performance-analysis.ipynb

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5-final"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python39564bit689c5b72a22544ee8e3356ca2cf46e95",
   "display_name": "Python 3.9.5 64-bit"
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 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np      \n",
    "import pandas as pd\n",
    "from operator import mul\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "source": [
    "# Performance analysis notebook"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                              test250       test500       test750  \\\n",
       "seq      cycles          1.673387e+08  1.400288e+09  5.168005e+09   \n",
       "         real_time_nsec  5.232133e+07  4.378439e+08  1.615942e+09   \n",
       "         PAPI_TOT_INS    4.075696e+08  3.255260e+09  1.098058e+10   \n",
       "         PAPI_TOT_CYC    1.738307e+08  1.451016e+09  5.384591e+09   \n",
       "omp      cycles          4.444127e+07  3.716906e+08  1.349542e+09   \n",
       "         real_time_nsec  1.389178e+07  1.162130e+08  4.219572e+08   \n",
       "         PAPI_TOT_INS    1.061682e+08  8.466837e+08  2.851691e+09   \n",
       "         PAPI_TOT_CYC    4.347740e+07  3.532998e+08  1.321587e+09   \n",
       "cuda     cycles          2.916182e+08  5.709952e+08  1.499148e+09   \n",
       "         real_time_nsec  9.118645e+07  1.785693e+08  4.688333e+08   \n",
       "         PAPI_TOT_INS    1.377691e+08  8.879972e+08  2.877731e+09   \n",
       "         PAPI_TOT_CYC    7.518569e+07  4.468246e+08  1.423504e+09   \n",
       "mpi      cycles          4.757996e+08  1.465509e+09  3.515197e+09   \n",
       "         real_time_nsec  1.487698e+08  4.582320e+08  1.099129e+09   \n",
       "         PAPI_TOT_INS    2.018291e+08  6.024138e+08  1.564688e+09   \n",
       "         PAPI_TOT_CYC    9.586840e+07  3.082886e+08  8.974080e+08   \n",
       "mpi_br   cycles          3.551366e+08  1.098973e+09  2.648657e+09   \n",
       "         real_time_nsec  1.110391e+08  3.436221e+08  8.281764e+08   \n",
       "         PAPI_TOT_INS    4.350385e+08  8.859271e+08  1.828781e+09   \n",
       "         PAPI_TOT_CYC    1.627402e+08  3.521958e+08  8.881653e+08   \n",
       "cuda_dim cycles          2.243211e+08  5.750426e+08  1.501570e+09   \n",
       "         real_time_nsec  7.013842e+07  1.798019e+08  4.695089e+08   \n",
       "         PAPI_TOT_INS    1.355680e+08  8.871592e+08  2.820509e+09   \n",
       "         PAPI_TOT_CYC    7.475563e+07  4.464020e+08  1.409520e+09   \n",
       "\n",
       "                                test1       test1.5         test2  \\\n",
       "seq      cycles          1.433770e+10  6.279546e+10  1.261305e+11   \n",
       "         real_time_nsec  4.483145e+09  1.963483e+10  3.943876e+10   \n",
       "         PAPI_TOT_INS    2.602102e+10  8.779729e+10  2.080841e+11   \n",
       "         PAPI_TOT_CYC    1.499463e+10  6.261429e+10  1.321494e+11   \n",
       "omp      cycles          3.549884e+09  1.616566e+10  3.267203e+10   \n",
       "         real_time_nsec  1.109934e+09  5.054658e+09  1.021551e+10   \n",
       "         PAPI_TOT_INS    6.756734e+09  2.279524e+10  5.402473e+10   \n",
       "         PAPI_TOT_CYC    3.422319e+09  1.470458e+10  3.189985e+10   \n",
       "cuda     cycles          3.280228e+09  1.060037e+10  2.481087e+10   \n",
       "         real_time_nsec  1.025828e+09  3.314976e+09  7.758596e+09   \n",
       "         PAPI_TOT_INS    6.599040e+09  2.228104e+10  5.399393e+10   \n",
       "         PAPI_TOT_CYC    3.294044e+09  1.101387e+10  2.597769e+10   \n",
       "mpi      cycles          6.100154e+09  1.865240e+10  3.770652e+10   \n",
       "         real_time_nsec  1.907385e+09  5.832204e+09  1.179002e+10   \n",
       "         PAPI_TOT_INS    3.083125e+09  9.930011e+09  2.255157e+10   \n",
       "         PAPI_TOT_CYC    1.853989e+09  7.035095e+09  1.522107e+10   \n",
       "mpi_br   cycles          4.789416e+09  1.539711e+10  3.206241e+10   \n",
       "         real_time_nsec  1.497546e+09  4.814351e+09  1.002524e+10   \n",
       "         PAPI_TOT_INS    3.655085e+09  1.062880e+10  2.425053e+10   \n",
       "         PAPI_TOT_CYC    1.871298e+09  6.492021e+09  1.412671e+10   \n",
       "cuda_dim cycles          3.281782e+09  1.061658e+10  2.483884e+10   \n",
       "         real_time_nsec  1.026145e+09  3.319590e+09  7.766610e+09   \n",
       "         PAPI_TOT_INS    6.529599e+09  2.225264e+10  5.300248e+10   \n",
       "         PAPI_TOT_CYC    3.259254e+09  1.093097e+10  2.586892e+10   \n",
       "\n",
       "                              test2.5         test3       test3.5  \\\n",
       "seq      cycles          2.900260e+11  4.165637e+11  9.056659e+11   \n",
       "         real_time_nsec  9.068526e+10  1.302521e+11  2.831838e+11   \n",
       "         PAPI_TOT_INS    4.063814e+11  7.021892e+11  1.115008e+12   \n",
       "         PAPI_TOT_CYC    2.894857e+11  4.365239e+11  9.085283e+11   \n",
       "omp      cycles          7.747911e+10  1.020482e+11  2.853180e+11   \n",
       "         real_time_nsec  2.422608e+10  3.190734e+10  8.921292e+10   \n",
       "         PAPI_TOT_INS    1.055051e+11  1.823011e+11  2.894765e+11   \n",
       "         PAPI_TOT_CYC    7.112760e+10  9.965204e+10  2.592454e+11   \n",
       "cuda     cycles          4.822894e+10  8.322385e+10  1.318241e+11   \n",
       "         real_time_nsec  1.508095e+10  2.602294e+10  4.121771e+10   \n",
       "         PAPI_TOT_INS    1.054249e+11  1.841654e+11  2.961474e+11   \n",
       "         PAPI_TOT_CYC    5.062260e+10  8.748920e+10  1.386815e+11   \n",
       "mpi      cycles          7.468561e+10  1.215490e+11  2.421526e+11   \n",
       "         real_time_nsec  2.335260e+10  3.800579e+10  7.571595e+10   \n",
       "         PAPI_TOT_INS    4.379357e+10  7.560092e+10  1.242034e+11   \n",
       "         PAPI_TOT_CYC    3.274160e+10  4.923946e+10  1.080343e+11   \n",
       "mpi_br   cycles          6.607131e+10  1.085975e+11  2.261708e+11   \n",
       "         real_time_nsec  2.065910e+10  3.395611e+10  7.071869e+10   \n",
       "         PAPI_TOT_INS    4.720118e+10  8.137260e+10  1.326453e+11   \n",
       "         PAPI_TOT_CYC    3.027757e+10  4.532631e+10  1.022360e+11   \n",
       "cuda_dim cycles          4.823284e+10  8.317207e+10  1.318842e+11   \n",
       "         real_time_nsec  1.508145e+10  2.600625e+10  4.123756e+10   \n",
       "         PAPI_TOT_INS    1.026552e+11  1.766559e+11  2.809745e+11   \n",
       "         PAPI_TOT_CYC    5.039167e+10  8.701954e+10  1.381268e+11   \n",
       "\n",
       "                                test4       test4.5  \n",
       "seq      cycles          1.244813e+12  2.003902e+12  \n",
       "         real_time_nsec  3.892223e+11  6.265785e+11  \n",
       "         PAPI_TOT_INS    1.664336e+12  2.369676e+12  \n",
       "         PAPI_TOT_CYC    1.303387e+12  2.018170e+12  \n",
       "omp      cycles          3.579617e+11  6.151306e+11  \n",
       "         real_time_nsec  1.119246e+11  1.923386e+11  \n",
       "         PAPI_TOT_INS    4.320903e+11  6.152067e+11  \n",
       "         PAPI_TOT_CYC    3.485590e+11  5.558442e+11  \n",
       "cuda     cycles          1.966044e+11  2.797454e+11  \n",
       "         real_time_nsec  6.147379e+10  8.747216e+10  \n",
       "         PAPI_TOT_INS    4.495676e+11  6.387541e+11  \n",
       "         PAPI_TOT_CYC    2.069673e+11  2.945669e+11  \n",
       "mpi      cycles          4.002678e+11  5.969782e+11  \n",
       "         real_time_nsec  1.251553e+11  1.866627e+11  \n",
       "         PAPI_TOT_INS    1.950080e+11  2.816250e+11  \n",
       "         PAPI_TOT_CYC    1.569442e+11  2.268255e+11  \n",
       "mpi_br   cycles          3.817246e+11  5.714693e+11  \n",
       "         real_time_nsec  1.193568e+11  1.786867e+11  \n",
       "         PAPI_TOT_INS    2.008686e+11  2.922428e+11  \n",
       "         PAPI_TOT_CYC    1.764620e+11  2.348842e+11  \n",
       "cuda_dim cycles          1.966660e+11  2.797856e+11  \n",
       "         real_time_nsec  6.149353e+10  8.748331e+10  \n",
       "         PAPI_TOT_INS    4.225587e+11  6.044879e+11  \n",
       "         PAPI_TOT_CYC    2.060745e+11  2.932216e+11  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th></th>\n      <th>test250</th>\n      <th>test500</th>\n      <th>test750</th>\n      <th>test1</th>\n      <th>test1.5</th>\n      <th>test2</th>\n      <th>test2.5</th>\n      <th>test3</th>\n      <th>test3.5</th>\n      <th>test4</th>\n      <th>test4.5</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">seq</th>\n      <th>cycles</th>\n      <td>1.673387e+08</td>\n      <td>1.400288e+09</td>\n      <td>5.168005e+09</td>\n      <td>1.433770e+10</td>\n      <td>6.279546e+10</td>\n      <td>1.261305e+11</td>\n      <td>2.900260e+11</td>\n      <td>4.165637e+11</td>\n      <td>9.056659e+11</td>\n      <td>1.244813e+12</td>\n      <td>2.003902e+12</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>5.232133e+07</td>\n      <td>4.378439e+08</td>\n      <td>1.615942e+09</td>\n      <td>4.483145e+09</td>\n      <td>1.963483e+10</td>\n      <td>3.943876e+10</td>\n      <td>9.068526e+10</td>\n      <td>1.302521e+11</td>\n      <td>2.831838e+11</td>\n      <td>3.892223e+11</td>\n      <td>6.265785e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>4.075696e+08</td>\n      <td>3.255260e+09</td>\n      <td>1.098058e+10</td>\n      <td>2.602102e+10</td>\n      <td>8.779729e+10</td>\n      <td>2.080841e+11</td>\n      <td>4.063814e+11</td>\n      <td>7.021892e+11</td>\n      <td>1.115008e+12</td>\n      <td>1.664336e+12</td>\n      <td>2.369676e+12</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>1.738307e+08</td>\n      <td>1.451016e+09</td>\n      <td>5.384591e+09</td>\n      <td>1.499463e+10</td>\n      <td>6.261429e+10</td>\n      <td>1.321494e+11</td>\n      <td>2.894857e+11</td>\n      <td>4.365239e+11</td>\n      <td>9.085283e+11</td>\n      <td>1.303387e+12</td>\n      <td>2.018170e+12</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">omp</th>\n      <th>cycles</th>\n      <td>4.444127e+07</td>\n      <td>3.716906e+08</td>\n      <td>1.349542e+09</td>\n      <td>3.549884e+09</td>\n      <td>1.616566e+10</td>\n      <td>3.267203e+10</td>\n      <td>7.747911e+10</td>\n      <td>1.020482e+11</td>\n      <td>2.853180e+11</td>\n      <td>3.579617e+11</td>\n      <td>6.151306e+11</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>1.389178e+07</td>\n      <td>1.162130e+08</td>\n      <td>4.219572e+08</td>\n      <td>1.109934e+09</td>\n      <td>5.054658e+09</td>\n      <td>1.021551e+10</td>\n      <td>2.422608e+10</td>\n      <td>3.190734e+10</td>\n      <td>8.921292e+10</td>\n      <td>1.119246e+11</td>\n      <td>1.923386e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>1.061682e+08</td>\n      <td>8.466837e+08</td>\n      <td>2.851691e+09</td>\n      <td>6.756734e+09</td>\n      <td>2.279524e+10</td>\n      <td>5.402473e+10</td>\n      <td>1.055051e+11</td>\n      <td>1.823011e+11</td>\n      <td>2.894765e+11</td>\n      <td>4.320903e+11</td>\n      <td>6.152067e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>4.347740e+07</td>\n      <td>3.532998e+08</td>\n      <td>1.321587e+09</td>\n      <td>3.422319e+09</td>\n      <td>1.470458e+10</td>\n      <td>3.189985e+10</td>\n      <td>7.112760e+10</td>\n      <td>9.965204e+10</td>\n      <td>2.592454e+11</td>\n      <td>3.485590e+11</td>\n      <td>5.558442e+11</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">cuda</th>\n      <th>cycles</th>\n      <td>2.916182e+08</td>\n      <td>5.709952e+08</td>\n      <td>1.499148e+09</td>\n      <td>3.280228e+09</td>\n      <td>1.060037e+10</td>\n      <td>2.481087e+10</td>\n      <td>4.822894e+10</td>\n      <td>8.322385e+10</td>\n      <td>1.318241e+11</td>\n      <td>1.966044e+11</td>\n      <td>2.797454e+11</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>9.118645e+07</td>\n      <td>1.785693e+08</td>\n      <td>4.688333e+08</td>\n      <td>1.025828e+09</td>\n      <td>3.314976e+09</td>\n      <td>7.758596e+09</td>\n      <td>1.508095e+10</td>\n      <td>2.602294e+10</td>\n      <td>4.121771e+10</td>\n      <td>6.147379e+10</td>\n      <td>8.747216e+10</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>1.377691e+08</td>\n      <td>8.879972e+08</td>\n      <td>2.877731e+09</td>\n      <td>6.599040e+09</td>\n      <td>2.228104e+10</td>\n      <td>5.399393e+10</td>\n      <td>1.054249e+11</td>\n      <td>1.841654e+11</td>\n      <td>2.961474e+11</td>\n      <td>4.495676e+11</td>\n      <td>6.387541e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>7.518569e+07</td>\n      <td>4.468246e+08</td>\n      <td>1.423504e+09</td>\n      <td>3.294044e+09</td>\n      <td>1.101387e+10</td>\n      <td>2.597769e+10</td>\n      <td>5.062260e+10</td>\n      <td>8.748920e+10</td>\n      <td>1.386815e+11</td>\n      <td>2.069673e+11</td>\n      <td>2.945669e+11</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">mpi</th>\n      <th>cycles</th>\n      <td>4.757996e+08</td>\n      <td>1.465509e+09</td>\n      <td>3.515197e+09</td>\n      <td>6.100154e+09</td>\n      <td>1.865240e+10</td>\n      <td>3.770652e+10</td>\n      <td>7.468561e+10</td>\n      <td>1.215490e+11</td>\n      <td>2.421526e+11</td>\n      <td>4.002678e+11</td>\n      <td>5.969782e+11</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>1.487698e+08</td>\n      <td>4.582320e+08</td>\n      <td>1.099129e+09</td>\n      <td>1.907385e+09</td>\n      <td>5.832204e+09</td>\n      <td>1.179002e+10</td>\n      <td>2.335260e+10</td>\n      <td>3.800579e+10</td>\n      <td>7.571595e+10</td>\n      <td>1.251553e+11</td>\n      <td>1.866627e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>2.018291e+08</td>\n      <td>6.024138e+08</td>\n      <td>1.564688e+09</td>\n      <td>3.083125e+09</td>\n      <td>9.930011e+09</td>\n      <td>2.255157e+10</td>\n      <td>4.379357e+10</td>\n      <td>7.560092e+10</td>\n      <td>1.242034e+11</td>\n      <td>1.950080e+11</td>\n      <td>2.816250e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>9.586840e+07</td>\n      <td>3.082886e+08</td>\n      <td>8.974080e+08</td>\n      <td>1.853989e+09</td>\n      <td>7.035095e+09</td>\n      <td>1.522107e+10</td>\n      <td>3.274160e+10</td>\n      <td>4.923946e+10</td>\n      <td>1.080343e+11</td>\n      <td>1.569442e+11</td>\n      <td>2.268255e+11</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">mpi_br</th>\n      <th>cycles</th>\n      <td>3.551366e+08</td>\n      <td>1.098973e+09</td>\n      <td>2.648657e+09</td>\n      <td>4.789416e+09</td>\n      <td>1.539711e+10</td>\n      <td>3.206241e+10</td>\n      <td>6.607131e+10</td>\n      <td>1.085975e+11</td>\n      <td>2.261708e+11</td>\n      <td>3.817246e+11</td>\n      <td>5.714693e+11</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>1.110391e+08</td>\n      <td>3.436221e+08</td>\n      <td>8.281764e+08</td>\n      <td>1.497546e+09</td>\n      <td>4.814351e+09</td>\n      <td>1.002524e+10</td>\n      <td>2.065910e+10</td>\n      <td>3.395611e+10</td>\n      <td>7.071869e+10</td>\n      <td>1.193568e+11</td>\n      <td>1.786867e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>4.350385e+08</td>\n      <td>8.859271e+08</td>\n      <td>1.828781e+09</td>\n      <td>3.655085e+09</td>\n      <td>1.062880e+10</td>\n      <td>2.425053e+10</td>\n      <td>4.720118e+10</td>\n      <td>8.137260e+10</td>\n      <td>1.326453e+11</td>\n      <td>2.008686e+11</td>\n      <td>2.922428e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>1.627402e+08</td>\n      <td>3.521958e+08</td>\n      <td>8.881653e+08</td>\n      <td>1.871298e+09</td>\n      <td>6.492021e+09</td>\n      <td>1.412671e+10</td>\n      <td>3.027757e+10</td>\n      <td>4.532631e+10</td>\n      <td>1.022360e+11</td>\n      <td>1.764620e+11</td>\n      <td>2.348842e+11</td>\n    </tr>\n    <tr>\n      <th rowspan=\"4\" valign=\"top\">cuda_dim</th>\n      <th>cycles</th>\n      <td>2.243211e+08</td>\n      <td>5.750426e+08</td>\n      <td>1.501570e+09</td>\n      <td>3.281782e+09</td>\n      <td>1.061658e+10</td>\n      <td>2.483884e+10</td>\n      <td>4.823284e+10</td>\n      <td>8.317207e+10</td>\n      <td>1.318842e+11</td>\n      <td>1.966660e+11</td>\n      <td>2.797856e+11</td>\n    </tr>\n    <tr>\n      <th>real_time_nsec</th>\n      <td>7.013842e+07</td>\n      <td>1.798019e+08</td>\n      <td>4.695089e+08</td>\n      <td>1.026145e+09</td>\n      <td>3.319590e+09</td>\n      <td>7.766610e+09</td>\n      <td>1.508145e+10</td>\n      <td>2.600625e+10</td>\n      <td>4.123756e+10</td>\n      <td>6.149353e+10</td>\n      <td>8.748331e+10</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_INS</th>\n      <td>1.355680e+08</td>\n      <td>8.871592e+08</td>\n      <td>2.820509e+09</td>\n      <td>6.529599e+09</td>\n      <td>2.225264e+10</td>\n      <td>5.300248e+10</td>\n      <td>1.026552e+11</td>\n      <td>1.766559e+11</td>\n      <td>2.809745e+11</td>\n      <td>4.225587e+11</td>\n      <td>6.044879e+11</td>\n    </tr>\n    <tr>\n      <th>PAPI_TOT_CYC</th>\n      <td>7.475563e+07</td>\n      <td>4.464020e+08</td>\n      <td>1.409520e+09</td>\n      <td>3.259254e+09</td>\n      <td>1.093097e+10</td>\n      <td>2.586892e+10</td>\n      <td>5.039167e+10</td>\n      <td>8.701954e+10</td>\n      <td>1.381268e+11</td>\n      <td>2.060745e+11</td>\n      <td>2.932216e+11</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "# Declare index structure\n",
    "col = (\"test250\", \"test500\", \"test750\", \"test1\", \"test1.5\", \"test2\", \"test2.5\", \"test3\", \"test3.5\", \"test4\", \"test4.5\")\n",
    "scol = [str(i) for i in range(1,8)]\n",
    "mcol = pd.MultiIndex.from_product([col,scol])\n",
    "\n",
    "row =  (\"seq\", \"omp\", \"cuda\", \"mpi\", \"mpi_br\", \"cuda_dim\")\n",
    "srow = (\"cycles\", \"real_time_nsec\", \"PAPI_TOT_INS\", \"PAPI_TOT_CYC\")\n",
    "mrow = pd.MultiIndex.from_product([row,srow])\n",
    "\n",
    "row = (\"mpi\", \"mpi_br\")\n",
    "sr_row = (\"Send\", \"Recv\")\n",
    "sr_mrow = pd.MultiIndex.from_product([row, sr_row, srow])\n",
    "\n",
    "# Recollect data\n",
    "df = pd.DataFrame(np.loadtxt(\"results/total_time.csv\", delimiter=','), index=mrow, columns=mcol)\n",
    "sr_df = pd.DataFrame(np.loadtxt(\"results/mpi_sr_time.csv\", delimiter=','), index=sr_mrow, columns=mcol)\n",
    "pr_df = pd.DataFrame(np.loadtxt(\"results/predator-seq-results.csv\", delimiter=','), index=srow, columns=mcol)\n",
    "\n",
    "# Compute geometric mean for total cpu time and send/recive time\n",
    "gmean = pd.DataFrame(np.full((mrow.size, len(col)), np.nan), index=mrow, columns=col)\n",
    "sr_gmean = pd.DataFrame(np.full((sr_mrow.size, len(col)), np.nan), index=sr_mrow, columns=col)\n",
    "pr_gmean = pd.DataFrame(np.full((len(srow), len(col)), np.nan), index=srow, columns=col)\n",
    "for c in col:\n",
    "    gmean[c] = df[c].aggregate(lambda ite: ite.prod()**(1.0/len(ite)), axis=\"columns\")\n",
    "    sr_gmean[c] = sr_df[c].aggregate(lambda ite: ite.prod()**(1.0/len(ite)), axis=\"columns\")\n",
    "    pr_gmean[c] = pr_df[c].aggregate(lambda ite: ite.prod()**(1.0/len(ite)), axis=\"columns\")\n",
    "\n",
    "\n",
    "gmean.to_excel(\"results/total_time_geometric_mean.xlsx\")\n",
    "sr_gmean.to_excel(\"results/mpi_sr_time_geometric_mean.xlsx\")\n",
    "pr_df.to_excel(\"results/predator-seq-results.xlsx\")\n",
    "pr_gmean.to_excel(\"results/predator-seq-geometric_mean.xlsx\")\n",
    "\n",
    "# Display geometric mean dataframe\n",
    "gmean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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ziYiIiIiIiEg74XK72J6z3V4K5gmB9hys3zMyOGpw9bbw4xPGMyBqAH6Wnw8q7jpaPRSyLCsQOBu4q5HbrwOuA4iKi2Lii/Yw7JuPuZnhPYcz95O5AExPnM4Tpz7BlH9OASAsMIxFVy/i6vevZn3megAWXLCAz7Z/xqtrXgXgtuNuIz4inj988QcAThl4Cvccfw8n/OcEAGJCY/j8is+59O1LqyeUv3fJeyxYv4C3NrwFwH0z7iPYP5i7v7kbgLOGnMXcSXM5/bXTAejTrQ/vX/o+575xLvsK9gHw2eWf8dyK5/ho60cAPHLyI5Q5y3hw0YMAXDzyYmaPms15b54H2N/4b1z4BjPnzyS7JBuAhVcv5OHvH+arnV8B8NRpT5FemM4TS58A4MqxV3L64NOZ/c5sAEb1GsV/zv0PM/4zg+KKYgCWXbuM2768jR9SfwDguTOeY1PWJp756RkArptwHcf2OZZrPrgGgEkJk3j+zOeZ/M/JuNwuHH4Oll+7nBs/vpEVaSsA+Pc5/+bHfT/y4soXdZ50nnSedJ50nnSedJ50nnSedJ50nnSedJ50nuqdJ2MMvUJ7MXPgTP658p+UVHhvCV9leK/hxEXEsSJtBQ5/B2eMPEPnqZXOU2NafUt6y7LOAW4yxpx6uGO1Jb2IiIiIiIhIx2GMYc/BPV7bwm/N3orBO2vo062PVxfQ0J5D8ffThuhtxZdb0s9GS8dEREREREREOryyyjLWH1hfvStYyv4UcktzvY4J8AvwGgidnJBMbHisjyqWQ2nVUMiyrFDgFOD61nweEREREREREWl5B4oOeO0ItuHABirdlV7HRIdGe20LPzp2NEH+QT6qWI5Eq4ZCxpgSILo1n0NEREREREREmq/SVcnmrM3VAdCqtFXsL9jvdYyFxfCew0lOSK4OgRIjE7UtfAelBXwiIiIi0ulkFmXyu49/x9NnPU3PsJ6+LkdEpF3KK81jddrq6qVga9PXUuos9TomPDCc5IRkJiRMYHxve1v4iKAIH1UsLU2hkIiIiIh0Os/8+Awr9q3gmaXP8OApD/q6HBERn3MbNztzd1bPAUpJS2FH7o56x/Xv0b9mKVjCeAZHD8bh5/BBxdIWWn33sSOh3cdEREREpDlG/G0E5a7yetc7/Bz845x/MDh6ML0je+Nn+fmgOhGRtlNcUczajLXVIdCq9FXkl+V7HRPkH8SYuDHVAVByQjLRoZoA0xn5cvcxEREREZFWt/fgXkbFjWLl/pX1bnO5XVz73rUAhPiHMCh6EIOjBzMkegiDYwaTFJ1En8g+CotEpEMyxrC/YL9XF9CmrE24jdvruLjwuOo5QOMTxjO813ACHYE+qlraA4VCIiIiItKhuY2b+avm88QPT1BSWUKgI5BKVyUBjgAqXZVM7D2R4b2Gsy1nG9tztpNVnMX6A+tZf2C91+ME+wczKGoQSTFJDI62g6LB0YPpG9lXSydEpF0pd5azMXOjVwiUWZzpdYzDcjA6dnR1ADQ+YTwJ3RJ8VLG0VwqFRERERKTD2p23m7u+uIuf9v0EwKyhsyipKKF3t97MHjubBWsWkFWcxf0n3199n4OlB9mes51tOduqg6LtOds5UHSADZkb2JC5wes5gvyDGBQ1yCsoSopOIrF7osIiEWkT2cXZ1TuCpaSlsC5jHRWuCq9jugd39+oCGh07mtDAUB9VLB2FZgqJiIiISIfjcrt4ddWrPPnDk5Q5y4gOjebBXzzIzCEzj/ox88vyq8OiqqBoW/Y2MooyGjw+0BHIwKiBXkFRUowdFvn76W+vInJ0XG4X23K2kbI/pXpXsNSDqfWOS4pO8toVbECPAdoWXhrV2EwhhUIiIiIi0qHszN3JHZ/fQUpaCgBnDz+b+066jx4hPVrl+QrLC2vCouztbM3Zyvac7aQXpjd4fKAjkAE9BngFRYOjB9Ovez8CHAGtUqOIdFyF5YWsSltV3QW0Jn0NRRVFXseEBoQyLn5c9TDo5IRkIoMjfVSxdEQKhURERESkQ3O5Xbz888v879L/pdxZTq+wXjx0ykP8YvAvfFJPYXkhO3J3eAVF23O2s79gf4PHB/gF0L9Hf6+gKCk6iX49+mnQq0gXYYxh98Hd1XOAUtJS2Ja9DYP36/K+kX1rtoXvPZ4hMUPUgSjNolBIRERERDqsbdnbuOPzO1iTsQaA80eez59O/FO7/Et5UUURO3N2egVF27K3sa9gX4PH+/v50797/3oDrvv36E+Qf1AbVy8iLamssox1B9Z5hUC5pblexwQ6AhkZO5LxCeOZkDCB5IRkeoX38lHF0lkpFBIRERGRDsfpdvLiTy/yzI/PUOGqIC48jr+c+hdOHHiir0s7YiUVJWzP3e4VFG3P2c7e/L31ugTA3jmof4/+DI4ebIdFMUkkRScxoMcAhUUi7VR6YXrNUrD9KWzI3IDT7fQ6JiY0xmtHsFGxo/QzLa1OoZCIiIiIdCibszZz++e3s+GAvRvYxaMv5u4T7iYiKMLHlbWs0spSexlaraBoW842Ug+mNhgW+Vl+9OvezysoSopOYmDUQL2wFGlDla5KNmVt8toWvu6sMT/Lj2E9h9UsBUsYT5/IPhoILW1OoZCIiIiIdAiVrkpeWP4Czy57lkp3JQkRCTxy2iNM7z/d16W1qbLKMnbm7WRb9rbqHdGqwiK3cdc73s/yo29kX6+gaHD0YAZFDSI4INgHn4FI55JXmufVBbQmYw1lzjKvYyKCIkiOT67uBBobP5bwwHAfVSxSQ6GQiIiIiLR7Gw5s4I7P72BT1iYALh97ObfPuF0vqmopd5azM3enV1C0PWc7e/L24DKuesdbWPTt3tcrKKp6CwkI8cFnINL+uY2bHTk7qucApaSlsDN3Z73jBvQYUD0MenzCeAZHD8bP8vNBxSKHplBIRERERNqtcmc5zy57lheWv4DLuOgb2ZdHT3uUYxOP9XVpHUa5s5zdebvZlrOtehna9pzt7Mrb1WhY1Ceyj1dQlBSTxKCoQYQFhvngMxDxnaKKItakr6nuAlqdvpqC8gKvY4L8gxgbN7Y6BEqOTyYqNMpHFYscGYVCIiIiItIurU1fy+2f3862nG0AXJl8JX+c/kcFEy2kwlVhh0W1gqJtOdvYlber3gDcKn269ak34HpQ9CB1bEmnYIxhX/4+ry6gzVmb6y3LjI+I9+oCGt5zOAGOAB9VLdI8CoVEREREpF0pd5bz96V/56UVL+E2bvp178djMx9jUp9Jvi6tS6h0VbI7b3d1ULQ1Z6vdWZS7i0p3ZYP3SYhI8AqKqoKjzjb8WzqXcmc5GzI3eG0Ln1Wc5XWMv58/I3qNqB4GnZyQTEK3BB9VLNLyFAqJiIiISLuRkpbCnZ/fyY7cHVhY/HLCL7ll2i2acdMOVLoqST2Y6hUUbcu2O4sqXBUN3icuIq56ZlFSjB0WJUUnKSwSn8gqzvLaEWz9gfX1vnd7hPTw2hFsdNxo/f6RTk2hkIiIiIj4XFllGU8teYp//fwvDIaBUQN5bOZjjE8Y7+vS5DCcbid7D+71Coq252xnR+6OxsOi8LjqzqLq5WjRSUQGR7Zx9dJZudwutmRvIWV/CqvSV5GyP4XU/NR6xyVFJ1UvA5uQMIH+PfprW3jpUhQKiYiIiIhP/bzvZ+744g525+3Gz/Lj2onX8rvjfqft0js4l9tFan6qV1C0PWc723O3U+4sb/A+vcJ6eQVFQ6KHMDh6MN1Durdt8dLhFJQVVIc/KWkprElfQ3FlsdcxYQFhjEsYV90FNC5+HN2Cu/moYpH2QaGQiIiIiPhESUUJTy5+kldTXsVgSIpO4rGZjzE2fqyvS5NW5HK72Fewrzoo2pazjW0529iRs4MyZ1mD94kJjakOi6qCosHRg7XDUxdljGF33m5Wpq2sXg62PWc7Bu/XsImRidVdQOMTxjMkZggOP4ePqhZpnxQKiYiIiEibW5a6jLu+uIvU/FQcloPrJ1/Pb6b8hiD/IF+XJj7iNm725++vDolqdxeVOksbvE90aHS9oCgpJono0Og2rl5aU2llKesy1nntCpZXmud1TKAjkFGxo7x2BesZ1tNHFYt0HAqFRERERKTNFFUU8fiix3ltzWsADOs5jMdmPsao2FE+rkzaK7dxk1aQVi8o2p6zvd7yoCpRIVFeu6BV7YoWHRqteTEdQFpBGilpKaxKW0VKWgobMzfidDu9jukZ1pMJCRNITkhmfO/xjOw1UqGyyFFQKCQiIiIibWLJniXc9cVd7C/Yj7+fPzdNuYkbJt9AoCPQ16VJB2SMIb0wna3ZW6tDom05dmhUVFHU4H16hPTwGmw9OHowQ2KGEBMao7DIRypdlWzK3FSzFCwthYzCDK9j/Cw/hvcc7tUF1Ltbb50zkRagUEhEREREWlVheSGPLnqUN9e+CcDI2JE8PvNxhvUc5uPKpDOqCotqB0VVXUaNhUWRwZH1gqLB0YPpFdZLwUMLyy3J9RoIvTZjbb1ZUt2CutkdQJ4QaGzcWMICw3xUsUjnplBIRERERFrNol2LuPvLu8kozCDQEcjNx97Mryf9mgBHgK9Lky7GGMOBogNeQVHVzmgF5QUN3qdbULeandBiauYWxYXHKSxqArdxsz1ne/Uw6JS0FHbl7ap33MCogdXDoMcnjGdQ9CD8LD8fVCzS9SgUEhEREZEWl1+Wz8PfPcw7G94BYEzcGB6b+RhDYob4uDIRb8YYsoqz6gVF23K2kV+W3+B9wgPDSYpOqt4RrarLKD4ivkuHRUUVRaxJX1MdAq1KX0VheaHXMcH+wYyNH+u1Lbx2kRPxHYVCIiIiItKivtnxDX/68k9kFmcS6Ajk91N/z68m/gp/P39flybSZMYYskuy7aAou2Ze0bacbfV2vqoSHhheHRJVBUVJ0UkkdEvodGGRMYa9+Xu9uoC2ZG/BbdxexyVEJHhtCz+s5zB1Coq0IwqFRERERKRF5JXm8dC3D/HBpg8ASE5I5rHTHmNQ9CAfVybSsrKLs70GW1fNLMotzW3w+LCAMAZFD/IKipJi7LCooyyTKneWs/7A+ppt4fenkF2S7XWMv58/I3uNrA6BkhOSiY+I91HFItIUCoVEREREpNm+2PoF9319H9kl2QT7B3PrtFu5avxVOPwcvi5NpM3klOTUDLjOrlmOVjc8qRLiH8Kg6EHVQdHgGDs06hPZx+dhUWZRJqvSVlXvCrbhwAYqXBVex0SFRNXMAuo9ntGxowkOCPZRxSJyNBQKiYiIiMhRyynJ4YFvHuDTLZ8CMKnPJB497VEG9Bjg48pE2o+80rx6QdG2nG1kFWc1eHywf3B1WFR7V7S+kX1bJWh1up1sydri1QW0r2Cf1zEWFkNihnjtCta/e/9OtyxOpKtRKCQiIiIiR8wYw6dbPuWBbx4gtzSXEP8Qbj/+dq5IvsLnHQ4iHcXB0oNsz7XDotrL0Q4UHWjw+CD/IAZFDfIKipJikkiMTGwwLMosyuR3H/+Op896mp5hPauvzy/LZ1XaquoQaE36GkoqS7zuGx4Yzrj4cdUB0Lj4cUQERbTsF0BEfE6hkIiIiIgckezibO77+j6+2PYFAFP6TuHR0x4lsXuijysT6RwKygq8Ooqq3mcUZjR4fKAjkIFRA72CoqToJP718794Y+0bnDnsTKb1m8bKtJWsSlvFtpxt9R4jsXsi4xPGMyFhAuN7jycpOknLP0W6AIVCIiIiItIkxhg+3PQhD377IAfLDhIWEMadM+7k0rGXqjtIpA0UlhfWBEWeHdG25WwjvTD9iB4n0BHI6LjRNfOAEsYTExbTSlWLSHvWWCik/UJFREREpNqBogPc+9W9fLPjGwCm9ZvGI6c+Qu/I3j6uTKTriAiKIDkhmeSEZK/rC8sL2ZG7ozooWn9gPWvS11DqLK0+Jj4inotHXczxA49neM/hBPkHtXX5ItKBKBQSEREREYwxvLvhXf7y3V8oKC8gPDCce068h4tGXaQBsyLtRERQBOPixzEuflz1dfd+dS8L1iwgwBFApauSkwaexG+n/tZ3RYpIh6JQSERERKSLSy9M554v72HRrkUAnDDgBP5y6l+Ij4j3bWEicljZxdlcNvYyZo+dzYI1Cxrd6UxEpCGaKSQiIiLSRRljeGvdWzyy8BGKKoroFtSNe0+6l/NGnKfuIBERkU5EM4VEREREpNr+/P3c/eXdLN6zGIBfDPoFD53yEL3Ce/m4MhEREWkrCoVEREREuhC3cbNgzQIeW/QYxZXFdA/uzv0n389Zw85Sd5CIiEgXo1BIREREpItIPZjKXV/cxbK9ywCYmTSTP//iz9qiWkREpItSKCQiIiLSybmNm1dXvcqT3z9JqbOUqJAo/vyLPzNr6CxflyYiIiI+pFBIREREpBPblbeLOz+/k5/325t5nDnsTO476T6iQ6N9XJmIiIj4mkIhERERkU7I5Xbxn5T/8D+L/4dyZzkxoTE8dMpDnJp0qq9LExERkXZCoZCIiIhIJ7MjZwd3fH4Hq9JXAXDuiHO598R76R7S3beFiYiISLuiUEhERESkk3C6nby84mX+d+n/UuGqIDY8lr+c8hdOGnSSr0sTERGRdkihkIiIiEgnsCVrC3d+cSdrM9YCcOGoC7nnhHvoFtzNx5WJiIhIe6VQSERERKQDq3RV8o+f/sH//fh/VLoriYuI45FTH2HGgBm+Lk1ERETaOYVCIiIiIh3UpsxN3PH5HWzI3ADApWMu5c4ZdxIRFOHjykRERKQjaNVQyLKs7sA/gVGAAX5pjPmxNZ9TREREpLOrcFXw/LLneW75czjdTnp3682jpz3K1H5TfV2aiIiIdCB+rfz4fwc+N8YMA8YCm1r5+UREpBVkFmUy+43ZZBVn+boUkS5v/YH1nDf/PJ7+8Wmcbidzxs3h06s/VSAkIiIiR6zVQiHLsroBxwMvAxhjKowxB1vr+UREpPXc//X9rNi3gie+f8LXpYh0WeXOcp784UnOn38+m7M2k9g9kdcveZ0HfvEA4YHhvi5PREREOqDWXD42EMgC/m1Z1lhgJfA7Y0xxKz6niIi0EGMMw/82nEp3ZfV172x4h3c2vEOAI4DNt2z2YXUiXcua9DXc8fkdbMvZhoXFNROu4Q9T/0BoYKivSxMREZEOrDVDIX9gPHCzMWa5ZVl/B+4E7q19kGVZ1wHXAUTFRTHxxYkA3HzMzQzvOZy5n8wFYHridJ449Qmm/HMKAGGBYSy6ehFXv3816zPXA7DgggV8tv0zXl3zKgC3HXcb8RHx/OGLPwBwysBTuOf4ezjhPycAEBMaw+dXfM6lb1/K9tztALx3yXssWL+Atza8BcB9M+4j2D+Yu7+5G4CzhpzF3ElzOf210wHo060P71/6Pue+cS77CvYB8Nnln/Hciuf4aOtHADxy8iOUOct4cNGDAFw88mJmj5rNeW+eB8DgqMG8ceEbzJw/k+ySbAAWXr2Qh79/mK92fgXAU6c9RXphOk8stf9Kf+XYKzl98OnMfmc2AKN6jeI/5/6HGf+ZQXGFnbstu3YZt315Gz+k/gDAc2c8x6asTTzz0zMAXDfhOo7tcyzXfHANAJMSJvH8mc8z+Z+TcbldOPwcLL92OTd+fCMr0lYA8O9z/s2P+37kxZUv6jzpPOk8ddLz9Kfj/8S27G289NNLuNwuGlLpqmTU06OwHBaB/oF8fsXnOk/6edJ5aoXzZIxhUtwkvt72NQaDn58fZw0/i6vGX8Xx/zle56mdnCfQz5POk86TzpPOk85T+z5PjbGMMY3e2ByWZcUBy4wx/T0fTwfuNMac0dh9Jk6caH7++edWqUdERA7N5XbxyZZPeGH5C2zJ3gJAVEgUfSL7sC5jHYGOQCpcFQyNGcr+wv0UlhcCEB0azaVjLmX22NnER8T78lMQ6VRW7l/JnV/cyc7cnfhZfvxywi+5ZeotBAcE+7o0ERER6WAsy1ppjJlY9/pWmylkjMkA9lqWNdRz1cnAxtZ6PpHm0BBd6coqXBW8te4tTvnXKdzyyS1syd5CbHgsfzrxTyz69SLiwuO4bOxlvHP5O1w29jISuyey9Pql/OWUvzA0Zig5JTk8u+xZZrw4g5s/vJnle5fTWn9wEOkKSitLefi7h7lkwSXszN3J4KjB/Pey/3LXCXcpEBIREZEW1WqdQgCWZY3D3pI+ENgJXGOMyWvseHUKia/c99V9vL7mdS4bexkPnvKgr8sRaRNllWW8ue5NXlrxEumF6QAkRiZy3THXcf7I8wnyDzrsYxhjWLFvBfNWz+OLrV/gMvZysyExQ5iTPIdzh5+rmSciR+CnvT9x5xd3sufgHhyWg+uOuY6bj725ST+PIiIiIo1prFOoVUOhI6VQSNraiL+NoNxVXu/6IEcQG29RY5t0ToXlhby++nVeXvkyOSU5ACRFJ3HD5Bs4c9iZ+Psd3bi5jMIMFqxZwIK1C6ofNyIoggtHXcjl4y5nQI8BLfY5iHQ2xRXFPPHDE8xbNQ+wg9XHZj7GmLgxPq5MREREOgOFQiINyCzK5PbPb+eH3T9UXxcfHs/TZz3N+N7jfViZSMvLK83jlZRXeCXlFQrKCwAYGTuSmybfxClJp+BntcyK4nJnOV9s+4JXV73KqrRV1dcf3/94rhx/JTMGzGix5xLpDJamLuXuL+5mb/5e/P38uXHyjcydMpdAR6CvSxMREZFOQqGQSANKK0s59vljKawoxMLCYP88+Pv5c/m4y/nNlN8QFRrl4ypFmiezKJN//vxPFqxZQEllCQCT+kxi7uS5TO8/HcuyWu2512WsY/7q+Xy46UMqXBWAvUTtiuQruHDUhUQGR7bac4u0d4XlhTz2/WMsWLMAgBG9RvDYzMcY0WuEjysTERGRzkahkEgDHvj6AeatnkdkUCT/uuBfzF89n+V7l5NemI7BEB4Yztwpc7l6/NWa5yAdzr78fbz404v8d/1/qwOZ6f2nc9OUm5jUZ1Kb1pJXmsdb697itdWvsb9gPwDB/sGcM+Ic5oybw/Bew9u0HhFf+2H3D9z9xd2kFaYR4BfATcfexA3H3ECAI8DXpYmIiEgnpFBIpI6FOxfyq3d/RYBfAO9c/g4jY0dW37YpcxOPff9Y9bKyhIgEbp1+K2cPP1vLXqTd25Gzgxd+eoEPN32I0+0E4NSkU7lx8o0+n0/icrv4bud3zFs1j8V7FldfP6nPJOaMm8OpSafqRbF0aoXlhTyy8BHeWvcWAKNiR/H4zMcZ2nPoYe4pIiIicvQUConUkluSy6xXZpFVnMVt02/jhsk3NHjcD7t/4K+L/srmrM2APX/lrhl3cWzisW1ZrkiTbMzcyHPLnuPzrZ9jMDgsB2cNP4vrj7meITFDfF1ePTtydjB/9Xze3fAuRRVFAPQK68VlYy/j0rGX0jOsp48rFGlZ3+38jj99+ScyijIIdATyu+N+x7WTrj3q4e4iIiIiTaVQSMTDGMPcD+fy5bYvmdRnEq9d/BoOP0ejx7vcLt7b8B5PLXmKA0UHADhx4InccfwdJMUktVXZIo1auX8lzy17joW7FgIQ6Ajk/JHnc/0x15PYPdG3xTVBUUUR7294n3mr5rE9dzsAAX4BzBwykznJcxifML5V5x6JtLb8snwe+vYh3tv4HgDj4sfx2MzHGBw92MeViYiISFehUEjE4+11b3PHF3cQHhjOJ1d9Qp/IPk26X2llKS///DIv/vQixZXF+Fl+XDz6Yn4/9ffqaJA2Z4xhaepSnl32LMv3LgfsGT2zx87m2onXEhcR5+MKj5wxhh/3/si8VfP4evvXuI0bgJG9RjIneQ5nDTuL4IBgH1cpcmS+2v4V9351L1nFWQT5B/GHqX/gmgnXHPKPESIiIiItTaGQCJB6MJUzXzmT4spinjj9Cc4fef4RP0Z2cTZ/X/p33lz7Ji7jIjQglOsmXcevJv6K0MDQVqhapIbbuPl2x7c8t+w51mSsASA8MJw5yXO4ZsI1RIdG+7jClpFWkMbra17nzbVvkluaC0D34O5cNPoiLh97OX279/VxhSKHlluSy4PfPshHmz8CYELvCTx22mMMiBrg48pERESkK1IoJF2e0+3ksjcvY+X+lZw+5HSeOeuZZi1J2ZGzg8e/f5yvd3wN2LNQbpl2CxeMvEB/AZYW53K7+HTrpzy/7Hm2ZG8BICokimsmXMOc5DlEBEX4uMLWUe4s55Mtn/BqyqusO7AOAAuLkwadxJzkOUztN1XD36Xd+Xzr59z39X3klOQQ7B/MH6f/kSuTr9S/DSIiIuIzCoWky3t22bM8tfgpYsNj+eSqT+gR0qNFHnf53uU8uvDR6hesQ2KGcMfxdzBjwAzNQZFmq3BV8P7G93lh+QvsObgHgNjwWH496ddcMvqSLtWdtiZ9Da+uepVPt3xKhasCgAE9BnBF8hVcMPKCThuMSceRXZzNA988wGdbPwNgcp/JPDrzUfp17+fjykRERKSrUygkXdrajLVc9PpFON1OXrnwFab1n9aij+82bj7e/DFP/vAk+wv2AzC131TunHEnI3qNaNHnkq6hrLKMN9e9yUsrXiK9MB2AxMhErjvmOs4feT5B/kE+rtB3souzeWvdW7y25jUyCjMACA0I5bwR53FF8hXtcqc16dyMMXy85WP+/M2fySvNIzQglDuOv4PLxl2mTjYRERFpFxQKSZdVWlnK2fPOZmfuTq4afxX3nXRfqz1XubOcV1e9yrPLnqWwvBALi/NGnscfpv2B+Ij4Vnte6TwKywt5ffXrvLzyZXJKcgBIik7ihsk3cOawM7V1dS1Ot5Nvtn/Dq6teZdneZdXXT+k7hSuTr+TkwSfr6yWtLqs4i3u/upevtn8FwHGJx/HoaY82eRMDERERkbagUEi6rAe+foB5q+eRFJ3E+1e83ya7F+WV5vHssmeZv2o+le5KgvyD+OWEX3L9MddriYs0KK80j1dSXuGVlFcoKC8AYGTsSG6afBOnJJ2iboPD2Jq9lfmr5vPexvcoqSwBIC4ijsvHXs7Foy8mJizGxxVKZ2OM4f2N7/PQdw+RX5ZPeGA4d864k0vHXKqlwyIiItLuKBSSLmnhzoX86t1fEeAXwDuXv8PI2JFt+vx7Du7hye+f5NOtnwL2YODfHvdbLh1zKQGOgDatRdqnzKJMXv75ZV5f83p1mDGpzyTmTp7L9P7T9eLyCBWWF/LOhneYt2oeu/N2AxDoCGTW0FlcmXwlY+PH+rZA6RQyCjO496t7+XbntwAc3/94Hj71YRK6Jfi4MhEREZGGKRSSLie3JJdZr8wiqziL26ffzvWTr/dZLSlpKTy68FFS0lIAezju7cffzimDT9GL/i5qX/4+XvzpRf67/r/VQ5On95/OTVNuYlKfST6uruNzGzdL9ixh3qp5fLvjWwz2v3Vj4sYwJ3kOZww9o0vPZZKjY4zhnfXv8JeFf6GwvJCIoAj+dOKfuGDkBfpdLiIiIu2aQiHpUowxzP1wLl9u+5JJfSbx2sWv+XwrYGMMX277kse+f6x6F6lJfSZx14y71L3QhezM3cnzy5/nw00f4nQ7ATg16VRunHwjY+LG+Li6zmnvwb28tuY13lr3Fvll+YDdtXfJmEu4bOxl6u6QJkkrSOPuL+/mh90/AHDSwJN46JSHiIuI83FlIiIiIoenUEi6lLfXvc0dX9xBeGA4n1z1Sbsa+FnhqmDBmgU88+Mz5JXmAXDmsDP547Q/0rd7Xx9XJ61lY+ZGnl/2PJ9t/QyDwWE5OGv4WVx/zPXaLauNlFaW8vHmj3l11atszNwIgJ/lxy8G/4I5yXM4tu+x6vaQeowxvLH2Df666K8UVRQRGRzJfSfdxznDz9H3i4iIiHQYCoWky0g9mMqZr5xJcWUxT5z+BOePPN/XJTWosLyQ55c/z79X/psKVwWBjkDmjJvD3Clz6R7S3dflSQtZuX8lzy17joW7FgL2fJvzR57P9cdcT2L3RN8W10UZY0hJS2Heqnl8tvWz6o6twVGDmZM8h3NHnkt4YLiPq5T2YF/+Pu764i6Wpi4F7K6+B3/xID3Devq4MhEREZEjo1BIugSn28nsN2aTkpbC6UNO55mznmn3f8lNK0jjfxb/D+9vfB+AyOBIbppyE1eMu0IzTzooYwxLU5fy7LJnWb53OQDB/sHMHjubaydeq+Um7UhmUSZvrn2T19e8TmZxJgDhgeGcP/J85iTPYWDUQB9XKL7gNm5eW/0aj3//OCWVJUSFRHH/yfdzxtAz2v2/KSIiIiINUSgkXcKzy57lqcVPERseyydXfUKPkB6+LqnJ1h9Yz18X/ZUfU38EoG9kX/44/Y96EdKBuI2bb3d8y3PLnmNNxhrADhjmJM/hmgnXEB0a7eMKpTGVrkq+3PYl81bPY8W+FdXXT+s3jTnJczhx4Ik+n0smbWPPwT3c9fldLN9nB7qzhszi/pPvJyYsxseViYiIiBw9hULS6a3NWMtFr1+E0+3klQtfYVr/ab4u6YgZY1i4ayGPLXqMbTnbABgbN5a7TrhLO1K1Yy63i0+3fsrzy55nS/YWwB5kfM2Ea5iTPIeIoAgfVyhHYlPmJuatnscHGz+gzFkGQO9uvbl83OVcPPriDhU2S9O5jZtXUl7hyR+epMxZRnRoNA/+4kFmDpnp69JEREREmk2hkHRqpZWlnD3vbHbm7uSq8Vdx30n3+bqkZnG6nby9/m3+tvhvZJdkA3DK4FO44/g7GBA1wMfVSZUKVwUfbPyAF356gd15uwGIDY/l15N+zSWjLyE0MNS3BUqz5Jfl8/b6t5m/aj6p+akABPkHcdaws5iTPIdRsaN8XKG0lF25u7jjiztYuX8lAGcPP5t7T7yXqNAoH1cmIiIi0jIUCkmn9sDXDzBv9TySopN4/4r3CQ4I9nVJLaK4oph/rvgnL614iVJnKf5+/sweM5ubj7tZS5F8qKyyjDfXvclLK14ivTAdgMTIRK475jrOH3m+ZkF1Mm7jZtGuRcxbNY9FuxZVX5+ckMyVyVcyc8hMAh2BPqxQjpbL7eJfK//F35b8jXJnOb3CevHQKQ/xi8G/8HVpIiIiIi1KoZB0Wgt3LuRX7/6KAL8A3rn8HUbGjvR1SS3uQNEB/nfJ//L2+rdxGzfhgeHcMPkGrhl/TacJwDqCwvJCXl/9Oi+vfJmckhwAkqKTuGHyDZw57Ez8/fx9XKG0tl15u3h99ev8d/1/KSwvBCAmNIZLx1zK7LGzNUS8A9mWvY07v7iT1emrATh/5Pn86cQ/ERkc6dvCRERERFqBQiHplHJLcpn1yiyyirO4ffrtXD/5el+X1Kq2ZG3hse8fq+5WiIuI4w9T/8B5I8/Dz/LzcXWdV15pHq+kvMIrKa9QUF4AwMjYkdw0+SZOSTpFX/suqKSihA82fcCrq15la/ZWAByWg9OSTmNO8hwm9ZmkAfHtlNPt5KUVL/H00qepcFUQFx7HX079CycOPNHXpYmIiIi0GoVC0ukYY5j74Vy+3PYlk/pM4rWLX+syuwMt2bOEvy76KxszNwIwotcI7pxxJ1P7TfVxZZ1LZlEmL//8Mq+veZ2SyhIAJvWZxNzJc5nef7pe9AvGGFbsW8G8VfP4YtsXuIwLgKExQ5mTPIdzhp+j2VLtyJasLdz++e2sP7AegItHX8zdJ9ytYfAiIiLS6SkUkk7n7XVvc8cXdxAeGM4nV31Cn8g+vi6pTbmNm/c3vs//LP4fMgozAJgxYAZ3HH8HQ3sO9XF1Hdu+/H28+NOL/Hf9f6lwVQAwvf90bppyk3aBk0alF6azYM0C3lj7RvXywm5B3bho1EVcNu4y+vfo79sCu7BKVyUvLH+BZ5c9S6W7koSIBB457RGm95/u69JERERE2oRCIelUUg+mcuYrZ1JcWcwTpz/B+SPP93VJPlNWWca/U/7NC8tfoKiiCD/LjwtHXcjvp/6e2PBYX5fXoezM3cnzy5/nw00f4nQ7ATg16VRunHwjY+LG+Lg66SjKneV8vvVz5q2ax6r0VQBYWMwYMIM5yXM4fsDxWnLYhjZmbuT2z25nU9YmAC4bexl3zLD/oCAiIiLSVSgUkk7D6XYy+43ZpKSlMGvILJ4+62kt4wFySnJ45sdnWLBmAU63kxD/EK6ddC2/nvRrwgLDfF1eu7YxcyPPL3uez7Z+hsHgsBycNfwsrj/meobEDPF1edKBrc1Yy/xV8/lo80fVXWeJ3RO5YtwVXDjqQg01bkUVrgqe/fFZXvjpBZxuJ30j+/LIaY9wXOJxvi5NREREpM0pFJJO49llz/LU4qeIDY/l06s+pXtId1+X1K7syt3F4z88zpfbvgTsnZF+P/X3XDT6Iu2OVUdKWgrPLXuO73Z+B0CgI5DzR57P9cdcT2L3RB9XJ51Jbkku/13/X15b/Rr7C/YDEOIfwjkjzmFO8hyG9Rzm4wo7l7UZa7nj8zuqh4BfmXwlf5z+RwXkIiIi0mUpFJJOYW3GWi56/SKcbievXPgK0/pP83VJ7dbP+37mkYWPsCZjDWBvnX7H8XdwwsATunRnlTGGpalLeXbZsyzfuxyAYP9gZo+dzbUTr9WW4tKqXG4X3+78lnmr5rFkz5Lq64/pcwxzkudwyuBTCHAE+LDCjq3cWc7TS5/mpRUv4TIu+nXvx2MzH9MsMBEREenyFApJh1daWcrZ885mZ+5Orhp/FfeddJ+vS2r3jDF8suUTnvzhSfbm7wVgSt8p3HXCXYyKHeXj6tqWMYZvdnzDc8ueqw7KwgPDmZM8h2smXEN0aLSPK5SuZnvOduavns+769+luLIYgNjwWGaPnc2lYy6lZ1hPH1fYsaxKW8Wdn9/J9tztWFj8csIvuWXaLYQEhPi6NBERERGfUygkHd79X9/P/NXzSYpO4v0r3ic4INjXJXUY5c5yXlv9Gv+37P/IL8sH4NwR53LrtFtJ6Jbg4+pal8vt4tOtn/L8sufZkr0FgKiQKK6ZcA1zkudoK2rxucLyQt7f+D7zVs1jR+4OAAL8Ajh96OnMSZ5Dcnxyl+7uO5yyyjKeWvIU/175b9zGzcCogTw28zHGJ4z3dWkiIiIi7YZCIenQFu5cyK/e/RUBfgG8c/k7jIwd6euSOqT8snyeXfYs81bNo8JVQaAjkGsmXMONk2/sdOFIhauCDzZ+wAs/vcDuvN2A3YXx60m/5pLRlxAaGOrbAkXqqFraOG/VPL7Z8Q1u4wZgZOxIrhx3JWcOO1NheB0/7/+ZOz+/k115u/Cz/Lh24rX87rjf6eskIiIiUodCIemwcktymfXKLLKKs7h9+u1cP/l6X5fU4e09uJcnFz/Jx5s/BqBHSA9+c+xvuGzsZQQ6An1cXfOUVZbx5ro3eWnFS6QXpgOQGJnIdcdcx/kjzyfIP8jHFYoc3v78/by+5nXeXPcmeaV5AHQP7s7Foy/m8nGX0yeyj48r9K2SihL+Z/H/8ErKKxgMSdFJPDbzMcbGj/V1aSIiIiLtkkIh6ZCMMcz9cC5fbvuSSX0m8drFr+Hwc/i6rE5jTfoaHl30KCv2rQCgX/d+3H787ZyWdFqHW65SWF7I66tf5+WVL5NTkgPYw7VvmHwDZw47UzuvSYdU7izn480f8+qqV1l/YD0AFhYnDzqZOclzOK7fcfhZfj6usm0t37ucOz+/k9T8VByWg+snX89vpvxGga+IiIjIISgUkg7p7XVvc8cXdxAeGM4nV33S5f863hqMMXy942se//5xdubuBGB8wnjuOuGuDjGTI680j1dSXuGVlFcoKC8A7OU2N02+iVOSTulyL5ilczLGsCZjDfNWzePTLZ9S4aoAYGDUQK4YdwXnjzy/0y0Brau4opjHv3+c+avnAzCs5zAem/lYlxuaLyIiInI0FApJh5N6MJUzXzmT4spinjz9Sc4beZ6vS+rUKl2VvLn2Tf6+9O/kluYCMGvILP54/B/p172fj6urL7Mok5d/fpnX17xOSWUJAJP6TGLu5LlM7z+9w3U6iTRVdnE2b657k9dXv05GUQYAYQFhnDfyPK4YdwVJMUk+rrDlLdmzhLu+uIv9Bfvx9/Pnpik3ccPkGzr8clcRERGRtqJQSDoUp9vJ7Ddmk5KWwqwhs3j6rKf1Ir+NFJYX8uKKF3n555cpd5YT4BfAFclXcNOUm+gR0sPX5bEvfx8vrXiJt9a9Vd0tMb3/dG6achOT+kzycXUibcfpdvL19q95ddWrLN+7vPr6YxOPZU7yHE4edHKHXzZZWF7Io4se5c21bwIwstdIHpv5GMN7DfdxZSIiIiIdi0Ih6VCeXfYsTy1+itjwWD696lO6h3T3dUldTnphOn9b/Dfe3fAuBkNEUARzJ8/lqvFX+WR2x87cnTy//Hk+3PQhTrcTgFOTTuXGyTcyJm5Mm9cj0p5sydrC/NXzeW/De5Q6SwGIj4jn8nGXc/Hoi4kOjfZxhUdu0a5F3P3l3WQUZhDoCOQ3x/6G6yZdR4AjwNeliYiIiHQ4CoWkw1ibsZaLXr8Ip9vJKxe+wrT+03xdUpe2KXMTjy56lCV7lgDQu1tv/jj9j5w57Mw2mdezMXMjzy97ns+2fobB4LAcnDX8LK4/5nqGxAxp9ecX6UgKygp4Z8M7zF89n915uwEIdARyxtAzuDL5SsbEt/8AtaCsgIcXPszb698GYEzcGB6b+Zh+3kVERESaQaGQdAillaWcPe9sdubu5KrxV3HfSff5uiTBHnL7/e7v+euiv7I1eysAo2NHc9cJdzG57+RWec6UtBSeW/Yc3+38DrBf2J4/8nyuP+Z6ErsntspzinQWbuNm8e7FzFs1j+92fofB/rd+bNxY5iTPYdbQWe1yt65vd3zLn776EweKDhDoCOT3U3/Pryb+qsMvgxMRERHxNYVC0iHc//X9zF89n6ToJN6/4n2CA4J9XZLU4nK7eHfDuzy1+CkyizMBOHnQydx+/O0Mjh7c7Mc3xrA0dSnPLnu2ekZKsH8ws8fO5tqJ1xIXEdfs5xDpalIPpvLa6tf47/r/kl+WD0BUSBSXjLmEy8ZeRkK3BB9XCAdLD/LQdw/x/sb3AUhOSOax0x5jUPQg3xYmIiIi0kkoFJJ2b+HOhfzq3V8R4BfAu1e8y4heI3xdkjSipKKEl1e+zIs/vUhJZQkOy8ElYy7hd8f9jpiwmCN+PGMM3+z4hueWPceajDUAhAeGMyd5DtdMuKZDzkMRaW9KK0v5aPNHvJryKpuyNgHgZ/lxyuBTmJM8hyl9p/hkoP8X277gvq/uI7skm2D/YG6dditXjb8Kh5+jzWsRERER6awUCkm7lluSy6xXZpFVnMXt02/n+snX+7okaYKs4iz+vvTvvLn2TdzGTVhAGNcdcx2/mvgrQgJCDnt/l9vFp1s/5fllz7MlewtgdzBcM+Ea5iTPISIoorU/BZEuxxjDyrSVzFs1j8+3fl49uD0pOok5yXM4d8S5hAWGtXodOSU5/PmbP/PJlk8AmNRnEo+e9igDegxo9ecWERER6WoUCkm7ZYxh7odz+XLbl0zqM4nXLn5NfyHuYLZlb+Px7x/n253fAhAbHssfpv6B80ae1+C5rHBV8MHGD3jhpxeqh+HGhsfy60m/5pLRlxAaGNqW5Yt0WZlFmbyx9g1eX/M6WcVZgN2ld8GoC7hi3BUMjBrYKs/76ZZPuf/r+8ktzSXEP4Tbj7+dK5KvaJPh9SIiIiJdkUIhabfeXvc2d3xxB+GB4Xxy1Sf0iezj65LkKC1LXcajix5l/YH1AAyNGcpdJ9zF0Jih/O7j3/H4TDs4emnFS6QXpgOQGJnIdcdcx/kjz2+Xg29FuoIKVwVfbvuSeavm8fP+mn+Hp/efzpzkOZww4IQWCeuzi7O5/+v7+Xzb5wBM6TuFR097VMPjRURERFqZQiFpl1IPpnLmK2dSXFnMk6c/yXkjz/N1SdJMbuPmo00f8eQPT5JWmAZAfHg86UXpBDmCKHeVA/ZSlRsm38CZw87UzkIi7cjGzI3MWzWPDzd9SJmzDIA+3fpw+bjLuWj0RfQI6XHEj2mM4aPNH/Hgtw+SV5pHWEAYd864k0vHXqruIBEREZE2oFBI2h2n28nsN2aTkpbCrCGzePqsp30y5FRaR7mznNFPj8bldtW7zd/Pn023bNKLQZF27GDpQd5e/zbzV89nb/5eAIL8gzh72NnMSZ7DyNiRTXqczKJM7v3qXr7e8TUA0/pN45FTH6F3ZO9Wq11EREREvPkkFLIsazdQCLgAZ0MF1KZQqGt5dtmzPLX4KWLDY/n0qk/pHtLd1yVJC8ssyuSBbx7g6+1f4zIuAh2BzEyayd0n3k3PsJ6+Lk9EmsDldvH9ru95ddWrfL/7++rrxyeMZ07yHGYOmUmgI7De/YwxvLvhXf7y3V8oKC8gPDCce068h4tGXaQ/AIiIiIi0scZCobZYs3GiMSa7DZ5HOpC1GWt5eunTADw+83EFQp1Ur/BeRIdG4zZughxBVLgqiAiKUCAk0oE4/BycOOhEThx0Irtyd/Hamtf477r/kpKWQkpaCg9/9zCzx85m9tjZWFj87uPfcc+J9/C3xX9j4a6FAJww4AT+cupfiI+I9+nnIiIiIiLe2qJTaGJTQyF1CnUNpZWlnD3vbHbm7uTq8Vdz70n3+rokaUU3vn8jPcN6MnvsbBasWUBWcRbPn/u8r8sSkWYorijmg00fMG/VPLZmbwXsZaEJEQmk5qfi7+eP0+2kW1A37j3pXs4bcZ66g0RERER8yFfLx3YBeYAB/mGMefFQxysU6hru//p+5q+eT1J0Eu9f8T7BAcG+LklERI6CMYaf9v3EFW9dgdu4690e6Ahk0y2bfFCZiIiIiNTmq1AowRiTZllWL+Ar4GZjzPd1jrkOuA4gKi5qwoA/DwDg5mNuZnjP4cz9ZC4A0xOn88SpTzDln1MACAsMY9HVi7j6/atZn2lvf73gggV8tv0zXl3zKgC3HXcb8RHx/OGLPwBwysBTuOf4ezjhPycAEBMaw+dXfM6lb1/K9tztALx3yXssWL+Atza8BcB9M+4j2D+Yu7+5G4CzhpzF3ElzOf210wF7R5b3L32fc984l30F+wD47PLPeG7Fc3y09SMAHjn5EcqcZTy46EEALh55MbNHzea8N+2dtgZHDeaNC99g5vyZZJfYTVULr17Iw98/zFc7vwLgqdOeIr0wnSeWPgHAlWOv5PTBpzP7ndkAjOo1iv+c+x9m/GcGxRXFACy7dhm3fXkbP6T+AMBzZzzHpqxNPPPTMwBcN+E6ju1zLNd8cA0AkxIm8fyZzzP5n5NxuV04/Bwsv3Y5N358IyvSVgDw73P+zY/7fuTFlS8e1XmqrKykqLQIP8uPsNAw/B3+Ok/t8DyBfp50nnSedJ6afp62ZG3hfxb/D5XOSsDuGrL8LEKDQxkTN0bnqZ2cJ/086TzpPOk86TzpPOk8dd3zdM6wc3y7+5hlWQ8ARcaYJxs7Rp1CnVtuSS6zXplFVnEWt0+/nesnX+/rkkREpIXc+9W9LFizgEBHIBWuCi4bexkPnvKgr8sSERERERrvFGq1/aAtywqzLCui6jJwKrC+tZ5P2jdjDHd/eTdZxVlM6jOJaydd6+uSRESkBWUXZ3PZ2Mt45/J3uGzsZWQVZ/m6JBERERE5jNbcfSwWeM8zWNIfeN0Y83krPp+0Y2+vf5uvtn9FeGA4T57+JA4/h69LEhGRFlR7gLw6hEREREQ6hlYLhYwxO4GxrfX40nGkHkzloW8fAuCBkx+gT2QfH1ckIiIiIiIiIq22fEwEwOl2cuunt1JcWcysIbM4d8S5vi5JRERERERERFAoJK3sHz/9g5S0FGLDY3nolIfwLCcUERERERERER9TKCStZm3GWp5e+jQAj898nO4h3X1bkIiIiIiIiIhUUygkraK0spRbP70Vp9vJ1eOvZlr/ab4uSURERERERERqUSgkreKvi/7KztydJEUncdv023xdjoiIiIiIiIjUoVBIWtzCnQuZv3o+AX4BPHXGUwQHBPu6JBERERERERGpQ6GQtKjcklzu/OJOAG6Zegsjeo3wcUUiIiIiIiIi0hCFQtJijDHc/eXdZBVncUyfY7h20rW+LklEREREREREGqFQSFrM2+vf5qvtXxEeGM6Tpz+Jw8/h65JEREREREREpBEKhaRFpB5M5aFvHwLggZMfoHdkbx9XJCIiIiIiIiKHolBIms3pdnLrp7dSXFnMrCGzOHfEub4uSUREREREREQOQ6GQNNs/fvoHKWkpxIbH8tApD2FZlq9LEhEREREREZHDUCgkzbI2Yy1PL30agMdnPk73kO6+LUhEREREREREmkShkBy10spSbv30VpxuJ1ePv5pp/af5uiQRERERERERaSKFQnLU/rror+zM3UlSdBK3Tb/N1+WIiIiIiIiIyBFQKCRHZeHOhcxfPZ8AvwCeOuMpggOCfV2SiIiIiIiIiBwBhUJyxHJKcrjzizsBuGXqLYzoNcLHFYmIiIiIiIjIkVIoJEfEGMM9X95DVnEWx/Q5hmsnXevrkkRERERERETkKCgUkiPy9vq3+Wr7V4QHhvPk6U/i8HP4uiQREREREREROQoKhaTJUg+m8tC3DwHwwMkP0Duyt48rEhEREREREZGjpVBImsTpdnLrp7dSXFnMrCGzOHfEub4uSURERERERESaQaGQNMk/fvoHKWkpxIbH8tApD2FZlq9LEhEREREREZFmUCgkh7U2Yy1PL30agCdOf4LuId19W5CIiIiIiIiINJtCITmk0spSbv30VpxuJ1ePv5qp/ab6uiQRERERERERaQEKheSQ/rror+zM3UlSdBK3Tb/N1+WIiIiIiIiISAtRKCSNWrhzIfNXzyfAL4CnzniK4IBgX5ckIiIiIiIiIi1EoZA0KKckhzu/uBOAW6bdwoheI3xckYiIiIiIiIi0JIVCUo8xhnu+vIes4iyO6XMM10681tcliYiIiIiIiEgLUygk9by9/m2+2v4V4YHhPHn6kzj8HL4uSUR8LT0dZsyAjAxfVyIiIiIiIi1EoZBUyyzK5Lz55/Hnb/4MwAMnP0DvyN4+rkpE2oW77oIffoAHHvB1JSIiIiIi0kIUCkm1p5c+zdqMtZQ6S5k1ZBbnjjjX1yWJiC8YA1u2wMsvg78/WBa88op9/T/+YX8cEACffw75+b6uVkREREREjpJljPF1DdUmTpxofv75Z1+X0eWM+NsIyl3l9a4PcgSx8ZaNPqhIRNpURQWkpMCSJbB4sf2Wnd20+1oWjB4N06bB1Kn2+8TE1q1XRERERESOiGVZK40xE+tdr1BIMosyeWThI3y0+SMAAhwBzBoyi7tOuIueYT19XJ2ItLj8fPjxx5oAaPlyKCvzPiYuzg54pk2zl4299x4EBtoB0qmnwqhRdoj0889QWel93z59au47daodGjk0m0xERERExFcaC4X8fVGMtC+9wntRUFZQ/bHT5SQ8MFyBkEhnsXdvTQC0ZAmsXWsvBatt+PCaIGfaNBgwwO4CAli0CG64Aa67Dl580R46/cQT9m2lpXYwVPXYS5bAvn3wxhv2G0BEBBx7bE1INHkyhIW13ecvIiIiIiINUqeQADD5uclkl2Rz9firqXRVklWcxfPnPu/rskTkSLndsGFDTQi0eDGkpnofExAAEyfWBEDHHQcxMS33/Js21YREixfDrl3exzgckJxcExJNnQrx8S3z/CIiIiIiUo+Wj0mj9ufvZ8ZLMwhwBLD4+sVEh0b7uiQRaarSUlixoiYAWrq0/vDnyMiaeT9Tp8KkSRAS0nY1pqXVBERLlsDq1eByeR8zaJB3jcOGgZ/2QhARERERaQlaPiaNWrB2AQbDzCEzFQiJtHfZ2XbwUxUCNTTTJzHReynYyJG+DVgSEuCii+w3gKIie45RVUj044+wY4f99uqr9jFRUXYHU1VINHEiBAf77nMQEREREemEFAp1cRWuCv677r8AXD72ch9XIyJejIGdO73nAW3a5H2MZcHYsd6Dnfv29U29TRUeDiefbL8BOJ2wbp33kre0NPj4Y/sN7CHXVUvepk5t2SVvIiIiIiJdlEKhLu6rbV+RXZJNUnQSE3pP8HU5Il2b0wlr1niHIxkZ3scEB9uDmqtCoGOPtZeHdWT+/vaMoeRkuPlmOwzbs8d7ydn69XaH1NKlNfcbNsw7DBs0qGY4toiIiIiIHJZCoS7utTWvAXD5uMux9GJKpG0VFcGyZTUB0LJlUFzsfUxMjPdSsORku2umM7Ms6N/ffrvc08F48KC9zKwqJFq+HDZvtt/++U/7mNhY77lEycn2UG0REREREWmQBk13YTtydnDqv08lNCCUpTcsJSIowtcliXRu6ek13S+LFzc8cHnwYO8QaMgQdb80pKICUlK8u4mysryPCQmp6aqaOrVzdFWJiIiIiBwFDZqWel5f8zoAZw0/S4GQSEszxu5iqb0UbOdO72McDnsnsNpbs8fF+abejiYwEKZMsd9uvdX+em/b5h0SbdkCCxfab2CHa6NH13y9p02zh3KLiIiIiHRR6hTqokorSznuheMoKC/gwzkfMjJ2pK9LEunYysvtzpXaQ6FzcryPCQ+3u1WquoAmT4awMN/U2xVkZdXs1LZkScM7tfXt673kbPRoO6wTEREREelE1CkkXj7Z/AkF5QWMjRurQEjkaBw86L01/E8/2cFQbfHxMH16TegwZow9VFnaRs+ecM459htAaakdDFWds6VLYe9eeOMN+w0gIqImuJs6VcGdiIiIiHRqenXSRVUNmL5s3GU+rkSkg0hN9V4Ktn69vWSpthEjvOcB9e+veUDtSUiIHdJNn25/7HbDxo3eS8527YIvv7TfwO4aSk72XuIXH++7z0FEREREpAVp+VgXtC5jHefOP5duQd348YYfCQ4I9nVJIu2Ly2WHPrVDoH37vI8JDPSeB3TccRAd7Zt6peWkpXmHRKtW2eFRbYMGeS85GzYM/Px8U6+IiIiISBM0a/mYZVnRwAPAVMAAi4EHjTE5h7qftE9VA6YvGHWBAqEq6elw6aXw5psa9NsVlZTYy7+qgoClS6GgwPuY7t1rgoBp02DiRAjWz0+nk5AAF11kvwEUFcHy5TXfGz/+CDt22G+vvmofExVlh4JVIVEX/t7IKSzj0XdXcfcFyUSFd82vgYiIiEhH0qROIcuyvgK+B+Z7rrocOMEY84uWLEadQq2vsLyQY58/llJnKV/98isGRg30dUntw403wj/+AddcA//8p5b8dHZZWd5bw69cCU6n9zH9+9cEQFOn2kvD1A0iTiesXev9/ZOW5n1MYKAdDFV9/3SBLjKX25BVUMpzn29g+bZMThqdwB3nJvu6LBERERHxaKxTqKmh0EpjzIQ61/3c0AM2h0Kh1vdqyqv8+ds/M6XvFF675DWv27rkX3hDQqCsrP71lmVvdR0XZ88Pqf2+6nKvXhAQ0PY1y5ExBrZv994VbMsW72MsC8aO9Q6B+vTxTb3SsRgDe/Z4LzlraN7U8OHeS84GDepw4bPLbcjKL2V/bjFpecXszy0hLbeYtNxi9uYUN3gfh5/FSzfMoHe0hnWLiIiI+FJzQ6EngZ+BtzxXXQiMNMbc35JFKhRqXcYYTv/P6WzL2cYzZz3DrKGzvG5/5tN1fJKSyhnjE7l51mgfVdnGNm+2X6Dl5h75fS0LYmK8g6KGwqO4OOjWrcO9AOywKith9WrveUCZmd7HhITYoV/VC/QpUyAy0iflSid08KC9zKwqJFq+vH74HBvrHRIlJ7eLkNnldpOZX2YHP7nFngDIDn8y8kpwuhv/P0Ogvx+VLne9PAxgQK8Ipg6LY9qwOPr3isDS70MRERGRNtXcUKgQCAOqpm36AVV/FjTGmG6HuK8DO1Dab4w581DPo1Coda3Yt4JL37iUnmE9+eG6Hwhw2C9Aznr0Myqc7nrHO/ws7jo/md5RYSREhREc4GjrklvXwYNw2mn2LBmAoCA7ULjmGrjzTnvOUEaG/VZ1ufZ1mZn1B9A2JiSkaeFRbKy2LD9SBQWwbFnNC/Bly+wZQbX17Om9K1g7eQEuXURFBaSkeHcTZWV5HxMaCpMn1wRFrRhUutxuDhws9Qp87LcSMg4eOviJiQgmISqUhKgwEnqE0bv6cigvfr2JT1NSCXD4Uel0M2FgDJFhQSzbeoDi8prlmb2jwuyAaHgcQ+IjFRBJ69G8QBERkWrNCoWa+cR/ACYC3RQK+dbvP/49H23+iLlT5nLrtFsBcLrcvLV0O6//sJ1K16G/F6IjguyAqIcdEiVEhXbcwCg/H0491Q6EQkPhggvg1lvhxRft/0S+++7hH8PphOzshgOj2telp9cPKRpTu/voUOFRfDxERHTN7qP9+73nuaxZUz+cGzLEeyh0UlLX/FpJ+2QMbNvmHRI1tKRxzBjvbqLExCY/hdPl5kB+aU3gk1fi6f6xgx/XoYKfbsEk9Kj5/V51Ob5HKMGBjYfWf37rZ6LCg5k1PpFPU1LJLSrj/osnUulys3pXNos3Z/DjlgPkl1RU36dnt2BPQBTPiD49cPjp51Ra0Ny59rzA66+H557zdTUiIiI+1dxOoeMbut4Y8/1h7tcHeAV4GPiDQiHfyS7OZto/puEyLhb9ehHxEfEs3XKAl7/ZzP7cmlkQ/g4Ll8swsm8PkhK6Vy8fONyygQ4VGNUOhAYMgO++g379Wvc5i4oOHx5VdR81Nait6j46XHjUq1fH7T5yu2HTJu95QLt2eR/j7w/jx3sP9Y2N9U29IkcrK8ve9a728PPKSu9j+vb1ComcI0ZyoLDCM9/HDnyq5v0cOFh6yOCnZ7dgEqLCPL+3Q6svx/UIbdXf2S63m/WpeSzZnMGSzRlkF9Ysq+sRFsSxQ2OZNiyOsf2j8XdosLt4lJfb/3bn59tdvoe7/OGHDXfyBgU1PEdQRESkC2huKPRRrQ+DgWOAlcaYkw5zv7eBR4EI4I8NhUKWZV0HXAcQFRc1YcCfBwBw8zE3M7zncOZ+MheA6YnTeeLUJ5jyzykAhAWGsejqRVz9/tWsz1wPwIILFvDZ9s94dY29TfBtx91GfEQ8f/jiDwCcMvAU7jn+Hk74zwkAxITG8PkVn3Pp25eyPXc7AO9d8h4L1i/grQ32+KT7ZtxHsH8wd39zNwBnDTmLuZPmcvprpwPQp1sf3r/0fc5941z2FewD4LPLP+O5Fc/x0Vb7y/bIyY9Q5izjwUUPAnDxyIuZPWo25715HgCDowbzxoVvMHP+TLJLsgFYePVCHv7+Yb7a+RUAT532FOmF6Tyx9AkArhx7JacPPp3Z78wGYFSvUfzn3P8w4z8zKK6wQ55l1y7jti9v44fUHygrL6O0vJSkmCQOFgcRWngaAZV2EOJyZOG2yoiKdPHY+XP41WtPgSuM0qi3WX7tcm78+EZW7P8ZP3cktx/zCCv2bOPHXZtwOKOICRhEcak/rkOsooqOCKLQvZcC115c/rn8duqVbC34ifd3vAJWZZuep8v+dQZ3P7SQUbtLcPVL5Jm/ns/8gh/azXlyuAwvTH6IfVt/5usl84guqGRm+DgGloWyevVnxORXklDioFe+s8ndR24LyrtHYOJiWWNlkh0ZQGifAZxw7KX8aeOz5EQGUBzTjdfmfsPV39zM+qwNgG9+nvqHxPP2wDt55dnrGLB+P2N3FBFZ4vL6fJxhoeQmD+WdqAOsHhzOsNPncOGkq9r0PAE8d8ZzbMraxDM/PQPAdROu49g+x3LNB9cAMClhEs+f+TyT/zkZl9uFw89R8/OUtgKAf5/zb37c9yMvrnwR0O89naea85Tg34MPB9/Lghdupu/aNMbszKdbqXdIVBwUwqY+w9jQbwQbEkeyuc8QygPtTQIMbvz8ixnbpz/rchdT4E7F5cjluXMe5r3tr/Dpjg99fp7++MVtLNuxi8Dy4SQ4jievsOYfkoAAN2MHRPDtgZeoDNrBpN7J7fI86eepCT9P1yzl1v/+mm07VxBe6uIv429j284VLF3/GeGlLn4RNZE4dwjLNnxJRImTvqYbQwJiSd2zlrBSFxGlboIqm7hUuwl2JASzZmA4My67i3d7ZPCP/G/AsnSe9POk86TzpPOk89Tpz9M5w85pueVjlmX1BR43xsw+xDFnArOMMXMtyzqBRkKh2tQp1Drcxs1J/zyJvfl7OSX2LnbtjgcgMjSQOTOSOD05sVl/kXW53WRVDSattSNNu+swys+3ZwgtX25vN75wYet3CLWmwsLDdx6lp9sdCE39OQ8Nrd9t1FA30pF2HzU21yE317s74uef7b8I15aQANOn13QCjR4NjnbWfSbSDJUuNxl5JfV29ErLK+HAwVLcxmC53SRmpTIydRMjUzcyMnUj8XkHvB7H7XBQPGI05rjjCDnxBAJmTO8wc1SMMew8UMjizeks3pRBanZR9W0hgQ6OGdyLqcPiOCapFyGHWMImLcwYu9P1SLp06l4uKjrkUzSJwwHdu9tztiIjm3b5+efhvffsf6sqK+0O0rw8e8ZXbb162R2mxx1nd+JNmGB3FImIiHQyLTpTyLKnQq41xjS6RZVlWY8CcwAndndRN+BdY8wVjd1HoVDr+GzzN/zm4+sIMFEklt1HkL8/508ewMVTBxEW1LrDdttNYJSfDzNn2kOI+/e3l4z179+sz63DcDrtYKgps49KS5v2mJZlD28+XHgUHw/h4XDTTfZch8sus4O5qhBow4b6jz1qlPc8oH79NA9IOrwKp4uMgw3N+CkmM7+Uxn4VWkCvyBDv34GeAc9xJXkELl9WM5to9er6S2YGDfKeSzRsGPi1/2VZqdlF1UvMtqXnV18f4PBjwqCeTBsWx5QhsUSEaGD8IZWVHX2Yk59vD/J3uQ75FE3SrVvTw5yGLoeGHvm/A+efb/8bdN11NfMCX3+9Zuj7kiX2HyXqDn0PDISJE+2fl6qwqFev5n8NREREfKy5y8eeAaoO9APGAbsPFfDUuf8JqFOozVU4XXy4Yg8PL76VAmst0ZVncvGIX3LlCUPoFRni6/IaDIyqXiS1aGBUUGAHEcuW2QHDwoVdJxA6ElV/EW7K7KMj6T46lMBAOOaYmgDo2GMhKqr5jyviAxVOl6fjp6TWlu52B1DWIYIfPwt6RoZUz/epPeA5rkcogf5NDMELC+1OyKqQaNmy+l0aUVH2i9yqkGjiRAgObt4n3soyDpZUB0Qb9+ZV/2fE4Wcxrn8004bHc+yQWHqEd7LuDqezJqQ52mCnblfM0QgNPbIgp+7HERHtt7vTGNi+vSYgWrIENm6sf1xSUk0nUQcKV0VERGprbih0Va0PndiB0JIjePITUCjUZowxLNqQzr+/28ze/DT2BD2AZfnxxgWfM3HAQF+X1yQtFRglBrk55fZr6bZmJaZfP6xGAqGcwjIefXcVd1+QTFR4+36B1C5UVtrBUEOBUe3LaWn1h3r27g1XXw2nn2636bfzF6TicTAHXnwUrr8bIrtucFfhdJGeV+I11Hl/bjHpuSVk5pfS2G8mP8vu+KkOfGoNeI7rHtL04OdIOJ2wdq33bn1pad7HBAbCpEk13UTHHQfR0S1fSwvJKSxj6ZYMFm/OYO3uXNye/8P4WTCybxTThsdx3NA43//hw+2uWXZ1tF06xcWHfIomCQhoXodOZKT9GF1JXh78+GNNULR8ef0u2h497D9iVAVFxxxjh2ciIiLtWIstH7Msa7wxJqXFKqtFoVDzrUvN5aWvNrEl7SAAzm5fsbvyI84YegZPn/W0b4trIbUDo/11lmHUDoxCy0p4+NV7GbFvCxnde3H7NY/iTExssMPogxW7+WL1Xs4Yn8jNsxpdFSlHyhi49lrMv/+N0+GPv9uFpa2BO6b5z8CiT2HGLLjiZl9X06oqnC7Scku8dvVKy7PfZx0m+IntHuoV+PSOCiWhh72rV4Cvd9MyBvbsqdnJr2oJZ93/Bwwf7r3kbNCgdrmEM7+kgmVbD7B4cwardmZTWWvHg6EJ3T1b3cfROyrsyB7YGDvMPtowp+qtud2UltV4901TLwcHt8tz16FUVsKaNTVLzpYsqR+u+vvDuHE1nUTHHWf/AURERKQdaclQKMUYM77FKqtFodDR25dTxMvfbGbpFnvwaFR4EJcfP5CHf7qczOJMXr/kdSb3nezjKltfVWCUvieDfldeRNS6FA7GxPHIb//GBr9uh+wwqishKhSHZeHw88PhZ1W/+flZ+DtqXWdVXe99XM2bn9d9617X0LF+VuOP4f1YNdf7177/Ie7r53n8NnP++aytCOT5flO5cc8SxgRWwLvvtt3zS/PccBY4K+tf7/CHv70BoeFtX1MLKK+s6vgpZr8n8Kmad5ZdUHaI4McitnuIV+DT2xMwx3ZvB8HPkardFbF4Mfz0U/3uvthY75AoObnddY8Ul1fy07ZMFm/KIGVrOv6FBYSVlxBWVszgYMP46ABGRvgR7S7DKig4fLBT2cD3/JEKC2teh054uJYotUfGQGpqzXKzJUvsjry687z69asJiKZO1SYJIiLicy0ZCq0yxiS3WGW1KBRqmtpLnfwsi9d+2MYnK1NxuQ1BAQ4uPnYgFxw7kEW7v+amD29icNRgPr/mc6yu8tfCggJ7adLSpZCYaM8QGjAAl9tNZn5Z9Qu/tLwSdmUWsGX/QUorWmCQZgfiZ4HDz69OeFQnRLIOHS7VhEyNB1yfr9pbvbyjNoefxZ8vmUh4cABhQf6EBQcQFhxAkL9f1/k+ba/KSmHLWtiw0n47sP/Qx8fEQeKgWm+D7eVl7eA8llW6SPf8rKfV6SzMLihr9H5+lkVcjxCvwKeqwzC2e0izdmts9yoqagbxVnUU1R3EGxoKkyfXBEVTptghBjS+02BTud32bKTmdOmUlDTrSwDYy+qqApqjCXa6dTuyHRqlY6ua51UVFP34o31dbeHh9s9KVVA0ZYr9fSIiItJGWjIUOtcY835LFVabQqGmeebTdXyyMpWhCZGk5hRTUu7Ez4JTx/XlyhlDiI6wZ7TMeWsOS1OXcu9J93L1+Kt9W3RbKSy0dxmrEwgdytOfruPTlFT8/fxwutycODqBK2cMxeV243KbOm9u3PWuM/WOdZuGr697vLuB65xe1zdcQ/37eq43tWo4xGO0Vw4/i/DgAEKD/GsCo1qhUXiQP6HBAYQH+xMWVCtQqjo+2B+H/rJ+ZNxu2LcT1ntCoO0bweWsuT0kDMIiIDvD7g5yOSG+LwQFw77dDXcRRXT3DokSB0HP+FbpeiirdDW4o1dabgnZhY0HPw4/i7juobUCn9DqWT+xkZ08+DkSxsC2bd5zibZu9T7GsmDMGPvF7tat8M03cMkl8NvfHnmwU1jY/GVXfn7VIY2JjKQwKJRMgtjvdJAbEEJJUBjFwaH49ehO4uA+JA1LJHFQHxxRPWqCHc06k+ZwueylmbV3Odu1y/sYPz+7e6iqk+i44+yZh+0gUBcRkc7pqEIhy7IOuUyspWcLKRQ6tDMf+cxrZkIVy4IXrjue/r0iqq/blbuLX/zrFwT7B/PjDT/SLbgL/DWqbiD03Xcw8PCDtf/81s9EhQcza3win6akkltUxv0X1/tZ6TSMMbgNTQ64qkIup6vu9Y0EW8b7vt+tT2PTvjwcfhYut6FvdBj9e3WjuLyS4jInxWWVFJc7KSqrbPD7+0gFBzgIqwqNPO/rBU21brevq7k9JNDR+buV8vNg40o7CNq4CgoP1txmWTBgKIwYDyMnwMBh8MLDdvfPjFn2XKH8XLjpPnuQccZeSN3hedsOe3dCaQMDcoNDoe+AmpAocTDEJzapm6Kswlkr8CnxBEB2509OYXmj93P4WcR7gp+qwKcqAIrtHqIA8WhlZtZ0RCxeDCtXtsxyqyoREc0bjhwW1uALa5fbzbrU3OqdzGp/7/QIC+K4YbFMHRbH2H7RCgWl5aWney85S0mxf4fWFh/vveRs3Di7a01ERKQFHG0o9J3nYjAwEVgDWMAYYLkxZlpLFqlQqIbbGFKzitiwN5cNe/PYuC+P9DzvlngLGNs/mjvOG1dvx6xHvnuEl1e+zEWjLuKvM//ahpX7SO1AqG9fu0OoCYGQtL4jCd0qnC47KCqvCYpKypwUVQVItd4XlTkp8byvur6kvLLRbb+bys+C0KrAyPM+NKhWd1J10GS/Dw2uCZuqwqdW2UmqOSor7A6gqiVhe3d6394jxg6ARk6A4ckQHtHw4zSFMXZXUVVIVBUY5efWP9Y/ABL6QeIgKnoPIDOyN3uCerKvyFkdAO3PLSa3qPHgx9/PIq56qHPtAc9h9IoMVvDTFkpL4fPP4c9/hnXr7O4zy4KoKBg1Cnr1anqw061bm8xdcRvDlv0HWbw5g8Wb0sk4WLO7VHhwAMcOiWXa8DjGD4xpfz/P0jmUlsKKFTVB0dKlkFvn92RISM3ugMcdZ79Fdd3dH0VEpHmauyX9G8DDxph1no9HYW8xf3VLFtkZQqGmbm1e97iyCieb0w6ycW8eG/bmsWlfHsXl3n9BquqAyCksx99hd100tFtWWWUZU/8xlYNlB3nvivcYEzemVT7XdqOw0J4htGSJAqEuzhhDaYXLDpM8oVJxnUCpyNOZVNWhVDdoKq9s/nypQH8/7+Vt9TqTai2L8wRM1cGTJ1hq1jBwY+DAvpolYVvWQkWtYCUgEIaOsbuBRk2wO3ZauzsqP4+yHVsp3rYJ9+7tBGfsJqIwu95hbmC/f3e2B/Zkh+dtd3AvwmKia3X71Ax47qngp/248UZ48UW7s6GiAjrIToPGGHYeKGDxJnur+9TsourbQgIdHDO4F9OGxzNpcE9CAjUnSFqJ220vv6y95GzLlvrHDR/uveRsyBAtORMRkSZpbii02hgz7nDXNVdnCIX+9vFavli1l1PG9uHaXwz3LNUxGEP1e2MM//p2M4s2pNOvVzgBDgc7MgrqDeTt2S2YkX2jGNG3ByP69GBgbAR/eTvlsF0X7254l9s+u41RsaP4YM4Hbfnpt73CQpg1y17CoEBIWoDT5fYOjWotb6t3fSO3tcTcplBPcFR/6VvN+6rbwoL86WYqiNq3iYgdawnaugYrN9P7AXv3r+kGGjLKDoaOQFMD75JyZ72hzmm5xaTnldTr+Al1lzOwIpvBFVkkVWYz1JVDQlk2DtPAMsIeMd4zihIHQVQvvRhqT84/317+ct11djiUnt4hdxpMzSpksWeJ2faMgurrA/39mDCwJ9OGxzE5KZaIkPa1A5s04GAOvPgoXH+3vQS2o8nOrtkdcMkSu7OovE7nZExMTRfR1KkwcaJmYomISIOaGwotAIqB+YABrgDCjTGzW7LIjhwKnfXoZ1Q4mzcPJSk+khF9elSHQL0iQ47qcS587UJWpa/i0dMe5eLRFzerpnatdiDUp48dCA0a5OuqpIszxlDudFeHRkXVAVKdZXF1w6Tay+AqnId9Hj/jZkhFJhNK9zCxLJWh5Qdw1NpIPd8vmPXh/dgUOYhdPZNwRvTwHspdd2h3rflLVXOXanfgPPPpOj5JSeWM8Yn88uRh1Uu7qoY6p3m2dc8rbnypV4DDj/jqgc41O3r1jgolplsIDj/LXuq2f49nPpFn6dnend6dTlXCIqCvJyDqN9i+HNcb/LTcR1pGRl4JS7ZksHhTBhv35VVf7/CzGDcghmnD4jhuaCzdw4J8WKU0av4z9hy0GbPgipt9XU3zVe0OWHs20YED3scEBMCECd6ziWJjfVOviIi0K80NhYKBG4HjPVd9DzxvjGl8a5ej0JFDoZzCMl76ehOLNqRVzzTxd1iEBPrj7+eHZdnbHLuNobi8ZomKw89idGIUvztjNAlRYc2uY2PmRs569SwigiJYev1SQgNDm/2Y7VJRkb1kTIGQdEIut6GkztK24jInlVkHiNi5hqg9G4hL20JQZc0cFJflx/aw3qwKSWRZYF82O2IwzeyiCQ5wUHaEy+mqgh+vrdw9M36iI4Lt4OdIuV1wIM17RtHeHVBUUP/YwCDoM8C7o6h3/yPujBKpK6ewjKWegGjtntzq7l4/C0YlRjF1WBxTh8XRs9vR/UFHmskYKCmCvGx46GbvXRSrBATC8x+2fW2txRh7V7Oq5WZLlsD69fV38Bs0yHvJ2ciRrbIbpIiItG/N3pLesqwQINEY08AC55bRkUMhqNnaPMDhR6XL3eC8nyM57mj86as/sWDNAq5MvpL7T76/RR6z3VEgJF1FeRlsXWfPBVq/0t7pq7ae8TVLwoaNsbeP96g9tLuorH7A1OiyuPLK6s6lxv51sCzoHRVKYkxEvQHPMd2CmzcPqamMsV/81Q6KUrdDblb9Yx0OiOvrHRT1HQShzQ/ipWvKL6lg2dYDLN6UTsrObJy1lowO692dqcPimDYsrkX+2CPYP++lxfbPd152/fd5nvflh/lbZa/eMGCI/bugn+f3QWh423wObeXgQVi+vCYoWrYMiuvsCBkZCcceWxMUHXMMhHeyr4OIiNTT3E6hs4EngEBjzADLssYBDxpjzm7JIjt6KNTUXZZaawv0oooijnv+OIori/n86s9Jiklq9mO2O0VF9pKxH36wA6HvvoPBg31dlUjLMAb27arZJWzbBnDW2uo7KASGj60JgnoltFopbmMorXBSXObkxa82snhTBg6HhctlmDUhkd+2UJDd4ooK6gRFO+yh2w39W9czviYgqgqLuke3fc3SoRWXVbJ8WyaLN2fw8/ZMymstJR/QK4Jpw+OZNiyOfj3DsTQDq766gU9joc/hAh+wf0dG9bRnkOVmQsY+sPygoTllVWLiPAHR4Jq5ZZE9Wu7z8zWnE9au9V5ytrfOHxgcDhg71nvJWd++vqlXRERaTXNDoZXAScBCY0yy57q1xpgW3daqo4dCvvba6te47+v7OKbPMSy4dIGvy2l5RUVwxhnw/ffQu7fdIaRASDq6woOwcZXdCbRxJeTXzC3BsuwXKyMm2LuEDRwO/m2/+1FrBdltprwM9u30Dor27/YO3KpE9oC+tTqKEgfZ4ZFezEsTlFW6+Hl7Jks2Z7BsWyYltXYR7RMVxtThdgdRUnxk1wiIqgKfhoKeIw58gqFHz5rQp+77Hj0hJLTmZ/XZB+3h0jNm2XOFDmbDmZfZP/97ttvh8b5d9hyzurpH14REVYFRVM/O83tg7147JKoKilavBledpcJ9+9YERFOnwpgxPvn3R0REWk5zQ6HlxpjJlmWtUijUPhljOOOVM9iSvYX/PfN/OWvYWb4uqWUpEJLOwlkJOzbVLAlL3e59e2QUjBxvdwKNSIaI7j4ps9NzOiE9tWY+UdX70pL6x4aE1nQTVb2PT9QLJDmkCqeLNbtzWLwpg6VbMigorQkhe0WGVC8xG9G3R9ssuWxphwp8al8uLz38Y9UNfBoKfULCWj6UcbnsZbl7ttcsQU3dAWUN/B4Ii/BedpY42O7W7AyzeYqK7J3NqjqJfvwR8vO9jwkLg8mTa4KiKVOge3eflCsiIkenuaHQy8A3wJ3ABcBvgQBjzA0tWaRCoaO3cv9KLl5wMVEhUSy5YQmBjk40VLW42F4yVhUIffcdJHXCpXHSeR1Igw0/20HQ5rXeL5L8AyBplN0JNHKCPRS5I75A7AzcbsjO8O4o2rvdu3urin+Afa5qdxT1GWi/uBWpw+V2sy41l8Wb7K3uc4tqdtOLCg/i2KGxTBsWz5h+Ufg72kHIYIwdkOY10t1zNIFPQ0FPawY+R8vthqx0746i1O0ND7YPCoHEgZ6uIk9gFNe34wfGbjds3Oi95GzHDu9jLMseWF17ydnAge3nPIqISD3NDYVCgXuAUz1XfQH8RbuPtR+3fnor7298nxuOuYHbjr/N1+W0nOJiu0No0SJISLA7hBQISXtXWgyb13iWhKXYLzBqi0+0A6BRE+xASEFC+3Ywx3vXs9Qd9c8p2LNLYnvXhET9BttL0cIj2r5mabfcxrB5/0EWb0pn8eYMDhysCVYiQgKYMiSWacPiGD8whkB/R8sX0Fjgk5cFubW6fJob+FRdbk+Bz9GqGmxfOyRK3WFfV5d/gL0DYu2Ooj4DOv4OiAcOeC85W7kSKuosvYuN9V5ylpwMQUG+qVdEROpp9u5jngcJM8YUH/7Io6NQ6OjkluQy9R9TqXRV8t2139G3eycZDqhASDoKt8t+sbBhJWxIgZ2bvOczhIbbS8GqBkRH9fRdrdIySoprAqKqZSfpqfZf2OuK6uXdUZQ42H7B3NFfKEuzGWPYkVHA4s12B1FqdlH1baGB/hyT1Itpw+KYOLgnIYFN7D4pKW6ZwCcwyBPwHKLLpzMEPs1RcNA7JNqzveHA2M/P/mNA9UDrwXaHUXBom5fcYsrK7GCoqpNo6VLIrhOSBQXBpEk1QdFxx0FMjG/qFRGRZncKHQf8Ewg3xiRaljUWuN4YM7cli1QodHReWvESf130V2YMmMG/LviXr8tpGcXFcOaZdhCkQEjao7xsOwDasBI2rfJeWuDnBwOG1SwJ658Efq3wF39pXyor7AHWtYOifbugorz+seHdvHc9SxwMsQn6PuniUrMKqwOi7Rk1v1MC/f2YOKgnxw/oxuQYP0KLD9bfjr0q9GloHk5d9QKfmPrhT2h41w58jlZJkffvgNTtkL6v/g5olmXPJKpeeub5PRDezTd1N5cxsG1bTSfR0qX2ErS6hgyp6SQ67jgYOrRzzGUSEekAmj1oGrgQ+LDWoOn1xphRLVmkQqEj5zZuTn75ZFIPpvLieS9y8qCTfV1S89UOhOLj7fdDhvi6KunqKsph23p7SdiGlZC2x/v26F41nUDDx9kvqETcLsjY7+kq2l7zYrG4sP6xQcH2MpPqgdaDoXe/jr/sRJqm9rbsuVkUpqeTvWcv5ZkHCCnOI8ZZRJhpYMe8uqoDH0/Qo8DH98rL7IA4dXvNUOv9u8HlrH9sVC/vpWf9BtsbEHTE85Wbaw+trgqKfvoJSut0qUVFwbHH1gRFEydCaAfuoBIRacdaY/exNcaYsS1ZpEKhI7d492Kuevsq4iPiWfTrRTg6+l+ZS0rsQOi77xQIiW8ZYwc/VUvCtq7z3ro4MAiGja0JgmJ7d8z/tEvbM8Z+8V+7k6Cx+SQOByT0q9VVNBj6DrCX7UjHUSfwqd6hq3aXTxM6fCr8AjjgF0a2fzhZjgiy/cMJ7BVL70H9GDpqMFF9+yjw6Siclfa/MbUHWu/d2XBnYbce3iFR4iCIiet457myElavrukkWrIE0tK8j/H3h/HjvWcTxcf7pFwRkc6muaHQ28BTwP8BU7B3H5tojLm0JYtUKHTkbvzgRr7c9iW3TL2F3xz7G1+X0zwKhMTXigpg4yo7CNqYUv9Fet9BNQOiBw1XB4e0rMJ8713PUnfAgf12iFRXrwTvpWd9B0Fkj7avWQ6xLfuRBT4EBjUysLnWx6Hh5JdW8uOWDBZvzmDVzmyc7prvj2G9uzNtWBzThscT30PdFh1OVWdhdVehp7OotIFxnqHhNV2FVbOK4np3rCWoxsCePd5LztaurT+brX9/7yVno0bZgbmIiByR5oZCMcDfgV8Afti7j/3OGJPTkkUqFDoyGYUZHP/i8ViWxQ/X/UCv8F6+Luno1Q2EvvvOXmcu0pqcTti1uaYbaPdW7xfgEd1h5Hg7CBoxXi+6pe2VldYsO6kKjNL22F0GdUVGeQdFHbWboD1pNPCpFfqUNifwqQp9ekLYkXf4FJdVsnxbJos3Z/Dz9kzKnTUvpgfGdmPasDimDoujX89wLH0fdEzGQPYB76Vne7ZB4cH6xwYGQd+B3h1FCf3sHdE6ioICWL68JihatgwK6yy3jYiAKVNqgqLJk+3rRERaWno6XHopvPkmxMX5uppma5Hdx1qbQqEj8/TSp/n70r9z+pDT+b+z/8/X5Ry9khI46yz49lsFQtL6sjI8IdBK2Lza+wWdwx+SRtYsCeszQAMwpf1xVkL6Xu+gaO/OhrtRQsJqXiQmejoK4vrqr+xgf73qhj11u3yOJPCpnt9Tt8vn6AKfI/50Kpz8vCOLxZszWL41k5KKmnk1faLDmDosjunD4xkc100BUUdnDOTn1iw7q1qClptZ/1iHP/TuX/PznzjY/rctKLjNyz4qLhesX++95Gz3bu9j/PxgzBjvJWeJiQrERaT55s6Ff/wDrr8ennvO19U0W3M7hQZidwpNAQzwI3CLMWZnSxapUKjpnG4nM16cQUZRBvMunsdxicf5uqSjUzsQiouzl4wpEJKWVFYKm9fYy8E2rLSX49QW27tmSdiQMRAc4ps6RZrD7bYDz721XiCm7mi4myAgsOZFYlVY1Lt/x3mR2BQNBT51Q58OFPgcqQqni9W7cli8OZ0ftxygoLSmsyw2MoSpw+KYNjyO4X164NfOapdmKCrwdBR5lqDu2V7/3zwAyw/i+9T8/Fe97ygbJKSl1QRES5bAqlV2529tCQneS87GjYOADtQxdRRyCst49N1V3H1BMlHhnej3uUhLKC+HvLyG33Jz61+3ZEnDy/eDg+sPzO9AmhsKLQOeBRZ4rroUuNkYM7kli1Qo1HRfbvuSGz+4kQE9BvDVL7/qmH/1KymBs8+Gb76xA6HvvoNhw3xdlXR0bre901PVkrDtG713eAkJs3cHGznBXhoW0/FbQUUaVNVNULujKHUHZGfUP7bqRWLfWi8QEwdBWDtcklFW4tl+/RBdPkca+NTelj2qfQc+R8rldrNuT271Vve5RTWDjKPCgzhuaCzThsczpl8UDnVGdj5lJXYnYe2uorQ99ef2APSM9+4oShwM3bq3eclHrKQEVqzwnk2Ul+d9TEgIHHNMTVB07LHQo3MsCS+rcJJbVM5LX2/ixy0HOHZoLFefOJSwoADCgv0JDnB0zNcJInUdKtg5XMjT3CAnNBTOOw+efLJDLyNrkd3H6ly3zBgzpQVrVCjURJlFmZz279MoKC/gnhPu4ZcTf+nrko5cSQmccw58/bUCIWm+/Fw7AKoaEF2YX3Ob5QcDhtQsCRswVEtnpGsrKaq17MzzPj214ReJ0b1qQqKqHdB6xLReUNJY4FP7ckNDd+sKCPR09NQJfGp3+oRFdPjA50i5jWHTvrzqgOjAwZr/JEeEBHDskFimDY8jeUAMgf76PdlpVVZ4zyrbs93+uKFZZT1ianUTeWYVtebvgJbgdsOWLd5LzrZurX/ciBE1nURTp8Lgwe3m86p0uTlYXE5eUTl5nve5jVwurXAd8rH8LIuwYH/Cgvyrg6Kq9+HBAYTWuj48KIBQz+3htY7T7wNpMRUVjQc3hwt6mhPs+PvbQfCh3qKivD9+4gl4/XUIDLTr7gRLyJobCv0VOAi8gb187BIgCLt7CGNMbksUqVCoaW75+BY+3PwhfpYfK+auoHtId1+XdGRKS+0Ooa+/hthYe8mYAiE5EpUVsH0DrPeEQHvrrGTtEVOzJGxYMoS3w24Hkfakohz27/YOi/btanh77PDIWgOtPW+9ettzPQ7mwIuPwvV324OvaysrbWBnrqxmBD4NBD1dOPA5UsYYtmcUsGRzBos3pbM3p+ZrHxrozzFJvZg2LI5Jg3sSHOjvw0qlTTidkLHXu6ModQeUN/AiLLybd0iUOMjuMmrPnWZZWfDjjzVB0YoVdtdBbT171gRExx0HEybYS0VaiNsYCkoqPEFPBXlFZeRWBT9F5V6Xay/5PJwAh4Wfnx8VlS4MYAEhgQ4C/R2UVroorzx0aNS05/CrCZOC/AkLrnpfdbnmY+9gqeZ6dSJ2IlXBTlM6dOq+lTShk7cxTQl2Ggt5wsKO/P8F559vz7u97jp48UV76PS77x59/e1Ac0OhXZ6LVQfX/ooaY8zA5peoUOhwRvxtBOWu+v9BD3IEsfGWjT6o6CgoEJKjYQxk7KsZEL1lrfeL1cAgGDK6phsovq9eEIo0l8sFB/Z5Lz1L3W53GtUVFAJ9B9j/2UvbDf2H2C8Ua4c+zQ18qi4r8GkVqVmFLN6cweJNGew4UFB9faC/HxMH9WTasDgmD4klPLhzz2WRWtxuyEyr+dmvCoyKC+sfGxzqvfthex9qX14OKSnes4ky6wzqDgy0g6Has4l6ee/0a4yhpMLJwaKKWqFOWSNdPRW4m7jBj58F3cOCiAoPokd4ED3CvN9HeS5HhQcRGuTPM5+t59OUVAIcflS63JwxPpGbZ40GwOlyU1zupLis0ut9ked9SZ2Pi8srKS6r9b6sEqe7+RsTBQc4GgmWvN9Xdy8FBxBe6/qQIH/NQGtJjQU7TQl5mhPsOByNd+Yc7i284y/p9rWjCoUsy5oE7DXGZHg+vgq4ANgNPNBSHUJVFAodWmZRJo8ufJSPNn+EwRDoCOT0Iadz1wl30TOsp6/LO7y6gdB338Hw4b6uStqr4kLYtNruBFq/sv6uKr37251AIydA0ij7xaSItC5jIOeAd1C0d4cd/BxOQGADg5rrdPko8GkX0vNKWLw5nSWbMti0/2D19f5+FuMGxDBteBzHDomle1iQ74oU3zDGDnmrQyJPYHQwp/6xAYH2Tme1dz/s3b99/nttDOzcWd1J5F68BGvjBqw6r5MOJiSyO2k0W/qNYE3vYWwIi6WsgZW3jYkICagOc+qGPVXXRYUHERESiMOv6b8L//zWz0SFBzNrfCKfpqSSW1TG/RfXe913VIwxVDjd9cOi6iCpkpIyJ0W1ri8pr6So1rEl5ZU0N1eyoDos8gqTDhEw1Q2WgjrbfKWmBDuNBT0tFewcavmVgp1252hDoRTgF8aYXMuyjsdePnYzMA4Yboy5sCWLVCh0eLd9dhvvbrDb1iwsLht7GQ+e8qCPq2qC0lJ7htBXX7XPQOhQSx6kbbhcsHtLzZKwnVvA1PqfVngkjEiuGRDdPdp3tYqIt327YMHz9rJOlwv8HPaLwBPPgr4D7dAnvJv+I9gBZReUsWSLPYNo3Z6c6hd2fhaMSoxi2vB4pg6NI6abdjvq0vLz7IC49vKzrPT6xzkcEJ9Ya+nZYPt3RBvs/Oly28u3GpvNk1tUVj3Dp6jMSVhpEcP3bWFE6kZGpG5i2P6thFSUeT1mYXAYWxKHs2fIGA6MGEf+qGQiYrp7d/R4Qp/uYYFddjaPMYbSCle9YKm6W6nq41ohUnWo5OluOtzspKZw+FkNh0d1Zi3V3FYzayks2J/QoFaYr1RZeXTLsPLyoLgJHbiNaSzYaUrIo2CnwzraUGiNMWas5/KzQJYx5gHPx6uNMeNaskiFQod33vzzWJuxlrFxYxkVO4qs4iyeP/d5X5d1aKWlcO658OWXdtvtd9/Zw/3ak/nPwKJPYcYsuOJmX1fT+TQWuuVk1iwJ27Tae1mKwwGDRtQsCUsc1L7nFYh0dfOege8/Bf8Ae2Ctfp92OgeLy/lx6wGWbM5g1c5sryUlw3t3Z+rwOKYNiye+R6gPq5R2o7jQnvlXu6soY5/3H3zAfnEZ29u7o6jv4CbNAzTGUFxu777V0Gye2pfzS8qb3K3i8LNqunjCg4gKCyIqxEG/tJ303bKG6HUphK/8Cf+0/XXu6IDkZO/ZRH36NPELJofichtKqpe3VYVFdrBUUl5nCVydYKnEc1uF8wjauhoR6O9XvQQu1DOsO8IBUZUl9KgsIbK8hG7lRUSUFhFWWkRIcSEhRfkEFhYQUJiPf0E+VlsGO42FPAp2mqaTNQ4cbSi0HhhnjHFalrUZuM4Y833VbcaYUS1ZpEKhw7vri7t4a91b3D79dq6ffL2vyzm89h4I3Xi2PbS4Hsv+T4mfn/0Xb4ej5rKf57LXdVXHNeWYwz1W7esau18D1zkc9k5bjjqP0dB1VZfb6h+DqtBt2mmQfFzNkrCMvd7H9YyvWRI2dIy9fbyIdAzPPmj/h2nGLPvnPT8XbrrP11VJKykqq2S5JyD6eUcW5bVebA2K7ca04XFMHRZHv54a9C+1lJfBvp3eS8/27wGXs96hrh49KY7tT150XzK6JZAaEkuaCa4OgA4W250+la6mv9CPDA1ssIun7uXwkICmza/Zu9d7l7M1a+xuydoSE713ORs92h6YK22u0uWuN1up6n1JUQnO7Fyc2Tm48/KwcnPh4EEc+QfxL7BDnaCiAsJKC4koKSK8zA5+wsuK6nWQHQmXn4Oy0HDKw7tRERGJM7I7rshITHc7vLGie+AfFU1Az2gCYqIJjo0mqFdP/KKiIEJLrluc223vhFpcCMVF8OF8WPsTnNA5/tB1tKHQPcAsIBtIBMYbY4xlWYOBV4wxU1uySIVCh2aM4fgXjyetMI0P5nzAqNgWzeRaXlmZHQh98UX7DITAXhf/xO0Ntzh3BZZfIwFUnfCpKQFTQ9etXFL/L4K1BYfCsLE1S8J6JbTd5y4iIi2irMLJih1ZLN6UwU/bMimpqHmB3zc6jKnD4pg2PJ7Bcd061zwPOSIut5uDxRU1XT2eUCc/vxj/jFQislPpmbef3kXp9CvPItjUD4pyHKHsCOjJ9sCebA/qyfbAXhSG9KBHRHCDs3lqB0CRoYH4O1q547ioCH76qSYo+vFHyM/3PiY8HCZPrgmKpkyByMjWraurqKyEgwePbsvzogY2UWgi43BQGd6N8ohulIV1ozQsguLQcIqCw8kPDic/MIy8wFByA0LIdoRSGBJOUYh9e0lQyBEHOxZUL3cL9Qznrl7y1oRh3mHBAQT5+3Xe38fGQGkJlBTaqxCKi+yQp+pyQ9eXeC6XFtv3b0xAIDz/Ydt9Li3sqHcfsyxrChAPfGmMKfZcNwQIN8aktGSRCoUObVfeLn7x8i/oEdKDn+b+hJ/VjpfS1A2Evv0WRo70dVXenE741xPw0yL7Y4c/uF0wYTrMusS+7Hbbf/Gpuux2eT72XG7smMPdz+UG43nvrvN4da9z1bls6jx2Q9cd8n61Ht8XwsJhysn213ngMP21TESkE6lwuli1K5vFmzL4cesBCmttrR3bPcQOiIbFMbxPD+0k1AkYYygsrWx0Tk/t6wpKKmji6i2C/GB4QDEj3TkMrsiib8kBYvP3E1jZQEdGaLhnRpFn57PE/2/vzuOrqO7/j79OdpKwhbCEHUEFFEQIIoKFKiouIGrFBdRQLda9au1X60+rtra2tWiLosUtruAOighSFBRc2BRBIwLKHiDsZF/u+f0x94abkOUmuVty38/HI487mZk785nMmRvy4ZzP6QXtOzr/QRVqLhd8913FWc5++qniPsY4vYe8h5z16BG5PUC8Ezt1rbXTgMQOUVF1H4Ll+apDjx2XtRQUl5bP7FbljG9FnmFxzrrcQk+tJWd9YUnD6yvFRBmSPDO9eSWWEhNijySZakksxQYyyWotFBVUSuh4J3C8v3f36infJ6/m/5SuTUKiU+esuOhIkigu3hntMP43jXoYWYOmpA8WJYVq9srXr/CnhX/ivOPPY+qYqaEOp3reCaG2bZ0eQuGWECougqcfdroDRkVB/yFw4VWRNeTB2qMTRWVVJbsamAD7bJ4zhbwn6aY6IyIiEaHM5eLbzftY+oNTqHpfblH5tpTk+PIEUb9uKUSrZlxYKSiupk5PpXo9B3KLfJ6u3OBMs+5dp8d7uVVynHtdAskJMUf3YnC5YM/OI8POPEWtDx88+mTxCdD5mCPFrLv2hI5dnZpnobZzp5Mk8iSKVq50EiHeOnSoOOTs5JMhLgxnbatOaWndZsIKdmKnqiRPIxqKVeZylddOqi6xlOueFS7Pu7aSV8KpLsMuqxMfE1WeWCpPKnmKcyfEkhQXTYvoMlpSQgtXEcm2iMTSQhJLC4gvLiCuOJ+ogtxKCR339wW5Rw/FrFNwzZz/iE50fyU1d3/f3P291/rE5hX3jXYnlJtgrUQlhZqA3876LQs2LOCvZ/+Vy/pfFupwqlZYCBddBPPmhW9CqCAPpj4AP65xZsP53V+g+3GhjqrpUp0REZGI57KWrG37WfLDTpZm7WTXwYLybS2axTL0+PYM692Bk3ukRuwMTYFWUuY6qvfO/kq9ejzr6tITITkhxmuYlmcYV9xRw7laJsb5P/lnrVMIdvOGirOf7cs5et+YWOjU3UkQeWY/69zD6QEQSoWFsGJFxdpEe/dW3CchAQYPPpIoOu00aFNpFtbsbLj8cnj9dSep1FClpU6PnboMw/Ls29DETqtWdZvm3LvHjhLMPikuLSvveVQxweT1fVEJeQUlFBXk48o9jMnPJaogj+iCXGIK80lyFdLcVUSyq4jmZYUke5ZdR5ZjqX/yqSQ6jpL4REoTknA1S8K6kzlRSc2Jad6C2BYtiW3RApPknehxL/tjJMKTD1GY2IIn87txU+JmEvIPNfq/YZQUauRKXaUMemIQucW5fPqbT+nUslOoQzpa5YTQxx/DiWFW9yj3EDx+L2xa7yQq7vwbdOwW6qhEREQihrWWDTsPsSQrmyU/7GTb3iOz7yTGxzDk2HYM692BwT3bkhCnIcY1cVmvadbdiZ4DeZVm4HInfLyH8tUmLiaqQvHlo3r2eK0PyyTe4YMVexRt3Qi7th+9n4mCtC4VexR16QmJIZzowlr48ccjCaLPP4esrKP369274pCzf/8bpk+H66+HadOcfTyJnfpMd374cP2voXJix5dpzpXYCazioqN74+T7MjQr1+klU08l0bEUxjQjPyaBvOh4DkclcMjEsd/GccDGcTgqntzyrwQOu/fJjYqn1NT+2RJlKO+dlBQfS3KCu7dShSFxnm2eoW/uukvu17ga6itNnbuGD1Zt4fyBXbnlvH71/jmECyWFGrmvd3zNr177Fd1bd2fhtQtDHc7RCgvh4ovhww/DNyF0YC9MuQd2bHFmubrjr86riIiIhIS1li17clmS5Qwx27jrUPm2+Jgo0nu2ZXifNIYc246khDAY+hME1jpTb1euzVO5Z4+TACrG5eO/5aOMoXXykdm3KszC5T0DV3I8iXFVDN9q7AryYOtPTrLI06Moe0vVNRbbdazYo6hrT2jeKughl9u71yla7UkULVvm/Ns7kGpK7NSW6FFiJzBKiqtI6HjV06mQ0KmU/KlytmUfxcQe6YVT4dWHoVmx1Q97dFlLgXdvJc9scJW/d7/mFpWS7zVcLrewlCI/1FeKjY5yait5JYtWb9pbZb3puJgo3r/n3AafM1SUFGrkpn4xlceXPs7EARN5cNSDoQ6nIu+EUGqqM2Qs3BJCOdnwr3ucsegduzkJoVZtan+fiIiIBM2OfXnlNYiyth8oXx8TZTj5mFSG9+7Aqce1p1VSiIf81ENxadmRnjxV1evxWi4u9X3IRfNmsUcldSrX62mdHE+LxDgV966suAi2bXISRJ6vbZuq7hnROrVij6KuvZx1ofiZFhfDN984CaKFC52vqpJExtS9xo4nyaPETmCUltaQ0Dl89OxY3r14iotqP351omPc9XOSq0joNPf63ivp41kf6iGWNSgtc1UcBldF0e7yYXEVai0dKebtS32l+JgohvXuwG/O6kNKckIQriwwlBRq5C6feTnLty1n2oXTOOfYc0IdzhFFRU5CaO7c8E0Ibd8EU/7o1LLpfiz87mGnlpCIiIiErZxDBXz+w06W/LCTtVv24alnHGWgX7c2DO/dgdOO70Bqi9D9A90zzXp5oqeKej2e5byio6dYr058bDQpVUyrXrlOT6uk+MDOABSJSkudHkTeQ8+2bISiKpIuzVtW7FHUpRe07RD8ZMpvf+sMHYuNdYpWX3klPPEEtGihxE4glJVVk9CplMypvD4/t+p25Kvo6IrJnAqvnkRPc6+eO177xsU3mkLawVZcWuYkjCollt5bvok1W/YRHWVwWdskhpApKdSI5RbnMuiJQbisi5U3raRFQpgkNConhD7+2JlSM5xs+hEe/39OLaHj+sEtD0CzEI4TFxERkTo7kFfEFz/uYknWTr75eU+FGa/6dG7FsN4dOL13Gh1aJ5av33u4kL+98zV/vOTkOv3PrrWW3MJS9ucWVlmbx3v5YJ7v06xHR5lqe/F4kj6t3AmfZqqlFF5cZbB7h3vYmVetovwqCio3S3TqEnXtBd3crx26HJnRKBAuvhjS0mDyZCc5lJ0N77wTuPM1Ba4yZ+ry6oZb5R/26rmTW3FbYX79zxsVVTGZU7lAclUJHc9rfIISO0H04BsrSElO4LyBXZm7agv7cgv50/ij8imNipJCjdjHGz/mN+/+hpPTTuatCW+FOhxH5YTQwoXQv3+oo6po3bfOLGOF+c6U87/9Y1h3fxQREZHa5RaW8NWPu1jyw05WbMypMNSqV4cW5VPdz16+qUKB0MLiUvbnFbMvt/DoOj1eQ7cO5BX7PF2zAVokxlXZi8e7dk9KcjzJzWI1fKspsRb27T5Sn8hTq+jgvqP3jYt3ZjrzHnrWqVuN9VbEB64yyM/3PaHjnfwpaEBix0Q5xch9SehU7smTkKjEjoSMkkKN2J8//jOZqzK5+dSbuX347aEOx0kIXXIJfPCBMx3mxx+HX0Lo26/gqYedomqnjIBf3+WfqQlFREQkbBQWl7J8Qw5LftjJV+t3UVDc8KKj4MyCVt1sW97DuVomxhGj4Vvi7eC+isWst2x0alpWFh0NHbs7SSJPraIuxzi9QSKJy+X8B26eVzKnQj2datbn5zrFw+v7t6wxzuiBaodg1bA+IVHD8qRRqi4ppL+SG4Glm5cCMLz78BBHQuNICC1bBM/90xnvO+I8mHATRIXhdKkiIiLSIAlxMZzeN43T+6ZRXFrGqp/28PGa7Sxdt5PSsop/LMZEGdo0TziqF493vZ6UpHhaJceTEKt/N0g9tUyBfinQb/CRdbmH3bWJvHoU7drmrNu6EZZ+5OxnDLTvfGTGM0/PoqTmobkWX1nrTuzUMt15hZ487vUF+WB9L6x+lGZJ1SdzaurJ0yxJiR0RN/UUCnM7D+9k2H+HkRibyMqbVxIXHcJupkVF8KtfwZw54ZsQWjwXXpnq/HIafSlc8mt10RQREYkwj8/5lnlfbyU62lBWZjl7QGduv6B/05tmXRqvwgLY9vOR+kRbNsKOTc5/alaW2qFiQeuuPZ3kk7cDe2H63+D6Px69zRfWQlGBjwmdSkOz8nOdHj/1lZB4JIHjU60dz3KS/uNXpA7UU6iR8vQSGtJlSOgTQpdeeiQhFI41hOa/BW8+6yxfnAHnXqaEkIiISAQ6mF/M+YO6VSgQqoSQhJWEZtCrr/PlUVIM2zcf6VG0ZYOTONqz0/latfTIvi1TKvYoWrUU1n8Hs16CMRMqznhVYZrzKmbN8ixXlZDyVXxCpYRONbNjVV6fmBzYItwiUislhcKcJyk0rNuw0AXhSQi9/z6kpDgJoZNOCl08lVkLs16ED2Y630+4CX45JrQxiYiISMh4zxBzy3knhjASkTqIjYPuxzpfHmVlsHOru0eRO1G0daNTu+jbZc6Xt8/mOV/1ERdfTWKnpkRPc6fHTkxs/a9bREJKSaEwZq09Uk+oW4jqCRUXV0wIffxxeCWEXC6Y+TR8/J4zLnjSnTD0zFBHJSIiIiLScNHR0Km78zV0lLPO5YKcnbB1A6xbA6uWwMH9R94TGwcp7aBFS99r7SQmaTY0kQilpFAY+3HPj+zJ30P75Pb0atMr+AEUFzs1hMK1h1BZGWROgS8WOv87cf09cPJpoY5KRERERCRwoqKgfUfnK/0XTpLo07nOTLulpTDsLJh4S6ijFJFGQkmhMLZk8xIATut6WvDHwVfuIbRwIQwYENwYalJSDNMfga8/d8Yw3/wn6HNyqKMSEREREQmuQ/thxPnOrLuL5zpDy0REfBSwpJAxJgH4FIh3n+cta+2fAnW+pmjJJicpFPSp6IuLYfx4eO89aN0a/ve/8EoIFRbAkw9B1tdOl9fbHoKefWt/n4iIiIhIU3PT/UeWJ94cujhEpFEKZE+hIuAMa22uMSYWWGKM+dBa+2UAz9lkFJUWsWybUzguaEWms7OdZFBSEsyf7ySEFi6Ek8OoB07eYfjP/bAxC1q0htsfhi7HhDoqERERERERkUYnYEkha60Fct3fxrq/bKDO19Ss2rGKwtJCjk89nrZJbYNz0gcegCVO76SwTAgd3A+P/dGZmjOlHdz5N2jfKdRRiYiIiIiIiDRKAa0pZIyJBlYCvYAnrbVfVbHPZGAyQEqHFNKnO1OI3nLKLfRp24cbP7gRgNO7ns4/z/4npz57KgBJcUkszlhMxqwM1u5eC8CMS2bw4YYPeWn1SwDcddpdpDVP4475dwBw1jFnce8v7mVk5kgAUhNTmTdxHpe/dTkb9m0A4N3L3mXG2hm88d0bANw/4n4SYhL448I/AjDmuDHcOPhGzn31XAA6t+jMrMtnMW7mOLYd2gbAhxM+ZNryabz/4/sA/PXMv1JYWshDix8CYPwJ47nixCu46PWLAOiV0ouZv5rJ6FdGsyd/DwCXHHcJAJsObSJ9ejpTzplC9uFs/vn5PwG4+qSrObfXuVzx9hUAnNjuRDLHZTIicwR5xXkAfHndl9z10V18tuUzAKadP42snCymLpsKwORBkxnaeSjHdTmJ+JJK+br9+ykaMoj4Yhc3zLmB5TuWA/DChS/wxbYvmL5yenDv07kvkv3gJNLyXWxKKCXuxjt5ZcOrvDE7tPdpUcYiHv70YRb8tAAgoPdp0uxJAAzuOJinLniKIc8OocxVRnRUNF9d91V43KcwfZ50n3SfdJ90n3SfdJ90n3SfdJ90n3SfdJ8i+T5VxzgdegLLGNMKeBe4xVq7trr90tPT7YoVKwIeT2Nw0SsX8e3Ob3n+kucZ0WNEYE+WnQ133gkzZjjfx8c7s449+ih06BDYc/ti51aY8kfYlwNdejpDxlq0CnVUIiIiIiIiIo2CMWaltTa98vqoYJzcWnsAWASMDsb5GrsDBQdYs3MNcdFxDO40OPAnTEuDQ4ecZWOgpARatAiPhNCWjfD33zsJoV594a6/KyEkIiIiIiIi4geBnH2sLVBirT1gjGkGjAL+HqjzNSVfbPkCi+XkjieTGJcYnJN++63zev31EBXl9B4KtfXfOUWlC/LghIFw4/3O9PMiIiIiIiIi0mCBrCmUBrzorisUBbxhrZ0TwPM1GUs2u6ei7xakqejz8mDfPmf597+Hnj2Dc96afLfSmXa+uAgGDYfr/gCxcaGOSkRERERERKTJCOTsY98CYTR1VeOxdPNSIIhJoXffdRJDp50WHgmhlUvgmb9DaQmcdhZc8zuIjg51VCIiIiIiIiJNSkBnH5O623JgC1sPbqVlQktOaH9CcE768svO61VXBed8NVm6ADIfA+uCUeNg/GRnOJuIiIiIiIiI+JWSQmHGM3RsaJehREcFoXdMdjb8738QFwfjxwf+fDX53yyY+bSzPGYCjJ3oFL4WEREREREREb9TUijMLN3kDB0b1n1YcE742mvgcsH550NKSnDOWZm1MOc1mO3usTR+Mpx9cWhiEREREREREYkQSgqFkTJXGV9s/QIIYj2hUA8dsxbeeAYWvAMmCq65DYafE5pYRERERERERCKIkkJhZO2utRwsPEjXll3p2qpr4E+4Zg2sXg2tW8N55wX+fJW5yuCl/8CS+RAdA7/5A6T/IvhxiIiIiIiIiEQgJYXCiGfWsaANHfP0ErrsMoiPD845PUpL4Nl/wopPIS4ebrwPTkwPbgwiIiIiIiIiEUxJoTDiKTI9rGsQkkJlZfDqq85ysIeOFRXCUw/D2uXQLBFueQiOOzG4MYiIiIiIiIhEOCWFwkR+cT6rtq/CYBjadWjgT/jJJ7BjB/TsCUODcD6P/DyY+idYvxaSW8Ltf4Fuxwbv/CIiIiIiIiICKCkUNpZtW0aJq4T+HfrTqlmrwJ/QM3RsYhCnfT98EB67F7ZsgNapcPtfoWMQaieJiIiIiIiIyFGUFAoT5fWEugVh6FheHrz9trM8cWLgzwewfw9M+SNkb4G2aXDn3yC1Q3DOLSIiIiIiIiJHUVIoTHiSQkGZin7WLCcxNHQo9OoV+PPt2gGP3QN7dkGn7nD7w9CqTeDPKyIiIiIiIiLVUlIoDOTk5bBuzzqaxTTj5I4nB/6EnqFjwSgwvX0TTLkHDu6HHsfDbX+B5OaBP6+IiIiIiIiI1EhJoTDg6SU0uPNg4mMCPDV8djYsWACxsTB+fGDP9dM6ePxeyM+F3gPg5vshITGw5xQRERERERERnygpFAaWbHKmoh/ePQhDx157DVwuGDsW2gRwCNcPq2HqA1BUACcNgd/eC7FxgTufiIiIiIiIiNSJkkIhZq0Nbj2hYAwd++ZLePphKC2BIb+ESXdCjJqaiIiIiIiISDjRX+ohtn7venbn7SY1MZXjUo8L7MnWrIHVq6F1azj//MCc46tP4Ll/Or2RRl4AV94IUVGBOZeIiIiIiIiI1JuSQiHmPRW9MSawJ/P0Eho/HuIDULto0Qfw6hNgLZw7Hi6eBIG+JhERERERERGpFyWFQsw7KRRQZWXw6qvOciCGjn34Brz9vLN88SQ47zL/n0NERERERERE/EZJoRAqLivmq61fAUFICn3yCezYAcccA6ed5r/jWgvvvOAkhYyBCTfDyAANTRMRERERERERv1FSKIS+2fEN+SX5HNvmWDo07xDYk3mGjk2c6L8hXS4XvDYNFs1x6gZde5dTWFpEREREREREwp6SQiG0ZLMzFX3Aewnl5cHbbzvLEyf655ilpfDCv5zC0jGxzpTzA071z7FFREREREREJOCUFAqhzzd/DgRhKvpZs5zE0KmnwrHHNvx4JcXw3786U8/HN4NbHoDeJzX8uCIiIiIiIiISNEoKhcihwkOs3rmamKgYBncZHNiTeYaO+aPAdGE+PPEQ/PANJCbD7/4Cx/Ru+HFFREREREREJKiUFAqRL7Z+gcu6GNRpEMlxyYE7UXY2LFgAsbFwWQNnBMs9DP+5D376AVq2hjv+Bp26+yVMEREREREREQkuJYVC5H/r/wfAgLQBgT3RjBlOQegxY6BNm/of5+A+mPJH2L4JUts7CaF2Hf0WpoiIiIiISFNQWlrKvn37OHjwIKWlpaEOR5qQ6OhoEhMTadGiBc2bN8f4YRIpJYVC5KMNHwGwef/mwJ7IH0PH9uyEf90DOdnQoQvc8VdIaeuf+ERERERERJoIl8vF1q1biY+Pp2vXrsTFxfnlD3cRay1lZWXk5uayZ88eCgoKaNeuXYPbl7HW+inEhktPT7crVqwIdRgB1fexvhSVFR21Pj46nu9v/96/J1u7Fvr1g1atYOdOiI+v+zGyt8KUe2D/HujaC27/CzRv5d84RUREREREmoC9e/eSn59P586dlQySgCkrK2Pz5s2kpqbSokULn95jjFlprU2vvD7K79FJjRb9ZhGDOx0pLJ0Qk8CFfS5k8eTF/j+Zp5fQ+PH1SwhtXg9//72TEDr2RPj935UQEhERERERqUZubi6tWrVSQkgCKjo6mpSUFA4dOtTgYykpFGTtktuVL0eZKIpKi0iOS6Ztkp+HY5WVwauvOsv1GTr241p49P8g9yCcONiZZSwxyb8xioiIiIiINCGFhYUkJiaGOgyJAMnJyeTn5zf4OKopFAL78vcBMP7E8URHRZOTl+P/kyxaBNu3Q48eMGyYb+85sBem/w1GnA8vPg7FRZB+Olz3B4iJ9X+MIiIiIiIiTYjL5SIqSn0vJPCio6MpKytr8HGUFAqBwV0Gs3H/Rvq278uEARMCcxLP0LGJE8HXrotzXoMfv3O+sDD8HLj6VoiKDkyMIiIiIiIiTYyGjkkw+KudKSkUAp6eQalJqYE5QX4+vP22s+zL0LEbxkJJ8dHrv/oYMm73b2wiIiIiIiIiEhbUry0EPEmhdkntatmznmbNgtxcGDIEjj229v3/9gKcMhJwZxqjomHIL+GRFwMTn4iIiIiIiIiEnJJCIbA7bzeA/4tLe3iGjvlaYLpVGygsAKzzvXVBs0RomRKQ8ERERERERCRyuVwuXnvtNS688EI6depEfHw8KSkppKenc99997F79+4q3/fAAw9gjMEYQ+fOnWusqbNgwYLyfY0xbNq0qcL2jIyMCtuNMcTGxtKhQwfOP/98Zs2a5ccrDl9KCgWZy7rYm7cXCFBSaOdO+OgjiImByy7z/X2bf3ReR57vFJo+uN//sYmIiIiIiEhE27ZtG6eccgoTJkxgzpw5dO3alYsvvpjTTjuNn3/+mb/85S/07NmTN954o8bjbN++nQULFlS7PTMz06d4TjrpJK655hquueYaLrroIlq3bs3cuXO56KKLuPnmm+tyaY2SagoF2YGCA5S4SmiZ0JL4mHj/n2DGDHC54IILINXHmkU52XDogDPD2JiJ0LK1/+MSERERERGRiLZv3z5OP/10Nm3axMiRI3n++efp0aNH+faSkhL+9a9/ce+993L55ZcTHR3NJZdcctRx0tPTWbFiBZmZmYwePfqo7YcOHeLdd9+lT58+bNmyhby8vGpjGjduHA888ECFdVOnTuXWW2/lySefZNy4cYwaNar+Fx3m1FMoyDz1hNomhsnQMYCP3wdr4ZQRSgiJiIiIiIhIQNx0001s2rSJwYMH8+GHH1ZICAHExsZy9913M2XKFKy1/PrXv2bPnj1HHWfIkCH06dOH2bNnc+DAgaO2z5w5k4KCAjIyMuoV5y233MLpp58OwJtvvlmvYzQWSgoFWXlSKDkASaHvvoOvv4aWLZ2eQr4oLIAl853lMy70f0wiIiIiIiIS8TZu3Fg+JOzJJ58kISGh2n1vvfVW+vXrx6FDh3jiiSeq3CcjI4PCwkJmzpx51LYXXniB6OhorqpLZ4lK0tPTAdi8eXO9j9EYKCkUZAEtMu3pJTR+PNTwgFXwxf+gIA969YXuPsxUJiIiIiIiImFj7+FCfv/iF+zLLQx1KDWaM2cOLpeLE044gcGDB9e4rzGGq6++GoD33nuvyn2uuuoqoqOjeeGFFyqsX7duHV9++SWjR48mLS2t3vEeOnQIgPj4AJR9CSNKCgVZeU8hfyeFXC549VVn2ddsqMsFC90P2Jnj/BuPiIiIiIiIBNxrn61n7dZ9vPrp+lCHUqOVK1cCcMopp/i0vydxtHr1akpLS4/anpaWxjnnnMOyZcvIysoqX+9JEtV36BhAXl4eH330EQADBgyo93EaAxWaDjJPUqhdUjv/HnjRIti2Dbp3h2HDfHtP1tewcyu0ToWTT/NvPCIiIiIiIlLunD9/ENDjz1m5hTkrt/j9uPPvO98vx8nJcf4Wbt++vU/7e/ZzuVzs27ePdu2O/ht60qRJzJ07l8zMTP7+979TVlbGyy+/TEpKCmPHjq1zjPn5+axZs4a7776brVu3kpSUxHXXXVfn4zQm6ikUZLtzAzR8zDN0bOJEiPLxti6c7byOvMCZwl5EREREREQkDFhra91n7NixpKSk8PLLL1NWVsZHH33Ejh07uPLKK4mLi/PpPA8++CDGGIwxJCUlceqpp7Jo0SLatWvH7Nmz6dKlS0MvJawpExBke/Kcyul+LTSdnw9vveUs+zp0bNd2+HaZMw39L871XywiIiIiIiJyFH/1uPH2n7lrmLtqC7HRUZSUuTh/YFduOa+f38/jD6mpqQDs2rXLp/1373Y6VERFRZGSklLlPnFxcVx55ZU88cQTzJ8/n8zMTMDpQeSrk046qXyIWGxsLCkpKQwaNIgxY8bQrFkzn4/TWCkpFGTlhab9OSX97NmQmwtDhsBxx/n2nk/ed15P/SU0b+m/WERERERERCQo9ucWcf7Abpw3sCtzV20J62LTgwYN4pVXXuHLL7/0af9ly5YBTtImpoaRLZMmTeKJJ57g8ccf59NPP6V///4MHDjQ57jGjRvHAw884PP+TY2SQkFWXlMo2Y81hTxDx3ztJVSQB0ucolmahl5ERERERKRx+tP49PLlW847MYSR1O6CCy7gzjvvJCsri+XLl9c4A5m1lpdeegmAMWPG1HjcgQMH0r9/fxYsWAA0rMB0JFJNoSAqKCkgtziXuOg4WsS38M9Bd+2Cjz5yagJddplv7/n8f1CYD8f1g649/ROHiIiIiIiISDV69erFr371KwBuuukmCgur79X0n//8h7Vr19K8eXNuuummWo89efJk2rRpQ7t27Zg4caLfYo4ESgoFUfnQsaS2GGP8c9AZM6CsDM47D9xjNGvkcsHHnmno1UtIREREREREguPJJ5+ka9euLF++nPPOO49NmzZV2F5SUsLf//537rjjDowxPPvss1XOOlbZTTfdxJ49e9i1axdt2/p5UqcmTsPHgigg09HXdejYdyudItMp7WDAUP/FISIiIiIiIlKD1NRUPvvsMy688EI++eQTevXqxZAhQ+jWrRuHDx/m888/Z9++fSQlJfHMM88wfvz4UIfc5CkpFEQ5uU5SKDXJhx49vvj+e1i1Clq2hAsu8O09nmnofzkGoqP9E4eIiIiIiIiID7p27cqKFSuYMWMGr7/+OitXrmT58uUkJSVxzDHHcMMNN3DzzTfToUOHUIcaEQKWFDLGdAFeAjoALmC6tfbfgTpfY+D3nkKeXkLjx0NCQu3779wKa1dAXDycPto/MYiIiIiIiIjUQXR0NBMnTqxz/Z8HHnigzjOF5ebmVrk+MzOzfAr7SBbInkKlwJ3W2lXGmObASmPMAmvt9wE8Z1jzrinUYC4XvPqqs+zr0LGF7lpCp54Byc0bHoOIiIiIiIiINFoBKzRtrc221q5yLx8GsoBOgTpfY+DpKdQ22Q9JocWLYetW6N4dhg2rff/8PPjcmaKPM8Y2/PwiIiIiIiIi0qgFpaaQMaY7cDLwVRXbJgOTAVI6pJA+PR2AW065hT5t+3DjBzcCcHrX0/nn2f/k1GdPBSApLonFGYvJmJXB2t1rAZhxyQw+3PAhL61+CYC7TruLtOZp3DH/DgDOOuYs7v3FvYzMHAlAamIq8ybO4/K3LmfDvg0AvHvZu8xYO4M3vnsDgPtH3E9CTAJ/XPhHAMYcN4YbB9/Iua+eC0DnFp2Zdfksxs0cx7ZD2wD4cMKHTFs+jfd/fB+Av575VwpLC5n1wywAPtvyGcO6DeOi1y8CoFdKL2b+aiajXxnNnvw9ACzKWMTDnz7Mgp+cRM6Uc6aQfTibf37+T9ocLOGdR34mCXi2byFPP3sKJ7Y7kcxxmYzIHEFecR4AX173JXd9dBefbfmMK3YmcGdRMtmd2jFm7qUATB40maGdhzJp9iQABncczFMXPMWQZ4dQ5iojOiqar677ihvm3MDyHcsBeOHCF/hi2xdMXzm9yd6nhxY/BMD4E8ZzxYlX1Ps+AVx90tWc2+tcrnj7CoBa7xPAtPOnkZWTxdRlU3WfdJ90n3SfdJ90n3SfdJ90n3SfdJ8a0X3KHJbJ5gObyStxjtm9VXfyivPIyT9SSqRZTDM2H9wMQPO45nRu0ZmsPVkARJkoeqf25uf9P1NQWgDAMa2P4WDhQfYW7AWgQ3IHYqNi2XpoKwAt4luQlpzGur3rAIiJiuG4Nsexcd9GisqKnJ9Z617sK9zHvoJ9AHRs3hGDYfvh7QC0SmhF28S2rN+3HoC46Dh6pfRiw74NFJcVA3BsyrHk5OdwoPAAAJ2ad8Ji2XF4BwApzVJISUhhw36nbcRHx9MzpSc/7v2RUlcpAMe3OZ7s3GwOFR0CoEuLLpS4StiZuxOANs3a0DKhJT/t/wmAZjHN6NG6Bz/s+QGXdQHQJ7UP2w5t43DxYQC6texGQWnBkZE5iW1Jikti04FNACTFJtGtVTeycrKwWAyGPm37NIn7lJOXQx/6+PQ8VcdYa6vd6A/GmGRgMfCwtfadmvZNT0+3K1asCGg8oTTmpTF8v/t73p34Lv079K//gX7zG3j2WWd53To47ria93eVwb3XQU423PQnOFmzjomIiIiIiPhbVlYWffr0CXUYEiHq0t6MMSuttemV1we0p5AxJhZ4G3i1toRQJGhwoelmzaCwUobv+OOdItMFBdW/b80KJyGU2h5OOqV+5xYRERERERGRJiVgNYWMMQZ4Dsiy1k4J1HkaizJXGXvz92IwtElsU7+D/PQTXHklRLlvW2wsTJgAP/9c8/vKp6EfC1Gahl5EREREREREApgUAoYBVwFnGGO+cX+dF8DzhbW9+XtxWRetm7UmNjq2fgdJS3NeXc5YSsrKoEUL6NCh+vfs2Azfr3KmoR9+dv3OKyIiIiIiIiJNTsCGj1lrlwAmUMdvbMqHjiXXc+iYh6fm0gUXQNeukJ1d8/6eaeiHjoIkTUMvIiIiIiIiIo6gzD4mHKmEntSA6ehLSuDgQWf57rtrn4o+7zB88T9n+UxNQy8iIiIiIiIiRwRy+Jh42ZPnTJXYoKTQe+/Brl1wwglw2mm177/kIygugr4DoWO3+p9XRERERERERJocJYWCxC89haZPd14nTwZTy8g8Vxl84h46duaF9T+niIiIiIiIiDRJSgoFSU6uU1Oo3kmhn3+Gjz5ypp+/6qra91+9DPbsgrZp0G9w/c4pIiIiIiIiIk2WkkJBUl5oOqmehaafecZ5HT8eWreuff+Fs5zXM8YemcJeRERERERERMRN2YIgadDwsZISeP55Z3ny5Nr33/Yz/LAa4hNgmKahFxEREREREZGjKSkUJOWFppPrkRR6/32nwHTfvr4VmP7YXUvotLMgManu5xMREREREREJoLlz53LVVVfRq1cvkpOTSUhIoHPnzpx//vk8/fTTHD58uHzfkSNHYowhMzOzxmNmZGRgjOGBBx6osP6BBx7AGFPhKyEhgXbt2jFw4ECuvfZa3n77bUpKSnyK/eDBgyQmJmKMYcCAAXW88vCiKemDwFrbsJ5C//2v83r99bUXmM49BF9+7CxrGnoREREREREJI7t372b8+PEsXrwYgD59+nD22WcTFxfHtm3b+N///sfcuXO57777WLFiBd26+W8m7Z49ezJ8+HAASktLOXDgAFlZWTz//PM8//zzdO7cmeeee46zz655xM2MGTMoKCgAYPXq1axatYqBAwf6Lc5gUlIoCHKLcyksLSQxNpHkuOS6vdm7wPTEibXv/9l8Zxr6E9OhQ5f6BSwiIiIiIiLiZwcOHGDYsGFs2LCBoUOH8vTTT9O/f/8K+xw+fJinnnqKhx9+mP379/s1KTR8+PAqexutW7eOP/3pT7z++uuce+65vPPOO1x4YfWzeD/vLu/SqVMntm/fzvPPP99ok0IaPhYEniLT9eol9Oyzzuull0JKSs37lpXBJ+87y5qGXkRERERERMLIzTffzIYNGzjllFP4+OOPj0oIATRv3pw//OEPrFy5kvbt2wclruOPP56ZM2dyxx134HK5uOaaazhw4ECV+3733XcsX76c5OTk8gTTa6+9RlFRUVBi9TclhYJgd249h47VtcD0N1/Avt3QvhOcMKiOUYqIiIiIiIgExsaNG5kxYwYATz/9NAkJCTXu36tXL9LS0oIRWrlHHnmEjh07cvDgQZ71dNCo5LnnngPg0ksvZdSoUfTp04f9+/fz7rvvBjNUv1FSKAhy8us5Hf3778POnU6B6WHDat9/4WznVdPQi4iIiIiIRITdubu5YuYV5SNUwtWcOXNwuVz069ePk08+OdThVCk2Npbx48cDsGDBgqO2l5SU8MorrwBOUWuASZMmAUeGlDU2yhwEQU6u83CmJqXW7Y3TpzuvkyfXXmB6y0b4cQ0kJMKws+oRpYiIiIiIiDQ2T3zxBMu3LWfq51NDHUqNVq5cCcDgwYNDHEnNBg1yRt189913R217//33ycnJoWfPnpx++ukAXHXVVcTExLBw4UK2bNkS1Fj9QYWmg8Az81i75Dr0FPIUmI6Ph6uuqn3/j929hIaf7SSGREREREREJGz0fLRnQI//6upXeXX1q34/7sbfb/TLcXJy3CNo2tVxBE2QtW3rlH3Zu3fvUds8vYEyMjIw7o4bHTp04Nxzz+X9998nMzOT+++/P3jB+oF6CgVBvQpNP/ssWAvjx9deYPrwQfjyE6c30S81Db2IiIiIiIhIfbhcLgCiKpVkyc7OZt68eURFRXHNNddU2OYZQpaZmYm1NjiB+ol6CgVBnZNCdS0w/dmHUFoC/U+B9h3rGaWIiIiIiIgEir963Hi7b8F9zFg9g7joOIrLirnypCt56KyH/H4ef/D0wNm9e3ed3+vplVNbwsWz3dRWfqUGe/bsASClUueMF198kbKyMs466yy6dOlSYdsFF1xA27Zt+fnnn/nkk08444wz6n3+YFNSKAg8SSGfC017Ckz36VN7genSUvhkjrOsaehFREREREQixp68PVx50pVccdIVzFg9I6yLTQ8aNIiXX36Z5cuX1/m9iYlOiZS8vLwa98vNzQUgOTm57gG6eWof9evXr8J6z/Tz69atY/jw4Ue9r7S0FHCGmCkpJBXUuadQXQpMf/057N8DHbpA34ENiFJEREREREQak6fGPVW+HK49hDzOP/987rjjDtasWcPXX39dpxnIPD1zNmzYUON+69evr7B/XRUXF/PGG28AcNZZRyZwWrJkCevWrQNgy5YtNRaUfueddzh48CAtW7asVwzBpppCAVZcVsz+gv1Em2haN2td+xu8C0xffXXt+y+c5byeeWHtCSQRERERERGREOjVqxeXXXYZADfccANFRUU17r9x40ays7MBynvevPfee+U9cipbt24da9asITo6unxmsLq65557yM7OpnXr1lx77bXl6z0Fpq+99lqstdV+DR48mIKCAmbMmFGv84eCkkIBtifPGY/YJrEN0VHRtb/BU2D60ktrLzC9aT1s+B6aJcHQM/0QrYiIiIiIiEhgPPHEExxzzDF89dVXnHHGGaxZs+aoffLy8pgyZQqDBg1i165dAFx00UX07NmTn3/+mZtuuonCwsIK79mxYwcTJ04EYOLEiaSlpdUprh9//JErrriCKVOmEB0dzUsvvUSLFi3K43nzzTcBZ/r5mni2e5JIjYGGjwVY+dCxZB+GjtW1wHT5NPTnQEKzekYoIiIiIiIiEngpKSksWbKE8ePHs2TJEvr370/fvn3p3bs3cXFxbN++nWXLllFUVET79u3Liz3HxsbyzjvvMHr0aKZPn87bb7/N0KFDadmyJdnZ2SxdupSioiJOO+00/vOf/1R7/iVLlpCRkQFAWVkZBw4cICsri40bnSLgXbt25bnnnmPUqFHl73n99dfJzc2la9eu/OIXv6jx+i6//HLuuOMOli9fztq1aznxxBMb+BMLPCWFAmx3nlNZ3aci03PmHCkwXUXhqgoOHYBli50hY2eMaXigIiIiIiIiIgGWlpbGZ599xpw5c5gxYwZffPEF8+bNo7S0lLZt2zJq1CguvPBCrrzySpKSksrf179/f9asWcPUqVP54IMP+PTTT8nPz6dVq1YMGzaMyy+/nIyMDGJjY6s998aNG8sTQHFxcbRs2ZLOnTtz7bXXct555zFmzJij3v/CCy8AMGHChFpnNWvbti2jR49mzpw5PP/880yZMqW+P6agMbVN6RZM6enpdsWKFaEOw69eW/0a9y24j/H9xvO3c/5W887nngvz5sFjj8Hvflf9fgf2wt9uh727YcCpcPMD/gxZRERERERE6iErK4s+ffqEOgyJEHVpb8aYldba9MrrVVMowHJyfZx5bNMmmD/fKTBdyzhF3nvFSQiBpqEXERERERERkXrR8LEAy8n3MSnkKTD9q19BmzZV73PDWCgprrjuX/dAbBw89Z4fohURERERERGRSKGeQgHm6SlUY00h7wLT119f/X5/ewFOGQG4xzFGx8CQX8IjmX6JVUREREREREQih5JCAeYpNF3j7GNz5kB2NvTuXXOB6VZt4OB+wF0HylUGzRKhZS1T14uIiIiIiIiIVKLhYwFWPiV9Yg1JoenTndfJk53ZxKpTUgw//eAsj7saDuyDg/v8FKmIiIiIiIiIRBIlhQLIWsuevD1ADTWFvAtMX311zQf8bJ6TGOrYDc67DKKi/RuwiIiIiIiIiEQMDR8LoAOFByhxldA8vjkJsQlV7+RLgWmAokKYM8NZvugaJYREREREREREpEGUFAqg3blOPaFqi0x7F5iePLnmgy2cBYf2Q4/jYcBQ/wUpIiIiIiIiIhFJSaEAKq8nVN3QsQ8+OFJg+vTTqz9Q3mGY95azfHFGzXWHRERERERERER8oKRQANWaFPrvf53X2gpMz38L8nOh9wDoc7J/gxQRERERERGRiKSkUAB5pqOvcviYp8B0XFzNBaYP7oP/zXKWL87wd4giIiIiIiIiEqGUFAogz8xjqUmpR298/HGnwPT559dcYHrODCgugpNPg2N6ByZQEREREREREYk4SgoFUHlPoeRKPYVKSuCZZ5xll6v6A+TshE8/dIaWjatlunoRERERERERkTpQUiiAcnKrqCnUrJkzZCw/3/l+9mwn6dOs2dEHeO8VKCuFU8+ATt0DH7CIiIiIiIiIRAwlhQIoJ7+KpNBPP0H//ke+T0yECRPg558rvnn7JvhyIURHw9iJgQ9WREREREREJIC6d++OMQZjDPfcc0+N+06YMKF835EjR1bY5lnv/ZWYmMjxxx/PDTfcwMaNG4863siRIzHGkJmZWe/4MzIyGnyMcKOkUADtzq2i0HRaGhw65CzHxkJhIbRoAR06VHzzrJecmkO/OBfapgUpYhEREREREZHAe+mllygrK6ty26FDh3j33XdrPcYll1zCNddcwzXXXMMvfvELcnJyePrppznppJNYvHixv0NukmJCHUBTVVBSQG5xLnHRcbRMaFlx465dzuvrr8P//gfZ2RW3/7wOvv4c4uLh/CuCE7CIiIiIiIhIEKSnp7NixQoWLFjA6NGjj9o+c+ZMCgoKGDx4MMuXL6/2OI8++ijdu3cv/37//v1ceumlLFy4kIyMDNavX09MjNIeNVFPoQDJyXOGjqUmpmKMObJh924oKIDkZBg7Fp58Et55p+Kb38l0Xs+4EFrVMDOZiIiIiIiISCOTkZEBUO0wrMzMTKKjo7nqqqvqdNzWrVszffp0ADZt2lRjQkkcSgoFSLUzj61c6bwOHOjUC6os6xvI+hqaJcHoSwMbpIiIiIiIiEiQDRkyhL59+zJ79mwOHDhQYdu6dev44osvOOecc0hLq3splWOOOYaUlBQANm/e7I9wq/TNN98wbtw4UlNTSUxMZNCgQbzwwgs1vmf+/PmMHTuW9u3bExcXR1paGldccQVr1qwJWJy1UVIoQPbk7QEgNSm14oYVK5zXQYOOfpO18G6ms3zOryC5eeACFBERERERkcbvwF74x+/h4L5QR1InGRkZFBYWMmPGjArrPb2HJk2aVK/jlpWVkZeXB0B8fHyDYqzOV199xdChQ1m7di1nnXUWQ4cOZfXq1fz617/m1ltvrfI9t912G6NHj+bDDz+kZ8+ejBs3jrS0NGbOnMkpp5zC3LlzAxJrbZQUCpAqi0zDkaRQevrRb/rmS/jpB2jeCkaNC2h8IiIiIiIi0gTMeQ3WfwfvvxrqSOrkqquuIjo6usIQsrKyMl566SVSUlIYO3ZsvY47d+5cioqKABgwYIAfIj3a008/zeTJk1m3bh0zZsxg4cKFLF26lObNmzN16tSjEjxPP/00//nPfzjhhBNYs2YNn3/+OW+88QarVq3i3XffpbS0lAkTJrB///6AxFsTVVwKkCqno4cjw8cqJ4VcZTDrRWf5/MshoVmAIxQREREREZGgue7ogsp+tegD58vfnp3n/2MCHTp0YPTo0XzwwQdkZWXRp08fPvroI3bs2MHNN99MXFxcnY63e/du5s+fz5133gnA2LFj6dGjRyBCp2PHjvzjH/8g2qskzJAhQ7j99tt56KGHeOyxxzjvvPMAJ9H10EMPAfDGG2/Qu3fvCscaN24c119/PU8++SSvvPIKt9xyS0Biro56CgVITm4VSaHsbNi+3ZmCvlevim/4ahFs3wQp7WDEeUGLU0RERERERCQUKhec9rx61temR48eGGMwxtC+fXuuvvpqcnJyGDVqVLVFrP3h0ksvrXJomqcw9pIlSygtLQWc2kPZ2dmccMIJ9O3bt8rjjRgxAoAvvvgiQBFXTz2FAqTKQtPeRaajvPJxpSXw3ivO8tiJEFu3jKiIiIiIiIiEuUD0uHl5Knw6F2Jinb8rR5wHE4Pb06Qhxo4dS5s2bXj55Ze56667mD17Nv369WNQVTV4q3DJJZeQnJyMMYaEhAS6dOnCmWeeyZAhQwIad3U9kLp27UpUVBSFhYXs3buX9u3b89NPPwHw3XffVZyZvAo5OTl+j7U2SgoFiKfQdNtEr55C1dUT+mw+5GRDhy4w9MwgRSgiIiIiIiKN2qH9MOJ8Jxm0eG6jKzYdFxfHlVdeydSpU5k0aRJFRUV1KjD96KOP0r1798AF2ACeBFBZWRkAnTp1YtSoUTW+p/LQsmBQUihAPD2F2iZ7JYWqqidUVOgUBgMYd3XV09SLiIiIiIiIVHbT/UeWJ94cujgaICMjg6lTpzJnzhxiYmKYMGFCqEOq1aZNm6pcv2XLFlwuFwkJCaSkpADQpUsXANLS0gI6pK2+AlZTyBjzvDFmtzFmbaDOEa7KXGXszd8LQJvENs5Ka6vuKfTx+042t9uxMGh4kCMVERERERERCZ2BAwcyfPhw2rRpw6WXXkq7du1qf1OIvfnmmxQXFx+1/tVXnRnghg0bRkyM0wfnlFNOoU2bNnz99dds2LAhqHH6IpCFpjOBAJdXD0/7Cvbhsi5SmqUQF+2uD7RjB+zcCa1awTHHOOvyc+HD153li66BWsYXioiIiIiIiDQ1n332GXv27OG1114LdSg+2b59O3fffTcul6t83fLly5kyZQoAt912W/n62NhY7rvvPsrKyhg3bhzLli076nh5eXnMmDGDrKyswAdfScCGj1lrPzXGdA/U8cPZ7lxn6FhqUuqRlZ5eQoMGHUn+fPS2kxg6rh+c4FshLREREREREREJnd/+9rdMmzaN999/n/T0dHJycli8eDGlpaXceOONjBkzpsL+t912G5s3b+axxx5jyJAh9O/fn549e+Jyudi6dSs//PAD+fn5fPjhh/Tp0yeo16Ip6QMgJ8+pGN4uqYqZxzxDx7b+BB/MdJYvnqReQiIiIiIiIiKNwJAhQ/j888/p3bs38+fPZ+nSpfTr149nnnmGJ554osr3TJkyhcWLF3P55Zezf/9+PvjgAxYtWkR+fj5jxozh1Vdf5fTTTw/ylYCx1gbu4E5PoTnW2hNr2GcyMBkgpUPKoB4POlO73XLKLfRp24cbP7gRgNO7ns4/z/4npz57KgBJcUkszlhMxqwM1u52yhbNuGQGH274kJdWvwTAXafdRVrzNO6YfwcAZx1zFvf+4l5GZo4EIDUxlXkT53H5W5ezYZ8ztu/dy95lxtoZvPHdGwDcP+J+EmIS+OPCPwIw5rgx3Dj4Rs599VwAOrfozKzLZzFu5ji2HdoGwI0Db+ThRQ8TFxtHUrMk/nrmXznp13+k/acr+b/Jx9Dm6uv53bx1xGVvZ0dcGXec0YaZv5rJ6FdGsyffmbVsUcYiHv70YRb8tACAKedMIftwNv/8/J8AXH3S1Zzb61yuePsKAE5sdyKZ4zIZkTmCvOI8AL687kvu+uguPtvyGQDTzp9GVk4WU5dNBWDyoMkM7TyUSbOd6u6DOw7mqQueYsizQyhzlREdFc1X133FDXNuYPmO5QC8cOELfLHtC6avnN7o79OHEz5k2vJpvP/j+wD89cy/UlhayEOLHwJg/AnjueLEK7jo9YsA6JXSS/dJ90n3SfdJ90n3SfdJ90n3SfdJ90n3qdr7lDksk8S0RPJKnGN2b9WdvOI8cvKPdBxoFtOMzQc3A9A8rjmdW3Qma48zbCjKRNE7tTc/7/+ZgtICAI5pfQwHCw+yt8CpW9shuQOxUbFsPbQVgBbxLUhLTmPd3nUAxETFcFyb49i4byNFZUXOz6x1L/YV7mNfgTM7WcfmHTEYth/eDkCrhFa0TWzL+n3rAYiLjqNXSi827NtAcZlTO+fYlGPJyc/hQOEBADo174TFsuPwDgBSmqWQkpDChv1O24iPjqdnSk9+3Psjpa5SAI5vczzZudkcKjoEQJcWXShxlbAzdycAbZq1oWVCS37a70zj3iymGT1a9+CHPT/gss5QrT6pfdh2aBuHiw8D0K1lNwpKC45M9pTYlqS4JDYd2ARAUmwS3Vp1IysnC4vFYOjTtg+bD2xu9PcpZ3MOI9JH+PQ8Xdj7wpXW2kpToYdBUshbenq6XeEZZtWITftyGv9a8i8mD57M/434P6fIdPv2kJMDV54JzaoYtRcbB0+9F/xgRURERERExC+ysrKCPvxHIldd2psxpsqkkIaPBYAnQ9ku2T18bOtWJyGUkgJPzHRmGvOIi4chv4RHMoMfqIiIiIiIiIhErIAVmjbGzABGAqnGmG3An6y1zwXqfOEkJ9fpclZeaNq7nlDrVMg96HwfHQ0lxdAsEVqmhCBSERERERERkcjzyCOP8MMPP/i07/Dhw7nuuusCHFFoBHL2sSsCdexw5z0OETgy81h6OpSVwX5n3Cs3Pwirv4SD+0IQpYiIiIiIiEhkmjdvHosXL/Z5fyWFxGeenkJHJYUGDYKf14HLBe07Qb9050tEREREREREgmbRokWhDiEsqKaQn1lry6ekT01KdYpMe/cU+n6Vs9z35BBFKCIiIiIiIiKipJDf5RbnUlBaQLOYZiTHJcPmzbBvH7RtC126eCWFBoY2UBERERERERGJaEoK+Zmnl1DbpLYYYyr2EirMh59+gKgoOP6kEEYpIiIiIiIiIpFOSSE/K08KJbd1VnjXE1q3xqkn1ON4SEwKUYQiIiIiIiIiIkoK+d3uvN1ANTOPaeiYiIiIiIiIiIQJJYX87Od9PwOQFJfkFJleudLZkJ4O33/tLKvItIiIiIiIiIiEmJJCfvbR+o8AWL9nPfz0Exw4AB06QEIs7NwK8c2gR+/QBikiIiIiIiIiES8m1AE0FX0f60tRWVH596t3rubWP53Gf8CpJ5T1jbPh+P4Qox+7iIiIiIiIiISWegr5yaLfLGJs77FEGedHGhcdx0UFXZyN6emQpaFjIiIiIiIiIhI+lBTyk3bJ7UiOT8ZaS2xULCVlJXTbuNfZOHCgVz0hFZkWERERERERkdBTUsiP9uTt4cqTruTdie8yod8VpK3f4Wzo2A4OH4DWqZDWJaQxioiIiIiIiIRC9+7dMcZgjOGee+6pcd8JEyaU7zty5MgK2zzrvb8SExM5/vjjueGGG9i4ceNRxxs5ciTGGDIzM+sdf0ZGRoOPEW5U3MaPnhr3VPnygz2ugvy/QMeOsHebs7LPyWBMiKITERERERERCQ8vvfQSf/nLX4iOjj5q26FDh3j33XdrPcYll1xCcnIyADt37mTZsmU8/fTTvPzyy3zwwQeMGDHC73E3NeopFCgrVjiv6enw/SpnWfWEREREREREJMKlp6ezY8cOFixYUOX2mTNnUlBQwODBg2s8zqOPPkpmZiaZmZnMmzePjRs3cuaZZ5KXl0dGRgalpaWBCL9JUVIoUFaudF5PPhnWf+cs91FSSERERERERCJbRkYGQLXDsDIzM4mOjuaqq66q03Fbt27N9OnTAdi0aRPLly9vSJgRQUmhQPH0FOrQBoqLoHMPaNk6tDGJiIiIiIiIhNiQIUPo27cvs2fP5sCBAxW2rVu3ji+++IJzzjmHtLS0Oh/7mGOOISUlBYDNmzf7I9wqffPNN4wbN47U1FQSExMZNGgQL7zwQpX7etciWrNmDZdeeikdOnQgOjqaxx9/PGAx+kJJoUAoK4NV7iFjse7uapp1TERERERERPwtOxtGjICdO0MdSZ1kZGRQWFjIjBkzKqz39B6aNGlSvY5bVlZGXl4eAPHx8Q2KsTpfffUVQ4cOZe3atZx11lkMHTqU1atX8+tf/5pbb7212vctXbqUwYMHs2rVKkaOHMno0aNJTEwMSIy+UlIoEH78EXJzoUsX2PGTs071hERERERERMTf/vxnWLIEHnoo1JHUyVVXXUV0dHSFIWRlZWW89NJLpKSkMHbs2Hodd+7cuRQVFQEwYMAAP0R6tKeffprJkyezbt06ZsyYwcKFC1m6dCnNmzdn6tSpzJ07t8r3Pfvss/z+979n/fr1zJw5kw8++IDJkycHJEZfKSkUCJ56QgNOgi0bICYWjj0xtDGJiIiIiIhI6BgTmK+nngKXy3kNxPEDpEOHDowePZply5aRlZUFwEcffcSOHTu48soriYuLq9Pxdu/ezcsvv8y1114LwNixY+nRo4ff4wbo2LEj//jHPyrMnDZkyBBuv/12AB577LEq39e7d28efPBBoqLCJxUTPpE0JZ56Qp07gLXQqy/EJ4Q2JhEREREREZEwUrngtOfVs742PXr0wBiDMYb27dtz9dVXk5OTw6hRo6otYu0Pl156aZVD0zyFsZcsWVLlzGcXXnhhhURSOIgJdQBNkicplBQNxWjomIiIiIiISKSz1v/HvOEGmD4d4uKguBiuvx6mTfP/eQJk7NixtGnThpdffpm77rqL2bNn069fPwYNGuTT+y+55BKSk5MxxpCQkECXLl0488wzGTJkSEDjrq4HUteuXYmKiqKwsJC9e/fSvn37Ctu7desW0LjqQ0khfysrg6+/dpaL9juvKjItIiIiIiIi/rZrF/z2tzB5spMcys4OdUR1EhcXx5VXXsnUqVOZNGkSRUVFdSow/eijj9K9e/fABdgApoqhd82aNQtBJDVTUsjfPvsM8vOhY0fIPwhJzaFrz1BHJSIiIiIiIk3NO+8cWX7yydDF0QAZGRlMnTqVOXPmEBMTw4QJE0IdUq02bdpU5fotW7bgcrlISEggJSUluEHVk2oK+Zun4rstc177DICo8BozKCIiIiIiIhIOBg4cyPDhw2nTpg2XXnop7dq1C3VItXrzzTcpLi4+av2rr74KwLBhw4iJaRx9cJQU8pdmzZzK7J984nyfvQuemw+3PRjauERERERERETC2GeffcaePXt47bXXQh2KT7Zv387dd9+Ny+UqX7d8+XKmTJkCwG233Raq0OpMSSF/+eknuPJK8EwtFx0FPdNg5YrQxiUiIiIiIiIifvPb3/6WadOmcfzxx3PFFVcwatQoTjvtNA4dOsSNN97ImDFjQh2iz5QU8pe0NGjRwlmOjYUyl/P9if1DG5eIiIiIiIiI+M2QIUP4/PPP6d27N/Pnz2fp0qX069ePZ555hieeeCLU4dWJsYGYFq+e0tPT7YoVjbhnzcUXO8mh3p1h2lOQ1BpWrA51VCIiIiIiIhIEWVlZ9OnTJ9RhSISoS3szxqy01qZXXq+eQv70zjtOxfeCfTCsL/y3cVZ/FxEREREREZGmT0khf9u1HX5cAxhn5jERERERERERkTDUOOZIa0xmPu28Nm8JicmhjUVEREREREREjvLII4/www8/+LTv8OHDue666wIcUWgoKeQvN4yFkuIj3x8+ANeNhtg4eOq9kIUlIiIiIiIiIhXNmzePxYsX+7y/kkJSs7+9AG8+C8sWgbUQEwuDhsP434Q6MhERERERERHxsmjRolCHEBZUU8hfWrWBhERnOToGykqhWSK0TAltXCIiIiIiIiIiVVBPIX86tB9GnA8jzoPFc+HgvlBHJCIiIiIiIiJSJSWF/Omm+48sT7w5dHGIiIiIiIiIiNRCw8dERERERERERCKQkkIiIiIiIiIifmKtDXUIEgH81c6UFBIRERERERHxg+joaEpKSkIdhkSA4uJiYmIaXhFISSERERERERERP2jevDmHDh0KdRjSxFlr2bt3Ly1btmzwsVRoWkRERERERMQPUlJS2LJlCwAtWrQgNjYWY0yIo5KmwFqLy+UiPz+fAwcOUFpaSrt27Rp8XCWFRERERERERPwgPj6erl27sm/fPjZt2kRZWVmoQ5ImJCoqimbNmpGUlETr1q2Jimr44C8lhURERERERET8JD4+nrS0NNLS0kIdikitVFNIRERERERERCQCKSkkIiIiIiIiIhKBlBQSEREREREREYlASgqJiIiIiIiIiEQgJYVERERERERERCKQkkIiIiIiIiIiIhFISSERERERERERkQikpJCIiIiIiIiISARSUkhEREREREREJAIZa22oYyhnjMkBNoc6Dj9IBfb4cT9/vzcUx20MIvnag0E/38ZP91B8oXYi4UTtUSKJ2ruI/zWl56qbtbZt5ZVhlRRqKowxK6y16f7az9/vDcVxG4NIvvZg0M+38dM9FF+onUg4UXuUSKL2LuJ/kfBcafiYiIiIiIiIiEgEUlJIRERERERERCQCKSkUGNP9vJ+/3xuK4zYGkXztwaCfb+Oneyi+UDuRcKL2KJFE7V3E/5r8c6WaQiIiIiIiIiIiEUg9hUREREREREREIpCSQiIiIiIiIiIiEUhJIRERERERERGRCBQT6gCaAmOMAU4BOgEW2AEss5UKNvm6X0POIRJujDEpgLXW7g91LFI/uofiC7UTCSdqjxJJ1N5F/CvSnikVmm4gY8zZwDRgPbDdvboz0Au40Vr7UV32a8g5/HAtEdX4PSL1ugPJGNMV+AdwJnAAMEAL4GPgbmvtppAFJz7RPRRfqJ1IOFF7lEii9i7iX5H8TCkp1EDGmCzg3MqNxBjTA5hrre1Tl/0aco56xh+RjT9SrztYjDFfAI8Db1lry9zrooFLgd9Za08NYXjiA91D8YXaiYQTtUeJJGrvIv4Vyc+Uago1XAywrYr124HYeuzXkHPUx+vAu0AHa+2x1tpeQBowC5jZwGOHs0i97mBJtda+7vlABbDWlllrZwJtQhiX+E73UHyhdiLhRO1RIonau4h/RewzpZpCDfc8sNwYMxPY6l7XBbgceK4e+zXkHPWRaq193XuF+0GYaYz5cwOPHc4i9bqDZaUxZhrwIhXb7DXA1yGLSupC91B8oXYi4UTtUSKJ2ruIf0XsM6XhY35gjOkDXIhTBNrg9Op5z1r7faX9+gJja9uvIeeoR+wzgX1U3fhTrbXjG3L8cBWp1x0sxpg44FqqaLPAc9baohCGJz7QPRRfqJ1IOFF7lEii9i7iX5H8TCkpFOEitfFH6nWLiIiIiIiIeCgp1EDGmNHW2nnu5ZbAv3Cmjl8L3G6t3eW17R5gHNDW/fbdwGzgEWvtgYaeQyScGGPOwWnvnQAL7ABme9qyhD/dQ/GF2omEE7VHiSRq7yL+FanPlJJCDWSMWWWtHehefhbYCTwDXAyMsNaOc2+bjzOz1YvW2p3udR2ADOBMa+1ZDT1HA64hMht/hF53MBhjHgeOA17iSJH0zsDVwHpr7W0hCk18pHsovlA7kXCi9iiRRO1dxL8i+ZlSUqiBKiVsvrHWDvDaVv69MWadtfb4ao5R7ba6nKOe8T9OBDb+SL3uYDHG/GitPa6K9Qb40Vp7bAjCkjrQPRRfqJ1IOFF7lEii9i7iX5H8TGn2sYZrZ4y5A6cmTQtjjLFHMm1RXvttNsb8AaenkGdIWXucnkJbqZmv56iP86pp/K8DPwJNNTkSqdcdLIXGmFOstcsqrR8MFIYiIKkz3UPxhdqJhBO1R4kkau8i/hWxz5SSQg33DNDcvfwikArkuIeGfeO132XA3cBiY0w797pdOIWNa5vpytdz1EekNv5Ive5gyQCeMsY050hPrC7AIfc2CX8Z6B5K7TJQO5HwkYHao0SODNTeRfwpgwh9pjR8LMIZYwYCT+EknSo3/huttStDFVsgRep1B5s7cVk+u5unnpY0HrqH4gu1Ewknao8SSdTeRfwrEp8pJYX8wBjTG6fhfGWtzfVaXz5rWBXvGY57BjFr7Ue1HP9W4B1r7baa9muISGz8ELnXHQzu8benULGQ9zKrD51GyRiTjFOH66eaZkuUyKNnXcKVPrekqdPnr0jgRNLvkIbWo4l47oTNbOAWYK0x5kKvzX/12m+Z1/JvgCdweqn8yRhzdy2n+TOwzBjzmTHmRmNM21r2rxP3L5Ru7q8uQDf3uibPWrvT3SvoB6CjMaZViENqEowxZwPrgQeA84DzgQeB9e5tEuaMMdO8locD3wP/AtYYY84LWWASVvSsSzjR55ZEEn3+ivhXJP8OUU+hBjLGrAGGWmtzjTHdgbeAl621/zbGfG2tPdm9n/fycpxCxznGmCTgS2ttvxrO8TUwCBiFU5toLLASmIHTg+hwA+I/G5iG80tlu3t1Z6AXzjCqGnsxNVbGmGnW2hvdy8OB14CNONd9vbV2bijja+yMMVnAudbaTZXW9wDmWmv7hCQw8VmlWQ8/Ae601q4yxhwDvGGtTQ9thBIO9KxLONHnlkQSff6K+Fck/w5RoemGi/YMGbPWbjLGjATeMsZ0wxmS5BFljGmN0zvLWGtz3O/JM8aU1nIOa611AR8BHxljYoFzgSuAR4GG9Bz6NzCqul8oQFP9hXKq1/KfgXHeDz3OtUv9xXCkVpO37UBskGORhmthrV0FYK39yRgTHeqAJGzoWZdwpc8taer0+SsSOBH1O0RJoYbbaYwZYK39BsDdY+gC4HnAu/dPS5zePQawxpgO1tqd7rGKtQ3VqrDdWluCM2vZe8aYZg2MX79QIuyhD5LngeXGmJnAVve6LsDlwHMhi0rqorcx5lucz5/uxpjW1tr9xpgoIuezQWqnZ13CiT63JJJU9fnbFWdUgT5/ReouYn+HaPhYAxljOgOlVRUoNsYMs9YureX9iUB7a+3PNexznLX2x4ZHW+Wx7wHGA1X9g/4Na+3fAnHeUDPG5AMbcD/0QFevh/5ba+2JoYyvKTDG9MUZ6lheyBt4z1r7fUgDE5+4ezt622GtLTHGpAK/sNa+E4q4JPzoWZdwUcXnVra1tlifW9JUGWP6ABeiz1+RBovkf/sqKeQnxphR1tr/VVp3jbX2xfrs15Bz1CP2iPuFEskPvYiIiIg0PcaYdtba3aGOQ6SpiJRnSkkhPzHGfAp8B/weSAaeBYqstb+qz34NOYdIqBljWgD34BQtn2utneG1rbzIt4SvSvfwQ2vta17bdA8FAGNMB+BPgAu4H2cmzotxZnS8zVqbHcLwJMJU0x4vAbJQe5QmxhiTUsXqVcDJOH/j7QtySCKNWhXPlMEp/9LknylNSe8/I3Bmr/oGWAK8Vk2yxtf9GnIOvzDGfBioY4ezSL1uP3sB54P0beAKY8zbxph497ZTq3+bhBHve3i57qFUIxNnytatwCdAAXAB8BnwdOjCkgiVydHt8XzUHqVp2oPzB6v3VyecxNCKEMYl0lhVfqZWECHPlApN+09rYAhO0qYz0M0YY+zRXbF83a8h5/CZMWZgdZuAAfU9briL1OsOop7W2kvcy7OMMfcCHxtjxoYyKKkT3UPxRXtr7VQAY8yN1tq/u9dPNcZcG8K4JDKpPUok+QMwCrjLWrsGwBjzs7W2R2jDEmm0IvaZUlLIf74EHrHWPu+eEezvwFLgtHru15Bz1MVyYDFVz4DWqgHHDXeRet3BEm+MibLWugCstQ8bY7YBn+IMfZTwp3sovvDucfxSDdtEgkHtUSKGtfZR98xjjxljtuIMnVRdEJF6iuRnSkkh/xllrd0CYK0tAG41xvyiAfs15Bx1kQVcb61dX3mD+2FoqiL1uoPlfeAMoLwwurX2RWPMLmBqyKKSutA9FF/MNsYkW2tzrbX/z7PSGNMLCMismSI1UHuUiGKt3QZcaowZAywAEkMckkijFqnPlApN+4ExxgCn4Iw5tMAOYFnlYV2+7teQc9Qj9l8Ba6y166rYNs5aO6shxw9XkXrdIiIiItL0uEcR9LTWrg11LCJNQSQ9U+pK20DGmLOB9cADwHk4BQ0fBNa7t9Vpv4acoz6stW9VlRhxb5vVkGOHs0i97mAzxrxsjGnp9X03Y8zCUMYkdaN7KL5QO5FwovYokcTT3q21BdbatWrvIg0Tic+Uho813L9xhnVt8l5pjOkBzAX61HG/hpyj3owxLwM3W2sPur/vBjxvrT2zoccOZ5F63UG0BPjKGHMHTi+3u4A7QxuS1JHuofhC7UTCidqjRBK1dxH/irhnSkmhhosBtlWxfjsQW4/9GnKOhoi4xu8WqdcdFNba/xpjvsOZGngPcLK1dmeIw5I60D0UX6idSDhRe5RIovYu4l+R+EwpKdRwzwPL3ZXKPQWKuwCXA8/VY7+GnKPeIrHxQ+Red7AYY64C7gOuBvoDc40xk6y1q0MbmfhK91B8oXYi4UTtUSKJ2ruIf0XiM6VC035gjOkDXIjT08Tg9Op5z1r7faX9+gJja9uvIedowDV4Gv+fcBr/OUCTbvwQudcdLMaYWcBka+1u9/enAP+11p4c0sDEZ7qH4gu1Ewknao8SSdTeRfwrEp8pJYUEiMzGD5F73aFkjImz1haHOg6pP91D8YXaiYQTtUeJJGrvIv7V1J8pJYUayBgz2lo7z73cEvgXztTxa4HbrbW7vLbdA4wD2rrfvhuYDTxirT3Q0HP4W1Nv/NWJ1Ov2N2PMOTjtvRNggR3AbE9blvCneyi+UDuRcKL2KJFE7V3EvyL1mVJSqIGMMaustQPdy88CO4FngIuBEdbace5t84GPgRc9NWuMMR2ADOBMa+1ZDT1HA64hMht/hF53MBhjHgeOA17iSJH0zjhjc9dba28LUWjiI91D8YXaiYQTtUeJJGrvIv4Vyc+UkkINVClh8421doDXtvLvjTHrrLXHV3OMarfV5Rz1jP9xIrDxR+p1B4sx5kdr7XFVrDfAj9baY0MQltSB7qH4Qu1Ewonao0QStXcR/4rkZ0qzjzVcO/d05gZoYYwx9kimLcprv83GmD/g9BTyDClrj9NTaCs18/Uc9XFeNY3/deBHoKkmRyL1uoOl0BhzirV2WaX1g4HCUAQkdaZ7KL5QO5FwovYokUTtXcS/IvaZUlKo4Z4BmruXXwRSgRz30LBvvPa7DLgbWOxOBllgF/AeMN5P56iPSG38kXrdwZIBPGWMac6RnlhdgEPubRL+MtA9lNploHYi4SMDtUeJHBmovYv4UwYR+kxp+JgfGGN649Sl+cpam+u1vrxAdBXvOR2nWPQaa+1HtRz/VuBda21tPYrqzBgzEHgKJ+lUufHfaK1d6e9zhoNIve5gcycuO+H0ctvmqacljYfuofhC7UTCidqjRBK1dxH/isRnSkmhBjLG3ALcDGQBA4DbrLWz3du8awEts9ae4l6+DrgJmAWcDbxvrX2khnMcBPKAjcAM4E1rbY6fryPiGj9E7nUHg3v87SlULOS9zOpDp9HQPRRfqJ1IOFF7lEii9i7iX5H6TGn4WMNNBgZZa3ONMd2Bt4wx3a21/8ZJNHjEei1fD5xtrc0xxjwKfAlUmxQCfgIGAaNwhqE9aIxZiZMgesdae7ghF+Bu/N040vijjTG7mnrjj9TrDgZjzNnANGA9sN29ujPQyxhzY2294yT0dA/FF2onEk7UHiWSqL2L+FckP1PqKdRAxpjvrbV9vb5PBt4CvgfO8Jp9bDUwEqcw9HxrbbrXe7621p5cwznKexy5v48FzgWuAEZZa9s2IP5qGz/OMKom2fgj9bqDxRiTBZxrrd1UaX0PYK61tk9IAhOf6R6KL9ROJJyoPUokUXsX8a9IfqbUU6jhdhpjBlhrvwFw9xi6AHge6Oe1X0tgJU7vIWuM6WCt3elOIpnKB62kwnZrbQlOger3jDHNGhj/v3ESS5sqnNDd+IGm2vgj9bqDJYYjtZq8badirzkJX7qH4gu1Ewknao8SSdTeRfwrYp8pJYUa7mqg1HuFtbYUuNoY81+vdd2reb8LuKiWc1xW3QZrbYFvYVYrUht/pF53sDwPLDfGzAQ8BdK7AJcDz4UsKqkL3UPxhdqJhBO1R4kkau8i/hWxz5SGj0U4Y8w9wHigqsb/hrX2b6GKLZAi9bqDyRjTFxiLVyFv4D1r7fchDUx8ZozpA1yI7qHUQM+6hBN9bkkk0eeviH9F6u8QJYUkYn+hROpDLyIiIiIiIgJKColIABhjWgL3AOMATyH03cBs4BFr7YHQRCa+MsaMttbOcy+3BP6FM0XnWuB2a+2uUMYn4UHPuoQTfW5JJNHnr4h/RfLvkKhQByChZYxpaYx5xBjzgzFmr/sry72uVajjCxRjzGiv5ZbGmGeNMd8aY14zxrQPZWxNxBvAfmCktbaNtbYN8EvgAPBmKAMTn/3Va/lfwE5gDLAc+G+V75BIpGddwok+tySS6PNXxL8i9neIegpFOGPMfOBj4EVr7U73ug5ABnCmtfasEIYXMMaYVdbage7lZ3Ee+meAi4ER1tpxIQyv0TPGrLPWHl/XbRI+Kj0j31hrB3htq/C9RC496xJO9LklkUSfvyL+Fcm/QzT7mHS31v7de4U7OfSIMWZSiGIKtnSvh/wxY8w1oQymidhsjPkDTrJxF4C7B1YGRwp7S3hrZ4y5A6feVgtjjLFH/hdBvUzFQ8+6hBN9bkkk0eeviH9F7O+QJn1x4pPNxpg/eA+ZMsa0N8b8H037F0o7Y8wdxpg7cT/0Xtv0XDTcZUAbYLExZr8xZh+wCEjBmfVNwt8zQHMgGXgRSIXynoTfhC4sCTN61iWc6HNLIknlz9/9OJ+/bdDnr0h9ROzvEA0fi3DGmNbA3TizcLVzr94FvIdTpG5/qGILJGPMnyqtmmatzXE/9P+w1l4diriaEmNMb6Az8KW1NtdrfXkRNwlv7nvYCfhK91CqY4w5BbDW2uXGmBOA0UCWtXZuiEOTCFSpPfbFaY8/qD1KJDDGvGytvSrUcYg0FcaYlyLh70IlhaRaxphJ1toXQh1HsEXqdfuTMeZW4CYgCxgA3Gatne3eVj5eV8KXMeYW4GZ0D6UG7gT7uTjD0RfgzNKxGBgFzLfWPhzC8CTCVNEeh+D0nFB7lCbHGPNeFavPwKkVirV2bHAjEmncIvmZUlJIqmWM2WKt7RrqOIItUq/bn4wxa4Ch1tpcY0x34C3gZWvtv40xX1trTw5thFIb3UPxhbudDADicQr2d7bWHjLGNMPpYdY/lPFJZFF7lEhijFkFfA88C1icOigzgMsBrLWLQxedSONjjPka+I4IfKZUaDrCGWO+rW4T0GSnZo/U6w6iaM9wI2vtJmPMSOAtY0w3nJ+xhD/dQ/FFqbW2DMg3xmy01h4CsNYWGGNcIY5NIo/ao0SSdOA24F7gLmvtN8aYgqb8h6tIgA0iQp8pJYWkPXAOULl2kAE+D344QROp1x0sO40xA6y13wC4e5tcADwP9AtpZOIr3UPxRbExJtFam4/zjykAjDEtAf0RLsGm9igRw1rrwpk190336y70t51IvUXyMxURFyk1mgMke/7w82aMWRT0aIInUq87WK4GSr1XWGtLgauNMf8NTUhSR7qH4otfWGuLoPwfUx6xwDWhCUkimNqjRBxr7TbgUmPM+cChUMcj0thF4jOlmkIiIiIiIiIiIhEoKtQBiIiIiIiIiIhI8CkpJCIiIiIiIiISgZQUEhERkaAxxrQxxnzj/tppjNnu9X2cn88VbYx5zxjziTHmOWNMvWfOM8YsMsak12H/TGPMr+p7vroyxvzOGJNYw/ZnjTF9gxWPiIiINA4qNC0iIiJBY63dCwwAMMY8AORaax8N0LnKgLGBOHYY+h3wCpBfeYMxJtpae13QIxIREZGwp55CIiIiElLGmN8YY5YbY1YbY9729Hhx97Z5yt3T5ydjzAhjzPPGmCxjTKbX+58yxqwwxnxnjHnQa/0mY8yDxphVxpg1xpje7vUpxphZxphvjTFfGmP6VxFTM2PMTPc+rwPNvLadbYz5wn3cN40xybVc3/3u61trjJleVY+lhlyrMeZWoCPwiTHmE/e6XGPMQ8aYr4Chnp5OxpixXj2z1hljfvbtLomIiEhTpKSQiIiIhNo71trB1tqTgCzgWq9trYEzgNuB94HHgBOAfsaYAe597rXWpgP9gRGVkjx7rLUDgaeA37vXPQh8ba3tD/wReKmKmG4A8t37PAwMAjDGpAL/DxjlPu4K4I5aru8J9/WdiJNcuqCa/ep1rdba/wA7gF9aa3/p3i8JWGutHWKtXeI5gbX2PWvtAGvtAGA1EJBeWiIiItI4KCkkIiIioXaiMeYzY8waYAJOIsTjfWutBdYAu6y1a6y1LuA7oLt7n/HGmFXA1+73etfOecf9utJr/+HAywDW2o+BNsaYlpVi+gXOcCystd8C37rXn+o+/lJjzDfANUC3Wq7vl8aYr9zXd0al6/PW0Gv1Vga8XV1Axpg/AAXW2idriV1ERESaMNUUEhERkVDLBMZZa1cbYzKAkV7bityvLq9lz/cxxpgeOD2ABltr97uHWiVU8f4yjvy7p6qC09bHdQZYYK29orqLqbCzMQnANCDdWrvVXUcpoZrdG3qt3grdNZWqiulM4FKcxJeIiIhEMPUUEhERkVBrDmQbY2JxegrVRQsgDzhojGkPnOvDez71nMcYMxJniNmhGvY5EWe4FsCXwDBjTC/3tkRjzHE1nMuTtNnjrj3UkBnJarrWwzg/xxoZY7rhJKnGW2sLGhCLiIiINAHqKSQiIiKhdh/wFbAZZ+hUrckND3fvoq9xhlj9BCz14W0PAC8YY77Fma3rmir2ecprn2+AZe7z5bh7M80wxsS79/1/wI/VxHfAGPMMznVtApb7dGFVH6uma50OfGiMyfaqK1SVDKAN8K673vUOa+159Y1JREREGjfjDF0XEREREREREZFIouFjIiIiIiIiIiIRSEkhEREREREREZEIpKSQiIiIiIiIiEgEUlJIRERERERERCQCKSkkIiIiIiIiIhKBlBQSEREREREREYlASgqJiIiIiIiIiEQgJYVERERERERERCLQ/wdNCIc4CqdXmQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "omp_sp = gmean.loc[\"seq\",\"real_time_nsec\"].div(gmean.loc[\"omp\", \"real_time_nsec\"])\n",
    "cuda_sp = gmean.loc[\"seq\",\"real_time_nsec\"].div(gmean.loc[\"cuda_dim\", \"real_time_nsec\"])\n",
    "mpi_sp = gmean.loc[\"seq\",\"real_time_nsec\"].div(gmean.loc[\"mpi\", \"real_time_nsec\"])\n",
    "mpi_br_sp = gmean.loc[\"seq\",\"real_time_nsec\"].div(gmean.loc[\"mpi_br\", \"real_time_nsec\"])\n",
    "\n",
    "\n",
    "real_xaxis = np.array([250, 500, 750, 1000, 1500, 2000, 2500, 3000, 3500, 4000, 4500])**2\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "xlabel = ['250x250', '500x500', '750x750', '1000x1000', '1500x1500', '2000x2000', '2500x2500','3000x3000', '3500x3500','4000x4000', '4500x4500']\n",
    "edgewidth = 2\n",
    "\n",
    "ax.plot(real_xaxis, omp_sp,'*-', label='OMP', color=\"steelblue\", linewidth=edgewidth)\n",
    "ax.plot(real_xaxis, cuda_sp, '*-', color=\"forestgreen\", label='CUDA', linewidth=edgewidth)\n",
    "ax.plot(real_xaxis, mpi_sp, '*-', color=\"tomato\", label='MPI_be', linewidth=edgewidth)\n",
    "ax.plot(real_xaxis, mpi_br_sp, '*-', color=\"red\", label='MPI_br', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"\\\"Speed-up\\\" en función del volumen de datos\")\n",
    "ax.set_ylabel(\"Speed-up\")\n",
    "ax.set_xlabel(\"Tamaño de la matriz\")\n",
    "ax.set_xticks(real_xaxis)\n",
    "ax.set_xticklabels(xlabel, rotation=90)\n",
    "ax.grid(zorder=0, color='green', linestyle='--', axis='y')\n",
    "ax.legend(fontsize=22)\n",
    "\n",
    "fig.set_size_inches((20, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x576 with 1 Axes>",
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12aatm9i0ZRNvrHwDgL3a78XhPQ/n9Q9eZ8u2LQAM6DWA6rXVrN64GoCDux3M5m2bWb52OQC99u/Ftdddy49v+TFDzh7C1BlTOeOkM3it5jW2xW0ALHxmIf929b/Rvn17rr31WtZvWc/6LetZ8uESADZs2cC6zet23J9490Q2r9xMxwM68ur7rxIIDNxvIBu3bARg0QeL2L/P/ny06SPeX/c+m7dtBmDdpnW8+v6rAHTt2JW+3fqyoGYBAO1Cuzr306oNq/hg/QcAHLjPgXRo14F3Vr8DQLe9utF7n94s/GAhAEXtijiq11G8ueJNNm5Nx3JEjyNYsWEFK9avAOCgrgcRCCxbswyA7p26s9/e+7FoxSIAOrZPnwo39L6hVK1On043+6LZTHphEo+8/ggAt37hVjZs2cDNFTcDcMExFzDi2BEM++2wdJ89j+C+8+/jrHvPomZdDQDlI8u5Zc4tPLH4CQBuP/N2qtdUM/658QBc8ulLGHLEEEY8NAKAY/c/lulDpzN4+mA+2vQRAM9f/jzj/jSOp99+GoBJZ09iwfsLuGP+HQCMOm4UJ/U9icsevgyA4w86njvPuZNBUwexddtW2rdrz7zL5zH60dG88O4LAEw7bxpzq+YyuXIysPu/J4AuHbtQMbKCkbNG8vLfXwZgxldnMPuN2dzz0j0AjDt5HL279uaax68B4PTDTueGU2+gbHoZAMV7F/PYxY8x/MHhvLEiPbZnXjiTGS/P4P5X7gfgxsE30qmoE9c/eT0A5x51LmOOH8OQ3wwBoG+3vswaPsv95H5yP7mf3E/uJ/eT+8n95H5yPyV8Py2sXkg3mqayupLRj452P23ZUG+OwvZJiPMlhHAecGWM8Yw9rVtaWhpffPHFPW5zwYIFDBw4sM7HysrKWLRgLUO/OLnRsTaHWX8exZED99lxSldTbNu2jXHjxnH77bdTVFTEmWeeyTHHHMPmzZt57rnnmDdvHp07d+buu+/ma1/72o525eXlnHbaaVx00UXce++9e+znc5/7HM8+++zH5g7q378/S5cubTVzCu1u3EiSJEmSWo6ysjIWVc1j2JV9smo/c+Iyjuw7KCffvduCEEJljLF01+XNcUn6ETTzqWM1Kxcy68+jmrPLBqtZuZAjOS4n22rXrh0/+9nPuPDCC5k4cSJz5szhySefpH379vTv35/vfOc7jB07lr59++akP0mSJEmS1HbktSgUQtgbOB34Zj77qa2kpKS5usrKkRyX8xhPOOEETjjhhAavX1ZWRmOOEHvmmWfqXL5kyZIGb0OSJEmSJLUseS0KxRjXAb3y2ceuJkyY0JzdSZIkSZIktUrNdfUxSZIkSZIktSAWhSRJkiRJkhKoOSaaliRJkiRlaezYsaRSqSZto6SkxKk2JH2MRSFJkiRJasFSqRRz5z1NcZ+OWbWvWbYpxxFJaissCkmSJElSC1fcpyPDruyTVduZE5flOBpJbYVzCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJVFToAHJt7NixpFKpQoexWyUlJUyYMKHQYRTEyJEjufvuu3nrrbfo379/ocORJEmSJCmx2lxRKJVKkZr7LCU9uxY6lDqlVqzJ2bZCCDt+L1q0iMMPP7zO9U477TTKy8sBmDZtGiNHjtzx2PYiTW177703hx56KOeccw7f+9736NGjx8fW33U7kiRJkiSpdWlzRSGAkp5dKT/7hEKHUaeyP8zP6faKiorYsmULv/71r7n11ls/9viiRYuoqKjYsV59zjvvPEpKSgBYvnw5jzzyCD/5yU948MEHmT9/Pj179sxp3JIkSZIkqbCcU6iVO+CAAygtLWXatGl1Fn2mTp1KjJFzzjlnt9sZOnQoN910EzfddBO/+tWvWLhwIZ/4xCd48803ueOOO/IVviRJkiRJKhCLQm3AFVdcwfLly3n00Ud3Wr5582buvvtuTj75ZI455phGbXOfffbh0ksvBWD+/Nwe3QSwbds2br/9do4++mg6depE3759+fa3v83q1avrXL+qqopvfetbHHbYYey111706tWLL3/5y7zwwgs5j02SJEmSpCSwKNQGjBgxgi5dujB16tSdlv/+97/nvffe44orrshquzFG4B9zF+XSt7/9bX74wx8yePBgrr76aoqLi5kwYQKf//zn2bBhw07r/vWvf6WkpIRJkyYxYMAArrrqKs4991zmzJnD5z73Of74xz/mPD5JkiRJkto6i0JtQNeuXRk+fDiPPfYYVVVVO5ZPmTKFbt26ccEFFzR6m2vXrt0xAfWgQYNyFut2zz77LKlUiv/6r//iJz/5CX/961/5yle+QmVlJePHj9+x3pYtW7jgggtYu3YtTz31FLNnz+anP/0p06dP59VXX6W4uJhvfOMbbNy4MecxSpIkSZLUllkUaiOuuOIKtm7dyl133QXA0qVLeeKJJ7jooovYe++999h+1qxZO+YUGj16NAMGDGDBggUcfvjhfOtb38p5vFdffTWHHHLIjvvt2rVj/PjxtGvXbsdzAPjDH/7Am2++yVVXXcXgwYN32sZBBx3Etddey/Lly3nyySdzHqMkSZIkSW1Zm7z6WBINGjSIT37yk9x11138x3/8B1OnTmXbtm0NPnXs4Ycf5uGHHwagc+fO9O/fn4suuojrrrtup0vS58quBR6Aww47jIMPPpglS5bw4Ycf0r17d+bOnQuki1w33XTTx9osWrQIgAULFvClL30p53FKkiRJktRWWRRqQ6644gr+7d/+jccee4xp06Zx3HHH8ZnPfKZBbadNm8bIkSPzG2AtBxxwQJ3LDzzwQJYuXcqqVavo3r07H3zwAQAPPPDAbre3du3anMcoSZIkSVJb5uljbcjXv/51OnfuzDe/+U2WLVvGqFGjCh1Svd577706ly9fvhyAfffdd6ffDz/8MDHGen++//3vN0/gkiRJkiS1ERaF2pDu3btz/vnnU1VVRZcuXRgxYkShQ6pXRUXFx5YtXryYd955h/79+9O9e3cATjzxRACefvrp5gxPkiRJkqQ2z6JQG/OjH/2ImTNn8vjjj9O1a9dCh1OvX/ziFyxdunTH/W3btjFu3Di2bdvGZZddtmP5eeedx+GHH87EiRPrvfT83LlzWbduXd5jliRJkiSpLXFOoTamX79+9OvXr9Bh7NFnP/tZSkpKuPDCC9l33315/PHHeemllzjuuOO49tprd6zXoUMHfve733HmmWdy9tlnc/LJJ1NSUsLee+/NO++8wwsvvMDixYuprq5u0FXWJEmSJElSWpssCqVWrKHsD/MLHUadUivWUFLoIFqAn//858ycOZMpU6awZMkSevXqxdVXX83NN99Mp06ddlr3U5/6FC+99BK33347jz76KNOmTaNdu3b07t2bz3zmM/zgBz+guLi4QM9EkiRJkqTWKcQYCx3DDqWlpfHFF1/c43oLFixg4MCBdT42duxYUqlUjiPLrZKSEiZMmFDoMBJnd+NGkiRJaqnKyspYVDWPYVf2yar9zInLOLLvIMrLy3MbmJRHjvvcCiFUxhhLd13e5o4UstgiSZIkSZK0Z040LUmSJEmSlEBt7kghNa/p06ezZMmSPa5XUlLC0KFD8x6PJEmSJElqGItCapLp06dTUVGxx/UuvfRSi0KSJEmSJLUgFoXUJE7aJUmSJElS62RRSJIkSZKkOuTi6tZefVotmUUhSZIkSZLqkEqlmDvvaYr7dMyqfc2yTTmOSMoti0KSJEmSJNWjuE9Hhl3ZJ6u2Mycuy3E0Um55SXpJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJ1OYuST927FhSqVShw9itkpISJkyYUOgwJEmSJElSgrW5olAqlWLuvKcp7tOx0KHUqWbZppxv87XXXmPixIk89dRTvPPOO6xfv57i4mI+85nP8JWvfIWLLrqITp06UV5ezmmnncbgwYMpLy+vc1tLlizh0EMP5ZBDDmHJkiU7lk+fPp3LLrtsp3W7dOlC9+7dOfroozn55JP5+te/zpFHHrnHeI866igWLVrESSedxHPPPdeUpy5JkiRJkrLU5opCAMV9OjLsyj6FDqNOMycuy+n2br75Zn7wgx+wbds2TjzxRC699FL22Wcf3nvvPcrLy7n88su58847efHFF3PS36c//WmGDh0KwPr16/n73//OvHnz+OEPf8gtt9zCVVddxU9/+lOKiuoeWk899RSLFi0ihMDcuXN5+eWXOfbYY3MSmyRJkiRJarg2WRRKiltvvZXvf//7HHzwwTzwwAMMGjToY+s8+uij/OxnP8tZnyUlJdx0000fW/7UU08xcuRIfvGLX7BhwwZ+9atf1dl+8uTJAFx77bX85Cc/YfLkyfzyl7/MWXySJEmSJKlhnGi6lVqyZAk33XQTHTp04I9//GOdBSGAc845h8ceeyzv8Zx22mk8/vjjdOzYkcmTJ/PXv/71Y+t88MEHzJw5kyOPPJIf/ehHHHDAAdx7771s2LAh7/FJkiRJkqSdWRRqpaZNm8bmzZv56le/usfTr/baa69mienoo4/mggsuIMbIjBkzPvb43XffzcaNGxk5ciRFRUVcdNFFrFy5kgceeKBZ4pMkSZIkSf9gUaiVeuaZZwD4whe+UOBIdlZWVgbA/PnzP/bY1KlTadeuHZdccgnAjomrt59SJkmSJEmSmk9ei0IhhO4hhAdDCK+FEBaEEE7KZ39JUl1dDUDfvn0LHMnO+vRJT/D9/vvv77R8zpw5LFiwgC9+8Ys7Yj722GP5p3/6J5555hkWLFjQ7LFKkiRJkpRk+T5S6BfAYzHGo4FPA37zz5EYIwAhhAJHsrP64poyZQrAxy5rP3LkyJ0elyRJkiRJzSNvVx8LIXQDTgVGAsQYNwGb8tVf0hx00EG89tprVFVVNbhNu3bpGuC2bdvqXWf7Y9vXbax3330XgP3222/HspUrV/Lggw/SvXv3HZez3+6f//mf+e53v8s999zDj3/842ab/0iSJLVOY8eOJZVKNWkbJSUlTJgwISfxSJLUmuXzkvSHAe8D00IInwYqgatjjB/lsc/E+NznPsdf/vIXnnzySb7xjW80qM2+++4LpK8CVp+amhoAunfvnlVcTz31FMBOV0O755572LBhAxs2bKBz5851tvvggw946KGH+Od//ues+pUkScmQSqWYO+9pivt0zKp9zTL/RylJ0nb5LAoVAf8EXBVjnBdC+AVwHfCftVcKIYwCRgH0PLAnpZNLAbjqhKsYuN9AxvxhDACn9DuF8WeM58SpJ3JbyW2EmsDRxUfz1sq3WL9lPQCH9TiMTVtb/hv9pq2b2LRlE2+sfAOAvdrvxeE9D+f1D15ny7YtAAzoNYDqtdWs3rgagIO7HczmbZtZvnY5AOdccA4//vGPefChBxn+zHA+ecwnObTHobxW8xrbYvpon4HFA6laXcUHaz6g414d6XtoX/baay9ef/11nlv4HEf2PZIuHbuw5MMlAHTp0IW5c+cCcMiAQ1jw/gIG7jeQpR8uZdmaZQBs2baF9z96n/fXpecM2r/L/nQu6szSVUtZvGgxDzzwACEEBp01iFfff5V2od2OU8O+9JUv0blzZ7p27MqmrZvYuHUjAJvXbeb3M3/PhEkTKDm9hG57daP3Pr1Z+MFCAIraFXFUr6N4c8WbO9oc0eMIVmxYwYr1KwA4qOtBBMKOOLt36s5+e+/HohWLAOjYPv3Bceh9Q6lanT66avZFs5n0wiQeef0RAG79wq1s2LKBmytuBuCCYy5gxLEjGPbbYek+ex7Bfeffx1n3nkXNunTxrHxkObfMuYUnFj8BwO1n3k71mmrGPzcegEs+fQlDjhjCiIdGAHDs/scyfeh0Bk8fzEeb0vXR5y9/nnF/GsfTbz8NwKSzJ7Hg/QXcMf8OAEYdN4qT+p7EZQ+nT707/qDjufOcOxk0dRBbt22lfbv2zLt8HqMfHc0L774AwLTzpjG3ai6TK9OTeO/u7wmgS8cuVIysYOSskbz895cBmPHVGcx+Yzb3vHQPAONOHkfvrr255vFrADj9sNO54dQbKJteBkDx3sU8dvFjDH9wOG+sSI/tmRfOZMbLM7j/lfsBuHHwjXQq6sT1T14PwLlHncuY48cw5DdDAOjbrS+zhs9yP7mf3E/uJ/eT+6ne/dR+c3uK+3Rk2JXpeQwba+bEZWzcspHbnr3N/eTfU6vZT69Xv05Xmia1PAXgfmrkftr+/aspqtdUN+h7Lvj3VHs/LaxeSLcm5r6yupLRj472dW/LhnpzFLbPAZNrIYQDgedjjP0z908Brosxnl1fm9LS0vjiiy/ucdsLFixg4MCBdT5WVlbGoqp5WX9QyLeZE5dxZN9BlJeXN3lbt956KzfccAP9+/fngQceoLS09GPrPPbYY9x222385S9/AdJz+Nx9991cdtll/PrXv95p7p+qqipOPPFEli1bRnl5OYMHD97x2PTp07nsssu49NJLmT59+sf6qaio4NJLL2Xp0qWMGTOGiRMnAvDcc8/x2c9+loEDB/Lqq6/W+Ty2bdvGYYcdxtKlS1m4cCFHHXVUU9JSr92NG0mS1Do09bNeLj+LSc3FcV845r5wzH1uhRAqY4wfKxrk7UihGOPyEMI7IYQBMcaFwBeAuqsCysr111/Pli1b+MEPfsDxxx/PySefTGlpKfvssw/vvfcec+bMYdGiRTsVi372s5/xwgsvMG3aNObOncvpp59Ot27dWLp0KQ8//DBr1qzhe9/73k4FodpSqRQ33XQTABs3buS9995j3rx5vPrqq7Rr145rrrmG2267bcf62y83f/nll9f7PNq1a8dll13GTTfdxJQpUxg/fnwOsiNJkiRJknYnn6ePAVwF/CaE0BFYDFy2h/VzombZJmZOXNYcXTVazbJNHJnDq8jfeOONfO1rX2PSpEk89dRTTJs2jQ0bNtCrVy9KSkr43ve+x8UXX7xj/V69ejFv3jx++ctfMnPmTKZPn8769evp1asXgwcPZvTo0XzpS1+qt7+XXnqJl156CYC9996bHj16cPTRR3P++efz9a9/nSOOOGLHuqtWreKBBx6gY8eOXHLJJbt9Hv/yL//CzTffzN13380tt9xCx47ZzRMgSZIkSZIaJq9FoRhjCvj4OU15VFJS0pzdNdqRfXMf48CBA7njjjsavP4+++zD9ddfz/XXX9/gNiNHjtxx+fiG2nffffnoo4bNK37wwQezdevWRm1fkpLMKzBJkiSpqfJ9pFCz88OtJCkJvAKTJEmSmqrNFYUkSUqKpl6BSZIkScnWrtABSJIkSZIkqflZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRAFoUkSZIkSZISyKKQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlUVOgAcm3s2LGkUqlCh7FbJSUlTJgwodBhFMTIkSO5++67eeutt+jfv3+hw5EkSZIkKbHaXFEolUqRqqigpNCB1COVw22FEHb8XrRoEYcffnid65122mmUl5cDMG3aNEaOHLnjse1Fmtr23ntvDj30UM455xy+973v0aNHj4+tv+t2JEmSJElS69LmikIAJUB5gWOoT1mOt1dUVMSWLVv49a9/za233vqxxxctWkRFRcWO9epz3nnnUVJSAsDy5ct55JFH+MlPfsKDDz7I/Pnz6dmzZ44jlyRJkiRJheScQq3cAQccQGlpKdOmTauz6DN16lRijJxzzjm73c7QoUO56aabuOmmm/jVr37FwoUL+cQnPsGbb77JHXfcka/wJUmSJElSgVgUagOuuOIKli9fzqOPPrrT8s2bN3P33Xdz8sknc8wxxzRqm/vssw+XXnopAPPnz89ZrNtt27aN22+/naOPPppOnTrRt29fvv3tb7N69eqPrdu/f3/69+/P6tWrueaaa+jfvz8dOnTgpptuynlckiRJkiQlhUWhNmDEiBF06dKFqVOn7rT897//Pe+99x5XXHFFVtuNMQL/mLsol7797W/zwx/+kMGDB3P11VdTXFzMhAkT+PznP8+GDRs+tv6mTZv4/Oc/z6xZszjjjDO4+uqrOfTQQ3MelyRJkiRJSdEm5xRKmq5duzJ8+HCmT59OVVUVffv2BWDKlCl069aNCy64oM75hnZn7dq1OyagHjRoUM5jfvbZZ0mlUhxyyCEA/PjHP+ZrX/sav/vd7xg/fjz/+Z//udP61dXVfOITn6CiooIuXbrkPB5JkiRJkpLGI4XaiCuuuIKtW7dy1113AbB06VKeeOIJLrroIvbee+89tp81a9aOOYVGjx7NgAEDWLBgAYcffjjf+ta3ch7v1VdfvaMgBNCuXTvGjx9Pu3btdjyHXf3sZz+zICRJkiRJUo54pFAbMWjQID75yU9y11138R//8R9MnTqVbdu2NfjUsYcffpiHH34YgM6dO9O/f38uuugirrvuup0uSZ8rgwcP/tiyww47jIMPPpglS5bw4Ycf0r179x2PderUiU996lM5j0OSJEmSpKTySKE25IorrmDp0qU89thjTJs2jeOOO47PfOYzDWo7bdo0YozEGFm3bh2vvvoqt912W94uRX/AAQfUufzAAw8EYNWqVTst33///fMyt5EkSZIkSUllUagN+frXv07nzp355je/ybJlyxg1alShQ6rXe++9V+fy5cuXA7DvvvvutNyCkCRJkiRJuWVRqA3p3r07559/PlVVVXTp0oURI0YUOqR6VVRUfGzZ4sWLeeedd+jfv/9Op45JkiRJkqTcsyjUxvzoRz9i5syZPP7443Tt2rXQ4dTrF7/4BUuXLt1xf9u2bYwbN45t27Zx2WWXFTAySZIkSZKSwYmm25h+/frRr1+/QoexR5/97GcpKSnhwgsvZN999+Xxxx/npZde4rjjjuPaa68tdHiSJEmSJLV5bbIolALKChxDfVJASYFjaAl+/vOfM3PmTKZMmcKSJUvo1asXV199NTfffDOdOnUqdHiSJEmSJLV5ba4oVFJSUugQdquE3MUYY2zwuj/60Y/40Y9+9LHl06dPZ/r06Q3eTmPX313773znO3znO9/ZY5slS5Zk3Z8kSZIkSapbmysKTZgwodAhSJIkSZIktXhONC1JkiRJkpRAbe5IITWv6dOnN+j0rpKSEoYOHZr3eCRJkiRJUsNYFFKTTJ8+nYqKij2ud+mll1oUkiRJkiSpBbEopCYpLy8vdAiSJEmSJCkLzikkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgK12qJQjLHQIagVcbxIkiRJkrSzVlkUat++PZs3by50GGpFNm/eTPv27QsdhiRJkiRJLUarLAp17dqV1atXFzoMtSKrV6+ma9euhQ5DkiRJkqQWo1UWhXr27MnKlSupqalh06ZNnhqkOsUY2bRpEzU1NaxcuZKePXsWOiRJkiRJklqMokIHkI299tqLfv36sWLFCpYsWcLWrVsLHZJaqPbt29O1a1f69evHXnvtVehwJEmSJElqMVplUQjShaHevXvTu3fvQociSZIkSZLU6rTK08ckSZIkSZLUNBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUqgVjvRtCRJUqGMHTuWVCqVdfuSkhImTJiQs3gkSZKyYVFIkiSpkVKpFHPnPU1xn46NbluzbFMeIpIkSWq8vBaFQghLgDXAVmBLjLE0n/1JkiQ1l+I+HRl2ZZ9Gt5s5cVkeopEkSWq85jhS6LQYY00z9CNJkiRJkqQG8vQxSZIkSXvU1Lm0wPm0JKmlyXdRKAJ/CiFE4L9ijJPz3J8kSZKkPGjKXFrgfFqS1BLluyj02RjjuyGE/YEnQgivxRjn1F4hhDAKGAXQ88CelE5OTzt01QlXMXC/gYz5wxgATul3CuPPGM+JU08EoEvHLlSMrGDkrJG8/PeXAZjx1RnMfmM297x0DwDjTh5H7669uebxawA4/bDTueHUGyibXgZA8d7FPHbxYwx/cDhvrHgDgJkXzmTGyzO4/5X7Abhx8I10KurE9U9eD8C5R53LmOPHMOQ3QwDo260vs4bPYuh9Q6laXQXA7ItmM+mFSTzy+iMA3PqFW9mwZQM3V9wMwAXHXMCIY0cw7LfDADii5xHcd/59nHXvWdSsS59pVz6ynFvm3MITi58A4PYzb6d6TTXjnxsPwCWfvoQhRwxhxEMjADh2/2OZPnQ6g6cP5qNNHwHw/OXPM+5P43j67acBmHT2JBa8v4A75t8BwKjjRnFS35O47OHLADj+oOO585w7GTR1EFu3baV9u/bMu3weox8dzQvvvgDAtPOmMbdqLpMrJ7uf3E/uJ/eT+6mA+2njuo001cr1K/n9wt+7n7LYTwurF9KtCbmvrK6kdHKpf09Z7Kf2m9s3IfNpG7ds5LZnb/N1r5H7qbK6Muu5tCA9n9b2se/7U+P20+vVr9M1q6z/Q2p5CsDPEY3cT8vXLm9i5qF6TbXfc7PYT019r4X0++3oR0e3uM8RhdhP9QkxxiamuWFCCDcBa2OMP61vndLS0vjiiy82SzySJLVmZWVlLKqa16QvZ0f2HUR5eXluA0uIpuTf3DeNY79wzH3hmPvCMfeFY+5zK4RQWdfFv9rlscMuIYSu228DZwAv56s/SZIkSZIkNVw+Tx87AJgZQtjez//EGB/LY3+SJEmSJElqoLwVhWKMi4FP52v7kiRJkiRJyl7eTh+TJEmSJElSy2VRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRAFoUkSZIkSZISyKKQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBLApJkiRJkiQlkEUhSZIkSZKkBLIoJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQEWFDkCSJElqLqtqNpOqSVFWVpZV+5KSEiZMmJDTmCRJKhSLQpKkrI0dO5ZUKtWkbfgFS1Jz2rxxG0UbVkFFRaPbpnIfjiRJBWVRSJKUtVQqxdx5T1Pcp2NW7WuWbcpxRJK0ZyVAeRbtynIahSRJhWdRSJLUJMV9OjLsyj5ZtZ05cVmOo5EkSZLUUE40LUmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUqgBhWFQgi9Qgh3hBD+GkKoDCH8IoTQK9/BSZIkSZIkKT8aeqTQfcDfga8C5wPvA7/NV1CSJEmSJEnKr6IGrtczxvjDWvd/FEIYmod4JElSM1hVs5lUTYqysrKst1FSUsKECRNyFpOk3Rs7diypVKpJ2/DvVpJUW0OLQk+FEIYD92funw/8IT8hSZKkfNu8cRtFG1ZBRUVW7VO5DUdSA6RSKeY+V0lxjwFZta9ZuTDHEUmSWruGFoW+CVwD3Ju53w74KIRwDRBjjN3qaxhCaA+8CCyLMZ7TlGAlSR/X1P8c+1/j5CoByrNsW5azKCQ1RnGPAQz94uSs2s7686gcRyNJau0aVBSKMXZtQh9XAwuAegtHkqTsNeU/x/7XWJIkSUquBhWFQgin1rU8xjhnD+36AmcDt5A+0kiSlAfZ/ufY/xpLktT2OY+cpPo09PSxcbVudwJOACqBz++h3QTgWqDeI41CCKOAUQA9D+xJ6eRSAK464SoG7jeQMX8YA8Ap/U5h/BnjOXHqiQB06diFipEVjJw1kpf//jIAM746g9lvzOael+5JB33yOHp37c01j6frUacfdjo3nHoDZdPLACjeu5jHLn6M4Q8O540VbwAw88KZzHh5Bve/kp4+6cbBN9KpqBPXP3k9AOcedS5jjh/DkN8MAaBvt77MGj6LofcNpWp1FQCzL5rNpBcm8cjrjwBw6xduZcOWDdxccTMAFxxzASOOHcGw3w4D4IieR3Df+fdx1r1nUbOuBoDykeXcMucWnlj8BAC3n3k71WuqGf/ceAAu+fQlDDliCCMeGgHAsfsfy/Sh0xk8fTAfbfoIgOcvf55xfxrH028/DcCksyex4P0F3DH/DgBGHTeKk/qexGUPXwbA8Qcdz53n3MmgqYPYum0r7du1Z97l8xj96GheePcFAKadN425VXOZXDnZ/eR+cj+1kP20bPUyYF+ytXHLRm579ras9lNldWWTDwOtrK6kdHJpm99Puf572rhuYxMz33SV1ZXMWTonkftpYfXCJo397ePe173G76f2m9s3IfNNt33fFWI/VdVU0Z6+TYr/9Q9eB8hqP+XyNd/PEY37e3q9+vX6v1A1QC7mkausruS10tcSt5+Wr12eVc5qq15T7ffcLPZTU99rIT1uRz86usV9jijEfqpPiDE2OrEhhIOB22KMI3azzjnAl2KMY0IIZcB39zSnUGlpaXzxxRcbHY8kJVlZWRmLFqzN+kihIwfuQ3l5efZ9V81j2JV9smo/c+Iyjuw7KOv+k6ypuZ9y/WJO2hCbNqfQ4MGJ3XdNyb/jvmkKOfbLoKDjvimv9+Brfmvma37hOO4Lx9znVgihMsZYuuvydllurwo4dg/rfBb4cghhCXAf8PkQwr27byJJkiRJkqTm0NA5he4Ath9S1I70BUte2l2bGOO/A/+eaV9G+kihi7OMU5IkqU1wbg9JktRSNHROodrndG0BZsQYn81DPJIkSW1aLub2kCRJyoWGXpL+7u23Qwj/FGP8a2M6iTGWQ9ansEqSJLUpJWT/wagsZ1FIkqSka+iRQrVNBf4p14FIktTajB07llQq1aRteBqQkqapfzepVIouxbmLR5KkJMumKBRyHoUkSa1QKpVi7nOVFPcYkFX7mpULcxyR1PKlUilSc5+lpGd2F9heu3oVXYo75TgqSZKSKZui0A9yHoUkSa1UcY8BTbo8tLLjUVqtW0nPrpSffUJWbbvf82SOo5EkKbl2WxQKIdR1mtjb25c3dm4hSW1XU7+g+eVMUmN4lJbU+njlPUlqefZ0pNDPMr87AaWkL0MfgE8B84DP5S80Sa1JU76g+eVMUjY8SktqXbzyniS1PLstCsUYTwMIIdwHjIox/l/m/rHAd/MfnqTWJNsvaH45kyQpGUrwynuS1JK0a+B6R28vCAHEGF8m/ZouSZIkSZKkVqihE00vCCFMBe4FInAxsCBvUbViTnxZOOZekiRJkqSGa2hR6DJgNHB15v4c4M68RNTKOfFl4Zh7SZLyr6n/hEmlUpR0bujB6pIkKZ8aVBSKMW4IIfwK+GOM0W/Oe+DEl4Vj7iVJyq+m/hNm9eo10HnfHEcltWy5KKZ2Kc5dPJK0XYOKQiGELwPjgY7AoSGEEuDmGOOX8xibJEmSWqCm/BNm6gODcxyN1PKlUilSc5+lpGfXrNqvXb2KLsWdchyVJDX89LHvAyeQuVhAjDEVQuifp5gkSZIkqU0p6dmV8rNPyKpt93uezHE0kpTW0BO6t8QYV+U1EkmSJEmSJDWbhh4p9HII4Z+B9iGEI4F/A57LX1iSJEmSJEnKp4YeKXQVcAywEfgfYBUwNk8xSZIkSZIkKc8aevWxdcANIYRbY4wf5TkmSZIkSZIk5VmDjhQKIZwcQngVWJC5/+kQwqS8RiZJkiRJkqS8aejpYz8HzgQ+AIgxvgScmq+gJEmSJEmSlF8NLQoRY3xnl0VbcxyLJEmSJEmSmklDrz72TgjhZCCGEDqSvvrYgvyFJUmSJEmSpHxq6JFC/wpcCfQBlgElmfuSJEmSJElqhRp69bEa4KI8xyJJkiRJkqRm0qCiUAjhMOAXwIlABOYC344xLs5jbJIkSZIkSY22qmYzqZoUZWVlWW+jpKSECRMm5Cymlqihcwr9DzARGJa5PxyYAQzKR1CSJEmSJEnZ2rxxG0UbVkFFRVbtU7kNp8VqaFEoxBj/u9b9e0MI38pHQJIkSZIkAYwdO5ZUKtWkbSThaA/VrQQoz7JtWc6iaNkaWhR6KoRwHXAf6dPHLgT+EELoCRBjXJGn+CRJkiRJCZVKpZj7XCXFPQZk1b5m5cIcRyS1LQ0tCl2Y+T0q8ztkfv8L6SLRYbkMSpIaw/8gSZIktV3FPQYw9IuTs2o768+j9rySlGC7LQqFEI4H3okxHpq5fynwVWAJcJNHCElqCVKpFHPnPU1xn45Zta9ZtinHEUmS1PKsWvMOqdTGrCddTaVSdCnObUySpMLa05FC/wV8ESCEcCrwY+Aq0qfmTQbOz2dwktRQxX06MuzKPlm1nTlxWY6jkSSp5dm8ZR1FWzfAwr9l1X7t6lV0Ke6U46gkSYW0p6JQ+1pHA10ITI4xPgQ8FEJI5TUySZIkSTlV0rMr5WefkFXb7vc8meNoJEmFtseiUAihKMa4BfgC/5hTqCFtJUnSbjTlVA5P45AkSVJT7amwMwOoCCHUAOuBpwFCCEcAq/IcmyRJbVpTTuXwNI6mcW4VSZLyq6kXg/G9tnnstigUY7wlhPAk0Bv4U4wxZh5qR3puIUmS1ATZnsrhaRxN49wqkiTlVyqVIjX3WUp6ds2qve+1zWOPp4DFGJ+vY9nr+QlHkiSpeTi3iiRJ+eV7bcvXrtABSJIkSZIkqflZFJIkSZIkSUogryAmSZIkSVIerKrZTKomlfWFDQBKSkqYMGFCzmJqqFxMFF3S2eNQWjqLQpIkSZIk5cHmjdso2rAKKiqyap/KbTiN6zuVYu5zlRT3GJBV+9Wr10DnfXMclXLNopAkSZIkSXlSApRn2bYsZ1Fkp7jHAIZ+cXJWbac+MDjH0SgfPJZLkiRJkiQpgSwKSZIkSZIkJZCnj0mSJEnSbjjhrqS2yqKQJEmSJO2GE+5KaqssCkmSJEnSHjjhrqS2yGMYJUmSJEmSEsgjhSRJkiRJbdKqNe+QSm2krKwsq/apVIouxbmNSWpJLApJkiRJktqkzVvWUbR1Ayz8W1bt165eRZfiTjmOSmo5LApJkiRJktqskp5dKT/7hKzadr/nyRxHI7UszikkSZIkSZKUQHkrCoUQOoUQ5ocQXgohvBJC+EG++pIkSZIkSVLj5PP0sY3A52OMa0MIHYBnQgizY4zP57FPSZIkSZIkNUDeikIxxgiszdztkPmJ+epPkiRJkiRJDZfXiaZDCO2BSuAIYGKMcV4d64wCRgH0PLAnpZNLAbjqhKsYuN9AxvxhDACn9DuF8WeM58SpJwLQpWMXKkZWMHLWSF7++8sAzPjqDGa/MZt7XroHgHEnj6N3195c8/g1AJx+2OnccOoNlE0vA6B472Ieu/gxhj84nDdWvAHAzAtnMuPlGdz/yv0A3Dj4RjoVdeL6J68H4NyjzmXM8WMY8pshAPTt1pdZw2cx9L6hVK2uYmH1QroxoEl5q6yuZO2mtdwy5xaeWPwEALefeTvVa6oZ/9x4AC759CUMOWIIIx4aAcCx+x/L9KHTGTx9MB9t+giA5y9/nnF/GsfTbz8NwKSzJ7Hg/QXcMf8OAEYdN4qT+p7EZQ9fBsDxBx3PnefcyaCpg9i6bSvt27Vn3uXzGP3oaF549wUApp03jblVc5lcObnF7aeV61eSrj1m74N1H+wYgxcccwEjjh3BsN8OA+CInkdw3/n3cda9Z1GzrgaA8pHl7qfMflr83mI6c1jWua+srmTofUN3+nsCmH3RbCa9MIlHXn8EgFu/cCsbtmzg5oqbd+ynjVs2Zt3vdus3r9+x71vbflq2ehmwb9bPfeOWjdz27G1Zve5VVlfSLeueYVXNZp5+92m6DuhKyYElLP1wKSs3rATgiB5HsHHrRt5Z/Q4AB3Y5kJ6de/JqzasAdOnQhaOLj+aNjm9w4PkHAs2/n3Lxmt+aVVZXMmfpnIK87nWmc3M/3RZl45aNO16zmvv9Kf13n+xxXzq5tEHvT7n+HFFVU0V7+jbr821pVq5fuWPs7+lzOTTsc0RD9tPilYuB/ZvzqbY4ldWVnHXvWTn//gS7309Jf6+F9OfUX877ZbN/z9U/XvNbSz0C6v97qk9IH9CTXyGE7sBM4KoY48v1rVdaWhpffPHFvMeTT2VlZSxasJahX5ycVftZfx7FkQP3oby8PLeBJYC5L6ym5L+puS8rK2NR1TyGXdknq/YzJy7jyL6DWu2+b825n3L9YjpviJRk1RpSQMngwQXbd0193Zn6wGBO6tUhqyuidL/nSbr0K2pS7k/aECnPqjWUASQ099C0/Jv7wuUempb/MjD3CX3dMfeYe3PfaOa+ZQkhVMYYS3dd3iyXpI8xfhhCKAfOAuotCkmSkqcEmvZmLUmSJCkr+bz62H6ZI4QIIXQGvgi8lq/+JEmSJEmS1HD5PFKoN3B3Zl6hdsD9McZH89ifJEmSJEmSGiifVx/7G/CZfG1fkiRJkiRJ2cvb6WOSJEmSJElquSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRAFoUkSZIkSZISyKKQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBLApJkiRJkiQlkEUhSZIkSZKkBLIoJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJVBRoQOQ2oqxY8eSSqWatI2SkhImTJiQk3gkSZIkSdodi0JSjqRSKebOe5riPh2zal+zbFOOI5IkSZIkqX4WhaQcKu7TkWFX9smq7cyJy3IcjSRJkiRJ9XNOIUmSJEmSpASyKCRJkiRJkpRAnj4mSQm2as07pFIbKSsry6p9KpWiS3FuY5IkSZLUPCwKSVKCbd6yjqKtG2Dh37Jqv3b1KroUd8pxVJIkSZKag0UhSUq4kp5dKT/7hKzadr/nyRxHI0mSJKm5OKeQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBLApJkiRJkiQlkEUhSZIkSZKkBLIoJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEyltRKIRwcAjhqRDCghDCKyGEq/PVlyRJkiRJkhqnKI/b3gJ8J8b41xBCV6AyhPBEjPHVPPYpSZIkSZKkBsjbkUIxxuoY418zt9cAC4A++epPkiRJkiRJDdcscwqFEPoDnwHmNUd/kiRJkiRJ2r18nj4GQAhhH+AhYGyMcXUdj48CRgH0PLAnpZNLAbjqhKsYuN9AxvxhDACn9DuF8WeM58SpJwLQpWMXKkZWMHLWSF7++8sAzPjqDGa/MZt7XroHgHEnj6N3195c8/g1AJx+2OnccOoNlE0vA6B472Ieu/gxhj84nDdWvAHAzAtnMuPlGdz/yv0A3Dj4RjoVdeL6J68H4NyjzmXM8WMY8pshAPTt1pdZw2cx9L6hVK2uYmH1QroxoEk5q6yuZO2mtdwy5xaeWPwEALefeTvVa6oZ/9x4AC759CUMOWIIIx4aAcCx+x/L9KHTGTx9MB9t+giA5y9/nnF/GsfTbz8NwKSzJ7Hg/QXcMf8OAEYdN4qT+p7EZQ9fBsDxBx3PnefcyaCpg9i6bSvt27Vn3uXzGP3oaF549wUApp03jblVc5lcObnF7aeV61cCHZqU+w/WfbBjDF5wzAWMOHYEw347DIAjeh7Bfeffx1n3nkXNuhoAykeW79hP6X3fNJXVlcxfNr9V7qfF7y2mM4c16bkPvW/oTn9PALMvms2kFybxyOuPAHDrF25lw5YN3FxxM5DeTxu3bMy63+3Wb16/Y9+3tr+nZauXAfs2OQetVWp5ase+a+79lIvX/NassrqSOUvnFOT9qTOdm/vptigbt2zcMe739P4Euf0cUVldmfhxXzq5tEHvT435HAF73k9VNVW0p2+zPt+WZuX6lTvG/p4+l0PDPkc0ZD8tXrkY2L85n2qLU1ldyVn3npXz70+w+/2U9PdaSH9O/eW8Xzb791z94zW/tdQjoP6/p/qEGGPOEvaxjYfQAXgUeDzGePue1i8tLY0vvvhi3uJpDmVlZSxasJahX5ycVftZfx7FkQP3oby8PLeBJUChc19WVsaiqnkMuzK7syRnTlzGkX0Htdp935T8m/umaUrupz4wmJN6daD87BOy6rv7PU/SpV9R1rmfcv1iTtoQKc+qNZQBDB5csH3X1NedpuTf3Bcu99C0/Jv71vu6UwbmPqGvO+Yec2/uG83ctywhhMoYY+muy/N2pFAIIQC/BhY0pCAkSYWyqmYzqZoUZWVlWW+jpKSECRMm5CwmSZIkScq3fJ4+9lng68D/hRBSmWXXxxj/mMc+JanRNm/cRtGGVVBRkVX7VG7DkSRJkqRmkbeiUIzxGSDka/uSlEsl0LRDSyVJkiSplWmWq49JkiRJkiSpZbEoJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRAFoUkSZIkSZISyKKQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBLApJkiRJkiQlkEUhSZIkSZKkBCoqdACStGrNO6RSGykrK8uqfSqVoktxbmOSJEmSpLbOopCkgtu8ZR1FWzfAwr9l1X7t6lV0Ke6U46gkSZIkqW2zKCSpRSjp2ZXys0/Iqm33e57McTSSJEmS1PY5p5AkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEqio0AFISltVs5lUTYqysrKst1FSUsKECRNyFpMkSZIkqe2yKCS1EJs3bqNowyqoqMiqfSq34UiSJEmS2jiLQlILUgKUZ9m2LGdRSJIkSZKSwDmFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRAFoUkSZIkSZISyKKQJEmSJElSAuWtKBRCuCuE8PcQwsv56kOSJEmSJEnZyeeRQtOBs/K4fUmSJEmSJGUpb0WhGOMcYEW+ti9JkiRJkqTsOaeQJEmSJElSAhUVOoAQwihgFEDPA3tSOrkUgKtOuIqB+w1kzB/GAHBKv1MYf8Z4Tpx6IgBdOnahYmQFI2eN5OW/p6ctmvHVGcx+Yzb3vHQPAONOHkfvrr255vFrADj9sNO54dQbKJteBkDx3sU8dvFjDH9wOG+seAOAmRfOZMbLM7j/lfsBuHHwjXQq6sT1T14PwLlHncuY48cw5DdDAOjbrS+zhs9i6H1DqVpdxcLqhXRjQJNyUlldydpNa7llzi08sfgJAG4/83aq11Qz/rnxAFzy6UsYcsQQRjw0AoBj9z+W6UOnM3j6YD7a9BEAz1/+POP+NI6n334agElnT2LB+wu4Y/4dAIw6bhQn9T2Jyx6+DIDjDzqeO8+5k0FTB7F121bat2vPvMvnMfrR0bzw7gsATDtvGnOr5jK5cnKL208r168EOjQp9x+s+2DHGLzgmAsYcewIhv12GABH9DyC+86/j7PuPYuadTUAlI8s37Gf0vu+sCqrKymdXFqQ/bT4vcV05rDmfLotSvWaav7vvf8ryN/TstXLgH2b+Rm3HKnlqR1/t839upeL1/zWrLK6kjlL5xTk/akznZv76bYoG7ds3DHu9/T+BLn9HFFZXZn4cV86uZTZF81m0guTeOT1RwC49Qu3smHLBm6uuBlo/OcI2PN+qqqpoj19m/X5tjQr16/cMfb39LkcyNl+WrxyMbB/cz7VFqeyupKz7j0r59+fYPf7KenvtQDrN6/nl/N+2ezfc/WP1/zWUo+A+v+e6hNijDlL2Mc2HkJ/4NEY47ENWb+0tDS++OKLeYunOZSVlbFowVqGfnFyVu1n/XkURw7ch/Ly8twGlgCFzn1ZWRmLquYx7Mo+WbWfcv1iTtoQya53KAMYPLhgY6cp+Z/6wGBO6tWB8rNPyKrv7vc8SZd+Rebe3De7pr7uNCX/5r5wuYem5d/ct97XnTIw9wl93TH3mHtz32jmvmUJIVTGGEt3XV7wI4WklmLVmndIpTZSVlaWVftUKkWX4tzGJEmSJElSvuStKBRCmEG6uFYcQqgCvh9j/HW++pOaavOWdRRt3QAL/5ZV+7WrV9GluFOOo5IkSZIkKT/yVhSKMY7I17alfCnp2bVJhzdKkiRJktRaePUxSZIkSZKkBLIoJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEKip0AMqtsWPHkkqlmrSNkpISJkyYkJN4JEmSJElSy2RRqI1JpVLMnfc0xX06ZtW+ZtmmHEckSZIkSZJaIotCbVBxn44Mu7JPVm1nTlyW42gkSZIkSVJL5JxCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJZBFIUmSJEmSpASyKCRJkiRJkpRARYUOQC3LqprNpGpSlJWVZb2NkpISJkyYkLOYJEmSJElS7lkU0k42b9xG0YZVUFGRVftUbsORJEmSJEl5YlFIH1MClGfZtixnUUiSJEmSpHxyTiFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsg5hVqYVWveIZXamPXVv1KpFF2KcxuTJEmSJElqeywKtTCbt6yjaOsGWPi3rNqvXb2KLsWdchyVJEmSJElqaywKtUAlPbtSfvYJWbXtfs+TOY5GkiRJkiS1Rc4pJEmSJEmSlEAWhSRJkiRJkhLIopAkSZIkSVICWRSSJEmSJElKIItCkiRJkiRJCWRRSJIkSZIkKYEsCkmSJEmSJCWQRSFJkiRJkqQEsigkSZIkSZKUQBaFJEmSJEmSEsiikCRJkiRJUgJZFJIkSZIkSUogi0KSJEmSJEkJZFFIkiRJkiQpgSwKSZIkSZIkJVBei0IhhLNCCAtDCG+EEK7LZ1+SJEmSJElquLwVhUII7YGJwBDgE8CIEMIn8tWfJEmSJEmSGi6fRwqdALwRY1wcY9wE3Aecl8f+JEmSJEmS1EBFedx2H+CdWvergEF57K/FqFm5kFl/HpVV281b1pFa0Y6yP8zPqv3aLVtYv2wbMycuy67/jZEUUJZVa0gBJVm2zQVzX1jZ5t/cN525L5xCve6Y+9b7mm/uW+/rTgpzn+TXHXNfOOa+cMx92xdijPnZcAhfA86MMV6euf914IQY41W7rDcK2D7KBgAL8xJQshQDNYUOIqHMfeGY+8Ix94Vj7gvL/BeOuS8cc1845r5wzH3hmPvcOSTGuN+uC/N5pFAVcHCt+32Bd3ddKcY4GZicxzgSJ4TwYoyxtNBxJJG5LxxzXzjmvnDMfWGZ/8Ix94Vj7gvH3BeOuS8cc59/+ZxT6AXgyBDCoSGEjsBw4Pd57E+SJEmSJEkNlLcjhWKMW0II3wIeB9oDd8UYX8lXf5IkSZIkSWq4fJ4+Rozxj8Af89mH6uTpeIVj7gvH3BeOuS8cc19Y5r9wzH3hmPvCMfeFY+4Lx9znWd4mmpYkSZIkSVLLlc85hSRJkiRJktRCWRQqsBDCwSGEp0IIC0IIr4QQrs4svymEsCyEkMr8fKlWm38PIbwRQlgYQjgzm+3nso/WLISwJITwf5nn/2JmWc8QwhMhhEWZ3z1qrd+ovNS1/Vz30RqFEAbUGnepEMLqEMLYHI77OrefeSwR4z6EcFcI4e8hhJdrLWv0uAshHJcZw2+EEH4ZQgh76PdrmdeabSGE0l0ea1QfIYS9Qgi/zSyfF0Lon4PU5F09uW/0uMtV7kMI/UMI62v1/as99dGKc1/fe2pzjP3xIYTXQgh/CyHMDCF0z7aP1pj/3eS+OcZ+nblPytgPIXQKIcwPIbyUyf0PMsubY9z/MJP3VAjhTyGEg7Lto43lvjnGfZ25T8q43y6E0D6E8L8hhEcz9/M+7mu1+24IIYYQirPto43lPu/jvla7nXKftHGfczFGfwr4A/QG/ilzuyvwOvAJ4Cbgu3Ws/wngJWAv4FDgTaB9Y7efuZ+TPlrzD7AEKN5l2W3AdZnb1wE/yTYvdW0/13209h/SE9EvBw7Jx5isvf3M/USMe+BU4J+Al5sy7oD5wElAAGYDQ/bQ70BgAFAOlDYkv/X1AYwBfpW5PRz4baHz2oTcN3rc5TD3/WvHskubtpb7+t5Tm2PsnwEUZW7/pCl9tMb87yb3zTH268t9IsZ+5jnsk7ndAZgHnNhM475brdv/Vit3SRn39eW+OcZ9fblPxLiv9ZyuAf4HeDRzP+/jPtPmYNIXVFpK5rN+Usb9bnKf93G/m9wnatzn+scjhQosxlgdY/xr5vYaYAHQZzdNzgPuizFujDG+BbwBnBBCOCRTES8OIbQLITwdQjgji+3X20fTnmmrch5wd+b23cDQWssbnPtc9pGTZ9VyfQF4M8a4dDfrNCX3Ddl+vX1k+ZwKLsY4B1ixy+LGju3epD90zo3pd8x7trcJITwcQrgkc/ubIYTfZPpdEGNcWEdIje5jl3gfBL7Q0P8gFVI9ua9Pc+S+Tm009/W95zXH2P9TjHFLZrvPA32z7YNWmP8cfp7JZe7r1AZzH2OMazN3O2R+Is0z7lfXCqVLpt+s+qBt5b4+zZH7OrW13AOEEPoCZwNTay3O+7jP+DlwLTvnPRHjHurNfX2aI/f1xdnmcp8PFoVakMwha58h/V8GgG+F9GGhd4V/HPrYB3inVrMqoE/mC+9PgF8B3wFejTH+aQ/bb1QfTX1+LVQE/hRCqAwhjMosOyDGWA3pD7nA/pnl2eS+ru03uo8cPM+WbDgwo9b9nI77OrbfqD6yflYtU2PHXZ/M7V2XA4wCbgwhnEI691ftoe9s+tjRJvOFbxXQaw/9tGSNGXe5zD3AoSF9iHdFpt32vtts7nd5z2vusf8vpP8bmW0frTr/Tfk8Q25zDwkZ+yF9GkcK+DvwRIyx2cZ9COGWEMI7wEXAjU3ooy3lHpph3NeTe0jIuAcmkC4ObKu1LO/jPoTwZWBZjPGlXeJJzLin7txDnsf9bnIPyRn3OWdRqIUIIewDPASMzVT+7wQOB0qAauBn21eto3kEiDFOJX3I9r8C393D9smmjzboszHGfwKGAFeGEE7dzbrZ5L4x299tH21RCKEj8GXggcyiXI/7XbefVR8JUN9z313e3yP9AfQp4Dsxxj0dGdPoPvbwWGvT2HGXy9xXA/1ijJ8hc6h3CKHb7vrYw2MtXj3veXWuWseyJuU/hHADsAXY/l/NRI39HHyeyWXuEzP2Y4xbY4wlpI+SOiGEcOxuVs9p7mOMN8QYDyad929l28ceHmux6sl9s4z7enKfiHEfQjgH+HuMsbKhTepY1ujchxD2Bm5g5yJc1n3s4bEWaTe5z+u430PuEzHu88WiUAsQQuhA+gPUb2KMv4P0H0LmTWYbMIV/nMZSRfo8yu36Au9mtrM3/zhkep/dbT/bPtqaGOO7md9/B2aSzsF7mUMNtx9y+PfM6o3OfT3bJ5s+2qghwF8zL/w5Hfd1bT/bPtqQxo67KnY+DWPXnHwS+AA4iD3Lpo8dbUIIRcC+NPy0rBYli3GXs9xnDtf+IHO7kvS5/EftoY9Wm/t63vOaZeyHEC4FzgEuyhymnm0frTL/Ofo8k7PcJ23sA8QYPyQ9r9hZNP9r/v8AX21CH20m9wV4zd+R+wSN+88CXw4hLAHuAz4fQriX/I/7w0nPi/NSpu++wF9DCAdm2UebyX0zjPt6c5+gcZ8fsQVMbJTkH9IVynuACbss713r9rdJn4cJcAw7T9S1mH9M1HUHcD3pQ0gf3d32s+2jLf2QPv+6a63bz5H+EDWenSeouy3L3Ne5/cz9RvfRFn9Iv5Fc1pQxWVfu69t+tn201h92mXQvy7H9AulJM7dPzvelzPITgBTpN+pFwKG79F3OzpMdZ9PHlew8AeD9hc5pE3KfzdjOVe73q7XNw4BlQM+2mHvqf0/N+9gn/f7xKrDfLn0nYuzvJvd5H/u7yX0ixn7meXbP3O4MPE26QNYc4/7IWnFcBTyYsHFfX+6bY9zXl/tEjPtd9kMZ//j83WyfdTLrLOEfkx0nYtzvJvfN9lmnjtwnbtzndD8WOoCk/wCfI32Y2t8yAz8FfAn4b+D/Mst/v8sf2Q2kq58L+cfs6YNJT664/Y/hd8Bl9W0/s06j+mhrP5kXjJcyP68AN2SW9wKezLwAPbn9BSWL3Ne5/Wz6aIs/wN6kq//71lqWk3Ff3/az6aO1/pCeR6ka2Ez6PyHfyGbcAaXAy5nH/h/pN9S9MuN6+5WGvkz68N4ADMv0txF4D3g8mz4yyzuRPvXvDdJXjjis0HltQu4bPe5ylXvS/z1+JdPur8C5bTj39b2nNsfYf4P03ATb+/1Vksb+bnLfHGO/ztwnZewDnwL+N5Pjl4EbM8ubY9w/lFn/b8AjpOf7S9K4ry/3zTHu68x9Usb9LvuhjH8UJvI+7nfpewm1rjSchHG/m9znfdzXl/skjvtc/mxPiCRJkiRJkhLEOYUkSZIkSZISyKKQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBigodgCRJUksSQth+SWOAA4GtwPuZ+yfEGDftoX0ZsCnG+Fy+YpQkScoFi0KSJEm1xBg/AEoAQgg3AWtjjD9txCbKgLWARSFJktSiefqYJEnSHoQQjgshVIQQKkMIj4cQemeW/1sI4dUQwt9CCPeFEPoD/wp8O4SQCiGcUtDAJUmSdiPEGAsdgyRJUouUOVLoI2AYcF6M8f0QwoXAmTHGfwkhvAscGmPcGELoHmP8MMujiyRJkpqdp49JkiTt3l7AscATIQSA9kB15rG/Ab8JIcwCZhUiOEmSpGxZFJIkSdq9ALwSYzypjsfOBk4Fvgz8ZwjhmGaNTJIkqQmcU0iSJGn3NgL7hRBOAgghdAghHBNCaAccHGN8CrgW6A7sA6wBuhYqWEmSpIayKCRJkrR724DzgZ+EEF4CUsDJpE8juzeE8H/A/wI/jzF+CDwCDHOiaUmS1NI50bQkSZIkSVICeaSQJEmSJElSAlkUkiRJkiRJSiCLQpIkSZIkSQlkUUiSJEmSJCmBLApJkiRJkiQlkEUhSZIkSZKkBLIoJEmSJEmSlEAWhSRJkiRJkhLo/wfkhkgaz0ny+AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "xaxis = np.arange(1, len(xlabel)*1.50+1, 1.50)\n",
    "width = 0.25\n",
    "edgewidth = 1.5\n",
    "\n",
    "ax.bar(xaxis - 1.5*width, omp_sp, width,label='OMP', color='slateblue', edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis - width/2, mpi_sp, width, color=\"tomato\", label='MPI_be', edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis + width/2, cuda_sp, width, color=\"olivedrab\", label='CUDA', edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis + 1.5*width, mpi_br_sp, width,color='red', label='MPI_br', edgecolor='black', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"Aceleración en función del test\")\n",
    "ax.set_ylabel(\"Speed-up\")\n",
    "ax.set_xlabel(\"Test\")\n",
    "ax.set_xticklabels(xlabel)\n",
    "ax.set_xticks(xaxis)\n",
    "ax.legend(fontsize=20)\n",
    "ax.set_axisbelow(True)\n",
    "ax.grid(zorder=0, color='green', linestyle='--', axis='y')\n",
    "\n",
    "fig.set_size_inches((20,8))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "omp_cores = 4\n",
    "mpi_cores = 12\n",
    "\n",
    "omp_ef =    100*omp_sp/omp_cores\n",
    "mpi_ef =    100*mpi_sp/mpi_cores\n",
    "mpi_br_ef = 100*mpi_br_sp/mpi_cores\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "width = 0.3\n",
    "\n",
    "ax.bar(xaxis - width, omp_ef, width,label='OMP', color=\"steelblue\", edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis , mpi_ef, width, color=\"tomato\", label='MPI', edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis + width, mpi_br_ef, width, color=\"red\", label='MPI_br', edgecolor='black', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"Eficiencia del paralelismo\")\n",
    "ax.set_ylabel(\"Eficiencia (%)\")\n",
    "ax.set_xlabel(\"Test\")\n",
    "ax.set_xticklabels(xlabel)\n",
    "ax.set_xticks(xaxis)\n",
    "ax.legend(fontsize=17)\n",
    "ax.grid(color='green', axis='y', linestyle='--')\n",
    "\n",
    "fig.set_size_inches((20,9))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "source": [],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "st = sr_gmean.loc[\"mpi\", \"Send\", \"real_time_nsec\"]\n",
    "st_br = sr_gmean.loc[\"mpi_br\", \"Send\", \"real_time_nsec\"]\n",
    "\n",
    "edgewidth=2\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(real_xaxis, st, '*-', label='MPI_be (Element wise)', linewidth=edgewidth)\n",
    "ax.plot(real_xaxis, st_br, '*-', label='MPI_br (Row wise)', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"Tiempo necesario para compartir los datos entre procesos\")\n",
    "ax.set_ylabel(\"Tiempo (ns)\")\n",
    "ax.set_xlabel(\"Tamaño de la matriz\")\n",
    "ax.set_xticklabels(xlabel, rotation=90)\n",
    "ax.set_xticks(real_xaxis)\n",
    "ax.legend(fontsize=20, shadow=True, fancybox=True)\n",
    "ax.grid(color='green', axis='y', linestyle='--')\n",
    "\n",
    "\n",
    "fig.set_size_inches((20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "%f 0.8626628853516762\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
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Pz0/BkUguZ4zBz8+PsmXLUqJECdasWcOpU6eyuiwREREREZEcL9eGR9HR0RQtWjSryxCRLFCsWDF8fX2ZOnUqMTExWV2OiIiIiIhIjpZrw6OkpCR8fX2zugwRyQK+vr54eXkRGxvLP//8k9XliIiIiIiI5Gi5NjwCNFVNJI86/2c/f/787Nq1K4urERERERERydlydXgkInmbt7c3cXFxWV2GiIiIiIhIjqbwSERyLWMM1tqsLkNERERERCRHU3gkIiIiIiIiIiJpUngkIiIiIiIiIiJpUngkmW7x4sUYY/jxxx+vq50lS5ZgjGH48OHuKUwyxBhDy5YtM6Uvay3169enefPmmdKfiIiIiIiIXE7hUS5njMEYg5eXV7qPLL/zzjsvHBsWFnbRvgEDBlzYd/4rICCAOnXq8Pzzz3Py5MlUj7+0HQCHw8GTTz5JvXr16Nq160X7WrZseVk/l34pKHI6f4337t2b1aV4lDGG119/nd9//52pU6dmdTkiIiIiIiJ5kk9WFyCe5+PjQ1JSEt9++y3vvPPOZft37tzJ0qVLLxyXlo4dO1K/fn0Ajhw5wuzZs3nvvfeYOnUqq1atomjRolesZcqUKWzYsIFJkyZdeJz6pfr370/lypVT3ZdZI14kbdu2baNAgQKZ1l/Hjh2pVasWL730Evfff3+anxsREREREZHMdOx0HI9OXsfnvW6hZJB/VpfjUQqP3CC7f2BKlSpFmTJlCA0N5Y033sDH5+LbPmbMGKy1tG/fnpkzZ6bZTqdOnRgwYMCF7ffff58mTZqwdetWPvvsM1577bUr1vLFF19QsGBBOnfunOYxAwYMUEiUjdWsWTPT++zfvz/PP/88Cxcu5K677sr0/kVERERERC716cKdhO85wacLdvJW55uzuhyP0rQ1N/h04U7C9zo/MNnVoEGDOHLkCHPmzLno9cTERMaNG8dtt93GTTfddFVtBgYG0r9/fwBWrVp1xeO3b9/OihUr6NChA/nz57+qvq7WiRMneOGFF6hVqxb58+enUKFCtG7dmt9+++2yY8PCwi5Ms5s/fz7NmzcnMDCQEiVKEBISwqlTpwBYt24d7du3p0iRIgQGBtKhQ4c0p41da/+LFy+mZcuWBAUFUbBgQdq1a8e2bdsuOt4Yw7hx4wCoUqXKhSl9aY3WOm/evHkYY3jppZcuen3RokUX2jhw4MBF+7p3744xht27d1/U/6Xh3pkzZ3jzzTepU6cOBQsWJCgoiGrVqvHAAw+wZs2ay2r566+/6Nq1K6VLl8bX15cKFSowZMgQDh06lGrtPXr0AODbb79N9z2KiIiIiIh42o0v/0rl539m4l/7scDEv/ZT+fmfufHlX7O6NI/JkyOPKj//s0fanfjXfib+td9t7e0d0c5tbfXs2ZOnnnqKMWPG0KlTpwuv//TTTxw9epQRI0awa9euq27XWguQoalECxYsAKBZs2ZX3c/V2LdvHy1btmTv3r00b96cNm3aEBsby5w5c2jTpg1fffUVgwYNuuy8n376iTlz5tC+fXsefvhhVqxYQVhYGHv27GHEiBG0bt2a5s2b8+CDD7Jp0yZmz57NP//8w6ZNm/Dy8rru/ufMmcOsWbNo27YtDz/8MFu3buWXX34hPDycrVu3Urx4cQBee+01Zs6cyYYNG3j88ccpXLgwwIX/pqV58+b4+vqycOFC3n777QuvL1q06ML3CxcuvDC6zFrLkiVLqFy5MlWrVk2zXWstbdq0YcWKFTRt2pSHHnoIHx8fDhw4wJIlS2jevDkNGza8cHxoaCiDBg3Cz8+PDh06UKFCBXbu3MmYMWOYPXs2K1eupGLFihf1UalSJcqVK8eCBQuw1mrqmoiIiIiIZJkl/21JrzEr2RN5FgAfL0O7umV4qV2tLK7Mc/JkeJQXBQUF0aNHD8LCwoiIiKB8+fIAfPPNNxQsWJDu3bunuh5SemJiYi6MgGnSpMkVj//9998BCA4OTve4sLAwlixZkuq+hx9+mNKlS6d7fv/+/dm3bx+TJ0++MGIF4NSpU7Rs2ZJhw4bRoUMHSpUqddF5P/30EwsXLqRFixaAc3Hve+65hwULFnDvvffy9ddf07t37wvHP/jgg4wdO5bZs2fTsWPH6+5/5syZzJs3j9atW1947YUXXmDEiBGMHTuWZ599FoDhw4ezd+9eNmzYwBNPPHHFEUfnFShQgCZNmrBixQqio6MpVKgQ4AyMbrnlFvbv339ReLRx40aOHz/Offfdl267mzdvZsWKFXTq1IkZM2ZctM/hcBAdHX1he8eOHQwZMoTKlSuzdOlSypUrd2HfokWLuPvuu3n88ccvawegUaNGzJw5k23btlG7du0MvWcRERERERF3OpuQxCuzNl8UHCVbS5CfT7ZcxsZd8mR45M4RPS/N2MR3q/bj6+1FQrKD3o0rZtu5joMGDeLbb79l7NixvPrqq+zbt4/58+czZMiQDC2APHPmzAvTtI4ePcpPP/3EoUOHqFatGo8++ugVz9+/3zkqq0yZMukedz6QSk2nTp3SDY82bNjA0qVL6dq160XBDThH5rz++ut06tSJadOmMXTo0Iv29+zZ80JwBODl5UXfvn1ZsGABderUuSg4AujXrx9jx45l/fr1F8Kj6+m/R48eFwVHAIMHD2bEiBEZmhaYEa1bt2b58uUsXbqUDh06cObMGVavXs1TTz3F7t27Wbhw4YVjz39/aU1pSW0qopeXF0WKFLmw/eWXX5KYmMgnn3xyUXAE0KpVKzp06MDs2bM5c+YMQUFBF+0/f9/379+v8EhERERERDLdsTNxPDRuNRsjovHxMrSqWZIn7qrBd6v2c/xMXFaX51F5Mjxyp8iYeHo3qUSvxhWz/QemSZMm3HzzzYwdO5aXX36ZMWPG4HA4Up1ClZpZs2Yxa9YswBkUVK5cmd69e/P8889fFBCkJSoqCuCKx55f9+da/PnnnwBER0czfPjwy/YfP34c4LJ1hCD1EVFly5YFuGja1Xnnw4+IiAiP9V+hQgUATp48edm+a9GqVSuGDx/OwoUL6dChA0uXLiUpKYnWrVtTuXJlpk6dyrZt26hVq9aF6WytWrVKt83atWtTv359Jk+ezL59++jYsSPNmjUjODgYX1/fi449f32WLl1KeHj4ZW0dO3aM5ORkduzYcdk1P/80v8jIyGt+/yIiIiIiItdi17EzDAgNJ+LkOSoUzU9YSGOqlQgE4K1OdbK4Os9TeHSdvur77w/8OeEDM2jQIIYNG8bcuXMJDQ2lYcOG3HLLLRk6NzQ09KKnrV2t8yNT4uLiPLZg9vmAav78+cyfPz/N42JiYi577fw0rpTOP5kuvX2JiYlu6T+1NYvO95GcnJxmW1fj1ltvJSAg4MKoooULF+Lr60uzZs0uTH9buHAh1atXZ9myZdSuXfuK0wS9vb1ZtGgRb7zxBlOnTuW5554DnFMl+/fvz7vvvktgoPMv1fPXZ+TIkem2mdr1OXfuHJD6CCcRERERERFPWbk7isHjV3M6Lol6FQrzbf9gigf6ZXVZmUpPW8tj+vbtS/78+RkyZAgHDx5k8ODBmdZ3yZIlgX8DBE84H/J88sknWGvT/AoNDc2V/V9Jvnz5aNasGVu2bOHw4cMsXLiQpk2bUqBAAWrUqEH58uVZsGABq1at4syZM1ccdXRekSJF+Oijjzhw4MCFxa9r1qzJ559/ziOPPHLhuPPXJzo6Ot3rk3L64HnnPzfnP0ciIiIiIiKeNnPdQfp++xen45L4T+1STBl067/B0ZkjENoWzhzN2iIzgcKjPKZw4cJ07dqViIgIAgIC6NmzZ6b1XbduXQC2b9/usT5uvfVWAJYvX+6xPrJD/97e3sC1jUg6v4bRlClT2Lx580VrGrVq1YolS5ZcGDWV0fWOUrrhhht48MEHWbp0KYGBgRemOsL1XZ/t27fj5eXFzTdnzzXFREREREQk97DW8vminTzx/XoSky0ht1fmyz4Nye/r/e9BS/8H+/6Epe9lXaGZROFRHvTWW28xY8YM5s2bd9mixJ50fh2jlStXeqyP4OBgmjdvzvTp0xk7dmyqx2zatIljx47l6P6LFSsG/LsI+dU4P5poxIgRWGsvC4+io6MZNWoUXl5eGVp7as+ePWzZsuWy10+ePEl8fPxF08weffRR8uXLx5NPPsmOHTsuOychISHVYCk+Pp7169dzyy23pDq9T0RERERExF0Skx28MH0T7/+2A2Pg1fa1ee2+m/D2Ms4D3ioJwwvB6m8B6/zv8ELO13MprXmUB1WsWJGKFStmer+tWrWicOHCzJs3j7feeivN48LCwliyZEmq++rXr0+nTp3S7ee7776jVatWPPjgg3z66ac0adKEwoULExERwcaNG9m8eTN//vmnx6Y/ZUb/rVu3ZuTIkQwaNIiuXbsSGBhI4cKFM/TUu1tuuYWiRYty7NgxAgMDady48UXtgnPh6uDg4AwFNRs2bKBz5840bNiQOnXqULZsWY4fP86sWbNITEy8sAYSQM2aNRk7diwDBw7kpptuok2bNtSoUYPExET279/P8uXLKVGixGWj05YsWUJCQgL3339/Bq+QiIiIiIjI1TsTl8j/fbeOZTuO45/Pi0963MI9N12yDuzjG+GHfnDgL+e2lw/c1Bn+83bmF5xJFB5JpilQoAADBgzg448/vvBEr9SMGzcuzTb69+9/xfCofPnyrFmzhs8++4xp06YxadIkkpOTKV26NLVr1+axxx7z6NSnzOj/nnvu4YMPPuCbb77ho48+IiEhgUqVKmUoPDo/omj69OnccccdFxblPl97jRo12LFjR4bXOwoODuaFF15g6dKlzJ07l5MnT1KiRAkaNmzIsGHDaNu27UXH9+nTh3r16vHBBx+wePFifvvtNwICAihbtixdu3blgQceuKyPcePG4evry4MPPpihmkRERERERK7W4ehzhISGs/3IGYoF+DKmfzC3VEzlaeF///pvcGS8wTrAryAElcrcgjORsdZmdQ1XJTg42K5evfqKx61ZsybVx6tL1tq7dy81a9ZkyJAhfPLJJ1ldjuQAx44do3LlyvTq1YsxY8Zk+Lw1a9awYcMGfH196dOnjwcrFBERERGRnG7b4dOEhIZz5HQcVUsEEDagMRWLFbj8wD8+hfmvOL8vFwz3fQyrQyHmKPSYlKk1u5sxZo21Nji1fVrzSDJV5cqVGTZsGF9//TUHDx7M6nIkB3jnnXfw9vbmzTffzOpSREREREQkF1q24zjdRv/JkdNxNKpchOmP3HZ5cGQtLHr73+Do3vdh0EIofTO0/zDHB0dX4rFpa8aYsUB74Ji1tk4q+w3wCXAvcBYYYK1d66l6JPt4+eWXCQgIYO/evZQrVy6ry5FszFpLmTJlmDBhAmXKlMnqckREREREJJf5IfwAL8zYRLLD0r5uGd7vVg//fN4XH+RwwLwX4K/RYLyg4yion3lPLs8OPLnmURjwOTA+jf1tgequrybAl67/Si5XsGBBXnvttawuQ3IAY8xFC26LiIiIiIi4g7WWD+fv4LNFuwB4uEU1nr3nRrzOP1HtvOQkmD0M1k8Cb1/oOhZq3ZcFFWctj4VH1tplxpjK6RzSERhvnYsurTTGFDbGlLHWHvZUTSIiIiIiIiKStyUkOXhu2kZmrDuIl4E3O9Whd5NKlx+YlADTH4KtsyBfAefUtGoZe7BQbpOVT1srBxxIsR3heu2y8MgYMxgYDFC0dFGCv3au3/RY48eoVaIWQ38eCkDzis0Z+Z+R3DrmVr5q+JWHyxeR7G7iholYb8uhKofoWacnnb/vDMANRW9gStcptJnYhsizkQAsGbCEt5e9zfzd8wH48J4POXzmMCNXjASgX71+tL2hLT2nOYen1ilZh7BOYbQIa0FsQiwAKx9ayTO/PcPy/csBGNVuFNuOb+OzVZ8BMLjhYJqWb0rIrBAAGpVtxJftv6TJmCYkO5Lx9vLmr4f+4pE5jxB+KByA0I6h/BnxJ1+v+RpI/+89gADfAJYOWMqAmQPYfGwzAJPvn8yvu35l/AbnQNBnbnuGMkFleGreUwDcXfVuXrrjJVqGtQSgeIHizO0zlx5Te7DrhPM3MTMemMHkzZP5YcsPALza4lX8ffx5ceGLANxX4z6GNhpK20nOp+uVL1iemT1m0mlKJyJORwDwa+9fGRU+itk7ZgPwTut3iEuK442lbwDQ/abuuk+6T7pPuk+6T7pPuk+6T7pPuk8evU+OZH8Czz7F/uN+YOIJLPUjvx8vTG8uuU/9FrPl8wbcdPowMcaLo+3eZ+GpXXz99bO59j6lx6NPW3ONPJqTxppHPwPvWmt/d20vBJ611q5Jr009bU1EMkJPWxMRERERkZQOnDhLSFg4u47FUDLIj7EDGlGnXKHLD4yLhu96wP4VUKAY9J0BZeplfsGZLL2nrWXlyKMIoEKK7fLAoSyqRURERERERERyqY0RpxgYtprImHhqlAokNKQx5Qrnv/zA2CiY2BkOb4CgstBvFpSokfkFZzNeWdj3T0A/43QrEK31jkRERERERETEnRZuO8oDX60kMiae228oxtRHbks9ODp9CELbOoOjIlVg4FwFRy4eG3lkjJkMtASKG2MigNeAfADW2tHAL8C9wC7gLBDiqVpEREREREREJO+Z8OdeXvtpCw4L9zcoz7tdbsbXJ5VxNCf2wPiOcGoflKgF/WZCUOlMrze78uTT1npeYb8F/s9T/YuIiIiIiIhI3uRwWEbM3c7Xy3YD8MRd1Xm8dXWMMZcffGwbjO8EMUegbAPoMw0KFM3cgrO5rFzzSERERERERETEreISk3nqh/X8sukIPl6GEffXpWvD8qkffGgdTOgC505ApWbQawr4BWVuwTmAwiMRERERERERyRVOxCYwaPxq1uw7SZCfD6P7NuT2G4qnfvDeP+C7ByDhDFS/B7qPg3yprIUkCo9EREREREREJOfbGxnLgNBV7I06S9lC/owNaUTN0gVTP3jnfPi+DyTFwU1doPNX4OObuQXnIFn5tDXJoxYvXowxhh9//DGrS8lWhg8fjjGGJUuWZEp/06ZNwxjDwoULM6U/ERERERERT1mz7yRdvlzB3qiz1C5TkBn/d3vawdGWGTC5pzM4atAP7h+j4OgKFB7lcsYYjDF4eXnxzz//pHncnXfeeeHYsLCwi/YNGDDgwr7zXwEBAdSpU4fnn3+ekydPpnr8pe0AOBwOnnzySerVq0fXrl0v2teyZcvL+gkMDKR+/fq8/vrrxMTEXPN1kMt16dKFBg0a8NRTT+FwOLK6HBERERERkWvy66bD9PpmJSdiE2h5Ywl+eLgppQr6p37wuokwdSA4EqHpo3Dfp+DlnbkF50CatpYH+Pj4kJSUxLfffss777xz2f6dO3eydOnSC8elpWPHjtSvXx+AI0eOMHv2bN577z2mTp3KqlWrKFr0yqvRT5kyhQ0bNjBp0qTUV7kH+vfvT+XKlbHWcujQIWbOnMnw4cP56aef+PPPP/H1zZ2J8KOPPkqPHj2oWLFipvRnjOG5557jgQceYMqUKfTq1StT+hUREREREXEHay3f/r6Ht3/ZhrXQq0lF3uhwEz7eaYyTWfklzH3e+X3LF6HFs5DGz6VyMY08coczRyC0LZw5mtWVpKpUqVIEBwcTGhqaajg0ZswYrLW0b98+3XY6derE8OHDGT58OKNHj+bvv/+mdu3a/PPPP3z22WcZquWLL76gYMGCdO7cOc1jBgwYwPDhw3n99df55ptv2L59O2XLlmXt2rVMnjw5Q/3kRMWLF6dmzZoUKFAg0/rs2LEjhQsXZtSoUZnWp4iIiIiIyPVKdliG/7SFt352BkfPtanJ253qpB4cWQtL//dvcHTPu9DyOQVHV0HhkTss/R/sXwlL38vqStI0aNAgjhw5wpw5cy56PTExkXHjxnHbbbdx0003XVWbgYGB9O/fH4BVq1Zd8fjt27ezYsUKOnToQP78GV/BvlixYnTq1AmA8PDwy/avWbOG+++/n5IlS+Ln50elSpUYOnQohw8fvui4F154AWMM8+fPv+j1V199FWMM1apVu6zt0qVLZ2gkUNOmTfHz8yM2Nvai1++44w6MMTz44IMXvb5161aMMfTr1+/Ca2mtebR8+XLuu+8+ypcvj5+fH6VLl+bWW2/l9ddfv6yOs2fP8u6771K/fn0CAgIIDAykadOmaYZufn5+dOrUiT/++IPt27df8X2KiIiIiIhktbMJSQyZsIZxf+7D19uLT3vewiMtq6U+u8Va+O1lWPw2GC/o8Dk0HZr5RedweXPa2vBCnml39bfOL3cZHu22pnr27MlTTz3FmDFjLgQxAD/99BNHjx5lxIgR7Nq166rbtdYCpDkFLaUFCxYA0KxZs2vuJ1++fBe9PmfOHO6//36stXTt2pVKlSqxZs0avvzyS2bNmsUff/xB5cqVAWjdujUjRoxg4cKF3H333RfaWLRoEQC7d+9m7969F47fvHkzR48eZcCAAVesr3Xr1qxcuZLly5fTpk0bwBnk/PXXXwCXLUp9vs/WrVun2+7cuXNp164dBQsWpEOHDpQrV44TJ06wbds2Ro0axWuvvXbh2FOnTtGqVSvWrVtHgwYNGDhwIA6Hg3nz5tGrVy+2bNnCW2+9dVkft99+O2FhYSxYsICaNWte8b2KiIiIiIhklWNn4nho3Go2RkRTKH8+vukXTOMqaSyh4kiGOU/C2nHglQ/u/wZuSnsWjKRNI4/yiKCgIHr06MHcuXOJiIi48Po333xDwYIF6d69+1W3GRMTw7hx4wBo0qTJFY///fffAQgODr6qfo4fP87MmTOBi4OnmJgYBgwYQFJSEgsXLuS7777j3Xff5bfffmPEiBEcOnSIwYMHXzj+9ttvx8/P76IgJyYmhlWrVl0Ik1LuO/99q1atrljj+WNSnr98+XISEhK4++672bdv30ULlme07W+++QaHw8GSJUsYN24c77zzDqNHj2bp0qVs2bLlomOfeOIJ1q1bx3vvvceaNWv47LPP+OKLL9i8eTP33HMP77zzDuvXr7+sj0aNGgGwbNmyK75PERERERGRrLLr2Bm6jFrBxohoKhTNz/Sht6UdHCUnwrSHnMGRjz/0nKzg6Drk0ZFH7hvRw+wnYW0YePtCcgI0DIH2H7qvfTcaNGgQ3377LWPHjuXVV19l3759zJ8/nyFDhmRonZ2ZM2eyd+9eAI4ePcpPP/3EoUOHqFatGo8++ugVz9+/fz8AZcqUSfe4sLAwlixZcmHB7BkzZhAVFUX37t0vWitp1qxZREVF0bNnT5o3b35RG08//TSjR49m/vz57N+/n4oVK5I/f36aNm3KsmXLOHnyJEWKFGHZsmUkJibyxBNPsH79ehYuXHhhitnVhEe33XYb/v7+l4VPPj4+vP7668yfP5+FCxdSrVq1C2FQ9erVqVChwhXbBlKd5le8ePEL30dFRTFx4kSCg4N59tlnLzrO39+f9957j3nz5vHdd99dWPT8vNKlSwP/3h8REREREZHsZuXuKAaPX83puCTqVSjMt/2DKR7ol/rBiefgh/6wcx74BkGvKVD56mfAyL/yZnjkTrHHnIFRcAisDoWY7LloNjhHB918882MHTuWl19+mTFjxuBwOBg0aFCGzp81axazZs0CnGFG5cqV6d27N88//zxFihS54vlRUVEAVzz2/GimlAYMGEBoaOhFr61duxZIPdzx8fHhjjvuYO/evaxbt+7CukWtWrViyZIlLFmyhM6dO7No0SLy5cvHHXfcwZ133nlhOllycjLLli3jxhtvpFy5cld8b/7+/tx2220sXryYqKgoihUrxqJFi2jUqBFNmzalVKlSLFy4kMGDB7N27VpOnTrFAw88cMV2e/fuzfTp02nSpAkPPPAAd955J7fffjvly5e/6Ljw8HCSk5MxxjB8+PDL2klMTARg27Ztl+07/5S8yMjIK9YjIiIiIiKS2WauO8gzUzeQmGz5T+1SfNLjFvL7eqd+cPwZmNwT9i6H/EWgz3Qo1yBzC86FFB5drx6T/v0+m444SmnQoEEMGzaMuXPnEhoaSsOGDbnlllsydG5oaGiG1v9Jy/nRM3FxcekumL148WJatmxJYmIi27Zt48knnyQsLIxq1arx8ssvXzguOto5giytkUznXz916tSF11q3bs2rr77KwoUL6dy5MwsXLqRJkyYEBgbSunVrfvjhBzZv3kxsbCzR0dH07t07w++vdevWLFq0iMWLF9O6dWvWrVvHiy++CDhDq/nz52OtvTA66UrrHQF06dKFOXPm8MEHHzB27Fi++uorABo2bMi77757Ybrd+WAuPDw81UXFz4uJibnstXPnzgGpj24SERERERHJKtZavli8i/d/2wFAyO2Vebldbby90lhz9+wJmNQVDq6BwNLQbyaUrJV5BediWvMoj+nbty/58+dnyJAhHDx48KI1gTytZMmSwL9Bx5Xky5ePunXrMnv2bCpVqsRrr73GunXrLuwvVMi58PmRI0dSPf/809bOHwfQuHFjAgMDWbBgAVFRUWzYsOFCiHN+BNOCBQuuasraeSnPX7x4MQ6H46K2IyMj2bBhAwsXLsQYw5133pmhdtu1a8eiRYs4efIkCxcu5Mknn2TLli20b9+erVu3XvQen3zySay1aX4tXrz4svbP34/z90dERERERCSrJSY7eGH6Jt7/bQfGwKvta/PafTelHRydOQJh7ZzBUeGKMPBXBUdupPAojylcuDBdu3YlIiKCgIAAevbsmWl9161bF+CqHwlfoEAB3nvvPRwOx0Xr+ZwfMXXpo+0BkpKSLizQ3aDBv0MUz09n+/vvv5kwYQLW2gsBzw033EDFihVZuHAhixYtwsvLK8MBDzgXni5YsOCF88+vsQT/jjL65Zdf+OOPP6hbt+5FaxZlREBAAK1ateLDDz/kxRdfJCEhgV9//RVwhmJeXl4sX778qtqEf+/HpWshiYiIiIiIZIUzcYk8OG41U8IP4OfjxZe9GzKwWZW0Tzi5D8a2gWNbofiNMHAeFK2aeQXnAQqP8qC33nqLGTNmMG/ePIKCgjKt35YtWwKwcuXKqz63e/fu1K1b98KoHoBOnTpRtGhRJk+efFmbH3/8Mbt37+auu+66sN7ReedHCL377rsEBARc9KS4Vq1asXTpUv744w/q1at3YT2gjPD29uaOO+5g165d/PjjjzRr1gw/P+cCblWqVKFy5cp88sknnD17NsMjmhYuXHhhWllKR48619Y6v9B5yZIl6d27N6tXr+bNN98kKSnpsnP++ecf9uzZc9nr56/d1QRlIiIiIiIinnAkOo7uX61k2Y7jFAvwZcrgW2lTp3TaJ0TuhNC2cHIPlK4LIb9AwbKZV3AeoTWP8qCKFSteFqhkhlatWlG4cGHmzZvHW2+9dVXnGmN4/fXX6dy5My+99BIrVqwgMDCQsWPH0q1bN1q0aEG3bt2oWLEia9as4bfffqN06dIX1ghK6fwooGPHjtGmTRt8fX0v2hcWFnbRcVejdevWzJkzh2PHjl12fuvWrfn222+vqu2nn36avXv30rJlSypXroyvry9r1qxh0aJFVKpUiR49elw49vPPP2fnzp28+uqrTJgwgWbNmlGqVCkOHTrEtm3bCA8PZ/LkyVSpcnFi/9tvv1G4cOGrmqInIiIiIiLibtsOn2ZgWDiHo+OoWjyA0JBGVCoWkPYJhzfChM5wNhIqNoVe34N/obSPl2umkUeSaQoUKMCAAQNYvXp1qk/9upJOnTrRsGFD/vzzT2bPng1Ax44d+eOPP7j33nuZN28e77//Ptu2bePhhx9mzZo1VK16+VDFevXqXZgydmlgknL7WsKUlKHQpeef33d+6lxGvPjii7Rt25YtW7YwZswYRo8ezdGjR3nxxRcJDw+/6Ml1BQsWZOnSpXz22WcUL16cadOm8eGHH7J48WKCgoL46KOPLiywfd6OHTtYuXIl/fv3vzCKSUREREREJLMt23GcbqP/5HB0HI0qF2HaI7elHxzt/wvC2juDo2qtnU9VU3DkMcZam9U1XJXg4GC7evXqKx63Zs0aGjZsmAkVydXYu3cvNWvWZMiQIXzyySdZXU6e9/TTT/P555+zbdu2VIO2nGzNmjVs2LABX19f+vTpk9XliIiIiIhIGn4IP8CLMzaR5LC0r1uG97vVwz+fd9on/LMIpvSGxLNQqwPcPwZ8/DKv4FzKGLPGWhuc2j6NPJJMVblyZYYNG8bXX3/NwYMHs7qcPO3w4cN8+eWXPPbYY7kuOBIRERERkezPWssHv/3Ns9M2kuSwPNyiGp/2uCX94GjbHPjuAWdwVK8XdA1VcJQJtOaRZLqXX36ZgIAA9u7dS7ly5bK6nDxr7969PPfcczz++ONZXYqIiIiIiOQxCUkOnpu2kRnrDuJl4M1OdejdpFL6J22YAjOHgk2GxkOgzQjw0piYzKDwSDJdwYIFee2117K6jDyvadOmNG3aNKvLEBERERGRPCb6bCJDJq5m5e4TFPD15oteDbizZsn0T1r1DfzyX+f3dzwDd74Exni+WAEUHomIiIiIiIhIJjlw4iwhYeHsOhZDySA/xg5oRJ1yV1joevmHsPB15/d3vwG3a/ZEZlN4JCIiIiIiIiIetzHiFAPDVhMZE0+NUoGEhjSmXOH8aZ9gLSwYDn98DBho/yEED8ykaiWlXB0eWWsxGsYmkufktKdIioiIiIjkdgu3HeXR79ZxLjGZ26oV48s+DSmUP1/aJzgczmlqq78F4w1dvoabu2ZewXKRXBse+fj4kJCQgJ+fVl0XyWsSEhIUIImIiIiIZBMT/tzLaz9twWGhS4NyjOhSF1+fdBa6Tk6CWUNh4/fg7Qfdx8GNbTOvYLlMrg2PChUqRFRUFGXLls3qUkQkk0VFRRETE4O1Fi89fUFEREREJEs4HJYRc7fz9bLdADzeujpP3FU9/RlCiXEwdSD8/TPkC4Cek6Fqi0yqWNKSa8Oj0qVLs337dgCKFSuGr6+vprCJ5GLWWhISEoiKiuLQoUNERkYSHx+vAFlEREREJAvEJSbz9A8b+HnTYXy8DO92uZluwRXSPykhFqb0gt1LwL8Q9J4GFRplSr2SvlwbHvn7+3PjjTeycuVKAgMDNfpAJA+w1hITE0NkZCRxcXHExcVRo0aNrC5LRERERCRPORGbwKDxq1mz7yRBfj582achzaoXT/+kc6dgUjeIWAUBJaHvDChdJ1PqlSvLteERQP78+alduzbTpk0jMTGRAgUK4O3tndVliYgHWWuJj48nLi6O2rVrU7ly5awuSUREREQkz9gbGUtIWDh7ImMpW8ifsSGNqFm6YPonxRyHCZ3h6CYoVAH6zYJi1TKnYMmQXB0eAZQqVYrevXuzc+dO9uzZo4V0RXI5Ly8vypYtS40aNahcubICYxERERGRTLJm30kGjV/NidgEapcpSGhII0oV9E//pOgIGN8RonZBsRug70wofIXpbZLpcn14BM7Fs4ODgwkODs7qUkRERERERERynV83HeaJ79cTn+Sg5Y0l+LxXAwL9rhA5RP3jDI6iD0Cpm6HvdAgsmTkFy1XJE+GRiIiIiIiIiLiftZZvf9/D279sw1ro1aQib3S4CR/vK6w7fHQLjO8EscegfCPo/SPkL5IpNcvVU3gkIiIiIiIiIlct2WF5Y/YWxv25D4Dn2tTk4RZVr/yk84jVMPF+iDsFVVpAj+/AL9DzBcs1U3gkIiIiIiIiIlflbEISwyavZ8G2o/h6e/F+93p0qFf2yifuWQaTe0JCDNzYDrqOhXxXWBdJspzCIxERERERERHJsGNn4nho3Go2RkRTKH8+vukXTOMqRa984t+/wg/9ITkebu4OnUaBdz7PFyzXTeGRiIiIiIiIiGTIrmNnGBAaTsTJc1Qomp+wkMZUK5GBKWebpsKMIeBIguCBcO8H4HWFdZEk21B4JCIiIiIiIiJXtHJ3FIPHr+Z0XBL1KhRmTL9gSgT5XfnE1aEw50nAwu1PwF3D4UrrIkm2ovBIRERERERERNI1a/1BnvlxIwnJDu6uXYpPe9xCfl/vK5/4x6cw/xXn961fheZPe7ZQ8QiFRyIiIiIiIiKSKmsto5b8w8h5fwMw4LbKvNK+Nt5eVxg5ZC0sfgeW/c+5fe/70HiQh6sVT1F4JCIiIiIiIiKXSUx28MrMzUwJP4Ax8Eq72gxsVuXKJzocMO8F+Gs0GC/oOArq9/R8weIxCo9ERERERERE5CIx8UkMnbSWZTuO4+fjxSc9bqFNndJXPjE5CWYPg/WTwNsXuo6FWvd5vmDxKIVHIiIiIiIiInLBkeg4QsLC2Xb4NMUCfBnTP5hbKha58olJCTD9Idg6C/IVgB6ToForzxcsHqfwSEREREREREQA2Hb4NAPDwjkcHUfV4gGEhjSiUrGAK5+YcBZ+6Au7FoBfQej9I1S81fMFS6ZQeCQiIiIiIiIiLNtxnKGT1hITn0SjykX4um8wRQJ8r3xiXDR81wP2r4ACxaDvDChTz/MFS6ZReCQiIiIiIiKSx/0QfoAXZ2wiyWFpX7cM73erh38+7yufGBsFEzvD4Q0QVBb6zYISNTxfsGQqhUciIiIiIiIieZS1lg/n7+CzRbsAeLhFNZ6950a8vMyVTz59CCZ0huPboUgVZ3BUpJKHK5asoPBIREREREREJA9KSHLw3LSNzFh3EC8Db3aqQ+8mGQx/TuyB8R3h1D4oUQv6zYSgDDyNTXIkhUciIiIiIiIieUz0uUQenrCGP3dHUcDXmy96NeDOmiUzdvKx7c7gKOYIlG0AfaZBgaKeLViylMIjERERERERkTwk4uRZQkLD2XkshhJBfoQOaESdcoUydvKhdTChC5w7AZWaQa8p4Bfk2YIlyyk8EhEREREREckjNkVEM3BcOMfPxFOjVCChIY0pVzh/xk7e+wd89wAknIHq90D3cZAvg+dKjqbwSERERERERCQPWLjtKI9+t45zicncVq0YX/ZpSKH8+TJ28s4F8H1vSIqDm7pA56/Ax9ezBUu2ofBIREREREREJJebsHIfr83ajMNClwblGNGlLr4+Xhk7ectMmPYQOBKhQT9o/zF4eXuyXMlmFB6JiIiIiIiI5FIOh2XE3O18vWw3AI+3rs4Td1XHGJOxBtZNhJ8eA+uApo/Cf96CjJ4ruYbCIxEREREREZFcKC4xmad/2MDPmw7j42V4t8vNdAuukPEGVn4Jc593ft/yRWjxrIKjPErhkYiIiIiIiEgucyI2gUHjV7Nm30mC/Hz4sk9DmlUvnrGTrYVlI2Hx287te96FpkM9V6xkewqPRERERERERHKRvZGxhISFsycylrKF/Bkb0oiapQtm7GRr4beX4c/PwXjBfZ9Cg76eLViyPYVHIiIiIiIiIrnEmn0nGTR+NSdiE6hdpiChIY0oVdA/Yyc7kmHOk7B2HHjlg/u/gZs6e7ZgyREUHomIiIiIiIjkAr9uOswT368nPslByxtL8HmvBgT6ZfDH/uREmD4YtkwHH394YCJUv9uzBUuOofBIREREREREJAez1vLt73t4+5dtWAs9G1fkzY434ePtlbEGEs/BD/1h5zzwDYJeU6ByM88WLTmKwiMRERERERGRHCrZYXlzzlbCVuwF4Nk2N/JIi2qYjD4VLf4MTO4Je5dD/iLQZzqUa+C5giVHUngkIiIiIiIikgOdTUhi2OT1LNh2FF9vL0Z2q0vH+uWuooETMKkrHFwDgaWh30woWctj9UrOpfBIREREREREJIc5fiaeh8aFsyEimkL58/F134Y0qVos4w2cOQITOsOxrVC4IvSbBUWreq5gydEUHomIiIiIiIjkILuOnWFAaDgRJ89RoWh+Qgc05oaSgRlv4OQ+GN8RTu6B4jc6RxwVLOuxeiXnU3gkIiIiIiIikkOs3B3F4PGrOR2XRL0KhRnTL5gSQX4ZbyBypzM4On0QSteFvjMgoLjnCpZcQeGRiIiIiIiISA4wa/1BnvlxIwnJDu6uXYpPe9xCfl/vjDdweKNzqtrZSKjYFHp9D/6FPFew5BoKj0RERERERESyMWsto5b8w8h5fwMw4LbKvNK+Nt5eGXyiGsD+v2BSN4iPhmqt4YGJ4FvAQxVLbqPwSERERERERCSbSkx28MrMzUwJP4Ax8Eq72gxsVuXqGvlnEUzpDYlnoVYHuH8M+FzFVDfJ8xQeiYiIiIiIiGRDMfFJDJ20lmU7juPn48UnPW6hTZ3SV9fItjkwNQSSE6BeL+jwGXgrCpCro0+MiIiIiIiISDZzJDqOkLBwth0+TbEAX8b0D+aWikWurpENU2DmULDJ0HgItBkBXl6eKVhyNYVHIiIiIiIiItnI9iOnCQkN53B0HFWLBxAa0ohKxQKurpFV38Av/3V+f8czcOdLYK5ijSSRFBQeiYiIiIiIiGQTy3ce55GJa4mJT6JR5SJ83TeYIgG+V9nIh7Dwdef3d78Btz/u/kIlT1F4JCIiIiIiIpIN/LD6AC9O30SSw9Kubhk+6FYP/3zeGW/AWlgwHP74GDDQ/kMIHuihaiUvUXgkIiIiIiIikoWstXw0fwefLtoFwJAWVXnunpp4eV3FNDOHwzlNbfW3YLyhy9dwc1cPVSx5jcIjERERERERkSySkOTg+Wkbmb7uIF4G3uhYhz63Vrq6RpKTYNZQ2Pg9ePtB93FwY1vPFCx5ksIjERERERERkSwQfS6Rhyes4c/dURTw9eaLXg24s2bJq2skMQ6mDoS/f4Z8AdBzMlRt4ZmCJc9SeCQiIiIiIiKSySJOniUkNJydx2IoEeRH6IBG1ClX6OoaSYiFKb1g9xLwLwS9p0GFRh6pV/I2hUciIiIiIiIimWhTRDQDx4Vz/Ew8NUoFEhrSmHKF819dI+dOwaRuELEKAkpC3xlQuo5H6hVReCQiIiIiIiKSSRZuO8qj363jXGIyt1Urxpd9GlIof76rayTmOEzoDEc3QaEK0G8WFKvmmYJFUHgkIiIiIiIikikmrNzHa7M247DQpUE5RnSpi6+P19U1Eh0B4ztC1C4oWs0ZHBWu4JmCRVwUHomIiIiIiIh4kMNhGTF3O18v2w3A462r88Rd1THGXF1DUf84g6PoA1CqjnOqWuBVLrAtcg0UHomIiIiIiIh4SFxiMk//sIGfNx3Gx8vwbpeb6RZ8DSOFjm6B8Z0g9hiUbwS9f4T8Rdxer0hqFB6JiIiIiIiIeMDJ2AQGjV/N6n0nCfLz4cs+DWlWvfjVNxSxGibeD3GnoEoL6PEd+AW6vV6RtCg8EhEREREREXGzfVGxDAgNZ09kLGUK+RMa0oiapQtefUN7lsHknpAQAzfeC11DIZ+/+wsWSYfCIxERERERERE3Wrv/JA+NW82J2ARqlylIaEgjShW8hsDn71/hh/6QHA83d4dOo8D7Kp/MJuIGCo9ERERERERE3GTu5sM8PmU98UkOWtQowRe9GxDodw0/em+aCjOGgCMJggfCvR+A11U+mU3ETRQeiYiIiIiIiFwnay3f/r6Ht3/ZhrXQs3FF3ux4Ez7e1xD4rA6FOU8CFm5/HO56Ha72yWwibuTR2NIY08YY87cxZpcx5vlU9hcyxsw2xmwwxmwxxoR4sh4RERERERERd0t2WF6fvZW3fnYGR8+2uZF3Ote5tuDoj09hzhOAhdavwt1vKDiSLOexkUfGGG/gC+BuIAIIN8b8ZK3dmuKw/wO2WmvvM8aUAP42xkyy1iZ4qi4RERERERERdzmbkMSwyetZsO0ovt5ejOxWl471y119Q9bC4ndg2f+c2/e+D40HubdYkWvkyWlrjYFd1trdAMaYKUBHIGV4ZIEgY4wBAoETQJIHaxIRERERERFxi+Nn4nloXDgbIqIplD8fX/dtSJOqxa6+IYcD5r0Af40G4wUdR0H9nu4vWOQaeTI8KgccSLEdATS55JjPgZ+AQ0AQ8IC11nFpQ8aYwcBggKKlixL8dTAAjzV+jFolajH056EANK/YnJH/GcmtY24FIMA3gKUDljJg5gA2H9sMwOT7J/Prrl8Zv2E8AM/c9gxlgsrw1LynALi76t28dMdLtAxrCUDxAsWZ22cuPab2YNeJXQDMeGAGkzdP5octPwDwaotX8ffx58WFLwJwX437GNpoKG0ntQWgfMHyzOwxk05TOhFxOgKAX3v/yqjwUczeMRuAd1q/Q1xSHG8sfQOA7jd1p2ednnT+vjMANxS9gSldp9BmYhsiz0YCsGTAEt5e9jbzd88H4MN7PuTwmcOMXDESgH71+tH2hrb0nOb8S6dOyTqEdQqjRVgLYhNiAVj50Eqe+e0Zlu9fDsCodqPYdnwbn636DIDBDQfTtHxTQmY5ZxQ2KtuIL9t/SZMxTUh2JOPt5c1fD/3FI3MeIfxQOAChHUP5M+JPvl7zte6T7pPuk+6T7pPuk+6T7pPuk+6T7pPuU668T0kJxcl3+nGOn3bg5XMCU2wSG052ocDRq7xP932D7y//5cYDq0nA8EejEAJKVGOo6+de3Sf9ecqs+5QeY61N94BrZYzpBtxjrX3Itd0XaGytfSzFMV2B24GngGrAfKCetfZ0Wu0GBwfb1atXe6RmERERERERkStZuTuKweNXczouiXoVCjOmXzAlgvyuvqGkBJj+EGydBfkKQI9JUK2V+wsWyQBjzBprbXBq+zy5YHYEUCHFdnmcI4xSCgGmW6ddwB6gpgdrEhEREREREblms9YfpN+3qzgdl8TdtUsxZdCt1xYcJZyFKT2dwZFfQeg7Q8GRZFueDI/CgerGmCrGGF+gB84paintB1oDGGNKATcCuz1Yk4iIiIiIiMhVs9byxeJdPD5lPQnJDgbcVpnRfRqS39f76huLi4aJ98OuBVCgGAyYAxVvdX/RIm7isTWPrLVJxphHgXmANzDWWrvFGPOwa/9o4E0gzBizCTDAc9baSE/VJCIiIiIiInK1kpIdvDJrM5NXHcAYeLldbR5sVuXaGouNgomd4fAGCCoL/WZBiRruLVjEzTy5YDbW2l+AXy55bXSK7w8B//FkDSIiIiIiIiLXKiY+if+btJalO47j5+PFJz3q06ZOmWtr7PQhmNAZjm+HIlWcwVGRSu4tWMQDPBoeiYiIiIiIiORUR6LjGBgWztbDpyka4MuY/sE0qFjk2ho7sQfGd4RT+6BELeg3E4JKu7VeEU9ReCQiIiIiIiJyie1HThMSGs7h6DiqFA8gLKQRlYoFXFtjx7Y7g6OYI1C2AfSZBgWKurdgEQ9SeCQiIiIiIiKSwvKdx3lk4lpi4pMIrlSEb/oFUyTA99oaO7QOJnSBcyegUjPoNQX8gtxbsIiHKTwSERERERERcflh9QFenL6JJIelXd0yfNCtHv75ruGJagB7/4DvHoCEM1D9Hug+DvLld2/BIplA4ZGIiIiIiIjkedZaPpq/g08X7QJgSIuqPHdPTby8zLU1uHMBfN8bkuLgpi7Q+SvwucbRSyJZTOGRiIiIiIiI5GkJSQ6en7aR6esO4mXgjY516HPrdTwFbctMmPYQOBKhQT9o/zF4XePoJZFsQOGRiIiIiIiI5FnR5xJ5eMIa/twdRQFfb77o1YA7a5a89gbXTYSfHgPrgKaPwn/eAnONo5dEsgmFRyIiIiIiIpInRZw8S0hoODuPxVAiyI/QAY2oU67QtTe48kuY+7zz+5YvQotnFRxJrqDwSERERERERPKcTRHRDBwXzvEz8dQoFUhoSGPKFb7GxaythWUjYfHbzu173oWmQ91XrEgWU3gkIiIiIiIiecqi7Ud59Lt1nE1IpmnVYozu25BC+fNdW2PWwm8vw5+fg/GC+z6FBn3dW7BIFlN4JCIiIiIiInnGhJX7eG3WZhwWutxSjhH318XXx+vaGnMkw5wnYe048MoH938DN3V2b8Ei2YDCIxEREREREcn1HA7Le3O389Wy3QAMa12dJ++qjrnWNYmSE2HGENg8DXz84YGJUP1uN1Yskn0oPBIREREREZFcLS4xmad/3MDPGw/j42V4p8vNdA+ucO0NJp6DH/rDznngGwS9pkDlZu4rWCSbUXgkIiIiIiIiudbJ2AQGjV/N6n0nCfLz4cs+DWlWvfi1Nxh/Bib3hL3LIX8R6DMdyjVwX8Ei2ZDCIxEREREREcmV9kXFMiA0nD2RsZQp5E9oSCNqli547Q2ePQGTusLBNRBYGvrNhJK13FavSHal8EhERERERERynbX7T/LQuNWciE2gdpmChIY0olRB/2tv8MwRmNAZjm2FwhWh3ywoWtV9BYtkYwqPREREREREJFeZu/kwj09ZT3ySgxY1SvBF7wYE+l3Hj7+n9sP4jnBiNxS/0TniqGBZt9Urkt0pPBIREREREZFcwVrLt7/v4e1ftmEt9GxckTc73oSPt9e1Nxq50xkcnT4IpetC3xkQcB1rJonkQAqPREREREREJMdLdljenLOVsBV7AXi2zY080qIaxphrb/TwRudUtbORULEp9Poe/Au5p2CRHEThkYiIiIiIiORo5xKSGTZlHfO3HsXX24uR3erSsX6562t0/18wqRvER0O11vDARPAt4J6CRXIYhUciIiIiIiKSYx0/E89D48LZEBFNofz5+LpvQ5pULXZ9jf6zGKb0gsSzUKsD3D8GfPzcU7BIDqTwSERERERERHKkXcdiCAlbxYET56hQND+hAxpzQ8nA62t02xyYGgLJCVCvF3T4DLz1o7PkbfoTICIiIiIiIjnOX7ujGDxhDdHnEqlXvhBj+jeiRNB1jg7aMAVmDgWbDI2HQJsR4HUdi22L5BIKj0RERERERCRHmbX+IM/8uJGEZAd31y7FJz3qU8D3On+8XfUN/PJf5/d3PAN3vgTXs9i2SC6i8EhERERERERyBGsto5b8w8h5fwMw4LbKvNK+Nt5e1xnyLP8QFr7u/P7uN+D2x6+zUpHcReGRiIiIiIiIZHtJyQ5embWZyasOYAy83K42Dzarcn2NWgsLhsMfHwMG2n8IwQPdUK1I7qLwSERERERERLK1mPgk/m/SWpbuOI6fjxef9KhPmzplrq9Rh8M5TW31t2C8ocvXcHNX9xQskssoPBIREREREZFs60h0HAPDwtl6+DRFA3wZ0z+YBhWLXF+jyUkwayhs/B68/aD7OLixrXsKFsmFFB6JiIiIiIhItrT9yGlCQsM5HB1HleIBhIU0olKxgOtrNDEOpg6Ev3+GfAHQczJUbeGegkVyKYVHIiIiIiIiku0s33mcRyauJSY+ieBKRfimXzBFAnyvr9GEWJjSC3YvAf9C0HsaVGjklnpFcjOFRyIiIiIiIpKt/LD6AC9O30SSw9Kubhk+6FYP/3ze19fouVMwqRtErIKAktB3BpSu45Z6RXI7hUciIiIiIiKSLVhr+WjBTj5duBOAIS2q8tw9NfHyMtfXcMxxmNAZjm6CQhWg3ywoVs0NFYvkDQqPREREREREJMslJDl4fvpGpq89iJeBNzrWoc+tla6/4egIGN8RonZB0WrO4KhwhetvVyQPUXgkIiIiIiIiWSr6XCKPTFzDin+iKODrzee9bqFVzVLX33DUP87gKPoAlKrjnKoWWPL62xXJYxQeiYiIiIiISJaJOHmWgWHh7DgaQ4kgP8b2b8TN5Qtdf8NHt8D4ThB7DMo3gt4/Qv4i19+uSB6k8EhERERERESyxOaD0YSEhXP8TDzVSwYSGtKI8kUKXH/DEath4v0QdwqqtIAe34Ff4PW3K5JHKTwSERERERGRTLdo+1Ee/W4dZxOSaVq1GKP7NqRQ/nzX3/CeZTC5JyTEwI33QtdQyOd//e2K5GEKj0RERERERCRTTVi5j9dmbcZhocst5Rhxf118fbyuv+G/f4Uf+kNyPNzcHTqNAm83BFIieZzCIxEREREREckUDoflvbnb+WrZbgCGta7Ok3dVxxhz/Y1vmgozhoAjCYIHwr0fgJcbAikRUXgkIiIiIiIinheXmMzTP27g542H8fEyvNPlZroHV3BP46tDYc6TgIXbH4e7Xgd3BFIiAig8EhEREREREQ87GZvAoPGrWb3vJEF+PnzZpyHNqhd3T+N/fArzX3F+3/pVaP60e9oVkQsUHomIiIiIiIjH7IuKZUBoOHsiYylTyJ/QkEbULF3w+hu2Fha/A8v+59y+931oPOj62xWRyyg8EhEREREREY9Yu/8kD41bzYnYBGqXKUhoSCNKFXTDk88cDpj3Avw1GowXdBwF9Xtef7sikiqFRyIiIiIiIuJ2czcf4fEp64hPctCiRgm+6N2AQD83/AianASzh8H6SeDtC13HQq37rr9dEUmTwiMRERERERFxq29/38NbP2/FWujZuAJvdqyDj7cbnnyWlADTH4Kts8AnP/SYBDe0vv52RSRdCo9ERERERETELZIdljfnbCVsxV4AnrnnRoa2rIZxx5PPEs7CD31h1wLwKwi9f4SKt15/uyJyRQqPRERERERE5LqdS0hm2JR1zN96FF9vL0Z2q0vH+uXc03hcNHzXA/avgALFoO8MKFPPPW2LyBUpPBIREREREZHrcvxMPA+NC2dDRDSF8ufj674NaVK1mHsaj42CiZ3h8AYIKgv9ZkGJGu5pW0QyROGRiIiIiIiIXLNdx2IICVvFgRPnKF8kP2EhjbmhZKB7Gj99CCZ0huPboUgVZ3BUpJJ72haRDFN4JCIiIiIiItfkr91RDJ6whuhzidQrX4gx/RtRIsjPPY2f2APjO8KpfVCiFvSbCUGl3dO2iFwVhUciIiIiIiJy1WatP8gzP24kIdnB3bVL8UmP+hTwddOPmMe2O4OjmCNQtgH0mQYFirqnbRG5agqPREREREREJMOstYxa8g8j5/0NwIDbKvNK+9p4e7nhiWoAh9bBhC5w7gRUagY9J4N/Qfe0LSLXROGRiIiIiIiIZEhSsoNXZm1m8qoDGAMvt6vNg82quK+DvX/Adw9Awhmofg90Hwf58ruvfRG5JgqPRERERERE5Ipi4pP4v0lrWbrjOH4+XnzSoz5t6pRxXwc7F8D3vSEpDm7qDJ2/Bh9f97UvItdM4ZGIiIiIiIik6+jpOEJCw9l6+DRFA3wZ0z+YBhWLuK+DLTNh2kPgSIQG/aD9x+Dl7b72ReS6KDwSERERERGRNG0/cpqQ0HAOR8dRpXgAYSGNqFQswH0drJsIPz0G1gFNH4X/vAXGTesniYhbKDwSERERERGRVP2+M5JHJq7hTHwSwZWK8E2/YIoEuHEq2covYe7zzu9bvggtnlVwJJINKTwSERERERGRy/y4+gAvTN9EksPS7uYyfNC9Hv753DSVzFpYNhIWv+3cvuddaDrUPW2LiNspPBIREREREZELrLV8tGAnny7cCcCQO6ryXJuaeHm5aUSQtfDby/Dn52C84L5PoUFf97QtIh6h8EhEREREREQASEhy8Pz0jUxfexAvA693rEPfWyu5rwNHMsx5EtaOA698cP83zieriUi2pvBIREREREREiD6XyCMT17DinygK+Hrzea9baFWzlPs6SE6EGUNg8zTw8YcHJkL1u93Xvoh4jMIjERERERGRPC7i5FkGhoWz42gMJYL8GNu/ETeXL+S+DhLPwQ/9Yec88A2CXlOgcjP3tS8iHqXwSEREREREJA/bfDCakLBwjp+Jp3rJQEJDGlG+SAH3dRB/Bib3hL3LIX8R6DMdyjVwX/si4nEKj0RERERERPKoRduP8uh36zibkEzTqsUY3bchhfLnc18HZ0/ApK5wcA0EloZ+M6FkLfe1LyKZQuGRiIiIiIhIHjRx5T5enbUZh4Uut5RjxP118fXxcl8HZ47AhM5wbCsUrgj9ZkHRqu5rX0QyjcIjERERERGRPMThsLw3bztfLd0NwLDW1XnyruoYY9zXyan9ML4jnNgNxW90jjgqWNZ97YtIplJ4JCIiIiIikgccOx3H0ElrKVwgHwu2HcPHy/BOl5vpHlzBvR1F7nQGR6cPQum60HcGBBR3bx8ikqkUHomIiIiIiOQBI+f9zep9JwEI9PNhdJ+GNKvu5lDn8EbnVLWzkVCxKfT6Hvzd+NQ2EckSCo9ERERERERysRtf/pX4JMdFr8XEJ/HguHD+fqut+zra/xdM6gbx0VCtNTwwEXzd+NQ2EckyblwNTURERERERLKbMf2D8UuxELafjxcd65dl+XN3uq+TfxbDhE7O4KhWB+g5WcGRSC6i8EhERERERCSXWrErkkcmrr0w8sjXx4uEZAdBfj6UDPJ3Tyfb5sB33SHxLNTrBV1DwcfPPW2LSLagaWsiIiIiIiK50OwNh3jqh/UkJltKF/Kn1Y0l6HNrZb5btZ/jZ+Lc08mG72HmI2CTofEQaDMCvDRGQSS3UXgkIiIiIiKSy4T+sYc35mzFWhh4exVeblcLLy8DwFud6rink1XfwC//dX5/xzNw50tgjHvaFpFsReGRiIiIiIhILmGt5b25fzN66T8AvNC2JoPvqIpxd6iz/ENY+Lrz+7vfgNsfd2/7IpKtKDwSERERERHJBRKTHTw3bSPT1x7Ex8vwv6516dKgvHs7sdYZGv3+EWCg/YcQPNC9fYhItqPwSEREREREJIeLjU9i6KS1LN1xnAK+3ozq3YCWN5Z0bycOB/z6DISPAeMNXb6Gm7u6tw8RyZYUHomIiIiIiORgUTHxDAwLZ0NENEUDfAkd0Ih6FQq7t5PkJJg1FDZ+D95+0H0c3NjWvX2ISLal8EhERERERCSHOnDiLP3GrmJPZCwViuZn/MAmVCke4N5OkuJh6kDYPgfyBUDPyVC1hXv7EJFsTeGRiIiIiIhIDrT5YDQhYeEcPxNP7TIFCRvYiJJB/u7tJCEWpvSC3UvAvxD0ngYVGrm3DxHJ9hQeiYiIiIiI5DArdkUyeMIaYuKTuP2GYozu05Ag/3zu7eTcKZjUDSJWQUBJ6DsDStdxbx8ikiMoPBIREREREclBZm84xFM/rCcx2XJfvbK8360ufj7e7u0k5jhM6AxHN0GhCtBvFhSr5t4+RCTHUHgkIiIiIiKSQ4z9fQ9vzNkKwMDbq/Byu1p4eRn3dhIdAeM7QdROKFrNGRwVruDePkQkR1F4JCIiIiIiks1Za3lv7t+MXvoPAC+0rcngO6pijJuDo6h/YHxHiD4Apeo4p6oFlnRvHyKS4yg8EhERERERycYSkx08N20j09cexMfL8L+udenSoLz7Ozq6xTniKPYYlG8EvX+E/EXc34+I5DgKj0RERERERLKp2Pgkhk5ay9Idxyng682o3g1oeaMHRgJFrIaJ90PcKajSAnp8B36B7u9HRHIkhUciIiIiIiLZUFRMPAPDwtkQEU2xAF/GDmhEvQqF3d/RnmUwuSckxMCN90LXUMjn7/5+RCTHUngkIiIiIiKSzeyPOkv/0FXsiYylQtH8jB/YhCrFA9zf0d+/wg/9ITkebu4OnUaBdz739yMiOZqXJxs3xrQxxvxtjNlljHk+jWNaGmPWG2O2GGOWerIeERERERGR7G7zwWi6fLmCPZGx3FS2INMeuc0zwdGmqfB9H2dwFDwQOn+l4EhEUuWxkUfGGG/gC+BuIAIIN8b8ZK3dmuKYwsAooI21dr8xRsv4i4iIiIhInvXHrkiGTFhDTHwSt99QjNF9GhLk74FAZ3UozHkSsHD743DX6+DuJ7eJSK7hyWlrjYFd1trdAMaYKUBHYGuKY3oB0621+wGstcc8WI+IiIiIiEi29dOGQzz9w3oSky0d6pXl/W718PVx42SRM0dgaghUagbL/ud8rfWr0Pxp9/UhIrmSJ8OjcsCBFNsRQJNLjqkB5DPGLAGCgE+steMvbcgYMxgYDFC0dFGCvw4G4LHGj1GrRC2G/jwUgOYVmzPyPyO5dcytAAT4BrB0wFIGzBzA5mObAZh8/2R+3fUr4zc4u3nmtmcoE1SGp+Y9BcDdVe/mpTteomVYSwCKFyjO3D5z6TG1B7tO7AJgxgMzmLx5Mj9s+QGAV1u8ir+PPy8ufBGA+2rcx9BGQ2k7qS0A5QuWZ2aPmXSa0omI0xEA/Nr7V0aFj2L2jtkAvNP6HeKS4nhj6RsAdL+pOz3r9KTz950BuKHoDUzpOoU2E9sQeTYSgCUDlvD2sreZv3s+AB/e8yGHzxxm5IqRAPSr14+2N7Sl57SeANQpWYewTmG0CGtBbEIsACsfWskzvz3D8v3LARjVbhTbjm/js1WfATC44WCalm9KyKwQABqVbcSX7b+kyZgmJDuS8fby5q+H/uKROY8QfigcgNCOofwZ8Sdfr/la90n3SfdJ90n3SfdJ90n3SfdJ90n3KQP36eFa3/PWz9sB8C/4J72a38fkzRPcep8m+pbkxn0rMPtWADC18q10uv1xbnX9fKX7pD9Puk95+z6lx1hr0z3gWhljugH3WGsfcm33BRpbax9LccznQDDQGsgP/Am0s9buSKvd4OBgu3r1ao/ULCIiIiIikpmstYyYu52vlu4G4IW2NRl8R1WMO6eQvVUSkuIvf93HD17W5A8RcTLGrLHWBqe2z5MLZkcAFVJslwcOpXLMXGttrLU2ElgG1PNgTSIiIiIiItlCYrKDp3/cwFdLd+PjZfiwez2GtKjm3uAI4P6x4Bv077a3L9zcDR7f5N5+RCTX8mR4FA5UN8ZUMcb4Aj2Any45ZhbQ3BjjY4wpgHNa2zYP1iQiIiIiIpLlYuOTeHDcaqavPUgBX2/G9A+mS4Py7u3k3CmY/QR83xsSzjhf8/YFRxL4FYSgUu7tT0RyLY+teWStTTLGPArMA7yBsdbaLcaYh137R1trtxlj5gIbAQcwxlq72VM1iYiIiIiIZLWomHgGhoWzISKaYgG+jB3QiHoVCruvA2th60z49TmIOQpe+aBIZah8OzR6yPmktZij7utPRHI9j6155Cla80hERERERHKq/VFn6Tf2L/ZGnaVC0fyMH9iEKsUD3NfBqQPwy39hx1zndoVb4b5PoGRN9/UhIrlSemseefJpayIiIiIiIuKy+WA0A0LDiYyJ56ayBQkNaUTJIH/3NO5IhlVfw8I3ITHWOS3truHQMAS8PLlaiYjkBQqPREREREREPOyPXZEMmbCGmPgkbr+hGKP7NCTIP597Gj+8EWY/DofWOrdrdYC2/4OCZdzTvojkeQqPREREREREPOinDYd4+of1JCZbOtQry/vd6uHr44bRQAlnYekIWPE52GQoWA7ufR9q3nv9bYuIpKDwSERERERExEO+/X0Pb87ZCsDA26vwcrtaeHmZ629410KY8ySc2gcYaPIwtHoZ/IKuv20RkUsoPBIREREREXEzh8Py3rztfLV0NwAv3luTQc2rYsx1BkexkTDvRdj4vXO7VB3ngtjlU13jVkTELRQeiYiIiIiIuFFisoPnpm5k+rqD+HgZ/te1Ll0alL++Rq2FDZOdwdG5k+DjDy2fh6aPgreb1k4SEUmDwiMRERERERE3iY1P4pFJa1m24zgFfL35sk9DWtQocX2NRv0Dc56APcuc21VbQvuPoGjV6y1XRCRDrhgeGWO8gHpAWeAcsMVae9TThYmIiIiIiOQkkTHxDAwLZ2NENMUCfBk7oBH1KhS+9gaTE+GPT2Dp/yA5HvIXhTbvQt0H4Hqnv4mIXIU0wyNjTDXgOeAuYCdwHPAHahhjzgJfAeOstY7MKFRERERERCS72h91ln5j/2Jv1FkqFM3P+IFNqFI84NobPBAOs4fBMedi29TrCf95GwKKuadgEZGrkN7Io7eAL4Eh1lqbcocxpiTQC+gLjPNceSIiIiIiItnb5oPRDAgNJzImnpvKFiQ0pBElg/yvrbG407DwDQgfA1goUsU5Ra3anW6tWUTkaqQZHllre6az7xjwsScKEhERERERySl+3xnJwxPXEBOfxO03FGN0n4YE+V/jAtbb5sAvz8CZQ+DlA7cNgxbPQr787i1aROQqZWTNo27AXGvtGWPMy0AD4C1r7VqPVyciIiIiIpJN/bThEE//sJ7EZEuHemV5v1s9fH28rr6h04ecodH2Oc7tcg3hvk+hdB33Fiwico0y8rS1V6y1PxpjmgH3AO/jnM7WxKOViYiIiIiIZFPf/r6HN+c41yN6sFkVXrq3Fl5eV7mItcMBq7+FBa9DwhnwDYTWr0GjB8HL2wNVi4hcm4yER8mu/7YDvrTWzjLGDPdcSSIiIiIiItmTw2F5b+52vlq2G4AX763J4DuqXX1DR7fC7MchYpVz+8Z74d6RUKi8G6sVEXGPjIRHB40xX+F86tp7xhg/4BrGYoqIiIiIiORcickOnpu6kenrDuLjZRjZrS6db7nKsCcxDpaNhD8+BkcSBJZ2hka17gNzlSOXREQySUbCo+5AG+B9a+0pY0wZ4BnPliUiIiIiIpJ9xMYn8ciktSzbcZwCvt582achLWqUuLpG9iyD2U/AiX+c28EPwl2vgX8ht9crIuJOVwyPrLVnjTGzgFLGmIqul7d7tiwREREREZHsITImnoFh4WyMiKZYgC+hIY2oW75wxhs4ewJ+exnWT3Jul6gJ930CFW/1SL0iIu6WkaetPQa8BhwFHK6XLVDXg3WJiIiIiIhkuf1RZ+k39i/2Rp2lYtECjB/YmMrFAzJ2srWw6UeY+zycjQJvP2jxDNz2OPj4erZwERE3ysi0tceBG621UZ4uRkREREREJLvYfDCaAaHhRMbEc1PZgoSGNKJkkH/GTj6xB35+Cv5Z5Nyu3BzafwzFb/BYvSIinpKR8OgAEO3pQkRERERERLKL33dGMmTCamITkml2Q3FG921IoF8GfnxKToKVX8DidyHpHPgXhv+8Bbf00YLYIpJjZSQ82g0sMcb8DMSff9Fa+6HHqhIREREREckis9Yf5L8/biAx2dKhXlne71YPX58MPHD64BqY/Tgc2eTcvrkb3PMuBF7lwtoiItlMRsKj/a4vX9eXiIiIiIhIrjRm+W7e+nkbAA82q8JL99bCy+sKI4biY2Dx2/DXaLAOKFwR2n0E1e/KhIpFRDwvI09bez0zChEREREREckqDoflvbnb+WrZbgBeurcWg+6oeuUTd8yDOU/B6QgwXnDbY9DyBfDN4KLaIiI5QJrhkTHma+Aza+2mVPYFAA8A8dbaSR6sT0RERERExKMSkx08O3UjM9YdxMfLMLJbXTrfUj79k84chbnPwZYZzu0y9eG+T6BsfU+XKyKS6dIbeTQKeMUYczOwGTgO+APVgYLAWEDBkYiIiIiI5Fix8Uk8Mmkty3Ycp4CvN6P7NOSOGumsUeRwwNpxMP81iI+GfAWg1cvQeAh4Z2RVEBGRnCfNv92steuB7saYQCAYKAOcA7ZZa//OnPJEREREREQ8IzImnoFh4WyMiKZYgC+hIY2oW75w2icc/9u5IPb+P53b1f8D7T5wrnEkIpKLZWTNoxhgiedLERERERERyRz7o87Sb+xf7I06S8WiBRg/sDGVi6exTlFSPCz/EH7/EJITIKAktH0PbuoM5gqLaYuI5AIaVykiIiIiInnK5oPRDAhdRWRMAnXKFSR0QGNKBPmlfvDeP2DOExC5w7ndoD/c/TrkL5Jp9YqIZDWFRyIiIiIikmf8vjOSIRNWE5uQTLMbijO6b0MC/VL5sejcSee6RmvHObeLVXcuiF359swtWEQkG8hweGSMCQKsaxqbiIiIiIhIjjJr/UH+++MGEpMtHeqV5f1u9fD18br4IGudT1D79TmIPQZe+aD509D8KfBJY3SSiEgud8XwyPW0tfFAUeemOQ70t9Zu9nRxIiIiIiIi7jBm+W7e+nkbAA81q8KL99bCy+uS9YpO7Yef/ws75zm3KzaF9h9DyZqZW6yISDaTkZFHXwFPWWsXAxhjWgJfA7d5riwREREREZHr53BYRszdztfLdgPw0r21GHRH1UsOSoa/voJFb0FiLPgVcq5r1KA/eHml0qqISN6SkfAo4HxwBGCtXWKMSeMxBCIiIiIiItlDQpKD56ZtZMa6g/h4Gd7vVo9Ot5S7+KDDG+CnYXB4vXO7difnk9SCSmd2uSIi2VZGwqPdxphXgAmu7T7AHs+VJCIiIiIicn1i45N4eOIalu+MpICvN6P7NOSOGiX+PSAhFpa8C3+OApsMBctDu/fhxrZZV7SISDaVkfBoIPA6MB0wwDIgxJNFiYiIiIiIXKvImHgGhoWzMSKaYgG+hIY0om75wv8esGsBzHnSucYRBpo8Aq1eAr+grCpZRCRbu2J4ZK09CQwzxhQCHNbaM54vS0RERERE5Orti4ql39hV7Is6S8WiBRg/sDGVi7tW3Yg5DvNegE0/OrdL3QwdPoFyDbOuYBGRHCAjT1trBIwFglzb0cBAa+0aD9cmIiIiIiKSYZsPRjMgdBWRMQnUKVeQ0AGNKRHkB9bC+kkw7yWIOwU++eHOF+DWoeCdL6vLFhHJ9jIybe1bYKi1djmAMaYZEArU9WRhIiIiIiIiGfX7zkiGTFhNbEIyzW4ozui+DQn084HIXTDnCdi73Hlg1Tuh/UdQtEqW1isikpNkJDw6cz44ArDW/m6M0dQ1ERERERHJFmatP8h/f9xAYrKlY/2yjOxaD1+SYNlIWDoSkuOhQDFoMwJu7gbGZHXJIiI5SkbCo1XGmK+AyYAFHgCWGGMaAFhr13qwPhERERERkTSNWb6bt37eBsBDzarw4r218IpYBbMfh+PO16nfG/7zFhQomoWViojkXBkJj+q7/vvaJa/fhjNMauXOgkRERERERK7E4bCMmLudr5ftBuCle2sxqHEx+OVpWD0WsFC0KrT/GKq2yNJaRURyuow8be3OzChEREREREQkIxKSHDw7dQMz1x/Cx8vwfrd6dPJfC188A2cOg5cP3P443PEM5Muf1eWKiOR4GXnaWmGgH1A55fHW2mEeq0pERERERCQVMfFJPDJxDct3RhLg6823Xcpy67Zn4O+fnQeUbwT3fQKlbsraQkVEcpGMTFv7BVgJbAIcni1HREREREQkdZEx8YSEhrPpYDQlCngzq8nflP3lIUg4A75BcNdrEDwQvLyzulQRkVwlI+GRv7X2KY9XIiIiIiIikoZ9UbH0G7uKfVFnubPIMUYXHI/fn65n99RsD/eOhIJls7ZIEZFcKiPh0QRjzCBgDhB//kVr7QmPVSUiIiIiIuKy+WA0A0JXcSYmhv8V+Zlu8TMwR5MgqIwzNKp1X1aXKCKSq2UkPEoARgIv4Xy6Gq7/VvVUUSIiIiIiIgDLdx7n4QlrqJe0gY8Cwyh17hBgoNEgaP0K+BfK6hJFRHK9jIRHTwE3WGsjPV2MiIiIiIjIebPWH+TtH5fzutckuvougySgZG3ngtgVGmd1eSIieUZGwqMtwFlPFyIiIiIiInLemGX/sHnuGH7NN4Fi5gzW2w/T4lm4bRj4+GZ1eSIieUpGwqNkYL0xZjEXr3k0zGNViYiIiIhInuRwWL6cMZ+b17/BQ76bnC9Wbo657xMoVi1rixMRyaMyEh7NdH2JiIiIiIh4TEJ8PPPGvMyDx0Lx904kIV8hfO99F+r3AmOyujwRkTzriuGRtXacMSY/UNFa+3cm1CQiIiIiInnM2T1/Efndw9yXuBsMHK3ckVLdPoSA4lldmohInud1pQOMMfcB64G5ru36xpifPFyXiIiIiIjkBfFnODvrv/iPu4eKibuJoCR72kyk1IDxCo5ERLKJjExbGw40BpYAWGvXG2OqeLAmERERERHJC/7+laTZT1Ig5jBJ1ospvp1o9uBIqpQukdWViYhIChkJj5KstdHm4jnG1kP1iIiIiIhIbnfmCPz6LGydhQ+wwVGVb4s8wSsP9aBEkF9WVyciIpfISHi02RjTC/A2xlQHhgErPFuWiIiIiIjkOg4HrA2D+cMhPpqz1o+RSd35p0ovRvVtTKBfRn48ERGRzHbFNY+Ax4CbgHhgMnAaeMKDNYmIiIiISG5zbDuEtoU5T0J8NIsct3BX/EhO3vwgYwbcquBIRCQby8jT1s4CL7m+REREREREMi4xDpZ/AL9/BI5EzvoW478xvfnF0YRBzavyQttaeHmZK7cjIiJZJs3wyBjzubX2UWPMbFJZ48ha28GjlYmIiIiISM6293eY/ThE7QJgbYmODDjQjtME8tK9tRh0R9UsLlBERDIivZFH/YBHgfczqRYREREREckNzp6A+a/CugkA2GI1+CzgUT7cUZx83oZPutWjY/1yWVykiIhkVHrh0T8A1tqlmVSLiIiIiIjkZNbC5mkw93mIPQ7evsQ3fZKH9zZn8Y7TBPh6M7pvQ5pXL5HVlYqIyFVILzwqYYx5Kq2d1toPPVCPiIiIiIjkRCf3wc9Pw675zu2Kt3Gi1Uj6zz7FpoPRFA/0JXRAY24uXyhr6xQRkauWXnjkDQQCWr1ORERERERSl5wEf42GxW9D4lnwLwR3v8m+Sl3oF7qafVFnqVSsAOMHNqZSsYCsrlZERK5BeuHRYWvtG5lWiYiIiIiI5CyH1sPsYXB4g3P7pi7QZgSbov0JGb2SyJgEbi5XiNCQRhQP9MvSUkVE5NqlFx5pxJGIiIiIiFwuIRYWvwMrR4F1QKEK0O4DqHEPy3ce5+EJfxKbkEzz6sX5sk9DAv3S+7FDRESyu/T+Fm+daVWIiIiIiEjOsHM+zHkKoveD8YJb/w/ufBH8Apm57iD//XEDSQ5Lp/pl+V/Xevj6eGV1xSIicp3SDI+stScysxAREREREcnGYo45n6K2eZpzu/TNcN+nUK4BAN8s283bv2wDYPAdVXm+TU28vDSZQUQkN9D4URERERERSZu1sG4C/PYKxJ0Cn/zOkUa3DgVvHxwOyzu/bGPM73sAeLldLR5qXjVraxYREbdSeCQiIiIiIqmL3Amzn4B9vzu3q7WG9h9CkcoAJCQ5eGbqBmatP0Q+b8P73erRsX65LCtXREQ8Q+GRiIiIiIhcLCkB/vgYlo2E5AQoUBzavgd17gfjnIoWE5/EIxPXsHxnJAG+3ozu25Dm1Utkbd0iIuIRCo9ERERERORf+1fC7Mfh+Hbn9i194O43oUDRC4ccPxNPSNgqNh88TfFAX8JCGlOnXKEsKlhERDxN4ZGIiIiIiMC5U7DwdVg91rldtBrc9zFUueOiw/ZGxtJv7Cr2nzhLpWIFGD+wMZWKBWR6uSIiknkUHomIiIiI5GXWwraf4JdnIeYIePlAsyeh+X8hn/9Fh26KiCYkbBWRMQncXK4QoSGNKB7ol0WFi4hIZlF4JCIiIiKSV0VHwC/PwN+/OLfLN4b7PoFStS87dNmO4zw8cQ1nE5JpXr04o/s0JMBPP06IiOQF+tteRERERCSvcSRD+BhY+AYkxIBfQbjrNWg4ELy8Ljt85rqD/PfHDSQ5LJ3ql+V/Xevh63P5cSIikjspPBIRERERyUuObIbZw+DgGud2rfug7f+gYNlUD/9m2W7e/mUbAIPvqMrzbWri5WUyq1oREckGFB6JiIiIiOQFCWdh6Xuw4jOwyRBUFtq9DzXbpXq4w2F555dtjPl9DwAvt6vFQ82rZmbFIiKSTSg8EhERERHJ7f5ZBHOehJN7AQONB0OrV8C/YKqHJyQ5eGbqBmatP0Q+b8P73erRsX65TC1ZRESyD4VHIiIiIiK5VWwkzHsJNk5xbpesDfd9ChUapXlKTHwSD09Yw++7Ignw9earvsE0q148kwoWEZHsSOGRiIiIiEhuYy1smALzXoRzJ8DHH1o8B7c9Bt750jzt+Jl4QsJWsfngaYoH+hIW0pg65QplYuEiIpIdKTwSEREREclNov5xTlHbs9S5XaUFtP8IilVL97S9kbH0G7uK/SfOUrlYAcYNbEylYgGZULCIiGR3Co9ERERERHKD5ETnYthL34OkOMhfFO55B+r1AJP+09E2RpwiJDScqNgEbi5XiNCQRhQP9MukwkVEJLtTeCQiIiIiktNFrIafhsGxLc7tuj3gnrch4MprFS3bcZyHJ67hbEIyzasXZ3SfhgT46ccEERH5l/6vICIiIiKSU8WdhkVvwqpvAAtFKjunqFVrlaHTZ647yH9/3ECSw9Kpfln+17Uevj5eHi1ZRERyHoVHIiIiIiI50faf4ef/wplDYLzh9mFwx7PgWyBDp3+zbDdv/7INgMF3VOX5NjXx8kp/epuIiORNCo9ERERERHKS04fh12dg22zndtkG0OFTKH1zhk53OCzv/LKNMb/vAeDldrV4qHlVT1UrIiK5gEfHpBpj2hhj/jbG7DLGPJ/OcY2MMcnGmK6erEdEREREJMdyOCB8DHzR2Bkc+QZCm/fgoQUZDo4Skhw88f16xvy+h3zehk961FdwJCIiV+SxkUfGGG/gC+BuIAIIN8b8ZK3dmspx7wHzPFWLiIiIiEiOdmwbzH4cDvzl3K7RFtq9D4XKZ7iJmPgkHp6wht93RRLg681XfYNpVv3KC2qLiIh4ctpaY2CXtXY3gDFmCtAR2HrJcY8B04BGHqxFRERERCTnSYyD5e/D7x+DIxECS8O9/4NaHcBkfH2i42fiCQlbxeaDpyke6EtYSGPqlCvkubpFRCRX8WR4VA44kGI7AmiS8gBjTDmgM9AKhUciIiIiIv/as9w52ujEP87t4IHQ+jXIX/iqmtkbGUu/savYf+IslYsVYNzAxlQqFuD+ekVEJNfyZHiU2q9C7CXbHwPPWWuTTTq/OTHGDAYGAxQtXZTgr4MBeKzxY9QqUYuhPw8FoHnF5oz8z0huHXMrAAG+ASwdsJQBMwew+dhmACbfP5lfd/3K+A3jAXjmtmcoE1SGp+Y9BcDdVe/mpTteomVYSwCKFyjO3D5z6TG1B7tO7AJgxgMzmLx5Mj9s+QGAV1u8ir+PPy8ufBGA+2rcx9BGQ2k7qS0A5QuWZ2aPmXSa0omI0xEA/Nr7V0aFj2L2DudCh++0foe4pDjeWPoGAN1v6k7POj3p/H1nAG4oegNTuk6hzcQ2RJ6NBGDJgCW8vext5u+eD8CH93zI4TOHGbliJAD96vWj7Q1t6TmtJwB1StYhrFMYLcJaEJsQC8DKh1byzG/PsHz/cgBGtRvFtuPb+GzVZ8D/t3ffYXaUdf/H3/e2tE0jvUCAhBYQAoQqEHoREERE0AdM1B8IFhQFUZSmIKj42B4QRIqioKIiIB0hdEgCIUACIQ1SSG+bbLbfvz/mbHY32U02W845u+f9uq69dqfsme8wM+dsPtzzHTh///M5ZPghTPj3BAAOGHoAt5xyCwfdfhDVNdXk5+Xz6pdf5cKHL2TSokkA3Hnanby84GVum3Kbx8nj5HHyOHmcPE4eJ4+Tx2kbj9OZdx/DuUtmclrpWgCWdOvL97v34M1Fz/OLpdO26ThVlg8lf/XXWbm+goKihawt/jNLyn7Gs1M9Tl5PHiePk8fJ49TwOG1JiHHTPKdthBAOAa6OMZ6Qmv4eQIzxJ/XWmUtdyNQfKAXOjzE+0NTrjh07Nk6ePLldapYkSZIyJkZ463547HIoXQ75RXDEpfDxi6Ggyza/3HMzl/GVe6ZQWlHN4bv053f/sz89uviwZUlS40IIU2KMYxtb1p6fHpOAXUIIOwELgbOBz9VfIca4U70i7wIe3lJwJEmSJHVKq+bBw5fA7KeT6REfh1N/Bf13adHL/euNBVz692lU1UQ+te8wbvz03hQVtOuDliVJnVi7hUcxxqoQwtdInqKWD9wRY3wnhPCV1PLftde2JUmSpA6hugpeuRme/QlUlkLX3nD8j2HM/0Bey8Ke256bzfWPvAvABUfszHdP3J28vOY315YkaVPtOm41xvgI8Mgm8xoNjWKM49uzFkmSJCmrLHw9aYi9eFoyvdeZcOJPoHhgi16upiZy3SMz+MMLcwH4wcl78OXDd26raiVJOcybniVJkqR0Kl8Hz1wPr94CsQZ67wCn/AJ2Oa7FL1lRVcN3/v4mD765iML8wM8/sw+njRnWhkVLknKZ4ZEkSZKULjOfgP9cAmvmQ8iDQ74GR30finq0+CVLyiq58J7XeWHWcnoU5XPruWM5bJf+bVi0JCnXGR5JkiRJ7a1kSfIUtXf+mUwP2SdpiD1031a97LKScsbf+RrvLFpL/+Iu3DXhAPYa1rsNCpYkqY7hkSRJktReamrgjT/Bkz+EsjVQ2B2OugIO+grkt+5P8bnL1/OFO17jw5Wl7NivO3/84kHs0K97GxUuSVIdwyNJkiSpPSybCQ9/Ez54MZkedRycfBP0HdHql562YDUT7pzEivUV7D28N3eMP4D+xV1a/bqSJDXG8EiSJElqS1Xl8MIv4fmfQ3UF9BgAJ94Ae30aQmj1y0+cuYwL75lCaUU1R+w6gFs+vx89uvhnvSSp/fgpI0mSJLWVD16Chy6G5TOT6X3PheOuhe7btcnL/+uNBVz692lU1UQ+te8wbvz03hQV5LXJa0uS1BTDI0mSJKm1NqyGp66CKXcl0/1GJQ2xdzysTV4+xsjvn5/D9Y+8C8AFR+zMd0/cnby81o9kkiRpawyPJEmSpJaKEaY/AI9+F9YtgbxCOOxbcPi3obBrm2yipiZy3SMz+MMLcwH4wcl78OXDd26T15YkqTkMjyRJkqSWWD0fHvkOzHwsmd7+4GS00cDd22wT5VXVXPr3aTz45iIK8wM3nTWGT+4ztM1eX5Kk5jA8kiRJkrZFTTW8dhs8/SOoXA9desFx18B+4yGv7foPlZRV8pV7pvDirBX0KMrn1nPHctgu/dvs9SVJai7DI0mSJKm5PpoGD30DFr2RTI8+DU68EXoNadPNLC0pY8Kdk3hn0Vr6F3fhrgkHsNew3m26DUmSmsvwSJIkSdqailKYeAO89FuI1dBrGHzi57D7J9p8U3OXr+e8O15l/soN7NivO3/84kHs0K97m29HkqTmMjySJEmStmTW0/Dwt2D1B0CAg74CR/8AuvRs8029OX81X7xrEivWV7D38N7cMf4A+hd3afPtSJK0LQyPJEmSpMasWwaPfx/e+lsyPWgvOPXXMHz/dtncxJnLuPCeKZRWVHPErgO45fP70aOLf65LkjLPTyNJkiSpvhhh6l/giStgwyoo6ApHfg8O+SrkF7bLJv/5+gIuu38aVTWRM/Ydxo1n7k1hfts135YkqTUMjyRJkqRaK2bDw9+Euc8l0zsfCaf8L2y3c7tsLsbIbc/N4SePvgvABeN25rsn7E5eXmiX7UmS1BKGR5IkSVJVBbz0a5j4U6guh+794ITrYe/PQmifIKemJnLdIzP4wwtzAfjhKaP50mE7tcu2JElqDcMjSZIk5aaSxXD/BDj0Ynj6Glg6PZm/z+fg+B9Dj37ttunyqmq+8/dpPPTmIgrzAzedNYZP7jO03bYnSVJrGB5JkiQpNz39I/jgpeQLoO9OcOovk1vV2lFJWSVfuWcKL85aQXGXAm49d38+Pqp/u25TkqTWMDySJElSbvnxQKgq33x+yaJ2D46WlpQx4c5JvLNoLf2Lu3DXhAPYa1jvdt2mJEmt5SMcJEmSlBtqamDa36D7JqN88rvAxz4DF7/Vrpufu3w9n77lJd5ZtJYd+3XnnxceanAkSeoQHHkkSZKkzm/2f+HJq2DxtGS6ax8oWwMFRVBdCV16Qc9B7bb5N+evZsJdk1i5voJ9hvfmD+MPoH9xl3bbniRJbcnwSJIkSZ3XR28modGcZ5LpnkPh6CvgvUeheBCMnQCT74R1S9qthGffW8pFf36d0opqjth1ALd8fj96dPHPcElSx+GnliRJkjqfVfPgvz+Gt/6eTHfpDYd/Cw76ChR2g33/p27dU37RbmX88/UFXHb/NKpqImfsO4wbz9ybwnw7R0iSOhbDI0mSJHUepSvhuZ/DpN9DdQXkF8GB58Ph34bu26WtjBgjtz03h588+i4AF4zbmctP3J0QQtpqkCSprRgeSZIkqeOrKIVXb4EXfgnla4EAe38WjroC+o5Iayk1NZEf/2cGd7w4F4AfnjKaLx22U1prkCSpLRkeSZIkqeOqqYapf4ZnfgIli5J5I4+GY6+BIXunvZzyqmq+8/dpPPTmIgrzAzedNYZP7jM07XVIktSWDI8kSZLU8cQIMx+Dp66GZcmtYQzeG467FkYelZGSSsoq+co9U3hx1gqKuxRw67n78/FR/TNSiyRJbcnwSJIkSR3L/Enw5JXw4UvJdJ8d4OgrYa9PQ15mmlEvLSlj/B2TmP7RWvoXd+GuCQew17DeGalFkqS2ZngkSZKkjmH5LHj6GpjxYDLdbTs44lI44EtQ0CVjZc1dvp7z7niV+Ss3sFP/Htw94UB26Nc9Y/VIktTWDI8kSZKU3dYthWdvgCl3QayGgm5wyEXw8Yuha2ZH97w5fzUT7prEyvUV7DO8N3eMP4B+xZkLsiRJag+GR5IkScpO5SXw0m/hpd9A5XoIebDfeXDk96BX5ptQP/veUi6853U2VFYzbtcB3Pz5/ejRxT+vJUmdj59ukiRJyi7Vlckoo4k3wvplybzdPgHHXAUDd89oabX++foCLrt/GlU1kTP2G8aNn96bwvzM9FuSJKm9GR5JkiQpO8QI0/8NT18LK2cn84YfkDxBbcShma0tJcbIrc/N4YZHkye8fWXcSL574m6EEDJcmSRJ7cfwSJIkSZk378XkCWoLJyfT/UYlI432OBWyJJipqYn8+D8zuOPFuQBcecpovnjYThmuSpKk9md4JEmSpMxZMj15gtrMx5LpHgPhyMuT3kb5hZmtrZ7yqmq+/bc3eXjaRxTmB246awyf3CfzfZckSUoHwyNJkiSl35qF8Mz18OZfINZAUTEc+g045KvQpTjT1TVQUlbJBX+awkuzV1DcpYDbzt2fQ0f1z3RZkiSljeGRJEmS0mfDanjhf+HV30FVGeQVwNgvwbjLoHhgpqvbzNKSMsbfMYnpH62lf3EX7ppwAHsN653psiRJSivDI0mSJLW/qnJ47ffw/M9hw6pk3ujT4Zgrod/IjJbWlDnL1vGFO19j/soN7NS/B3/84oFsv133TJclSVLaGR5JkiSp/dTUwFt/h//+GNZ8mMwbcVjyBLXh+2e2ti14c/5qJtw1iZXrK9hneG/uGH8A/Yq7ZLosSZIywvBIkiRJ7WPW0/DUVbD4rWR64Gg49mrY5fiseYJaY559bykX3vM6GyqrGbfrAG7+/H706OKfzZKk3OWnoCRJktrWoqlJaDTn2WS61zA46grY52zIy89kZVv1jykL+O4/plFVEzljv2Hc+Om9KczPy3RZkiRllOGRJEmS2saqecntaW/9PZnu0hsOvwQOugAKu2W0tK2JMXLrc3O44dF3AfjKuJF898TdCFk8QkqSpHQxPJIkSVLrrF+RNMJ+7fdQUwn5RXDg+XD4t6H7dpmubqtqaiI/+s907nxxHiHAD08ezRcP2ynTZUmSlDUMjyRJktQyFaXw6i3wwi+hfC0QYO+z4egroM8Oma5uq5auLeOrf3md3t0KeWrGUgrzA784awyn7jM006VJkpRVDI8kSZK0baqr4M2/wDPXQ8lHybyRx8Bx18Dgj2W2tm3wsyfeY9K8VQAUdyngtnP359BR/TNclSRJ2cfwSJIkSc0TI8x8DJ66GpYlvYEYsg8cdy3sfGQmK9smu/3gUcqrahrMW1dexYS7JvHej0/KUFWSJGUvwyNJkiRt3fxJ8OSV8OFLyXSfEXDMlbDnGZDXcZ5G9tKs5Wzftxuzlq3fOK9LQR4n7jWYK07eI4OVSZKUvQyPJEmS1LTls+Dpq2HGQ8l0t+1g3GUw9otQ0CWjpW2LecvXc/0jM3hi+hIAuhfls6GimqKCPCqqa+jZpYCBPbtmuEpJkrKT4ZEkSZI2V7IEJt4AU+6GWA0F3eCQi+DjF0PX3pmurtnWllXyf/+dxR0vzqWyOtK9KJ+LjhzJ1PmrGdy7G587cAf+8tqHLCspy3SpkiRlLcMjSZIk1SkvgZd+Ay/9FirXQ8iD/c6DI78HvTrOU8iqayJ/mzyfm554j+XrKgD49H7DuezE3RjUq+EIox+fvlcmSpQkqcMwPJIkSRJUV8KUu2DijbB+WTJvt0/AMVfBwN0zWtq2enn2Cq59eDozPloLwNgRfbny1NHsPbxPZguTJKmDMjySJEnKZTHC9Afg6Wth5Zxk3vADkyeojTgko6Vtqw9XlHLdI9N5/J2kr9GwPt24/KTdOWXvIYQQMlydJEkdl+GRJElSrpr3QvIEtYVTkul+o+DYq2H3U6ADhS0lZZX89plZ3PnCPCqqa+hWmPQ1+n9H7EzXwvxMlydJUodneCRJkpRrlkyHp66G9x9PpnsMhCMvT3ob5RdmtLRtUV0T+fvk+fy8Xl+jM/YbxndP3H2zvkaSJKnlDI8kSZJyxZqF8Mz18OZfINZAUXHy9LSDL4IuxZmubpu8MmcF1z40nempvkb7j+jLlaeMZp/t+2S2MEmSOiHDI0mSpM5uw2p44Rfw6q1QVQZ5BXDAl+GIy6B4QKar2yYfrijl+kdm8Ng7iwEY2rsrl39iD061r5EkSe3G8EiSJKmzqiyDSb+H534OZauTeXt+Co7+IfQbmdHStlVJWSU3PzubPzw/d2NfowuPHMn/O3xnuhXZ10iSpPZkeCRJktTZ1NTAW3+D/14Haz5M5u14OBx3DQzbP7O1baPqmsj9U+bzs8dnsnxdOQBn7DuMy07cncG97WskSVI6GB5JkiR1JrOehievgiVvJdMDR8Ox18Aux3WoJ6gBvDpnBdc+PJ13FiV9jfbboQ9XnronY+xrJElSWhkeSZIkdQaLpsJTV8GcZ5PpXsPgqCtgn7Mhr2Pd1jV/ZSk/eXQGj7yV9DUa0rsrl5+0O5/cZ6h9jSRJygDDI0mSpI5s1Tx4+kfw9v3JdNfecNglcNAFUNgto6Vtq3XlVdz8zCxuf2EuFVU1dC3M48Jxozj/CPsaSZKUSYZHkiRJHdH6FfDcz2DS7VBTCflFcOD5cPi3oft2ma5um9TURO6fsoCfPv7exr5Gn9p3GJeduBtDenesAEySpM7I8EiSJKkjqSiFV26GF38F5WuBAHufDUdfAX12yHR12+y1uSu59uF3eHth0tdozPZ9uPLU0ey3Q98MVyZJkmoZHkmSJHUE1VUw9c/w7E+g5KNk3qhj4dirYfDHMlpaS8xfWcoNj77Lf95K9mVwr7q+Rnl59jWSJCmbGB5JkiRlsxjhvUfhqath+XvJvCFj4LhrYedxmaysRdaVV3HLs7P4/fN1fY0uOGIkF4zbme5F/mkqSVI28hNakiQpW81/DZ68Ej58OZnuMwKOuRL2PAPy8jJb2zaqqYn84/Wkr9GykqSv0eljhnLZibsztI99jSRJymaGR5IkSdlm+fvw9DUw46Fkuns/OOIyGPtFKCjKbG0tMGneSq59aDpvLVwDwD7b9+Eq+xpJktRhGB5JkiRli5IlMPEGmHI3xGoo6AaHfBU+fjF07ZXp6rbZglWl/OTRd/nPtLq+Rt89aTdO22eYfY0kSepADI8kSZIyrbwEXvoNvPRbqFwPIQ/2+wIc+T3oNSTT1W2z9eVV3PLsbG57fg4VVTV0KcjjgnEj+Yp9jSRJ6pD89JYkScqUqgqYchdMvBFKlyfzdjsZjr0KBuyW0dJaoqYm8s83FvLTx95laaqv0WmpvkbD7GskSVKHZXgkSZKUbjHCO/+Cp6+FVXOTecMPTJ6gNuKQzNbWQpPnreTah6czbUGqr9Hw3lx56p7sP8K+RpIkdXSGR5IkSek09/nkCWqLXk+m++2SjDTa/RQIHa8P0IJVpdz42Hs89OYiAAb16sJ3T9yd08fY10iSpM7C8EiSJCkdlrwDT10N7z+RTBcPgiMvh33Pg/yO9yfZ+vIqfjdxNrc9N4fy2r5GR+zMV44caV8jSZI6GT/ZJUmS2tOaBfDM9TD1L0CEouLk6WmHfBWKemS6um1WUxP51xsL+enj77JkbdLX6NR9hnL5SfY1kiSpszI8kiRJag8bVsEL/wuv3gpVZZBXAGO/BEdcCsUDMl1di0z5YCXXPjSdN1N9jfYe3purTh3N/iO2y3BlkiSpPRkeSZIktaXKMpj0e3ju51C2Opm35xlwzA9hu50zWlpLLVy9gRsffZcHU32NBvZM+hp9al/7GkmSlAsMjyRJktpCTQ289Tf4749hzfxk3o6Hw3HXwLD9M1tbC5VWVPG7Z2dza72+RucfsTNfGTeSHl38M1KSpFzhp74kSVJrxAizn4Ynr4YlbyXzBu6ZhEajju2QT1CrqYk8MHUhNz5W19folL2HcPlJuzO8b/cMVydJktLN8EiSJKmlFr0BT14Fcycm072Gw9FXwN6fhbz8zNbWQlM+WMW1D0/nzfmrAfjYsKSv0dgd7WskSVKuMjySJEnaVivnJrenvX1/Mt21Nxz+bTjwfCjsmE8cW7R6Azc+9i7/nlrX1+iyE3fnDPsaSZKU8wyPJEmSmmv9cnjuZzDpD1BTCfld4KDz4bBLoHvHHJlTWlHF7ybO4bbnZlNWWUNRQR7nH74zFx5pXyNJkpTwLwJJkqStqSiFV/4PXvgVVJQAAfY5B466Avpsn+nqWqSmJvLgm4u44dF3Wby2DICT9x7C5Sfuzvbb2ddIkiTVMTySJElqSnUVTL0HnvkJrFuczBt1LBx7NQz+WEZLa43XP1zFtQ9NZ2qqr9Few3px5Sl7cuBOHXP0lCRJal+GR5IkSZuKEd57BJ66Bpa/l8wbMgaOuxZ2HpfR0lrjozUbuPHRd3kg1ddoQM8uXHrCbpy533D7GkmSpCYZHkmSJNU3/zV44ocw/5Vkuu+OcMyVMPpTkJeX0dJaakNFNbc+N5vfTazra/T/Dt+JC48cRbF9jSRJ0la0618LIYQTgV8B+cDtMcYbNln+eeC7qcl1wIUxxjfbsyZJkqRGLX8fnroa3n04me7eD8Z9F/afAAVFGS2tpWKs62v00ZpUX6OPDeHyk+xrJEmSmq/dwqMQQj7wf8BxwAJgUgjhwRjj9HqrzQXGxRhXhRBOAm4DDmqvmiRJkjZTshievQFe/yPEaijoBod+DQ79BnTtlenqWuyND1dx7cPTeePD1QDsObQXV54ymoN27pfZwiRJUofTniOPDgRmxRjnAIQQ7gNOAzaGRzHGl+qt/wowvB3rkSRJqlNeAi/+Gl7+LVSWQsiH/cfDuMuh15BMV9dii9eUceNj7/KvNxYC0L+4C5edsBuf3n84+fY1kiRJLdCe4dEwYH696QVseVTRl4BHG1sQQjgfOB9gu8HbMfa2sQB8/cCvs8eAPbjoPxcBcPgOh/Oz43/GwbcfDECPoh5MHD+R8Q+M5+2lbwNw76fv5dFZj/LHN/8IwKWHXsqQnkO45PFLADhu5+O44ogrOPKuIwHo370/j/3PY5x9/9nMWjkLgH999l/c+/a9/O2dvwFw5bgr6VrQle8//X0ATt31VC464CJO+vNJAAzvNZwHzn6A0+87nQVrFwDw6Ocf5eZJN/PQzIcAuP6Y6ymrKuPaidcCcNaeZ3HOXufwqb9+CoBR243ivjPv48R7TmR56XIAnh3/LNc9dx1PznkSgF+c8As+KvmIn730MwDO2+c8Thp1Euf84xwA9hq4F3edfhfj7hrH+or1ALzy5Ve49IlLef7D5wG4+eSbmbFsBr957TcAnL//+Rwy/BAm/HsCAAcMPYBbTrmFg24/iOqaavLz8nn1y69y4cMXMmnRJADuPO1OXl7wMrdNuc3j5HHyOHmcPE4ep6w7TndMvpUzStfw9Q0b6FaxDoBnuvbgld1O4NKTb+qwx2ltWRlXPjyR0tWHQSyiMD9Q0PM5avo8xz8/2IGzDuhYx8nryePkcfI4eZw8Th6n9B6nLQkxxi2u0FIhhM8AJ8QYv5yaPhc4MMb49UbWPQq4GTgsxrhiS687duzYOHny5PYoWZIkdWYxwjv/gqevhVVzk3nbH5Q8QW2HgzNbWyvU9jW68dF3WZTqa3TSXoP5/if2sK+RJElqthDClBjj2MaWtefIowXA9vWmhwOLNl0phLA3cDtw0taCI0mSpBaZ+zw8eSUsej2Z7rcLHHs17H4yhI57K9fU+au59qF3eD3V12j0kF5ceepoDravkSRJakPtGR5NAnYJIewELATOBj5Xf4UQwg7AP4FzY4wz27EWSZKUi5a8A09eBbOSoe8UD4Ijvwf7ngv5HfcR9YvXlPHTx97lnxv7GhVx6Qm7ceb+29vXSJIktbl2+6spxlgVQvga8DiQD9wRY3wnhPCV1PLfAVcC/YCbQ/J//aqaGiIlSZLUbGsWwH+vgzfvBSIU9YSPXwyHXARFPTJdXYuVVVZz23NzuOXZ2WyorKYoP48vHrYTXz1qJD27Fma6PEmS1Em1W8+j9mLPI0mS1KQNq+D5X8Crt0J1OeQVwtgvwrjLoEf/TFfXYjFGHpr2ETc8MmNjX6MT90z6Gu3Qz75GkiSp9TLV80iSJCk9Ksvgtdvg+ZugbHUyb88z4JgfwnY7Z7S01npz/mqufXg6Uz5YBcAeQ3px5SmjOWSkfY0kSVJ6GB5JkqSOq6Yapv0NnrkO1sxP5u14ePIEtWH7Zba2VlqytowbH3uXf75e19foO8fvxmfG2tdIkiSll+GRJEnqeGKEWU/DU1fBkreTeQP3hOOugVHHdugnqJVVVnP783O4+dnZlFYkfY0mHLYjXztqlH2NJElSRhgeSZKkjmXRG/DklTD3uWS613A4+gew91mQl5/Z2lohxsjD0z7ihkffZeHqDQCcsOcgvv+JPRjRr+M2+ZYkSR2f4ZEkSeoYVs6F//4I3v5HMt21Nxz+HTjwfCjsmtnaWmnagtVc+9B0Jtfra/TDU/bg0JEdt8m3JEnqPAyPJElSdlu/HJ77GUz6A9RUQn4XOOgCOPwS6NY309W1ypK1Zfzs8fe4f8oCAPr1KOI7J+zGWfY1kiRJWcTwSJIkZaeK9fDKzfDCr6CiBAiwz+fgqO9Dn+0zXV2rlFVW84cX5vJ/z8yitKKawvzAFz++E189ehS97GskSZKyjOGRJEnKLtVVMPUeeOYnsG5xMm/UcXDs1TB4r4yW1loxRh55azHXPzJjY1+j40cnfY127G9fI0mSlJ0MjyRJUnaIEd79Dzx9DSyfmcwbui8cdy3sdERma2sDby9cw7UPTee1eSsB2H1wT648ZTSHjrKvkSRJym6GR5IkKfM+fDV5gtr8V5LpvjvCMVfC6E9BXl5GS2utpbV9jV5fQIxJX6NvH78bnz3AvkaSJKljMDySJEnpVbIY7p8AZ94FZWuSkUbvPpws694Pxn0X9p8ABUUZLbO1avsa3fzMLNan+hqNP3RHvn7MLvY1kiRJHYrhkSRJSq+JP4UPXoa7T4UVsyBWQ2F3OOSrcOg3oGuvTFfYKjFGHn076Wu0YFXS1+i4VF+jnexrJEmSOiDDI0mSlB4/GgjV5XXTy99Lvod8+MYb0HNwZupqQ28vXMO1D0/ntblJX6PdBvXkylNH83H7GkmSpA7M8EiSJLWP6kpYMAnmPJt8VVc2XB7yYJfj4dRfQ89BmaiwzSwtKePnj7/H36ckfY2261HEJcftytkHbE9Bfsfu2SRJkmR4JEmS2kaMsHRGXVj0wYtQsa5ueciH7gNh/TLIL4SaKug1rEMHR2WV1dzx4lz+779JX6OCvMD4jyd9jXp3s6+RJEnqHAyPJElSy61ZCHMn1gVG65Y0XD5gD9j5yORrxKHwwIVQPAjGToDJd26+fgcRY+Sxtxdz/aMzmL8y6Wt07B6D+P4ndmfnAcUZrk6SJKltGR5JkqTmK1sD815MhUXPwPKZDZcXD4aRRyVh0U7joNeQhsvP/nPdz6f8or2rbRdvL1zDjx6ezqupvka7Dirmh6eM5vBdBmS4MkmSpPZheCRJkppWVQELJ8PsZ5LAaOGU5OlotYp6wo6H1Y0uGrAbhJChYtvXspJybnriPf46eT4xQt/uhVxy/G6cY18jSZLUyRkeSZKkOhv7FqXConkvQuX6uuV5BbD9IXVh0bD9k/5FnVh5VTV3vDCP/3tmFuvKqyjIC3zh4zvyDfsaSZKkHGF4JElSrluzsK5n0ZxnYf3Shsvr9y3a8ePQpWfaS8yEGCOPv7OY6x95lw9XlgJwzO4DueLkPexrJEmScorhkSRJuaZsDcx7oS4s2rRvUc8hqbDoKNh5HPQcnIEiM+udRUlfo1fm1PU1+sHJozliV/saSZKk3GN4JElSZ1dVAQsm1YVFTfUtqm103X/XTtu3aGuWlZTziyff475J9foaHbcr5xy4g32NJElSzjI8kiSps4kRlk6vC4ua7FuUCouG7dfp+xZtTXlVNXe9OI/f/Leur9F5h+7IxcfsQu/uuf3fRpIkyfBIkqTOYGPfomdgzsTN+xYNHF3Xt2jEoTnTt2hrYow8MX0J1z8ygw9WJH2Njk71NRppXyNJkiTA8EiSpI6ptm/R7NRT0Va833B5zyF1I4tytG/R1sz4aC3XPjSdl+esAGCXgcX84JTRjLOvkSRJUgOGR5IkdQRVFbDgtU36FtXULS/qCTsdXje6KIf7Fm3N8nXl3PTETP466UNqIvRJ9TX6nH2NJEmSGmV4JElSNooRlrxTFxZ98CJUltYtzyuA7Q+uC4uG7Q/5fqxvSXlVNXe/NI/fPD2LklRfoy8cOoKLj9mFPt2LMl2eJElS1vKvTEmSssWaBXVh0ZxnYf2yhss39i06KtW3yJ48zRFj5MnpS7iuXl+jo3YbwBUnj2bUQP8bSpIkbY3hkSRJmbJhddK3qLbR9YpZDZf3HJqERSOPgp2OsG9RC8z4aC0//s90XpyV9DUaNbCYH5y8B0fuNjDDlUmSJHUchkeSJKVLVTksmJSERbOfgUWvN+xb1KUX7Fi/b9Eu9i1qoRXryrnpyZnc91pdX6NvHbsrnztoBwrtayRJkrRNDI8kSWovNTWwdHoyqmjOs/DBS433LRqZeira0P3sW9RKFVU13P3SPH799PuUlFeRnxcYf8gIvnmsfY0kSZJayr9QJUlqS6vn1/Usmjuxkb5Fe9aNLLJvUZuJMfLUjKVc95/pzEv1NTpytwH84OQ9GDWwZ4arkyRJ6tgMjyRJao0Nq2He83WBUWN9i2pHFu00DnoOSn+Nndy7i9fy44dn8MKs5QCMHNCDH5wymqPsayRJktQmDI8kSdoWVeUw/7W6sMi+RRmzYl05v3hyJvem+hr17lbIN4/dhf85eIR9jSRJktqQ4ZEkSVtSUwNL36kLizbrW1QIOxySCouOgqH72reonVVU1fDHl+fxq6ffp6Qs6Wv0hYN34JvH7krfHvY1kiRJamv+dStJ0qbq9y2a8yyULm+4vLZv0cijkuDIvkVpEWPk6RlLue6RGcxdvh6AI3YdwA9P3oNdBtnXSJIkqb0YHkmStGEVzHsBZqeeirZydsPlvYbVjSza6Qj7FmXAe4tL+PF/pvP8+0mQt/OAHvzw5NEcudsAgrcFSpIktSvDI0lS7qkqh/mv1utb9MbmfYt2OqKub1G/UfYtypCV6yv4xZPv8ZdXk75GvboW8M1jd+XcQ+xrJEmSlC6GR5Kkzq+mBpa83bBvUdWGuuV5hbDDoXVhkX2LMq6iqoY/vfIBv3pqJmtTfY3OO3gHvmVfI0mSpLTzL2NJUue0+sN6fYsmbt63aNBedWGRfYuyRoyRZ95byo8fnsGcVF+jw3fpzw9PGc2u9jWSJEnKCMMjSVLnsGEVzH2+LjBqtG/RUanAaBwUD8xAkdqSmUtK+NHD9foa9e/BD07Zg6N2G2hfI0mSpAwyPJIkdUxb7VvUG3Y6vK7Rdb+R9i3KUivXV/DLp2by51c/pLom0qtrARcfuyvnHjyCogL7GkmSJGWa4ZEkqWNo0LfoGfjg5ab7Fo08CoaMsW9Rllq6toyv3fsGv/zsGB57ezG/TPU1ygtw7sEj+NZxu7KdfY0kSZKyhn9VS5Ky1+oPYfYzSWA0dyKUrmi4fGPfoqNgxCFQ1CMTVWob/frp95k0dyUn/PI5SsqqgKSv0Q9OHs1ug+1rJEmSlG0MjyRJ2WPDKpj7XL2+RXMaLu81vG5k0U5H2Lcoi5VXVbN4TRkLV29g0eoyFq3ewC+fmklNrFunNjgqzA/88YsH2tdIkiQpSxkeSZIyp7Js875F1EsX7FuUlWKMrCqtZNHqDalwqParbOP0snXlxLjl1ynIC5y012B+eOpogyNJkqQsZngkSUqfmhpY8lZdWNRo36KDk6eh7WzfokxpbNRQw6CojA2V1Vt8jfy8wODeXRnWpxtD+3RlaJ9uDO3TjaenL+HZmcsoKsijorqG3t0KGdiza5r2TJIkSS3hX+SSpLZTshjunwBn3gU9ByXzVn1QFxY12rfoY3VhkX2L2t3WRg0tXL2BZSXlW32dXl0LGNqnWyocqv3qunF6YM8uFORv/qS0599fxucPHsHnDtyBv7z2IctKytpjNyVJktSGQtzamPIsM3bs2Dh58uRMlyFJaszDl8DkO5KeRH1GJIHRqrkN1+k1HEYemYRF9i1qc1saNVQbFpVV1mzxNfLzAoN7bT5qaFi9kKhn18I07ZEkSZLSIYQwJcY4trFljjySJLVcZRkseQfuOB5qqurmz/5v3c/2LWozWxo1tKC211A7jhqSJElSbjI8kiQ1T0UpLHkbPnoTFk2Fj6bC0hkQG+l9E/Jg4Gg45upkFJJ9i5rFUUOSJEnKRv41L0naXPm6JCiqDYk+ehOWvQtxk+Ai5MGA3ZPG1qvmwvzXoKAIqith+4Ng1+MyUHx2amrUUBIMlbXZqKFBvbqSn+fILkmSJLUdwyNJynXlJfDRtLqQaNFUWD4T2KQnXsiHgXvC0DEwZJ8kMBq8V12D6/s+D2O/CGMnwOQ7Yd2StO5GpjU2amjhqg0sWuOoIUmSJHVshkeSlEvK1iQBUf1bz1bMZrOgKK8ABu5RFxIN3RcG7QmF3Zp+7bP/XPfzKb9o+9ozaNNRQwtXpUYOrWm7UUPD+nZjYE9HDUmSJCn7GB5JUmdVuhIWT2t469nKOZuvl1cIg0anQqIxSWA0cE8o7JreejNo01FDDcOh1o8aGta3G0N6O2pIkiRJHZPhkSR1ButXpAKiqamw6E1Y/cHm6+V3SUYQ1b/1bODopE9RJ1V/1NCCVfWeUNZGo4aG9619QpmjhiRJktQ5GR5JUkezblm9kGhqEhStmb/5egVdYfDH6t16NiZpbp3fuUa/1B81lIwYKmu7UUN9k7DIUUOSJEnKZYZHkpTNShbXjSSqDYxKFm2+XmF3GLx3EhTVjirqvxvkd+y3+dpRQwtXNXxCWVuMGkqCoa6OGpIkSZK2omP/q0KSOosYYe2ihiHRR1Mbf2JZUXESFNW/9az/LpCXn9aSG7N0bRlfu/cNfvu5fRnYc+s9kzaOGtoYDrXNqKFhfev6DTlqSJIkSWodwyNJSrcYYc2Chv2JPpoK65dtvm6XXqmAqN6tZ9uNhLy8tJbcXL9++n0mzVvJr596nx+dvhcr11ckDajbcNRQXTDkqCFJkiQpHQyPJKk9xZg0rq7fn+ijN6F0xebrdu2dBEQbbz0bA313ytqgCKCmJrJw9QaOvulZKqvjxvn3vPoh97z64VZ/f9NRQ7XBkKOGJEmSpOxheCRJbSVGWDmnLiSqHVVUtnrzdbv1rRtJVBsY9d0RQnaOoCmrrGbeivXMXrqeWUvXMXvZOmYtXcec5eu2eFtZcZd8hvft7qghSZIkqQMzPJKklqipgZWzUyHRG6kRRdOgfM3m63bv3zAkGjoGem+flUHRmtJKZi0rSUKiZeuYvXQds5atY/7KUmpi478zoGcXRg0oZvm6cmYtXUdBfqCqOvKZscP56Zn7pHcHJEmSJLU5wyNJ2pqaalgxa5Nbz6ZBRcnm6xYP2vzWs15DsyooijGyaE1ZEgzVG0U0e9k6lq+raPR38gLs1L8HIwcUM3JgD0YNKGbkwGJGDiimd7fktrIL/jSZg3bux+cO3IG/vPYhy0rK0rlbkiRJktpJiLGJ/5WcpcaOHRsnT56c6TIkdVbVVbB8ZsNbzxa/BZXrN1+359CGIdGQfaDXkPTWuwUVVTWpW83qhUTL1jFn2XpKK6ob/Z1uhfl14dCAYkYNTEKiEf2606Ug809zkyRJktQ+QghTYoxjG1vmyCNJuau6Epa92/CJZ4vfhqoNm6/ba/jmt54VD0xruU1ZW1ZZLyCq60n04cpSqpu416x/cVFqFFHxxlFEowYWM6RXV/LsQSRJkiSpHsMjSbmhqgKWTq8LiRZNhSXvQHUjj4rvs0O9Ztb7JD/36J/WcjcVY2Tx2rJUw+qSBiHR0iYed58XYES/7nXhUOqWs5EDiunTvSjNeyBJkiSpozI8ktT5VJalgqKpdaOKlk6H6kb6+fTdafNbz7pvl95666msruGDFaUbg6HZtd+XrWddeVWjv9O1MI+d+zcMiEYNLGbHfj3oWuitZpIkSZJax/BIUsdWuSEZQbTojbo+RUtnQE0jQUu/UXUjiYbsk3x165PmghPryqsabVj9wYpSqpq41Wy7HkUNRg/VhkXD+nTzVjNJkiRJ7cbwSFLHUVGaNK+u38x62bsQN23+HKD/rg1vPRu8N3TtldZyY4wsKynfJCBKbjdbvLbxJ5GFANtv1y1pVl2vF9HIAcVs18NbzSRJkiSln+GRpOxRshjunwBn3gVFPWDxtLqQ6KOpyVPQYk3D3wl5MGCPhv2JBn8MuhSnreyq6ho+XFm6WcPq2cvWUVLW+K1mRQV57Ny/R8OG1QOK2al/D7oVeauZJEmSpOxheCQpc6oqoOQjWLsI1i6EV26BhZPhtwdA+Vpgk9u3Qj4M2qsuJBo6BgbtmQRNabC+vIo5y9Y3uM1s1tJ1zFuxnsrqxm81692tkFGb9CIaNaAnw/p2I99bzSRJkiR1AIZHktpHdWUqFEoFQ2sXwprU99p565ayWUAEUL4m9UOAff+nrpn1oD2hsFu7lh1jZPm6is16Ec1euo5Faxq/1QxgWJ9uDRtWp0YT9etRRAiGRJIkSZI6LsMjSduuujIZMbQxDEoFQmsWbD0Yqi/kQfEQ6NEfSlfAuiVJo+v8LrDHKXDCT6DnoPbZhZrI/JWlm40imr1sPWs2VDb6O0X5eezYv/vGHkS133ce0IPuRb6dSpIkSeqc/NeOpIaaCoY2jhxalIQ8zQ2Geg1NvnoPT/08LPnqPQyKB0F+YbL+Q9+C1++Cgq5QXQFd+7RJcLShopo5y1PBUL2eRHOXr6eiuqbR3+nZtaDerWZ137fv242C/LxW1yRJkiRJHYnhkZRLaoOhTUcJbWswRICeQ1JBUDOCoeZYvxT2nwBjJ8DkO1N1NN+KdeUNmlXXfl+4egOxid0Z0rvrxtFDIwcWM3JA0pNoQHEXbzWTJEmSpBTDI6mzqB8M1Q+D1qZCojULWxYM1YZBvYZCr1RI1HPwtgVDzXH2n1m6toyv3fsGv/3c9Qzs2XXzXayJLFy1oZFbzdaxqrTxW80K8gI7DujRoGF1cqtZMcVdfAuUJEmSpK3xX05SR1BdmTzGftNRQi0OhjYZJdTewVAz/frp95k0byW/eGImXzh0x816Ec1Zto7yqsZvNSvuUtBg9FDtrWY7bNedQm81kyRJkqQWMzySMq26qt6IoXphUP1+Q+uWQGw8NKmTfcFQRVUNJWWVlJRVpb4qWZv6Xn/eHS/OpaZe7nXfpPncN2l+o685qFeXzRpWjxpYzMCe3momSZIkSe3B8EjaFiWL4f4JcOZdzWvmvMVgqPapZNsaDNULg3oPqwuK2jgYam7wU1JWRUl58n3thtT31LKmRgk1R48u+Ywd0ZfRQ3tvHEU0ckAPenbNzKgoSZIkScpVhkfStpj4U/jwFZh4I5z0U1i3eCuPq29mMFQ8ePNRQq0IhsqrqjcPeDaGPw3nbbpeWwQ/tfLzAj27FiRfXQpTPxfSq3Ze17p5/3lrES/NWkFhfh6VNTV8aswwfvypj7W6BkmSJElS6xgeSZuqroL1y5Lgp/br4W9BTVXdOpP/kHxtVRPBUP0nlPUc0iAY2iz4WV5FyYLlmwU/taN8akf91A+IKtog+CnYGPwU1gVAqZ97NTKvblndz90K85t9K9nEmUv5/MEj+NyBO/CX1z5kWUlZq/dBkiRJktR6ITb1DOssNXbs2Dh58uRMl6GOqHxdXRhUshjWLU1GDq1b2nB6/XK23ng6pfsA6LP9xlFClcVD2NB1MCVdBrGmYACr8vuxtoLUiJ6mb/fKtuCnV9dCuhbm2UNIkiRJknJECGFKjHFsY8sceaSOraYaSldsEgYtgZIlDUcOlSyByvXNeslIoKZbfyq6DWBDl/6sK+jHI/Nq2J8Z7J/3PlUUUEA191YfxQ9WfpkRoTslS5IAqKK6NvgpBT5IfW2b+sFPr24Nb/fadGTPpuFQ7TKDH0mSJElSWzE8UnaqKG18VNC6JQ3nrV8GsbpZL1md14X1Rf0pKezH6ry+rAh9WRr78FF1LxZU9mJeeU/mlRezPPaiuiwfVjX8/d8V/i/3VB/LvdXHcE7+0wwMa4jAvBWlG9cpzA8NAx2DH0mSJElSB2d4pG23rU8cq1VTAxtWpoKfTUYFbTpdUdL8cvJ6syqvL8vpy5KaXiys7s1HVb1YGvuwjD7J99iHErpB6dZDmZ5dC+jTvZA+3Yro072QXt0K6dOtkN/Mv5Lpi0rIzwtcVfVFjtp9IA8cs8vGAKhX10K6FBj8SJIkSZI6F8OjTmz5og9YeufnGPile+k/eIc2e93SJ39C1w9epuyp6+n+qV9BZdkm4U/DfkKxZDGxZAmhdBmhftPpLaiggKWxLvhZFnuzNPZlGb03zlsa+7CC3lQ2chrn5wX6dCukd/ck+NmxexF9uqWCoNS8Pt2LNi7v072I3t2S0T8F+XmN1nTBnyaz7w7bNWjoPGb7Pq35TylJkiRJUtZr14bZIYQTgV8B+cDtMcYbNlkeUss/QdIkZnyM8fUtvWZnaZjdnGCnteHPq7/+Ages+Dev9zuZsV/8JVSVQVU5NZUbqKkso7qyjFhZRk3lBqgsp6ayjFiVzKOqjFhZnnyvKiNUldNr+j2ErT52fstWxeJUENRwVFDD6d6spQcQ6FaYT+9U4NN7Y/CTjAjqXTuvdrp2efciehQ1/ylfkiRJkiTlui01zG638CiEkA/MBI4DFgCTgHNijNPrrfMJ4Osk4dFBwK9ijAdt6XU7S3j06m++wAHL/82k/qdx0NfvBqCiqobSDRsoXV9C2fq1LP/Xdxlb8gxvdD+EyjHnEjesJZaXEMtLCOUl5FWuJ79iHfnV6ymqWkdR1XqKakoZUfUB6cxNKmIey+jLstibZTH5vpR6oVDsQ2mX/lR3G0CPHt3p3a2RIGjjvKKNI4N6dSuka2F++nZEkiRJkqQclamnrR0IzIoxzkkVcR9wGjC93jqnAX+MSYL1SgihTwhhSIzxo3asK6PKrupP11DJQQABDlrxAFzdmxghkE+fUE2f1Lo7p9bZf8NL8PJLzd/IJsFRjFBOASvpRVksopxCKiiigkIqQurn1PfKUERFKKKKIipDIZV5ybzKUERFLOTwimc5KL698YljjxYcxfN7XMmQPsWpUT+FDO1WyOjUbWC1IVB+nqOAJEmSJEnqiNozPBoGzK83vYBkdNHW1hkGNAiPQgjnA+cDbDd4O8belgRhXz/w6+wxYA8u+s9FABy+w+H87PifcfDtBwPQo6gHE8dPZPwD43l76dsA3Pvpe3l01qP88c0/AnDpoZcypOcQLnn8EgCO2/k4rjjiCo6860gA+nfvz2P/8xhn3382s1bOAuBfn/0X9759L397528AXDnuSroWdOX7T38fgFN3PZWLDriIk/58EgDDew3ngbMf4PT7Tqe0/258a0UlJ/Feg/8QIUAh1VTFPDZQSAE1dKGSvADVMbCcXiwu3pNZZetZA5SGPMaMGMdba+Ywa/1iSgMct+fprKkp5+9zHuaLqyo4I75NBQUUUcU/80bz2MdGcefpd3DU3UdSWrkeqOaVL7/IpU9cyvMfPg/AzSffzIxlM/jNa78B4Pz9z+eI4Ycw4d8TADhoaSH3lB3LvTXjOCfvWQbnzeOGM/flwocvZNKcSQDcedqdvLzgZW6bcluHPU4L1i4A4NHPP8rNk27moZkPAXD9MddTVlXGtROvBeCsPc/inL3O4VN//RQAo7YbxX1n3seJ95zI8tLlADw7/lmue+46npzzJAC/OOEXfFTyET976WcAnLfPeZw06iTO+cc5AOw1cC/uOv0uxt01jvUV6wF45cuvbPU4HVLvOB0w9ABuOeUWDrr9IKprqsnPy+fVL7+aHKdFHiePk8fJ4+Rx8jh5nDxOHiePk8fJ4+Rx8jg1PE5b0p63rX0GOCHG+OXU9LnAgTHGr9db5z/AT2KML6SmnwYuizFOaep1O8Nta6/++lwOWPEQVeRTQDWv9zmOvb98K0XdiiG/EELg1d+cxwHLH9wY/tS/va05Xv/pyVR0G8CAI7/Csmd/R9GGZex32X9aXfsFf5rMgJ5dGzSNvvXcRke1SZIkSZKkDiJTt60tALavNz0cWNSCdTqdwrKVvNb/9AbBTlHP7Rqus2HFZutsi/pB0ciPHdwmdQMNgqIfn75Xm72uJEmSJEnKTu058qiApGH2McBCkobZn4sxvlNvnZOBr1HXMPvXMcYDt/S6nWHkkSRJkiRJUjbJyMijGGNVCOFrwONAPnBHjPGdEMJXUst/BzxCEhzNAkqBCe1VjyRJkiRJkrZde962RozxEZKAqP6839X7OQJfbc8aJEmSJEmS1HJ5mS5AkiRJkiRJ2cvwSJIkSZIkSU0yPJIkSZIkSVKTDI8kSZIkSZLUJMMjSZIkSZIkNcnwSJIkSZIkSU0yPJIkSZIkSVKTDI8kSZIkSZLUJMMjSZIkSZIkNcnwSJIkSZIkSU0yPJIkSZIkSVKTDI8kSZIkSZLUJMMjSZIkSZIkNcnwSJIkSZIkSU0yPJIkSZIkSVKTDI8kSZIkSZLUJMMjSZIkSZIkNcnwSJIkSZIkSU0yPJIkSZIkSVKTQowx0zVskxDCMuCDTNfRRvoDy9tgnfb8/XS/bkeQy/ueDv737fg8hmoOzxNlC89F5RrPealtdaZrakSMcUBjCzpceNSZhBAmxxjHtnad9vz9dL9uR5DL+54O/vft+DyGag7PE2ULz0XlGs95qW3lyjXlbWuSJEmSJElqkuGRJEmSJEmSmmR4lFm3tdE67fn76X7djiCX9z0d/O/b8XkM1RyeJ8oWnovKNZ7zUtvKiWvKnkeSJEmSJElqkiOPJEmSJEmS1CTDI0mSJEmSJDXJ8EiSJEmSJElNMjySJEmSJElSkwoyXUAuCSEE4EBgGBCBRcBrsV7X8uas09ptSNkohLAdEGOMqzJdi1rGY6jm8DxRtvBcVC7xfJfaXq5dVz5tLU1CCMcDNwPvAwtTs4cDo4CLYoxPNGed1m6jDfYjpy6Q+nJ539tLCGEH4KfAMcBqIAC9gP8Cl8cY52WsODWLx1DN4XmibOG5qFzi+S61vVy+rgyP0iSEMAM4adOTKYSwE/BIjHGP5qzT2m20sPbcvUByeN/TIYTwMvBL4P4YY3VqXj7wGeCbMcaDM1iemsFjqObwPFG28FxULvF8l9peLl9X9jxKnwJgQSPzFwKF27BOa7fREn8F/gUMjjHuEmMcBQwBHgDua8XrdgS5vO/p0D/G+NfaN16AGGN1jPE+oF8G61LzeQzVHJ4nyhaei8olnu9S28vZ68qeR+lzBzAphHAfMD81b3vgbOAP27BOa7fREv1jjH+tPyN1sdwXQvhRK163I8jlfU+HKSGEm4G7aXjOfgF4I2NVaVt4DNUcnifKFp6LyiWe71Lby9nrytvW0iiEsAdwGkkz60AySujBGOP0euuMBj65pXVau40W1H0fsJLGL5D+McazWvra2S6X9z0dQghFwJdo5JwF/hBjLM9geWoGj6Gaw/NE2cJzUbnE811qe7l8XRkeaaty+gLJ4X2XJEmSJAkMj9ImhHBijPGx1M+9gZuAA4G3gW/FGJek5n8POB0YkPrVpcC/gRtijKtbu4223i+ptUIIJ5Cc88OACCwC/l17Liv7eQzVHJ4nyhaei8olnu9S28vV68rwKE1CCK/HGPdL/Xw7sBj4PXAGMC7GeHoI4XGSp3jdHWNcnFp3MDAeOCbGeFxrt9GK+nPyAoHc3vf2FkL4JbAr8Efqmr0PB84D3o8xXpyh0tRMHkM1h+eJsoXnonKJ57vU9nL5ujI8SpNNgp2pMcYx9ZZNjTGOCSG8F2PcrYnfb3LZtmyjhbX/kly9QHJ439MhhDAzxrhrI/MDMDPGuEsGytI28BiqOTxPlC08F5VLPN+ltpfL15VPW0ufgSGES0h65vQKIYRYl9zlpb5/EEK4jGTk0RKAEMIgkpFH8zd9wRZuoyU+0cQF8ldgJtCZA5Rc3vd0KAshHBhjfG2T+QcAZZkoSNvMY6jm8DxRtvBcVC7xfJfaXs5eV4ZH6fN7oGfq57uB/sCy1G1pU1PzPwtcDkwMIQxMzVtC0py5OU/1as42WiJnLxBye9/TYTxwSwihJ3Uju7YH1qaWKfuNx2OorRuP54myw3g8F5U7xuP5LrW18eTodeVta9qqEMJ+wC0kwdSmF8hFMcYpmaqtveXyvqdTKuDc+DS72p5f6jg8hmoOzxNlC89F5RLPd6nt5eJ1ZXiURiGE3UlOsFdjjOvqzd/4lLRN1j+M1NPSYoxPNOP1vwH8M8a4YGvrtkQuXiC1cnnf21vq/uADadiQ/LXom1OHFEIoJukTNmdrT4hUbvFaVzbyPUudne+9UvvKpc+R1vTB0TZIBTv/Br4OvB1COK3e4utT67xWb/3/B/yWZMTLVSGEy5uxmR8Br4UQng8hXBRCGNCG9QdgROpre2BEal5OiDEuTo0yehcYGkLok+GSOoUQwvHA+8DVwCeAk4FrgPdTy5TlQgg31/v5MGA6cBPwVgjhExkrTFnFa13Zwvcs5RLfe6W2l8ufI448SpMQwlvAITHGdSGEHYH7gT/FGH8VQngjxrhv7ffU+pNImjUvCyH0AF6JMX5sK9t4A9gfOJakf9IngSnAvSQjkkpaWPvxwM0kHz4LU7OHA6NIbt3a6qiojiqEcHOM8aLUz4cBfwFmk+z7BTHGRzJZX0cXQpgBnBRjnLfJ/J2AR2KMe2SkMDXbJk95fAb4dozx9RDCzsDfYoxjM1uhsoHXurKF71nKJb73Sm0vlz9HbJidPvm1t6rFGOeFEI4E7g8hjCC5FQogL4TQl2REWIgxLkutvz6EUNWMbcQYYw3wBPBECKEQOAk4B/g50NKRSL8Cjm3qgwfozB88B9f7+UfA6fXfHEj2Xy1XQF0vqfoWAoVprkWt1yvG+DpAjHFOCCE/0wUpa3itKxv5nqXOzvdeqX3l1OeI4VH6LA4hjIkxTgVIjUA6BbgDqB1R1JtkpFAAYghhcIxxceo+yubcItZgnRhjJcmT2h4MIXRrRe1+8CRy6s0hTe4AJoUQ7gPmp+ZtD5wN/CFjVWlb7B5CmEby/rNjCKFvjHFVCCGP3Hp/0JZ5rStb+J6lXNLYe+8OJHco+N4rtUzOfo5421qahBCGA1WNNVoOIXw8xvjiFn63OzAoxjh3K9vYNcY4s/XVbva63wPOAhr7o/9vMcaftPU2s0UIoRSYRerNAdih3pvDtBjjXpmsrzMIIYwmucVyY0Ny4MEY4/SMFqZmSY2erG9RjLEyhNAfOCLG+M9M1KXs47WubNDIe9ZHMcYK37PUWYUQ9gBOw/deqU3k8t++hkdpFkI4Nsb41CbzvhBjvHtb1mntNlpQd05+8OTym4MkSZI6lxDCwBjj0kzXIXUmuXJdGR6lWQjhOeAd4DtAMXA7UB5jPHNb1mntNqRsEELoBXyPpAH7IzHGe+st29isXNlrk2P4aIzxL/WWeQwFQAhhMHAVUANcSfLk0TNInmB5cYzxowyWpxzSxLn4aWAGnovqZEII2zUy+3VgX5J/B65Mc0lSh9fIdRVIWs90+usqL9MF5KBxJE/rmgq8APylkVCnOeu0dhttIoTwaHu8bkeQy/vehu4kecP9B3BOCOEfIYQuqWUHN/1ryiL1j+HZHkM14S6SR9nOB54BNgCnAM8Dv8tcWcpBd7H5uXgynovqnJaT/KO2/tcwkgBpcgbrkjqyTa+ryeTIdWXD7PTrCxxEEu4MB0aEEEJsOASsOeu0dhvNFkLYr6lFwJiWvGZHkcv7niYjY4yfTv38QAjhCuC/IYRPZrIobROPoZpjUIzxNwAhhItijDem5v8mhPClDNal3OO5qFxyGXAscGmM8S2AEMLcGONOmS1L6tBy9royPEq/V4AbYox3pJ6AdiPwInDoNq7T2m1si0nARBp/4lufFr5mR5HL+54OXUIIeTHGGoAY43UhhAXAcyS3XCr7eQzVHPVHOv9xC8uk9ua5qJwRY/x56klr/xtCmE9yy6Y9S6RWyOXryvAo/Y6NMX4IEGPcAHwjhHBEC9Zp7Ta2xQzgghjj+5suSF0wnVku73s6PAQcDWxs8B5jvDuEsAT4Tcaq0rbwGKo5/h1CKI4xrosx/qB2ZghhFNDmTwmVtsBzUTklxrgA+EwI4VTgSaB7hkuSOrxcva5smJ1GIYQAHEhyT2QEFgGv1b+drDnrtHYbLaj7TOCtGON7jSw7Pcb4QEtfO9vl8r5LkiSp80jdkTAyxvh2pmuROotcuq4cnpsmIYTjgfeBq4FPkDRnvAZ4P7WsWeu0dhstEWO8v7HwJLXsgZa+bkeQy/ueTiGEP4UQetebHhFCeDqTNWnbeAzVHJ4nyhaei8olted7jHFDjPFtz3ep9XLxuvK2tfT5FcntZPPqzwwh7AQ8AuzRzHVau40WCyH8CfhajHFNanoEcEeM8ZjWvG5HkMv7niYvAK+GEC4hGTV3KfDtzJakbeQxVHN4nihbeC4ql3i+S20v564rw6P0KQAWNDJ/IVC4Deu0dhutkXMXSD25vO/tLsZ4awjhHZLHJi8H9o0xLs5wWdoGHkM1h+eJsoXnonKJ57vU9nLxujI8Sp87gEmpzuy1jZa3B84G/rAN67R2Gy2WixdIrVze93QIIZwL/BA4D9gbeCSEMCHG+GZmK1NzeQzVHJ4nyhaei8olnu9S28vF68qG2WkUQtgDOI1k5EogGSX0YIxxer11RgOf3NI6rd1GK+qvvUCuIrlATgA69QVSK5f3PR1CCA8A58cYl6amDwRujTHum9HC1GweQzWH54myheeiconnu9T2cvG6MjxSs+XiBVIrl/c9U0IIRTHGikzXoZbzGKo5PE+ULTwXlUs836W219mvK8OjNAkhnBhjfCz1c2/gJuBA4G3gWzHGJan53wNOBwakfnUp8G/ghhjj6tZuox32q1NfIFuSy/velkIIJ5Cc88OACCwC/l17Liv7eQzVHJ4nyhaei8olnu9S28vV68rwKE1CCK/HGPdL/Xw7sBj4PXAGMC7GeHoI4XHgv8Ddtf10QgiDgfHAMTHG41q7jVbUn5MXCOT2vre3EMIvgV2BP1LX7H04yb3D78cYL85QaWomj6Gaw/NE2cJzUbnE811qe7l8XRkepckmwc7UGOOYesumxhjHhBDeizHu1sTvN7lsW7bRwtp/Sa5eIDm87+kQQpgZY9y1kfkBmBlj3CUDZWkbeAzVHJ4nyhaei8olnu9S28vl68qnraXPwNRj3gPQK4QQYl1yl5f6/kEI4TKSkUdLAEIIg0hGHs3f9AVbuI2W+EQTF8hfgZlAZw5Qcnnf06EshHBgjPG1TeYfAJRloiBtM4+hmsPzRNnCc1G5xPNdans5e10ZHqXP74GeqZ/vBvoDy1K3pU1Nzf8scDkwMRUaRWAJ8CBwVhttoyVy9gIht/c9HcYDt4QQelI3smt7YG1qmbLfeDyG2rrxeJ4oO4zHc1G5Yzye71JbG0+OXlfetpZGIYTdSfrmvBpjXFdv/sZG15usfzhJw+u3YoxPNOP1vwH8K8bYnFFKzRZC2A+4hSSY2vQCuSjGOKUtt5dNcnnf0ykVcA4jGTW3oLbnlzoOj6Gaw/NE2cJzUbnE811qe7l4XRkepUkI4evA14AZwBjg4hjjv1PLXo8x7hdCeC3GeGBq3peBrwIPAMcDD8UYb9jKNtYA64HZwL3A32OMy9pwH3LuAqmVy/ve3lL3Bx9Iw4bkr0XfnDoMj6Gaw/NE2cJzUbnE811qe7l6XXnbWvqcD+wfY1wXQtgRuD+EsGOM8VckgQRAYb31LwCOjzEuCyH8HHgF2GJ4BMwB9geOJbkF7poQwhSSIOmfMcaSlhafukBGUHeB5IcQlnT2CwRye9/bWwjheOBm4H1gYWr2cGBUCOGi5oy4U2Z5DNUcnifKFp6LyiWe71Lby+XrypFHaRJCmB5jHF1vuhi4H5gOHJ162tqbwJEkza0fjzGOrbf+GzHGfbeyjY1PW0tNFwInAecAx8YYB7Sw9iYvEJJbtzrvBZLD+54OIYQZwEkxxnmbzN8JeCTGuEdGClOzeQzVHJ4nyhaei8olnu9S28vl68qRR+mzOIQwJsY4FSA1AukU4A7gY6l1egNTSEYixRDC4Bjj4lTQFBp70U00WCfGWEnSbPvBEEK3VtT+K5LwaV6DjaUuEKDTXiDk9r6nQwF1vaTqW0jDkXjKXh5DNYfnibKF56Jyiee71PZy9royPEqf84Cq+jNijFXAeSGEW1PTOzbxuzXAp5qxjc82tSDGuKF5ZTYqZy8Qcnvf0+EOYFII4T6gttH79sDZwB8yVpW2hcdQzeF5omzhuahc4vkutb2cva68bU1bFUL4HnAW0NgF8rcY408yVVt7y+V9T5cQwmjgk9RrSA48GGOcntHC1GwhhD2A0/AYagu81pUtfM9SLvG9V2p7ufo5YnikZsnlD55cfXOQJEmSJAkMjyRlUAihN/A94HSgtqH7UuDfwA0xxtWZqUzNFUI4Mcb4WOrn3sBNJI8ufRv4VoxxSSbrU3bwWle28D1LucT3Xqnt5fLnSF6mC1D2CyH0DiHcEEJ4N4SwIvU1IzWvT6bra08hhBPr/dw7hHB7CGFaCOEvIYRBmaytk/gbsAo4MsbYL8bYDzgKWA38PZOFqdmur/fzTcBi4FRgEnBrRipSNvJaV7bwPUu5xPdeqe3l7OeII4+0VSGEx4H/AnfHGBen5g0GxgPHxBiPy2B57SqE8HqMcb/Uz7eTvDn8HjgDGBdjPD2D5XV4IYT3Yoy7besyZY9NrpGpMcYx9ZY1mFbu8lpXtvA9S7nE916p7eXy54hPW1Nz7BhjvLH+jFSIdEMIYUKGasqEsfXeDP43hPCFTBbTSXwQQriMJJhcApAa0TWeugblym4DQwiXkPQD6xVCCLHu/0o4ulW1vNaVLXzPUi7xvVdqezn7OdKpd05t5oMQwmX1b9MKIQwKIXyXzv/BMzCEcEkI4duk3hzqLfP6ab3PAv2AiSGEVSGElcCzwHYkT7lT9vs90BMoBu4G+sPG0YlTM1eWsozXurKF71nKJZu+964iee/th++9Ukvl7OeIt61pq0IIfYHLSZ44NjA1ewnwIEmzvVWZqq29hRCu2mTWzTHGZak3h5/GGM/LRF2dSQhhd2A48EqMcV29+Rub0Sm7pY7hMOBVj6GaEkI4EIgxxkkhhD2BE4EZMcZHMlyacswm5+JoknPxXc9F5YIQwp9ijOdmug6pMwkh/DEX/l1oeKRWCSFMiDHemek6MiGX972thBC+AXwVmAGMAS6OMf47tWzj/cTKXiGErwNfw2OoLUgF8SeR3C7/JMlTSSYCxwKPxxivy2B5yiGNnIsHkYzE8FxUpxNCeLCR2UeT9DIlxvjJ9FYkdXy5fF0ZHqlVQggfxhh3yHQdmZDL+95WQghvAYfEGNeFEHYE7gf+FGP8VQjhjRjjvpmtUFvjMVRzpM6TMUAXkgcPDI8xrg0hdCMZsbZ3JutT7vBcVC4JIbwOTAduByJJj5Z7gbMBYowTM1ed1DGFEN4A3iEHrysbZmurQgjTmloEdOrH1efyvqdJfu1tTjHGeSGEI4H7QwgjSP4bK/t5DNUcVTHGaqA0hDA7xrgWIMa4IYRQk+HalFs8F5VLxgIXA1cAl8YYp4YQNnTmf9xKabA/OXpdGR6pOQYBJwCb9jYKwEvpLyetcnnf02FxCGFMjHEqQGr0yinAHcDHMlqZmstjqOaoCCF0jzGWkvzRBUAIoTfgP9iVTp6LyhkxxhqSJwT/PfV9Cf77T2qVXL6ucmIn1WoPA8W1/zisL4TwbNqrSa9c3vd0OA+oqj8jxlgFnBdCuDUzJWkbeQzVHEfEGMth4x9dtQqBL2SmJOUoz0XlnBjjAuAzIYSTgbWZrkfqDHLxurLnkSRJkiRJkpqUl+kCJEmSJEmSlL0MjyRJkiRJktQkwyNJkpRVQgj9QghTU1+LQwgL600XtfG28kMID4YQngkh/CGE0OKnBIYQng0hjN2G9e8KIZzZ0u1tqxDCN0MI3bew/PYQwuh01SNJkjoOG2ZLkqSsEmNcAYwBCCFcDayLMf68nbZVDXyyPV47C30TuAco3XRBCCE/xvjltFckSZI6BEceSZKkrBdC+H8hhEkhhDdDCP+oHUGTGr1zS2rk0JwQwrgQwh0hhBkhhLvq/f4tIYTJIYR3QgjX1Js/L4RwTQjh9RDCWyGE3VPztwshPBBCmBZCeCWEsHcjNXULIdyXWuevQLd6y44PIbycet2/hxCKt7J/V6b27+0Qwm2NjYBqzb6GEL4BDAWeCSE8k5q3LoRwbQjhVeCQ2pFTIYRP1hvp9V4IYW7zjpIkSeqsDI8kSVJH8M8Y4wExxn2AGcCX6i3rCxwNfAt4CPhfYE/gYyGEMal1rogxjgX2BsZtEgYtjzHuB9wCfCc17xrgjRjj3sD3gT82UtOFQGlqneuA/QFCCP2BHwDHpl53MnDJVvbvt6n924skhDqlifVatK8xxl8Di4CjYoxHpdbrAbwdYzwoxvhC7QZijA/GGMfEGMcAbwLtMupLkiR1HIZHkiSpI9grhPB8COEt4PMkgUmth2KMEXgLWBJjfCvGWAO8A+yYWuesEMLrwBup363f2+efqe9T6q1/GPAngBjjf4F+IYTem9R0BMltYMQYpwHTUvMPTr3+iyGEqcAXgBFb2b+jQgivpvbv6E32r77W7mt91cA/mioohHAZsCHG+H9bqV2SJHVy9jySJEkdwV3A6THGN0MI44Ej6y0rT32vqfdz7XRBCGEnkhFFB8QYV6Vu8erayO9XU/e3UWONs2Mz5wXgyRjjOU3tTIOVQ+gK3AyMjTHOT/V56trE6q3d1/rKUj2fGqvpGOAzJAGZJEnKcY48kiRJHUFP4KMQQiHJyKNt0QtYD6wJIQwCTmrG7zxXu50QwpEkt7at3cI6e5HcJgbwCvDxEMKo1LLuIYRdt7Ct2nBneao3UmuewLalfS0h+e+4RSGEESRh1lkxxg2tqEWSJHUSjjySJEkdwQ+BV4EPSG7Z2moIUis1WukNklu75gAvNuPXrgbuDCFMI3k62RcaWeeWeutMBV5LbW9ZanTUvSGELql1fwDMbKK+1SGE35Ps1zxgUrN2rPHX2tK+3gY8GkL4qF7fo8aMB/oB/0r17V4UY/xES2uSJEkdX0hum5ckSZIkSZI2521rkiRJkiRJapLhkSRJkiRJkppkeCRJkiRJkqQmGR5JkiRJkiSpSYZHkiRJkiRJapLhkSRJkiRJkppkeCRJkiRJkqQm/X/IriP3Th4R4gAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "rt = sr_gmean.loc[\"mpi\", \"Recv\", \"real_time_nsec\"]\n",
    "rt_br = sr_gmean.loc[\"mpi_br\", \"Recv\", \"real_time_nsec\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(real_xaxis, rt, '*-', label='MPI(Element wise)', linewidth=edgewidth)\n",
    "ax.plot(real_xaxis, rt_br, '*-', label='MPI(Row wise)', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"Tiempo necesario para recolectar los resultados\")\n",
    "ax.set_ylabel(\"Tiempo (ns)\")\n",
    "ax.set_xlabel(\"Tamaño de la matriz\")\n",
    "ax.set_xticklabels(xlabel, rotation=90)\n",
    "ax.set_xticks(real_xaxis)\n",
    "ax.legend(fontsize=20, shadow=True, fancybox=True)\n",
    "ax.grid(color='green', linestyle = '--', axis='y')\n",
    "\n",
    "fig.set_size_inches((20,10))\n",
    "\n",
    "rt_gmean = np.cumprod(rt)[-1]**(1/rt.size)\n",
    "rt_br_gmean = np.cumprod(rt_br)[-1]**(1/rt_br.size)\n",
    "\n",
    "print(\"%f\",)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1224x504 with 1 Axes>",
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Z438E/Kij4pEkSZIkqbPosGRdkiRJ6so++OAD5s+fT01NDcuXL690OJI6WI8ePejXrx+DBw9m3XXXXfPyShCTJEmSpCIffPABzz//PBtttBHbbbcdPXv2JKKpCyBJWhuklFi6dCmLFi3i+eefZ9ttt13jhD0vl26TJEmS1hrz589no402YpNNNqFXr14m6tJaLiLo1asXQ4YMYdCgQTz11FOsWLFmy7CZrEuSJEklVlNTwwYbbFDpMCRVwMCBAwGYNm3aGpVjsi5JkiSV2PLly+nZs2elw5BUAT179qRbt24888wz1NbWtrsck3VJkiSpAzj1Xeqaij/7CxYsaHc5JuuSJEmSJHWApUuXtvu5rgZfJjU1NWs0BaKxqqoq+vXrV7LyJEmSJEn5YbJeBjU1NWyx5VbULH6nZGX2G7ABc159xYRdkiSpEyr1QE6pOTAkVZ7JehnU1tZSs/gdBo+9hO5VA9a4vBW1i5k/6RRqa2v9JSpJktTJdMRATqk5MCRVnsl6GXWvGkCPPgMrHYYkSZIqqNQDOaW2tg8MTZs2jVGjRnHjjTdy+OGHt7uc6dOns++++3LeeecxYcKE0gWoFkUEn/vc55g+fXqH15VSYrfddqNPnz7ce++9HV5fYy4wJ0mSJFVA3UBO3m6l/AIhIogIunXrxssvv9zscfvuu2/9sddcc02DfePGjavfV3erqqpip5124owzzmDx4sVNHt+4HICVK1dy6qmnsssuu3DYYYc12Ddy5MhV6ml8MykvqGvj2bNnVzqUDhURnH/++dx3333cdNNNZa/fkXVJkiRJHaZHjx4sX76cq666igsuuGCV/S+++CIzZsyoP645hxxyCLvuuisA8+fPZ/LkyVx88cXcdNNNPPzww2ywwQarjeWGG27gySef5Nprr2320npjx45l2LBhTe4bOXLkautQx5o1axbrr79+2eo75JBD2H777Tn77LP58pe/XNZLMpqsS5IkSeowG2+8MZtssglXX3013//+9+nRo2EKcuWVV5JS4sADD+SWW25ptpwxY8Ywbty4+sc/+clP2GOPPXj22Wf5xS9+wXnnnbfaWH71q1/Rt29fDj300GaPGTdunEl5jm233XZlr3Ps2LGcccYZVFdXs99++5WtXqfBd2Lz589n3rx5JbnV1NRU+uVIkiRpLTV+/Hjmz5/P7bff3mD7smXLmDRpEp/5zGfYcccd21Rm7969GTt2LAAPP/zwao9/7rnneOCBBzj44INZb7312lRXW73zzjuceeaZbL/99qy33nr069eP0aNHc9ddd61y7DXXXFM/bf/uu+9m7733pnfv3gwaNIivf/3rvPvuuwA8/vjjHHjggQwYMIDevXtz8MEHNzsNvb31T5s2jZEjR9KnTx/69u3Ll770JWbNmtXg+Ihg0qRJAGy55Zb1pwg0Nxuhzp133klEcPbZZzfYPnXq1PoyXn/99Qb7jjjiCCKCV155pUH9jb9Mee+99/jBD37ATjvtRN++fenTpw9bb701Rx55JDNnzlwllr///e8cdthhDB48mJ49e7LZZptx/PHHM2/evCZjP+qoowC46qqrWnyNpebIeie08sP36dENhg8fXrIyBw7ox8uvzlkrFxGRJElSZR199NGcdtppXHnllYwZM6Z++2233cZbb73FRRddxEsvvdTmclNKAK2amjxlyhQA9tprrzbX0xZz5sxh5MiRzJ49m7333psDDjiA2tpabr/9dg444AB++9vfMn78+FWed9ttt3H77bdz4IEHcsIJJ/DAAw9wzTXX8Oqrr3LRRRcxevRo9t57b4499lieeuopJk+ezMsvv8xTTz1Ft27d1rj+22+/nVtvvZUvfOELnHDCCTz77LP89a9/5ZFHHuHZZ59lww03BOC8887jlltu4cknn+Tkk0+mf//+APU/m7P33nvTs2dPqqur+dGPflS/ferUqfX3q6ur62dPpJSYPn06w4YNY6uttmq23JQSBxxwAA888AB77rkn3/zmN+nRowevv/4606dPZ++9926QN1199dWMHz+eXr16cfDBB7PZZpvx4osvcuWVVzJ58mQeeughNt988wZ1bLHFFgwdOpQpU6aQUirbVHiT9U4oLf+Q5Sth5nFVDO695h1l/pLE8Mtr1toVPyVJklRZffr04aijjuKaa65h7ty5bLrppgBcccUV9O3blyOOOKLJ89lbsmTJkvoR3j322GO1x993330AjBgxosXjrrnmmmZXGj/hhBMYPHhwi88fO3Ysc+bM4frrr68fkQV49913GTlyJCeddBIHH3wwG2+8cYPn3XbbbVRXV/O5z30OKCyG9/nPf54pU6bwxS9+kcsvv5xjjjmm/vhjjz2WiRMnMnnyZA455JA1rv+WW27hzjvvZPTo0fXbzjzzTC666CImTpzId7/7XQAmTJjA7NmzefLJJznllFNWO6JeZ/3112ePPfbggQceoKampj7vqK6uZrfdduO1115rkKz/4x//YOHChRx00EEtlvv000/zwAMPMGbMGG6++eYG+1auXNlgBvELL7zA8ccfz7Bhw5gxYwZDhw6t3zd16lT2339/Tj755FXKAfjUpz7FLbfcwqxZs9hhhx1a9ZrXlMl6Jza4dzCkTynOZFhZgjIkSZKk5o0fP56rrrqKiRMncu655zJnzhzuvvtujj/++FYtGHbLLbfUT/t+6623uO2225g3bx5bb701J5544mqf/9prrwGwySabtHhc3RcATRkzZkyLyfqTTz7JjBkzOOywwxokylAYeT7//PMZM2YMf/7zn/nWt77VYP/RRx9dn6gDdOvWja9+9atMmTKFnXbaqUGiDvC1r32NiRMn8sQTT9Qn62tS/1FHHdUgUQc47rjjuOiii1p1mkFrjB49mnvvvZcZM2Zw8MEH89577/Hoo49y2mmn8corr1BdXV1/bN39xjE1p6lTG7p168aAAR9d3eA3v/kNy5Yt49JLL22QqAOMGjWKgw8+mMmTJ/Pee+/Rp0+fBvvr3vfXXnvNZF2SJEnS2mOPPfbgE5/4BBMnTuScc87hyiuvZOXKlU1OyW7Krbfeyq233goUErNhw4ZxzDHHcMYZZzRIyJqzaNEigNUeW3fedns8+OCDANTU1DR5mbeFCxcCrHIeODQ94j9kyBCg6dNf65LNuXPndlj9m222GcAql8drr1GjRjFhwgSqq6s5+OCDmTFjBsuXL2f06NEMGzaMm266iVmzZrH99tvXT48fNWpUi2XusMMO7Lrrrlx//fXMmTOHQw45hL322osRI0bQs2fPBsfWtc+MGTN45JFHVilrwYIFrFixghdeeGGVNq+72sDbb7/d7tffVibrkiRJkspi/PjxnHTSSdxxxx1cffXVDB8+nN12261Vz7366qsbrAbfVnUjrx988EGHLTBX94XA3Xffzd13393scUuWLFllW1Ono9atnN/SvmXLlpWk/qbOOa+rY8WKFc2W1Raf/vSnqaqqqh81r66upmfPnuy111710+mrq6vZZpttuOeee9hhhx1We9pB9+7dmTp1Kt///ve56aab+N73vgcUTr0YO3YsF154Ib179wY+ap8f//jHLZbZVPv861//Apoewe8orgYvSZIkqSy++tWvst5663H88cfzxhtvcNxxx5Wt7o022gj4KGHrCHVJ9aWXXkpKqdnb1VdfvVbWvzrrrLMOe+21F8888wxvvvkm1dXV7Lnnnqy//vp8/OMfZ9NNN2XKlCk8/PDDvPfee6sdVa8zYMAAfvazn/H666/XLxa33Xbb8ctf/pL//M//rD+urn1qampabJ/i0xHq1PWbun5UDibrkiRJksqif//+HHbYYcydO5eqqiqOPvrostW98847A4VLuHWUT3/60wDce++9HVZHHurv3r070L4R97pz0G+44QaefvrpBuekjxo1iunTp9fPCmjt+erFPvaxj3HssccyY8YMevfuXX/qBKxZ+zz33HN069aNT3ziE21+bnuZrEuSJEkVsKJ2McvfW5S724ra0pyf3Jwf/vCH3Hzzzdx5552rLOLVkerOQ3/ooYc6rI4RI0aw995785e//IWJEyc2ecxTTz3FggULOnX9AwcOBD5atK8t6kbLL7roIlJKqyTrNTU1/PrXv6Zbt26tWjvg1Vdf5Zlnnlll++LFi/nwww8bTFs/8cQTWWeddTj11FN54YUXVnnO0qVLm0zkP/zwQ5544gl222231V6irpQ8Z12SJEkqo6qqKvoN2ID5k06pdCjN6jdgA6qqqjqk7M0333yV61iXw6hRo+jfvz933nknP/zhD5s9rqVLt+26664NrhPflOuuu45Ro0Zx7LHH8vOf/5w99tiD/v37M3fuXP7xj3/w9NNP8+CDD3bYdOpy1D969Gh+/OMfM378eA477DB69+5N//79W7Uq/2677cYGG2zAggUL6N27N7vvvnuDcqGw0NuIESNalRg/+eSTHHrooQwfPpyddtqJIUOGsHDhQm699VaWLVtWfw47wHbbbcfEiRP5xje+wY477sgBBxzAxz/+cZYtW8Zrr73Gvffey6BBg1aZfTF9+nSWLl3Kl7/85Va2UGmYrEuSJEll1K9fP+a8+gq1tbWVDqVZVVVVTS5q1pmtv/76jBs3jksuuaR+xfGmtHTptrFjx642Wd90002ZOXMmv/jFL/jzn//Mtddey4oVKxg8eDA77LAD3/72tzt0KnU56v/85z/PT3/6U6644gp+9rOfsXTpUrbYYotWJet1I+Z/+ctf2GeffeoXsauL/eMf/zgvvPBCq89XHzFiBGeeeSYzZszgjjvuYPHixQwaNIjhw4dz0kkn8YUvfKHB8f/xH//BLrvswk9/+lOmTZvGXXfdRVVVFUOGDOGwww7jyCOPXKWOSZMm0bNnT4499thWxVQqkVIqa4WlNGLEiPToo49WOozVmjdvHkOHDmXotybRo8/ANS7vw/kvMX/SKbxxWu+SXGd93nsrGfq/S3jjjTfqLw8hSZKk9ps5c2aTl9tSZc2ePZvtttuO448/nksvvbTS4agTWLBgAcOGDeMrX/kKV155ZaufN3PmTO677z4OOOAAtt1222aPi4iZKaVVr5uH56xLkiRJ6iKGDRvGSSedxOWXX84bb7xR6XDUCVxwwQV0796dH/zgB2Wv22nwkiRJkrqMc845h6qqKmbPns3QoUMrHY5yLKXEJptswu9//3s22WSTstdvsi5JkiSpy+jbty/nnXdepcNQJxARDRaoKzenwUuSJEmSlDMm65IkSZIk5YzT4NXp1NTUlOxSJ2vjZUkkSZIkdX4m6+pUampq2GLLrahZ/E5Jyus3YAPmvPqKCbskSZKkXDFZV6dSW1tLzeJ3GDz2ErpXDVijslbULmb+pFOora01WZckSZKUKybr6pS6Vw2gR5+BlQ5DkiRJkjqEC8xJkiRJkpQzJuuSJEmSJOWM0+AlSZKkMivl1W06glfMkSrPZF2SJEkqo5qaGrbecgsWLa6pdCjNGjigHy+/OseEXaogk3VJkiSpjGpra1m0uIaZx1UxuHdUOpxVzF+SGH55zVp7xZxp06YxatQobrzxRg4//PBKh5MbEyZM4Pzzz2fatGmMHDmyw+v785//zGGHHcaUKVMYPXp0h9fXGXnOuiRJklQBg3sHQ/p0y92tlF8gRAQRQbdu3Xj55ZebPW7fffetP/aaa65psG/cuHH1++puVVVV7LTTTpxxxhksXry4yeMblwOwcuVKTj31VHbZZRcOO+ywBvtGjhy5Sj29e/dm11135fzzz2fJkiXtbget6t///d/55Cc/yWmnncbKlSsrHU4uObIuSZIkqcP06NGD5cuXc9VVV3HBBRessv/FF19kxowZ9cc155BDDmHXXXcFYP78+UyePJmLL76Ym266iYcffpgNNthgtbHccMMNPPnkk1x77bVENP2lxNixYxk2bBgpJebNm8ctt9zChAkTuO2223jwwQfp2bNn6154J3PiiSdy1FFHsfnmm5elvojge9/7HkceeSQ33HADX/nKV8pSb2fiyLokSZKkDrPxxhszYsQIrr766iaT8SuvvJKUEgceeGCL5YwZM4YJEyYwYcIELrvsMp5//nl22GEHXn75ZX7xi1+0KpZf/epX9O3bl0MPPbTZY8aNG1c/JfyKK67gueeeY8iQITz22GNcf/31raqnM9pwww3ZbrvtWH/99ctW5yGHHEL//v359a9/XbY6OxOTdUmSJEkdavz48cyfP5/bb7+9wfZly5YxadIkPvOZz7Djjju2qczevXszduxYAB5++OHVHv/cc8/xwAMPcPDBB7Peeuu1up6BAwcyZswYAB555JFV9s+cOZMvf/nLbLTRRvTq1YstttiCb33rW7z55psNjjvzzDOJCO6+++4G288991wigq233nqVsgcPHtyqke4999yTXr16rXKFgX322YeI4Nhjj22w/dlnnyUi+NrXvla/bcKECUQE06dPb3Dsvffey0EHHcSmm25Kr169GDx4MJ/+9Kc5//zzV4nj/fff58ILL2TXXXelqqqK3r17s+eeezb7JUevXr0YM2YM999/P88999xqX2dXY7IuSZIkqUMdffTRVFVVceWVVzbYftttt/HWW28xfvz4dpWbUgJodkp7sSlTpgCw1157tbueddZZp8H222+/nc985jNMnjyZ/fbbj9NOO41tt92W3/zmN4wYMYLZs2fXH1u3iFp1dXWDMqZOnQrAK6+80uD4p59+mrfeeqtVi6+NHj2apUuXcu+999Zve//99/n73//eYp2rK/uOO+5g5MiR3HfffYwePZrTTz+dMWPG0KtXr1VGw99991322msvzjrrLLp37843vvENxo4dy8KFC/nKV77COeec02Qdn/3sZ4GP3h99xGRdkiRJUofq06cPRx11FHfccQdz586t337FFVfQt29fjjjiiDaXuWTJEiZNmgTAHnvssdrj77vvPgBGjBjRpnoWLlzILbfcAjRM9JcsWcK4ceNYvnw51dXVXHfddVx44YXcddddXHTRRcybN4/jjjuu/vjPfvaz9OrVq0HivGTJEh5++GH2339/oGFSXXd/1KhRq42x7pji5997770sXbqU/fffnzlz5jRY4K+1ZV9xxRWsXLmS6dOnM2nSJC644AIuu+wyZsyYwTPPPNPg2FNOOYXHH3+ciy++mJkzZ/KLX/yCX/3qVzz99NN8/vOf54ILLuCJJ55YpY5PfepTANxzzz2rfZ1djQvMqcubP39+ycqqqqpaKy9xIkmStKbGjx/PVVddxcSJEzn33HOZM2cOd999N8cff3yrzpO+5ZZb6kee33rrLW677TbmzZvH1ltvzYknnrja57/22msAbLLJJi0ed8011zB9+vT6BeZuvvlmFi1axBFHHNHgXPdbb72VRYsWcfTRR7P33ns3KOP000/nsssu4+677+a1115j8803Z7311mPPPffknnvuYfHixQwYMIB77rmHZcuWccopp/DEE09QXV1dP2W9Lcn6Zz7zGdZdd91Vkv0ePXpw/vnnc/fdd1NdXc3WW29dn3xvs802bLbZZqstG2jytIENN9yw/v6iRYv4wx/+wIgRI/jud7/b4Lh1112Xiy++mDvvvJPrrruufpHAOoMHDwY+en/0EZN1dVkrP3yfHt1g+PDhJStz4IB+vPzqHBN2SZKkRvbYYw8+8YlPMHHiRM455xyuvPJKVq5c2eop8Lfeeiu33norUEgehw0bxjHHHMMZZ5zBgAEDVvv8RYsWAaz22LrR+mLjxo3j6quvbrDtscceA5pOpnv06ME+++zD7Nmzefzxx+vPOx81ahTTp09n+vTpHHrooUydOpV11lmHffbZh3333bd+evqKFSu455572HbbbRk6dOhqX9u6667LZz7zGaZNm8aiRYsYOHAgU6dO5VOf+hR77rknG2+8MdXV1Rx33HE89thjvPvuuxx55JGrLfeYY47hL3/5C3vssQdHHnkk++67L5/97GfZdNNNGxz3yCOPsGLFCiKCCRMmrFLOsmXLAJg1a9Yq++pW8X/77bdXG09XY7KuList/5DlK2HmcVUluZ7o/CWJ4ZfXUFtba7IuSZLUhPHjx3PSSSdxxx13cPXVVzN8+HB22223Vj336quvZty4ce2uu250+IMPPmhxgblp06YxcuRIli1bxqxZszj11FO55ppr2HrrrRucd11TUwM0P1Jft/3dd9+t3zZ69GjOPfdcqqurOfTQQ6murmaPPfagd+/ejB49mhtvvJGnn36a2tpaampqOOaYY1r9+kaPHs3UqVOZNm0ao0eP5vHHH+ess84CCl8S3H333aSU6kffW3Mu/L//+79z++2389Of/pSJEyfy29/+FigMdl144YX10/frvgh55JFHmlyEr05T16r/17/+BTQ9et/Vec66urzBvYMhfbqt8a0UCb8kSdLa7Ktf/Srrrbcexx9/PG+88UaDc7o72kYbbQR8lFiuzjrrrMPOO+/M5MmT2WKLLTjvvPN4/PHH6/fXDc40d0pl3WrwxYM4u+++O71792bKlCksWrSIJ598sj5prhuhnzJlSpumwNcpfv60adNYuXJlg7LffvttnnzySaqrq4kI9t1331aV+6UvfYmpU6eyePFiqqurOfXUU3nmmWc48MADefbZZxu8xlNPPZWUUrO3adOmrVJ+3ftR9/7oIybrkiRJksqif//+HHbYYcydO5eqqiqOPvrostW98847A7T5EmHrr78+F198MStXrmxwPnbdjIDGlzoDWL58ef2Cdp/85Cfrt9dNj3/++ef5/e9/T0qpPqH+2Mc+xuabb051dTVTp06lW7durU6oobBQW9++feufX3eOPHw0iv7Xv/6V+++/n5133rnBOeetUVVVxahRo/jf//1fzjrrLJYuXcrf/vY3oPAlRLdu3RqsRt9ade9H43PZZbIuSZIkVcT8JYl5763M3W3+ktShr/uHP/whN998M3feeSd9+vTp0LqKjRw5EoCHHnqozc894ogj2HnnnetHrQHGjBnDBhtswPXXX79KmZdccgmvvPIK++233yrXSa8bAb/wwgupqqpqsJL9qFGjmDFjBvfffz+77LJL/fncrdG9e3f22WcfXnrpJf70pz+x11570atXLwC23HJLhg0bxqWXXsr777/f6hH76urq+mnqxd566y2A+oUBN9poI4455hgeffRRfvCDH7B8+fJVnvPyyy/z6quvrrK9ru3a8sVEV+E565IkSVIZVVVVMXBAP4ZfXlPpUJo1cEA/qqqqOqTszTfffJUEthxGjRpF//79ufPOO/nhD3/YpudGBOeffz6HHnooZ599Ng888AC9e/dm4sSJHH744Xzuc5/j8MMPZ/PNN2fmzJncddddDB48uP4c72J1o9wLFizggAMOoGfPng32XXPNNQ2Oa4vRo0dz++23s2DBglWeP3r0aK666qo2lX366acze/ZsRo4cybBhw+jZsyczZ85k6tSpbLHFFhx11FH1x/7yl7/kxRdf5Nxzz+X3v/89e+21FxtvvDHz5s1j1qxZPPLII1x//fVsueWWDeq466676N+/f5um/HcVJuuSJElSGfXrV7h6TG1tbaVDadbaeDna9ddfn3HjxnHJJZcwa9Ystt9++zY9f8yYMQwfPpwHH3yQyZMnc9BBB3HIIYdw//33c8EFF3DnnXdSU1PD4MGDOeGEE/jv//5vhgwZsko5u+yyCxtuuCFvv/32Kglq8eP2JK/FSXjj59cl63VT8VvjrLPO4uabb+bRRx9lypQpdOvWjc0335yzzjqLU045pcHK+n379mXGjBlcfvnlXHfddfz5z3/mgw8+YOONN2abbbbhZz/7Wf2CdHVeeOEFHnroIU4++eRWXb6vq4mUOnaaS0caMWJEevTRRysdxmrNmzePoUOHMvRbk+jRZ+Aal/fh/JeYP+kU3jitN0P6rPmZDPPeW8nQ/13CG2+80eQvlDwpZVt25XaUJEkda+bMmSW9PKxKY/bs2Wy33XYcf/zxXHrppZUOp8s7/fTT+eUvf8msWbPYaqutKh1OSc2cOZP77ruPAw44gG233bbZ4yJiZkppRFP7PGddkiRJUpcwbNgwTjrpJC6//HLeeOONSofTpb355pv85je/4dvf/vZal6iXitPgJUmSJHUZ55xzDlVVVcyePZuhQ4dWOpwua/bs2Xzve9/j5JNPrnQouWWyLkmSJKnL6Nu3L+edd16lw+jy9txzz/pLy6lpToOXJEmSJClnTNYlSZIkScoZk3VJkiSpA3Tmqy5Jar9SffY9Z13qompqakp6fde18XqskiS1V48ePVi6dCm9evWqdCiSymzp0qUlSdhN1qUuqKamhi223Iqaxe+UrMx+AzZgzquvmLBLkgT069ePRYsWMWTIkEqHIqnMFi1axJIlS4gIunVr/2R2k3WpC6qtraVm8TsMHnsJ3asGrHF5K2oXM3/SKdTW1pqsS5IEDB48mGeffRaAgQMH0rNnTyKiwlFJ6igpJZYuXcqiRYuYN28eb7/9Niklqqqq2l2mybrUhXWvGkCPPgMrHYYkSWudddddl4033pinnnqKgQMHmqhLXUBKiSVLlvD2229TU1NT/3ugvUzWJUmSpA4wZMgQ5s6dy7333kuPHj3o1avXGk2JlZRvKSVWrlzJBx98QLdu3Tj00EPp3r17u8szWZckSZI6QESw++67s9lmm/HSSy+xcOFCVqxYUemwJHWgddZZh80224ytt96aAQPW7HTTiiTrEXEq8E0gAU8BXwfWB/4IDANmA0eklBZXIj5JkiSpFCKCIUOGuNCcpDYr+zyciBgKnASMSCntBHQHjgLOAKpTStsA1dljSZIkSZK6nEqdNNMDWC8ielAYUZ8HHAJMyvZPAsZUJjRJkiRJkiqr7Ml6SukN4CfAa8CbQE1K6S5g45TSm9kxbwIbNfX8iDguIh6NiEcXLlxYrrAlSZIkSSqbSkyDH0BhFH1LYAhQFRH/0drnp5QuTymNSCmNGDRoUEeFKUmSJElSxVRiGvx+wKsppYUppWXAX4DPAG9FxCYA2c8FFYhNkiRJkqSKq0Sy/hrw6YhYPyICGA3MAm4DxmbHjAVurUBskiRJkiRVXNkv3ZZS+ntE3AQ8BiwHHgcuB3oDN0bEsRQS+sPLHZskSZIkSXlQkeusp5TOA85rtPlDCqPskiRJkiR1aZW6dJskSZIkSWqGybokSZIkSTljsi5JkiRJUs6YrEuSJEmSlDMVWWBO0tpp/vz5JSurqqqKfv36law8SZIkqTMxWZe0xlZ++D49usHw4cNLVubAAf14+dU5JuySJEnqkkzWJa2xtPxDlq+EmcdVMbh3rHF585ckhl9eQ21trcm6JEmSuiSTdUklM7h3MKRPKZbCWFmCMiRJkqTOywXmJEmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWd6VDoASerMampqqK2tLVl5VVVV9OvXr2TlSZIkqXMyWZekdqqpqWGLLbeiZvE7JSuz34ANmPPqKybskiRJXZzJuiS1U21tLTWL32Hw2EvoXjVgjctbUbuY+ZNOoba21mRdkiSpizNZl6Q11L1qAD36DKx0GJIkSVqLuMCcJEmSJEk5Y7IuSZIkSVLOmKxLkiRJkpQzJuuSJEmSJOWMybokSZIkSTljsi5JkiRJUs6YrEuSJEmSlDMm65IkSZIk5YzJuiRJkiRJOdOj0gFIkhqaP39+ycqqqqqiX79+JStPkiRJ5WGyLkk5sfLD9+nRDYYPH16yMgcO6MfLr84xYZckSepkTNYlKSfS8g9ZvhJmHlfF4N6xxuXNX5IYfnkNtbW1JuuSJEmdjMm6JOXM4N7BkD6lWFJkZQnKkCRJUiW4wJwkSZIkSTljsi5JkiRJUs6YrEuSJEmSlDMm65IkSZIk5YzJuiRJkiRJOWOyLkmSJElSzpisS5IkSZKUMybrkiRJkiTlTI9KByBJkiRJ6jxqamqora0tWXlVVVX069evZOWtLUzWJUmSJEmtUlNTwxZbbkXN4ndKVma/ARsw59VXTNgbMVmXJEmSJLVKbW0tNYvfYfDYS+heNWCNy1tRu5j5k06htrbWZL0Rk3VJkiRJUpt0rxpAjz4DKx3GWs0F5iRJkiRJyhmTdUmSJEmScsZkXZIkSZKknPGcdUmSJEldgpccU2disi5JkiRpreclx9TZmKxLkiRJWut5yTF1NibrkiRJkroMLzmmzsIF5iRJkiRJyhmTdUmSJEmScsZkXZIkSZKknPGcdUmSJElSRc2fP79kZa0tl9QzWZck5UIpr327tvyRliRpbbfyw/fp0Q2GDx9esjIHDujHy6/O6fT/C5isS5IqrtTXvu3bvz9/f/BB+vbtW5LyTP6lfCjll3rgZ1vKg7T8Q5avhJnHVTG4d6xxefOXJIZfXrNWXFLPZF2SVHGlvPbtssXzeOePZ7L99tuXKLq15xt6qTOrqalh6y23YNHimpKV6Wdbyo/BvYMhfUqxpNrKEpSRDybrkqTcKMW1b1fULvYbemktVFtby6LFNX62JXUZJuuSpLWS39BLayc/25K6Ci/dJkmSJElSzpisS5IkSZKUMybrkiRJkiTljMm6JEmSJEk54wJzkiSpWaW8rrXXtJYkqfUqkqxHRH/gSmAnIAHfAJ4H/ggMA2YDR6SUFlciPkmSVPrrWntNa0mSWq9SI+uXAneklA6LiJ7A+sBZQHVK6aKIOAM4A/heheKTJKnLK+V1rb2mtSRJbVP2ZD0i+gL7AOMAUkpLgaURcQgwMjtsEjAdk3VJkiquNNe19prWkiS1RSUWmNsKWAhcHRGPR8SVEVEFbJxSehMg+7lRU0+OiOMi4tGIeHThwoXli1qSJEmSpDKpRLLeA/gk8JuU0m5ALYUp762SUro8pTQipTRi0KBBHRWjJEmSJEkVU4lz1ucCc1NKf88e30QhWX8rIjZJKb0ZEZsACyoQmyRJkrRWK+VVHsArPUgdpezJekppfkS8HhHbppSeB0YDz2a3scBF2c9byx2bJEmStDYr9VUewCs9SB2lUqvBfxu4NlsJ/hXg6xSm5N8YEccCrwGHVyg2SZIkaa1Uyqs8gFd6kDpSq5L1iBgADAH+BcxOKa3Rkq4ppSeAEU3sGr0m5UqSJOWR046VN6W5ygN4pQep4zSbrEdEP+C/gKOBnhRWcF8X2DgiHgJ+nVKaVpYoJUmSOimnHUuS2qOlkfWbgN8Be6eU3i3eERHDga9GxFYppas6MD5JkqROzWnHkqT2aDZZTynt38K+mcDMDolIkiRpLeS0Y2ntNH/+/JKV5SkuKtbqBeYiYhBwMrAehWukv9RhUUmSJElSjq388H16dIPhw4eXrExPcVGxtqwG/1PgD0ACrgc+1SERSZIkSVLOpeUfsnwlnuKiDtPSAnN3AD9KKd2bbeoJzKaQrPfq+NAkSZIkKd88xUUdpaWR9SOB/46I/wT+O7udR2Ea/LfKEJskSWqjUl4irJTnYUqSpLZpaYG5GuA7EbEV8CPgDeC/su2SJClnampq2GLLrahZ/E6lQ5EkSWuopWnwWwH/CSwDTge2Bm6MiNspXGN9RXlClCRJrVFbW0vN4ncYPPYSulcNWOPyli6czcI/nVeCyCStqVLNmnHGjNR5tDQN/nrgLKAK+H1KaTTw+YgYC9wFjC5DfJIkqY26Vw2gR5+Ba1zOitrFJYhG0ppy1ozUNbWUrK8LvEohWV+/bmNKaVJE3NjRgUmSJEkq7awZZ8xInUdLyfq3gB8DS4ETineklP7VkUFJkiRVkgv1KY9KMWvGGTNS59HSAnP3A/eXMRZJkqSKc8qxJCkPWlpgbjLwW+DOlNKyRvu2AsYBs1NKEzs0QkmSpDJyoT5JUh60NA1+PHAacGlEvAMspHAe+zDgZeCXKaVbOzxCSZKkCnChPklSJbU0DX4+8F3guxExDNgE+BfwQkrp/fKEJ0mSJElS19PSyHq9lNJsYHaHRiJJkiRJkgDoVukAJEmSJElSQybrkiRJkiTlTKuS9YhYLyK27ehgJEmSJElSK5L1iDgIeAK4I3u8a0Tc1sFxSZIkSZLUZbVmZH0CsDvwLkBK6QkKl2+TJEmSJEkdoDXJ+vKUUk2HRyJJkiRJkoDWXbrt6Yj4CtA9IrYBTgIe6NiwJEmSJEnqulozsv5tYEfgQ+B64J/AKR0YkyRJkiRJXdpqR9ZTSu8DZ2c3SZIkSZLUwVabrEfEZCA12lwDPAr8NqX0QUcEJkmSJElSV9WaafCvAEuAK7LbP4G3gI9njyVJkiRJUgm1ZoG53VJK+xQ9nhwR96SU9omIZzoqMEmSJHVuNTU11NbWlqSs+fPnl6QcSeosWpOsD4qIzVNKrwFExObAhtm+pR0WmSRJkjqtmpoatthyK2oWv1PpUCSpU2pNsn46cF9EvAwEsCXwrYioAiZ1ZHCSJEnqnGpra6lZ/A6Dx15C96oBa1ze0oWzWfin80oQmSR1Dq1ZDf6v2fXVt6OQrD9XtKjcJR0YmyRJkjq57lUD6NFn4BqXs6J2cQmikaTOozUj6wDDgWHZ8TtHBCml33VYVJIkSZIkdWGtuXTb74GtgSeAFdnmBJisS5IkSZLUAVozsj4C2CGl1Pha65IkSZIkqQO05jrrTwODOzoQSZIkSZJU0JqR9Q2BZyPiYeDDuo0ppYM7LCpJkiRJkrqw1iTrEzo6CEmSJEmS9JHWXLptRjkCkSRJkiRJBas9Zz0iPh0Rj0TEkohYGhErIuKf5QhOkiRJkqSuqDULzP0SOBp4EVgP+Ga2TZIkSZIkdYDWnLNOSumliOieUloBXB0RD3RwXJIkSZIkdVmtSdbfj4iewBMR8T/Am0BVx4YlSZIkSVLX1Zpp8F/NjjsRqAU2A/69I4OSJEmSJKkra02yPial9EFK6Z8ppfNTSqcBB3Z0YJIkSZIkdVWtSdbHNrFtXInjkCRJkiRJmWbPWY+Io4GvAFtFxG1Fu/oAizo6MEmSJEmSuqqWFph7gMJichsCPy3a/h7wj44MSpIkSZKkrqzZZD2lNCci5gK1KaUZZYxJkiRJkqQurcVz1rPrqr8fEf3KFI8kSZIkSV1ea66z/gHwVETcTeHSbQCklE7qsKgkSZIkSerCWpOs/192kyRJkiRJZbDaZD2lNCki1gM2Tyk9X4aYJEmSJEnq0lZ7nfWIOAh4Argje7xro0u5SZIkSZKkElptsg5MAHYH3gVIKT0BbNlhEUmSJEmS1MW1JllfnlKqabQtdUQwkiRJkiSpdQvMPR0RXwG6R8Q2wEnAAx0bliRJkiRJXVdrRta/DewIfAhcB9QAp3RgTJIkSZIkdWnNjqxHxLrACcDHgKeAPVNKy8sVmCRJkiRJXVVLI+uTgBEUEvUvAD8pS0SSJEmSJHVxLZ2zvkNK6RMAEXEV8HB5QpIkSZIkqWtraWR9Wd0dp79LkiRJklQ+LY2s7xIR/8zuB7Be9jiAlFLq2+HRSZIkSZLUBTWbrKeUupczEEmSJEmSVNCaS7dJkiRJkqQyMlmXJEmSJClnKpasR0T3iHg8Im7PHm8QEXdHxIvZzwGVik2SJEmSpEqq5Mj6ycCsosdnANUppW2A6uyxJEmSJEldTkWS9YjYFPgScGXR5kOASdn9ScCYMoclSZIkSVIuVGpk/RLgu8DKom0bp5TeBMh+btTUEyPiuIh4NCIeXbhwYYcHKkmSJElSuZU9WY+IA4EFKaWZ7Xl+SunylNKIlNKIQYMGlTg6SZIkSZIqr9nrrHegzwIHR8QXgXWBvhHxB+CtiNgkpfRmRGwCLKhAbJIkSZIkVVzZR9ZTSmemlDZNKQ0DjgKmppT+A7gNGJsdNha4tdyxSZIkSZKUB3m6zvpFwP4R8SKwf/ZYkiRJkqQupxLT4OullKYD07P7i4DRlYxHkiRJkqQ8yNPIuiRJkiRJwmRdkiRJkqTcMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwpe7IeEZtFxLSImBURz0TEydn2DSLi7oh4Mfs5oNyxSZIkSZKUB5UYWV8OnJ5S2h74NPBfEbEDcAZQnVLaBqjOHkuSJEmS1OWUPVlPKb2ZUnosu/8eMAsYChwCTMoOmwSMKXdskiRJkiTlQUXPWY+IYcBuwN+BjVNKb0IhoQc2qmBokiRJkiRVTMWS9YjoDfwZOCWl9M82PO+4iHg0Ih5duHBhxwUoSZIkSVKFVCRZj4h1KCTq16aU/pJtfisiNsn2bwIsaOq5KaXLU0ojUkojBg0aVJ6AJUmSJEkqo0qsBh/AVcCslNL/Fu26DRib3R8L3Fru2CRJkiRJyoMeFajzs8BXgaci4ols21nARcCNEXEs8BpweAVikyRJkiSp4sqerKeU7gOimd2jyxmLJEmSJEl5VNHV4CVJkiRJ0qpM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyxmRdkiRJkqScMVmXJEmSJClnTNYlSZIkScoZk3VJkiRJknLGZF2SJEmSpJwxWZckSZIkKWdM1iVJkiRJyhmTdUmSJEmScsZkXZIkSZKknDFZlyRJkiQpZ0zWJUmSJEnKGZN1SZIkSZJyJnfJekQcEBHPR8RLEXFGpeORJEmSJKnccpWsR0R34FfAF4AdgKMjYofKRiVJkiRJUnn1qHQAjewOvJRSegUgIm4ADgGerWhUJbKidnFpynm/BoD5SxKwco3LK5TTuZSiLW1H+2Sp2I6l42e7NPLYJ23HrtsnbcfS8XdkadgnS8N27HiRUn5eTEQcBhyQUvpm9virwB4ppROLjjkOOC57uC3wfNkDzYcNgbcrHcRawHYsHduyNGzH0rAdS8e2LA3bsTRsx9KwHUvHtiyNrtyOW6SUBjW1I28j69HEtgbfJqSULgcuL084+RURj6aURlQ6js7Odiwd27I0bMfSsB1Lx7YsDduxNGzH0rAdS8e2LA3bsWm5OmcdmAtsVvR4U2BehWKRJEmSJKki8pasPwJsExFbRkRP4CjgtgrHJEmSJElSWeVqGnxKaXlEnAjcCXQHJqaUnqlwWHnV5U8FKBHbsXRsy9KwHUvDdiwd27I0bMfSsB1Lw3YsHduyNGzHJuRqgTlJkiRJkpS/afCSJEmSJHV5JuuSJEmSJOWMyXoZRMRmETEtImZFxDMRcXK2fUJEvBERT2S3LxY958yIeCkino+Iz7en/FLWkRcRMTsinspey6PZtg0i4u6IeDH7OaDo+Da9xqbKL3UdeRAR2xb1iSci4p8RcUoJ+2ST5Wf7Ol2fjIiJEbEgIp4u2tbmPhERw7P+9VJE/DwimrpcZXG9h2ef6ZURMaLRvjbVERG9IuKP2fa/R8SwEjRNmzTTjm3uD6Vqx4gYFhH/Kqr7stXVkZN2bO5vSjn65I8j4rmI+EdE3BwR/dtbR6XbsoV2LEefbLIdO2OfjIh1I+LhiHgya8fzs+3l6I8/yNrwiYi4KyKGtLeOSrdjFkNzbVmOPtlkW3bGPlkUX/eIeDwibs8ed3ifLHredyIiRcSG7a0jx+3Y4f2x6HkN2rEz98d2Syl56+AbsAnwyex+H+AFYAdgAvCdJo7fAXgS6AVsCbwMdG9r+dnjktSRlxswG9iw0bb/Ac7I7p8BXNze19hU+aWuI283Cos5zge26Ij+Ulx+Z+2TwD7AJ4Gn16RPAA8DewIB/A34wmrq3R7YFpgOjGhNWzVXB/At4LLs/lHAH3PSjm3uDyVsx2HFsTR6Tp7bsbm/KeXok/8G9MjuX7wmdVS6LVtox3L0yebasdP1ySye3tn9dYC/A58uU3/sW3T/pKJ26HT9cTVtWY4+2Vxbdro+WRTfacB1wO3Z4w7vk9lzNqOwWPYcsv8pO2ufbKYdO7w/ttCOnbY/tvfmyHoZpJTeTCk9lt1/D5gFDG3hKYcAN6SUPkwpvQq8BOweEVtk3wZuGBHdIuLeiPi3dpTfbB1r9kor5hBgUnZ/EjCmaHur27GUdZTkVZXPaODllNKcFo5Zk7ZsTfnN1tHO11RSKaV7gHcabW5rv9uEwj9DD6bCX4zf1T0nIm6NiK9l94+PiGuzemellJ5vIqQ219Eo3puA0a39ZrtUmmnH5pSjHZvUCdqxud/55eiTd6WUlmflPgRs2t46qHBblvBvcynbsUk5b8eUUlqSPVwnuyXK0x//WRRKVVZvu+ogH5/t5tqyOeVoyyblvS0jYlPgS8CVRZs7vE9mfgZ8l4Zt2Cn7ZDPt2JxytGNzcea6HdeEyXqZZVMvdqPwbSnAiVGYdjQxPpqOMxR4vehpc4GhWbJzMXAZcDrwbErprtWU36Y61vT1lUEC7oqImRFxXLZt45TSm1D45wvYKNvennZsqvw211GC11lORwHXFz0uaZ9sovw21dHuV9Xx2tonhmb3G28HOA44NyL2ptCO315N3e2po/45WZJQAwxcTT3l0pb+UMp2BNgyCtP7ZmTPq6u7U7Rjo9/55e6T36AwetHeOnLTlmvyt5nStiN0wj4ZhWmyTwALgLtTSmXrjxHxo4h4HTgGOHcN6qh4O0KzbQll6JPNtCV0wj4JXEIh0VtZtK3D+2REHAy8kVJ6slE8nbVPXsKq7Qgd3B9baEfonP2x3UzWyygiegN/Bk7JvsH8DbA1sCvwJvDTukO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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "mpi_sr_time_per = 100*sr_gmean.loc[\"mpi\", :, sr_gmean.index.get_level_values(2)=='real_time_nsec'].aggregate(sum) / gmean.loc[\"mpi\", \"real_time_nsec\"]\n",
    "mpi_br_sr_time_per = 100*sr_gmean.loc[\"mpi_br\", :, sr_gmean.index.get_level_values(2)=='real_time_nsec'].aggregate(sum) / gmean.loc[\"mpi_br\", \"real_time_nsec\"]\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(xaxis-width/2, mpi_sr_time_per, width, label='MPI(Element wise)',edgecolor='black', linewidth=edgewidth)\n",
    "ax.bar(xaxis+width/2, mpi_br_sr_time_per, width, label='MPI(Row wise)',edgecolor='black', linewidth=edgewidth)\n",
    "\n",
    "ax.set_title(\"Percentage of time taken on sending and receiving data\")\n",
    "ax.set_ylabel(\"Pertange (%)\")\n",
    "ax.set_xlabel(\"Matrix size\")\n",
    "ax.set_xticklabels(xlabel)\n",
    "ax.set_xticks(xaxis)\n",
    "ax.legend(fontsize=20, shadow=True, fancybox=True)\n",
    "\n",
    "fig.set_size_inches((17,7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "1.1052053019058925"
      ]
     },
     "metadata": {},
     "execution_count": 12
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "pr_time = pr_gmean.loc[\"real_time_nsec\"]\n",
    "pc_time = gmean.loc[\"seq\", \"real_time_nsec\"]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.plot(real_xaxis, pc_time, '*-', label='Manager')\n",
    "ax.plot(real_xaxis, pr_time, '*-', label='Predator')\n",
    "\n",
    "ax.set_xticks(real_xaxis)\n",
    "ax.set_xticklabels(xlabel, rotation=90)\n",
    "ax.set_title(\"Tiempo de ejecución de Manager vs Predator\")\n",
    "ax.set_ylabel(\"Tiempo (ns)\")\n",
    "ax.set_xlabel(\"Tamaño de la matriz\")\n",
    "ax.legend(fontsize=25, shadow=True, fancybox=True)\n",
    "ax.grid(color='green', linestyle = '--', axis='y')\n",
    "\n",
    "fig.set_size_inches((20,10))\n",
    "\n",
    "speed_ups = pc_time / pr_time\n",
    "mean_speed_up = np.cumprod(speed_ups)[-1] ** (1/speed_ups.size)\n",
    "\n",
    "mean_speed_up"
   ]
  }
 ]
}