run_all.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shutil\n",
    "from pathlib import Path\n",
    "import genData_extended, multiOdorTest_epl, multiOdorTest_hashtable, produce_figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Settings\n",
    "\n",
    "# Decide if you want to use the precompiled files and analysis, or recompile\n",
    "# Attention: Recompiling the pickle files may result in different train / test data sets, depending on the machine and environment used. For full reproduction of the manuscript results, run analysis with precompiled pickle files.\n",
    "COMPILE_PICKLE = False\n",
    "COMPILE_EPL_ANALYSIS = True\n",
    "COMPILE_HASHTABLE_ANALYSIS = True\n",
    "\n",
    "# Set paths\n",
    "dir_data = Path('data')\n",
    "dir_pickle_files_compiled = Path('pickle_files_compiled')\n",
    "dir_pickle_files = Path('pickle_files_current')\n",
    "dir_results_compiled = Path('results_compiled')\n",
    "dir_results = Path('results_current')\n",
    "dir_figures = Path('results/figures')\n",
    "dir_figures.mkdir(exist_ok=True, parents=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 multiOdorTest_noise0.6_090s_090s_SO_False_controltestFalse_samebinsTrue\n",
      "1 multiOdorTest_noise0.6_015s_015s_SO_False_controltestFalse_samebinsTrue\n",
      "2 multiOdorTest_noise0.6_090s_090s_SO_False_controltestTrue_samebinsTrue\n",
      "3 multiOdorTest_noise0.6_090s_090s_SO_True_controltestTrue_samebinsTrue\n",
      "4 multiOdorTest_noise0_090s_090s_SO_True_controltestTrue_samebinsTrue\n"
     ]
    }
   ],
   "source": [
    "# Creating pickle files from raw data\n",
    "\n",
    "if COMPILE_PICKLE:\n",
    "    dir_pickle_files.mkdir(exist_ok=True, parents=True)    \n",
    "    genData_extended.run(dir_data, dir_pickle_files)\n",
    "    \n",
    "else:\n",
    "    # pass\n",
    "    # Check if the destination directory exists\n",
    "    if dir_pickle_files.exists():\n",
    "        # If it exists, remove it and its contents\n",
    "        shutil.rmtree(dir_pickle_files)\n",
    "    # Copy the pickle files to the destination directory\n",
    "    shutil.copytree(dir_pickle_files_compiled, dir_pickle_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 multiOdorTest_noise0_090s_090s_SO_True_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 32.7300500869751s\n",
      "Testing Duration total = 253.9236340522766s\n",
      "1 multiOdorTest_noise0.6_015s_015s_SO_False_controltestFalse_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 32.67797899246216s\n",
      "Testing Duration total = 301.2768392562866s\n",
      "2 multiOdorTest_noise0.6_090s_090s_SO_True_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 32.41890525817871s\n",
      "Testing Duration total = 362.55126094818115s\n",
      "3 multiOdorTest_noise0.6_090s_090s_SO_False_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 32.243309020996094s\n",
      "Testing Duration total = 339.2315948009491s\n",
      "4 multiOdorTest_noise0.6_090s_090s_SO_False_controltestFalse_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 32.27700996398926s\n",
      "Testing Duration total = 305.32369208335876s\n"
     ]
    }
   ],
   "source": [
    "# Running EPL analysis\n",
    "\n",
    "if COMPILE_EPL_ANALYSIS:\n",
    "    multiOdorTest_epl.run(dir_pickle_files, (dir_results / 'results_epl'))\n",
    "else:\n",
    "    # Check if the destination directory exists\n",
    "    if (dir_results / 'results_epl').exists():\n",
    "        # If it exists, remove it and its contents\n",
    "        shutil.rmtree(dir_results / 'results_epl')\n",
    "    # Copy the result files to the destination directory\n",
    "    shutil.copytree(dir_results_compiled / 'results_epl', dir_results / 'results_epl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 multiOdorTest_noise0_090s_090s_SO_True_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 1.6927719116210938e-05s\n",
      "Testing Duration total = 0.007003068923950195s\n",
      "1 multiOdorTest_noise0.6_015s_015s_SO_False_controltestFalse_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 1.0013580322265625e-05s\n",
      "Testing Duration total = 0.007988929748535156s\n",
      "2 multiOdorTest_noise0.6_090s_090s_SO_True_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 1.0013580322265625e-05s\n",
      "Testing Duration total = 0.0071070194244384766s\n",
      "3 multiOdorTest_noise0.6_090s_090s_SO_False_controltestTrue_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 6.9141387939453125e-06s\n",
      "Testing Duration total = 0.006460905075073242s\n",
      "4 multiOdorTest_noise0.6_090s_090s_SO_False_controltestFalse_samebinsTrue\n",
      "Number of odors to train = 10\n",
      "Number of odors to test = 100\n",
      "Training Duration total = 1.0013580322265625e-05s\n",
      "Testing Duration total = 0.006499767303466797s\n"
     ]
    }
   ],
   "source": [
    "# Running Hashtable analysis\n",
    "\n",
    "if COMPILE_HASHTABLE_ANALYSIS:\n",
    "    multiOdorTest_hashtable.run(dir_pickle_files, (dir_results / 'results_hashtable'))\n",
    "else:\n",
    "    # Check if the destination directory exists\n",
    "    if (dir_results / 'results_hashtable').exists():\n",
    "        # If it exists, remove it and its contents\n",
    "        shutil.rmtree(dir_results / 'results_hashtable')\n",
    "    # Copy the result files to the destination directory\n",
    "    shutil.copytree(dir_results_compiled / 'results_hashtable', dir_results / 'results_hashtable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eZmYm9uzZg8qVKxdOhURERERERERWaMmSJcjIyECZMmWUaSICrVaLO3fuKNO0Wq3yWqPRGLzPmvb4AK7Glnl8OwCU9UTEoKMia9qjy+a03ZwGj42KikK3bt0wfvx4hIWFwd3dHatXr8bMmTONLl+Q8tRZkXU/iohgwYIFBrd82Nvbw9/fHwsWLCicComIiIiIiIisTEZGBpYvX46ZM2eiZcuWBvNeffVVrFy5EtWqVTNbPVWqVMHatWsNOi0OHDgAV1dXg84UUxw5cgR+fn4YO3asMu3y5csFUm9u8tRZERcXBwBo1qwZ1q1bBw8Pj0ItioiKBq1Wi6FDhyqvidSAuSe1YvZJrZh9ysnGjRtx584d9OnTB+7u7gbzOnfujCVLlphlIMosAwcOxJw5czB48GAMGjQIsbGxGDduHEaMGAEbG9OeraHRaFCqVCnUqlULU6dOxerVq1GvXj388ssvWL9+fSHtgaE8dVZkeXzADyJSN41Gg2LFilm6DCKzYu5JrZh9Uitm37J0oTpLl5CjJUuW4KWXXsrWUQE8vLJiypQpOHbsmNnqKVOmDDZt2oSRI0eiZs2a8PT0RJ8+ffDRRx+ZvC2NRgM7Ozt06tQJw4cPx6BBg5CamoqXX34ZH3/8cbbHnRYGjeQ0aqYRmZmZiIyMxPbt23H9+vVs97Xs2LGjwAssaImJiXB3d8fdu3fh5uZm6XJMYoY8WLQ9ImMskUNmn4iIiMi8UlJSEBcXh4CAADg6Olq6HHpKT/p+5vUzuUlXVgwdOhSRkZF4+eWXUa1atWyDdxCRumRmZiqPOWrevDkfYUyqwNyTWjH7pFbMPqmRiCAxMREA4ObmZpHP/iZ1VqxevRrfffcd2rRpU1j1EFERkpmZiYMHDwIAmjZtyv+8SRWYe1IrZp/UitknNRIRPHjwAADg6upqkc4Kk0bZsLe3R4UKFQqrFiIiIiIiIiIi0zor3n//fXz++ecwYZgLIiIiIiIiIiKTmHQbyL59+7Bz5078+uuvqFq1arZH96xbt65AiyMiIiIiIiIi9TGps6JYsWLo2LFjYdVCRERERERERGRaZ0VERERh1UFEREREREREBMDEMSsAICMjA9u2bcPChQtx7949AMDff/+N+/fvF3hxRERERERERKQ+Jl1ZcfnyZbRq1Qrx8fFITU1FixYt4OrqimnTpiElJQULFiworDqJyApptVoMGDBAeU2kBsw9qRWzT2rF7JMaaTQalCxZUnltCSZ1VgwdOhTBwcE4efIkihcvrkzv2LEj+vbtm68C5s2bh+nTpyMhIQFVq1bFnDlz0Lhx4xyXX7lyJaZNm4bz58/D3d0drVq1wowZMwzqISLz0Gg0KFWqlKXLIDIr5p7UitkntWL2LSw8vEi0d+DAATRu3BgtWrTAb7/9VmDlREZGYtiwYfj3338LbJt5odFoLN45Z9JtIPv27cNHH30Ee3t7g+l+fn64evWqyY2vWbMGw4YNw9ixY3H8+HE0btwYrVu3Rnx8fI7td+/eHX369MGZM2fw/fff48iRI/nuKCEiIiIiIiJ6WkuXLsXgwYOxb9++HD/PkmlM6qzQ6/XIzMzMNv2vv/6Cq6uryY3PmjULffr0Qd++fREUFIQ5c+bA19cX8+fPN7r877//Dn9/fwwZMgQBAQF44YUX8O677+Lo0aMmt01ETy8zMxO7du3Crl27jJ4biJ5FzD2pFbNPasXsU24ePHiA7777DgMGDMArr7yCyMhIg/k///wzgoOD4ejoiBIlSqBTp07KvLS0NIwaNQplypSBs7Mz6tevj127dgEAdu3ahV69euHu3bvQaDTQaDQI//8rP+7cuYPu3bvDw8MDTk5OaN26Nc6fP69sNzIyEsWKFcPmzZsRFBQEFxcXtGrVCgkJCQa1RUREICgoCI6OjqhcuTLmzZsHABAR3Lt3D/fu3YOIFPxBywOTbgNp0aIF5syZg0WLFgF4eGnI/fv3MW7cOLRp08akhtPS0hAVFYXRo0cbTG/ZsiUOHDhgdJ1GjRph7Nix2LRpE1q3bo3r16/jhx9+wMsvv5xjO6mpqUhNTVXeJyYmAgDS09ORnp5uUs2WZmPycKhPp4gdHrKAtLQ07N69GwBQr169bFddFQRz5x5g9unJzJF7ImvE7JNaMfvmkZ6eDhGBXq+HXq9XpmvM/EFZHmk7r1atWoVKlSohMDAQ3bp1w9ChQzF27FhoNBr88ssv6NSpE/73v/9h2bJlSEtLw6ZNm5R97NmzJy5fvoxvv/0WpUuXxo8//ohWrVrh5MmTaNCgAWbPno1x48YhJiYGAODi4gK9Xo8ePXrgzz//xI8//gg3NzeMHj0abdq0wR9//AGtVgu9Xo+kpCRMnz4dy5Ytg42NDbp37473338f33zzDQBg8eLFGD9+PL744gvUrl0bx48fx7vvvgudTofu3bsrD9RwcnIyedwKvV4PEUF6ejpsbW0N5uX1c7hJnRWzZ89Gs2bNUKVKFaSkpKBbt244f/48SpQogVWrVpmyKdy8eROZmZnw8vIymO7l5YVr164ZXadRo0ZYuXIlunbtipSUFGRkZKBdu3b48ssvc2xn6tSpGD9+fLbpW7ZsgZOTk0k1W1rNmuZtb9Mm87ZHRc+jf13YvHlzthNRQTB37gFmn57MHLknskbMPqkVs28ednZ28Pb2xv3795GWlqZMd3zkD8/mkPL/f9w2xeLFi/Hqq68iMTERjRo1wr1797BhwwY0bdoUEydORKdOnTBixAhl+ffeew+JiYmIi4vD6tWrcebMGfj4+AAA+vXrh19++QULFy7EJ598onSOZX121ev1OH78ODZs2IDffvsNNf//l+X58+ejWrVqWLVqFTp06ICUlBSkp6dj+vTpCAgIAAD07t0b06dPV/6AP3HiREyYMAEvvfQSAOCll17CgAEDMH/+fHTo0EGpNzEx0eTOirS0NCQnJ2PPnj3IyMgwmJeUlJSnbZjUWVG6dGmcOHECq1atwrFjx6DX69GnTx+8+eab0Ol0pmxK8fhOi0iOByI6OhpDhgzBJ598grCwMCQkJGDkyJHo378/lixZYnSdMWPGGAQjMTERvr6+aNmyJdzc3PJVs6VMnWre9saMMW97VPSkpaXh9OnTAICwsLBC+UuDuXMPMPv0ZObIPZE1YvZJrZh980hJScGVK1fg4uICR0dHZbrGwcGsddib+BkxNjYWx44dU65wAICuXbtizZo1aNeuHf744w+8++67Rj97njt3DiKCevXqGUxPTU1FqVKl4ObmBkdHR2g0GoP1r1y5Ajs7O7z44otK55mbmxsqVaqEy5cvK+s5OTkpnRkAEBAQgBs3bsDNzQ03btzA1atXMWTIEAwbNkxZJiMjA+7u7nBzc0NycrKybVM7K1JSUqDT6dCkSROD7yfw390OuTGpswIAdDodevfujd69e5u6qoESJUrA1tY221UU169fz3a1RZapU6ciJCQEI0eOBADUqFEDzs7OaNy4MSZNmqT0Rj3KwcEBDkYCrtVqLT66qanycUXSUylih4cs4NH71wrrZ8rcuQeYfXoyc+SeyBox+6RWzL55ZGZmQqPRwMbGBjaP3gds5sdmaky8BzkiIgIZGRnw9fVVpokItFot7t69C51Ol32fHmFra4uoqKhsV+y4uLgYrPfo+lkdB49vV0SUaTY2NtBqtQbzbW1tlWWyLF68GPXr189W06OdE1nfF1PY2NgoTxR5/Gcmrz9DuXZW/Pzzz2jdujW0Wi1+/vnnJy7brl27PDUKAPb29qhbty62bt2Kjh07KtO3bt2K9u3bG10nKSkJdnaGJWd9Uy016AcRERERERGpT0ZGBpYvX46ZM2eiZcuWBvNeffVVrFy5EjVq1MD27dvRq1evbOvXrl0bmZmZuH79Oho3bmy0DXt7+2wDu1apUgUZGRk4dOgQGjVqBAC4desWzp07h6CgoDzV7uXlhTJlyuDixYt48803s83XW+Ivho/JtbOiQ4cOuHbtGkqVKmVw38rjNBqNyaPjjhgxAm+//TaCg4PRsGFDLFq0CPHx8ejfvz+Ah7dwXL16FcuXLwcAtG3bFv369cP8+fOV20CGDRuG559/HqVLlzapbSIiIiIiIqL82rhxI+7cuYM+ffrA3d3dYF7nzp2xZMkSzJ49G82bN8dzzz2H119/HRkZGfj1118xatQoVKxYEW+++Sa6d++OmTNnonbt2rh58yZ27NiB6tWro02bNvD398f9+/exfft21KxZE05OTggMDET79u3Rr18/LFy4EK6urhg9ejTKlCmT4x/+jQkPD8eQIUPg5uaG1q1bIzU1FUePHsWdO3cMbg2xlFyv5dDr9ShVqpTyOqev/DzGp2vXrpgzZw4mTJiAWrVqYc+ePdi0aRP8/PwAAAkJCQbPqO3ZsydmzZqFr776CtWqVcNrr72GSpUqYd26dSa3TURERERERJRfS5YswUsvvZStowJ4eGXFiRMn4Obmhu+//x4///wzatWqhRdffBGHDh1SlouIiFCe0lGpUiW0a9cOhw4dUm4radSoEfr374+uXbuiZMmSmDZtmrJe3bp18corr6Bhw4YQEWzatMmk25T69u2Lr7/+GpGRkahevTpCQ0MRGRmpDMhpaRpR2f0TiYmJcHd3x927d4vcAJv//0jdZ7Y9Knr0er3yrGYfHx+T72XLC0vkkNmnJzFH7omsEbNPasXsm0dKSgri4uIQEBCQbUBGMr+sx44CD8eYyM8Amzl9P/P6mdykATaHDBmCChUqYMiQIQbTv/rqK/z555+YM2eOKZsjoiLOxsYGZcqUsXQZRGbF3JNaMfukVsw+qZFGo7H4k29M6hZcu3YtQkJCsk1v1KgRfvjhhwIrioiIiIiIiIjUy6QrK27dumX0fhw3NzfcvHmzwIoioqIhMzMTv//+OwCgQYMG2R65RPQsYu5JrZh9Uitmn9RIRPDgwQMAgLOzs8m3gRQEk66sqFChAn777bds03/99VeUL1++wIoioqIhMzMT27Ztw7Zt2/I1yC5RUcTck1ox+6RWzD6pkYggMTERiYmJsNQwlyZdWTFixAgMGjQIN27cwIsvvggA2L59O2bOnMnxKoiIiIiIiIioQJjUWdG7d2+kpqZi8uTJmDhxIgDA398f8+fPR/fu3QulQCIiIiIiIiJSF5M6KwBgwIABGDBgAG7cuAGdTgcXF5fCqIuIiIiIiIiIVMrkzoosJUuWLMg6iIiIiIiIiIgA5KGzok6dOti+fTs8PDxQu3btJ44CeuzYsQItjoiIiIiIiIjUJ9fOivbt28PBwQEA0KFDh8Kuh4iIiIiIiIhULtfOCg8PD9jYPHzCaa9evVC2bFnlPRGpm52dHXr06KG8JlID5p7UitkntWL2LexUuHnbq2Faez179sSyZcuU956enqhXrx6mTZuGGjVqFHBx5qPRaFC8eHHltSXk2uswYsQIJCYmAgACAgJw8+bNQi+KiIoGGxsb+Pv7w9/fn52YpBrMPakVs09qxexTblq1aoWEhAQkJCRg+/btsLOzwyuvvGLpsp6KRqOBg4MDHBwcrLezonTp0li7di0uX74MEcFff/2F+Ph4o19EREREREREauLg4ABvb294e3ujVq1a+PDDD3HlyhXcuHEDAHD16lV07doVHh4eKF68ONq3b49Lly4p6/fs2RMdOnTAjBkz4OPjg+LFi+O9995Deno6AGDXrl3QaDTZvnr27KlsY8OGDahbty4cHR1Rvnx5jB8/HhkZGcp8jUaDr7/+Gh07doSTkxMCAwPx888/G+xHdHQ02rRpAxcXF3h5eeHtt9+26MUKuXZWfPTRRxg2bBjKly8PjUaDevXqISAgwODL398fAQEB5qiXiKxIZmYmDh8+jMOHDyMzM9PS5RCZBXNPasXsk1ox+2SK+/fvY+XKlahQoQKKFy+OpKQkNGvWDC4uLtizZw/27dsHFxcXtGrVCmlpacp6O3fuxIULF7Bz504sW7YMkZGRiIyMBAA0atRIuXIjISEBO3bsgKOjI5o0aQIA2Lx5M9566y0MGTIE0dHRWLhwISIjIzF58mSD2saPH48uXbrg1KlTaNOmDd58803cvn0bAJCQkIDQ0FDUqlULR48exa+//oq///4br776KkTEPAfvMbnedPXOO+/gjTfewOXLl1GjRg1s27ZNuXeFiNQtMzMTv/76KwCgVq1asLW1tXBFRIWPuSe1YvZJrZh9ys3GjRvh4uICAHjw4AF8fHywceNG2NjYYPXq1bCxscHXX3+t3E4RERGBYsWKYdeuXWjZsiWAh2NFfvXVV7C1tUXlypXx8ssvY/v27ejXrx/s7e3h7e0NALh16xb69euH3r17o3fv3gCAyZMnY/To0crYKuXLl8fEiRMxatQojBs3TqmzZ8+eeOONNwAAU6ZMwZdffonDhw+jVatWmD9/PurUqYMpU6YAAPR6PT777DPUq1cPsbGxqFy5shmOpKFcOyu++OILvPPOO6hWrRoiIiLQsGFD6HQ6c9RGREREREREZNWaNWuG+fPnAwBu376NefPmoXXr1jh8+DCioqLw559/wtXV1WCdlJQUXLhwQXlftWpVg44wHx8fnD592mCd9PR0vPrqqyhXrhw+//xzZXpUVBSOHDlicCVFZmYmUlJSkJSUBCcnJwAwGPDT2dkZrq6uuH79urKNnTt3Kp0uAJQrKi5cuGCdnRUjRozA66+/DkdHR/Tu3RutW7dmZwURERERERERHn7wr1ChgvK+bt26cHd3x+LFi6HX61G3bl2sXLky23olS5ZUXmu1WoN5Go0Ger3eYNqAAQMQHx+PI0eOGDyZRq/XY/z48ejUqVO2NhwdHfPUhl6vR9u2bfHZZ58p77PG3LDUU01y7azIGmCzTZs2ygCbKSkpRpctV65cgRdIREREREREVFRoNBrY2NggOTkZderUwZo1a1CqVCm4ubnle5uzZs3CmjVrcPDgwWzDMtSpUwexsbEGHSamqlOnDtauXQt/f3/Y2dlBr9crV1k4Ozvne7tPgwNsEhEREREREeVTamoqrl27hmvXriEmJgaDBw/G/fv30bZtW7z55psoUaIE2rdvj7179yIuLg67d+/G0KFD8ddff+Vp+9u2bcOoUaMwY8YMlChRQmnr7t27AIBPPvkEy5cvR3h4OM6cOYOYmBisWbMGH330UZ734b333sPt27fxxhtv4PDhw7h48SJ2796NESNGWGxgWQ6wSURERERERJRPv/32G3x8fAAArq6uqFy5Mr7//ns0bdoUALBnzx58+OGH6NSpE+7du4cyZcqgefPmeb7SYt++fcjMzET//v3Rv39/ZXqPHj0QGRmJsLAwbNy4ERMmTMC0adOg1WpRuXJl9O3bN8/7ULp0aezfvx8ffvghwsLCkJqaijJlyqBp06awscn1GodCkWtnBfDwgGcNsBkSEgIHB4fCrouIiIiIiIjUrka4pSt4okcfMZoTb29vLFu27InbeNycOXOU1+Hh4QgPD39iG2FhYQgLC8txvrHHj/77778G7wMDA7Fu3ToAD8esuHbtGgAoTzExtzx1VmTp0aMH/v33X6xYsQIXLlzAyJEj4enpiWPHjsHLywtlypQprDqJyArZ2dkpjz96dJAfomcZc09qxeyTWjH7pEYajQaenp7Ka0sw6aft1KlTeOmll+Du7o5Lly6hX79+8PT0xPr163H58mUsX768sOokIitkY2ODihUrWroMIrNi7kmtmH1SK2af1Eij0Rg8ScQSTLr5ZPjw4ejZsyfOnz9vUHjr1q2xZ8+eAi+OiIiIiIiIiNTHpCsrjh49ikWLFmWbXqZMGeV+FiJSj8zMTJw+fRoAUL16ddja2lq4IqLCx9yTWjH7pFbMPqmRiCA5ORkAoNPpLHIriEmdFY6OjkhMTMw2PTY2FiVLliywooioaMjMzMRPP/0EAKhSpQr/8yZVYO5JrZh9Uitmn9RIRJQBOB0dHS3SWWHSbSDt27fHhAkTkJ6eDuDhfSzx8fEYPXo0Xn311UIpkIiIiIiIiIjUxaTOihkzZuDGjRsoVaoUkpOTERoaigoVKsDV1RWTJ08urBqJiIiIiIiISEVMug3Ezc0N+/btw44dO3Ds2DHo9XrUqVMHL730UmHVR0REREREREQqk68HBb/44ot48cUXC7oWIiIiIiIiIiLTbgMBgN27d6Nt27aoUKECAgMD0a5dO+zdu7cwaiMiIiIiIiJStaZNm2LYsGGWLsPsTLqy4ptvvkGvXr3QqVMnDBkyBCKCAwcOoHnz5oiMjES3bt0Kq04iIiIiIiJSmfBd4eZtr6lp7fXs2RPLli3Du+++iwULFhjMGzhwIObPn48ePXogMjIy123t2rULzZo1w507d1CsWDGT6ngWmdRZMXnyZEybNg3Dhw9Xpg0dOhSzZs3CxIkT2VlBpDJ2dnbo3Lmz8ppIDZh7Uitmn9SK2afc+Pr6YvXq1Zg9ezZ0Oh0AICUlBatWrUK5cuUsXF3+aDQaeHh4KK8twaTbQC5evIi2bdtmm96uXTvExcUVWFFEVDTY2NigatWqqFq1KmxsTL6rjKhIYu5JrZh9Uitmn3JTp04dlCtXDuvWrVOmrVu3Dr6+vqhdu7YyTUQwbdo0lC9fHjqdDjVr1sQPP/wAALh06RKaNWsGAPDw8IBGo0HPnj2VdfV6PUaNGgVPT094e3sjPDzcoIZZs2ahevXqcHZ2hq+vLwYOHIj79+8r8yMjI1GsWDFs3rwZQUFBcHFxQatWrZCQkGCwnYiICAQFBUGn06F27dqIiIgoGp0Vvr6+2L59e7bp27dvh6+vb4EVRURERERERFRU9OrVCxEREcr7pUuXonfv3gbLfPTRR4iIiMD8+fNx5swZDB8+HG+99RZ2794NX19frF27FgAQGxuLhIQEfP7558q6y5Ytg7OzMw4dOoRp06ZhwoQJ2Lp1qzLfxsYGX3zxBf744w8sW7YMO3bswKhRowzaT0pKwowZM7BixQrs2bMH8fHx+OCDD5T5ixcvxtixYzF58mTExMRgypQp+Pjjj7Fs2bICPVZ5ZdJ1TO+//z6GDBmCEydOoFGjRtBoNNi3bx8iIyMNDiQRqYNer0dMTAwAICgoiH9tIFVg7kmtmH1SK2af8uLtt9/GmDFjcOnSJWg0Guzfvx+rV6/Grl27AAAPHjzArFmzsGPHDjRs2BAAUL58eezbtw8LFy5EaGgoPD09AQClSpXKNmZFjRo1MG7cOABAYGAgvvrqK2zfvh0tWrQAAIMBOAMCAjBx4kQMGDAA8+bNU6anp6djwYIFeO655wAAgwYNwoQJE5T5EydOxMyZM9GpUyeICLy9vTFo0CAsXLgQPXr0KNDjlRcmdVYMGDAA3t7emDlzJr777jsAD39g16xZg/bt2xdKgURkvTIyMpRL18aMGQN7e3sLV0RU+Jh7Uitmn9SK2ae8KFGiBF5++WUsW7YMIoKXX34ZJUqUUOZHR0cjJSVF6VzIkpaWZnCrSE5q1Khh8N7HxwfXr19X3u/cuRNTpkxBdHQ0EhMTkZGRgZSUFDx48ADOzs4AACcnJ6Wj4vFt3LhxA1euXEGfPn3Qr18/AA9vW8nMzIS7u7uJR6NgmDxCTMeOHdGxY8fCqIWIiIiIiIioSOrduzcGDRoEAJg7d67BPL1eDwD45ZdfUKZMGYN5Dg4OuW5bq9UavNdoNMo2L1++jDZt2qB///6YOHEiPD09sW/fPvTp0wfp6elP3IaIGNS3ePFi1K9fH3q9Hjdu3AAAeHt751pfYchTZ8WdO3fwzTffoEePHnBzczOYd/fuXSxfvtzoPCIiIiIiIiI1aNWqFdLS0gAAYWFhBvOqVKkCBwcHxMfHIzQ01Oj6WVftZGZmmtTu0aNHkZGRgZkzZyq3KWXdCZFXXl5eKFOmDC5evIg333wTer0eLi4uAKy8s+Krr77CqVOnMHjw4Gzz3N3dsXfvXiQmJmLs2LEFXiARERERERGRtbO1tVXGN7G1tTWY5+rqig8++ADDhw+HXq/HCy+8gMTERBw4cAAuLi7o0aMH/Pz8oNFosHHjRrRp0wY6nU7pMHiS5557DhkZGfjyyy/Rtm1b7N+/HwsWLDC5/vDwcAwZMgRubm4ICwvD1atXcerUKej1erz//vsmb+9p5Wl0mLVr16J///45zn/33XeV+7iIiIiIiIiI1MjNzS3HOw4mTpyITz75BFOnTkVQUBDCwsKwYcMGBAQEAADKlCmD8ePHY/To0fDy8lJuKclNrVq1MGvWLHz22WeoVq0aVq5cialTp5pce9++ffH1118jMjISNWvWROfOnfHdd9/B39/f5G0VhDxdWXHhwgUEBgbmOD8wMBAXLlwosKKIiIiIiIiIwpuGW7qEJ4qMjHzi/B9//FF5rdFoMGTIEAwZMiTH5T/++GN8/PHHBtOyniiS03YBYPjw4Rg+fLjBtLffflt53bNnT/Ts2dNgfocOHZQxK7J069YN3bp1g16vx7Vr1wBY7jaQPF1ZYWtri7///jvH+X///Tcf4UNEREREREREBSJPPQy1a9fO1nPzqPXr1+fpcSvGzJs3DwEBAXB0dETdunWxd+/eJy6fmpqKsWPHws/PDw4ODnjuueewdOnSfLVNRE/H1tYW7du3R/v27bPdl0f0rGLuSa2YfVIrZp/USKPRoFixYihWrBg0Go1FasjTbSCDBg3C66+/jrJly2LAgAHKD2lmZibmzZuH2bNn49tvvzW58TVr1mDYsGGYN28eQkJCsHDhQrRu3RrR0dEoV66c0XW6dOmCf/75B0uWLEGFChVw/fp1ZGRkmNw2ET09W1tb1KpVy9JlEJkVc09qxeyTWjH7pEYajQZOTk4WrSFPnRWvvvoqRo0ahSFDhmDs2LEoX748NBoNLly4gPv372PkyJHo3LmzyY3PmjULffr0Qd++fQEAc+bMwebNmzF//nyjA4L89ttv2L17Ny5evAhPT08AsNhgH0RERERERERUOPLUWQEAkydPRvv27bFy5Ur8+eefEBE0adIE3bp1w/PPP29yw2lpaYiKisLo0aMNprds2RIHDhwwus7PP/+M4OBgTJs2DStWrICzszPatWuHiRMnQqfTGV0nNTUVqampyvvExEQAQHp6OtLT002u25LMPSxIETs8ZAF6vR4XL14EAJQvX75Qxq6xxHA4zD49iTlyT2SNmH1SK2bfPNLT0yEi0Ov10Ov1li6HAOVztIODg8nr6vV6iAjS09Oz3T6V18/hee6sAIDnn38+Xx0Txty8eROZmZnw8vIymO7l5aWMOvq4ixcvYt++fXB0dMT69etx8+ZNDBw4ELdv385x3IqpU6di/Pjx2aZv2bLF4pe1mKpmTfO2t2mTedujoiczMxOnT58GAFSvXr1Q7uM0d+4BZp+ezBy5J7JGzD6pFbNvHnZ2dvD29sb9+/eRlpZm6XJUT0SQnJwMANDpdCaPW5Gamork5GTs2bMn27ANSUlJedqGSZ0VheHxnRaRHA+EXq+HRqPBypUr4e7uDuDhrSSdO3fG3LlzjV5dMWbMGIwYMUJ5n5iYCF9fX7Rs2TLH599aq3w8KvepjBlj3vao6ElLS1P+8w4LC4O9vX2Bt2Hu3APMPj2ZOXJPZI2YfVIrZt88MjIyEBcXB3t7+yL3Oe1Z9GhnhZubm8mdFbdu3YJOp0Pz5s2zdfBl3e2QG4t1VpQoUQK2trbZrqK4fv16tqstsvj4+KBMmTJKRwUABAUFQUTw119/ITAwMNs6Dg4ORi9b0Wq10Gq1T7kX5mXuq6GK2OEhC3j0ucyF9TNliasAmX16EnPknsgaMfukVsy+edjZ2cHZ2Rk3b96Evb09b7exML1er1wRkZqamufvh4ggKSkJN2/ehIeHBxwdHbMtk9efIYt1Vtjb26Nu3brYunUrOnbsqEzfunUr2rdvb3SdkJAQfP/997h//z5cXFwAAOfOnYONjQ3Kli1rlrqJiIiIiIioYGk0Gvj4+CAuLg6XL1+2dDmqJyK4e/cuAOD+/fsmX1lRrFgxeHt7P1UNFr0NZMSIEXj77bcRHByMhg0bYtGiRYiPj0f//v0BPLyF4+rVq1i+fDkAoFu3bpg4cSJ69eqF8ePH4+bNmxg5ciR69+6d4wCbREREREREZP3s7e0RGBjIMSusQFpaGjb9/0Bu77zzjkm3P2m12gIZ28Wkzorw8HD06tULfn5+T90wAHTt2hW3bt3ChAkTkJCQgGrVqmHTpk3K9hMSEhAfH68s7+Ligq1bt2Lw4MEIDg5G8eLF0aVLF0yaNKlA6iEiIiIiIiLLsbGxMXrrAJmXjY0NHjx4AABwdHS0yFgtJnVWbNiwAZMmTUJoaCj69OmDTp06PXWQBg4ciIEDBxqdFxkZmW1a5cqVsXXr1qdqk4iIiIiIiIisl0mdFVFRUTh16hQiIiIwfPhwvPfee3j99dfRu3dv1KtXr7BqJCIrZWtri9atWyuvidSAuSe1YvZJrZh9UiNryL1GHh3e1gQZGRnYsGEDIiIi8Ntvv6FSpUro27cvevbsafC0DmuTmJgId3d33L17t8g9Eic8/Nluj8gYS+SQ2SciIiIiKhx5/Uye7+fB6PV6pKWlITU1FSICT09PzJ8/H76+vlizZk1+N0tEREREREREKmdyZ0VUVBQGDRoEHx8fDB8+HLVr10ZMTAx2796Ns2fPYty4cRgyZEhh1EpEVkav1+PSpUu4dOkS9Hq9pcshMgvmntSK2Se1YvZJjawh9yZ1VtSoUQMNGjRAXFwclixZgitXruDTTz9FhQoVlGW6d++OGzduFHihRGR9MjIysGzZMixbtgwZGRmWLofILJh7Uitmn9SK2Sc1sobcmzTA5muvvYbevXujTJkyOS5TsmRJ9jgSERERERERUb6ZdGWFiMDDwyPb9OTkZEyYMKHAiiIiIiIiIiIi9TKps2L8+PG4f/9+tulJSUkYP358gRVFREREREREROpl8pUVGo0m2/STJ0/C09OzwIoiIiIiIiIiIvXK05gVHh4e0Gg00Gg0qFixokGHRWZmJu7fv4/+/fsXWpFEREREREREpB556qyYM2cORAS9e/fG+PHj4e7ursyzt7eHv78/GjZsWGhFEhEREREREZF65KmzokePHgCAgIAANGrUCFqttlCLIqKiwdbWFi+99JLymkgNmHtSK2af1IrZJzWyhtzn2lmRmJgINzc3AEDt2rWRnJyM5ORko8tmLUdE6mBra4uQkBBLl0FkVsw9qRWzT2rF7JMaWUPuc+2s8PDwQEJCAkqVKoVixYoZHWAza+DNzMzMQimSiIiIiIiIiNQj186KHTt2KE/62LlzZ6EXRERFh16vR0JCAgDAx8cHNjYmPWCIqEhi7kmtmH1SK2af1Mgacp9rZ0VoaCgAICMjA7t27ULv3r3h6+tb6IURkfXLyMjA119/DQAYM2YM7O3tLVwRUeFj7kmtmH1SK2af1Mgacp/n7hE7OzvMmDGDt3oQERERERERUaEy6VqO5s2bY9euXYVUChERERERERFRHh9dmqV169YYM2YM/vjjD9StWxfOzs4G89u1a1egxRERERERERGR+pjUWTFgwAAAwKxZs7LN49NAiIiIiIiIiKggmNRZodfrC6sOIiIiIiIiIiIAJo5ZQURERERERERU2Ey6sgIAHjx4gN27dyM+Ph5paWkG84YMGVJghRGR9bO1tVUeb2xra2vhaojMg7kntWL2Sa2YfVIja8i9SZ0Vx48fR5s2bZCUlIQHDx7A09MTN2/ehJOTE0qVKsXOCiKVsbW1RdOmTS1dBpFZMfekVsw+qRWzT2pkDbk36TaQ4cOHo23btrh9+zZ0Oh1+//13XL58GXXr1sWMGTMKq0YiIiIiIiIiUhGTrqw4ceIEFi5cCFtbW9ja2iI1NRXly5fHtGnT0KNHD3Tq1Kmw6iQiKyQiuHHjBgCgZMmS0Gg0Fq6oCAsPf7bbe4Yw96RWzD6pFbNPamQNuTfpygqtVqsU6eXlhfj4eACAu7u78pqI1CM9PR3z58/H/PnzkZ6ebulyiMyCuSe1YvZJrZh9UiNryL1JV1bUrl0bR48eRcWKFdGsWTN88sknuHnzJlasWIHq1asXVo1EREREREREpCImXVkxZcoU+Pj4AAAmTpyI4sWLY8CAAbh+/ToWLVpUKAUSERERERERkbqYdGVFcHCw8rpkyZLYtGlTgRdEREREREREROpm0pUVRERERERERESFLdcrK2rXrp3nkT+PHTv21AURERERERERkbrl2lnRoUMHM5RBRERERERERPRQrp0V48aNM0cdRFQE2draomHDhsprIjVg7kmtmH1SK2af1Mgacm/SAJtERI+ytbVFy5YtLV0GkVkx96RWzD6pFbNPamQNuc+1s8LT0xPnzp1DiRIl4OHh8cTxK27fvl2gxRERERERERGR+uTaWTF79my4uroCAObMmVPY9RBRESIiuHv3LgDA3d09z4PxEhVlzD2pFbNPasXskxpZQ+5z7azo0aOH0ddEROnp6fj8888BAGPGjIG9vb2FKyIqfMw9qRWzT2rF7JMaWUPu8zVmxfXr13H9+nXo9XqD6TVq1CiQooiIiIiIiIhIvUzqrIiKikKPHj0QExMDETGYp9FokJmZWaDFEREREREREZH6mNRZ0atXL1SsWBFLliyBl5cX79ciIiIiIiIiogJnUmdFXFwc1q1bhwoVKhRWPURERERERESkcjamLNy8eXOcPHmysGohIiIiIiIiIjLtyoqvv/4aPXr0wB9//IFq1apBq9UazG/Xrp3JBcybNw/Tp09HQkICqlatijlz5qBx48a5rrd//36EhoaiWrVqOHHihMntEhEREREREZF1Mqmz4sCBA9i3bx9+/fXXbPPyM8DmmjVrMGzYMMybNw8hISFYuHAhWrdujejoaJQrVy7H9e7evYvu3bujefPm+Oeff0xqk4gKjo2NDYKDg5XXRGrA3JNaMfukVsw+qZE15F4jjz/W4wn8/f3xyiuv4OOPP4aXl9dTN16/fn3UqVMH8+fPV6YFBQWhQ4cOmDp1ao7rvf766wgMDIStrS1+/PFHk66sSExMhLu7O+7evQs3N7enKd/swsOf7faIjLFEDi2Sff6AExEREZEK5PUzuUlXVty6dQvDhw8vkI6KtLQ0REVFYfTo0QbTW7ZsiQMHDuS4XkREBC5cuIBvvvkGkyZNyrWd1NRUpKamKu8TExMBAOnp6UhPT89n9ZZh7g6tInZ46BlliY5ci2SfP+BEREREpAJ5/RxuUmdFp06dsHPnTjz33HP5KupRN2/eRGZmZraODy8vL1y7ds3oOufPn8fo0aOxd+9e2NnlrfSpU6di/Pjx2aZv2bIFTk5OphduQTVrmre9TZvM2x4VPSKi3P5la2tbKI8zNnfuAQtlnz/gRYY5ck9kjZh9Uitmn9SoMHOflJSUp+VM6qyoWLEixowZg3379qF69erZBtgcMmSIKZsDgGw7LSJGD0RmZia6deuG8ePHo2LFinne/pgxYzBixAjlfWJiInx9fdGyZcsidxvIE+6MKRRjxpi3PSp60tLSMGPGDADABx98AHt7+wJvw9y5ByyUfXPvqOnjIT+9qs/GScUcuSeyRsw+qRWzT2pUmLnPutshNyY/DcTFxQW7d+/G7t27DeZpNBqTOitKlCgBW1vbbFdRXL9+3ehtJvfu3cPRo0dx/PhxDBo0CACg1+shIrCzs8OWLVvw4osvZlvPwcEBDg4O2aZrtdpsnS3WTq83b3tF7PCQBTw65E1h/UyZO/eAhbJv7h21xDhJz8hJxRy5J7JGzD6pFbNPalSYuc/rtkzqrIiLi8tXMcbY29ujbt262Lp1Kzp27KhM37p1K9q3b59teTc3N5w+fdpg2rx587Bjxw788MMPCAgIKLDaiIiIiIiIiMhyTOqsKGgjRozA22+/jeDgYDRs2BCLFi1CfHw8+vfvD+DhLRxXr17F8uXLYWNjg2rVqhmsX6pUKTg6OmabTkRERERERERFV66dFSNGjMDEiRPh7OxsMPaDMbNmzTKp8a5du+LWrVuYMGECEhISUK1aNWzatAl+fn4AgISEBMTHx5u0TSIiIiIiIiIq2nLtrDh+/LjyaJHjx4/nuFx+RwcdOHAgBg4caHReZGTkE9cNDw9HeHh4vtolIiIiIiIiIuuUa2fFzp07jb4mIiIiIiIiIioMTzVmxeXLl/HgwQNUrlwZNjaWGFqeiCzJxsYGNWvWVF4TqQFzT2rF7JNaMfukRtaQ+zx1Vixbtgx37tzBsGHDlGnvvPMOlixZAgCoVKkSNm/eDF9f30Ipkoisk52dHTp06GDpMojMirkntWL2Sa2YfVIja8h9nrpIFixYAHd3d+X9b7/9hoiICCxfvhxHjhxBsWLFMH78+EIrkoiIiIiIiIjUI09XVpw7dw7BwcHK+59++gnt2rXDm2++CQCYMmUKevXqVTgVEpHVEhFlAF6tVpvvgXaJihLmntSK2Se1YvZJjawh93m6siI5ORlubm7K+wMHDqBJkybK+/Lly+PatWsFXx0RWbX09HRMnToVU6dOVU5mRM865p7UitkntWL2SY2sIfd56qzw8/NDVFQUAODmzZs4c+YMXnjhBWX+tWvXDG4TISIiIiIiIiLKrzzdBtK9e3e89957OHPmDHbs2IHKlSujbt26yvwDBw6gWrVqhVYkEREREREREalHnjorPvzwQyQlJWHdunXw9vbG999/bzB///79eOONNwqlQCIiIiIiIiJSlzx1VtjY2GDixImYOHGi0fmPd14QEREREREREeVXnsasICIiIiIiIiIyF3ZWEBEREREREZFVydNtIERExtjY2KBKlSrKayI1YO5JrZh9Uitmn9TIGnLPzgoiyjc7Ozu89tprli6DyKyYe1IrZp/UitknNbKG3LOzgnKUvDvZ7G3qQnVmb5OI6FmQnJKChq+/DgA4uHo1dI6OFq6IiIiIKP9y7awYMWJEnjc2a9aspyqGiIiIiIiIiCjXzorjx48bvI+KikJmZiYqVaoEADh37hxsbW1Rt27dwqmQiKxWWloapk6dCgAYM2YM7O3tLVwRUeFj7kmtmH1SK2vNPq+oo8JkDbnPtbNi586dyutZs2bB1dUVy5Ytg4eHBwDgzp076NWrFxo3blx4VRIRERERERGRapg0rOfMmTMxdepUpaMCADw8PDBp0iTMnDmzwIsjIiIiIiIiIvUxqbMiMTER//zzT7bp169fx7179wqsKCIiIiIiIiJSL5OeBtKxY0f06tULM2fORIMGDQAAv//+O0aOHIlOnToVSoFEROZmkSfhmL1FIsoL3hNORERkGSZ1VixYsAAffPAB3nrrLaSnpz/cgJ0d+vTpg+nTpxdKgURERERERESkLnnurMjMzMSRI0cwadIkTJ8+HRcuXICIoEKFCnB2di7MGomIiIiIiMiCeKUZmVueOytsbW0RFhaGmJgYBAQEoEaNGoVZFxEVATY2NggMDFReE6kBc09qxeyTWjH7pEbWkHuTbgOpXr06Ll68iICAgMKqh4iKEDs7O3Tr1s3SZRCZFXNPasXsk1ox+6RG1pB7kzorJk+ejA8++AATJ05E3bp1s93+4ebmVqDFERERqVV4uGnLZ2T+93ryZMDOtvDbJCIiIiosJnVWtGrVCgDQrl07aDQaZbqIQKPRIDMzM6dViYiIiIiIiIjyxKTOip07dxZWHURUBKWlpWHGjBkAgA8++AD29vYWroio8DH3pFbMPqmVubJv7ivqeDUdPYk1nPNN6qwIDQ0trDqIqIjKeowxkZow96RWzD6pFbNPamTp3JvUWZElKSkJ8fHxSEtLM5jOJ4QQERERERER0dMyqbPixo0b6NWrF3799Vej8zlmBRERERERERE9LZM6K4YNG4Y7d+7g999/R7NmzbB+/Xr8888/mDRpEmbOnFlYNRIVrlPh5m2vhpnbIyKi/5wKN235tEf+EPPHZMA+H49Z4XmfiKjISE5JQcPXXwcAHFy9GjpHRwtXpF4mdVbs2LEDP/30E+rVqwcbGxv4+fmhRYsWcHNzw9SpU/Hyyy8XVp1EREREREREpBI2piz84MEDlCpVCgDg6emJGzduAACqV6+OY8eOFXx1RERERERERKQ6Jl1ZUalSJcTGxsLf3x+1atXCwoUL4e/vjwULFsDHx6ewaiQiK6XRaODn56e8JlID5p7UitkntWL2SY2sIfcmj1mRkJAAABg3bhzCwsKwcuVK2NvbIzIysjDqIyIrptVq0bNnT0uXQWRWzD2pFbNPasXsF2Gnwk1f52nHKnpGximyhtyb1Fnx5ptvKq9r166NS5cu4ezZsyhXrhxKlChR4MWRCoWHm7/NTuZvkoiIiIiIiAN65sykzorHOTk5oU6dOgVVCxEREREREZlB8u5k05ZPT/nv9b5kQCsmt6kL1Zm8DqmXSQNsdu7cGZ9++mm26dOnT8drr71WYEURUdGQlpaG6dOnY/r06UhLS7N0OURmwdyTWjH7pFbMPqmRNeTepM6K3bt3G308aatWrbBnz54CK4qIio6kpCQkJSVZugwis2LuSa2YfVIrZp/UyNK5N6mz4v79+7C3t882XavVIjExscCKIiIiIuuXnJKCWh06oFaHDkhOScl9BSIiIqI8Mqmzolq1alizZk226atXr0aVKlUKrCgiIiIiIiIic9PZ2+LEhFo4MaEWdKY+CYQKlEkDbH788cd49dVXceHCBbz44osAgO3bt2PVqlX4/vvvC6VAIiIiIiIiIlIXk66saNeuHX788Uf8+eefGDhwIN5//3389ddf2LZtGzp06JCvAubNm4eAgAA4Ojqibt262Lt3b47Lrlu3Di1atEDJkiXh5uaGhg0bYvPmzflql4iIiIiIiIisk8mPLn355ZeNDrKZH2vWrMGwYcMwb948hISEYOHChWjdujWio6NRrly5bMvv2bMHLVq0wJQpU1CsWDFERESgbdu2OHToEGrXrl0gNREREZH14vPoiYjImoXvCjdp+Yz0TOX15L2TYac1/daT8KamtVlUmNRZceTIEej1etSvX99g+qFDh2Bra4vg4GCTGp81axb69OmDvn37AgDmzJmDzZs3Y/78+Zg6dWq25efMmWPwfsqUKfjpp5+wYcMGdlYQWYBGo0Hp0qWV10Rq8CznPnl3smnLp/83qGbyvmRAKyatrwvVmbQ8WdaznH2iJ7HW7NvZOqJDrR8tXQY9o6wh9yZ1Vrz33nsYNWpUts6Kq1ev4rPPPsOhQ4fyvK20tDRERUVh9OjRBtNbtmyJAwcO5Gkber0e9+7dg6enZ47LpKamIjU1VXmf9dSS9PR0pKen57lea2Bj0k07Ty9DMszbIIB0c+8kAOjN3F4Ry11uevbsqbwujJ8pS0RCFdk3d+6BZyr7hZ17wPTs29vYolOdR8ePMr0uU7P/6PIZkmHy+vk5do+uk56eDjtbE/8CpTftwKbr5ZHXNrAzcf2HKzL7REWdNZ73n5a5z/mABc4b+TlnPyUb0/rtYSPyyGsb2IjpNRfWcS2s3Od1WyZ1VkRHR6NOnTrZpteuXRvR0dGmbAo3b95EZmYmvLy8DKZ7eXnh2rVredrGzJkz8eDBA3Tp0iXHZaZOnYrx48dnm75lyxY4OTmZVLOl1axp3vZ23DVvewDMv5MAcNnc7W0yc4NFmyUioYrsmzv3ALNvoqKQ/bRHftnYfXc37LVa0zaQj0g82ubmzZtNbxOmHdiH7Z182F589Xy0B2afiPLE2n/Xf+pzPpCv8/7TMf9/pvlpsW6v//+Mnfz/XybatKlo/T+TlJSUp+VM6qxwcHDAP//8g/LlyxtMT0hIgJ2dycNfAMh+SYmI5Okyk1WrViE8PBw//fQTSpUqleNyY8aMwYgRI5T3iYmJ8PX1RcuWLeHm5pavmi3FyJ0xhWp4k5TcFypgjntmm71NtDNze1XHmLnBos3cuQdUkn1z5x5g9k1UFLKfnJ6CyfgGABDqHgqd1rTxIxxDTB9vIjklBZO/edhmWFiY6WNWnDHtwCanZWLy/78OK3c6f4+xY/aJKA+s/Xf9pz3nA/k77z8VE8/5BWHqHbM3iTEvFK3/Z7LudsiNST0MLVq0wJgxY/DTTz/B3d0dAPDvv//if//7H1q0aGFSgSVKlICtrW22qyiuX7+e7WqLx61ZswZ9+vTB999/j5deeumJyzo4OMDBwSHbdK1WC21+egMtSG/my7btNOa/FF5r7p0ETHwmTgEoYrl7kvT0dMydOxfAw9vECuNnyhKRUEX2LXB7zbOSfXPkHiga2bfT2Bm8fvR9XuTn2GVk/jcQWb7+L7cx7cBmPLK81kYPrU0+7ttl9omKtGf1vG/qOd/V3gUHh696qjbNft4w8ZxfEPQWGN6hMI5rYeY+r9sy6beKmTNnokmTJvDz81MGtDxx4gS8vLywYsUKkwq0t7dH3bp1sXXrVnTs2FGZvnXrVrRv3z7H9VatWoXevXtj1apVBfZUEiLKHxHB3bt3lddEasDck1ox+6RWzD6pkTXk3qTOijJlyuDUqVNYuXIlTp48CZ1Oh169euGNN97IV0/LiBEj8PbbbyM4OBgNGzbEokWLEB8fj/79+wN4eAvH1atXsXz5cgAPOyq6d++Ozz//HA0aNFCuytDpdMqVHkRERERERFT08XHV6mbyQBPOzs545513CqTxrl274tatW5gwYQISEhJQrVo1bNq0CX5+fgAejoURHx+vLL9w4UJkZGTgvffew3vvvadM79GjByIjIwukJiIiIjKT8HDT13nkNhBMngyY+jSQTqY3SUREROaXr1Exo6OjER8fj7S0NIPp7dqZPmLbwIEDMXDgQKPzHu+A2LVrl8nbJyIiIsovnb0tTkyoZekyiIiIVMekzoqLFy+iY8eOOH36NDQajXLvStbTOzIf/WsHEREREREREVE+mDQe/NChQxEQEIB//vkHTk5OOHPmDPbs2YPg4GBe9UBEREREREREBcKkKysOHjyIHTt2oGTJkrCxsYGNjQ1eeOEFTJ06FUOGDMHx48cLq04iskIajQYlS5ZUXhOpAXNPasXsk1ox+6RG1pB7kzorMjMz4eLiAgAoUaIE/v77b1SqVAl+fn6IjY0tlAKJyHpptdocx5whelYx96RWzD6pFbNPamQNuTeps6JatWo4deoUypcvj/r162PatGmwt7fHokWLUL58+cKqkYiIiIiIiIhUxKTOio8++ggPHjwAAEycOBFt27ZF48aNUbx4caxevbpQCiQiIiIiIiIidTGpsyIsLEx5/dxzzyE6Ohq3b9+Gh4cH798iUqH09HQsXrwYANCvXz9otVoLV0RU+Jh7Uitmn9SK2Sc1sobc56mzolOnTrlvyM4O3t7eaNGiBdq2bfvUhRGR9RMR3LhxQ3lNpAbMvWXpbG1xolYtS5ehSsw+qRWzT2pkDbnP06NL3d3dc/3S6XQ4f/48unbtik8++aSw6yYiIiIiIiKiZ1SerqyIiIjI8wZ/+eUXDBgwABMmTMh3UUREREREpC7JKSlo+PrrAICDq1dD5+ho4YqowIWHm7Z8ZuZ/rydPBmxtTVs/9xsEyIqZNGZFXoSEhCA4OLigN0tERERWRqd1xMHhqyxdBqmcJT7gquFDtRr2kYisW55uAzFFsWLFsG7duoLeLBERERERERGpRIF3VhARERERERERPY0Cvw2EiNRDo9HA3d1deU2kBsw9qZW5sm/qLe0Zj93SbmfiLe2mtkfqw/M+qZE15J6dFURmFr4r3PxtNi2cNrVaLYYNG1Yo26Znj7mzz9wTFaxnNfvJu5NNXyc95b/X+5IBrWmP9dOF6kxu86mdCjdt+bRHeoH+mAzYm9gLVMPE9qzYs5r9ooCPq7Yca8g9bwMhIiIiIiIiIqvCzgoiIiIiIiIisiq8DYSI8i09PR2RkZEAgJ49e0Kr1Vq2ICIzYO5JrZh9MkV+bv3LSP/v1pPJeyfDTmvarSeFdfsfs09qZA25Z2cFEeWbiODvv/9WXhOpAXNPhS05JQUNX38dAHBw9WroHB0tXNFDzD6pFbNPamQNuWdnBREREREVWXa2juhQ60dLl/HM0dnb4sSEWpYug4hUjGNWEBERERFZseSUFNTq0AG1OnRAckpK7isQET0D2FlBRERERERERFaFt4EQEREREZlAp3XEweGrLF0GEdEzjVdWEBEREREREZFV4ZUVRPRUnJycLF0Ckdkx96RWzD6pFbNPamTp3LOzgojyzd7eHiNHjrR0GURmxdyTqcJ3hZu0fEZ6pvJ68t7JsNPamtZeU9PayytmnwqbndYWHYbVsnQZ2TD7pEbWkHt2VhARERERmVN4uGnLZ/7XgYXJkwFb0zqwAACdTF+FiMiSOGYFEREREREREVkVXllBRPmWnp6OlStXAgDefPNNaLVaC1dEVPiYeyps1nopPLNvOTpbW5yoVcvSZagWs09qZA25Z2cFEeWbiODy5cvKayI1YO5JrZh9Uitmn9TIGnLP20CIiIiIiIiIyKqws4KIiIiIiIiIrAo7K4iIiIiIiIjIqrCzgoiIiIiIiIisCjsriIiIiIiIiMiq8GkgRPRU+PguUiPmntSK2Se1YvZJjSyde3ZWEFG+2dvb43//+5+lyyAyK+ae1IrZJ7Vi9kmNrCH3vA2EiIiIiIiIiKwKOyuIiIiIiIiIyKrwNhAiyreMjAx89913AIAuXbrAzo6nFHr2MfekVsw+qRWzT2pkDbnnTxoR5Zter8f58+eV10RqwNyTWjH7pFbMPqmRNeSet4EQERERERERkVVhZwURERERERERWRWLd1bMmzcPAQEBcHR0RN26dbF3794nLr97927UrVsXjo6OKF++PBYsWGCmSomIiIiIiIjIHCzaWbFmzRoMGzYMY8eOxfHjx9G4cWO0bt0a8fHxRpePi4tDmzZt0LhxYxw/fhz/+9//MGTIEKxdu9bMlRMRERERERFRYbFoZ8WsWbPQp08f9O3bF0FBQZgzZw58fX0xf/58o8svWLAA5cqVw5w5cxAUFIS+ffuid+/emDFjhpkrJyIiIiIiIqLCYrGngaSlpSEqKgqjR482mN6yZUscOHDA6DoHDx5Ey5YtDaaFhYVhyZIlSE9Ph1arzbZOamoqUlNTlfd3794FANy+fRvp6elPuxtmlZZm3vZu308xb4MAHM29kwCQaN7m0u6btz0AuHXrVqFsNy0tDSkpKUob9vb2hdBGgW8yV6rIvplzD5g/+0U59w/bKZTNPpG5s6+Gcz7A7JveTqFsNkeqOOcD/H3nKTD7BYe/7xSOwsh+Yeb+3r17AAARefKCYiFXr14VALJ//36D6ZMnT5aKFSsaXScwMFAmT55sMG3//v0CQP7++2+j64wbN04A8Itf/OIXv/jFL37xi1/84he/+MUvK/m6cuXKE/sMLHZlRRaNRmPwXkSyTctteWPTs4wZMwYjRoxQ3uv1ety+fRvFixd/YjtUdCQmJsLX1xdXrlyBm5ubpcshMhtmn9SK2Sc1Yu5JrZj9Z4+I4N69eyhduvQTl7NYZ0WJEiVga2uLa9euGUy/fv06vLy8jK7j7e1tdHk7OzsUL17c6DoODg5wcHAwmFasWLH8F05Wy83NjScwUiVmn9SK2Sc1Yu5JrZj9Z4u7u3uuy1hsgE17e3vUrVsXW7duNZi+detWNGrUyOg6DRs2zLb8li1bEBwcbHS8CiIiIiIiIiIqeiz6NJARI0bg66+/xtKlSxETE4Phw4cjPj4e/fv3B/DwFo7u3bsry/fv3x+XL1/GiBEjEBMTg6VLl2LJkiX44IMPLLULRERERERERFTALDpmRdeuXXHr1i1MmDABCQkJqFatGjZt2gQ/Pz8AQEJCAuLj45XlAwICsGnTJgwfPhxz585F6dKl8cUXX+DVV1+11C6QFXBwcMC4ceOy3e5D9Kxj9kmtmH1SI+ae1IrZVy+NSG7PCyEiIiIiIiIiMh+L3gZCRERERERERPQ4dlYQERERERERkVVhZwURERERERERWRV2VhARWZmPP/4Y77zzjqXLMKpnz57o0KGDWdrq3LkzZs2aZZa2iIiIiMi6sLOCLKZp06YYNmzYU21j7ty5CAoKgk6nQ6VKlbB8+fJsy6xduxZVqlSBg4MDqlSpgvXr1z9Vm2T9CiJbCQkJ6NatGypVqgQbGxuj24uMjIRGo8n2lZKSku92//nnH3z++ef43//+9xTVPxs++eQTTJ48GYmJiZYuhQoAz/mkVsw+qRFzTwWBnRVUZM2fPx9jxoxBeHg4zpw5g/Hjx+O9997Dhg0blGUOHjyIrl274u2338bJkyfx9ttvo0uXLjh06JAFK6eiIDU1FSVLlsTYsWNRs2bNHJdzc3NDQkKCwZejo2O+212yZAkaNmwIf3//fG+jqEtPTwcA1KhRA/7+/li5cqWFKyJrwHM+qRWzT2rE3BMAQIgsoEePHgLA4CsuLs6kbTRs2FA++OADg2lDhw6VkJAQ5X2XLl2kVatWBsuEhYXJ66+/rrz//vvvpVq1auLo6Cienp7SvHlzuX//vuk7RVahILL1uNDQUBk6dGi26REREeLu7v7EdU3NV/Xq1eWrr77K1v7gwYNl5MiR4uHhIV5eXjJu3DiDZS5fvizt2rUTZ2dncXV1lddee02uXbv2xNpOnTolzZo1U2rr16+f3Lt3T5mfkZEhw4cPF3d3d/H09JSRI0dK9+7dpX379soyKSkpMnjwYClZsqQ4ODhISEiIHD58+InHaP369fLofz/jxo2TmjVrypIlSyQgIEA0Go3o9XoREQkPD5fGjRs/cT/I+vGcT2rF7JMaMfdUUHhlBVnE559/joYNG6Jfv37KX6N9fX3h4uLyxK/WrVsr20hNTc32F2ydTofDhw8rf5k9ePAgWrZsabBMWFgYDhw4AODhpf5vvPEGevfujZiYGOzatQudOnWCiBTyEaDCklO2AJiUr7y6f/8+/Pz8ULZsWbzyyis4fvy4Ms/UfN25cwd//PEHgoODs81btmwZnJ2dcejQIUybNg0TJkzA1q1bAQAigg4dOuD27dvYvXs3tm7digsXLqBr16451p2UlIRWrVrBw8MDR44cwffff49t27Zh0KBByjIzZ87E0qVLsWTJEuzbtw+3b9/OdnnlqFGjsHbtWixbtgzHjh1DhQoVEBYWhtu3b5t0HP/880989913WLt2LU6cOKFMf/7553H48GGkpqaatD2yLjznk1ox+6RGzD0VFDtLF0Dq5O7uDnt7ezg5OcHb21uZ/uiHFGN0Op3yOiwsDF9//TU6dOiAOnXqICoqCkuXLkV6ejpu3rwJHx8fXLt2DV5eXgbb8PLywrVr1wA8PIllZGSgU6dO8PPzAwBUr169gPaSLCGnbAGm5SsvKleujMjISFSvXh2JiYn4/PPPERISgpMnTyIwMNDkfF2+fBkigtKlS2ebV6NGDYwbNw4AEBgYiK+++grbt29HixYtsG3bNpw6dQpxcXFKx8yKFStQtWpVHDlyBPXq1cu2vZUrVyI5ORnLly+Hs7MzAOCrr75C27Zt8dlnn8HLywtz5szBmDFj8OqrrwIAFixYgM2bNyvbePDgAebPn4/IyEjlF4zFixdj69atWLJkCUaOHJnnY5mWloYVK1agZMmSBtPLlCmD1NRUXLt2TTmGVPTwnE9qxeyTGjH3VFDYWUFWpUKFCnle9uOPP8a1a9fQoEEDiAi8vLzQs2dPTJs2Dba2tspyGo3GYD0RUabVrFkTzZs3R/Xq1REWFoaWLVuic+fO8PDwKJgdIqtiSr7yokGDBmjQoIHyPiQkBHXq1MGXX36JL774wuR8JScnA4DRMS9q1Khh8N7HxwfXr18HAMTExMDX11fpqACAKlWqoFixYoiJiTHaWRETE4OaNWsqHRVZ9ev1esTGxsLR0REJCQlo2LChMt/Ozg7BwcHKXyQuXLiA9PR0hISEKMtotVo8//zziImJyfnAGeHn55etowL47xeXpKQkk7ZHRQPP+aRWzD6pEXNPpuJtIGRVTLk8TKfTYenSpUhKSsKlS5cQHx8Pf39/uLq6okSJEgAAb29vpXc1y/Xr15VeWFtbW2zduhW//vorqlSpgi+//BKVKlVCXFyc+XaazKYwbgN5lI2NDerVq4fz588DMD1fWbm9c+dOtnlardbgvUajgV6vB2D4H/Ojcpqe27ycphvbhrHlH922jY1Ntsstsy7ffNSjnSaPyrqdxFhHBhV9POeTWjH7pEbMPZmKV1aQxdjb2yMzM9NgWn4u09dqtShbtiwAYPXq1XjllVdgY/OwH65hw4bYunUrhg8friy/ZcsWNGrUSHmv0WgQEhKCkJAQfPLJJ/Dz88P69esxYsSI/O4aWZixbAEFfxvI40QEJ06cMLjE0JR8Pffcc3Bzc0N0dDQqVqyY53arVKmC+Ph4XLlyRbm6Ijo6Gnfv3kVQUFCO6yxbtgwPHjxQOgr2798PGxsbVKxYEe7u7vDx8cHvv/+OJk2aAAAyMjIQFRWFOnXqAHj4FxJ7e3vs27cP3bp1A/CwI+Lo0aPK48pKliyJe/fuGbST2/fhUX/88QfKli2r/GJCRRfP+aRWzD6pEXNPBYGdFWQx/v7+OHToEC5dugQXFxd4enqadHnYuXPncPjwYdSvXx937tzBrFmz8Mcff2DZsmXKMkOHDkWTJk3w2WefoX379vjpp5+wbds27Nu3DwBw6NAhbN++HS1btkSpUqVw6NAh3LhxI8cPeFQ0GMuWjY2NybeBZP2nev/+fdy4cQMnTpyAvb09qlSpAgAYP348GjRogMDAQCQmJuKLL77AiRMnMHfuXACm58vGxgYvvfQS9u3bhw4dOuS5zpdeegk1atTAm2++iTlz5iAjIwMDBw5EaGio0cE6AeDNN9/EuHHj0KNHD4SHh+PGjRsYPHgw3n77beUvEkOHDsWnn36KwMBABAUFYdasWfj333+VbTg7O2PAgAEYOXIkPD09Ua5cOUybNg1JSUno06cPAKB+/fpwcnLC//73PwwePBiHDx9GZGRknvdt79692QbPoqKJ53xSK2af1Ii5pwJhxiePEBmIjY2VBg0aiE6ny9cjjaKjo6VWrVqi0+nEzc1N2rdvL2fPns223Pfffy+VKlUSrVYrlStXlrVr1xpsIywsTHnsYsWKFeXLL7982l0jC3vabGXBY4/dAiB+fn7K/GHDhkm5cuXE3t5eSpYsKS1btpQDBw4o8/OTr99++03KlCkjmZmZyjRjj05t37699OjRQ3lfGI8uTU9Pl6FDh4qbm5sUK1ZMRowYke3RpcnJyTJ48GApUaKE0UeXijx8VGmFChXE0dFRXnnlFVm0aJHRR5c+Ljk5Wdzc3OTgwYNP3A8qGnjOJ7Vi9kmNmHsqCBoRPruFiMhaiAgaNGiAYcOG4Y033rB0ORY1d+5c/PTTT9iyZYulSyEiIiIiM+MAm0REVkSj0WDRokXIyMiwdCkWp9Vq8eWXX1q6DCIiIiKyAF5ZQURERERERERWhVdWEBEREREREZFVYWcFEREREREREVkVdlaQqjRt2hTDhg0rsO1pNBr8+OOPBbY9osLC7JNaMfukRsw9qUXPnj1Netx7bvz9/TFnzpwC2x49HXZWEADg6tWreOutt1C8eHE4OTmhVq1aiIqKUuaLCMLDw1G6dGnodDo0bdoUZ86cMdjGiBEj4OnpiXLlymH16tUG87777ju0bdvWLPtiTgkJCWjdurWly6CnwOznD7Nf9DH7+cPsF23Mff4w98+mefPmISAgAI6Ojqhbty727t1rMH/GjBnw8vKCl5cXZs+ebTDv0KFDqFu3LjIzM81ZcqE7cuQI3nnnHUuXQVks9tBUshq3b98WPz8/6dmzpxw6dEji4uJk27Zt8ueffyrLfPrpp+Lq6ipr166V06dPS9euXcXHx0cSExNFROTnn38WLy8vOXLkiHz77bfi6OgoN2/eFBGRO3fuSIUKFeTy5csW2b9HhYaGytChQy1dBlkJZp/UitknNWLuif6zevVq0Wq1snjxYomOjpahQ4eKs7Ozkt9Tp06JTqeT7du3y7Zt28TR0VFOnz4tIiJpaWlSq1YtOXz4sCV3QUREevToIe3bt7d0GVRI2FlB8uGHH8oLL7yQ43y9Xi/e3t7y6aefKtNSUlLE3d1dFixYICIin332mXTt2lWZX6pUKeUE1q9fP5k1a1ae65k3b56UL19etFqtVKxYUZYvX24w/86dO9KvXz8pVaqUODg4SNWqVWXDhg3K/H379kmTJk1Ep9NJsWLFpGXLlnL79m0Ryf6fNwBZv369wfbd3d0lIiJCRERSU1PlvffeE29vb3FwcBA/Pz+ZMmVKjuufOnVKmjVrJo6OjuLp6Sn9+vWTe/fuKfOzTqjTp08Xb29v8fT0lIEDB0paWlqejw8VHGZ/vcH2mX31YPbXG2yf2VcH5n69wfaZe3V7/vnnpX///gbTKleuLKNHjxYRkTVr1kj9+vUNlv/uu+9ERGTy5MkyZMiQPLf1ww8/SJUqVcTe3l78/PxkxowZBvNTUlJk5MiRUrZsWbG3t5cKFSrI119/rcz/448/pE2bNuLq6iouLi7ywgsvKJ2Mj3dW+Pn5yezZsw22X7NmTRk3bpzyfty4ceLr6yv29vbi4+MjgwcPznH9y5cvS7t27cTZ2VlcXV3ltddek2vXrhlsq2bNmrJ8+XLx8/MTNzc36dq1q9LBSU+Ht4EQfv75ZwQHB+O1115DqVKlULt2bSxevFiZHxcXh2vXrqFly5bKNAcHB4SGhuLAgQMAgJo1a+Lo0aO4c+cOoqKikJycjAoVKmDfvn04duwYhgwZkqda1q9fj6FDh+L999/HH3/8gXfffRe9evXCzp07AQB6vR6tW7fGgQMH8M033yA6OhqffvopbG1tAQAnTpxA8+bNUbVqVRw8eBD79u1D27Zt832J2hdffIGff/4Z3333HWJjY/HNN9/A39/f6LJJSUlo1aoVPDw8cOTIEXz//ffYtm0bBg0aZLDczp07ceHCBezcuRPLli1DZGQkIiMj81UfPR1mP2fM/rON2c8Zs//sYu5zxtyrS1paGqKiogyyDgAtW7ZUsl69enWcO3cO8fHxuHz5Ms6dO4dq1arhzz//RGRkJCZNmpSntqKiotClSxe8/vrrOH36NMLDw/Hxxx8bZKF79+5YvXo1vvjiC8TExGDBggVwcXEB8PDWrSZNmsDR0RE7duxAVFQUevfujYyMjHzt+w8//IDZs2dj4cKFOH/+PH788UdUr17d6LIigg4dOuD27dvYvXs3tm7digsXLqBr164Gy124cAE//vgjNm7ciI0bN2L37t349NNP81UfPcbSvSVkeQ4ODuLg4CBjxoyRY8eOyYIFC8TR0VGWLVsmIiL79+8XAHL16lWD9fr16yctW7ZU3o8bN06ee+45qVatmqxbt05SU1OlWrVqcvToUfnyyy+lYsWK0qhRI/njjz9yrKVRo0bSr18/g2mvvfaatGnTRkRENm/eLDY2NhIbG2t0/TfeeENCQkJy3L6pf2kYPHiwvPjii6LX641u79H1Fy1aJB4eHnL//n1l/i+//CI2NjZKD2yPHj3Ez89PMjIyDPbv0b/SkPkw++sNlmH21YPZX2+wDLOvDsz9eoNlmHv1unr1qgCQ/fv3G0yfPHmyVKxYUXk/f/58qVixolSsWFHmz58vIiLNmzeX9evXy/fffy9Vq1aVWrVqye7du3Nsq1u3btKiRQuDaSNHjpQqVaqIiEhsbKwAkK1btxpdf8yYMRIQEJDjVTmmXlkxc+ZMqVixYo7be3T9LVu2iK2trcTHxyvzz5w5IwCUK6rGjRsnTk5OBldSjBw50uCqFMo/XllB0Ov1qFOnDqZMmYLatWvj3XffRb9+/TB//nyD5TQajcF7ETGYFh4ejj///BOnT59Gx44dMWXKFLz00kvQarWYNGkS9u3bh759+6J79+451hITE4OQkBCDaSEhIYiJiQHw8C8JZcuWRcWKFY2un/WXhoLSs2dPnDhxApUqVcKQIUOwZcuWJ9Zes2ZNODs7G9Su1+sRGxurTKtatarylxEA8PHxwfXr1wusZso7Zj9nzP6zjdnPGbP/7GLuc8bcq1NuWe/fvz9iY2MRGxuL/v37IzIyEq6urmjYsCH69u2L9evXY9asWXj99deRmppqtI2csn7+/HlkZmbixIkTsLW1RWhoqNH1T5w4gcaNG0Or1T7l3j702muvITk5GeXLl0e/fv2wfv36HK/SiImJga+vL3x9fZVpVapUQbFixZSfVeDhE0RcXV2V98x6wWFnBcHHxwdVqlQxmBYUFIT4+HgAgLe3NwDg2rVrBstcv34dXl5eRrd59uxZrFy5EhMnTsSuXbvQpEkTlCxZEl26dMGxY8eQmJiYYz1POnHqdLon7ktu8421JSIG09LT05XXderUQVxcHCZOnIjk5GR06dIFnTt3Nrqtx0/wj7eT5fGTrUajgV6vN6luKhjMPrOvVsw+s69GzD1zTw+VKFECtra2JmX95s2bmDBhAr788kscOnQIFStWRGBgIJo1a4b09HScO3fO6HrG8vJoFgs66zY2Nk/Muq+vL2JjYzF37lzodDoMHDgQTZo0MVjmSbUbm86sFx52VhBCQkIMesIB4Ny5c/Dz8wMABAQEwNvbG1u3blXmp6WlYffu3WjUqFG27YkI3nnnHcycORMuLi7IzMxUTgBZ/+b0AxwUFIR9+/YZTDtw4ACCgoIAADVq1MBff/2V4wmxRo0a2L59e152GwBQsmRJJCQkKO/Pnz+PpKQkg2Xc3NzQtWtXLF68GGvWrMHatWtx+/btbNuqUqUKTpw4gQcPHijT9u/fDxsbmxz/MkKWxewz+2rF7DP7asTcM/f0kL29PerWrWuQdQDYunWr0awDwLBhwzB8+HCULVvWIOsAkJGRkeN4KVWqVDGa9YoVK8LW1hbVq1eHXq/H7t27ja5fo0YN7N2712hngjGPZz0xMRFxcXEGy+h0OrRr1w5ffPEFdu3ahYMHD+L06dNGa4+Pj8eVK1eUadHR0bh7967ys0qFzFz3m5D1Onz4sNjZ2cnkyZPl/PnzsnLlSnFycpJvvvlGWebTTz8Vd3d3WbdunZw+fVreeOMNg0d5PWrhwoXy6quvKu8PHTokbm5ucvDgQfnkk0+Ue9SMWb9+vWi1Wpk/f76cO3dOZs6cKba2trJz505lmaZNm0q1atVky5YtcvHiRdm0aZP8+uuvIvLwvjd7e3sZMGCAnDx5UmJiYmTevHly48YNEcl+D+frr78uQUFBEhUVJUeOHJEXX3xRtFqtcg/nrFmzZNWqVRITEyOxsbHSp08f8fb2lszMTBExvIfzwYMH4uPjI6+++qqcPn1aduzYIeXLl5cePXoo7Rl7vNLQoUMlNDQ0x2NChYfZZ/bVitln9tWIuWfu6T9Zjy5dsmSJREdHy7Bhw8TZ2VkuXbqUbdktW7bI888/r+Thr7/+EkdHR9m0aZMsXLhQihcvLklJSUbbiYqKEhsbG5kwYYLExsZKZGSk6HQ6JXsiIj179hRfX19Zv369XLx4UXbu3Clr1qwREZGbN29K8eLFpVOnTnLkyBE5d+6cLF++XM6ePSsi2bM2evRo8fb2lj179sjp06elQ4cO4uLiooxZERERIV9//bWcPn1aLly4IGPHjhWdTqc8gvjRMSv0er3Url1bGjduLFFRUXLo0CGpW7euQY6zngbyqNmzZ4ufn18evxP0JOysIBER2bBhg1SrVk0cHBykcuXKsmjRIoP5er1exo0bpzzSqkmTJsqzlh917do18fPzyzY41fjx48XT01MqV64shw4demItuT3K69atW9KrVy8pXry4ODo6SrVq1WTjxo3K/F27dkmjRo3EwcFBihUrJmFhYXLnzh0Ryf6f99WrV6Vly5bi7OwsgYGBsmnTJoMBpxYtWiS1atUSZ2dncXNzk+bNm8uxY8eU9YH8PcrrUfzP27KYfWZfrZh9Zl+NmHvmnv4zd+5c8fPzE3t7e6lTp47RgTKTkpKkYsWKcvz4cYPpixcvFi8vLylXrpxBLo3JenSpVquVcuXKyfTp0w3mJycny/Dhw8XHx0d5dOnSpUuV+SdPnpSWLVuKk5OTuLq6SuPGjeXChQsikj1rd+/elS5duoibm5v4+vpKZGSkwQCb69evl/r164ubm5s4OztLgwYNZNu2bcr6+X106aPYWVFwNCKP3dRDRERERERERGRBHLOCiIiIiIiIiKwKOyuIiIiIiIiIyKqws4KIiIiIiIiIrAo7K4iIiIiIiIjIqrCzgoiIiBAeHo5atWpZrP1FixbB19cXNjY2mDNnjsXqyAuNRoMff/zR0mVQAWH2847Zf3Yw93nH3FsOOysoz3r27IkOHTpYrP3w8HB4eXlZ/Qnj0qVL0Gg0OHHihKVLoQLC7OcNs68+BZXJxMREDBo0CB9++CGuXr2Kd9555+mLe4S/v3+B/jKckJCA1q1bF8i2AgIC8NtvvxmdVxg/8wV9LNSK2X96zH7Rw9w/PebeNOysoEJTkB9cYmJiMH78eCxcuLBATxhZCvLk4Ovri4SEBFSrVu2pt5WcnAwnJyecPXs227zC+mBo7R+IiwJmn9kn08THxyM9PR0vv/wyfHx84OTklK/tpKen57uGzMxM6PX6PC3r7e0NBweHfLeV5dSpU7h16xaaNWv21NuioonZZ/bViLln7vOKnRVUJFy4cAEA0L59+6c6YTzNSS2v69ra2sLb2xt2dnb5bivL1q1b4evri8qVKz/1tqhoYvafvez/8MMPqF69OnQ6HYoXL46XXnoJDx48UOZHREQgKCgIjo6OqFy5MubNm6fMy+qoWb16NRo1agRHR0dUrVoVu3btMrmOTz/9FF5eXnB1dUWfPn2QkpJiMP/IkSNo0aIFSpQoAXd3d4SGhuLYsWPKfH9/fwBAx44dodFolPcXLlxA+/bt4eXlBRcXF9SrVw/btm3LsY7IyEhUr14dAFC+fHloNBpcunQJADB//nw899xzsLe3R6VKlbBixQqDdTUaDRYsWID27dvD2dkZkyZNyrb9pk2b4vLlyxg+fDg0Gg00Go3SbrFixbBx40ZUqVIFDg4OuHz5cq77ndVuVsdW1vdk3bp1aNasGZycnFCzZk0cPHjwyd8AAD/99BPCwsKM/lzndHwBYMOGDahbty4cHR1Rvnx5jB8/HhkZGcr88PBwlCtXDg4ODihdujSGDBnyxGNhLsy+IWZfHdln7g0x9+rIfYERMqvvv/9eqlWrJo6OjuLp6SnNmzeX+/fvi4jI4cOH5aWXXpLixYuLm5ubNGnSRKKiogzWByALFiyQl19+WXQ6nVSuXFkOHDgg58+fl9DQUHFycpIGDRrIn3/+abDezz//LHXq1BEHBwcJCAiQ8PBwSU9Pz7HOjIwMGT58uLi7u4unp6eMHDlSunfvLu3bt1eW+fXXXyUkJERZ5uWXXzZoF4DBV2hoaJ7381Hjxo3Lti0RkczMTBk/fryUKVNG7O3tpWbNmvLrr78q68XFxQkAWbNmjYSGhoqDg4MsXbo02/b9/PwMtu3n56e0W7NmTVmyZIkEBASIRqMRvV6f635ntXv8+HEREdm5c6cAkG3btkndunVFp9NJw4YN5ezZsznuc5bevXvLBx98YHReTsdXRGTp0qVSuXJlcXBwkEqVKsncuXOVeampqfLee++Jt7e3ODg4iJ+fn0yZMuWJx6IgMPvMvlqz/6i///5b7OzsZNasWRIXFyenTp2SuXPnyr1790REZNGiReLj4yNr166Vixcvytq1a8XT01MiIyNF5L9jXLZsWfnhhx8kOjpa+vbtK66urnLz5s0817FmzRqxt7eXxYsXy9mzZ2Xs2LHi6uoqNWvWVJbZvn27rFixQqKjoyU6Olr69OkjXl5ekpiYKCIi169fFwASEREhCQkJcv36dREROXHihCxYsEBOnTol586dk7Fjx4qjo6NcvnzZaC1JSUmybds2ASCHDx+WhIQEycjIkHXr1olWq5W5c+dKbGyszJw5U2xtbWXHjh3KugCkVKlSsmTJErlw4YJcunQp2/Zv3bolZcuWlQkTJkhCQoIkJCSIiEhERIRotVpp1KiR7N+/X86ePSv379/Pdb+z2l2/fr3B96Ry5cqyceNGiY2Nlc6dO4ufn98TzzUiIsHBwbJixQqj83I6vr/99pu4ublJZGSkXLhwQbZs2SL+/v4SHh4uIg/PtW5ubrJp0ya5fPmyHDp0SBYtWvTEY2EOzH52zP6zn33mPjvm/tnPfUFiZ4UZ5XbCyusPS5kyZWTNmjUSGxsrHTp0EH9/f3nxxRflt99+k+joaGnQoIG0atVKWSe3kBvz2Wefibu7u3Ji7NOnj7i6uhp8YPvhhx9k7dq1cu7cOTl+/Li0bdtWqlevLpmZmSLy8INZ1geVhIQEuXXrVp7381H37t2TiIgIAWDwgzZr1ixxc3OTVatWydmzZ2XUqFGi1Wrl3LlzIvLfycTf31/5T+Dq1avZtp/TyWHcuHHi7OwsYWFhcuzYMTl58qTo9fpc9zunD2z169eXXbt2yZkzZ6Rx48bSqFGjnMMiDz+QlipVSvbu3Wt0fk7HN7f/+KZPny6+vr6yZ88euXTpkuzdu1e+/fbbJx6Lp8XsM/tqzf7joqKiBIDRX7BERHx9fZWaskycOFEaNmwoIv8d408//VSZn56eLmXLlpXPPvssz3U0bNhQ+vfvbzCtfv36Br+4Pi4jI0NcXV1lw4YNyrRHf4F7kipVqsiXX36Z4/zjx48LAImLi1OmNWrUSPr162ew3GuvvSZt2rQxaH/YsGG5tu/n5yezZ882mJb1s3XixIknrpvbfmd9T77++mtl/pkzZwSAxMTE5Ljdv/76S7RarZJfY4wd38aNGyudbFlWrFghPj4+IiIyc+ZMqVixoqSlpRndprFjYQ7MvnHMvnHPSvaZe+OYe+OeldwXJHZWmFFuJ6zH5fTD8tFHHynvDx48KABkyZIlyrRVq1aJo6Oj8j63kBvj4+Nj9MT46Ae2x2X9sn/69GkRyf7BxZT9fNz69euVvypnKV26tEyePNlgWr169WTgwIEG7c+ZM+eJ7YsYPzmMGzdOtFptrh9actvvR/+6nOWXX34RAJKcnJzjdvfv3y8lSpRQPgg+Lqfjm9t/fIMHD5YXX3xR9Hq90e3m9T8iUzD7ed/PxzH72RWl7D8uIyNDmjdvLq6urtK5c2dZtGiR3L59W0T+O546nU6cnZ2VLwcHBylVqpSI/Lfvu3fvNthuhw4dpGfPnnmuo1ixYrJs2TKDacOGDTP4xfWff/6Rd999VwIDA8XNzU2cnZ1Fo9EYXK1i7Jjdv39fRo4cKUFBQeLu7i7Ozs5iY2MjI0eOzLEeY7+4enh4KB1NWebMmSMBAQEG7X/zzTe57m9Ov7ja29tny4Op+531PTl8+LAy//bt20a/T4+aN2+eNG3a9Il1Gzu+Tk5O4ujoaJARR0dHASAPHjyQ+Ph48fX1lbJly0rfvn1l3bp1Bn/ts9Qvrsy+ccy+cc9K9pl745h7456V3Bekp7+xmPKsZs2aaN68OapXr46wsDC0bNkSnTt3hoeHBwDg+vXr+OSTT7Bjxw78888/yMzMRFJSEuLj4w22U6NGDeW1l5cXACj3fmVNS0lJQWJiItzc3BAVFYUjR45g8uTJyjKZmZlISUlBUlJStkFt7t69i4SEBDRs2FCZZmdnh+DgYIiIMu3ChQv4+OOP8fvvv+PmzZvKIDXx8fFPHGAvr/v5JImJifj7778REhJiMD0kJAQnT540mBYcHJzn7T7Oz88PJUuWNJiW3/1+9Pvm4+MD4OGxKFeunNHlf/rpJ7zyyiuwscn70DI3btzAlStX0KdPH/Tr10+ZnpGRAXd3dwAPn2zRokULVKpUCa1atcIrr7yCli1b5rmN/GD2YdJ+Pgmzb5y1Zv9xtra22Lp1Kw4cOIAtW7bgyy+/xNixY3Ho0CElj4sXL0b9+vWzrZebgr4XtWfPnrhx4wbmzJkDPz8/ODg4oGHDhkhLS3vieiNHjsTmzZsxY8YMVKhQATqdDp07d851PWMe3ycRyTbN2dnZ5O1m0el02baX3/3WarXZ6n7S4G0///wz2rdvb3LNer0e48ePR6dOnbLNc3R0hK+vL2JjY7F161Zs27YNAwcOxPTp07F7926DGs2N2TcNs59dUcw+c28a5j67opj7gsQBNs0o64T166+/okqVKvjyyy9RqVIlxMXFAXj4wxIVFYU5c+bgwIEDOHHiBIoXL57th8XYD8eTfmCyQn7ixAnl6/Tp0zh//jwcHR3zvT9t27bFrVu3sHjxYhw6dAiHDh0CgFx/uPO6n3lR2Cc1Y+vmd7/NcVLL2t7ixYsNvt9//PEHfv/9dwBAnTp1EBcXh4kTJyI5ORldunRB586dTWrHVMw+TNrPvGD2DVlr9o3RaDQICQnB+PHjcfz4cdjb22P9+vXw8vJCmTJlcPHiRVSoUMHgKyAgwGAbWfsEPOyQiYqKMmkw0qCgIINtPL5NANi7dy+GDBmCNm3aoGrVqnBwcMDNmzcNltFqtcjMzMy2Xs+ePdGxY0dUr14d3t7eyuBppggKCsK+ffsMph04cABBQUEmb8ve3j5bnTnJy34/rfv372Pnzp1o167dE5czdnzr1KmD2NjYbBmpUKGC0sGn0+nQrl07fPHFF9i1axcOHjyI06dPAzDtWBQ0Zj/vNTL7z072mfu818jcPzu5Lyi8ssLMsk5YISEh+OSTT+Dn54f169djxIgR2Lt3L+bNm4c2bdoAAK5cuVIgPyyPhjwv3N3d4ePjg99//x1NmjQB8N+JsU6dOgCAW7duISYmBgsXLkTjxo0BINsJxt7eHgCMntSedj/d3NxQunRp7Nu3T6kReHhSe/75503aFmD85GBMXva7IJw/fx6XLl164l99jR3fR//je/PNN3Nc183NDV27dkXXrl3RuXNntGrVCrdv34anp2eej4WpmH1mPy+exew/6tChQ9i+fTtatmyJUqVK4dChQ7hx44byy1h4eDiGDBkCNzc3tG7dGqmpqTh69Cju3LmDESNGKNuZO3cuAgMDERQUhNmzZ+POnTvo3bu3Mr9y5cqYOnUqOnbsaLSOoUOHokePHggODsYLL7yAlStX4syZMyhfvryyTIUKFbBixQoEBwcjMTERI0eOhE6nM9iOv78/tm/fjpCQEDg4OMDDwwMVKlTAunXr0LZtW2g0Gnz88cd5fjzco0aOHIkuXbqgTp06aN68OTZs2IB169Y9cZT5nPj7+2PPnj14/fXX4eDggBIlSuS4bF72+2n99ttvCAwMNDjeOdX9+PH95JNP8Morr8DX1xevvfYabGxscOrUKZw+fRqTJk1CZGQkMjMzUb9+fTg5OWHFihXQ6XTw8/Mz+VgUJGY/75j9Zyf7zH3eMffPTu4LlAVvQVGd33//XSZPnixHjhyRy5cvy3fffSf29vayadMmERGpVauWtGjRQqKjo+X333+Xxo0bi06nM7jPCI/dy2Ts3u2s+8Tv3LkjIg8HGbSzs5Nx48bJH3/8IdHR0bJ69WoZO3ZsjrV++umn4uHhIevWrZOYmBjp16+fwSCDmZmZUrx4cXnrrbfk/Pnzsn37dqlXr55Bfenp6aLT6WTSpEly7do1+ffff/O8n48zdt/+7Nmzxc3NTVavXi1nz56VDz/80Oggg7mNGyAiEhgYKAMGDJCEhATlXsKsJyI8Ki/7ndN9+1nfDxHj9+o9avr06fLKK688seacju/ixYtFp9PJnDlzJDY2Vk6dOiVLly6VmTNnisjDwRlXrVolMTExEhsbK3369BFvb29lfABjx+JpMfvMfha1Zf9x0dHREhYWJiVLlhQHBwepWLFitkHIVq5cKbVq1RJ7e3vx8PCQJk2ayLp160Tkv2P87bffSv369cXe3l6CgoJk+/btBtvA/w8W+iSTJ0+WEiVKiIuLi/To0UNGjRpl8H0/duyYBAcHi4ODgwQGBsr333+f7d7Xn3/+WSpUqCB2dnbKE1Ti4uKkWbNmotPpxNfXV7766isJDQ2VoUOH5lhLTrmYN2+elC9fXrRarVSsWFGWL1+ebT/zMs7IwYMHpUaNGuLg4KD8PEVERIi7u3u2ZfOy30/KvYjInTt3BIDs3LnTaD1vvfXWE89DWYwdX5GH57ZGjRqJTqcTNzc3ef7555XR39evXy/169dX7r1u0KCBwbgxxo6FOTD7xjH7xj0r2WfujWPujXtWcl+Qil7FRVhuJyxTf1hE8vaBTeTJITcmPT1dhg4dKm5ublKsWDEZMWJEtsc3bt26VYKCgsTBwUFq1Kghu3btylbf4sWLxdfXV2xsbJTHC+ZlPx9n7APbo49v1Gq1OT6+MS8f2IydHIx9YMvLfhfEB7YXXnhBFi9enGvdxo6vyJP/41u0aJHUqlVLnJ2dxc3NTZo3by7Hjh174rF4Wsx+aJ7383HMvnFFJfsFzZTvLVmnjIwM8fT0lEOHDlm6lCKF2S/6mH3TMfdFH3P/dDQij4waR0QWd/PmTfj4+ODKlSvw9va2dDlEZsPs5+7SpUsICAjA8ePHUatWLUuXQ/lw/fp1LFq0CGPHji3wAfKeZcx+0cfsm465L/qY+6fDMSuIrMzt27cxa9Ysflgj1WH2SQ1KlSqFjz76yNJlEJkds09qxNw/HV5ZQURERERERERWhY8uJSIiIiIiIiKrws6KZ9ilS5eg0Whw4sQJi9ah0Wjw448/WlVNuWnatCmGDRtm6TJy5e/vjzlz5li6DKtiLRlj7gsPc2+cteSM2S88asu+NXxfevbsiQ4dOijvraGm3ERGRqJYsWKWLiNX4eHhHIfBCGvIGHNfeJh707CzgszK19cXCQkJqFatmqVLeWrm/KUxpxPwkSNH8M4775ilBso/5j5/mPuij9nPH2bfeq1btw4TJ060dBlPzdwfmB7txMzywQcfYPv27WargfKPuc8f5v7pcYBNMitbW1tVDZ6XmZkJjUYDG5vC6RcsWbJkoWyXChZzX7CY+6KD2S9YzL7leXp6WroEs0pPT4dWqy2Ubbu4uMDFxaVQtk0Fi7kvOMy9aXhlhZVo2rQphgwZglGjRsHT0xPe3t4IDw83WCY+Ph7t27eHi4sL3Nzc0KVLF/zzzz+5bvvs2bNo1KgRHB0dUbVqVezatUuZl5mZiT59+iAgIAA6nQ6VKlXC559/brD+rl278Pzzz8PZ2RnFihVDSEgILl++rMzfsGED6tatC0dHR5QvXx7jx49HRkaG0VoevyR4165d0Gg02L59O4KDg+Hk5IRGjRohNjbWYD1T2sit5scvbQOAYcOGoWnTpgbTMjIyMGjQIBQrVgzFixfHRx99hKzxaJs2bYrLly9j+PDh0Gg0yqOIsv4atnHjRlSpUgUODg64fPkyjhw5ghYtWqBEiRJwd3dHaGgojh07ZtDev//+i3feeQdeXl5wdHREtWrVsHHjRuzatQu9evXC3bt3lbaysvH4X/pyy0hWj/KKFSvg7+8Pd3d3vP7667h3716Ox7IwMffMvRpzDzD7zL56s2+qJ31fAOCbb75BcHAwXF1d4e3tjW7duuH69evK/Dt37uDNN99EyZIlodPpEBgYiIiICGX+1atX0bVrV3h4eKB48eJo3749Ll26lGM9j18O7+/vjylTpqB3795wdXVFuXLlsGjRIoN1TG3jSTVn/Qz9+++/yvInTpyARqPJts0ff/wRFStWhKOjI1q0aIErV64AeJjb8ePH4+TJk0rGIiMjATz8S/CCBQvQvn17ODs7Y9KkSXk6bwDA0qVLUbVqVTg4OMDHxweDBg1SjhEAdOzYERqNRnn/+F+59Xo9JkyYgLJly8LBwQG1atXCb7/9pszPOp+sW7cOzZo1g5OTE2rWrImDBw/meCyLKuaeuc+iptwbJWQVQkNDxc3NTcLDw+XcuXOybNky0Wg0smXLFhER0ev1Urt2bXnhhRfk6NGj8vvvv0udOnUkNDQ0x23GxcUJAClbtqz88MMPEh0dLX379hVXV1e5efOmiIikpaXJJ598IocPH5aLFy/KN998I05OTrJmzRoREUlPTxd3d3f54IMP5M8//5To6GiJjIyUy5cvi4jIb7/9Jm5ubhIZGSkXLlyQLVu2iL+/v4SHhyt1AJD169cb1HT8+HEREdm5c6cAkPr168uuXbvkzJkz0rhxY2nUqJGyfl7aeFRuNffo0UPat29vsM7QoUMNjmVoaKi4uLjI0KFD5ezZs8pxWbRokYiI3Lp1S8qWLSsTJkyQhIQESUhIEBGRiIgI0Wq10qhRI9m/f7+cPXtW7t+/L9u3b5cVK1ZIdHS0REdHS58+fcTLy0sSExNFRCQzM1MaNGggVatWlS1btsiFCxdkw4YNsmnTJklNTZU5c+aIm5ub0ta9e/dERMTPz09mz56d54yMGzdOXFxcpFOnTnL69GnZs2ePeHt7y//+978cc1SYmHvmXo25F2H2mX31Zt8UuX1fRESWLFkimzZtkgsXLsjBgwelQYMG0rp1a2X+e++9J7Vq1ZIjR45IXFycbN26VX7++WcREXnw4IEEBgZK79695dSpUxIdHS3dunWTSpUqSWpqqohkz09oaKgMHTpUee/n5yeenp4yd+5cOX/+vEydOlVsbGwkJiYmz2087kk1Z/0M3blzR1n++PHjAkDi4uJE5L9cBgcHy4EDB+To0aPy/PPPKz9nSUlJ8v7770vVqlWVjCUlJYnIw5/fUqVKyZIlS+TChQty6dKlXM8bIiLz5s0TR0dHmTNnjsTGxsrhw4eVrF6/fl0ASEREhCQkJMj169dF5GE+a9asqWxj1qxZ4ubmJqtWrZKzZ8/KqFGjRKvVyrlz50Tkv/NJ5cqVZePGjRIbGyudO3cWPz8/SU9PzzlIRQxzz9yrMfc5YWeFlQgNDZUXXnjBYFq9evXkww8/FBGRLVu2iK2trcTHxyvzz5w5IwDk8OHDRreZFe5PP/1UmZaeni5ly5aVzz77LMdaBg4cKK+++qqIPPwFDYDs2rXL6LKNGzeWKVOmGExbsWKF+Pj4KO/z8ovrtm3blOV/+eUXASDJycl5buNRudWc119cg4KCRK/XK9M+/PBDCQoKUt4/+ktjloiICAEgJ06cMNp2loyMDHF1dZUNGzaIiMjmzZvFxsZGYmNjjS4fEREh7u7u2aY/WkNeMjJu3DhxcnJSfmEWERk5cqTUr1//ifUWFuaeuVdj7kWYfWZfvdk3RV6+L487fPiwAFA6eNq2bSu9evUyuuySJUukUqVKBttPTU0VnU4nmzdvFpG8fWh76623lPd6vV5KlSol8+fPz3Mbj3tSzXn90AZAfv/9d2WZmJgYASCHDh0SkewfmLIAkGHDhhlt+1GPnjdEREqXLi1jx47NcflHzwtZHq+hdOnSMnnyZINl6tWrJwMHDhSR/84nX3/9tTI/K/NZH5KfBcx9dsz9s5/7nPA2ECtSo0YNg/c+Pj7KJV0xMTHw9fWFr6+vMr9KlSooVqwYYmJinrjdhg0bKq/t7P6vvbsNaert4wD+tXIqOmeplT05ZJmGaZb0oFhQ0Z+CMojeJJQGglpmRoVBqeWbehFZEgi9CCosk5DEsIyIMrQHtUEP6mYuzVRkYUWFRfa7X8jO7XTOad5387/vB3xxdnbOdZ1zvruY13Z+m4aYmBirbYqKihATE4PAwED4+Pjg4sWLaG9vBzBwj1pSUhL++ecfbNmyBefOnUNXV5eybX19PU6ePKncf+Xj44OUlBR0dXXh+/fv4zr2oKAgAFCOfaxtjNZnR61atUr5qi8wcB6NRiP6+/vtbqdSqYZdy56eHqSmpiI0NBQajQYajQZfv35VzrNer8e8efMQGho65n5aOJoRrVYLtVqtLA/O2d/A3P/3uAHmfqwma+4BZn/wcQPM/lhN5uyPxWjX5cWLF0hISEBwcDDUarVye4/lXKelpeH69etYunQpjhw5gpqaGmVf9fX1aGlpgVqtVrI2Y8YM9PX14e3btw73cfD1d3Nzw+zZs63yPNY27PXZUZbXvkVYWJhD4wcAq+0s7I0bPT096OzsxPr168fcT4svX76gs7MTcXFxVo/HxcUN67O98ePfgrln7l0x97ZwssKJDC3k4ubmht+/fwMARMRq0LIY6fHRWLa5ceMGsrKysGfPHlRVVUGv1yM5ORk/f/5Unnvp0iXU1tYiNjYWJSUlCA0NxZMnTwAM3Gd14sQJ6PV65e/ly5cwGo3w9PQc17Fb+mY59vG0Ya/PU6ZMsbrvDxgopDNRvLy8hl2TpKQk1NfXo6CgADU1NdDr9fD391fOs5eX1x+362hG7OXsb2DurfvG3I/NZM09wOwP7RuzPzaTOfsT5du3b9i4cSN8fHxw9epVPH/+HGVlZQCgnOtNmzahra0NBw4cUP6xOHToEICBrC1fvtwqa3q9HgaDATt37nS4H/bO8XjasNdnS/HWwZkeKc+28uHI+OHt7W21PNq4MRF5Hql/tnJub/xwBcz9AObeNXLPyYpJYvHixWhvb1eKxADAmzdv8PnzZ4SHh9vd1vKGDRgo2FNfX4+wsDAAQHV1NWJjY5Geno7o6GjodDqbM57R0dE4evQoampqEBERgeLiYgDAsmXL0NzcDJ1ON+xvoqqhj7eNkfocGBg47FM3S/G3wQafN8vywoULMXXqVAADn6aN9ombRXV1Nfbv34/NmzcrRXjMZrOyPjIyEh0dHTAYDDa3d6StP8mIs2LumXtXzD3A7DP7rpv9oexdl6amJpjNZpw6dQrx8fEICwuz+UljYGAgkpKScPXqVRQUFCiFAJctWwaj0YiZM2cOy5pGo5mQ/o+3jZH6bPlFmMGZtpXnX79+oa6uTllubm7Gp0+flLFgrHm2N26o1WpotVq7P8fo7u5utz1fX1/MmTMHjx8/tnq8pqbmX5VnRzH3zL0r5t4WTlZMEhs2bEBkZCQSExPR0NCAZ8+eYdeuXVi7dq3Nry0NduHCBZSVlaGpqQl79+5Fb28v9uzZAwDQ6XSoq6vD3bt3YTAYcPz4cTx//lzZ1mQy4ejRo6itrUVbWxuqqqpgMBiUF1BOTg4uX76MvLw8vH79Go2NjSgpKcGxY8cm7NjH2sZofV63bh3q6upw+fJlGI1G5Obm4tWrV8P28/79exw8eBDNzc24du0aCgsLkZmZqazXarV49OgRPnz4YPUm1BadTocrV66gsbERT58+RWJiotWM7Nq1a7FmzRps374d9+7dg8lkQmVlpVINWKvV4uvXr7h//z7MZrPNr0L/SUacFXPP3Lti7gFmn9l33ewPZe+6LFiwACqVCoWFhWhtbUV5eTny8/Otts/JycGtW7fQ0tKC169fo6KiQslGYmIiAgICkJCQgOrqaphMJjx8+BCZmZno6OiYkP6Ppw17fdbpdJg/fz7y8vJgMBhw+/ZtnDlzZtg+3N3dkZGRgadPn6KhoQHJyclYtWoVVqxYAWAgYyaTCXq9HmazGT9+/BjxGEYbN4CBXzg4c+YMzp8/D6PRiIaGBhQWFirrLf/UdXd3o7e312Y7hw8fxunTp1FSUoLm5mZkZ2dDr9dbvQ5dBXPP3Lti7m36P9fIoBEMLVwjIpKQkCC7d+9Wltva2mTr1q3i7e0tarVaduzYId3d3SPu01KQpbi4WFauXCkqlUrCw8Pl/v37ynP6+vokKSlJNBqN+Pn5SVpammRnZyuFX7q7u2Xbtm0SFBQkKpVKgoODJScnR/r7+5V93LlzR2JjY8XLy0t8fX1lxYoVVhWL4UCxNXsFcxxpYzBH+pyTkyOzZs0SjUYjWVlZsm/fvmHF1tLT0yU1NVV8fX1l+vTpkp2dbVUoqLa2ViIjI8XDw0MsL6WRiqI1NDRITEyMeHh4yMKFC6W0tHRYsbaPHz9KcnKy+Pv7i6enp0REREhFRYWyPjU1Vfz9/QWA5Obmisjwgm+jZcRWYaGzZ89KcHCwzXP5v8bc9yrPZ+5dJ/cizD6z77rZHwtHrktxcbFotVrx8PCQ1atXS3l5uVXm8vPzJTw8XLy8vGTGjBmSkJAgra2tyvZdXV2ya9cuCQgIEA8PDwkJCZGUlBT5/PmziDhWaHBo4dWoqCjlmjnSxlCj9fnx48eyZMkS8fT0lPj4eCktLR1WaFCj0cjNmzclJCREVCqVrFu3Tt69e6fso6+vT7Zv3y5+fn7KLxaI2C4IONq4YVFUVCSLFi0Sd3d3CQoKkoyMDGVdeXm56HQ6mTZtmpK/ofns7++XEydOyNy5c8Xd3V2ioqKksrJSWT90PBER6e3tFQDy4MEDm+dyMmLumXtXzP1I3ESG3MhJRERERERERPQX8TYQIiIiIiIiInIqnKwgIiIiIiIiIqfCyQoiIiIiIiIiciqcrCAiIiIiIiIip8LJCiIiIiIiIiJyKpysICIiIiIiIiKnwskKIiIiIiIiInIqnKwgIiIiIiIiIqfCyQoiIiIiIiIiciqcrCAiIiIiIiIip8LJCiIiIiIiIiJyKpysICIiIiIiIiKn8h/UqAoe+KsMpwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1285.71x357.143 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1285.71x357.143 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 770x350 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Producing figures\n",
    "\n",
    "produce_figures.run(results_dir_parent=dir_results, figures_dir=dir_figures)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py3.10",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}