notebooks/defaults-results.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "from sys import platform\n",
    "BASE_PATH = '\\\\'.join(os.getcwd().split('\\\\')[:-1]) + '\\\\' if platform == 'win32' else '/'.join(os.getcwd().split('/')[:-1])\n",
    "sys.path.append(BASE_PATH+'\\src' if platform == 'win32' else BASE_PATH+'/src')\n",
    "from config.global_config import get_global_config\n",
    "from helper.utils import get_outcome\n",
    "from helper.plotting import plot_tradeoff as plot_results, plot_power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "_config = get_global_config()\n",
    "RESULTS_PATH = os.path.join(BASE_PATH, _config.get('RESULT_PATH_SHARED'))\n",
    "if platform == 'win32':\n",
    "\tRESULTS_PATH = RESULTS_PATH.replace('/', '\\\\')\n",
    "models = ['BPR', 'CFKG', 'CKE', 'DMF', 'ItemKNN', 'KGNNLS', 'LINE', 'LightGCN', 'MultiDAE', 'SpectralCF']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Movielens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results, metrics, experiments = get_outcome(dataset='movielens_1m', models=models, result_path=RESULTS_PATH)\n",
    "plot_results(results, metrics, experiments)\n",
    "plot_power(results, experiments)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EaU0mQfi/DyeKD18//vij8Pz5c0EQcuY0V3yI09LSEoKCggSpVCrMmjVLSEpKEgRBEJ4+fSq0b99eAHLmEFdsz01Tp2jmzJliwGHXrl3C27dvBUEQhOzsbCE2NlYICQkRfH19lcps3LhR/KJ8zZo14lzmcrlciI+PF3bv3i307NlTpQ15fRhdsmSJ+IFqyJAhwrNnzwRBEITU1FRh4cKFYieiT58+KmUVH7LNzMwELS0twc/PT3jx4oUgCIKQnJwsdiIBqKx1FR0dLX4AHjdunBAbGyumJSUlCadPnxaGDx8uXLx4UWW/BZWdnS3O8V6rVi2hVq1aAgDB1dVV45fsBfH48WPhu+++E/766y8hMTFR3P769Wth3bp1go2NjQBAGDt2rErZDh06aDyfCj4+PgIAoWXLlkrbU1NTBWdnZwGA0KpVK+HUqVPidZOUlCQsWLBA7FQuWrRIpd7cHbiaNWsKYWFhQnZ2tiAIgnDnzh0x3969e4Wff/5ZOHPmjJCWliZuf/r0qTB9+nSxM7hv3z6VfTx48EAMCDZq1Eh8/+RyuRAaGio4ODgoBZje9fTpU6FSpUoCAOGbb74RLl68KGRmZgqCkBMAmTp1qnhN7tmzR6ls7kCXqampUL9+feH8+fPi/o8ePSpUrlxZACBUrlxZpaOfkpIiODo6CgAEW1tb4eDBg+L5uXr1quDq6ip+6aJubYzc+65cubJw7NgxQS6XC4KQ03GpV6+eeC96/PixUtkPHeTr3Lmz8Oeff4q/34KQs3bd7t27hZo1awoAhO7du+e5z/yum4J2ujXZtm2beC9V9yWMIAjC4sWLBQCCubm5eO0rNGvWTJBIJGLQUCEjI0OYM2eOULNmTUFXV1ewtLQU+vfvLzx8+FD84iT3+RwwYIAAQIiIiNDYVoXCBPm+/vprAYDwxRdf5JmvYsWKAgBh1KhR+e6fiIiISj/2Z9mf1eRD9Wfft89WkCBfUc5p7vJFDfKVL19e0NXVFRYsWCA++JeQkCB8//334n7DwsJUyv/+++9i+siRI8U2JyUlCYGBgWKgUtN1uGbNGrHPNHv2bPE6lMlkwsWLFwV3d3cBgGBnZyde9wqhoaFiIG/VqlXi9vj4eDEA2LdvX5V9ZmZmCg4ODoKhoaFw//59pbSUlBRhwoQJQpUqVQRdXV3Bzs5OGD58uPD8+XMxCJq7/9KiRQtBS0urQOuMFybIV7duXQGA0Lt3b4150tLSxPrmz5+fb51ERMWNQT6iEpadnS04OTkJAISVK1dqzNelSxcBgDB69Gil7bk/nHz//fcq5WQymfilPwBh1qxZKnmSk5OFcuXKCQCEjRs3qqRr6hQpgj2FeQJv2LBhYuelMDR1itLT04UKFSoIAIR+/fqpLav4Uh2ASgdF8SEbyFlAWZ1vvvlGACB4eHgobf/zzz8FAEKNGjUKdSyFdffuXaVRaAYGBkqBiQ/hwoULYkf5zZs3Smlbt24VO7bqRhu9efNGfKp2zZo1SmkzZswQOzWKwNe7du/eLQAQLCwsVJ7kU5wDdUGmwlAERtq0aaOSpghQVqpUSSkAqnD79m2lJ3XfNXjwYAGA8O2332rc/4IFCwQAgouLi9L23IEuc3NztSPTbt68KT5NOW/ePKW0uXPnCgAEHR0d4fr16yplU1JShCpVqggAhE6dOqmkK/atq6sr3Lx5UyU9Pj5e/H0bPny4UtqHDvLl5cmTJ4Kenp4gkUhUvjjKvc/8rpv3DfJlZmaKAV5No9gUgdJx48Ypbb93757a90Umkwnt2rUTj0EqlYpPKJuamgr9+/dXOZ8RERFq96FOYYJ8jRo1yjOYqtCgQQMBKPiTtERERFR6sT9bMOzPFm9/9n37bAUJ8hXlnOYuX9Qgn7prVaFx48Zqf1fevHkjXkcDBgxQW1YxK4e66zAlJUUMAGoaiZaVlSXuf+HChSrpEydOFICcgP3NmzcFuVwu/o5VqVJFbQA+NDRUACCMGDFCafvr16/FPoWif6p4UNfe3l7o2rWrSv8lJCREACAsXrxYbftzK0yQT3Fe1T0AnZvi/OU1YxAR0YfCNfmISlhERATu3bsHCwsLfP/99xrzDRw4EEDOfPmaTJo0SWWbVCpFmzZtAAD6+voYM2aMSh4TExM0a9YMAPDvv/8WuO1mZmYAgGfPnhW6TFxcXIHL5CU0NFRcIyAwMFBtnuHDh8Pa2hoAsGXLFrV59PT0xLWk3tW1a1cAqudGcSyvX7/+oPOuOzk5oX379uLrMWPGoEaNGh9sfwDQpEkTVKpUCWlpabh69apSWteuXWFiYoK3b99ix44dKmX/+usvJCcnQ19fHz179lRKU6xPMW7cOI1rL3Tr1g0mJiZISEjApUuX1OYZMGAA7OzsinBkOTp16gQAiIyMVFrfQhAEcd2NYcOGoUKFCipla9asid69e6ut9+3bt+I1NnHiRI37V/w+X7t2DfHx8WrzDB06FJUqVVLZXqtWLfG8btu2TSlNsRZJz5491a5jYGxsjAkTJgAADh8+jOTkZLX77tWrF2rVqqWyvVKlSuJ6A3mtMYjJ4QAA/hlJREFUe/Kx2drawsXFBYIg4O+//9aY732vm/zo6OjAx8cHALBq1SqV9HPnzuH69esAgCFDhiilHThwAADw7bffKm1fsmQJjh07BjMzM2zZsgVpaWlITU3F6dOnUalSJWzatEllP66urtDR0cGFCxeK5bgUFGtRGBoa5plPka7IT0RERGUX+7Pvh/3ZwnvfPltBFeWcFgd7e3t4eXmpTevSpYva/R47dky8jgICAtSWnTRpEvT19dWm7dq1C0lJSWjYsCE8PT3V5tHW1ka/fv0AqP89njVrFpo2bYr09HT07dsXc+fOxeHDh6GtrY2tW7fC1NRUpYymPpC/vz+uXr0KW1tbHD58GKmpqUhLS8P+/fuRlZWFffv2qdTVokULAGAfiIg+SwzyEZWws2fPAgCSk5NhY2MDKysrtT++vr4AoHEh4QoVKqBatWpq0ywtLQEAtWvXRrly5fLM8+rVqwK3/euvvwYA/PHHH+jXrx/27t2rshDzuxSLMv/111/o0KEDtm7diqdPnxZ4n++6ePEigJwPwpo6ClKpFO7u7kr536VYHF4dGxsbAFBZcPyLL76AhYUFnj17hqZNm+KPP/7A7du3C7ygdUGdPHkSe/bsEV9v27atWDphmZmZWLFiBdq1awcbGxvo6emJC5NLJBI8f/4cAPDkyROlcgYGBmKQaePGjSr1KrZ17dpV6YN8bGyseP36+PhovNatra2RmpoKQPP1/tVXX+V7fPHx8Zg2bRqaNWsGc3NzaGtri8dWu3ZtAEB6errSNf/w4UNxsXA3NzeNdatbKB0ALl26JC7A3q5dO43HWKdOHbGMpmNUXLN5pf3777/IysoCkPN+Kjp7Hh4eGsu2bdsWQM4C55cvXy7yvhMTExEVFaUxX3GTy+XYsmULunTpgsqVK8PAwEDpev3nn38AqF6vuRXkunlfQ4YMgZaWFi5fvqxyflevXg0g59qqWbOmUtqNGzcAQPyCSmHFihUAgEWLFqFfv37Q09ODVCpF8+bNsW/fPrXBch0dHVhYWIi/w0REREQfCvuz7M/mp7j7s+/bZyuoopzT4vC///0PEomkUPvNfR1Vr15dbVlTU1M0btxYbZri9/jWrVsaf4etrKwwY8YMAOp/jxXBPBMTE/z777+YPHkygJzgtaurq9r93rhxA9ra2mjSpIm4LSsrS3w4eNOmTWjfvj10dHSgo6ODr7/+Wu13ELnPDftARPQ5YpCPqIQpOgRZWVmIj4/X+KPorLx580ZtPcbGxhr3oa2tXeA8ioBBQXz77bcYPXo0JBIJtm3bhu7du6NixYpwcnLCiBEj1I7Cat68OYKCgqCrq4sjR47g22+/ha2tLezt7eHt7Y2TJ08WeP/A/32As7W1zTOfYvSOpg98BTk3MplMabuZmRm2bt2KihUr4saNGxg1ahRq1aqF8uXLo0uXLti0aVOhzqc6r1+/hre3NwRBQPPmzWFsbIyoqChxNFZRPX/+HE2aNMGwYcMQGhqKZ8+eQUtLCxYWFrC0tISlpSW0tHL+RKjrgCmexI2IiFD6gP/ixQscOXJEKY9C7s5vQkJCnte7XC4HkBOEU0fdCLfcIiMj4ezsjBkzZuDcuXN4+fIlDAwMUKlSJVhaWsLCwkLMm/v4Xrx4If5f0UlQR9P1lvsY8zq+3KP3NB1jXte0Ik0mk4kdvJcvX4qjEvMqm3skm6bfh4LsO6/yxS09PR0eHh747rvvsH//fjx+/BhyuRwVKlQQr1dFsCuvLwzyu26KQ5UqVcSnX3OP5ktJSRFHP/7www8q5RRPkOe+7l6/fo07d+5AKpWKT83mVqtWLfzvf/9T247MzEzo6ekV/UDUUNwnNV2zCor0vO6rREREVDawP8v+bF4+RH/2fftsBVWUc1ocinKdF/Y6epfi9/jt27d5/h6npKQA0NwfcHR0xOzZs8XXX375Jfz8/DS259mzZ7CwsICurq647c6dO0hNTYWdnZ3aQK2Hh4fa9z0zMxMA2Acios8Sg3xEJUzxpXzTpk0h5KyTme/Pp2TRokW4c+cO5syZgw4dOsDMzAz379/HsmXL0KRJE7XTqYwfPx5RUVFYuHAhunXrhkqVKuHJkydYv3493N3d0atXr/fuTHwsHh4eiIqKQkhICLy8vODk5ITk5GTs378fAwYMQMOGDREbG1vk+seNG4eYmBiYmZlh27Zt+O233wAAy5cvL3QHMrexY8fi+vXrMDc3R3BwMJ49e4Y3b97gxYsXiIuLQ1xcnPjBWd0117JlSzg4OEAQBKXpArdt2waZTAZLS0u0a9dOqUzuaTFv3bpVoGt90KBBatsvlUo1HptMJkO/fv2QlJSEBg0a4NChQ0hJScHr168RHx+PuLg4nDt3Tsyv6XdK09OTecl9jG/evCnQMb7vE6afg9mzZ+PkyZMwMDDAwoULERMTg7dv3yIxMVG8Xps2bQpA8/sJ5H3dFKdhw4YBgDi9Zu7/m5ub45tvvlEpo2h37nufohNtbm6u1PHNTV1HPiEhAYmJiahcufL7Hcg7FPeE/O5pivS8vnQhIiKisoH9WfZn8/Kh+rMKRemzkSrF73GfPn0K9DscHR2ttp6srCxs2LBBfH3nzp08p7YVBEHld0WxpERhA7i3b98GgBLpA6Wnp4ujS9kHIqKSwCAfUQmzsrICoHnaktKgevXq8PPzw6FDh5CYmIjIyEh069YNAPD777/jr7/+UiljY2ODMWPGYM+ePYiPj8e///4rruGwc+dOLF++vED7VozMyWuKvtzpH2IkT7ly5TBgwACsX78ed+/exZMnTxAUFAR9fX3xiciiOHLkCNasWQMg5zza2tpiyJAhaNu2LQRBwODBg8VpLQsjKysLu3fvBpAzNY23t7d4HSpkZ2fnOVWNRCJB//79AShP2an4f79+/cSnDBVy7+NDXu+RkZGIiYmBVCrFgQMH0KFDB5Wn6TR1NCpWrCj+P69pdzR9wC/OY8yrE6FI09bWFtegqFChghjEyuv3IXeapt+Hguz73fK532/FlKXv0rQGYH4Uaw8GBARgzJgxqFy5skqHvrjWRSkOHTt2hL29PV6/fi22XTFV56BBg9Q+XaqYYir3cZiZmUEikeDFixcan3pXd51t3boVQN7TrhaFYp3HW7duKQW0c3v+/Ln4dHXuaWmJiIiobGJ/lv1ZTT5Uf/Z9+2xlkeK6KOjDeO8qrt9jPz8/XLx4EUZGRnB0dERiYiL69+8vztTzLktLS7x8+VIchQcA5cuXBwA8evRI435Kog/033//acyTO419ICIqCQzyEZUwxRpRcXFxGufXL020tLTg6uqKnTt3ik9QhYaG5luuXr16WL16tXg+ClIGgDh3+5MnT3D37l21ebKzs8WnBDVNbVecbG1tMWHCBPz0008ACn4suSUlJYmdxC5duihNfbl27VqYmJggOjq6SNOcvHjxQgzCNGzYUG2eM2fOaAzUKCjadOfOHVy4cEH8N3dablWqVBGfuNu/f3+h211Qjx8/BpDT+dM0Xcnx48fVbq9ataq4AP2pU6c07kNT2v/+9z9xxNX7HmNeT7Yq0urXry9OU6mrq4v69esDAMLCwjSWVRy7lpYWGjVqVOR9V6hQAY6OjuJ2RWcM+L/34F3nz5/XWG9eFPVpul6jo6Nx//79ItVdUIrpawvy9LlUKsWQIUMA5EzZmXt9PsX2dynW6FOshwHkfOFSt25dCIKA4OBglTKXL19W+bvx8OFDTJ8+HaamphpHwhaVYj3H169f4++//1abRzFdLwCV0bxERERU9rA/m4P9WWUfsj/7vn22skhxHT1+/BgPHjxQmyclJUXtFLTA//0eX7p0SVxGoLCOHTuGBQsWAACWLl2K7du3Q0dHBydPnkRQUJDaMjVr1oQgCIiMjFTaZmZmhri4OBw8eFClzN69e1Wmrb1w4QKWLl2KqlWronPnzkVqvyaKPtCtW7c0Bh4VfSADAwM0b968WPdPRFQQDPIRlbDWrVuLCyOPHTtW6QkmdT7Ews5FlZGRoTFNKpWKwQ7Fl+P5lQFyPhS9WyYvbdu2hbm5OYCcBZ3VWblypfiEn7p1rYqquI8ltx9//BGxsbEwNzdXWtcLyFlMe/78+QCAFStW4MSJE4Wq28TERBwFde3aNZV0mUyGKVOm5FtPjRo1xCkSQ0JCxFF8devW1RiM8fX1BZDTsbty5Uqe9Rf1Wjc1NQUAlbXvFJ48eYLFixerLSuRSMSpFFesWCGuHZLbvXv3sH37drXly5Urh2+//RYAEBQUlOfTh0Dex7hixQq1oynv3LmDnTt3AsiZTiW3vn37Ash5eljdk4apqamYN28egJzRZopz9a4dO3bgzp07KtsTEhKwcuVKtfuuUaOGeM3v2rVLpaxcLscvv/yidn/5UbRT3fUKAJMmTSpSvYVhYmICAOI0LPnx8fGBtrY2/vnnH4wdOxYA4Obmhho1aqjN36FDBwCq52748OEAcqaFWrRoEZ48eYJXr15h37596Nq1q/hU7KtXr7B27Vo0a9YMiYmJWLVqlVLgtTi4ubnBwcEBADB37lyV9KysLPHe1Lx5c6UgMBEREZVN7M8qY382x4fsz75vn60satu2rfjZf+bMmWrzzJs3T+PsIL169YKZmRmysrIwbty4PB9slMvlKn2i58+fY+DAgRAEAf369cPAgQPRpEkTcX2+gIAAtQ98qusDSaVScQ3zgQMHYsOGDeJsIRs2bMDgwYPFvPHx8Zg/fz7c3d0hCAJCQkJUZhR6X927d4exsTEEQVDbB0pKSsKKFSsAAD169EC5cuWKdf9ERAXBIB9RCdPW1saKFSugra2NM2fOoGXLlggLC1Oal/zhw4dYsWIF/ve//2HZsmUl2FplTZs2xY8//ohTp06J604BOVNmjBo1ShxZ07FjRzGtW7duGDx4MA4fPqz0wfDly5eYNWuWOAKpU6dOBWqDgYGB2BnaunUrhg4dKgZ20tPTsXjxYnEdhT59+qBx48ZFPVwVQUFB6NChAzZu3Kg0vUpGRga2b9+OX3/9tVDHorBv3z4xYLZ06VJxGr/cvv/+e3h6ekIQBPj4+BRqmhMjIyPxSb1x48bhxIkTYqDgv//+Q8eOHXHx4sUCfTgdMGAAgJzpFBVr8ym2qfPTTz+hXr16ePv2LVq3bo0//vgDiYmJYnpSUhIOHz6MgQMHokWLFgU+ptyaN2+OcuXKQRAE9O7dW3wiNjs7G0ePHkWrVq3yXLvBz88PBgYGiI+PR7t27cRgpCAIOHHiBDw9PWFoaKix/Jw5c2BjY4OEhAQ0a9YMGzduxOvXr8X0Fy9eYNeuXejevXuenfSsrCy0bdtWHB0pCAKOHz8OT09PZGRkwN7eHkOHDlUqM2zYMDg6OiIrKwsdOnTA4cOHxff2+vXr8PT0RFRUFPT09DBr1iyN+9bX10f79u1x/PhxsYN34cIFeHh4ICEhAcbGxiqBNR0dHfTo0UM8B9u3bxe/5Llz5w66d++Of//9V+M+89K+fXsAwKxZs7B7925xgfuoqCh8++232L59e7EHtN6lmKbl9OnT4noPebG2tkbXrl0BABEREQAgdlbVqV+/PurUqYMDBw4oPQX/ww8/oEePHnjz5g3Gjh0Le3t7VKhQAd26dYMgCBgxYgQA4JtvvsH3338v3n969+6tdj9ZWVlISEgQf3JPofrq1SultHfXx5BKpWKQ+NChQxg+fLj4RV1sbCz69u2Lf//9VykfERERlW3sz+Zgf/b/fOj+LPD+fbayxsDAAFOnTgUAbNiwAWPGjBH72SkpKZg5cybmzJkjjoB8l5mZGRYtWgQgp2/fqVMnnD9/XuxLyuVy3Lp1C/Pnzxf7LAqCIMDLywvx8fFwdHQUA14A8PPPP6Nt27aQyWTo16+fuOa4goeHBypWrIg1a9YoXYPTpk3Dl19+iZcvX2LQoEGwtLREpUqVMGjQINja2ooP1rq6uuLnn3+GsbExjh49Kn7P8a6MjAylfk7u6y339oSEBJWpRcuXLw9/f38AOUHlGTNmiPeLu3fvonPnznj27BnKlSuHGTNmqN0/EdEHJxDRJ2HPnj2CsbGxAEAAIOjo6Ajm5uaCnp6euA2AMGvWLKVy69atEwAIDg4OGuueNm2aAEBwc3PTmMfLy0sAIHh5eamkOTg4CACEdevWqd0OQJBIJIKZmZlQrlw5pfaOHTtWqYybm5tSuomJiWBiYqK0rWfPnkJ2dnaB2ycIgjB27FiltpQvX17Q1tYWt7Vu3VpISUkp0rk5efKkWI+6soofAwMDoUKFCoJEIhG31apVS3j27JnGut+VkJAgWFpaCgCEXr165Zn38ePHgqmpqQBAGDp0aIH3IQiCcPHiRaX3Sk9PT7z+tLW1hZCQEI3v+7vt1dXVFevR0tISYmNj89x3bGys4OrqqnLtvHsdVK9eXaWsIu3kyZN57mP58uVKdRkZGQn6+voCAMHCwkL466+/xLSoqCiV8jt27FC6foyNjQVDQ0MBgGBrayv+3unp6and/82bN4UaNWoonZcKFSqo/H54eHgolYuKihLTtm3bJr4nRkZG4v4BCGZmZsKFCxfU7vv69euCra2tmFdfX1/p3Orp6Qk7duxQW1aRJzg4WLCyshIACIaGhoKRkZFS+QMHDqgt//jxY8HGxkbpPqbYt7GxsXDq1CmN72HuY3/3PYmOjhZ/LxTXqOLaByDMmTNHvLdMmzZN43Hld93kdT94+fKlULFiRbEuCwsLwcHBQXBwcBAiIyPV1nf8+HExv7m5ufD27ds89793714BgNCgQQMhNTVV3J6dnS2sWrVKaNGihVC5cmXBxcVF+Pnnn4WEhARhxYoVgrOzs9CpUydh4cKFwqtXr/LcR+77WX4/ms5X7nuf4vc393uzevXqPNtAREREZQ/7s+zPCsLH688Kwvv12fK67t7nnOZXPq+0/K6R/NqdnZ0tDBgwQKkPWr58eUEqlQoAhL59++a7j+XLlyv17/X09ARzc3NBR0dH6VrZtGmTWGb+/PliP0Bdv+jZs2diP+rbb79VSV+0aJEAQGjfvr0gk8nE7W/evBHmzZsnfPHFF4K9vb3QpEkTYfr06UJaWprg7+8v1KlTR+jRo4ewatUqIT09XeM5y33eCvKj7vsBuVwueHt7i3mkUqlSf9TQ0FA4ePBgnm0gIvqQOJKP6BPRrVs33L9/H9OmTcMXX3wBIyMjJCUlQU9PDy4uLvj++++xZ88ejB8/vqSbKtq2bRumT5+ONm3awNHREZmZmcjKyoKDgwP69OmDsLAwcU52hSVLliAoKAgdO3aEk5MTBEHAmzdvYGNjgy5dumDXrl3YsWNHoacEWbBgAU6cOIEePXrA0tISqampMDY2RuvWrREcHIzQ0FAYGxsX5+FjyJAhWLVqFfr164e6devC0NAQKSkpKF++PFq0aIFFixbh8uXL4iLWBTF8+HDEx8ejUqVK+T7lamdnJ57flStX5rkO27saN26Mf/75B71794aFhQXkcjmMjY3Ru3dv/P3333mOxsvN3Nxc6cnWNm3awMbGJs8yNjY2OHPmDLZu3YouXbrA2toa6enpyMzMRJUqVdC5c2csWrRIHP1UFEOHDsXBgwfRqlUrGBkZQSaTwdbWFqNGjcK1a9dQr169PMv37NkTFy9eRK9evVCxYkVkZGTA0tISo0ePxpUrV8TpIzU9CVmrVi38+++/WLlyJdq1awcLCwukpKRAEARUr14dvXr1wqpVq/KcQqZp06a4ePEiBg4cCFNTU/EYfH19cf36dXHdhXfVrVsXN27cQGBgIBo0aABtbW1kZGSgWrVqGDp0KG7cuIGePXvmefyOjo64cuUKRowYgYoVKyIzMxOVKlVCv379cOXKFY1P89rZ2eH8+fP4/vvvxfUQjYyMMHDgQFy+fBlubm557lcTBwcHXLx4ET4+PuL1pa+vj6+//hpHjx6Fn59fkeotjPLlyyMiIgJ9+/aFra0tkpOTERMTg5iYGI3rV7q7u6NChQoAgEGDBkFPTy/PfXTt2hXdu3fH1atX0bdvX3E6HS0tLfj6+iIiIgIxMTG4evUqfv31V5ibm+OHH37ArVu3cODAAYwZM0bjNVmcAgMDERYWhm7duqFSpUpIT08Xn6g9d+6cuP4KERERfT7Yn2V/Fvh4/Vng/ftsZY2WlhZCQkIQEhICV1dXGBgYQCaToVGjRlixYgW2bNmSbx1Dhw7FnTt38PPPP8PFxQV6enpISkqCkZERmjRpglGjRiE0NFSckebKlStiX2zatGlwdXVVqdPKygrr16+HRCLBli1bsGHDBqX0YcOGoWnTpjhy5AiGDx+O7OxsADn9vfHjx+P8+fN49OgRLly4gICAABgaGmLmzJn477//sHPnTvj6+opTy34oEokEwcHB2Llzpzg16tu3b+Hg4ABfX19cu3ZN6XsRIqKPTSIIeUy0TERERCqmTJmCOXPmwN3dvdCd0bxER0eL65hFRUWhSpUqxVZ3QSimMT158iRatWr1UfddFl26dEkMxt65c0fjeny5paWloXnz5rh69SoaNmyIjRs3ok6dOvmW27VrF3R0dNClS5f3bjcRERERUWn3ofpsVPzi4uLwxRdf4PHjx/Dw8MDatWtRuXLlPMvI5XKsWbMG9erVQ7NmzT5SS4mIPk0cyUdERFQIL168wJo1awD831pxROosWbIEQM6IvoIE+ACgXLlyOHnyJNq3b48rV66gfv366NOnD3bt2qW0fqVcLseNGzewZMkSNGzYED179sTIkSOV1n8kIiIiIvocsc9WulhZWeHvv/9GkyZNcPz4cTg5OcHX1xeHDh1SWsdPJpPh8uXLmDt3LmrWrIkffvgBI0eOFEf/ERF9rjiSj4iI6B2LFy9Geno6evbsiSpVqohTXoaFheGnn37C7du3UbFiRdy6dQvm5ubFtl+O5Cs7Dh06hC5duiA7OxuHDh1Chw4dClVeLpdj2bJlmD17NuLi4sTtenp6KFeuHJKTk8XOrI6ODvr374958+bBwsKiWI+DiIiIiOhTVFJ9Nvpw3r59i19//RXz589HcnKyuN3AwAB6enpITk6G4mtsQ0NDDB06FDNmzEC5cuVKqslERJ8EBvmIiIjeMWbMGPz+++8AAKlUClNTU6SkpEAmkwEATE1NsXfv3mIPhDHIV7o9efIEzZs3R3p6Ol68eAEA+Prrr7F///4i15meno59+/bh0KFDuHTpEuLi4pCWlgYLCwvUqlULHh4e+O6772Bvb19ch0FERERE9MkrqT4bfXivXr3Cnj17cPjwYVy7dg3x8fHiOvH16tVD27Zt0b9/fwZviYj+Pwb5iIiI3nHlyhVs2rQJERERiI2NRWJiIvT09ODo6AhPT0+MHj0atra2xb5fBvlKN8X7J5FIYGtri549e2LmzJkwMjIq6aYREREREZUpJdVnIyIi+tQwyEdERERERERERERERERUymiVdAOIiIiIiIiIiIiIiIiIPkUSieSTnfVKu6QbUFrJ5XI8ffoUxsbG4vRmRERERERUvARBwOvXr2FjYwMtLT6jSB8e+3pERERE9LlIS0vD8uXLsW/fPjx48ABZWVmwsLCAg4MDXF1dMXDgQFStWrXY9/u+/bxWrVohPDwcn8JElTKZDBs3bsSOHTtw+fJlvHz5EgYGBqhRowY8PT3h6+sLBwcHMX+VKlUQExOjsb49e/agW7duBd4/g3xF9PTpU9jb25d0M4iIiIiIPguPHz+GnZ1dSTeDPgPs6xERERHR5+zp06d4+vQpIiMjsXDhwg+6r9Lez4uJiUHXrl1x7do1WFpaom3btrC3t0daWhouX76MuXPn4rfffsN///2H6tWri+WkUin8/f3V1uns7FyoNjDIV0TGxsYAci5CExOTEm5NycnKysKxY8fQrl076OjolHRziKiU4r2EiIoL7ydlT0pKCuzt7cXP30QfGvt6vJcSUfHh/YSIigPvJR/GvHnzMHv2bAwcOBCLFy9WmcUiOjoamZmZqFGjRrHvuyz0816/fg1PT0/cuXMH48ePx8yZM6Gnp6eU5/79+xg3bhxSU1OVtmtrayMwMLBY2sEgXxEpLngTE5PPtuMH5NxgDQ0NYWJiwhssERUZ7yVEVFx4Pym7OG0ifSzs6/FeSkTFh/cTIioOvJd8GJcvXwYAjB07Fqampirp9evXV3pdpUoVAMDVq1cxceJE7Nu3D0lJSahVqxYmTJiAfv36qdQhCALWrVuHtWvX4vr165DJZKhduza8vb0BqPbzBEHA+vXrERwcjOvXryMzMxO2trZwd3fHlClTULlyZaUyuf/v5eWF9evXIzo6Go6OjvDy8sLEiRMxefJkRERE4OXLl4iKikKVKlWwZ88ebN++HRcuXMDTp0+ho6OD+vXrY8yYMejRo0eBzt9vv/2GO3fuoH///pg3b57aPNWrV8dff/2FzMzMAtVZFAzyERERERERERERERERfUbMzc0BAHfv3kWDBg0KVCYzMxMeHh5ITU3FgAEDkJaWhu3bt+Pbb79FQkICRo0aJeYVBAHfffcdtm7dCicnJ3z77bfQ1dVFaGgoRo4cqVK3XC5Hnz59sHPnTtja2qJfv34wMTFBdHQ0tm/fjg4dOqBy5cqYNm0a1q9fj5iYGEybNk0s/+4x3L9/H66urqhXrx4GDRqExMRE6OrqAgD8/Pygq6uL5s2bw9raGi9evMBff/2Fnj17YvHixUrHoUlwcDAAICAgIN+8iv1+CAzyERERERERERERERERfUZ69eqFTZs24fvvv8c///yDdu3aoXHjxmLwT51nz57ByckJf//9txi4mjx5Mho2bIjx48fjm2++ga2tLQBgzZo12Lp1K7y9vbFy5UpxFGZmZia6deuGw4cP48qVK3BzcwMALFu2DDt37kSbNm2wf/9+GBgYiPt98+YN3rx5AwAIDAzEqVOnEBMTk+eUl2fPnkVAQACmT5+uknbo0CFUrVpVaVtqaiq+/PJLTJ06FT4+PjA0NNRYd0xMDJ48eQI7Ozs4OTlpzKeJTCZT23ZnZ2f07du3UHVpFXrvREREREREREREREREVGp16dIF8+fPhyAImD9/Pjw9PWFhYYHq1atj5MiRuHfvntpyc+bMURqZZmdnh9GjRyMjIwPbtm0Tt//xxx8oV64cli5dqjTNqq6uLqZOnQoA2Llzp7h92bJlkEqlWL58uVKADwAMDAxQoUKFQh2flZUVpkyZojbt3QAfABgZGWHQoEFITk7GhQsX8qw7Li4OQM6xF0V2djamT5+u8pP7/BUUR/IRERERERERERERERF9ZsaNGwdfX18cOXIEf//9Ny5evIjz589j6dKlWLt2Lf7880906dJFzK+trY1mzZqp1NOiRQsAwJUrVwAA6enpuH79OmxsbBAUFKSSPzU1FQDEQGJqaipu3bqF6tWrF2lknDouLi4ap8l8/vw55s6di8OHDyMmJkYcJajw9OnTYmmDJnp6enj79m2x1MUgHxERERERERERERER0WfI2NgYvXr1Qq9evQAAycnJmDx5MpYtWwYfHx/ExsaKwTILCwtoaalOEGlpaSmWBYBXr15BEATExsaqnS5TIT09XamcYqrP4qBo07tevnyJ//3vf3j06BG++uoreHh4wMzMDFKpFFevXsW+ffuQkZGRZ91WVlYAgNjY2GJrb1F9ctN1vn79GmPGjIGDgwMMDAzw5ZdfKg2NFAQBAQEBsLa2hoGBATw8PFSGjb58+RLfffcdTExMYGZmBh8fHzEyrPDvv/+iRYsW0NfXh729PebNm/dRjo+IiIiIiMouiUSCVq1alXQziIiIiIiIisTU1BR//PEHHBwckJCQgOvXr4tpCQkJkMvlKmXi4+PFsgBgYmICAGjcuDEEQVD5UQT1Dhw4oFSuOINmEolE7fa1a9fi0aNHmDlzJs6cOYMlS5Zg5syZCAwMhKura4HqdnBwgK2tLR4/fqxxWtOP5ZML8n3//fcIDQ3Fxo0bcf36dbRr1w4eHh7imztv3jwsXrwYK1aswPnz51GuXDl4enoqDW387rvvcOPGDYSGhuLAgQOIiIjAkCFDxPSUlBS0a9cODg4OuHTpEn799VcEBgZi1apVH/14iYiIiIhKg7S0NMyZMweNGjWCkZER9PT0YGdnhxYtWsDPzw8PHjwo6Saq1apVK42du49NJpNh3bp16NixI6ysrKCrqwtTU1P873//g7+/P2JiYpTyV6lSBRKJROPP3r17S+ZAiIiIiIioTJNIJChXrpzKdplMhsjISJXtp0+fBgA0bNgQQM7owFq1auHWrVtISkrKd39GRkaoXbs2oqKiChQ0k0qlAHLWtissRd+1a9euKmmK4ygIHx8fAMCsWbPyzZuZmVngegvrkwryvXnzBrt27cK8efPQsmVLVK9eHYGBgahevTqWL18OQRCwaNEi+Pv7o2vXrqhfvz5CQkLw9OlTsYN769YtHDlyBGvWrEHTpk3RvHlzLFmyBNu2bRPnUd28eTMyMzMRHByMOnXqoG/fvvjxxx+xYMGCEjx6IiIiIqJP0+vXr/Hll19iypQpeP36Nfr374+ff/4ZnTp1QmpqKubOnYuTJ0+WdDM/aTExMWjSpAkGDx6My5cvo23btvj5558xaNAg6OvrY+7cuahZsybu37+vVE4qlWLatGlqf5ydnUvoaIiIiIiIqLRbuXKl0iyKue3duxe3bt2CmZkZ6tatq5Q2efJkpaDVkydP8Pvvv0NPTw99+/YVt//4449IT0+Hr68v0tLS1O4n94OOI0aMQHZ2NoYPH66yRt7bt2/x8uVL8XWFChUAAI8fPy7g0f4fBwcHAMCZM2eUtm/ZsgWHDh0qcD0///wzatasiZCQEEyePFntFJ9RUVHo1q0bbt68Weh2FtQntSafTCZDdnY29PX1lbYbGBjgzJkziIqKQlxcHDw8PMQ0U1NTNG3aFJGRkejbty8iIyNhZmaGJk2aiHk8PDygpaWF8+fPo3v37oiMjETLli2VFl309PREUFAQXr16hfLly6u0LSMjQ+lNSklJAQBkZWUhKyur2M5BaaM49s/5HBDR++O9hIiKC+8nH8b8+fPx77//YvDgwVi+fLnKyLioqChkZGR8kPNeFt7L169fw9PTE3fu3MH48eMxc+ZM6OnpKeW5f/8+xo0bp7LMgLa2NgIDAz9ia4mIiIiI6HNw+PBhDB06FNWrV8dXX30FGxsbpKWl4cqVKzh9+jS0tLSwbNkypb6LtbU10tLSUL9+fXTu3BlpaWnYvn07EhMTsXjxYqU19X744QecO3cOGzZswNmzZ+Hh4QEbGxvEx8fjxo0bAIALFy6gXr16AIBhw4YhPDwc27dvh5OTE7p06QITExM8evQIR48exdq1a9GtWzcAgLu7O3bu3IkePXqgQ4cO0NfXh4uLCzp37pzvcQ8YMABBQUEYNWoUTp48CQcHB1y7dg1hYWH45ptvsHv37gKdP2NjYxw9ehRdu3bFL7/8gnXr1qFdu3aws7NDeno6rly5grNnz0JbWxu//fZbQd+WQvukgnzGxsZo1qwZZs6ciVq1asHS0hJbt25FZGQkqlevjri4OACqCyZaWlqKaXFxcahUqZJSura2NipUqKCUx9HRUaUORZq6IN8vv/yidoHIY8eOwdDQsIhHXHaEhoaWdBOIqAzgvYSIigvvJ8Vr//79AIC6devi8OHDGvM9fPgQAODr6wsAWLhwIUJCQvDPP/8gLS0NdnZ26N69O1q2bKlSVhAEhIWF4fjx44iJiUF2djbs7e3Rpk0btfsSBAHr169HcHAwrl+/jszMTNja2sLd3R1TpkxB5cqVlYKRuf/v5eWF9evXIzo6Go6OjvDy8sLEiRMxefJkRERE4OXLl4iKikKVKlWwZ88ebN++HRcuXMDTp0+ho6OD+vXrY8yYMejRo0eBzt9vv/2GO3fuoH///hrXAq9evTr++uuvDzqNCxERERERkUJQUBC++uorhIaGIiIiAs+ePQMA2NrawsvLC6NGjULjxo2Vyujq6iI0NBSTJk3Cxo0bkZSUBGdnZyxZsgT9+vVTyiuRSLB+/Xp07NgRq1evxoEDB5CamopKlSqhatWqAIDWrVsr5d+2bRvatWuHNWvWICQkBIIgwNbWFr1791Zqi6+vL6Kjo7Ft2zYEBQVBJpPBy8urQEE+Ozs7hIeHY8KECTh+/DhkMhkaNWqEY8eO4fHjxwUO8gE5owIvXLiATZs2Yfv27Th69ChevnwJfX19ODk5YcKECRg6dCjs7e0LXGdhfVJBPgDYuHEjBg8eDFtbW0ilUjRq1Aj9+vXDpUuXSrRdfn5+GDdunPg6JSUF9vb2aNeunbiI5OcoKysLoaGhaNu2LXR0dEq6OURUSvFeQkTFhfeTD2P79u24fPkyLC0t0bFjx3zzGxoaIjMzEwsWLEBqaioGDx6MtLQ07Ny5EwsWLIC9vT1GjBgh5hcEAQMHDsSff/6J6tWro3///tDV1cXx48fVrpstl8vRp08f7Ny5E7a2tujXrx9MTEwQHR2N7du3o0OHDqhcuTKmTZuG9evXIyYmBtOmTRPLN2jQQKm++/fvw9XVFfXq1cOgQYOQmJgozvrh5+cHXV1dNG/eHNbW1njx4gX++usv9OzZE4sXL8aoUaPyPR/BwcEAgICAgHzz5p5thIiIiIiI6EOpWbMmxo8fj/HjxxeqXPny5bFy5UqsXLmyQPl79+6N3r17K21LSUmBqakpzM3NlbZLJBL4+PiI691poq2tjaCgIAQFBamkValSBYIg5FnexcUFR48eVZs2aNAglW151aejowNvb294e3vnuU+F6OjoAuUrqE8uyFetWjWEh4cjLS0NKSkpsLa2Rp8+fVC1alVYWVkBAOLj42FtbS2WiY+PFzvqVlZWeP78uVKdMpkML1++FMtbWVkhPj5eKY/itSLPu/T09FSm1AFy3kB+gcTzQETFg/cSIiouvJ8Urz59+mDLli0YOnQoLl++jHbt2qFx48YqHbLcnj17BicnJ0RGRoqBK39/fzRs2BCTJk1Cr169xKlcVq9ejT///BPe3t5YuXKl+N5lZmaiW7duOHz4MK5cuQI3NzcAwLJly7Bz5060adMG+/fvh4GBgbjfN2/eiOs3BAYG4tSpU4iJiclzysuzZ88iICBA7cwdhw4dEp8yVUhNTcWXX36JqVOnwsfHJ8+ZPWJiYvDkyRPY2dnByclJYz5NZDKZ2rY7OzsrrXdBREREREREnx+tkm6AJuXKlYO1tTVevXolzmvq6OgIKysrhIWFiflSUlJw/vx5NGvWDADQrFkzJCUlKY38O3HiBORyOZo2bSrmiYiIUFrfIzQ0FDVr1lQ7VScRERER0efmxesM7L/2FNv+eQSJQxNMnxMEQRAwf/58eHp6wsLCAtWrV8fIkSNx7949tXXMmTNHaWSanZ0dRo8ejYyMDGzbtk3c/scff6BcuXJYunSpUnBWV1cXU6dOBQDs3LlT3L5s2TJIpVIsX75cKcAH5KznrViEvaCsrKwwZcoUtWnvBvgAwMjICIMGDUJycrLGheoVFEsG2NnZFapNCtnZ2Zg+fbrKT+7zR0REREREVBC5+3n7rz3Fi9cZJd0kek+f3Ei+o0ePQhAE1KxZE/fv38f48ePh7OwMb29vSCQSjBkzBrNmzYKTkxMcHR0xdepU2NjYiAsu1qpVC+3bt4evry9WrFiBrKwsjBw5En379oWNjQ0A4Ntvv8X06dPh4+ODiRMn4r///sPvv/+OhQsXluCRExERERGVvNtxKVh64j4O/ReHbPn/TUki1aqLbxcdQi35Q8TcvIqLFy/i/PnzWLp0KdauXYs///wTXbp0EfNra2uLD+Ll1qJFCwDAlStXAADp6em4fv06bGxs1E61kpqaCgBiIDE1NRW3bt1C9erVizQyTh0XFxeN02Q+f/4cc+fOxeHDhxETEyOOElR4+vRpsbRBEz09Pbx9+/aD7oOIiIiIiMo2zf08CTrWtcII9+pwtvp8lyUrzT65IF9ycjL8/Pzw5MkTVKhQAT169MDs2bPFJ3onTJiAtLQ0DBkyBElJSWjevDmOHDkCfX19sY7Nmzdj5MiRaNOmDbS0tNCjRw8sXrxYTDc1NcWxY8cwYsQING7cGBYWFggICMCQIUM++vESEREREX0qwu++wJCQi5DJBaWOHwBkywUcf/Aap7QqYdWwyVhYoyKSk5MxefJkLFu2DD4+PoiNjRWDZRYWFtDSUp04xNLSEkDO534AePXqFQRBQGxsrNrpMhXS09OVyimm+iwOija96+XLl/jf//6HR48e4auvvoKHhwfMzMwglUpx9epV7Nu3DxkZeT/5qlgOIDY2ttjaS0REREREVFD59fMO/ReHYzfjsWpgE7jVqKixnuJeS46KxycX5FO3CGNuEokEM2bMwIwZMzTmqVChArZs2ZLnfurXr4/Tp08XuZ1ERERERGXJ7bgUDAm5iEyZHJqWFM+WC5DLBQwJuYh9I7+Cs5Up/vjjDxw8eBAxMTG4fv06GjduDABISEiAXC5XCfQp1sI2NTUFAJiY5Dwt2rhxY1y8eFFln4oF2Q8cOKBUrjiDZhKJRO32tWvX4tGjR5g5cyb8/f2V0ubOnYt9+/blW7eDgwNsbW3x+PFj3Lt3r9hGHxIREREREeWnaP08jugrTT7ZNfmIiIiIiOjjWXriPmRyQWPHT0EAIJMLWHbyAYCcAFm5cuVU8slkMkRGRqpsVzxo17BhQwCAsbExatWqhVu3biEpKSnfdhoZGaF27dqIiorSuBZgblKpFEDO2naF9eBBzjF27dpVJa0wDwz6+PgAAGbNmpVv3szMzALXS0RERERElJei9vOo9GCQj4iIiIjoM/fidYbK2gy5vb56GBnP7oqvs+UCDl5/hoTUDOzduxe3bt2CmZkZ6tatq1Ru8uTJSkGrJ0+e4Pfff4eenh769u0rbv/xxx+Rnp4OX19fpKWlqW1DTEyM+P8RI0YgOzsbw4cPV1kj7+3bt3j58qX4ukKFCgCAx48f53caVDg4OAAAzpw5o7R9y5YtOHToUIHr+fnnn1GzZk2EhIRg8uTJaqf4jIqKQrdu3XDz5s1Ct5OIiIiIiOhd+fXz3pW7n0elxyc3XScREREREX1c5x4m5tnxe/PwEl4eXQrt8tbQs60NqVEFCFlv0eroDNy4fB5aWlpYtmwZ9PT0xDLW1tZIS0tD/fr10blzZ6SlpWH79u1ITEzE4sWLldbU++GHH3Du3Dls2LABZ8+ehYeHB2xsbBAfH48bN24AAC5cuIB69eoBAIYNG4bw8HBs374dTk5O6NKlC0xMTPDo0SMcPXoUa9euRbdu3QAA7u7u2LlzJ3r06IEOHTpAX18fLi4u6Ny5c77nZcCAAQgKCsKoUaNw8uRJODg44Nq1awgLC8M333yD3bt3F+j8Ghsb4+jRo+jatSt++eUXrFu3Du3atYOdnR3S09Nx5coVnD17Ftra2vjtt98KVCcREREREVFe8uvnqZMtF3DuYSK+rm/zgVpFxY1BPiIiIiKiz1xahizP9PJug6BnWwtvo68i4/F/yE57BQBIsLKGl5cXRo0aJa7Fp6Crq4vQ0FBMmjQJGzduRFJSEpydnbFkyRL069dPKa9EIsH69evRsWNHrF69GgcOHEBqaioqVaqEqlWrAgBat26tlH/btm1o164d1qxZg5CQEAiCAFtbW/Tu3VupLb6+voiOjsa2bdsQFBQEmUwGLy+vAgX57OzsEB4ejgkTJuD48eOQyWRo1KgRjh07hsePHxc4yAfkjAq8cOECNm3ahO3bt+Po0aN4+fIl9PX14eTkhAkTJmDo0KGwt7cvcJ1ERERERESa5NfP0yT1bdHKUclgkI+IiIiI6DNXTi/vboGOuR1Mze1g2rSH0vY/vm2Y5xOe5cuXx8qVK7Fy5coCtaN3797o3bu30raUlBSYmprC3NxcabtEIoGPj4+43p0m2traCAoKQlBQkEpalSpVIAh5P9nq4uKCo0ePqk0bNGiQyra86tPR0YG3tze8vb3z3KdCdHR0gfIRERERERG9K79+niZG+gwblSZck4+IiIiI6DPnWtUcUi1JocpItSRwrWqef0YiIiIiIiL66NjP+zwwyEdERERE9JmraKyHjnWtCtwBlGpJ0KmeNSyM9PLPTERERERERB8d+3mfBwb5iIiIiIgII9yrQ1tLgvy6fxIA2loSDG9d7WM0i4iIiIiIiIqI/byyj0E+IiIiIiKCs5UJVg1sAl1tLY1Pekq1JNDV1sKqgU3gbGWisa7o6GiuJ0dERERERFTCirOfR58mBvmIiIiIiAgA4FajIvaN/Aqd6lmrdAAVU7fsG/kV3GpULKEWEhERERERUWGwn1e2aZd0A4iIiIiI6NPhbGWCxf0aIqBzbZx7mIjUtzIY6WvDtao512YgIiIiIiIqhdjPK7sY5CMiIiIiIhUWRnr4ur5NSTeDiIiIiIiIign7eWUPp+skIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiIiIiIiIiIiKmUY5CMiIiIiIiIiIiIiIiIqZRjkIyIiIiIiIiIiIiIiIiplGOQjIiIiIiKiErF06VJUqVIF+vr6aNq0Kf755x+NebOysjBjxgxUq1YN+vr6cHFxwZEjR5TyvH79GmPGjIGDgwMMDAzw5Zdf4sKFCx/6MIiI6AOLjo6GRCJR+SlXrhzq16+P6dOnIzU1ValMq1atlPJqaWmhfPnyaNGiBdavXw9BEPKsX0dHB7a2tujduzcuXrz4sQ+ZiIioQD65IF92djamTp0KR0dHGBgYoFq1apg5c6bSH15BEBAQEABra2sYGBjAw8MD9+7dU6rn5cuX+O6772BiYgIzMzP4+Pio/LH/999/0aJFC+jr68Pe3h7z5s37KMdIRERERET0ufvzzz8xbtw4TJs2DZcvX4aLiws8PT3x/Plztfn9/f2xcuVKLFmyBDdv3sTQoUPRvXt3XLlyRczz/fffIzQ0FBs3bsT169fRrl07eHh4IDY29mMdFhERfUDVqlXDtGnTMG3aNAQEBMDLywuvX79GYGAg2rZti+zsbJUyP/30E6ZNm4YpU6agY8eOuHjxIry9vfHjjz/mWf+YMWNQs2ZN7NixA19++SUiIiI+xiESEREVinZJN+BdQUFBWL58OTZs2IA6deqIf3hNTU3FP77z5s3D4sWLsWHDBjg6OmLq1Knw9PTEzZs3oa+vDwD47rvv8OzZM4SGhiIrKwve3t4YMmQItmzZAgBISUkRO3wrVqzA9evXMXjwYJiZmWHIkCEldvxERERERESfgwULFsDX1xfe3t4AgBUrVuDgwYMIDg7GpEmTVPJv3LhR/IIWAIYNG4bjx49j/vz52LRpE968eYNdu3Zh3759aNmyJQAgMDAQ+/fvx/LlyzFr1iy17cjIyEBGRob4OiUlBUDOyMGsrKxiPebSQnHcn+vxE1HxKa77iaJ8tWrVMGXKFKW0efPmoUWLFjh37hzCwsLQunVrABAHDIwePRpWVlZi/p9++gnNmzfH0qVLMWrUKDg6OuZbv7+/P/z9/REWFvZex0FERcPPJmUP38vi88kF+f7++2907doVnTp1AgBUqVIFW7duFadtEQQBixYtgr+/P7p27QoACAkJgaWlJfbu3Yu+ffvi1q1bOHLkCC5cuIAmTZoAAJYsWYKOHTvit99+g42NDTZv3ozMzEwEBwdDV1cXderUwdWrV7FgwQIG+YiIiIiIiD6gzMxMXLp0CX5+fuI2LS0teHh4IDIyUm2ZjIwM8aFOBQMDA5w5cwYAIJPJkJ2dnWcedX755RdMnz5dZfuxY8dgaGhY4GMqi0JDQ0u6CURURrzv/SQ+Ph4A8OLFCxw6dEglvXLlyrh69SpCQ0Px5s0bAEBiYiIAICwsDOXLl1fKX6tWLVy+fBlr1qzBV199lWf99vb2AIALFy6o3TcRfTz8bFJ2pKenl3QTyoxPLsj35ZdfYtWqVbh79y5q1KiBa9eu4cyZM1iwYAEAICoqCnFxcfDw8BDLmJqaomnTpoiMjETfvn0RGRkJMzMzMcAHAB4eHtDS0sL58+fRvXt3REZGomXLltDV1RXzeHp6IigoCK9evVL548+nO9XjUxREVBx4LyGi4sL7SdnD97JsSkhIQHZ2NiwtLZW2W1pa4vbt22rLeHp6YsGCBWjZsiWqVauGsLAw7N69W5yazdjYGM2aNcPMmTNRq1YtWFpaYuvWrYiMjET16tU1tsXPzw/jxo0TX6ekpMDe3h7t2rWDiYlJMRxt6ZOVlYXQ0FC0bdsWOjo6Jd0cIirFiut+Eh0dDQCoWLGiOKJbITMzE9OnT4dEIsGgQYNQo0YNABC/S2zTpo3SSD4AWL58OQCgUaNG6NixY571v3jxAgCgp6enkkb0PsLDw9G2bVv4+/sjICCgyPXMmDEDs2bNQmhoKNzc3IqxhZ8OfjYpexTxFXp/n1yQb9KkSUhJSYGzszOkUimys7Mxe/ZsfPfddwCAuLg4AFDbGVSkxcXFoVKlSkrp2traqFChglIeR0dHlToUae8G+fh0Z974FAURFQfeS4iouPB+UnbwCU9S+P333+Hr6wtnZ2dIJBJUq1YN3t7eCA4OFvNs3LgRgwcPhq2tLaRSKRo1aoR+/frh0qVLGuvV09ODnp6eynYdHZ3P/kskngMiKi7vez9RlH3w4AFmz54NIGe2r4SEBBw9ehSxsbGYN28e6tSpI5aRSCRq933jxg1ERERAIpHA1dVVKV0ikai0c8OGDQCA5s2b855IBRIdHQ1HR0d4enriyJEjGvNpa+d8NS+VSt/r2pJKpWJ9Bann1KlTaN26NaZNm4bAwECN+WQyGbZt24YdO3bg4sWLSEhIgLa2NmxtbfHFF1+gR48e6Nq1K7S0tFTKCoKAPXv2YNOmTfjnn3/w4sUL6OrqomrVqnB3d4evry9q164t5m/VqhXCw8Ohp6eHO3fuwMHBQaXOESNGIDY2VpyKl0o33k+LzycX5Nu+fTs2b96MLVu2iFNojhkzBjY2NvDy8iqxdvHpTvX4FAURFQfeS4iouPB+UvbwCc+yycLCAlKpVJweTSE+Pl5ltIVCxYoVsXfvXrx9+xaJiYmwsbHBpEmTULVqVTFPtWrVEB4ejrS0NKSkpMDa2hp9+vRRykNERKXXgwcP1D6E//XXXyvN+pXbb7/9BiMjI2RnZyMqKgq7d+/Gmzdv8OOPP6JKlSpKee/fvy8GPdLS0nDp0iWcPHkSlpaW+PXXX4v7cOgz98UXX+DWrVuwsLAo6aaoiImJQffu3XHlyhVYWFigTZs2cHBwgFwuR1RUFI4cOYLNmzejW7du2LNnj1LZly9folevXjhx4gTMzMzQtm1bVK1aFZmZmbhx4waWLVuGxYsXIywsDK1atVIqm5GRAX9/f2zcuPEjHi1R6fbJBfnGjx+PSZMmoW/fvgCAevXqISYmBr/88gu8vLzEDl98fDysra3FcvHx8WjQoAEAwMrKCs+fP1eqVyaT4eXLl2J5KysrtR1KRdq7+HRn3ngeiKg48F5CRMWF95Oyg+9j2aSrq4vGjRsjLCwM3bp1AwDI5XKEhYVh5MiReZbV19eHra0tsrKysGvXLvTu3VslT7ly5VCuXDm8evUKR48exbx58z7EYRAR0Uf27sioxMREnD17FqNHj8ZXX32FEydOoGnTpkpl5s+fDyBnlJ6JiQmaNGkCHx8fDBw4UKV+dUFEKysrnD59Os+pn4mKwtDQEM7OziXdDBUpKSnw9PTEnTt3MGHCBAQGBsLAwEApT1ZWFrZs2YL9+/crbZfJZOjevTsiIiLQv39/LF26VGWAzLNnzzBlyhQkJyer7LtatWrYsmULxo8fj/r16xf/wRGVQapjaUtYenq6yhBfqVQKuVwOAHB0dISVlRXCwsLE9JSUFJw/fx7NmjUDADRr1gxJSUlKU7KcOHECcrlc/EPfrFkzREREKK3xERoaipo1a6pM1UlERERERETFa9y4cVi9ejU2bNiAW7duYdiwYUhLS4O3tzcAYODAgfDz8xPznz9/Hrt378bDhw9x+vRptG/fHnK5HBMmTBDzHD16FEeOHEFUVBRCQ0PRunVrODs7i3USEVHZYm5uji5dumD16tVIT0+Hv7+/Sp5nz55BEATI5XIkJSUhIiICXl5e4nSeuXl6ekIQBAiCgOfPn+PXX3/F8+fP0aVLF6Smpn6MQ6LPyKlTpyCRSNROmRkeHo6WLVuiXLlyMDc3R58+ffD48WO0atVK7bWrsGXLFjRo0AAGBgawtrbG6NGj8ebNGzE9MDAQrVu3BgBxLUvFj2Jtyl9//RV37tyBl5cXgoKCVAJ8QM6DeF5eXti2bZvS9o0bNyIiIgItW7bEhg0b1M6AZ21tjeDgYLRv314lbdasWZDL5Zg4caLGYyQiZZ/cSL7OnTtj9uzZqFy5MurUqYMrV65gwYIFGDx4MICcp27GjBmDWbNmwcnJCY6Ojpg6dSpsbGzEJ0Br1aqF9u3bw9fXFytWrEBWVhZGjhyJvn37wsbGBgDw7bffYvr06fDx8cHEiRPx33//4ffff8fChQtL6tCJiIiIiIg+G3369MGLFy8QEBCAuLg4NGjQAEeOHBHXSn/06JHSA6Bv376Fv78/Hj58CCMjI3Ts2BEbN26EmZmZmCc5ORl+fn548uQJKlSogB49emD27NkcEUpEVMYpHuq/cOFCsdVZsWJF/Pzzz0hOTsasWbPg7++PRYsWFVv9RJocO3YMnTp1glQqRZ8+fWBjY4OTJ0+iefPmeQ5O+eOPP3DkyBF07doV7u7uOHLkCBYvXoyEhARs3rwZQM7ad9HR0diwYQPc3NyUpstUfKZat24dAGDq1Kn5tlWxrqDC2rVrAQD+/v5q1+rLTd2sea1atUKHDh1w+PBhnDx5UgxIEpFmn1yQb8mSJZg6dSqGDx+O58+fw8bGBj/88AMCAgLEPBMmTEBaWhqGDBmCpKQkNG/eHEeOHIG+vr6YZ/PmzRg5ciTatGkDLS0t9OjRA4sXLxbTTU1NcezYMYwYMQKNGzeGhYUFAgICMGTIkI96vERERERERJ+rkSNHapye89SpU0qv3dzccPPmzTzr6927t9rpO4mIqGx79eoVAIgzgRWnyZMnIzg4GMuWLcOYMWNU1vEjKk7Z2dkYMmQIsrOzxcCegpeXF0JCQjSWPX78OC5duoSaNWsCAGbPno0GDRpg27Zt+PXXX2FjYyMG9TZs2IBWrVqpjCJ89OgRYmNjYW9vj2rVqhWq7TKZDP/88w+0tbXRokWLQpXNbe7cuTh69CgmTpyI8+fP5zlykYg+wSCfsbExFi1alOeTMRKJBDNmzMCMGTM05qlQoQK2bNmS577q16+P06dPF7WpREREREREREREVMIWLFgAAGjZsmWx121gYICJEydi9OjRmDlzpjhSiehDOHPmDGJiYtClSxelAB+QM5Xl5s2bkZ2drbbs6NGjxQAfkHPt9uvXD9OnT8elS5fEGe7yEhcXBwAa8y5atAhJSUlK28aMGQMzMzMkJiYiKysLVlZWSoNxCqt+/fro378/QkJCsGPHDj7ARZSPTy7IR0RERERERERERPSu+/fvK408evnyJc6ePYvLly+jfPnyCAoK+iD7HTJkCIKCghASEoLJkycXeoQTUUFdu3YNAFQCfABgb2+PypUrIyoqSm3Zxo0bq2yzs7MDAJXAXFEtWrQIMTExStsGDRqkNH16cZg5cyb+/PNP+Pv745tvvinWuonKmrwnxiUiIiIiIiIiIiL6BDx48ADTp08Xf1atWoXk5GQMGzYMV69eRZ06dT7IfvX19eHn5weZTIbp06d/kH0QAUBKSgoAoFKlSmrTFWsXq2NiYqKyTbFmnqbRf5rqf/r0qdr06OhoCIIAQRDg6emplGZubg4dHR0kJiYiIyOjQPvTpHLlyhgxYgTu3buHVatWvVddRGUdg3xERERERERERET0yapSpYoYWMj98/btW9y/fx/Lli1D5cqVlcqcOnUKgiDAysqqwPUfOXJEY56RI0dCEIQ810Qjel+KQN3z58/VpsfHx3/Q/Ts4OMDW1haPHz/GgwcPClVWW1sbX3zxBbKyshAREfHebZkyZQrMzMwwY8YMpKamvnd9RGUVg3xERERERERERERERCXMxcUFAHD27FmVtCdPnuDRo0fvvQ+pVApA8+g+b29vAMDs2bMLXbePjw8AYM6cORAEIc+8+Y32q1ChAiZOnIj4+HgsXLiw0G0h+lwwyEdERERERERERESfjBevM7D/2lNs++cR9l97ihev32/qP6LSonnz5qhcuTL279+PyMhIpbSpU6cWeNrNvFSoUAEA8PjxY7Xp48ePR40aNbBu3Tr4+fnh7du3KnlkMhnS0tJUtg8YMAAtWrTAqVOn4O3tjdevX6vkiY+Ph6+vb54jZxVGjx4NW1tbLFq0SO3+iAjQLukGEBEREREREREREd2OS8HSE/dx6L84ZMv/bxSQVEuCjnWtMMK9OpytVNcdI/oUXb9+HYMGDVKb5uzsDFdXV5XtUqkUK1asQJcuXeDu7o4+ffrA2toa4eHhiI2NhYuLC/7999/3apezszNsbGywbds26Onpwc7ODhKJBKNGjYKpqSlMTExw7NgxdOvWDXPnzsWaNWvg4eEBBwcHyGQyPHv2DGFhYYiPj0fdunVhZmYm1q2trY29e/eiV69e2LBhA/766y+0a9cOjo6OyMzMxM2bN3Hq1ClkZWWhf//++bbVwMAAgYGB8PX1fa9jJirLGOQjIiIiIiIiIiKiEhV+9wWGhFyETC4oBfgAIFsu4NB/cTh2Mx6rBjaBW42KJdRKooJ7+vQpNmzYoDbNzc1NbZAPADp06IBjx44hICAA27dvh4GBAdq0aYM///wTHTt2FNftKyqpVIrdu3dj4sSJ2Lp1qzjarn///jA1NQWQszbfhQsXsHXrVmzfvh3h4eFITEyEtrY2rK2t0bp1a/Tp0wedO3cWp/9UqFChAo4fP47du3dj06ZNOH36NPbs2QNtbW1UrVoVQ4YMwdChQ1GrVq0Ctdfb2xvz58/H7du33+u4icoqiZDf5LikVkpKCkxNTZGcnPzeN9bSLCsrC4cOHULHjh2ho6NT0s0holKK9xIiKi68n5Q9/NxNHxuvOd5Liaj4FPR+cjsuBV3/OItMmRx5fVEpAaCrrYV9I7/iiD767Lx+/RqWlpaoV68ezp8/X9LN+aj42aTs4Wfu4sM1+YiIiIiIiIiIiKjELD1xHzK5kGeADwAEADK5gGUnH3yMZhGViLS0NJW17LKzszF+/Hi8efMG3bp1K5mGEdEnidN1EhERERERERERUYl48TpDZQ2+vGTLBRy8/gwBnWvDwkjvA7eO6OO7d+8emjdvDk9PT1StWhWvX7/G6dOncfPmTdSpUwc//vhjSTeRiD4hDPIRERERERERERFRiTj3MLHAAT6FbLmAcw8T8XV9mw/UKqKCe/E6A+ceJiItQ4ZyetpwrWqOisZFD0Db2tqiV69eCA8Px5EjRyCTyVC5cmX8/PPPmDJlCsqVK1eMrSei0o5BPiIiIiIiIiIiIioRaRmyIpVLfVu0ckTF5XZcCpaeuK8yElWqJUHHulYY4V69SGtHVqxYEevWrSvOphJRGcY1+YiIiIiIiIiIiKhElNMr2hgEI32OXaCSE373Bbr+cVbtVLPZcgGH/otD1z/OIvzuixJqIRF9LhjkIyIiIiIiIiIiohLhWtUcUi1JocpItSRwrWr+gVpElLfbcSkYEnIRmTK5xqlms+UCMmVyDAm5iNtxKR+5hUT0OWGQj4iIiIiIiIiIiEpERWM9dKxrVeBAn1RLgk71rGFhVPQ1z4jex9IT9yGTC8hvJUkBgEwuYNnJBx+jWUT0mWKQj4iIiIiIiIiIiErMCPfq0NaSIL8wnwSAtpYEw1tX+xjNIlLx4nWG2ik6NcmWCzh4/RkSUjM+cMuI6HPFIB8RERERERERERGVGGcrE6wa2AS62loaR/RJtSTQ1dbCqoFN4Gxl8pFbSJTj3MPEAgf4FLLlAs49TPxALSKizx2DfERERERERERERFSi3GpUxL6RX6FTPWuVQJ9iis59I7+CW42KJdRCIiAtQ1akcqlvi1aOiCg/2iXdACIiIiIiIiIiIiJnKxMs7tcQAZ1r49zDRKS+lcFIXxuuVc25Bh99EsrpFe3rdCN9fg1PRB8G7y5ERERERERERET0ybAw0sPX9W1KuhlEKlyrmkOqJSnUlJ1SLQlcq5p/wFYR0eeM03USEREREREREREREeWjorEeOta10rh25LsUU81yJCoRfSgM8hERERERERERERERFcAI9+rQ1pIgvzCfBIC2lgTDW1f7GM0ios8Ug3xERERERERERERERAXgbGWCVQObQFdbS+OIPqmWBLraWlg1sAmcrUw+cguJ6HPCIB8RERERERERERERUQG51aiIfSO/Qqd61iqBPsUUnftGfgW3GhVLqIVE9LnQLukGEBERERERERERERGVJs5WJljcryECOtfGuYeJSH0rg5G+NlyrmnMNPiL6aBjkIyIiIiIiIiIiIiIqAgsjPXxd36akm0FEnylO10lERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUyjDIR0RERERERERERERERFTKMMhHREREREREREREREREVMowyEdERERERERERERERERUymgXteCZM2cQHh6Oe/fuITk5GQBgamoKJycnuLm5oXnz5sXWSCIiIiIiIiIiIiIiIiL6P4UO8kVGRsLX1xe3bt2CIAhq80gkEtSuXRurV6+Gq6vrezeSiIiIiIiIiIiIiIiIiP5PoYJ8V65cgbu7OwDAy8sLnp6ecHJygomJCQAgJSUF9+7dw5EjR7Bt2za4u7sjMjISLi4uxd9yIiIiIiIiIiIiIiIios9UoYJ8AQEB0NPTQ0REBOrXr682T6NGjdCnTx+MHj0abm5umDp1Kv76669iaSwRERERERERERERERERAVqFyXz27Fn07dtXY4AvtwYNGqBPnz44c+ZMkRtHRERERERERERERERERKoKFeTLzMyEsbFxgfObmJggMzOz0I0iIiIiIiIiIiIiIiIiIs0KFeSrU6cOdu3ahdTU1HzzpqSkYNeuXahTp06RG0dEREREREREREREREREqgoV5Pvxxx8RHR2NL774Aps3b8bz589V8jx//hybNm1C06ZN8ejRI4wZM6a42kpEREREREREREREREREALQLk/m7775DdHQ0pk+fjoEDBwIAjIyMYGpqCgBITk4WR/lJpVLMnDkT/fr1K+YmExEREREREREREREREX3eChXkA4ApU6agT58+CA4ORnh4OO7du4f4+HgAgKmpKerWrQs3Nzd4e3vDycmp2BtMRERERERERERERERE9Lkr1HSdCtWrV8ecOXNw9uxZPH/+HBkZGcjIyMDz589x9uxZzJkzp8gBvipVqkAikaj8jBgxAgDw9u1bjBgxAubm5jAyMkKPHj3EIKPCo0eP0KlTJxgaGqJSpUoYP348ZDKZUp5Tp06hUaNG0NPTQ/Xq1bF+/foitZeIiIiIiIiIiIiIiIjoYytSkO9DunDhAp49eyb+hIaGAgB69eoFABg7diz279+PHTt2IDw8HE+fPsU333wjls/OzkanTp2QmZmJv//+Gxs2bMD69esREBAg5omKikKnTp3QunVrXL16FWPGjMH333+Po0ePftyDJSIiIiIiIiIiIiIiIiqCQk/X+aFVrFhR6fXcuXNRrVo1uLm5ITk5GWvXrsWWLVvg7u4OAFi3bh1q1aqFc+fOwdXVFceOHcPNmzdx/PhxWFpaokGDBpg5cyYmTpyIwMBA6OrqYsWKFXB0dMT8+fMBALVq1cKZM2ewcOFCeHp6qm2XYrSiQkpKCgAgKysLWVlZH+JUlAqKY/+czwERvT/eS4iouPB+UvbwvSQiIiIiIiJS74MG+by9vbFx40aVqTILKjMzE5s2bcK4ceMgkUhw6dIlZGVlwcPDQ8zj7OyMypUrIzIyEq6uroiMjES9evVgaWkp5vH09MSwYcNw48YNNGzYEJGRkUp1KPKMGTNGY1t++eUXTJ8+XWX7sWPHYGhoWKTjK0sUIy6JiN4H7yVEVFx4Pyk70tPTS7oJRERERERERJ+kDz6STxCEIpfdu3cvkpKSMGjQIABAXFwcdHV1YWZmppTP0tIScXFxYp7cAT5FuiItrzwpKSl48+YNDAwMVNri5+eHcePGia9TUlJgb2+Pdu3awcTEpMjHWNplZWUhNDQUbdu2hY6OTkk3h4hKKd5LiKi48H5S9ihm0CAiIiIiIiIiZZ/cdJ25rV27Fh06dICNjU1JNwV6enrQ09NT2a6jo8MvkMDzQETFg/cSIiouvJ+UHXwfiYiIiIiIiNQrVJBPsQ5eQd26datQ+XOLiYnB8ePHsXv3bnGblZUVMjMzkZSUpDSaLz4+HlZWVmKef/75R6mu+Ph4MU3xr2Jb7jwmJiZqR/ERERERERERERERERERfUoKFeQ7deoUJBJJoabglEgkhW4UAKxbtw6VKlVCp06dxG2NGzeGjo4OwsLC0KNHDwDAnTt38OjRIzRr1gwA0KxZM8yePRvPnz9HpUqVAOSsyWJiYoLatWuLeQ4dOqS0v9DQULEOIiIiIiIiIiIiIiIiok9ZoYJ8FhYWsLa2xrFjxwqUf/To0dixY0ehGyWXy7Fu3Tp4eXlBW/v/mmhqagofHx+MGzcOFSpUgImJCUaNGoVmzZrB1dUVANCuXTvUrl0bAwYMwLx58xAXFwd/f3+MGDFCnG5z6NCh+OOPPzBhwgQMHjwYJ06cwPbt23Hw4MFCt5WIiIiIiIiIiIiIiIjoYytUkK9Ro0YIDw+HhYUFpFJpvvmLOvXl8ePH8ejRIwwePFglbeHChdDS0kKPHj2QkZEBT09PLFu2TEyXSqU4cOAAhg0bhmbNmqFcuXLw8vLCjBkzxDyOjo44ePAgxo4di99//x12dnZYs2YNPD09i9ReIiIiIiIiIiIiIiIioo+p0EG+0NBQXL9+HQ0aNMg3f2Gm9cytXbt2Gsvq6+tj6dKlWLp0qcbyDg4OKtNxvqtVq1a4cuVKkdpHREREREREREREREREVJIKFeTr06cP9PT0xGkv8+Pn5wdvb+8iNYyIiIiIiIiIiIiIiIiI1CtUkM/FxQUuLi4Fzl+zZk3UrFmz0I0iIiIiIiIiIiIiIiIiIs20SroBRERERERERERERERERFQ4DPIRERERERERERERERERlTJFDvKlp6fjjz/+gLu7OywsLKCvr4/KlStjwIABuHLlSnG2kYiIiIiIiIiIiIiIiIhyKdSafAoRERHo378/EhIS0KVLF0yZMgWGhoZ4/Pgx9uzZg6ZNm2Lp0qXw9fUt7vYSERERERERERERERERffYKHeQ7ePAgevfujebNm2P9+vWwtrZWSp81axYCAgIwYsQINGnSBA0bNgQACIIAiURSPK0mIiIiIiIiIiIiIiIi+owVarrO2NhYfPfdd2jTpg0OHDigEuBTmDFjBlxcXLBgwQIAwA8//ICgoKD3by0RERERERERERERERERFW4k34QJE6Crq4t169ZBR0cHgwcP1pg3PT0dERERAABnZ2f4+/vDx8cHFStWfL8WExER5SE6OhqOjo4q2w0NDVGtWjX06NEDP/30E4yMjMS0Vq1aITw8XHwtkUhgamqKunXrwsfHB15eXuJodHX1a2tro1KlSvjqq68wYcIENGnS5AMdHREREREREREREVGOAgf5kpOTsXv3bowfPx7m5uYAgMePH+POnTt48uQJtLS0YGFhgYSEBMjlctjZ2aFevXoAAF9fXwQEBGD16tWYPHnyhzkSIiKiXKpVq4b+/fsDyJky+sWLFzh8+DACAwNx5MgRnDlzBlKpVKmMIviXnZ2Nhw8fYvfu3Thz5gwuXbqEJUuWaKw/LS0Nly5dwo4dO7B3714cP34cLVu2/DgHSkRERERERERERJ+lAgf5Tp06hczMTHTv3l3c5u/vj/bt2yMwMBATJkyAvr4+MjIysGDBAsycORMTJ04EABgZGaFFixY4dOgQg3xERPRRVK9eHYGBgUrbMjIy0KxZM5w7dw7h4eFwd3dXSv/5559hZWUlvr5+/TqaNm2KpUuXYty4cUoj+NTVP3fuXPj5+WHq1KlKIwOJiIiIiIiIiIiIiluB1+R7/PgxgJyRCwqTJk1CmzZtEBAQAH19fQCAnp4e/Pz80LZtW0yaNEnMW6tWLdy+fbu42k1ERFRoenp6aN26NQAgISEh3/z16tWDm5sbBEHAxYsX883v4+MDALh06dL7NZSIiIiIiIiIiIgoHwUO8r158wYAYGBgIG67du0aatWqpTZ/jRo1cPXqVfG1vr4+0tLSithMIiKi95eZmYlTp05BIpGgQYMGhSqrWJOvILS1C7XkLREREREREREREVGhFfhbSMX0ZU+ePBGnK7OwsEB4eDgEQVD68lMul+PkyZOwsLAQt8XHx8PS0rK42k1ERJSn+/fvi9NpCoKAhIQEHD16FLGxsZg3bx5q1KiRbx03btxAeHg4JBIJmjRpkm/+NWvWAACaN2/+Xm0nIiIiIiIiIiIiyk+Bg3yurq4QBAGnT58Wg3zDhg3DlClT0LlzZ4wbNw52dnZ4/PgxFi1ahMuXL2P27Nli+TNnzqBRo0bFfwRERPRZe/E6A+ceJiItQ4ZyetqwkWYAAB48eIDp06er5P/666/h4eGhtq7ffvsNRkZGyM7ORlRUFHbv3o03b97gxx9/RJUqVZTy5g4ipqWl4dKlSzh58iQsLS3x66+/FusxEhEREREREREREb2rwEE+Jycn1K1bFytXrsTAgQMBAH5+fsjIyMC8efNw+PBhADmjJfT19eHv7w8/Pz8AOQG+u3fvwt/f/wMcAhERfY5ux6Vg6Yn7OPRfHLLlgrhdnvIcANC8VRucPnlc3J6YmIizZ89i9OjR+Oqrr3DixAk0bdpUqc758+cDyJma08TEBE2aNIGPj4/4dy83dUFEKysrnD59GtWrVy+24yQiIiIiIiL6kKKjo+Ho6AgvLy+sX7++wOUkEgnc3Nxw6tSpD9Y2IiLKW4HX5AOAgIAAREZGYu3ateK2wMBAPHv2DAcPHkRISAgOHTqEp0+fYsaMGQCAjIwMjB49GtWrV0e/fv2Kt/VERPRZCr/7Al3/OKsS4AMAuZDz+vKjJITffSFuNzc3R5cuXbB69Wqkp6erffDk2bNnEAQBcrkcSUlJiIiIgJeXl9r1+Dw9PSEIAgRBwPPnz/Hrr7/i+fPn6NKlC1JTU4v5iImIiIiIiOhzER0dDYlEAolEAisrK8hkMrX5bt26JeZ7d/aZ4tCqVatCrU8P5HxXrGiTRCKBVCqFmZkZatSogV69emHdunVIS0vLt54ZM2ZAIpFAR0cHcXFxGvMNGjRIaX/qfgoTuCQiKm0KPJIPAHr27IkePXpgxIgRsLW1Rfv27QEApqam4v9zy8jIQL9+/XDjxg0cP34cUqm0eFpNRESfrdtxKRgSchGZMjmEPPLJBQFDQi5i38iv4GxlIm5XjN67cOFCsbWpYsWK+Pnnn5GcnIxZs2bB398fixYtKrb6iYiIiIiI6POjra2N+Ph4HDp0CF26dFFJX7t2LbS0CjWGo1jdunULhoaGatN69OiBunXrAgBSUlIQHR2NU6dOYefOnQgICMDGjRvRqlUrtWUFQcC6desgkUggk8mwYcMGTJw4Mc+2+Pj4wM7OTm1agwYNCnxMRESlTaGCfAAQEhKCrl274uuvv8bo0aMxceJEVKpUSSVfeHg4xo4di5s3b2L9+vVo3rx5sTSYiIg+b0tP3IdMLuQZ4FOQyQUsO/kAi/s1FLe9evUKACCXy4u9bZMnT0ZwcDCWLVuGMWPGfJAnKYmIiIiIiOjz8OWXX+LatWsIDg5WCfLJZDJs2rQJHh4eCA8PL5H2OTs7a0zr2bMn+vbtq7QtIyMDixYtwuTJk/H111/j77//Rv369VXKhoWFITo6GkOGDMG2bdsQHBycb5Dv+++/h6ura9EOhIioFCv0ox4GBgY4cuQI/P39sWrVKtjb28PT0xMjR47ElClT4OPjAycnJ7i7uwMATp06pXJDJyIiKooXrzPUTtGpSbZcwMHrz5CQmiFuW7BgAQCgZcuWxd4+AwMDTJw4EVlZWZg5c2ax109ERERERESfDwMDA/Tt2xcHDx7E8+fPldIOHDiA+Ph4DB48WKWcYgrL6OholTTFdJr5raMnkUjE4GHuqS8HDRqklEfTaDx19PT0MHHiRAQEBCAtLQ2TJk1Sm0+xVNSQIUPQq1cv3L17F6dPny7wfoiIPidFGs+tpaWFwMBAPHz4EPPnz4ehoSH+/vtv7Nq1C/fu3UP79u1x6NAhXL58mU9QEBFRsTn3MLHAAT7Zq2dIOrMZiRGb8OP4yfjxxx/RuHFj/P777yhfvjyCgoI+SBuHDBkCGxsbhISE4MGDBx9kH0RERERERPR5GDx4MGQyGTZu3Ki0PTg4GBUqVEC3bt0+yH6nTZsGBwcH8f+Kn+LY308//QRDQ0McPXoUycnJSmkvX77Enj17ULt2bTRu3BgDBw4E8H+BPyIiUlbo6Tpzq1ixIkaOHImRI0cWV3uIiIg0SstQv9i4OrKkZ0g+uxUAsPVszhODdnZ2GDZsGCZNmoTKlSt/kDbq6+vDz88Po0aNwvTp0xESEvJB9kNERERERERl3xdffIG6deti3bp1+OmnnwAAcXFxOHz4MIYNGwY9Pb0Pst/AwECcOnUKMTExCAwMLNa6jYyM0LhxY5w+fRqXLl0SZ4QDgM2bNyMjIwMDBgwAALRo0QJVqlTBjh07sHjxYpiYmKitc82aNThy5IjatEmTJkFfX79Yj4GI6FNR5CDf06dPYWNjU5xtISIiylM5vfz/bGmbWsJh4gGlbX982xBf19f8Nyu/aUpyq1KlCgQh79GEfACGiIioYJYuXYpff/0VcXFxcHFxwZIlS/DFF1+ozZuVlYVffvkFGzZsQGxsLGrWrImgoCC0b99ezJOdnY3AwEBs2rQJcXFxsLGxwaBBg+Dv7w+JRPKxDouIiKhYDR48GOPGjcP58+fRtGlTbNiwATKZTO1UnaWF4nvlhIQEpe1r166FlpYW+vfvDyBnStD+/ftj1qxZ2LZtG4YMGaK2vrxG+o0ZM4ZBPiIqs4o0XSeQ8yVn165dceDAAcjl8uJsExERkVquVc0h1SrcF3RSLQlcq5p/oBYRERFRUf35558YN24cpk2bhsuXL8PFxQWenp4qaw4p+Pv7Y+XKlViyZAlu3ryJoUOHonv37rhy5YqYJygoCMuXL8cff/yBW7duISgoCPPmzcOSJUs+1mEREREVu/79+0NHRwfBwcEAgHXr1qFhw4Zo0KBByTasmF28eBHXrl1D69atYWdnJ24vyJSdkZGREARB7Y+ZmdmHbjoRUYkp8kg+V1dX7N+/HwcOHIC1tTUGDx6MwYMHo0qVKsXYPCIiov9T0VgPHeta4dB/cQVam0+qJUGnetawMPow05cQERF9Ds6cOYPw8HDcu3dPXDfH1NQUTk5OcHNzQ/PmzYtU74IFC+Dr6wtvb28AwIoVK3Dw4EEEBwdj0qRJKvk3btyIKVOmoGPHjgCAYcOG4fjx45g/fz42bdoEAPj777/RtWtXdOrUCUDOw6lbt27FP//8o7EdGRkZyMjIEF+npKQAyBk5mJWVVaRjK+0Ux/25Hj8RFR/eT4pGcb4EQUBWVhbMzMzQqVMnbNu2Dd27d8edO3ewaNEilfOqeK0YkKHub1l2djYAQCaTqbw/crlcKb9iFpu83j9FG/OqX53Y2FgAQPny5cV8q1evBgB8++23SmWrVKmCpk2b4vz587h69Srq1KkjpimONb/9UenGe0nZw/ey+BQ5yBcREYG7d+9i9erV2LhxI2bNmoU5c+bAw8MDvr6+6Nq1K7S132vJPyIiIhUj3Kvj2M14yOUC8grzSQBoa0kwvHW1j9U0IiKiMiUyMhK+vr64deuWxqmqJRIJateujdWrV8PV1bXAdWdmZuLSpUvw8/MTt2lpacHDwwORkZFqy2RkZKhMtWVgYIAzZ86Ir7/88kusWrUKd+/eRY0aNXDt2jWcOXMGCxYs0NiWX375BdOnT1fZfuzYMRgaGhb4mMqi0NDQkm4CEZURvJ8UTnx8PADgxYsXOHToEACgbt262Lt3L/r37w9dXV1YWFiIaXK5HOnp6eLrp0+fAgDCwsJgbW2tVPe1a9cAAOfOnUNaWprS/p48eSLWAQCJiYkAoLTtXYmJiUrp9+7dAwBcvXoVxsbGasu8efMGFy5cgJaWlniMGRkZ4kM7Pj4+8PHxUVt22rRpStOUPnnyBEDOgz6K9lLZxXtJ2ZGenl7STSgz3isKV6NGDfz666/45ZdfsG/fPqxZswahoaEIDQ2FhYUFBg0aBB8fH9SoUaO42ktERJ85ZysTrBrYBENCLkImF9SO6JNqSaCtJcGqgU3gbKV+UW4iIiLS7MqVK3B3dwcAeHl5wdPTE05OTjAxyfm7mpKSgnv37uHIkSPYtm0b3N3dERkZCRcXlwLVn5CQgOzsbFhaWiptt7S0xO3bt9WW8fT0xIIFC9CyZUtUq1YNYWFh2L17tzhiAAAmTZqElJQUODs7QyqVIjs7G7Nnz8Z3332nsS1+fn4YN26c+DolJQX29vZo166deLyfm6ysLISGhqJt27bQ0dEp6eYQUSnG+0nRREdHAwAqVqwojmD39PTEunXrEBsbi969e6N3795ifi0tLRgaGop5T506hbCwMDg5OaFly5ZKdSsefHF1dYWbm5vS/uzs7MQ6AOD333/HjRs34OnpCalUqrat5ubmSmUuXrwIAGjQoIHS9txmzpyJjIwMdOzYEb169QIAbNq0Cenp6XBxcUGjRo3Ultu6dSv+/vtvbNmyBbq6ugCAXbt2Ach50Kdp06Zqy1Hpx3tJ2aOYPYPeX7EMtdPW1kaPHj3Qo0cPPHnyBMHBwVi+fDl+++03/Pbbb2jZsiWGDRuGXr16cbFzIiJ6b241KmLfyK+w7OQDHLz+TCnQp5iic3jragzwERERFVFAQAD09PQQERGB+vXrq83TqFEj9OnTB6NHj4abmxumTp2Kv/7664O16ffff4evry+cnZ0hkUhQrVo1eHt7i+sTAcD27duxefNmbNmyBXXq1MHVq1cxZswY2NjYwMvLS229enp60NNTndpbR0fns/8SieeAiIoL7yeFozhXEolE/L+Ojg727t2LJ0+eoEGDBmrPp2KbIti1adMmtGnTRkzfuXMnIiIiAOR8n5u7biAnWJi7XnPznPXt4+LiNC7RlLuNAMRgYO76FTIyMvD7779j9uzZMDIyQlBQkJhnw4YNAICFCxeidevWavf19u1bbN26FYcPH0bPnj3FNmvaH5U9vJeUHXwfi0+xzqcpl8tx6dIlXLhwAS9evIAgCKhcuTLOnj2LiIgIzJo1C7t27YKTk1Nx7paIiD5DzlYmWNyvIQI618a5h4lIfSuDkb42XKuacw0+IiKi93T27Fn07dtXY4AvtwYNGqBPnz7YuXNngeu3sLCAVCoVpwdTiI+Ph5WVldoyFStWxN69e/H27VskJibCxsYGkyZNQtWqVcU848ePx6RJk9C3b18AQL169RATE4NffvlFY5CPiIiotGjSpAmaNGmSb76uXbuiWrVqWL9+PR4/foyGDRvi1q1bOHHiBDp27Jjn9Ju5ubu7Y+fOnejRowc6dOgAfX19uLi4oHPnzvmW3blzpzg6PzU1FVFRUYiIiEBCQgLs7e2xadMm1K1bFwBw//59REREoEqVKmjVqpXGOr29vbF161asXbtWDPIprFmzBkeOHFFbztXVFe3bty/QMRMRlTbFEuR7+PAh1qxZgw0bNiAuLk4c2Td06FC0bt0acXFxWLhwIRYuXCgujk5ERFQcLIz08HV9m5JuBhERUZmSmZmpcR0ddUxMTJCZmVng/Lq6umjcuDHCwsLQrVs3ADkPjYaFhWHkyJF5ltXX14etrS2ysrKwa9cupenK0tPTxSf6FaRSKeRyeYHbRkREVNoZGBjg+PHjGDt2LMLCwnDu3Dm4uroiIiICBw4cKHCQz9fXF9HR0di2bRuCgoIgk8ng5eVVoCDfrl27sGvXLmhpacHIyAiVKlVCq1at0KlTJ/Tu3Vtp3dvg4GAIggAvL688Z4Fr06YN7O3tcezYMTx+/Bj29vZi2tq1azWWGz16NIN8RFRmSQRNK6jnQ9GhWr16NcLDwyGXy+Ho6IghQ4bA29sblSpVUikzbNgwhISEiIu6lmYpKSkwNTVFcnLyZ7tOA5BzHRw6dAgdO3bkEFsiKjLeS4iouPB+Uvbwc3fJaNq0KV68eIF///0XRkZGeeZNSUmBi4sLKlWqhPPnzxd4H3/++Se8vLywcuVKfPHFF1i0aBG2b9+O27dvw9LSEgMHDoStrS1++eUXAMD58+cRGxuLBg0aIDY2FoGBgYiKisLly5dhZmYGABg0aBCOHz+OlStXok6dOrhy5QqGDBmCwYMHIygoqEDt4jXHeykRFR/eT4ioOPBeUvbwM3fxKfJIPhsbG7x8+RJSqRRdu3bFDz/8gHbt2uVZxsHBAW/evCnqLomIiIiIiOgj+PHHHzFgwAB88cUXmDJlCtq2bavyIOfz589x7NgxzJ49G48ePcKcOXMKtY8+ffrgxYsXCAgIQFxcHBo0aIAjR47A0tISAPDo0SOlUXlv376Fv78/Hj58CCMjI3Ts2BEbN24UA3wAsGTJEkydOhXDhw/H8+fPYWNjgx9++AEBAQFFPxlERERERESfqCIH+QwNDTF69Gj4+PjA2tq6QGWGDx+Ofv36FXWXRERERERE9BF89913iI6OxvTp0zFw4EAAgJGREUxNTQEAycnJSE1NBZAzHebMmTOL1NcbOXKkxuk5T506pfTazc0NN2/ezLM+Y2NjLFq0CIsWLSp0W4iIiErKi9cZOPcwEWkZMpTTy1lrvqIx15onIqL8FTnIFx0dneccyeqYmJhw6CUREREREVEpMGXKFPTp0wfBwcEIDw/HvXv3EB8fDwAwNTVF3bp14ebmBm9vbzg5OZVwa4mIiEqf23EpWHriPg79F4ds+f+tqCTVkqBjXSuMcK8OZyt+l0pERJoVOchXrVo1jB07FqNGjdKYZ+nSpZg/fz4ePnxY1N0QERERERFRCalevXqhp+EkIiKi/IXffYEhIRchkwtKAT4AyJYLOPRfHI7djMeqgU3gVqNiCbWSiIg+dVr5Z1EvOjoar169yjNPUlISYmJiiroLIiIiIiIiIiIiojLldlwKhoRcRKZMrhLgU8iWC8iUyTEk5CJux6V85BYSEVFpUeQgX0EkJydDT4/zRxMREREREREREREBwNIT9yGTC1Af3vs/AgCZXMCykw8+RrOIiKgUKtR0nREREUqvo6OjVbYBQHZ2Nh4/fozNmzejRo0a79dCIiIiIiIi+qR5e3tj48aNkMlkJd0UIiKiT9qL1xkqa/DlJVsu4OD1ZwjoXBsWRhxMQUREygoV5GvVqhUkEgkAQCKRYMOGDdiwYYPavIIgQCKRYO7cue/fSiIiIiIiIvqkCULBvqwkIiL6nJ17mFjgAJ9CtlzAuYeJ+Lq+zQdqFRERlVaFCvIFBARAIpFAEATMmDEDbm5uaNWqlUo+qVSKChUqoHXr1qhVq1ZxtZWIiIiIiIiIiIio1ErLKNqo99S3HC1PRESqChXkCwwMFP8fHh4Ob29vDBw4sLjbRERERERERCXI3d29UPlv3br1gVpCRERUtpTTK9TXsSIj/aKVIyKisq3Ifx1OnjxZnO0gIiIiIiKiT8SpU6fEWVwKSrG0AxEREWnmWtUcUi1JoabslGpJ4FrV/AO2ioiISis+AkJERERERERKLCwsYG1tjWPHjhUo/+jRo7Fjx44P3CoiIqLSr6KxHjrWtcKh/+IKFOiTaknQqZ41LIz0PkLriIiotClwkK9q1aqQSCQ4fvw4HB0dUbVq1QKVk0gkePDgQZEbSERERERERB9Xo0aNEB4eDgsLC0il0nzzGxgYfIRWERERlQ0j3Kvj2M14yOUC8grzSQBoa0kwvHW1j9U0IiIqZbQKmlEul0Mulyu9FgQh35/cZYiIiIio8BTT5uVeH7koAgMDIZFIcOrUqWJpFxGVXY0aNUJmZiauX79eoPyFmdaTiIjoc+dsZYJVA5tAV1sLUi31011LtSTQ1dbCqoFN4Gxl8pFbSEREpUWBg3zR0dGIioqCo6Oj0uuC/BARERGRqujoaEgkErRv376km6JWQYOLMpkMmzZtQteuXWFraws9PT2UK1cONWrUQP/+/bFnzx6ND34JgoDdu3fjm2++gZ2dHfT09GBsbAwXFxeMHTsWN2/eVMrfqlUrSCQS6OvrIyYmRm2dI0aMgK6ubpGOmYhy9Pl/7N15XFTV/8fx97AIouIuiPuSWyqapliuuOCampXmBmqapqVSbrmh5lqaWZZZCO5mmpaK+265pLmbWe6p4C7lgsDM7w9/zFcaQBhGBvD1fDzmEXOWez8X7MCZz73ntG+vUaNGycUleUuDDRs2TFu2bHnKUQEAkHnUK5NfP/Z7WS0qFbRI9MUt0fljv5dVr0x+O0UIAMgIrN6T78KFC8qSJYs8PT1tGQ8AAAD+o0aNGvr999+VL18+e4di4fz582rbtq0OHjyofPnyqWHDhipWrJiMRqPOnj2rdevWaeHChWrTpo1WrFgRr+/Nmzf1+uuva8uWLcqVK5caN26skiVL6uHDhzp+/Li+/PJLzZgxQ5s3b1b9+vXj9Y2KitKIESM0f/78NLxa4Nnh7e0tb2/vZLcvW7asypYt+xQjAgAg8ynn6a4Zb1bVqFYVtOfMDf37IEbZXZ3kUzIve/ABAJLF6iRfiRIl5O/vrzlz5tgyHgAAAPyHm5ubypUrZ+8wLERGRsrPz09//PGHBg8erKCgIIt9uaKjo7Vo0SKtWrUqXnlMTIzatm2rHTt2qHPnzpo5c6bc3eMvQ3TlyhUNHz5cd+7csTh3qVKltGjRIg0aNEiVK1e2/cUBAAAAaSRfdhe1rOxl7zAAABlQspfr/K/cuXMrb968towFAAAACUhq2czt27erbt26ypYtm/Lmzav27dvr4sWL5mUtE7No0SJVqVJFWbNmVcGCBdW/f3/dv3/fXB8UFKQGDRpIksaMGSODwWB+nTt3TpL08ccf648//pC/v78mT55skeCTJGdnZ/n7+2vJkiXxyufPn68dO3aobt26mjt3rkWCT5IKFiyoOXPmJLic6UcffSSj0aghQ4Ykeo0AAAAAAACZmdVP8tWpU0d79+61ZSwAAABIgQ0bNqhFixZydHRU+/bt5eXlpa1bt6p27drKnTt3ov2++OILrVu3Tq1bt5avr6/WrVunGTNm6Pr161q4cKGkR3vfnTt3TnPnzlW9evXiLZeZK1cuSVJISIgkaeTIkU+M1ckp/p+dwcHBkqQRI0bIwSHp+84S2hOsfv36atasmdauXautW7eaE5IAbO/evXuaM2eOfvjhBx05ckT//vuvChQooHr16ikwMFBVq1a1d4gAAAAA8EyyOsk3ceJE+fj4aOzYsfrwww8tPrgBAADA0xMbG6tevXopNjbWnNiL4+/vr3nz5iXad9OmTTpw4IB5/6zx48erSpUqWrJkiT7++GN5eXmZk3pz585V/fr1LZ4ivHDhgi5duqQiRYqoVKlSKYo9JiZG+/btk5OTk+rUqZOivo+bNGmS1q9fryFDhmjv3r1JPrkIwDpxS+pev35dr7zyioYPHy43NzddvHhRK1asUM2aNTVz5kz17NnT3qECAAAAwDPH6szclClTVKlSJY0ZM0Zff/21vL295eHhYfHhisFgMN+pDQAA8Cy79k+U9py5obtRMcrm4iQvxyirj7Vr1y6dP39er7zySrwEn/RoKcuFCxcqNjY2wb79+/c3J/gkKWvWrHrzzTc1ZswYHThwQF5eT94PJDw8XJISbTt9+nTdvn07XtmAAQOUK1cu3bhxQ9HR0fL09JSrq+sTz5WYypUrq3Pnzpo3b56+//57vfHGG1YfC4ClNWvW6I033lDt2rUVGhqqggULxqv/6KOPNGrUKPXt21fVq1c3P9FnMplIugMAAABAGrA6yRcaGmr++sqVK7py5UqC7UjyAQCAZ93J8EjN3PKXwo6FK9ZoMpcbI69Kku5GxaT4mIcPH5YkiwSfJBUpUkRFixbV2bNnE+xbrVo1i7LChQtLkkVizlrTp0/X+fPn45UFBASYl/q0lXHjxum7777TiBEj9Oqrr9r02MCz7NKlS+rUqZMaNmyo5cuXy9nZOcF2Y8eO1dq1azVt2jTNnz9fb7/9tkqUKKGhQ4emccQAAAAA8OyxOsmX2IdGAAAA+J/tp66p17z9ijGa4iX4JMloevT+twu3tf3UNdUrkz/Zx42MjJQkFShQIMF6Dw+PRP9ec3d3tyiLW3o9saf/Ejq+JF2+fDnB+nPnzpm/btq0qdavX29+nzdvXjk7O+vGjRuKiopKcM+95CpatKj69u2radOmafbs2SwZCNjI4MGDlSVLFoWEhMjZ2Vndu3dPtO29e/e0Y8cOSVK5cuU0YsQI9ejRQ/nzJ39MAwAAAACknNVJvmLFitkyDgAAgEznZHikes3br4cxRpmSaGc0mdRr3n792O9llfO0TMAlJC5Rd/Xq1QTrIyIiUhpuihQrVkyFChXSxYsXdfr06RTty+fk5KQaNWro559/1o4dO9S4ceNUxTJ8+HDNmTNHY8eO1ZtvvpmqYwGQ7ty5ox9++EGDBg1S3rx5JUkXL17UH3/8ob///lsODg7Kly+frl+/LqPRqMKFC6tSpUqSpJ49e2rUqFH65ptv9OGHH9rzMgAAAAAg03OwdwAAAACZ1cwtfynGaEoywRcnxmjSl1tPJ/vY3t7ekqSff/7Zou7vv//WhQsXkn2sxDg6OkpK/Om+bt26SZLGjx+f4mP36NFDkjRhwgSZTEl/h6Kikt67ME+ePBoyZIgiIiL06aefpjgWAPFt27ZNDx8+VNu2bc1lI0aM0LVr1xQUFKR///1X4eHhunv3rsaPH6/r169ryJAhkqTs2bOrTp06CgsLs1f4AAAAAPDMSHWS78GDB9q5c6e+++47zZs3L8EXAADAs+baP1EWe/AlJdZo0pqjV3T936QTWnFq166tokWLatWqVdq9e3e8upEjRyZ72c2k5MmTR9KjJ3gSMmjQIJUpU0YhISEaNmyYHjx4YNEmJiZGd+/etSjv0qWL6tSpo23btqlbt276559/LNpERESoZ8+eWrdu3RNj7d+/vwoVKqTp06cneD4AyRf3//zjT+gOHTpUDRs21KhRo+Tq6ipJcnFx0bBhw9S4ceN4e/CVL19eJ0+eTNugAQAAAOAZZPVynZI0c+ZMjRw5Unfu3Emw3mQyyWAwqGvXrqk5DQAAQIaz58yNZCf4oq+d0/U1j55Aa388VEVyu5nrypUrJx8fH4s+jo6OmjVrll555RX5+vqqffv2KliwoLZv365Lly7J29tbR44cSdU1lCtXTl5eXlqyZIlcXFxUuHBhGQwGvfvuu8qZM6fc3d21YcMGtWnTRpMmTdK3336rRo0aqVixYoqJidGVK1e0efNmRUREqGLFisqVK5f52E5OTlq5cqVef/11zZ07Vz/99JOaNGmiEiVK6OHDhzpx4oS2bdum6Ohode7c+YmxZs2aVUFBQezJB9jA/fv3JT36/yrO4cOH1bdv3wTblylTRhs3bjS/d3V1JdkOAAAAAGnA6iTfDz/8oHfffVeVKlXSyJEj9f7776tNmzaqWbOmduzYobVr16pdu3Zq2bKlLeMFAADIEO5GxSS7bey/N3X32GZJ0pZj8evq1auXYJJPkpo1a6YNGzZo1KhRWrp0qbJmzaqGDRvqu+++U/Pmzc379lnL0dFRP/zwg4YMGaLFixebn7br3LmzcubMKenR3ny//vqrFi9erKVLl2r79u26ceOGnJycVLBgQTVo0EDt27dXq1atzMt/xsmTJ482bdqkH374QQsWLNDOnTu1YsUKOTk5qWTJkurVq5d69+6t8uXLJyvebt26aerUqTxBBKSSp6enpEdL/5YoUUKSlC9fPm3fvt18I2cco9GorVu3Kl++fOayiIgIeXh4pG3QAAAAAPAMsjrJN336dBUoUEC7d++Wm5ub3n//fVWpUkVDhgzRkCFDtGjRIvn7+yd6tycAAEBmls3lyX9mOeX0ULEhq+OVfdGxqlpW9rJom9i+dQ0aNNDOnTvjlf3zzz86ffq0KlWqFK88KChIQUFBCR4nICBAAQEBFuU1a9bUtm3bEr8IPXoqr0uXLurSpUuS7RJiMBjUrl07tWvXLlntk4rF0dFRR44cUVhYmJo3b57iWAA84uPjI5PJpJ07d5qTfH369NHw4cPVqlUrBQYGqnDhwrp48aKmT5+u3377Ld7enLt27dILL7xgr/ABAAAA4Jlh9Z58R44c0SuvvCI3t/8tJ/X43i8dO3aUr6+vxo4dm7oIAQAAMiCfknnl6GB4csPHODoY5FMyb7Lb371712Ivu9jYWA0aNEj3799XmzZtUnR+AJCk5557ThUrVtTXX39tLhs2bJhGjRqlLVu2qHHjxipfvrwaN26szZs3a8SIERo2bJikRwm+U6dO6dVXX7VX+AAAAADwzLA6yRcdHa38+fOb32fNmlW3b9+O18bb21u//fZbio996dIlde7cWXnz5lXWrFlVqVIl7d+/31xvMpk0atQoFSxYUFmzZlWjRo30559/xjvGzZs31alTJ7m7uytXrlzq0aOH/v3333htjhw5ojp16sjV1VVFihTRlClTUhwrAABAQvLncFHzip7JTvQ5OhjUolJB5cvukuxz/PnnnypYsKDatWunQYMGqXfv3qpcubK+/vprPf/883rvvfesDR/AM27UqFHavXu3goODzWVBQUG6cuWK1qxZo3nz5iksLEyXL18239gZFRWl/v37q3Tp0nrzzTftFToAAAAAPDOsXq7Ty8tLV65cMb8vVqyYDh48GK/N+fPn5eSUslPcunVLL7/8sho0aKC1a9cqf/78+vPPP5U7d25zmylTpmjGjBmaO3euSpQooZEjR8rPz08nTpyQq6urJKlTp066cuWKNm7cqOjoaHXr1k29evXSokWLJEmRkZFq0qSJGjVqpFmzZuno0aPq3r27cuXKpV69eln7bQEAADDr61taG05EyGg0KeHFNh8xSHJyMOidBqVSdPxChQrp9ddf1/bt27Vu3TrFxMSoaNGi+uCDDzR8+HBly5YtVfEDeHa99tprateunfr27atChQqpadOmkqScOXOav35cVFSU3nzzTR0/flybNm2y2IMTAAAAAGB7Vif5XnzxxXhP6TVt2lSfffaZJk6cqFdeeUW7du3SDz/8oEaNGqXouJMnT1aRIkUUEhJiLovbB0J69BTf9OnTNWLECLVu3VqSNG/ePHl4eGjlypXq0KGDfv/9d61bt06//vqrqlevLkn6/PPP1bx5c33yySfy8vLSwoUL9fDhQ82ZM0dZsmTR888/r0OHDmnatGkJJvmioqIUFRVlfh8ZGSnp0RON0dHRKbrGzCTu2p/l7wGA1GMsQWZVKm9Wfd2pit5bfFAxJpNijZapPkcHg5wMBs14s4pK5c2aov8PcuXKpdmzZyda/yz+P8V4kvnws7SfefPmqXXr1mrZsqX69++vIUOGqECBAhbttm/froEDB+rEiRMKDQ1V7dq17RAtAAAAADx7DCaTKakbyxO1YsUKffjhh1q7dq2KFy+ua9euqXr16vr7778lPUrG5cyZUzt27FClSpWSfdwKFSrIz89Pf//9t7Zv365ChQrpnXfeUc+ePSVJZ86cUalSpXTw4EFVqVLF3K9evXqqUqWKPvvsM82ZM0fvv/++bt26Za6PiYmRq6urvv/+e7Vt21Zdu3ZVZGSkVq5caW6zdetW+fr66ubNm/GeHJQeLU0zZswYi3gXLVoUb19CAAAAALZz7949dezYUXfu3JG7u7u9w3nmGI1GjR07VlOnTtXDhw9Vv359Pffcc8qZM6fCw8O1Y8cOnTlzRt7e3vryyy/l4+Nj75BTLTIyUjlz5kw3/+bOnTunEiVKyM/PT+vWrZMkBQQEaO7cuTp79qyKFy9u83NGR0crLCxMzZs3l7Ozc4r6GgwGlS1bVidPnrSoW7ZsmTp16iQ3NzetWbNGL730kkJDQ9WtWzdJ0oQJE8z7Oz5u0qRJGjZsmEJCQhQQEGAuL168uM6fP698+fLpzJkzypEjh0VfV1dXeXp66ty5cym6DgC2kZrxBADiMJZkPuntb+6MzOon+dq2bau2bdua3+fPn1+HDh3St99+qzNnzqhYsWLq0qWLChUqlKLjnjlzRl999ZUCAwP14Ycf6tdff9V7772nLFmyyN/fX+Hh4ZIkDw+PeP08PDzMdeHh4RZ3mDo5OSlPnjzx2jz+hODjxwwPD7dI8g0bNkyBgYHm95GRkSpSpIiaNGnyTP8jjI6O1saNG9W4cWMGWABWYyzBs+LG3Yf69dxN3X0Qo2yuTnqxeB7lzZbF3mFlKownmU/cChqwDwcHBwUFBalv37767rvvtHnzZv3yyy+6d++eChQooKZNm6ply5by8/Ozd6hI57755hv17t1bHh4eWr9+fYI3A0+ePFlvv/228uTJk6JjX79+XVOmTNG4ceNsFS4AAACQIVid5EtI7ty5NWjQoFQdw2g0qnr16powYYIkqWrVqjp27JhmzZolf39/W4RpFRcXF7m4uFiUOzs78wGS+D4AsA3GEmR2nrmc1aoK++SlBcaTzIOfY/qQP39+9evXT/369bN3KMiAJk+erKFDh6pkyZLauHGjSpYsadGmVKlSOn36tMaPH6+pU6cm+9jOzs4qWLCgPv30U/Xt21eenp62DB0AAABI1xzsHcB/FSxYUBUqVIhXVr58eV24cEGSzH+wR0RExGsTERFhrvP09NTVq1fj1cfExOjmzZvx2iR0jMfPAQAAAABInrt379o7hGdC8eLFNXfuXEmP9q83GAwyGAyqX79+vHZnz57VW2+9paJFi8rFxUUFCxZUQECAzp8/b3HMuP6XLl1Sx44dVbBgQXXo0EGtW7fWmTNnJEm///672rRpozx58ihHjhx67bXXLObUCRk8eLCGDh2qSpUq6eeff04wwSc9WoK0dOnSmjlzpnn+nxwODg4aM2aM7t69m+AWGwAAAEBmluwn+ebNm2f1Sbp27Zrsti+//LL++OOPeGWnTp1SsWLFJD2axHh6emrz5s3mPfkiIyO1d+9e9enTR5JUq1Yt3b59WwcOHFC1atUkSVu2bJHRaFTNmjXNbYYPH67o6Gjz3cEbN25U2bJlLZbqBAAAAIBnVcuWLTV37lzlzZs30Tb79u1Tp06d9Oeff6ZhZM+mAQMGKDQ0VIcPH1b//v2VK1cuSYq3N9/evXvl5+enu3fvqmXLlnruued07tw5LVy4UGvXrtXu3bstkm23bt1S7dq15enpqS5dumjXrl1au3atGjdurB9//FF16tRRtWrV1L17dx04cEDLly/XzZs3tWXLlgTjjI2N1dtvv63g4GC9/PLLWr16tTnWhDg5OWn8+PFq3769Ro4caU5kJkfXrl01depUffvttxo4cKDKlCmT7L4AAABARpbsJF9AQIAMBkOKDm4ymWQwGFKU5Bs4cKBeeuklTZgwQW+88Yb27dun2bNna/bs2ZIe3WE4YMAAffTRR3ruuedUokQJjRw5Ul5eXmrTpo2kR0/+NW3aVD179tSsWbMUHR2tfv36qUOHDvLy8pIkdezYUWPGjFGPHj00ZMgQHTt2TJ999pk+/fTTFF0jAAAAAGRmYWFhqly5subOnatGjRpZ1E+aNEmjR4+Wk5NNd4NAIgYMGKBDhw7p8OHDGjBgQLzknvRob9IOHTrIaDRq3759qlq1qrlu165dql+/vvr3769Vq1bF63fkyBENHDhQ06ZNU3R0tMLCwrR27Vp9/fXXqlOnjoKCgtS/f39Jj+b6LVu2VFhYmH777Te98MIL8Y718OFDtW/fXsuXL1ezZs20bNkyubm5PfHaXn/9dX3yySdasGCB3n//fVWuXDlZ3xMHBwdNmjRJLVu21Icffqhly5Ylqx8AAACQ0SV7FhYSEvI04zB78cUXtWLFCg0bNkxjx45ViRIlNH36dHXq1MncZvDgwbp796569eql27dvq3bt2lq3bp1cXV3NbRYuXKh+/fqpYcOGcnBwULt27TRjxgxzfc6cObVhwwb17dtX1apVU758+TRq1Cj16tUrTa4TAAAAADKCRYsWqXfv3mratKkGDhyoiRMnysnJSZcvX1aXLl20detWVaxYUYsXL7Z3qJC0evVqnTt3TmPHjo2X4JOk2rVrq3Xr1lq5cqUiIyPl7u5ursuePbs++uijeO3bt2+vr7/+Wnnz5tV7771nLjcYDOrQoYPCwsJ0+PBhiyTf2bNndfbsWRUrVkwrVqxIcH/7hBgMBk2ePFm+vr4aOnSowsLCkn3dLVq0UN26dbV8+XLt27dPNWrUSHZfAAAAIKNKdpLP39//acYRT8uWLdWyZctE6w0Gg8aOHauxY8cm2iZPnjxatGhRkuepXLmydu7caXWcAAAAAJDZdejQQT4+PurUqZOmTp2qrVu3qmfPnhoxYoRu3Lihvn376pNPPkl2IgdP1549eyRJf/zxh4KCgizqw8PDZTQaderUKVWvXt1c/txzz1k8bRe3X33lypUtVvYpWLCgJOny5csW5/Dy8lLu3Ll1/Phx9e3bV998802yVwZq0KCBmjZtqrVr12r79u2qV69esvpJ0pQpU+Tj46MhQ4Zo69atye4HAAAAZFSspwIAAAAASFLx4sW1c+dODR06VJ988oneeecd5cqVS6tXr1bz5s3tHR4ec/PmTUmPVrdJyt27d+O9f/ypvjhxS7AmVRcdHW1RlyNHDm3dulUNGzZUcHCwjEajvv32Wzk4OCTrGiZNmqQNGzZo8ODB2rt3b7L6SFLNmjX16quv6ocfflBYWBj/NgEAAJDpJe8vbAAAAADAM+3YsWNavXq1pEerq0RGRmrfvn0yGo12jgyPi0vIrVq1SiaTKdFXSp6Qs0b+/Pm1ZcsWeXt7KyQkRN26dUv2vxVvb2916tRJ+/bt0/fff5+i806YMEFOTk4aOnQo/zYBAACQ6Vmd5HNwcJCjo+MTX2y+DgAAAAAZ24wZM+Tj46PTp09r0qRJOn78uLy9vTVu3DjVrVtXFy5csHeIzxRHR0dJUmxsrEVdzZo1JUm7d+9O05gSki9fPm3ZskVVq1bVvHnz1LVr1wRjTsi4cePk4uKi4cOHKyYmJtnnLFu2rHr06KGjR49q/vz51oYOAAAAZAhWJ/nq1q2b4Mvb21tubm4ymUyqXLmy6tSpY8t4AQAAAABpqGXLlho4cKAKFy6sX375RYMHD1bZsmW1Z88eBQYGavfu3fL29taSJUvsHeozI0+ePJKkixcvWtS1bt1aRYsW1bRp07Rjxw6L+ujoaO3ateupxxgnT5482rx5s6pVq6aFCxeqc+fOyUr0FStWTO+8847+/PNPhYaGpuicQUFBcnNz06hRo3iaDwAAAJma1Y/Zbdu2LdG6e/fuaejQoVq3bp02btxo7SkAAAAAAHYWFhamgIAAff7558qWLZu53MnJSR9//LGaNGkif39/derUSR06dLBjpM8OX19fffLJJ+rVq5fatWunbNmyqVixYurSpYtcXFy0bNkyNWvWTPXq1ZOvr68qVaokg8Gg8+fPa+fOncqbN69OnjyZZvHmzp1bmzZtkp+fn5YsWSKj0aiFCxc+ceWf4cOHa86cOTp9+nSKzufp6amBAwdq/PjxqQkbAAAASPeeyp58bm5umjFjhnLmzKlBgwY9jVMAAAAAANLA4sWLNWfOnHgJvsc1btxYR44cUYsWLdI4smdXs2bNNGXKFEnS1KlTNXLkSAUHB5vrX3zxRR0+fFj9+/fXxYsXNWvWLM2ZM0cnT55UmzZt9OWXX6Z5zLly5dLGjRvl4+OjpUuXqkOHDoqOjk6yT968eTVkyBCrzjd48GDly5fPqr4AAABARmEwmUymp3XwwMBALViwQFevXn1ap7CbyMhI5cyZU3fu3DFvbP4sio6OVlhYmJo3by5nZ2d7hwMgg2IsAWArjCeZD393I63xb46xFIDtMJ4AsAXGksyHv7ltx+rlOpPj2rVr+vfff5/mKQAAAAAAaeDgwYNavHixTp48qXv37mnTpk2SpPPnz2vv3r1q1KiRea84AAAAAMDT91SSfHHr63/33XeqXr360zgFAAAAACCNDB48WFOnTlXcQjAGg8FcZzKZ1LFjR02dOlX9+/e3V4gAAAAA8MyxOslXsmTJBMtjYmJ09epVRUdHy9nZWRMnTrQ6OAAAAACAfYWEhOiTTz5Rq1atNH78eC1evFiTJk0y1xcvXlw1atTQTz/9RJLPBq79E6U9Z27oblSMsrk4yadkXuXP4WLvsAAAAACkQ1Yn+YxGY7y7N+M4OzurYsWKevHFF9WvXz89//zzqQoQAAAAAGA/X375pcqXL6/ly5fLyclJWbJksWhTrlw58/KdsM7J8EjN3PKXwo6FK9ZoMpc7OhjUvKKn+vqWVjlP9isBAAAA8D8O1nY8d+6czp49a/E6ffq09u/fr6+++ooEHwAAAABkcCdOnFDjxo3l5JT4PaIeHh66evVqGkaVuWw/dU2tv/jZIsEnSbFGk8KOhav1Fz9r+6lrdooQAAAk17lz52QwGOK93Nzc5OXlpYYNG2rUqFE6ffq0Rb9t27aZ2ye1BdbatWvN7erXrx+vLigoyOLcj7/atGlj46sFYG9PZU8+AAAAAEDm4OTkpIcPHybZ5vLly8qePXsaRZS5nAyPVK95+/UwxihTIm1ijSYZjSb1mrdfP/Z7mSf6AADIAEqVKqXOnTtLkqKionT16lXt27dP48aN04QJEzR48GCNHz/eYrU8JycnHThwQEeOHFHlypUtjhscHCwnJyfFxMQkeu527dqpYsWKFuXlypVL5VUBSG9skuQ7ePCgDh48qDt37ihnzpyqWrWqqlataotDAwAAAADsqFKlStqyZYtiY2Pl6OhoUX/v3j1t2rRJ1apVs0N0Gd/MLX8pxmhKNMEXxyQpxmjSl1tPa8abzLcBAEjvSpcuraCgIIvyXbt2qUuXLpo4caIcHR01bty4ePV+fn5au3at5syZo+nTp8eru379ulatWqXmzZvrp59+SvTcr732mjp06GCLywCQzlm9XKck/frrr6pSpYqqV6+unj176v3331fPnj1VvXp1ValSRfv377dVnAAAAAAAO+jevbtOnTql3r17KyoqKl5dZGSkAgICFB4erp49e9opwozr2j9RCS7RmZhYo0lrjl7R9X+jntwYAACkS7Vr19a6devk4uKiKVOm6OLFi/HqCxcurMaNG2vhwoUWqyksWLBADx8+VPfu3dMyZADpmNVJvt9++00NGjTQkSNH5Ovrq9GjR+urr77S6NGjzeUNGjTQoUOHbBguAAAAACAtde/eXR06dFBwcLDy58+v4OBgSVKNGjVUqFAhLVu2TP7+/nrttdfsHGnGs+fMjWQn+OLEGk3ac+bGU4oIAACkhbJly+qNN97Qw4cPtXLlSov67t27m5/ae9ycOXP0/PPPq2bNmmkUKYD0zurlOocNG6bo6GitX79ejRs3tqhfv369WrVqpaFDh2rdunWpChIAAAAAYD+LFi1SgwYN9MUXX+jYsWMymUzav3+/ypcvr/fee09vv/22vUPMkO5GJb6XTlL+fWBdPwAAkH7Ur19f8+fP16+//mpR16ZNG+XNm1dz5sxRu3btJD1aVe/o0aOaOnXqE4+9bNkynTx50qJ86NChcnV1TX3wANINq5N8v/zyi15//fUEE3zSo7WDX3vtNa1evdrq4AAAAAAA6UPPnj3Vs2dP3b9/X7du3ZK7u7uyZ89u77AytGwu1k3Js7taPZUHAADphJeXl6RH++z9V5YsWdSpUyfNnDlTly9flpeXl+bMmSNnZ2d16dJFsbGxSR57+fLlWr58uUX5gAEDSPIBmYzVy3U6OTmpWLFiSbYpUaJEghuzAwAAAAAypqxZs8rLy4sEnw34lMwrRwdDivo4OhjkUzLvU4oIAACkF927d1dsbKzmzp2rBw8eaMmSJWrZsqXy58//xL6LFy+WyWSyeOXKlevpBw4gTVmd5HvppZe0d+/eJNvs2bNHtWvXtvYUAAAgHTl37pwMBoMCAgJS1M9gMKh+/fpPJSYAADKy/Dlc1LyiZ7ITfY4OBrWoVFD5srs85cgAAMDTdvnyZUlKNGnn7e2tF154QSEhIVq+fLlu376t7t27p2WIADIAq5N8H3/8sQ4cOKARI0bo3r178eru3bunDz/8UAcPHtSUKVNSHSQAALAUl3QzGAzy9PRUTEzC+/P8/vvv5nbFixe3eRz169eXwZCypxCCgoLMMRkMBjk6OipXrlwqU6aMXn/9dYWEhOju3btPPM7YsWNlMBjk7Oys8PDwRNsFBATEO19Cr9DQ0BRdAwBkVg4ODnJ0dEzxy8mJJSSt0de3tJwcDHrSb1KDJCcHg95pUCotwgIAAE/Ztm3bJEkvvvhiom169OihP//8U0OGDJGXl5eaNWuWRtEByCisnoV98sknqly5siZOnKivvvpKVatWlYeHhyIiInTw4EHdvn1bderU0ccffxyvn8FgUHBwcKoDBwAAjzg5OSkiIkJhYWF65ZVXLOqDg4Pl4GD1fT2p9vvvv8vNzS3Bunbt2qlixYqSpMjISJ07d07btm3TsmXLNGrUKM2fPz/RpwBNJpNCQkJkMBgUExOjuXPnasiQIUnG0qNHDxUuXDjBuipVqiT7mgAgM6tbt67FzRu3bt3SkSNH5OjoqCJFipjnfhcvXlRsbKwqV66s3Llz2ynijK2cp7tmd62uXvP2K8ZoUqzRZNHG0cEgJweDZnetrnKe7naIEgAA2NKpU6e0dOlSubi4qG3btom269ixo95//31dunRJQ4cOZWssABasTvI9frf7rVu3tGXLFos2O3bs0I4dO+KVkeQDAMC2XnrpJR0+fFhz5syxSPLFxMRowYIFatSokbZv326X+MqVK5do3WuvvaYOHTrEK4uKitL06dP14YcfqmXLlvrll19UuXJli76bN2/WuXPn1KtXLy1ZskRz5sx5YpLvrbfeko+Pj3UXAgDPiLi7yuP8/fffevnll9WxY0dNmDBBRYsWNddduHBBw4YN088//6zVq1encaSZR70y+fVjv5f15dbTWnP0SrxEX9wSne80KEWCDwCATODnn39W586dFRUVpdGjR6tQoUKJts2VK5fWr1+vmzdv6qWXXkrDKAFkFFYn+c6ePWvLOAAAgJWyZs2qDh06KDg4WFevXlWBAgXMdatXr1ZERIS6d+9ukeQLCAjQ3LlzdfbsWYtlPIOCgjRmzBht3bo1yf30Hn/S4/Gv/f39zTcEGQwG1atXz+JD48S4uLhoyJAhevDggYKCgjR06FCFhYVZtIu7aahXr16KjY1VcHCwdu7cqTp16iTrPACA5Pnggw9UsGBBLViwwKKuaNGiWrhwoXx8fDRo0CAtXrzYDhFmDuU83TXjzaoa1aqC9py5oX8fxCi7q5N8SuZlDz4AADKgv/76S0FBQZKkhw8f6urVq9q3b5+OHj0qR0dHjRgxQqNHj37icerWrfuUIwWQkVmd5CtWrJgt4wAAAKnQvXt3ff3115o/f77ef/99c/mcOXOUJ08etWnT5qmcd/To0QoNDdX58+fjTU5ssfTl+++/rylTpmj9+vW6c+eOcubMaa67efOmVqxYoQoVKqhatWrq2rWrgoODFRwcTJIPAGxs06ZNevvtt5Ns4+vrq2+++SaNIsrc8mV3UcvKXvYOAwAApNLp06c1ZswYSY9uzs2VK5fKlSunkSNHyt/fX6VKsc8ugNRjZ3QAADKBGjVqqGLFigoJCTEn+cLDw7V27Vr16dNHLi5P5wmAoKAgbdu2TefPnzffoWgr2bNnV7Vq1bRz504dOHBAvr6+5rqFCxcqKipKXbp0kSTVqVNHxYsX1/fff68ZM2bI3T3h5cy+/fZbrVu3LsG6oUOHytXV1abXAACZwYMHD3TlypUk21y+fFn3799Po4gAAADSr+LFi8tkstxj90nq16+f7H6enp4Jtg0KCrL53BxA+pbqJN/ChQsVGhqqQ4cOKTIyUu7u7qpataoCAgLUsWNHW8QIAAAkXfsnSnvO3NDdqBhlc3GSl2NUvPru3bsrMDBQe/fuVc2aNTV37lzFxMSoe/fudoo49by8Hj3JcP369XjlwcHBcnBwUOfOnSU9WhK0c+fO+uijj7RkyRL16tUrweMltS/wgAEDSPIBQAKqVaumJUuWqGfPnqpVq5ZF/S+//KLvvvuOPU8BAAAAII1ZneSLjY3VG2+8oZUrV8pkMsnV1VVeXl6KiIjQpk2btHnzZi1fvlzff/+9HBwcbBkzAADPlJPhkZq55S+FHQtXrPF/d+oZI69Kku5GxUiSOnfurCFDhmjOnDmqWbOmQkJCVLVqVZssnZme7N+/X4cPH1bDhg1VuHBhc3nXrl310UcfKTg4ONEk3+7du/kQGgBSaPz48WrYsKHq1KmjVq1aqXbt2ipQoICuXr2qnTt3avXq1XJyctJHH31k71ABAADS3H9vyPUpmVf5c7CfLoC0YXWSb8aMGVqxYoVq166tyZMnx7ujc8+ePRoyZIhWrlypzz//XP3797dJsAAAPGu2n7qmXvP2K8ZoipfgkyTj/y/N8duF29p+6prqlcmvVq1aacmSJXr99df1xx9/6PPPP7dH2DZz+fJlSVL+/PnNZXFP43Xt2jVe2+eee04+Pj7as2ePjh8/rueffz7tAgWATKx27doKCwtTr1699OOPP+rHH3+UwWAwLxFVokQJzZ49Wy+//LKdIwUAAEg7id2Q6+hgUPOKnurrW1rlPBPeSgIAbMXqR+zmzp2rMmXKaPPmzRZLtvj4+GjTpk0qU6aMQkJCUh0kAADPopPhkeo1b78exhgtEnyPM5pM6jVvv06GR6pHjx6KjIxUQECAXF1d1alTp0T7xT1pHxMTY1F3586d1F9AKv377786cOCAHB0d9cILL0iS7t+/r8WLF0uS/P39ZTAY4r327NkjKellOQEAKdewYUP99ddf2r59u2bMmKGxY8dqxowZ2r59u/766y81bNjQ3iECAACkme2nrqn1Fz9bJPgkKdZoUtixcLX+4mdtP3XNThECeFZY/STfqVOn1K9fPzk7OydY7+zsrFatWumLL76wOjgAAJ5lM7f8pRijScnZdjvGaNKXW0/r0zf8VKhQIV26dEkdOnRQ7ty5E+0TV3fp0iWVLl06Xt3BgweTHaejo6OkR0t5x31tC1OnTtW9e/fUsmVL5cyZU5K0bNky3blzR1WqVFG1atUS7Ldw4ULNnz9fkyZNUpYsWWwWDwA86wwGg+rUqaM6derYOxQAAAC7efyG3MTm67FGk4zGRzfk/tjvZZ7oA/DUWJ3ky5Ili+7evZtkm7t37/LhGgAAVrj2T1SCdwQmJtZo0pqjVzSqVQWtXLlSf//99xP34nvxxRclSaGhoapXr565fNmyZdq+fXuyY82TJ48k6eLFiypevHiy+yUmKipKn332mcaOHavs2bNr4sSJ5rq4J/SmTZumBg0aJNj/3r17Wrx4sX766Se99tprqY4HAAAAAIA4yb0h16T/3ZA7482qaREagGeQ1Um+qlWraunSpRo+fLi8vLws6q9cuaKlS5eal9cCAADJt+fMjWQn+OLEGk3ac+aGWlavrurVqz+xfevWrVWqVCmFhobq4sWLqlq1qn7//Xdt2bJFzZs3V1hYWLLO6+vrq2XLlqldu3Zq1qyZXF1d5e3trVatWj2x77Jly3Ty5ElJj5bnPHv2rHbs2KHr16+rSJEiWrBggSpWrChJ+uuvv7Rjxw4VL15c9evXT/SY3bp10+LFixUcHGyR5Pv222+1bt26BPv5+PioadOmybpmAHjWXLt2TSEhIfr11191+/ZtxcbGWrQxGAzavHmzHaIDAABIG6m5ITdfdpenHB2AZ5HVSb7AwEC1bt1a1atX1/vvv6969erJw8NDERER2rZtm6ZNm6abN28qMDDQlvECAPBMuBtluU9ecvz7IPn9smbNqk2bNmngwIHavHmz9uzZIx8fH+3YsUOrV69OdpKvZ8+eOnfunJYsWaLJkycrJiZG/v7+yUryLV++XMuXL5eDg4OyZ8+uAgUKqH79+mrRooXeeOMNubm5mdvOmTNHJpPJvBdfYho2bKgiRYpow4YNunjxoooUKWKuS2qvvv79+5PkA4AEHDlyRL6+vrp165ZMpsQ/0EpqbAYAAMgMUnVDbmXLB2UAILWsTvK1atVKn3zyiYYOHarBgwfHqzOZTHJyctInn3yili1bpjpIAACeNdlcnvwr2imnh4oNWR2vLLtr4v0ePHhgUVa8eHGtWLHCorx69eoKCgqyaJvQh7tOTk6aPHmyJk+enOB5E+oTFBRkcfwnmTBhgiZMmPDEdg4ODrpw4UK8stDQUIWGhqbofACAR95//33dvHlTI0aMUI8ePVS4cGGb7sEKAACQUaTFDbkAkBJWJ/mkR0/ztWnTRgsXLtShQ4cUGRkpd3d3Va1aVR07dlTJkiVtFScAAM8Un5J55ehgSNEdgo4OBvmUzPsUowIAPIt2796tNm3aaOzYsfYOBQAAwK6Sc0NuQpK6IRcAUiPVo0vJkiU1cuRIW8QCAAD+X/4cLmpe0TPZa/07OhjUolJB1vgHANhclixZVKpUKXuHAQAAYHfckAsgvXGw1YFiYmJ069YtxcTw6DEAALbQ17e0nBwMetIORwZJTg4GvdOAD2ABALZXr1497d+/395hAAAA2F3cDbmODsnbi5gbcgE8balK8sXGxurTTz+Vt7e3XF1dlS9fPrm6usrb21vTp08n4QcAQCqU83TX7K7VlcXJIdEJhKODQVmcHDS7a3WV83RP4wgBAM+CTz75RMeOHdMnn3xi71AAAADsjhtyAaQnVi/X+e+//8rPz0979uyRg4ODihYtKg8PD0VEROjEiRN6//33tWzZMq1fv17ZsmWzZcwAADwz6pXJrx/7vawvt57WmqNX4i0JEndH4DsNSpHgAwA8NePHj1fFihU1ZMgQzZo1S1WqVJG7u+XvHYPBoODgYDtECAAAkHbibsjtNW+/YoymBJfudHQwyMnBwA25AJ46q5N8o0aN0u7du9WxY0dNmDBBRYsWNddduHBBw4YN0+LFizVq1ChNnTrVJsECAPAsKufprhlvVtWoVhW058wN/fsgRtldneRTMi9LfgAAnrrQ0FDz12fOnNGZM2cSbEeSDwAAPCu4IRdAemF1km/p0qWqXr26FixYYFFXtGhRLVy4UKdOndJ3331Hkg8AABvIl91FLSt72TsMAMAz5uzZs/YOAQAAIN3hhlwA6YHVSb4bN26oa9euSbZp1KiRPvvsM2tPAQAAAACws2LFitk7BAAAgHSLG3IB2JODtR2fe+45Xb16Nck2165dU+nSpa09BQAAAAAAAAAAAIAEWP0kX//+/TVgwAANHDhQzz//vEX90aNHtWTJEs2YMSNVAQIAAAAA0s6OHTskSTVq1JCrq6v5fXLUrVv3aYUFAAAAAPgPq5N8zz33nHx9fVW9enX5+/urdu3a8vDwUEREhHbu3Kl58+bJz89PpUuXtpgUMvEDAAAAgPSpfv36MhgM+v3331WmTBnz++SIjY19ytEBAAAAAOJYneSLm+iZTCbNnj1b33zzjbnOZDJJklatWqVVq1ZZ9GXiBwAAAADp06hRo2QwGJQvX7547wEAAAAA6YvVST4megAAAACQ+QQFBSX5HgAAAACQPlid5GOiBwAAAAAAAAAAANiHg70DAAAAAAAAAAAAAJAyVj/JF+fgwYNavHixTp48qXv37mnTpk2SpPPnz2vv3r1q1KiR8uTJk+pAAQAAAABPn6+vrwwGg+bOnavChQvL19c3Wf0MBoM2b978lKMDAAAAAMRJVZJv8ODBmjp1qkwmkyTF26PPZDKpY8eOmjp1qvr375+6KAEAAAAAaWLbtm0yGAy6d++e+X1ysGc7AAAAAKQtq5frDAkJ0SeffKKWLVvqyJEjGjZsWLz64sWLq0aNGvrpp59SHSQAAAAAIG0YjUbFxsaqTJky5vfJecXGxto5cgAAAAB4tlj9JN+XX36p8uXLa/ny5XJyclKWLFks2pQrV868fCcAAAAAAAAAAAAA27D6Sb4TJ06ocePGcnJKPE/o4eGhq1evWnsKAAAAAAAAAAAAAAmw+kk+JycnPXz4MMk2ly9fVvbs2a09BQAAAAAgndi3b59+/fVX3b59O8GlOQ0Gg0aOHGmHyAAAAADg2WR1kq9SpUrasmWLYmNj5ejoaFF/7949bdq0SdWqVUtVgAAAAAAA+7l586batGmjn3/+WSaTKdF21iT5Zs6cqY8//ljh4eHy9vbW559/rho1aiTYNjo6WhMnTtTcuXN16dIllS1bVpMnT1bTpk3NbYoXL67z589b9H3nnXc0c+bMFMUGAAAAAOmd1Um+7t2766233lLv3r31xRdfxKuLjIzUW2+9pfDwcH322WepDhIAAAAAYB+BgYHatWuX6tevL39/fxUuXDjJbRuS67vvvlNgYKBmzZqlmjVravr06fLz89Mff/yhAgUKWLQfMWKEFixYoG+++UblypXT+vXr1bZtW/3yyy+qWrWqJOnXX3+N95ThsWPH1LhxY73++uupjhcAAAAA0hur9+Tr3r27OnTooODgYOXPn1/BwcGSpBo1aqhQoUJatmyZ/P399dprr9ksWAAAgMzk3LlzMhgM8V5ubm7y8vJSw4YNNWrUKJ0+fdqi37Zt28ztq1evnujx165da25Xv379eHVBQUEW53781aZNGxtfLYCMavXq1apRo4Y2b94sf39/NWzYUPXq1UvwlRLTpk1Tz5491a1bN1WoUEGzZs2Sm5ub5syZk2D7+fPn68MPP1Tz5s1VsmRJ9enTR82bN9fUqVPNbfLnzy9PT0/za/Xq1SpVqlSKYwMAAACAjCBVt18uWrRIDRo00BdffKFjx47JZDJp//79Kl++vN577z29/fbbtooTAAAg0ypVqpQ6d+4sSYqKitLVq1e1b98+jRs3ThMmTNDgwYM1fvx4GQyGeP2cnJx04MABHTlyRJUrV7Y4bnBwsJycnBQTE5Poudu1a6eKFStalJcrVy6VVwUgs7h//77q1q1rMQalxsOHD3XgwAENGzbMXObg4KBGjRpp9+7dCfaJioqSq6trvLKsWbNq165diZ5jwYIFCgwMTDL2qKgoRUVFmd9HRkZKerQ8aHR0dLKvKTOJu+5n9foB2A7jCQBbYCzJfPhZ2k6q11jp2bOnevbsqfv37+vWrVtyd3dX9uzZbREbAADAM6F06dIKCgqyKN+1a5e6dOmiiRMnytHRUePGjYtX7+fnp7Vr12rOnDmaPn16vLrr169r1apVat68uX766adEz/3aa6+pQ4cOtrgMAJlUlSpVdO7cOZse8/r164qNjZWHh0e8cg8PD508eTLBPn5+fpo2bZrq1q2rUqVKafPmzfrhhx/iLc/5uJUrV+r27dsKCAhIMpaJEydqzJgxFuUbNmyQm5tb8i4ok9q4caO9QwCQSTCeALAFxpLM4969e/YOIdNI/UYK/y9r1qzKmjVrqo8TFBRkMcEqW7aseaL34MEDvf/++1qyZImioqLk5+enL7/8Mt7k8MKFC+rTp4+2bt2q7Nmzy9/fXxMnToy3b8S2bdsUGBio48ePq0iRIhoxYsQTJ3/p3blz51SiRAn5+flp3bp1kqSAgADNnTtXZ8+eVfHixe0b4H8YDIZ4P9vHLVu2TJ06dZKbm5vWrFmjl156SaGhoerWrZskacKECfHu+o0zadIkDRs2TCEhIfF+nsWLF9f58+eVL18+nTlzRjly5LDo6+rqKk9PT5t/gAEAgLVq166tdevWydvbW1OmTFGvXr1UpEgRc33hwoXVuHFjLVy4UFOmTFGWLFnMdQsWLNDDhw/VvXv3JJN8APAko0eP1iuvvKI9e/bIx8fHbnF89tln6tmzp8qVKyeDwaBSpUqpW7duiS7vGRwcrGbNmsnLyyvJ4w4bNkyBgYHm95GRkSpSpIiaNGkid3d3m15DRhEdHa2NGzeqcePGcnZ2tnc4ADIwxhMAtsBYkvnErZ6B1LNZks+Wnn/+eW3atMn8/vHk3MCBA7VmzRp9//33ypkzp/r166dXX31VP//8syQpNjZWLVq0kKenp3755RdduXJFXbt2lbOzsyZMmCBJOnv2rFq0aKHevXtr4cKF2rx5s9566y0VLFhQfn5+aXuxsPDNN9+od+/e8vDw0Pr161WpUiWLNpMnT9bbb7+tPHnypOjY169f15QpUyyehAAAIL0qW7as3njjDc2fP18rV67Uu+++G6++e/fuWr9+vVatWqV27dqZy+fMmaPnn39eNWvWTOuQAWQy4eHhatGiherVq6dOnTrphRdeSDT51bVr12QdM1++fHJ0dFRERES88oiICHl6eibYJ3/+/Fq5cqUePHigGzduyMvLS0OHDlXJkiUt2p4/f16bNm3SDz/88MRYXFxc5OLiYlHu7Oz8zH+IxPcAgK0wngCwBcaSzIOfo+1YneRzcHB44p4MBoNB7u7uKlu2rNq2bat33303WU/7OTk5JTixu3PnjoKDg7Vo0SL5+vpKkkJCQlS+fHnzXaUbNmzQiRMntGnTJnl4eKhKlSoaN26chgwZoqCgIGXJkkWzZs1SiRIlzBu0ly9fXrt27dKnn36aaJIvI+zTEBeHyWQyf200Gs11TyPO1K6H/HiskvTxxx9r+PDhKlmypMLCwlSyZElzfdwyPKVKldLp06c1btw4TZkyJd7x4trExsZaxOTs7KyCBQvq008/Va9evRL98CC9/DyBZwlrq+NZldDv7oTUqVNH8+fP1969e9W7d2/zHntGo1EtWrRQ3rx5FRwcrFdeeUWStH//fh09elRTpkxJ9BxxvzOXLl2q48ePW5xz8ODBFntfZQSMJ5kPP0v7CwgIkMFgkMlkUmhoqEJDQy3mgiaTSQaDIdlJvixZsqhatWravHmz2rRpI+nRmLZ582b169cvyb6urq4qVKiQoqOjtXz5cr3xxhsWbUJCQlSgQAG1aNEieRcJAAAAABmQ1Um+unXr6s6dOzp8+LAcHR1VtGhReXh4KCIiQhcuXFBsbKwqV66s2NhYHTlyRPv27dPChQu1c+fOJy558ueff8rLy0uurq6qVauWJk6cqKJFi+rAgQOKjo5Wo0aNzG3LlSunokWLavfu3fLx8dHu3btVqVKleMt3+vn5qU+fPjp+/LiqVq2q3bt3xztGXJsBAwYkGlNG2Kch7i7Ya9euKSwsTD179tS1a9ckSWXKlDG3e/755zV+/Ph4/b7//nsdOnRIt2/fVo4cOVSlShW9+eabKlCgQLxztGnTRs8//7wCAwMVGhqqQ4cOKTo6Ws8//7x69uwpT09PXbx4UfPnz9eJEycUExOjqlWr6u2331auXLksYr57967CwsIkSaGhoVq5cqWKFSumkSNH6uTJk/GW8jx8+LAkqWbNmrp3755mzpyp559/Xvnz5ze3+eOPP8xt444r/W+N39atW+vzzz9Xr1691Lt373ixGI1G3bt3L14/AGmLtdXxrPnv7+7E/P3335Kk33//XWFhYTp69KikR0uUb9q0SbVq1VJYWJgWLFigPHnyaNasWXJycpKHh4c2b94sSbpx40a8c/z555+SpBUrVmjFihUW5yxXrlyG3meZ8STzYK8G+wsJCXkqxw0MDJS/v7+qV6+uGjVqaPr06bp79655if6uXbuqUKFCmjhxoiRp7969unTpkqpUqaJLly4pKChIRqNRgwcPjndco9GokJAQ+fv7x1sVBgAAAAAyG6tnPAsWLFDt2rXVtWtXffTRRypcuLC57tKlSxoxYoS2bdumXbt2KWfOnPrggw80e/ZsTZgwQZMmTUr0uDVr1lRoaKjKli2rK1euaMyYMapTp46OHTum8PBwZcmSxSJZ5OHhofDwcEmPlpJJaPP2uLqk2kRGRur+/fsJPm2YEfZpiNtLLn/+/GrevLmGDBmiefPm6ciRI3r33XeVM2dOSY/2p2vevLkkad++ffL399fdu3fVvHlzlS5dWufPn9ePP/6o48ePa8eOHRbL3zg4OGjcuHHy8PBQQECAdu/erf379+vWrVtatmyZAgIC9MILL6hnz5767bfftH37drm4uGjDhg0WMWfLlk1+fn565513tHLlSr300ktauXJlggnB69evS5IqVKigFi1aqFOnTtq+fXu8PTiOHTsmSfL29jZfoyS5ubkpMjJSH3/8sbZs2aJNmzbpk08+iZf8dHBwkJubW7x+ANIGa6sjszsV8Y++2XFGG36PUKzRZC6PjXz0p5ibe+4kf/84OjpKkgoUKKDmzZsrW7ZskqSiRYuqefPmKlSokFavXq1Lly7ptddeU0BAgFq0aKE333zT/PdP3rx5451j//79kqT58+erffv2tr1gO2I8yXzYq8H+/P39n8px27dvr2vXrmnUqFEKDw9XlSpVtG7dOvNc7cKFC3JwcDC3f/DggUaMGKEzZ84oe/bsat68uebPn28xd9i0aZMuXLig7t27P5W4AQAAACC9sDrJ98EHH8jLy0uhoaE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ERPRHzHrMeuow6/2OWY+IqHPgN/mIiNRIS0tDW1sbUlJSYGVlpVS3fPly2NjY4Msvv5R8LiAgAJMnT1b8WyaTYdq0aRBCYOLEiRg2bJiizszMDCEhIWhoaMBPP/2k1biMjY0lZd26ddOqnampKQwNDTX2/8UXX6CtrQ1xcXFwcHBQlBsaGmL9+vUAgB07dkg+17t3b8l++hEREQCAc+fOPfc8VJHfq+7du0vqDhw4gIcPHyIiIkJpexcDAwO8//77WvX/PKqrq5GXl4dBgwYhMjJSqW7BggUYMGAAjh07hlu3bgF4utVLfn4+hg4dirCwMKX2K1askGxrog0LCwusXr1aqSw4OBijR4/G5cuXlbZycXR0xEsvvaTUVk9PDzExMQCAo0ePSvp/1prV19cjIyMDgYGBmD9/vlI7W1tbLFu2DHV1dSr7/qODBw8iLS0NAwcOVPwM/Zl87bX9vSEiIiIikmPWY9bTBbMesx4RUUem+nvRRESEgoICAMDhw4eRm5srqZfJZCgrK5OUu7u7S8rs7OyeWVdTU4PevXurHc/EiROxatUqxMTEIDc3F2PHjoW/vz/69Omj1M7Pzw92dnZITEzExYsXERISAn9/fwwcOBB6enpq+5crKSkBAIwaNUpS5+3tDSMjI1y4cEFS5+7uDn195XdHevbsCQBobGzUeR6a3L17F8DToPNn8nMhfH19JXUjRoxQuyXIXyW/J/7+/pL7rK+vDz8/P5SVleHChQtwcHBQjNPHx0fSl4mJCdzd3ZGXl6fTGDw8PGBqaiopHzlyJHJzc1FSUgJPT08AQEtLCz7++GN89dVXKCsrw8OHD5W25qmpqVH8Xds1O3fuHJ48eYLHjx9LzhgBnp71AABlZWUICQlROYdz584hNDQU5ubm2Lt3r9r/qJAHzvr6eg13hIiIiIhIillvlKSOWU89Zj1mPSKijowP+YiI1GhoaAAAfPDBBzp9rmvXrpIyedjQVPes8wN69eqFgoICvPvuu8jOzsaePXsAAAMGDMDatWsxffp0AIC5uTkKCgrwzjvvICsrC9nZ2QAABwcHrFy5EgsXLtR4nfv37wNQ/eaknp4eunfvjp9//llSp2luf9zHX9t5aCJ/y7C5uVnt+G1tbSV1+vr6sLa2fmb/z0PTfQN+D/jydprGqakfTdR9Rl7+66+/KsqmTZuGrKwsuLi4IDQ0FLa2tpDJZGhsbMTmzZvx+PFjRVtt10z+O3Pq1CmcOnVK7Th/++03leVFRUUYM2YM9PX1cfjwYQwePFhtH01NTQCALl26qG1DRERERKQKsx6zni6Y9Zj1iIg6Mj7kIyJSQx5k7t+/DzMzsxc8mqdcXV2xb98+tLa2ori4GAcPHkRycjJCQ0Nhb2+veFPQ0dERO3bsQHt7Oy5duoQjR44gOTkZMTExsLS0xOuvv672GvJ519bWwsnJSalOCIHa2lqVIe/vmIc6NjY2AH4PGqrGf+fOHUlde3s76uvr0aNHj780flX+eN9U+eWXX5TaaRqnpn40UfcZebm5uTmAp29QZmVlITg4GN99953SVi4FBQXYvHmzpA9t1kw+p7i4OGzcuFGnsRcVFSEoKAjt7e04cuSI0lZHqsjXXv6zQERERESkLWY9Zj1dMOsx6xERdWQ8k4+ISI0RI0YA+H0rl45EJpPBy8sL7733HpKTkyGEwLfffitpp6+vD3d3dyxfvlxxpkRmZqbGvj08PAAA33//vaSusLAQzc3NKreieR7azuPP3NzcAADXrl2T1A0dOhQAVL5dePbsWbS1tf3FUasmvycnTpxQ2goFeBqYT5w4odROPs7Tp09L+nr06JFiixddlJSU4OHDh5LykydPAvh9bX/88UcAwIQJEyRnNcjbqqNpzYYNGwY9PT2cOXNGp3HLQ9+TJ09w6NAhxe+eJvK1l/8sEBERERFpi1nve0kds556zHrMekREHRkf8hERqbFw4UIYGBhg8eLFqK6ultQ3NjYqzjT4JxQXFyu2/fgj+Zt7RkZGAIDS0lKVb/n9uZ06YWFhMDAwwKZNm5T26m9pacGKFSsAAHPmzHmuOQDaz0OTkSNHQl9fH4WFhZK6yZMnw9TUFJ9//rki4ABAW1sb4uPjVfZXWVkJPT099OrVS8tZSDk6OiIgIAClpaVIT09Xqvv0009x9epVBAYGKg64d3Jygo+PDy5cuICMjAyl9klJSSrfXH2WxsZGyZZD8nNGXF1dFWc0yN/azc/PV2pbWlqKdevWSfrVds1efvllzJgxA6dPn0ZSUpIkAANP//Pg0aNHSn0HBQWhra0NBw8ehLe3t1Zzla+9v7+/Vu2JiIiIiOSY9Zj1dMGsx6xHRNSRcbtOIiI1XF1dsXXrVkRHR6N///4YP348nJ2d8eDBA5SXl+P48eOYM2cOPvnkk39kPLt27UJaWhr8/Pzg7OyMrl274sqVK8jOzka3bt0wd+5cAEBOTg6WLVsGHx8fuLi4wMrKCuXl5cjMzISRkRFiYmI0XsfZ2Rnr169HXFwchgwZghkzZsDExARZWVm4du0aJk+ejDfeeONvn4cmlpaW8Pf3R35+Ppqbm5XCooWFBTZt2oQ333wTnp6emDlzJszNzZGdnQ1DQ0PY29tLDo1vb28HgL98UHtqaip8fX0RGRmJrKwsDBo0CKWlpcjMzISNjQ1SU1OV2qekpMDPzw+zZs3C119/jb59++L8+fMoKCiAn58fTpw4IRmrJiNHjkRqaioKCwvh5eWFyspK7N27F8bGxvjss88U7YYPH47hw4djz549uH37Nry8vFBdXY3MzExMmDAB+/btU+pXlzXbunUrrl27huXLl2PXrl3w9vaGhYUFbt26haKiIty4cQO3b99Gly5d0NDQgKCgIDQ2NmLs2LHIyclBTk6O0rUtLCwQGxsrmWtOTg4sLS3h5+en9f0hIiIiIgKY9Zj1dMesx6xHRNRhCSIi0ujs2bNi5syZwt7eXshkMmFtbS1eeeUVsXLlSnH16lVFu7y8PAFAJCQkSPrYvn27ACC2b98uqUtISBAARF5ensa+CgoKRFRUlHB1dRUWFhbC2NhY9OvXTyxatEhUVVUp2l25ckW8/fbbwsPDQ1hZWQlDQ0PRp08fER4eLkpLS595bbkDBw4If39/YWZmJgwNDYWbm5v48MMPRWtrq1K7iooKAUCEh4ervH8AhL+/v87zeJaMjAwBQGRkZKis37t3r/Dw8BCGhobC1tZWzJ8/X9y9e1eYmpqKoUOHSuYKQKxevVqra2uac2VlpZg7d66ws7MTBgYGws7OTsydO1dUVlaq7KukpEQEBwcLU1NTYWZmJsaNGycuX74sQkJCBABx7949ncbzww8/iPHjx4uuXbsKExMT8dprr4mioiLJZ+7cuSPmzZsn7O3thZGRkXBzcxNbtmwR5eXlkrnpumaPHj0SGzZsEJ6ensLExEQYGxuL3r17iylTpoidO3cqfobk49b0x8nJSeV89fT0RGxs7DPvDRERERGROsx6zHp/xqzHrEdE1NnoCaHi+9VEREQdXGtrK/r37w9nZ2fJG4Hq3Lx5E/369cOMGTOUtk1ZunQpUlNTUVVVBWtr679ryFp78uQJnJ2d0dTU9FyHsv/brVmzBhs2bMDVq1fh7Oz8oodDRERERET/R8x6/13MekREuuOZfERE1CnJZDKsW7cOR48elRxofu/ePTx+/FiprKmpCUuWLAEATJkyRanu5MmTiIyM/MdDX1tbG+rr6yXliYmJqKqqkoyTnq5tSkoKoqOjGfqIiIiIiP6FmPX+m5j1iIieD7/JR0REnVpSUhIGDBiAiRMnKsr279+PiIgIjBkzBo6Ojqivr8exY8dQWVmJwMBA5OTk6HT+wd+lsbER3bt3R1BQEFxcXNDa2orCwkKcO3cOdnZ2KC4uhp2d3YseZody/vx5ZGZmYvHixbCysnrRwyEiIiIior8Js95/C7MeEdHz4UM+IiL617lx4wbi4+Nx+vRp1NXVAQD69u2L0NBQLF26VOnw9heppaUFsbGxOHbsGGpqatDc3Aw7OzuMGzcO8fHx6NGjx4seIhERERERUYfBrEdERKSMD/mIiIiIiIiIiIiIiIiIOpkX//11IiIiIiIiIiIiIiIiItIJH/IRERERERERERERERERdTJ8yEdERERERERERERERETUyfAhHxEREREREREREREREVEnw4d8RERERERERERERERERJ0MH/IRERERERERERERERERdTJ8yEdERERERERERERERETUyfAhHxEREREREREREREREVEn8z9DMn3QraTYvQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results, metrics, experiments = get_outcome(dataset='mind', models=models, result_path=RESULTS_PATH)\n",
    "plot_results(results, metrics, experiments)\n",
    "plot_power(results, experiments)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Amazon Books"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results, metrics, experiments = get_outcome(dataset='amazon_books_60core_kg', models=models, result_path=RESULTS_PATH)\n",
    "plot_results(results, metrics, experiments)\n",
    "plot_power(results, experiments)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}