfq1asq8QAuLi45xqvj5uZGcnKySjuVKlWiVKlSuWpHU6R2CyGEyA257s6bdxokr1WrFo6Ojty+fZvWrVszf/58zp49y/79+6lXr56m+yiEEEKIPJLaLYQQoqAtWLAAc3NzlceCBQveiAsPDyc1NRV7e3uV7fb29gQHB6ttOzg4OFfxObWhr6+PhYVFntrRFKndQgghxPvzToPka9asYdeuXSonD40aNeLWrVs4Oztrqm9CCCE+Eh/CJ9qaXvxLoVAwZ84cihYtipGREa1atcLHx0cl5uHDh3Tp0gUbGxvMzMxo0qQJZ8+efYfe553UbiGEELmRH7V7+vTpREVFqTymT5/+XvMqTKR2CyGEyI0P4bq7MHunQfLXc7llV6RIETZt2pSnDgkhhPj4FPQq268X/5o7dy7u7u7UrFkTFxcXQkND1ca/XvxryJAh3Lp1C1dXV1xdXbl3754yZtGiRaxYsYK1a9dy7do1TExMcHFxISEhQRnTsWNHUlJSOHPmDG5ubtSsWZOOHTsWyN1oUruFEELkRn7UbgMDA8zMzFQeBgYGb7y3jY0NOjo6hISEqGwPCQnBwcFBbX8dHBxyFZ9TG0lJSURGRuapHU2R2i2EECI3Cvq6u7B754U7ATw9PQkMDCQpKUm5TUtLi06dOuW5Y0IIIYSmaHrxL4VCwbJly5g1axZdunQBYNu2bdjb23Pw4EF69epFeHg4Pj4+bNq0iRo1agCwcOFC1qxZw7179wrkYhukdgshhPjw6evrU6dOHU6fPo2rqysAaWlpnD59mrFjx6p9TcOGDTl9+jTjx49Xbjt16hQNGzZ86/etU6cOenp6nD59mq5duwLw4MEDAgMDc9WOpkntFkIIIfLfOw2SP378mM8//5y7d++ipaWFQpH+2YKWVvoyqqmpqZrroRBCiEIvP1bZTkxMfGOxLwMDgzfuSHu9+FfWr3O/zeJfEyZMUNnm4uLCwYMHAfDz8yM4OFhlYS9zc3Pq16/P1atX6dWrF9bW1lSsWJFt27bh7OyMgYEB69atw87Ojjp16uQl9XcitVsIIURu5Eftzo0JEyYwYMAA6tatS7169Vi2bBmxsbHKD7z79+9P8eLFlXOaf/311zRr1ozFixfToUMHdu3axc2bN1m/fr2yzZcvXxIYGEhQUBCQPgAO6XeQOzg4YG5uzpAhQ5gwYQJWVlaYmZkxbtw4GjZsSIMGDd7zb0BqtxBCiNwp6Npd2L3TdCtff/01jo6OhIaGYmxszP3797lw4QJ169bl3LlzGu6iEEII8aaCXPzr9c9/itHS0uKvv/7i1q1bFClSBENDQ5YsWcLx48extLR8t6TzQGq3EEKIwqRnz5789NNPzJkzh1q1auHh4cHx48eVtTcwMJDnz58r4xs1asRvv/3G+vXrqVmzJvv27ePgwYNUq1ZNGfPHH39Qu3ZtOnToAECvXr2oXbs2a9euVcYsXbqUjh070rVrVz799FMcHBzYv3//e8paldRuIYQQ4v15pzvJr169ypkzZ7CxsUFbWxttbW2aNGnCggUL+Oqrr7h165am+ymEEKIQy48FP6ZPn/7G3d7q5jUtKAqFgjFjxmBnZ8fFixcxMjJi48aNdOrUiRs3blC0aNH32h+p3UIIIXLjQ1isa+zYsTlOr6JukLh79+507949x/YGDhzIwIED//E9DQ0NWb16NatXr85NV/OF1G4hhBC58SHU7sLsne4kT01NpUiRIkD6oiqvv65WunRp5VfWhBBCiNc+tsW/Xv/8p5gzZ85w5MgRdu3aRePGjXF2dmbNmjUYGRnxyy+//OvvTNOkdgshhMgNWfyr4EntFkIIkRtSu/PmnQbJq1Wrxu3btwGoX78+ixYt4vLly8ybN4+yZctqtINCCCFEXmRd/Ou114t/5bQI1+vFv7LKuviXo6MjDg4OKjHR0dFcu3ZNGRMXFwekz3+elba2Nmlp7/8zfqndQgghROEitVsIIYR4f95pupVZs2YRGxsLwLfffkunTp1o2rQp1tbW7Nq1S6MdFEIIUfilFfBn0Jpe/EtLS4vx48czf/58nJyccHR0ZPbs2RQrVgxXV1cgfaDd0tKSAQMGMGfOHIyMjNiwYQN+fn7KuVDfJ6ndQgghcqOga7eQ2i2EECJ3pHbnzTsNkru4uCj/v5OTE97e3rx8+RJLS0vlStsFqZbh+53n9X37I9anoLuQ7yYaVCroLuSrVFIKugv56n6bZQXdhXxVZX//gu5CoVPQc6P17NmTsLAw5syZQ3BwMLVq1Xpj8a+sd3y/Xvxr1qxZzJgxAycnpzcW/5oyZQqxsbEMHz6cyMhImjRpwvHjxzE0NATSvxZ9/PhxZs6cSYsWLUhOTqZq1aocOnSImjVrvt9fAB9+7U5O/biPix97fpA+D//HLFTr496HzxUJBd2FfFVS26igu1DoFHTtFh9+7Q5OiiroLuSrakbFCroL+S61oDuQz24ZvtOQV6Expm1YQXchXyUFftznJvlBanfe5OqIMXjw4LeK27x58zt1RgghhMgvml78S0tLi3nz5jFv3rwcY+rWrcuJEydy3VdNktothBBCFC5Su4UQQoj3L1eD5Fu3bqV06dLUrl37o79bSAghhOZIxSg4UruFEEK8C6kYBUdqtxBCiHchFSNvcjVIPmrUKHbu3Imfnx+DBg2ib9++WFlZ5VffhBBCCJFHUruFEEKIwkVqtxBCCPH+af97SKbVq1fz/PlzpkyZwuHDhylZsiQ9evTgxIkT8gm3EEKIHKXlw0O8HandQggh3oXU7oIjtVsIIcS7kNqdN7kaJAcwMDCgd+/enDp1Ck9PT6pWrcro0aMpU6YMr169yo8+CiGEKOTStDT/EG9ParcQQojcktpdsKR2CyGEyC2p3XmT60FylRdra6OlpYVCoSA19WNfF1kIIYQo/KR2CyGEEIWL1G4hhBAi/+V6kDwxMZGdO3fSunVrKlSowN27d1m1ahWBgYGYmprmRx+FEEIUcmkoNP4Qb09qtxBCiNyS2l2wpHYLIYTILandeZOrhTtHjx7Nrl27KFmyJIMHD2bnzp3Y2NjkV9+EEEIIkUdSu4UQQojCRWq3EEII8f7lapB87dq1lCpVirJly3L+/HnOnz+vNm7//v0a6ZwQQoiPw3/r8+cPi9RuIYQQ70Jqd8GR2i2EEOJdSO3Om1wNkvfv3x8trf/YrO1CCCHy7L+2KvaHRGq3EEKIdyG1u+BI7RZCCPEupHbnTa4Gybdu3ZpP3RBCCCFEfpDaLYQQQhQuUruFEEKI9y9Xg+RCCCHEu/ivLfghhBBCFHZSu4UQQojCRWp33sgguRBCiHwnpVoIIYQoXKR2CyGEEIWL1O680S7oDgghhBBCCCGEEEIIIYQQBUUGyYUQQuS7tHx4CCGEECL/SO0WQgghCpcPoXavXr2aMmXKYGhoSP369bl+/fo/xu/du5dKlSphaGhI9erVOXr0qMrzCoWCOXPmULRoUYyMjGjVqhU+Pj4qMQ8fPqRLly7Y2NhgZmZGkyZNOHv2bK77LoPkQgghhBBCCCGEEEIIId7Z7t27mTBhAnPnzsXd3Z2aNWvi4uJCaGio2vgrV67Qu3dvhgwZwq1bt3B1dcXV1ZV79+4pYxYtWsSKFStYu3Yt165dw8TEBBcXFxISEpQxHTt2JCUlhTNnzuDm5kbNmjXp2LEjwcHBueq/DJILIYTId2koNP4QQgghRP6R2i2EEEIULgVdu5csWcKwYcMYNGgQVapUYe3atRgbG7N582a18cuXL6dt27ZMnjyZypUr89133+Hs7MyqVauA9LvIly1bxqxZs+jSpQs1atRg27ZtBAUFcfDgQQDCw8Px8fFh2rRp1KhRAycnJxYuXEhcXJzKYPvbkEFyIYQQ+U6RDw8hhBBC5B+p3UIIIUThkh+1OzExkejoaJVHYmLiG++dlJSEm5sbrVq1Um7T1tamVatWXL16VW1/r169qhIP4OLiooz38/MjODhYJcbc3Jz69esrY6ytralYsSLbtm0jNjaWlJQU1q1bh52dHXXq1MnNr08GyYUQQgghhBBCCCGEEEKoWrBgAebm5iqPBQsWvBEXHh5Oamoq9vb2Ktvt7e1znPYkODj4H+Nf//ynGC0tLf766y9u3bpFkSJFMDQ0ZMmSJRw/fhxLS8tc5aqbq2ghhBDiHchiXUIIIUThIrVbCCGEKFzyo3ZPnz6dCRMmqGwzMDDIh3d6NwqFgjFjxmBnZ8fFixcxMjJi48aNdOrUiRs3blC0aNG3bksGyYUQQuQ7hXzJWgghhChUpHYLIYQQhUt+1G4DA4O3GhS3sbFBR0eHkJAQle0hISE4ODiofY2Dg8M/xr/+GRISojLYHRISQq1atQA4c+YMR44cISIiAjMzMwDWrFnDqVOn+OWXX5g2bdrbJYpMtyKEEEIIIYQQQgghhBDiHenr61OnTh1Onz6t3JaWlsbp06dp2LCh2tc0bNhQJR7g1KlTynhHR0ccHBxUYqKjo7l27ZoyJi4uDkif/zwrbW1t0tJyd2+93EkuhBAi38lXtoUQQojCRWq3EEIIUbgUdO2eMGECAwYMoG7dutSrV49ly5YRGxvLoEGDAOjfvz/FixdXzmn+9ddf06xZMxYvXkyHDh3YtWsXN2/eZP369UD6fOPjx49n/vz5ODk54ejoyOzZsylWrBiurq5A+kC7paUlAwYMYM6cORgZGbFhwwb8/Pzo0KFDrvovg+RCCCGEEEIIIYQQQggh3lnPnj0JCwtjzpw5BAcHU6tWLY4fP65ceDMwMFDlju9GjRrx22+/MWvWLGbMmIGTkxMHDx6kWrVqypgpU6YQGxvL8OHDiYyMpEmTJhw/fhxDQ0MgfZqX48ePM3PmTFq0aEFycjJVq1bl0KFD1KxZM1f9l0FyIYQQ+S5N5jUVQgghChWp3UIIIUTh8iHU7rFjxzJ27Fi1z507d+6Nbd27d6d79+45tqelpcW8efOYN29ejjF169blxIkTue5rdjJILoQQIt8VfKkWQgghRG5I7RZCCCEKF6ndeSMLdwohhBBCCCGEEEIIIYT4z/rP30nesl9b2o3ogrmtBU+8/Nk+dxOPb/vmGP9J+4Z8MbE3NiVsCfF7zp6F27lzzl0l5vNvetG8dyuMzYzxufmAX2atJ8T/ufJ5e8ei9JrRH6c6ldDV0+WJdwC/L9mF99V7+ZLjl4O7M2RMP2ztrPG+78N30/+PO7fu5xjftnNLxk8bRfGSRfF//ISfvlvJ+b8uq8R8NXUEPfp9jpmZKe7XbzN3ykICHj8BoF6jOmw/tE5t211b9+euh6fmkgOqDmhFzZEdMLI154VXIJdnbyPM43GO8WU71KPu5G4UKWFDlH8I137YxZMzt1Vi6k7qSqXen2FgbkzwjYdcnLGFaL8Q5fPmjg40mNUb+08qoKOnywuvQG7+tI+gK14azQ2g5KA2lBndCX07c155BuI1YwvRtx7lGG/fqT7lp/bAsKQtcX7B+Hz3G+GnPVRiyk3pTom+LdA1MyHyxgO8pmwizi9Y+XyR6mWoMLsPZrXKoUhNI/TP6zyYs43UuESN52czoD32I1zRs7Uk3sufJ3PWE+fhk2O8RYdGFJv0Jfol7Ej0D+LZD9uIPuumElN0Yh9serdGx9yEVze8eTLjZxKz/Bs0qlaW4tMHYFyzPKSlEXn0Kk/nbSYtLkHj+e06dZVf/rxIeNQrKpRyYFr/TlQvVzLH+JPX7rJ63ymCwiMpZW/N+F5taVqrovL5v27cY+/p63j5PyPqVTy7vx9LpdLFVNrYd+Y6x67cxss/iNiERC6um42ZiZHGc8uND+FrX+LjMWrkACZOGIWDgy137njy9fjZ3LjpkWN8164d+fZ/kylTugQ+vn7MmPEDx46fUYn539xJDBncBwsLM65cucmYcdPx9fVTiWnfriWzZo6nevXKJCQkcuHi33TtNiQ/Uvzoc+wyoBM9RnbHytaKR16PWTl7NQ88HuQY/2mHpgyaPBCHEvY89X/Ghh82cv3MDZWYgZP60753O0zNTbl34z7LZ6zgmV+Q8vkSjsUZPmsY1T6piq6eLo+9/Nj60y94XLmd/e3yrHG/Nnw2ohNFbM0J8grkwNwtBN7OuXbXbF+fthN7YFXClnC/YI4s/A2vcx4qMW2/6U6D3i0wMjPB7+YD9s3aRLh/Zu0uXrUMHaf1oVTNcqSlpnHn2HUOzd9GUj7U7tb929Fp+OeY21oQ6OXP1rkbeHQ759pdv30juk/sg20JO4L9n7Nz4TY8stXubhN606J3a0zMTHhw05vNM9cSnKV2l6lWlj7T+lO2hhNpaalcP/Y3v363mcR8qN0N+7WmWcb+e+4VyKG5W3nyD/uvevv6uEzsjmXG/ju2cCfe2fZfm2+6US9j//nffMCBWZvf2H/tpvWhZM2ypKWmce/YdQ7P/zVf9t/bktotNK3XoK4MGt0XGzsrHnj68sOMxdy7lfO1YZtOLRg7dTjFSxYlwO8JS79bzcXTV1VixkwZRre+XShiZsqtG3f5bsoiAv3Sr0s/aeTMlgNr1PfFZRD3PDR77dauf3tcR3yBha0l/l5+bJyzDp9/ODY26tCY3hP7YlfCjuf+QWxbsBX3bMfG3hO+pFWfNpiYmeB904t1M9bwPMuxsZhjMQbMHESlulXQ1dMlwNuf337azr2rdzWaG0CN/q2oM6IDxrbmhHsFcm7ONkJu53zdXb5DPRpO7IZZCRsi/UO4vGAX/mdVa26DCV2p1uczDMyMCbr5kLMzthDpn3ndbeHoQJOZvSlWtwLaerq88A7k6k/7eHpV89fdzv1bUX94B0xtzQn1CuTk3G08/4f8KrWvx6cTu2FewoaX/iGcW7iLR9nyazqhK7V6p+f39OZDTszcQkSW/KwcHfhsRm9K1E0fVwj1DuTC4n0E5kN+es07YdC6G1rmVqQ9fUz8rjWk+ed87qXr3BSDLgPQtrYnLfQZifs3kXIv89xLt3Zj9D/tgHYpJ7RNzXj13SjSnmb7fenqYdh9OLp1m6Olq0eKpxsJv61EEROp8fwMO7pi1K0X2pZWpDx+ROzPy0l56J1jvH6T5hj3H4yOvQOpz54Ru2UtyTeuZT7fqCmGHbqgW74C2mbmRIwZQurjbGOFevqYDBuNQbMWaOnpkeR2g1erl6KIjNB4fm9Lanfe/KfvJK/XsRG9Zw3k0PI9zO0wmSeeAUzaNpsi1mZq48s7V2TUim+4sPs0c9pPwv3kdb5eP4XiFTIHvNqPdKX1oPZsnbmOea7TSYxPYNK22egZ6CljJmyagbaODj/2+R9zO00h0MufCZumY25rofEc27u2Zvq8b1j10wZcW/bF+/5DNu1ZiZWNpdr42p/UYMm679m74xCuLb7kr2PnWP3LTzhVKqeMGTZuAP2H9WLupAV0bzuQuLgENu9eib6BPgC3btymUVUXlceeXw/wxP+pxgfIy3WqT8M5X+K29AC/t5vFS89AOmyfimEO+9C+jhMtV4/hwa7z/N52Fv7H3XDZ+A2WFUsoY2qO7ki1QW24OH0zBzrNJSUukQ7bp6KTZR+2/WUiWro6HOn5A7+3T3/ftlsnYmRrrtH87Ls0pOK3/Xi0eB9/t55OzP0A6uyajr6N+vzM61ag+tqvePbbWf5uNY3QYzeptXUSppUy8ysztjOlhrbFc8pGrrWfRWpcIs67p6OdkZ+BvSV1984izi+Ea+1m4d57ASYVS1BtxWiN5gZg2akJJWYP5vmy3Xi3n0C8px/lf/0futbqf48mdSrhuGoS4bv+wrvdN0SeuEbZjdMxrFhKGWM/6gtsB3UgcMbPPOg0mbT4BMpv/x9aGfnp2VvhtHMeiQHPedB5Cr79vsWwQilKL/la4/kd//sOP+04yojPW7Jr/hgqlirKqB+38CLqldp4j4cBTFu9m8+b1WX3/LF8VqcK45dux+dJ5kV0fGIytSuWZnzPtjm+b0JSMo1qVGBI5+aaTumdpeXDQ/w3de/emZ/+by7fzV/CJ/XbcvuOJ0f/3IGtrbXa+IYN6rLj19Vs2bKTuvVc+OOPE/y+bxNVq2Z++DR50mjGjhnM6LHTaNSkE7FxcRw9sgMDAwNlzOeft2frluVs/WUPznXb8GlzV3buOig5voPmnZoxcs4Iti3dzsh2o3nk+Zgft/+AhbWF2vgqdaowa/UMju06zoi2o7h8/ArzNv6PMhXLKGN6je7B54NcWTZ9BWM7fUVCXAILty9QOf/6/pfv0NHVYVLPKYxqP4bHno+Zv/U7LG3VnxO9q1odG9JlVj9OLN/Hkg7TCfIMYPi26ZjmcG5SxrkCfVd8xfXdZ1ncfhp3T95k0PpJOFTIrN0tRnam6aC27J25kWWus0iKT2TEtunoZuRnZmfJqB2zCA8IYZnrLNYPWIBDhRL0/knztbtBx8b0mzWY35fvYkbHCQR4+TPt17mY5VC7nepUZNzKiZzb8xfTO0zg5slrTFw/jRIVMmt3p5Gf03ZgRzbNWMvsLlNIjEtg2q9zlfvP0s6SmTu+Jdj/ObNdJ7Ow/zxKVCjJqMVfaTy/mh0b0GlWP/5a/jvLO8zguWcAQ7ZNwySH/Vfa2Yk+K8ZxY/c5lrefzv2TN+m/fiL2WfZf85GdaDyoLftnbmKl62yS4hMZsm2ayv4btmMmLwKCWeU6m00DFmJfoQQ9fhql8fxyQ2q30KS2XVox5duv+XnxRrq3HsCD+z6s27Usx+vSWnWrs2jtPA78dpjurQZw5tgFVmxdRPlKZZUxg8f248uhPZg35Uf6tB9KfFw863Yvy3Jdeodm1dqrPPZtP8STgGcaHyBv3KkJg2YPZfeynUzsMB5/Lz/mbJ+HeQ7Hxop1KjFh5WRO7z7JxPZfc+3E30zbMJNSWY6Nn4/qSodBHVk3fQ1TO08iMS6BOdvnqdS2mVvmoK2jw5xeM5nUYTz+nn7M3DIHCw2PLTh1qk/T2V9ybdkBdnaYRZhXIK7bp2KUw7GxaB0n2q0cw/3d5/mt/SwenXCj44ZvsM5ybKwzqiO1BrXhzPTN7O48l+S4RFyzXXd33jIRbR0d9vf6gV0dZhHmGUjnLRMx1vB1d+WO9Wk560suLT/A5o6zCPEKpOevUzHOIb/idZzosnIMt/ecZ3OHWficdKPr+m+wyZJfg5EdqTuwDcdnbOaXLun59fxVNb/umyeiravDb71/YEvHWYR6BdJ980RMNJyfbt1mGHYbTuKfO4j9fgypTx9j8tX3aBVR/z46ZatgNHQ6yZePEzt/NCkeVzAaNRftYqWVMVr6hqT43idx/6Yc39ewx0h0azQgfv18YhdPQsvCCqORczSaG4D+p59hMnwMcTt+IXLcMFL9HmE2/ye0zC3UxutWrkqRabNJPHGUyLHDSLp6EbPZ36NT2lEZo2VoRPL9u8RuVn8DKIDJiLHo129EzA9ziZzyNdrWNpjN+k7T6eWK1O68+U8Pkrcd2onzu/7i4t6zBPk+ZevMdSTFJ/Jpj5Zq49sM7sDd87c4tv4Qzx89Y/+SXfjf96PVgHbKGJfBHTm8ch+3Tt3giXcA6yesxMLeEuc29QAwtSyCQ9li/PnzAZ54BxDi/5y9P27HwNiQ4lkKoqYMGvkle7YfZP/Owzx66MecSQtIiE+gW5/OauMHDO/FxTNX2bT6Vx75+LN84Vo873jTd0iPzJgRvVmzZBOnj5/ngacvU8bMwc7BltbtmgOQnJxCeOgL5SPyZSQt2zbj952HNZ5f9eHt8Np5lgd7LhDpE8SFaVtISUikUq9m6uOHuPDk3B1ur/2TSN8gbv60j/B7/lQb2DpLTFvcVxwi4KQ7L72ecHb8WoztLSjjUgcAQ0tTLMoWxWP1YV56PSHaL4RrC3ajZ2yIVZbBdk0oM7IDT7efIWjXeWIfPsNz8kZS45Mo1ru52vjSw9vx4uxt/NccIdYniEc/7iH6rh8lB7uoxDxeeoCw42688gzk3tjVGNhbYteuLgA2bZxJS0nBa9pm4h49J9rjMV5TNmLfqT5GZew1mp/dsC6E7zzJyz2nSfB5QuD0n0lLSMS6Zyv18UM6EX3OndB1B0jwfcrzn34j/t5jbAd0UIkJXrmXqJPXifcOwH/8MvTsrbBwaQCAWcu6KJJTeTJzHYmPnxF325fAGT9j2aERBmUcNJrfr8cu8cVnn+DarA7litsza1AXDA30OXjeTW38jhNXaFTDiYEdP6VscTvGdm9N5TLF2HXqb2VMpya1Gfl5S+pXK5/j+/Zt25ghnZtRo3zOd6wLUVh98/UwNm76jV+27cHLy4fRY6YRFxfPoIG91MaPGzeEEyfOsXjJWry9fZn7v//j1q17jB41SBnz1bih/LBgOYcPn+TuXS8GDvqaYsXs6dIl/dipo6PD0sXzmDptPus3/IqPz2O8vHzYt0/zde2/kGO34V05uvMYJ/acJMAnkGXTlpOYkEjbXi5q478Y4sqNczfYs3Yvgb5P2PrTL/jc88V1YOcsMZ+zfcVvXDl5lcdefvw4fhE29tY0cWkMgJmlGSXKlmDX6t089vLjmV8QGxZswsjYEMcsg+2a0GxoB/7edYYbe88T4vuMfTM3khyfRL0ezdXGNx3cDu/ztzm7/gihj4I4vmQPz+770WRA5u/j08HtOLXyAPdPufHcO5DfJqzGzN6Sam3Sa3eVls6kJqewf/Zmwh4/58mdx+ybuZGa7etjU1qztbvD0C6c2XWS83vP8MznKZtm/ExSfCLNczh/bjeoE7fPu3Nk3UGCfJ+yd/Fv+N17jMuA9pkxQzpxYNUe3E5dJ9A7gDUTlmNpZ0XdNvUBqN3yE1KTU9kyez3PHwfx+I4vm2aspX77RtiX1mztbjq0A9d2neHm3vOE+j5j/8xNJMcn8UkO+6/J4HY8PH+b8xn77+SSvTy770fjLPuvyeB2nF55AM9TbgR7B7J7whrM7C2pmrH/KresTWpyKgdnbyHs8XOe3nnM/pmbqNG+PtYa3n9CFJT+I3uzb/shDu76k8cP/Zk3+UcS4hP4vHdHtfF9h/fk8tm/2bJmB499/Fn143o87z6gz+Buyph+w3uyfukWzh6/yENPX2aM/RY7extatvsUgJTkFF6EvVQ+oiKi+KxtUw7uPKLx/DoPdeXUzhOc2Xuapz5PWDt9DYnxibTs2VptfMfBnbl13p2D6w7w1PcpOxfv4PG9R7QfmPn76DikM3tX7uH6qWsEePuz/JulWNlZUb9N+nVNEUszipUtzv6f9xHg7c9z/+dsW/gLhsaGlKpYWu37vivnoe24v/Msnnsv8NIniDPTt5ASn0jVnuqvu2sNdiHg/B3c1/1JhG8Qfy/eR+g9f2pmue6uPaQt11ce4vEpd8K9n3Dym7WY2FlQrk3mdbdl2aLc/Pkw4d5P0u9GX5h+3W2t4evuekPbcXvXWe7uvcALnyCOz0jPr0YP9fnVHeTC4/N3uLbuT174BnFh8T6C7/lTZ0Bmfp8MacvlVYfwOeVOmPcTjkxYSxE7Cypk5GdkaYpV2aJcXXOYMO8nRPiHcG7hbvSNDbGtoNn8DFp9QfKl4yRfOUna80ASdqxAkZSIXiP15176LV1JuX+TpJP7SAt+QuIf20gN9EW/eRdlTPK10yT9uYMU71vq39TQGL3GLiTsXUfqg9ukBfqSsHUJuuWrouNYSaP5GX3eg4RjR0g8dYzUwABerVyMIjEBwzbt1cd36UbyzevE/76L1CcBxP26mZRHDzHs9LkyJvHMSeJ/+4XkW+qv3bWMTTBs057YDatJvn2LVN+HvFqyEL2q1dGtVEWj+Yn354MbJFco3s9XA3T0dClTrRz3L99Ree/7l+9Q3rmC2teUr11BJR7g3gUPyjun36llW9IeCztLlZj4mDgee/goY15FxBD06BmNv2iGvpEB2jrafNanDVFhkfjfzflrnO9CT0+XqjUrceV85ldGFAoFVy5cp1bdGmpfU6tuDa5cuK6y7dLZq9SuWx2AkqWLY2dvw9UsMa9iYrntfo9an1RX22aLts2wsDLX+CC5tp4OttUdeXYxy9QxCgVPL97H3ln9AKJdnfI8u6g6rc3T83ewr5MeX6SULSb2FioxSTHxhHo8wr6OEwAJEa+I8A2iQrcm6BoZoKWjTeW+LYgLiyLsrurX1vNCS0+HIjUceXExy1flFApeXriLRV31f6PmdZx4cUH1q3Uvzt5WxhuVtsPA3pKXWWJSYuKJcvfFPCNGW18XRVIqZPm3mBqfBIBlfc0VMy09XYyrlyPmUpavpCkUxFy8jUmdimpfY+JckehLql9hiz5/SxmvX8oePXsrYi5mxqTFxBHr8RCTjH+D2vp6KJJTVPJTJKR/ldnkE80Vs+SUFLz8gmhQNfNvUVtbmwZVy3HHN1Dta+74BtIg2+B3oxpOOcYXJop8+J/4cLyv2q2np4ezcw1On7mo8t6nz1yiQYM6al/ToH4dlXiAk6fOKeMdHUtRtKg9p89cUj4fHR3D9eu3aFA/Pca5dnVKlChKWloaN66f4EmAO0f++FXlTm1N+dhz1NXTpUJ1J9wvZl5QKRQK3C/eoopzZbWvqVKnCm4XVS/Abp6/SZU66fFFSzlgbW+N+8XM6e9iY+Lw8vBWxkRHRBPo+4TW3VphaGSIto42Hft2ICIsgod3c/4qfG7p6OlQopojDy9n1lmFQsHDy3cpk8P5ZZnaTvhcVq3d3hduK+OtStphZmep0mZCTDyBHr7KGF19XVKSU1X+LSYnpNdux080V7t19HRxrF6Oe5dUz5/vXbqNk7P6vxUn54oq8QB3LtxSxtuVtMfSzkolJj4mjkceD5UxegZ6pCSnqOSXlFG7K2qwduvo6VC8miO+lzPPAxUKBT6X71Ha2Unta0rVdsLnsuq55cMLdyiVEf96/2WNSYiJ54nHI2WbOvp6pGbL7/X+K/OJ5o8zb0tq98ftfdVuSD/2V6lRkb8vZk7VoFAo+PvCDWrWVX8NWbNONa5eUJ1W68rZv5XxJUoXw9beRiXmVUwsd9zv59hmc5dPsbA05+AuzQ6S6+rpUq56eW5nuU5RKBTcueRBxRyOjRWdK3H7kofKNo8Lt6jgnH7Mti9lj5WdlUpMXEwcPh4PqVgnPSYmIpqnvk/5rGsLDDLGFly+bEtkWASP7uY8hWxuaevpYFfdkcBLqtfdgZfu45DDdXdR5/IEXlI9NgZeuKOMNytli4mdhUpMUkw8wR6PcMhy3f3SN4jKXTOvu6t/mX7dHarB625tPR0cqjvily0//0v3KZ5DfsWdy+OfLT+/C3eU8RYlbTG1s1CJSYyJJ8jjEcUzjv3xEa944RtE9a5N0MvIr9aXLYgNiyJYg/mho4t2KSdSvLJME6xQkOJ9C52y6muoTtnKpGYb/E71dEOnrPpzNbVtlHZKn2LFK7OdtJAnpL0IyVU7/0pXF12nCiR7ZBnMVihI9nBDt3JV9S+pXJUkD9XB72S3G+jlEK+2DacKaOnpqQyipz4NJDUkGN1Kb9+OpkntzpsPbpDcwMAALy/Nz7+UXRHLIujo6hAVHqmyPSosKsdpT8xtLYgOj8oWH4m5jYXy+dfbsorO1uaiL/9H6aqOrLu/nY0PduEytBM/DZxPXHRsHjJ6k6WVBbq6uoSHvVTZHh76Els79V/ZtrGzJjw0W3zYS2wy4l//DA978UZMTm12/7ILl87+Tcjz0HfKIyeGVkXQ1tUhPkx1n8SHR2Fkp/5rQ8a2FsSFR6tsiwuLxihj/xhn/IzPFhMfFq3yla4/ey/EpmppBj/YwNBHW6gxrB1H+y4iKSouj1ll0rcyQ1tXh6Rs+SWGRWFgZ6H2NQZ2Fm/EJ4VFoZ/x+9DPyC9RTczrNl9euo++nTllRndES08HXXMTKszqk96+vfr3fRe6VmZo6eqQku3fS0p4JHo5fPVd19aClGz/ZpOzxL/+mZwtJiUsEj279OdirtxBz9YCuxGfo6Wni465CcWmDUh/vZ3mvnIfERNHaloa1uamKtutzU0Jj4pR+5rwyFdYm2WLNzMlPFJ9vBAfivdVu21srNDV1SU0JFxle2hoGA72tmpf4+BgS0homMq2kJBwZbyDvV3GtmwxoeE4OKQ/51g2/Ztec2ZP5IcFy+niOoCIyChOn9qHpaVFnvPK6mPP0dzKDB1dHSLCVOdqjAiPwMrOSu1rrGwtiQjPFh8WiZVterxlxs+IbMf+iLAIlalUJveeSvmq5Tn84CDHH/1Jt2FdmdZ3Bq9ymALrXZhYpucXk+18MSYsiiI5nF8WsbVQH2+TXrvNMl4XE5Zzmz5X7mNma85nwzuio6eDkZkJHaam126zHM4Z3oVZTufP4VFY5FC7LWwt/jHePKN//xRz//IdzG0t6DjCFR09XUzMTOg9rT+QPhWLpuS0/179y/57pS4+4/qgSMb546t/2H+PrtyniK05zbLsv3ZTewPpU7EIkR/eV+2GzOvSF9muS1+ERSivL7OzsbN+Iz48S7xNxhRkb7b5Msc2v+jTictnrxHyPEzt8++qSEZti8pWqyLDI//x2BiZ7TooMiwSy4zjwuvXZT82Zm/zf31m4Vi1LL957WGPz346D+vCvP7/IzZKc2MLRhnX3XHZjnVx4VE5TgtibGtBXNib190mGfm9/vnGtXl4tEqbB/osxLZqaUZ7bWCszxZqD2vHwf6LSNTgdbexpfr8YsOjMM0hP1NbC2Kz9T02PBrT1/ll1DZ1MVnz2/nlQuyrlmai5wamPNxCvaHt2D1gEQnRmstPy9QMLR2dN+YBV0RHoG2u/u9Ty8yStGjVv+e06Ai0cohX34YViuQkiFf9W1RER6Jlrv6c711om5mjpaNLWkS2/kZEoG2p/n20La1yFa++DWsUyUkoYlXPI9MiI9C20lx+4v0qsIU7J0yYoHZ7amoqCxcuxNo6vbAtWbLkH9tJTEwkMVF1QZtURSo6Wjqa6Wg+6P/dMKJfRPND91kkJSTRrFcrvtk4nf91nvLGAHthZ1/UjiafNeDrodMLuisa1WT+AOJfRHPoi+9ITUimUu/mtN06kQMd5hAXGlnQ3cuT2AdPuffVz1T8th/lZ/aG1DQCNx4nMTQSRVrh/xQx4eET/Ccsp8TswRSf1g9FahphW46QHBoBH0F+H6r/2lxmH6v8rN0KhQItLS3NdFTDtLXT7ylYsHAFBw4cBWDI0AkE+N2kW9eObNi4vSC7pxH/hRy/mj+WyBeRjP9iAkkJSbTr3Y75W+cxusM4Xma7QaCwCfF5ys6JP9N5dj/aT+mNIjWNi1uPEx32cdTupz5P+HniCvrNGkSvKf1IS03j+NYjRIZGkJZW+CtMiM9Tdk/8mU6z+9F2Si8UqWlc3nqcmLBIFAWYX+H/zQrI39qdpkhDW+uDu+9OLfuitjT+rD4Th80q6K5o1PD5I4kKj2Jmt2kkJSTRqlcbZmyezZROE4gILbjFAzWl+fwBxIdHs7fbd6QkJFOtV3M6bZ7Irk6F/7oboM13A4h7Ec2v3dPzq9WrOd02TWRr5znEfgT5ifdPanfeFNgg+bJly6hZsyYWFhYq2xUKBV5eXpiYmLzVxfKCBQv49ttvVbbVMK9ELYt//uplTEQMqSmpyrvAXzO3Nc9xoDoqLBIzG/Ns8Zl3x7x+nbmthUobZrbmBHr6A1ClUXVqtajDqJoDSHgVD8C22Ruo2qQmTbp9xp8/H/jHfudGxMtIUlJSsLFV/RTLxs6KsNAXal8THvoCm2x3ctnYWhGeEf/6p42tNWEhL1RivO49fKO9rr07EfkyijPHz+cpF3USXsaQlpL6xmKZRjbmxIdGqX1NXFgkxtkWvTS2NSM+Y3/FZfw0sjFTKbpGtma8uJ8+5UXxxlUp1ao2W6uOIDljH16auZUSn1ajQvemeKzWzLQySS+jSUtJRT9bfga25iTmUDATQyPfiNe3NScp4/eRlJGfga05SVna0Lc1J+Z+gPK/g/dfJnj/ZfRtzUmNTQCg9MgOxAdkrsSdVykvo1GkpKKb7c4sXRsLksPUn9ClhEWim+3frF6W+Nc/9WwsSMlyUqhra0H8/cyvrEUcvEDEwQvo2piTFpcICgV2wzqTGBiMplgWMUZHW/uNRTpfRL3CxryI2tfYWJjyIjpbfPQrbCzUxxcm/7WvaX2s8rN2a2mboqWjfnGk18LDX5KSkoKdvY3Kdjs7W4JD1N8VFhwchr2d6h3Y9vY2yvjgkNCMbbYEB2d+48nezgaP2+lfuw3O+CaUl1dmnUtKSsLPL4BSpYr/Y59z62PPMeplNKkpqW8slmlpY5njQPXLsAgssy3sZmlrwcuMuwcjMn5a2liotGFpa8mj++lT2dVuXIsGrerjWrUrca/S787ymbmSOp8606Z7a3at3q2R/GIj0vMrku18sYitOTE5nF/GhEWqj8+4oy0643XZ2yhia84zz8za7f7HZdz/uIypjTlJcQmgSJ8f/UWg5mp3dE7nzzbmROZQuyOzfOtSXXxUxvmIuY0FkVlqt7mNOf6embX7yqELXDl0AXMbcxIyaneHoZ0J1WB+Oe0/03/Zf6bq4jOuD15/AyB7G0VszQnKuD4A8PjjCh5/XFHuP4UifX70F4Ga/SZmbkjt/jjkZ+22NS6Onem/z538+rrUOtt1qbWtpfL6Mrvw0BdvxNtkiX/9zWbrLNeqr//7wf03p9Fy7dWRyIgozp248K/9za2YjNpmnq1WWdhY/OOxMfvimha2FkRkHCdev87cxkJlsNvCxgI/z8cAVG9cgzotP6Ff9d7EZ1yXrp/1MzWb1uKzbi3Zv2afJtIjPuO62zjbsc7YxpzYsH+47rZ987o7NiO/1z+Ns113G9uYEeaZft1dsnFVHFvWZl31ESRl5Hd21lZKNa1GlW5NublGM9fdcRHq8zOxMX/jW0CvvQqLxCTbuIKJjRmvXueXkZOJjZnKYLeJjRkhGfmVblyV8i1rs7RGZn4nZm2lTJNqVO/alL9/1kx+ilfRKFJT0SpiobJdy8yStCj1f5+K6Ai0zVT/nrXNLFHkEK++jZdo6emDkYnK3eRaZhYoojR3c0JadBSK1BS0LbP119KStAj175MW8TJX8erbeIGWnj5aJqYqd5NrW1iS9rLgbr6Q2p03Bfax7w8//EBUVBSzZ8/m7NmzyoeOjg5bt27l7NmznDlz5l/bmT59OlFRUSqP6ub/PndfanIK/vceUaVR5nxlWlpaVGlUA1/3Nwd7AXxvPaRKI9W5vKs2qYGv+wMAwp6EEBkaodKmoakRZWs5KWP0jQwA3rirR5GWpvE76JKTU7h/25uGn9ZTbtPS0qJh00/wuHlH7Ws8bt6hYdNPVLY1alafWzfT58F8EvCM0JBwlRgTUxNqOlfD44bqfJqQPkh+cM+fpKSkaiIlFWnJqYTd9aN4kyzzPWlpUbxJVULc1c/BFurmqxoPFG9ajRC39PiYwDBiQyJVYvRMjbCrVY4Qt/STLV2j9NXSs9/Zo0jT7F2QiuRUYu74Yd20WuZGLS2smlYj8qb6v9EoNx/VeMC6WQ1lfHxAKIkhEVhlidExNcLcuTxRatpMCosiNS4R+y4NSUtM4sX5N/fxu1IkpxB39xFFGmf5N6WlRZEmNYh1e6D2NbHuDzBrrPpvsEjTWsr4pMAQkkNeUqRJZoy2qREmtSoQ6/5mmynhUaTFJWDZuQlpickqc5nnlZ6uLpUdi3HtfubfYlpaGtfuP6JGefWL9NYoX4pr91XXJvj7nm+O8UK8b/lZu7W0//3DoOTkZNzd79DisybKbVpaWrT4rAl//61+UZ2/r7nRokUTlW2tWn6qjPfzC+T58xCVNosUMaVevdr8fS09xs39DgkJCVSoUE4Zo6urS+nSJQkIePqv/c6Njz3HlOQUHt71oXaTWsptWlpa1G5SC0939V/793TzxLlJbZVtdZo64+mWHv88MJgXIS9UYoxNjalcq5IyxtDIEOCNu44VaWloa7B2pyan8vSeH06NMuuslpYWTo2q4Z/D+aX/LR+VeIAKTWoo418+CSU6NEIlxsDUiFK1yqtt81V4FElxidTq2JDkxCQeXNJc7U5NTsHv7iOqZanFWlpaVG1cAx81dRbAx/0BVbPV7upNaynjQ5+EEBH6UqVNI1MjytWqoLbNqPAoEuMSaNipCUmJydy9pLnanZqcyrN7fpTPtv/KN6pKgLv6uesDb/lQvpHquaVTk+oEZsTntP9K1iqnts3X+69mx4akJCbho8H9J/6b8rN225gUe6s+pCSn4HnnAfWzXENqaWlRv+kn3L6p/m/8tts9GmS7Lm3YrJ4y/mlAEGEh4SoxJqbG1HCuqrZN194dObznWL5cl6Ykp/Dori81sh0bqzeuyYMcjo0P3L2p0bimyraaTWrx0N0bgJDAEF6GvlSJMTI1wqlWBR64pccYvKexhbTkVELv+lGysep1d8nGVQnO4br7ubuvajxQskk1ZXx0YBixoZEqMfqmRjjUKkfwe77uTktOJfiuH2Wy5Ve6cVWe5ZDfM3dfSmfLr0zTasr4yCdhvAqNVGlT39SIYrXK8Szj2K9n+A/5aWtwbCg1hbRAH3QrZzmX0tJCt1ItUh97qn/JYy90KtVS2aZT2ZnUx28/RVNqgA+KlGR0K2W+r7Z9CbSt7XPVzr9KSSHF5yF6tbKs3aOlhV4tZ1K87qt/idd99LPGA3q165KcQ7zaNnweokhORq+Ws3KbTvGS6Ng7kOL99u2ID0uBDZJPmzaN3bt3M2rUKCZNmkRycvI7tWNgYICZmZnK422nWjm+8TDNereicdfmFC1XnAHfD8fA2ICLe9NPEoYvHkf3KV8q409u/pPqzWrRdmgnipYrjuv4HjhWL8dfvxxTxpzYfITO47pRu1VdSlQsxfAlXxEZEoH7yfSFLn3dHxAbFcuwxeMoWbk09o5F6Tm9P7Yl7bh9Vv3Fb15sWbuDHn1d+bxnB8o5leHb/5uOkbGRchHNRau+ZeKsMcr4X9bvommLRgwe9SVly5dm3OThVKtVhe2b9mTGrNvJqAlDaOHyKRUql+P/Vn9LaHAYp46dU3nvhk0/oWSZEuzdflDjeb12d/0xKvVuToVuTbEoX4ymCwahZ2TAg93pd65/tmwE9ab1yIzfdIISzWtQY3g7LMoVpc6EL7CtUZZ7W09liTmO81eulG7tjFWlEny2bARxIZH4n0jfPyFuPiRGxfLZshFYVS6FuaMDDWb1pkhJWwJOe2g0P/+1f1L8yxYU6/EpJk7FqLxoCDrGBgTtSs+v2srRlJ/ZSxkfsP4Y1p/VpPTIDhiXL0a5Sd0wq1mWJ5tPqMSU/eZzbF3qYFq5JNVXjSYxJILQYzeVMSUHu1CkehmMyxal5KA2VP5hED7f7yJFg3OjAYRuOIRN7zZYdfsMw/IlKPnDSLSNDHmx5y8ASi8dT7Gp/TLjNx3GrLkzdsO7YFCuOEW/6YVxjXKE/fKnSozDuB6Yt66HYaXSlFk2nuSQl0Se+FsZYzugPUbVymLgWAybAe0p+d0Ighb+SqqG1wXo164J+8/d5I8L7jx+Fsr8LYeIT0zCtVl6IZ25di/Ld2fumy9dGnHlzkN+OXoRv6BQfv79L+4/fkav1g2UMVGv4vAOCOLxs/Q7y/yfh+MdEKQyb3l4ZAzeAUE8yfi2h++TYLwDgoh6pdn9lxtp+fAQ719+1u63vdhZunwDQ4f0oV+/7lSqVJ7VqxZiYmLE1l/S7wTesnk538+fpoxfuXITLm2a8834EVSsWI45sydQp04N1vy8RRmzYuVGZkz/io4dW1OtWiW2bllOUFAIhw6l//uMiXnFuvXbmTtnEq1bfUqFCuVYvWoBAPt+1+ziX/+FHPet/50OvdvTpltrSpUvyfgFX2FoZMiJjOPh1GWTGTJtsDJ+/6aDfNK8Lt2Hd6VkuZL0n9CPCjUqcHDrH1liDvDlV31o2LoBjpXKMG3ZFMJDXnDpxGUA7rt58irqFVOXTaZs5bKUcCzO8FnDcCjpwN+nVRcsz6vzG/+kQe8W1O36KXblitHt+yHoGxtwfW967e69eDQdpmTW7oubj1GpWU2aDe2AXbliuIzvRsnqZbn0S2Z9uLD5GK3HfU7VVnUoWrEkfZaMJjokgnsnM2t3k/4uFK9aBlvHojTu14Yv5g3i6KJdGp3XFODPjYf4rFdrPu36GcXKl2Dw9yMxMDbk/N7TAIxa8jW9pvRVxh/bcpiazWrTYVgXipUrTtfxvShbvRwnfjmaGbPpMK7julOn1SeUrFiaUUvGExH6kpsnMxefbzOgPWWqlcXBsRit+7dj4Lzh7PrxV42v6XNx45/U6/0ZdTL23+ffD0bf2ICbGfuv5+JRtM2y/y5tPkbFZjX5dGgHbMsVo/X4rpSoXpbLWfbfpc3HaDHOlSqt6uBQsSQ9l4wiOiSC+1n2X6P+bShetQw2jg407Nca13kDOZYP+y83pHZ/HPKzdudmqpVta3fS7cvOdO7RnrJOZZi9aApGxoYc3JV+Hv/DyjmMnzlKGb99/W4af9aAASP74Fi+NKMnDaVqzcr8tjnz7uhf1+9m+DcDae7SFKfK5fhh1VxCQ8I5fUz1bvH6TetSsnRxft/xB/nlj40Had3bhc+6taBE+RKM+GE0hsaGnM64rvlq6Tf0ndpfGX9k8x/UbuZM52GuFC9Xgp7f9KZcjfIc3ZpZc49s+oPuX/Xkk9b1KFWxNF8vncDL0JdcO5l+XfPALX1s4asl31CmchmKORZjwIxB2JW0x+2M6qKneeW+8RjVejencremWJYvRosfBqFnbIDnnvRjY5ulI2g0NfO622PzCUo3q0HtYe2wLFeU+t98gX2NstzOct19a9Nx6n3limNrZ6wrlqDN0hHEhkby6GT6dffzjOvuNktGYFO5FBaODjSZ0Ruzkrb4nfHQaH7XNx6jVq/mVO/aFOvyxWj7fXp+dzKO/R2XjKDZlMz8bm45QdlmNag3rB1W5YrSZPwXFK1eFrdfMvO7sek4jca5Ur6VM7YVS9BpyQhiQiN5mJHfM3cfEqJi6bhkBHaVS2Hl6MBnM3pjUdKWRxrOL/Gv/eg1aYdeg1ZoO5TEsM84tPQNSb5yEgDDgZMxcB2kjE86fRDdqnXRb9UVbfuSGHTsi05pJ5LOHcps1LgI2iXKolM0/YYubYeSaJcoi9brO9AT4ki+fALD7sPRqVAT7VLlMRwwkZRHnqT6eWs0v/gDezBs2wGDVi7olCyNydgJaBkYkXAqfazOdOIMjAcOy4w/tA+9OvUw+qIHOiVKYfzlQHSdKpJwOHNmBy3TIuiULY9O6dIA6JQoiU7Z8mhlzFuuiIsl4eRRTIaNQa9GbXTKV8B0wjSSPe+R4q3+w4f3QWp33hTYdCsAn3zyCW5ubowZM4a6deuyY8eO9zof6fUjVzCzMueLb3phbmtBoJcfPw2Yr1yc06q4DWlZVv32dX/A2q+X0XVib7pN/pIQ/+csH76IZw+fKGOOrj2IgZEhAxeMxNjMBJ8b3vw04DuSE9NPRl5FxPDTgPl0m9yHab99i46uDs98nrB8+I888QpA044ePIWVtSVfTR2JrZ01XvceMqTnOOUCJ0VLOJCmyPyzv3XjDhNHzmT89NFMmDkG/8dPGDNgEj7emXe3blj5C0bGhny3ZAZmZkVwu+bBkJ5fkZSYpPLe3b7sgtv12zz21Xxerz06fA1DazPqTuqKsa054Z4BHO23SLnwpmlxG5VP1kPcfDgzdg2fTOlOvak9iPIL5sTQpUQ8yLxL7vaaI+gZG/Dpj4PRNzMm+MZDjvZdRGrGPkyIeMXRvouoN6U7nfZMR1tXl4iHTzkxZAkvvQI1ml/IoavoW5tRbkp3DOwsiLkfgHvvhcrFOQ2z5Rd18yF3R62k/LSeOM3oRZxfMB4Df+KVd2Z+/qv+QMfYgCo/DUPXzJjI6w9w77WQtMTME2bz2uUoN7kbuiaGxPoG4Tl5I8/3XdRobgARhy+ha2VG0Yl90LO1JN7TD99+35KS8W9Qv7gNZPn7jHXzxm/cYopN7kuxKf1I9A/i8dAFJDzI/L2H/LwfbWNDSi0cjY6ZCa9ueOHb71sUWfIzrlWBohN7o21sRMKjpwROW8PL/ec0nl/bBjWIiI5lze9/ER4VQ8XSRVkzZRDWGdOtBIdHqtzBWKtCaRaM7smqvadYueckpRysWfZNX5xKOihjzrl7MWf978r/nrpqFwAjP2/BqK6tANh7+hprD2TeETRo/gYA5g3vSpdPVT8xf1+yHktF4VbQtXvv3j+wtbHif3Mm4eBgy+3b9+nQsS+hoekLXZYqWUzlbuGrf9+kb/+xzPt2CvO/m4qPrx9duw3h/v3MO7v+76c1mJgYs3bNIiwszLh8+QYdOvVVmXt16rTvSE1JYeuWFRgZGXL9+i1au/QgMlL913Alx5ydO3wec2tzBk7qnz4liudjpvWbqVx40664nUpt83Tz5PuxCxg8ZSCDpw7imV8Qc4b+D/8H/sqYXWv2YGhsyIQfx2NqZsrdG/eY3neG8vwrOiKaaX1nMHjKIBbvWYSOrg4BDwOYM+R/PPZ6rNH8PI5cxdTKjLbfdMfM1oJnXgGsH7BQubijZXEbFFmOif7uD9n+9UraTexJh8m9CPMPZsvwnwh+mFm7z6z9A30jA7ovGIaRmTF+Nx6wfsBCUrLUtpI1y+HyTTcMjA0JfRzE3hkbcTug+dr995HLmFmb021CbyxsLQnw9GNh/2+JysjPppityv7zcXvAqq+W0GPSl/Sc3Jdg/yAWD1/I04eZtfvw2gMYGBsydMFojM1MeHDTi4X95yn3H0C5mk50+6YXhsZGBD16ysbpP3PpwDmN53f7yN+YWJnR5ptuFLG1IMgrgE1Z9p9Ftv0X4O7Db1+vou3EHrSd3JNw/2C2DV9MSJb9d27tYfSNDOi6YCiGZsb433jAJjX7r3WW/bd/xkbcD1zSeH65IbX741HQtRvg+KG/sLS2YOyUYdjYWeN934eRvb/JvC4t7kBalmOHx827TB01h3HTRvD1jJEE+D3hq4FT8PXOPGZvXvUrRsaG/O+naRQxM8X9+h1G9hr/xnXpF306cev6Hfzy8br08uFLmFmZ02vCl1jaWuLn+Zh5/eYqp2a1zXZsfODmzdKvfqLPpL70ndKf5/5BLBz2PYFZjo0Hfv4dQyNDRi0Yi4mZCV43Pfmu31zlsTEmIpp5/efy5eR+zNv1PTq6ujx5GMjCod/j7+Wv0fx8Dl/DyMqMBhMyr7sP9lukXHizSDHV69Lnbj4c/2oNjSZ1p9GUHkT6B3Nk2FJeZDk2uv18BD0jA1ouGIyBmTFBNx9ysJ/qdffB/otoNLk7X+xKv+5++fAph4cuIVzD191eR65hbG1G0wldMbE1J9QzgD39M/Mzy5bfMzcf/vhqDZ9O6k6zyT2I8A/m9+FLCc+S399r08cV2i0YjKGZMU9uPmRP/8z84iNesbv/IppN7k6fnen5hfs8Zd+wJYRqOL+Um+dJMDXHoHP/9GlWnj4mbsVM5WKe2la2KuNCqY89id+4EIMuAzBwHUhaaBDxP39LWlDmvyG9mg0wGjhJ+d/Gw2YAkHj4VxKPpK9lk7BnLYaKNIxHzgZdPVI8b5Lw2yqN5gaQdOEsseYWGPcdjLaVFSmPfImePRlFZPr0MDp2dirjCile94n58TuMBwzBeOAwUp89Jfq7maQGZE7zpt+gMUUmZq6tZzb9fwDEbd9C3I6tAMSuWwVpaRSZNQ8tPT2S3G7wavVSjeeXG1K780ZLofgwfoO7du1i/PjxhIWFcffuXapU+ec5xf/JgDJdNdizD8/V2Pwr7h+KiQaVCroL+coxOaWgu5CvbPTjC7oL+arK/v7/HlSIGX6i+WNov9JfaLzNXwP2a7xNkTuarN26+pqd21u8f83sqv57UCFWU9fq34MKseeKhILuQr4qqWVU0F3IV4v8d2q8TandHydN1u5q9g3+PagQczKw/fegQq455v8eVIjFfZhrwmvMmLbq16v5WCQFftznJjbHNL92n9TuvCnQO8mz6tWrF02aNMHNzY3SGV9nEEII8XH4ID6NFRontVsIIT5eUrs/TlK7hRDi4yW1O28+mEFygBIlSlCixL+vji2EEEKID4PUbiGEEKJwkdothBBCvOmDGiQXQgjxcUqTz7SFEEKIQkVqtxBCCFG4SO3OGxkkF0IIke8UUqyFEEKIQkVqtxBCCFG4SO3OG+2C7oAQQgghhBBCCCGEEEIIUVDkTnIhhBD5Lq2gOyCEEEKIXJHaLYQQQhQuUrvzRu4kF0IIIYQQQgghhBBCCPGfJXeSCyGEyHeygIgQQghRuEjtFkIIIQoXqd15I4PkQggh8p0sICKEEEIULlK7hRBCiMJFanfeyHQrQgghhBBCCCGEEEIIIf6z5E5yIYQQ+U4WEBFCCCEKF6ndQgghROEitTtvZJBcCCFEvlMo5GtfQgghRGEitVsIIYQoXKR2541MtyKEEEIIIYQQQgghhBDiP0vuJBdCCJHvZJVtIYQQonCR2i2EEEIULlK780buJBdCCCGEEEIIIYQQQgjxnyV3kgshhMh3soCIEEIIUbhI7RZCCCEKF6ndeSOD5EIIIfKdQr72JYQQQhQqUruFEEKIwkVqd97IdCtCCCGEEEIIIYQQQggh/rPkTnIhhBD5ThYQEUIIIQoXqd1CCCFE4SK1O29kkFwIIUS+UyikWAshhBCFidRuIYQQonCR2p03Mt2KEEIIIYQQQgghhBBCiP8suZNcCCFEvpNVtoUQQojCRWq3EEIIUbhI7c4buZNcCCGEEEIIIYQQQgghxH+W3EkuhBAi3ylkAREhhBCiUJHaLYQQQhQuUrvzRu4kF0IIke/SUGj8IYQQQoj88yHU7tWrV1OmTBkMDQ2pX78+169f/8f4vXv3UqlSJQwNDalevTpHjx5VeV6hUDBnzhyKFi2KkZERrVq1wsfHRyXm4cOHdOnSBRsbG8zMzGjSpAlnz57Ndd+FEEKI9+1DqN2FmQySCyGEEEIIIYT4oOzevZsJEyYwd+5c3N3dqVmzJi4uLoSGhqqNv3LlCr1792bIkCHcunULV1dXXF1duXfvnjJm0aJFrFixgrVr13Lt2jVMTExwcXEhISFBGdOxY0dSUlI4c+YMbm5u1KxZk44dOxIcHJzvOQshhBCi4MgguRBCiHynUCg0/hBCCCFE/ino2r1kyRKGDRvGoEGDqFKlCmvXrsXY2JjNmzerjV++fDlt27Zl8uTJVK5cme+++w5nZ2dWrVqlzGfZsmXMmjWLLl26UKNGDbZt20ZQUBAHDx4EIDw8HB8fH6ZNm0aNGjVwcnJi4cKFxMXFqQy2CyGEEB+igq7dhZ0MkgshhMh38rUvIYQQonDJj9qdmJhIdHS0yiMxMfGN905KSsLNzY1WrVopt2lra9OqVSuuXr2qtr9Xr15ViQdwcXFRxvv5+REcHKwSY25uTv369ZUx1tbWVKxYkW3bthEbG0tKSgrr1q3Dzs6OOnXq5Pl3KoQQQuQnue7OGxkkF0IIIYQQQgiR7xYsWIC5ubnKY8GCBW/EhYeHk5qair29vcp2e3v7HKc9CQ4O/sf41z//KUZLS4u//vqLW7duUaRIEQwNDVmyZAnHjx/H0tLy3ZIWQgghRKGgW9AdEEII8fGTVbaFEEKIwiU/avf06dOZMGGCyjYDAwONv8+7UigUjBkzBjs7Oy5evIiRkREbN26kU6dO3Lhxg6JFixZ0F4UQQogcyXV33nyUg+TPUl8VdBfyVXRybEF3Id+V104u6C7kq2e6egXdhXzV/OLsgu5Cvko5/mtBdyF/fdK1oHsg/oNqWDsWdBfyVUV9m4LuQr4z0vooTyuVYkkt6C7kqyqYFHQX8pV1qlZBd0GQPiD+NoPiNjY26OjoEBISorI9JCQEBwcHta9xcHD4x/jXP0NCQlQGu0NCQqhVqxYAZ86c4ciRI0RERGBmZgbAmjVrOHXqFL/88gvTpk17u0T/I7S1Pu5/V3finhV0F/JdXROzgu5CvrL72I/9aR/3gKiulU5Bd0H8x8h0K0IIIfJdmkKh8YcQQggh8k9B1m59fX3q1KnD6dOnM/uTlsbp06dp2LCh2tc0bNhQJR7g1KlTynhHR0ccHBxUYqKjo7l27ZoyJi4uDkif/zwrbW1t0tLS3rr/QgghREGQ6+68+bhv+RFCCPFB+G+VViGEEKLwK+jaPWHCBAYMGEDdunWpV68ey5YtIzY2lkGDBgHQv39/ihcvrpzT/Ouvv6ZZs2YsXryYDh06sGvXLm7evMn69euB9PnGx48fz/z583FycsLR0ZHZs2dTrFgxXF1dgfSBdktLSwYMGMCcOXMwMjJiw4YN+Pn50aFDhwL5PQghhBBvq6Brd2Eng+RCCCGEEEIIIT4oPXv2JCwsjDlz5hAcHEytWrU4fvy4cuHNwMBAlTu+GzVqxG+//casWbOYMWMGTk5OHDx4kGrVqiljpkyZQmxsLMOHDycyMpImTZpw/PhxDA0NgfRpXo4fP87MmTNp0aIFycnJVK1alUOHDlGzZs33+wsQQgghxHslg+RCCCHyXZp8pi2EEEIUKh9C7R47dixjx45V+9y5c+fe2Na9e3e6d++eY3taWlrMmzePefPm5RhTt25dTpw4keu+CiGEEAXtQ6jdhZkMkgshhMh3UqyFEEKIwkVqtxBCCFG4SO3OG1m4UwghhBBCCCGEEEIIIcR/lgySCyGEyHcKhULjj9xavXo1ZcqUwdDQkPr163P9+vV/jN+7dy+VKlXC0NCQ6tWrc/To0TdymjNnDkWLFsXIyIhWrVrh4+OjfP7cuXNoaWmpfdy4cSPX/RdCCCHepw+hdgshhBDi7UntzhsZJBdCCPHR2717NxMmTGDu3Lm4u7tTs2ZNXFxcCA0NVRt/5coVevfuzZAhQ7h16xaurq64urpy7949ZcyiRYtYsWIFa9eu5dq1a5iYmODi4kJCQgKQvoDY8+fPVR5Dhw7F0dGRunXrvpe8hRBCCCGEEEII8e9kkFwIIUS+S0Oh8UduLFmyhGHDhjFo0CCqVKnC2rVrMTY2ZvPmzWrjly9fTtu2bZk8eTKVK1fmu+++w9nZmVWrVgHpn9AvW7aMWbNm0aVLF2rUqMG2bdsICgri4MGDAOjr6+Pg4KB8WFtbc+jQIQYNGoSWllaefp9CCCFEfivo2i2EEEKI3JHanTcySC6EECLfKfLhf28rKSkJNzc3WrVqpdymra1Nq1atuHr1qtrXXL16VSUewMXFRRnv5+dHcHCwSoy5uTn169fPsc0//viDFy9eMGjQoLfuuxBCCFFQCrJ2CyGEECL3pHbnjW5Bd0AIIYR4F4mJiSQmJqpsMzAwwMDAQGVbeHg4qamp2Nvbq2y3t7fH29tbbdvBwcFq44ODg5XPv96WU0x2mzZtwsXFhRIlSvxLZkIIIYQQQgghhHif5E5yIYQQ+S4/FhBZsGAB5ubmKo8FCxYUdKpqPX36lBMnTjBkyJCC7ooQQgjxVmTxLyGEEKJwkdqdN3InuRBCiEJp+vTpTJgwQWVb9rvI4f/Zu+u4KPI3DuCfpbtLUSmxG+zARsRWbEXsOru78+w84zDO7q6fin0qKgagAhJiUBIqDfP7A1hYWBR0OUQ+73vty2P22Znvs7M7z8x3Z74DGBgYQF5eHiEhIRLTQ0JCYGJiInXeJiYm34zP+DckJAQlSpSQiKlRo0aO+bm6ukJfXx8dOnT4fmJERERERERE9J/imeRERFTgCuIGIsrKytDS0pJ4SOskV1JSgo2NDa5evZrZntRUXL16FfXr15fa3vr160vEA8CVK1fE8RYWFjAxMZGIiYmJwf3793PMUxAEuLq6on///lBUVPzh95CIiOi/xJt/ERERFS2s3T+HZ5ITEVGBK+zLtCZMmABnZ2fY2tqiTp06WLt2Lb5+/Sq+iWb//v1hamoqHq5l7NixsLOzw6pVq+Do6IiDBw/C3d0d27ZtAwCIRCKMGzcOixYtgrW1NSwsLDB79myULFkSnTp1klj2tWvX4O/vj8GDB/+nORMREf2Mwq7dRERElD+s3T+HneRERPTb69GjB8LCwjBnzhx8/PgRNWrUwMWLF8U33gwKCoKcXObFVQ0aNMD+/fsxa9YszJgxA9bW1jh58iSqVKkijpkyZQq+fv2KoUOHIioqCo0aNcLFixehoqIiseydO3eiQYMGqFChwn+TLBERERERERHlCzvJiYiowP0Kl2mNHj0ao0ePlvqcm5tbjmlOTk5wcnLKdX4ikQgLFizAggULvrnc/fv356udREREv4JfoXYTERFR3rF2/xyOSU5ERAVOKID/iIiIqOCwdhMRERUtv0Lt3rRpE8zNzaGiooK6deviwYMH34w/cuQIKlSoABUVFVStWhXnz5+XzEkQMGfOHJQoUQKqqqpo2bIlfHx8xM+7ublBJBJJfTx8+DBfbWcnORERERERERERERH9sEOHDmHChAmYO3cuHj9+jOrVq8Pe3h6hoaFS4+/evYtevXph0KBBePLkCTp16oROnTrhxYsX4pgVK1Zg/fr12Lp1K+7fvw91dXXY29sjPj4eQNpQqR8+fJB4DB48GBYWFrC1tc1X+9lJTkREBS5VEGT+ICIiooLD2k1ERFS0FHbtXr16NYYMGQIXFxdUqlQJW7duhZqaGv7++2+p8evWrUObNm0wefJkVKxYEQsXLkStWrWwceNGAGlnka9duxazZs1Cx44dUa1aNezZswfv37/HyZMnAQBKSkowMTERP/T19XHq1Cm4uLhAJBLlq/3sJCciIiIiIiIiIiKiH5KYmIhHjx6hZcuW4mlycnJo2bIl7t27J/U19+7dk4gHAHt7e3G8v78/Pn78KBGjra2NunXr5jrP06dPIyIiAi4uLvnOgTfuJCKiAsdxSImIiIoW1m4iIqKipSBqd0JCAhISEiSmKSsrQ1lZWWJaeHg4UlJSYGxsLDHd2NgYL1++lDrvjx8/So3/+PGj+PmMabnFZLdz507Y29ujVKlS38ksJ55JTkREBa6wL/siIiKi/GHtJiIiKloKonYvXboU2traEo+lS5cWdqpSBQcH49KlSxg0aNAPvZ5nkhMRERERERERERGRhOnTp2PChAkS07KfRQ4ABgYGkJeXR0hIiMT0kJAQmJiYSJ23iYnJN+Mz/g0JCUGJEiUkYmrUqJFjfq6urtDX10eHDh2+n5gUPJOciIgKnFAA/xEREVHBYe0mIiIqWgqidisrK0NLS0viIa2TXElJCTY2Nrh69ap4WmpqKq5evYr69etLbW/9+vUl4gHgypUr4ngLCwuYmJhIxMTExOD+/fs55ikIAlxdXdG/f38oKir+0PvHM8mJiKjA8RJrIiKiooW1m4iIqGgp7No9YcIEODs7w9bWFnXq1MHatWvx9etX8U00+/fvD1NTU/FwLWPHjoWdnR1WrVoFR0dHHDx4EO7u7ti2bRsAQCQSYdy4cVi0aBGsra1hYWGB2bNno2TJkujUqZPEsq9duwZ/f38MHjz4h9vPTnIiIiIiIiIiIiIi+mE9evRAWFgY5syZg48fP6JGjRq4ePGi+MabQUFBkJPLHNSkQYMG2L9/P2bNmoUZM2bA2toaJ0+eRJUqVcQxU6ZMwdevXzF06FBERUWhUaNGuHjxIlRUVCSWvXPnTjRo0AAVKlT44fazkxxAB+f26D6sG/QM9eDn/QYb52zGK49XucY3cWyMAZOcYVLKGO8C3mH7kp14cP2hRIzzxP5o26sNNLQ14PnQC+tmrMe7gPcAgOr1qmHVkZVS5z2q3R949fS17JID4DK4N0aOGQhDIwN4vXiJmVMW48nj57nGt+9ojykzx6B0GVP4+wVi0bxVuHrlpkTMlBl/oE9/J2hpa+Lh/SeYOmE+/N8EAgAaNKqN42f3SJ13m2ZO8HjyQnbJASjl0hplRraHkpEOvngF4vUMV8Q88cs13qh9PVhO7Q6V0oaI8/8I34X7EHHVQyLGcooTSvZtAQUtdUQ/fIWXU3Ygzj/zzrmaVS1gNbs3tGpYASmpCD13Hz5z9iAlNgGyVt65JSqPcISqoTY+eQXhwew9iPB4k2u8Wbs6qDG5GzRKGSDGPwSPlxzEu2tPJWKqT+oK697NoKSlhjD31/h3uis++2eOA6VpaQLbWb1gWLsc5BQVEOUdhCcrjyLkrrfM8ztw+jJ2HT2H8E/RKG9ZBtNHOqNqBatc4y/dvI+Nu4/gfUg4ypgaY/ygXmhSp4b4+f/dfojD5/4HL58ARH/+giObF6OClbnEPI6cv4bz1+/C29cfX2PjcefYNmhpqMs8NwA45BGI3Y/8EfE1EeUMNTG1WUVUMdHJNf7K64/YfNcH72PiUEZHDWMal0djC0Px81d9PuLos7fwDo1BdHwSDvZpgPJGWhLzSEhOweqbr3Dp1QckpqSivpkBZjSvBH31nJdE/Vd4iTXJUvcBXdB/ZC/oG+rhtZcfVsxcA0+P3LdPLds1w4ipg1GylAmC/IOxftEW3Ln2r0TM8MmD0LlPe2hqaeLpw+dYMu1PvPUPFj9fxrI0xs0eiep1qkJRURE+3n7Ysnw73O8+KZAcW/V3QPuhnaFtqIMg7wDsmrsdfk99co2v27YBnCb2hmEpI3wM+IADy/bA4/ojiZhuE3qhea9WUNdSxyv3l/h75lZ8DPggft68iiV6T+sPy2rWSE1NwYML/2Lvwr+REBsv8/ya92uDNsM6QNtQB2+9A7Fv7k74P/XNNd62bX10ntgTBqUMEeL/AUeW/YPnbpLvfafxPdCkV0uoaanB1/0V9szahtCAzNpdprIFnKb1hUX1skhNScWjC//i4KLdBZJf0372aJWeX7B3IA7O/RsB38ivVtt66DixJ/RLGSLU/yOOL/sHL7Ll1358DzTu1QKqWurwc3+J/bO2S+RXurIFukzrC/PqVkhNScWTC/dxpIDys+3fCvWHOkLDUBsh3kG4OHc33j/Nfd+kYts6aDrRCTqlDPApIARXlx2A7/XMfZMKbWxRq09LlKhqDjVdTWxzmIEQr0CJecgrK6LVrD6o3L4eFJQU4XfzGS7McsXX8BiZ51fFuSVqDHOEmqE2IryDcGvOHoR+Y9/LyrEO6kzqBs1SBogOCMG9JQcRlCU/yza2qNyvBQyrmkNFVxOH7GcgwisoR34NZveGdYd6kFdSRNCNZ7g5cxfiCiC/vGLtJlnr4dIVA0b2gYGhHl57+WLpzNV48cQr1/hW7Ztj9JShKFk6rX6vWbQJt6/ek4gZOWUIuvbpAE0tTXg8fIZFU1cgKL1+2zaoib+Pb5Y6715tBn5z3+FH9B3YHUNG94ehkT68PV9j/rQVePbEM9d4hw4tMX76CJQqXRIBb4KwYsF6uP3vjkTMuGnD0aNfZ2hpaeLRg6eYM3kJAt68BQDUbWiD/ae2S513p1Z98fwb7+2PsOnfCvWybPsvf2fbX6FtHdhl2fZfW3YAftclj0ubTOiKmr2aQVlLHcHur3Fh5t+IDMg8LtWzMEGLGb1RyrYc5BUVEPoyCDdWHUXgPdnmBgCVnFui2vD0427vINydvQdh39j2WzjWgW3GcXdACB4sOYi32Y67bSZ1RYVezaCkrYaQh69xe4YrYrIcd+tXMUedGT1gWN0SQmoq/M8/xL/z9yG5APoVFJu2h7K9E0Taekh9+wZxBzYhNSD3fi8Fm8ZQ7jgAcgbGSA15h4RjO5D8IrPfS6FmQyjZtYOcmTXkNLTwZcFwpL7N9n4pKEKl+zAo1G4KkYIikj3dEb9vA4TPUTLPT6lVR6g49oBIWw8pQX6I270BKW9e5hqvWMcOKk4ukDMwQWpIMOIObEfy0/uZz9s2hlLL9pA3t4acpjY+zxiClMBs/UyKilDtMwKK9ZpBpKiEpGcPEee6DkJMpMzzy6tfoXaPHj0ao0ePlvqcm5tbjmlOTk5wcnLKdX4ikQgLFizAggULvrnc/fv356ud0hT7McmbtrfD8NlDsXftPgxvOwpvvN5g2d7F0NHXlhpfyaYSZm6cjosHL2K4w0jcuXQX83fMhXl5M3FMjxHd0dmlI9bN2IDR7cciPi4ey/5ZAkXltDFxPB95walWT4nH+f0X8CHwg8w7yDt2dsC8xVOxavkmtLbrCs8Xr3Dg+HYYGOhJjbetUwNbdv6JA3uPoVWTLrhw/ipc921AhYrW4pjRYwdj0LC+mDJhHtq27IHY2FgcPL4dyspKAICH9z1QtVxjicc/u48gMOCtzDvIjTrWh/X8/vBfdQwPW03DF89A1Dg4A4oGWlLjtW3LofLWMXi//zoetJyGsAsPUW3XZKhXKC2OMRvdAaUGO+DllB1wbzsTKbHxqHloBuTS15+SsS5qHpmFOP+PcHeYiSe9lkK9fGlUWj9SprkBgHmHurCd2wdPV5/A2TazEOkVhJb7pkJFX3p+hrbWaLxpFHwP3MBZ+1l4e+kRmu4cD53ypcQxlUe2Q8WBrXF/2t84334ukmMT0HLfVHF+ANBi90SIFORxufsSnHOYhU9eQWi+eyJUDKV/L37URbd7WLltH4b36YLDmxahnGUZDJu5DBFR0VLjPTxfY+rSjejSpimObF6M5g1sMXb+avgEvBXHxMXHo2bl8hg/qGeuy42PT0BD22oY3LOjTPPJ7tKrD1h18yWG1SuL/X0aoJyBJkYed8enXHZ6PN5HYvr5p+hUpRQO9GmApmWNMeH0Y/iGfxbHxCWloIapLsY0Kpfrcv+88RI334RihWMN7HCqg7Cv8Zh4pmA68oj+a607NMeEeaOxbZUretsPgo+XLzYdWA1dfR2p8dVsq2DJlrk4tf8serceCLeLt7DadSmsyluIY5xH9UGvQd2wZOqfcHYcirjYOGw6sBpK6XUNANbtWQF5BXkM7zYWfewHwcfTF+v2roC+ofR6+jPqtWuIfrMG4ti6g5jRbgICvQMwbe9caOWyb2JtUx5/bJgIt8P/w3THCXC/fB8Tt01DqXJlxDHth3dGmwHtsHPGVszuOAUJsfGYtneueN9E10gXM/fNx8eAD5jdaTKW9V+AUuVKY8SqMTLPr3a7Bugxyxmn1x3BfMcpeOsVgAl7ZkEzl9pmVas8hq0fh1uHrmJe28l4cvkh/tg2BablMmu3w/BOaOnSFntmbsOiTjOQEJeAiXtmQyE9Px0jXUzaNwehgR+xqNN0rHZehJLlSmPQn6Nknp9tuwboNssZ59YdwWLHqQj2CsSYPTNzzc+yVjkMXj8Odw5dw6K2U+Bx+QFGbJuCklnysx/eEc1dHLBv5jYs6zQdCXEJGLNnljg/bSNdjN83B2GBH7Gs0wysd16MEuVKwbkA8qvUrh5azeqDm+uOY3u7WQjxDkLvvdOglkt+pWys0WXDaHgcdsN2x5l4ddkd3bdNgGG5zH0TRVUVvH34CleXHcx1ua1n90W5FjVxbOR67O6+EJrGunD6a7zM8yvbvi4azu4D97UncKTtLIR7BaHd3qlQzSU/ExtrtNo4Ct4Hb+CIwyz4X3oEhx3joZdl30tBTRkfHrzCvSWHcl1uw7l9YN6yJi4N34CTTougbqyLNtvGyTo9okJj37EFJs8bg62rdqJH6wF45emDrQfWQM9AV2p8dduqWL5lPk4cOIPurZxx7cJNrHNdjrIVLMUxLqP7ovcgJyycsgJ92g5CXGwcth5cK67fHg+fo1lVR4nHsX9OITjwncw7yB07tcaMhROwfuU2dGjeGy89fbDryCbo55JfrdrVsHbbEhzZdwrtm/XGlfNu2LJnNcplOVlo6B/OcB7SC7MnLUEXe2fExsbB9fAmcX6PHzxF3UqtJB6H9h5HUECwzDvIK7arh5az+uDWuuPY2W4WQr2D0PMb235TG2t03jAaTw+7YYfjTLy+7A6nbNv++sPbofYAe1yY4YpdHecgKTYBvfZOg3yW49Luf0+CnIIc9vVajJ3tZiLEOwjd/54IdRkfl1q2r4t6c/rg8ZoTOOEwCxFeQXD4J/fjbiMbazTfNAqvDt7AiTazEHDxEVrtGA/dLNv+6iPbobJLa9ye/jdOtZ+LpNgEOPwzVZyfmrEO2h6chpiAEJxqPw8X+q6EbrlSsFszTKa5AYCCrR1Uug9Dwpl/8HXhSKQEv4H6uCUQaepIjZe3qgTVITOQdPsivi4YgWSPu1AdNQ9yJc3FMSJlFST7vkDCsR25Llelx3AoVKuHuL8W4evKSRDp6EN15FwZZwco1msK1T4jEH98Dz7PGoaUID+oT1sOkZaO1Hh568pQGz0LiW4X8HnmUCS534H6hAWQK2WepfEqSH71HPEHpf8QBQCqfUdBsWZ9xK5fgC8Lx0FOVx/q4+fLNjn6TxX7TvKuQ7rg/IGLuHT4MoJ8grB2+nokxCegTQ97qfFdBnXCQzd3HP7rKIJ832LXn3vg+8IXHZ07SsTs23AAdy/fg/9LfywftwL6xvpoaN8AAJCclIzIsEjxIyYyBvVb18fFI5dlnt+wUc7Yt/sIDu47gdev/DBl/DzExcajZ98uUuOHDO+P6/+7jc0b/obP6zdYsXg9nj/1hsuQ3pkxI/pj7cqtuHT+Grw9X+OP4dNgbGKENo4tAQBJSUkICw0XPyI/RaFN2+Y4uO+EzPMrM9wR7/65ig8H3fD19Tu8nLwDKXGJKNmrmdT40kMd8Om6B4I2n0Gszzu8WX4Yn5/7o9RA+ywxbRGw5jjCL7rji1cQPEdvgpKxLgwdagMADFrXgpCcjFfT/kas3wd89vDDyynbYdS+HlTNjWWaX8UhDvDZfx1+h28i2uc9/p3mipS4BJTtaSc9fpA93rs9g+fWc4j2fQ+PlUfx6UUAyru0yowZ3AbP1p3C28uPEeX9FrfHboWasQ7K2NsAAJR1NaBlWQIvNp5BlPdbfPYPweMlh6CopgLdCqWkLvdH7Tl+AV3bNENneztYmZXCnDEDoaqsjBOXbkiN/+fkRTS0rQYXp3awLGOKP5ydUKmsOQ6cyvzutG/ZGCP6dkG9mlWkzgMA+nVxwOAeHVC9QlmZ5pOjvY8D0KVKaXSsXApW+hqY2bIyVBTkcfLFO6nxB54EooG5AZxtLWCpr4FRDaxR0UgLBz0yzzZrV8kUw+qVRb0y+lLn8TkhCSdfBGNCkwqoU0YflYy1Mb91VTz9EIVnH6IKIs08SRUEmT+oeOozrCdO7DuD04fOw/91ABZPWYn4uHh07NVOanzvwU64d/0+9mw5AH+fQGxZsQMvn79Gj4FdM2OGOGHH2j24cek2fLz9MGfMIhga66Npm8YAAB09bZhZlcaujf/Ax9sPb/2DsX7xFqiqqcIqy8G6rDgO7ohrBy/jxpFreOcTjJ0ztiAxLgFNu7eQGu/g0h5PbzzG2b9O4r1vMI6s2g//F29g79w2M2ZQe5zYeBiPrjxA0MtAbJ6wDrpGerBtXRcAULNFbaQkpcB19jZ8ePMeb575YueMrajbtgGMzaTfjf5H2Q9uj5sH/4fbR67jvW8w9szchsS4BDTu3lxqfKuBbfHihgcubjuND37vcGL1QQR6+qO5s0OWGEec2XAMHlceIvhlIHZM2AAdY13Ual0HAFC9hQ1SklLwz+wd+PjmPQKe+WHPzG2wbVsfRjLOr+Xgdrh98CruHnHDB99g7Ju5DYlxiWiQS34tBjrC84YHLm87jY9+73B69SEEeb5BU+c2EjHnNxzD0yvuePcyCK4TNkLHWBc1Wqftm1RrYYOUpGQcmL0DIW/eI/CZH/bN3A6btvVgKOP86g12wJOD1/H0yE2E+7zDuRl/IykuATW6S983qePSBr43nuHeX+cQ7vsebquO4sOLANR2bi2OeX7iNm6tPwH/29JPplDWVEXNHk1xZdE+BNz1wscXATg96S+Uti0H05qyreXVhzjA68B1vDx8E5E+73FjuiuS4xNQoYf0/KoNskeQ2zN4/HUOkb7v8eDPowh7EYCqzpn7Xq+P34H7upMIziU/JU1VVOzRFHcW7MO7u14Iex6AaxO3oUTtcjCumfvVdQWNtZtkqf+wXji27zROHTyHN68DsHDKCsTFJaBTT+n1u8+Q7rhz/T52bd4Hf59AbFqxDd7PX6GnSzdxTN8hPbB97S64XboFH28/zPxjAQyNDdC8TRMAacfdEWGfxI/oyGg0a9MYJw+ek3l+A0f0waG9J3DswGn4vvbHrImLERcXj269pZ+UM2BYb9y8dg/bN+6Bn48/1izbAs9nL9FvcA9xjMvw3ti0egf+d+EGXnn5YNLIOTA2MUTrtk0BAElJyQgPjRA/oj5Fo2Wbpjh24LTM86s72AEeB6/jWfq2//yMv5Ecl4Dq39j2+914hn//OocI3/e4seooPr4IgG2WbX+dQW1we+NJvL7yCKEv3+L0hC3QNNJB+dZpx6WquhrQtyyBu5vPIPTlW0QGhOD6soNQUlOR6GyXhapDHfDywHW8PnwTUT7vcXta2ra/fC7H3VUG2SPY7RmebT2HKN/3ePTnUYS/CEDlAa2yxLTBk/WnEHj5MT55v4XbuLTjbrP04+4yLWsiNSkFd2buRvSbDwh/+ga3p/8NS8c60JJxv4Jyq65IunUBSXcvI/VDEOL/WQchMQGKDaX3eym16IRkz4dIvHwEqR/fIuHUbqQE+UKpeQdxTNK/V5F4dh+SvXM5GUtVDYqN2iD+8F9IeemB1CAfxO9aBYWylSFv+ePDYUjNz8EJidfPI/HmRaS+C0Tc32uAhAQo2TlIj2/TBcnPHiDh3CGkvg9C/FFXpAT4QLl1p8z8bl9Bwom9SH7xSOo8oKoOpaYOiNu3BcleT5AS4IPYv1ZAoVwVyJetKNP88oO1++cU605yBUUFlKtqjce3H4unCYKAx7eeoJJNJamvqVSrIh7fltwIPLzxCJVs0r4EJcqYQN9YH49vZc7z6+dYeHu8RKVa0r8oDVrVh5auJi4dkm0nuaKiIqrVqIybNzIvSRMEAbdu3INtluEpsrKpXV0iHgDcrt0Wx5cxKwVjE0OJmM8xX/Dk0TPY1qkudZ72bZtBV08HB/cd/7mEshEpykOzmiU+3coydIwgIPLmc2jbWkt9jbZNOXy6KXmAEnH9KbRt087KVTEzgrKxLj7dzJxnyuc4xDz2Fc9TTkkRqYnJQJaNRWpcIgBAp67sNvZyivLQr2aBD7eyXKInCPhw2xOGNtIPCA1tyuLDLcn83rs9E8drlDGEmrEOPmQ5SEv6HIewJ34wtEnLLyHyC6J938OqWyMoqCpDJC+Hcn2bIy4sGhHP/GWWX1JSMrx8/FGvVmZntpycHOrVrIKnXtKHFHjq7Zuj87uBTTU89c79EvbCkpSSCu+QGNTN0pktJxKhbhn9XDurn32IkogHgPpmBvnq3PYOiUFyqiDRiW6hpwETTZVC7SQviLtsU/GjoKiAitXK4f4td/E0QRBw/5Y7qtlUlvqaqrZVJOIB4J7bfVSzSduWmJYpCUNjA9y/lXn56JfPX/HiiReq2abFRH2Khr9vIByd2kBFVQXy8vLo2q8TIsI+wftZ7pep/gh5RQVYVLXCi9vPJHJ8cfsprGuVl/oa61rlJeIB4NnNJ+J4o9LG0DXSk4iJ+xwLP4/X4hhFZUUkJyVDyFLbEuPTrnopX1v6PtGPkFdUgFkVS3jdkczP685zWOWSn1XNchLxAPDipgfK1kqr3YaljaBjpCsRE/c5Fm88fGCVHqOgpIiUbPklxafVbuvasqvd8ooKKFPFEt7Z8nt55xksa0m/AsiyZjm8zJaf182n4niD0kbQNtKF953MfZP4z7Hw9/CFZfp7pqCkkGP9ZeRXVob5ySnKo0RVC8nObEGA/+0XKFVL+r5XqVplc3R+v7n5DKVq5b1zu0RVC8grKeBNlvlE+H1AVHB4vubzPXKK8jCsaoHg25L7XsG3PGGSy76Xca2yOTq/3954BuNc4qUxTM8v63Kj/D7gc3A4jG2kv6//BdZukpW0+l0e/97MrLVp9fshqttKP7Gluk0V3L8pOaTpXbf74viM+p11nl8+f8XzJ165zrOpfWNo62rj1MGzP5uSBEVFBVSpXhF3b2QO1SAIAu7euI+atatJfU1N26q4kyUeAG5dv4eatmnxpc1MYWRsKBHz5fMXeDx+IY7JrkWbJtDR08bR/bLtJP+Rbb9pLtt+0/Rttk5pQ2gY6SIgy3Yv4XMc3nn4wTR9nnGRXxDu+x5VuzaGYvpxac0+zfElLBofn8vuuFROUR4GVS3wLttx97tbnjDKpcYY25TFu2zH3cE3nsEofduvmX7cnTUm6XMcwjz8xNt1eSUFpCZJ9iukxCelzb927lcN55u8AuTMrCU7swUByd5PIG8lvY9K3rISUrwk+71SPN0hb5n3zl95s3JpQ6x4Z/aNpX58i9SIEMhbym7fEvIKkLcoJ9mZLQhIfvEICtbSl6NQthKSXzyWmJb87CEUyko/npA6D4v0/LIsN/XDW6SGh+RrPrLG2v1zfulO8rdv32LgwIEFNn9tPS3IK8gjMixKYnpkeCR0DaVfFqVrqIvIcMnxhaLCI6GXHq+bftl1ZLjkPKPCoqBnJP2S7DY97eF+4xHCP4b/QBa509PXgYKCAsJCIySmh4VGwMjIQOprjIwNEBYanmu8kbGBeJpkTDiMjAwhTe++3eB29Q4+vA+R+vyPUtTTgpyCPBLDJIfmSAyLhpKRjtTXKBnpIDHb+k4Mi4ayUdrlWsqGOuJpuc0z8vYLKBnpoMzI9hApykNBWx1lZ6Wdaa9kLP1z8yOU9TQhpyCPuHDJtsSFRec67ImKoQ7iwiTHrowPj4Fqel6q6TnES4sxypznlZ7LoFvFDL1eb0efN66oNNQBV/usQGJ07E9mlSky5jNSUlOhryOZi76uFiIipQ+3Eh4ZBX3d7PHaCI+Mklm7ZCUyLhEpggA9NSWJ6fpqyojIZbiV8K8JOePVc4+XJiI2AYryImiqKEpM11dTRsRX2Y9tR5RdQdZuHT1tKCgo4FPYJ4npn8I+Qd9I+tUVBoZ6iAiTrNsRYZHQT6/JGf9+khJjkGUolRHdx6FClXK47XsZ9wKuou+wHhjdeyI+R3+GLGnpakJeQR7R2fYjosOjoZPLvomOoc4347XTt/3fivG88wzahjpoN6wT5BUVoK6ljl7T+gNIG4pFVjTT84vJVttiwqKgnV6rstM21EFMtrbHhEVDyyAtXis9h5iwnDEZ8/S++xxahjpoM7QD5BUVoKaljm5T+6TNX4b5aaTn9zlHftG55qdlqCP9/RDnpyOeliMm/bmXd19A21AHrbPk11mcn/Tl/gg13bR9ky/Z2vs1PAYaueybaBjq4Gu2+C/h0VDP5f3IbR7JCUlIiJHcD/kaHg2NfMzne1TS971is+0HxoVHQy2X/NQMdRCbbdzw2PAYqOWjXWpG2khJSEJitvxiv7FcIlkq6ONuXb2049KIbPU7IuwTDHKr30b634zP+FdaTG77BJ17t8ddt/sI+RD2Q3nkRjf9uDs8W1vCwz7BMNf8DBARJnlMHR4aIY7P+DfHPEMjYGgs/Vi+e59OuHXtHj5+CP2hPHKTse3Pvi3/Gh6T67An0rb9X7Ns+9XTa5O0mKzb9f19lsKkshkme+3AtNe7UHdwWxx0Xo74GNkdl2Zs++OkbfuNpOenaqiT454RcWFZjrvT/5UekzbP93e8oGaojWrDHSGnKA8lbTXUnp52JYGaDGu3SEMLInn5HONkCzGRkNOS3kcl0tZF6mfJ+NSYKIi08z7MoEhLF0JSIhD3NcdyRdqy2/cSaWpDJC+P1Ojs7Y3Mtb0iHb2c8dGREOnkvV0inbT8hFjJ/PI7H/q1/NKd5J8+fcLu3bu/GZOQkICYmBiJR6qQ+h+18OcZmBjA1s4GFw9eKuymFIgSJY3RtEVD7P/naGE3RWa+vgqG15jNKDOiHZoG7EXj538hLigUCaFRQGrR+ex9S93FzogPj8HFzgtx3nEu3l56hGa7J4o72YnySxBSZf6gX9PvWrunLZmAT+GRGNRpFPq3HYrrF29h7e7luR7cFzXBPm+xZeJ6OA7uiN0vD2GL+y6Evg1BVGgkUn+D2vbeJxg7J26E/ZD22Oq9D2se7kDY21BEh0VCSC36Z8h88AmG68RNaDmkPTZ4/4MVD7cj4m0oosOifov8qHCwdhcfv2vtzsq4hCEaNK2LE/vPFHZTCoRJCSM0bl4fh/edLOymyFSbhQPwNSIGe5wWwrXjHLy+7I7uOydB4zc4Lo18/Q5u4/9C1aEOcPH5G30fb8Lnt2GIDY2SOLucKD9Yu3+OQmEu/PTpb18G9OZN7ncSzrB06VLMny85ML6FpiUstb9/iWP0pxikJKdAN9uZHroGuojMdkZZhsiwSOhmu/mGjoGu+Ay0yPRfenUNdPApNPNXXx1DHfh5ZrsTLgD7Hq0RE/kZd6/cy/Hcz/oUEYXk5OQcv14bGukjNFT6WeuhIeEwzHaWedb40JDwzGkhYVliDPDiec6bn/Ts0wWRn6Jw6fz1n8pFmqRPMUhNToFStl+vlQy1kRgaJfU1iaFRUMq2vpUMtZEQmvarcUL6WVrZ56FkqI0vngHiv0OO30HI8TtQMtRGytd4CADKDG+HuEDZ/Wqf8OkzUpNToGogmZ+qoTbiw6SfaR0fFgVVQ8mbi6gYaCEuPa+49JxUDLXE/58RE+mZNu61SaPKMG1ZE4cqDUPSlzgAwP0Zu1CiSRVYOTXGi02y2bHU1dKEvJxcjpt0RkTG5DhbPIOBrk6Os8wjIqNhoKsjkzbJkq6qEuRFInyKTZSYHhGbAH01ZamvMVBXzhn/Nfd4afTVlJGUIuBzfJLE2eQRsQnQV8/7fGQttZhdpvU7K6jabaJeGiU0y+TyijRRn6KRnJwMvWw3y9Qz1ENEtiucMoSHfYJ+tjOw9Q11EZFeozP+1TPURXiWeegb6uKVZ9pQTnUa2aBxqwZoWsEBX7+knbm0bPoq1Gtii3bdHbBr4z/fSznPYiI/IyU5RXwWcQZtA21E5bJvEpXlrGNp8dHp23ttAx1EhUZKxAR4ZV6ufPfUTdw9dRPaBtqIj00ABAGOgzsgNEh2V4J9Ts9PK1tt0zLUQXS2M6UzRIdFic8az4zXFp9dHpOeZ/Z5aBlqI8grQPz3/dO3cf/0bWgZaCMhNgGCIMB+cDuEyTC/L+n5aebITzvX/GLCoqS/H+L8osTTYiTy08HbLPk9PH0bD0/fhqaBNhLT82sp4/xiI9P2TTSytVfdQAtfctk3+RIWBfVs8RoG2viay/uR2zwUlBWhrKUmcTa5uoE2vuRjPt8Tn77vlf3sbVUD7Rxnl2eIDYuCWrYbxqsZaCE2H+2KDY2GvLIilLTUJM4mV/vGcv8LrN2/j4Kq3UbqpjDWKJ3LKzJFfko7Ls1+s2t9Qz2J2ptVeGjEN+Mz/s0+D31DPbx68TrH/Dr2bIfoyGi4Xbr13fbmV2T6cbdBtvYaGOrluAI7Q3hoOPQNJY/TDYz0xfEZ/xoY6iEsJFwixvt5zqHeuvXugKhP0bh68eZP5SJNxrY/+7Zc3UALX/Ox7VfPsu3/mr5vom6gjS9ZjkvVDbQR4hUIADBvWBllW9TEqmpDkZh+XHpx1i5YNKqKql0b494W2RyXZmz7VaVt+0Ol5xcXFgXVbNt+VcMsx93p/6oaSB53qxpqIcIz835Tfifvwe/kPagaaCEpNgEQgKpDHBAjw34F4UsMhJQUiLQk94dFWrpIjfkk/TXRkZDTlIyX09KBEC09Xuo8YiIhUlQCVNUlziYXaelCiJa+T/sjhM/REFJSIKetixSJ9urm2l4h6hPksp3NLqetCyEq7+0SotLyE6mpS5xNnt/5yBpr988p1DPJO3XqhM6dO6NTp05SHxMmTPjuPKZPn47o6GiJh7lW3m6ilZyUjNfPfVCrYU3xNJFIhJqNasDrkfS7QXs99kbNhjUkptk0rgWvR2kdxB+CPiIiJAI1G2XOU01DDRVrVIDX45ydyG2cWuPKsf8hJTklx3M/KykpCc88PNHYrp54mkgkQqMm9eD+wEPqax49fCoRDwBNmjYQxwcFBiPkY5hEjIamOmraVIP7g6c55tezT2ccOXgKycnJP59QNkJSCj4/ewO9xlUzJ4pE0G1cBdHu0se0jn70GrqNJceo07Orimj3tB2p+MBQJIRESsxTXkMVWrXKSp1nYlg0UmITYNyxPlITEvHpxrMcMT8qNSkFEc/8UaJRlvGsRCKYNKqMsEfSx+AOe+QLk0aS41+VaFJFHP8lKAyxIVES81TUUIVhTSuEPUrLT0E1bbgPIduZg0KqAMiJfjov8XIVFVDJ2gL3n2SO/Zaamop/PV6geiXpY9tVr1gW9z08Jabde/wC1SsW7A04f4SivBwqGmvh/tvMHeNUQcCDtxGoVkJH6muqldDBgyDJHel/g3KPl6aisRYU5EQSyw349AUfP8fnaz5EuSmo2m2s8f0bMCUnJcP72WvUaWQjniYSiVCnkQ2ePfKU+prn7i9Qp5GtxLS6TWrj2aO0MSLfBb1HWEi4RIy6hhqq1KyEZ+5pMSqqKgCA1Gxn5KamCpCT4XYRAFKSkuH/3A9VGmaONyoSiVC5YTX4PJY+/rnP41eonCUeAKo2riGOD30bgsjQTxLzVNVQhVWNclLnGR0ejYTYeNRv3wiJCUl4fjtnff9RKUnJCHzxBhUbZNZZkUiEig2qwi+X/PyevJaIB4DKjarD93Fa7Q57G4qo0EhUyhKjoqEKyxrW8Hucs6MkJj2/Ou0aIikhCZ4yzi9ISn4VGlTFGyltAYA3T16jQrb8KjaqJo4PfxuK6NBIVGiQuf+ioqEKixpl8UbKe/Y5PT/bdg2QlJAI79uy3Tf58Nwf5g0l900sGlZB8GPp+17Bj31h0VBy38SicRUEP877/UQ+PPdHSmKyxHz0LUtAp5RBvubzPalJKQh77g/TbPmValQZH3PZ9wp57ItS2fIr3bgKQnKJlyYsPb+s89GxLAHNUgYIeST9fSXKj4Kq3Ybqpnlaflr9foW6jTNrrUgkQt1GtnjqLv2Gtk8fvZCIB4B6TeqI4zPqd9YYdQ01VK1ZSeo8O/V0xJkjF5FcIMfdyXjx1BsNmtQRTxOJRKjfpA6ePJS+DX7i/lwiHgAa2dXFE/e0+LeB7xAaEiYRo6Ghjhq1qohjsuraqwNOHD5bIMfduW37zb+x7X+Xy7b/Xfo2O+ptGL6ERkrMU0lDFaY1rPAufZ6KKrkdl6ZCJMP9r9SkFIQ/94dptuPuko0qIzSXGhPyyBclsx13l2pcBaHp2/7P6cfdptmPu2tYSd2ux4XHIDk2AZYd6iIlITHHeOc/JSUZqYE+UKhYI3OaSASFijWQ4pezjwoAUt54Qb5iTYlp8hVrIeWN9Hip8wh8DSE5CQpZ5iNnXApy+sZIeSO9v+2HpCQjxf81FCrXypwmEkGhSi0k+0hfTrKvl2Q8AIUqtkj2lX48IXUe/un5ZZmPXInSkDMwztd86NdSqJ3kJUqUwPHjx5Gamir18fjx4+/OQ1lZGVpaWhIPOVHe0zq2/Tja9nJAq24tUaZsaYxd8gdUVFVw8XDaTTSnrpmMQVNdxPHHd55E7aa26Da0K0pblUb/8X1Rrpo1Tu0+JRHT549eqN+qHiwqmGPq2smICInAnUt3JZZds2ENlDArgQsHLua5vfn116bd6NPfCd17dYR1OUssXz0XauqqOLjvBABgw9ZlmDFnvDh++9Y9aNaiEYaPHoCy1haYNG0UqtesDNft+zNjtuzBuEnD0dqhGSpUssaGrcsQ8jEUF8/9T2LZjZrUg5l5aezbU3BDrQRtPYeSfZrDpHsTqFmbosKKwZBXU8aHg24AgEobRsFqZi9x/NttF6DfrDrKDG8HtbIlYTGpG7SqWyH470tZYs7DfHxnGNjbQL1iaVTeOAqJIZEIu5B5U5hSA+2hWdUCqpYlUMqlNcovGQjfxQeQLMOx0QDAe/sFWPduCkunxtAuWxL1lrlAQVUZvoduAAAarhuGmtO6Z8bvvATTptVQaZgDtKxKoPqELtCvZolXrlcyY3ZcRNUxnVCqVS3oVCiFhuuGITYkCkGX0m44Eebug8Tor2i4dhh0K5WBpqUJbGb1gkZpQ7y76iHT/Pp3ccCxC9dx6spNvAl6h4UbXBEXn4BOrdPuIj5jxRas/fugOL5vpza44/4Mu4+ew5ug99i89xg8fd6gV8fMu6RHx3zBS78A+AW9AwAEvP2Al34BCP8UJY4J/xSFl34BCEofJ9/H/y1e+gUgOuaLTPPrW8scJ54H47TnO7yJ+IIlVz0Rl5SCjpXTDihmXXyG9bczOzh61TTD3cBw7HnkD/9PX7D1ng+8QqLRs0bm2bXR8Yl4FRoDv09pv1YHRH7Fq9AYhKePN66prIhOVUph1Y2XePg2Al4h0Zh7+QWqldAp1E5yQRBk/qDCUdi1e99fB9G5T3u0c2oDC2szzFg+Capqqjh98BwAYMH6WRg9Y5g4fv+OI6jfrC76DusJ87JlMGziQFSqXgGH/j6WGbP9CAaPc0aT1g1RtoIlFmyYhbCQCLhdTDvb7NmjF4iJ/owF62fCulJZlLEsjXGzR8K0TAnc+p/srwQ7t+MUmvVshSZdm6Fk2VIYuHg4lNVUcOPIVQDAiNVj0XNKX3H8BdczqG5XE45DOqKklSm6jusJy6pWuLT7fGbMzjPo9IcTbFrWRunyZhixehwiQz/B/XLmDcFaO7eFeRVLmFiURKv+DhiwYCgOLt+L2BjJsRZ/1qUdZ2DXqyUadLVDCStT9Fs8BMpqyrh9JO2qs8Gr/kDXKb3F8Vf+Po8qdjVgP7g9TKxKouO47jCvaolruy9kiTmHdn90RY2WtjAtXwaDV/+BqJBIPL78QBzTvH8blKlsAWOLEmjerw36LBiEYyv2I07Gtft/O86iUa8WqNfVDiZWpui9eAiU1JRxNz2/AatGo1OW/K7+fQ6V7Wqg5eB2MLYqiXbjnGBW1Qpuuy9KxLT9oyuqtbRFyfJl4LJ6NKJCIuFxOXPfpGn/Nihd2QJGFiXQtJ89ei0YhBMFkN+/Oy6gVs9mqNa1MQzKlkTbxS5QVFPG0yNp+yYdVw9H8yk9xPEPXC/Cyq4a6g1pC32rEmgyrgtKVrXEw92ZN6xX0VaHcSUzGFqn1Ud9yxIwrmQmHus24XMcnhxyQ6tZfWFWvxJMqpij/Z9D8fbRa7x7Itubdz/dfgGVejVF+W6NoVu2JOyWpO17vTycll+LNcNQb2rmvteznZdQumk1VB/qAB2rEqg9vgsMq1ni+e7MfS9lHXXoVyoD3fT8dK1KQL9SGfFZi4mf4+B9yA0N5/RByfoVYVjVHM1XDcFH99cIeZLzStT/Cmv376OwazcA7PnrALr26YAO3dvCwtoMs5ZPgaqaCk6m30Rz8YY5GDNjhDh+3/bDaNCsHvoP7wXzsmYYMWkQKlevgIOumceW/2w/hKHjBqBp60awrmCFxRvmICwkHNeynU1dt5EtSpmZ4tg+2d7QMqu/t+xDj36d0aVHO1hZW2DhnzOgpqaKowfSlvnnpgWYNGu0OH7XX/vRpHl9DBrZF5ZlzTFmyjBUqVEJe3ccEse4bt2PURMGo0WbJihXsSz+3LwAIR/DcPm8m8SyGzSugzLmpXBo78kCy+/+jguo2bMZqnZtDP2yJeGQvu1/lr7tb796OJpm2/Zb2lVD3fRtf+NxXVCiqiXcs2z7H+y8iIZ/dIJ1y1owLF8aHVYPx+fQKLy6nHZcGvzYB/HRX9Fh9XAYVSwDPQsTNJ/RCzqljeB7zUOm+T3fdgHlezWFdbfG0ClbEo2WukBRVRmv04+7m64dhtpZjrtfpG/7qw51gLZVCdSa0AUG1SzhuetKlpiLqDmmE8q0qgXdCqXQdG3acXfgpcwbPVYa0Ar6VcyhbWGCSs4t0XCRMx4uO5zjHhU/K+HKMSg2bgvF+q0gZ1IaKn3GQKSkgqQ7af0gKgMnQ7lz5n0JEq+ehEJlWyi16go5k9JQbt8P8ublkHgty3dITRNypS0hXyLtWFXOuDTkSltmnrEeF4uk2xeh0n0Y5MtXh1wZa6gMmIhkX0+kvHkp2/wuHIFSM0coNm4NuZJloOoyDlBWQeKNtH0pteHToNJjcGb8xeNQqFYbym2dIFeiNFS6OEPeshwSLp8Ux4jUNSFvZgU5U/O0/EqUhryZVeZ46nFfkeh2Aap9R0KhUg3Im1tDbegUJL/2RIpv3n9MkDXW7p9TqMOt2NjY4NGjR+jYsaPU50UiUYGvELczN6Ctp40BE/tD11AXfl5vML3fTESlX+JqZGooMdaa1yMvLPljGVwmO2PglAF4F/AecwfPR8CrQHHMoS2HoaKmgvHLxkJDSwMvHnpiWr+ZSEpIkli2Q882ePHQE2/93hZYfqdOXIC+gS6mzBgDQyMDeD73Rq+uQxGefpMQ01IlJMYadX/ggZGDJ2PqrLGYPns8/P0C4dLnD7z0zvy1c+O6HVBTV8Wfa+dDS1sLD/59jF5dhyIhQXKYiN79uuLBv4/h6yO7O09nF3rqHpT0tWA5pTuUjXTw2TMAHr2Wim+8qWKqL/HLc7T7a3iO2ADLaT1gNaMnYv0/4tmAlfj6MnMdBG48DXk1ZVT4cygUtNQQ/eAVnvRcitQs60+rZllYTnaCvLoKvvq+x8vJ2/HxqOwv3Qs4fR/KelqoMakrVA218ckzEFf7rkB8+g1A1EsaSIw1Gubug1ujN6PGFCfUnNodMf4f4TZoDaJeBYtjPDefhYKaMuqvGAglLTWEPnyN//VdIc4vIfILrvZZgZpTndD68HSIFBQQ/ToY1weuRqRXEGSpTdP6+BT9GZv2HEV4ZDQqWJph6+KpMEgfbuVDWITEWQI1KpfDsmmjsHH3EazbdRhmJU2wbu4EWJtnXuZ5/d9HmL1qm/jvyUs3AgBG9O2Ckf26AgAOn7uKLf8cF8cMmLQQALBw4lBxB70s2Jcvgci4RGy554OI2ASUN9TCps624mFPPn6Okzg5v0ZJXSxxqI5Nd19j453XKKOjjtUdaqGsgaY45oZfKOZezjyzYNr5tDMgh9WzwvD6aWfgT7KrADmRCJPOeCAxJRUNzA0wvbkM7yBOxVph1+7Lp69BV18HI6YMTruk2tMXo3tPxKf0m2qbmBpL1LVn7i8wc+R8jJw6BKOnD0WQfzAmuEyH36vM2rR70z6oqqlg1sop0NTSgMeD5xjdeyIS0+ta1KdojO49EaOnDcVfR9ZBQVEBb175Y7zLdPh4ybaDDgD+PXsHWvra6DahF3QMdRHo5Y9l/ecjOv3mVgYlDSW2/T6PXmHjmNXoPqkPekzui48B77Fq6DIEv87cZp/ZegLKaioYvHQk1LTU8crdG8v6L5DYN7Gqbo1u43tCRU0V7/2CsWP6Ftw+4Sbz/B6evQtNPS10Gt8T2oY6eOsdgDXOi8U3r9QzNZDY9/J7/Arbxq5Dl4k90WVyb4QEfMCGoSvw7nVm7b6w9SSUVZXhvHQY1LTU4fPwJVY7L0Jylvwsq1uj0/geUFZTwcc377Bnxl+4d0L2l6W7n70LDT0tdBjfA1qGOgj2DsB658Xim3nqmRpIfEfePH6NHWPXoePEXug0uTdCAz5gy9AVeJ8lv0tbT0FJVQV9lw6DmpYafB++xHrnxRL5mVcvi/bju4vz+2fGNtwvgPy8zv4LNX1N2E3oBg3DtMvi9/dfjq/p+yZaJfUlPp/Bj3xwYswmNJvkhGaTu+NTwEccHroaYa8z903KtbJBx1WZP2513fQHAODGmmO4uTatXl9e+A8EQYDT1rGQV1LAm5vPcX6Wq8zz8z1zHyp6WqgzsSvUDLUR7hWIs/1WiG++ppFt/X185IP//bEZdSY7od6U7ogK+IgLg9fgU5Z9L/NWtdBidWZ+rTen5fdw9XE8XJOW3535+yCkCmizLS2/tzee48bMXTLPj4qnwq7dAHDp1FXo6uti5JTBMDDUxytPH4zoNT7X+v3U/TmmjZyLP6YOxZjpwxHk/xZjXabC92Xm0DCuG/+Bqpoq5vw5DZpaGnjy4BlG9Bovrt8ZOvdujycPniHANxAF5dzJy9DT18W4aSPShkR58Qou3UeLbyxaopSJRH6PHz7D+GEzMWHGSEycORqBb4Iwov8EvH6Z+cPYtg27oaauisWrZkFLWxPu9z3g0mN0jvyc+nbEo/seeOMbUGD5eZ/9F+rp23719G3/wSzbfu1s2/53j3xwcswmNJ3khKbp2/4j2bb997aehaKaMtouHQQVLTW8dX+Ng/2XIyW9tsVFfsHB/sthN7k7+hyYAXkFBYT5BOPIkNUI9ZbtcembM/ehoq8Fm0lp2/4Ir0BcyLLtVzeVPO4OfeSDa6M3w3aKE2pP7Y5o/4+4MngNIrNs+5+mH3c3Xp523B3y8DUu9l0hzg8AjGpYwmZiFyiqqSDK7z1uTfsbvsfuyDQ3AEh2v4F4TW0od+yfNszK2zeIXTcTwucoAICcnhFSs2wDUvy8ELdjKZQ7DYByZxekhr5H3KZ5SH0fII5RrFEPqi6TxX+rDZsJAEg4vRcJZ/YCAOIPbYWKIEBtxGxAQQnJnu6I37dB5vkl/euGOE0dqHZzgUhbFymBfvi6fKr4ZqVy+kZAln3LFB9PxG5aDBWngVDpPgipH9/h6+o5SA3Okp9NA6gNmyr+W/2POWk5HduN+ONp93CI+2cTIKRCbew8iBQUkfTcHXGua2WeH/13REIh/ixw69YtfP36FW3atJH6/NevX+Hu7g47u/x1WrUsbS+L5v2yXnyWbUH4Fe1Trvb9oCLsnYLi94OKsJ53xhV2EwpU8sW9hd2EAqU2fJ3M51lKr8r3g/Ip+JMML0OkPCuo2l2rRCNZNO+XVV7J4PtBRZyqqFDPvShwipDt0Dq/mlKCUmE3oUDpp/7e62/kW9ndGyEDa/fvo6BqdzWT+rJo3i/ra3JCYTehwA1Ur1jYTShQRim/97a/h4Psxi7/FaXGyn74oF+Jzr5rMp8na/fPKdSjmcaNG3/zeXV19XwXaiIi+vUUt8u0fmes3URExQNr9++DtZuIqHhg7f45hTomORERERERERERERFRYfq9r4slIqJfQip/0SYiIipSWLuJiIiKFtbun8NOciIiKnACWKyJiIiKEtZuIiKiooW1++dwuBUiIiIiIiIiIiIiKrZ4JjkRERU43kCEiIioaGHtJiIiKlpYu38OzyQnIiIiIiIiIiIiomKLZ5ITEVGBS+XYaEREREUKazcREVHRwtr9c9hJTkREBY6XfRERERUtrN1ERERFC2v3z+FwK0RERERERERERERUbPFMciIiKnCp/EWbiIioSGHtJiIiKlpYu38OzyQnIiIiIiIiIiIiomKLZ5ITEVGB49hoRERERQtrNxERUdHC2v1z2ElOREQFjnfZJiIiKlpYu4mIiIoW1u6fw+FWiIiIiIiIiIiIiKjY4pnkRERU4HjZFxERUdHC2k1ERFS0sHb/HHaSExFRgeNdtomIiIoW1m4iIqKihbX753C4FSIiIiIiIiIiIiIqtngmORERFTiBNxAhIiIqUli7iYiIihbW7p/DM8mJiIiIiIiIiIiIqNjimeRERFTgODYaERFR0cLaTUREVLSwdv8cdpITEVGB4122iYiIihbWbiIioqKFtfvncLgVIiIiIiIiIiIiIiq2eCY5EREVON5AhIiIqGhh7SYiIipaWLt/DjvJiYiowPGyLyIioqKFtZuIiKhoYe3+ORxuhYiIiIiIiIiIiIiKLZ5JTkREBY6/aBMRERUtrN1ERERFC2v3z+GZ5ERERERERERERERUbPFMciIiKnD8PZuIiKhoYe0mIiIqWli7f5JAPyU+Pl6YO3euEB8fX9hNKTC/e47Mr2hjfkSUX8Xhe/W758j8ijbmR0T5VRy+V797jsyvaGN+VByIBIED1vyMmJgYaGtrIzo6GlpaWoXdnALxu+fI/Io25kdE+VUcvle/e47Mr2hjfkSUX8Xhe/W758j8ijbmR8UBxyQnIiIiIiIiIiIiomKLneREREREREREREREVGyxk5yIiIiIiIiIiIiIii12kv8kZWVlzJ07F8rKyoXdlALzu+fI/Io25kdE+VUcvle/e47Mr2hjfkSUX8Xhe/W758j8ijbmR8UBb9xJRERERERERERERMUWzyQnIiIiIiIiIiIiomKLneREREREREREREREVGyxk5yIiIiIiIiIiIiIii12khMRERERERERERFRscVOchlZtmwZRCIRxo0bV9hNkYmUlBTMnj0bFhYWUFVVhZWVFRYuXIiiep/Xmzdvon379ihZsiREIhFOnjwpfi4pKQlTp05F1apVoa6ujpIlS6J///54//594TX4B3wrxwze3t7o0KEDtLW1oa6ujtq1ayMoKOi/b2w+LV26FLVr14ampiaMjIzQqVMnvHr1SiImPj4eo0aNgr6+PjQ0NNC1a1eEhIQUUovzJy/5ZRAEAQ4ODrmuYyLKO9buXxtrdxrW7l8TazdR4WDt/rWxdqdh7f41sXbT97CTXAYePnyIv/76C9WqVSvspsjM8uXLsWXLFmzcuBHe3t5Yvnw5VqxYgQ0bNhR2037I169fUb16dWzatCnHc7GxsXj8+DFmz56Nx48f4/jx43j16hU6dOhQCC39cd/KEQD8/PzQqFEjVKhQAW5ubnj27Blmz54NFRWV/7il+Xfjxg2MGjUK//77L65cuYKkpCS0bt0aX79+FceMHz8eZ86cwZEjR3Djxg28f/8eXbp0KcRW511e8suwdu1aiESiQmgl0e+FtfvXx9rN2v0rY+0m+u+xdv/6WLtZu39lrN30XQL9lM+fPwvW1tbClStXBDs7O2Hs2LGF3SSZcHR0FAYOHCgxrUuXLkKfPn0KqUWyA0A4ceLEN2MePHggABACAwP/m0bJmLQce/ToIfTt27dwGiRjoaGhAgDhxo0bgiAIQlRUlKCoqCgcOXJEHOPt7S0AEO7du1dYzfxh2fPL8OTJE8HU1FT48OFDnj7HRCQda3fRw9pd9LF2s3YT/QzW7qKHtbvoY+1m7S5ueCb5Txo1ahQcHR3RsmXLwm6KTDVo0ABXr17F69evAQBPnz7F7du34eDgUMgt+29ER0dDJBJBR0ensJsiE6mpqTh37hzKlSsHe3t7GBkZoW7dukX2sqHo6GgAgJ6eHgDg0aNHSEpKkvgeVqhQAWXKlMG9e/cKpY0/I3t+QNqZF71798amTZtgYmJSWE0j+i2wdv+eWLt/bazdrN1EP4O1+/fE2v1rY+1m7S5uFAq7AUXZwYMH8fjxYzx8+LCwmyJz06ZNQ0xMDCpUqAB5eXmkpKRg8eLF6NOnT2E3rcDFx8dj6tSp6NWrF7S0tAq7OTIRGhqKL1++YNmyZVi0aBGWL1+OixcvokuXLrh+/Trs7OwKu4l5lpqainHjxqFhw4aoUqUKAODjx49QUlLKsXNlbGyMjx8/FkIrf5y0/IC0y9oaNGiAjh07FmLriIo+1u7fE2v3r421m7Wb6Gewdv+eWLt/bazdrN3FETvJf9Dbt28xduxYXLlypUiMLZVfhw8fxr59+7B//35UrlwZHh4eGDduHEqWLAlnZ+fCbl6BSUpKQvfu3SEIArZs2VLYzZGZ1NRUAEDHjh0xfvx4AECNGjVw9+5dbN26tUgV61GjRuHFixe4fft2YTelQEjL7/Tp07h27RqePHlSiC0jKvpYu39PrN2/PtZuIvpRrN2/J9buXx9rNxVHHG7lBz169AihoaGoVasWFBQUoKCggBs3bmD9+vVQUFBASkpKYTfxp0yePBnTpk1Dz549UbVqVfTr1w/jx4/H0qVLC7tpBSajUAcGBuLKlSu/za/ZAGBgYAAFBQVUqlRJYnrFihWLxF22M4wePRpnz57F9evXUapUKfF0ExMTJCYmIioqSiI+JCSkSF0ilVt+165dg5+fH3R0dMTbGwDo2rUrmjZtWkitJSp6WLt/P6zdvz7WbtZuop/B2v37Ye3+9bF2s3YXVzyT/Ae1aNECz58/l5jm4uKCChUqYOrUqZCXly+klslGbGws5OQkf0ORl5cX/zL6u8ko1D4+Prh+/Tr09fULu0kypaSkhNq1a+PVq1cS01+/fg0zM7NCalXeCYKAP/74AydOnICbmxssLCwknrexsYGioiKuXr2Krl27AgBevXqFoKAg1K9fvzCanC/fy2/atGkYPHiwxLSqVatizZo1aN++/X/ZVKIijbX798La/Wtj7WbtJpIF1u7fC2v3r421m7W7uGMn+Q/S1NSUGLcIANTV1aGvr59jelHUvn17LF68GGXKlEHlypXx5MkTrF69GgMHDizspv2QL1++wNfXV/y3v78/PDw8oKenhxIlSqBbt254/Pgxzp49i5SUFPF4Wnp6elBSUiqsZufLt3IsU6YMJk+ejB49eqBJkyZo1qwZLl68iDNnzsDNza3wGp1Ho0aNwv79+3Hq1CloamqK14+2tjZUVVWhra2NQYMGYcKECdDT04OWlhb++OMP1K9fH/Xq1Svk1n/f9/IzMTGR+st8mTJlchR2Isoda3fRwtrN2v0rY+0m+m+wdhctrN2s3b8y1m76LoFkxs7OThg7dmxhN0MmYmJihLFjxwplypQRVFRUBEtLS2HmzJlCQkJCYTfth1y/fl0AkOPh7Ows+Pv7S30OgHD9+vXCbnqefSvHDDt37hTKli0rqKioCNWrVxdOnjxZeA3Oh9zWj6urqzgmLi5OGDlypKCrqyuoqakJnTt3Fj58+FB4jc6HvOQn7TUnTpz4z9pI9Lti7f51sXanYe3+NbF2ExUe1u5fF2t3GtbuXxNrN32PSBAEIR996kREREREREREREREvw3euJOIiIiIiIiIiIiIii12khMRERERERERERFRscVOciIiIiIiIiIiIiIqtthJTkRERERERERERETFFjvJiYiIiIiIiIiIiKjYYic5ERERERERERERERVb7CQnIiIiIiIiIiIiomKLneRU7IhEIpw8eRIAEBAQAJFIBA8Pjzy/vmnTphg3blyBtC2vzM3NsXbt2kJtQ1bz5s1DjRo1CrsZRET0m2Ltlj3WbiIiKkis3bLH2k1UsNhJToVmwIABEIlEEIlEUFJSQtmyZbFgwQIkJycXdtPyzdfXFwMHDkSZMmWgrKwMU1NTtGjRAvv27cuRz/Xr19G2bVvo6+tDTU0NlSpVwsSJE/Hu3TuJ90Taw9zcvHASJCIiAms3azcRERU1rN2s3USUN+wkp0LVpk0bfPjwAT4+Ppg4cSLmzZuHlStX5ns+KSkpSE1NLYAWft+DBw9Qq1YteHt7Y9OmTXjx4gXc3NwwePBgbNmyBZ6enuLYv/76Cy1btoSJiQmOHTsGLy8vbN26FdHR0Vi1ahXWrVuHDx8+iB8A4OrqKv774cOHP9zOpKSkn86ViIiItZu1m4iIihbWbtZuIvo+dpJToVJWVoaJiQnMzMwwYsQItGzZEqdPn8bq1atRtWpVqKuro3Tp0hg5ciS+fPkift2uXbugo6OD06dPo1KlSlBWVkZQUBAePnyIVq1awcDAANra2rCzs8Pjx4/z1aYXL17AwcEBGhoaMDY2Rr9+/RAeHi41VhAEDBgwAOXKlcOdO3fQvn17WFtbw9raGr169cLt27dRrVo1AEBwcDDGjBmDMWPG4O+//0bTpk1hbm6OJk2aYMeOHZgzZw60tbVhYmIifgCAjo6O+G9DQ0PxsmNjYzFw4EBoamqiTJky2LZtm/i5jMvZDh06BDs7O6ioqGDfvn0AgB07dqBixYpQUVFBhQoVsHnzZomcpk6dinLlykFNTQ2WlpaYPXt2jkK/bNkyGBsbQ1NTE4MGDUJ8fLzE825ubqhTpw7U1dWho6ODhg0bIjAwMF/rgYiIfk2s3azdRERUtLB2s3YT0fexk5x+KaqqqkhMTIScnBzWr18PT09P7N69G9euXcOUKVMkYmNjY7F8+XLs2LEDnp6eMDIywufPn+Hs7Izbt2/j33//hbW1Ndq2bYvPnz/naflRUVFo3rw5atasCXd3d1y8eBEhISHo3r271HgPDw94e3tj0qRJkJOT/nUSiUQAgCNHjiAxMTFHHhl0dHTy1MYMq1atgq2tLZ48eYKRI0dixIgRePXqlUTMtGnTMHbsWHh7e8Pe3h779u3DnDlzsHjxYnh7e2PJkiWYPXs2du/eLX6NpqYmdu3aBS8vL6xbtw7bt2/HmjVrxM8fPnwY8+bNw5IlS+Du7o4SJUpIFPzk5GR06tQJdnZ2ePbsGe7du4ehQ4eK3wciIvq9sHbnHWs3ERH9Cli78461m6gYEYgKibOzs9CxY0dBEAQhNTVVuHLliqCsrCxMmjQpR+yRI0cEfX198d+urq4CAMHDw+Oby0hJSRE0NTWFM2fOiKcBEE6cOCEIgiD4+/sLAIQnT54IgiAICxcuFFq3bi0xj7dv3woAhFevXgmCIAh2dnbC2LFjBUEQhIMHDwoAhMePH4vjQ0JCBHV1dfFj06ZNgiAIwogRIwQtLa3vvzFZZG1rVmZmZkLfvn3Ff6empgpGRkbCli1bJPJau3atxOusrKyE/fv3S0xbuHChUL9+/VzbsHLlSsHGxkb8d/369YWRI0dKxNStW1eoXr26IAiCEBERIQAQ3Nzc8pQjEREVHazd38faTUREvxLW7u9j7SYiQRAEhf+uO54op7Nnz0JDQwNJSUlITU1F7969MW/ePPzvf//D0qVL8fLlS8TExCA5ORnx8fGIjY2FmpoaAEBJSUl8SVWGkJAQzJo1C25ubggNDUVKSgpiY2MRFBSUp/Y8ffoU169fh4aGRo7n/Pz8UK5cue/OQ19fX3zX7qZNmyIxMRFA2iVisvxVN2vuIpEIJiYmCA0NlYixtbUV///Xr1/h5+eHQYMGYciQIeLpycnJ0NbWFv996NAhrF+/Hn5+fvjy5QuSk5OhpaUlft7b2xvDhw+XWE79+vVx/fp1AICenh4GDBgAe3t7tGrVCi1btkT37t1RokQJ2SRORESFirX7x7F2ExFRYWDt/nGs3UTFB4dboULVrFkzeHh4wMfHB3Fxcdi9ezfCwsLQrl07VKtWDceOHcOjR4+wadMmABAXPiDtErHsxc/Z2RkeHh5Yt24d7t69Cw8PD+jr60u87lu+fPmC9u3bw8PDQ+Lh4+ODJk2a5Ii3trYGAInLreTl5VG2bFmULVsWCgqZv0OVK1cO0dHR4huD/CxFRUWJv0UiUY6bqKirq0vkBgDbt2+XyO3Fixf4999/AQD37t1Dnz590LZtW5w9exZPnjzBzJkz8/z+ZXB1dcW9e/fQoEEDHDp0COXKlRMvg4iIijbW7h/H2k1ERIWBtfvHsXYTFR/sJKdCpa6ujrJly6JMmTLiwvbo0SOkpqZi1apVqFevHsqVK4f379/naX537tzBmDFj0LZtW1SuXBnKysq53vxDmlq1asHT0xPm5ubigpvxyFr4MtSsWRMVKlTAn3/++d27fHfr1g1KSkpYsWKF1OejoqLy3M4fYWxsjJIlS+LNmzc5crOwsAAA3L17F2ZmZpg5cyZsbW1hbW2d48YfFStWxP379yWmSSvENWvWxPTp03H37l1UqVIF+/fvL7jkiIjoP8PanYm1m4iIigLW7kys3USUGw63Qr+csmXLIikpCRs2bED79u1x584dbN26NU+vtba2xt69e2Fra4uYmBhMnjwZqqqqeV72qFGjsH37dvTq1QtTpkyBnp4efH19cfDgQezYsQPy8vIS8SKRCK6urmjVqhUaNmyI6dOno2LFikhKSsLNmzcRFhYmfk3p0qWxZs0ajB49GjExMejfvz/Mzc0RHByMPXv2QENDA6tWrcr7G/UD5s+fjzFjxkBbWxtt2rRBQkIC3N3dERkZiQkTJsDa2hpBQUE4ePAgateujXPnzuHEiRMS8xg7diwGDBgAW1tbNGzYEPv27YOnpycsLS0BAP7+/ti2bRs6dOiAkiVL4tWrV/Dx8UH//v0LNDciIio8rN0Fh7WbiIgKAmt3wWHtJiqaeCY5/XKqV6+O1atXY/ny5ahSpQr27duHpUuX5um1O3fuRGRkJGrVqoV+/fphzJgxMDIyyvOyS5YsiTt37iAlJQWtW7dG1apVMW7cOOjo6OR6F+169erh0aNHKF++PEaNGoVKlSqhQYMGOHDgANasWYMRI0aIY0eOHInLly/j3bt36Ny5MypUqIDBgwdDS0sLkyZNynM7f9TgwYOxY8cOuLq6omrVqrCzs8OuXbvEv2h36NAB48ePx+jRo1GjRg3cvXsXs2fPlphHjx49MHv2bEyZMgU2NjYIDAyUyFFNTQ0vX75E165dUa5cOQwdOhSjRo3CsGHDCjw/IiIqHKzdBYe1m4iICgJrd8Fh7SYqmkSCIAiF3QgiIiIiIiIiIiIiosLAM8mJiIiIiIiIiIiIqNhiJzkRERERERERERERFVvsJCciIiIiIiIiIiKiYoud5ERERERERERERERUbLGTnIiIiIiIiIiIiIiKLXaSExEREREREREREVGxxU5yIiIiIiIiIiIiIiq22ElORERERERERERERMUWO8mJiIiIiIiIiIiIqNhiJzkRERERERERERERFVvsJCciIiIiIiIiIiKiYoud5ERERERERERERERUbLGTnIiIiIiIiIiIiIiKLXaSExEREREREREREVGxxU5yIiIiIiIiIiIiIiq22ElORERERERERERERMUWO8mJiIiIiIiIiIiIqNhiJzkRERERERERERERFVvsJCf6Te3atQsikQgBAQGF3ZQCNW/ePIhEosJuBhER0U9zc3ODSCSCm5tbYTelQBWXfRQiIiIiKjrYSf6b2L9/P9auXVvYzShSHjx4gJEjR8LGxgaKiorf7WgNCQnBsGHDYGpqChUVFZibm2PQoEH/UWvpv7Z582bs2rXrh1///v17zJs3Dx4eHjJrExH9Xli782/79u2ws7ODsbExlJWVYWFhARcXlxydrW/fvsX8+fNRp04d6OrqwsDAAE2bNsX//ve/wmk4/Sd+9jsVGxuLefPm/fY/UhARERFRTuwk/03wQDv/zp8/jx07dkAkEsHS0vKbsW/fvkXt2rVx4cIFDB8+HJs3b8bgwYMRFhb2H7WW/muy6CSfP38+O8mJKFes3fn35MkTWFhYYMqUKdiyZQv69u2LCxcuoHbt2nj//r047tSpU1i+fDnKli2LRYsWYfbs2fj8+TNatWoFV1fXQsyACpIsOsnnz5/PTnIiIiKiYkihsBvwKxEEAfHx8VBVVS3spvxWZPG+xsfHQ0lJCXJysvtdZ8SIEZg6dSpUVVUxevRovH79OtfYYcOGQUFBAQ8fPoS+vr7M2gAAX79+hbq6ukznSURUXLB2F4xftXZv3rw5x7ROnTrB1tYWe/bswbRp0wAAzZo1Q1BQEAwMDMRxw4cPR40aNTBnzhy4uLj8VDsKIjciIiIiIio8RWrPPmPsYV9fXwwYMAA6OjrQ1taGi4sLYmNjxXHJyclYuHAhrKysoKysDHNzc8yYMQMJCQkS8zM3N0e7du1w6dIl2NraQlVVFX/99Zd4PMjDhw9j/vz5MDU1haamJrp164bo6GgkJCRg3LhxMDIygoaGBlxcXHLMOy9evnyJbt26QU9PDyoqKrC1tcXp06fFz4eGhsLQ0BBNmzaFIAji6b6+vlBXV0ePHj0AAE2bNsW5c+cQGBgIkUgEkUgEc3PzPLfj1KlTcHR0RMmSJaGsrAwrKyssXLgQKSkp4pjRo0dDQ0ND4n3O0KtXL5iYmIjjc3tfAeDNmzdwcnKCnp4e1NTUUK9ePZw7d05ifhnv/8GDBzFr1iyYmppCTU0NMTEx+PTpEyZNmoSqVatCQ0MDWlpacHBwwNOnT/OcbwZjY+M8Hfy/fPkSFy5cwOTJk6Gvr4/4+HgkJSXle3lA5hicN27cwMiRI2FkZIRSpUqJn79w4QIaN24MdXV1aGpqwtHREZ6enhLzePbsGQYMGABLS0uoqKjAxMQEAwcORERExA+1KavPnz9j3LhxMDc3h7KyMoyMjNCqVSs8fvxYHHPr1i04OTmhTJkyUFZWRunSpTF+/HjExcWJY/7880+IRCIEBgbmWMb06dOhpKSEyMhI8bT79++jTZs20NbWhpqaGuzs7HDnzp0cr719+zZq164NFRUVWFlZiT9X+fXx40e4uLigVKlSUFZWRokSJdCxY0fx5frm5ubw9PTEjRs3xN+ppk2bAkCePoNubm6oXbs2AMDFxUU8j6xnpucl57ysj9y8e/cOgwYNEn+vLSwsMGLECCQmJgIAkpKSMH/+fFhbW0NFRQX6+vpo1KgRrly5AiD/65AoN6zdaVi7ZVO7pcl436KiosTTKleuLNFBDgDKyspo27YtgoOD8fnz5zzP/1u5AXnbngcGBmLkyJEoX748VFVVoa+vDycnJ5mMyf297TmQt32Ho0ePivdRsvvrr78gEonw4sUL8bTvfRcyeHp6onnz5lBVVUWpUqWwaNEipKam5jvP79XEb32nEhMTMWfOHNjY2EBbWxvq6upo3Lgxrl+/Lp5/QEAADA0NAQDz588Xz2PevHn5yjkv6yM3UVFRGD9+vDjHUqVKoX///ggPDxfHbNiwAZUrV4aamhp0dXVha2uL/fv3A8j/OiQiIiKiTEXyTPLu3bvDwsICS5cuxePHj7Fjxw4YGRlh+fLlAIDBgwdj9+7d6NatGyZOnIj79+9j6dKl8Pb2xokTJyTm9erVK/Tq1QvDhg3DkCFDUL58efFzS5cuhaqqKqZNmwZfX19s2LABioqKkJOTQ2RkJObNm4d///0Xu3btgoWFBebMmZPnHDw9PdGwYUOYmppi2rRpUFdXx+HDh9GpUyccO3YMnTt3hpGREbZs2QInJyds2LABY8aMQWpqKgYMGABNTU3x2VQzZ85EdHQ0goODsWbNGgCAhoZGntuya9cuaGhoYMKECdDQ0MC1a9cwZ84cxMTEYOXKlQCAHj16YNOmTTh37hycnJzEr42NjcWZM2cwYMAAyMvLf/N9DQkJQYMGDRAbG4sxY8ZAX18fu3fvRocOHXD06FF07txZol0LFy6EkpISJk2ahISEBCgpKcHLywsnT56Ek5MTLCwsEBISgr/++gt2dnbw8vJCyZIl85x3XmWMX2psbIwWLVrg2rVrkJeXR6tWrbBly5Z8dWpkGDlyJAwNDTFnzhx8/foVALB37144OzvD3t4ey5cvR2xsLLZs2YJGjRrhyZMn4uVcuXIFb968gYuLC0xMTODp6Ylt27bB09MT//7770/dxHL48OE4evQoRo8ejUqVKiEiIgK3b9+Gt7c3atWqBQA4cuQIYmNjMWLECOjr6+PBgwfYsGEDgoODceTIEQBp39EpU6bg8OHDmDx5ssQyDh8+jNatW0NXVxcAcO3aNTg4OMDGxgZz586FnJwcXF1d0bx5c9y6dQt16tQBADx//hytW7eGoaEh5s2bh+TkZMydOxfGxsb5zrNr167w9PTEH3/8AXNzc4SGhuLKlSsICgqCubk51q5diz/++AMaGhqYOXMmAIiX8+bNm+9+BitWrIgFCxZgzpw5GDp0KBo3bgwAaNCgQb5yzsv6kOb9+/eoU6cOoqKiMHToUFSoUAHv3r3D0aNHERsbCyUlJcybNw9Lly7F4MGDUadOHcTExMDd3R2PHz9Gq1at8rUOifKCtZu1W5a1OyIiAikpKQgKCsKCBQsAAC1atPju6z5+/Ag1NTWoqanle5nScsvr9vzhw4e4e/cuevbsiVKlSiEgIABbtmxB06ZN4eXl9UPtyfC97TmQt30HR0dHaGho4PDhw7Czs5NYxqFDh1C5cmVUqVIFQN6+Cxnvd7NmzZCcnCyO27Zt2w9dofC9mvit71RMTAx27NiBXr16YciQIfj8+TN27twJe3t7PHjwADVq1IChoSG2bNmCESNGoHPnzujSpQsAoFq1avnKOS/rQ5ovX76gcePG8Pb2xsCBA1GrVi2Eh4fj9OnTCA4OhoGBAbZv344xY8agW7duGDt2LOLj4/Hs2TPcv38fvXv3ztc6JCIiIqJshCJk7ty5AgBh4MCBEtM7d+4s6OvrC4IgCB4eHgIAYfDgwRIxkyZNEgAI165dE08zMzMTAAgXL16UiL1+/boAQKhSpYqQmJgont6rVy9BJBIJDg4OEvH169cXzMzM8pVLixYthKpVqwrx8fHiaampqUKDBg0Ea2tridhevXoJampqwuvXr4WVK1cKAISTJ09KxDg6Oua7DRliY2NzTBs2bJigpqYmbl9qaqpgamoqdO3aVSLu8OHDAgDh5s2b4mm5va/jxo0TAAi3bt0ST/v8+bNgYWEhmJubCykpKYIgZL7/lpaWOdoWHx8vjsvg7+8vKCsrCwsWLPiB7NOMGjVKyO3rMGbMGAGAoK+vL7Rp00Y4dOiQsHLlSkFDQ0OwsrISvn79mufluLq6CgCERo0aCcnJyeLpnz9/FnR0dIQhQ4ZIxH/8+FHQ1taWmC5tfR04cCDHeshYlr+/f57bp62tLYwaNeqbMdKWv3TpUkEkEgmBgYHiafXr1xdsbGwk4h48eCAAEPbs2SMIQtrnytraWrC3txdSU1MllmFhYSG0atVKPK1Tp06CioqKxDK8vLwEeXn5XNedNJGRkQIAYeXKld+Mq1y5smBnZ5djel4/gw8fPhQACK6urhKx+ck5L+tDmv79+wtycnLCw4cPczyXsczq1asLjo6O35xPXtYh0fewdrN2F0TtVlZWFgCI6/P69eu/+xofHx9BRUVF6NevX76WlVtu+dmeS1tf9+7dy7E9zVjW9evX89y+vGzP87rv0KtXL8HIyEhiH+XDhw+CnJycxLrK63ch4/Nz//598bTQ0FBBW1u7QPZRcvtOJScnCwkJCRLTIiMjBWNjY4ltU1hYmABAmDt3bo555DXnvKwPaebMmSMAEI4fP57juYzPV8eOHYXKlSt/cz55XYdEREREJKlIDbeSYfjw4RJ/N27cGBEREYiJicH58+cBABMmTJCImThxIgDkuDzYwsIC9vb2UpfTv39/KCoqiv+uW7cuBEHAwIEDJeLq1q2Lt2/fIjk5OU/t//TpE65du4bu3bvj8+fPCA8PR3h4OCIiImBvbw8fHx+8e/dOHL9x40Zoa2ujW7dumD17Nvr164eOHTvmaVl5kfVsnoz2NG7cGLGxsXj58iUAQCQSwcnJCefPn8eXL1/E8YcOHYKpqSkaNWokMU9p7+v58+dRp04diVgNDQ0MHToUAQEB8PLykoh3dnbOcaaRsrKyePzPlJQUREREQENDA+XLl8/TEBQ/IiNfExMTnDt3Dt27d8ekSZOwfft2+Pn5iS9xzY8hQ4ZInL135coVREVFoVevXuLPQ3h4OOTl5VG3bl2Jy4Gzvifx8fEIDw9HvXr1AOCn3wMdHR3cv39f4uZn2WVd/tevXxEeHo4GDRpAEAQ8efJE/FyPHj3w6NEj+Pn5iacdOnQIysrK4s+vh4cHfHx80Lt3b0RERIjz/vr1K1q0aIGbN28iNTUVKSkpuHTpEjp16oQyZcqI51exYsVcv7/far+SkhLc3Nx+aLiQn/0M5jVnIG/rI7vU1FScPHkS7du3h62tbY7nM6400NHRgaenJ3x8fHKdV17WIVFesXazdgOyq90XLlzA+fPnsWrVKpQpU0Z8VVZuYmNj4eTkBFVVVSxbtuyHlpk9t/xsz7O+LikpCREREShbtix0dHRkUru/tz3P675Djx49EBoaKnHjyqNHjyI1NVU8VFB+vgvnz59HvXr1xGfUA4ChoSH69OnzQ3nmtyZmkJeXh5KSEoC0Ovnp0yckJyfD1tY2T+9/fnLOy/qQ5tixY6hevXqOqzMAydodHByMhw8f5jqfvKxDIiIiIsqpSHaSZ+0kAyC+5D8yMhKBgYGQk5ND2bJlJWJMTEygo6OTY3xdCwuLPC9HW1sbAFC6dOkc01NTUxEdHZ2n9vv6+kIQBMyePRuGhoYSj7lz5wJIG9M0g56eHtavX49nz55BW1sb69evz9Ny8srT0xOdO3eGtrY2tLS0YGhoiL59+wKARE49evRAXFyceOzFL1++4Pz583BycsoxxIe09zUwMFDikvgMFStWFD//vXmkpqZizZo1sLa2hrKyMgwMDGBoaIhnz57l+f3Pr4wDy+7du0vcoMvJyQkKCgq4e/duvueZPbeMA6nmzZvn+ExcvnxZ4vPw6dMnjB07VjymuqGhoXh+P/serFixAi9evEDp0qVRp04dzJs3D2/evJGICQoKwoABA6CnpwcNDQ0YGhqKL+nNunwnJyfIycnh0KFDANJuAnfkyBE4ODhAS0tLIm9nZ+ccee/YsQMJCQmIjo5GWFgY4uLiYG1tnaPN0j5T36KsrIzly5fjwoULMDY2RpMmTbBixQp8/PgxT6//2c9gXnMG8rY+sgsLC0NMTMx3L6desGABoqKiUK5cOVStWhWTJ0/Gs2fPJGLysg6J8oq1m7VblrW7WbNmcHBwwIQJE3DkyBHMnz8fGzdulBqbkpKCnj17wsvLC0ePHv3hodlyq9152Z7HxcVhzpw5KF26tMR7EBUV9dO1Oy/b87zuO2SMrZ6x3QfSflSpUaMGypUrByB/34XAwECZ1G7gx2piVrt370a1atXE44QbGhri3LlzeXr/85NzXtaHNH5+ft+t3VOnToWGhgbq1KkDa2trjBo1Ksf493lZh0RERESUU5EckzzrGbhZCVlukJXXcZm/NSZibsvJy/K/JeOsokmTJuV6Jlz2joJLly4BSOtMCA4Oho6OTp6W9T1RUVGws7ODlpYWFixYACsrK6ioqODx48eYOnWqxI2V6tWrB3Nzcxw+fBi9e/fGmTNnEBcXJ/WslB8ZazIv81iyZAlmz56NgQMHYuHChdDT04OcnBzGjRv3QzeByouMg+nsY1/Ly8tDX1//h85Gzp5bRtv37t0LExOTHPEKCplf1e7du+Pu3buYPHkyatSoAQ0NDaSmpqJNmzY//R50794djRs3xokTJ3D58mWsXLkSy5cvx/Hjx+Hg4ICUlBS0atUKnz59wtSpU1GhQgWoq6vj3bt3GDBggMTyS5YsicaNG+Pw4cOYMWMG/v33XwQFBYnHH86a98qVK1GjRg2pbdLQ0Pihm+t9y7hx49C+fXucPHkSly5dwuzZs7F06VJcu3YNNWvW/OZrf/YzmNecge+vj5/RpEkT+Pn54dSpU7h8+TJ27NiBNWvWYOvWrRg8eDCAvK1Dorxi7WbtLqjabWVlhZo1a2Lfvn0YPXp0jueHDBmCs2fPYt++fWjevPkPLye32p2X7fkff/wBV1dXjBs3DvXr14e2tjZEIhF69uz50+9BXrbned13UFZWRqdOnXDixAls3rwZISEhuHPnDpYsWZIj7/x8F2ThZ2riP//8gwEDBqBTp06YPHkyjIyMIC8vj6VLl0pcLZWb/OScl/XxoypWrIhXr17h7NmzuHjxIo4dO4bNmzdjzpw5mD9/PoC8rUMiIiIiyqlIdpJ/i5mZGVJTU+Hj4yM+ywkAQkJCEBUVBTMzs0JsXRpLS0sAgKKiIlq2bPnd+IsXL2LHjh2YMmUK9u3bB2dnZ9y/f1+i4/RHb9bo5uaGiIgIHD9+HE2aNBFP9/f3lxrfvXt3rFu3DjExMTh06BDMzc3Fl+t+j5mZGV69epVjesZl4XlZN0ePHkWzZs2wc+dOielRUVEwMDDIUzvyy8bGBgAkLqMHgMTERISHh8PQ0PCnl2FlZQUAMDIy+uZnIjIyElevXsX8+fMlbjaX30t6v6VEiRIYOXIkRo4cidDQUNSqVQuLFy+Gg4MDnj9/jtevX2P37t3o37+/+DVXrlyROq8ePXpg5MiRePXqFQ4dOgQ1NTW0b99e/HxG3lpaWt/M29DQEKqqqlLzlPaZygsrKytMnDgREydOhI+PD2rUqIFVq1bhn3/+AZD7dyqvn8HcXp/XnDN8a31IY2hoCC0tLbx48eK789bT04OLiwtcXFzw5csXNGnSBPPmzZM4iP/eOiSSBdbu/GHtzikuLk7qD6qTJ0+Gq6sr1q5di169eslkWRnysz0/evQonJ2dsWrVKvG0+Ph4REVFyaQt39qe53ffoUePHti9ezeuXr0Kb29vCIIg8aNKfr4LZmZmMq3d36uJ36rdlpaWOH78uERMxlngGXJ7fX6//3mpr9lZWVnlqXarq6ujR48e6NGjBxITE9GlSxcsXrwY06dPh4qKCoDvr0MiIiIiyqlIDrfyLW3btgUArF27VmL66m7jY2EAAQAASURBVNWrAQCOjo7/dZNyMDIyQtOmTfHXX3/hw4cPOZ4PCwsT/39UVBQGDx6MOnXqYMmSJdixYwceP36c42wQdXX1H7pcN+PMuqxn0iUmJmLz5s1S43v06IGEhATs3r0bFy9eRPfu3fO8rLZt2+LBgwe4d++eeNrXr1+xbds2mJubo1KlSnlqb/az/o4cOZKjA1uWmjZtCiMjI+zbtw/x8fHi6bt27RKfWf2z7O3toaWlhSVLliApKSnH8xmfCWnrC8j5ef8RKSkpOT5DRkZGKFmypLjjQdryBUHAunXrpM6za9eukJeXx4EDB3DkyBG0a9cO6urq4udtbGxgZWWFP//8U2K83AxZ87a3t8fJkycRFBQkft7b21t8pmZexcbGSqxHIO3AVFNTU6KDRV1dXWrnRV4/gxl5Zp9HXnPOy/oAgPDwcLx8+RKxsbEAADk5OXTq1AlnzpyBu7t7jvlntD0iIkJiuoaGBsqWLZujk+l765BIFli786e41u7k5GSpV289ePAAz58/z3EfhpUrV+LPP//EjBkzMHbs2HwtKy/yuj0HpL8HGzZsQEpKyk+343vb8/zuO7Rs2RJ6eno4dOgQDh06hDp16kgMNZOf70Lbtm3x77//4sGDBxLP79u3L1855rUm5vadkvYe3L9/X+JzDQBqamoActbu/OScl/oaHR2Nly9fSrS1a9euePr0KU6cOJFj/rnVbiUlJVSqVAmCIEjsP35vHRIRERFRTr/dmeTVq1eHs7Mztm3bJr4c+cGDB9i9ezc6deqEZs2aFXYTAQCbNm1Co0aNULVqVQwZMgSWlpYICQnBvXv3EBwcjKdPnwIAxo4di4iICPzvf/+DvLw82rRpg8GDB2PRokXo2LEjqlevDiDtQO3QoUOYMGECateuDQ0NjTyd7dmgQQPo6urC2dkZY8aMgUgkwt69e3O9/LxWrVooW7YsZs6ciYSEhHydlTJt2jQcOHAADg4OGDNmDPT09LB79274+/vj2LFjEuN956Zdu3ZYsGABXFxc0KBBAzx//hz79u0Tn+GTH4GBgdi7dy8AiDsTFy1aBCDtzKd+/foBSLtsdeXKlXB2dkaTJk3Qr18/BAUFYd26dWjcuDG6dOmS72Vnp6WlhS1btqBfv36oVasWevbsCUNDQwQFBeHcuXNo2LAhNm7cCC0tLfEY2klJSTA1NcXly5dzPXswPz5//oxSpUqhW7duqF69OjQ0NPC///0PDx8+FJ/5VqFCBVhZWWHSpEl49+4dtLS0cOzYsVyHnDEyMkKzZs2wevVqfP78OcfnRU5ODjt27ICDgwMqV64MFxcXmJqa4t27d7h+/Tq0tLRw5swZAMD8+fNx8eJFNG7cGCNHjkRycjI2bNiAypUr52mszwyvX79GixYt0L17d1SqVAkKCgo4ceIEQkJC0LNnT3GcjY0NtmzZgkWLFqFs2bIwMjJC8+bN8/wZtLKygo6ODrZu3QpNTU2oq6ujbt26sLCwyFPOeVkfQNrNAefPn4/r16+jadOmANKGNrh8+TLs7OwwdOhQVKxYER8+fMCRI0dw+/Zt6OjooFKlSmjatClsbGygp6cHd3d3HD16NMdQBd9bh0SywNrN2p0XX758QenSpdGjRw9UrlwZ6urqeP78OVxdXaGtrY3Zs2eLY0+cOIEpU6bA2toaFStWFF8llKFVq1Y5hlHLr/zUsHbt2mHv3r3Q1tZGpUqVcO/ePfzvf/+Dvr7+T7UBwHe35/ndd1BUVESXLl1w8OBBfP36FX/++WeOmLx+F6ZMmYK9e/eiTZs2GDt2LNTV1bFt2zaYmZnlq3bntSbm9p1q164djh8/js6dO8PR0RH+/v7YunUrKlWqJPEDh6qqKipVqoRDhw6hXLly0NPTQ5UqVVClSpU855yX+nrixAm4uLjA1dUVAwYMAJB21cPRo0fh5OSEgQMHwsbGBp8+fcLp06exdetWVK9eHa1bt4aJiQkaNmwIY2NjeHt7Y+PGjXB0dISmpma+1iERERERZSMUIXPnzhUACGFhYRLTXV1dBQCCv7+/IAiCkJSUJMyfP1+wsLAQFBUVhdKlSwvTp08X4uPjJV5nZmYmODo65ljO9evXBQDCkSNHpC7n4cOHeWrX9/j5+Qn9+/cXTExMBEVFRcHU1FRo166dcPToUUEQBOHUqVMCAGHVqlUSr4uJiRHMzMyE6tWrC4mJiYIgCMKXL1+E3r17Czo6OgIAwczMLM/tuHPnjlCvXj1BVVVVKFmypDBlyhTh0qVLAgDh+vXrOeJnzpwpABDKli0rdX65va8ZOXfr1k3Q0dERVFRUhDp16ghnz56ViMnt/RcEQYiPjxcmTpwolChRQlBVVRUaNmwo3Lt3T7CzsxPs7OzynHPW5Uh7SJvXgQMHhOrVqwvKysqCsbGxMHr0aCEmJiZfy8ztM5S1Tfb29oK2tragoqIiWFlZCQMGDBDc3d3FMcHBwULnzp0FHR0dQVtbW3BychLev38vABDmzp2bY1kZ34vvSUhIECZPnixUr15d0NTUFNTV1YXq1asLmzdvlojz8vISWrZsKWhoaAgGBgbCkCFDhKdPnwoABFdX1xzz3b59uwBA0NTUFOLi4qQu+8mTJ0KXLl0EfX19QVlZWTAzMxO6d+8uXL16VSLuxo0bgo2NjaCkpCRYWloKW7duFX//8io8PFwYNWqUUKFCBUFdXV3Q1tYW6tatKxw+fFgi7uPHj4Kjo6Ogqakp8ZnIz2fw1KlTQqVKlQQFBYUc78/3cs7r+sjIP/t3NTAwUOjfv79gaGgoKCsrC5aWlsKoUaOEhIQEQRAEYdGiRUKdOnUEHR0dQVVVVahQoYKwePFi8TYlq7ysQ6LcsHanYe3++dqdkJAgjB07VqhWrZqgpaUlKCoqCmZmZsKgQYNy1LqM9ZvbQ9p7lJtv5SYIeathkZGRgouLi2BgYCBoaGgI9vb2wsuXLwUzMzPB2dk5x7Ly0768bM/zuu+Q4cqVKwIAQSQSCW/fvpW63O99FzI8e/ZMsLOzE1RUVARTU1Nh4cKFws6dOwtkHyW371RqaqqwZMkSwczMTFBWVhZq1qwpnD17VnB2ds7xvbt79654XyP7+5OXnPOyPjK2S9n3myIiIoTRo0cLpqamgpKSklCqVCnB2dlZCA8PFwRBEP766y+hSZMm4s+alZWVMHnyZCE6OjrHe5aXdUhEREREmUSCkMc7VhERERERERERERER/WZ+uzHJiYiIiIiIiIiIiIjy6rcbk7ywRUdHIy4u7psxJiYm/0lbwsLCvnlDKCUlJejp6f0nbfkvFUbecXFx3735mp6eHpSUlGS63Lz68uWL1JuKZWVoaCi+sVVR9St9/4io6PiVth2s3dIVRN6JiYn49OnTN2O0tbWhqqoq0+Xm1a++byErxWUfhYiIiIh+bRxuRcYGDBiA3bt3fzPmv3rLzc3NERgYmOvzdnZ2cHNz+0/a8l8qjLx37doFFxeXb8ZkvbHif23evHmYP3/+N2P8/f1hbm7+3zSogPxK3z8iKjp+pW0Ha7d0BZG3m5vbd28Km/XGiv+1X33fQlaKyz4KEREREf3a2EkuY15eXnj//v03Y1q2bPmftOXOnTvfPDNOV1cXNjY2/0lb/kuFkfeHDx/g6en5zRgbGxvo6urKdLl59ebNG7x58+abMY0aNYKKisp/1KKC8St9/4io6PiVth2s3dIVRN6RkZF49OjRN2MqV66MEiVKyHS5efWr71vISnHZRyEiIiKiXxs7yYmIiIiIiIiIiIio2OKNO4mIiIiIiIiIiIio2GInOREREREREREREREVWwqF3YCC0LFMu8JuQoEKT4kt7CYUuCqK+oXdhAJVJ1m5sJtQoJILuwEFbKDHgsJuQoFSNLCU+TyTwr893uyPKIh2UuFZVaZvYTehQN0RxRR2Ewpc3wSNwm5CgdIWUgq7CQWqwWLTwm5CgRIiIgu7CQVKbaqrzOfJ2k1ERETFyW/ZSU5ERL+Y1N+7c4mIiOi3w9pNRERExQiHWyEiIiIiIiIiIiKiYotnkhMRUcETUgu7BURERJQfrN1ERERUjPBMciIiIiIiIiIiIiIqtngmORERFbxUno1GRERUpLB2ExERUTHCTnIiIipwAi/ZJiIiKlJYu4mIiKg44XArRERERERERERERFRs8UxyIiIqeLxkm4iIqGhh7SYiIqJihJ3kRERU8HjJNhERUdHC2k1ERETFCIdbISIiIiIiIiIiIqJii2eSExFRwUtNKewWEBERUX6wdhMREVExwjPJiYiIiIiIiIiIiKjY4pnkRERU8DiuKRERUdHC2k1ERETFCDvJiYio4KXyQJuIiKhIYe0mIiKiYoTDrRARERERERERERFRscUzyYmIqMAJvGSbiIioSGHtJiIiouKEZ5ITERERERERERERUbHFM8mJiKjgcVxTIiKiooW1m4iIiIoRdpITEVHB4yXbRERERQtrNxERERUjHG6FiIiIiIiIiIiIiIotnklOREQFLzWlsFtARERE+cHaTURERMUIO8mJiKjg8ZJtIiKiooW1m4iIiIoRDrdCRERERERERERERMUWzyQnIqKCl8qz0YiIiIoU1m4iIiIqRngmOREREREREREREREVWzyTnIiICh7HNSUiIipaWLuJiIioGGEnORERFTxesk1ERFS0sHYTERFRMVLsO8nb9ndEp2FdoGuoiwBvf2yb8xd8nr7ONb6BY0P0mdgXRqWM8T7gPfYs3YVH190lYnpP6INWve2hrqWOl+7e2DJjMz4EvBc/X9KiJAbMHIiKthWhoKiIgJf+2P/nP3h+73mB5NjFuSN6j+gBPUM9+Hr5Yc3sDfD2eJlrfLN2dhgy2QUmpUwQ7B+MLUu24961+xIxgycNQPvejtDU0sAz9xf4c/paBPu/AwDUrF8dG4+ukTrvQW1H4OXTV7JLDkDTfvZoNawDtA11EOwdiINz/0bAU99c42u1rYeOE3tCv5QhQv0/4viyf/DC7YlETPvxPdC4VwuoaqnDz/0l9s/ajtCAj+LnjSxKoOuMfihrUx7yigp49zIIp1YfxOt7njLNDQAqOrdE1eGOUDXUxifvINybvQfhHm9yjTd3rAObyd2gUcoAMQEheLjkIIKvPZWIqTWpK8r3agYlbTWEPHyNuzNcEeMfIn5ev4o5as/oAYPqlhBSUxFw/iHuz9+H5NgEmedX2bklqqfnF+EdhDuz9yDsG/lZOtaB7eRu0CxlgOiAENxfchBvs+VnO6krKvRqBmVtNXx8+Bq3suVnUMUcdWf0gGF6fv7nH+JuAeV34NgZuO4/ivBPkShf1hIzxo9A1Urlc42/dO0WNm7fg3cfQ2BWyhTjR7igSYM64uevuN3B4ZPn4PXKF9Exn3HUdSMqlLOSmMeA0VPg/kRye+LUsS3mTvlDtskRFZIa/VvCdpgj1A21EeYdhGtz9uDj09y3G+Uc66DhxG7QKmWAyIAQ3Fp6EP7XJbcbDSZ0RdXezaCspYb37q/xvxmuiArI3G7oWpigycxeMLUtBzlFBYS/DMKdP4/i7T3vAsmxTf+26DS0M3TS9092zN0G36c+ucbXb9sQvSb2gVEpI3wIeI+9y3bj8fVHEjE9J/RGq16toZa+f7Jt5hZ8CPgAAKhcrwoWHloidd5T2k+A77Pc6+qPsHRpBeuR7aBiqI1oryA8nbkbkU/8co03bV8XlaY4Qa20Ab74f8SLRQcRctVDIqbilG6w6NMMilrqiHj4Gk+m/o2v/pm1W8PSBFXm9IZ+7fKQU5JHtNdbeK04gvA7XjLNDQBKubRGmZHtoWSkgy9egXg9wxUx38jPqH09WE7tDpXShojz/wjfhfsQkS0/yylOKNm3BRS01BH98BVeTtmBuCz5qVqWgPXcPtCuXR5ySgr44hWEN8sPI/KO7PdNDj4OwO6HbxDxNQHljLQwtUVlVC2hk2v85VcfsPn2K7yPjkMZXXWMtauAxpZG4uevvv6AIx5B8A6JRnR8Eg72b4QKxtoS80hITsGq69649PI9ElNS0cDcEDNaVYG+urLM81Oo2RwKdR0gUtdGamgQkv63D6kf/HONly9vC8XGXSDSNoAQGYJEtyNIffMs8/lyNlCo0RRyJuYQqWogznUOhNC32WaiAMXmPaFQsS4gr4AU/xdIvLwXiI2ReX5ERERElFOhjkkeHByM8PBw8d+3bt1Cnz590LhxY/Tt2xf37t0r0OU3at8YA2cPxqG1BzDBcSz8vf0x758F0NbXlhpfwaYCJm2Ygv8duoLxbcfg/qV/MX37TJQpZyaO6TKiKxxd2mPL9E2Y3GEi4mPjMe+fBVBUVhTHzHKdC3l5eczqORMTHMchwMsfs1znQsdQR+Y5tujQFH/MHYG/V+/BwDbD4Ovlh9X7lkNHX/qyqthWxrxNs3D2wAW42A/FrUt3sHTnAliUNxfH9BnZE90GdsHKaWswpP0oxMfGY/W+5VBKz/G5uyfa1+gq8Ti97xzeBb6XeQe5bbsG6DbLGefWHcFix6kI9grEmD0zoamvJTXeslY5DF4/DncOXcOitlPgcfkBRmybgpLlSotj7Id3RHMXB+ybuQ3LOk1HQlwCxuyZBYUs63D0zmmQl5fH6t7zsaT9VAR7B2D0zmnQkvE6tGhfF3Xn9MGTNSdwymEWPnkFoc0/U6GSS35GNtZotmkUXh+8gZNtZiHw4iO03DEeuuVLiWOqjWyHSi6tcWf63zjdfi6SYxNg/89UyKfnp2asA4eD0xATEIIz7efhUt+V0C1XCk3WDJNpbgBg1b4u6s/pg0drTuBYen6O38jP2MYaLTaNwquDN3CszSwEXHwE+2z5VR/ZDlVcWuPW9L9xIj0/x2z5OR6chuiAEJxoPw/n0/NrVgD5XfjfDazYsA0jBvbBkb83oHxZCwybMAsRkVFS458898KUecvQuZ09jrhuRPPG9TFm+kL4vAkQx8TFx6NWtcoYP2LgN5fdrUMbuJ3eJ35MHPXt+IImCCkyf1DhKOzaXb59XdjN7oN7a09gr+MshHkHoes/U6Gay3ajpI01HDeMwvNDN7C37Sz4XnqEjtvHQ79c5naj9oh2qOnSGv+b/jf2d5iLpNgEdM2y3QCATq4TIScvj8M9l+Afx1kI8wpCZ9eJUDOUvs/wMxq2awSXWYNweN1BTGo3HgHeAZizd36u+yflbSpgwoZJuHr4CiY6jsODy/cxddsMlClXRhzTeXgXOA5oh60ztmBax8lIiE3A7L3zxfsnrx69xEDb/hKPKwcu4WPQR5l3kJt2rIeq8/ri5arjuNZ6JqI9g9DwwDQoG0hfh3q21qi9ZTQCDrjhWqsZ+HDhEeq7ToBWhcx1WG50e1gNsseTKX/jetvZSI6NR6OD0yCXZR3W3zsZcgryuNVtEa61noVor0A02DsJyjJeh0Yd68N6fn/4rzqGh62m4YtnIGocnAHFXPLTti2HylvH4P3+63jQchrCLjxEtV2ToV4hc9/EbHQHlBrsgJdTdsC97UykxMaj5qEZEvnV+GcKRPLyeNJtIR60mo4vnoGo/s8UKMk4v0sv32OVmzeGNbDGgf6NUM5QEyOP3Menr9J/aPZ49wnTzzxBp6qlcdC5EZpZG2P8CXf4hn0Wx8QlpaBmKT2MtauQ63L/vOaFm34hWNmhFnb2rI+wL/GYcPJRrvE/Sr5CHSg274mkO6cQv2sehNC3UO4+EVDTlBovZ1oWSh2GI/nZTcTvmosUn8dQ7vIHRAammUGKSkgJ9kGi25Fcl6vYohfky9ZAwsnNiN+/DCINHSh3Hi3r9PKFtZuIiIiKk0LtJO/atSv+/fdfAMCpU6fQtGlTfPnyBQ0bNkRsbCzs7Oxw9uzZAlt+x8GdcPnAJVw98j+89XmLLdM3ISEuAS17tJIa335gBzy+8Qgn/jqOYN9g7F/1D9688IPjgHaZMYM64siGQ3hw5T4CXwZg7fjV0DPSQ73W9QEAmrpaMLU0xbEtRxH4MgAfAt5jz7LdUFFTgVl5M6nL/Rk9hjjhzP7zOH/4IgJ8ArFy2hokxCWgXU8HqfHdB3XBfbcH2L/1EAJ9g7B9pStev/BBN5dOmTGDu2L3un9w+/Jd+Hm/wcKxy2BgbIDG9o0AAMlJyfgUFil+REfGoLF9A5w/fFHm+bUc3A63D17F3SNu+OAbjH0ztyExLhENujeXGt9ioCM8b3jg8rbT+Oj3DqdXH0KQ5xs0dW4jEXN+wzE8veKOdy+D4DphI3SMdVGjdW0AgLquJowtS+LilhN49zIIoQEfcXz5PiirqUh0tstClaEOeHXgOnwO30SUz3vcmeaK5PgElOtpJzW+8iB7BLs9w/Ot5xDt+x6P/zyKiBcBqDigVZaYNvBYfwpBlx8j0vstbozbCjVjHZjZ2wAASresidSkFNyduRvRbz4g/Okb3Jn+Nywc60DT3Fim+VUd6gDvA9fxKj2/m+n5Vcglv6qD7PHW7Rmebj2HKN/3cP/zKMJfBKBKlvyqDmqDx+tPIfDyY3zyfovr6fmZp+dnlp7f7fT8wp6+wa3pf8PSsQ60ZJzfnkMn0K29Azo7toaVhRnmTP4DKsrKOHH2stT4fw6fQsO6thjYpxuszMvgj6H9UamcFfYfPSOO6dCmBUYM7IP6tWt+c9kqysow0NcTPzTU1WWaW74JqbJ/UKEo7NptM9gBzw9ch+eRm/jk8x5XprsiKS4BVXtI327UGmgP/xvP4P7XOXzyfY+7q44i5EUAambZbtQa1Ab3N5yC35XHCH/5Fhf+z959h0dRdQEc/m1674Xee4fQu/ROVKrSuwoqvRc/VIoCIqCIgF2qiBRBkCK9pBFIICSkAek9pCe73x8Jm2zYIIGNEXPe59kHM3vm7j2ZOGf37p07M7di4WRDrV655w1TWwvsapTn2peHiblzn4TgSM6t3oOhmQkOBb6k05WBkwZzcvcJTu87xQP/+3y16Asy0jLoNqyH1vgB4wfi+ZcHv331Kw8DHrBr3U8E3Qqk79j++TETB7F/816u570/+XzWBuyc7Gjdqy2QW7sTohPUj+T4ZFr3bMOZfad0nl/tqf0I/ukMIbv/IvnuQzzn7SAnLYOqRZz7a03uQ+SZG/h/cYRk/zB81+4j4WYQNcb30ojx++wg4X+4k3T7Pm4zvsTE2YYKfVoCYGRniWXN8vhtOkTS7fukBEXg8+FuDMxMsKqn29pdZVp/Hv54ivDdZ0m5+5A7c7eTk5ZJhZGvaI2vPKUvcWe8CP3iMKn+Dwlcs5fkm0FUmtC7QEw/gjccIOa4G498Q/GZvgUjZ1sc++a+NzG0s8SsZgVCNv3GI9/Q3NnoH/6MvpkJ5vWraH3d5/WDWxCvNamMa+PK1HSwZEmvxpgY6nPw1n2t8T+7B9O+uiPjWtekhr0l73SsS31na3Z7BqtjBjSsxNT2tWlT1UFrG8kZWfx68z6zX2lA66oONChnzQd9m3IjLB7vsHid5mfQqhfZN86Rc/MCqtgwMv/4HlVWJgaNO2mPd+mJMvAm2deOo4oNJ+v8rygjQzBo0V0dk+NzmexLh1AGFzGr38gUgyadyTq9G2XobVSRIWT+vgP9SrXRq1BDp/kVi9RuIYQQQpQhpTpI7uPjQ8OGDQFYtWoVH3/8Mb/99hurV6/mwIEDrF+/nmXLlpXIaxsYGlCzcS1uXPBSb1OpVNy44EXdFtpnsdRtUU8jHsDznIc63rmKM3ZOdhoxqcmp3PXyo65LbkxyfBIPAu7zyuvdMDY1Rk9fj95v9iEhOp6Am7qdqWVgaEDdJnW4fj5/lo1KpcLtgjuNXBpo3aehSwPczntobLt69joNXXKPU4Uq5XFwtsftQn6bKckp+HreLrLNTr3aY2VrxdE9uh0k1zc0oEqjGty+mH85q0ql4s5Fb2q0qKN1nxrN63CnQDyA77kb6niHyk5YO9ly+2L+UhXpyakEeQVQo0XuEhkp8clE3HtI29e6YJR3DDu/0ZOk6ARCbxZ9uX9x6Rnq49C4OmHnC3ygUqkIO++DU4taWvdxcqlF2PlbGtse/OWNk0tuvGUVR8ycbTRispLTiPa6h5NLbQD0jQzIycoGlUodk52eBUC5Vtp/r89Dz1Afx8bVeVgovwfnfXB+Sn4PteTnXCA/c2cbjZjM5DSivO7hnJefnpEByn8gv6ysLHz9/Gnbqpl6m56eHm1bNuPGLe3LM9zwuU27ls00trVv48INn+Iv53D05Bk69huO66hpbPjyG9LS04vdhhDalGbt1jPUx7lxdUIvaJ43Qi/4UL6I80b5FrUIvaB53gg5562Ot67iiIWTDSEXNM8b4V73qJB33kiLf0RcQBgNXu+IgakxCn09mr7ZjZToRCJvFr0Ew/N4/P7Eu9D7E+8LN4p8f1KnRT28L2guH6Px/qSyM7ZOdtwoEJOanIq/113qttC+/FOrnq2xsLXk9N4/XzAjTQpDfWyaVCfqXIFjolIRdf4Wdi1ra93HzqW2ZjwQedZbHW9WxQkTZ1uNmOzkNOI876ljMuOSSfYPo8rQTuib5R7D6mO6kx6dSIK37o6hwlAfyyY1iDtfYMkrlYr4czexLiI/a5c6xBXKL/bMDaxb5tYkk6pOGDvbEncuv82c5DSSPALUbWbFJZPi/5Bywzqjl5dfxTE9yIxOIPkpSxEVV1aOktsRiRqD2XoKBW2qOuAdlqB1H++w+CcGv9tVcyzW4PbtiESylSqNdqrbW1DeypQbuhwk19NHr1w1lCEFB7NVKIN90auo/RyjV7EmOSGaS/Yog26hX7Gm1nitbZSrhkLfgJwCg+iquAiUiTHoVdD+ukIIIYQQQrdKdU1yAwMDkpNzL7UMCgqib1/N2c19+/Zl/vz5JfLaVnZW6BvokxCToLE9ISaBSjW1zwqzcbQlIbpQfHQCtnlLbNg62qrbKNymbYFlOJa9sYRF25ew+/Y+VEoVibEJrBiznJTElBdJ6cn+2lljYKBPXIzmh4e46Hiq1NQ+q8je0Y646ELxMfHY5+Vm52SnbuOJmLznChswoh/XzroRHR6j9fnnZWFrib6BPskxiRrbk6ITKVezotZ9rBxtSHoiPgFrBxv184+3PRFT4BhuePN/vL1tHht9vkelVJEcm8jn4z4iNUl3x9DEzhI9A33SojX7mxaTiHWt8lr3MXW0IS1Gc+3K9OgkzPL6bpr3b+GYtOgkTPMuxw676EubZW/SeFp/fHYcx8DMmFYLh+fu72Tzglnle1p+NkXkZ+ZoQ2qhvqdGJ6nzMntKfmYF8mu37E2aTuvPzbz82uTlZ6bD/OITksjJUWJvZ6ux3d7OlqDQB1r3iYmNfyLewc6WmNjiDQD079mVCuWccXSw425AEBu+3Elw6AM2rlpavCR0SW7+9Z9RmrXbNO+8kVLoPJ4ak4hdTe3nDXNHG1KjNc8JKdFJmOedLx7/+8S5JSYJ8wLLVOx7YzWDt7/Pu7e/RqVUkRqbxIExa8lITH3BrDRZ2hb9/qRiEbXNxtHmifjEmARs8mq3jZOtelvhNh+/dyms+/CeeJ3zJDYitvhJPIVx3jHMKHTuz4hOxLJWBa37mDjZaI03yTtnmzhZq7c9GZN/DC8M+5i2385iUMAOVEoVGTFJXBy5miwdvv8ytLNCz0CfzEJ9yYxOxKy29vyMnGzILPS+IzM6EeO8vhvn/Y1qa9OoQN3yHPohTb6dQ9d736JSqsiKScRzxCqydZhffFomOSoV9maa64DbmxkTHKf9dWJSMrA3N9KMNzcipojlWYpqw1BfDysTQ43tdmZGxBajnb+jMLNEoaePKkXzfKBKTUTPvpz2fcytn4xPSURh/uzL3CjMrVFlZ0FGWqF2korVjs5J7RZCCCFEGVKqM8m7dOnCrl27AGjevDlnz57VeP7MmTNUrKj9A+FjGRkZJCUlaTxy/uXr3U398C0SYhJZOGQ+cwbN4sofV1iycxm2Tto/qL7MHMs70LprS47s/r20u6JTI1dOIik2kU+HLmPV4IV4nbjOO9t1vyZ5aUi4+5C/Zn5Foyl9Geu/kzc8tpB8P5rUqASN2dcvq/i7Dzk78yuaTOnLRP+djCmQn+o/kB/k3qSzQxsX6tSszoDe3fh46RxOnbtE6IOwv99ZiL9RUrU7+19eu7t/OJbUmCR2D1nJT4OWE/CHO647Z2Ouwy/X/i3sy9nTrHNzTu05Wdpd0ammq8aREZPEX4P/x9m+Swk/7kb77+eoB9tfdnVXTyAzJgn3QStw67OY6GNuNP1hnsZAuhBCCCGEEEK7Up1Jvnr1ajp16kRYWBgdO3Zk8eLFXL9+nfr16+Pn58eePXvYunXrU9tYtWoVH3zwgca2Ola1qWf99GUTkuKSyMnOwSZvBvFjNg42xEdrn7WZEB3/xM01bRxtiM+b/fN4PxsHG+Kj8tuwcbAhyDf3Ut4mHZrSsnsr3mw8grRHubNFvlryJc06NafbkO788sX+p/a7OBLiEsnOzsHOQXPw3c7RlrjoOK37xEbHYVdoVpmdgy2xebnFRcWp24iNitOI8fd5crmY/sP7kBSfxPkTl14oF20exSeTk52DpYPmDBsrR2sSC83IeiwpOgGrJ+Jt1LPrHs8gt3K00ZhNbuVow33fYADqtW9Ek24uzGw6jvS8Y7hr6Xbqd2xCuyFd+ePLgy+aGgDpcckos3PUM7wfM3WwJi0qUes+adEJmBa6MZiJoxWpebmk5f1r6mBFWlRCfpuOVsT5hKp/Djx4mcCDlzFxsCI7NQNU0GhyX5JCol48sTzPk19qdAJmhfIzc7RS55VaIL/UQvnFFsgv4OBlAg5extTBiqy8/BpP7kuyDvOztbFCX1+P2DjN80lsXDwOdtq/EHOwt30iPiYuHgf7F/sCrXGD3CUX7j8Mp0ol7TMZS5ysQ/qfUVK1u6dVY3pbN3nqfml55w3zQudxMwdrUqK1nzdSohMwc9Q8b5g7WpGSd754/K+ZgxUpBc4bZg5WRPvmnjeqdGhIje7N2dJ4Kpl55/1TS76laqdGNBzSiWtfHEZXkuOLfn9S+Gq2xxKiE56It3awISGvdifkvSex1vr+5MmlOLoN68Gj+GSun7z2/IkUISPvGBa+WaaxozXpBX7/BaVHJTw1Pj2vZhRuw9jRmsRbIQA4dmxI+Z4tOFx3Mtl5x9BrwTc4dW5MlWGduLtZN8cwKy4JZXbOEzfLNHK0JrOI/DKjEjAq9P7SyNGajLy8MvKOe+E2jByteeQTDIBtp0Y49HThrzoTyMnLz2/BDuy6NKb88C6EbPrthXMDsDU1Ql+hIDZVc/Z2bGoGDubGWvdxMDcmNiVTMz4ls8j4otrIylGSlJ6lMZs8LjUT+2K083dUqcmolDkozDXPGQqzJ2eLq/dJSXwy3twaVYr2c1KRbRgYgrGpxmxyhblVsdrROandQgghhChDSnUmef369bl69SqZmZmsXbuWlJQUfvrpJ1asWEFAQAC7d+9m3LhxT21j4cKFJCYmajxqW/39GoDZWdncuxlAkw5N1dsUCgVNOjTFz+OO1n38PO7QpEMzjW3NOjZXx0eGRhIXFacRY2phSp1mdfFzz40xNs19I69Sas5YVSmVKBSKv+13cWRnZePnfZeWHVuotykUClw6tuCWu6/WfXzcfXEpEA/QqnNLfNxz10gMCw0nJjJWI8bMwowGzetrbbPfsD4c23+SnGzdzxDMycom9FYg9ds3Vm9TKBTUa9+YQI+7WvcJ9LxLvQLxAPU7NlHHx9yPIjEqnnrtG6mfN7EwpXqzWgR6+AFgVOQxVKGnw2OozMoh5mYQ5Ts2zN+oUFChY0OiPLSvXx/lHkCFgvFAxU6NiHLPjU8OjSY1MkEjxtDCFMdmNYly93+ivfSYJLJTM6g+qA05GZlPrHf+IpRZOUTfDKJiofwqdmxI5FPyq6glv8gC+aVEJmjEGFqY4tSsJpFa8kvLy69mXn4PdJifoaEhDerW5qqbl3qbUqnkqrsXTRvV17pP04b1ueLupbHt8nVPmjbUHv+s7vjfA8DBXvuSSP8IZY7uH6JUlFTt7m7V8Kn7QO55I/JmEFU6aJ43qnRoSHgR541wjwDNeKBqx0bq+MTQaB5FJWjEGFmYUr5ZTcLyzhsGprlLRagKLT2gUqqgBGq39vcnTYp8f3LX4w6NO2h+wdC0U7P89yf3I4mPitNo09TClNrN6uCXV9sKemVod84eOFMitVuVlUOCdxBOnTSPoVPHhsS5PXmeBohz98epUyONbU6dG6vjU0OjSI+Mx7FAmwYWptg1r6mO0VfX7sLHUIlCT3dvh1VZOSR7B2LXqcB7DYUC206NSCwiv0T3u9gWys+uS2MS3XLfm6SHRJERGa/Rpr6FKVYtaqnb1M/7Gy28PIZKqQI93f2NGurrUb+cNddC8pfQU6pUXAuJpUkFG637NKlgy7VQzSX3roRE06TCs38BXL+cNQZ6Co3XDY57RHhSGk2L0c7fUuagjAhGr2rB++wo0KtWH+VD7ecY5cN76FfVvC+PXrWG5Dy89+wvGxGMKidbox2FXTn0rB1Qhun2nkXFIrVbCCGEEGVIqc4kB6hZsya7du1CpVIRFRWFUqnEwcEBQ0PDv98ZMDY2xthYcwaJvkL/mfb9bftB3ls3k4Cb/vh73WXgxMGYmJnwZ95Nqt7fMIvYiFh+WPMdAId3HuKjvasZPPlV3E5fp9OgztRsUostCzar2zy84zeGvTuc8OCHRIZG8sacUcRFxXHlxGUA7rjfISXxEe+tn8mejbvJTM+g18jeOFV2xu202zP1uzj2fL2PxRsWcMfbD1/POwyb/Dompibqm2gu2biAmPAYtq7eDsDeHQfYsn8DI6YO5dKfV+gxuBv1mtRhzbx16jb3bv+Fse+O4kHgQ8LuhzN57nhiImM4/8cFjdd26dicilUrcPjnozrP67E/tx9h3Lp3CL55j2CvALpP7I+RmTGX9p0BYNy66SRExnFw7c8AnNp5lDl7PqDHpAHcPONBq4EdqNq4Jj8u/Erd5qmdR+k343WigiOIuR/F4NnDSYiMx+vEdQDuedwlNfER49a9w9HP95OZnkmnET1wqOzEzTMeT3byBdzadozOG6YScyOIaK97NJrUBwNTY+7u+QuAzp9NJTUiHrfVewHw2fEH/fcvptGUvtw/5UWNwe1waFKDi/N3qtv02XGcZu+6khQUSfL9KFzmDCE1MoGQP/Jvxlp/XE+i3PzJSkmnYudGtF4ykuur9pCZpNu1d29uO0bXDVOJvhFElNc9Gk/qg6GpMX55+b3y2VRSIuK5lpffzR1/MHD/YppM6UvoKS9qDm6HY5ManCuQ380dx2nxriuJefm1zMsvuEB+Dcf1JDIvv0qdG9FmyUiulUB+Y4a/yuKP1tGwXm0aNajLj3sPkpaegWv/ngAsXPkpTg72zHxrPACjhg1m/Dvz+HbXL3Ru35pjf/6Fzx1/Vsx/V91mYlIy4RFRRMXkrhP8eH1zB3tbHOztCH0Qxu8nz9KpXStsrK24GxDEms+/omWzRtStVV2n+YmyqyRqt8Ez1m737cfos24qETeDiPC6R4uJfTA0M+bW3tzzRp8NU3kUEc+FNbnnDY+dfzBs72JcJvcl6LQXdQe1w7lJDU4syD9veOw4Ttt3XUkIjiQxNIoOc4bwKCqBgBO5541wd38yElPos34qVzYeJDs9k8YjX8G6siNBp72eqd/FcXj7b8xY9z4B3gH437jLwAmDMDYz4fS+UwC8u/59YiPi+Gnt9wAc+eYwK/d8zKDJrrifvk7HgZ2p2bgWWxdsUbd5ZMchhswYRnhQGJH3Ixk5+03iouK4duKKxms37tCEclXK8efuEzrP6zH/r36n5cZpxN8IJN7zHrUm90XfzISQ3bnH0GXTW6SHx+Hz8R4AAr4+Tudfl1JrWj8i/vSisms7bJvWwHPudnWbAV8fp977r5ISGEFKaDQN5g8lPTKBsOO5763i3P3JTEih5edvcWf9AXLSM6k2qhvmVZyI+NNTp/mFbj1Kg8/fJsnrHkme96gypR/6ZsaE7z4LQINN75AREce9j3KXLbq/7RgtDi6nyrQBxPzpgbNre6ya1uTOnK/Vbd7f9jvVZr5KalA4aaFR1Jw/nMzIeKKP5b43SXTzJyvhEQ02vUPQul/ISc+k4qhumFZxIvakbvMb3bI6S3+/QYNyNjQqb81PbsGkZWUzuFFlAJYc9cLJ0oR3O+dexfSGSzUm7b7C99cD6VTDieN3wvCNSGRZr/wvdhLTMglPSiM6b33xkPjc9c0dzI1xsDDB0tiQVxtXZt3Z21ibGmJuZMjqU7doUsGmWIPtzyL7+gmM+k9CGRGMMjwQg5a9UBgak30z932uUf9JqJITyDqXe/VntvtJjEfOx6BVb3Lu3cCgfhv0ylUj8/i3+Y2amKOwskNhkdtXPbvyKMmdQU5KEmSmke19DsNuI1Clp6DKSMOo5yhyHgagDNPdjVeFEEIIIUTRSn2Q/DGFQoGzs7PGtvv377N8+XJ27txZxF4v5sLh81jZWfPGrFHYOtoS5BvIB6OXqZfecKjgiLLAjJw77ndY9+4njJozmtHzxhAWHMaqyR8RejdEHXPgy18wMTXh7VUzMLcy57abLx+MXkZWRhaQexn1B2OWM2ruGFbu/ggDAwNC74by8aQPCb4dpPMcTx06i42dDZPmjMfO0RZ/n3vMHjWf+LybeTpXcNKYVXXLzYcV0z9iyrwJTJ0/kQdBD1k4cRlBfsHqmJ++2I2pmQnz1s7CwsoC7+s3mT1qAZl5OT42YEQ/vK/fIvTefZ3n9ZjbkUtY2FkxaOZwrBxteHA7mM/HfqS+maddRQeNdaYDPe6y/b2NDJ49Ete5bxAVHM6XU9YSdje/j39s/Q0jUxNGrZqKmZUZAdfv8PnYj8jOyy8lPpnPx37E4LkjmfnzcvQN9An3f8AXU9bw4HYIuhR0+Com9la4zHkdU0drYn1D+GP0WtLzbjBnUdFBY0Z7lLs/Z6Z/gcu8obScP4ykoAj+nLSBeL/8G0V6f3EEAzNjOqyZgJGVGZHX7/LHqLXkFDh+js1q0GL2axiamZBwL4yLC3YS8MtFneYGcC8vv5ZzXsfM0ZoY3xB+H71WfePNwvlFuvtzevoXtJo3lNbzh5EYFMEfhfK78cURDM2M6ZyXX8T1u/xeKD+nZjVoWSC/8wt24l8C+fXt0YX4hEQ2b/+RmLg46tWuydZ1K9XLrYRHRmlcfdC8cQPWrJjPpm3fsfGrb6laqSKfr1pK7RrV1DFnzl9hycfr1T/PXb4agLcmvMk7E0dhaGjIFTdPfth7kLT0dMo5OdKza0emjhuh8/yKRS7Z/k8qjdrtd/gqpnZWdJiVe96I9g3hl9Fr1TfetKqged4Ic/fn93e/oMOcoXScN4yE4Ah+m7yB2Lv5543rXx7B0NSYnqsmYGxlxkO3uxwYnX/eSIt/xC9j1tJx7lCG7l6InoEBsXcfcHDSeqJvh6JrF49cwMrempGz3sAm7/3JyjErCr0/yc/Rz/0OG95dxxtz3uTNuaMJDw5jzZSPCb2b37dftx7A2MyEaaveUb8/WTlmhfr9yWPdh/fkjtttHt57qPO8Hnv42xWM7a1oMG8Ixo42JPqEcHHkajLyjqFZRXuNGdFxbv5cf3sLDeYPpeHC4TwKiuDy+PUk3ck/hnc3H0bfzJjmn07C0MqM2Gt3uThyNcq8/DLjkrn4xmoaLhhOx/2L0TPUJ8nvIZfHrSPRV7fHMOq3yxjZW1Fj3jCMnWxI9gnGa+Qq9Y03TSraa7z3SnS7i89bm6ixYDg1F40gNSgC73GfkHIn/71JyOZD6JsZU+/TKRhYmZF4zQ/PEavU+WXFJeM1chU1F46gxS9LURjqk+L3AO+xn/DIV7fvTXrXq0B8aiZfXrxLTEoGdZ2s+GJIa/WyJ+HJaRpXRzaraMfHA5qz5bwfm877UcXWjA2vtqSWo6U65uy9SJYf81b/PP9w7sD+1Pa1eatD7hKKc7o1QHHmNrN/8yAzR0n7ag4s6qE5A18Xcu5cI8vMEsOOrijMrVFGhZKxdz2k5v59KqzsNe7RonwYQObhrzDs9BqGnV9HFR9JxoFNqGLy/x/Sr9UM4/6T1D8bD34LgKwLB8m6mLsUTtapXaBSYez6DugbkhN0i8yT3+s8v2KR2i2EEEKIMkSh+hffqe7GjRu0aNGCnJziXZo3uMqAEurRv0NMjm5nu/4bNTK0L+0ulKjW2bpbP/PfKLu0O1DCJnj9r7S7UKIMHWrovM30K3t03qZJ2+E6b1O8uOet3euqjCqhHv07XFRoX8/4v2RUhkVpd6FEWf/Lby77otp/9PQb7r7sVLHa7zn0X2E2/xudtym1WwghhBBlSanOJD906NBTnw8MlMsLhRBCiH8Tqd1CCCGEEEIIIf5rSnWQ3NXVFYVCwdMms+v6ZpZCCCFKwb/gku0tW7bwySefEBERQdOmTdm0aROtW7cuMn7fvn0sXbqU4OBgateuzZo1a+jXr5/6+QMHDrB161bc3d2Ji4vD09OTZs2aaW1LpVLRr18/jh8/zq+//oqrq6uOs/vnSO0WQogy4l9Qu4UQQggh/il6pfni5cuX58CBAyiVSq0PDw/d3gRRCCFE2bRnzx5mzZrF8uXL8fDwoGnTpvTu3ZuoqCit8ZcuXWLkyJFMnDgRT09PXF1dcXV15datW+qYlJQUOnbsyJo1a/729T/77LP/zMCx1G4hhBD/lC1btlCtWjVMTExo06YN165de2r8vn37qFevHiYmJjRu3Jjff/9d4/kDBw7Qq1cv7O3tUSgUeHl5PdHGtm3b6Nq1K1ZWVigUChISEnSYkRBCCCH+rUp1kNzFxQV3d/cin/+7mWpCCCFeEkql7h/FsH79eiZPnsz48eNp0KABW7duxczMrMibS27cuJE+ffowd+5c6tevz8qVK2nRogWbN29Wx4wePZply5bRo0ePp762l5cX69atK7EbWf7TpHYLIUQZUcq1u7S+4E5NTaVPnz4sWrSoWP0VQgghxMutVJdbmTt3LikpKUU+X6tWLc6cOfMP9kgIIUSJKOYH42eRkZFBRkaGxjZjY2OMjTVvjJuZmYm7uzsLFy5Ub9PT06NHjx5cvnxZa9uXL19m1qxZGtt69+7NwYMHi9XH1NRU3njjDbZs2UK5cuWKte+/ldRuIYQoI0qgdhdHwS+4AbZu3crRo0fZuXMnCxYseCK+4BfcACtXruTkyZNs3ryZrVu3ArlfcAMEBwcX+brvv/8+AGfPntVdMkIIIYT41yvVmeSdOnWiT58+RT5vbm5Oly5d/sEeCSGEeFmsWrUKa2trjceqVaueiIuJiSEnJwdnZ2eN7c7OzkRERGhtOyIioljxRZk5cybt27dn8ODBxdrv30xqtxBCiJL2+AvugldrPcsX3IWv7urdu3eR8UIIIYQQBZXqTHIhhBBlg0qVo/M2Fy5c+MRs78KzyEvToUOHOH36NJ6enqXdFSGEEKLYSqJ2P+tVYE/7gvvOnTta29bVF9xCCCGEKJtKdSa5EEKIMqIE1jU1NjbGyspK46FtkNzBwQF9fX0iIyM1tkdGRha5BEq5cuWKFa/N6dOnuXfvHjY2NhgYGGBgkPu99Ouvv07Xrl2fuR0hhBCiVJRA7X7Wq8CEEEIIIf5pMkguhBDiP83IyAgXFxdOnTql3qZUKjl16hTt2rXTuk+7du004gFOnjxZZLw2CxYswNvbGy8vL/UDYMOGDXzzzTfFT0QIIYR4yS1cuJDExESNR8F7hjxWWl9wCyGEEKLskuVWhBBClDxV6d78a9asWYwdO5aWLVvSunVrPvvsM1JSUtQ3AxszZgwVK1ZUz2Z777336NKlC+vWraN///7s3r0bNzc3tm3bpm4zLi6O0NBQwsLCAPDz8wNyP6QXfBRWpUoVqlevXtIpCyGEEC+mBGq3tqVVtCn4BberqyuQ/wX39OnTte7z+AvuxzfehOJ/wS2EEEKIsksGyYUQQvznDR8+nOjoaJYtW0ZERATNmjXj+PHj6rVLQ0ND0dPLv7iqffv2/PzzzyxZsoRFixZRu3ZtDh48SKNGjdQxhw4dUg+yA4wYMQKA5cuXs2LFin8mMSGEEOI/qjS+4Ibctc0jIiIICAgA4ObNm1haWlKlShXs7Oz+sfyFEEII8c+SQXIhhBAlT1m6M8kBpk+fXuTss7Nnzz6xbejQoQwdOrTI9saNG8e4ceOK1QeVSlWseCGEEKLUlHLtLq0vuLdu3coHH3ygjuncuTMA33zzTbHrvhBCCCFeHgrVf/AT++AqA0q7CyUqJie1tLtQ4hoZ2pd2F0pU6+y/v8z0ZZZd2h0oYRO8/lfaXShRhg41dN5m2p9bdd6maY9pOm9TlJ51VUaVdhdK1EVFUml3ocSNyrAo7S6UKGtVTml3oUS1/6hiaXehRKli40u7CyXKbL7u73UhtVsIIYQQZYncuFMIIYQQQgghhBBCCCFEmSXLrQghhCh5/4LlVoQQQghRDFK7hRBCCFGGyExyIYQQQgghhBBCCCGEEGWWzCQXQghR8lQyG00IIYR4qUjtFkIIIUQZIoPkQgghSp5csi2EEEK8XKR2CyGEEKIMkeVWhBBCCCGEEEIIIYQQQpRZMpNcCCFEyZPZaEIIIcTLRWq3EEIIIcoQGSQXQghR8mRdUyGEEOLlIrVbCCGEEGWILLcihBBCCCGEEEIIIYQQosySmeRCCCFKnlyyLYQQQrxcpHYLIYQQogyRmeRCCCGEEEIIIYQQQgghyiyZSS6EEKLkybqmQgghxMtFarcQQgghyhAZJBdCCFHy5JJtIYQQ4uUitVsIIYQQZYgstyKEEEIIIYQQQgghhBCizJKZ5EIIIUqeXLIthBBCvFykdgshhBCiDJFBciGEECVPLtkWQgghXi5Su4UQQghRhvwnB8n/iPIu7S6UqOb2NUu7CyUuIDuxtLtQoirqO5Z2F0pU14zM0u5CiUpf8nZpd6FEGW49XtpdEGXQ/Igzpd2FEjWlQofS7kKJUyoUpd2FEmVETml3oURlu/mWdhdKlMmHX5R2F4QQQgghxL/Yf3KQXAghxL+MzEYTQgghXi5Su4UQQghRhsiNO4UQQgghhBBCCCGEEEKUWTKTXAghRMlTqUq7B0IIIYQoDqndQgghhChDZJBcCCFEyZNLtoUQQoiXi9RuIYQQQpQhstyKEEIIIYQQQgghhBBCiDJLZpILIYQoeTIbTQghhHi5SO0WQgghRBkig+RCCCFKnko+aAshhBAvFandQgghhChDZLkVIYQQQgghhBBCCCGEEGWWzCQXQghR8uSSbSGEEOLlIrVbCCGEEGWIzCQXQgghhBBCCCGEEEIIUWbJTHIhhBAlT6Uq7R4IIYQQojikdgshhBCiDJFBciGEECVPLtkWQgghXi5Su4UQQghRhshyK0IIIYQQQgghhBBCCCHKLJlJLoQQouTJbDQhhBDi5SK1WwghhBBliAySCyGEKHkq+aAthBBCvFSkdgshhBCiDJHlVoQQQgghhBBCCCGEEEKUWTKTXAghRIlTKVWl3QUhhBBCFIPUbiGEEEKUJTKTXAghhBBCCCGEEEIIIUSZJTPJhRBClDy5+ZcQQgjxcpHaLYQQQogyRAbJhRBClDy5+ZcQQgjxcpHaLYQQQogyRJZbEUIIIYQQQgghhBBCCFFmyUxyIYQQJU9u/iWEEEK8XKR2CyGEEKIMkZnkQgghhBBCCCGEEEIIIcosmUkuhBCi5MnNv4QQQoiXi9RuIYQQQpQhMkguhBCi5MkHbSGEEOLlIrVbCCGEEGWILLcihBBCCCGEEEIIIYQQosySmeRCCCFKnkpu/iWEEEK8VKR2CyGEEKIMkUFyIYQQJU8u2RZCCCFeLlK7hRBCCFGGlPlB8qlTxzBr1lScnR3x9r7NrFnLcHO7UWT8a6/1Z/ny2VStWomAgGAWL17FH3+c0YhZtmwW48e/gY2NFZcvuzFjxiLu3QvWiOnTpxuLFr1H48b1SU/P4Pz5KwwbNrkkUuT1sa68+dZw7BztCPC9x/qln+PrdafI+G4DujBl7gTKVSrHg6AHbPl4G5dPX9WImTxnPIPe6I+llQXebrdYu3ADD4IeAtC8XVO+2P+Z1rYn9JvG7Rt+OssNYPDYgQybNhQ7Rzvu3Q5k09It+HkV/Rqd+3di/NxxlKvkzIPgh3z98Xaunb6uETNuzhj6jeyLhbUFt677sHHR5zwMCgOgabsmrN/3qda23+4/Hb8bd3WXHNByTE/aT+mPhaM1kbdDObb8O8JuBBYZX79fa16ZPRSbSg7EBkdyavUuAs5o/k13nfU6zUe+gomVOffd7vL74p3EBUeqny/XqBo9FoygQpMaKJVKbh+7zomVP5KVmqHT3ADKj+9N5bcHYeRowyPfEO4t3kmyZ0CR8Q4D21Jt3ghMKjuSFhRB4Ic/En/KU/28fb/WVBjTC4smNTC0s8S9+1xSfII12lAYG1JzxRgcB3dAz9iQuDNeBCzYTlZMos7zM+wyEKNeQ1BY2aJ8EEj6ni9QBhf9N2LQohNGg8agZ++MMuohGb/uJOdW/t+nQbMOGHbuh36V2igsrEj58G2UDwr8PZhZYDxwNAb1XVDYOaJ6lEi212UyDn0H6ak6z0+I0vDWtLHMnvUW5co54u3ty3vvL+W6m1eR8a+/PoAPVsylWtVK+AcEsWjRxxw7flojZsXyOUyckFu7L11y450ZCwkICNKI6de3O0sWv6+u3efOX+H1IRNLIkU6j+5Nz6kDsXK04cHtEPYu30nIjXtFxjfv15aBs4djX8mRqKAIDq7+CZ+znhoxA2YOo8PI7phamRPododdS7YTHRwBQO22DZi5e4XWttcMWkiId9Gv/TxqjutJnbf7Y+JoTaJvKJ6LvyPeq+jaVnFAaxrOH4p5JQceBUVy88NdRJzWrG0N5r5O9TdfwcjKnJjrd/FcsJNHQfm1zaJGOZosfQP71nXQMzQg8XYoPmv2E33JV6e5AZQf34dKGrVtB4+eWtvaUVVd28IJKlTbAKrOG065N3ugb2VG0nU/AuZvIz0oQv28eePqVF8yCstmtVDlKIk5eoXA5d+hTE3XeX7/eG0DMDDEeMgUDFt2AQNDsn3dydi1GVVygs7z2/XLYb75eT8xcfHUrVWDRTPfonGDukXG/3H6PJu//p6HEZFUrVSRmW+Np3P71urnT569yN6DR/H1CyAxKZn932ymXp2a6ucTk5LZsv0HLl3zIDwyGltba7p1aseMyWOwtDDXeX5CCCGEEOJJpb4meWxsLGfOnCEuLg6AmJgY1qxZw//+9z9u375doq89ZMhA1q5dykcffUbbtv25efM2hw//iKOjvdb4tm1d+P77TXz77R7atOnH4cN/sG/f1zRoUEcdM3v2W7z99nhmzFhIp06DSElJ5ciRHzE2NlbHuLr2ZefOz/j++320atWbV155jT17fiuRHLsPeoV3l7/FjvXfMa7PFPx977Hhp7XY2ttojW/csiEfbFnK4V2/M7b3ZM79cYE1O1ZSo241dcyot0cwdMJrrF2wgYkD3yYtNZ3PflqLkbEhADfdfOjf7DWNx28/HeFhSJjOB8i7DuzCtGVT+X7Dj0zr+zb3fANZ8+PH2BSRXwOXBizZsohju48ztc9bXDx+if9tX0G1AvmNeHsYr4535bOFnzN94Lukp6az+sdVGObl5+Pmy5DmwzUeR3/+nbCQcJ0PkDcY0JZeS97kr40H2DZgCRG3Q3nzhwWY2Vtpja/kUpvXN03Hc+9ZtvVfjN8JN4Zvm4VjnUrqmPbTBtB6XG+OLvqGHYOXkZWawZs/LEA/Lz8LJxtG/7SQuOBIdrgu5+cxa3GqU4nB66bpNDcAx8HtqbliLCHr9uHRaz4pPiE02rUYQwft+Vm1rEP9L98nYtdp3HvOI+bYNRp+Mw+zepXVMfpmJiReu0PQhz8W+bo1/zcOu54tuT15PTdeXY5xOTsa7Jyj8/wMXDpjPGQyGUd+JPXj6eQ8CMRsxkcoLK21xuvVqI/JxAVkXfyD1I/eIdvrMqbTlqFXoWp+kLEJOQE+ZPy6U3sbNvYorO1J/+VrUv43jfTv1mHQ0AWTMTN1nl+xKFW6f4hSU5q1e+jQQXz6yXJWfrieVm36cMPbl9+P/lRk7W7XtiU//bCFb77ZRcvWvTl06A9+2b+Dhg3zB7zmznmb6e9M4O3pC2jfcSApqan8fuQnjdr96qv9+PabjXz73V5atOxF566u7Np9sERydBnQjteXjOHoxv2s6j+fh74hzPh+MRZFnPtrtKjDhM/f49Ke06zqN58bJ64zddtcytfJPzf2nDaYruP7smvx13ziuoiMtAxmfL8Yg7xzf6C7HwtaTdZ4XNh1ipjQSJ0PkFca1JYmK97Ed90B/uy9hATfUDrtWoBxEfnZt6xNmy+nE/zzWf7stZiw4260/2YWVnXza1vddwZQa2JvPOZ/w+n+y8hJzaDjrgXo5eUH0OH7OSgM9Dg35CNO9V5Mgk8oHX6YjbGj9nPy83IY3J4aK8YSum4fnr3mkeITTKNdS4qsbZYt61Lvy/eJ2HUKj55ziT12nQaFalul6a5UmNgP/3nb8Oq3CGVqBo12L0WRl5+Rsy2N9y4jPTgCr34LufXGh5jVrUzdz9/RaW5QOrUNwHjoVAyatCHt649IXT8XPRt7TKct1XV6HPvzL9Zu2sZbE95k385N1K1VnamzlhAbn6A13vOmL/NWrObVAb3Z981munVqx7sLV+IfGKyOSUtPp0WThsx8a4LWNqJiYomKiWPO9En8+sOXfLR4FhevurNs1Qad51csUruFEEIIUYaU6iD5tWvXqFmzJt27d6dWrVq4u7vTunVrduzYwffff4+LiwseHh4l9vrvvjuJnTt38f33+7hzx5/p0xeSmprG2LHDtca/884ETpz4iw0bvsLPL4APPliHp+ct3nprnDpm+vSJrF69iSNHTnLr1h0mTpxJ+fJODBrUCwB9fX0+/XQFixZ9xPbtPxIQEMSdO/788suREslx5OShHPr5KEf3HifYP4S1C9aTkZbOgBF9tcYPm/g6V89e46etewgJCGXbJ9/gd8ufIeNfVccMnzSEbzf+wPkTF7l3O5D/vbcKB2cHOvfuCEB2VjZx0fHqR2J8Ep16d+Do3uM6z2/IlNf5fdcx/th7ghD/UD5bsJGM9Az6jOitNf61ia5cP3udvVv3ERpwn28//Q7/WwG4jhtUIOZVfvz8Zy6duEzg7SDWvL8WB2d7OvbuoM4vPjpe/UiKT6J9r/b8sfeEzvNrN6kvHrvPcGPfOWL8H3J00U6y0jJoPqyL1vg24/sQ8Jc3l786SkxAGGfX7Sf8VjCtxvbKj5nYh/ObD3L3pDtRd+5zcNaXWDrZUK+XCwB1ujcnJyuH35d+S2xgOGHegRxdtJMG/VpjW9VZp/lVnDqA8J9OEbn7LKl3H+A/bxvKtEzKjeimNb7C5P7EnfHiwReHSPN/SMjaPTy6GUiF8X3UMVH7zxG6fj/x529qbUPf0oxyI7sRuOI7Ei7e4pF3IH7vb8G6dT0sW9TWaX5GPV4j6+Jxsi+fRBkeSsbPm1BlZWDYXvvfp1E3V3J83Mg6uR9lxH0yD3+PMjQAw675f5/ZV0+R+fvPZN/x1NqGMiyE9G0fknPzKqqYcHL8bpDx23cYNG4DeqX+vaj4Dyjt2j3zvcls3/Ez332/l9u3/Xn7nQWkpqYxftwIrfEzZkzkjz/Osm79Vu7cCWD5ik/w9LzF22+NV8e8O2MSH6/ayOHDJ7h58zbjxr9HhQrODB6c+/+qvr4+G9b9j/kLPmTb1z/g7x/I7dv+7N9/uERy7DZpABd3n+LKvrNEBDxk1+KvyUzLpP2wV7TGvzKhH75/efHntsNE3HvIkfV7uO8TSNex+efGbhP6cXzTAbxPuvHwTijfzdqMtbMtTXu1AiAnK4ek6ET141H8I5r2bMnlfWd1nl+dqX0J+ukMIXvOkXz3IR7zdpKTlkG1kdprW61JfYg8483dL4+S7B+Gz9r9xN8MpuaE/NpWa3If7nx2kPA/3Em8fZ9r736JqbMNFfrk1jYjOwssa5bHb/NhEm/f51FQJLc+2o2BmQnW9Sppfd3nVXHqQCJ++pPI3WdIvfuAgHnbUKZl4FxEbas4uR9xZ7x4qK5tu3l0M4gK4/sWiOlP6Ge/EPfHdVJvh+A3YxPGzrY49MmdrWzX0wVVdg4BC7aTdi+MR173CJi3DYcB7TCpVk6n+ZVGbcPEDMMOvcnYv40cvxsoQwNI/24d+jUbole9nk7z+37PrwwZ2JdX+/eiZvWqLJs7AxNjY349ov193o97f6NDm5ZMeHMINatVYcaUMTSoU5OfC5wfBvXpzlsT3qRdq+Za26hdoxqffbyErh3bUqVSBdq4NOPdKWM5e/Eq2dk5Os1PCCGEEEJoV6ojJosXL2bo0KEkJiayaNEiXF1d6d69O3fv3iUgIIARI0awcuXKEnltQ0NDWrRozOnTF9TbVCoVZ85coE2bFlr3adu2hUY8wJ9/nlPHV69ehfLlnTRikpKSuX7dizZtcj+kNW/eiEqVyqNUKrly5XeCgtz47bfvNGaj64qBoQF1m9Th+nl39TaVSsX1Cx40cmmodZ9GLg004gGunr2ujq9QpTwOzvZcv5Afk5Kcgq/n7SLb7NSrA9a2VhzZc+xFU9JgYGhAnca18Tif/4FKpVLhcd6TBi3qa92ngUsD3M9rfgBz+8uNBi658eWrlMPe2R6P8/kDPCnJqdz2uqOOKax9r3ZY2VpyfO8fL5qSBj1Dfco3rk7QhVv5G1Uqgi7colIRg7mVWtTSjAfunfOmUotaANhUdsTSyZbACz7q5zOS03jodU/dpr6xITlZ2Ro3a8pKzwSgSquiLzUuLoWhAZZNapBwzjt/o0pFwnlvLFtq///ByqWOZjwQf/YGVkXEa2PZpAZ6RgbEF2gnLSCM9AfRxWrnb+kboFelNjm3C/y9qVTk3PZEr4b2vyX9GvWfGCDI9nVHv4j4Z6UwNUeVnlq6a4uqlLp/iFJR+rW7CadOn1dvU6lUnDp9gbZtXbTu07aNi0Y8wImTZ9XxubXbmVOFave1a560zavdLZo3Vtfu69f+4H6IB0cO/aAxG11X9A31qdKoBn4X87/oU6lU3Ll4k+ottJ+jqjevw52Lml8M+p67QfW887p9ZSesnWy5czH/vJeenEawVwA1imizSY+WmNtacnnfGa3PPy+FoT42TaoTdV6ztkWev4W9i/baZt+yFpHnNWtb5Flv7F1ya5t5FUdMnW2JPJ9f27KT04jzvId9y9w2M+MekRQQRpWhndA3NUahr0eN0d1Ij04k3ltzWZ0Xy6+o2nYTq5ba/14stdY2L3UtNKnihJGzrUZMTnIqyZ7+6hg9Y0NUmZq1W5lXu63a6HAQuZRqm37V2igMDMku8LrKyAcoYyNfuEYWlJWVha+fP21bNVNv09PTo23LZty4pf0qmRs+t2nXspnGtvZtXLjh82JX1SQ/SsHC3AwDA/0XaueFSO0WQgghRBlSqoPk7u7uzJo1C0tLS9577z3CwsKYPDl/Xe7p06dz/fr1p7Tw/Bwc7DAwMCAqKkZje2RkDM7Ojlr3cXZ2JCoqulB8tDr+8b9Pa7N69SoALFkyk9WrN/Haa+NJSEjkxIm92Nrq9nJfGztrDAz0iYuJ19geFx2PvaOd1n3sHe2Iiy4UHxOPvaNt7vNOduo2nohx0t7mwBF9uXr2OtHhMVqff17WdlboG+gTX6gv8THx2BXRFztHW+IL/T7ioxOwy/t92Ob9Gx+TUCgmHtu830FhfUf0we0vd2J0nJ+ZrSV6BvqkFFonOyUmCYsiLg23cLTh0RPxiVg42uQ+72Sj3lbQowIxwRd9sHC0pt3U/ugZ6mNiZUb3BSM09tcFQztLFAb6ZEZr9iUzOhGjIl7HyMlGS3xCkfFaX9fJBmVGFjlJmutzP+11n4fCwgqFvj7KpASN7arkBPSstP8tKaxsUWmJVxQR/0z9MLfCqN9Isi7o9kuqYpNLtv8z/hW1O1LzfBsVFU25Imp3uXKORD5Ru2PU8eWcnfK2FYqJiqFcudznqtfIrd3Lls7m41UbGew6lviERE6d3I+trc0L51WQhW1ubUsqVIeSoxOwctT+WlaONiQXOq8nRydi5ZAbb523X1Kh82dSdGKRbbYf/gq+57xIiIgrbgpPZWyXW9vSC/UlIzoJEyfttc3E0YaMQvHp0YmY5J2zH/+rNaZAfueHrcKmUVVcA7bzavC31J7ajwtvrCErUXf3ayi6tiVg+JTalhWdoLEtq0BNMnSyVbeh2WZ+TMKFmxg62VDx7UEoDA0wsDan+pI389p//hpSWGnVNoWVLaqsTEhLeaF2/k58QhI5OUrs7TTbtLezJSYuXus+MbHxT8Q72NkSE6s9/tn6kchX3+5iyCDtV37+Y6R2CyGEEKIMKdVB8szMTExNTYHc2WFmZmY4ODion3dwcCA2NvapbWRkZJCUlKTxUKn+vW/A9PKWO1izZjMHDx7D0/MmkyfPQaVS8frrA0q5d7rnWN6BNl1bcXh3KQ/QlRCH8g607OLCsd26X0qmtET7P+S32V/RblI/Ft35hlluX5BwP4pHUQmoSnMmsig+EzNMp/8PZXgomYeLXqNdiOIoy7V71erP+fXX3/HwvMnESbNQqVQM+Q/WbptydjTo3IxLe3Q7i7y0Nf94HBkxSZx1Xcnpfsty1zb/bo56kP1llur3gLvvbqbStIF0CPqJNt7bSQ+NIjMqXmN2ufj3e5SSwttzl1OzehXenjiqtLsjhBBCCFFmlOogeeXKlQkMzL9z/e7duylfvrz65/DwcI0P3tqsWrUKa2trjUdOTtLfvnZMTBzZ2dk4OWm27+zs8MRsssciI6NxcnIsFO+ojn/879PajIiIAuD2bX/185mZmQQFhVK5coW/7XdxJMQlkp2dg52D5uwWO0dbYqO1zwyLjY7DrtCMaTsHW2LzZmvHRsWp23giJurJNgcM70tifBLnT1x87jyKkhiXRE52zhMzvG0dbInT0hfInQFvW+j3YetoQ1ze7yM+71/bvNl3+TG2T8xYB+gzrDdJ8clcOnH5edMoUmp8MsrsHMwdNGfWmTtY8ajQDLXHHkUnYPFEvDWP8mafPYpKUG8ryKJADMCt3y6xvtU7bGgznU+aTeWvDQcws7ciPjTqxZIqICsuGVV2DkaFZsUbOVqTGZWgdZ/MqAQt8TZFxmt93agE9IwN0bcye+bXfR6qR0mocnLQs7LR2K6wtEGZpH12mSopHoWWeFUR8U9lbIrZjA9RpaeRtvV/oCzdNU1VSqXOH6J0lFTtVimT//a11bXbWbN9JydHIoqo3RER0Tg/Ubsd1PERkVF52wrFODmoa3ZE+OPanX9z5tzaHUKVKhX/tt/F8Sg+t7ZZFapDlo42JBWaSfxYUnQCloXO65aO1urZ6Il5+1kVOn9aOVprbbPd0FdIiU/G+0+350nhqTLicmubSaG+GDtakR6lvbalRyc8cXNNE0dr0vPO2Y//1RqTl59Tx4aU79mcq9M2E3v9Lgk3g/Fc+C056ZlUHdbpxRPLU3RtsyHrKbXNsNCMfsMCNSkrKl7dhmabmnUr+tcLXG0ymavNpnC5/nhCPt2Lob0V6SGRL5KShtKqbaqkeBSGRmBq/kLt/B1bGyv09fWILTRrPDYuHgc77TPWHextn4iPiYvHwb74M9xTUlKZOmsp5mambPx4KYYGBsVuQ5ekdgshhBCiLCnVQfIRI0YQFZU/6Na/f3/17DSAQ4cO0bp166e2sXDhQhITEzUe+vpWf/vaWVlZeHjc5JVXOqi3KRQKunbtwNWr2m84duWKh0Y8QLduHdXxQUGhhIdHacRYWlrQqlUzrl7NXcPbw+Mm6enp1KlTQx1jYGBA1aqVCA19+Lf9Lo7srGz8vO/SsmP+GusKhYKWHVtwy91H6z633H014gFad3ZRx4eFhhMTGasRY2ZhRoPm9bW22X9YH47vP0FOCdx0KDsrm7s3/WnesZl6m0KhoHnHZvh6aF8H0tfdlxYdNW+a5NKpBb7uufHhoRHERsZqxJhZmFG/WT11TEG9h/Xi5P6TJZKfMiuH8JtBVO9QYK13hYLqHRrxwMNf6z4PPAI044EanRrxwCMAgIT70SRHxWvEGFmYUrFZTa1tpsQkkZWaQcOBbcnOyCSw0HrnL0KVlU2ydyA2nRrnb1QosOnYmGS3u1r3SXK/qxkP2HRuQlIR8dokeweizMzGtkA7pjUrYFLJsVjt/K2cbJSh/ujXa5a/TaFAv14zlIHa/z5zAm9jUDAeMKjfgpwi4otkYobZex+jyskm7YsVkJ1VvP1Lglyy/Z9RUrVboWf5t6+dW7u96fZKR/U2hUJBt1c6cuWKu9Z9rlx1p1u3jhrbenTvrI7Prd2RGm1aWlrQunVzruTVbncP77zaXVMdk1u7KxMS8uBv+10cOVk5hN4KpG77RuptCoWCuu0bEeSh/RwV5HmXeu01z431OzYhKO+8Hns/isSoeOoWiDGxMKVas1oEammz3dCuXD1wDmUJ1DZVVg4J3kE4ddSsbU4dGxHrrr22xboFaMYDzp0bEeueW9tSQqNJi4zXiDGwMMWueU1i3XLb1Dc1yn39woN0SiUKPcWLpqX2tNqW5OandZ9kLbXNtnNTdS1MD40iMzJeI0bfwhTL5rW11susmESUqek4Du6AMiOL+L9u6CCzPKVU23JC/FFlZ2m0o3CuhJ69c/Fr5FMYGhrSoG5trrp5qbcplUquunvRtJH2tc+bNqzPFXcvjW2Xr3vStGHx1kp/lJLClJmLMTQ0YNOa5RgbGxW3+7ontVsIIYQQZUipTk9Yvnz5U59fvHgx+vpPv1mNsbExxsbGGtsUimf7sPP559vZvn0dHh43uX7dixkzJmJubsb33+8FYMeODYSFRbB06RoAtmzZycmTe3nvvckcO3aaYcMG4eLShHfeWaBuc/PmHSxY8C4BAcEEB4eyfPkcwsOjOHToBADJyY/4+uufWLJkFg8ehBES8pBZs6YC8MsvR5+p38Wx6+t9LN2wgDved/HxvM2IyUMwMTXhyJ7c5UGWbVxIdHg0X67eDsDeHb/wxf7PGDl1KJf+vEKPwd2o16Quq+etU7e5Z/t+xr07mvuBDwm/H87kuROIiYzh3B+aNzVt2bEFFatW4NDPus/rsf3bfmH+hrncveHPHa87vD7pNUxMTfhjT+5NNOd/NpeYiFh2rN4JwIEdB9mw/1OGTnmdK6eu8crgrtRpUof18zeq2zyw41fefPcNHgQ9JOJ+BOPnjCMmMpYLf2jOhm/eoRkVqpbn910lt9TK5e3HcF03lTDvIMJu3KPNhD4Ymhnjte8vAAavn0ZyRDyn1+4B4Oo3xxm7ZwltJ/fD/7QnjQa2o0LjGhxZsEPd5tUdx+k0w5W4oAgS7kfTdfYQkqMSuHMif4Cp1die3Hf3JzMlnRqdGtNz0UhOrd5DRpLu1m0FePjVEepufIdHN+6R5BlApcn90TMzJmJ37iX+dTdNJyM8juCPfwYg7OujNPn1AypOG0Dcnx44uXbAsmlN/Od+pW7TwMYC44oOGJXLncFlViv3Co3MqASyohPISU4lYtdpanwwlqyER+Qkp1HzowkkXvcjuYgvH55X5p8HMBk3h5wQf5TBfhh2exWFkQlZl3LPBybj5qBMiCXz4De58acPYjb7Ewx7vEbOzWsYtOqKXtXapP+U//eJmQV6dk4obOwB0HOuBOTOslMlxecOkL/7ERiZkL5zLQpTMzDNnTWvSk6Um2aJF1batXvDxq/5ZscG3D28uX7dk3dnTMbc3JRvv8s9D36zcyNhYeEsXrIagE2bdnD61H5mvj+V34/9yfBhg3FxacK0t+ep2/x803YWLXwX/4BAgoPv88GKuYSFRfLbb7m1JDn5EV9t+5Hly+bk1u7Qh8yeNQ2A/b8ceaZ+F8fp7UcYs+4dQm4GEuIVwCsT+2FsZszlfWcBGLvuHRIi4/ht7S4Azuz8nZl7VtB90gBunfGg5cAOVGlck58Wbstvc+fv9J3xGlHB4cTej2Lg7BEkRsZz44Tm+vF12zfCoYozF/ec0nlej9396hitNk4l/kYQcV73qD25DwZmxgTvzq1trT6fRlpEPLc+zj2mAduP0+XAEmpP7UfEKU8qD26HbdMauM/Nr20BXx+n/vuuPAqKICU0mobzh5AWmUDY8dzaFuvuT2ZiCq0+n8bt9b+Sk55J9TdfwbyKE+F/euk0v4dfHabuxukk37hHsmcAFfNqW2RebauzaQaZ4bHq2vbw69/zattA4v50x9G1IxZNa+A/d2t+m18fpfL7r5MWGE56aBRV548gIzKemOPX1DHlJ/Qh6bofypR0bLo0pfrS0QR/9NMT9+B4UaVS29JTybr4B8ZDpqBKSUaVnorJ8LfJueeLMuiOTvMbM/xVFn+0job1atOoQV1+3HuQtPQMXPv3BGDhyk9xcrBn5lvjARg1bDDj35nHt7t+oXP71hz78y987vizYv676jYTk5IJj4giKiZ3Kaqg0Nwv1xzsbXGwt8sdIH9/MWkZGWxcNpeUlFRSUnKPm62N9d+eU4UQQgghxIsr3Wv4/kZsbCzLly9n586dJdL+/v2HcXCwY9myWTg7O3Ljhi+DBo1W33izcuUKKAvMOLpyxZ2xY99lxYo5/O9/8wgICGbo0Mn4+ubP4lm37kvMzU3ZsmUVNjZWXLrkxsCBo8nIyFDHLFz4EdnZ2ezY8RmmpiZcv+5Fnz4jSUjQfpnxizh16Ay2dtZMmjMOe0c7/H3uMXPUfPXNK50rOGnkeNPNh+XTP2TKvAlMmz+J+0EPmT9xKYF+weqYH7/YjamZKQvWzsbCygLv6zeZOWo+mRmas1UHjuiH9/VbhNy7r/O8Hjt7+C+s7a0ZN2cMto623PMNZMHoxeobbzpVdEJVYNaKr7svH01fxYR545gwfzwPg8JYNmkFwQXy2/3FXkzMTJi15n0srCy4ef0WC0ctIqtQfn1H9uHWdR/ul2B+vkeuYG5vSddZQ7BwtCbSN4Sfx6whJSZ3SSHrCvYa+T1w9+fAu1t4Zc5Qus0dRlxwBHumrCf6bv5Mx0tbj2BkZsyAVRMxsTIj1O0uP41ZQ06B/Co0rUmXma9jZGZCzL0wjizcyc1fNb8E0YXo3y5haG9F1XnDMXK04ZFPMLdGfkRW3g3ojCs6aOSX5HaXO29vpNr8kVRf+AZpQeH4jF9L6p38Y2DfuyV1N76j/rn+VzMBCPl0LyGf7gPg3rJvQamkwfY56BkbEH/mBv4Ltus8v2z3c2RYWmM8cDQKK1uUDwJJ3bQEVXICAAo7J/QKrBWrDLxN+o41GA8ai2LwOJRRYaRt/R/KsBB1jEHTdpiOna3+2XTyIgAyjvxI5pEf0a9SC/0aubPXLD78RqM/jxaPRRWru8vui0UG58uMkq7d+/YdwtHBjhXL5lCunCM3bvjQf8Aode2uUqh2X77ixqgx0/nfB/P4cOV8/AOCeH3IRHx88mf1fvLpF5ibm7H1i7XY2Fhx8eJ1+g8cpVG75y9YSU52Nt9+8zmmpiZcu+ZJz97DSqR2ux+5jIWdFQNmDsPK0YYHt4PZPPZj9c05bSs6oCxw7gj0uMvO9z5n0OwRDJo7kujgcL6a8gnhd/PPjSe3/oaxqTFvrJqKmZUZ967fYfPYj8kuVNvaD+/GPbc7RN4L03lejz04dAVje0sazBuCiaM1iT4hXHhjDRl5tc2somZti3Xz5+rbW2g0fyiNFg7jUVAEl8avJ8kvv7b5bTmCvpkxLp9MxNDKjJhrd7nwxhqUefllxj3iwhtraLhgGJ33LULP0IAkvwdcGr+eRN9QneYXo65tI9S1zadQbaPA32iymx9+b2+k6vwRVMurbb6FatuDzQfRNzOm9qdTMbAyJ/HaHXxGfoiqwPGzbF6bqnOGo29uQmrAQwLmfUXU/nM6zQ1Kp7YBZOz7ClQqTKcuBQNDsn3dydi1Wef59e3RhfiERDZv/5GYuDjq1a7J1nUr1cuthEdGoVfgS73mjRuwZsV8Nm37jo1ffUvVShX5fNVSateopo45c/4KSz5er/557vLcL/HemvAm70wcha/fPbx9c89J/YZP1OjPH/u/pWJ5Z53n+UykdgshhBCiDFGo/sV3yrpx4wYtWrQgJ6d4l/uamFQpoR79OzS3r/n3QS85M4VhaXehRHXRd/z7oJdY14zM0u5CiWru+vdrJ7/MLLfq/uqIlA91f/Mx8yVyM9J/o+et3QZGul3b+99mSoUOfx/0kuuW8d+u3c6qjL8Peok1c31U2l0oUSYfflHaXShRhg41/j6omKR2CyGEEKIsKdWZ5IcOHXrq8wVvDCaEEOIlJuuQ/mdI7RZCiDJCarcQQgghypBSHSR3dXVFoVDwtMnsz7pGqRBCiH+xwjfLEy8tqd1CCFFG/Atq95YtW/jkk0+IiIigadOmbNq06ak3h963bx9Lly4lODiY2rVrs2bNGvr166d+/sCBA2zduhV3d3fi4uLw9PSkWbNmGm2kp6cze/Zsdu/eTUZGBr179+aLL77A2bmUlr0RQgghxD9CrzRfvHz58hw4cAClUqn14eHhUZrdE0IIIUQhUruFEEL8E/bs2cOsWbNYvnw5Hh4eNG3alN69exMVFaU1/tKlS4wcOZKJEyfi6emJq6srrq6u3Lp1Sx2TkpJCx44dWbNmTZGvO3PmTA4fPsy+ffv466+/CAsL47XXXtN5fkIIIYT4dynVQXIXFxfc3d2LfP7vZqoJIYR4SShVun+IUiG1WwghyohSrt3r169n8uTJjB8/ngYNGrB161bMzMyKvDH0xo0b6dOnD3PnzqV+/fqsXLmSFi1asHlz/g1eR48ezbJly+jRo4fWNhITE9mxYwfr16+nW7duuLi48M0333Dp0iWuXLlSrP4LIYQQ4uVSqoPkc+fOpX379kU+X6tWLc6cOfMP9kgIIUSJUCl1/xClQmq3EEKUESVQuzMyMkhKStJ4ZGQ8eVPczMxM3N3dNQaz9fT06NGjB5cvX9ba3cuXLz8x+N27d+8i47Vxd3cnKytLo5169epRpUqVYrUjhBBCiJdPqQ6Sd+rUiT59+hT5vLm5OV26dPkHeySEEEKIp5HaLYQQ4nmtWrUKa2trjceqVaueiIuJiSEnJ+eJdcCdnZ2JiIjQ2nZERESx4otqw8jICBsbmxdqRwghhBAvn1K9cacQQogyQpZHEUIIIV4uJVC7Fy5ZyKxZszS2GRsb6/x1hBBCCCGKSwbJhRBCCCGEEEKUOGNj42caFHdwcEBfX5/IyEiN7ZGRkZQrV07rPuXKlStWfFFtZGZmkpCQoDGbvLjtCCGEEOLlU6rLrQghhCgbVEqlzh9CCCGEKDmlWbuNjIxwcXHh1KlT6m1KpZJTp07Rrl07rfu0a9dOIx7g5MmTRcZr4+LigqGhoUY7fn5+hIaGFqsdIYQQQrx8ZCa5EEKIkifLrQghhBAvl1Ku3bNmzWLs2LG0bNmS1q1b89lnn5GSksL48eMBGDNmDBUrVlSvaf7ee+/RpUsX1q1bR//+/dm9ezdubm5s27ZN3WZcXByhoaGEhYUBuQPgkDuDvFy5clhbWzNx4kRmzZqFnZ0dVlZWzJgxg3bt2tG2bdt/+DcghBBCiH+SDJILIYQQQgghhPhXGT58ONHR0SxbtoyIiAiaNWvG8ePH1TfnDA0NRU8v/8Lo9u3b8/PPP7NkyRIWLVpE7dq1OXjwII0aNVLHHDp0SD3IDjBixAgAli9fzooVKwDYsGEDenp6vP7662RkZNC7d2+++OKLfyBjIYQQQpQmhUql+s9N7zMxqVLaXShRze1rlnYXSpyZwrC0u1Ciuug7lnYXSlTXjMzS7kKJau6aXNpdKFGWW4/rvM1Hc1/VeZsWn/yq8zZF6TEwqljaXShRUyp0KO0ulLhuGf/t2u2syijtLpSoZq6PSrsLJcrkw//2IKehQw2dtym1WwghhBBliaxJLoQQQgghhBBCCCGEEKLMkuVWhBBClDyV3GhTCCGEeKlI7RZCCCFEGSKD5EIIIUqe3LhTCCGEeLlI7RZCCCFEGSLLrQghhBBCCCGEEEIIIYQos2QmuRBCiBKnktloQgghxEtFarcQQgghyhIZJBdCCFHy5IO2EEII8XKR2i2EEEKIMkSWWxFCCCGEEEIIIYQQQghRZslMciGEECVPqSztHgghhBCiOKR2CyGEEKIMkZnkQgghhBBCCCGEEEIIIcosGSQXQghR8pQq3T+KacuWLVSrVg0TExPatGnDtWvXnhq/b98+6tWrh4mJCY0bN+b333/XeP7AgQP06tULe3t7FAoFXl5eGs/HxcUxY8YM6tati6mpKVWqVOHdd98lMTGx2H0XQggh/nH/gtothBBCCPFPkUFyIYQQJa+UP2jv2bOHWbNmsXz5cjw8PGjatCm9e/cmKipKa/ylS5cYOXIkEydOxNPTE1dXV1xdXbl165Y6JiUlhY4dO7JmzRqtbYSFhREWFsann37KrVu3+Pbbbzl+/DgTJ04sVt+FEEKIUiGD5EIIIYQoQ555TfJDhw49c6ODBg16rs4IIYQQJWH9+vVMnjyZ8ePHA7B161aOHj3Kzp07WbBgwRPxGzdupE+fPsydOxeAlStXcvLkSTZv3szWrVsBGD16NADBwcFaX7NRo0b88ssv6p9r1qzJRx99xKhRo8jOzsbAoORvCyK1WwghhBBCCCGE+HvP/And1dVV42eFQoFKpdL4+bGcnJwX75kQQoj/jIL14p+WmZmJu7s7CxcuVG/T09OjR48eXL58Wes+ly9fZtasWRrbevfuzcGDB1+oL4mJiVhZWf0jA+QgtVsIIcTzK83aLYQQQgjxT3vm5VaUSqX6ceLECZo1a8axY8dISEggISGB33//nRYtWnD8+PGS7K8QQoiXUQlcsp2RkUFSUpLGIyMj44mXjomJIScnB2dnZ43tzs7OREREaO1uREREseKfRUxMDCtXrmTKlCnP3UZxSe0WQgjx3GS5FSGEEEKUIc81le39999n69atdOzYUb2td+/emJmZMWXKFG7fvq2zDgohhBDarFq1ig8++EBj2/Lly1mxYkXpdOgpkpKS6N+/Pw0aNCi1/kntFkIIIYQQQgghtHuuQfJ79+5hY2PzxHZra+si12YVQghRhpXA7LGFCxc+sSSKsbHxE3EODg7o6+sTGRmpsT0yMpJy5cppbbtcuXLFin+a5ORk+vTpg6WlJb/++iuGhobFbkMXpHYLIYQoFpn5LYQQQogy5JmXWymoVatWzJo1S2MAITIykrlz59K6dWuddU4IIYQoirGxMVZWVhoPbYPkRkZGuLi4cOrUKfU2pVLJqVOnaNeunda227VrpxEPcPLkySLji5KUlESvXr0wMjLi0KFDmJiYFGt/XZLaLYQQQgghhBBCaPdcM8l37tzJq6++SpUqVahcuTIA9+/fp3bt2i98UzNdqG5V/Jl+LxPD5/tu46XS3MC+tLtQompmKv4+6CX2p4lRaXehRBkdMivtLpSotlt136aqlGejzZo1i7Fjx9KyZUtat27NZ599RkpKCuPHjwdgzJgxVKxYkVWrVgHw3nvv0aVLF9atW0f//v3ZvXs3bm5ubNu2Td1mXFwcoaGhhIWFAeDn5wfkzkIvV66ceoA8NTWVH3/8Ub1uOoCjoyP6+vr/5K/gX1+769lWLu0ulKhg5aPS7kKJs1JalXYXSlTD9tGl3YUSZfjW/NLuQonK+nFNaXehRBm+/5XO2yzt2i2EEEII8U96rkHyWrVq4e3tzcmTJ7lz5w4A9evXp0ePHigU/+3BPyGEEM+hlD9oDx8+nOjoaJYtW0ZERATNmjXj+PHj6ptzhoaGoqeX/wVk+/bt+fnnn1myZAmLFi1SDyQ3atRIHXPo0CH1IDvAiBEjgPx10T08PLh69SqQWzcLCgoKolq1aiWVrlZSu4UQQhSLDJILIYQQogxRqFSq/9y7n/pO/+3Lxh0NLUu7CyWutaFTaXehRDXP/GdnkP7T/Iz+c6cVDf0y00q7CyWqbdgBnbeZOLa7ztu0/u7U3weJl0Yj57al3YUSVcXYrrS7UOLez/hvzyRv2T68tLtQosxW/LdnkivP/FbaXShRZiUwk1xqtxBCCCHKkmeeSf75558/c6Pvvvvuc3VGCCHEf5SytDtQNkntFkII8dykdgshhBCiDHnmQfINGzY8U5xCoZAP2kIIITTIuqalQ2q3EEKI5yW1WwghhBBlyTMPkgcFBZVkP4QQQgihY1K7hRBCCCGEEEKIv/dcN+4s6PGS5nLTLyGEEEWS2Wj/KlK7hRBC/C2p3UIIIYQoQ/Sed8fvv/+exo0bY2pqiqmpKU2aNOGHH37QZd+EEEIIoUNSu4UQQgghhBBCiCc910zy9evXs3TpUqZPn06HDh0AuHDhAtOmTSMmJoaZM2fqtJNCCCFecnLzr1IntVsIIUSxSO0WQgghRBnyXIPkmzZt4ssvv2TMmDHqbYMGDaJhw4asWLFCPmgLIYTQIDf/Kn1Su4UQQhSH1G4hhBBClCXPtdxKeHg47du3f2J7+/btCQ8Pf+FOCSGEEEK3pHYLIYQQQgghhBDaPdcgea1atdi7d+8T2/fs2UPt2rVfuFNCCCH+Y5Ql8BDFIrVbCCFEsUjtFkIIIUQZ8lzLrXzwwQcMHz6cc+fOqdc1vXjxIqdOndL6AVwIIUTZJpdslz6p3UIIIYpDarcQQgghypLnmkn++uuvc/XqVRwcHDh48CAHDx7EwcGBa9eu8eqrr+q6j0IIIYR4QVK7hRBCCCGEEEII7Z5rJjmAi4sLP/74oy77IoQQ4r9KLrH+V5DaLYQQ4plJ7RZCCCFEGfLcg+RKpZKAgACioqJQKjXfQXXu3PmFOyaEEEII3ZLaLYQQQgghhBBCPOm5BsmvXLnCG2+8QUhICCqV5lp1CoWCnJwcnXROCCHEf4NKZqOVOqndQgghikNqtxBCCCHKkucaJJ82bRotW7bk6NGjlC9fHoVCoet+CSGE+C+RD9qlTmq3EEKIYpHaLYQQQogy5LkGyf39/dm/fz+1atXSdX+EEEIIUQKkdgshhBBCCCGEENrpPc9Obdq0ISAgQNd9EUII8R+lUur+IYpHarcQQojikNothBBCiLLkmWeSe3t7q/97xowZzJ49m4iICBo3boyhoaFGbJMmTXTXQyGEEEI8F6ndQgghhBBCCCHE33vmQfJmzZqhUCg0bvY1YcIE9X8/fk5u/iWEEOIJMnusVEjtFkII8dykdgshhBCiDHnmQfKgoKCS7IcQQoj/MLnEunRI7RZCCPG8pHYLIYQQoix55kHyqlWrlmQ/hBBCCKFjUruFEEIIIYQQQoi/91w37vzuu+84evSo+ud58+ZhY2ND+/btCQkJ0VnnhBBC/DfIzb9Kn9RuIYQQxSG1WwghhBBlyXMNkn/88ceYmpoCcPnyZTZv3szatWtxcHBg5syZOu2gEEKIl5980C59UruFEEIUh9RuIYQQQpQlz7zcSkH379+nVq1aABw8eJAhQ4YwZcoUOnToQNeuXXXZPyGEEELogNRuIYQQQgghhBBCu+eaSW5hYUFsbCwAJ06coGfPngCYmJiQlpamu94JIYT4b1ApdP8QxSK1WwghRLFI7RZCCCFEGfJcM8l79uzJpEmTaN68OXfv3qVfv34A+Pj4UK1aNV327x/xxoQhTHh7FA5O9tzx8eejRZ9y09O3yPjeA7vz7oKpVKxcnpDA+6xbuZlzpy5pxMyYP4Who1yxtLLA87o3H8xdQ0jQfQBatW/B9we3am17aK+x3PK6rbvkgFfHDmbEW8Owc7Tjnu89Ni7dxG0vvyLjuw7ozMS54ylXqRwPgx6w9eOvuXL6mkbMhDnjGPhGPyysLLjpdov1CzfyIOghAM3aNeXz/eu1tj2l39vcuVH0az+P9qN70nXqQCwdrQm/Hcqvy7/l/o17RcY36deGPrOHYlvJkZigCI6u3sWds14aMb1nDqHNyG6YWpkT5ObHgSU7iQmOUD9fsWE1+i94g8pNa6DMUXLz2DUOffgDmakZOs0NoM64HtR/qz+mjtbE+4bituR7Yr0Ci4yvMqA1TeYNwaKSA8lBkXh+tJuw0zfUz1fu25LaY7pj17gaxnaW/N5zEfE+oRpt6Bkb4rL8DaoOaouesSHhZ725vvBb0mOSdJ5f69E96TC1PxaO1kTeDuXo8u94eKPo/Br2a0232UOxqeRAXFAkJ1bvwv/sDY2YbjNfx2XkK5hYmRPqdpfDS3YSFxypfr58w2r0WjCCCk1roMpR4nvsOsc//LFEjp/zuD5UeMsVQ0cbUn2DCVqynRSvgCLj7Qa0o/K8kRhXciI9KJzQj34g4bSH+nnbvm1wHtMb88Y1MbSzxLvnLFJ9gjXaUBgbUnX5OOwHdUTP2ICEs14EL9xGVkyizvMTL4//Uu0eMf51xr89CgcnO/x8A/h40TpuPaVu9xrYjenzp+TW7aD7bFi5hfOnLmvEvDNvMkNGDc6r2zdZOW8toXl1+7HOPdozbfZE6tSvSUZGJm6XPXlv3PwSyXHAmAG8PvV1bB1tCbodxJfLvuTujbtFxnfs35HRs0fjXMmZsOAwdq7aidsZN42YUbNG0eeNPphbmePr5suWRVsICw4DoHHbxqzZu0Zr2+8NeA9/b3/dJQdUHt+Lam8PxMjJmke+odxe9A1JnkXXbueBbag1fxgmlR1JDYrAf+XPxJzy0oipOW8olUZ1w8DKnITrftyet4PUoPzabVajPHWWv4lNqzroGRmQ7BtKwJq9xF8s+m/neRn3dcXEdQR6NnbkBN8jZftGcvzvFBlv2L4rZiMnoOdUjpzwh6R9v5Usj6saMaYjJ2DcYwAKcwuy79wk5av1KMMfqp/Xr1Ebs9HT0K9dF5RKMi+fI/WbLZCu+y/Bdh+/wHeHTxOTkEydqhVYMOE1Gtcq+kbBJy57sWXPMcKi46hSzpH33xxApxYN1M//edWbfScvcjvwAYmPUtmzdg71qlXUaGP/n5c4dsGD20EPSEnL4Pw3H2Nlbqrz3AAMmnTFoGVPFGbWKGMekHVmN8rI4CLj9Wu3wLDdYBRW9qgSosi8cABl8K3852s2x6BJZ/ScqqAwtSDtp5Wooh8UasQAw85DMajTEvQNyAnxJfPMz5CaXCI5CiGEEEIITc81k3zLli20a9eO6OhofvnlF+zt7QFwd3dn5MiRxWorMzOTvXv3MnPmTEaOHMnIkSOZOXMm+/btIzMz83m6Vyx9B/dg/gfvs+XT7bzeYwx+Pv58vedz7BxstcY3a9WYT79ayS8/H+K17qM5dewvNn33CbXr1VDHTJoxhlGThrNi7mqG951AakoaX+/9HCNjIwC8rnvTqVFfjce+Hw5yP+ShzgfIuw3qyjvLp/Ht+u+Z1GcaAb73+PSnNdjY22iNb9SyAcu2LOHormNM6j2V839c5KMd/6N63WrqmDfeHsHrE15l3YLPmDpwOump6Xz602qMjA0BuOXmg2uzIRqPwz8dJSwkTOcD5E0HtGXQktGc3PgLn/VfRJhvCJO/X4CFvZXW+KotavPm5zO4tucsG/ot5NYJN8Ztm025OpXUMa9MG0jH8X34ZfEOPnddSmZaBpO/X4BBXn5WTrZM/WkxMSERfO66lO1jV+NcpxIjPn1Lp7kBVB3UhhbL3+Tm+l/5vfcS4n1DeeXn+RgXkZ9Dy9p0+OId7u36i997LeH+cXc675yJdd38/AzMjIm65ofnx3uKfF2XFW9SsWdzzk/dxJ+vfYipsy2dd7yv6/RoNKAtfZa8ydmNB9jafwkRvqGM+X4B5kXkV7lFbYZ8Ph2PPWf5st9ibp9wY+S2WTgVOH4dpw2gzfjeHF78Ddtcl5GZlsGYAsfP0smGsT8tJDYkkm2uy/l+7Fqc6lTi1U+n6Tw/+0EdqLp8PA/W7+Vm7zmk+AZT/+dlGNhba423aFmX2l/MImrXKbx7zSbu+DXq7JyPad0q6hh9MxOSr90m9OMfinzdaivGY9uzJf5TP8H3taUYOdtRZ0fJDOQ9K1nXtPT9V2p3n8E9mPfBe3y5bjtDe47Fz8efr3Z/VnTdbtmYtVv/x68/H2Zoj7GcPnaOz79dS60CdXvC9NG8OWkY/5u3hjf6TSItNY2v9nymrtsAPfq/wqrNyzm46wivdxvN6IFT+P3AiRLJsfPAzkxeOpmfP/uZGf1nEHg7kJU/rsS6iHNHfZf6zN80nxN7TjCj3wwu/3GZpV8vpWqd/EHLIW8NYdD4QWxeuJmZg2aSnprOyh9XYph3brztfps3Xd7UeBzfdZzw0HCdD5A7D25H3Q9Gc2/dfq70XEiyTwguuxdi5KD93G/dsg6Nt77Lw5/PcKXHAqKOudHs2zlY1Ms/91ebPogqk/rgO287V/stISc1gxZ7FqKXlx9A8x/nodDXw23Ih1zpuYhknxBa/DgPI0ftv9fnZdThFczGv0Panu9InD2Z7OB7WC77FIW1jdZ4g7oNsZi1lIxTv5M4ezJZV89jseAj9KtUV8eYvDoS4/6vkfLVOpLmT0OVkY7lsk/BMPdvVGFrj+WK9eREPCRp3lsk/28e+pWrYTFjgU5zAzh+yZNPvz/I1CG92b1mNnWrVuCtj74iNlH7YK6XXxALNv7Aq93asGfNHF5p1Yj3P9mJf2i4OiYtI4Pm9Wrw/psDi3zd9Iws2jerx8RXe+g8p4L067TEsPMQsq4cJf3nj1BFP8D41XfB1FJrvF75Ghj1nUS2z0XSf/qQnHteGA98C4V9hfwgQyNywgLIvHCgyNc17DIM/epNyDi6jfT961BY2GA8QPfvTYpDarcQQgghypLnGiS3sbFh8+bN/Pbbb/Tp00e9/YMPPmDx4sXP3E5AQAD169dn7NixeHp6olQqUSqVeHp6MmbMGBo2bEhAQNEzLnVh7LQ32PfjQX7dfYR7d4NYMXc16WnpvDZS+5v0MZNHcOH0FXZu+ZFA/2A+X/MVt73v8MbEYfkxU0awdcNOTh8/x13fABZMX4GTswM9+nYBICsrm5ioWPUjIS6Bbn068+uuwzrPb9jkIRz5+XeO7f2DEP8Q1i34jPS0DPqP6KM1fsjE17h29jq7t+4lJCCUHZ98y91b/rw23lUdM3TSa/yw8UcunLhE4O1APnpvDfbODnTs3RGA7Kxs4qLj1Y/E+CQ69m7P73v/0Hl+XSb15+ru01zf9xeRAQ/5ZfEOstIyaTWsq9b4ThP64vfXDc5uO0LUvTD+WL+Phz5BdBjbWyPmz02/4nPSnfA7oeye9QVWzrY06tUSgPrdm5OTlcOvS78hOjCc+96B/LJ4B036tcG+qrNO86s3pS8BP58hcM85kvzDuDb/G3LSMqg5sov2+Em9CT/jze0vj5IUEIb3J/uJvxlM3fE91TFBv1zk1oaDRJy7pbUNQ0tTao7sivuKn4i86EvczWCuzNqGY6s62LeoqdP82k/qi/vuM3juO0d0wEMOL95JVloGLYZpz6/thD4E/OXNxW1HibkXxun1+wn3CabN2F7qmHYT+nBu00HunHQn8s59Dsz6EktnG+r1cgGgTvfmKLNyOLr0W2IDwwnzDuTQ4p007NcaOx0fv/JTBhL180mi95wmzf8BQfO/QpmWgdPIbtrjJw0g4Ywn4V/+RnrAQx58souUm0GUG99XHRPzy1883LCPpHM3tLahb2mG48juhKz4lqSLt0i5Gci9WZuxbFUPixZ1dJpfcaiUCp0/RPH8V2r3mGkj2f/jbxzcfZTAu8H8b+4a0tPSeXXkAK3xo6YM5+KZK3zzxU8E+gezec02fG/68caEIeqY0VOGs23DN5w5fp67vgEsmv4BTs4OdO/bGQB9fX0WfDiTdf/bzN7vfyUk8D6Bd4P549CpEsnx1UmvcnzXcU7uO8l9//tsXriZjLQMeg3vpTV+8ITBuP/lzi9f/cL9gPv8sO4H7t26x8Bx+e9lXCe6snvTbq6cvELwnWDWzVyHvZM97Xq1A3Jrd3x0vPqRFJ9E255t+XPvnzrPr9q0/jz48TRhu/8i5e5DfOduJyctkwoju2qNrzqlL7FnbhD8xRFS/MO4t2YvSTeDqDyht0ZM4IZfiT7uziPfUG5N34Kxsy1OfXNrt6GdJeY1yxO06RCPfENzZ6N/uAt9MxMs6lfWaX4mg4aRcfIImaePoXwQQurWdZCRjnH3flrjjQcMIcvzGukHd6N8EELarp3kBN7FuN+r+W0OGEr6vh/IunaRnJBAUjZ+jJ6dPUZtct97GbVsDznZpG7bgDLsPjkBd0jduh6j9l3RK1dR6+s+rx+OnOW17u1wfaUNNSuVY8nkoZgYGXHwzFWt8T/9fo72zeoxblA3alRyZvqIftSvUYndx8+rYwZ2bsW0Ib1p07joOjWqfxcmuvagSe1qOs2nMIMWPci+dYEc30uo4sLJPPUTquxMDBq21x7fvDvKYB+y3U+gio8g6/IhlFGhGDTtqo7JuXOV7KtHUd4v4moCIxMMGnYg69w+lA/8UEWFknniW/Qr1EKvXHXt+/wDpHYLIYQQoix5rkFygPPnzzNq1Cjat2/Pw4e5l3r+8MMPXLhw4ZnbeOutt2jcuDGRkZGcPXuWPXv2sGfPHs6ePUtkZCQNGzbknXfeed4u/i1DQwMaNq3H5XPX1dtUKhWXz12nWcvGWvdp2rIxl89pLj1y4ewVdXylqhVwdHbQiHmUnIK3hw9Ni2jzlT6dsbGz5sCuIy+akgYDQwPqNKmD2/n8pRpUKhXuFzxo6NJA6z4NXRrgft5dY9u1s27q+PJVymPvbI/bhfw2U5JTuO15m0ZFtNmxV3usbK04tuf4i6akQd9Qn4qNqnP3Yv5gr0qlwv/iLaq2qK11n6rNa+N/UXNw2O+ctzrerrITVk62GjHpyWmEet1TxxgYGZKTlY1KpVLHZKXnzpys3qqubpID9Az1sWtSnYjzPvkbVSoizvvg4FJL6z4OLrUIP6+ZX9hf3kXGa2PXpDr6RgYar5sUEE7KgxgcXbT/Xp+HvqE+5RtV516h43fv4i0qFXH8KjevRWCh4xdwzpvKLXLzs63siKWTLfcu5vc9IzmNh173qPyU45edd/yq6PD4KQwNMG9Sk8Tz3vkbVSoSz3tj4aL9dSxc6mjGA4l/eRYZr415kxroGRmSeD5/ED094CEZD6KxcCm9QXLx7/Cy124DQwMaNKnLlfOadfvKuetF1timLo006jzApTNX1PH5dTs/pnDdrt+kLuUqOKFUKtn353ec8T7Clz9v0JiNrisGhgbUalwLrwte6m0qlQqvC17Ua1FP6z71WtTD84Knxjb3c+7q+HJVymHnZKfRZmpyKn5eftR3qa+1zbY922Jpa8mJvbqdLa8w1MeySXViz9/M36hSEXfuJjYttZ+jrF1qE3vupsa22DM31PGmVZ0wdrYlrkBMdnIaiR4BWOfFZMUlk+L/kArDOqFvZoxCX49KY3qQEZ1A0o0g3SVoYIB+zTpk3SjwXkqlIsvbHYO6DbXvUrehZjyQ5XUdgzq58XrO5dGzs9eIUaWmkO1/O79NQ0NU2dlQoLapMnOXEDOor/3/jeeRlZ3N7cAHtC0wmK2np0fbxrXxvhuidR/vu8Ea8QDtm9bF2197fKnS00fPqQrK+wWv7FShDL2DXnnt/7/rlatBTqHBb2WIL/pFxGttw6kqCn0Dcgq8rio+EmVSbJGvK4QQQgghdOu5Bsl/+eUXevfujampKR4eHmRk5L4JT0xM5OOPP37mdi5evMiHH36IldWTl9daWVmxcuVKzp8/r2VP3bCxs8HAwIDY6DiN7bHRcTg42Wvdx8HJnhit8Xbq5wFiozRjYqLjcCyizSFvDOLimStEhkc9Vx5FsbazxsBAn/iYeI3tcdHx2Dnaad3HztGOuGjN+PiY/Hh7p9zL2eMLxcTFxGPnpP1S9/4j+nL9rBvR4THPlUdRzG2t0DfQ51GhdZaToxOxcrTRuo+low3JheIfRSdi6WCT97y1uo0nYvLaDLjkg6WjNV2nDEDfUB9TK3P6z89dqsCqiN/B8zC2s0TPQJ/0Qn1Jj0nEtIhLw00cbZ5YNzw9OgkTJ5tnfl1TJ2tyMrLISkrV2J4WnYiJk+4uSTeztUTfQJ+UQscjJTpJfRwKs3C0eeJ4P4pOxCLv+FnkHaNHWo7f4+cCL/lg4WhNhyn90TfUx8TKjJ7zRwC5S7HoioGdJQoDfbKiEzS2Z8UkYFTE36ehow1ZMYXioxMxLEa/DJ1sUWZkkVPo+GVFJ2Ckw7/P4pJLtkvff6F22xZZt+OfWrcLx8cUiHdwzKvbT3kvULlq7rIJb8+ZxFcbvuWdUbNJSkzimwNfYGWjfYmQ52Vll1vbCtfuhJiEImu3raMtCYXONQnRCdg62qqfB7S2+fi5wnoN74XHXx7ERsQ+TxpFMrKzQs9An8xC5+mM6ESMizjXGTvZPBGfGZ2IUV5NenxOzdASU7BNt6EfYdmoGt3ufUP30B+oOq0fHiNWk52Y8mJJFaCwtEahb4AqUfN3rUyIR89G+/HTs7FDlaAl3tZO/TyAMjHuiRhF3nPZNz3Qs7HDxHUEGBigMLfAbPSU3P1ttf+/8Tzik1LIUSqxt9FcesTexpKYBO33LYlJSMbeulC8ddHxpUlhaoFCTx9VoXXAValJKMy1vzdRmFuhSk16Mt7s2d8zKcytUGVnQYbm+vFPe91/gtRuIYQQQpQlzzVI/uGHH7J161a+/vprDA3z13rs0KEDHh4eT9lTk42NDcHBwUU+HxwcjI2NzVPbyMjIICkpSeOhfInegTmXd6LDK23Z//Oh0u5KiXAs70Crri05uvtYaXdFZyL9H7B79pd0ntyfj29/x/LrXxJ3P4qk6ARUypfnb6+sivZ/yIHZX9F+cj+W3P6Gede/IP5+FMly/EqUSqXQ+UMUj9Tu56fQy327tG3jt/x59Ay+3n4see9DVCoVvQdqXz7pZWZfzp4WXVpwYk/JrLleWuqvnkBmTBLXB63gap/FRB9zo/kPczHS4RekpSXnfjApn6/CZNAwbHf/gc03v5ITFY4yPlZGJsVzk9othBBCiLLE4Hl28vPzo3Pnzk9st7a2JiEh4ZnbmTRpEmPGjGHp0qV0794dZ+fc9YAjIyM5deoUH374ITNmzHhqG6tWreKDDz7Q2GZvVgFH879ffzEhLoHs7GzsC83Msne0IyZK+8ypmKhYHLTGx6mfB7B3siO6QBsOjnbcvnX3ifZeGzmAhLhEzhw/97f9La7EuESys3OwLXQzMztHW+IKzZh7LC46DrtCs8psHfLjY6NyZzrZOtpqzJa3c7AlwOfeE+31Hd6HpPgkLpy49EK5aJMSn0ROdg4WDpozbCwdrUkqNKPuseToBCwLxVs4WpOcN3v38QxyS0drkgu0YeFoTZhvsPpnz0OX8Dx0CQsHazJT00EFnSf1JzZUd1cDZMQlo8zOwaTQrGoTB2vSCs2Weyw9OgGTQjc+M3G0Ij0qQWu8NmlRiegbG2JoZaYxm9zU0Zr0KO2v+zxS45PJyc7BvNDxMHe0emIm/2OPohOeON4WjtY8yjt+j/KOmYWjtfq/H/8c7pt/WffNQ5e4eegS5g5WZKVmoFJB+0n9iNfh8cuOS0aVnYNhoVnjhg42ZBbx95kVnYChQ6F4R2uyinH8sqLi0TM2RN/KTGM2uaGjDZlR8U/ZU/zX/dtrt6NZRZwsKhWxR674Iuu27VPrduF4hwLxMdF5dbtQ7bd3tMPPJ/eGldGRuVdC3fMLVj+flZnFg9Awylcq99Q+F1dSXG5tK1y7bRxsiqzd8dHx2BQ619g42qiv+nr8r62DLfEFzgM2DjYE+gY+0V6vYb1Ijk/myskrL5KKVplxSSizc564WaaxozUZRZzrMqISnog3crQmM68mPT6nGjtak1mgDSNHa5J9cs/9dp0a4dizBafrTCTnUe5s3dsLdmLXpTEVhncmeJNuJiuokhNR5WSjsNY8fno2tigTtB8/ZUIcChst8fFx6ucB9KztyImP04jJCcpf/z/z/J9knv8ThbUtqox0UKkwGTiMnMhwdMXWyhx9PT1iEzRnWscmJONQxFUVDjaWT9zUMzax6PjSpEp7hEqZg8JMc+a7wswKVYr29yaqlCQUZlZPxqc++3smVUoSCgNDMDbVmE3+tNcVQgghhBC69VwzycuVK6f1plwXLlygRo1nXzfvf//7H/Pnz+eTTz6hWbNmVKhQgQoVKtCsWTM++eQT5s+fz4oVK57axsKFC0lMTNR42JuVf6bXz8rKxufGHdp2aqXeplAoaNupJV5uN7Xuc8PtpkY8QPsubdTxD0LCiI6M0YgxtzCnSYuG3NDS5qsjB/Lbvt/Jzs55pj4XR3ZWNne97+LSsbl6m0KhoEXH5vi4+2rdx8fdlxYdW2hsa9XZRR0fHhpObGQsLgVizCzMqN+8Pre0tNlvWG/+2H+SnBLILycrh4e3gqjdvpF6m0KhoFb7hoR4+GvdJ8TTn9rtNdcErdOxsTo+7n4USVHxGm0aW5hSpVlNrW0+ikkkMzWDpgPakZ2Ryd0L2v9unocyK4c47yDKdSzQX4WCch0bEuOu/aZ4Me4BlOukmV/5zo2KjNcmzjuInMxsjde1rFke80oORLtr/70+j5ysHMJvBVGjwPFQKBTUaN+IB0Ucv/ueARrxADU7NuK+R25+8fejSY6K14gxtjClYrOa3NfSZkpMEpmpGTQa0JbsjEzuXdB+M9PnocrKJsX7HtYdm+RvVCiw6tiER+5+Wvd55H4X606aa8dad25aZLw2Kd6BKDOzNF7XpGYFjCs58sj9yS/q/ilyyXbp+7fXbgfzCn/72tlZ2fh6+9GmUN1u06mV1hoLcMP91hN1u12X1up47XXbTKNu+964Q0Z6BtVrVVHHGBjoU7FyecIe6G4AEnJzDLgZQNMOTdXbFAoFzTo0446H9pv+3fG4Q7MOzTS2Ne/YXB0fERpBXFScRpumFqbUbVaX2+63KazHsB6c+uVUidRuVVYOyd5B2HfKr7MoFNh1akSCm/ZzVKK7v2Y8YN+liTo+LSSKjMh47ArE6FuYYt2iFol5MfqmRrlPFL5iSKlSXymgE9nZ5Ny7i2ETl/xtCgWGjVuQ7eejfRc/H814wKBpS7Lv5sYrI8NRxsVi2KTA+zNTMwxq19fapioxHtLTMOrYDbIyyfZye/G88hgaGFC/RiWuFpj4oVQquXrLnyZ1qmrdp0mdaly9qXlsr3jfpUlt7fGlSpmDMioUvcoF1+pXoFe5HsrwJ79QAlBGBKJfWfN+AXpV6pNTRLzWNqJCUOVka7SjsHVGz8q+yNf9J0jtFkIIIURZ8lwzySdPnsx7773Hzp07USgUhIWFcfnyZebMmcPSpUuL1db8+fOZP38+QUFBREREALkf5KtXf7Y7uRsbG2NsbKyxTU/x7B92vtv6M6s2LefWjdvc9PBhzNQRmJqZ8uvu3Jtort68gsjwKDZ89AUA33+9m+8PfsW4t97gr5MX6fdqLxo2rc/y2fnruX6/bTfTZk4gJPA+D0LDeHfBNKIiY/jz2F8ar922UysqV63I/h9/e+b+Ftfer/ezcMN8/LzvctvzDkMnv46pqQm/7/kDgEUb5xMTHsO21TsA2L/jAJ/v38DwqUO5/OcVug9+hbpN6vDJvPXqNvdtP8CYd9/kQeADwu9HMHHueGIjY7jwh+aN31p0bE6FqhU48vPvJZbfX9uPMmLdWzy4GUioVwCdJvbFyMyY6/tyf9cj1r1FYmQ8x9buBuD8zmO8vWcZXSb1x/eMJ80HtqNS4xrsX/i1us3zO4/RfYYr0cERxN2Pos/soSRFxnPrRP6HzA5jehHsfpeM1HTqdGzMgEVv8vuaXaQXWgf6Rd3Zdox2n00l9kYQsZ73qDe5D/pmxgTuzs2v3cappEXE47Vqb2789j/o+cti6k3tS9gpL6oOboddkxpcnbtT3aaRjTnmFe0xdc6dtWZVM/dLpbSoRNKjE8lKTuPerrO4rHiTzIRHZCWn0fKjMUS73SXW48mrBV7Epe3HeHXdVMJuBvHA6x7tJvbByMwYj7zj99q6aSRFxvPn2j0AXNl5nAl7ltB+Uj/unvGk8cB2VGhcg0MLd6jbvLzzOF1muBIbHEH8/Wi6zx5CcmQCd07k3/Cs9Zie3Hf3JzM1nZodG9Nr0UhOrtmj8+MXvu0wNT+bwaMbATzy9Kf85IHomxkTvfs0ADU3vktmRCz3V/2UG7/9CA1+WUn5qYOIP+WOw+COmDepSeDcreo29W0sMK7ogJFz7sxY05q5V81kRSWQFZ1ATnIq0btOUXXFeLITHpGTnEq1jyaR7HaHRx6lN0guSt9/pXZ/v3UXH32+FB+v29zy9GXUlOGYmplwcPdRAD7etIyoiGg+++hLAH7ctodvDn7J2GlvcO7Pi/R17UnDpvVZMWe1us0ftu1hysxxhATd52FoGNPnTyEqMoZTx3Kv8kp5lMre73/l7bmTiXgYSdiDCMa/MwqAE4dOP1O/i+PX7b8ya90s/G/6c9frLoMnDsbYzJiTe08CMHvDbGIjYvl2zbcA/LbzN9bsXcOrk1/l+unrdBnUhdpNarNpwSZ1mwd3HGTEuyMICw4jMjSS0XNGExsVy+UTlzVeu2mHppSvUp4/dv+h87weC956lEafv0WSVyCJngFUmdIPfTNjwvJqW6NNb5MeEUfAR7m1O2TbMVodXEbVaf2J/tOT8q7tsWpaA98529Rthmw7Ro2Zr5IaFEFaaBS15g8jIzKeqGO5tTvBzZ+shEc02vQ299b9gjI9i0qjumFaxYnok8++3NCzSD+0F/N3F5J97w7Z/ncwGTAETEzJOJW79Jz5u4tQxkWT9mPue4+MI/ux/PBzTAYNI9P9CsYdu2FQsy6pX36a3+aRfZgMHUNO+AOUkRGYvjEBZVwsmVfz33sZ932VbL9bqNLTMGzaErOxb5H6wzZUqY90mt/oAV1ZuuVnGtaoTKNaVfnx979Iy8jEtWsbABZv/gknO2vee2MAAG/268zEFZv57vAZOrdowPGLnvjcu8/SKcPUbSY+SiE8JoHouNxZ08FhuVd2OdhYqmecxyQkEZOQzP2I3Cs7AkLDMDM1obyDDdYW5jrLL9vjT4x6jUMZGYwyIhiDFt1RGBqR7Zt7VaRRr3GoUhLIungwN97zFMZD5mDQogc5QTcxqNsKPeeqZJ76Mb9RYzMUVnYozG0A0LMth5LcGeSkJkFmOtk+FzHsPBRVegqqzHSMuo4gJ+weyggd3lhWCCGEEEIU6bkGyRcsWIBSqaR79+6kpqbSuXNnjI2NmTNnzt9eYl2U6tWrP/Hh+v79+yxfvpydO3cWsdeLO/bbn9ja2/LuvCk4ONlz+9Zdpox4T30Dr/IVnVEWmHXkdf0mc6ct5b2F05i56G1CAu8zY+xc/O/kz/LYvul7TM1M+GDdIqysLPC4doMpw98jMyNT47Vff2MQHtduEBQQQkk5fegsNnbWTJgzDjvH3CVR5oxaoL55l3MFJ1RKlTr+lpsv/5v+EZPmTWDy/Ak8CHrI4onLCCpwifnPX+zGxMyEOWtnYWFlwc3rN5kzaiGZGVkar91/RF9uXr9F6L37JZbfjSNXsLCzovfMIVg62hB2O4TtY1erb+5oW9EBlSo/vxAPf356bzN9Zg+j79zhxARH8O2UdUTcfaCOObP1MEamxgxZNQlTKzOCrvvx9djVZBfIr3LTmvSaOQRjMxOiAsPYv2g7Hr9qfkmgCyGHrmJsb0XTua9j4mhNvE8IZ95cq745p3lFB43jF+Pmz8V3vqDp/KE0WzCM5KAIzk3YQKJffn6VerWg3WdT1T933Jr7/6z3ugPcXHcAAPcVP4FKRaev30Pf2ICwsze5vvBbned368gVzOws6TZzCBaO1kTcDuGHsWtIycvPuqK9xvG77+HP/ve20H32UHrMHUZscAS7pqwnqsDxu7D1CEamxgxaNRETKzNCr9/lh7FrNI5fpaY16TbzdYzMTIgJDOPwop3cKIHjF3voIgb2VlSeOxJDRxtSfYK48+ZKsvL+Po0rOmjManzk5kfAOxuoPP8NKi94k/SgcO5OWEOaX6g6xq5XK2p+ln+erb11NgAP1u3hwbrcLxOCV3xDVZWKOl/PRWFsSOJZL4IW5g8mlQaVUtYhLW3/ldp9/Lc/sbW3Yfq8yTg42XPHx59pI2cWqNvlUBY4L3q53WT+W8uYsWAq7y2aRkjQfd4dN4+AAnV75+YfMDUzYcWnC7C0ssDjmjfTRryvUbfXfbCJnOwcVm1ZgbGJMTc9fJjw+jskFVpGQhfOHT6HlZ0Vo2eNxtbRlkDfQJaNXkZC3tJSjhUcNd6b3Ha/zdp31zJmzhjGzRvHw+CHrJy8kpC7+e8v9n+5HxNTE2asmoGFlQU+bj4sG72MrEK1u/fw3vi6+fLg3gNKSuRvlzGyt6LmvKEYO9mQ7BOCx8jV6ptzmhSqbYlud7n51iZqLRhO7UUjSA2KwGvcpzy6k9/H4M2H0DczpsGnkzGwMiPhmh8eI1ajzMsvKy4Zj5GrqbVwOC1/WYqeoT6P/B7gNfZTHvmGokuZF8+gsLLBdMQE9GztyAkKIPl/c9U389RzdNKYUpvt58OjDSsxe2MipqMmkxP+gEerF5MTmj84mv7rLhQmppi/NQeFuQXZt2+SvHIuZOX/jRrUro/pyPEoTEzJeRBKypfryPxL9+vK92nfnPikR3yx9zgxCUnUrVaRLxZNVd/MMyImHj1F/jm/Wd3qrHp3NJt3/86mXUepUt6Rz+ZOoHaV/Cs/z7r5sOyLXeqf53/2PQDThvTmrWF9ANh34hJb9+d/eTN++WYA/vf2SAZ3ba2z/HLuupFlaoFhu0EozKxQxjwg4+DnkHczT4WVHZD/96kMDyTz+HYM2w3GsL0rqoQoMg5/iSo2TB2jX7Mpxr3GqX827jcZgKwrh8m6kjsxJ+uvvaBSYTxgGugbkBPiS+bpn3WW1/OQ2i2EEEKIskShKjgC9QxycnK4ePEiTZo0wczMjICAAB49ekSDBg2wsLDQaedu3LhBixYtyMkp3uW+9Z1090b538jR0PLvg15yrQ2dSrsLJap5pn5pd6FE+RkV67Ty0umXmfb3QS+xtmEHdN5maMvuOm+zitspnbf5X/Uy1O5Gzm112o9/myrGdn8f9JJ7P+Pft8a0LrVsr9uldf5tzFbML+0ulCjlmZK7cvPfwOz9r3TeptRuIYQQQpQlxZ5Jrq+vT69evbh9+zY2NjY0aNDguV/80KGn3yQpMLD01uATQggh/iukdgshhBBCCCGEEEV7ruVWGjVqRGBg4DOvPVoUV1dXFAoFT5vMrlDIZX5CCPGyk0u2S5/UbiGEEMXxb6jdW7Zs4ZNPPiEiIoKmTZuyadMmWrcu+qrhffv2sXTpUoKDg6lduzZr1qyhX79+6udVKhXLly/n66+/JiEhgQ4dOvDll19Su3ZtdYyHhwfz58/n+vXr6Ovr8/rrr7N+/XqdX3klhBBCiH+XZ7/DZQEffvghc+bM4ciRI4SHh5OUlKTxeFbly5fnwIEDKJVKrQ8PD93eSEkIIUTpUCkVOn+I4pHaLYQQojhKu3bv2bOHWbNmsXz5cjw8PGjatCm9e/cmKipKa/ylS5cYOXIkEydOxNPTE1dXV1xdXbl165Y6Zu3atXz++eds3bqVq1evYm5uTu/evUlPTwcgLCyMHj16UKtWLa5evcrx48fx8fFh3Lhxz/17FEIIIcTL4bkGyfv168eNGzcYNGgQlSpVwtbWFltbW2xsbLC1tX3mdlxcXHB3dy/y+b+bqSaEEEKIZyO1WwghxMtk/fr1TJ48mfHjx9OgQQO2bt2KmZnZ/9m777AmrzYM4HfC3nu4RcU9AfeeuMW9RdyzWvfWqp971q11tirOOitq3VsBF0NlI7K3bEjy/QEGgqEVTIrK/euVi/rmycl5cuL7hOPJeQu8MPTWrVvRuXNnzJ49GzVq1MCKFStgY2OD7duzL/IqkUiwZcsWLFq0CL169ULdunVx5MgRhIaG4ty5cwCAS5cuQU1NDTt27EC1atXQsGFD7N69G2fOnIGvr+9/lToREREVgyJtt3Lr1i2FPPns2bORnJxc4P1VqlRR2HMREVHx4Zxp8WPtJiKiwlBG7U5PT0d6errMMQ0NDWhoaMgcy8jIgJubG+bPny89JhQK0aFDBzx69Ehu248ePcKMGTNkjtnb20snwAMCAhAeHo4OHTpI7zcwMEDjxo3x6NEjDBo0COnp6VBXV4dQmLuWTEtLCwBw//59VKlSpfBJExER0XehSJPkrVu3VsiTt2zZ8h/v19HRUdhzERERlWSs3UREVNxWr16NX375RebY0qVLsWzZMplj0dHREIlEsLCwkDluYWGBN2/eyG07PDxcbnx4eLj0/k/HCopp164dZsyYgfXr12PatGlITk7GvHnzAABhYWGFyJSIiIi+N0WaJAeA+Ph4PH36FJGRkRCLxTL3jRgx4qs7RkREPw7uIf5tYO0mIqIvpYzaPX/+/M9We+dfRV6catWqhcOHD2PGjBmYP38+VFRU8NNPP8HCwkJmdTkRERH9eIo0SX7x4kUMHToUSUlJ0NfXh0CQ+wFKIBDwF20iIpIhkXCSvLixdhMRUWEoo3bL21pFHlNTU6ioqCAiIkLmeEREBCwtLeU+xtLS8h/jP/2MiIhAqVKlZGLq168v/fOQIUMwZMgQREREQEdHBwKBAJs2bUKlSpW+KEciIiL6PhXpn8NnzpyJUaNGISkpCfHx8YiLi5PeYmNjFd1HIiIi+kqs3URE9L1QV1eHra0tbty4IT0mFotx48YNNG3aVO5jmjZtKhMPANevX5fGW1lZwdLSUiYmMTERT548kdumhYUFdHV1ceLECWhqaqJjx46KSI2IiIi+UUVaSf7hwwf89NNP0NbWVnR/iIjoByQR/3sMKRdrNxERFUZx1+4ZM2bA0dERdnZ2aNSoEbZs2YLk5GQ4OTkByN4mrEyZMli9ejUAYNq0aWjdujU2btyIbt26wdnZGa6urti7dy+A7G9NTZ8+HStXroS1tTWsrKywePFilC5dGg4ODtLn3b59O5o1awZdXV1cv34ds2fPxpo1a2BoaPhfvwRERET0HyrSJLm9vT1cXV35lTMiIvoiYm63UuxYu4mIqDCKu3YPHDgQUVFRWLJkCcLDw1G/fn24uLhIL7wZHBwss094s2bNcOzYMSxatAgLFiyAtbU1zp07h9q1a0tj5syZg+TkZIwbNw7x8fFo0aIFXFxcoKmpKY15+vQpli5diqSkJFSvXh179uzB8OHD/7vEiYiIqFgIJBKJ5EsCL1y4IP3/qKgoLF++HE5OTqhTpw7U1NRkYnv27KnYXhZSDfNGxfr8ymamplfcXVC6Rmrmxd0FpWqQoVLcXVCqt+pfdFr5bnXNSC3uLihVk9CzCm/zXY3OCm+zqreLwtv80XxPtbu2RZNifX5lK69hXNxdULrp6frF3QWlsmsWVtxdUCrtZXOLuwtKJb51vri7oFTa0/covE3WbiIiIipJvngled6voH2yfPnyz44JBAKIRKKv6hQREf1YeOHO4sHaTURERcXaTURERCXJF0+Si8XcUJaIiOh7wtpNRERERERE9O+E/x6Sq127doiPj1dSV4iI6EclEQsUfqMvw9pNRERFwdpNREREJUmhLtx5+/ZtZGRkKKsvRET0g/qyq1+QMrB2ExFRUbB2ExERUUlSqJXkREREREREREREREQ/kkKtJAcALy8vhIeH/2NM3bp1i9whIiL68fAr1sWLtZuIiAqLtZuIiIhKkkJPkrdv3x4SOd+9EwgEkEgkEAgEEIlECukcERERfT3WbiIiIiIiIqKCFXqS/MmTJzAzM1NGX4iI6AcllnA1WnFi7SYiosJi7SYiIqKSpNCT5OXLl4e5ubky+kJERD8oCX/RLlas3UREVFis3URERFSS8MKdRERERERERERERFRiFWoleevWraGurq6svhAR0Q9KznbY9B9h7SYioqJg7SYiIqKSpFCT5Ldu3VJWP4iI6AfGfU2LD2s3EREVBWs3ERERlSSF3pMcAIyMjCAQfP6hSSAQQFNTE1WqVMHIkSPh5OT01R0kIiKir8faTURERERERCRfkSbJlyxZgv/973/o0qULGjVqBAB4+vQpXFxcMHnyZAQEBGDixInIysrC2LFjFdphIiL6/vDiX8WPtZuIiAqDtZuIiIhKkiJNkt+/fx8rV67EhAkTZI7v2bMH165dw5kzZ1C3bl38+uuv/EWbiIjoG8DaTURERERERCSfsCgPunr1Kjp06PDZ8fbt2+Pq1asAgK5du8Lf3//rekdERD8EiUTxNyoc1m4iIioM1m4iIiIqSYo0SW5sbIyLFy9+dvzixYswNjYGACQnJ0NPT+/rekdERD8EsUSg8BsVDms3EREVBms3ERERlSRF2m5l8eLFmDhxIm7duiXd1/TZs2f466+/sHv3bgDA9evX0bp1a8X1lIiIiIqMtZuIiIiIiIhIPoFEUrQvvj148ADbt2/H27dvAQDVqlXD1KlT0axZM4V2sChU1csUdxeUqr1F3eLugtKJIC7uLiiVjYpxcXdBqWpkqhR3F5TKVCQq7i4oVY/w4wpv81mZ3gpvs+GHPxXe5o/uW67dloY1irsLSlVay6S4u6B0l6zUirsLSqWi8WN/NtFtX664u6BUSX+HFHcXlMri9m2Ft8naTURERCVJkVaSA0Dz5s3RvHlzRfaFiIh+UPyK9beBtZuIiL4UazcRERGVJEWeJBeLxfD19UVkZCTEYtmVNa1atfrqjhEREZFisXYTERERERERfa5Ik+SPHz/GkCFDEBQUhPy7tQgEAoh+8K0IiIiocIq0rxcpFGs3EREVBms3ERERlSRFmiSfMGEC7OzscPnyZZQqVQoCAb+KR0RE9C1j7SYiIiIiIiKSr0iT5D4+Pjh9+jSqVKmi6P4QEdEPiPuaFj/WbiIiKgzWbiIiIipJhEV5UOPGjeHr66vovhAR0Q9KIhEo/EaFw9pNRESFwdpNREREJUmRVpJPnToVM2fORHh4OOrUqQM1NTWZ++vWrauQzhEREZFisHYTERERERERyVekSfK+ffsCAEaNGiU9JhAIIJFIePEvIiL6jLi4O0Cs3UREVCis3URERFSSFGmSPCAgQNH9ICKiH5gE/Ip1cWPtJiKiwmDtJiIiopKkSJPkFSpUUHQ/iIiISIlYu4mIiIiIiIjk++JJ8gsXLqBLly5QU1PDhQsX/jG2Z8+eX90xIiL6cYglxd2Dkom1m4iIioq1m4iIiEqSL54kd3BwQHh4OMzNzeHg4FBgHPc1JSIi+jawdhMRERERERH9O+GXBorFYpibm0v/v6Abf8kmIqL8xBAo/FZYO3bsQMWKFaGpqYnGjRvj6dOn/xh/6tQpVK9eHZqamqhTpw7++usvmfvPnj2LTp06wcTEBAKBAC9evPisjbS0NEyePBkmJibQ1dVF3759ERERUei+FxVrNxERFdW3ULuJiIiI/itfPEn+SWZmJtq3bw8fHx9l9IeIiH5AEggUfiuMEydOYMaMGVi6dCnc3d1Rr1492NvbIzIyUm78w4cPMXjwYIwePRrPnz+Hg4MDHBwc4OHhIY1JTk5GixYtsHbt2gKf9+eff8bFixdx6tQp3LlzB6GhoejTp0+h+q4IrN1ERFRYxV27iYiIiP5LhZ4kV1NTw6tXr5TRFyIiIqXYtGkTxo4dCycnJ9SsWRO7d++GtrY2Dhw4IDd+69at6Ny5M2bPno0aNWpgxYoVsLGxwfbt26Uxw4cPx5IlS9ChQwe5bSQkJGD//v3YtGkT2rVrB1tbWxw8eBAPHz7E48ePlZJnQVi7iYiIiIiIiApW6ElyABg2bBj279+v6L4QEdEPSqyE25fKyMiAm5ubzGS2UChEhw4d8OjRI7mPefTo0WeT3/b29gXGy+Pm5obMzEyZdqpXr47y5csXqh1FYe0mIqLCKM7aTURERPRf++ILd+aVlZWFAwcO4O+//4atrS10dHRk7t+0aZNCOkdERD8GZXzFOj09Henp6TLHNDQ0oKGhIXMsOjoaIpEIFhYWMsctLCzw5s0buW2Hh4fLjQ8PD//i/oWHh0NdXR2GhoZf1Y6isHYTEVFhcHsUIiIiKkmKNEnu4eEBGxsbAMC7d+9k7hMI+GGKiIiUb/Xq1fjll19kji1duhTLli0rng5941i7iYiIiIiIiOQr0iT5rVu3FN0PIiL6gSnjK9bz58/HjBkzZI7lX0UOAKamplBRUUFERITM8YiICFhaWspt29LSslDxBbWRkZGB+Ph4mdXkhW1HUVi7iYioMLg9ChEREZUkRdqTnIiIqLhpaGhAX19f5iZvklxdXR22tra4ceOG9JhYLMaNGzfQtGlTuW03bdpUJh4Arl+/XmC8PLa2tlBTU5Np5+3btwgODi5UO0RERERERESkXEVaSd62bdt//Gr2zZs3i9whIiL68RT3arQZM2bA0dERdnZ2aNSoEbZs2YLk5GQ4OTkBAEaMGIEyZcpg9erVAIBp06ahdevW2LhxI7p16wZnZ2e4urpi79690jZjY2MRHByM0NBQANkT4ED2CnJLS0sYGBhg9OjRmDFjBoyNjaGvr4+pU6eiadOmaNKkyX/8CrB2ExFR4RR37SYiIiL6LxVpkrx+/foyf87MzMSLFy/g4eEBR0dHRfSLiIh+IMV98a+BAwciKioKS5YsQXh4OOrXrw8XFxfpxTmDg4MhFOZ+uapZs2Y4duwYFi1ahAULFsDa2hrnzp1D7dq1pTEXLlyQTrIDwKBBgwDI7ou+efNmCIVC9O3bF+np6bC3t8fOnTv/g4w/x9pNRESFUdy1m4iIiOi/JJBIJBJFNbZs2TIkJSVhw4YNimqySFTVyxTr8ytbe4u6xd0FpRP94GtXbFSMi7sLSlUjU6W4u6BUpiJRcXdBqXqEH1d4m5ctBiu8zW4Riu9nSfSt1G5LwxrF+vzKVlrLpLi7oHSXrNSKuwtKpaLxY3820W1frri7oFRJf4cUdxeUyuL2bYW3ydpNREREJYlC9yQfNmwYDhw4oMgmiYjoByAWKP5GisHaTURE8rB2ExERUUmi0EnyR48eQVNTU5FNEhERkRKxdhMREREREVFJV6Q9yfv06SPzZ4lEgrCwMLi6umLx4sUK6RgREf04xNzXtNixdhMRUWGwdhMREVFJUqRJcgMDA5k/C4VCVKtWDcuXL0enTp0U0jEiIvpxKOziF1RkrN1ERFQYrN1ERERUkhRpkvzgwYOK7kexmTjBETNnTISlpRlevfLCtOmL8cz1RYHxfft2xy/LZqNihbLw8Q3AggWrcMXlpkzMsqWzMHrUEBga6uPhQ1dMnjofvr4BMjFdu7THooXTUadODaSlpePuvcfo22+0MlJED8fu6De+H4zNjODv7Y+dS3bh7Yt3Bca37NYCjrNGwKKsBT4EfsD+VQfx7NYzmZgRM4ej8+DO0DXQgdczL/y6YDtCA0Ol95exKoOxi0ajpl1NqKqpIcA7AEc2HMHLR68Unl9Pxx4YML4fjM2M4eftj+1LduLti7cFxrfq1hIjZznCMie/fav242m+/BxnjkDXwZ2ha6ALz2de2LrgV3zIya9ek7rYeGq93LYnd5+Kty8Lfm2Lounwjmg9vgf0zAwQ5h2M80sP4f1LvwLj63RtDPuZ/WFU1gzRAeG4suY43tx+IRPT6ed+aDS4HbT0dRDo+hZ/LjqA6MBw6f1lalVEl3lDUK5eJYhFYnhceYqLK39HRkq6QnMDgOqOHVB7YjdomRkgzisYjxcfQfQL/wLjK3ZvhAaz+0G3rCk+BkTAdZUzQm6+lIlpMKsvqg5pC3V9bUS6vsOj+QeRGBAhvd+kdkXYLhwI03qVIBGLEXT5GZ7+chRZSsivolNHVJ7UAxpmBkj0CobHwkOIf17w+JXq0RjV5/SHVjkzJAeEw3vlcUTeeCG937JrQ1Qc0QEGda2gbqyHO+3nIdEzSKYNoYYaai4bhjK9mkKooYaoWy/xat5BZEQnKDw/+n78SLXbacwQTPppFMzMTeHl8QYL5/wPz91fFxjfo5c95iz8CeXKl0GAXxBWLtuIG9fvysTMWTAVQ0f0h76BHp49eY65M35BgL/s360OnVpjxpyJqFGrGtLT0/HowTM4DZ2qlBwHjOyDEZMGw8TMGO+8/LBu4WZ4vvAuML5D97aYOHcMSpe1RHBACH5duQsPbj6WiZkwezR6D+0BPX09vHz2GqvmbcD7ANmLGbZo3xRjZzjBukZlZKRnwO3xc8x0WqDw/LT7OEB36ECoGBsj09cPCZt+Rab3mwLjNdu2ht64UVC1tERWSAgSd+5F+qMnMjF6Y5yg3bMbhHq6yHjlgfj1myEK+SC9X62qNfQnjYNajeqAWITU2/eQ+OsOSFLTFJ6floMDdAYOgtDYGFl+fkj8dSuy3hScn0brNtAdNQoqlpbICvmApL27kfFENj8dp1HQ6tYdQl1dZHi8xsfNmyD6kJufqrU1dMdNgFr1aoBIjLR7d5G0YwckaakKz0/VtgPUmnaDQNcA4ohgZFw9AnFowbVbpUYjqLfuB4GhKSSxEci44QyRX27tVqlmBzXb9hBaVoRAWw+p+xZAHBGcrxE1qHccAtWaTQBVNYj8XiHd5RCQnKjw/LQcHKAzKGf8fH2R+Ouv/zJ+raE7enTO+IUgac8eOePnBK3un8bPAx83yRm/8eOhVr06IBIh7e5dJO3cCUmq4sePiIiIiD73VXuSZ2RkICQkBMHBwTK370X//j2xYf1SrFi5CQ0bd8bLV1746/JRmJmZyI1v2sQOR3/fgYMHj8OukT0uXLiKM6f3o1atatKY2bMmYcrkUZg0ZR6ateiB5JQU/HXpKDQ0NKQxvXt3xaGDW3Ho8EnY2HVCqzYOOO58Tik5tu7RCuMWj8PRLUcxuetU+HsF4H+/r4SBiYHc+Jq2NTB/+zy4OF/FpC5T8PDqIyz9bTEqVKsgjRkwsT96OfXEtgXbMK3HdKSlpmHVHyuhpqEmjVl+aBmEKiqYO3AepnSdCn9vfyw/9AuMzIwUml+bHq0xYfE4/L7lKCZ0nQx/L3+s+f1/MCwwv5pYuH0+XJxdMKHLJDy4+hC//LYUFfPkN3DiAPR26oWtC7ZhSo9pSEtNw5o/Vknz83TzQn+bQTK3v45dQVhQmMInyOt1b4Iei4bj761nsLXbAoR5BWH0kXnQMdGXG1/BxhpDfp2KZyduY2vX+fC85ooRe2fCompZaUybCT3Q3Kkzzi7cj20Oi5GRmo7RR+ZBNSc/fXMjjD26EDFB4djusBj7HdfAompZDNgwUaG5AYBVz8ZotHQoXmz6Exc6L0KsVzA6HZ0LzQLyM7ezRusdk+Fz/A4u2C9C0FU3tNv/Mwyr5eZXZ1J31BjVCY/mHcClHkuRlZKOTkfnQiUnPy0LQ9g7z8PHwAhc6rEM14euh2G1smi5ZbzC8yvdqwlqLhuOdxvP4G6nBUj0DELj4/Ogbio/PyM7a9jsmorg47dxt+N8hF9xRcODM6FXPTc/VW0NxDx9C++Vxwt83lrLh8Oyow1cx27Fw97LoWFphIYHflZ4foUhVsKNiuZ7r929enfBsv/Nxca1O9CpdV94erzF8bP7YGpqLDferlF97Nq/Acd/P4OOrfrgyl83cPDoNlSvYS2NmTJtDEaPH4Y5M5aha4eBSElJgfPZfdDQUJfGdOvZEdv2rIHz0T/RvkVv9LQfij9PXVZKjp16tsOMZVOwd+NBDLEfDR8vX+w4vglGJoZy4+va1caqXUtx/tglDOk0Crdd7mHTwdWoXM1KGuM4eSgGj+6HVXM3wLHbOKSmpGLH8U1Qz5Nju26tsWLbYlw4cRmDOoyEU6+JcDn7t8Lz02zfFgY/TcTHA4cR5TQOmb5+MNm8DkIj+fmp1a4Fo18WI+XiX4gaORZpd+/DeM0KqFaqKI3RHTYIOv37IGH9ZkSNmQRxWhpMNq8D1LPP/UJTE5j8ugFZIR8QNXYSYmbMhZpVRRgumqfw/DTatoXexMlIOnwYMePGItPPD0brNkBgWEB+tWrBYPFipP71F2LGjkX6/XswXPE/qFTMHT/tQYOh3acPPm7eiNhJEyBJS4Phug2AWvb4CU1MYLQhe9I1dtJExM2dA9WKFaE/T/H5qdRsDPWOQ5F570+k/rYI4ohgaA6eC2jLr23CstbQ6D0ZWS/uIHXfImS9dYPGgJ8hMMutbQJ1DYjev0XGzRMFPq96p6FQsW6AtLPbkHZkJQR6RtDsN13R6WWP36RJSDp0CDFjc8Zv/fp/Hr8lS5B6+TJixoxB+v37MFy5EipWecZv8GBo9+2Lj5s2IXbiREhSU2G4fj2gnmf8Nm7MHr+JExE3R3njVxis3URERFSSFGmS/N27d2jZsiW0tLRQoUIFWFlZwcrKChUrVoRVng+E37qfp43Fb/uP4fCRk/D29sGkyfOQkpIKp5GD5MZPnToaV6/exsZNu/HmjS+WLluP5889MGmikzTmp6ljsGr1Vly8eA2vX3tjpNM0lC5tgV697AEAKioq2LxxOebOW4m9+36Hj48/vL19cPr0RaXk2Gdsb7gcv4JrJ68j2CcYv87fhvS0dNgPlP/VeofRveB62xWn95zBe9/3OLLhd/h6+KGXY488MQ44vs0Zj649RsCbQKybvgEmFiZoZt8MAKBvpI+ylcri5M6TCHgTiNDAUBxYfRCa2poyk9GK0HdsH/x13AVXT15DsE8wtsz/Felp6eg80F7+6zHaAc9uu+LkntMI9n2PQxuOwNfDF70ce8nEHN12HA+vPULAmwCsnb4OJhYmaJ6TX1ZmFuKi4qS3xLhENO3UFC6nrik0NwBoOaYbnjjfhOupO4j0/YCzC/cjMzUDDQe0kRvfYlQXvLvzEnf2XkKkXyiubTqFD54BaO5oLxNzY9uf8LruhvA3wTgxYyf0LYxQq5MdAKBG+wYQZYpwbvFBRPmHIeSVP84u3I+6XRvDpIKFQvOrNbYL3h27Bd+Td5HgE4qH8w4iKzUd1oNay42vOdoeH26/gsfuy0jwDcXz9acR4xGIGk4dc2PGdMarrecRfM0dcd7vcXfabmhZGKK8vS0AoFyHBhBnifBowWEk+oUh+qU/Hs07gIrdGkGvomLzqzS+G4KP3sR75ztIevcBr+bshyg1A+UHtZEbbzW2C6JuvYTfzktI8gnF23WnkPA6ABWdcscv5PR9+Gw6i6h78lfNquppofzgtvBc9jtiHngi4VUAXk7fA+NG1WBoU0Wh+RWGWCBQ+I0K50ep3eMnO+Lo4VNwPvon3r31w5yflyE1JQ2DhvWRGz92wgjc+vs+dm47AJ93/lj3v1/x+qU3nMYOyY2ZOAJb1u/G1b9uwtvzHaZOmAcLS3N07tYBQHbtXrF6AZYv2YAjB0/A3y8Q79764cI5F6XkOHT8IPx59CIunPgLAe8C8b8565GWmoZeg7vLjR8ypj8e3XqCI7uOI8AnCLvW/YY3r99h4Ki+uTFj++O3LUdw5+p9+Hj7YclPK2FmYYI2nVtKc5y9fBq2rNiBM0fOI9j/PQLeBeL6xZtyn/Nr6A7qj5QLl5F62QVZgUFIWLcJkvQ0aHfvIj9+QF+kP3mK5GMnkBUUjI/7DiLzrQ90+vaWxugM6IePh35H2r0HyPLzR/zy1VAxNYVmqxYAAM3mTSHJykLCxq0QBb9HpvdbxK/bBK22raFSprRC89PpPwCply8hzeUKREFB+LhpIyRpadDq0lVuvHbffsh4+hQpJ5whCg5C8sEDyPR5B+3euflp9+uP5N9/R/qDB8jy90fi6lVQMTWBRovs/DSaNoMkKwsft26G6P17ZL19g4+bNkGzdRuolC6j0PzUGndB1vNbyHp5F5LoUGT8dRCSzHSo1Zdfu9Ua2kPk9wqZjy9DEhOKzDunIQ4LhJpdbu3Oev0AmffOQRTgIf9JNbSgWr8NMq4fhTjQC+LwQKRf3AuVclUhLFNZofnp9O+P1MuXkebikjN+m7LHr2tB49c3Z/xOQBQcjOQDB5Dp45Nv/PrlG7/s92fu+GW/Pz9u2ZIzfm9zxq81VMoodvwKg7WbiIiISpIiTZI7OTlBKBTi0qVLcHNzg7u7O9zd3fH8+XO4u7sruo9KoaamBhuburhx8570mEQiwY2b99Gkia3cxzRpbCsTDwDXrt+WxltZlUepUha4cfO+9P7ExI94+vQ5mjTOjrFpUAdly5aCWCzGs6dX8T7IHZcu/C6zGl1RVNVUYV3HGu73X0iPSSQSPL/3AjVta8h9TA2bGnieJx4A3O64oUZOvGV5S5hYGMP93nPp/SkfU/DmxVvUsKkOAEiMS8R73/fo0Lc9NLQ0IFQRotuwroiLioPPa1+F5le1jjXc7+e+5yQSCdzvPUdN25pyH1PTpgbc7z+XOfbsjpv09ShV3hImFiZwv5fbZvLHFHi/eIOaNvJfs2Ydm0LfSA9XTyh2klxFTQVlalvB90HuL4wSiQQ+DzxQwcZa7mPKN7CGzwPZXzDf3X2F8jnxxuXMoW9uJBOT9jEV71/4SdtUUVeDKDMLEknuTpSZaRkAgIoNFfc+FaqpwKSuFULveeYelEgQdt8T5rbyJ3PNbKsg9J5sfh9uv5LG65Y3g7aFIULv58ZkfkxF9HM/mNt+yk8V4swsIE9+WWmZAACLRlUVkhsACNRUYFDXCtF38/RXIkH0PQ8Y2ckfP2Nba0Tdlc0v8varAuPlMahbCUJ1VZl2knxDkRISBeNCtEM/nh+ldtetXwt37zySHpNIJLh35xHsGtWX+xjbhvVk4gHg9s370vjyFcrCwtJMJuZjYhKeu72CXaN6AIC69WqidBlLSMRiXL97Bi/f3MWxU3tkVqMriqqaKmrUrYon91ylxyQSCZ7cc0Vd21pyH1PHrrZMPAA8uv0EdW1rAwDKlC8NMwtTPLmXu7VY0sdkeDz3Ql277JjqdarCorQ5JGIJjl07gKsvzmHb0Q0yq9EVk6Aq1KpVRbqrW+4xiQTpz9yhVlt+fmq1ayL9mZvMsfQnz6CeE69SuhRUTE1k2pQkJyPDy1saI1BTA/Kd+yXp2Vtsqdero5DUAACqqlCtWhUZbrL5Zbi7Qa1WAfnVrCUbDyDj2TNpvEqpUlAxMZGJkSQnI9PbG+qf2lRTA7Lk56dWR4H5CVUgLGUFUUCe2g0JRIGeEJaRX7uFZat8Nvkt8n8FYdkv/4dbYSkrCFRUZZ5XEhMGcUI0hGUU+PdQVRWq1ap9Pn5ublCrKf+zpVotOeP39Kk0vsDx8/KC+qc25Y1fRvZnL4WOHxEREREVqEiT5C9evMCePXvQpUsX1K9fH/Xq1ZO5fampU6fi3r17/x6oBKamxlBVVUVkRLTM8cjIKFhamMl9jKWlGSIio2SORURES+MtLcxzjuWLiYyGpWX2fVaVygMAliyeiVWrt6KXgyPi4hNw4/ppGBXwNeOi0jfWh4qqCuKj4mSOx0XHFbjtiZGZEeKiC443zvkZny8mPioOxua5bc4bvACVa1fGuTdnccn3AvqM7Y2FwxcjKSHpq/P6xCAnv7io+AL7m5+8/OKj46R5GZkZ57Qh22Z8VDyMzeV/lb/zIHu43nFDdHi03PuLSscoO7+P+faRTopKgJ6ZodzH6JkZIklevKlhzv0G0mN5fczTpt9DT+iZGaD1uO5QUVOBlr4OuswdDCB7KxZF0TDWg1BVBan5+psalQAtM/nb5WiZGSI1Snbv0bToRGjl9F3b3DCnDdmY1OhEaJlntxn2wAtaZgaoPaEbhGoqUDfQht2Cgdnt5zxeEdSN9SFUVUF6vtc6PSoBGgU8j4a5odx4zUL0S9PcAKL0TGQlpnzx8/4XJEq4UeH8CLXb2MQQqqqqiIqMkTkeFRkDc3NTuY8xtzBFVGR0gfHmFqbSY7Ix0TA3z67v5SuWAwDMmjcFWzbsxvCBExAfn4gzlw7D0FD++aqoDI0NoKqqitioWJnjsVGxMDGXvx2cqZkxYvLV+pioOJjk1K1PP2PlxJjm1L0yFbJXU4+fNQq/bT2M6SPmIjH+I/ae3QZ9Q72vTyyH0NAAAlUViGJl+yKOjYOKsfw6q2JiDHGcbLwoLg5Ck+yaJMx5nPgf2kx3ew6hiTF0hgwEVFUh0NOF/qRxOe3Lf12LQmhgAIGK6mf9FccVnJ/Q+PP8xHFxEBoZS+/PPhb7eUzOfRnP3SE0Nob2wEHZ+enqQndcdn5CBeYn0NaDQKgCSbJsrZIkJUCgK//vgkDXEJJ8+4ZLkhMh1DH88ufVMYAkKxNIl61t//S8RZE9fioQx37+Wv/j+MmJ/zQ2ue/Pfxq/5znjN/Dz8Svgef8LrN1ERERUkhRpkrxmzZqIjv76CcEdO3agTZs2qFq1KtauXYvw8PB/f1A+6enpSExMlLnlXQH7rREKs1/y1Wt+xZ9//gX3568xeswMSCQS9Osr/2vU36Mp/5uE+OgEzOw7Gz/1mIaHVx/hl4PLZCbSfwSmlqawa20LF+erxd0VhYnwCcGJmbvQamw3rPQ+jMXPdiHufSQ+RsVDIv7+d5OMf/cB96bvQa3xXTDc9wAGPd+Bj8FRSImMB8Tf7rmD6Gt9+7X72z2/CIXZWwRs2bAbly9cx6uXXpg+eQEgkaCHg/ztvb43nz6f7N96BDcv34H3q7dY9vMqQCJBxx7tirl3Xy8rIBDxK9ZAd/AAlLrpAsuLZyAKDYMoJhb4ht97X0oUGIjENauhPWAAzF2uwuzMnxCFhUEUGwP8ALX7RycKDETi6tXQHjgQ5levwuzs2Zzxi5VZXU5EREREylOkSfK1a9dizpw5uH37NmJiYj77Rbcwrl27hq5du2LDhg0oX748evXqhUuXLkH8hR/oV69eDQMDA5mbRPzxXx8XHR2LrKws6QqyT8zNzRCebyX4J+HhUbAwl11lbmFhKo0Pj4jMOZYvxtwU4eHZ94WHZf/09s69wGNGRgYCAoJQvrxi9xxMjE2EKEsEw3yrqo1MjRCXbzXZJ3FRcTAyLTj+0yo0w3wxhmZGiI3Mvq9+8/po1L4RVk9eAy9XL/h6+GH7wh3ISEtHh34dFJIbACTk5GeUb1V1YfMzNDWS5hWXs3LPyFS2TUMzQ8RGyq4AAgD7gZ2QGPcRD68/+uy+r5Ucl52fnqnsCildMwN8zLd6/pOPUfHQlRefszL+Y84qZd18K7X18rX54sJDrGg4Ef9rMhnLGozFtS1noGOsj5jgyK9LKo/02I8QZ4mgla+/WmYGSM23mvqT1Kh4aJnJXhhM01QfqTl9T4mMz2lDNkbLVB+pkblt+p97hBMNpuCE7VQcqz0BLzaehaaJPj4qML+M2ESIs0TQyPdaa5gZID2nn/mlR8bLjU8rIF6etMgEqGioQVVf+4uf97/Ai38Vv2+9dienx/zr42Jj4pGVlQWzfCuqzcxNEBkp/x8AIiOiYZZvlXne+E/fKPu8TVNE5nx7LDKnzr976ye9PyMjE0GB71GmbKl/7XdhxMcmICsrC8ZmsqtHjc2MERMp/zWKjoqFSb5ab2JmhJicuvXpp7GcmOicuhed8zr4vwuU3p+ZkYmQoDBYllHc9RrE8QmQZImgYizbF6GxUfaEoByimFgIjWTjVYyMII7Jrt2fVugK/6XN1Os3ENGjLyJ69Ud4l174uP8whIYGyPoQ9tV5fSJOSIBElPVZf4VGBecnjv08P6GRkXTluDQ/I+PPY/K0mXbjb0T37YPo/v0Q1asnkg4fgtDAEKIwxeUnSfkIiVgEgY5srRLoGkCSJL92S5LiIdCRrcsCHX2Ik+O//HmTEyBQVQM0ZGvbPz1vUWSPn+iz1dv/On5y4j+NTe7789/G7wai+/RBdL9+iOrVC0mHDkFoYABRaOhX51VUrN1ERERUkhRpkrxDhw54/Pgx2rdvD3NzcxgZGcHIyAiGhoYwMircSuE6depgy5YtCA0NxR9//IH09HQ4ODigXLlyWLhwIXx9/3kP6/nz5yMhIUHmJhD++9eCMzMz4e7+Cu3atpAeEwgEaNe2BR4/dpP7mMdP3NCuXQuZYx3at5LGBwQEIywsQqZNPT1dNGrUAI+fZMe4ub9CWloaqlbNvciQqqoqKlQoh6CgkH/td2FkZWbB57UPGjSvLz0mEAhQv0V9eLl5y32Mt7s36ueJBwCblg3gnRMfHhyOmIhYNGiRG6Otq43q9avB2/0NAEBDSwMAPpssEYsl0pVqipCVmYV3r31g07yB9JhAIECDFvXh5eYl9zFe7t4yrwcA2La0kb4eYcHhiImIQYMWuW1q62qjRv3q8HL//DXr3L8Trp/5G6IskQIykiXKFOGDRwCqNKstPSYQCFClWS0EufvIfUzwcx9UaSa756l1izoIzomPfR+JxMg4WOdpU0NXC+XqV5bbZlJ0AjJS0lGve1NkpWfA5778i0UWhThThJhXASjVIk9/BQKUalELkW7y/95HufnKxgMo06q2ND4pOAopEfEyMWq6WjBtUBmRbp/nlxadiKyUdFj1bAxRegZC7xZwwbAikGSKkPAqAKYtc19rCAQwbVELca7yxy/WzQemLWXzM2tVp8B4eRJe+UOckQWzPM+rU7kUtMuaIbYQ7SiaWKD4GxXOt167dTT+fUuIzMxMvHrhiZatm0iPCQQCtGjVBK5PX8h9jNuzlzLxANCqTTNpfHBQCCLCo2RidPV00MC2LlyfvgQAvHzhibS0dFS2zt2fW1VVFeXKl0HIe8VOYGVlZsH71Ts0apF7fRSBQIBGLWzxys1T7mNeu3qgUQs7mWONWzXEK7fsc9qH4FBERUTLxOjoaqN2g5p45Zod4/3qLdLT0lGhcjlpjKqqCkqXs0RYSOG/LVCgrCxkvn0HdVub3GMCATTsbJDpIT+/TA8vaNjZyBzTaGSLjJx4UWgYRNExMjECbW2o16whjclLHBcHSWoaNNu3hSQjA+nPXD+LKbKsLGS9ewd1mzzXtxEIoG5jg0zPAvLz8pSNB6BuayeNF4WFQRQTA3Ub2fzUatRAhpw2xXFxkKSlQrNtOyAjAxmuCsxPLII4LAAqVnlrlQAqFWtB/EH+33txiC9UKsrWNhWr2hCHfPl1asRhAZCIsmSeV2BcCkIDU4g/KLC2ZWUh6+1bmdcaAgHUbW2R6SX/s2Wmp6dsPAB1OztpfIHjV7MmMuS0mf3+TIVm27bZ4+cm//eS/wJrNxEREZUkqkV50K1btxTdD6ipqWHAgAEYMGAAgoODceDAARw6dAhr1qyBSFTwBKSGhgY0NDRkjgm+8Mrpm7fuw8H9m+Hm/grPnj3HT1PHQkdHC4cOnwAAHDywFaGhYVi4aA0AYNu2/bh54zR+nj4ef135GwMH9IKtbV1MmDRH2uav237Dgvk/wcfXH4GB7/HLstkIDY3A+fPZ23F8/JiEPXv/wNIlsxASEoqg4A+YOWMCAOD0mUtf/oJ9obP7/sSsTTPx7pUP3r54i96jHaCppYFrJ68DAGZvnono8BgcXHsIAHBu/3msP7UOfcf1wdMbT9G6Z2tY17XGlnm/Sts8t/8cBk8dhA8BHxD+PgKOs4YjJiIGD68+BAB4u3kjKSEJszfPxNEtx5CeloEuQzrDspwFnt54qtD8zuw7izmbZuHtq3d4++It+ozuDU0tTbiczL6I5tzNsxEdHo39aw9mvx77z2HTqfXoN64vntx4irY9W6NqXWtsnrcl9zXbfw5Dpw7OyS8cI2c5IiYiBg9y8vukQfP6KFWhFK4cd1FoTnnd++0yBmyciJDX/nj/whctRneBurYGXE/dAQAM3DgRCRFxcFnnDAC4f+AKJpxYglZjusH71nPU79EUZetUwpn5+6Rt3j9wBe2mOiA6MByx7yPRaWZ/JEbEwfNa7i/RzUZ0QpDbO6SnpMG6RR10WzAUV9YeR1q+fa6/lue+K2ixeTxiXgUg6rkfao3tDFUtDficyM6v5dbxSAmLg9uakwAAr/1X0eX0QtQa3wUhf7+AVa+mMKlbCQ/mHJC26fWbC+r95IBE/wgkvY9Eg9n9kBoRj+Crub9k1hjZEZGuPshMSUPplrXRcPFguK46gQwF5+e/5zLqb52I+Jf+iH/ui0pju0BFWwPBztn51d82EWlhcXizKnv8AvZdQbM/l6DShG6I/Ps5Sjs0hWG9Sng1O3f81Ax1oFXGFJqW2ZOaulWyV7GmR8YjPSoBWR9TEXz8Fmr+MgwZ8UnI+piK2v8bidhn7xDvrrgL59L359uv3V/2j6h7dhzG1l2r8fK5B567vcbYiSOgraMF56N/AgC27V6DsNAIrFq+GQCwb/cR/Hn5CCZMGYm/r96BQ9+uqNegFmZPXyptc9+uI5g+awL8/YIQHBSCuQt/QkR4JFwu/w0g+yKXRw6ewOx5UxAaEoaQ96GY9NNoAMDFc4rfbuvoHmf8snUhvF6+gecLbwwZOwBa2lq44HwZALD810WIDI/C9lV7AADHfjuFfWe3Y9j4Qbh/4yHse3VAzXrVsXL2Ommbx/adwpjpjggOeI/Q4DBMnDsGURExuO2Svb98clIKzvx+HhNmjUZEaCTCQsIxYuIQAMD1i4p97yQ5n4LRonnIfPMOmV7e0BnYDwJNTaRcyq6nhovnQxQVhY+7f8uOP3kGpju3QGdwf6Q/fAytDu2gVr0a4tdulLaZfPI09ByHI+v9B4hCw6A3bhRE0dFIu5t7MXXtvg7IfO0JcWoqNBraQX/KeHzctQ+SpGSF5pd86iQM5s1H5rs3yPR+A+1+/SDQ1EKayxUAgP78BRBHRSHpt+xze8qZ0zDa8iu0+w9A+uPH0GzXDmrVqiFx4wZpmymnT0Fn+AiIPoRAFBYOnVGjIIqOQfr93Py0HHoj09MDktRUqNvZQW/8RHzctxeSZMVdDwYAMp9cgUbP8RCHBUD0wQ9qjTtDoKaBzJfZtU2953hIPsYh81Z27c58dhWawxdCtXEXiHxfQLVWUwhLV0L6X7m1G5o6EBqYQKCbXdsEJqUgRPae45LkBCA9FVkvbkO941CkpyYB6alQtx8B0ft3EH/wy9/Fr5J86hQM5s9H5tu3yPT2zhk/TaRd+TR+8yGOjkbSvk/jdwZGW7dCe0D+8ct9f6acPg2d4cMhCgmBKCwMOqNHQxQdLTt+vXsj0yPP+E2YgI9790KSpNjxIyIiIiL5ijRJ3rp1a0X3Q0b58uWxbNkyLF26FH///bfSnufUqQswMzXGsiWzYGlphpcvPdGt+zDpV7DLlystsxr60WNXDBsxBct/mYOVK+bCxzcAffuNhqfnW2nM+g07oaOjjd0718HQUB8PHjxDtx7DkJ6eLo2ZO28FRFlZOHTwV2hpaeLp0+foaD8A8fGK+7roJ3cu3oWBsQFGzBwGIzNj+Hv5YeHwxYjP2X7DrIw5xHn2OvRy88aaqWvhONsRI+eMRGjgB/wyZgWC3gZJY07uOgVNbU1MW/MTdPV14fnMEwuHL0ZmeiYAIDEuEQuHL8bIOY5Ye2INVFRVEfQuCMtGL4e/d4BC87t98Q4MjA0wcuYIGJkZwc/LH/OHL5TmZ17GDOI8e416uXlh1dQ1cJrtiFFzRuJDYCiWjvkFgXnyO7HrJDS1NfHzmmnQ1deFxzNPzBu+UJrfJ10GdYbHM0+893uv0JzyennpMXSM9dHp537QMzNEqHcQ9juukV6c07CMqcwe/EHuPjg2bTs6zxyAzrMHIjowHEfGbUTEu9xvKdzefRHqWhrou3oMNPW1EfjsLfY7rkFWnvzK1auMjj/3g4a2JiL9Q3F2wW9w/zP3FzlFCbjwBJrG+mgwqy+0zAwQ6xmEa8PWIS06e+sHndKmkOTZJzzS1Qd3puyEzZz+sJ07AIkB4bg5ejPi3+bm93rnJahqa6DZulFQ19dG5LN3uDZsHUR58jNtUAn1Z/WBmrYmEvxC8XDuAfideaDw/ELPP4a6iT6qzekHDTNDJHoG4cngNcjIGT+tMqYy+6DHufrAfdJ2VJ87ANXnD0RyQDieOW3Exze5+VnY26LB1onSP9vumQYAeLvhNN5tOAMA8FzyOyRiCex++xlCDVVE3XqF1/PyTEYUAzG4fKy4/Si1+/yfV2BiaoQ5C36CmbkpPF97Y3DfcYiOyt6KpEzZUjK12/XpC0waMxtzF03D/MU/I8AvCE5Dp+KNd+7q0+1bf4O2jhY2bPkF+gb6ePrYHYP7jkN6eoY0Zvni9RBlZWH7nrXQ1NSEu9sr9OvphISEwm1V8yWuXbgJIxNDTJwzBiZmxnjr6YspQ2YiNufC05ZlLGRyfOXqgYWTfsGkuWMxZf44BAeEYIbTfPi9za25h3cchZa2JhatnwM9fV28ePoaU4bMREaeHLcs34GsLBFWbFsMDU0NeLh7YXy/afiY8O/b2BVG2o1bSDA0gN7YkVAxNkamjx9iZsyVXrxSxcJcZh/tTA9PxC1dCf1xo6A/fgyyQj4gdt5iZPkHSmOS/nCGQFMLhnNnQqiri4xXrxEzYy6QkXvuV69ZA/pjRkKgpYWsoPdIWLcJqS7XFZobAKTfuoWPBobQHTkKQmNjZPn5Im7u7Nz8zPPl5+mJhJUroDtqNHTHjIXoQwjiFy+EKDB3/FKcj0OgpQW9mbOy83v9GvFzZwOZueOnVqMGdEc6Zef3PhiJmzYi7fo1hecn8nqCDG19qLXuC3UdA4gjgpB2fB2Qc3FOoYGpzGdLcYgP0s/thHqb/lBvOwCS2HCkn9wMSVRubVOtagONnuOlf9bsMxUAkHH3LDLvns3+/2tHoS6RQLPfNEBFFSL/18i4ckjh+aXfuoWPhobQdXLKHj9fX8TNmZPn/Wkhs094pqcnElasgO7o0dAdMwaiDx8Qv2gRRAF5xu/4cQg0NaE3K8/4zZkDZOQZv+rVoTsy5/0ZHIzEjRuRdl3x78/CYO0mIiKikkQgKeJVLu/du4c9e/bA398fp06dQpkyZfD777/DysoKLVq0+PcGAFhZWcHV1RUmJv/+FevCUFVX7N7e35r2FnWLuwtKJ/rBdy20UTH+96DvWI1MleLuglKZ/sMK2R9Bj/DjCm/zj9LDFN7msNA/FN7mj+5brt2WhjUU2t63prSWYl+vb9ElK7Xi7oJSqWj82J9NdNuX+/eg71jS34rd1vBbY3H7tsLb/BZq944dO7B+/XqEh4ejXr162LZtGxo1alRg/KlTp7B48WIEBgbC2toaa9euRdeuXaX3SyQSLF26FPv27UN8fDyaN2+OXbt2wdraWhrz7t07zJ49Gw8ePEBGRgbq1q2LFStWoG3btoVPmIiIiL4bRdog+syZM7C3t4eWlhbc3d2lq6QTEhKwatWqL24nICBA4b9kExER0edYu4mI6Hty4sQJzJgxA0uXLoW7uzvq1asHe3t7REbKv9D6w4cPMXjwYIwePRrPnz+Hg4MDHBwc4OGRe82ZdevW4ddff8Xu3bvx5MkT6OjowN7eHmlpadKY7t27IysrCzdv3oSbmxvq1auH7t27IzxcgddnICIiom9OkSbJV65cid27d2Pfvn1QU8tdNdS8eXO4u7srrHNERPRj4MW/ih9rNxERFUZx1+5NmzZh7NixcHJyQs2aNbF7925oa2vjwAH5W8ht3boVnTt3xuzZs1GjRg2sWLECNjY22L59O4DsVeRbtmzBokWL0KtXL9StWxdHjhxBaGgozp07BwCIjo6Gj48P5s2bh7p168La2hpr1qxBSkqKzGQ7ERER/XiKNEn+9u1btGrV6rPjBgYGiI+P/9o+ERERkYKxdhMR0fciIyMDbm5u6NChg/SYUChEhw4d8OjRI7mPefTokUw8ANjb20vjAwICEB4eLhNjYGCAxo0bS2NMTExQrVo1HDlyBMnJycjKysKePXtgbm4OW1tbRadJRERE35AiXbjT0tISvr6+qFixoszx+/fvo1KlSoroFxER/UB+7J18vw+s3UREVBjKqN3p6enS7b4+0dDQgIaGhsyx6OhoiEQiWFhYyBy3sLDAmzdv5LYdHh4uN/7TNimffv5TjEAgwN9//w0HBwfo6elBKBTC3NwcLi4uMDIyKmS2RERE9D0p1EryI0eOID09HWPHjsW0adPw5MkTCAQChIaG4ujRo5g1axYmTpyorL4SEdF3SqKEG30Z1m4iIioKZdTu1atXw8DAQOa2evXq/zSvfyKRSDB58mSYm5vj3r17ePr0KRwcHNCjRw+EhYUVd/eIiIhIiQq1ktzJyQmdO3fGvHnzIBaL0b59e6SkpKBVq1bQ0NDArFmzMHXqVGX1lYiIiAqJtZuIiL4V8+fPx4wZM2SO5V9FDgCmpqZQUVFBRESEzPGIiAhYWlrKbdvS0vIf4z/9jIiIQKlSpWRi6tevDwC4efMmLl26hLi4OOjr6wMAdu7cievXr+Pw4cOYN29eIbIlIiKi70mhVpJLJNlr9wQCARYuXIjY2Fh4eHjg8ePHiIqKwooVK5TSSSIi+r4V98W/SjLWbiIiKgpl1G4NDQ3o6+vL3ORNkqurq8PW1hY3btzI7Y9YjBs3bqBp06Zy+9u0aVOZeAC4fv26NN7KygqWlpYyMYmJiXjy5Ik0JiUlBUD2/ud5CYVCiMXcPI6IiOhHVug9yQWC3JkJdXV11KxZU6EdIiKiHw9/rSxerN1ERFRYxV27Z8yYAUdHR9jZ2aFRo0bYsmULkpOT4eTkBAAYMWIEypQpI92uZdq0aWjdujU2btyIbt26wdnZGa6urti7dy+A7Fo4ffp0rFy5EtbW1rCyssLixYtRunRpODg4AMieaDcyMoKjoyOWLFkCLS0t7Nu3DwEBAejWrVuxvA5ERET03yj0JHn79u2hqvrPD3N3dy9yh4iIiEixWLuJiOh7M3DgQERFRWHJkiUIDw9H/fr14eLiIr3wZnBwsMyK72bNmuHYsWNYtGgRFixYAGtra5w7dw61a9eWxsyZMwfJyckYN24c4uPj0aJFC7i4uEBTUxNA9jYvLi4uWLhwIdq1a4fMzEzUqlUL58+fR7169f7bF4CIiIj+U4WeJLe3t4eurq4y+kJERD+o4l6NVtKxdhMRUWF9C7V7ypQpmDJlitz7bt++/dmx/v37o3///gW2JxAIsHz5cixfvrzAGDs7O1y9erXQfSUiIqLvW6EnyWfPng1zc3Nl9IWIiIiUgLWbiIiIiIiIqGCFmiTPu6cpERHRl5KwfBQb1m4iIioK1m4iIiIqSQo1SS6RSJTVDyIi+oF9C1/ZLqlYu4mIqChYu4mIiKgkEf57SK6AgACYmZkhLS2twJiwsLCv7hQREREpBms3ERERERER0T8r1CR5hQoVIBAIYGNjgxcvXnx2/5kzZ1C3bl1F9Y2IiH4QYiXc6MuwdhMRUVGwdhMREVFJUqhJ8k/atGmDJk2aYO3atQCA5ORkjBw5EsOHD8eCBQsU2kEiIvr+SZRwo8Jh7SYiosJg7SYiIqKSpFB7kn+yc+dOdOvWDWPGjMGlS5cQFhYGXV1dPH36FLVr11Z0H4mIiOgrsXYTERERERERyVekSXIA6NKlC/r06YNdu3ZBVVUVFy9e5C/ZREQkl1hQ3D0ggLWbiIi+HGs3ERERlSRF2m7Fz88PTZs2xaVLl3D16lXMmTMHPXv2xJw5c5CZmanoPhIREdFXYu0mIiIiIiIikq9Ik+T169eHlZUVXr58iY4dO2LlypW4desWzp49i0aNGim6j0RE9J3jxb+KH2s3EREVBms3ERERlSRFmiTfuXMnnJ2dYWhoKD3WrFkzPH/+HDY2NorqGxER/SD4i3bxY+0mIqLCYO0mIiKikqRIk+TDhw+Xe1xPTw/79+//qg4RERGR4rF2ExEREREREclX5At3AoCXlxeCg4ORkZEhPSYQCNCjR4+v7hgREf04JMXdAZJi7SYioi/B2k1EREQlSZEmyf39/dG7d2+8fv0aAoEAEkn2RyiBIPsS6CKRSHE9JCIioq/G2k1EREREREQkX5G2W5k2bRqsrKwQGRkJbW1teHp64u7du7Czs8Pt27cV3EUiIvreiQWKv1HhsHYTEVFhsHYTERFRSVKkleSPHj3CzZs3YWpqCqFQCKFQiBYtWmD16tX46aef8Pz5c0X3k4iIvmO8WFfxY+0mIqLCYO0mIiKikqRIK8lFIhH09PQAAKampggNDQUAVKhQAW/fvlVc74iIiEghWLuJiIiIiIiI5CvSSvLatWvj5cuXsLKyQuPGjbFu3Tqoq6tj7969qFSpkqL7SERE3zle/Kv4sXYTEVFhsHYTERFRSVKkSfJFixYhOTkZAPDLL7+gR48eaNmyJUxMTODs7KzQDhIR0fdPzF+1ix1rNxERFQZrNxEREZUkRZokt7e3l/6/tbU13rx5g9jYWBgZGUEgKP4rsjQ0q1rcXVCqp3E+xd0FpVtt1KS4u6BU8fyd47vWfo5ucXeBqNC+9do9X9+2uLugVH9JYoq7C0r3d5BJcXdBqVpbhBd3F5TKoLX9vwd9x3TFLsXdBSIiIiL6hhVqknzUqFFfFHfgwIEidYaIiH5MvPhX8WHtJiKiomDtJiIiopKkUJPkhw4dQoUKFdCgQQNIJFwKS0RE9K1j7SYiIiIiIiL6Z4WaJJ84cSKOHz+OgIAAODk5YdiwYTA2NlZW34iI6AfBqdniw9pNRERFwdpNREREJYmwMME7duxAWFgY5syZg4sXL6JcuXIYMGAArl69ytVpRERUILESbvRlWLuJiKgoWLuJiIioJCnUJDkAaGhoYPDgwbh+/Tq8vLxQq1YtTJo0CRUrVkRSUpIy+khERERfgbWbiIiIiIiIqGCF2m4lP6FQCIFAAIlEApFIpKg+ERHRD0YsKO4e0Ces3URE9CVYu4mIiKgkKfRK8vT0dBw/fhwdO3ZE1apV8fr1a2zfvh3BwcHQ1dVVRh+JiOg7J4ZE4Tf6cqzdRERUWKzdREREVJIUaiX5pEmT4OzsjHLlymHUqFE4fvw4TE1NldU3IiIi+kqs3URERERERET/rFCT5Lt370b58uVRqVIl3LlzB3fu3JEbd/bsWYV0joiIfgxcO1Z8WLuJiKgoWLuJiIioJCnUJPmIESMgEHBzOiIiou8FazcRERERERHRPyvUJPmhQ4eU1A0iIvqRiYu7AyUYazcRERUFazcRERGVJIWaJCciIioKXqyLiIjo+8LaTURERCWJsLg7QERERERERERERERUXLiSnIiIlI5r0YiIiL4vrN1ERERUknCSnIiIlI77mhIREX1fWLuJiIioJOF2K0RERERERERERERUYnElORERKR0v/kVERPR9Ye0mIiKikoQryYmIiIiIiIiIiIioxOJKciIiUjquRSMiIvq+sHYTERFRScJJciIiUjpe/IuIiOj7wtpNREREJQm3WyEiIiIiIiIiIiKiEosryYmISOkk/NI2ERHRd4W1m4iIiEoSTpITEZHS8SvbRERE3xfWbiIiIipJuN0KEREREREREREREZVYXElORERKJ+ZXtomIiL4rrN1ERERUknAlORERERERERERERGVWFxJTkRESse1aERERN8X1m4iIiIqSThJTkRESsevbBMREX1fWLuJiIioJOEkOYC+jg4YOnEgjM2M4evlh02Lf4XXizcFxrfr3hrjZo+CZVlLhASEYMeqvXh084lMzNhZTug5pBv09HXxytUD6+ZvRkjABwBAg6b1sPP0Frltj+o6Ad4v3yosNwAYM24Ypk4bA3MLM3i89sbcWcvh7vaqwPhevbtgweLpKF++LPz9ArFs8Tpcv3ZHJmb+omkYMXIgDAz08eSxG2ZOXwJ/vyCZmE72bTB73hTUql0d6WnpeHD/KYYNnqjQ3ACglmMH1B/fDVpmBojxDsaDJUcQ+cK/wPhK3Rqh4ax+0CtrioTACDxZ5YzgWy9lYuxm9kWNwW2hYaCN8GfvcG/BQSQERkjvN61dEU3mD4RZvUqQiMXw/+sZHi4/iqyUdIXnZzOiAxqP6wYdMwNEegfj+tIjCHtZcH7VujZCq5n9YFDWFLGBEbi9xhn++fJrOaMv6g1uCw19bXxwfYerCw8iLk9+FrUros28gShVNzu/t1ee4caKo8hUQn7VHTug9sTs8YvzCsbjxUcQ/Q/jV7F7IzSY3Q+6ZU3xMSACrqucEXJTNr8Gs/qi6pC2UNfXRqTrOzyafxCJAbn5mdSuCNuFA2GaM35Bl5/h6S/KGT/Vem2gamcPgY4BxFHvkXnrOMThgQXGq1jbQq15Lwj0TSGJj0DGvTMQB3jk3l+lAVTrtobQogIEWrpI/X05JFHvZdpQ6zAMKuVrQKBrCGSkQxTqh8x7ZyCJC1d4fkTFoe6IDrAd3w3aZgaI9g7G7SVHEPEP58Uq3Rqh6cx+0C9rivjACDxY7YzAfOfFJjP6ovaQ7PNiqOs73FpwEPF5zouGVpZosXAwSttVhVBNFTFvgvFow2mEPPJWSo49HLuj3/h+MDYzgr+3P3Yu2YW3L94VGN+yWws4zhoBi7IW+BD4AftXHcSzW89kYkbMHI7OgztD10AHXs+88OuC7QgNDAUA1G1SB+tPrZPb9tTu0/DuZcHPXRTVHDugVs65P9YrGE8XH0HMP5z7K3RvhPo55/7EgAi4r3LGh3zn/nqz+sI659wf5foOj+cfxMc85369SpawWzQYZg2zxzDeOxjP159GxEPFj6HugJ4wGDEAKibGyHjnh9h125HhWfDnO+0OrWA4cSRUS1siM/gD4n7dh7QHT2ViDCY4Qrd3Vwj1dJH+0hOxq7Yi6/0H6f3q1avA8Kex0KhVDRKRGCk37yFu4y5IUtMUnp/zTVccvvoI0QlJqFrOAvMG26NOpTIFxl9z9cKOc3cQGh2P8hbGmN63PVrWrSK9/2+3Nzh1xw3eQeFISE7FiSVjUL28pUwbp++448oTD3gHhyM5LQP3fp0FfW1NhecGAKp2HaHWrBsEugYQRwQj48phiEMLfn+q1GgE9bb9ITA0hSQmAhk3jkPkm/v+VKluBzXbDhCWqgiBth5S9yyAOCIoXyNqUO80FKq1mgCqahD5vUL6XweB5ESl5EhEREREskr8nuTte7bFT0snYv+mwxjZeRx8vPyw+eg6GJkYyo2vY1cLv+xYjIvH/4Kj/VjcvXofa/evQKVqFaUxwyYNQv9RfbBu3maM7jEJqSlp2HJ0HdQ11AAAr1090a1+H5nb+aOX8CEoVOET5L37dsXK1QuwdvU2tGnRCx4eb3Dm3EGYmhnLjW/UuAF+O7gZfxw+hdbNe+Lypev4w3kXatS0lsZM+3kcxk9wxIxpS9CxTV+kJKfizLmD0NBQl8b06GWP3fs24NgfZ9CyaXd07jgQp09dVGhuAFC5R2M0WzwUrlv+xJmuixDjFYxuv8+Fpom+3HgLW2t02D4Zb5zv4HSXRQi86gb7336GUbWy0pj6E7ujjlMn3FtwAGd7LEVmajq6/TEXKjnjp21hiO7H5yEhKAJney7D5eHrYVy1LNpuGq/w/Kp3b4x2i4bi/tY/cbD7IkR6B2Pg73OhXUB+ZWyt0WvbZLw8eQcHuy2CzzU39N37M0yr5ubXeEJ32I7shKsLDuBIr6XITEnHwN9z89M1N8Sgo/MQFxiBIw7LcGLEephWLYtuGxWfn1XPxmi0dChebPoTFzovQqxXMDodLXj8zO2s0XrHZPgcv4ML9osQdNUN7fb/DMM841dnUnfUGNUJj+YdwKUeS5GVko5OR3Pz07IwhL3zPHwMjMClHstwfeh6GFYri5ZbFJ+fSlU7qLUegMzHF5H2xwpIokKg0Wc6oKUnN15YqjLUu41Flsd9pP2xHCLfF9DoORkCk9K5QWoaEIX6IuPemQKfVxwRhIyrh5B2aAnSzm4BBIBG3+mAQKDQ/ApDrIQblUzWPRqj5eKheLLlTxzvtghR3sFw+GMutAo4b5SytUaXbZPheeIOjnVdBL+rbui+72eY5Dkv2k7sjvpOnXBz/gGc6Jl9XnTIc94HgJ4HZ0KoooKzg1bBudsiRHkFo+fBmdA2M1B4jq17tMK4xeNwdMtRTO46Ff5eAfjf7ythYCL/uWra1sD87fPg4nwVk7pMwcOrj7D0t8WoUK2CNGbAxP7o5dQT2xZsw7Qe05GWmoZVf6yEWk6OXm7eGGQzROZ25dgVhAWFKXyCvGLPxrBbOhQvN/2JS50XIc4rGB3+4dxvZmeNljsmw/f4HVyyX4T3V93QJt+5v1bOuf/JvAP4K+fc3+HoXAjzjGH7wzMhUFXBtQGrcLlLds1pd3gmNBU8htqd2sB4xgTE7/0dYUMmIMPHH+Y71kBoZCg3XqNuTZiuWoik8y4IHTIBKbcfwHzTL1CrXFEao+84EPqDeyN21VaEO06BJDUN5jvWAOrZ+amYmsB81zpkvQ9F2IgpiJwyH2qVKsDklzkKzQ0AXJ56YsPJ6xjfoyWcl4xBtXIWmLjlOGISk+XGv/B9j3l7/0TvFvVxYslYtG1QDdN3nITPh0hpTGpGBhpYl8P0vu0KfN60jEw0q10Zo7s2V3hOeanUbAL1TkOReecsUvcugjg8GJpD5wHa8t+fwrLW0Og7BVnPbyN170JkvXWFxsAZEJjlvj8FapoQvX+LjBvOBT6vuv0wqFRtgLTTvyLt8AoI9IygOeBnhedXGKzdREREVJJ8c5PkEsl/+7W+wWP748Kxy7h80gWBPkFYN28T0lPT0H1QF7nxA0b3xZPbT3F09wkE+QZj7/qDeOvhg35OvaUxA8f0w6Gtv+PetQfw8/bH8mmrYWphilb2LQAAWZlZiI2Kk94S4hLR0r45Lp90UXh+k6aMwpFDJ3DsjzN4+8YXM35ajJTUVAwb3l9u/PhJI3Hj+l1s2/ob3r31w6oVW/DyhRfGjh8ujZkweSQ2rNuBK5f/hqfnW0wcNwuWpSzQrUdHAICKigpWr1uMJYvW4uD+4/DzDcTbN744d/YvhedXd2wXeB+/hbcn7yLOJxR35x9EVlo6qg9sLTe+zmh7vL/9Ci/3XEa8byiebTiNaI9A1HbsmCemM9y3nUfgNXfEvnmPW9N3Q9vCEBXtbQEAFdo3gDhThHsLDyPBPwxRL/1xd8EBVO7WCPoVLRSaX6MxXfDS+RZen7qLGJ9QuCw4iMzUdNQdID8/Oyd7+N95had7LiPGNxT3Np5GuEcgbPPk13B0Zzzcfh4+190R9eY9Ls3YDV1zQ1TtlJ1f5Zz8ri0+jFj/MIS/8sfVBQdQvWsjGFZQbH61xnbBu2O34HvyLhJ8QvFw3kFkpabDepD8/GqOtseH26/gsfsyEnxD8Xz9acR4BKKGU25+Ncd0xqut5xF8zR1x3u9xd9puaFkYonzO+JXr0ADiLBEeLTiMRL8wRL/0x6N5B1CxWyPoKXj8VG07IsvjHkSeDyGJDUPG339AkpUB1dryf8FXtWkPcaAnslyvQRIbjsyH5yGODIZq/dxJA5H3Y2Q9vgRxcMErH0Wv70H8wQeSxBhIIoOR+eAchPomEOibKjQ/ok/+y9ptM6YLPI/fgtepu4j1CcXN+dnnjVoFnPfrj7JH0J1XcN9zGXG+oXi88TQiPQJRb2TueaPB6M54uu08/K+7I/rNe1z7eTd0zA1ROee8qGmkC6NKpeC66yKi37zPXo2+5gTUtDVhkmeiVlH6jO0Nl+NXcO3kdQT7BOPX+duQnpYO+4Gd5MY7jO4F19uuOL3nDN77vseRDb/D18MPvRx75IlxwPFtznh07TEC3gRi3fQNMLEwQTP7ZgCyP5vERcVJb4lxiWjaqSmunbqu8PxqjO0Cn2O34Jdz7n887yBEqemoUsC5v8Zoe4TefgXPnHP/i/WnEesRiGp5zv01cs7976+5I977Pe5Py67dn879Gka60K9UCh7bLyLe+z0+BkTAfVX2GBpVV+wY6g/ti49//oXkC1eRGRCM2P9tgSQtHbq9OsuN1xvSB6mPniHxyElkBQQjYdchZLzxhd7AXjIxCb8dReqdh8j0CUD0krVQNTOBdpvseqLVqgmQJULsml+RFRSCDK+3iF21FTodWkG1XGm5z1tUv19/gj4tG8ChRX1ULm2GRcO6QlNdDefuv5Abf/TvZ2hWuzJGdm6KSqVNMcWhDWpUKAXnm67SmB5N62JCj1ZoXNOqwOcd1rExRndtjrr/sGJdEdSadkGW+y1kvbwLSfQHZFw+AElmOtQayH9/qjXuDJHvK2Q+ugxJdCgyb5+GOCwQag1z/75mvb6PzLt/QuTvIbcNaGhBtUEbZFw7CnGgF8RhgUg/vwcq5apCWKaK/McQERERkUJ9c5PkGhoa8PZWzleX81NVU0W1ulXx7J6b9JhEIsGz++6obVtL7mNq29aUiQeAJ7efSeNLly8FUwsTPLufG5P8MRlez70LbLNlp+YwMNLHpRNXvjYlGWpqaqjfoDZu33ogPSaRSHDn1kM0bNRA7mMaNWqA27ceyhy7eeOeNL5CxXKwtDSXiUlMTIKb60tpTL36tVCmjCXEYjHuPLgAb9+HOHV2v8xqdEUQqqnArI4VQu575h6USBByzxMWtvJ/obCwqYKQ+7K/oLy/80oar1feDDoWhgi5lxuT8TEVkS/8YGmT3X8VdVWIM7OAPJNCWWmZAIBSDasqJDcgOz/LOlYIzJdf4H1PlLGRn19pmyoIzJdfwN1X0niDcmbQNTeUiUn/mIrQF34ok5OfqoYqRPnyy8zJr5yC8zOpa4XQe7L5hd33hHkB42dmWwWh92Tz+3D7lTRet7wZtC0MEZonv8yPqYh+7gdz238fP4tGissPQhUILSpAHJT3fCaBOMgbwlKV5T+kVCWIgrxkjokDPaFSulLR+6GqDtVazSGOj4LkY2zR2/lKEiX8R9+O/6p2C9VUYF7HCsH5zovB9z1hWcB5sZRNFQTnOy8G330ljdcvbwYdc0OZmIyPqQh/4QfLnPNGWlwSYn1DUaNvC6hqaUCgIkSdoe2QEpWAyNcBCs1RVU0V1nWs4Z5nwlEikeD5vReoaVtD7mNq2NTA83wTlG533FAjJ96yvCVMLIzhfu+59P6Ujyl48+ItathUl9tm045NoGekh2snFDtJ/uncHybn3G/2D+f+sHzn/tDbr6Txn879YfnO/VHP/WCWM4bpcUlI8A1F5X65Y1h1WDukRiUg5pUCx1BVFeo1qiLtibtMfmlP3KFRt6bch2jUqSkbDyD10TNpvGqZUlA1M0FqnhhJUjLSPbylMQI1NUgyM2VqmyQ9ewsxjfq1FZIaAGRmieAdFIYmeSazhUIBmtSoiFf+H+Q+5pV/CJrUkJ38blarEl75hSisXwojVIGwlBVEAXnfbxKIAjwgLCv/c6ywbJV88YDI7xWEZb98cltYygoCFVWZSXRJTBjE8dGFakfRWLuJiIioJCm2PclnzJgh97hIJMKaNWtgYmICANi0aZPS+mBobABVVRXERsfJHI+NikOFyuXlPsbEzBixUfnio+NgYmaUfb+5sbSNz2LM5W9x0mNQFzy5/QxRYdFFyqMgJiZGUFVVRVRkjMzxqMhoWFeVP+lmbmGKqKjoz+LNLcwAABYWptJjeUXmialoVQ4AMG/BT1g4fxWCg0Iw5afRuHjlKOzqd0R8XMLXJwdA01gPQlUVpEbJtpcanQDDKqXkPkbbzBCp0Yn54hOhbWYovf/TMZmYqERomWd/HfvDQy80XTIU9cZ3w+sDLlDV1kDjeQOzH29u+JVZ5emrUXZ+ydGy+SVHJ8Cksvz8dM0MkZyv78nRidDJyUs3p3/yY7LzC3rghXaLhqLR+G5wPeACNS0NtMnJT0eB+Wl8Gr98+aVGJcCggPy0zAyRGiXb97ToRGh9Gr+c/uWPSY3OHb+wB15otHQoak/oBq/92eNntyA7Py0F5ifQ0oVAqAJJimxfJCmJEBpbyn+MjgEkKR8/ixdoF34rANV6baDWsi8E6poQx4Yh/cxmQCwqdDuKwq9Y/xiKu3Zr5Zw3UvKdN1KiE2BcwHlD28wQKfnOCSlRuefFTz9T8p0XU/KcFwHgzyFr0P236ZjkvQ8SsQQpMYk4N2Id0hNSvjIrWfrG+lBRVUF8vs8RcdFxKFdF/opnIzMjxEV/Hm+U89nEOOdnfL6Y+Kg4GJsbyW3TfpA93O64IzpcsZ9N/uncr1/AGGr+y7n/07k7TV6Mee4YXh+0Bm32T8fgd9ljmBadiBtD1yFDgWOoYmgAgaoKRLGyr7UoNg5qFcvJf4ypEUQx+eJj4qFikv25UcUke4zE+duMiYeKaXZM2rPnMJoxAfojBiDx2FkItTRhOHVMTvsmX59YjrikFIjEEpjo68gcN9HXRUB4jNzHRCckyYnXQXSC/O1ZipNAWy+7difLvj8lyYkQmspfkS/QNYQkKX98AoS6hl/+vLqGkGRlAumy70VJckL29UWKCWs3ERERlSTFNkm+ZcsW1KtXD4aGhjLHJRIJvL29oaOjA8EX7J+bnp6O9HTZi+2JJWIIBd/cInm5zEqZonGbhlg0YXlxd0VhPr32G9fvxMXzVwEAkyfMg+e7+3Do3QWHDhS8H+P3IO7dB9yasQfNFg9F43kDIBGJ8frgNaRExkMi/v5XyET7fMDlmXvQbtFQtJkzAGKRGG6HriHpB8kv/t0H3Ju+Bw2XDoXt/Ozx8zqQPX74AfL7JMv7CURBXhDoGEDVrhM0uo9HmvMaQJRV3F2j75gya3eWRARVgYoiu6tQbVY6IjU6Eaf6rUBWWiZqD2qDHgdmwrnHkuzzxw/E1NIUtq1tsGri6uLuikI1/p8j0qIT4dJ7BURpmbAe0gZtD8/EX12XIPU7H8NM/yBEL10H4xkTYDhlNCAWIdH5HETRsYCYU51ERERERP+m2GaSV61ahYSEBCxevBi3bt2S3lRUVHDo0CHcunULN2/e/Nd2Vq9eDQMDA5nbh49B//o4AIiPTUBWlgjGprKrqIzNjBATJX9bgpioWOmKLGm8qRFiclZ8xUTGStv4LCby8za7D+yChLhE3Lv24LP7vlZMTByysrJgZi67gsjM3BSREfJXhkVGRMPMzFROfBQAICLncWbmsjHmeWLCc36+feMrvT8jIwOBAcEoq8B9MdNiP0KcJYJWvgtuaZkaICVK/mr1lKh4aJnq54vXR0pUvPT+T8dkYsz0kRqZ26bvuUc4YjsFvzecioN1J8B101lomugjMTgSipISl52fjqlsfjqmBkguIL+kqHjo5Ou7jqk+knPySsqZBJAfk9um1/lH2N5wCrY3noqt9Sfg/uaz0DbRR7wC80v/NH758tMyM/js2wGfpEbFQ8tMtu+apvpI/TR+Ofnlj9EylR0//3OPcKLBFJywnYpjtSfgxcbs8fuowPwkqUmQiEUQ5LvQl0BbH5LkRPmPSU6AQFvv8/iUInz7IiMVkvhIiD/4IOPibgiMLaFSxabw7SjIt/CV7R07dqBixYrQ1NRE48aN8fTp03+MP3XqFKpXrw5NTU3UqVMHf/0le10FiUSCJUuWoFSpUtDS0kKHDh3g4+MjE/Pu3Tv06tULpqam0NfXR4sWLXDr1q1C9/1boczafT3R818fl5pz3tDOd97Q/ofzYkpUPLTznRO0zXLPi59+auc7L2rnOS+Wa14LVu0b4MqUHQhz9UGURyBuLToEUVoGavZr+a/9LozE2ESIskQwzPc5wsjUCHH5Vpd/EhcVByPTguM/fbvNMF+MoZkRYiM/b7PTwI74GPcRj64/LnIeBfmnc39aAWOY9i/n/k8T3JryYnLO/ZYtaqFMhwa4N2kHolx9EOsRiCcLssewcn/FjaEoPgGSLBFUjGVfaxXjz1eLSx8THSddLS6NNzGEKCb7c+Onxwnzt2limD0JniPF5SZCOg1ASOeBeN+2DxJ2H4HQyABZH8K+Oq9PjHS1oSIUfHaRzpjEJJga6Mp9jKmBrpz4ZJga6MiNL06SlI/ZtVtH9v0p0NH/bLW49DFJ8RDo5o83gDgp/sufNykeAlU1QEP7s3YkhWhH0b6F2k1ERET0Xym2SfJ58+bhxIkTmDhxImbNmoXMzMwitTN//nwkJCTI3MroVfiix2ZlZuHtq3ewa5E7cSQQCGDXwgYebvJ/Wfdw85KJB4BGrWyl8aHBYYiOiJGJ0dbVRs0GNeS22W1AZ7icvgZRluK3QcjMzMSL5x5o3aaZ9JhAIECrNs3w7OlzuY95+vS5TDwAtG3bXBofFPge4eGRMjF6erqwtasnjXn53ANpaemoYp27pYuqqirKVyiL98Hy96ssCnGmCFGvA1CmeZ693gUClGlRCxFuvnIfE+HuKxsPoGzL2tL4j8FRSI6IR5kWuTFqulowr18Z4e6yk19A9jYeWSnpqNyzMUTpGTJ7mX8tcaYI4a8DUDFffhWa18IHd/n5hbr7ysYDqNiytjQ+4X0UkiLjZWLUdbVQun5lfJCTX0p0IjJT0lGjR2NkpWd8tt/51xBnihDzKgClWsjmV6pFLUQWMH5Rbr6y8QDKtKotjU8KjkJKRLxMjJquFkwbVEak2+f5peWMn1XO+IXeVVx+EIsgjgiCsHzePYQFEJavAXGYn/yHhPlDpbzsnsPCCjUgCvX/ur58WtmrUmxfHoJYCbfCOHHiBGbMmIGlS5fC3d0d9erVg729PSIj5f/DyMOHDzF48GCMHj0az58/h4ODAxwcHODhkfseWbduHX799Vfs3r0bT548gY6ODuzt7ZGWliaN6d69O7KysnDz5k24ubmhXr166N69O8LDwwuZwbdBmbW7o77863bkJc4UIfJ1AMrlOy+Wa14L4QWcF8PcfWXjAZRrUVsanxgcheTIeJkYdV0tWNavjPCc84aqljoAQJJvRa5ELPmilfOFkZWZBZ/XPmjQvL70mEAgQP0W9eHlJn/fd293b9TPEw8ANi0bwDsnPjw4HDERsWjQIjdGW1cb1etXg7f7m8/a69S/I/4+c0Mpn00KOvdbtqiFqH8491vmO/eXalVbGl/Qud+sQWVEfcEYQqjAMczKQob3O2g2yvNZUSCAZqMGSH/lJfch6a+9oJnvWjGajW2l8VkfwpAVFSMTI9DRhkbtGnLbFMfGQ5KaBm37NpBkZCD1sdtnMUWlpqqCGhVK4Yl37j7uYrEET94EFnhBzbqVyuKJd6DMscdeAahbWfEXvf1qYhHEYQFQscr7fhNAxao2xCGff44AAHGIb754QKVSbYhD5L+f5bYRFgCJKEumHYFJKQgNTQvVjqIVd+0mIiIi+i8V654kDRs2hJubG6KiomBnZwcPD49C/7KpoaEBfX19mVthtlo5vu8Ueg7pjq797VGhSnnMWfMzNLU0cemECwBgydb5mDhvjDT+5P4zaNKmEQaP748Klcth9AxHVK9bDacP/imNOfHbaYytRizgAABYlklEQVT8aThadGyGytWtsGTrfERHROPu1fsyz23XwgZlKpTGhWOXC5VzYezcfgAjRg7EoCG9UbVaZWzauhw62lo4+sdpAMCuveuxZNksafyenYfQvmNLTJ46GtZVK2Hugp9Q36Y29u35XRqze8chzJozCV26tkfNWlWxa+96hIdF4PLF7It7ffyYhIP7j2Hewmlo264FqlhbYeOW7O1kzv2p2IuTvtp3BTUGt0HVfi1hWKU0Wq1ygpqWBt6evAMAaLt5PBrNHSCNf73/Ksq1qYu647rAsHIp2P3cB2Z1K8Hj8PU8MS6wneqACh1tYFy9LNptGY+UiHgEXs39JbOWY0eY1q4IAytL1HLsgBYrHPFkzUlkJCp2b9qnv11BvUFtULtvS5hUKQ37/zlBXVsDr05l59d903i0npObn+vBq7BqXReNxnaBceVSaDG9D0rVqQS3PPk92++CZlMdUKWDDcyqlUX3TeORFBmPd9dy87Nx7AiL2hVhZGUJmxEd0HG5I+6sPYl0Befnue8Kqg5pgyr9W8KgSmk0W+MEVS0N+JzIzq/l1vGwnZebn9f+qyjbpi5qje8Cg8qlUH9GH5jUrQTvg7n5ef3mgno/OaBcRxsYVS+LllvHIzUiHsF5xq/GyI4wqV0R+pUsUd2xA5r8zxFuqxU/fllu16FapyVUajaFwNgSah2GQqCmjizP7G+OqHceBbUWvXPj3W9AWLEWVG07QmBkCbWmPSC0qIisF3lW5mpqQ2BWDgKT7L17hUYWEJiVA3JWrAsMTKHasAsE5uUh0DOGsFRlqHcfD2RlQhTwWqH5fU82bdqEsWPHwsnJCTVr1sTu3buhra2NAwcOyI3funUrOnfujNmzZ6NGjRpYsWIFbGxssH37dgDZq8i3bNmCRYsWoVevXqhbty6OHDmC0NBQnDt3DgAQHR0NHx8fzJs3D3Xr1oW1tTXWrFmDlJQUmcn2742yaveXbrXi/tsV1B7cBjX6tYRRldJot8oJatoa8Mo573faPB7N8pz3Xxy4igqt66LB2C4wqlwKjX/uA4u6lfDyUO554/l+FzT6yQFWHW1gUq0sOm0ej+TIePjlnBfD3HyQnpCMTpvGw7RGeRhaWaLFgsHQL2eGgJsvCpX7lzi77090GdwZHfp1QLkq5TB11RRoamng2snsPs/ePBNOc0dK48/tPw+7NrboO64PylUui2E/D4V1XWucP3wxT8w5DJ46CE06NkbF6hUxe8tMxETE4OFV2Yt1129eH6UqlILLcReF5/WJ974rsB7SBpVyzv1Ncs79vjnn/uZbx6NBnnO/9/6rKNOmLmqO7wL9yqVQL+fc/zbPud/7NxfU+ckBZTvawLB6WTTfml27P537o1x9kJGQjOZbxsOoZnnoVbKE7aLB0C1nhg83Xig0v8SjZ6DXuyt0uneEqlV5GC+YBoGWJpIuZL+mJsvnZm+JkuPjsbPQatoQesP6QbViORiMHwGNmlXx8cR5mRiDMUOh1aop1KpYwXT5XGRFxSDldu43EfUG9oJ69SpQLV8GugN6wnjOFMRv2w9JkmL3/h7esTHO3n2OCw9ewj80Giv/+Aup6ZlwaF4PALBw/3lsPZNbt4Z2aIiHnn44fPUxAsKisev8HXgGhmJQOztpTEJSKt4Eh8M/NPsbi4HhMXgTHI7ohCRpTHRCEt4Eh+N9zrcffEMi8SY4HAlJqQrNL/PRFajatIVq3ZYQmJaGejcnCNQ0kPki+/2p3msC1NoNzI1/4gKVynWh2qQrBCaloNa6D4SlKyHz2bXcRjV1ILSoAKFZ9j8kCExKQWhRIXfFenoqsp7fhnqnYRBWrAlhqYrQ6DkOovfvIP5QfJPkRERERCVJ8S0rzKGrq4vDhw/D2dkZHTp0gEj0315Y7saFWzAyNsCYWSNhYmYMH08//DxsrvQCWBalzSHOs+rotasnlk5ZiXFzRmHC3DF4H/ABc0cvhv/bQGnMHzudoaWthXnrZkJXXxevnr3Gz8PmIiNddsVdj0Fd8eqZB4L83istvz/P/AVTUxMsWDQd5hZmeP3KC/16j5JezLNsudIy+T198hxjR83AwsU/Y/GymfD3C8SwQRPh7ZW7embr5r3Q1tHC5m0rYWCgj8ePXNGv9yikp2dIY5YsXIusLBF2/7YBmpqacHN9gV7dhiMhXv42E0Xld/EJNI310XBmX2ibGSDaKwiXh6+TXnhTr4wpIMn9ameEmw9uTN2JRrP7o/GcAUgIDMfVMZsR9zZEGvNi1yWoamug9ZpRUNfXRvizd7g8fB1EecbPvH4lNJzZB2ramojzC8XdeQfgc1bxW+a8ufQE2ib6aDmjL3TMDBDpFYQTI9ZJLzCnX9pUZp/wD24+uPDTTrSa1R+tZg9AXGA4zozbjOh3ufk92X0J6toa6Lx6FDT1tRHi+g4nRsjmV7peJbT8OTu/WL9QuMw/AM8/FZ9fwIXs8Wswqy+0zAwQ6xmEa8PWIS0nP518+UW6+uDOlJ2wmdMftnMHIDEgHDdHb0Z8nvF7vTN7/Jqtyx6/yGfvcG2YbH6mDSqh/qzs/BL8QvFw7gH4nVF8fqJ3rsjU1oNas14QaOtDHPUe6We3AjkX5xToGcu8P8Vhfsj46zeoNXeAWvPekMRHIv3CDkhiQqUxKpXqQ6Ozk/TPGt3HAwAyH11A5qOLQFYmVMpaQ82mA6CpDUlKIsQhPtn7kafKXhT0vySWKP4r1vL2tdbQ0ICGhobMsYyMDLi5uWH+/PnSY0KhEB06dMCjR4/ktv3o0aPPLlJpb28vnQAPCAhAeHg4OnToIL3fwMAAjRs3xqNHjzBo0CCYmJigWrVqOHLkCGxsbKChoYE9e/bA3Nwctra2X5N6sSvO2u1z8Qm0jPXRZEbuef/c8Nzzol6+80aYmw9cftqJZrP6o9mcAYgPDMelsZsRk+e86LbrEtS0NNB+9Sho6Gsj1PUdzuU576fFJeHciHVoNrs/+jjPh1BVFbHvQnBxzCZEewcrPMc7F+/CwNgAI2YOg5GZMfy9/LBw+GLER8cDAMzKmMv8nfJy88aaqWvhONsRI+eMRGjgB/wyZgWC3uZuP3dy1yloamti2pqfoKuvC89nnlg4fDEy83026TyoEzyfeeK9XwiUJfDCE2gY66N+nnP/jX8490e5+uDelJ2oP6c/GuSc+2/nO/d75pz7m+Y59/89bB3EOfmlxyXhxtB1aDC3PzqdnA+BqioS3oXg1qhNiPNS7BimXLuNOCMDGE4cCRUTI2S89UPklPkQx8YDAFQtzWX2CU9/5YXohatgOMkJRlNGITP4AyJnLEWmX6A0JvHwCQi0NGGy6GcI9XSR9sIDkVPmARm546deqzoMxjtCqK2JzMD3iF21BcmX/1ZobgDQuVEtxCWlYOf5O4hOTEa1chbYOX0wTHK2WwmPSYAwzz+c1a9SDqvHOmD7n7ex7c9bKG9ujC2TB8C6jLk05vbLd1hyMPcfdebuzV58MqFHS0zs1RoAcOq2G3ZfvCeNcVp3BACw3KkHeuVM0CuCyOsxMnT0oNamH9R1DSCOCELasbVAzlZpQgMTmb9/4hAfpJ/dAfW2/aHebgAkseFIP7EJkqjc96dqNVto9Bov/bNmv6kAgIw7Z5B552z2/1/9A+oSCTT7TwNUVCHye42Mvw4qLK+iUEbtLqwdO3Zg/fr1CA8PR7169bBt2zY0atSowPhTp05h8eLFCAwMhLW1NdauXYuuXbtK75dIJFi6dCn27duH+Ph4NG/eHLt27YK1tTUA4Pbt22jbtq3ctp8+fYqGDRsqNkEiIiL6Zggkkm/g00+OkJAQuLm5oUOHDtDRKfo+hU3LyP9g86N4k6C8SfVvxWqjJsXdBaWK/z6uK1tkFj/4tSEHztQq7i4olfaMfQpvc3iFPgpvs7JTXfzyyy8yx5YuXYply5bJHAsNDUWZMmXw8OFDNG3aVHp8zpw5uHPnDp48efJZ2+rq6jh8+DAGDx4sPbZz50788ssviIiIwMOHD9G8eXOEhoaiVKlS0pgBAwZAIBDgxIkTALLrmoODA9zd3SEUCmFubo7Lly+jQYMGnz3n90pRtXtr+WEK7NW35y9JTHF3QemGik3+Peg71tri+9wm6UtZbHUs7i4oleiW8r4d8S3QWXJU4W0qo3b/HnT2i2NPnDiBESNGYPfu3WjcuDG2bNmCU6dO4e3btzA3N/8s/uHDh2jVqhVWr16N7t2749ixY1i7di3c3d1Ru3ZtAMDatWuxevVqHD58GFZWVli8eDFev34NLy8vaGpqIiMjA7GxsteRWrx4MW7cuAE/Pz+Fb7FFRERE345vaqqubNmy6NWr11f9kk1ERN8eiRJu8va1zrtavLhJJBJMnjwZ5ubmuHfvHp4+fQoHBwf06NEDYWGKu5BecWPtJiL6MSmjdhdGcWyVpq6uDktLS+nNxMQE58+fh5OTEyfIiYiIfnDf1CQ5ERH9mMSQKPwmb1/r/FutAICpqSlUVFQQEREhczwiIgKWlpZy+2tpafmP8Z9+/lPMzZs3cenSJTg7O6N58+awsbHBzp07oaWlhcOHDxfthSQiIvqPKKN2p6enIzExUeaWf+s0IHertLzbmn3JVml544HsrdI+xf/bVmnyXLhwATExMXBycpJ7PxEREf04OElOREQ/NHV1ddja2uLGjRvSY2KxGDdu3JDZfiWvpk2bysQDwPXr16XxVlZWsLS0lIlJTEzEkydPpDEpKdkXghUKZUutUCiUuRYEERFRSbF69WoYGBjI3FavXv1ZXHR0NEQiESwsLGSOW1hYIDxc/tZH4eHh/xj/6Wdh2ty/fz/s7e1RtmzZL0uQiIiIvlvFfuFOIiL68UkK/SVrxZoxYwYcHR1hZ2eHRo0aYcuWLUhOTpauDBsxYgTKlCkj/UV92rRpaN26NTZu3Ihu3brB2dkZrq6u2Lt3LwBAIBBg+vTpWLlyJaytraX7mpYuXRoODg4AsifajYyM4OjoiCVLlkBLSwv79u1DQEAAunXrViyvAxER0ZdSRu2eP3/+ZxfGlvctsG9BSEgIrl69ipMnTxZ3V4iIiOg/wElyIiJSuuJeNz1w4EBERUVhyZIlCA8PR/369eHi4iJdTRYcHCyz4rtZs2Y4duwYFi1ahAULFsDa2hrnzp2TXvgLyL7wZ3JyMsaNG4f4+Hi0aNECLi4u0NTUBJC9zYuLiwsWLlyIdu3aITMzE7Vq1cL58+dRr169//YFICIiKiRl1G4NDY0vmhRX9lZpeS+6HRERgfr163/W3sGDB2FiYoKePXv+a3+JiIjo+8dJciIiKhGmTJmCKVOmyL3v9u3bnx3r378/+vfvX2B7AoEAy5cvx/LlywuMsbOzw9WrVwvdVyIiopIs71Zpn76h9WmrtIJq+aet0qZPny49VtBWaZ8mxT9tlTZx4kSZtiQSCQ4ePIgRI0ZATU1N4fkRERHRt4eT5EREpHTiYt5uhYiIiAqnuGt3cWyV9snNmzcREBCAMWPG/Kc5ExERUfHhJDkRERERERF9U4pjq7RP9u/fj2bNmqF69er/TbJERERU7DhJTkRESlfcF+4kIiKiwvkWandxbJUGAMeOHStUP4mIiOj7x0lyIiJSuuK+cCcREREVDms3ERERlSTCfw8hIiIiIiIiIiIiIvoxcSU5EREpnURS/F/ZJiIioi/H2k1EREQlCSfJiYhI6cTfwL6mRERE9OVYu4mIiKgk4XYrRERERERERERERFRicSU5EREpHS/+RURE9H1h7SYiIqKShCvJiYiIiIiIiIiIiKjE4kpyIiJSOgn3NSUiIvqusHYTERFRScJJciIiUjpe/IuIiOj7wtpNREREJQm3WyEiIiIiIiIiIiKiEosryYmISOkkEq5GIyIi+p6wdhMREVFJwklyIiJSOnFxd4CIiIgKhbWbiIiIShJut0JEREREREREREREJRZXkhMRkdJJePEvIiKi7wprNxEREZUkXElORERERERERERERCUWV5ITEZHSibkajYiI6LvC2k1EREQlCSfJiYhI6SQS/qJNRET0PWHtJiIiopKE260QERERERERERERUYnFleRERKR0/Mo2ERHR94W1m4iIiEoSriQnIiIiIiIiIiIiohLrh1xJ7psUWtxdUKqaBuWLuwtK91wlvbi7oFRqP/i/T7UUiYq7C0r1akNKcXdBqZrMUHybEq5Go3/xRphR3F1QqjLQKe4uKF2UoLh7oFxClR/7PCa6drG4u6BUXgcyi7sLStVwieLbZO0mIiKikuSHnCQnIqJvi5gX/yIiIvqusHYTERFRSfJjL2clIiIiIiIiIiIiIvoHXElORERKx7VoRERE3xfWbiIiIipJOElORERKJ+av2kRERN8V1m4iIiIqSbjdChERERERERERERGVWFxJTkRESsfVaERERN8X1m4iIiIqSbiSnIiIiIiIiIiIiIhKLK4kJyIipZNIuBqNiIjoe8LaTURERCUJJ8mJiEjp+JVtIiKi7wtrNxEREZUk3G6FiIiIiIiIiIiIiEosriQnIiKlk3A1GhER0XeFtZuIiIhKEk6SExGR0nFfUyIiou8LazcRERGVJNxuhYiIiIiIiIiIiIhKLK4kJyIipePFv4iIiL4vrN1ERERUknAlORERERERERERERGVWFxJTkRESsd9TYmIiL4vrN1ERERUknCSnIiIlI5f2SYiIvq+sHYTERFRScLtVoiIiIiIiIiIiIioxOJKciIiUjoJV6MRERF9V1i7iYiIqCThJDkRESmdmPuaEhERfVdYu4mIiKgk4XYrRERERERERERERFRicSU5EREpHb+yTURE9H1h7SYiIqKShCvJiYiIiIiIiIiIiKjE4kpyIiJSOu5rSkRE9H1h7SYiIqKShJPkRESkdPzKNhER0feFtZuIiIhKEm63QkREREREREREREQlFleSExGR0vEr20RERN8X1m4iIiIqSUr8JPmoMUMw+afRMLcwg6fHG8yfvQLP3V8XGN/ToTPmLZyGcuXLwN8vECuWbsDf1+/KxMxd8BOGO/aHvoE+nj5xx5yfl8HfP0gmpmOn1pg5dzJq1qqG9PR0PLz/DI5DJyslxz6OvTBk4kAYmxnD18sPmxdvg/eLNwXGt+3eGmNnO8GyrCVCAkKwa9U+PLr5RCZmzKyR6DGkG/T0dfHK1QMb5m9BSMAHAECDpvWw/fRmuW2P7joRb16+VVxyANoMt0fH8T1hYGaIEO8gOC89gMCXvgXG23Rtgl4zB8GkrBkiA8Jxds0f8Lj9XCamx88D0XJwe2jp68DP9Q2OLdqHyMBw6f3mVqXQd8FwVLGtBhU1VXx4E4zzm5zx7pGnQnMDgFbDO6H9+B7QNzPEB+8gnFp6EEEv/QqMb9C1CbrNHACTsmaICgjHuTVH4XX7hUxMt5/7o1lOfv6ub3Fi0W+Iypefw4KhqJSTX+ibYFzadBI+SsjP0qkzykzqCXUzQyR7BcF/4X4kPS94/Ex6NEX5OYOgWc4MqQFhCFr5B+Ju5I6fcdfGsBzRCbp1K0HNWA8v2s9CsmegTBsCDTVYLXOEaa/mEGqoIu7WS/jP24fM6ASF52cxsjNKT3SAmpkhUrwCEbDoNyS/KDg/4+5NUW7OYGiUNUdaQBiC//c74m+6S+836tIYFiPsoVOnMtSM9fCq4wykyMmvwtKRMOnZAkINVcTffoHA+XuVkt+X4le2SdFaD7dHx5xzY4h3EE4sPfCP50abrk3QY+ZA6bn/zzVH4Znv3N/95wFoIT03vsGxPOdG6yY1McN5mdy21/Scj6BXBT93UbQb3hmdc2rbe+8gHF26HwH/UNvsujZF75mDYFrWDBEBYTi15g+8zpefw88D0WpwB2jra8PX9S2OLNorrW3VmtTCXOdf5La9vOdcBCo4v/ojOsBufDfomBkgyjsYN5ccQfhL/wLjq3ZrhOYz+0G/rCniAiNwb7UzAm69lIlpNqMv6gxpCw19bYS6vsPfCw4iPjBCer+RlSVaLRyMMnZVIVRTRfSbYDzYcBrvH3krNDcA0O3fC3rDBkDFxBgZPn6IX78NGV4Ff/7Rat8KBhOcoFrKEpnvQ5CwbR/SHj6VidEfPxK6Dl0h0NVFxisPxK3Ziqz3H6T3q1WzhuHUsVCvWQ0SkRipt+4ifvMuSFLTFJ6faiN7qLXoAYGuIcThQci4fADiDwW/R1RqNYF6+4EQGJpBEhuOjKtHIfLJfX+q1GwEtYYdISxdCQJtPaTumA1xuOxnZ6iqQb3zCKjWaQaoqEHk+xLpF38DkhVf28wdu8AyT+0OXvwbkl/4FBhv1L0ZyszOrd0hq44gIU/tBoDSswbDbEgHqOrr4KPrGwTN34P0gDDp/dq1K6HswuHQqWcNiMWIvfwI7385CHGK4sfvS7F2ExERUUlSordbcejTBctXzceGtTvQvlVveHq8wck/98PU1FhufMNGDbBn/0Yc/f002rV0wJXLN3D42A5Ur2EtjZk6fSzGjh+OWT8vQ+f2A5CSnIoTf+6Hhoa6NKZ7z07YsXcdjh89izbNe6Fbp8E4e/qSUnJs37MNpi6diAObjmBU5/Hw9fLDpqNrYWhiKDe+tl0tLNuxCJeOX4GT/Tjcu/oAq/cvh1W1itKYoZMGod+oPlg/bzPG9piMtJQ0bDq6FuoaagCA166e6FG/r8ztwtHL+BAUqvAJcrvuzdBvkSMubz2F/3WbixCvIPx0ZCH0TPTlxleyqYoxv07HgxM3sbLrHLy49hQT985B6arlpDH2E3qhnVMXHF24F2sc5iM9NR0/HVkE1Zz8AGDK/nlQUVHBpiG/YFWPuQjxDsSU/fOgb2ao0PxsujdF70UjcGXrGaztNg8fvIIw+cgC6BaQn5VNVYz89Sc8OnELa7rOw8trzzBu72yUypNfhwk90dqpC5wX/oYNDguRkZqGyUcWyOQ3Yf8cCFVU8OuQFVjXYz4+eAdhwv450DMzUGh+pr2awWqZI95vPIUXneYg2TMQtY4vgpqp/Pz07Kqh2q7piDx+Ay86zkbslWeofnAOtKvn5qeirYGPT70RtPKPAp/XavlIGHe0xduxG/G691KoWxqh+oHZCs0NAEx6NkeFpU4I2XQSr+1nIdkrEDWOLYGqifzXUdeuGqx3zkDk8Rt41WkmYl2eouqBudCqVj5Pfpr4+NQbwat+L/B5Ky5zglFHO/iMXw+vPouhbmGMqvvnKjw/ouJi270p+i4agctbT2PVF577R/06DQ9P3MSqrnPx8tozTNg7W+bc32lCL7R16oJjC/dhncOCnHP/Qum50d/tLeY2HCtzu3/8BqKDIxQ+Qd6wezMMXOSIC1tP4Zduc/DeKxAzjiwqML/KNtUw/tfpuHfiBpZ1nY3n155h6t45KJMnvy4THNDBqSuOLNyLlTn5zTyyWJqfr9tbTG84RuZ25/jfiAqOUPgEebUejdF68VA82vInfu+2CFHewej7x1xoFZBfaVtrdNs2Ga9P3MHvXRfB96obeu37GSZVy0pjGk7sjgZOnfD3/AM41nMpMlPS0fePuVDJU9scDs6EUEUFJwetwh/dFiHKKxi9D86EtoJrm1bHNjCcPgGJvx1B+PAJyPTxg9m2tRAaGcqNV69bEyYrFyH5/BWEDxuP1DsPYLphOdQqV5TG6I0YBL2BvRG7egsinaZAkpoGs21rAPXs/ISmJjDbsQ5Z7z8gwmkyoqfNg1qlijBeqvhzv0rtplDvMgKZt04jdddciMODoOm4ENCRP37CclWh0X8astxuInXXXGR5P4PGkNkQmOe+PwVqGhAFvUHGtaMFPq96F0eoVLNFmvMmpB1YCoGeETQHz1R4fsY9m6PcUieEbjoBz84zkeIViKpH/7l2V94xA9HHb8DTfibirz5Blf3zZGq35aTesBjVDUHz9sCrx1yIU9JR9egSCHLen2oWRqjmvAzpgeHw7jEH74Yuh1a1crDaMlXh+RERERGRfCV6knzCZCf8cfgkjh89i3dv/TBr+lKkpqRhyPC+cuPHTRyBm3/fw45f98PnnT/W/G8rXr30wuhxw6Qx4yeOwKYNu+Dy1w14eb7F5AlzYGlpji7dOwAAVFRU8L81C/HL4vU4fMAZ/n6BePfWD+f/vKKUHAeO7Y+Lx/7CXyddEOgThPXzNiM9NR3dB3WRGz9gdB88uf0Ux3afQJBvMPatP4h3Hj7o5+SQGzOmLw5v/QP3rz2En7c/VkxbA1MLU7S0bwEAyMrMQmxUnPSWEJeIlvbN8NdJF4Xn12FMd9x3voGHp24jzDcERxfuRUZqBpoNaCc3vv2obvC88wLX9l5AuN8HXNh0AsGe/mjj2Fkm5q9tZ/Dyuis+vAnGwRnbYWhhhPqdGgIAdIz0YFGpNFx2/YkPb4IRGRiOs2uPQkNbU2bCRRHajemGh8438PjUbYT7foDzwt+QkZqBpgPayo1vM6oLvO+8wI29FxHh9wGXN53Ee88AtHa0l8a0HdUVV7edxevrrgh9E4wjM3bAwMII9fLkZ16pNK7vOo/QN8GICgzH+bXHcvIrL/d5i6r0+B6IOPo3Ip1vIfVdCPzm7IUoNR3mg+SPX+mxXRF36wU+7LyAVJ8PCF7njOTXASjllPt+jjp9F+83nUb8vVdy21DR04bF4HYIWHYYCQ88kPzKH77Td0C/UXXo2ljLfUxRlRrXA5HHriPqxE2k+oQgYO4eiFPTYT5Yfn6lxnRH/K3nCNt1Hmm+HxCy/jiSXwfAMk9+0Wfu4MPmU0i8+1JuGyp62jAb3B5Byw4h8YEHkl/7w2/Gdug1rA5dm6oKza8wxBKJwm9UcrUf0x0PnG/gUc658fjCff94bmw7qiu87rzA9b0XEe73ARc3ncB7T3+0znPubzeqK65sO4tXOef+QzO2wyDPuV+UKUJiVIL0lhSXhHod7fDw1G2F52c/pgfuOv+N+6duIdQ3BEcW7kVGajpaFlDbOo7qCo87L+Cy9wLC/D7gz03OCPIMQDvHLnliuuHitjN4cf0ZQt4E4bcZ22BoYQSbTo1y8stCYlS89JYc9xENOjbE/VO3FJ6f7ZgueH38FjxP3UWsTyiuzz+IzNR01BnYWm68zSh7BNx5Bdc9lxHrG4qHG08jwiMQDUZ2zI0Z3RlPtp2H33V3RL95jys/74auuSGqdLIFAGj9v737Dmvqbt8AfocVdthLRRzgQkXRomiLtbTuUa2zVVzVuveqRe2wVH1xtVaq1tH31Wr9Wa2jtbUKWkdbWU5ERRBFpmwQCMn5/QFEAkFRE8O4P71yWU6e8z3Pk5DzJF9OzrE0hVVTR/y75SjSbt5HZlwyzn61H/rGhrBp0VDldl+U2ej3kHv4V+Qd/R3FsfeQEbAB8oJCmAzsrTp+5BAUXLyEnP/9hOK4eGQH7ULRzdswHTb4ScyoIcje8T8UnL0A6Z27eLRiNXRtbGDkU/Ley+j1LkCxDBlrNqH43gMU3YhGRsAGGL/1BvQaOqm1Pn3v/igOPYXiiBAIqQkoOroNgrQI+h1Vv/70u/aF7E4kpOePQkhNgPTUfsgT70Lf68njUXz5L0hDDkIWU8W3OcVG0OvYE0UndkMeex3yh7EoPPQtdBu3hE5D9fZu+w8HInXvSaT9dBoFtx/g3pIgyB8XwmbkW6rjJ/ZHVkgEkoIOo+DOAySs/RH51+7CbnzfJzGT+iNx4wFk/vEvHkfdQ+zsjTCwt4JlLy8AgIVvJwjFMtz7eCsKYh4i7/Id3FsSBKt+3hC7OKi1vufB3k1ERET1Sb2dJNfX10d7jzY4E3JBsUwQBJwNuYBOnTuoXKdTZw+cDbmotCz41Dl06uwBAGjs0hD2DnY4W27MnOxchIdeRufSMdu1bw2nBg6Qy+U4/dchXIv+C/v+b5vS0ejqoqevhxbt3HDprzDFMkEQEHouDO6erVWu08azNUL/Uv566D8hl9DGsw0AwMnZETb21gg992TMvJw83IiIqnLM19/xhrmlOY7vV+8kua6+HpzdmyLq/JPJUEEQcPP8FTStYjKwaQc33DyvPHl64+xlRbxNIztI7CwRdf7Jh7SCnHzERt5B044tAAB5GTlIiklAlyE+MDASQ0dXB2+MfhvZqZmIv1r1V8Wfvz5dNHJviuhyuQiCgOjzV9GkisncJh3ccPP8NaVlUWcvw6W0PuvS+m4q1fcYcZF34FI6Zll9rw15Q1Ff99G+aq9PpK8H03ZNkXm23PMhCMj66yrMOrVQuY6Zp5tyPICMkEiYdar+5K9pu6bQMdBXGufxnYcoeJAK8yq2+yJE+nowadcMWX9VrO8KTD1Vb8fU0005HkDWmYgq41UxKa0v668nk+gFdxJQ+CAVpp7amyQnUhddfV04uzdV2o+V7PuvPmPfrzz5VrLvL9nv2Sj2jU9efwU5jxEbeQdNqhizvW8nmFia4aKaJ5F19fXQ2L0pblTobTfOX0Wzjqr3Bc06uCnFA8C1s5FoXpq7bSM7WNhZKsU8zsnH3cjbaFZFfR6+nWBqaYpzB06/bElKdPR1Yd+2CeLPlTt9lyAg/tx1OHZsrnIdx47NEX9OubfdO3tFES9xtoWpnQXulYspynmMxMgYOHmWPMePM3KRfuchWg/tDj0jMUS6Omj/fk/kpWYh+Wqs+grU04NBSzcU/lvuvZQgoPDfcIjbqn6fZNC2NQouhSktK/g7FAal8boNHKFrY42CcmMKeXkovB4FcbuSGJG+PoRiKVBuElIoLCwZ36OtWkorSUYXOk5NIbtb7vUkCJDFXIVOI9W/SzqN3CpNfsvuXIaOc/Xf++o4NYVIT09pHCHtIeSZqVVu90WU9e7scj0UgoDsc1X3bhPPFsrxALJCIhU9V+xsDwN7K2SdexIjy8lHbsRtxZgiA30I0mKl509eUAQAMH2tlVpqIyIiIqKnq7eT5FbWltDT00NqyiOl5Smpj2Bnb6NyHTt7G6SkpCktSy0Xb2dnW7KswpjlYxo3KTnSeOGSGVi3dgtGj/gImZlZOHz8v7CwVO/XfS2sJNDT00V6WobS8vTUDFjZqj6ljLWtFdJTK8SnZcDa1hIAYGVnpRijUoyd6jH7j+yLf0NCkZqYpvL+F2VqaQZdPV3kVDjPcnZqFiRVnPbE3NYC2ZXiMyGxsVDcX7asUky5Mde//xmc2zTBxus/4JvovfCd1B+bxq1Cfnbey5SkxNTSvMr6qjqti7mtBXLSlHPPSc2CuY1EcX/Zskox5cb85v0v0KiNC/5zfRfWR/8PPSf1w7fjAvBYjfXpW5lBpKcLaYVcilIzYWBnoXodOwtIKzw30tQs6FcRX9UY8kIpZNn5FcbJfK5xnkVPUV+m8nbSMmFQxfOnb2sBaYXn7/nrs6yyPgM7y2qPo26CBv6j+qls35hd4bWSnZr51H1j5X1/Fswr7fufvm8sz3vEm7hxNhKZSenPW8JTmZX2NpW9qopcJLYWKh6P8vVZKsaoGFPVmK+PeAvXzl5GhprrM7Iyg46eLvIq1JeflgWTKk57YmJrgfzUbKVleanZMCnNvezf/DTlmPy0bKUxD4z+CnZtGmNW1DbMub0Tnh/2wc9j16AwS3l/+TJ0LCQQ6elClq78PkmWngEda9Xvk3StrSB/pBwvT8+Abmm8rnXJ8yerGPMoQ3FfQWgEdK2tYPbBcEBPDyIzU0hmfFiyfhWnEXwRImNziHR1IeRmKi0XcjMhMrVQvY6pBYTcrArxWdCpIl7lGGYWJX8EKFB+roTcLIjMqj/Osyh6d4XfT2lqJvSf1rtV9Hr90tddWQ8vrrB/KU578r4j+/xV6NlawOGjwRDp60FXYoKGH48BAPZuIiIiolekRk+S379/HxMmTHhqTGFhIbKzs5VugiB/RRk+Px1RyUO+PjAIx478gSuR1zFr2lIIgoCBg1V/Dbc2s3W0wWs9OuHYvl+1nYpajfp8ErIfZeE/w5YjYNBSRP5xCdO3q/+c5Noy/PMJyHmUjQ3DVmLtoGW4/EcopmxfVGfqo1dPEORqv1HN9KK9WybIXlGGL8/CwQqt3/DAhf3qPxVJTWDpYAX3N9rjr/2ntJ2KWr31hR/y07Kx773PsWfgCtz5PQyDd8yHiRr/QKotxXfvIX3laph9MAwN//oVDU4cQPHDRMgepQNyTkzWdAW37iN2ziY4TBkIzzv74BGxE4XxKZCmZEDQ4vPH3k1ERET1SY2eJE9PT8fu3bufGhMQEACJRKJ0yy989lFP6Y8yUFxcDFs7a6XldrbWSElWfcRzSnIa7OyUjzK3LRefkpJasqzCmOVjkpNLYm7dfHIRrKIiKe7F3UfDho7PzPt5ZKZnobhYBisb5SNQrGwtkZ6q+jF6lJoOK9sK8TaWeFR65Hh6SrpijEoxKZXH7DeiN7IzsvHXHxcq3feycjNyICuWwcxG+cgzc1sJsioc0VMmOzVTcVT1k3gLZJUegVd2lF3FyWBzWwvFmC293dGupye2z9yAmLBo3L8eix/9t6OooAhd3+vxklU9kZuRXWV9FY8GLJOdmgkzG+XczWwliiMSy9areAFOs3Jjunm7w72nJ3bO3Ii7YdF4cD0WP/l/D2lBEbzeU32+2BchTc+BUCyDfoVcDGwtUJSSqXqdlMpHcunbSiCtIr6qMXTE+tA1N64wjsVzjfMsxYr6LJS3Y2OBoiqeP2lqJvQrPH/PX19GlfUVpWRUsRaR+rxo7w7Pulmt8cv2jeYVXivmthZP3TdW3vdLFEdfP9n3V71vLK/rsDeRl5GDy3+GVivn55FT2ttU9qoq6stKzVTxeJSvL0MxRsUYVWN2H9YTuRm5iNRAfY/TcyAvlsGkQn3GNhLkVTjStkxeaiaMbZUvCmlia4680tzL/jWucNFnYxtzxZjO3dqg6VsdcHzGZjwMvY2Ua3E49ckuFBcUoc17r6uhshLyzCwIxTLoWim/T9K1soT8ker3XrJH6dCxVo7XsbIsmeDGkyPIdSvGWFsqHV2e//tpPOw9DA/7jUCC77vI3voDdCwkKE54+NJ1lRHysyHIZJWOGi85WjxT9Tq5mRCZSirESyCvIl7lGDmZEOnpA4bKvU1kKoGQU/1xnkXRuyv8fqo6WryMqqPM9W0sIC193ZX1cL0K+xc9G+X3HemH/0JkhwmI9JyICPexeBi4D3rW5iiMT36pmoiIiIioerQ6SX7kyJGn3oKDn32E1tKlS5GVlaV0MxY/+2ulUqkUlyOv4w2froplIpEIr/t0ReilCJXrhF6KxOs+XZSW+bzpjdBLkQCAe3EPkJyUgtfLjWlqZoKOndrjUumYlyOvoaCgEM1dmyhi9PT00Mi5Ae7fV9+HGKDkAprRV26hU/eOimUikQie3TviWtgNletcD7sBz3LxAND5jU64HlZy7tCH8YlIS36kFGNsaozWHVqpHLPv8N747f9OQlas/iMEZdJixF+7i1beT861KRKJ0NK7Le6G31K5zt2IW2jprXxuzlbd2yni0+6nICslAy293RX3G5oaoYlHc9wNjwYAGBiJAaDSkT2CXICOSPTyhZWSSWW4f+0uWlSoz83bHbHht1WuExtxCy3K5Q4ALbu3RVxpfY9K6ys/pqGpEVw8miOudEwDIwMAgFyufLSPIBcgUmN9grQYuVfuQvJ6uedDJIKke1vkhEarXCcn7BYsXld+/izeaI+cUNXPtyq5V+5CXiRVGseomRMMG9oiu4rtvghBWoy8KzGQdG/3ZKFIBPPu7ZAbpno7uWG3lB8PAJI32lcZr0peaX3lt2vYzAnihrbIDav+46Rucghqv5F2aKp3d5S0rNb2ZVIZ4q/dVdrXiUQitPB2f+q+v0WFfX/L7u1wt3S/l1bFvrGJR3PEqhjTe1gP/P3zWcg11NvuqehtrbzbIiZc9b4gJuKWUjwAtOneHndKc0+9n4LMlAy0rlBfUw9XxKior/uwN3Hh5zMa6d1yqQzJV2Ph3K3Nk4UiEZy7tUFi+B2V6ySG31GOB9C4u7siPis+FbkpmUoxBqZGcPRohodhJc+xXmlvE1T0Nqixt6G4GEU3b0Fc/vo2IhHEnTug8Krq915FV2/AsLPyey9DL08UlcbLEhIhS3ukFCMyMYa4TSsUXqk8pjw9A8LjAhi/3QNCUREK/gmrFPPCZDLIH96FbtNy7zVEIug2dYf8vurXn/z+Leg2Vf791G3WDvJ41e9lVI7x8C6E4mKlcUQ2jtCxsK1yuy+irHebV+rdbavsxXlh0crxKOvdJXkVxiejKDldKUbH1AimHVxVjlmclgV5fgGsBnaHvFCK7LORL1/YC2LvJiIiovpET5sbHzx4MEQiEYSnXOn8WZNyYrEYYrG4wjrVm/sP2rwTX29ZjciIawgPu4Ip0/xgbGKEH//3MwDgm6DVSEpMxhefrgMAbN3yA3759b+YOmM8Tv5+Bu8O7QuPDu6YP3u5YszvtvyAeQun4m7MPcTfe4Aly2YjKSkFvx37EwCQm5OH3Tv2YdHSmUhISMT9+IeYMXsiAODIYfVe2BIA9m87gGXrl+DmlWjciLiJ4R8OhaGRoeIimp9sXIK0xDQEfbUdAPDT9z9j8/+tx8gpw3Dhz7/hO6gnWrZzw+pFgYoxf9p+EH6zPsCDuwl4eD8RHy4cj7TkNPz1+zmlbXt274AGjZ1wdO9xtddV5s/txzAucDrirsYgLvIO3prYDwbGYlwovZDauMAZyExOx+E1ewEAp3Ycx4L9n8J3Un9cDQ5H5wHd0LhtM/xv6XeKMU/tOI6+M4ciJS4JafdTMGj+CGQmZyDyj0sAgJjwW8jPysW4wOk4vun/UFRQhNdH+sKmkR2uBodXTvIlnN5+HGMCpyH+agziImPw5sS+EBuL8feBEADAmMDpyEpOx5E1PwIAQnb8hjn7V6DnpP64HhwOzwHecG7bDD8u3aYYM3jHr+g9812kxiXi0f0U9Js/AlnJGbhcWl9s+G3kZ+VibOB0/LbpIKQFRfAe2RPWjexwPVj1H5Be1MPvjsJ14wzkXo5BbsQdOH3YD7rGYqTsK3n+XL+eiaLER7j3Zcnz93Dbr3A/9CmcPhqAjD/DYDO4O0zbN0XMwiDFmHoWphA3sIGBQ8kRd0bNnQAARSmZkKZmQpaTj+QfT8Pl03EozsxFcc5jNF01EdmXopFbxR8fXlTi1qNotmEmci/fQW7EbTh+OAC6xmKk7iu5EF6zjbNQlPQI9wP2lMRvP4bWBz+H45SByDgVBptB3WHSrhnulqtPt6w++5I/Bho1awCg5Ei1svpSfzyFxivHozgzF7KcfLismoSc0JvIrWICkeh5aKp364p0q53Dqe3H4Bc4HfFX7yIu8g56lu4bL5buG/0CpyMzOR2/lO4bg3f8inn7V+KtSf1xLTgcnUr3/XuXblWMeXrHr+g7cwhS4xKRdj8FA+aPRFa5fX+ZFt7usHG2x3kNnork9+1HMSlwBuKuxiA28g7entgPYmMxzpX2tkmBM5GR/AgHS3vbyR2/YvH+T9Fr0gBcDg6D14DucGnbFLuXPtl3nNxxHP1nDkVyXCJS76fg3fkjkZmcgfA//lXadivvtrB1tsfZ/X9qrL6w7b+hd+AUJF2NRVJkDDpO7A19YzGu/XQGANB7/RTkJmXg3OqfAADhO37H8J+WwfPDPog9HYkWA7vCvl1T/LFkh2LM8O9PoMuswciMS0ZWfAq6LXgPuSmZuPNHyQRxYthtFGblofe6Kfh742EUFxSh7ag3IWlki9jTkWqtL2fv/8F6xWIURd1C0fWbMBs1FDpGhsg7+jsAwGrlYshS05C1+fuS+H0/w+679TB7fxgen/sbxu+8CYNWbsj4ct2TMX/8GeYT3of0/gPIEpJg/tF4yNLS8PjMk/depsMGofDKDQiPH8PQyxOSWZOR9c12CLnqu54IAEgvHIN4yHTIE+5ClnAH+l37QmQghjQ8BABgMHQ6hOx0SE+WvP6kF3+F4cSV0PPuD9mtcOi17QYdp2Yo/OXJ6w9GJtCR2EBkVtLbRDZO0EHJUehCbhZQ+BjF4adh0GcsCh/nAoX5MOg3AbL4aMgfqLd3J287gibrZyHvSgzyIm7D/sP+0DEyRFrpa77JxlmQJqbjwVf/K4n//hha/N8XsJ8yEFl/hsFqUHcYt2uGuEVbnoy5/RicZg1D4d1EFN5PRoOFo1GUnI6M3/9RxNiN64Pc0GjI8gsgeb09Gvr74cGX/610jZH6ZvPmzVi7di2SkpLQvn17fP3113jttdeqjD9w4AD8/f0RFxcHV1dXrF69Gn379lXcLwgCVqxYgW3btiEzMxPdunXDli1b4OqqfCHZ48eP47PPPsOVK1dgaGgIHx8fHD58WFNlEhERUQ2g1UlyR0dHfPvttxg0aJDK+yMjI+Hp6amx7R/++TdYW1th8cezYGdvi2tXozBiyCSkppZceLNhQ0elI44u/RuBjyYtwNJP5mDZ8nm4GxMHv9HTcTPqyZvzrzdsg7GxEdZt/AzmEnP883cYRgyZhMLCIkXMSv81KJYVY/N3a2BkaIiwsMsYMsAPWZnKF5xSh1NHQmBhZYFJC8bDytYSt6/HYP4Hi5FRejFPeyc7pRqvhV7HyhmrMHnRBExZPBEPYhOwdOJyxEbHKWL2fLsPRsaGWLRmHkzNTXHl0lXM/2AJigqlStvuP7Ivrly6hviY+2qvq0zosQswtTLHwLkjYG5rgQdRcdjkt0pxsUurBjZKEzl3w29h++yNGDR/FAYvHI2UuERsmbwGD289yfH3oF9gYGSIDwKmwNjcGHcu3cQmv1UoLq0vLyMHm/xWYdDCUZi7dwV09XSRePsBvp28Gg+i7qm1vvBjF2FqZY5+c4fDzNYCCVFx2OwXUK4+a6XzO8aG38Ku2V+j//wRGLBwJFLjkrB18loklqvvz6AjEBuJMSpgMozMjRFzKRrf+gUo1fetXwAGLByJWXv9oaOni6TbD7B18lokqLm+tF8uQM/aHM6LRsLA1gJ51+NwfdQqxQWzxA1slH4/c0KjcWvaRjRePBKNl47G49hE3By/Bvk3n9Rn1asTXDfOUPzc4rt5AID4//yE+/8pmXCJXb4LkAtosX0BdMT6yAy+jJglT/6QoC6PjpyHnrU5Gi0cBX1bC+Rfj8XN9z9Xqg/l6ssNjcad6evRaPFoNFryPgpiE3Frwmo8jo5/Ut87ndFsw0zFz65B8wEADwL340HgfgBA3MqdaCwIcNu2ECKxPrJCIhFbbjJQG542oUq1i7Z7NwCEle4b+88drtj3f+335VP3/Ttmb8LA+SMxaOEopMYlImjyWqV9/x9Bv8DASIzRpfv+mEs38bXfl4p9Y5luI3oiJvQmkmPU++2v8i4duwAzK3MMnjsSElsL3I+Kw3q/VYpTZ1k1sIG83L4/JjwaW2dvxJD5IzFk4WgkxyXi68lrkFCuvt+CDkNsJIZfwBQYm5vg9qWbWOf3RaX6Xh/RE7dDbyJJg/VFH/0HRlbm6DZvKIxtJUi9cQ8Hx6xRXHjT3MlG6dtaD8Nu49dZ36LbgmHovmg4MuOS8MuH6/Ho1gNFzKUtx6BvJMbbARMgNjdGQugt/DxmDWSl9T3OyMXBsWvQfeEwDNu3FDp6enh06wEOT1qH1Kh4qNPjkyHItJBAMmUcdK0tUXQrBqmzlkBeejFPXQc7oNzvZ9GVG3j0ySpIpk6AZNoEFN9PQNqC5ZDGxClicn7YB5GRIaw+ngcdU1MUXr6K1FlLgaInz59Bm5YwnzwOOsaGkMbdR8aX65H/m/r/2CG7dhFFJubQf2s4DEwtIE+MQ8EPXwJ5Jb+fOhIbyMs9f/L7t1B4YBMMfEfC4O1REB4lonDvWggpT34/9Vp2gnjIdMXPhiPmljw2pw9AGnyg5P9/2w0DQYDhyPmAnh5kdy6j6Oh2tdeXfuQ89KzM0WDBSOjbWiL/eixuffAZiktffwZOtkrnec8NjcbdGevRYNFoNFz8AQpiE3Fn4ldKvTvp20PQMTaEy5qp0DU3Qc6lKNz64HMI5V5/Jh1c0WDBKOgYG6Ig5gHuLd6CRwfPqL2+56Ht3r1//37MmzcPQUFB8PLywoYNG9CrVy9ER0fDzs6uUvyFCxcwatQoBAQEoH///ti7dy8GDx6M8PBwuLuXfPthzZo12LRpE3bv3o0mTZrA398fvXr1wo0bN2BoaAgAOHjwID788EN8+eWX6NmzJ4qLi3Ht2rVXWjsRERG9eiJBi+9+Bg4cCA8PD3z22Wcq7798+TI6dOhQ6bQPz2IraaGO9GosN9MG2k5B49z1rZ8dVIvp1+zLAby0UQW15wJ8L0JXp25feKrLw5/VPmZDK/dnBz2nB+n8wKoNmurdU12GqyO9GqsQdXu/AQBt5IbaTkGjhtsnajsFjbLqXbffe93YIX12UC3WOeGQ2sfUdu/28vJC586d8c033wAoORVgo0aNMHPmTCxZsqRS/IgRI5CXl4djx44plnXp0gUeHh4ICgqCIAhwcnLC/PnzsWDBAgBAVlYW7O3tsWvXLowcORLFxcVwcXHBp59+iokTJ75ktURERFSbaHWmbuHChfD29q7y/ubNm1fr3KZERET0arB3ExGRphUVFSEsLAy+vr6KZTo6OvD19cXFixdVrnPx4kWleADo1auXIj42NhZJSUlKMRKJBF5eXoqY8PBwJCQkQEdHBx06dICjoyP69OnDI8mJiIjqAa2ebuX1119/6v0mJibw8fF5RdkQEZGmaPsr26Q+7N1ERPWDJnp3YWEhCgsLlZapuk5FWloaZDIZ7O3tlZbb29vj5s2bKsdOSkpSGZ+UlKS4v2xZVTF3794FAKxcuRLr1q2Di4sLAgMD0aNHD9y6dQtWVlbPUy4RERHVInX7nA9ERFQjyAVB7TciIiLSHE307oCAAEgkEqVbQECAtktVKDtV2LJlyzB06FB4enpi586dEIlEOHDggJazIyIiIk3S6pHkREREREREVD8sXboU8+bNU1pW8ShyALCxsYGuri6Sk5OVlicnJ8PBwUHl2A4ODk+NL/s3OTkZjo6OSjEeHh4AoFjeunVrpfyaNm2K+Hj1XuSXiIiIahYeSU5ERBonaOA/IiIi0hxN9G6xWAxzc3Olm6pJcgMDA3h6euLUqVOKZXK5HKdOnULXrl1V5tu1a1eleAA4efKkIr5JkyZwcHBQisnOzsY///yjiPH09IRYLEZ0dLQiRiqVIi4uDo0bN37xB5OIiIhqPB5JTkRERERERDXKvHnz4Ofnh06dOuG1117Dhg0bkJeXh/HjxwMAxo4diwYNGihO1zJ79mz4+PggMDAQ/fr1w759+xAaGoqtW7cCAEQiEebMmYMvvvgCrq6uaNKkCfz9/eHk5ITBgwcDAMzNzfHRRx9hxYoVaNSoERo3boy1a9cCAIYNG/bqHwQiIiJ6ZThJTkREGscLdxIREdUu2u7dI0aMQGpqKpYvX46kpCR4eHjgxIkTigtvxsfHQ0fnyRejvb29sXfvXnzyySf4+OOP4erqisOHD8Pd3V0Rs2jRIuTl5WHy5MnIzMxE9+7dceLECRgaGipi1q5dCz09PYwZMwaPHz+Gl5cXTp8+DUtLy1dXPBEREb1yIkHb7340wFbSQtspaJSbaQNtp6Bx7vrW2k5Bo/Tr+JmORhXItJ2CRunqyLWdgkZ1efiz2sfUxH45NSv62UFUa0x1Ga7tFDSqEHV7vwEAbeSGzw6qxYbbJ2o7BY2y6l2333vd2CHVdgoa1TnhkNrHZO8mIiKi+qRuz9QRERERERERERERET0FT7dCREQaVwe/tERERFSnsXcTERFRfcJJciIi0jg5P2gTERHVKuzdREREVJ/wdCtEREREREREREREVG/xSHIiItI4fmWbiIiodmHvJiIiovqER5ITERERERERERERUb3FI8mJiEjj5ODRaERERLUJezcRERHVJ5wkJyIijeNXtomIiGoX9m4iIiKqT3i6FSIiIiIiIiIiIiKqtzhJTkREGicXBLXfntfmzZvh4uICQ0NDeHl54d9//31q/IEDB9CyZUsYGhqibdu2+PXXX5XuFwQBy5cvh6OjI4yMjODr64vbt29XGuf48ePw8vKCkZERLC0tMXjw4OfOnYiI6FWrCb2biIiI6FXhJDkREWmcoIH/nsf+/fsxb948rFixAuHh4Wjfvj169eqFlJQUlfEXLlzAqFGjMHHiRERERGDw4MEYPHgwrl27pohZs2YNNm3ahKCgIPzzzz8wMTFBr169UFBQoIg5ePAgxowZg/Hjx+Py5cs4f/48Ro8e/WIPIhER0Suk7d5NRERE9CqJhDp4sjlbSQttp6BRbqYNtJ2CxrnrW2s7BY3Sr+N/nxpVINN2ChqlqyPXdgoa1eXhz2of08TYRe1j5uXHVTvWy8sLnTt3xjfffAMAkMvlaNSoEWbOnIklS5ZUih8xYgTy8vJw7NgxxbIuXbrAw8MDQUFBEAQBTk5OmD9/PhYsWAAAyMrKgr29PXbt2oWRI0eiuLgYLi4u+PTTTzFx4sSXK7YemOoyXNspaFQh6vZ+AwDayA21nYJGDbdP1HYKGmXVu26/97qxQ6rtFDSqc8IhtY+p7d5NRERE9CrV7Zk6IiKqETTxle3CwkJkZ2cr3QoLCyttu6ioCGFhYfD19VUs09HRga+vLy5evKgy34sXLyrFA0CvXr0U8bGxsUhKSlKKkUgk8PLyUsSEh4cjISEBOjo66NChAxwdHdGnTx+lo9GJiIhqKp5uhYiIiOoTTpITEVGtFBAQAIlEonQLCAioFJeWlgaZTAZ7e3ul5fb29khKSlI5dlJS0lPjy/59Wszdu3cBACtXrsQnn3yCY8eOwdLSEj169EB6evoLVExEREREREREmqCn7QSIiKju08SZvZYuXYp58+YpLROLxWrfzouSy0tOr7Fs2TIMHToUALBz5040bNgQBw4cwJQpU7SZHhER0VPVwbNyEhEREVWJk+RERKRxmrhYl1gsrtakuI2NDXR1dZGcnKy0PDk5GQ4ODirXcXBweGp82b/JyclwdHRUivHw8AAAxfLWrVsr5dy0aVPEx8c/M28iIiJt4oU2iYiIqD7h6VaIiKhOMzAwgKenJ06dOqVYJpfLcerUKXTt2lXlOl27dlWKB4CTJ08q4ps0aQIHBwelmOzsbPzzzz+KGE9PT4jFYkRHRytipFIp4uLi0LhxY7XVR0REREREREQvh0eSExGRxmn7K9vz5s2Dn58fOnXqhNdeew0bNmxAXl4exo8fDwAYO3YsGjRooDin+ezZs+Hj44PAwED069cP+/btQ2hoKLZu3QoAEIlEmDNnDr744gu4urqiSZMm8Pf3h5OTEwYPHgwAMDc3x0cffYQVK1agUaNGaNy4MdauXQsAGDZs2Kt/EIiIiJ6Dtns3ERER0avESXIiIqrzRowYgdTUVCxfvhxJSUnw8PDAiRMnFBfejI+Ph47Oky9XeXt7Y+/evfjkk0/w8ccfw9XVFYcPH4a7u7siZtGiRcjLy8PkyZORmZmJ7t2748SJEzA0NFTErF27Fnp6ehgzZgweP34MLy8vnD59GpaWlq+ueCIiIiIiIiJ6KpFQBw8RsJW00HYKGuVm2kDbKWicu761tlPQKP06fqajUQUybaegUbo6cm2noFFdHv6s9jH1DdS/35IWJah9TNKeqS7DtZ2CRhWibu83AKCN3PDZQbXYcPtEbaegUVa96/Z7rxs7pNpOQaM6JxxS+5js3URERFSf8EhyIiLSuDr311giIqI6jr2biIiI6pO6fTgrEREREREREREREdFT1MnTrbxKhYWFCAgIwNKlSyEWi7WdjkbU9RpZX+3G+ojoedWH11Vdr5H11W6sj4iIiIhqGk6Sv6Ts7GxIJBJkZWXB3Nxc2+loRF2vkfXVbqyPiJ5XfXhd1fUaWV/txvqIiIiIqKbh6VaIiIiIiIiIiIiIqN7iJDkRERERERERERER1VucJCciIiIiIiIiIiKieouT5C9JLBZjxYoVdfqiPHW9RtZXu7E+Inpe9eF1VddrZH21G+sjIiIiopqGF+4kIiIiIiIiIiIionqLR5ITERERERERERERUb3FSXIiIiIiIiIiIiIiqrc4SU5ERERERERERERE9RYnydXkq6++gkgkwpw5c7SdilrIZDL4+/ujSZMmMDIyQrNmzfD555+jtp7C/uzZsxgwYACcnJwgEolw+PBhxX1SqRSLFy9G27ZtYWJiAicnJ4wdOxYPHz7UXsIv4Gk1lomKisLAgQMhkUhgYmKCzp07Iz4+/tUn+5wCAgLQuXNnmJmZwc7ODoMHD0Z0dLRSTEFBAaZPnw5ra2uYmppi6NChSE5O1lLGz6c69ZURBAF9+vSp8jkmoupj767Z2LtLsHfXTOzdRERERHULJ8nV4NKlS/juu+/Qrl07baeiNqtXr8aWLVvwzTffICoqCqtXr8aaNWvw9ddfazu1F5KXl4f27dtj8+bNle7Lz89HeHg4/P39ER4ejp9//hnR0dEYOHCgFjJ9cU+rEQBiYmLQvXt3tGzZEiEhIbhy5Qr8/f1haGj4ijN9fmfOnMH06dPx999/4+TJk5BKpXjnnXeQl5eniJk7dy6OHj2KAwcO4MyZM3j48CGGDBmixayrrzr1ldmwYQNEIpEWsiSqW9i7az72bvbumoy9m4iIiKiOEeil5OTkCK6ursLJkycFHx8fYfbs2dpOSS369esnTJgwQWnZkCFDhPfff19LGakPAOHQoUNPjfn3338FAMK9e/deTVJqpqrGESNGCB988IF2ElKzlJQUAYBw5swZQRAEITMzU9DX1xcOHDigiImKihIACBcvXtRWmi+sYn1lIiIihAYNGgiJiYnV+j0mItXYu2sf9u7aj72bvZuIiIioJuOR5C9p+vTp6NevH3x9fbWdilp5e3vj1KlTuHXrFgDg8uXLOHfuHPr06aPlzF6NrKwsiEQiWFhYaDsVtZDL5Th+/Djc3NzQq1cv2NnZwcvLq9Z+5TcrKwsAYGVlBQAICwuDVCpVeh22bNkSzs7OuHjxolZyfBkV6wNKjpocPXo0Nm/eDAcHB22lRlQnsHfXTezdNRt7N3s3ERERUU2mp+0EarN9+/YhPDwcly5d0nYqardkyRJkZ2ejZcuW0NXVhUwmw6pVq/D+++9rOzWNKygowOLFizFq1CiYm5trOx21SElJQW5uLr766it88cUXWL16NU6cOIEhQ4YgODgYPj4+2k6x2uRyOebMmYNu3brB3d0dAJCUlAQDA4NKEyP29vZISkrSQpYvTlV9QMlX0r29vTFo0CAtZkdU+7F3103s3TUbezd7NxEREVFNx0nyF3T//n3Mnj0bJ0+erBXnhXxeP/30E/bs2YO9e/eiTZs2iIyMxJw5c+Dk5AQ/Pz9tp6cxUqkUw4cPhyAI2LJli7bTURu5XA4AGDRoEObOnQsA8PDwwIULFxAUFFSrPmhPnz4d165dw7lz57Sdikaoqu/IkSM4ffo0IiIitJgZUe3H3l03sXfXfOzdRERERFTT8XQrLygsLAwpKSno2LEj9PT0oKenhzNnzmDTpk3Q09ODTCbTdoovZeHChViyZAlGjhyJtm3bYsyYMZg7dy4CAgK0nZrGlH3IvnfvHk6ePFlnjkQDABsbG+jp6aF169ZKy1u1aoX4+HgtZfX8ZsyYgWPHjiE4OBgNGzZULHdwcEBRUREyMzOV4pOTk2vV15urqu/06dOIiYmBhYWFYn8DAEOHDkWPHj20lC1R7cPeXfewd9d87N3s3URERES1AY8kf0FvvfUWrl69qrRs/PjxaNmyJRYvXgxdXV0tZaYe+fn50NFR/huKrq6u4qimuqbsQ/bt27cRHBwMa2trbaekVgYGBujcuTOio6OVlt+6dQuNGzfWUlbVJwgCZs6ciUOHDiEkJARNmjRRut/T0xP6+vo4deoUhg4dCgCIjo5GfHw8unbtqo2Un8uz6luyZAkmTZqktKxt27ZYv349BgwY8CpTJarV2LvrFvbumo29m72biIiIqDbhJPkLMjMzUzrnIACYmJjA2tq60vLaaMCAAVi1ahWcnZ3Rpk0bREREYN26dZgwYYK2U3shubm5uHPnjuLn2NhYREZGwsrKCo6OjnjvvfcQHh6OY8eOQSaTKc6FaWVlBQMDA22l/VyeVqOzszMWLlyIESNG4I033sCbb76JEydO4OjRowgJCdFe0tU0ffp07N27F7/88gvMzMwUz49EIoGRkREkEgkmTpyIefPmwcrKCubm5pg5cya6du2KLl26aDn7Z3tWfQ4ODiqPqnN2dq70oZyIqsbeXbuwd7N312Ts3URERER1jEBq4+PjI8yePVvbaahFdna2MHv2bMHZ2VkwNDQUmjZtKixbtkwoLCzUdmovJDg4WABQ6ebn5yfExsaqvA+AEBwcrO3Uq+1pNZb5/vvvhebNmwuGhoZC+/bthcOHD2sv4edQ1fOzc+dORczjx4+FadOmCZaWloKxsbHw7rvvComJidpL+jlUpz5V6xw6dOiV5UhUV7F311zs3SXYu2sm9m4iIiKiukUkCIKgrgl3IiIiIiIiIiIiIqLahBfuJCIiIiIiIiIiIqJ6i5PkRERERERERERERFRvcZKciIiIiIiIiIiIiOotTpITERERERERERERUb3FSXIiIiIiIiIiIiIiqrc4SU5ERERERERERERE9RYnyYmIiIiIiIiIiIio3uIkORERERERERERERHVW5wkp3pHJBLh8OHDAIC4uDiIRCJERkZWe/0ePXpgzpw5GsmtulxcXLBhwwat5lDeypUr4eHhoe00iIiojmLvVj/2biIiIiKiJzhJTlozbtw4iEQiiEQiGBgYoHnz5vjss89QXFys7dSe2507dzBhwgQ4OztDLBajQYMGeOutt7Bnz55K9QQHB6Nv376wtraGsbExWrdujfnz5yMhIUHpMVF1c3Fx0U6BREREYO9m7yYiIiIiqps4SU5a1bt3byQmJuL27duYP38+Vq5cibVr1z73ODKZDHK5XAMZPtu///6Ljh07IioqCps3b8a1a9cQEhKCSZMmYcuWLbh+/boi9rvvvoOvry8cHBxw8OBB3LhxA0FBQcjKykJgYCA2btyIxMRExQ0Adu7cqfj50qVLL5ynVCp96VqJiIjYu9m7iYiIiIjqGk6Sk1aJxWI4ODigcePGmDp1Knx9fXHkyBGsW7cObdu2hYmJCRo1aoRp06YhNzdXsd6uXbtgYWGBI0eOoHXr1hCLxYiPj8elS5fw9ttvw8bGBhKJBD4+PggPD3+unK5du4Y+ffrA1NQU9vb2GDNmDNLS0lTGCoKAcePGwc3NDefPn8eAAQPg6uoKV1dXjBo1CufOnUO7du0AAA8ePMCsWbMwa9Ys7NixAz169ICLiwveeOMNbN++HcuXL4dEIoGDg4PiBgAWFhaKn21tbRXbzs/Px4QJE2BmZgZnZ2ds3bpVcV/ZV9H3798PHx8fGBoaYs+ePQCA7du3o1WrVjA0NETLli3x7bffKtW0ePFiuLm5wdjYGE2bNoW/v3+lD+lfffUV7O3tYWZmhokTJ6KgoEDp/pCQELz22mswMTGBhYUFunXrhnv37j3X80BERDUTezd7NxERERFRXcNJcqpRjIyMUFRUBB0dHWzatAnXr1/H7t27cfr0aSxatEgpNj8/H6tXr8b27dtx/fp12NnZIScnB35+fjh37hz+/vtvuLq6om/fvsjJyanW9jMzM9GzZ0906NABoaGhOHHiBJKTkzF8+HCV8ZGRkYiKisKCBQugo6P65SQSiQAABw4cQFFRUaU6ylhYWFQrxzKBgYHo1KkTIiIiMG3aNEydOhXR0dFKMUuWLMHs2bMRFRWFXr16Yc+ePVi+fDlWrVqFqKgofPnll/D398fu3bsV65iZmWHXrl24ceMGNm7ciG3btmH9+vWK+3/66SesXLkSX375JUJDQ+Ho6Kj0Yb24uBiDBw+Gj48Prly5gosXL2Ly5MmKx4GIiOoW9u7qY+8mIiIiIqqhBCIt8fPzEwYNGiQIgiDI5XLh5MmTglgsFhYsWFAp9sCBA4K1tbXi5507dwoAhMjIyKduQyaTCWZmZsLRo0cVywAIhw4dEgRBEGJjYwUAQkREhCAIgvD5558L77zzjtIY9+/fFwAI0dHRgiAIgo+PjzB79mxBEARh3759AgAhPDxcEZ+cnCyYmJgobps3bxYEQRCmTp0qmJubP/uBKad8ruU1btxY+OCDDxQ/y+Vywc7OTtiyZYtSXRs2bFBar1mzZsLevXuVln3++edC165dq8xh7dq1gqenp+Lnrl27CtOmTVOK8fLyEtq3by8IgiA8evRIACCEhIRUq0YiIqo92Lufjb2biIiIiKj20Xv10/JETxw7dgympqaQSqWQy+UYPXo0Vq5ciT///BMBAQG4efMmsrOzUVxcjIKCAuTn58PY2BgAYGBgoPg6dJnk5GR88sknCAkJQUpKCmQyGfLz8xEfH1+tfC5fvozg4GCYmppWui8mJgZubm7PHMPa2hqRkZEAgB49eqCoqAhAyde71XlEVvnaRSIRHBwckJKSohTTqVMnxf/n5eUhJiYGEydOxIcffqhYXlxcDIlEovh5//792LRpE2JiYpCbm4vi4mKYm5sr7o+KisJHH32ktJ2uXbsiODgYAGBlZYVx48ahV69eePvtt+Hr64vhw4fD0dFRPYUTEZFWsXe/OPZuIiIiIqKaiadbIa168803ERkZidu3b+Px48fYvXs3UlNT0b9/f7Rr1w4HDx5EWFgYNm/eDACKD61Ayde7K35w9fPzQ2RkJDZu3IgLFy4gMjIS1tbWSus9TW5uLgYMGIDIyEil2+3bt/HGG29Uind1dQUApa9K6+rqonnz5mjevDn09J78HcrNzQ1ZWVmKi3q9LH19faWfRSJRpQugmZiYKNUGANu2bVOq7dq1a/j7778BABcvXsT777+Pvn374tixY4iIiMCyZcuq/fiV2blzJy5evAhvb2/s378fbm5uim0QEVHtxt794ti7iYiIiIhqJk6Sk1aZmJigefPmcHZ2VnwoDQsLg1wuR2BgILp06QI3Nzc8fPiwWuOdP38es2bNQt++fdGmTRuIxeIqL9ylSseOHXH9+nW4uLgoPiyX3cp/aC3ToUMHtGzZEv/5z38qfcit6L333oOBgQHWrFmj8v7MzMxq5/ki7O3t4eTkhLt371aqrUmTJgCACxcuoHHjxli2bBk6deoEV1fXShftatWqFf755x+lZao+RHfo0AFLly7FhQsX4O7ujr1792quOCIiemXYu59g7yYiIiIiqht4uhWqcZo3bw6pVIqvv/4aAwYMwPnz5xEUFFStdV1dXfHf//4XnTp1QnZ2NhYuXAgjI6Nqb3v69OnYtm0bRo0ahUWLFsHKygp37tzBvn37sH37dujq6irFi0Qi7Ny5E2+//Ta6deuGpUuXolWrVpBKpTh79ixSU1MV6zRq1Ajr16/HjBkzkJ2djbFjx8LFxQUPHjzADz/8AFNTUwQGBlb/gXoBn376KWbNmgWJRILevXujsLAQoaGhyMjIwLx58+Dq6or4+Hjs27cPnTt3xvHjx3Ho0CGlMWbPno1x48ahU6dO6NatG/bs2YPr16+jadOmAIDY2Fhs3boVAwcOhJOTE6Kjo3H79m2MHTtWo7UREZH2sHdrDns3EREREZHm8UhyqnHat2+PdevWYfXq1XB3d8eePXsQEBBQrXW///57ZGRkoGPHjhgzZgxmzZoFOzu7am/byckJ58+fh0wmwzvvvIO2bdtizpw5sLCwgI6O6pdLly5dEBYWhhYtWmD69Olo3bo1vL298eOPP2L9+vWYOnWqInbatGn4448/kJCQgHfffRctW7bEpEmTYG5ujgULFlQ7zxc1adIkbN++HTt37kTbtm3h4+ODXbt2KY5GGzhwIObOnYsZM2bAw8MDFy5cgL+/v9IYI0aMgL+/PxYtWgRPT0/cu3dPqUZjY2PcvHkTQ4cOhZubGyZPnozp06djypQpGq+PiIi0g71bc9i7iYiIiIg0TyQIgqDtJIiIiIiIiIiIiIiItIFHkhMRERERERERERFRvcVJciIiIiIiIiIiIiKqtzhJTkRERERERERERET1FifJiYiIiIiIiIiIiKje4iQ5EREREREREREREdVbnCQnIiIiIiIiIiIionqLk+REREREREREREREVG9xkpyIiIiIiIiIiIiI6i1OkhMRERERERERERFRvcVJciIiIiIiIiIiIiKqtzhJTkRERERERERERET1FifJiYiIiIiIiIiIiKje+n/BzG2ORZ3gZQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "fig, axs = plt.subplots(2, 3, figsize=(15, 10))\n",
    "axs = axs.ravel()\n",
    "\n",
    "flags = [\"MaxTenuringThreshold\", \"ParallelGCThreads\"]\n",
    "goal=\"Average GC Pause\"\n",
    "i=0\n",
    "\n",
    "files = sorted(glob.glob(\"datasets/avrora/norm_ext*\"), \n",
    "               key=lambda x:float(re.findall(\"(\\d+)\",x)[0]))\n",
    "\n",
    "for csv_file in files:\n",
    "    df = pd.read_csv(csv_file)\n",
    "    x = df.iloc[:, 0].values\n",
    "    y = df.iloc[:, 1].values\n",
    "    z = df.iloc[:, 2].values\n",
    "    \n",
    "    data = pd.DataFrame({\n",
    "        flags[0]: x, \n",
    "        flags[1]: y, \n",
    "        goal: z})\n",
    "    \n",
    "    data_pivoted = data.pivot(index=flags[0], columns=flags[1], values=goal)\n",
    "    sns.heatmap(data_pivoted, annot=True,  ax=axs[i], fmt=\".3f\") # ax=axs[i],\n",
    "    axs[i].invert_yaxis()\n",
    "    axs[i].set_title(os.path.basename(csv_file))\n",
    "    i += 1\n",
    "\n",
    "fig.delaxes(axs[-1])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KAFKA XMX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "fig, axs = plt.subplots(2, 3, figsize=(15, 10))\n",
    "axs = axs.ravel()\n",
    "\n",
    "flags = [\"MaxTenuringThreshold\", \"ParallelGCThreads\"]\n",
    "goal=\"Average GC Pause\"\n",
    "i=0\n",
    "files = sorted(glob.glob(\"datasets/kafka/norm_ext*\"), \n",
    "               key=lambda x:float(re.findall(\"(\\d+)\",x)[0]))\n",
    "\n",
    "for csv_file in files:\n",
    "    df = pd.read_csv(csv_file)\n",
    "    x = df.iloc[:, 0].values\n",
    "    y = df.iloc[:, 1].values\n",
    "    z = df.iloc[:, 2].values\n",
    "    \n",
    "    data = pd.DataFrame({\n",
    "        flags[0]: x, \n",
    "        flags[1]: y, \n",
    "        goal: z})\n",
    "    \n",
    "    data_pivoted = data.pivot(index=flags[0], columns=flags[1], values=goal)\n",
    "    sns.heatmap(data_pivoted, annot=True,  ax=axs[i], fmt=\".3f\") # ax=axs[i],\n",
    "    axs[i].invert_yaxis()\n",
    "    axs[i].set_title(os.path.basename(csv_file))\n",
    "    i += 1\n",
    "\n",
    "fig.delaxes(axs[-1])\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a synthetic dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Многоэкстремальная двумерная функция, построена как сумма N гиперболических потенциалов.\n",
    "\n",
    "http://conf.nsc.ru/files/conferences/Lyap-100/fulltext/72212/84279/%D0%9A%D1%83%D0%B7%D0%BD%D0%B5%D1%86%D0%BE%D0%B2_%D0%90%D0%92_%D0%A0%D1%83%D0%B1%D0%B0%D0%BD_%D0%90%D0%98_%D0%90%D0%BB%D0%B3.pdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Synthetic dataset 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def z_1(x, y):\n",
    "    return - 1 / (0.1*abs(x - 4)**0.9 + 0.1*abs(y - 1)**1.5 + 0.37)\n",
    "\n",
    "# def z_2(x, y):\n",
    "#     return - 1 / (0.1*abs(x - 4)**0.9 + 0.1*abs(y - 4)**1.5 + 0.45)\n",
    "\n",
    "def z_2(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 7)**1.5 + 0.45)\n",
    "\n",
    "def z_3(x, y):\n",
    "    return - 1 / (0.05*abs(x - 4)**1.5 + 0.02*abs(y - 13)**1.5 + 0.4)\n",
    "\n",
    "def z_5(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 16)**1.5 + 0.4)\n",
    "\n",
    "def func(x, y):\n",
    "    return z_1(x, y) + z_2(x, y) + z_3(x, y) + z_5(x, y)\n",
    "\n",
    "new_z = []\n",
    "new_x = []\n",
    "new_y = []\n",
    "\n",
    "for i in range(4, 24 + 1, 4):\n",
    "    for j in range(1, 16 + 1, 3):\n",
    "        new_x.append(i)\n",
    "        new_y.append(j)\n",
    "        new_z.append(func(int(i), int(j)))\n",
    "\n",
    "# Normalize\n",
    "max_z = max(new_z)\n",
    "min_z = min(new_z)\n",
    "new_z = [(each - min_z  + 0.01)/  (max_z - min_z) for each in new_z]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "curve_data = pd.DataFrame({'ParallelGCThreads': new_x, 'MaxTenuringThreshold': new_y, 'Average GC Pause': new_z})\n",
    "curve_data['MaxTenuringThreshold'] = curve_data['MaxTenuringThreshold'].astype(int)\n",
    "curve_data['ParallelGCThreads'] = curve_data['ParallelGCThreads'].astype(int)\n",
    "curve_data_pivoted = curve_data.pivot(index=\"ParallelGCThreads\", columns=\"MaxTenuringThreshold\", values=\"Average GC Pause\")\n",
    "curve_data_pivoted = curve_data_pivoted.transpose()\n",
    "\n",
    "ax = sns.heatmap(curve_data_pivoted,  ax=ax, annot=True, fmt=\".2g\") # annot=True, fmt=\"\"\n",
    "ax.invert_yaxis()\n",
    "plt.show()\n",
    "\n",
    "curve_data.to_csv(\"avrora_synthetic_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Synthetic dataset 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/ZzSHdh/h7u1QvHw9GTnlVfQGA7s37bFqWwCOf/8XL3z+BqHngwg5F0jjEV2xcdBwfv0BAF5Y9AYJoTEcWPgbAM3f7MHd80HE3gxDpbGhYru61HqxJTtn/whASmwiKbGJJu+h1+pJiogl+vpdq7fn4Pfbefnz0dy5cJ1bZwNp+Vo3bB3sOHWvPS9/Pob4sGh2LlwHQNs3e3Ln/HWiboajtlVTtV096r/Yik2z71/rsnd1xK2kJy7eGT16zwoZ18wSImIf3QN+QtrjO9C8MApDaBD6kOvYNO6CwkaD9vxBAGxfeB1jQgzaA+tN9lPXbYP+6mlISTI9oI0Gm1a90V85iTEpDoWbN7bt+mOMCUcfZLpspKAlJ6cQfDsk8+c7IWFcvhqIq4szxX2tP3nrickwZsFQKBT4+PiYlN26dYu5c+eyatWqbPaynJQ9+1G6u+E8cjiqYu5orwUSOWla5nIClY83xgcu6CqdnXGbPgVVMXcMCYloL18l4vXx6G7cX8irKuaB61tjMoZDI6NJ3rGLhFU/W70tezbvw93DlZFvv0oxLw+uXQpk0ivTiLk3acWnhDeGB9ri6VOM1bvur2kaPGYAg8cM4PS/Zxn7csaQnldxL+YtnY2ruwux0XGcO36BUT3GEhtt/W/b/luP4VDMhdaTX8LRy5Vwv5v8NnQhyZEZSx9cSnhiNNyfuGDjoKHLh6/iXNwDXWo6UYEhbJn4Df5bj2X3FvnqwtajOHm40HFSX5y93Ljrf5Mfhn1M4r32uJUshvGBDyJbew29PhiBa3EPtKnpRASGsG7SMi5sPZpZp3qnhrz82ejMnwd9/RYAfy/+gz2LTW8QYEl6/+OkO7hg07oPto6uGMKDSf3tM0jOaIvSxQPDQx+qCg9fVKWrkrLGTC/aaEDpXRqb2q3AzgFjQgz6oEuk//MH6HVWa0deXLx8jRHj70+gW7jkOwB6devIR7OnZLebKCAKo/Hpnd507tw5GjRogF6fu27ynebWXceW3/oGP7WnKE96qh896ehZEq8oXN+OZ7+RsxGVZ4XtqLkFHYLF2HhWsOjxUo+us9ix7Jr1t9ixrKVAe3abN29+5OvXr5u/5ZAQQognJMOY+ad3794oFAoe1blUKJ7BefpCCCGeKgU6G7N48eJs2LABg8Fgdjt9+nRBhieEEIWXwWC57RlQoMmuYcOGnDp1KtvXH9frE0IIkUdFLNkV6DDm1KlTSUpKyvb1SpUqsW/fvnyMSAghRGFUoMmudevWj3zd0dGRtm3N3wleCCFE3hW1R/w8NevshBBC5KNnZPjRUgr0mp0QQgiRH6RnJ4QQRZGssxNCCFHoyTCmEEIIUbhIz04IIYoiGcYUQghR6MkwphBCCFG4SM9OCCGKIhnGFEIIUejJMKYQQghRuEjPTgghiqIi1rOTZCeEEEVREbtmJ8OYQgghCj3p2QkhRFEkw5hCCCEKPRnGFEIIIQoX6dkJIURRJMOYQgghCj0ZxhRCCCEKF+nZCSFEUSTDmM8+pcpY0CFYVBUbj4IOwaJi0Rd0CBazNeV6QYdgUTOuuxZ0CBZlTIwu6BAsx7OCZY9XxJKdDGMKIYQo9Aplz04IIcRjGAvXCNjjSLITQoiiSIYxhRBCiMJFenZCCFEUFbGenSQ7IYQoimRRuRBCCFG4SM9OCCGKIhnGFEIIUegVsaUHMowphBAi3y1dupRy5cphZ2dH06ZNOX78+CPrL168mKpVq2Jvb0/p0qWZNGkSqampOX4/6dkJIURRVIDDmOvWrWPy5MksX76cpk2bsnjxYrp06cKVK1fw9vbOUv9///sf06dPZ9WqVbRo0YKrV6/y6quvolAoWLRoUY7eU3p2QghRFBkMlttyadGiRYwaNYrhw4dTo0YNli9fjoODA6tWrTJb/99//6Vly5YMGjSIcuXK0blzZwYOHPjY3uCDJNkJIYR4ImlpacTHx5tsaWlpZuump6dz6tQpOnbsmFmmVCrp2LEjR44cMbtPixYtOHXqVGZyu379Otu3b+f555/PcYyS7IQQoigyGiy2LViwAFdXV5NtwYIFZt82MjISvV6Pj4+PSbmPjw+hoaFm9xk0aBDvv/8+rVq1wsbGhooVK/Lcc88xc+bMHDdXkp0QQhRBRoPRYtuMGTOIi4sz2WbMmGGxWPfv38/8+fNZtmwZp0+fZsOGDWzbto0PPvggx8eQCSpCCCGeiEajQaPR5Kiup6cnKpWKsLAwk/KwsDB8fX3N7jNnzhyGDBnCyJEjAahduzZJSUm8/vrrzJo1C6Xy8f026dkJIURRVEATVGxtbWnYsCF79ux5IBQDe/bsoXnz5mb3SU5OzpLQVCoVAMYcrheUnp0QQhRFBXhvzMmTJzNs2DAaNWpEkyZNWLx4MUlJSQwfPhyAoUOHUrJkyczrfj169GDRokXUr1+fpk2bEhAQwJw5c+jRo0dm0nscSXZCCCHyVf/+/YmIiODdd98lNDSUevXqsWPHjsxJK8HBwSY9udmzZ6NQKJg9ezZ37tzBy8uLHj168NFHH+X4PRXGnPYBnyF3W7Ur6BAsavptj4IOwaJ8sS3oECxma8r1gg7Boo70dC3oECzKbtb8gg7BYmzLNbLo8ZKXjrPYsRzGfm2xY1mL9OyEEKIoKmI3gpYJKkIIIQo96dkJIURRVMR6dpLshBCiKCp80zUeSYYxhRBCFHrSs3sEhz69cRzYH5WHB9rAQOK/+Aqt/+Vs6yucHHF+fSR2bVqjdHFGHxZG/JdLSTt6LB+jztBhSFe6vdELVy83bvnf4Je5K7l+LsBs3bYDOtKyT1tKVS0DwI0L1/n9019N6o/8bByt+5rOcj1/4AyfD/vQeo14QPMhnWjzRg+cvVy56x/Mn3N/5Pa5QLN1a3ZpTPuxvSlWzgeVWkXkjVD+WbGNMxsPmdRpNrgjJWuXx9HdmcXPT+eu3818aQvAwOF9Gf7mYDy9i3HF7xrzZ37OhTN+ZutWrFqe8e+8QY06VSlZpgQfz/mCn79ba1Jn5FvD6PT8c5SvXJbU1DTOnrjAog++5kZgsNXbYvNcDzRdXkbh6oHh1nVS1izFcONK9jvYO2L34nDU9VuicHTGEB1O2tpv0F08kfG6Qomm5xBsmnVA4eKOMTaK9H93k77tV6u3BWDN5l38+Ps2IqPjqFqhDDPeHEbtahXN1tXqdHy/djOb/z5IeGQM5UoVZ9JrA2jVuG5mnS5DJxASFpll3/49OjJ73HCrteOxZBgzf0VFRXH+/Hnq1q2Lh4cHkZGRrFy5krS0NF5++WWqV69eIHHZtW+Hy7gxxH32BVo/fxz79cVj0UIiBg7FEBubdQe1Go8vPsMQE0vMnPcwRESg8vXFkJiY77E3eaEFA2e/yk+zvyXwzDW6jHiBt1fPYVr78SRExWepX61ZTY5uPkTA6Sto07R0H92bt39+l1mdJhITFp1Z7/z+03w/dWnmz9o0bb60p84LzXhh9hA2zl5J8JkAWo3oxmurp/NZ+ykkmWlPSlwie5duJCIgBJ1WR/UODXj509EkRcVz9Z/zANg6aLhx8grntx2l7yev50s7/tO1V0femTeBee98woXTlxjy+gC+XfslL7TsR3RkTJb69vZ23Lp5h51b9jDt/Ylmj9m4eX3W/PA7F876oVapmTBzDCvWfUXPNgNISc75Ay5zS92oLXb93iD1l6/QB13GtmMfHCfOJ3HOaxgTYrPuoFLjOPljDPGxpCz/AENsFMpi3hiTkzKr2Hbrh03bF0j94VP0ITdRla2C/fApkJJE+t5NVmsLwI79R/j0u1+ZM34EdapV5OeNO3hj1sdsWfkZxdyyLstY8uN6tu09zNyJIylfugT/njzPxPe/4Ocv3qN6pXIArPnqAwwPJJZrN27z+owFdGnd1KpteSyDDGPmm+PHj1OxYkU6dOhApUqVOHXqFE2aNGHlypWsXr2ahg0bcvr06QKJzXHAyyRv2UbK9h3obtwk7tNFGFNTsX+hm9n6Dt27oXRxJmbGbLQXLqIPDSP97Dl0AeZ7H9bUdWQPDqz9m4Pr9xEScJsfZ31Lekoabfp1MFv/24lfsveXnQT73eBu4B1WTvsGpUJBjZa1Tepp03XERcRmbsnxSWaPZ2mtR3bn+Nq9nFx/gPCAO2yctRJtSjqN+z1ntv71o/5c2nmS8MAQooPDOfzDDkIvB1OuUdXMOmc2HmLPVxsIOHwhX9rwoGGjB/L7L3+yae1WAq8GMW/qx6SmpNJnYA+z9S+e9efz95fw16bdpKelm63zxsCJbFq3jcArQVzxu8asCe9TonRxatSpZs2moOn0EtqDf6H9dxeGu8Gk/vIlxvQ0bFp2MVvfplUXFA7OpCx7D32gH8aoMPRXL2C4fX+9oqpiDXTnjqC7cBxjVBi60wfRXTqFsnxVs8e0pNUb/uKlru14sUtbKpYtxbtvjcBeo2HjzgNm62/dc4iRA3rSpkk9Shf3pn+PjrRuXI+f/tieWcfDzQVPD7fM7Z9jZyhd3IdGdQrmi3xRVaDJbtasWbz88svExcUxc+ZMevfuTYcOHbh69SoBAQEMGDAgV3e1thi1GpsqVUg7eep+mdFI2snT2NasaXYXTasWaC/64TplIt6b/8Bz9SochwyGHNyg1JJUNmrK1arIpcPnM8uMRiOXDp+nUoMqOTqGxt4WlY2KxFjTXmm1ZjVZcnIVH+/5imEfvo6jm5NFYzdHZaOiZK3yXDt8MbPMaDQScPgiZRpUztExKraoiVeF4gQdz34IOr/Y2KipUacaRw7ef+ik0Wjk6D8nqNuo9iP2zB1n54xzExebtedrMSo1yrKV0fmfuV9mNKLzP4OqovkPcnXd5uiu+2M3aDxOn6/D8b3vsH1+ACju/53oA/1QV6uH0qckAMpSFVBVrnV/mNNKtFodfteCaNagVmaZUqmkWf1anPO7ZnafdK0Oja3pTRI0GlvOXDI/jKvV6ti69xAvdmmLQqGwXPB5YcFH/DwLCnQY89SpU3z11Vc4OzszYcIEpk2bxqhRozJfHzduHD179sz3uJSurijUKgzRpkNKhugY1GXLmN1HXaIEqga+pOz+m+ipM1CXLInrlAko1CoSf1idH2ED4OzujEqtIi4y1qQ8LiKO4hVL5ugY/aYPITYsBr8HEuaFA2c4teMoEbfC8S7rS9+pg3j7x9m832cmRiuO/Tu4u6BSq0iMjDMpT4iIw6tiiWz3s3O2Z+bRZaht1RgMBjbN/oFrh/K/F/cwNw831Go1URHRJuVREdGUr1zWIu+hUCiY9uEkTh87R8Bl693hReHkgkKlwhhv+ndijI9B5Vva7D5Kz+Ioq9VDe2wvyV/ORuldArvB40GlJn3LLwCk/7UOhZ0Dju+vzLiupFSStulHdMf2Wq0tADHxCegNhizDlcXcXQi6FWJ2nxYNa7P6j+00rF2N0sW9OXrmEnsOn0Cfzd/Enn9PkpCYTK/ObSwef64VsWHMAk126enp2NvbA2BjY4ODgwOenp6Zr3t6ehIVFfXIY6SlpWV5Im6awYAmn3tUKBUYYmOIW/g5GAzorlxF5eWJ48D++ZrsnlT3MS/StEdLPh4w1+Sa3LEthzP///aVYG753+Szg8uo3qwmfv8WfBJ5WFpiKl8+Px1bRzsqtajFC3NeIfpWGNeP+hd0aFY3++OpVK5agSE93yjoULJSKjDGx5K6ejEYDRiCr5Hu7olt576ZyU7dqC02TTuQ8v3HGEJuoCpdEU3/MRhjo9Ae2V2w8T9k+pihvLf4e3qOfBsFCkqX8KFX5zZsymbYc+PO/bRqXBfvYu75HKko0GRXunRprl+/Trly5QBYu3YtxYsXz3z97t27JsnPnAULFjBv3jyTssmly/J2mfJ5jssQF4dRp0fpYfoLqfRwxxAVbXYffWQ06HUmM5x0N2+i8iwGajXodHmOJzcSYhLQ6/S4erqZlLt6uRIXEfvIfbuN6kn3MS+ycPA8bl1+9MzEiFthxEfF4V3O16rJLjkmHr1Oj5On6bdtZy9XEh7RHqPRSNTNjOdl3fW7iXelErR7s1eBJ7vY6Fh0Oh3FvEzvd1rMy4PIcPO/W7kxa/7btO3UimG93yDsbvgTH+9RjInxGPV6FC6mfycKF3cM8ebbYoyNxqjXmQx9Ge4Go3QrBio16HXY9R1F2l9r0Z3Yn/H6nRsoivlg222AVZOdu4szKqWSqFjTUYSomHiKuZu/Z6iHmwtfvTeZtPR0YuMT8S7mzhcr11LK1ztL3ZCwCI6eucgXcyZaI/xcs+aIzNOoQK/ZDRgwgPDw+3+Q3bt3z+zpAWzevJkmTZo88hjmnpA7vtQTDgfpdGivXkXTsMH9MoUCTcMGpF+6ZHYX7YWLqEqWhAfG4VWlS6OPjMy3RAeg1+q4cTGQGi3uX/9RKBTUaFGHgNNXs93v+Td60XN8Xz4f9gE3Ljx+Uo27rwdO7s7EhWedPWhJeq2eOxeDqNTi/nUUhUJBpRY1CT5t/jqKOQqlEpWtjTVCzBWtVoff+cs0a904s0yhUNC0dWPOnXyyLw2z5r9Nh+fbMuKlsdwJvvukoT6eXofh5jXU1evdL1MoUFevhz7Q/JcKfeAllN4lTP5OlD4lMcRGZXxZBLDVZF3wbDCA0rrXuGxs1NSoXJ5jZ+7/jRsMBo6evUjdGo++PqyxtcXH0wOdXs/fh07QrnnDLHU27foHDzdX2jStb/HY88RgtNz2DCjQnt3cuXMf+fqsWbMe+6wic0/ITbLAEGbS2vW4zZqO9vJVtP7+OPTri8LejpRtOwBwnT0DQ0QECd9+n1F/0584vNQblwnjSPpjI+pSpXAaMojk3zc8cSy5teP7LYz6fDxBFwK5fvYaXV57AY2DhoPrM655vP75eGLColm/MGPd0vOje9Nn0gCWT1hM5O0IXL3cAEhNSiUtORWNgx29J/Tj5I4jxEXE4l3Gl/4zhhB+I5QL/5y1ensOfr+Nfp+P4faF69w+G0Cr17ph46Dh5PqMoaJ+n48hPiyGHQsz1p4992Yv7py/TtTNMNS2aqq2q0+DF1uxcfaqzGPauzriVtITF++MXolXhYwRhYSIWBIj4rCmn5avYf5X73LprD8Xzvgx5PUB2DvYsXHtVgDmL5lLeGgEiz9aBmR8CFeskjFSYWNrg7evF9VqViY5KYXgG7cBmPPxVJ7v04Xxw6aSnJiE572eY0JCEmmpaWaisIy03X9gP2Iq+hvXMpceKGzt0B7eCYDdiKkYY6JI25jxb5++fyu27XpiN2AM6Xv/ROldEtvnB5K+Z1PmMXXnj6LpPhBjdHjG0oMylbDt1CfzmNY0tE83Zn32LTWrlKd21YylBympafTu3BaAmQu/wdvTnYkjBgBw/nIA4ZExVK1YlvDIaL75ZQMGo4Hh/V4wOa7BYGDTrgP07NgadQ6fvyYsq8DX2T1KVFQUc+fOZdWqVY+vbGGpe/cR7+aK08hXMxaVBwQSPWUahpiMnozKx9tkyNIQHkH05HdweWssXj+uRB8ZQdL6DST9uibfYz++9V9cPFzpM2kArl5uBPsH8dmwD4m/N8nDo6Qnhge+Obd/pQs2GhvGL59qcpyNi9exafFvGPQGSlcvS6uXnsPBxYGY8Bgu/XOOPxatQZdu/V7r+a1HcfRwofOkvjh7uRHif5NVwz7OnLTiVtLT5GnFtvYaen8wHNfixdCmphMRGMLaSUs5v/VoZp0anRrS77MxmT8P/noCALsX/87fi/+want2/Pk3HsXcGPfO63h6F+Pypau8MXBi5qSV4iV9TIaYvHy9+GPvL5k/jxj7CiPGvsLxw6cY3udNAAYM7wvAT5uWm7zXrLfeZ9O6bVZri+7kAVKdXdH0GpoxfHnrOslfzspcY6f08Db5XTPGRJC8eCaa/qNxnPstxphI0vdsJP2v3zLrpP5vKZrew7AbPB6Fs1vGtbp/tpO25ZeH397iuj7XnOi4BJau/p3ImDiqVSjL8o+m4XlvGPNuRBSKB3qYaelalvz0G7fvRuBgr6F143rMf2cMLk6OJsc9euYid8OjeLFLW6u3IceekVmUlvJUP8/u3LlzNGjQAL1en6v95Hl2Tzd5nt3TS55n9/Sy9PPskt4fbLFjOb6bP3e3eRIF2rPbvHnzI1+/fr1wfZAIIYQoGAWa7Hr37o1CoeBRncsCX3gphBCFkczGzD/Fixdnw4YNGAwGs1tB3SpMCCEKvSI2G7NAk13Dhg05depUtq8/rtcnhBBC5ESBDmNOnTqVpKTsbyZcqVIl9u3bl48RCSFEEVHEZmMWaLJr3br1I193dHSkbdunaKquEEIUFs/I8KOlyJPKhRBCFHpP9aJyIYQQ1iH3xhRCCCEKGenZCSFEUVTErtlJshNCiKKoiCU7GcYUQghR6EnPTgghiiJZZyeEEKLQk2FMIYQQonCRnp0QQhRBxiLWs5NkJ4QQRZEkO/Me96DVB/Xs2TNPwQghhBDWkONk17t3b5OfH378zoMPWdXr9U8emRBCCOuR24WZ9+BDVXft2kW9evX466+/iI2NJTY2lu3bt9OgQQN27NhhzXiFEEJYQhF7eGuertlNnDiR5cuX06pVq8yyLl264ODgwOuvv46/v7/FAhRCCCGeVJ6SXWBgIG5ublnKXV1duXHjxhOGJIQQwuqekR6ZpeRpnV3jxo2ZPHkyYWFhmWVhYWFMnTqVJk2aWCw4IYQQ1mE0Gi22PQvylOxWrVrF3bt3KVOmDJUqVaJSpUqUKVOGO3fusHLlSkvHKIQQQjyRPA1jVqpUifPnz7N7924uX74MQPXq1enYsaPJrEwhhBBPqSI2jJnnReUKhYLOnTvTuXNnS8YjhBAiP0iyM++rr77K8UHfeuutPAUjhBBCWEOOk90XX3yRo3oKhaLAk11he3KFXSG7X7eLsfC0p6l96YIOwaIUjmkFHYJFGbXpBR3CU0vujZmNoKAga8YhhBAiPxWxZPfEX7GfpamnQgghiqY8J7vVq1dTu3Zt7O3tsbe3p06dOvz888+WjE0IIYS1GCy4PQPyNBtz0aJFzJkzh3HjxtGyZUsADh06xOjRo4mMjGTSpEkWDVIIIYRlyTW7HFiyZAnffPMNQ4cOzSzr2bMnNWvW5L333pNkJ4QQ4qmSp2R39+5dWrRokaW8RYsW3L1794mDEkIIYWVFrGeXp2t2lSpV4rfffstSvm7dOipXrvzEQQkhhLAyuWb3ePPmzaN///78888/mdfsDh8+zJ49e8wmQSGEEKIg5SnZvfTSSxw7dowvvviCTZs2ARn3xjx+/Dj169e3ZHxCCCGsQCao5FDDhg355ZdfLBmLEEKI/PKMDD9aSp6TncFgICAggPDwcAwG03+1Nm3aPHFgQgghhKXkKdkdPXqUQYMGcfPmzSx3T1EoFOj1eosEJ4QQwjpkGDMHRo8eTaNGjdi2bRvFixeXZ9gJIcSzRoYxH+/atWv8/vvvVKpUydLxCCGEEBaXp3V2TZs2JSAgwNKxCCGEyCdGg+W2Z0GOe3bnz5/P/P/x48czZcoUQkNDqV27NjY2NiZ169SpY7kIhRBCWN4zkqQsJcfJrl69eigUCpMJKSNGjMj8//9ekwkqQgghnjby8FYhhCiCnpXhR0vJcbIrW7asNeMQQgiRn4pYssvTBJWffvqJbdu2Zf78zjvv4ObmRosWLbh586bFghNCCCEsIU/Jbv78+djb2wNw5MgRvv76axYuXIinp6c8y04IIZ4BMhszB27dupW5xm7Tpk307duX119/nZYtW/Lcc89ZMj4hhBBW8KwkKUvJU8/OycmJqKgoAHbt2kWnTp0AsLOzIyUlxXLRCSGEKJSWLl1KuXLlsLOzo2nTphw/fvyR9WNjYxk7dizFixdHo9FQpUoVtm/fnuP3y1PPrlOnTowcOZL69etz9epVnn/+eQAuXbpEuXLl8nJIIYQQ+agge3br1q1j8uTJLF++nKZNm7J48WK6dOnClStX8Pb2zlI/PT2dTp064e3tze+//07JkiW5efMmbm5uOX7PPPXsli5dSvPmzYmIiOCPP/6gWLFiAJw6dYqBAwfm5ZBCCCHyk1FhuS2XFi1axKhRoxg+fDg1atRg+fLlODg4sGrVKrP1V61aRXR0NJs2baJly5aUK1eOtm3bUrdu3Ry/Z556dm5ubnz99ddZyufNm5eXwwkhhHiGpaWlkZaWZlKm0WjQaDRZ6qanp3Pq1ClmzJiRWaZUKunYsSNHjhwxe/zNmzfTvHlzxo4dy59//omXlxeDBg1i2rRpqFSqHMWY5+fZHTx4kG+//Zbr16+zfv16SpYsyc8//0z58uVp1apVjo+Tnp7Opk2bOHLkCKGhoQD4+vrSokULevXqha2tbV5DzDWHPr1xGtwflYcH2oBA4hZ9hdb/stm69s93wX32dJMyY1o6d9t1yfxZ6e6Oy5uvo2nSCIWzE+lnzxO36Cv0t+9YtR0Azw3pQqc3euLq5cZt/5usnbuKG+fM38+01YAONOvTlhJVSwMQfOE6mz5dY1L/2xvrze77x/yf2fXdZss34CENh3ai2evdcfJyJcw/mF1zfyLk3HWzdat2bUTLsb1wL+uD0kZFTFAYR1ds5+LGQ2brd/toBA1e6cCueT9zYtUOazYjU/shXel67/zc8r/Jr3NXEpTN+WkzoCMt+rSl5L3zc/PCdf749H9Z6hevWJK+01+hatMaqNQqQq7dZumYz4gOibR6ex5m0+p5bNv3QeHsjiEkiNQ/vsUQfM1sXftx81FXqp2lXHfpBCkr3rd2qFms3bqHHzf8RWRMHFXKl2HGG4OpXbWC2bpanY6V67exec9hwqNiKFeyOBOHv0yrhqbtCYuMYfGPv3Ho1AVS09IpXdybDya+Rs3K5fOjSWZZchhzwYIFWTo7c+fO5b333stSNzIyEr1ej4+Pj0m5j48Ply+b/7y9fv06e/fuZfDgwWzfvp2AgADefPNNtFotc+fOzVGMeUp2f/zxB0OGDGHw4MGcPn06M6PHxcUxf/78HF80DAgIoEuXLoSEhNC0adPMxp85c4bly5dTqlQp/vrrr3x5uoJdh3a4vjWG2E+/QHvJH8f+fSn2xULCBw7FEBNrdh9DYiLhA4beL3jo8VAen3yAUacjevpsDEnJOA14mWJffUbEoOEYU1Ot1pZGL7Sg7+xh/G/2dwSdCaDDiO68tXoWc9tPICEqPkv9Ks1qcmLzIQJPX0Wblk7X0b2Z8PNs5nWaTGxYNABTG48y2afWc/UY8skYTv911Grt+E/1F5rRcfZg/pq1ipCzgTQZ0ZUBP09nebu3STbTnpTYJA5//SeRgSHo03VU7lCfHp+9TnJUHNf/uWBSt2qXRpSsX4mE0Girt+M/jV9oQf/Zw/h59ndcP3ONTiO6M3n1bGa2f8vs+anarCbHNh8i4PQVtGnpPD+6N1N+nsPsTpMyz49XGR9m/P4hB9ft4c/Fv5GSkEzJKqXRpqXnW7v+o67fCk3vkaT+thTDzavYtO2Jw+j3SZo/GmNiXJb6Kavmo1Dd/yhSOLrgMPUrtOcO52fYAOz45xiffr+WOWOHUrtqBX75czej3/2czd8uoJibS5b6X/+8gW37jjB3/KuUL12cw6cvMumjJaz+dBbVK2bciCM+MYlh73xE4zrVWfbeZNxdnQkOCcPFyTG/m2fCaLDco9lmzJjB5MmTTcrM9eryymAw4O3tzXfffYdKpaJhw4bcuXOHTz/9NMfJLk/X7D788EOWL1/OihUrTG4C3bJlS06fPp3j44wZM4batWsTFhbG/v37WbduHevWrWP//v2EhYVRs2ZNxo4dm5cQc81pwMskb95GyrYd6G7cJG7hIoxpqTi80C37nYxgiI65v8XEZL6kKl0K21o1ift0MVr/K+iDbxH36RcoNBrsO7W3als6jnyBQ2v38O/6/dwNuM2vs74jPSWdFv3Mv++qiV9x4Jdd3Pa7QVhgCKunLUehUFCtZa3MOvERsSZb3U6NuXrkEpG3wq3aFoCmI7txdu0+zq//h8hrd9g+cxW6lDTq9mtrtn7wUX+u7DxJVEAIscHhnPhhJ+GXgynduKpJPWcfdzrPG8amCUvRa/Pvfq5dRvbgn7V/c2j9PkICbrN61nekp6TROpvzs2Lil+z7ZSe3/G4QGhjCD/fOT42W93sPfaYO4vy+06z/+BeCLwURERzG2b9Pmk2e1mb7XG+0R3aiO74HQ9gt0tYvw5iehk3TTuZ3SE7EmBCbuamq1gNtGrqz5nvi1rR60y5e6tKG3p1aU7FMSeaMHYq9xpZNuw+arb913xFG9nuB1o3rUsrXm/7Pt6dVozqs3nh/hGDV79vx8fTgg4mvUbtqBUr5etGiQS1KF886EeNZpdFocHFxMdmyS3aenp6oVCrCwsJMysPCwvD19TW7T/HixalSpYrJkGX16tUJDQ0lPT1nX+jylOyuXLlCmzZtspS7uroSGxub4+McPnyYDz/8EBeXrN+YXFxc+OCDDzh40PwvmUWp1dhUrULayVP3y4xG0k6cxqZWzWx3U9jb471hDT4b1+H+yYeoy5e7/9q9LwHGB0+E0QjpWmzrZB2ysRSVjZoytSrgf/j+UyqMRiOXD5+nQoMqOTqGrb0tKhs1SbGJZl939nSldrsGHFq31yIxP4rSRkXx2uUJOnTxfqHRSNChi5RqUDlHxyjXsiYeFYoTfOyBIRKFgp6Lx3D0261EXrP+sPJ/VDZqytaqgN9D58fv8AUqNqj6iD3v09jborJRZZ4fhUJB3XYNCAu6y+TVs1l8ciWzNy2gfufGVmnDI6nUKEtVQn/13P0yoxH91bMoy+WsfTZNO6E9/Q+kpz2+sgVptTr8A27QrN79v3mlUknTejU4d9n8EHO6VoutrelTX+xsbTjjd3/Idv+xs9SsXJ4pC5bSdvBb9HtrLr/vOGCdRuRCQS0qt7W1pWHDhuzZsyezzGAwsGfPHpo3b252n5YtWxIQEIDBcP/Nrl69SvHixXN8qStPyc7X19fs8+wOHTpEhQrmx7bNcXNz48aNG9m+fuPGjcdOLU1LSyM+Pt5kSzPk7l9f6eaKQq1CHx1jUm6IjkHl4WF2H13wLWLnLyR62mxi5s1HoVDg+e0SlF6eGa/fDEYXGorL6FEonJ1ArcbplQGofLxRehbLVXy54eTujEqtIiHSdLgoPiIOVy+3HB2jz/RXiAuLxv/wBbOvN3+pLalJqZzZeexJw30sB3dnlGoVSQ+1JykyHkcv12z30zjbM9VvJdMDfqL/qrfZNXe1ScJsMaYHBp2BEz/stFrs5jjfOz/xWc5PbI7PT9/prxAbFsOlewnT2dMVOyd7nh/TmwsHzvL50A84vfMYY5dPpUrTGpZuwiMpHF1QqFQYEkz/lowJsShd3B+7v7JMZVQlyqE9ustaIWYrJj4BvcGQZbiymJsrkTHme8gtGtTi5007uXknFIPBwJEzl9hz5DQR0ffP7+3QcH7bvpcyJXxY/v4U+j3fjk+++5U/9+R/z/VBRqPCYltuTZ48mRUrVvDTTz/h7+/PmDFjSEpKYvjw4QAMHTrUZALLmDFjiI6OZsKECVy9epVt27Yxf/78XI385ema3ahRo5gwYQKrVq1CoVAQEhLCkSNHePvtt5kzZ06OjzNy5EiGDh3KnDlz6NChQ+Y1u7CwMPbs2cOHH37I+PHjH3kMcxdGJ5cqy5TS1r3wq73oh/aiX+bP0Rcu4r3mJxx79yBhxQ+g1xMzYy5uM6ZSfOcWjDo9aSdPkfrvUVBYbqzc0rqM6U3jHi35fMBcdGlas3Va9mvP8U0Hs339aZCWmMr33WZi62hHuZY16Th7MDHB4QQf9ce3VjkaD+/Cyu6zCjrMXHt+TG+a9GjJwgHvZf77K+/9Pp3ZfYLdK7cCcMvvBhUbVKXd4M5cPeaX7fGeNjbNOqMPCcp2MsvTZtrrg5i35Ed6jZmJAgWlinvTq2Mrk2FPg9FIzUrlmDCsLwDVK5Yl4OYd1m/fT68OOZ/MV5j079+fiIgI3n33XUJDQ6lXrx47duzIzAHBwcEolff7YqVLl2bnzp1MmjSJOnXqULJkSSZMmMC0adNy/J55SnbTp0/HYDDQoUMHkpOTadOmDRqNhrfffvuxyelB77//Po6Ojnz66adMmTIFxb0/WqPRiK+vL9OmTeOdd9555DHMXRiN6twjV+0xxMZh1OlRebjz4Me30sMdfXQOJy7o9WivXkNVqmRmkfbKVSJeHYXC0RGFjRpDbByeK5ahvXwlV/HlRmJMAnqdHmdP016Pi5crcRGxj9y306gedB3Tm8WD3+fO5WCzdSo1roZvxZKsGPeFpUJ+pOSYBAw6PY4PtcfR04WkiKyTHTIZjcTczLgmEOZ3E89KJWjxZk+Cj/pTukk1HD1dGH/kq8zqSrWKjrMH02REV5a2mmiNpgCQcO/8uGQ5P26PPT9dRvXk+TEv8tng97l9+f4N1xNiEtBpdYRcu21S/27gHSo3qmax2HPCmBSPUa9H6exuclN9hbMbhviYbPcDwFaDTf3WpP31q1VjzI67izMqpZKoWNNeXFRsHJ7uWS+1AHi4uvDl7LdIS9cSG5+IdzE3Fv+4nlK+Xpl1vNzdqFCmhMl+5UsX5+/DJy3fiFwo6NuFjRs3jnHjxpl9bf/+/VnKmjdvztGjeZ8Ql+tkp9frOXz4MGPHjmXq1KkEBASQmJhIjRo1cHJyynUA06ZNY9q0aQQFBZksPShfPmc9M3NrORKVuRyd1enQXrmKbcMGpP5zbwaYQoGmUQOS/tiYs2MolagrViDtSNahPWNSEkZAVaokNtWqkLDC/MJJS9BrdQRfvE71FrU5t+sEkHFNp1qL2uxbnf20+s5v9OT5sS/x5bAPuXnB/JR+gJb9O3DzfCC3/fPn6RYGrZ67F4Io17ImV3fdu6aqUFCuZS1O/pTzoS6FUoHaNuPX/eKGQ9x48BogMPDnaVzYcIhz6/+xWOzm6LU6bt47P2ceOD/VW9Rm7+q/st2v6xu9eGFsHxYN+5AbFwKzHPPG+UB8K5h+oPqWL07UnQjLN+JR9DoMtwNQVa6D7sK9DyaFAlWVumgPbnvkrup6rUBtg/bkfuvHaYaNjZrqlcpx7Jwf7Zs3ADKuJR0758/AFzo8cl+NrQ0+nu5odTr+/vcUnVvdv15ar0YlbtwONal/804Yxb2tdzkjJyw5G/NZkOtkp1Kp6Ny5M/7+/ri5uVGjhmWuCZQvXz5Lgrt16xZz587NdlW9JSWuXY/77OloL19F65ex9EBhZ0fy1owE4TZnBvqICBKWfw+A0/ChaC/5obt9B6WTE46D+6P29SFm8/0/aLt2bTHExqIPC8emYgVcJo4j9Z/DpB237je6v7/fyqufj+XGhUBunA2gw2vdsXXQ8O/6fQC8+vk4YsOi2bTwfwB0Gd2LHpP6s3LCl0TdjsDl3rWjtKRU0pLvL5Gwc7Kn4fPN+P2j1VaN/2HHvv+Lnp+/wd3zQYScy1h6YOOg4fz6jIv8PRaNJiE0hv0L1wHQ4s2e3D1/nZibYag0NlRqV49aL7Zix+wfAEiJTSTlock3eq2exIg4oq/ftXp7dn6/hZGfj+PGhUCCzgbQ6bXuaBw0HLp3fkZ+Pp6YsCj+uHd+uo3uTe9J/fluwmIiszk/O777k9FLJnH1uD+Xj1ykVtt61O3QiIUDcjYt25LS92/CbtAk9LcCMARfxaZtLxS2dmiP/Q2A3eBJGOKiSN9q+ntk07RTRoJMTsj3mP8ztHdnZn/xPTUql6N2lQr88ucuUlLT6N0xY7hx5ucr8CnmxoRXXwbg/JVAwqNiqFahDGGRsXzzv00YDEaGv/R85jGH9OrM0KnzWfHbVrq0asyFq9f5fcd+5o57tSCaWGTlaRizVq1aXL9+Pce9r7yKjo7mp59+ypdkl7pnH3FurjiPejVjUfm1QKImT8tcTqDy8YYHJr4onZ1wnT4FlYcHhoTEjCHLN8ahu3G/x6PyLIbrW29mDIdGRZHy1y4SfvjZ6m05ufVfnDxc6DmpPy5ebtz2v8FXwz7KnLTiUdITo/H+osA2r3TGRmPD6OVvmxxny+Lf2Lr4/mLyxj1aolAoOL45f9c/+W89imMxZ9pO7oujlythfjdZO/QTkiIzhptcSxTDaLjfHhsHDV0/HI5zcQ90qelEBYbw58Rv8N9q/TWBOXFi6784e7jQe9KAe4vKb/DFsI8yJ614lPTE8MAYU7t752fs8qkmx/lz8W/8ufg3AE7vPM7qWSvo/uaLDHpvOKHXQ1g65jOunTS/SNeadGcOkeboiqbbYBQu7hjuXCf527kYE2MBULh7oTSaLkpVeJdEXbEmyctyfs3fGrq2aUpMXALLftlEZEwcVSuU4Zv3J1PMPWPYOTQiCqXyfo8oPV3L1z9v5HZoOA72drRqWIf5U0bh4uSQWadWlQp8MWscX/70O9+u+ZOSPl68M2oQ3duZn3mYXx46BYWewmjMfZN37NjBjBkz+OCDD2jYsCGOjqaLI80tJTBn8+ZH33nj+vXrTJkyBb0+d2ugQlq0y1X9p928EM+CDsGiyhjz76441haoyN/p8db2Ze/C1R7bsTMeX+kZoancwqLHu9mgo8WOVfb03xY7lrXkqWf331MOevbsmTmpBDImligUihwnp969e6NQKHhUvlU8xTMXhRBCPBvylOz27dtnkTcvXrw4y5Yto1evXmZfP3v2LA0bNrTIewkhhLhPJqjkQNu25m/TlFsNGzbk1KlT2Sa7x/X6hBBC5E1R+2jN81MPYmNjOX78OOHh4Sa3cIGM1e85MXXqVJKSkrJ9vVKlShbrRQohhCi68pTstmzZwuDBg0lMTMTFxcXkuppCochxsmvduvUjX3d0dLRYL1IIIcR9RW0YM0/3xpwyZQojRowgMTGR2NhYYmJiMrfonN5xRAghRIEpyHtjFoQ8Jbs7d+7w1ltv4eDg8PjKQgghRAHLU7Lr0qULJ08W7H3dhBBC5F1BPeKnoOT4mt2DC8C7d+/O1KlT8fPzo3bt2iYPcIWM9XdCCCGeXoZnZPjRUnKc7Hr37p2l7P33389SlptF5UIIIUR+yHGye3h5gRBCiGfXszKxxFJydc2uffv2xMbGWikUIYQQ+cVoUFhsexbkKtnt37+f9PR0a8UihBBCWEWe76AihBDi2SW3C3sMPz+/zCeKZ6dOnTp5DkgIIYT1PSvDj5aS62TXoUMHszdn/u+mzTIbUwghxNMm18nu2LFjeHl5WSMWIYQQ+UTW2T1GmTJl8Pb2tkYsQggh8oksPRBCCCEKmVz17Nq2bYutra21YhFCCJFPZDbmI8iDVIUQonCQa3Y54O7ubvLA1v8oFArs7OyoVKkSr776KsOHD3/iAIUQQognladk9+677/LRRx/RrVs3mjRpAsDx48fZsWMHY8eOJSgoiDFjxqDT6Rg1apRFAxZCCPHkitoElTwlu0OHDvHhhx8yevRok/Jvv/2WXbt28ccff1CnTh2++uorSXZCCPEUKmrX7PI0G3Pnzp107NgxS3mHDh3YuXMnAM8//zzXr19/suiEEEIIC8hTsvPw8GDLli1Zyrds2YKHhwcASUlJODs7P1l0QgghrMJgVFhsexbkaRhzzpw5jBkzhn379mVesztx4gTbt29n+fLlAOzevZu2bdtaLtJcSI4tXMsjrupiCzoEiyqlKjw3JWigtyvoECxKoSlkz61MTynoCJ5acs0uB0aNGkWNGjX4+uuv2bBhAwBVq1blwIEDtGjRAoApU6ZYLkohhBDiCeT5ET8tW7akZcuWloxFCCFEPnlWhh8tJc/JzmAwEBAQQHh4OAaD6dBHmzZtnjgwIYQQ1lPEJmPmLdkdPXqUQYMGcfPmzSyP+5FH/AghhHja5CnZjR49mkaNGrFt2zaKFy9u9m4qQgghnl4yjJkD165d4/fff6dSpUqWjkcIIUQ+KGqzMfO0zq5p06YEBARYOhYhhBDCKvLUsxs/fjxTpkwhNDSU2rVrY2NjY/J6nTp1LBKcEEII6yhkKyofK0/J7qWXXgJgxIgRmWUKhQKj0SgTVIQQ4hlgpGgNY+Yp2QUFBVk6DiGEEMJq8pTsypYta+k4hBBC5CNDEVtol+Nkt3nzZrp164aNjQ2bN29+ZN2ePXs+cWBCCCGsxyDDmOb17t2b0NBQvL296d27d7b15JqdEEKIp02Ok92DtwR7+PZgQgghni1FbYJKrtfZabVaOnTowLVr16wRjxBCiHxgsOD2LMh1srOxseH8+fPWiEUIIYSwijzdQeWVV15h5cqVlo5FCCFEPjGisNj2LMjT0gOdTseqVav4+++/adiwIY6OjiavL1q0yCLBCSGEsI5nZfjRUvKU7C5evEiDBg0AuHr1qslr8gQEIYQQT5s8Jbt9+/ZZOg4hhBD5SHp2QgghCr1n5VqbpeQp2bVr1+6Rw5V79+7Nc0BCCCGEpeUp2dWrV8/kZ61Wy9mzZ7l48SLDhg2zRFxCCCGsyFC0OnZ5S3ZffPGF2fL33nuPxMTEJwpICCGE9RW1e2PmaZ1ddl555RVWrVplyUMKIYQQT8yiE1SOHDmCnZ2dJQ8phBDCCorYE37yluz69Olj8rPRaOTu3bucPHmSOXPmWCSwguA6sAduI/qi8vQg/cp1Ij5aRtqFK2brOvfuhM/8t03KDGnpXK/fI/Nn74+m4PJiZ5M6SQdPcveNWZYP/iG9h/Wk/+iX8fDyINA/kK/mLOXyWfNtKVelLMPfHkaV2pXxLe3L13OX8cfKjSZ11hz5Gd/Svln23fTjZr6cvcQqbXhQo6GdaP56d5y8XAnzD2bH3J8IOXfdbN1qXRvRcmwvPMr6oLRRER0UxtEV27mw8ZDZ+s9/NIKGr3Rg57yfOb5qhzWbkan2sI7Uf6M7Dl6uRPoH88+7qwk/a749Fbo2otH4nrjea09sUBhnv9vOlQ2HM+uMu/WL2X0Pf7iGM99us0ob/mPTvCs2bXqjcHbDcPcGaX9+j+F2gNm69q+/j6pirSzlOv9TpP74EShV2HYZhKpqA5TFfDCmJqO/dp70v37GmBBj1Xb8Z+1fB/hx024iY+OpUq4UM0b2o3blcmbranV6Vm7YyeZ9RwmPjqVcCR8mDulNqwY1zdZfuWEnX/7yJ4O7t2Paay9bsRWPJ0sPcsDV1dXkZ6VSSdWqVXn//ffp3LlzNns93Zy6tsVz2uuEz1tC6vnLuA15kRLffURw99fQR8eZ3UefkERw99fuFxizfldKOniC8Fmf36+SrrV47A9r16MtY959gy9mfIX/GX/6juzDwl8WMLTtCGKjYrPU19hrCAm+y/6t/zB27mizxxzdfRxK1f1R7/JVy/H52oXs33bAWs3IVOOFZnSaPZjts1Zx52wgTUd0ZdDP01nW7m2So+Kz1E+JTeLQ138SFRiCPl1H5Q716fnZ6yRFxXH9nwsmdat2aUTJ+pWID422ejv+U6lHU1rNGcz+mT8QeiaAeq91pefP0/j1uamkmGlPWmwSJ5dsJiYgBL1WR7kO9enw+eukRMUTfCCjPasajDXZp2y7urT/dCSBfx23alvUdVpi+8Jw0jZ+iz74KratXsD+tXdJ/mw8xqSsfzcpPy9Eobr/saNwdMZ+wiJ0F/7NKLDVoCxZAe3e9ehDbqBwcELTYwR2r84gZck7Vm0LwI5DJ/n0hz+Y88ZAalcpxy9b9zL6/SVsXvIexdycs9T/+n+b2fbPceaOGUz5kr4cPuvHpIXfsXr+21SvUNqk7sVrN1i/6xBVypa0ejtEVnlKdj/88IOl4yhwbq/2IW79DhI27gIgYt5XOLZtgnOfLsR+/5v5nYxG9JGP/rZpTNc+to6lvfz6S2xb8xc7ftsJwKLpX9K0Q1O6DejCmqXrstS/cu4qV85l3Ann9RmvZXkdIO6hhD9o7ADu3LjDuSPWvyl4s5HdOLN2H+fW/wPAtpmrqNS+HvX6teXfb7ZkqX/zqL/Jz8d/2Emdvq0p07iqSbJz9nGn67xh/G/Ixwz4Yap1G/GAeqO6cWnNPvx/y2jPvhk/ULZDPar3b8vpZVnbc+eh9pxftZNqfVtTvHHVzGSXHGF6fsp3bsDtf/2JD46wUisy2LTugfb4bnQnM5YbpW38FlW1hqgbt0e7f2PWHVISTYbP1PVagTYN3fl7yS41mdTv52W+bgTS/vweh/ELUbh5YoyNtF5jgNVb9vJSp5b07tAcgDlvDOTgqYts2vsvr/XpkqX+1gPHGdW3K60bZvRW+3dtw9Hzl1m9+W8WTByeWS85JZUZi3/kvTGD+e73v6zahpwyFLG7XT3RBJX09HRu375NcHCwyfbMsVGjqVGZlKOn75cZjSQfOYNdvRrZ7qZ0sKfs36spu+cXfL9+D9tKZbPUsW9ch3IH11Fm2/d4vTsepWvWb4eWpLZRU6V2FU4dvN8Wo9HI6YOnqdkg+7bk9j069enAX2t3WuR4j6K0UVG8dnmCDl28X2g0EnToIqUaVM7RMcq1rEmxCsW5eezy/UKFgl6Lx3Dk261EXLtj4aizp7RR4V27PLcOXbpfaDRy++AlfBtWytExSrWsiXtFX0IebM8D7D1dKNu+Hv7r9lsg4kdQqVGWrIj+2gNfeIxG9AHnUZWpmqNDqBt1QHfuEGjTsq2jsHPAaDBgTEl60ogfSavV4R8YTLM692NXKpU0rVONc1eCzO6TrtVha2PaZ7CzteGMf6BJ2Ucr1tG6YS2a1a1m+cDzyGjB7VmQp57d1atXee211/j3339Nyo1GY66eVD5+/Hj69etH69at8xIGAGlpaaSlmf6hpBkMaJQ5z+MqNxcUahX6yFiTcn1UDLYPDUX8Rxt0m/DZi0i7eh2lkyPuw/tS8tcvCO75OvqwjG+fyYdOkvj3YXS3Q7EpU5xiE4dT4tuPuD1oIljpAbiuHq6o1CpiIkx7kzGRMZSpZL4tudWqSwucXJzYsX6XRY73KA7uzijVKhIjTXsuSZHxeFYske1+Gmd7Jh77GpWtGqPewPY5P5okzJZjemDQGTj+g/UT9oPsPTLak/JQTyw5Mg63SsWz3c/W2Z5XTyzJbM+B2T9y6+BFs3Wr9W2NNimVwL9OWjT2hykcnFGoVBgTY03KjQmxKL0eP1SnLFUJVfGypP2+NPtKahtsuw3JSIhpKU8Y8aPFJCSiNxgo5uZiUl7MzZmgO2Fm92lRvzo/b9lLwxqVKe3rybHzV9hz9Cx6w/0U8Nehk/hfv8WahdOsGr94tDwlu+HDh6NWq9m6dSvFixfP882fly5dyrJly6hYsSKvvfYaw4YNw9c36ySIR1mwYAHz5s0zKRvvWYG3vHL2LTmvUs/5k3ru/vDS3bN+lNn6Pa79nid6yWoAEv+6fz0r/doN0q4EUW7XT9g3qUPK0bNWjc+anh/QjWP7jhMVFlXQoWQrLTGV77rNxNbRjvIta9J59mBig8O5edQf31rlaDK8Cyu6W3+ikKWkJ6ayrussbBw0lGpVk1ZzBhN/MyLLECdAjf5tubrxX/Rp1r8+/CRsmnREf/dGtpNZUKqwG/w2KBSkbfw2f4PLoWkjXmbeN7/S6615KFBQyteTXu2bs2nvEQBCI6P5ZOV6vps7Ho2tTQFHa0omqOTA2bNnOXXqFNWqPXmXfNeuXWzZsoXPPvuMOXPm0K1bN0aNGsXzzz+PMge9sxkzZjB58mSTsltNXspVDPrYeIw6PSpPN5NyVTF3dDm93qbTk+4fgE2Z7Hsbutuh6KNjsSlTwmrJLi46Dr1Oj7uXu0m5u6c70eFPfu3Qp6Q3DVrXZ+6oeY+vbAHJMQkYdHqcPE0nRTl6upAYYX7iEABGIzE3M76Nh/ndxLNSCVq+2ZObR/0p06Qajp4uTDjyVWZ1pVpFp9mDaTqiK0taTbRGUwBIic5oj72XaXscPF2zXHczYTQSdyOjPZF+wbhXKknDcT2yJLviTariXqkEO9782uKxZwkpOQGjXo/Cyc2kXOHshjEh9tE722hQ121J+q615l+/l+gUbl6krHjX6r06AHdnJ1RKJVGxppOEomIT8Hyot/cfD1dnvpw+mrR0LbEJSXh7uLL4502U8vEEwC8wmOi4BPq//XHmPnqDgVN+Aaz96wAn132FSmXR5c45VtTuoJKnf+UaNWoQGWmZC8W1a9dm8eLFhISE8Msvv5CWlkbv3r0pXbo0s2bNIiAgm29992g0GlxcXEy23AxhAqDVkeZ3Dftm9e+XKRQ4NKtH6lm/nB1DqcS2cnn0EdnP6lP5eKJ0c0H3iDpPSqfVcfXCVRq0ut8WhUJBg1b1uXQ6h215hK79uxAbGcuRPcee+Fg5YdDquXshiHItH5jKrVBQvmUtbp++luPjKJQKVLYZ3+0ubDjEt11m8F23mZlbfGg0R77dyv+GfmLpJpgwaPWEXwii9EPtKdWqJqGnHv27/qCM9mTtKdQY0Jbw89eJ8s+Ha+d6HYY7gagq1XkgMAWqSnXQB5tf5vIfdZ0WoLJBe8bMbN7/Ep1ncVK+fw+S8+euTDY2aqpXLMOx8/djNxgMHDt/hbpVyz9yX42tDT7F3NDpDfx99CzPNc74N2lapxp/fDGb3z6fmbnVrFiG7m0a89vnMwss0RVFeerZffLJJ7zzzjvMnz+f2rVrY2Nj+kfn4mL+W9Cj2NjY0K9fP/r160dwcDCrVq3ixx9/5OOPP87xNcAnEfvjBrwXvE3axaukXriC29AXUdjbZc7O9F4wFX14JFFfZMxEdR8zmNRz/miDQ1A5O+E2oi/qEt7E/ZGxTkvhYIfHm6+QuOsQ+siYjGt2U0aiDQ4h+dApq7Zl/Xd/MP2Ld7h67ir+Z6/Qd+SL2NnbsWNdxvWpGYvfISI0ku8/zrjbjdpGTdnKZe/9vw2exT2pWKMiKckphNwIyTyuQqGga78u7Px9NwZ9/g2CHP3+L3p9/gZ3zwcRci6QJiO6YuOg4dz6jA/KXotGkxAaw96FGTNNW77Zk5Dz14m5GYZaY0OldvWo/WIrts/OOHcpsYmkxJp+gBq0ehIj4oi6ftfq7Tm74i86LnqD8PNBhJ0NpO5rXVHba/D/LaM9Hb94g6TQGI58kjELuOHYHoSfDyLuZhgqWxvKtq9L1T4tOTDzR5Pj2jjZU6l7Ew598D+rt+E/2oNb0PQbj+F2APrb17Bt1QOFjSZzdqam31sY46NI3/GraayNO6DzO541kSlV2L0yFWXJCqT+OB+FQgn3eo7GlETQ66zanqE92jN7yWpqVCpL7cpl+WXLPlLS0ujdPmN25swvf8SnmBsTXukNwPmrQYRHx1KtXGnComP5Zt02DEYDw1/sBICjvR2Vy5qO9tjbaXB1csxSnt+K2u3C8pTsOnbsCECHDh1MynM7QSU7ZcqU4b333mPu3Ln8/fffT3SsnErccQCVhyse44ei9nQn7fJ1Qt6Yhf7eujSb4l4mk0pULk54vz8Rtac7+vhE0i5d4/bgSWgD732j1hvQVCmPc69OqFwc0YVHkXz4NNFLfgKtda+l7NtyANdibrz69jA8vNwJ9Atk2pCZxNybgONd0hvDAxfQi/kU4/tdyzN/HjC6HwNG9+PskXNMevn+wvmGrRvgW8qHv9bmz8Lr//htPYpDMWfaTu6bsajc7yb/G/oJSZEZw00uJYphfKA9Ng4aun04HJfiHuhS04kMDGHTxG/w23o0X+POTsCWY9h7uNBkyks4erkS4XeTLUMWknKvPc4lPTE+sGZT7aCh7Uev4nSvPTEBIeye8A0BW0x711V6NgOFgmt/Hsm3tujOH0bh6IJt54EZi8pDgkhZ9QHGxIwhWaWbJwaj6RcjhWcJVOVrkP591qFwhasH6ppNAHCYuMjktZRv56C/finLPpbUtVUjYuITWbZmK5Gx8VQtX4pv5ozLnLQSGhljcnklXavl6/9t4XZYJA52Glo1qMn8CcNwcXSwapyWUNCzKJcuXcqnn35KaGgodevWZcmSJTRp0uSx+61du5aBAwfSq1cvNm3alOP3UxiNZlZCP8aBA49eSNy2bdscHad8+fKcPHmSYsWK5TaERwqokXU9zLNsVHzhupTcXuVd0CFYjHshu/Dx6qDkgg7BomyGjn18pWeEpmaHx1fKhV9KvGKxY70SYv4OPtlZt24dQ4cOZfny5TRt2pTFixezfv16rly5grd39p8PN27coFWrVlSoUAEPD49cJbs89exymsweJyjI/NoVIYQQ1lWQ39MWLVrEqFGjGD48Y+H98uXL2bZtG6tWrWL69Olm99Hr9QwePJh58+Zx8OBBYmNjc/Weeb46evDgQV555RVatGjBnTsZi3J//vlnDh0yf/9BIYQQTw+DBbe0tDTi4+NNtofXP/8nPT2dU6dOZV4Og4zF+x07duTIkeyH4N9//328vb157TXzd3l6nDwluz/++IMuXbpgb2/P6dOnMxsVFxfH/Pnz8xSIEEKIZ9OCBQtwdXU12RYsWGC2bmRkJHq9Hh8fH5NyHx8fQkNDze5z6NAhVq5cyYoVK/IcY56S3Ycffsjy5ctZsWKFyUzMli1bcvr06UfsKYQQ4mlgyduFzZgxg7i4OJNtxowZFokzISGBIUOGsGLFCjw9PfN8nDxds7ty5Qpt2rTJUu7q6prrcVQhhBD5z5LX7DQaDRqNJkd1PT09UalUhIWZ3oItLCzM7B20AgMDuXHjBj163H98muHezHi1Ws2VK1eoWLHiY983Tz07X19fs4u9Dx06RIUKFfJySCGEEEWAra0tDRs2ZM+ePZllBoOBPXv20Lx58yz1q1WrxoULFzh79mzm1rNnT9q1a8fZs2cpXTpn9/zNVc9u9erV9O/fn1GjRjFhwgRWrVqFQqEgJCSEI0eO8Pbbbz/TD28VQoiioiAXNE2ePJlhw4bRqFEjmjRpwuLFi0lKSsqcnTl06FBKlizJggULsLOzo1Yt0wf+urm5AWQpf5RcJbvhw4fTtWtXpk+fjsFgoEOHDiQnJ9OmTRs0Gg1vv/0248ePz80hhRBCFICCTHb9+/cnIiKCd999l9DQUOrVq8eOHTsyJ60EBwfn6N7IuZGrReVKpZLQ0NDMRX/p6ekEBASQmJhIjRo1cHJysmhweSWLyp9usqj86SWLyp9ell5U/m0pyy0qf+N27haVF4RcT1B58HE+tra21KhhmQeCCiGEyD/GwvU97bFynew6dOiAWv3o3WT5gRBCPN0K13jR4+U62XXp0uWpGa4UQgghciLXyW7q1KmPvFGnEEKIp5/07B7hwet1Qgghnl0F/Yif/JaruZ15eBqQEEIIUeByleyCgoLw8vIiNTU12zp371r/Sc9CCCGejEFhue1ZkKtkV7ZsWRQKBQ0aNODs2bNZXv/jjz+oU6eOpWITQghhJZZ8xM+zIE9L1J977jmaNWvGJ598AkBSUhKvvvoqQ4YMYebMmRYNUAghhHhSeXrqwbJly+jevTsjR45k69at3L17FycnJ44fP56re5UJIYQoGM9Kj8xS8pTsALp160afPn345ptvUKvVbNmyRRKdEEI8I4radMM8DWMGBgbSvHlztm7dys6dO3nnnXfo2bMn77zzDlqt1tIxCiGEEE8kT8muXr16lC9fnnPnztGpUyc+/PBD9u3bx4YNG2jSpImlYxRCCGFhMhszB5YtW8batWsznykE0KJFC86cOUODBg0sFZsQQggrkdmYOTBkyBCz5c7OzqxcufKJAhJCCCEsLc8TVAD8/PwIDg4mPT09s0yhUNCjR48nDkwIIYT1FLUJKnlKdtevX+fFF1/kwoULKBSKzNuI/XfvTL1eb7kIhRBCWJyhiKW7PCW7CRMmUL58efbs2UP58uU5fvw4UVFRTJkyhc8++8zSMeZaseppBR2CRb18vFRBh2BR7trC80cWpSroCCzLmJT9rQCfRcbY0IIOQTwl8pTsjhw5wt69e/H09ESpVKJUKmnVqhULFizgrbfe4syZM5aOUwghhAU9KxNLLCVPE1T0ej3Ozs4AeHp6EhISAmTcO/PKlSuWi04IIYRVGC24PQvy1LOrVasW586do3z58jRt2pSFCxdia2vLd999R4UKFSwdoxBCCPFE8pTsZs+eTVJSEgDz5s2jR48etG7dmmLFirF27VqLBiiEEMLyitowZp6SXZcuXTL/v3Llyly+fJno6Gjc3d3laeZCCPEMeFbufGIpuUp2I0aMyFG9VatW5SkYIYQQwhpylex+/PFHypYtS/369TPX1gkhhHj2yDq7RxgzZgxr1qwhKCiI4cOH88orr+Dh4WGt2IQQQlhJ0Up1uVx6sHTpUu7evcs777zDli1bKF26NP369WPnzp3S0xNCCPHUyvU6O41Gw8CBA9m9ezd+fn7UrFmTN998k3LlypGYmGiNGIUQQlhYUXvqwRPdCFqpVGbeG1PuhymEEM+OonbNLtc9u7S0NNasWUOnTp2oUqUKFy5c4OuvvyY4OBgnJydrxCiEEEI8kVz17N58803Wrl1L6dKlGTFiBGvWrMHT09NasQkhhLCSotWvy2WyW758OWXKlKFChQocOHCAAwcOmK23YcMGiwQnhBDCOp6Va22WkqtkN3ToULlDihBCiGdOrheVCyGEePYVtQkqTzQbUwghxLOpaKW6PD7PTgghhHiWSM9OCCGKIJmgIoQQotAzFrGBTBnGFEIIUehJz04IIYogGcYUQghR6BW1pQcyjCmEEKLQk56dEEIUQUWrXyfJTgghiqSiNowpye4Bmq690fQagNLNA/2NAJJXfoU+4HK29RUOTtgNeg3bZm1QODljiAgj+Yev0Z0+lvXYLw7C4ZXXSd36Oyk/fG3NZgBQa1hH6r3RHQcvV6L8gzn47mrCz143W7dC10Y0GN8T17I+KG1UxAWFcfa77VzdcDizjtpBQ/MZ/SnfpRF27k7EB0dw4YedXPplr9XbAlD51U5UG9Mdey9XYvyCOTX7J6Kzac+DyvRqRstvxnN7x0kOjvgCAIVaRZ1pL1OifT2cynqRHp9C2MGLnJu/lpSwWCu3JEPtYR2pf+/8RPoH889jzk+jB85P7L3zc+WB8zPu1i9m9z384RrOfLvNKm34j02bF7Dt8BIKF3cMd4JIXf8NhptXs9/B3hFNj2Go67ZA4eCMMSac1N+/Re93MuN1jT2aF4ZkvO7kiuF2IKm/f4sh+JpV25GdtXtO8NOOf4mMS6RKaR+mD+5G7QolzdbV6vSs3H6ILYfPEx4TTzlfTya+3IGWtSvlc9TiYZLs7rFp0Q77V98k+dtF6K75Y/dCX5zmfEr8+CEY42Oz7qBW4zT3M4xxMSR+OhdjdCRKLx+MSVmf1q6qWBVNpx7obgRYvyFApR5NaTlnMAdm/kDYmQDqvNaVF36exprnppISFZ+lfmpsEqeWbCY2IAS9Vke5DvVp//nrpETFc+vABQBavjuYUi1r8vdb35BwO4LSbWrT5qNXSQqL5cbu01ZtT5mezag/dzAnpq8i6nQgVUd1pd3/prO19dukmWnPfxxLeVJ/zmDCj5p+YVHb2+JRuxwXF28k1i8YW1dHGrw/hNY/TmFXtzlWbQtknJ9Wcwazf+YPhJ4JoN5rXen58zR+zeb8pMUmcXLJZmIeOD8d7p2f4HvnZ1WDsSb7lG1Xl/afjiTwr+NWbYu6QRs0L44idd3XGG5cxqZdbxzGfkDS+69jTIzLuoNKjcO4jzAmxJK6cj6G2EiUHt4YU5Iyq9gNmoCyRFlSf/oMQ1wUNk3a4zB+PkkfjsYYF2XV9jxsx/FLfLZuF7OHdKd2hZL8uvsYYxb9yp/zx1LMxTFL/a837mPbkQvMffUFyvt68u+lQCZ9/Rs/zRxO9bLF8zX2xylqszGfugkqRmPBdK3terxM2t/bSN+3A8PtmyR/uwjSUrHt8LzZ+rbtn0fh5EziJ7PRX7mIISIUnd859DcDHzqwPY4TZ5O8/DOMiVkToTXUHdUNvzX7uPzbP8RcC+HAjB/QpaZRrX9bs/VDjvoTtOMkMQEhxN8M5/yqnUT536J446qZdXwbVeby7wcJOepPwu1I/P63j0i/YLzrVbB6e6q+3o3A/+0jaN0/xF+7w4lpq9ClpFFhoPn2ACiUCpovHcuFz38n8Wa4yWvahBT2DfiYW1uOkRB4l6jTAZya9RPF6lbAoWQxazeHeqO6cWnNPvzvnZ99985P9WzOz52j/lx/6PxEPnR+kiPiTLbynRtw+19/4oMjrNoW2/Yvov13B7qjuzGE3iJt7dcY09Owad7ZbH2b5p1RODiT8t0H6K/7YYwORx9wEcOdoHsVbFHXa0naplXoAy9ijLxL+vZfMUSEYNO6u1XbYs7PO4/Qp00DereuR8WSXswe2h07Wxs2HTxjtv62f88zsnsrWtepTClvd/q1a0SrOpVYvfNoPkf+eEYL/vcseOqSnUajwd/fP3/fVK1GVbEquvOn7pcZjWjPn0JdpYbZXWwbt0B3xQ+HURNxXbkBly9+wK7PYFCa/pM6jJyA9tRR02NbkdJGhVft8tw+dOl+odHI7YOX8G2Ys6GUki1r4lbRl5Bj93tEoSevUb5TAxx93QEo0bw6bhV8ufXPBYvG/zCljQqPOuUJPXjxfqHRSNjBi3g2rJztfjUn9yE1Mo7ra8w/c/FhNi72GA0G0uOSnzTkR1LaqPCuXZ5bT3B+SrWsiftD5+dB9p4ulG1fD/91+y0Q8SOo1ChLV0J/5ez9MqMR/ZWzKMtXM7uLunZT9EH+aPq/ieP8X3GYuQzbzv1Ace/vRqlCoVKBNt1kP6M2HVVF83+L1qLV6fG/eZdmNcpnlimVCprVKM/5wNtm90nX6bG1MR0w09jYcPZasFVjFY9XYMOYkydPNluu1+v5+OOPKVYs4xv2okWLHnmctLQ00tLSTMv0BjSqnOdxhbMrCpUKQ2y0SbkxLgZVyTJm91H6lEBdy5f0g7tJ/Gg6St+SOLw+EVRqUtf/BIBNy/aoK1QhftroHMfypOw8nFGqVSRHmA4hpUTG4V4p+2EUW2d7hp1YgtJWjVFv4J/ZP3L7gQRz8N3VPPfxaww7sQS9VgcGI/unreTusStWawuA5l57Uh9qT2pkPM6VSpjdx7NJFSoOeI6/Os/I0XsoNTbUmzWQm5uOoEtMeeKYH8X+XntSHmpPcmQcbo85P6+eWILq3vk5MPtHbj34BeAB1fq2RpuUSuBfJy0a+8MUTi4ZfzcJMSblxvhYVD6lze9TzBdVlbpoT+wj5Zu5KL1KYNf/TVCpSf/rf5CWgv66H7bdBpIadgtjfCzqRm1Rla+GMeKuVdvzsJiEZPQGY5bhymIujgTdjTS7T4taFfl511EaVi1DaS8PjvlfZ+9pf/SGp6/3U9SGMQss2S1evJi6devi5uZmUm40GvH398fR0TFHD4pdsGAB8+bNMyl7p1pZptcoZ8FozVAoMMbFkLz8czAY0F+/SmoxT+x6DSB1/U8oinnhMGIcie+/neVb6tMoPTGVdV1nYeOgoVSrmrScM5j4mxGEHM3oZdcZ3hmfBpXYNvxzEm9HUrxpNVp/OIyksBjTXmQBUzva0fyrMRyf+j3p0Y8fNlaoVbT8djwo4MT0H/Ihwrx5+Py0und+7hzNOgpSo39brm78F32atgAifTSFUokxIZa0NUvAaMBwK4A0t2LYdngpI9kBKas/w27wJJw++gWjXo/hVgC6kwdQlnn6J3m8M7AL7/+0ld4zl6FQQCkvD3q1rMemQ2cLOrQsnpXhR0spsGQ3f/58vvvuOz7//HPat2+fWW5jY8OPP/5IjRo5G7KYMWNGll5i8tAXchWLMSEOo16fMQvzgXKFq3uW3t5/DDFRoNeD4f73I/3tmyjdi4FajbpiVZRuHjh/uuL+8VQq1DXqoOn2IrEDOpnsaymp0QkYdHocvFxNyu09XbP09kwYjcTfCAMgyi8Y90olaTCuByFH/VHZ2dD0nX7sGLWYm3vPZtS5fAvPmmWp90Z3qya7tHvtsXuoPXaeLll6ewBO5XxwKuNNm5+mZJYplBlfmvoHr2Zb67czr+H9l+gcS3qyt998q/fqAFLutcf+ofY45OD8xN07P5H3zk/DcT2yJLviTariXqkEO960/oxfY2J8xt+Ns7tJL0Hh4oYhPpu/m7ho0OvAeH8PQ+gtlK4eoFKDXocxMpSUL6eBrQaFnQPG+Bjshk/HGBlq5RaZcnd2QKVUEBWfZFIeFZ+Ep6uT2X08XBxZPL4/aVodsYnJeLs5s/j3PZT0cs+PkMUjFNg1u+nTp7Nu3TrGjBnD22+/jVabt2+hGo0GFxcXky03Q5gA6HToA6+grt3gfplCgU2dhuiu+pnf5fJFlL4l4YHep6pEaQzRkaDToT1/iriJw4mfMjJz0wVcJv3g38RPGWmVRAdg0OqJuBBEyZY1TdpSqlVNQk/lfDaoQqlAZWsDgFKtzhg+eyhmo96QmUisxaDVE30+CN9Wpu3xaVWLyFNZp6LHB4Swvd00dnSambnd2XWasMN+7Og0k+SQjNl8/yU65/K+7Ou/gPSY/Jk8ZNDqCb8QRGkLnp8H1RjQlvDz14nyz4drRHodhlsBqKrWfSAwBaoq9TAEmb+eqL/uh9KrhMnfjdK7JIa4qIwk+KD0NIzxMWDvhLp6A3QX8neSh41aRfWyxTnmH5RZZjAYOeYfRJ2KpR65r8ZGjY+7Czq9gT2n/GlXv4q1w801gwW3Z0GBLj1o3Lgxp06dYuzYsTRq1Ihff/01R0OX1pC6ZT2O42egD7ySufQAjR3pe/8CwGH8DAzRkaT+mtFTS9v5J3bdXsR+xHjStm9AWbwUdn0Gk7Z9w70DpmC4FWTyHsbUVIwJ8VnKLe3cir9ov+gNIs4HEX42kDqvdUVtr+HybxmTNTp88QZJoTEc/eQ3ABqM7UH4+SDib4ahsrWhTPu6VOnTkn9m/giANjGFO0f8aT57ILpULQl3IinRrBpV+7bi8Pu/WrUtAFe++4tmi98g+lwQUWcylh6oHTQErc1oT7MvR5MSGsO5BeswpGmJu2I6eeC/SSf/lSvUKlqtmIB77XL8M/QzFCplZs8xPTYRg1aPNZ1d8RcdF71B+Pkgws4GUvfe+fG/d3463js/R+6dn4b3zk/cvfNTtn1dqvZpyYF75+c/Nk72VOrehEMf/M+q8T8ofe9G7IZMRh98DcONq9i064VCo0F7dDcAdkOmYIiLIn1zRqzag9uwbdMDTd83SD+wBaVXCWw790N7YHPmMVXVGwAKDOG3UXqVQNN7BIaw22iP7M63dv1nSJfmzPl+EzXLlaBW+RL8svsYKWlaereqB8CsFZvwdndmQt8OAJwPvE14bALVSvsSHhvPN38ewGAw8mq3lvke++MYCmjme0Ep8HV2Tk5O/PTTT6xdu5aOHTui11v3gyY72n/3keLqht2A4RnDmUEBJH74Dsa4jIvvSk8feOCXwxgVQcIHU3EYPg7NolUYoiNI2/YHqZvWFEj8DwrYcgw7DxeaTHkpY9Gy3022DllISmTGGi6nkp4mSzzUDhrafPQqTsU90KWmExsQwp4J3xCw5f7i+F1jv6bZ9P50XDIGOzcnEm5Hcmzhei79vMfq7QnefBRNMWdqT+2LnZcrMZdusn/wJ6Tea49DyWIYczEBwMHXnVJdGgLQ7e8FJq/teelDwo9YdzZwwJZj2N87P45erkT43WTLA+fH2cz5afvA+YkJCGH3Q+cHoErPZqBQcO3PI1aN/0G60/+Q5uSCpvsQFM7uGO5cJ3npuxgTYgFQeHihfGDI0hgbSfKy2dj1eR3HGUsxxkah3f8n6bt/z6yjsHNE0/NVFG6eGJMT0J09TNqWn8CQ/58NXZvUJCYhiWWb9hMZl0jV0j4smzSIYveGMUOj41A+MLqRrtOxdMM+bkfE4GBnS6valflo5Iu4ONjle+zClMJYUAvbzLh9+zanTp2iY8eOODpmXbCZUzEvPWe5oJ4Ca44/esjkWeOuf2p+5Z5YlKpgRiKsZVgv89fanlU2AwcXdAgWY9fSsm15pWwfix3rl5sbLHYsaynwnt2DSpUqRalSheuDXQghnkZF7d6YT92iciGEEMLSnqqenRBCiPwh6+yEEEIUes/KkgFLkWFMIYQQhZ707IQQogiSCSpCCCFEISM9OyGEKIJkgooQQohCTyaoCCGEEIWM9OyEEKIIeoruFJkvpGcnhBBFkAGjxba8WLp0KeXKlcPOzo6mTZty/PjxbOuuWLGC1q1b4+7ujru7Ox07dnxkfXMk2QkhhMhX69atY/LkycydO5fTp09Tt25dunTpQnh4uNn6+/fvZ+DAgezbt48jR45QunRpOnfuzJ07d3L8npLshBCiCCrIh7cuWrSIUaNGMXz4cGrUqMHy5ctxcHBg1apVZuv/+uuvvPnmm9SrV49q1arx/fffYzAY2LMn548Yk2t2QghRBFly6UFaWhppaWkmZRqNBo1Gk6Vueno6p06dYsaMGZllSqWSjh07cuRIzp7FmJycjFarxcPDI8cxSs9OCCHEE1mwYAGurq4m24IFC8zWjYyMRK/X4+PjY1Lu4+NDaGhojt5v2rRplChRgo4dO+Y4RunZCSFEEWTJ24XNmDGDyZMnm5SZ69VZwscff8zatWvZv38/dnY5fwK8JDshhCiCLLn0ILshS3M8PT1RqVSEhYWZlIeFheHr6/vIfT/77DM+/vhj/v77b+rUqZOrGGUYUwghRL6xtbWlYcOGJpNL/pts0rx582z3W7hwIR988AE7duygUaNGuX5f6dkJIUQRVJC3C5s8eTLDhg2jUaNGNGnShMWLF5OUlMTw4cMBGDp0KCVLlsy87vfJJ5/w7rvv8r///Y9y5cplXttzcnLCyckpR+8pyU4IIYqggrwRdP/+/YmIiODdd98lNDSUevXqsWPHjsxJK8HBwSiV9wcev/nmG9LT0+nbt6/JcebOnct7772Xo/eUZCeEECLfjRs3jnHjxpl9bf/+/SY/37hx44nfT5KdEEIUQUXt4a2S7IQQogiSG0ELIYQQhYz07IQQogiSYUwhhBCFXkHOxiwIhTLZ2VRwL+gQLKrZ8YSCDsGiLiqcCzoEi5kYtq+gQ7Co3ieqFnQIFlXsuaCCDkE8JQplshNCCPFohiI2QUWSnRBCFEFFK9XJbEwhhBBFgPTshBCiCJLZmEIIIQq9opbsZBhTCCFEoSc9OyGEKIKK2u3CJNkJIUQRJMOYQgghRCEjPTshhCiC5HZhQgghCr2ids1OhjGFEEIUetKzE0KIIqioTVCRZCeEEEWQDGMKIYQQhYz07IQQogiSYUwhhBCFXlFbeiDDmEIIIQo96dkJIUQRJE8qF0IIUejJMKYQQghRyEjPTgghiiAZxhRCCFHoyTCmEEIIUchIz04IIYogGcYswmxadMOmbW8Uzm4Y7t4gbdP3GG5dM1vXfvQHqCrWylKu8z9J6qqPAFDVaoZN8y6oSlZE4ehM8heTMITcsGYTMnkOex6fN3pj4+VOiv8Nbr37HclnzbfF4+X2lFs0waTMkJrO2covZ/7s1rUZnkO64lC7Imp3F/y7TCTFL8iqbXiUqsM6UnNMd+y9XIn2C+b4nNVEnb3+2P3K9WxGm2/GEbzjJPtfW2yV2MaMHsaUyWPw9fXi/Hk/Jkycw4mTZ7Ot/9JLLzDvvamUK1uKawFBzJw5n7927DWp897ct3ltxCDc3Fz499+TjB0/g4CA+//+Gzf8QN06NfH2LkZMTBx79h5ixsyPuHs3DIAqVSqy7OuPqV69Mq6uzoSEhLF23Sbe/2AROp3uidrr2LcXzoP7oyrmgfZaIDGfL0Hrd9lsXYfuXfB4d5pJmTEtnTttumb+rLC3w3Xs69i1bYnKxQXd3bskrttI0sYtTxRnTq09eoWfDl4iKjGFKr7uTHuhCbVLe2Zb/5fD/qw/fpXQ2CTcHDV0rFmGtzo3QGOjylJ31YGLfLXrDINaVOOd7o2t2YzHkmHMIkpdtyW2PYaTvnsdyYunYAi5gf3Id1E4upqtn/LTJyS9PzxzS/7sLYx6Pbrz/2bWUdhq0Af5k7Z9dX41AwD3Hq0oNWcEdxev4/Lzk0nxC6LSz++hLma+LQD6+CTONxiWuV1sPtLkdaWDHYnH/bkzP3/bYk65nk1pNHcw5xZtZGvX2cT4BdPx12nYFXN55H6OpTxp+O4gwo6a/yC2hJdf7slnn87lgw8X0bhpV86d92P7tl/x8ipmtn7zZo349eel/PDDGho16cLmzTv54/eV1KxZNbPO1LffZNzYEbw5bjotWvUgKTmZ7Vt/RaPRZNbZv/9fBg4aTY1abejX/3UqVijLb2u/y3xdq9Xy8y/r6dZ9EDVqtWHy23N5bcQg3pv79hO1177jc7hNGEP8ytWEDXuD9IBAvL78BKW7W7b7GBITCen2UuZ2t/dAk9ddJ76JXbPGxMydT+iAV0lc+wdub7+FXesWTxRrTuw8f4PPt5/kjfZ1WDO2O1V83Xnzxz1EJ6aYrb/9XBBf7TrNG+3rsGFiT+a+2JxdF26yZPeZLHUv3o7k9xNXqeLrbu1mCDMk2d1j06Yn2mO70Z3cizH8NmkblmPUpqFu0sH8DimJGBNiMzdV5bqgTUN37n6y050+gPbv39BfO5dPrcjgPaoXkWt2Ef3bHlKv3SJ4xjcYUtMo1r9jtvsYjUZ0EbH3t8g4k9ejN+wn9Mt1JBzK37aYU31UN679bx+Bv/1D3LUQjk7/AX1KGpUGtM12H4VSQeuv3+TcZ3+QEBxutdgmTRjF9yv/x0+rf8Pf/xpvjp1OcnIKw18dYLb++PGvsXPnfj5ftJzLlwOY+96nnDlzkTfHDM+s89b4kcxf8CVbtuziwgV/Xh0+gRIlfOjVq0tmnS+/WsGx46cJDr7DkaMn+eTTr2natAFqdcbgTVBQMD+t/o3z5/0IDr7D1q27WbNmI61aNnmi9joPfJmkP7eTvHUHuqCbxH78BcbUNBx7dMt+JyMYomNMtgdpatckaftO0k6fQ383jKRN29AGBGJbo9oTxZoTPx/2o0+jyvRuWImK3m7M7tUMOxsVm04Fmq1/7mYE9cp483zd8pR0d6JF5RJ0rVOOi7cjTeolp2mZ+dsh3u3dHGd7W6u3IycMRqPFtmeBJDsAlRplyYqmScloRH/tPKqyVbPf7wHqJh3RnT0E2jQrBZkzChs1DrUrmiYlo5GEg+dwbJh9W1SO9tQ8soJax1ZSYeVM7KqUzodoc09po6JYnfLcPXjpfqHRyN1Dl/BqWCnb/epMepHUyHgC1h6wWmw2NjY0aFCHPXsPPhCakT17D9GsWUOz+zRr2tCkPsCu3fsz65cvX4bixX3Ys/dQ5uvx8QkcP36GZk3NH9Pd3Y1BA/tw5MjJbIcoK1YsR+cuz/HPwaO5aqMJtRqbalVIPX7qfpnRSOqJU9jWrpHtbgp7e3w3rcF381qKffoB6vLlTF5Pu3AJ+9YtUHplDB1qGtZDXboUqcdO5j3WHNDq9PiHRNO0km9mmVKpoGml4pwPjjC7T92yXviFRHHhVkZyux2dwKGrd2hVpaRJvflbjtO6akmaVSpuvQbkktGC/z0L5JodoHB0RqFSYUw07c0YE2NRepfMZq/7lKUroypelrT1S60VYo6pPVxQqFXoImJNynWRsdhVKmV2n7TAO9x8ewkp/jdQuTjg83pvqm78BL8O49GGRuVD1Dmn8XBGqVaR8lDPMyUiDpeK5j9IvBtXodLA59jaaaZVY/P09ECtVhMeZvqtPjw8gmpVK5rdx9fXi7Bw0w/SsLBIfH28Ml738b5X9lCd8Eh8fb1NyhbMn8mbY4bj6OjA0aOn6Nl7WJb3O3jgT+rXr4WdnR3frfiFue99mrtGPkDp5opCrcrSMzNEx2BTtozZfXQ3bxHz4UK0AddRODniPLg/3t9/RdjAEejDM/7dYj9bgvuMyZTY+htGnQ4MBmLmf0762fN5jjUnYpLT0BuMFHOyNykv5mTHjYg4s/s8X7c8sUmpDF+xE4xGdAYjLzepwsjnamfW2XE+iMsh0fw65nmrxi8e7anu2d26dYsRI0Y8sk5aWhrx8fEmW5pOn08RZrBp0gH93RvZTmZ52iWdvkL0H/tI8Qsi8eglAl//GG10PJ6vdHn8zk85taMdLb8azZGp35MWk1jQ4VjVZ59/Q6MmXejabQB6vZ4fV32Zpc7AwWNo3LQrg4e8yfPdOjBl8uh8jTH9oh/Jf+1Gey2Q9DPniZr2LoaYOBxf7JFZx6nfi9jWqkHklFmEDxtN7JfLcZs6AU3jBvkaa06cuB7KygMXmdmjCWvGdmfRoLYcvHKb7/ZmJObQ2CQWbj3J/H6tzE5YKUhGo8Fi27Pgqe7ZRUdH89NPP7Fq1aps6yxYsIB58+aZlM1oXpWZLavn+H2MSQkY9XoUTqYTOBRObhgTYh+9s40Gdd1WpO9am+P3syZddDxGnR61l5tJudrTDW1EjPmdshxET8rF62jKPT1DLv9Ji07AoNNj72l6ruy9XEk18+3buZw3zmW8af/jlMwyhVIBwCs3f2JTm6kk3rTMNbzIyGh0Oh3ePqYz97y9vQgNMz8MFhoagY+3l0mZj49nZv3QsPB7ZV6Eht6P08fbk7PnLpnsFxUVQ1RUDNeuXcf/cgA3g07SrGlDjh67P8x4+3YIAP7+11CpVCxftpBFX3yLwZD7DyxDbBxGnR6lh+mEC6WHO/ro6JwdRK8n/WoA6lL3RlA0triOeY2oae+SevgYANqA69hWqYjz4H6knTid6zhzyt1Bg0qpIOqhyShRial4PtTb+8+yv8/RvV4F+jSuDEBlX3dStDo+2HSUkc/Vxi8kiuikVAYu3Za5j95g5PSNMNYdvcLxeYNQKQumzyHPs8tHmzdvfuTr168/fir5jBkzmDx5skmZdu4ruQtEr8NwJxBVpTroLx3PKFMoUFWqjfbfvx65q7puC1DboD1tvWtBuWHU6ki+EIhzyzrE7cz4sEChwLlVHSJ+3J6zgyiV2FcrS9y+U4+vm88MWj1R54Mo3qomt3bei0+hwLdVTa78sDtL/biAu2xuP92krN47fbFxsufEuz+THGK5YVqtVsvp0+dp364VmzfvvBeagvbtWrHsmx/M7nP02Cnat2/FV0u+zyzr2KENR49mtC0oKJi7d8No364V5+4lN2dnJ5o0qc/y77KfGau8l9A1muwnQyiVSmxs1CiVyjwlO3Q6tJevYte4Aan/HM4oUyjQNG5A0vpNOTuGUolNxfKk/pvxu6pQq1HY2IDB9IPYaDCAlZOCjVpF9RIeHA8MpX2NjGFYg8HI8cBQBjQzf707VatDqVCYlP33sxEjTSsW5/e3XjB5/d0/jlDey4XhbWoWWKIrigo02fXu3RuFQoHxEbN5FA/9Ij1Mo9GYTMEGSFTnfrhA+89mNP3fwnA7EP2ta9i2fgGFrR26E3sy3mfAWxjjokn/6xeT/Wwad0R36RgkJ2Q9qL0TSndPFC4eACi9Mr69/jeD01rCV/xJ2UUTSD4fQPLZa3i91gOlvR1Rv/0NQNkvJqINjSLkk58B8J3Qn6QzV0i7cReViyM+o1/EtpQXUWvuJw+VmxO2Jbyw8cloi13FjLZoI2KyXB+0Nv8Vf9HyizeIPB9E1JlAqo/qitpeQ8C6jC8cLb98g+S7MZz5+DcMaVpir9w22T89PhkgS7klfPHlCn5Y+QWnTp/nxIkzvDV+FI6O9vz40zoAflj1JSEhd5k1+2MAlixZyd49vzNp4hts/+tv+vfrRcOGdRj95juZx/xqyffMnPEW1wKuc+PGLea9N5WQkDD+/DMjoTZpXJ9Gjepy+N8TxMTEUrFCOea9N5WAgCCO3EuaAwe+iFar4+JFf9LS0mnYsC4ffTCd39ZvfqJ1dglr1uPx7nTS/a+Q7ncZpwEvobSzI2nrDgDc505HHxFJ/LKMZO782hDSL/qju3UHpbMTzq/0R+3rQ9LmjC9ixqRk0k6dxXX8GxjT0tDdDUPToC6O3ToT++U3eY4zp4a0rMGcPw5To2QxapXy5Nd//UlJ19GrYcY119nrD+PtYs9bXTKGVNtUK8Uvh/2pVsKd2qU8CY5OYNnf52hTrRQqpRJHjZJKPqY9X3tbNa4Omizl+e1Rn7uFUYEmu+LFi7Ns2TJ69epl9vWzZ8/SsKH5GWeWpjt3GIWjC7ZdBqBwdscQEkTK9+9nTlpRunllmWKr8CqBqkIN0r97z+wx1TUbY9f/rcyf7V7JWNOUvmst6bvXWachQMyWQ6g9XCg+ZVDGonK/IAKGzMtcTmBb0hMeGGdXuTlR5pOx2Hi5o49LJPlCIFd6TyP12q3MOq6dmpgsPC+/bCoAdxet4e4X+TuEe2PzMTQeLtR7+6WMReWXbrLnlYWkRsYD4FjCE6OhYP6Q16/fjJenB++9+za+vl6cO3eJ7i+8Qvi9yRdlSpcw6UUdOXqSV4aO4/157/DhB9O4FhDES31f49KlK5l1Pv1sGY6ODixfthA3NxcOHz5B9x6vkJaWMfM3OSWFF3s/z9x338bR0Z67d8PZuWs/8xd8SXp6OgA6nZ6pb79JlcoVUCgU3Ay+zbJvfmTxlyueqL0pf+8n1s0Nl9eHoyrmjvZqIJETp2VOWlH7eMMD7VU6O+M+YwqqYu4YEhJJv3yV8FHj0QXdzKwTNfsDXMeOwmPeLJQuzuhCw4hbvpKkDY8eCbKELnXKEZOUyjd7zhGZkELV4u4se7V95qSVu3FJPPj9e9RztVEAS3efIzw+GXdHDW2qlWJcp/pWj/VJFbVhTIWxANN7z549qVevHu+//77Z18+dO0f9+vVzPcSSOPVFS4T31Li69tm4AJxTFw3OBR2CxYyI2FfQIVjUjfo5W2rzrCg2tX1Bh2Ax9n1nW/R4pTyy3gEqr25HX7TYsaylQHt2U6dOJSkpKdvXK1WqxL59hevDRAghngYyjJmPWrdu/cjXHR0dads2+7tiCCGEyJtn5c4nliJTgYQQQhR6T/U6OyGEENbxrNzmy1Ik2QkhRBFU1K7ZyTCmEEKIQk96dkIIUQQVtXV2kuyEEKIIkmFMIYQQopCRnp0QQhRBRW2dnSQ7IYQogmQYUwghhChkpGcnhBBFkMzGFEIIUejJMKYQQghRyEjPTgghiiCZjSmEEKLQK2o3gpZhTCGEEIWe9OyEEKIIkmFMIYQQhZ7MxhRCCCEKGenZCSFEEVTUJqhIshNCiCJIhjGFEEKIQkZ6dkIIUQQVtZ6dJDshhCiCilaqk2FMIYQQRYFR5Elqaqpx7ty5xtTU1IIOxSIKU3sKU1uMRmnP06wwtaWwUxiNRWzg1kLi4+NxdXUlLi4OFxeXgg7niRWm9hSmtoC052lWmNpS2MkwphBCiEJPkp0QQohCT5KdEEKIQk+SXR5pNBrmzp2LRqMp6FAsojC1pzC1BaQ9T7PC1JbCTiaoCCGEKPSkZyeEEKLQk2QnhBCi0JNkJ4QQotCTZCeEEKLQk2T3BD7++GMUCgUTJ04s6FDyRK/XM2fOHMqXL4+9vT0VK1bkgw8+eGbuhv7PP//Qo0cPSpQogUKhYNOmTZmvabVapk2bRu3atXF0dKREiRIMHTqUkJCQggv4MR7Vnv/4+/vTs2dPXF1dcXR0pHHjxgQHB+d/sI+xYMECGjdujLOzM97e3vTu3ZsrV66Y1ElNTWXs2LEUK1YMJycnXnrpJcLCwgoo4kfLSXv+YzQa6datW7bnUBQMSXZ5dOLECb799lvq1KlT0KHk2SeffMI333zD119/jb+/P5988gkLFy5kyZIlBR1ajiQlJVG3bl2WLl2a5bXk5GROnz7NnDlzOH36NBs2bODKlSv07NmzACLNmUe1ByAwMJBWrVpRrVo19u/fz/nz55kzZw52dnb5HOnjHThwgLFjx3L06FF2796NVqulc+fOJCUlZdaZNGkSW7ZsYf369Rw4cICQkBD69OlTgFFnLyft+c/ixYtRKBQFEKV4pIK8MeezKiEhwVi5cmXj7t27jW3btjVOmDChoEPKk+7duxtHjBhhUtanTx/j4MGDCyiivAOMGzdufGSd48ePGwHjzZs38yeoJ2CuPf379ze+8sorBRPQEwoPDzcCxgMHDhiNRqMxNjbWaGNjY1y/fn1mHX9/fyNgPHLkSEGFmWMPt+c/Z86cMZYsWdJ49+7dHP1OivwjPbs8GDt2LN27d6djx44FHcoTadGiBXv27OHq1asAnDt3jkOHDtGtW7cCjsw64uLiUCgUuLm5FXQouWYwGNi2bRtVqlShS5cueHt707Rp02dmmCwuLg4ADw8PAE6dOoVWqzX5G6pWrRplypThyJEjBRJjbjzcHsgYTRg0aBBLly7F19e3oEIT2ZCHt+bS2rVrOX36NCdOnCjoUJ7Y9OnTiY+Pp1q1aqhUKvR6PR999BGDBw8u6NAsLjU1lWnTpjFw4MBn8u704eHhJCYm8vHHH/Phhx/yySefsGPHDvr06cO+ffto27ZtQYeYLYPBwMSJE2nZsiW1atUCIDQ0FFtb2yxfPHx8fAgNDS2AKHPOXHsgY1i2RYsW9OrVqwCjE9mRZJcLt27dYsKECezevfupvE6SW7/99hu//vor//vf/6hZsyZnz55l4sSJlChRgmHDhhV0eBaj1Wrp168fRqORb775pqDDyRODwQBAr169mDRpEgD16tXj33//Zfny5U91shs7diwXL17k0KFDBR2KRZhrz+bNm9m7dy9nzpwpwMjEo8gwZi6cOnWK8PBwGjRogFqtRq1Wc+DAAb766ivUajV6vb6gQ8yVqVOnMn36dAYMGEDt2rUZMmQIkyZNYsGCBQUdmsX8l+hu3rzJ7t27n8leHYCnpydqtZoaNWqYlFevXv2pnI35n3HjxrF161b27dtHqVKlMst9fX1JT08nNjbWpH5YWNhTPQSYXXv27t1LYGAgbm5umZ8NAC+99BLPPfdcAUUrHiQ9u1zo0KEDFy5cMCkbPnw41apVY9q0aahUqgKKLG+Sk5NRKk2/76hUqsxexLPuv0R37do19u3bR7FixQo6pDyztbWlcePGWaa7X716lbJlyxZQVNkzGo2MHz+ejRs3sn//fsqXL2/yesOGDbGxsWHPnj289NJLAFy5coXg4GCaN29eECE/0uPaM336dEaOHGlSVrt2bb744gt69OiRn6GKbEiyywVnZ2eTMXoAR0dHiv2/vfuPibr+4wD+vCwO7jiOuOJX87jR3QkoIngVyAZYoMbCcjqdlcKALA47SpFyhKOcmhkgNtLk7KB2CDpXKW2uWndrAlb8uBrn6YBI0xhaU5FQ4Y53fzg+Xz8d6Fnwvbxej+2z8f583u/P5/X68MfLz8c3n7dM5rT/bpCRkYEtW7ZALpdj5syZ6OjoQHl5ObKzs90dmksGBwfR3d3NtXt7e2GxWBAQEICQkBAsW7YM7e3taGxshMPh4P4vKCAgAF5eXu4Ke0K3ykcul2PDhg1YsWIFkpKSMH/+fBw9ehRHjhyB2Wx2X9ATyM/PR11dHT777DNIJBLu3kulUvj4+EAqlSInJwfr1q1DQEAA/Pz88PLLLyMhIQHx8fFujt7Z7fIJDg4e94lULpc7FUbiJm6eDXrXu5v/9GBgYIAVFBQwuVzOvL29WXh4OCsuLmbXr193d2guMZlMDIDTlpmZyXp7e8c9BoCZTCZ3hz6uW+UzZt++fUypVDJvb28WExPDPv30U/cFfAsT3XuDwcD1uXr1KtNqtez+++9nIpGILVmyhPX19bkv6FtwJZ/xxtCfHvx70BI/hBBCPB5NUCGEEOLxqNgRQgjxeFTsCCGEeDwqdoQQQjweFTtCCCEej4odIYQQj0fFjhBCiMejYkfuajevBv3zzz9DIBDAYrG4PD4lJcXtK80rFArs3LnTrTHcrLS0FHPmzHF3GIRMKip2ZFJkZWVBIBBAIBDAy8sLSqUSb731Fux2u7tDu2Pd3d3Izs6GXC6HUCjEQw89hCeeeAJGo9EpH5PJhPT0dMhkMohEIkRFRWH9+vU4d+4c756MtykUCvckSMh/EBU7MmkWLVqEvr4+dHV1Yf369SgtLcWOHTvu+DwOh8NtH6P+7rvvEBcXB5vNhqqqKnR2dsJsNiM3Nxe7d++G1Wrl+n7wwQdITU1FcHAwDh06hBMnTmDPnj24fPkyysrKUFlZib6+Pm4DAIPBwLX/yZqIIyMj/zhXQv5LqNiRSSMUChEcHIywsDDk5eUhNTUVhw8fRnl5OaKjoyEWizF9+nRotVoMDg5y42pqauDv74/Dhw8jKioKQqEQZ86cwffff4+0tDQ88MADkEqlSE5ORnt7+x3F1NnZiSeffBK+vr4ICgrCqlWr8Ntvv43blzGGrKwsqNVqNDU1ISMjAyqVCiqVCitXrsSxY8cwe/ZsAMDZs2eh0+mg0+nw4YcfIiUlBQqFAklJSdDr9di0aROkUin3geCxjwT7+/tz7QcffJC79tDQELKzsyGRSCCXy7F3717u2Njr2YaGBiQnJ8Pb2xtGoxEAoNfrERkZCW9vb0REROD999/n5fTaa69BrVZDJBIhPDwcJSUlToXy7bffRlBQECQSCXJycnDt2jXecbPZjEcffRRisRj+/v5ITEzE6dOn7+j3QIi7UbEjU8bHxwfDw8O45557sGvXLlitVtTW1uLrr79GUVERr+/Q0BC2b98OvV4Pq9WKwMBAXLlyBZmZmTh27BiOHz8OlUqF9PR0XLlyxaXrX7p0CY8//jhiY2PR2tqKo0ePor+/H8uXLx+3v8Vigc1mQ2FhodPSR2MEAgEA4ODBgxgeHnbKY8xfV+C+nbKyMmg0GnR0dECr1SIvL89pOZ/XX38dBQUFsNlsWLhwIYxGIzZt2oQtW7bAZrNh69atKCkpQW1tLTdGIpGgpqYGJ06cQGVlJaqrq1FRUcEdP3DgAEpLS7F161a0trYiJCSEVzDtdjueeeYZJCcn48cff0RLSwvWrFnD3QdC7hpu/hA18RCZmZns6aefZowxNjo6yr788ksmFApZYWGhU9+DBw8ymUzGtQ0GAwPALBbLLa/hcDiYRCJhR44c4fbhpi/Lj6100NHRwRhjbPPmzWzBggW8c/zyyy8MADt16hRjjL9qRX19PQPA2tvbuf79/f1MLBZzW1VVFWOMsby8PObn53f7G3MTTPAV/LCwMPb8889z7dHRURYYGMh2797Ny2vnzp28cQ8//DCrq6vj7du8eTNLSEiYMIYdO3awuXPncu2EhASm1Wp5fR577DEWExPDGGPs999/ZwCY2Wx2KUdC/q1oPTsyaRobG+Hr64uRkRGMjo7i2WefRWlpKb766its27YNJ0+exMDAAOx2O65du4ahoSGIRCIANxYnHXtFOKa/vx9vvPEGzGYzzp8/D4fDgaGhIZdX5v7hhx9gMpng6+vrdKynpwdqtfq255DJZNzszpSUFAwPDwO48cpzMp9ubs5dIBAgODgY58+f5/XRaDTcz3/88Qd6enqQk5ODF154gdtvt9shlUq5dkNDA3bt2oWenh4MDg7CbrfzVmu32Wx46aWXeNdJSEiAyWQCcGPtv6ysLCxcuBBpaWlITU3F8uXLERISMjmJE/J/Qq8xyaSZP38+LBYLurq6cPXqVdTW1uLChQt46qmnMHv2bBw6dAhtbW2oqqoCAK5wADdeef61eGRmZsJisaCyshLNzc2wWCyQyWS8cbcyODiIjIwMWCwW3tbV1YWkpCSn/iqVCgB4rw+nTZsGpVIJpVKJe+/9378N1Wo1Ll++zE08+afuu+8+XlsgEDhN0hGLxbzcAKC6upqXW2dnJ44fPw4AaGlpwXPPPYf09HQ0Njaio6MDxcXFLt+/MQaDAS0tLZg3bx4aGhqgVqu5axByt6BiRyaNWCyGUqmEXC7nCkNbWxtGR0dRVlaG+Ph4qNVq/Prrry6dr6mpCTqdDunp6Zg5cyaEQuGEk0vGExcXB6vVCoVCwRWsse3mwjEmNjYWERERePfdd287G3TZsmXw8vLCO++8M+7xS5cuuRzn3xEUFITQ0FD89NNPTrmNrYzd3NyMsLAwFBcXQ6PRQKVSOU0siYyMxLfffsvbN14hi42NxcaNG9Hc3IxZs2ahrq5u6pIjZArQa0wypZRKJUZGRvDee+8hIyMDTU1N2LNnj0tjVSoVPv74Y2g0GgwMDGDDhg3w8fFx+dr5+fmorq7GypUrUVRUhICAAHR3d6O+vh56vR7Tpk3j9RcIBDAYDEhLS0NiYiI2btyIyMhIjIyM4JtvvsGFCxe4MdOnT0dFRQXWrl2LgYEBrF69GgqFAmfPnsVHH30EX19flJWVuX6j/oY333wTOp0OUqkUixYtwvXr19Ha2oqLFy9i3bp1UKlUOHPmDOrr6/HII4/g888/xyeffMI7R0FBAbKysqDRaJCYmAij0Qir1Yrw8HAAQG9vL/bu3YvFixcjNDQUp06dQldXF1avXj2luREy2ejJjkypmJgYlJeXY/v27Zg1axaMRiO2bdvm0th9+/bh4sWLiIuLw6pVq6DT6RAYGOjytUNDQ9HU1ASHw4EFCxYgOjoar7zyCvz9/SecbRkfH4+2tjbMmDED+fn5iIqKwrx587B//35UVFQgLy+P66vVavHFF1/g3LlzWLJkCSIiIpCbmws/Pz8UFha6HOfflZubC71eD4PBgOjoaCQnJ6OmpoZ7slu8eDFeffVVrF27FnPmzEFzczNKSkp451ixYgVKSkpQVFSEuXPn4vTp07wcRSIRTp48iaVLl0KtVmPNmjXIz8/Hiy++OOX5ETKZBIwx5u4gCCGEkKlET3aEEEI8HhU7QgghHo+KHSGEEI9HxY4QQojHo2JHCCHE41GxI4QQ4vGo2BFCCPF4VOwIIYR4PCp2hBBCPB4VO0IIIR6Pih0hhBCPR8WOEEKIx/sT2hCtgAUxsvUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def z_1(x, y):\n",
    "    return - 1 / (0.1*abs(x - 16)**0.9 + 0.1*abs(y - 1)**1.5 + 0.37)\n",
    "\n",
    "# def z_2(x, y):\n",
    "#     return - 1 / (0.1*abs(x - 4)**0.9 + 0.1*abs(y - 4)**1.5 + 0.45)\n",
    "\n",
    "def z_2(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 7)**1.5 + 0.45)\n",
    "\n",
    "def z_3(x, y):\n",
    "    return - 1 / (0.05*abs(x - 16)**1.5 + 0.02*abs(y - 13)**1.5 + 0.4)\n",
    "\n",
    "def z_5(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 16)**1.5 + 0.4)\n",
    "\n",
    "def func(x, y):\n",
    "    return z_1(x, y) + z_2(x, y) + z_3(x, y) + z_5(x, y)\n",
    "\n",
    "new_z = []\n",
    "new_x = []\n",
    "new_y = []\n",
    "\n",
    "for i in range(4, 24 + 1, 4):\n",
    "    for j in range(1, 16 + 1, 3):\n",
    "        new_x.append(i)\n",
    "        new_y.append(j)\n",
    "        new_z.append(func(int(i), int(j)))\n",
    "\n",
    "# Normalize\n",
    "max_z = max(new_z)\n",
    "min_z = min(new_z)\n",
    "new_z = [(each - min_z  + 0.01)/  (max_z - min_z) for each in new_z]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "curve_data = pd.DataFrame({'ParallelGCThreads': new_x, 'MaxTenuringThreshold': new_y, 'Average GC Pause': new_z})\n",
    "curve_data['MaxTenuringThreshold'] = curve_data['MaxTenuringThreshold'].astype(int)\n",
    "curve_data['ParallelGCThreads'] = curve_data['ParallelGCThreads'].astype(int)\n",
    "curve_data_pivoted = curve_data.pivot(index=\"ParallelGCThreads\", columns=\"MaxTenuringThreshold\", values=\"Average GC Pause\")\n",
    "curve_data_pivoted = curve_data_pivoted.transpose()\n",
    "\n",
    "ax = sns.heatmap(curve_data_pivoted,  ax=ax, annot=True, fmt=\".2g\") # annot=True, fmt=\"\"\n",
    "ax.invert_yaxis()\n",
    "plt.show()\n",
    "\n",
    "curve_data.to_csv(\"kafka_synthetic_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def z_1(x, y):\n",
    "    return - 1 / (0.1*abs(x - 4)**0.9 + 0.1*abs(y - 10)**1.5 + 0.37)\n",
    "\n",
    "# def z_2(x, y):\n",
    "#     return - 1 / (0.1*abs(x - 4)**0.9 + 0.1*abs(y - 4)**1.5 + 0.45)\n",
    "\n",
    "def z_2(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 7)**1.5 + 0.45)\n",
    "\n",
    "def z_3(x, y):\n",
    "    return - 1 / (0.05*abs(x - 24)**1.5 + 0.02*abs(y - 7)**1.5 + 0.4)\n",
    "\n",
    "def z_5(x, y):\n",
    "    return - 1 / (0.03*abs(x - 8)**1.5 + 0.03*abs(y - 16)**1.5 + 0.4)\n",
    "\n",
    "def func(x, y):\n",
    "    return z_1(x, y) + z_2(x, y) + z_3(x, y) + z_5(x, y)\n",
    "\n",
    "new_z = []\n",
    "new_x = []\n",
    "new_y = []\n",
    "\n",
    "for i in range(4, 24 + 1, 4):\n",
    "    for j in range(1, 16 + 1, 3):\n",
    "        new_x.append(i)\n",
    "        new_y.append(j)\n",
    "        new_z.append(func(int(i), int(j)))\n",
    "\n",
    "# Normalize\n",
    "max_z = max(new_z)\n",
    "min_z = min(new_z)\n",
    "new_z = [(each - min_z  + 0.01)/  (max_z - min_z) for each in new_z]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "\n",
    "curve_data = pd.DataFrame({'ParallelGCThreads': new_x, 'MaxTenuringThreshold': new_y, 'Average GC Pause': new_z})\n",
    "curve_data['MaxTenuringThreshold'] = curve_data['MaxTenuringThreshold'].astype(int)\n",
    "curve_data['ParallelGCThreads'] = curve_data['ParallelGCThreads'].astype(int)\n",
    "curve_data_pivoted = curve_data.pivot(index=\"ParallelGCThreads\", columns=\"MaxTenuringThreshold\", values=\"Average GC Pause\")\n",
    "curve_data_pivoted = curve_data_pivoted.transpose()\n",
    "\n",
    "ax = sns.heatmap(curve_data_pivoted,  ax=ax, annot=True, fmt=\".2g\") # annot=True, fmt=\"\"\n",
    "ax.invert_yaxis()\n",
    "plt.show()\n",
    "\n",
    "curve_data.to_csv(\"test_synthetic_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a dataset with extra parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# goals = [\"avgGCPause\", \"totalTenuredUsedMax\", \"avgPause\", \"freedMemoryByFullGC\", \"avgPromotion\"]\n",
    "goals = [\n",
    "    \"avgGCPause\", \n",
    "    \"avgPromotion\", \n",
    "    \"promotionTotal\", \n",
    "    \"totalHeapUsedMaxpc\", \n",
    "    \"totalHeapUsedMax\", \n",
    "    \"totalYoungUsedMax\", \n",
    "    \"totalYoungUsedMaxpc\", \n",
    "    \"totalTenuredUsedMax\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00945</td>\n",
       "      <td>-188826.0</td>\n",
       "      <td>-944128.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>184.0</td>\n",
       "      <td>181.406</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4747.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>0.01123</td>\n",
       "      <td>15.6</td>\n",
       "      <td>78.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>184.0</td>\n",
       "      <td>181.407</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4804.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00722</td>\n",
       "      <td>-89498.0</td>\n",
       "      <td>-447488.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>184.0</td>\n",
       "      <td>181.406</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00850</td>\n",
       "      <td>133.8</td>\n",
       "      <td>669.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>184.0</td>\n",
       "      <td>181.407</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4777.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>0.00975</td>\n",
       "      <td>-182886.0</td>\n",
       "      <td>-914432.0</td>\n",
       "      <td>12.2</td>\n",
       "      <td>184.0</td>\n",
       "      <td>181.406</td>\n",
       "      <td>36.2</td>\n",
       "      <td>4720.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 16     0.00945     -188826.0   \n",
       "1                    10                 20     0.01123          15.6   \n",
       "2                     1                  4     0.00722      -89498.0   \n",
       "3                    13                 16     0.00850         133.8   \n",
       "4                    13                 20     0.00975     -182886.0   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0       -944128.0                12.2             184.0            181.406   \n",
       "1            78.0                12.2             184.0            181.407   \n",
       "2       -447488.0                12.2             184.0            181.406   \n",
       "3           669.0                12.2             184.0            181.407   \n",
       "4       -914432.0                12.2             184.0            181.406   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0                 36.2               4747.0  \n",
       "1                 36.2               4804.0  \n",
       "2                 36.2               4720.0  \n",
       "3                 36.2               4777.0  \n",
       "4                 36.2               4720.0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bm = \"avrora\"\n",
    "xmx = 32\n",
    "\n",
    "x, y, z =  get_data_from_csv(f\"summaries_{bm}/val/summary_gc_{bm}_{xmx}_*.csv\", goals)\n",
    "\n",
    "avrora_df = pd.DataFrame({\n",
    "    \"MaxTenuringThreshold\": y,\n",
    "    \"ParallelGCThreads\": x,\n",
    "})\n",
    "avrora_df[goals] = z\n",
    "display(avrora_df[:5])\n",
    "avrora_df.to_csv(f\"datasets/avrora/ext_{bm}_{xmx}_real_saved_states.csv\", index=False)\n",
    "\n",
    "# from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# scaler = MinMaxScaler()\n",
    "# scaler.fit(avrora_df)\n",
    "\n",
    "# normalized_avrora_df = avrora_df.copy()\n",
    "# normalized_avrora_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(avrora_df)).iloc[:, 3:]\n",
    "# display(normalized_avrora_df[:5])\n",
    "# normalized_avrora_df.to_csv(f\"datasets/norm_ext_avrora_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>0.02917</td>\n",
       "      <td>18.142</td>\n",
       "      <td>126.997</td>\n",
       "      <td>21.7</td>\n",
       "      <td>7096.0</td>\n",
       "      <td>6942.777</td>\n",
       "      <td>64.0</td>\n",
       "      <td>166.521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.02740</td>\n",
       "      <td>17.913</td>\n",
       "      <td>125.389</td>\n",
       "      <td>22.6</td>\n",
       "      <td>7382.0</td>\n",
       "      <td>7228.855</td>\n",
       "      <td>66.7</td>\n",
       "      <td>166.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03037</td>\n",
       "      <td>18.347</td>\n",
       "      <td>128.429</td>\n",
       "      <td>21.8</td>\n",
       "      <td>7133.0</td>\n",
       "      <td>6980.122</td>\n",
       "      <td>64.4</td>\n",
       "      <td>166.423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0.03058</td>\n",
       "      <td>18.038</td>\n",
       "      <td>126.269</td>\n",
       "      <td>22.7</td>\n",
       "      <td>7429.0</td>\n",
       "      <td>7276.107</td>\n",
       "      <td>67.1</td>\n",
       "      <td>166.504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>24</td>\n",
       "      <td>0.03323</td>\n",
       "      <td>18.145</td>\n",
       "      <td>127.018</td>\n",
       "      <td>22.7</td>\n",
       "      <td>7428.0</td>\n",
       "      <td>7274.998</td>\n",
       "      <td>67.1</td>\n",
       "      <td>166.503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 12     0.02917        18.142   \n",
       "1                    10                  8     0.02740        17.913   \n",
       "2                     7                 20     0.03037        18.347   \n",
       "3                    10                  4     0.03058        18.038   \n",
       "4                    10                 24     0.03323        18.145   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0         126.997                21.7            7096.0           6942.777   \n",
       "1         125.389                22.6            7382.0           7228.855   \n",
       "2         128.429                21.8            7133.0           6980.122   \n",
       "3         126.269                22.7            7429.0           7276.107   \n",
       "4         127.018                22.7            7428.0           7274.998   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0                 64.0              166.521  \n",
       "1                 66.7              166.475  \n",
       "2                 64.4              166.423  \n",
       "3                 67.1              166.504  \n",
       "4                 67.1              166.503  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bm = \"kafka\"\n",
    "\n",
    "x, y, z =  get_data_from_csv(f\"summaries_{bm}\", goals)\n",
    "\n",
    "kafka_df = pd.DataFrame({\n",
    "    \"MaxTenuringThreshold\": y,\n",
    "    \"ParallelGCThreads\": x,\n",
    "})\n",
    "kafka_df[goals] = z\n",
    "display(kafka_df[:5])\n",
    "# df.to_csv(f\"datasets/ext_{bm}_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0.21015</td>\n",
       "      <td>94.274</td>\n",
       "      <td>754.188</td>\n",
       "      <td>35.0</td>\n",
       "      <td>11425.0</td>\n",
       "      <td>10839.973</td>\n",
       "      <td>100.0</td>\n",
       "      <td>814.539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.22059</td>\n",
       "      <td>95.001</td>\n",
       "      <td>760.008</td>\n",
       "      <td>34.9</td>\n",
       "      <td>11423.0</td>\n",
       "      <td>10839.972</td>\n",
       "      <td>100.0</td>\n",
       "      <td>813.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.14916</td>\n",
       "      <td>83.676</td>\n",
       "      <td>753.083</td>\n",
       "      <td>35.5</td>\n",
       "      <td>11604.0</td>\n",
       "      <td>10839.989</td>\n",
       "      <td>100.0</td>\n",
       "      <td>847.287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0.26639</td>\n",
       "      <td>108.906</td>\n",
       "      <td>871.250</td>\n",
       "      <td>35.0</td>\n",
       "      <td>11425.0</td>\n",
       "      <td>10839.987</td>\n",
       "      <td>100.0</td>\n",
       "      <td>814.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20498</td>\n",
       "      <td>93.689</td>\n",
       "      <td>749.509</td>\n",
       "      <td>34.9</td>\n",
       "      <td>11423.0</td>\n",
       "      <td>10839.988</td>\n",
       "      <td>100.0</td>\n",
       "      <td>812.446</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                  4     0.21015        94.274   \n",
       "1                     7                 20     0.22059        95.001   \n",
       "2                    10                  8     0.14916        83.676   \n",
       "3                     1                 24     0.26639       108.906   \n",
       "4                    13                  4     0.20498        93.689   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0         754.188                35.0           11425.0          10839.973   \n",
       "1         760.008                34.9           11423.0          10839.972   \n",
       "2         753.083                35.5           11604.0          10839.989   \n",
       "3         871.250                35.0           11425.0          10839.987   \n",
       "4         749.509                34.9           11423.0          10839.988   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0                100.0              814.539  \n",
       "1                100.0              813.475  \n",
       "2                100.0              847.287  \n",
       "3                100.0              814.474  \n",
       "4                100.0              812.446  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bm = \"h2\"\n",
    "\n",
    "x, y, z =  get_data_from_csv(f\"summaries_{bm}\", goals)\n",
    "\n",
    "h2_df = pd.DataFrame({\n",
    "    \"MaxTenuringThreshold\": y,\n",
    "    \"ParallelGCThreads\": x,\n",
    "})\n",
    "h2_df[goals] = z\n",
    "display(h2_df[:5])\n",
    "h2_df.to_csv(f\"datasets/ext_{bm}_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalized Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Avrora XMX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MinMaxScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MinMaxScaler</label><div class=\"sk-toggleable__content\"><pre>MinMaxScaler()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "MinMaxScaler()"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bm = \"avrora\"\n",
    "avrora_dfs = []\n",
    "for xmx in [2, 4, 8, 16, 32]:\n",
    "    \n",
    "    x, y, z =  get_data_from_csv(f\"summaries_{bm}/summary_gc_{bm}_{xmx}_*.csv\", goals)\n",
    "\n",
    "    avrora_df = pd.DataFrame({\n",
    "        \"MaxTenuringThreshold\": y,\n",
    "        \"ParallelGCThreads\": x,\n",
    "    })\n",
    "    avrora_df[goals] = z\n",
    "    avrora_dfs.append(avrora_df)\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(pd.concat(avrora_dfs))\n",
    "\n",
    "# normalized_avrora_df = avrora_df.copy()\n",
    "# normalized_avrora_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(avrora_df)).iloc[:, 3:]\n",
    "# display(normalized_avrora_df[:5])\n",
    "# normalized_avrora_df.to_csv(f\"datasets/norm_ext_avrora_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     7                  8     0.00775      0.974383   \n",
       "1                    13                 20     0.00944      0.447141   \n",
       "2                    13                 16     0.00667      0.649946   \n",
       "3                     4                  8     0.00681      0.974187   \n",
       "4                    10                 20     0.00942      0.399137   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.995319            0.571429          0.566038           0.571418   \n",
       "1        0.456749            0.428571          0.433962           0.428563   \n",
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       "4        0.407713            0.428571          0.433962           0.428563   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.576923             0.000690  \n",
       "1             0.432692             0.037241  \n",
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       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    13                  4     0.00748      0.974282   \n",
       "1                    13                  8     0.00721      0.798274   \n",
       "2                     4                 20     0.00863      0.577671   \n",
       "3                     1                 24     0.01017      0.063108   \n",
       "4                    16                 16     0.00884      0.798274   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.995216            0.000000          0.000000           0.000000   \n",
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       "4        0.815427            0.142857          0.150943           0.142854   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.000000             0.000690  \n",
       "1             0.576923             0.037931  \n",
       "2             0.576923             0.000690  \n",
       "3             0.432692             0.013793  \n",
       "4             0.144231             0.038621  "
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       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 24     0.00934      0.172060   \n",
       "1                    10                 12     0.00920      0.624057   \n",
       "2                    13                 24     0.01206      0.094930   \n",
       "3                    13                 12     0.00785      0.723302   \n",
       "4                    16                 24     0.00897      0.189861   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.175758            0.428571          0.433962           0.428563   \n",
       "1        0.637466            0.428571          0.433962           0.428563   \n",
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       "3        0.738843            0.085714          0.094340           0.095217   \n",
       "4        0.193939            0.057143          0.056604           0.047599   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.432692             0.039310  \n",
       "1             0.432692             0.039310  \n",
       "2             0.432692             0.000690  \n",
       "3             0.096154             0.000690  \n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00834</td>\n",
       "      <td>0.350054</td>\n",
       "      <td>0.357576</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.433962</td>\n",
       "      <td>0.428563</td>\n",
       "      <td>0.432692</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00928</td>\n",
       "      <td>0.485977</td>\n",
       "      <td>0.496419</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.433962</td>\n",
       "      <td>0.428563</td>\n",
       "      <td>0.432692</td>\n",
       "      <td>0.037241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>0.00743</td>\n",
       "      <td>0.355447</td>\n",
       "      <td>0.363085</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.433962</td>\n",
       "      <td>0.428563</td>\n",
       "      <td>0.432692</td>\n",
       "      <td>0.039310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00854</td>\n",
       "      <td>0.610033</td>\n",
       "      <td>0.623140</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>0.566038</td>\n",
       "      <td>0.571418</td>\n",
       "      <td>0.576923</td>\n",
       "      <td>0.039310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00893</td>\n",
       "      <td>0.438513</td>\n",
       "      <td>0.447934</td>\n",
       "      <td>0.428571</td>\n",
       "      <td>0.433962</td>\n",
       "      <td>0.428582</td>\n",
       "      <td>0.432692</td>\n",
       "      <td>0.015862</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     1                 16     0.00834      0.350054   \n",
       "1                     4                 12     0.00928      0.485977   \n",
       "2                     7                 12     0.00743      0.355447   \n",
       "3                     7                 16     0.00854      0.610033   \n",
       "4                     4                 16     0.00893      0.438513   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.357576            0.428571          0.433962           0.428563   \n",
       "1        0.496419            0.428571          0.433962           0.428563   \n",
       "2        0.363085            0.428571          0.433962           0.428563   \n",
       "3        0.623140            0.571429          0.566038           0.571418   \n",
       "4        0.447934            0.428571          0.433962           0.428582   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.432692             0.000000  \n",
       "1             0.432692             0.037241  \n",
       "2             0.432692             0.039310  \n",
       "3             0.576923             0.039310  \n",
       "4             0.432692             0.015862  "
      ]
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       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
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       "      <th>0</th>\n",
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       "      <td>16</td>\n",
       "      <td>0.00945</td>\n",
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       "      <td>0.487052</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.999981</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.960690</td>\n",
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       "      <td>20</td>\n",
       "      <td>0.01123</td>\n",
       "      <td>0.974152</td>\n",
       "      <td>0.995083</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
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       "      <th>2</th>\n",
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       "      <td>0.738403</td>\n",
       "      <td>0.754270</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00850</td>\n",
       "      <td>0.974463</td>\n",
       "      <td>0.995401</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>20</td>\n",
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       "      <td>0.492451</td>\n",
       "      <td>0.503030</td>\n",
       "      <td>1.0</td>\n",
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      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 16     0.00945      0.476807   \n",
       "1                    10                 20     0.01123      0.974152   \n",
       "2                     1                  4     0.00722      0.738403   \n",
       "3                    13                 16     0.00850      0.974463   \n",
       "4                    13                 20     0.00975      0.492451   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.487052                 1.0               1.0           0.999981   \n",
       "1        0.995083                 1.0               1.0           1.000000   \n",
       "2        0.754270                 1.0               1.0           0.999981   \n",
       "3        0.995401                 1.0               1.0           1.000000   \n",
       "4        0.503030                 1.0               1.0           0.999981   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0                  1.0             0.960690  \n",
       "1                  1.0             1.000000  \n",
       "2                  1.0             0.942069  \n",
       "3                  1.0             0.981379  \n",
       "4                  1.0             0.942069  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for xmx in [2, 4, 8, 16, 32]:\n",
    "    x, y, z =  get_data_from_csv(f\"summaries_{bm}/summary_gc_{bm}_{xmx}_*.csv\", goals)\n",
    "    avrora_df = pd.DataFrame({\n",
    "        \"MaxTenuringThreshold\": y,\n",
    "        \"ParallelGCThreads\": x,\n",
    "    })\n",
    "    avrora_df[goals] = z\n",
    "    \n",
    "    normalized_avrora_df = avrora_df.copy()\n",
    "    normalized_avrora_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(avrora_df)).iloc[:, 3:]\n",
    "    display(normalized_avrora_df[:5])\n",
    "    normalized_avrora_df.to_csv(f\"datasets/avrora/norm_ext_avrora_{xmx}_real_saved_states.csv\", index=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### KAFKA XMX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
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       "      <th>totalYoungUsedMaxpc</th>\n",
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       "      <td>0.994496</td>\n",
       "      <td>0.990722</td>\n",
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       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>0.01219</td>\n",
       "      <td>0.994137</td>\n",
       "      <td>0.990713</td>\n",
       "      <td>0.131455</td>\n",
       "      <td>0.025508</td>\n",
       "      <td>0.018433</td>\n",
       "      <td>0.936306</td>\n",
       "      <td>0.717602</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
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       "      <td>0.01290</td>\n",
       "      <td>0.992581</td>\n",
       "      <td>0.990701</td>\n",
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       "      <td>0.025076</td>\n",
       "      <td>0.018433</td>\n",
       "      <td>0.936306</td>\n",
       "      <td>0.538301</td>\n",
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      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    16                  4     0.01004      0.992679   \n",
       "1                    16                  8     0.00845      0.991301   \n",
       "2                     1                 20     0.00875      0.994496   \n",
       "3                     4                 24     0.01219      0.994137   \n",
       "4                     7                 24     0.01290      0.992581   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.990706            0.070423          0.015997           0.016267   \n",
       "1        0.990694            0.070423          0.015997           0.016267   \n",
       "2        0.990722            0.075117          0.017294           0.016168   \n",
       "3        0.990713            0.131455          0.025508           0.018433   \n",
       "4        0.990701            0.126761          0.025076           0.018433   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.980892             0.607461  \n",
       "1             0.980892             0.516616  \n",
       "2             0.980892             1.000000  \n",
       "3             0.936306             0.717602  \n",
       "4             0.936306             0.538301  "
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       "      <th>1</th>\n",
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       "      <td>0.306961</td>\n",
       "      <td>0.30799</td>\n",
       "      <td>0.921444</td>\n",
       "      <td>0.452939</td>\n",
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       "      <th>2</th>\n",
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       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00950</td>\n",
       "      <td>0.997864</td>\n",
       "      <td>0.990692</td>\n",
       "      <td>0.741784</td>\n",
       "      <td>0.306961</td>\n",
       "      <td>0.30799</td>\n",
       "      <td>0.921444</td>\n",
       "      <td>0.627278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     1                  4     0.00832      0.993528   \n",
       "1                     4                  4     0.00994      0.996329   \n",
       "2                     7                  4     0.01153      0.997237   \n",
       "3                    10                  4     0.01063      0.996504   \n",
       "4                    10                  8     0.00950      0.997864   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.990677            0.741784          0.306961            0.30799   \n",
       "1        0.990687            0.741784          0.306961            0.30799   \n",
       "2        0.990690            0.741784          0.306961            0.30799   \n",
       "3        0.990687            0.741784          0.306961            0.30799   \n",
       "4        0.990692            0.741784          0.306961            0.30799   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.921444             0.469815  \n",
       "1             0.921444             0.452939  \n",
       "2             0.921444             0.509204  \n",
       "3             0.921444             0.456277  \n",
       "4             0.921444             0.627278  "
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0.01070</td>\n",
       "      <td>0.986314</td>\n",
       "      <td>0.990877</td>\n",
       "      <td>0.906103</td>\n",
       "      <td>0.735409</td>\n",
       "      <td>0.737983</td>\n",
       "      <td>0.643312</td>\n",
       "      <td>0.000429</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>0.01116</td>\n",
       "      <td>0.560922</td>\n",
       "      <td>0.367135</td>\n",
       "      <td>0.892019</td>\n",
       "      <td>0.730653</td>\n",
       "      <td>0.733301</td>\n",
       "      <td>0.634820</td>\n",
       "      <td>0.000827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00870</td>\n",
       "      <td>0.949091</td>\n",
       "      <td>0.936298</td>\n",
       "      <td>0.995305</td>\n",
       "      <td>0.766105</td>\n",
       "      <td>0.768837</td>\n",
       "      <td>0.698514</td>\n",
       "      <td>0.001164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.00990</td>\n",
       "      <td>0.705698</td>\n",
       "      <td>0.579418</td>\n",
       "      <td>0.840376</td>\n",
       "      <td>0.712927</td>\n",
       "      <td>0.715520</td>\n",
       "      <td>0.602972</td>\n",
       "      <td>0.001654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01132</td>\n",
       "      <td>0.989852</td>\n",
       "      <td>0.998772</td>\n",
       "      <td>0.873239</td>\n",
       "      <td>0.723735</td>\n",
       "      <td>0.726226</td>\n",
       "      <td>0.622081</td>\n",
       "      <td>0.245980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     1                  8     0.01070      0.986314   \n",
       "1                     7                 24     0.01116      0.560922   \n",
       "2                    16                  8     0.00870      0.949091   \n",
       "3                     1                 20     0.00990      0.705698   \n",
       "4                    16                  4     0.01132      0.989852   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.990877            0.906103          0.735409           0.737983   \n",
       "1        0.367135            0.892019          0.730653           0.733301   \n",
       "2        0.936298            0.995305          0.766105           0.768837   \n",
       "3        0.579418            0.840376          0.712927           0.715520   \n",
       "4        0.998772            0.873239          0.723735           0.726226   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.643312             0.000429  \n",
       "1             0.634820             0.000827  \n",
       "2             0.698514             0.001164  \n",
       "3             0.602972             0.001654  \n",
       "4             0.622081             0.245980  "
      ]
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       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.01131</td>\n",
       "      <td>0.807811</td>\n",
       "      <td>0.729143</td>\n",
       "      <td>0.065728</td>\n",
       "      <td>0.698227</td>\n",
       "      <td>0.700512</td>\n",
       "      <td>0.044586</td>\n",
       "      <td>0.001654</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.01266</td>\n",
       "      <td>0.990237</td>\n",
       "      <td>0.999619</td>\n",
       "      <td>0.051643</td>\n",
       "      <td>0.719412</td>\n",
       "      <td>0.721958</td>\n",
       "      <td>0.029724</td>\n",
       "      <td>0.246225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>0.01148</td>\n",
       "      <td>0.956085</td>\n",
       "      <td>0.946553</td>\n",
       "      <td>0.164319</td>\n",
       "      <td>0.740164</td>\n",
       "      <td>0.742847</td>\n",
       "      <td>0.101911</td>\n",
       "      <td>0.000766</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00958</td>\n",
       "      <td>0.986421</td>\n",
       "      <td>0.991034</td>\n",
       "      <td>0.230047</td>\n",
       "      <td>0.768266</td>\n",
       "      <td>0.770873</td>\n",
       "      <td>0.135881</td>\n",
       "      <td>0.000858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>0.01116</td>\n",
       "      <td>0.737171</td>\n",
       "      <td>0.625566</td>\n",
       "      <td>0.154930</td>\n",
       "      <td>0.738003</td>\n",
       "      <td>0.740727</td>\n",
       "      <td>0.095541</td>\n",
       "      <td>0.001654</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     7                 20     0.01131      0.807811   \n",
       "1                    10                  8     0.01266      0.990237   \n",
       "2                    16                 16     0.01148      0.956085   \n",
       "3                    10                  4     0.00958      0.986421   \n",
       "4                    16                 20     0.01116      0.737171   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.729143            0.065728          0.698227           0.700512   \n",
       "1        0.999619            0.051643          0.719412           0.721958   \n",
       "2        0.946553            0.164319          0.740164           0.742847   \n",
       "3        0.991034            0.230047          0.768266           0.770873   \n",
       "4        0.625566            0.154930          0.738003           0.740727   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.044586             0.001654  \n",
       "1             0.029724             0.246225  \n",
       "2             0.101911             0.000766  \n",
       "3             0.135881             0.000858  \n",
       "4             0.095541             0.001654  "
      ]
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       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
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       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0.01056</td>\n",
       "      <td>0.986570</td>\n",
       "      <td>0.991253</td>\n",
       "      <td>0.600939</td>\n",
       "      <td>0.902291</td>\n",
       "      <td>0.901674</td>\n",
       "      <td>0.352442</td>\n",
       "      <td>0.253729</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.01044</td>\n",
       "      <td>0.468600</td>\n",
       "      <td>0.611209</td>\n",
       "      <td>0.544601</td>\n",
       "      <td>0.903588</td>\n",
       "      <td>0.903074</td>\n",
       "      <td>0.312102</td>\n",
       "      <td>0.252412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00775</td>\n",
       "      <td>0.777737</td>\n",
       "      <td>0.837848</td>\n",
       "      <td>0.643192</td>\n",
       "      <td>0.956334</td>\n",
       "      <td>0.956131</td>\n",
       "      <td>0.367304</td>\n",
       "      <td>0.252718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>0.01200</td>\n",
       "      <td>0.746963</td>\n",
       "      <td>0.639923</td>\n",
       "      <td>0.690141</td>\n",
       "      <td>0.941634</td>\n",
       "      <td>0.941187</td>\n",
       "      <td>0.403397</td>\n",
       "      <td>0.253760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0.00893</td>\n",
       "      <td>0.441324</td>\n",
       "      <td>0.191772</td>\n",
       "      <td>0.676056</td>\n",
       "      <td>0.969736</td>\n",
       "      <td>0.969463</td>\n",
       "      <td>0.386412</td>\n",
       "      <td>0.252994</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                     1                 24     0.01056      0.986570   \n",
       "1                     1                  4     0.01044      0.468600   \n",
       "2                    13                  8     0.00775      0.777737   \n",
       "3                     4                 20     0.01200      0.746963   \n",
       "4                    13                  4     0.00893      0.441324   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.991253            0.600939          0.902291           0.901674   \n",
       "1        0.611209            0.544601          0.903588           0.903074   \n",
       "2        0.837848            0.643192          0.956334           0.956131   \n",
       "3        0.639923            0.690141          0.941634           0.941187   \n",
       "4        0.191772            0.676056          0.969736           0.969463   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.352442             0.253729  \n",
       "1             0.312102             0.252412  \n",
       "2             0.367304             0.252718  \n",
       "3             0.403397             0.253760  \n",
       "4             0.386412             0.252994  "
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "bm = \"kafka\"\n",
    "kafka_dfs = []\n",
    "for xmx in [2, 4, 8, 16, 32]:\n",
    "    \n",
    "    x, y, z =  get_data_from_csv(f\"summaries_{bm}/summary_gc_{bm}_{xmx}_*.csv\", goals)\n",
    "\n",
    "    kafka_df = pd.DataFrame({\n",
    "        \"MaxTenuringThreshold\": y,\n",
    "        \"ParallelGCThreads\": x,\n",
    "    })\n",
    "    kafka_df[goals] = z\n",
    "    kafka_dfs.append(kafka_df)\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(pd.concat(kafka_dfs))\n",
    "\n",
    "for xmx in [2, 4, 8, 16, 32]:\n",
    "    x, y, z =  get_data_from_csv(f\"summaries_{bm}/summary_gc_{bm}_{xmx}_*.csv\", goals)\n",
    "    kafka_df = pd.DataFrame({\n",
    "        \"MaxTenuringThreshold\": y,\n",
    "        \"ParallelGCThreads\": x,\n",
    "    })\n",
    "    kafka_df[goals] = z\n",
    "    \n",
    "    normalized_kafka_df = kafka_df.copy()\n",
    "    normalized_kafka_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(kafka_df)).iloc[:, 3:]\n",
    "    display(normalized_kafka_df[:5])\n",
    "    normalized_kafka_df.to_csv(f\"datasets/{bm}/norm_ext_{bm}_{xmx}_real_saved_states.csv\", index=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Separate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MinMaxScaler()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MinMaxScaler</label><div class=\"sk-toggleable__content\"><pre>MinMaxScaler()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "MinMaxScaler()"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(pd.concat([avrora_df, kafka_df, h2_df]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>20</td>\n",
       "      <td>0.01203</td>\n",
       "      <td>0.034202</td>\n",
       "      <td>0.034201</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.00000</td>\n",
       "      <td>0.987496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "      <td>0.00983</td>\n",
       "      <td>0.327170</td>\n",
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       "      <td>0.028736</td>\n",
       "      <td>0.028395</td>\n",
       "      <td>0.029228</td>\n",
       "      <td>0.02947</td>\n",
       "      <td>0.993101</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>24</td>\n",
       "      <td>0.01115</td>\n",
       "      <td>0.078306</td>\n",
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       "      <td>0.02947</td>\n",
       "      <td>0.982538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>0.00665</td>\n",
       "      <td>0.383423</td>\n",
       "      <td>0.383416</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.981675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.00989</td>\n",
       "      <td>0.405474</td>\n",
       "      <td>0.405467</td>\n",
       "      <td>0.028736</td>\n",
       "      <td>0.028395</td>\n",
       "      <td>0.029228</td>\n",
       "      <td>0.02947</td>\n",
       "      <td>0.998922</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 20     0.01203      0.034202   \n",
       "1                    10                 16     0.00983      0.327170   \n",
       "2                     7                 24     0.01115      0.078306   \n",
       "3                    16                  8     0.00665      0.383423   \n",
       "4                     1                 20     0.00989      0.405474   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.034201            0.000000          0.000000           0.000000   \n",
       "1        0.327164            0.028736          0.028395           0.029228   \n",
       "2        0.078303            0.028736          0.028395           0.029228   \n",
       "3        0.383416            0.000000          0.000000           0.000000   \n",
       "4        0.405467            0.028736          0.028395           0.029228   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0              0.00000             0.987496  \n",
       "1              0.02947             0.993101  \n",
       "2              0.02947             0.982538  \n",
       "3              0.00000             0.981675  \n",
       "4              0.02947             0.998922  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normalized_avrora_df = avrora_df.copy()\n",
    "normalized_avrora_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(avrora_df)).iloc[:, 3:]\n",
    "display(normalized_avrora_df[:5])\n",
    "# normalized_avrora_df.to_csv(f\"datasets/norm_ext_avrora_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.02740</td>\n",
       "      <td>0.999998</td>\n",
       "      <td>0.999998</td>\n",
       "      <td>0.977011</td>\n",
       "      <td>0.978836</td>\n",
       "      <td>0.978139</td>\n",
       "      <td>0.978389</td>\n",
       "      <td>0.000013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.03037</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.931034</td>\n",
       "      <td>0.934921</td>\n",
       "      <td>0.933085</td>\n",
       "      <td>0.933202</td>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0.03058</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999998</td>\n",
       "      <td>0.982759</td>\n",
       "      <td>0.987125</td>\n",
       "      <td>0.986698</td>\n",
       "      <td>0.986248</td>\n",
       "      <td>0.000019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>24</td>\n",
       "      <td>0.03323</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>0.982759</td>\n",
       "      <td>0.986949</td>\n",
       "      <td>0.986498</td>\n",
       "      <td>0.986248</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                 12     0.02917      0.999999   \n",
       "1                    10                  8     0.02740      0.999998   \n",
       "2                     7                 20     0.03037      0.999999   \n",
       "3                    10                  4     0.03058      0.999999   \n",
       "4                    10                 24     0.03323      0.999999   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.999999            0.925287          0.928395           0.926321   \n",
       "1        0.999998            0.977011          0.978836           0.978139   \n",
       "2        0.999999            0.931034          0.934921           0.933085   \n",
       "3        0.999998            0.982759          0.987125           0.986698   \n",
       "4        0.999999            0.982759          0.986949           0.986498   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0             0.925344             0.000023  \n",
       "1             0.978389             0.000013  \n",
       "2             0.933202             0.000002  \n",
       "3             0.986248             0.000019  \n",
       "4             0.986248             0.000019  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normalized_kafka_df = kafka_df.copy()\n",
    "normalized_kafka_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(kafka_df)).iloc[:, 3:]\n",
    "display(normalized_kafka_df[:5])\n",
    "# normalized_kafka_df.to_csv(f\"datasets/norm_ext_kafka_real_saved_states.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MaxTenuringThreshold</th>\n",
       "      <th>ParallelGCThreads</th>\n",
       "      <th>avgGCPause</th>\n",
       "      <th>avgPromotion</th>\n",
       "      <th>promotionTotal</th>\n",
       "      <th>totalHeapUsedMaxpc</th>\n",
       "      <th>totalHeapUsedMax</th>\n",
       "      <th>totalYoungUsedMax</th>\n",
       "      <th>totalYoungUsedMaxpc</th>\n",
       "      <th>totalTenuredUsedMax</th>\n",
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       "      <td>0.988383</td>\n",
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       "      <td>0.981481</td>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.22059</td>\n",
       "      <td>0.999959</td>\n",
       "      <td>0.988386</td>\n",
       "      <td>0.979933</td>\n",
       "      <td>0.981277</td>\n",
       "      <td>0.999997</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.139495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>0.14916</td>\n",
       "      <td>0.999934</td>\n",
       "      <td>0.988383</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999795</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.146785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>0.26639</td>\n",
       "      <td>0.999989</td>\n",
       "      <td>0.988434</td>\n",
       "      <td>0.983278</td>\n",
       "      <td>0.981481</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.139711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0.20498</td>\n",
       "      <td>0.999956</td>\n",
       "      <td>0.988381</td>\n",
       "      <td>0.979933</td>\n",
       "      <td>0.981277</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.139273</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MaxTenuringThreshold  ParallelGCThreads  avgGCPause  avgPromotion  \\\n",
       "0                    10                  4     0.21015      0.999957   \n",
       "1                     7                 20     0.22059      0.999959   \n",
       "2                    10                  8     0.14916      0.999934   \n",
       "3                     1                 24     0.26639      0.999989   \n",
       "4                    13                  4     0.20498      0.999956   \n",
       "\n",
       "   promotionTotal  totalHeapUsedMaxpc  totalHeapUsedMax  totalYoungUsedMax  \\\n",
       "0        0.988383            0.983278          0.981481           0.999997   \n",
       "1        0.988386            0.979933          0.981277           0.999997   \n",
       "2        0.988383            1.000000          0.999795           0.999999   \n",
       "3        0.988434            0.983278          0.981481           0.999999   \n",
       "4        0.988381            0.979933          0.981277           0.999999   \n",
       "\n",
       "   totalYoungUsedMaxpc  totalTenuredUsedMax  \n",
       "0                  1.0             0.139725  \n",
       "1                  1.0             0.139495  \n",
       "2                  1.0             0.146785  \n",
       "3                  1.0             0.139711  \n",
       "4                  1.0             0.139273  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normalized_h2_df = h2_df.copy()\n",
    "normalized_h2_df.iloc[:, 3:] = pd.DataFrame(scaler.transform(h2_df)).iloc[:, 3:]\n",
    "display(normalized_h2_df[:5])\n",
    "# normalized_h2_df.to_csv(f\"datasets/norm_ext_h2_real_saved_states.csv\", index=False)"
   ]
  }
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