{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dealing with variants example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install sax4bpm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore', category=RuntimeWarning)\n",
    "warnings.filterwarnings('ignore', category=UserWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sax.core.process_data.formatters.xes_formatter import XESFormatter\n",
    "from sax.core.process_data.formatters.csv_formatter import CSVFormatter\n",
    "from sax.core.utils.constants import Constants\n",
    "from lingam.utils import make_dot\n",
    "from sax.core.process_data.tabular_data import TabularEventData\n",
    "import pm4py\n",
    "from pm4py.algo.discovery.alpha import algorithm as alpha_miner\n",
    "from pm4py.algo.discovery.inductive import algorithm as inductive_miner\n",
    "from pm4py.algo.discovery.heuristics import algorithm as heuristics_miner\n",
    "from pm4py.algo.discovery.dfg import algorithm as dfg_discovery\n",
    "import sax.core.process_mining.process_mining as pm\n",
    "# viz\n",
    "from pm4py.visualization.petri_net import visualizer as pn_visualizer\n",
    "from pm4py.visualization.process_tree import visualizer as pt_visualizer\n",
    "from pm4py.visualization.heuristics_net import visualizer as hn_visualizer\n",
    "from pm4py.visualization.dfg import visualizer as dfg_visualization\n",
    "from pm4py.objects.conversion.log import converter as log_converter\n",
    "from pm4py.objects.log.importer.xes import importer as xes_importer\n",
    "\n",
    "# misc \n",
    "from pm4py.objects.conversion.process_tree import converter as pt_converter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "parsing log, completed traces :: 100%|██████████| 378/378 [00:00<00:00, 1380.97it/s]\n"
     ]
    }
   ],
   "source": [
    "#Import the event log file and create an event log data object\n",
    "\n",
    "fileName = \"RequestPaymentRejectedAndPayment.xes\"\n",
    "event_log = pm.import_xes(fileName,timestamp_format=\"%Y-%m-%d %H:%M:%S.%f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>org:resource</th>\n",
       "      <th>concept:name</th>\n",
       "      <th>org:role</th>\n",
       "      <th>time:timestamp</th>\n",
       "      <th>case:concept:name</th>\n",
       "      <th>start:timestamp</th>\n",
       "      <th>lifecycle:transition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment REJECTED by ADMINISTRATION</td>\n",
       "      <td>ADMINISTRATION</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment REJECTED by ADMINISTRATION</td>\n",
       "      <td>ADMINISTRATION</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment REJECTED by EMPLOYEE</td>\n",
       "      <td>EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:24:32+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment REJECTED by EMPLOYEE</td>\n",
       "      <td>EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:24:32+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment SUBMITTED by EMPLOYEE</td>\n",
       "      <td>EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:47:01+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2789</th>\n",
       "      <td>STAFF MEMBER</td>\n",
       "      <td>Request For Payment FINAL_APPROVED by SUPERVISOR</td>\n",
       "      <td>SUPERVISOR</td>\n",
       "      <td>2018-12-20 08:14:26+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2787</th>\n",
       "      <td>SYSTEM</td>\n",
       "      <td>Request Payment</td>\n",
       "      <td>UNDEFINED</td>\n",
       "      <td>2018-12-20 08:22:54+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2787</th>\n",
       "      <td>SYSTEM</td>\n",
       "      <td>Request Payment</td>\n",
       "      <td>UNDEFINED</td>\n",
       "      <td>2018-12-20 08:22:54+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788</th>\n",
       "      <td>SYSTEM</td>\n",
       "      <td>Payment Handled</td>\n",
       "      <td>UNDEFINED</td>\n",
       "      <td>2019-01-03 10:59:16+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788</th>\n",
       "      <td>SYSTEM</td>\n",
       "      <td>Payment Handled</td>\n",
       "      <td>UNDEFINED</td>\n",
       "      <td>2019-01-03 10:59:16+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5582 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      org:resource                                      concept:name  \\\n",
       "0     STAFF MEMBER    Request For Payment REJECTED by ADMINISTRATION   \n",
       "0     STAFF MEMBER    Request For Payment REJECTED by ADMINISTRATION   \n",
       "6     STAFF MEMBER          Request For Payment REJECTED by EMPLOYEE   \n",
       "6     STAFF MEMBER          Request For Payment REJECTED by EMPLOYEE   \n",
       "1     STAFF MEMBER         Request For Payment SUBMITTED by EMPLOYEE   \n",
       "...            ...                                               ...   \n",
       "2789  STAFF MEMBER  Request For Payment FINAL_APPROVED by SUPERVISOR   \n",
       "2787        SYSTEM                                   Request Payment   \n",
       "2787        SYSTEM                                   Request Payment   \n",
       "2788        SYSTEM                                   Payment Handled   \n",
       "2788        SYSTEM                                   Payment Handled   \n",
       "\n",
       "            org:role            time:timestamp           case:concept:name  \\\n",
       "0     ADMINISTRATION 2018-02-14 08:56:47+00:00  request for payment 153160   \n",
       "0     ADMINISTRATION 2018-02-14 08:56:47+00:00  request for payment 153160   \n",
       "6           EMPLOYEE 2018-02-14 14:24:32+00:00  request for payment 153160   \n",
       "6           EMPLOYEE 2018-02-14 14:24:32+00:00  request for payment 153160   \n",
       "1           EMPLOYEE 2018-02-14 14:47:01+00:00  request for payment 153160   \n",
       "...              ...                       ...                         ...   \n",
       "2789      SUPERVISOR 2018-12-20 08:14:26+00:00  request for payment 185301   \n",
       "2787       UNDEFINED 2018-12-20 08:22:54+00:00  request for payment 185301   \n",
       "2787       UNDEFINED 2018-12-20 08:22:54+00:00  request for payment 185301   \n",
       "2788       UNDEFINED 2019-01-03 10:59:16+00:00  request for payment 185301   \n",
       "2788       UNDEFINED 2019-01-03 10:59:16+00:00  request for payment 185301   \n",
       "\n",
       "               start:timestamp lifecycle:transition  \n",
       "0    2018-02-14 08:56:47+00:00                start  \n",
       "0    2018-02-14 08:56:47+00:00             complete  \n",
       "6    2018-02-14 08:56:47+00:00                start  \n",
       "6    2018-02-14 08:56:47+00:00             complete  \n",
       "1    2018-02-14 08:56:47+00:00                start  \n",
       "...                        ...                  ...  \n",
       "2789 2018-12-19 12:56:10+00:00             complete  \n",
       "2787 2018-12-19 12:56:10+00:00                start  \n",
       "2787 2018-12-19 12:56:10+00:00             complete  \n",
       "2788 2018-12-19 12:56:10+00:00                start  \n",
       "2788 2018-12-19 12:56:10+00:00             complete  \n",
       "\n",
       "[5582 rows x 7 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the parsed dataset from the event log object\n",
    "event_log.getData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mandatory Properties of the parsed event log: \n",
      " {'case:concept:name': 'case:concept:name', 'concept:name': 'concept:name', 'time:timestamp': 'time:timestamp', 'lifecycle:transition': 'lifecycle:transition', 'start:timestamp': 'start:timestamp'}\n",
      "Optional properties of the parsed event log: \n",
      " {'org:resource': 'org:resource', 'org:role': 'org:role'}\n"
     ]
    }
   ],
   "source": [
    "# Fetch and print the mandatory properties and optional properties within the event log file\n",
    "print('Mandatory Properties of the parsed event log: \\n',event_log.getMandatoryProperties())\n",
    "print('Optional properties of the parsed event log: \\n',event_log.getOptionalProperties())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lRpcFAKijGhtdAIDaYQqzU+bO1eXExFKDKFMIVFr4XZ1e0ZXdV+eJE5V3/rx5yIkes2YVGSajOkrriVnS8ZkCkpoIyCpyU+H8xo3Kjo9Xj1mzbgllTMNwpL71ltq7uUmSfjl9ulJDSJSmvPaoDefWri3xc82Oi9PVtLRbJjI1qUyNVVm3vOuk24wZOrNypa7n5JR7Y6bw2NOFdRw3TklTpuinhATd4eSkC59/rq7TplWozqq2d0njYVdHdc/HqrZ/SSpybL0WLdLxgAB1nTZNVs2aqcU991R4+2VpYmMjh1WrlDRlilIXL9Y9gYFV2k7r/v3Vun9/dRg9Wmc//lgpc+fK/tde7dVV0XPbpCbbpqJq4rqSaq49StLS3l7WzZrpzMqVSn3rLXV88skiy003AUq64XExJkanli3T4K1b1ah1a3UYNerm5LSxsbdsBwDQcAwYMEAtWrTQokWL5Ovrq5kzZxpdEgCgDqKnPNDA9Xz9deWmpJQ7MaklH5svbV/NbW1lHxwsh1Wr1GncOJ1atqzE3uNVVVJYawq/SupdWZFxyKvrYkyMUt96S3Zz55YaenX8tY5Lu3bp8v795Q7FUlmWantTz3BT72/TH4dVqyRJuUePWqSOkpR3nZgmgvw5NbXUbZiGzSk8aWRhpkD73Nq15nUrE7ZX5ebJlSNHyqypIopfB1U9H2u6/StybKYe/DmHDulyQkKNPGFi0tLeXvbBwcqOi6vU76l9Q4bc0lO6df/+svt1no7C83XUhIp8Bxh1bdbEdWVS1faoiLJuSJQ0wauJ6Qaz6YZDk/btJVVtcmMAQP3Sp08fo0tACQoKCiRJVlZWBlcCAITyQIPXxMamzFDGNJnfhS++MAdF+VlZ5lDDNK50VSc1rMy+TGGVacx2h1Wrav1xftPwIb+kp5tfM9VW3bGnK8IU2pQVzhaetPJ8VFSpQ7FUVnntUdMufP652g4desvrLe3t1c7FpcThgiylvOvkDicndRo3rshQKMWd37BB3WbMKLNHcsdx45QdF6f0kJAqn195GRnl3mSTbrblubVr1c7FpUpDtpjD0GJjZVf1fKzJ9q/osTXt0sU8EWheZmaNPGFSWDsXF/VatKjSQz6ZbigUZqqtJnrJF1beuS0Zd23W1HVlUtn2MH2/lTeev2l5r1/HCC6srImDi7elKZwvrY1r6okWAIDxLl26JElas2aNwZWgsMuXL8vKykqtKzkkKQDUBkJ5oAEp3Nu78M9NbGzU3c9PZ1au1PmNG4ssM01wemblSn07YoT2DRmiAyNHqv2vgaEpPEgPCTFP7ljSEAem3rSmXteFJ1c8GRRUoX1JN8ffNe2ncZs25tCkcC3lBceFA5bywpa2Q4eqnYuLzn78sflzubRrlzqNG2cOgSo7ZnThfZb3XtMx5WVkFOmxXvx9pt7I7Zydi7xeeL3CwXrx5SW9VlZ7lLTdko6rom1yMSZGjdu1K3WIipb29sqOi9PFmJhb9lu8/pJUZt2qXCeS1M3XV43btVN6SEiRtrqalqb0kJCbk/aWMzmxKdDOjotTq759yz2W4vIyMnQ2LExthw+/Zd3CP+empCh18WJJMo+3XRZTO/6UkCDp5ueSHhKiHrNmmScCLqy087E01W3/ih5bSee7qRezaTz84stLOteL/1zSdk3au7uXGKaW9Xvo6Isv6qeEhCLXlunYu/v53bKtsmquyDplndtVaZvK1lXWZ1GV66oq7VESUw/4wjWlzJ1b5HvINGF0txkzbrkWyprgVZI6T5ggSebPzvS9aHrdxLSvVv36VahuAEDd849//ENpv36PXbp0ScHBwQoICNCEYr/zYaxLly6pTZs2atyYkZwBGM+qwPT8DoA6xcvLS1svXlTvCj7mbpqks7jCQ17kpqQoacoUSUXHa8/LyND5qCidWblSncaNU9dp04r0KM1NSdH5DRuUuWGDer72mtq7uZkn0TRtPy8jQyd/HTrANCZyyty56vD442rj5GQeb7esfe0bMkQDt2zRhf/7P51atuyWMeVN9XebMUOdvL1LHMO3Ip9DcflZWcrevt08pECvRYvUduhQc0hVeJvtXFxkHxxc6rYqu//ix5QZGalr2dm3tIF0MyzqMWtWkaEUiu/vgT17KvyaVHp7VHQbVWmTAVFRRY6ttM+sJCV9jpX5zKtznZj8lJCgy4mJ5t643WbMUBtHxwr3Rs9NSdGVpKQSx5Su6GcxeOtW8zVYkh6zZqn1gAGVeqrip4QE87jincaNk82IEWUeU0nnY0lqsv2l0o+tpO2Y2vVkUJDs/P2rtL+SlHRumcaDL2sfpuvogT17dDUtTZe//db8e6fbjBnqMGpUiZ9nRc7bqpzbxZ9EqkjbFF6npuqSKn5dldXOhRVuj9LkZ2XpwMiRum/FCvP5lB0XV2QIobKupfSQkFJ/7xU+rqytW5W5YUOp11XO4cP67rnnNHDLlkpPNL1vyBD9+9//lnc5NwQBALXjgw8+0EsvvVTkteDgYA0fPlwPPfSQQVWhNC+99JKio6N18uRJo0uxmNzcXLVq1UofffSRpk+fbnQ5AAohlAfqqMqG8pZmCkYsOUno7ex6To5Of/CBOVgEjMT5iIbC9IRPTU0qXhXpISFq1Lp1lWoglAcAY5lC+czMTHXs2NHoclCOSZMmKSkpSQcPHjS6FIshlAfqLoavAYB64GJsrEXGuAcqgvMRDUXHsWN1ef/+IkOuWVJuSopyU1LUcexYQ/YPAMDtJCkpSffee6/RZQCAJEJ5AFVQkTGEUX3pISHaN2SI9g0Zorxz56o0WSdQUzgf0RA1at1aPV9/XWc//rhGJjSvjKtpaTq/YYN6vv56qWP6AwCAmpGXl6cjR45owIABRpcCAJII5QFUwYGRI0v8GTWraefOkqSer71W6uSPgKVwPqKhamJjo3sCA/XT3r0W3W92XJy6+fpWehx5AABQecnJycrLyyOUB1BnMOU0gEpjHHnL6PjkkyVOBgoYgfMRDVlVx3SvDiPHsQcA4Hazb98+SdLAgQMNrgQAbqKnPAAAAAAAABqsTZs2ycHBQXfddZfRpQCAJEJ5AAAAAAAANFA5OTmKjY3Vkzz1CaAOIZQHAAAAAABAg7RlyxZdvXpVY8eONboUADAjlAcAAAAAAECDtHr1avXo0UNOTk5GlwIAZoTyAAAAAAAAaHB++OEHRUdH6/e//72srKyMLgcAzAjlAQAAAAAA0OD87W9/U7NmzTRz5kyjSwGAIgjlAQAAAAAA0KBkZ2fr448/lo+Pjzp06GB0OQBQBKE8AAAAAAAAGpTFixfr6tWreuWVV4wuBQBuQSgPAAAAAACABuP48eP6+9//rt///vfq06eP0eUAwC0I5QEAAAAAANBgvPLKK2rVqpXeeOMNo0sBgBI1NroAAAAAAAAAoCZs3rxZ0dHRev/99xlLHkCdRU95AAAAAAAA1HuZmZl6/vnn9dBDD8nPz8/ocgCgVITyAAAAAAAAqPeef/555eTkKCwsTI0bMzgEgLqL31BAHZafmamLsbFGlwEAAAAAQJ32r3/9S9HR0VqxYgWTuwKo8wjlgTos5/Bh5bz+utFlAAAAAABQZ+3cuVNz5szR+PHjNWPGDKPLAYByEcoDddS6deuMLgFAGa5du6YXX3xRoaGh2rBhg5566qka2e4nn3yiyZMn66mnntKGDRtqZJsNwaOPPqqvv/5aktSyZUs9+eST8vHxkZubmxo1amRscQAAADBMamqqxo0bp169eunDDz80uhwAqBDGlAcAoJKuXLmip556SitWrNA//vGPGgvkJWn//v2SpEGDBtXYNhuC2NhYxcTEaOrUqZJu3rwYOXKkevToodmzZ+vbb781uEIAAABY2uXLl+Xp6Slra2t98cUXatu2rdElAUCFEMoDAFAJFy5c0GOPPaZt27bps88+0+9+97sa3f6BAwckSQMHDqzR7dZ3jRo1kpubm8LDw5Wenq6wsDC5ubkpIyNDy5Ytk6OjoxwcHBQUFKSMjAyjywUAAEAtu3r1qp566ikdO3ZMGzdulK2trdElAUCFEcoDAFBBJ06c0LBhw3TkyBF9+eWX8vDwqPF9mEJ5esqXrl27dvLx8VFMTIx++OEHLVmyRL169VJycrLmzZunu+66S+7u7goPD1dubq7R5QIAAKCG/fLLL3rqqae0fft2rV69WkOGDDG6JACoFEJ5AAAqYN++fRo6dKjy8/P1zTffaPjw4TW+j1OnTunHH39Uhw4ddNddd9X49hsiOzs7+fv769ixY0pISJCvr69atWql2NhYTZs2Td26dZOPj49iY2NVUFBgdLkAAACopry8PHl7eysmJkZhYWE1OpQkAFgKoTwAAOX48ssvNWLECNnZ2WnXrl269957a2U/9JKvHkdHR4WEhOjcuXOKjIzUmDFjdOXKFUVERMjd3V09e/bUvHnzdOzYMaNLBQAAQBX88ssv8vb21ueff66wsDBNmjTJ6JIAoEoI5QEAKMNHH32k0aNH66GHHtLWrVvVuXPnWtsXk7zWjObNm8vLy0vR0dFKS0vTe++9p8GDBystLU1BQUGyt7eXk5OTli5dqgsXLhhdLgAAACogOztbjz/+uDZv3qyVK1dq8uTJRpcEAFVGKA8AQAkKCgoUGBioGTNmaMqUKfr888/Vpk2bWt3noUOHJEn3339/re7ndtK1a1fNnj1biYmJOnz4sPz9/dWlSxclJiZqzpw56t69uzw8PLRu3Trl5+cbXS4AAABKcObMGf32t7/Vvn379Nlnn8nHx8fokgCgWgjlAQAo5tq1a3rhhRe0YMEC+fv766OPPlKTJk1qfb9JSUmSpP79+9f6vm5HDg4OWrJkiU6fPq2YmBhNnTpVjRo10ubNm+Xt7a0uXbrIz89P8fHxRpcKAACAX/33v//Vgw8+qDNnzmjbtm3y8PAwuiQAqDZCeQAACrly5YrGjh2rFStW6F//+peWLFlikf3m5+fr2LFjatSoUa2NWY+bGjVqJDc3N4WHh+vMmTMKCwuTm5ubsrKyFBoaKhcXFzk4OCgoKEgZGRlGlwsAAHDbioqK0sMPP6ymTZsqLi5OQ4YMMbokAKgRhPIAAPwqIyNDjzzyiLZv366oqCj5+flZbN9Hjx5Vfn6+7rnnHrVo0cJi+73dtW3bVj4+PoqJiVFqaqqWLFmi3r17Kzk5WfPmzVP37t3l7u6u8PBwXblyxehyAQAAbgvXr1/XvHnz9NRTT2ngwIHatWsXHVcANCiE8gAASDp+/LgefvhhnT59Wl9//bVGjx5t0f0nJydLkvr162fR/eJ/bG1t5e/vr5SUFCUkJGjWrFmysbFRbGyspk2bpm7dusnHx0exsbEqKCgwulwAAIAG6ccff9TIkSP19ttv6+WXX1ZsbKw6d+5sdFkAUKMI5QEAt709e/Zo6NChunHjhuLi4uTk5GTxGgjl6xZHR0ctXbpU6enp2rRpk7y8vPTzzz8rIiJC7u7usrOz07x585SSkmJ0qQAAAA1GbGysBg4cqD179mjdunVaunSpGjdubHRZAFDjCOUBALe1qKgoubq66u6779auXbtkb29vSB2E8nVTs2bN5OHhocjISGVkZCgkJESOjo46deqUgoKC1KdPHzk5OWnp0qX68ccfjS4XAACgXrp69ar+8Ic/6LHHHlPnzp21d+9ePf3000aXBQC1hlAeAHDbWrFihcaPHy83Nzd99dVX6tixo2G1EMrXfe3bt5evr68SEhJ0+PBh+fv7q0uXLkpMTNScOXN01113ycPDQ+vWrVN+fr7R5QIAANQLycnJGjp0qN577z29/PLL+uabb9S3b1+jywKAWkUoDwC47RQUFCgwMFDPP/+8fHx89Omnn6ply5aG1XPt2jWlpKTI2tqa/wGpJxwcHLRkyRKlp6crJiZGU6dOVePGjbV582Z5e3urS5cu8vPzU3x8vNGlAgAA1En5+fl688035ejoqIsXL2rbtm1aunSpmjVrZnRpAFDrCOUBALeVvLw8+fj46C9/+Yvmz5+vFStWGD5OZWpqqvLy8tSjRw9Dbw6g8qytreXm5qbw8HCdOXNGYWFhcnNzU1ZWlkJDQ+Xi4iIHBwcFBgbq5MmTRpcLAABQJ+zbt09OTk4KCAjQM888o4MHD+q3v/2t0WUBgMUQygMAbhs5OTkaO3as1q5dq9DQUAUGBhpdkiTp2LFjkqTevXsbXAmq44477pCPj49iYmJ08uRJLVmyRPb29kpOTtaCBQt0zz33yNnZWaGhocrJyTG6XAAAAIv7+eefNW/ePA0dOlSXL1/Wli1b9PHHH6tdu3ZGlwYAFkUoDwC4LZw9e1YPP/yw4uPjtWnTJj3//PNGl2RGKN/w9OjRQ/7+/vr++++VkJCgWbNmqX379tq5c6f8/PzUqVMneXt7KzY2VgUFBUaXCwAAUOvWr1+v++67T++++65eeeUVHT58WI899pjRZQGAIQjlAQANnmnyqLNnz2r79u0aNWqU0SUVcfz4cUlSr169DK4EtcHR0VFLly7V6dOntWnTJnl5eenatWtat26d3N3dZWtrq3nz5un77783ulQAAIAa99///leurq7y8vJS165dtWfPHr3zzjsM2wjgtkYoDwBo0Hbt2qVHHnlELVu21O7duzV48GCjS7oFPeVvD82aNZOHh4ciIyOVkZGhkJAQDR8+XKdPn1ZQUJDuvfdeOTk5aenSpTp//rzR5QIAAFTLxYsXNXv2bDk6OurIkSMKCQnRzp076+S/xwHA0gjlAQAN1meffaYRI0aod+/e2rFjh+zs7IwuqUT0lL/9tG/fXr6+voqPj1dSUpLmz58vOzs7JSYmas6cOerRo4c8PDy0bt065eXlGV0uAABAhf388896++231bt3b4WEhOj//b//p++//16+vr6ytiaGAgCJUB4A0EAtW7ZM48eP1+OPP65t27bpzjvvNLqkEt24cUM//PCDrKysCOVvU/369VNgYKBOnDihuLg4+fr6qkmTJtq8ebO8vb3VpUsX+fn5KT4+3uhSAQAASnXt2jV9+OGH6tOnj+bNmyd3d3clJSXpzTffVOvWrY0uDwDqFEJ5AECDUlBQoMDAQM2ePVsvvviiPv30U7Vo0cLoskp1+vRpXb16VV26dFGrVq2MLgcGsra2lrOzs0JCQpSZmanIyEi5ubkpOztboaGhcnFxMQf4qampRpcLAABgFhsbq8GDB2vmzJnq27ev9u7dq3//+990OgGAUhDKAwAajLy8PE2ePFl/+ctfNH/+fC1btqzOPyLLePIoSYsWLeTl5aWYmBilpaVpyZIl6tOnj7777jstWLBAvXr1krOzs0JDQ5WTk2N0uQAA4DZUUFCg6OhoPfjgg3J3d1ezZs0UExOjmJgYOTk5GV0eANRpdTupAACggrKzs/XYY4/p008/1apVqxQYGGh0SRVy8uRJSdLdd99tcCWoq+666y75+/vr6NGjSkhI0KxZs9ShQwft3LlTfn5+6tSpk7y9vRUdHa3r168bXS4AAGjgbty4ocjISA0YMECenp765ZdftH79eu3du1dubm5GlwcA9QKhXUDm2gAAIABJREFUPACg3jtz5oweffRRffvtt4qOjtakSZOMLqnC0tLSJEm2trYGV4L6wNHRUUuXLtWpU6e0adMmeXl56fr161q3bp08PT1lZ2en2bNn6+DBg0aXKkm6dOmSdu/ereXLl8vT07PEdTIzM/XGG2/IyspKVlZWWrt2bZnbPHjwoHl7VlZWtVE2AAAowbVr17Rq1Sr1799fzzzzjJo0aaLPPvtMBw4c0NNPP833MgBUAqE8AKBeS0pK0kMPPaRz585px44deuyxx4wuqVLS09MlSd27dze4EtQnzZo1k4eHhyIjI5WRkaGQkBANHz5c6enpWrZsmQYOHCgHBwcFBQUpMzPTsDqDg4P1+eefy9fXV9HR0bcsz8zM1IkTJ7Rw4UIVFBRozZo1mjhxot59990St/fuu+/qjTfeUJcuXfT++++roKCgtg8BAIDbXk5OjkJDQ9WvXz9NnTpVzZo1U2RkpBISEvTkk08SxgNAFRDKAwDqra+++krDhw/XHXfcod27d2vgwIFGl1Rpp0+flnRziBKgKmxsbOTr66v4+HglJydr/vz56tmzp5KTkzVv3jz16NFDHh4eWrdunfLy8ixa28KFC7Vw4cJSl584cUIPPfSQ+e8TJkyQJM2dO/eWdX/3u98pOztbERER8vDw4OkSAABqWUZGhv70pz/J1tZWL7zwgu655x7FxMRo//798vLyIowHgGoglAcA1EuffvqpnnjiCQ0aNEjx8fH1NqAjlEdNuu+++xQYGKjjx48rLi5Ovr6+atq0qTZv3ixvb2916dJFfn5+io+PrxO9zAsH8tLN4W4kKSAgoMjrb7zxhqSbIX/btm0tUxwAALep//73v3r++efVs2dPBQcHy8PDQwcOHNCWLVsYMx4AagihPACg3lm6dKm8vb01evRoffHFF2rXrp3RJVXZqVOnJBHKo2ZZW1vL2dlZISEhyszMVGRkpMaMGaOffvpJoaGhcnFxUb9+/RQYGKgffvjB6HIl3ZxfITg4WJI0depU8+sHDx7UokWL9MQTT2j58uWysrKSp6entm3bZlSpAAA0OPn5+YqMjNQjjzyiAQMGaP369Xr55Zd14sQJhYWF6f777ze6RABoUAjlAQD1RkFBgV599VXNmTNHL730kiIjI9W8eXOjy6qyK1euKDs7W82bN1eHDh2MLgcNVIsWLeTl5aXo6GidPHlS7733ngYMGKAjR45owYIF6t27t5ydnRUaGqrLly8bUmNaWprs7Oy0aNEiSSoy/nxsbKykm5Mhz5w5U9nZ2erevbtGjBih3bt3G1IvAAANxblz5xQUFKTevXvrmWeeUUZGhpYsWaLU1FS98847dBwBgFpCKA8AqBd++eUXTZw4UcHBwQoKCtLSpUtlbV2/v8ZMveR79OjBmJywiO7du2v27Nk6cOCADh8+LH9/f915553auXOn/Pz81KlTJ3l7eys6OlrXrl2zWF22trYqKCjQgQMHFBAQoLlz52r58uWS/je+/IABAyRJbdu21QsvvCBJCgsLs1iNAAA0FDdu3FBMTIy8vb1la2urgIAAPfDAA9q2bZuOHj0qf3//ev0kKgDUB/U7zQAA3BaysrLk7u6ujRs36pNPPtGrr75qdEk1gvHkYSQHBwctWbJEp06d0qZNm+Tl5aUbN25o3bp18vT0lJ2dnTnAt5QBAwaYh67x9fUtcz1J+te//mWRugAAaAjOnDmjxYsXq3fv3nrssce0c+dOvfrqq/rhhx+0fv16Pfroo0aXCAC3DUJ5AECdlpqaquHDh+vw4cP68ssvNWHCBKNLqjHp6emSbvZeBozStGlTeXh4KDIyUhkZGQoJCdHw4cN19uxZLVu2TIMGDZKDg4OCgoKUmZlZ6/X06dOnyN9NveJNk8AW5uHhUev1AABQn+Xn5ys6OlpPPvmk7OzsNH/+fPXv319RUVE6efKkFi5cSAcRADAAoTwAoM46dOiQXFxc9NNPP+nrr7/Www8/bHRJNSojI0OS1LVrV4MrAW6ysbGRr6+v4uPjlZycrPnz5+vuu+9WcnKy5s2bp27dusnd3V3h4eHKzc2tlRpM4fuaNWskSV5eXpJu3qArvs6kSZNqpQYAAOq7xMREzZ49Wz169JCnp6cSEhL0xz/+UcePH9emTZvk6empxo0bG10mANy2COUBAHXS1q1b5ezsrHbt2mn37t26//77jS6pxl24cEGSdOeddxpcCXCrvn37KjAwUMeOHVNcXJx8fX3VsmVLxcbGatq0aerevbt8fHwUGxurgoKCUrdTuId78d7unp6eevfdd5WWlmZeHhwcrICAAPNTMa6urgoICNAbb7xh7qkfGRkpDw+PBvXkDAAA1fX9999r/vz56t27t5ycnBQWFqYnnnhCW7duVVpampYsWSI7OzujywQAiFAeAFAHRUREaNSoUXJyclJ8fHyDfaT2/PnzkgjlUbdZW1vL2dlZISEhyszMVGRkpMaMGaOcnBxFRETI3d1dd999t+bNm6fjx48Xea+VlVWRieLatWtXZFLjmTNnau7cubKzs5OVlZU+/PBDjR49WgsXLiyynYULF8rDw0OdO3c2vz8iIqIWjxoAgPrh4sWLCg0NlbOzs/r27avFixfr7rvvVlhYmNLT07Vy5Uq5urrK2pr4BwDqEp5VAgDUKUuXLtUrr7yiyZMna8WKFWratKnRJdWaH3/8UZLUsWNHgysBKqZ58+by8vKSl5eXzpw5o3Xr1unjjz/WgQMHFBQUpHfeeUdDhw6Vj4+PJk6cWGYPeunmmPDlrWMyc+ZMzZw5syYOAwCAeu3nn3/W5s2bFR4erv/85z/Kz8+Xo6Oj/va3v2nixInq1KmT0SUCAMrBrVIAQJ1w/fp1vfjii5ozZ45efvllhYWFNehAXvpfKE9PedRH3bp10+zZs7V//34dPnxY/v7+uvPOO7Vz5075+fmpU6dO8vb2VnR0tK5du2Z0uQAA1GtXr17V5s2bNWXKFHXs2FHe3t46fvy45s+frx9++EEJCQmaPXs2gTwA1BOE8gAAw129elUTJkxQSEiI3n//fS1duvS2eMSWUB4NhYODg5YsWaIzZ84oJiZGU6dOlbW1tdatWydPT0/Z2dmZA3wAAFAxubm5io6Olo+Pjzp37iwPDw9t27ZNzz33nOLi4pScnKzXX39dPXv2NLpUAEAlNfzEAwBQp128eFFubm6Kjo7WmjVr9OKLLxpdksWYxpRn+Bo0FI0aNZKbm5vCw8OVnp6usLAwubm56ezZs1q2bJkGDx4sBwcHBQUF6dy5c0aXCwBAnfPjjz8qPDxcHh4eat++vTw9PbVjxw5Nnz5dMTExSktL09KlS+Xs7Gx0qQCAarAqqOhAngAA1LAffvhBo0aN0vnz5xUVFXVb/c9Ffn6+mjVrpsaNG+uXX34pMvkl0NAcPXpUa9asUUREhE6cOCHpZoD/6KOPaurUqRo/frxatmxpcJUAAFTOBx98oJdeekmZmZnV6mRx8uRJbdy4UZs3b9bXX3+ta9euqV+/fvLw8NCYMWM0fPhw/q2IKsnNzVWrVq300Ucfafr06UaXA6AQesoDAAyRkJCgoUOHKi8vTzt37rytAnnpZi+ogoICdejQgf/JQoN37733KjAwUCkpKYqLi5Ovr69atmyp2NhYTZs2Td26dZOPj49iY2MrPPErAAD1WVJSkoKCguTs7Ky7775bf/jDH5SVlaXXX39d3333nZKSkrRkyRI5Ozvzb0UAaIAI5QEAFhcTEyNXV1d17txZcXFx6tu3r9ElWRzjyeN2ZG1tLWdnZ4WEhCgzM1ORkZEaM2aMrly5ooiICLm7u6tnz56aN2+ejh07ZnS5AADUmNzcXH3xxReaNWuWevXqpf79++vPf/6zWrdurX/+8586ffq0EhISFBgYeFv+2xgAbjeE8gAAi/r44481evRoDRkyRHFxcerevbvRJRni0qVLkiQbGxuDKwGM0bx5c3l5eSk6OlonT57Ue++9p0GDBiktLU1BQUGyt7eXk5OTli5dqgsXLhhdLgAAlXb06FG99957GjlypDp06KAnnnhCERERcnR01OrVq3Xu3Dlt2bJFfn5+6tq1q9HlAgAsqLHRBQAAbh9BQUF67bXX5OPjo+XLl6tJkyZGl2SYnJwcSVKrVq0MrgQwXrdu3TR79mzNnj1bSUlJioiI0Mcff6zExEQlJiZq3rx5cnNzk4+Pj5588snb+ncHAKDuys3N1TfffKPY2FhFRUXpyJEjkqR+/fpp9uzZcnNz08MPP6ymTZsaXCkAwGiE8gCAWnf9+nW9+OKLCgkJkb+/v956663bfmzMK1euSCKUB4pzcHDQkiVLtHjxYn311VcKDw/Xp59+qs2bN2vz5s3q2rWrvLy8NG3aNA0ePNjocgEAUHh4uL7++mvFxMTol19+UYcOHeTq6qpXXnlFo0ePvm2fDAUAlM6qgNm0AAC16MqVK3rmmWe0ZcsWvf/++3rhhReMLqlOCA8P17Rp0+Tj46OwsDCjywHqtEuXLikqKkoRERHaunWreTLYfv36ycfHR9OmTVOXLl0MrhIAcDs4f/68tm/fri+//FLr169XVlaWrK2t9cADD2jkyJEaNWqUnJyc1KhRI6NLBZSbm6tWrVrpo48+0vTp040uB0Ah9JQHANSaCxcuyNPTUwcPHtTGjRs1ZswYo0uqM0w95Vu3bm1wJUDd17ZtW/n4+MjHx0dpaWlas2aNli9fruTkZM2bN09/+tOf5OrqqqlTp+rpp5/mCRQAQI25fPmy9uzZo9jYWMXGxmr//v26ceOG7rzzTvXs2VNZWVk6ePCg+vfvb3SpAIB6hIleAQC14sSJExo6dKiOHj2qL7/8kkC+GMaUB6rG1tZW/v7+OnbsmBISEjRr1izZ2NgoNjZW06ZNU/fu3eXj46PY2FjxQCgAoLKuXLmi2NhYzZs3T05OTmrXrp3c3d31wQcfyMbGRm+++aYSEhJ07tw5Pffcc5Kkzp07G1w1AKC+oac8AKDG7d27Vx4eHmrdurW++eYb9enTx+iS6hzGlAeqz9HRUY6OjgoKClJMTIwiIiK0ceNGRUREKCIiQj169NCkSZP03HPPyd7e3uhyAQB1kGly1vj4eO3cuVM7duxQXl6eWrVqpaFDh+rNN9/U8OHDNWTIECYaBwDUGEJ5AECN2rRpkyZOnCgHBwdt3rxZnTp1MrqkOolQHqg5zZs3l4eHhzw8PHT27FlFRkYqPDxc3377rYKCghQUFCRHR0dNnTpVkydP1p133ml0yQAAg1y+fFm7du3Sjh079NVXX2nv3r26du2aWrduLWdnZ/3lL3/Ro48+qsGDB6txYyITAEDt4BsGAFBjVq5cKT8/P7m6umr9+vVq06aN0SXVWYTyQO3o2rWrZs+erdmzZyspKUkREREKCwtTYmKiEhMT5e/vL3d3d/n4+OjJJ5+k1yMANHBnzpxRYmKidu7cqfj4eO3du1f5+flq0aKFBg8erD/+8Y9yc3OTi4uLmjVrZnS5AIDbBKE8AKDaCgoKtGDBAi1YsEDPPvusQkND6VlUDkJ5oPY5ODhoyZIlWrx4sb766iuFh4drw4YN2rx5szZv3qz27dtr/Pjxmjp1qpydnY0uFwBQTdeuXdPBgwe1c+dO85A06enpkqSOHTtq2LBhWrx4sYYNGyYnJydCeACAYUhMAADVcu3aNf3+97/Xhx9+qPnz5yswMNDokuqF3NxcSVLLli0NrgRo+Bo1aiQ3Nze5ubnp73//u6KiohQREaGtW7cqNDRUoaGh6tevn7y8vPTss8/Kzs6uUtt/5513NGfOHHrdA4CF5eTk6MCBA+Ze8PHx8crOzpYk3XPPPXJ1dZWzs7OGDx+ufv36ycrKyuCKAQC4iVAeAFBlOTk58vb2VkxMjEJCQjRz5kyjS6o38vPzJYkQD7Cwtm3bysfHRz4+Pjp16pQ++eQTffjhh0pOTtaCBQu0cOFCubq6aurUqXr66afLfZolISFBr776qrZs2aLIyEh16NDBQkcCALeXGzdu6MiRI9q3b5/27Nmj+Ph4JSUl6caNG2revLkeeOABvfDCCxo2bJiGDRvG72MAQJ1GKA8AqJKMjAyNHj1aR48eVVRUlJ544gmjS6pXCgoKJIkeW4CBevToIX9/f/n7+ysxMVHh4eH65JNPFBsbq9jYWL388ssaO3asfHx8NGLEiBKv1/DwcEnStm3bNGTIEEVFRcnBwcHShwIADU5aWpr27t2rvXv3at++fUpMTNTly5clSZ07d9awYcM0ffp0DR06VI6OjmratKnBFQMAUHGE8gCASjt27JhGjRqlnJwcbd++XY6OjkaXVO8QygN1i6OjoxwdHfX222/ryy+/VEREhDZu3KiIiAhFRETorrvu0uTJkzVjxgz16dNH0s0nXtauXWvexvHjxzV06FB98sknGjNmjFGHAgA1rqCgQKtXr1bfvn3l5ORU49u/dOmSDh06ZJ6QNS4uThkZGZKk1q1ba8CAAXr22WfNv6sZigYAUN8RygMAKmX37t3y8PBQ27ZtFRcXp969extdUr1EKA/UTc2aNZOHh4c8PDx08eJFrV+/XuHh4dq5c6eCgoIUFBQkR0dHTZ06Ve3bt9f58+eLvP/y5cvy9PTUn//8Z82fP59rHEC9t2PHDs2ZM0f79+/X3/72t2qH8leuXNH+/fuVmJho/vPdd9+poKBAjRs3Vp8+feTu7i5HR0c5Oztr0KBBsra2rqGjAQCgbiCUBwBU2MaNGzVp0iTdf//9io6OVseOHY0uqd4ilAfqvvbt28vX11e+vr46dOiQwsLC9Mknn5hDpLJCogULFujo0aNauXKlWrRoYcGqAaBmHDt2TK+++qo+++wzNWrUSNbW1jp8+HCltlG4B3xiYqKSk5N16NAh5eXlSZK6du0qZ2dn+fr6mnvB8zsTAHA7IJQHAFTI3//+d82ZM0ceHh5as2YN/8NUTYTyQP3ym9/8RsHBwXr77be1bds2LV++XJGRkSWua7q+165da553o0ePHpYsFwCqLCsrS0FBQfrrX/+qGzduSJKuX78uSTpw4ECp7zt16pQOHDig/fv3a//+/Tpw4IBSU1MlSdbW1urdu7cGDhwoLy8vPfDAA3JyctIdd9xR68cDAEBdRCgPAChTQUGBFixYoAULFuj555/XP//5TzVuzNdHdRHKA/WTtbW13Nzc9P3335cayhe2f/9+DRkyRBs3btSDDz5ogQoBoGry8/P10Ucf6bXXXlN2drY5kC8sOTlZN27cUEZGRpHhZ/bt26dz585JknkIGhcXF82ZM0cODg4aPHiw2rdvb+lDAgCgziJVAQCUKi8vT88++6zWrFmj+fPnKzAw0OiSGgxCeaB+i4iIqPC6Z8+elYuLi5YvXy4fH59arAoAqiY2NlYvv/yyjhw5IisrK/O/U4r7+eef1bp1a/3888+SpDZt2mjAgAHy9vbWwIEDNWjQIDk4OKhp06aWLB8AgHqHUB4AUKKcnByNHz9eX331lSIiIjR58mSjS2pQTL3PmLgMqH++//577d69u1LvycvL0/Tp03XkyBEtWrSIax9AnZCYmKg//OEP2rFjhxo1aiRJpQbyJqNGjdIzzzyjQYMGqVevXvw+AwCgCgjlAQC3OHv2rJ544gkdO3ZMUVFRGjlypNElNTj0lAfqr8r0ki+soKBAb731lpKSkrRq1Sq1adOmhisDgIo5deqUXn/9da1atcocqpvGjS+LtbW1uWc8AACoOkJ5AEARSUlJeuKJJ5Sfn68dO3Zo0KBBRpfUoJXXG60h27Vr1/9n777joq4fP4C/WA6Gg0RUVIxMXF+M3IKCCxUFNYVyoJhGLkyjbJlI+ss0zQwzw0zNEQpqQm5SxqmII8FJKk5EEE+JLeN+f+h9YhxwzM+N1/Px4FHefe7udZ/P5xive9/7jfv374sdg6jSEhMTMXr0aGRlZRV7Defm5iIvL0/4d35+PnJzc4V/y2QyZGVl4fLly3BxccH06dNRv379Os1ORHTlyhUEBATg0aNHAF6U8bq6upDJZEr9XnLo0CF07Nixyo/fr18/tG7dusq3JyIi0gQs5YmISHDq1Cm4urrC3Nwchw4dQtu2bcWOpLEaNGgAAMUKO23z3XffITg4WOwYRKJISEhARESE2DGIiABA4aKuZW0XHR2Nt99+u8qPtWvXLo60JyIircdSnoiIAAB79+7FpEmTYGtri5CQEDRr1kzsSBrNyMgIAJCZmSlyEnE1GjoUbVevFjsGERERvVSYlYXchAThK+fWLeT88w/yHj0CZDJAVxddzpyBThU+6XPZxqYWEhMREakflvJERIS1a9fiww8/xOjRo7Fjxw40bNhQ7Egaz9DQEACQlZUlchIiIiKi/+gaGqJh165o2LVrscsLc3Px/PZt5CQkoDAnB3qcfouIiKjKWMoTEWkxmUyGTz/9FCtXrsS8efOwZs0aYbEvql0cKU9ERETqRLd+fTTo2BENqjGfPBEREb3AUp6ISEvl5ubC09MTu3btgq+vL5YsWSJ2JK3CkfJERERERERE2omlPBGRFnr69CnGjBmDM2fOYMeOHZgwYYLYkbSOfKQ8S3kiIiIiIiIi7cJSnohIyzx8+BDOzs64e/cujhw5AgcHB7EjaSX5SHlOX0NERERERESkXVjKExFpkcuXL8PZ2RkFBQUIDw9Ht27dxI6ktTinPBEREREREZF24mp+RERa4vjx47C3t0fjxo0RHR3NQl5knL6GiIiIiIiISDuxlCci0gLBwcEYOXIk3nzzTUgkErRp00bsSFqP09cQERERERERaSeW8kREGm7t2rV4++23MWrUKBw8eBCNGzcWOxKB09cQERERERERaSuW8kREGqqgoABz587F/PnzMXfuXOzatQsNGjQQOxa91LRpUwCAVCoVOQkRERERERER1SUu9EpEpIFyc3MxZcoUBAUF4dtvv8VHH30kdiQqoVmzZgCA1NRUkZMQERERERERUV1iKU9EpGGkUilGjx6Ns2fPIjAwEO7u7mJHIgVYyhMRERERERFpJ5byREQa5M6dOxgxYgSSk5Nx7Ngx9O/fX+xIVIZGjRqhXr16+Pfff5Gbm4v69euLHYmIiIiIiIiI6gDnlCci0hBxcXGwt7dHTk4OTp06xUJexeno6MDU1BQA55UnIiIiIiIi0iYs5YmINEBYWBj69+8PU1NTREVFoWPHjmJHIiWYmZkBAFJSUkROQkSkufKlUqQdPoy73t5iRyGqMflSKVK3bq3Tx0zduhUFGRl1+phERESaitPXEBGpud9++w0zZszAgAEDsHfvXjRq1KhG7jctLQ3Xrl3DpUuXEBoaipCQkBq5X/pPq1atcOnSJSQmJqJbt27Frrt37x6WL1+ODRs2YObMmXBzc8OgQYPKvb+NGzfCy8sLMplMuEyTjuNlGxuFl5s4OMCoRw+YODqivqVlHaeqWQUZGbjWrx+6xsWVuU1Z+6Gk8u6jOso7Do0cHWEycCD0X34KRBMoc0zK8nDZMkh371Z428rsx5raVtnXSVZcHNIjI/E4IAAAYOblBeNevWDUq5ewTV5SEuKHDSt125LPVdnzVdH9lHfbFj4+qN+uHQy7d4eesXG595Wyfj2ku3dXKYcyKsqpZ2yMpuPGVbi9fN9Vdp8puy9y4uORduxYseNqMmAA6ltZFTvHK/M9prJZlXkdKXP+KcrZwscHzaZORerWrXi0enWx66yPHIFBy5YKbydn5uUF87lzS11e1XMYKH8fVednV75UipT16/GKhweAF9+nchMSkHvjBv4ND4elv7/C2zzZuVPYr21WrkTj4cNLbZceEQFpcDDSIyJg4uCAJiNHCtsZ9+mDB599Bgs/P436Pk9ERCQGlvJERGps7dq1WLBgATw8PPDLL7/AwMCgxu571apVAIBly5bV2H1ScRYWFgCAxMTEYpenpaUhNjYWP/30E7755hscOnQIgwcPRkhICFxcXBTeV2xsLLy8vEpdrknHsWtcHPKlUlx3dBT+DfxXNNxwcUH7oCA0sLYWMWX1ZJ0/X+E2XePihKJY/u+iMmNicHvGjFrJJ388RcchLykJ0j17cN3REa+Hhqr9GyRyyhwTRfKSkoQiOCc+vtR5WZn9WBPbKvM6KcjIQOqWLQAA03HjhIIy9+5dPAsNRdrRo2g+ezb0TU1h0LIlusbFISsuDgmTJ8PC17dY8Vz0eWbGxCBfKhWKvfLO39y7d3Hj5fe5ks+l06lTQumcEx+P5HXrIA0OrrAgbLVoUa2W8mXtc+C/16OukZHw/Etu3zE8vFj+otcXva46+yJ53ToUPHsGUzc34bjKi9zk778v9XyUPUZA6XJXXkIXvV3a4cO4v3BhebuxUuef/P7l55+8kAeAZlOnorGTEx5v2qTwTbGucXF4umcPCjIy0GzqVBRkZCBDIhHylSzmyzoeVT2Pq/uzqyAjA4m+vjB77z3h+6x8v8kL95LypVI8f/AA5nPnwnzuXOF45CUnC/sNgPCGRvugIFj6+yMnPh433dyE7RpYW8PsvfeQ6OuL1suXV/iGGBEREZWN09cQEamhgoICzJo1C/Pnz4e3tze2bNlSo4U8ACxduhRLly6t0fuk4soq5SMjI4XyvXHjxnjnnXcAAK6urgrvJy0tDcHBwQqv07TjqKhs0jc1RTNPTwCANCiojhPVnIKMDEjLOI4llVeElBxNWhsUHQeDli3xysSJAIAn27bVeoa6UJljUlLa0aPCaNXsy5cVblOZ/VjdbZV5naRu2YKc+HiYz50rjCoGgPqWlkJRmbJ+fbHbGNrYoIWPD7KvXVN4nwCQfe1asfOyvPO35Js5RZ9L0ds1sLaGhZ8fACDR11f0KTXKelNA/ryfHThQ5vZlHa/ytqvMvkjduhU58fFotWhRseJXz9gYhjY2MHVzK/VInsRJAAAgAElEQVT4lTlGikZbl2Rsb1/hNlU9/0zd3ZF57lyxyw1atoTZ9OkAXhTkRRVkZCDRzw+NnZwAvHiu8ufwOCAAaYcPl8qm6HhU9TwuellVfnY93bMHDaytYVhkBL68bC/L8wcPim0vf74lP1Eg/7f8PJH/t+j+NbSxgYG5OZ7u2aN0ZiIiIiqNpTwRkZrJysrCmDFjsHHjRqxfvx5r166Fjo6O2LGoCsoq5csaDT9z5kyFl//yyy/w1vK5kuXlSFmjYeVz7162scFdb29kxsSU2kY+5/Rdb+8X0ydERAgjPi/b2AhfcoouU+ax5Nc93bMH+VKpcPvULVuQHhFR7L4rS9EIVeBFCZV2+LBwv/LHLpo5PSICd729UZCRgYfLliF53bpKP768eCp6HAoyMvB0zx7hsZPXrSu2j+RfRedGLnpd9pUrxeYDlx+Xh8uWIS8pCQCE51b0sqLPTdHxKDnPuPx+73p7C/dR1WNSkJGBgvR0mDg4AAASXxam1dmPNbFtea+TnPh4PA4IgOn48WXe3tTNDdLdu0ud042dnCDdvVthmSnfF8pMdVHW+VsWfVNTNPPwQHpEhNKfaCh6PhQ9X5Q9H0ueX8qSn0e1pax9kRMfj0erV6PZy2lOFDF4+bNIGSWPkfWRI0rdTs/YuNxtq3P+NXF1RXpERKl9nPf48Yv7LvGGUW5CAkzd3YsV/3ItfHxwf+FCheeysipzHlf0s6ukfKkUj1avhnEl33w1LPG9S/7GjVmJT9i18PEB8GIKIQDC+V6y8G/s5IRHq1cX+zlCRERElcNSnohIjTx58gROTk4ICwtDYGAgZs2aJXYkqoaySvmS0tLSAADOzs6lrjt+/Djs7OzQvHnzmg+oRuTFgbxQKCpfKkWiry8MzM3RNS4OzTw8cHvGDOTExwvbJK9bh2cHDsDCzw+W/v6Q5eQUWxSyY3h4qftVVDBV9FipW7eisZMTusbFodGwYXiyc6dw26KlR9e4uErPYV5eWfjgs89QmJmJrnFx6Bgejn/Dw4uNqE309cVdb2+kR0S8KKzc3FDw7FmlHh/4r+gxdXcXLkv+/nsk+vmhY3g4rI8cweOAAKSsX49mU6fCavt2YfuiUyg0mzoVJg4O6BgejpQNG3B/4UKkR0QgJz4eJg4OsNq+HdLdu/F40yZkxcWh8fDhsD5yRLhMrrzjkejrK9xvVlwcTBwcYH3kCNIjIoT7qOoxyZBI0HjoUACAha8vABQ736qyH2ti2/JeJxnR0QCABh06lHl7eXmbUaIUNWjZUigzS47SLrovlMlWWQ06dwYApEdFKbX98wcP0GzqVHQMD0decjLihw1DvlSq9PmoqMhVRpuVK6t0u8pQtC+E4/ryOkX0jI2VOrcVHaPK7I/ytq3O+ScvnEt+qiU9MhKm7u6lPqWQHhmJJmV88qzZ1Kkw8/LC/YULK/WalavseVzea1KR7EuXAAD12rSpXLASjymf7qZJiUEA8uefMHkysuLikBUbi47h4aWm1pE/vjwPERERVR5LeSIiNZGQkIB+/frh2rVrCAsLw/hyRpORerB8+fH2O3fulLvd+fPn4eLiggEDBhS7PCUlBbdu3UKfPn1qK6JayImPx8Ovv36xIJ2CTxlkxsQgPSJC+Li+fDqJtGPHhOsfBwTAfO5cYTRvySlgypo6pLKP9Wj1aujUrw/gRREmn3qkOuQjeBUtulk0k8nAgcJzMXvvPaRHRCBDIgGAYosC1reyQgNra7RatEipx5cXV0Xngy5aeOk1aQJTd3dhHnLgv1Gh8qlPpLt3FyuzcuLj0WTkSOibmhbLJi+GhBJu927h/0ved9Hnruh4FL3f8u6jsgoyMpB57pyQtWHXrgDKnsJGrqL9WNVti96mvNeJfNqK8opT+aheRfNWm7ycL7vkiPVnBw6UO1d2RedvRSo70lh+rPVNTdHio48AAOknTgjXVXQ+KqPoiPvLNjYvFipVYvqW6lK0L+THVdFUKyVzlvVpkOoeI2VU9/yz8PV98abiy6lqCjIykBMfD7Pp04U39OSXPw4IQH0rqzIfp5mnJ0wcHHDTza3U1Ddlqco+qug1qUjWyxK8qm8OyRdolu/DdAVvOJvPnQtTd3ckTJ6MnJs3oVOvXqltdE1MAAC5Ffz+QkRERGVjKU9EpAbOnj2Lvn37Ii8vD6dOnYKdnZ3YkagGWFlZQUdHB7dv30ZhYWGZ233//ff4/PPP0bhx42KX79+/H++9915tx1RZ8hLkppsbmnl4wNLfX2FpJh8lWbJ0kpcSaUePAkCNLBBb0WOZurvjuqMj0g4fRkFGBvRNTSs9Ir4k+QjusqaGkD+/ovtGXkiVHEEKlD9PsiI33dxw2cZGWPCwfVBQqbmOWy1a9GJ0ZpEpQeSMX76plHHqlHBZRnQ0DLt1q1QORSo6HrUh5+pVYa5q4L/z6l8F5VdRFe3Hqm6r7OukuupbWsLU3b3YaOWsuDg0GTmy3NtVdP7WJvm830WnF6qJ81H+nOSfTAFefFpF1ab6KJoPePGJIEXfj8Q8Rsoy7NEDwH9T1eQmJMB0/HgYtGwJEwcH4U2x3IQEWPj6lvt9Ts/YWJij/9GqVUodt8rso+q8Jqv7vUu+QHP7oCCYeXnh0erVpeaGT926FUY9eqDTy9fAg88+K/UJGPn+KzknPRERESlPX+wARERUvqNHj2L8+PHo2LEjQkNDYW5uLnYkqiFGRkZo3rw5kpOTkZSUJExnU1RgYCBcXFxKjYYPDQ3FsFoctagO5OXRXW9vZMTElLnAqXye4bLK7+qMiq7sY73i4YG85GTcX7gQwIspC4pOk1EdZY2cVPT85IVKTcxzrcybCk/37MG/4eFo8dFHpUqcBtbWMHV3R6KfHxq9PKef379f5ZGgRVV0PGpD6rZtCverfBRvyQUg5SqTsSrbVvQ6MfPywuOAABRkZFT4xkzJeajlTN3ccNPNDZkvH+dZSIiw2GZFqnq8y5obu6pq+nzUNzXFKxMn4rqjI57s3FnuYpzVpWhfmLq7CyP/FT2HihacLaomXpNlqe75J39T6P7ChWg8fDjSIyOFTyI1GTkS9xcuRNNx45AeGanUdEr6pqZoHxSEm25uSPT1Revly5V6HsrsI2Vfk7WpgbU1dBo0wOOAACT6+aHpuHEAXqzP8Wj1anQ6dQp6xsZo4uKCGwEB+PfIEWEbIiIiqhkcKU9EpMI2b96MUaNGoU+fPvjrr79YyGsgq5cjlhMSEkpdFxsbiytXrigcDe/q6gpLS0vo6OgIX3LatvCvhZ8fcuLjK1yYVNlpCGpCWY9V39ISlv7+aB8UBFN3dzxavVrh6PGqUlTWyhcbVTTaU5l5yKsr7fBhJPr5odXnn5dZSJu6uQF4Mf941vnzFU7FUll1dezlI8OLjpSWj0oFSi84WZcqep3IF47MVfC9SE4+BUhZi0zKC+3UbduEbStT5FblzZOcq1fLzaSMkq+Dmj4f5WV3ZUc5y1+7ylK0L+Sf2siKja3UfZWltt7gqonzT/5c5QvByvd7g06dhMtz4uOV/lRUA2trWPr7Iz0iQpgmShnK7iNlf3bVFkXfj+VvGMvfGNF/5RUAlV+sWpto2+9cRERUc1jKExGpIJlMhiVLluDdd9/FpEmTcODAAZi8nL+TNEtZpXxKSgrCwsKwdOlS4bLY2FhhcV+ZTFbqS67o/2sDfVPTcssN+UKbz0JDhZGk+VKpUIbLF9iryqJ+lX2syzY2KMjIEOZsbx8UVOsf/5dPH/L8wQPhMnm2otOs1BZ5yVNeOSsvc+8vXAhpcHCZU7FUVkXHo6Y9CwlROHd4A2trmDg4KJwuqK5U9Dox6tXrxaKYISFl3of05ZQX5Y3sNXVzQ3pEBJLXravy+ZWXlKRUUZkvlSJ12zaYODhUabSx/DVv9HLqE7maPh/l89OXLP/LWwQ49+5dNHo5T78yytoX8uNa1YVLy6LsMVJWTZx/8sVsU7dtg0mRNVjk5fPtGTNgWsn1eEwcHNBm5coqTRtT0T6q6DWpiPznVcnpZKpCfh9FFyEu+UaQvJwv6w2imvqEijozMDAAAOTl5YmchIiI1A1LeSIiFZOfn4+ZM2fCz88Pn3zyCTZv3iz8wl/X0tLSFP4/1Zz27dsDAG7cuCFclpKSghkzZuCjjz4qNhL+jTfegLOzc6UfQ5OOY9HR3kX/X9/UFOZz5+JxQACe7tlT7Dr5AqePAwJwrV8/XLaxwXVHR6EwlC9QmbxunVCeKZp+RF6oyUddZxUZDflw2TKlHgsAUrdsER5Hr1EjoWQBio9qL684LlrIVFTOGNvbw8TBAY83bhT2S4ZEAlN3d6Hcquxc10Ufs6Lbyp9TXlJSsRHrJW8nH41csogsul3RYr3k9YouK+94KLpfRc9L2WOSdvgw9Jo0KXPqjQbW1kiPiEDa4cOlHrdkfkUqs21VXicA0Hz2bOg1aYLkdeuKHavcu3eRvG4d9Jo0qXBxYnmhnR4RIZSk5T2XkvKSkvB40yahVC3rXM+Jj0fiy1LbQolRvPLjKB9FnS+VInndOrTw8REWAi6qrPOxLIrOJ+DFvpO+nLP7FQ+P4plenp9Fv/fIb/MsNFS4XtH9VmZfNJ89G2ZeXsLUQiVvq0hljlFRZZ17yqju+adnbIwWPj5Ij4go9UaK/A2Qhv/7n8LbKvo+Itd4+HCF5XNl9lFVX5Ml1W/XDgBQmJ5ebp6S2e56eyN161bhPJMvEm3m5VXs/G/28hyVf5+S/5xrVuLcld+PYRn7U5vUf7l4e05OjshJiIhI3ejItG04HRGRCsvMzIS7uzuOHDmCH3/8Ee+//75oWcr6OC5/bNSswMBATJgwAWPHjsXevXsBALNmzcKGDRsUbh8fH48OHToovE5+zIoeI1U+jm5ubjialoa2So4Uv1zGaNWiUwXkxMfj5supJ4rO156XlATpnj14HBAAU3d3mE2fXmzkdk58PKRBQZDu3g0LX180GjZMWERTfv95SUl4+PXXSI+IgKW/P0wcHHDX2xtNRo6EUa9ewlQJ5T3WZRsbdAwPx7PQUDxavbrUnPLy/GZeXnhl4kSFczwrsx9KypdKkX7ihDAFQZuVK2Fsby8UyEXv08TBAZb+/mXeV2Ufv+RzerJzJwqePSt1DIAXxVGLjz4qNq1CycfrGhen9GVA2cdD2fuoyjGxPnKk2HMra58pomg/VmafV+d1IpcZE4OMmBhhdLCZlxeMe/VSejR6Tnw8si9fVjgHtbL7otOpU8JrUJEWPj4wtLWt1Cj2zJgYYc5/U3d3NHZyKvc5KTofFSnvOZk4OKCRoyOM+/VT+GmRkq9N4EWBbDJwYLFzrbzHUHZf5MTHIyM6utinc8y8vGD4v//BsHt3hd8PyiOfd7yijJWd8qY6519Z515OfDzSjh1TOKe/otyKMt/19ha+N9bEeVyZ16RcvlSK646OsNq+vdjxrmjfp0dE4K63t3B5eedMZkwM0o4ehXT37jJfJ1lxcUiYPBkdw8MrvXD0ZRsb7Nq1C+51MH1aXdi1axfeeecdXL16FZ1eTpVEpEqysrJgZGSEzZs3w9PTU+w4RFQES3kiIhXx6NEjjBo1CtevX8euXbsw8uWUE6TZLl26BBsbG3To0AHxNTi1gDqobClf1+QlR10uEqrNCjIykPz992i1aJHYUYh4PpLKkn9ip6YWCa+K5HXroGdiUqUMmlbK79+/H2PGjMGFCxdga2srdhyiUljKE6kuTl9DRKQCbt26hQEDBuDBgwcIDw9nIa9FrK2toa+vj1u3bvGjz6TV/j1ypE7muCdSBs9HUlVNx41D5rlzxaZQq0s58fHIiY9X+EkYbdS0aVMAgLSS0zURERGxlCciEtmZM2fQt29fFBYWIioqCj1KLDhHmq1evXp47bXXUFBQgH/++UfsOPRSdeZFJuUlr1uHyzY2uGxjg+dJSVVarJOopvB8JHWgZ2wMCz8/PN64sUYX71VG7t27kAYFwcLPr8z1M7RN8+bNAQDJyckiJyEiInXDUp6ISET79+/HoEGD8Oqrr+L06dN4/fXXxY5EIujSpQsA4PLlyyInIbnrRRZ3vK7kQo9UefVezrFt4eurcK5norrE85HUhb6pKVovX46M6Og6fdz08HA0nz270vPIazJzc3MAQEpKishJiIhI3eiLHYCISFtt2rQJM2fOhLOzM37//XcYGhqKHYlEYmNjg7179+LixYuYOHGi2HEInEe+rjQdN45TIJDK4PlI6kTP2LjO55UXcx57VdWkSRPUq1ePI+WJiKjSOFKeiKiOyWQyLFmyBDNmzMCUKVOwZ88eFvJarnv37gCA8+fPi5yEiIiIiJSlo6ODNm3a4M6dO2JHISIiNcOR8kREdej58+eYPn06duzYAV9fXyxZskTsSKQC5OsInD9/HjKZDDo6OiInIiIiIiJlvP7667hx44bYMYiISM1wpDwRUR3JyMjA6NGjERgYiICAABbyJGjRogVatmyJtLQ0JCQkiB2HiIiIiJTUoUMH/PPPP2LHICIiNcNSnoioDiQlJWHAgAGQSCQICQnBjBkzxI5EKoZT2BARERGpnw4dOiA9PR1JSUliRyEiIjXCUp6IqJZdvXoVffv2RVJSEiIiIjBixAixI5EKkk9hExMTI3ISIiIiIlKWjY0NAODvv/8WOQkREakTlvJERLXo9OnTcHBwgKGhIaKjo/Hmm2+KHYlUVL9+/QAAJ0+eFDkJERERESmre/fu0NfX58AKIiKqFJbyRES1ZN++fRg8eDDat2+PyMhIWFpaih2JVFjfvn2hr6+P8+fPIysrS+w4RERERKQEQ0NDdOzYEWfPnhU7ChERqRGW8kREteCHH37A+PHjMWzYMBw/fhzNmjUTOxKpOGNjY3Tr1g15eXk4c+aM2HGIiIiISEm9evXC2bNnIZPJxI5CRERqgqU8EVENkslkWLJkCT744APMmTMHe/bsQcOGDcWORWqif//+AACJRCJyEiIiIiJS1oABA/D48WNcunRJ7ChERKQmWMoTEdWQ58+fY9KkSfjqq6/g6+uLH374Abq6/DZLyrO3twcAREVFiZyEiIiIiJQ1dOhQ6Ojo4NixY2JHISIiNcG2iIioBjx79gxOTk7Ys2cPtm/fjiVLlogdidSQg4MDdHV1IZFIkJ2dLXYcIiIiIlJCq1at0KlTJ4SFhYkdhYiI1ARLeSKianr48CEGDhyICxcuIDQ0FBMnThQ7EqmpZs2awdbWFtnZ2RwtT0RERKRGnJycEBERgczMTLGjEBGRGmApT0RUDVeuXEGfPn2QnJyMyMhIODk5iR2J1NywYcMAAEePHhU5CREREREpa+zYscjOzsaBAwfEjkJERGpAX+wARETq6sSJExg7dixat26NgwcPom3btmJHIg3g5OSEr7/+GkeOHMGqVavEjlPr8pOTkXbkiNgxiIiIiKrF3t4erVq1QlBQENzd3cWOQ0REKo6lPBFRFezZsweTJ09Gnz59sG/fPjRp0kTsSKQh+vXrBxMTE1y5cgWJiYmwsLAQO1KtyoqLQ9bHH4sdg4iIiKhadHV1MXbsWGzevBmZmZkwMjISOxIREakwTl9DRFRJa9euhbu7O0aOHIlDhw6xkKcaZWBggMGDB0MmkyE0NFTsOLUqKCgIMpmMX/zCvXv3sG/fPixatAgjRoxA8+bNhfOkYcOG6NOnD3Jzc0XPya+Kv8aPHw8A+OWXX0TPwq+Kv/r06QMdHR0AgLGxMZycnPDVV1/hxIkTyMrKEj0fvzTzS5NHkb/zzjvIyspCUFCQ2FGIiEjF6chkMpnYIYiI1IFMJsMnn3yCb7/9FvPmzcOaNWugq8v3Nqnmbd26FZ6ennBycsIRTu1CGubhw4c4f/688HXu3Dk8evQIwIs3pV5//XV0795d+OrZsyfq168vcmpShlQqRatWraCrq4ukpCQ0btxY7EikhH///RcxMTGQSCQ4efIkoqKikJubC319fXTr1g12dnawt7fHoEGD8Morr4gdl0jlde7cGaamppBIJGJHIUJWVhaMjIywefNmeHp6ih2HiIrg9DVERErIzc3F1KlTsXv3bqxYsQILFy4UOxJpsNGjR6NevXo4ceIEpFIpTE1NxY5EVCXKFPBDhw5lAa8hdu7cidzcXHh4eLCQVyONGjXCkCFDMGTIEAAvCpwLFy7g5MmTkEgk+O233/DDDz8AAKysrISSfujQoXj11VfFjE6kkt599118/PHHuHLlCrp06SJ2HCIiUlEcKU9EVIGnT59i9OjRiImJwZYtW/DOO++IHYm0gJOTE44dO4atW7diypQpYschqhBHwFOPHj1w/vx5/PXXXxg0aJDYcaiGFBQU4Pr16zh58iTCwsIQHh6Ox48fAwBatmwJe3t7oah/8803helwiLTV48eP0bp1a8ycORNr164VOw5pOY6UJ1JdLOWJiMpx584dODs749GjR/jjjz8wYMAAsSORlvjpp58we/ZsjBkzBvv27RM7DlExLOCppMuXL+N///sfLC0tkZCQwOndNFxCQoIw3Y1EIsHVq1cBvBh136tXLwwZMgR2dnbo1asX6tWrJ3Jaorrn6emJ4OBg3L17l9M+kahYyhOpLpbyRERluHTpEpydnSGTyXDw4EHY2NiIHYm0SFJSElq3bo369etzbmYSFQt4UoaPjw++++47LF68GH5+fmLHoTqWlJQEiUQiFPV///03CgsLYWRkhDfeeEMYTT9gwAD+PCOtcO3aNXTt2hVfffUVvvjiC7HjkBZjKU+kuljKExEp8Ndff+Gtt95C27ZtcejQIbRu3VrsSKSFBg8ejOPHj2PTpk149913xY5DWoAFPFVFfn4+2rRpg+TkZNy4cQOvvfaa2JFIZOnp6Thz5kyFi8cOHDgQzZo1EzsuUa0YOXIkzp8/jzt37qBBgwZixyEtxVKeSHWxlCciKmHbtm2YPn06+vfvj71793JEF4lmy5YtmDZtGhwdHXHixAmx45CGYQFPNSUkJASjR4+Gg4MDwsPDxY5DKqjk4rESiQTPnj0DwMVjSXNFRkbCwcEB3333HRYsWCB2HNJSLOWJVBdLeSKiItauXYsFCxZg0qRJ2LRpE+dBJVFlZmaiRYsWyMzMxK1bt1hUUJWxgKfa9NZbb2Hfvn38g5+UVpnFY21tbblGAaktJycn/P3330hISICJiYnYcUgLsZQnUl0s5YmI8OKPw3nz5mH9+vWYN28e1qxZwz8ASSVMnjwZO3bswLJlyzgnKSmFBTzVpSdPnsDCwgL6+vpISkpi6URVpuzisfyeRerk3Llz6NWrF/z8/PDll1+KHYe0EEt5ItXFUp6ItF5OTg48PDywb98+rF27FnPmzBE7EpHg6NGjGDZsGF5//XXEx8dDR0dH7EikQljAk9jWrl2L+fPnw9PTE5s3bxY7DmmQpKQknDt3ThhNL1881tDQELa2tlw8ltTGuHHjEBYWhvj4eLRo0ULsOKRlWMoTqS6W8kSk1aRSKUaPHo2zZ89i27ZtcHNzEzsSUTGFhYVo3749bt++jcOHD2PYsGFiRyKRsIAnVWRra4uLFy8iPDwcDg4OYschDVZy8ViJRIKcnBzo6enhjTfe4OKxpLJu3ryJrl27YsKECXzzkuocS3ki1cVSnoi01u3btzFixAg8fvwY+/fvh729vdiRiBRasWIFPv30U7i4uCAkJETsOFQHWMCTOrh06RJsbGzQrl07JCQk8JM8VKfy8vIQFxeHsLAwoah/+vQpgOKLx9rZ2aFLly4ipyVt99lnn2HFihWIiIhA//79xY5DWoSlPJHqYilPRFrp3LlzGDVqFAwNDXHw4EF07NhR7EhEZUpNTUWbNm3w/Plz3Lx5kwu+ahgW8KSu5s+fj7Vr12LJkiXw9fUVOw5puaKLx0okEoSHh+P+/fsAuHgsiS8jIwOdOnVC8+bNcebMGejr64sdibQES3ki1cVSnoi0zrFjxzBu3Di8+uqrOHjwICwsLMSORFShqVOn4rfffsMnn3yCb775Ruw4VEUs4ElT5OXlwcLCAqmpqbh58yasrKzEjkRUSkWLx8pL+v79+/N7LdW64OBguLm54ZtvvsEnn3widhzSEizliVQXS3ki0ipbtmyBl5cXHBwcsGfPHjRq1EjsSERKOXPmDPr06YNXXnkFd+/ehZGRkdiRqAIs4EmT7du3D2+99RYGDRqEv/76S+w4REp59OgRzp49W+Hisf3790eTJk3EjksayM3NDaGhobhw4QI6d+4sdhzSAizliVQXS3ki0horVqzAZ599hilTpmDjxo0wMDAQOxJRpfTr1w+nT5/G999/jw8++EDsOFQEC3jSNqNHj0ZISAh+++03eHh4iB2HqErKWzzW2toa9vb2GDJkCBwdHWFmZiZ2XNIAycnJ6NKlC6ytrREZGQk9PT2xI5GGYylPpLpYyhORxisoKMCcOXPw888/45NPPsHy5cu5GB2ppdDQULi6uqJ169a4desW6tWrJ3YkrcQCnrRdSkoKWrdujfr16yMpKQnGxsZiRyKqEVw8lurC77//jokTJ3I9DqoTLOWJVBdLeSLSaJmZmXj77bdx+PBhrFu3DjNnzhQ7ElGVyWQydO/eHX///Tc2bdqEd999V+xIGo8FPFFp3333HXx8fDB9+nT88ssvYschqjUlF4+NiIjAvXv3AHDxWKqeqVOnYvv27QgLC8PAgQPFjkMajKU8kepiKU9EGuvJkydwdXVFbGwsAgMDMWrUKLEjEVXbzp07MWnSJLz22muIj4/nx55rEAt4IuV069YNcXFxiIqKgr29vdhxiOpUycVjr127BplMBhMTE/Tu3ZuLx5JS0tPT0b17d+Tk5ODixYswNTUVOxJpKJbyRKqLpTwRaaSEhAQMHz4cUqkUISEh6Nevn9iRiGpEQUEBrK2tcevWLezYsQMTJ04UO5JaYgFPVEuCvkUAACAASURBVDXnz59Hjx490L59e/zzzz+cDo60XtHFYyUSCWJiYpCXl8fFY6lC58+fh52dHQYOHIg///yTAy2oVrCUJ1JdLOWJSOPExMTAxcUFxsbGOHToEDp06CB2JKIatWXLFkybNg1WVla4du0a55avAAt4oprj7e2NdevWYenSpVi0aJHYcYhUTkZGBqKjo7l4LCll69at8PT0xGeffYavv/5a7DikgVjKE6kulvJEpFFCQkIwYcIEdOnSBX/++SeaN28udiSiGldYWIg333wTsbGx+OGHH+Dt7S12JJXBAp6o9jx//hwWFhaQSqW4ffs22rZtK3YkIpWXn5+P2NhYoaT/66+/IJVKAXDxWHph5syZCAgIQFBQEMaNGyd2HNIwLOWJVBdLeSLSGL/++ivef/99DBo0CMHBwTAxMRE7ElGtCQ0NhaurK8zMzHDz5k00atRI7Eh1jgU8Ud0KDg6Gm5sbhg4diqNHj4odh0gtVbR4bPfu3YXR9Fw8Vjs8f/4cgwYNwsWLF3HixAn07NlT7EikQVjKE6kulvJEpPZkMhn8/Pzg5+eHadOmISAgAPr6+mLHIqp1gwYNwokTJ+Dr64slS5aIHadWsYAnEt+oUaNw4MABrmdBVMMePnyIkydPIiwsrNzFY+3t7dGgQQOx41ItSE1NRb9+/fDs2TOcOnUK7du3FzsSaQiW8kSqi6U8Eam1/Px8zJ49G7/88gsWL16s8cUkUVGnTp2CnZ0djIyMcPXqVY2ZSoIFPJHqSU5ORuvWrWFoaIikpCQYGhqKHYlIYyUnJyMmJqbU4rEGBgawsbHBkCFDhKK+adOmYselGhIfH49+/frB3NwcJ0+e5LGlGsFSnkh1sZQnIrWVkZEBd3d3HDt2DOvXr8d7770ndiSiOjdhwgQEBgZizJgx2Ldvn9hxKq28Al5XVxeFhYXo0KEDhg4dinfeeYcFPJFIVq5ciU8++QRjxoyBs7MzQkNDERISUmq7lJQU+Pv7Y9myZQCA33//He+8806ltyGi/5RcPPbkyZPIzs4utnisnZ0dBg4ciDZt2ogdVyXcu3cPy5cvx4YNGzBz5ky4ublh0KBBYseqUGRkJJycnGBra4tjx47B2NhY7Eik5ljKE6kulvJEpJYePXqEkSNHIj4+Hrt374azs7PYkYhE8ejRI3Ts2BFpaWkIDQ3FqFGjxI5UJmVHwMsXups/fz5ycnJw6NAhTJgwASEhIXBxcRHzKRBpLRsbG1y6dAmenp7YsmULgBfTxxWVkpKChIQE9OnTBwAQGBiICRMmYNWqVfDx8VF6GyIqHxePLV9aWhoiIyPh4uKCtLQ0tfs9Yv/+/Rg/fjwGDBiAAwcOcMoiqhaW8kSqi6U8EamdmzdvYsSIEcjIyMCff/6J7t27ix2JSFTff/89FixYAEtLS1y5cgVGRkZiR6rWFDShoaGl/mjW0dEBULoEJKLaFxMTg969e6NDhw64fv26sPBkyddjdHS0ULbLlXztKrMNEVVOYWEhrl27Jkx3ExkZibt37wIAWrRogR49emjV4rGa8HvE9u3bMXXqVLi6umL37t0wMDAQOxKpKZbyRKqLKyESkVqJjo6Gi4sLGjdujKioKC6CRARg7ty52Lp1Ky5evIjly5cLU0LUFWUK+KFDhyo9B3xZo9hmzpxZK/mJqHzykfHTpk0Tii1FSpbtaWlpAIBFixZVahsiqhxdXV106dIFXbp0gZeXF4DSi8ceOHAAn376qVYsHqsJv0dMnjwZ6enpmDNnDt5++20EBgaiXr16YsciIqIaxFKeiNTGH3/8gYkTJ8LGxgahoaEwMzMTOxKRStDX18f69ethb2+PlStXYsyYMejRo0etPFZNF/DKkJd2nKaKqO7l5OQgMDAQurq6mDRpktK3u3fvHjZu3AgA8PDwqPI2RFQ1rVq1gpubG9zc3ACUXjz266+/1prFY9X194hZs2ZBT08Ps2bNwtixY7Fnzx6NewOFiEibsZQnIrXg7++P+fPnw8XFBb///jsaNmwodiQildK3b18sWLAAq1evhoeHBy5cuFDt14kYBbwi58+fh4uLCwYMGFDj901E5du/fz+ePn2K4cOHK72A5L1792BpaSn8OzQ0tNR88cpsQ0Q1x9zcHC4uLsIo8oyMDFy8eFEYTf/DDz9gxYoVpRaPdXR0RNu2bUVOXz3q/HuEl5cXZDIZZs2ahXHjxiEoKAiGhoZixyIiohrAOeWJSKXJZDL4+fnBz88PM2bMwE8//QR9fb6fSKRIbm4uevbsiUuXLmH+/PlYs2aN0retzhzwtc3V1RWff/55qWkviKj2jRgxAocPH0ZgYCDefvttAMrPzRwbG4vg4GAsW7YMAQEBeO+996q0DRHVvpKLxx4/fhxPnjwBUHrx2M6dO5c7lZWq0YTfIzZt2oT3338fPXv2REhICD8xTErjnPJEqoulPBGprOfPn2PatGn4/fffsXjxYixZskTsSEQq7+LFi+jduzfy8vJw6NAhDBs2rNQ2qlzAlxQYGIj09HQWdUQiSExMhKWlJYyNjZGUlCR8+qYyCyb+888/sLa2Lnd7ZbYhorqXkJAgzEkfFRWFO3fuAFCvxWM16feIkJAQTJgwAS1atMChQ4fQoUMHsSORGmApT6S6WMoTkUrKyMjA+PHjceLECfz666+VmseWSNv93//9HxYtWoQ2bdrgwIEDuHPnjloU8CXJR9AuXbpU7ChEWmn58uX4/PPPMWvWLKxfv164vDKlvLLbV/Y+iajuyRePlY+mv3DhAmQyGYyNjdGnTx+VWzxWE3+PiImJgYuLCwoKChASEoJ+/fqJHYlUHEt5ItXFOSCISOUkJSXB2dkZN2/exP79+zF8+HCxIxGpBfkI+NzcXJiamuL+/fuwsbEBULdzwNeElJQUhIWFFftDOjY2Fhs2bMBPP/0kYjIi7fHbb78BQLX+iJcvsPj7779XaxsiEl/JxWNTUlJw5swZoahfvnw5nj9/Dn19fXTr1k0o6YcMGVLni8dq6u8RvXr1wunTpzF8+HA4OTkhMDAQo0aNEjsWERFVAUfKE5FKuXLlCpydnZGXl4cDBw7A1tZW7EhEKqmiKWheffVV3L9/H9nZ2fDw8MDGjRtVtoAvKSUlBTNmzEBoaGip60JCQoRF6oio9pw+fRr9+vWDtbU1rl+/LlyelpaGJk2aAACePXuGxo0bC9e5urrCwcEBbm5uaNu2LdLS0rBq1SoAEIoxZbYhIvWUmZmJv//+W1g89uTJk8jOzq7zxWO14feI5ORkjBo1ChcvXsT69es1Ynoeqh0cKU+kuljKE5HKOHXqFFxdXWFubo5Dhw7V6i/rROqkqnPAnz59Go6OjsjLy0NwcDDeeustkZ+JcmbNmoUNGzYovC4+Pp5zqBLVgffffx8BAQFYuXIlPv74YwAoc2FH+Z8ToaGhcHV1FS5ftWoV7Ozsii2uqMw2RKQZyls8tmXLlsIo+ppePFZbfo/IzMzEO++8gz///BNeXl7w9/dHvXr1xI5FKoalPJHqYilPRCph7969mDRpEmxtbRESEoJmzZqJHYlIFDW9COt3330HHx8fNGnSBNHR0cJiikREZcnJyUHLli2RkZGBe/fuoWXLlmJHIiINUdbisebm5ujZs6cwmr53794wMDAQN6waKCgowNKlS7F06VLY2toiODgY7dq1EzsWqRCW8kSqi6U8EYlu7dq1+PDDDzF69Gjs2LEDDRs2FDsSUZ2o6QJeEZlMhrfffhtBQUF49dVXcfr0aZibm9fG0yEiDbFz505MmjQJI0eOxJ9//il2HCLSYMouHmtnZ8e/EcoRGhqKKVOmQF9fHzt27ICTk5PYkUhFsJQnUl0s5YlINDKZDJ9++ilWrlyJefPmYc2aNdDV1RU7FlGtqIsCvizZ2dkYMmQITp06he7duyM8PBzGxsY1ct9EpHmcnJxw7NgxBAUFYfz48WLHISItUnLx2LNnzypcPHbw4MEwNTUVO65KuXHjBsaNG4erV69i0aJFWLx4Mf+2IpbyRCqMpTwRiSI3Nxeenp7YtWsXFi9ejCVLlogdiajGiFnAlyU1NRV2dnb4559/MGLECISEhEBfX79WH5OI1M+DBw/Qrl07NG7cGA8fPlSbBaKJSDMVXTxWIpEgMjIS//77b6nFYx0cHGBpaSl2XNFlZGTgvffeQ2BgIMaMGYMtW7YUW5CbtA9LeSLVxVKeiOrc06dPMXbsWJw+fRpbtmzBhAkTxI5EVGWqWMCX5ebNm+jXrx8eP36MGTNmICAgoMYWVSMizbBs2TJ8+eWXmDt3Lvz9/cWOQ0RUTF5eHs6dO4eoqChhyhupVAoAaN++Pezt7TFgwADY2dlpzIKuVREQEABvb2+0aNECW7ZswcCBA8WORCJhKU+kuljKE1GdevjwIZydnXH37l388ccfcHBwEDsSkdLUqYAvS3R0NAYNGoTs7Gy8++67CAgIgJ6entixiEhFdOzYEfHx8Th37hy6d+8udhwionIVFhbi6tWriIyMFBaPffDgAQCgRYsWsLOzQ//+/dG/f39069ZNq37nOXPmDKZMmYKbN29iwYIFWLZsGRo0aCB2LKpjLOWJVBdLeSKqM5cvX4azszMKCgpw8OBBdOvWTexIRGXShAK+LBEREXBxcUF6ejrefvttbNu2DQYGBmLHIiKRSSQS9O/fH126dMHly5fFjkNEVCV37twRRtJLJBJcu3YNMpkMJiYm6Nu3rzCavlevXhq/eGx2djb8/Pzw7bffomPHjti2bRvefPNNsWNRHWIpT6S6WMoTUZ04fvw43nrrLbRp0wYHDx5EmzZtxI5EJNDkAr4sJ0+exMiRI5GWlobhw4dj586daNq0qdixiEhEM2bMwKZNm7B69Wp8+OGHYschIqoR//77L2JiYoTpbqKiopCbm1tq8diBAweiWbNmYsetFceOHcO7776LR48e4YsvvsCXX36pVZ8a0GYs5YlUF0t5Iqp1wcHB8PDwQN++fbFv3z4uNkSi0sYCviznz5/HiBEj8PjxY1hZWSE4OBi2trZixyIiEWRnZ6Nly5bIzMzE/fv30aJFC7EjERHViqysLFy4cEFYPFYikeDZs2cAACsrK6Gkt7OzQ5cuXUROW3OkUilmz56NXbt2oV+/fti8ebNWz7uvLVjKE6kulvJEVKvWrl2LDz/8EG+99Ra2bdvGeQypTrGAr9i9e/fg5uaGmJgYNGzYEOvXr+cv7ERaaNu2bZgyZQpcXV2xf/9+seMQEdWZgoICXL9+XSjpw8PDcf/+fQBAy5YthYLe3t4etra20NXVFTlx9ezcuRNz585FVlYWPvvsM3z66ada9/uvNmEpT6S6WMoTUa0oKCjABx98gB9//BHz5s3DmjVr1P4XWFJtLOCrLjc3FwsXLsQPP/wAABg5ciQ2bNiA1q1bi5yMiGrakydPcPbsWQwdOrTY1AWDBw/G8ePHsXfvXowdO1bEhERE4ktISBCmuyk5L33v3r2Fkt7e3l4tBx0lJyfj448/xvbt22FlZYX169fDyclJ7FhUC1jKE6kulvJEVONyc3MxZcoUBAUFYeXKlfjoo4/EjkQahgV87fjtt98wb948pKWloWnTplizZg2mTp0qdiwiqkFXr15Fly5dYGFhAQ8PD3h6eqJBgwawsrJC06ZNkZiYyO+XREQlPHr0CGfPnhVK+piYGOTl5cHAwAA2NjYYMmSIUNSr0xo9ERERmDlzJq5fvw43NzesW7cOzZs3FzsW1SCW8kSqi6U8EdUoqVSKMWPGICYmBr/99hvc3d3FjkRqjgV83UpMTMT777+PAwcOAACcnJywZs0adO7cWeRkRFQTLl68WGrtiDZt2uD+/fuYOXMmfvrpJ5GSERGpj4yMDERHRwuj6U+ePIns7Gzo6enB2tpamPLG0dERbdu2FTtuuZ4/f441a9bA19cXDRs2xJIlS+Dt7c1POaupv//+G4WFhcK/c3JyYG9vD19fX7i4uBTbtn379lzvjUhELOWJqFLS0tLK/MF9584djBgxAsnJydi/fz/69+9fx+lI3bGAVx1BQUGYPXs2UlNToauri0mTJuHbb7+Fubm52NGIqBpiYmLQu3dvhdfVr18f48aNg6enJwYPHsxChohISfn5+YiNjRVK+uPHj+PJkycA/puXXj6avnPnztDR0RE5cWnXr1/HrFmzEB4ejl69emH16tWwt7cXOxZVkqOjIyIiIircTk9PD/fv30fLli3rIBURKcJSnoiUdvPmTQwZMgQRERGwtLQsdl1cXBycnZ1hYGCAQ4cOoWPHjiKlJHXBAl71paamwtfXFwEBAcjPz0eTJk3wxRdfYM6cOWjYsKHY8YioCiQSiVJvmrdp0waenp5YvHgx9PX16yAZEZFmSUhIQFhYGCQSCSQSCW7fvg0AMDc3R8+ePYXR9L169UK9evVETvuCTCbD9u3b8dlnnyExMRHjx4/HN998g9dee03saKSkn3/+GTNnzix3G11dXTg6OuKvv/6qo1REpAhLeSJS2tixY/HHH3+gQ4cOiI6OFuZLDAsLw7hx42BpaYmDBw9ycUgqhQW8eouPj8eXX36JoKAgAICZmRlmz56NDz/8EI0aNRI5HRFVxvHjxzF48GCltl26dCkWLVpUy4mIiLTDw4cPhTnpT548KUwzYmRkhDfeeKPYaHqxBz9kZWXB398fX3/9NbKzszFt2jQsW7YMZmZmouaiij19+hTNmzdHfn5+udv9+uuvmDZtWh2lIiJFWMoTkVKioqIwYMAAAC8+6ta7d2/89ddf2L17N2bMmIEBAwZg7969LOiIBbwGO3bsGL788kucOXMGwIty3sfHB7Nnz4aJiYnI6YhIGYcPH8aIESMq3G7ixInYvn27Sk6xQESkCf7991/ExMQIo+nPnTuH3Nxc6Ovro1u3bsLCsQMHDkSzZs1EyZiamoqlS5fixx9/ROPGjbFw4ULMnz+fv7uruFGjRuHIkSNlFvMGBgZISUlBkyZN6jgZERXFUp6IKiSTydCjRw/ExcUJP9h1dXXRqVMnXL16FR4eHvjll19gYGAgclKqayzgtZNEIsHixYtx4sQJAECjRo3g6emJBQsWoF27duKGI6Jy7d+/H2PGjCl3mx49eiAiIgKGhoZ1lIqIiLKysnDhwgVhNL1EIsGzZ88AAFZWVkJJb2dnhy5dutRptri4OHz00Uc4duwYXn/9dfj6+mLChAlce0RF7dy5E5MmTVJ4nb6+PkaOHIk//vijjlMRUUks5YmoQjt27MDkyZMVXte9e3ecPXuWI+m0AAt4KiksLAzLli0TFpPS09PDmDFj8MEHH1RqoedVq1bBwMAAH3zwQW1FJaKXgoKC4O7uXub1rVq1QkxMDCwsLOowFRERlVRQUIDr168LJX14eDju378P4L/FY+VFva2tbZ0U5AcPHsTnn3+O2NhYdOrUCb6+vnBzc2M5r2IyMzNhZmaG7Oxshdfv3r0bbm5udZyKiEpiKU9E5crJyUH79u2RlJSEwsJChdusWrUKPj4+dZyMahMLeKqMCxcuYO3atQgMDMTz588BAG+88QamT5+OSZMmCetPlKVv376Ijo7G+PHjERAQUOH2RFR15b3RbmRkhJMnT6Jbt251nIqIiJSRkJAgzEkvkUhw7do1yGQymJiYoHfv3kJJb29vjwYNGtTIY964cQMNGzYU1g2TyWT4888/4evri7///hudO3fGJ598gsmTJ7OcVyETJkxAcHBwqSlsDA0NkZqaKvq6BUTEUp6IKvDNN9/g888/R3nfKnR0dLB161Z4eHjUYTLtExYWBn9/f+zfv79G75cFPNWUlJQUbN68Gf7+/khMTAQA1K9fH66urvDy8sLgwYNLfaomJSUFLVu2FN70a9u2LbZv316pkfZEpLzNmzfj3XffLXaZjo4OdHR0sHfvXowePVqkZEREVFmPHj3C2bNnhZI+JiYGeXl5MDAwgI2NjbBwrL29fZUHPSxduhQrV67EihUrMHPmTKF4LywsxIEDB/Dll18iNjYWXbt2xeLFizF+/Hh+iloFhIaGwtXVtdhl+vr6mDhxIrZu3SpSKiIqiqU8EZXp8ePHsLKyQkZGRrnb6ejoQF9fH0ePHoWjo2PdhNMit27dwgcffIADBw5AR0cHT58+RePGjat0XyzgqS7k5uZi//792LRpE8LCwoTC/bXXXsOkSZMwceJEWFtbAwC2bt0KT0/PYrfX09PDF198gS+//BL6+vp1HZ9Io/3888+YOXNmqctXrFiBhQsXipCIiIhqSkZGBqKjo4XR9CdPnkR2djb09PRgbW0tTHnj6OiItm3bKnWfTk5OOHbsGACgT58++PXXX9GpUyfh+oKCAvz+++/46quvcOPGDdja2mLhwoVwc3ODnp5erTxPqlheXh7MzMyQlpZW7PJDhw5h+PDhIqUioqJYyhNRmebMmYOff/4ZBQUFZW6jp6eHwsJCODo6YuHChfwBX4MyMzOxfPlyrFy5EoWFhcJxOH78OAYOHFjh7VnAkypITEzE9u3b8fPPP+P27dvC5Z07d4abmxtiYmJw6NAhhbft1asXdu7ciddee62u4hJpPH9/f8ybN6/YZVOmTOGoOSIiDZSfn4/Y2FihpD9+/DiePHkC4L956eWj6Tt37lxqhHtBQQEaNWqErKwsABAGS/j4+MDPz6/Y3w75+fnYsWMHVqxYgWvXrsHKygo+Pj6YNm0ap0oRiZeXFzZv3ixMYdO0aVMkJyfDwMBA5GREBLCUJ6IyXL9+HV27dlVYyOvq6qKwsBDGxsaYOHEi5s2bhy5duoiQUnOFhoZizpw5wmJOcjo6Oli5ciU++uijYpezgCdVV1hYiBMnTmDnzp3Yu3cvnj17ptTtGjVqhPXr12PSpEm1nJBIO3z33XfF1oGxt7dHWFgYfyYQEWmJhIQEhIWFQSKRQCKRCIMmzM3N0bNnT2E0fa9evXDp0iX06NGj1H3o6Ojg1VdfxaZNm0p9Ulo+5/w333yDU6dOoVmzZpgzZw68vb3xyiuv1MVTpJdOnDiBQYMGAXjxhoqXlxd+/PFHkVMRkRxLeSJSyNnZGceOHSu2MIy+vj7y8/PRrVs3zJ49G5MnT4ahoaGIKTVPfHw85s2bh6NHj0JPT6/UmyL6+voYOXIkpk+fzgKe1FZubi6OHj2KH374AWFhYUrdxsPDA+vXr4exsXEtpyPSbMuXL8fnn38OAGjXrh3OnDmD5s2bi5yKiIjEcufOHURFRSEqKgoSiQTXr18XFo+1sLDA9evXFd5O/onp9957D99++y0aNWpUapuoqCisXLkSBw4cgJGREWbMmIF58+bh1Vdfre2nRXgxKKZVq1ZITk4GAERGRnLdJiIVwlKeiEo5fvw4Bg8eDODFqHiZTIYGDRrAw8MDs2bNwhtvvCFyQs2TmZmJb7/9Fv/3f/8HmUxW7pRBOjo6kMlkLOBJ7S1YsADff/+90tu3a9cOO3fuRN++fWsxFZFm++qrr+Dr6wsTExOcOnUKXbt2FTsSERGpkNTUVJw8eRKRkZHYsmUL0tLSyv3bRFdXF2ZmZli/fj3eeusthdtcvnwZ/v7+2Lp1K/Ly8jBo0CDMmzcPo0aN4qKwtczHxwffffcdWrZsicTERO5vIhXCUp6IiiksLIStrS3i4uIAAB07doS3tzcmT56scPQDVY9MJsO2bdvg4+ODJ0+eQNlvyRKJBL179+YimKTWOnTogBs3blTqNvXq1cOyZcvg4+MDXV3dWkpGpLkWLVqE5cuX448//oCLi4vYcYiISIU1b94cjx8/rnA7+fSmI0eOxM8//wwLCwuF2z148AAbNmzAxo0bkZKSgs6dOwt/a/LTkLXj3Llz6NmzJxYuXIgVK1aIHYeIiuBfs0RUzLZt2xAfH48JEyYgKioK165dw+zZs1nI14Jz586hT58+mDp1KqRSqdKFPAA8f/6chTyptfj4+EoX8sCLc1++qHRSUlItJCPSbM+fP8eqVatYyBMRUblu3LihVCEPvBjYBQAHDhxAly5dsGXLFoV/27Ru3RrLli3D/fv3sXv3bjRp0gSzZs2ChYUF3n//fVy7dq1GnwMBPXr0QIcOHTBx4kSxoxBRCaVGyj948ACnTp0SKw8RiUwikcDGxoYlfC2SyWQ4ePAgAgMD8fz5c+Fy+ahf+S+15Zk8eTILFZG1adOm1qZROX36dKlFfjXNn3/+iW3btlX6dvXr10e9evVgaGgIc3NzTJ8+HS1atKiFhESaKSEhAVZWVmLH+H/27jw6iir9G/i3tyyAIcAJAsryDkZUgoIiILKIy4gZj2g0OuDGEg3bgEs0IMgoezQ4wCAaDCQ6MvgDRdARoogOBJQlApIwohFEdmkNSUhCkl7q/aO7iupOdXf1WiR8P+d4DN21PHXvre7k6dvPJaKLzMMPPxyW4zK/0Hj997//xVtvveXxeb1eD51OB7vd3iABHx0djcGDB+Pxxx9HVFSU1/McPnwYmzdvxpYtWzBkyBCMGTMmJPHTBd988w369++vdRhElzSl/EGDpPzq1avxyCOPRDQwIiKixuahhx7CmjVrwnLs1NRUfPjhh2E5NhEREZG7cFW1ZX6BiIhIOX/gsfZBbHV12AMiIiLPhFOnIBw6BOHwYdgPH4Zw+DCEn36C/fBh6Nq1Q4yz7j9FXv1jj4X9HK1uvx1XzZsX9vMQERHRpavsyy9xaNq0sJ8nvqws7Oeg0Kpbvhyw2aDv0AG6du2gv+IK6BMSAJbQJCLyS/XIkYqP89WUiOgipWvfHrr27YEBA2Bwe0744w9NYiIiIiIioqYvmmVkiIjCigu9EhE1Qro2bbQOgYiIiIiIiIiIAsCkPBERERERERERERFRhDApT0REREREREREREQUIUzKExERERERERERERFFCJPyREREREREREREREQR1kmEjgAAIABJREFUwqQ8EREREREREREREVGEMClPRERERERERERERBQhTMoTEREREREREREREUUIk/JERERERERERERERBHCpDwRERERERERERERUYQwKU9EREREREREREREFCFMyhMRERERERERERERRQiT8kREREREREREREREEcKkPBFpQjCbYVuzBvWpqVqHQk2EYDbDunixqm2tixdDqKwMc0RERHQxs5w9i7JNm1CakaF1KNREWM6exemVKyN6ztMrV8JWVRXRcxIRRZpgNqN+7VpUjxihdSjURAhmM+refFPVtnVvvhmW/IEx2AOcb95c8XFDcjL0AwfCcM890CUmBnsaTQmVlaht3x6x1dUet/HUDu68HSMYXvshORmGe++FLiEhLOfWgpo+8cQyeTKsubmK+/rTjiHbVuV9Yt+1C7aCAlizsgAAxsxMGAYPhn7wYGkb4dgx1F5zTYN93a9V7XhVOo63fU3z5kF31VXQDxgAXVyc12NZZ8+GNTc3oDj8Yd+1C7aVK2HNzYUxLQ2GlBToevVyGT+ersnX80r86X+l8/k7VkLd5+J+atrNnZox6i2WYN43BLMZ1tmzYZw48cK/33pLiiUqPx8G2QdA+iFDYBkzBqalS5vEa+Puvn0VH48fOBCX9eqF+IEDEdOpU4SjCi1bVRX23HEHbt650+M2ntrBnbdjBMNbP8QPGID4wYNhatUqLOfWQqj7xNe2HUaPxhXp6arO4SmmX7OycGbtWsXnPZ0/HOMlkDiUxlGotlX7OlFVUoKK7dtxcsUKAI4+ueymmxDXu7e0Tf3p0/h+2LAG+7pfq9qxoXQcb/t2nDQJMZ064bJevWBo0cLrsU4uW4Yza9cGFIc/qkpK8Mdnn+HM2rVom5KCVnfcgebXXONy//gaf/60lz/9r3Q+f8dKqPtc3E9Nu7lTM0a9xRLM+6bl7FmcXLYMlw8fLv37zOrVUixdZ89G67vukrYXX0OVuG9bU1qKA489Jv27bUoKOmdmAgDi+vTB4VdeQZdp05rEe0x569aKj5uGDoXx1lthGjoU+q5dIxxVaAmVlajo0gXxZWUet/HUDu68HSMY3vrBNHQoTPfc0yR+hxYF0yfexqa//ah2e1/HkbMWFcH6xReozc4GAMRkZMB0333QX345Krp1Q3xZWdDn9RaPt2PHzpoFfdeuMPbv7zN/UDt/Pury8kIdYgPWoiJYVq1CXV4eokeNgmnYMBh69nQZH56uKZB+VLqn/Bk3/o5L+/HjqLz+eo+xi/wdu2razZ3S2DQOGADjoEGqYgnmfUEwm1E7fz6ix49v8JytpAS2PXtgKSiApaAA8WVlMA4ejJqxY9Fs0aKQvvYFPVM+troaMUeOuPw7troapqVLIZSXo7ZnT9iLi4M9jabs27b53Ca2uhoxp065/Fv+X/SGDeEM0XM/vPGGI2nXpQuE0tKwxhBJavpEiXDsmJQIVhqX/rRjSLZVcZ8IlZWwzJwJW0EBjKNGSfsahw+HbcsWWCZPhmA2AwB0HTs6xtvXXwMATEuWKCZQxTEZlZ8vHc/b+I3Zt89jG8WcOiVtpx8yBLa8PFjGjJFi8sS0aJHX50PBvmsX6oYMgX7AAEd7L1oEtG4Ny5gxLts1uKYjR1zaTf68+Jzf/R9g+/oaK6Hqc7Ef/Wk3kT9jNJBr9EWorIRl/HgYHn0UusRECGYzhF9+gWnGDMRWVyMqPx/1I0e6zKLX9+gB4wsvwDJ+fJOYMX/zzp3oWVDg8u+bd+5El2nTYKuqQnFqKmoa+XvAub17fW5z886duHHzZpd/y//rpnImRKA89UPnjAzU//Yb9g0ditqjR8MaQySFuk/ct71x82bpsa6zZ+PkihU4kZOjeA6x3XsWFHhM1tWfPi0lYJXuB/f+E88fav7G4W0chWJbNa8TtqoqnMjJQcX27UgYNkzat8099+Dcd9/h16wsWM6eBQBEtWuHm3fuxLXLlwMAukydqtiOYv93nT1bOp63sdJjzRqPbST21c07dyKuTx+Y16/H4VdekWLyRExqhlNVSQl+GDMGl914o6NvMjNhbNkSh195xWU792tyH8tK49zf/g+0fX2NlVD1ufyeU9tuIn/GaCDX6IutqgpH5sxBm7/8BTGdOsFy9izqTpzAFenpuHnnTnSdPRuHpk93mUV/Xva7kLvL3D5EqD5wwOXfLfv3l35ulpiI9iNH4sicOU1ixnx8WRla/vijy7/jy8rQbNEiCBUVqLz5ZthKSjSMMHjWb77xuU18WRlaysaI2A7ify3WrQtjhJ77Ifa112A/fhwV3brBfuhQWGOIJNV94ufY9NWPcbt3e92+5ZEj0rb+HEdUO3cuLKtWIeqRR6Rto596SupDuWa5uS7HVDpXM2cuxZ943NtNfk3GwYNR/957qBk71mf+IHbBAq/Ph4K1qAhVf/4zDLfe6hjvCxZA17o1asaOddmuwTX9+GODNhOfF5/z554Kpn19jUv9lVc6XkO++AIA0GzhQsWkufg6Ix8XSmPTn3YTCZWVqJ07F9YvvkDUE09Ix4965BFYt23D+eefdxkPoX5fECorUTN5MkzDhzdI5te9+SZq586Frm1bxL72mnSNhqQkRD/3HGomTw5p/iAk5WuUPiXQJSTA+MwzAABbBGbDhotQWQmbyk/jvH2y5z5TNBwU+6FjRxjHjQMAWJcsCXsMkeBPn7izffwxopx/dNiLihS38acdg95WxX1iXbgQQnExTDNmQNex44V9ExNhmjHDsc3s2S776Pv0gWnePAiyZK87+/ffQ3/bbReO52X8us9all+LfD99jx4wLV0KABdFstPm/MPHZYZ0jx4wOttNzuWaPPSVqu089X+A7St/zNtYCbbP5T/7025AYGM0lO8btvx86Hr0gL5PHwCA8Msv0s/y67BMneqyn75PH+g6dIAtP1/1uS5mSrPjTK1aod2jjwIAzBGYDRoutqoqmNevV7Wtt5mx7jMlw0GpH6LatUPbhx8GAPy2alXYY4iEcPWJfFvxZ0OLFtKM0ZMrVqBs06YGxxHb3dss0bLNm5HonInjnuByP46vuIPhbxwiT+Mo2G3VvE6cXrkSNaWluCI9HVHt2kmPx3TqJH174eSyZS77tEhKQsdJk1Aj+yPKXc2PP7okH721ufusZU991SwxEV2mTQOAiyJJ+cdnnwGAy6znZomJit/6kF+Tp75Ss52n/g+0feWPeRsrwfa5/Gd/2g0IbIyG8n3TvH49miUmokVSEgCg7sQJ6Wf5dRyTTRCoP3UKN6xf7/LhSM+CAnQYPbpBbKY2bVy2ix840OX5FklJiEpIUP26fLHz9HtitPMbkfURmC0bLkJlJerfe0/Vtt7+fnCfSRoOSv2gv/JKRD/1FACgzvl3X2PnV58EMDa95okUZvd6+hvN3+PUzp0LW0kJYhcscHlel5AA09ChUlJWFJWS4vH4ItOddwYUj6f8gSEpCc2ck/VCnewMhMX5nilvC0NSEmJeeqnBtqHKH3i6pwJtX/lj3salsXdvxM6aBdv333s8j624GCbZ+42n8ehPuwFA3ZIlsJWUIOall6C/8kqX6xL3qZ0/P+hr9KT+X/+CISkJRre/Q84//zyEigo0e/ttx+x7WWyAo8307duj/l//Un0uX8JaU17sJE8lKsT6v+ebN0d9airsW7Y02EasOV2fmuoojbBhg1T64Hzz5tJ/IqXH1JxLfM6alwfBbJb2ty5cCJtzlrvScdUQ93GfvSpUVsK2Zo10XPHc8phtGzagPjXVMRN08mRYZs70+/zi4JX3g1BZCWtennRuy8yZLm0kxST7xVH+nH3PHpd64GK/WCZPhnDsmOMx57XJH5Nfm1J/uNcZF49bn5oqHSPQPhEqKyGUl8OQnAwAsDhv3mDaMSTberlP7MXFsGZlwTBqlMf9DWlpsObmNhjThgcegDU3FzbZzCeR2BZqvnbjafx6oktIgHHiRNg2bFD9jQb5eJCPF7Xj0X18Scc9eRJAw29F6Hv0UBVXoPzpf3/a19draqj63J92C2aMKvF1jQ1iNZthmToVBtkHn/KEPADplzujwoxIQ0oKLFOn+pyZ0ZiJSQ5PJRrE+re7+/ZFaUYGKhU+sBRrLpdmZKCqpATlhYXSV/939+0r/SdSekzNucTnzOvWwXL2rLT/6ZUrUV5Y6HJsf4n7uM/etFVVoWzTJum44rnlMZcXFqI0IwO2qir8mpWlOFvbFzHBIu8HW1UVzOvWSec+kZPj0kbif/KZlfLnqn/4waUettgvv2Zlof70aQCQrk3+mPzalPrDvc62eNzSjAzpGOHsE286TpqEQ9OnKybmvbFVVcFWVSUlso7Mm+fX/qESbBxK4ygU23p7nagpLcXJFSuQoFCeRJSQkoIza9c2uKdb33EHzqxdq9hfYluoKbfh71gxtWqFy//6V5QXFqr6Rgfgej/I7xe196P7/SWqd76/uM+6bhbm8p7+9L8/7evrPSVUfe5PuwUzRpX4ukZ3lrNncWzxYlx2003SY/KEPADpw6EOo0dLj13Wu7fLBwgAcK6oCK1uv93lsfrTp1GakYETOTmo8jITsNUdd+DY4sU+vyHSmIm/J3oqYSHWBy5v3RrVI0bAunVrg23EmtTVI0Y4yi0UFEilEcpbt5b+Eyk9puZc4nP1770HwWyW9q9bsgQW57c0lI6rhriP++xWobIS9WvXSscVzy2P2VJQgOoRIyBUVuL888+jdu5cv88v/j0h7wcxsS2eu3buXJc2Ev+T12+WP2fbu9elXrjYL+effx7248cBQLo2+WPya1PqD/c65OJxq0eMkI4Rij7xNTaVeOpHfykdx1pUhNrsbEQ/95zH/eQJybj9+1WdSxcX53Nbf69Ll5CA6LFjYSkoUPWNBcC1v+XjQe14cx8/Irvzm+Tus64Nbq/poaZ0T3niT/v6GpemYcNQl5eHeoX3O6GyEkJFhar8gT/tZispQW12NqKeeMLj8aJGjUJdXp7ia7g7f+89wWzG+ZdfhnHAAJfHxdfCmJde8vqBiGnYMJx/+eWQ5Q/CmpQXE2UmhT84BLMZlvHjoXPWJzZOnIi65GSXJJBl5kzYVq+GaelSx+zm8+ddFoWMUfjKX8zBg36fy7p4MQwPPIDY6moYHnwQ1rfekvY1yWaGiiUWAmkDJZYxYyBUVUmlHOwbNrjMLraMH4/61FTYNmyAcPAgDGlpwB9/+HV+QJaQSkuTHrO+/DIsEyci5sgRxBw8CGtWlqMe86RJUhkMY1oajJMmSfsYJ02CITkZMUeOwDpvHupHjnQkXouLYUhORvTXX8Oamwtrdjbsu3bBkJrqOLbzMSkeL/1hGT/+wnF37XKc7+BB2DZskI4RaJ/YP/8chgcecBzDOYPZ3xIZ7u0Ykm293Cd2Z194SyLrOncGANjcEp66jh1hcvaT+yfO8rZQE5u/dL16SedRQ/jlFxgnTULMkSMQTp5E7TXXQDCbVY9H+exsOXFmd12/fo4PvWTtEK71HQD1/e9v+3obK0Bo+hzwr92CGaNKfF2jO7vzq3u6P/3J4/GsCxcCAIzOGq8usTn3s3v4ymdTICaKOsruH5Hl7FkcmTMHUW3b4uadO3H5X/+KHydMcEmCnMjJwR+ff44u06YhMTsb9tpal0UR5V//F92gMFPP17lOr1yJ1s46wa3vvBNnVq+W9pXPjBRnCQbSBkoOv/IKbNXV0gzF8m3bXGbXHpkzB6UZGSgvLMT5I0eQkJICa3m5X+cHLiRk2spmkBx/800cmTcPPQsKcMP69Ti5YgVOLluGdo8+KpWBaJuSIs3aBIB2jz6K+IED0bOgACeXL8eh6dNRXliImtJSxA8ciGuXL8eZtWtx6t13UVVSgtZ33YUb1q+XHhN5648jc+ZIx60qKUH8wIG4Yf16lBcWSscIZ5940+7RR9Fh9Ggcmj7dr9ISFd9+KyW6uji/NaNFSadg41AaR6HY1tvrROWuXQC8J5Gj27cHAJz77juXx6PatZM+SHGfsS5vCzWx+au5c72VCpV/4NedOIF2jz6KngUFqDeb8f2wYbCcPav6fnRProrEe+XAY4/BvG6dSzuEa30LQH3/+9u+3sYKEJo+B/xrt2DGqBJf1+iu2pmEiHGbUSc/nvhhTpt77pEeV/pw4tyePQ2uQ3yNOLliBX4YMwalGRmKiXfx/NWNvLSLN2IiLXbWrAbPCWYzaiZPhq59e0eJjrFjUXX//S5Jotq5c2H58EM0W7QIzf/9b6CmxmXRyJYK3/JQSkD6Olfdm2/CNGwY4svKYLr/ftS98460r3zmqHuZEH/aQEnN2LFAVZVU6sFSUOAy+7hm8mRUjxgBS0EBbD/9hKhRoyAEkV+Ilk3KqX31VdQ88wxa/vgj4vbvR212tqNe84QJ0ozs6FGjED1hgrRP9IQJMA0dipY//oja119HTVqaI7aSEmkmd11eHur+8Q9Yi4oQlZKCuP37pcekeLz0R83kydJxrUVFMA0dirj9+2EpKJCOEWyfAN7Hprftg+XpOFZnmxucf4d5Il6r+4xgb7xtG+h1GXr2BABYVU66sP36K6InTEDLH3+E/dQpVF5/PQSzWfV483QN4lg4N2iQ40Mt2d/B4Vq/AVC+p5T4276+xqX+yisRO2sWatLSGuQPLF9+CdN996k6jz/tZnXmBLx90KF3fnvPqmKSp7/3ntX5e4Belj8QPygw3nWX9OGipw92xf2sKn6fUCNsSXl7cTEszz0HQ3IyDAqJEPt//wvbhg1SWQGxvIvt448dz2/ZAmtWFowzZkifzLiXgPFUOsLfc1mmTgViYhz7x8VJpSeCIc7gVVqAEXBcn23DBhjuvVe6FuMLLziS0c5EZpRstqvummscpUFU1uEWk81CZaWUkDLI/ohAmzYwpqVBl5AgtZk4M1Usg2HNzXVJGtqLi2F4+GHoEhJcYhOTceLsVGturvSz+7EB7/3hclwvx/CXUFkJ+7ZtF2J1firsqYSNFKuvdgxwW/k+3u4TsdyGp6QzIJtZ7FzQUs7g/MXffca6bfVqr0lUX+PXF39nO0t9nZAAk/MTStt//iM952s8ejxujx6I2bcPxrQ0WCZORG379rCtWROWr8X50/+BtK+vsSIKtM/l/Gm3YMeonNprdNnHeQ8rnV9cBFc8r23jxoYHaNnSse3PP6s6X2NTU1qKX7OzET9wINo4vyUkd66oCOWFhdLX6sVSIme/+goAUFlUhJMrVuCK9HQpeeBebsRT6QR/z3Vs8WLooqMBOGYpiqUXgiHOYFVagBBwXF95YSHine9Dplat0H7kSJQXFqLi228BQCozAgCxXbqgWWKi6jrUYiLFVlV1ISHzl79Izxvj49E2JQWmVq2kNhNnZoplIM6sXeuSNKspLUWbu++GqVUrl9jEJI44O/PM2rXSz+7HBrz3h/y43o4RCF99ooaYCD3w2GOqavTbqqpcEl3Nu3cH4Ll0TLgEGoevcRTotvJ9vL1OiOU2PCWdgQszi8UFLeXEbwW4z1j/4/PPvSZRgx0r/s52Fse6qVUrKRlb7vzDUc396EmzxET0WLMGbVNScGTePOy54w6UbdoUlrI6/vR/IO3ra6yIAu1zOX/aLdgxKqf2GuWq//c/j+cXF8EVzyt+w8jTuS+78cYGj8cPHIgbN29G9/ffR4fRo1FeWCiNTTnxGpvS2iVytpISnH/xRZiGDkWUwu8IlsJCWAoKpPIJYnkXyyefAACsW7eiNjvbMQvS+feDewkYT6Ul/D3X+Zdfln6n0cXFSaUpgiHO8FVaoBFwXJ+loAAm598CuoQERD/3nGOhwi+/BADHBxFOhquvhiEpSXWdbvEDB6GyEnXOCW4m2e/rujZtED1qFHQJCVKbiTNXxTIZdXl5LklFW0kJTA89BF1CgmtsztdjcSZ3XV6e9LP7sQHv/SE/rrdjBMPX2JTz1Y9q+TqOuHBmpBbjDfa6/J3tLPalLiFBSsZanH/rqRlvnhiSkhC3ezeiR41CzTPPoKJLF9SvXRuW/IGve0oukPZVOy5NQ4cCaLiuguXDD1V/Q8Cfdjv/8ssAvH+4I46HWtnfJEr8ufekffbsaXB+8YMC/ZVXIuqJJ9DyyBHo27dH1f33w+qWMxRjC9WaGiFPyovJprp+/WCcOBFRa9YoDnqbcwace7kZKXni/AU6FGUmfJ3LmJaG2i5dpKSTLiEh6Fm00kKKCjP3gQvX51Jfypmgs8lmB0rP+ViJ2l1dv36OpJ9zVkj0jh0uJR1MM2bAtGiRYxaprCSISD9kiCMW5xs44JgRq+/Xz684lPjqj3AQ9u6FQTZTSBxXdh8L8Ppqx0C3VXufBEuXmAhjWppLDX77rl0w+HjB8jV+w0msry4vLxTMeNQlJsK0aBGiv/4axrQ01I8c6Ugyh3jxZX/635/29XesBNrnSseJRLsBwd0P3l43pEVwd+yAMTMTlqlTYXX7RU98bXWvN9/YicmWA489hsv/+lckZmcrJo3+cH4I7F5uRkwenHUuwBeKMgu+ztU2JQX7hg6Vki6mVq2CnkUqzuBWmrkPXLg+edvEduniEq+cvzXGDzz2GHb37Ys9d9wBAOj+/vsuJQ2uSE9H58xMl1mUcnHO15CKHTukxyp37UKLEPxu5Ks/wsVXn6hhaNFCqhmuplRD9cGDaOXsA+DCeC4PcNH4QAUah69xFOi2al8nghXTqRPapqS41LquKilBm7vv9rpfKMZKoMT66vLyQsHcjzGdOqFzZiauXb4cbVNScGj6dOy54w6vCdpA+NP//rSvv2Ml0D5XOk4k2g0I7n7w9ropLoIrJtSPLV4Ms4cFOs9+9VWDBV5FhhYtpJr6XaZOVXzdEN+jjin8bdeYicmoc4MGIXrsWDT/978Vf0+0fPihy/ZiiQcxqWNxjsdQlKHwda7oUaNQ0a2blJTSJSQEPctWWuDRQ+kQ8frkbWO4+mqXeOX8zS+cGzQI5a1bo8L5e9JlW7e6lD+JeeklxC5YAPvx4y4lQ0RG5wQIq3MyBuBIhBk9/L3kD1/9ES5qx6acr35UK1THCRUt4xHrq9c41yYDghtv+q5dEbtgAVp88YUjyZyWhoouXaQSR6Hi656S86d9/R2X+q5dET1qlMu6CtaiIpgeesiv64lUuwGB3XsipdcF8YMC8f1BFxeHKOe3Fixu64GJr53iPsEyhuQoMmIyuz41FbYtWzwucComdjwlv4OZFe3vuYwTJ0I4eRL1I0cCcJRNMKr8uqIvnmaPKl2f2LmhSHqp+VDBmpcH+4YNMM2d23ABxB49pFmyhgcfBAAIhw55nQ2rlq/+CAfrkiWK7WrbsAFCaWmDhTZF/sQYyLa+7hNjZiasWVmOX+Z8/OKkVC8bcNTzruvXD3bneWwrV8IoKz3hTaD97a2GdyBCMR71ffpA36cPDI8+Cuvrr6M+NRVRa9ZIawwEK5DxrCZ+tWNFLpg+d+er3UIxRgO5Rr+uoUcP6GJiYM3KgmXiRBh9fC2wKRCT2aUZGTj33XceFzgVExuekt/Bzor251yXDx+OerMZh6ZPB+AoG9DOx7eN1PI0e1Lp+sSkRiiSPmo+VDCvW4fybdvQcdKkBomUZomJ0izR1s6FteqOH/c6G1QtX/0RbsFeg6lVK3R//30ceOwxHJkzB3965RWP2/72wQeK/VleWIjao0cbLHAZLoHG4U8fBbKtr9eJDqNH4+SKFbBVVfn8YEpeL1suISUFBx57DJVFRYjr3Rt/fPYZ2j/5pKo4Ax0rSjW8gxGK+7FFUhJaJCWhzV/+glP5+SjNyECic1Z2KARyP6uJX+1YkQumz935ardQjNFArtEfzRIToY+OxskVK3Bk3jwk3H+/y/Pih4tqPghofeedmq2LoQUxmV09YgSs27Z5XOBUTPx4Sn6Hala0mnNFjx8P+6lTqHGWsoydNculjEYwPM0uVbo+afJJCJJiaj5UqH/vPVgKChA7a1aDhJUhKUmaRWtyjn/74cN+lU3xxFd/hIvasakkFNft7TjRzprcav5GC6VAr0vMH8QE+Deru1CMN2Pv3jD27g3T8OGoe+MNVI8Ygeb//rc0szxYgYxXNfEHMi6jRo3CuUGDYN26FcZBg2BZtQrRzz7rd3yA73aLychAbXa2qrHpaTwEc++pJSbo6/LyVH+jKBBhK19jWroUQnGxz4VJhQjW8/R0Ll1iIqLWrHHMpkxLc8ymDOEMA6VknZjQUlocQE0d8mDZ1qyBZeJEmN54w2NC2uCMw/7557Bv2+azFIu/ItX34ixhcXay+F+0c6aTfd++iMShxNd9Ii5eKXiZUS2WTTF4SGSKCW3rkiXStv4kswNJNgvOryt7ikkN9/sgkPF4vnnzBl+Z0vfpA9MbbwCAyxoVaoQqgS+ntn3VvqYCwfe5P+0WijEq8uca/eXpda6p6zJtGmpKS30uTBrJr7p7OldMp05IzM5G9/ffR9uUFBxbvFhx9niglJJVYkJHaaa1mjrcwSrbtAlH5s1D54wMjwnZBGccFd9+i3N79/osReIvLcscBPuBQLPERCRmZ6O8sNDjWBFn54qzgsX/ur//PgCgRqF+sC+/BvDNvnDEESq+XifExSvPK6zlJBLLpsgXupQTE9q/ffCBtK0/yexAxkq1833JU0xquL8OBHI/7u7bt0HJlRZJSejs/EOz1M8ERKgS+HJq21ftewoQfJ/7026hGKMif67RX94+AFRa4NUTQ4sWEXmPutg0W7TIUffXx8KkoSopoIanc+m7dkXzf/8bl23diuhRo3D+5ZcVZ48HSimZJya8lPILvupUh0L92rWoeeYZxL72mjRz2Z008/TLL2H95huPpToCFcm+l1M7Nt2F6kMEpeMYneUJ7Rr8nhfIddmcORn3xTf94T7OAxlv5a1bN/g72Ni7N2Jfew0AXNagUCNUCXw5te3rz7gUP8Soe/ttqayOPx9g+NPPqnyLAAAgAElEQVRuYh/bfvrJ4/HEGHyNh0DvPXfi2FEqtxOOPpQLW1Jel5DgNcEiLrRpXbVKunDBbJaS4eIif/4sxOmJr3OJCSixZnv0jh1hL2UglpIQfvlFekyMzRCBX7LEbwV4S9SJib36kSNhy8vzWIrDX776I9RsK1dCr/B1WX2PHjAkJyuWC4oUX/eJfvBgRykSL4kpW24ujJmZXmcXG9LSHIvlzpwZ8PgSjh1TlSwVzGZYlyyBITk5oBnP4j2vd3sBDnQ8Cm71TIEL4949ye5tAWChtBT6MCTlpeP7aF9fY8VdsH2utt1CNUYB/68RuPBe4avOn/h8VH6+4vOh+lbHxcbUqpXXBIO40OQfGzdKyQ/L2bNSglOsqxyKBTF9nUtMwIg127u//37Yv4IvllKoO3FCekyMTV5mJFzEbwV4S1SJia1D06fDvH69x1IU/vLVH41F/MCB6Dp7tsfyEX989hla3nJLg8ebJSYifuBAxTJF3lSVlCjWfPYl1HGEkq/XibjevdE2JQV/fPaZx2OY165Fh9Gjvc4uTkhJQXlhIU7k5AR8f9WfPq0qWWo5exa/ffAB4gcODGjGs5TAdevrQO/HaoUPrsX73j3J7m0B4NqjRxEfRMLCF1/t62usuAu2z9W2W6jGKOD/NQIX3it9rRMgPt919uwGzykt8OrtON7aM1TfDrnY6BISvCZgmjnXdKr/v/9z+RtTTIaLdadtIVgI19e5xASVWLP9sq1bQ1bqwBOx1ITt11+lx8TYTEGs46KW+K0Ab4k8afZyWhrq33vPY6kOf/nqj3DzNTZ9sR8/rrifv7PG5ccxDR0K09ChqPfyDRFPpYZCxdN1uRPMZtS9/TZMQ4cGNONZvKcNt97q8nig482mMGlTHNfuCVpx7Cm9rtgPHQprQtdX+/o7LqNGjYKloAC1c+cG9Jqhtt2MgwYhetSoBmVh5Orz8hCTkeFzPARy74nvBfL8gXi98g+xpNdPD2V8QvWtjpAk5eWfxsp/1iUkwDhjBqxZWbDm5bk8Jy5was3KQm379o5azF26wPDAA47nnQuUWGfOlBZ3VCo/Is6mFWdd23ftkp6zTJ6s6lwAYF24UDqPLj5eSvQArrPavSWO5Z3qK0Gkv/tuGJKTYX39dald7J9/DmNampS4UvqU2xuX8/vYV7qmY8dcZqy77yfORnZPRrr0ueyNz/15pce89YficRWuS22f2NasAdq08fi1GF2PHrBt2ODYzu287vEr8WvbAO4TADBOnw60aQPLzJmufVVa6khctmnjc3FiMaFt27ABul69fF5Lg+eOHYM1OxsGcQaGh7FuLy6GZfx4AI5Zz76I/Wh3LqwhmM2wzpwJ07x50kLALtt7GI/e1CUnw75li8t4EvvbOGOG6/HFsSl73QEcbW1dtUp6Xno8wLHS4Dn39g1wrMj52+fu8fnTboGM0VBcIwDorrrK8UNFhfRYfWoqrIsXS30oLr5rzMxsMK7EbfQh/pq6FuSzveU/m1q1whXp6Ti5YgXM69a5PCcucHpyxQrsueMO7O7bF/uGDkVr5x/7YtLjRE6OtLihUvkNccaeOOu6SvaLqTir2Ne5AOD0ypXSeYyXXSYlOuSx+Eocy5MivhIkLW+5BfEDB+JUfr7ULhXffou2KSlS4sZXvXJv5/e1r3hN9adPu8xYd99PnI3rnoyTbydPrLs/r/SYt/5QOq7SdYWjTzxtq3QtotZ33aWYhCrbtAnG+HiP5SyaJSaivLAQZZs2NTiPkqqSEvwwZgxinLU/1QokDn/GkT/bBvI6AQAdnn4axvh4nMjJcRmrtUeP4kROjmPRYh9rl4gJ7fLCQjT3sNC5t/FRf/o0Tr37Llo6/+j2NFZqSktxZM4cAJDWHvBGHMeVzoW8LGfP4kRODjpOmiQthCzn6X705scJE1BZVORyP4n9fUV6ums8zntT/roLONr6j40bpedFgY4Vd+7tG+hYkfO3z93j86fdAhmjobhG4MIMeHn8pRkZLu9p4uK7HUaPbjCuPC3wCjhePypli8zVnz6Nc3v3Kn64IJ6r+XXXeY23MfD2e2LMSy+hNjsb9e+95/KcuMBpbXY2Krp0cdRq7tZNSraISaHauXOlxR+VyrqIMybFWdfyRf7OP/+8qnMBQN2SJdJ5dPHxUiJIHouvxLE/+QXTnXfCNHQo6t54Q2oXy5dfInrUKCmxFc78gnhN9uPHXWasu+8nzlZ2T1YGk1/w1h9q8wuq+ySAsemt7+zHj6PuH/+A8c9/RvWIEY59xWTgffe5nlvlcUTNFi2C/dQpnH/++QbfIrAfP47zL77ocXFMT9cZaDyexrKtpAQ1zrxds0WLPB5PJC1KunWrFFvt3LmInTVLWujXZXsP482bqvvvh3XrVpfxUu8seRnz0kuuxxfHnux1BXC8ftT/3/9Jz4tClT9o0L4BjEt34ocYloICGHr29BmTe3z+tFvMlCnQtWnjaDfZ2LQfOoTauXMdC0e7LZAdimsELqxBII/fOGiQo6zO3LkXXj/XrXMsIOs2rsR+NgQwSUeJThAEQf7A6tWr8cgjj6guqSAu0ulOvr+9uBh1zgUZ5fXahWPHYM3LgzUrC8a0NBgzMlxmbtuLi2HLzYU1NxemJUtgePBBaRFF8fjCsWOwPPccbBs2SHWO61NTYXj4Yehvu00q9u/tXOebN0fMkSOwrVoFy9SpDWrKi/EbMzNhHDdOcQEBNe3gTjCbYfvPf6QFLaPy86G/++4LCwfIjmlITkaULHEc7Pndr8n61lvAH3806APAkeAyzZ3rUv7B/Xyx1dWqHwM894faYwTSJzEHD7pcm6c2U6LUjv60eTD3ifT8li2wbdlyYYHizEwYBg9WPRvdXlwMe1GRYj1ttW0Rc+qUdA8qMc2bB32/fn59q8K+ZYtU89+YlgZDSorXa1Iaj56cb94csdXVEEpLYdu2TbrXjJmZMA4frngM9/sScMygN9x7r8s4C0X/u/PWvv6MFfl2/va5eM/5226A+jEaivtBJJjNqO3SBdFffy2NO9uGDS4ldryNS/uuXagbMgQxR474tdhy/WOP4QGDAWu8vC4HIzU1FZvLynCVypqx4iKd7uQlCWpKS3HgsccAuNZrrz99Gub163FyxQq0TUlB+yefdJm5XVNaCvPatTizdi26TJ2K1nfeKS0iKB6//vRp/OosIyLW+S3NyECbu+/GZb17SzVyvZ1rd9++6FlQgD82bMCxxYsb1JQX4+8wejTaPvywYt1dNe3gznL2LMq3bJHq83adPRstb7lFSqDKjxk/cCASvSwa5u/53a/pzOrVsJaXN+gDwJHg6Thpkkv5A/fz3bxzp+rHAM/9ofYYoe4TT9uq3V+sM610rBvWr3dpU3/O5e7GzZtVL/obyjj8abNAt/X0OiGqLCrCue++k76Z0GH0aFx2002qZ6PXlJai+sCBBvW0vcXn7sbNm6XXICUdJ01Cixtu8OtbJZVFRVLN/7YpKWh1xx1er0npfvRkd9++uHnnTtQePYpze/ZIrzUdRo9Gm3vuUTyG++sS4JhBHz94sMt9Fo77y1v7+jNW5Nv52+fia46/7QaoH6OhuB9ElrNnsW/oUFy7fLk07soLC11K7Hgblydycjy+hsqP02H0aLS6/XaPM+rFDw57FhT4tWhz2Zdf4tC0aXBLC4SMmF9QW3JBXKTTnXx/W0kJzjkTzfJ67fbjx1H/3nuozc5G9KhRiH72WZeZ27aSEtTn5aEuLw/NFi6E6f77pUUWxeOLyUpLQYFUB7l6xAiYHnoIpoEDpd8XvZ2rvHVrtPzxR9SvXo3zL7/coKa8GH9MRgain3pK8XdQNe3gTjCbYdm4UVrwslluLkx33inlF+THNA0diub//rfHY/l7fvdrqnvnHQh//NGgDwBHKYvYWbNcyty4ny++rEz1Y4Dn/lB7jFD1ifvYVPsNiZZHjsB+9CjODRoE09ChiB471mWWsKdzKx1HPiFRqKyE9ZtvYN20SVp3QJxFb7z9dsVvNqi5Tn/iqfAymSF21iwY+vb161sT1q1bUff227AUFCB61CiYhg3zOqNaabx5Ut66NeLLymA/dAjW7duleykmIwNRjzyieAz3+w5wzKA33XOPyzjy554KRfuqec10ZyspgW3PHkQ98YTqmMR7yt92Axx9ad22TVp8NSYjA8YBAxr0ZzDvC+4EsxkV3bqhxRdfNBh39e+9d+H10/ke4T7B11pUhKo//xktf/zRr/xB9ciRGBYV1SB/EHRSPtLEZM7FGl9TI1RWwvryyzCp+NSSKNw4HkmJ+G2ZQBbotsycCV18vN/7XmxJ+UgTkxlaLRJ6qbFVVeH4m2+icxMts0TUmPB+JCXit4VCtUB5IE7k5MDQooXfMVxsSflIE5M9F2t8TY1QWYnaV18N68KJRCKON1IifhsmkAW4a+fOha5lS7/39ZSUD1tNeWoabB99FJEa90RqcDySEsPIkbAXFrqUL1PDXlwMobgYBucaG0QXq7Ivv4xIjXsi8o33IylJGDYM5/budSnfFkk1paWoKS1FQgRqhxMFw7JuXURq3BMBHG+kLOrxx2Hdvt2lPJkatpIS2EpKEPX44yGLpVEl5dXUtaLgWWbOxPnmzR0L4B47FtBinUShwvFIvuji4mBauhTW119XvTi4UFoKW24uTEuXelxzgpR5qsFLoXUiJwe7+/bF7r59Uf/bbwEtVklEocH7kXwxtGiBLtOm4VR+fkgWR/dH7dGjMK9diy7TpqkurUUOzC9ERu3cuShv3RrlrVvDfvx4QIt5EqnF8Ua+6OLi0GzRItS98Ybqxb/thw6hPi8PzRYtCmn+wBiyI0VAraxWUm2XLixhEyZi3XXTkiWKtaiJIonjkdTQJSTAtHw5bPn50Pfo4XN728aNME6f7lcdOHLYJ1soad/QoSxhEyZRl18OwFFHWqkWM2lLbX1u3h9NA+9HUsPUqhX+9MorMK9f77HueziUFxaiw9NP+1VHnhwqunVz+ZklbMJDrFvebOFCxVrVRKHE8UZq6BIS0Oztt1H/r3/BoGIdIktBgWOB2hDnDxpdTXkiIiKtXeo15YmIiKhpuNRryhMREYUba8oTEREREREREREREWmMSXkiIiIiIiIiIiIioghhUp6IiIiIiIiIiIiIKEKYlCciIiIiIiIiIiIiihAm5YmIiIiIiIiIiIiIIoRJeSIiIiIiIiIiIiKiCGFSnoiIiIiIiIiIiIgoQpiUJyIiIiIiIiIiIiKKECbliYiIiIiIiIiIiIgihEl5IiIiIiIiIiIiIqIIYVKeiIiIiIiIiIiIiChCmJQnIiIiIiIiIiIiIooQJuWJiIiIiIiIiIiIiCLE6OkJ20cfRTIOIiKiRkM4cQLo1Cms57CcOYOyL78M6zmIiIjo0lZVXByR81jWrYvIeYiIiC42wsmTQJcuDR73mJSvf+KJcMZDRETUuIU5KV9VUoKqadPCeg4iIiKiSKgePVrrEIiIiLSjkJTXCYIgRD4SImqMDh8+jF69egEA3njjDYwZM0bjiIiIiJqWESNGYNWqVbjtttvw9ddfax0OERERERGFAWvKE5Fqf/rTn7B//3706dMHaWlpGDp0KI4fP651WERERE3Cpk2bsGrVKkRFReHNN9/UOhwiIiIiIgoTJuWJyC+dO3fGF198gZycHGzfvh1JSUlYtmyZ1mERERE1anV1dfjb3/4GAMjIyMB1112ncURERERERBQuTMoTkd90Oh2efvppFBcX48Ybb0R6ejqSk5Nx4sQJrUMjIiJqlObNm4cff/wRnTt3xksvvaR1OEREREREFEZMyhNRwLp06YLNmzcjJycHW7du5ax5IiKiAJSWliIrKwsAsGTJEjRv3lzjiIiIiIiIKJyYlCeioIiz5vfv34/rr78e6enpSE1Nhdls1jo0IiKiRmH8+PGora3FQw89hHvvvVfrcIiIiIiIKMyYlCeikPjTn/6Er7/+GgsXLsSnn36KpKQkfPTRR1qHRUREdFFbuXIlvvzyS1x22WX4xz/+oXU4REREREQUAUzKE1HI6PV6TJ48GXv27EHnzp3x0EMP4eGHH8Yff/yhdWhEREQXncrKSrz44osAgJkzZ+LKK6/UOCIiIiIiIooEJuWJKOSuu+46fPPNN5g/fz4++eQTdO/eHevWrdM6LCIioovKlClTcPLkSVx//fWYOHGi1uEQEREREVGE6ARBELQOgoiarpKSEjz55JPYs2cPUlNT8fbbb6N169Zah0VERKSp3bt345ZbboEgCNi2bRtuueUWrUMiIiIiIqII4Ux5IgqrpKQk7Ny5E/Pnz8f69euRlJSETz/9VOuwiIiINGOz2ZCeni79nwl5IiIiIqJLC5PyRBR2RqMRmZmZ2L17Ny6//HLcd999eOKJJ3Du3DmtQyMiIoq4xYsXY+/evbj88ssxZ84crcMhIiIiIqIIY/kaIoooi8WCOXPmYPbs2bjyyiuxYsUK3H777VqHRUREFBGnTp3Ctddei4qKCrz//vt49NFHtQ6JiIiIiIgijDPliSiiTCYTXnnlFWzfvh2xsbG48847kZ6ejqqqKq1DIyIiCru//e1vqKiowODBgzFixAitwyEiIiIiIg1wpjwRaaa2thavvPIKsrOz0alTJ6xYsQK33Xab1mERERGFRUFBAe655x5ERUXh+++/xzXXXKN1SEREREREpAHOlCcizcTExGD+/PnYunUrTCYTbr/9dqSnp6O6ulrr0IiIiELq/PnzmDBhAgBg6tSpTMgTEREREV3CmJQnIs31798f+/btw4svvojc3FzccMMNKCws1DosIiKikJk9ezYOHz6Mq666ClOmTNE6HCIiIiIi0hCT8kR0UYiNjcX8+fOxZcsW6HQ6DBkyBFOmTEFdXZ3WoREREQXlp59+woIFCwAAixYtQkxMjMYRERERERGRlpiUJ6KLyoABA/Ddd99hzJgxeO2113DTTTehqKhI67CIiIgCIggCxo0bh7q6OgwfPhzJyclah0RERERERBpjUp6ILjpxcXHIyclBQUEBKisrccstt2DKlCmor6/XOjQiIiK/vPvuu/jqq68QFxeH7OxsrcMhIiIiIqKLAJPyRHTR+vOf/4zi4mKMHj0aWVlZ6N27N/bu3at1WERERKqUlZUhMzMTADB37lx06NBB44iIiIiIiOhiwKQ8EV3UWrZsiZycHGzYsAFlZWXo27cvpkyZAovFonVoREREXmVmZuLMmTPo3bs3xo4dq3U4RERERER0kdAJgiBoHQQRkRrl5eXIzMzEsmXL0KdPH+Tn5+Paa6/VOiwiIqIGdu7cif79+0On02HXrl248cYbtQ6JiIiIiIguEpwpT0SNRnx8PHJycvDpp5/i2LFjuPHGG5GVlQWbzaZ1aERERBKLxYKnnnoKdrsdEyZMYEKeiIiIiIhccKY8ETVKZrMZ48aNw0cffYR+/fohPz8f3bp10zosIiIizJ07F9OmTcMVV1yB//3vf4iLi9M6JCIiIiIiuohwpjwRNUoJCQn48MMPsXr1avz888/o1asXsrKyYLfbtQ6NiIguYaWlpZg9ezYA4J///CcT8kRERERE1ACT8kTUqKWmpqKkpAR33303pkyZgkGDBqG0tDSk5zhz5gxefvll6HQ66HQ6fPDBByE9PhERNQ2CIGDcuHE4f/48UlJS8MADD2gdEhERERERXYSYlCeiRu/yyy/Hxx9/jNWrV+OHH35Az549QzZr/syZMzh8+DBmzZoFQRCwatUqDB8+HAsWLAhB5ERE1JSsWLECmzdvRlxcHBYvXqx1OEREREREdJFiTXkialJOnz6Np59+Gp9++inuuusu5ObmolOnTgEfb8eOHejXr5/LYzqdDoBjRiQREREA/Pbbb7j22mtx9uxZvP3220hPT9c6JCIiIiIiukhxpjwRNSnt2rXDJ598gnfffRc7duxAjx49sGzZsoAT6O4J+YqKCgDA9OnTg46ViIiajkmTJuHs2bPo168fnnrqKa3DISIiIiKiixiT8kTUJD3xxBMoLi7GzTffjPT0dNxzzz04fvx4UMc8evQosrOzAQCPP/54KMIkIqImYOPGjVi9ejWioqKwfPly6PX8FZuIiIiIiDzjXwxE1GR17twZmzZtQk5ODrZv346kpCQsW7YsoGMdPXoUnTt3xuzZswEAn376aShDJSKiRqq6uhoTJkwAAEybNg3XXXedxhEREREREdHFjkl5ImrSdDodnn76aezfvx+9evVCeno6/vKXv+DkyZN+HadTp04QBAH79u3D9OnTkZGRgXfeeSdMURMRUWMxZcoU/PLLL+jWrRsyMzO1DoeIiIiIiBoBLvRKRJcMQRDwzjvv4LnnnkNUVBQWLVoUUBman376Cd26dZOOSUREl6Zdu3ahf//+EAQBW7ZswYABA7QOiYiIiIiIGgHOlCeiS4Y4a/77779HUlISnnjiCTz88MP4/fff/TrO1VdfHaYIiYiosbBarUhPT4fNZsPYsWOZkCciIiIiItWYlCeiS07Xrl3x3//+FwsXLsQnn3yC7t27Y+3atar3r6ioAACsWrUqXCESEdFFbv78+di3bx/at2+POXPmaB0OERERERE1IixfQ0SXtAMHDmDkyJEoKipCamoq3nrrLbRp00Z6/r777sPgwYORmpqKTp06oaKiAtnZ2QCAWbNmaRU2ERFp6KeffsINN9yA2tpafPzxx7j//vu1DomIiIiIiBoRJuWJ6JJntVqxYMECzJgxA61bt8bbb7+NYcOGAQA+/fRT3HfffdK22dnZuPXWW9GvXz+twiUiIg0JgoAhQ4Zgy5YtePDBB/Hhhx9qHRIRERERETUyTMoTETkVFxdj5MiR2LNnD1JTU5GTk4NWrVppHRYREV1EcnJyMHbsWMTHx+PAgQPo0KGD1iEREREREVEjw5ryREROPXr0wI4dOzB//nysW7cO3bt3x3/+8x+twyIioovEiRMnMGXKFACOb04xIU9ERERERIFgUp6ISMZkMiEzMxO7d+9G27Ztcd999yE9PR3nzp3TOjQiItLY+PHjUV5ejiFDhmD06NFah0NERERERI0Uk/JERApuuOEG7NixAy+++CKWL1+O66+/Hl9//bXWYRERkUbee+89fPLJJ2jWrBneeecd6HQ6rUMiIiIiIqJGikl5IiIPYmJiMH/+fGzbtg3R0dG44447kJ6ejurqaq1DIyKiCDKbzcjIyAAAzJs3D127dtU4IiIiIiIiasyYlCci8qFfv37Yu3cvXnzxReTm5uL666/Hli1btA6LiIgiZNy4cTCbzejXrx8mTJigdThERERERNTIMSlPRKRCbGws5s+fj8LCQhgMBtx+++1IT09HTU2N1qEREVEYffLJJ/joo48QHR2N5cuXw2AwaB0SERERERE1ckzKExH5oX///ti3bx9eeOEF5Obm4uabb8bu3bu1DouIiMKgrKwMTz/9NADglVdewXXXXadxRERERERE1BQwKU9E5KdmzZph/vz5+Pzzz1FVVYX+/ftjypQpqKur0zo0IiIKoWeeeQa//fYbevbsieeff17rcIiIiIiIqInQCYIgaB0EEVFjVVlZiRdeeAHvvPMOunfvjvz8fNx0001ah0VEREHauHEjkpOTYTQasXPnTtx4441ah0RERERERE0EZ8oTEQUhLi4OOTk52LhxI8rLy9GvXz9MmTIF9fX1WodGREQBqqysxNixYwEAU6dOZUKeiIiIiIhCijPliYhCpKKiAi+++CKWLVuG66+/Hvn5+ejVq5fWYRERkZ/Gjh2LnJwcXHPNNdi7dy9iYmK0DomIiIiIiJoQzpQnIgqRli1bIicnB5999hl+//139O3bF1OmTIHFYtE6NCIiUmnLli1YtmwZ9Ho9cnNzmZAnIiIiIqKQY1KeiCjEkpOTceDAAYwaNQpZWVkYOHAgDh48qHVYRETkQ01NDdLS0iAIAp599lnceuutWodERERERERNEJPyRERhEB8fj5ycHKxevRqHDx9Gr169kJWVBZvN5nU/VhQjItLOjBkz8PPPP6Nr166YOXOm1uEQEREREVETxZryRERhdubMGYwbNw5r167FLbfcgvz8fFx99dWK2y5atAgtW7bEyJEjIxskEdEl7ttvv8XAgQNht9vxxRdf4M4779Q6JCIiIiIiaqKYlCciipA1a9Zg3LhxqKmpwd///ne88MIL0OsvfGGptLQU119/PXQ6HYqKinDddddpGC0R0aWjpqYGvXr1wk8//YTx48fjzTff1DokIiIiIiJqwpiUJyKKoN9++w3p6elYv349br31VuTn5+Oqq66CzWbDgAEDsHv3bgBAYmIivvvuOzRr1kzjiImImr7Jkydj8eLF+H//7/9h//79aNGihdYhERERERFRE8akPBGRBtasWYOxY8eitrYWc+fORV1dHTIzM6XndTodRo8ejdzcXA2jJCJq+rZv345BgwYBAL766isMHjxY44iIiIiIiKipY1KeiEgjR48eRVpaGjZt2gSDwQC73d5godf33nsPjz/+uEYREhE1bdXV1ejZsyd+/vlnPPvss3jjjTe0DomIiIiIiC4BTMoTEWnIYrEgMTERx44dg91ud3lOr9cjOjoa3333Ha699lqNIiQiarrGjRuHt99+G926dcPevXsRGxurdUhERERERHQJ0PvehIiIwiUrKwu//vprg4Q8ANjtdtTX1+PBBx/E+fPnNYiOiKjp2rx5M3JycqDX65Gbm8uEPBERERERRQyT8kREGtm/fz9effVVr9vYbDYcPHgQzz77bISiIiJq+iorKzF69GgIgoAXXngBAwYM0DokIiIiIiK6hLB8DRGRBiwWC3r37o39+/er3ueDDz7AI488EsaoiIguDWPGjMGKFStw7bXXYs+ePYiJidE6JCIiIiIiuoRwpjwRkQZ+/peCkIEAACAASURBVPlnXH311YiPj5ceMxgMHrfX6/UYM2YMfv7550iER0TUZG3atAl5eXkwGo149913mZAnIiIiIqKI40x5IiKNHT58GF9++SU2bdqEjRs3orq6GjqdDnq9HjabTdrOYDDgmmuuwe7du1n7mIgoABUVFUhKSsLx48fx8ssvY+bMmVqHRERERERElyAm5YmILiL19fX49ttvsXnzZmzevBk7d+6EzWaDXq+XFoOdMGEClixZonGkRESNz+OPP473338fN9xwA3bt2oWoqCitQyIiIiIioksQk/JERBexc+fOYcuWLdi8eTM2bdqE//3vfxAEAR9++CEefPBBrcMjImo0PvnkEwwbNgxGoxE7duzATTfdpHVIRERERER0iWJSnsLi+PHj+Oabb7QOg6jJqaiowIEDB3D48GE8+OCDLGNDRBHVsWNH3HLLLVqH4bfff/8dPXr0wOnTpzFr1ixMnz5d65CIiIiIiOgSxqQ8hcXq1avxyCOPaB0GERERhdBDDz2ENWvWaB2G3x555BGsXr0avXr1ws6dO2EymbQOiYiIiIiILmFGrQOgpi22ulrrEIiIiCgE6h97TOsQArJ69WqsXr0a0dHR+Ne//sWEPBERERERaU6vdQBEREREROFw4sQJjBs3DgDw6quvonv37hpHRERERERExKQ8ERERETVBgiDgqaeeQllZGW699VZkZGRoHRIREREREREAJuWJiIiIqAn65z//iY0bN6JFixbIz8+HwWDQOiQiIiIiIiIATMoTERERURPzww8/YMqUKQCAJUuW4KqrrtI4IiIiIiIioguYlCciIiKiJsNiseDJJ5/E+fPncf/99+PJJ5/UOiQiIiIiIiIXTMoTERERUZMxY8YM7N69G+3bt0dubq7W4RARERERETXApDwRERERNQnbt2/H66+/Dp1Oh9zcXLRp00brkIiIiIiIiBpgUp6IiIiIGr2qqiqMHDkSNpsNEyZMQHJystYhERERERERKWJSnoiIiIgavYkTJ+Lnn3/GNddcg6ysLK3DISIiIiIi8ohJeSIiIiJq1NatW4d3330XRqMR7777Lpo1a6Z1SERERERERB4xKU9EREREjdaZM2eQnp4OAHj11VfRp08fjSMiIiIiIiLyjkl5IiIiImqUBEHA6NGjcebMGfTv3x+ZmZlah0REREREROQTk/JERERE1CgtXboUn332GZo3b478/HwYDAatQyIiIiIiIvKJSXkiIiIianQOHjyIF198EQCwePFiJCYmahwRERERERGROkzKExERNVKC2QzbmjWoT03VOhTSgGA2w7p4saptrYsXQ6isDHNEkWO1WvHkk0+ipqYGw4YNw+jRo7UOiYiIiIiISDWj1gEQAcD55s0VHzckJ0M/cCAM99wDXSOfASdUVqK2fXvEVld73MZTO7jzdoxgeO2H5GQY7r0XuoSEsJxbC6HuE1/bGjMzYZoxQ9U5PMVkmTwZ1txcxec9nT8c4yWQOJTGUci2Vfk6Yd+1C7aCAlizsgA4+sQweDD0gwdL2wjHjqH2mmsa7Ot+rWrHhtJxvO1rmjcPuquugn7AAOji4rweyzp7Nqy5uQHFoUYgcfrbLt76L5jXRMW+fuAB6Nq1Q22XLqruWV/nUTOevF1HMO9xgtkM6+zZME6ceOHfb70lxRKVnw+D7MMa/ZAhsIwZA9PSpU3idfzvf/87du3ahXbt2uGdd95Rtc+ZM2fwz3/+E7NnzwYArFq1Cn/961+l5ysqKhAfH6+4r/u2cu+88w6efvppCILg51UQEREREdGlijPl6aIQW12NmCNHXP4dW10N09KlEMrLUduzJ+zFxdoFGAL2bdt8bhNbXY2YU6dc/i3/L3rDhnCG6Lkf3njDkajs0gVCaWlYY4ikUPeJ+7Yxp05Jj0Xl58OalQXLzJnK53C2e8yRIx6T6MKxY1ICVul+cO8/8fyh5m8c3sZRSLZV8TohVFbCMnMmbAUFMI4aJe1rHD4cti1bYJk8GYLZDADQdezo6NuvvwYAmJYsUWxHsf+j8vOl43kbKzH79nlsI7GvYquroR8yBLa8PFjGjJFi8sS0aJHX54MVSJye7oNA+s+fNpWzzJwJ28qVMA4ffqGvx42TxpScvP/k/Sx/LCo/32Uff8aTUjsG+x4nVFbCMn48DI8+Cl1iIgSzGcIvv8A0Y4YUb/3IkS6z6PU9esD4wguwjB/f6GfMf/XVV5g/fz50Oh2WL1+OBBUfMpw5cwaHDx/GrFmzIAgCVq1aheHDh2PBggXSNj/88IPH/W+//XbFx7///ns8/fTT/l8EERERERFd0piUp4uG0sw9XUICjM88AwCwhXE2aLgJlZWw5eWp2tbbzFj32ZfhoNgPHTvCOG4cAMC6ZEnYY4iEcPWJfFvxZ11cnDRj1ZqVBduaNQ3P4Wx3bzNYbR9/jCjnvvaiIuVYZfv7mmUdKH/jkB7zMI6C3lbF64R14UIIxcUwzZgBXceOF/ZNTJS+vWB1zp4V6fv0gWnePAgeEr8AYP/+e+hvu+3C8by0uftMaE99pe/RA6alSwHgokigBhKn0n3gfiz5Y976z582BRwJeaG4GKZFi1ye1yUkwJCcLH3YIjKoKP2jv/tul38HMp5C+R5ny8+HrkcP6Pv0AQAIv/wi/QxcuCbL1Kmu19GnD3QdOsDm9iFDY/L777/j8ccfh91uxzPPPIPk5GRV+x0+fBj9+vWT/i3Oes/IyJAeO3LkCH799VcIgiD999tvv2H69Olo27Ztg2NWVFTgww8/DPKKiIiIiIjoUsSkPF30xISMpxINYk3d882boz41FfYtWxpsI9Zcrk9NdZQb2LBBKidwvnlz6T+R0mNqziU+Z83Lg2A2S/tbFy6EzTmjWum4aoj7uM/YFSorYVuzRjqueG55zLYNG1CfmuqYXTl5suJsbV/EhJK8H4TKSljz8qRzW2bOdGkjKSbZbE35c/Y9e1zqYYv9Ypk8GcKxY47HnNcmf0x+bUr94V5nWzxufWqqdIxw9ok3pnnzUD9ypGJi3huhshJCeTkMzgSUxVmyItKCjUNpHIVkWy+vE/biYlizsmAYNcrj/oa0NFhzcxvc04YHHoA1N1exv8S2UFMKxN+xoktIgHHiRNg2bFD1jQ7A9X6Q3y9q70f3+ytccSoex8frvBKlNrXv2gVrVhaML7zgcT958jrm4EHV8YnbBjOePB0bUH/tgtkMy9SpMMg+EJRfEwDpAxJjZmbD2FJSYJk61ee3MC5G/5+9e4+Lss77P/4eAbU8gd4YWh7KLCuN9FbRjCwrNdQoUtO01jyxmll7/2jNlbzd0tCy3fShtpCaWqyF5oqWaR7KG8tjHhYriyzDE8omHjAVhPn9AdfVDMzAcJqLw+v5ePhouK5rvtdnrplBe893Pl+73a5Ro0bpxIkT6tSpk2JiYjy+r2MgL+UF6pIUHR1tbuvVq5datmzpdNyWLVs0cOBAl2MuXLhQzz33nMc1AAAAAICBUB6VnhEU+bn4n297erqyx4+XLb8vuO+ECboSFubUBiD7lVeUk5AgvwUL8mb3XrrktCiiY0sBc5uLoKa4c12dO1c+jz2may5elM/jj+vq22+b93XsI16wRUJJroEr2aNGyZ6ZabZHyF23zmnWavb48coaNEg569bJfuiQfEaPln79tUTnlxxCntGjzW1XX35Z2RMmqO6RI6p76JCuzpqV1+N44kRzNqrv6NHynTjRvI/vxInyCQtT3SNHdNUIqNetU25ysjmL9erChbo6e7Zyd+2Sz6BBeWPnbzPrKeL5yB4//vdxd+3KO9+hQ8pZt84coyKfk6L4Tpwo30mTlDViRInaVeRu2CCfxx6TlNdORXLdOqailbUOV6+jcjm2iN8TufmvxVodOri9v61VK0lSToEQ1daihflBSsEZ647XwpPaSsrWsaN5Hk/Yf/5ZvhMnqu6RI7KfOKHL7drJnp7u8fvRccZ3RdbpsvYinr+iji8oZ/36vJpuvLHI+xvv95I8ZuPYsryeXCnpY8/dvTvvHDfd5Ha8q2+9JUnyHTq0cG359zPGqUrmzJmjNWvWqF69evrnP/+pOnXqlGqc1NRUzc7/u+Cpp54yt7uaDb9161YFBwcX2r5lyxb16NHD5X0AAAAAoDiE8qjUcpOTlf0//yOfsDD5uAgXcr/4Qjnr1plf1TdaieT86195+7duzZs1OXWqOZu1ULsRN60zSnqu7MmTpbp18+7fsKHZeqMsjBmsrhadlPIeX866dfLp3998LL4vvpgXRucHZLUdZvja2rXLaznhYR9qI2y1nz9vhjw+w4b9fkCTJvIdPVq2wEDzmhmzPY3WH1cXLnQK0HKTk+UzeLBsgYFOtRkBlzHj8+rChebtgmNLRT8fTuMWMUZpFPeceML3hRfkExamK926edSj337+vHK3bfv9GnXuLMl965iKUto6in0dlfJYx/sU9XvCaOFRVABrzlbOXyTTkc/DD+edp8BM8JyEhCKD2bK+Vko6g9p8rQcGyu+11/Jq/Phjc19x78fSKs0sd0fFPX+OirumxvNXkQuZlvX15Kgkj928T/77zdX5jUWKjfPmfPpp4QEaNco79scfPTpfZZGcnKzJ+dd+wYIFuvXWW0s1Tmpqqlq1amUu9rp27Vq3xx44cEA9XbSNO336tA4fPlxo9j0AAAAAeIpQHpWSEbxc6dZNvhMmqPaKFS5DlpyEBKfjzXYxRiCxapWkomc0eqq4c/mOHq3LrVsrZ8UK2c+fly0wsMyLbJqLGbppsWA8Pqeez/lhlVGvo5L2GL/SrVteANasmSSpzo4dTm0S/KZOld+cOXkzMx1aYhhq3X9/Xi2bNpnbcj//XLXKIcgo7vmoKMU9J56wNWz4ey/uv/yl2DYS9n375BMRYf5svJ5zK3jh3/Kqo7jXUWmP9fT3RFnZ2raV7+jRTmsQ5O7aJZ/Bg4u8X3m8VkrL6KXu2F6oIt+PpVGa58/Ka1qeyvLaLep3nLlI8Y4d8p00SdmTJ+tqgbUzjL8HCvabr8wuXryowYMH6/Llyxo8eLCefvrpUo/VsmVL2e127d+/X9HR0YqKitI777zj8tiVK1e6XOA1MTFRY8aMKXUNAAAAAEAoj0rJCF58wsKK/Pq/0RPcON7xj1T2WdElOZfvhAnyCQtT1ogRutysmcuQurTczch09fiMwCWnHAJbx8foN3Wqyw83rr77bt5Mz/zZxI5qdegg39GjlT1hQl7/7fPnZT98uNRtMhwV93xUtLI+BltgoOrs2KGcAu2GXLk6b56uhIUV+gAiZ906j2bal5fS1uHJ66gsxxb3e8Loq+3JgqmuenBLeT3Cc9atM3uE58THexxml/a1UlRf8NKoqPdjaev09PlzxV3NRqujilwctzxeT2V57J6o1aGD2brGqvUnytP48eN16NAhtWnTxm2AXlLBwcFm65qxY8cW2n/69GlJhVvarF27Vn0KLPwLAAAAACVFKI9KzW/BAtmTk4tdmNSbwaS7c9natlXtFSvyZiiOHp03Q7Ecg3lXYbOx2Karmdae9OEuq5wVK5Q9YYL8/vY3c2ZuQT75deRu2KDcbduKbUVSUt587gsq6wcAtTp0UO0VK/J63ee3ainImJFd8IOHOjt25O3fv7/E581+/vkS36ci6igvxf2eMBbEtBcxu9pom+PjolWF9HugfXXePPPYkoTZpXmt2PftK7ImTxT8PVAR78ey1unp7/mCXF3TWvlhqf2XX0pViyfK4/VkKO1j94S738lVTUJCgpYtWyY/Pz/Fx8erYQm/8VWUW265xe0+dwu8PvLII2rVqpVsNpv5x+B4GwAAAACKQiiPSs0WGFhkaGEsNHl1+XJz1qI9Pd0Mw42F88pjQcziznWpXj3Zz583e7bX2bGjwtsDGO0z7D//bG4zanNsM1JRskaMkFR0OGmEmVkjRijn3XfdtiIpqeKej6rCJyxMtZcscduSIic+3gwaHdXq0CFvlq2LNkVFyd21S7XuuafEdZZ3HeWpuN8TtXr2zGs/Ex/vdoychQvlO2lSoTUnHBmz5a++8kqp31/2o0c9CmDt6em6Om+efMLCiqzJHeN3XsHnurzfj2WtUyr++Su2Bodr6hMWlvd6LOJbUu7abXmqvF5PUukeu/H3WnEz9Y39tZcscbm/vL6BUZEOHz5stomZOXOmQkJCynX8c+fOSZKWL19eaJ+7BV7tdnuhP477AAAAAMAThPKoNBxnezvetgUGynfqVF2dNUtX333XaZ+xwOnVWbN0uVmzvF7UrVvL57HH8vbnt1S5+sor5uKGrtq6mC0P8mdd5+7aZe4zZhUXdy5JuvrWW+Z5bP7+ZngiOc9qLyoQcgxaigtdavXpI5+wMF194w3zuuRu2CDf0aPNMKi4fuVFnr+Y+5qP6ehRpxnrBe9nzMatlX+8q+Mcg/WC+11tK+r5cDmui8dVEc+Ju2NdPRaDz6BBLgOynBUrpCZN3K4FYOvQQTnr1uUdV+A8ruTu2qUr999vrjvgqVLVUYLXUYmOLcXvCUnyjY6WmjRR9iuvOL9WU1LywtAmTYpdnNkItHPWrZOtY8diH0uhfUeP6urs2fLp27fQsY63c5OTlT1+vCSZaw8UxXgdG6117OnpuvrKK/KLiTEXQnY63s370W3dpaizuPdBwdtFPX8luaZGLfYTJ5T9/POFvkljP3o0r92Wm0VV3dVXUGleT6V97RZku/nmvBv5gbIkZQ0apKtz55p//xgLJftOmlToNWAcYyzUXFllZ2dr+PDhOn/+vPr27as//elPZRrvkUce0ZtvvqnU1FRJeYH87NmzFR0drSFDhjgd626BVwAAAAAoLzY703pQARISEvTEE0943LLB6E1dkOP9c5OTdSW/h7NfTIx8J06UlB/KvPuurs6aJd/Ro+UbFeU0czs3OVk5Cxfq6sKF8ps3Tz6PP24uImmMbwQ1OevWqfaKFXm94QcNks/gwap1333mAnxFnetSvXqqe+SIcpYvV/bkyU41OtbvO2mSfMeNc7monyfXoSB7erpyPv7Y7Btce8kS1erTxwxQHcf0CQtTbYfgtKznL/iYrr79tvTrr4WeAykvNPJ77TWnlgoFz3fNxYseb5PcPx+ejlHez4m7Yz29f9agQebzU3CsuocOOV3TkpyroLonT3q86G951lGSa1baY939njD3b92qnK1bf1+gedIk+fTs6fEs79zkZOXu2SPfZ57xuL6C6p48af4OcsUvJka1unUr0Sz23K1bdXXePOWsWyff0aPlExFR5GNy9X50pajH5K7Okr42i3r+PP22UcHXtP38eeVu26bcDRvMtTd8wsJUKyxMPg8+6PLbPaX5/evp66k8XrvmY0tP1+XWrVXn88/Na5+zbp2yHML3ol5DxodzdY8cKfHCyFnDh+sxHx+tKOLvkfISFRWlN998U9ddd53279+voKCgMo23du1aPfLII+bPs2fPVo8ePdTNxdoQL7/8sp577rlC/eTdMdrW8E9qAAAAAJ4ilEeFKGko721GQFJZ66tu7OfP6+rLL8tvzhyrSwFqPN6PVZ/xzR53wX1Rsl95RTZ//1Ld11uh/IYNG/Twww/LZrNp/fr1euihhyr0fAAAAADgbbSvAVDhcj76yCs97gEUj/dj1eczYoRyk5KcWq15Ijc5WfbkZPnkrwdSGZ0+fVojRoyQ3W7XpEmTCOQBAAAAVEuE8qhxPO0ZjLLJfuUVXapXL28B3KNHS70IJICy4/1YvdgaNpTfggW6+sYbHi9kbk9JUc7ChfJbsMDj9lXelpubq+HDhystLU1dunTRtGnTrC4JAAAAACqEr9UFAN52uXVrp9u0sKkYRs9mv3nzXPbfhrU87fvN+6N64P1Y/dgCA+W3aJFylixRrQ4dij0+59NP5RsdXeI+8t70xhtvaOPGjWrUqJE+/PBD1a5d2+qSAAAAAKBC0FMeFaKy95QHAAAlU5E95bdv366ePXsqOztb8fHxevLJJ8v9HAAAAABQWdC+BgAAAJY5deqUBg4cqOzsbI0bN45AHgAAAEC1RygPAAAAS+Tk5Gj48OE6ceKEunTpor///e9WlwQAAAAAFY5QHgAAAJaYMmWKNm3apICAAH344YeqU6eO1SUBAAAAQIUjlAcAAIDXffzxx3r99ddls9n07rvv6sYbb7S6JAAAAADwCkJ5AAAAeNUvv/yiESNGyG63a8qUKQoPD7e6JAAAAADwGkJ5AAAAeM3ly5f1+OOP69dff9X999+vadOmWV0SAAAAAHgVoTwAAAC85rnnntPXX3+toKAg/fOf/5SPj4/VJQEAAACAVxHKAwAAwCvi4+O1cOFC+fr6KiEhQUFBQVaXBAAAAABeRygPAACACpecnKyxY8dKkt544w2FhoZaXBEAAAAAWINQHgAAABXqwoULGjx4sH777TeFh4fr+eeft7okAAAAALAMoTwAAAAqjN1u1zPPPKNDhw6pbdu2Wrp0qWw2m9VlAQAAAIBlCOUBAABQYd5880199NFHqlu3rj788EM1atTI6pIAAAAAwFKE8gAAAKgQ27dv15QpUyRJb7/9tjp27GhxRQAAAABgPV+rC0D1lvPRR1aXAAAAyoH9+HGpZUuPjz916pQGDhyorKwsjR07ViNGjKi44gAAAACgCiGUR4XKevppq0sAAADlxcNQPisrSwMHDtSJEyfUqVMnzZkzp4ILAwAAAICqw2a32+1WFwEAQHnJyspShw4d9OOPPyoyMlIxMTH0sAa8LDIyUnFxcWrSpIl27dqlm266yeqSAAAAAKDSoKc8AKBaqV27tvbt26cXX3xRcXFxateunZYtW2Z1WUCNsWDBAsXFxcnPz08rVqwgkAcAAACAApgpDwCotg4cOKAxY8Zo9+7d6t+/vxYsWKAWLVpYXRZQbX355Zfq1auXsrKyNH/+fI0fP97qkgAAAACg0mGmPACg2goODtZXX32lt956S1988YVuu+02zZo1Szk5OVaXBlQ7qampioiIUFZWlv7whz8QyAMAAACAG8yUBwDUCD///LPGjRunDRs2qHv37nrnnXd0xx13WF0WUC1cunRJ9957r/bs2aPu3bvr888/V506dawuCwAAAAAqJWbKAwBqhBtvvFHr169XQkKCDh8+rI4dO+qll17S5cuXrS4NqNLsdrtGjhypPXv26Prrr9eqVasI5AEAAACgCITyAIAaZdCgQTp06JCeeeYZvf7662rfvr02bdpkdVlAlTVjxgx98MEHqlu3rlatWqWgoCCrSwIAAACASo1QHgBQ4wQEBCg2NlZffPGFfH191bt3bz399NP6z3/+Y3VpQJWycuVKTZ06VTabTe+88466du1qdUkAAAAAUOkRygMAaqx7771X+/bt09SpU/Xhhx+qffv2WrZsmdVlAVXC3r17NWLECNntdv3lL3/R8OHDrS4JAAAAAKoEFnoFAEBScnKyxowZo507dyosLEwLFixQq1atrC4LqJROnjyprl276tixY4qIiNCKFStUqxZzPQAAAADAE/zfEwAAkjp06KCvvvpKsbGxSkpK0u23365Zs2YpJyfH6tKASuXSpUt69NFHdezYMXXs2FHLli0jkAcAAACAEmCmPAAABZw4cULPPfecVq1apbvuukvvvPOOOnfubHVZgOXsdruefPJJffDBB2rWrJl27dqlG264weqyAAAAAKBKYVoTAAAFNG/eXB999JHWrFmj//znP+revbuef/55ZWZmWl0aYKno6Gh98MEHuuaaa7R69WoCeQAAAAAoBUJ5AADcGDBggJKTkzV+/HjNmzdPd955pzZs2GB1WYAlli5dqpiYGNlsNi1btkxdu3a1uiQAAAAAqJII5QEAKIK/v7/mzJmjrVu3qm7duurbt68GDx6s9PR0q0sDvGbjxo0aM2aM7Ha7Xn31VQ0cONDqkgAAAACgyqKnPAAAHsrOztbf/vY3/e///q+uvfZazZw5U2PGjJHNZrO6NKDCHDx4UKGhoTp79qxGjRqlhQsXWl0SAAAAAFRphPIAAJRQSkqKIiMj9fnnn6tnz56KjY3VrbfeanVZQLk7fvy4unfvrqNHj+rhhx/WmjVr5Ovra3VZAAAAAFCl0b4GAIASatu2rTZv3qylS5cqOTlZHTt21LRp05SVlWV1aUC5OX/+vPr166ejR4+qU6dOSkhIIJAHAAAAgHLATHkAAMogLS1Nf/7zn/Xee+/pzjvvVFxcnEJCQqwuCyiT7Oxs9evXTxs3blTr1q21fft2BQUFWV0WAAAAAFQLzJQHAKAMgoKCtGzZMq1du1YZGRm6++67FRkZqQsXLlhdGlAqdrtdo0eP1saNG9WoUSOtWbOGQB4AAAAAyhGhPAAA5aB///767rvv9OKLL2rRokVq166d/vWvf1ldFlBiU6ZM0bJly1S7dm2tWrVKHTp0sLokAAAAAKhWCOUBACgn9erV08yZM5WUlKTGjRsrIiJCAwYM0PHjx60uDfDIwoULFRMTI5vNpkWLFqlXr15WlwQAAAAA1Q6hPAAA5ax79+7au3evZs6cqU2bNql9+/aaM2eOcnNzrS4NcGvdunUaN26cJOmNN97Q8OHDLa4IAAAAAKonFnoFAKACHT58WH/84x+1adMmhYaGKjY2VrfddpvVZQFOvv76a913333KzMxUZGSk/vGPf1hdEgAAAABUW8yUBwCgArVp00afffaZli5dqu+++07BwcF66aWXdOXKFatLAyRJP//8s/r376/MzEz1799f8+fPt7okAAAAAKjWmCkPAICXnDp1Si+++KLee+89tW/fXnFxcerevbvVZaEGO3PmjHr06KFDhw6pS5cu+vzzz1WvXj2rywIAAACAao2Z8gAAeMl1112nZcuW6ZNPPtGFCxfUo0cPRUZG6vz58+V+rtOnT+vll1+WzWaTzWbTBx98b18R4wAAIABJREFUUO7nQNV2+fJlhYeH69ChQ2rTpo0+/vhjAnkAAAAA8AJCeQAAvCwsLEzffvut/vznP2vRokVq166dVq5cWW7jnz59Wj/99JNeffVV2e12LV++XEOHDtWbb75ZbudA1Zabm6unnnpK27ZtU2BgoNavX6+mTZtaXRYAAAAA1Ai0rwEAwEL79+/XmDFjtGfPHvXv318LFixQixYtyjTmjh071K1bN6dtNptNksRf+5CkF154QXPmzNE111yjzZs300YJAAAAALyImfIAAFjorrvu0vbt2/XWW2/piy++UIcOHTRnzhzl5uaWesyCgfy5c+ckSdHR0WWqFdXDyy+/rDlz5sjPz08rVqwgkAcAAAAALyOUBwDAYr6+vnr++ef173//W926ddMLL7yg0NBQffPNN2UeOzU1VbNnz5YkPfXUU2UeD1Xb/PnzNX36dNlsNsXGxqpfv35WlwQAAAAANQ6hPAAAlcSNN96o9evXKyEhQSkpKerYsaNeeuklXb58uVTjpaamqlWrVpo+fbokae3ateVZLqqY+Ph4TZw4UZI0e/ZsPfPMMxZXBAAAAAA1E6E8AACVzKBBg/T999/rmWee0euvv64OHTpo8+bNJR6nZcuWstvt2r9/v6KjoxUVFaV33nmnAipGZffxxx9rxIgRys3N1dSpU/U///M/VpcEAAAAADUWC70CAFCJbd26VZGRkfrhhx80fPhw/f3vf1eTJk1KPM4PP/ygW2+9VRKLvdY027dv10MPPaSLFy/qj3/8o95++22rSwIAAACAGo1QHgCASu7SpUuaNWuWYmJiFBAQoNdff11PP/10icex2WySCOVrkuTkZPXs2VMZGRl67LHHtGLFCvn4+FhdFgAAAADUaLSvAQCgkrvmmms0bdo07d69W61bt9Yf/vAH9evXT7/88ovHY5w7d06StHz58ooqE5XM4cOH1bt3b2VkZOjBBx/U8uXLCeQBAAAAoBJgpjwAAFVIbm6uFi5cqKioKOXk5Gjq1KmKiopyClsfeeQR9ezZU4MGDVLLli117tw5zZ49W5L06quvWlU6vOjEiRO655579PPPPyskJESbNm1S/fr1rS4LAAAAACBCeQAAqqQTJ05owoQJ+te//qWOHTsqLi5OnTt3liStXbtWjzzyiHns7Nmz1aNHD3Xr1s2qcuFF586d03333af9+/frjjvu0P/93/+pcePGVpcFAAAAAMhHKA8AQBW2du1ajRs3TqdOndL48eP12muvqV69elaXBYtcunRJvXv31rZt29SiRQt9+eWXatGihdVlAQAAAAAc0FMeAIAqbMCAATp48KDGjx+vefPm6c4779Rnn31mdVmwQHZ2tgYOHKht27YpMDBQGzduJJAHAAAAgEqIUB4AgCrO399fc+bM0RdffKE6deqoT58+Gjx4sNLT060uDV5it9s1ZswYrVu3Tg0bNtT69et16623Wl0WAAAAAMAFQnkAAKqJ0NBQHThwQDNnztSaNWvUrl07xcXFiU511d+ECRO0dOlSXXPNNVq7dq06depkdUkAAAAAADcI5QEAqEb8/Pw0adIk/fvf/9add96pyMhI9erVSz/88IPVpaGCTJo0SQsWLJCvr68+/PBD3XvvvVaXBAAAAAAoAqE8AADV0C233KItW7YoNjZWe/fu1V133aVp06YpOzvb6tJQjv7617/q9ddfV61atbRkyRINGDDA6pIAAAAAAMWw2flOOwAA1drJkyc1ceJErVy5UsHBwYqLi1PXrl2tLgtlNGfOHL3wwgu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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run heuristic process miner on the whole dataset and visualize the resulting net\n",
    "net = pm.discover_heuristics_net(event_log)\n",
    "pm.view_heuristics_net(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>concept:name</th>\n",
       "      <th>time:timestamp</th>\n",
       "      <th>case:concept:name</th>\n",
       "      <th>start:timestamp</th>\n",
       "      <th>lifecycle:transition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Request For Payment REJECTED by ADMINISTRATION</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Request For Payment REJECTED by ADMINISTRATION</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Request For Payment REJECTED by EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:24:32+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Request For Payment REJECTED by EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:24:32+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Request For Payment SUBMITTED by EMPLOYEE</td>\n",
       "      <td>2018-02-14 14:47:01+00:00</td>\n",
       "      <td>request for payment 153160</td>\n",
       "      <td>2018-02-14 08:56:47+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2789</th>\n",
       "      <td>Request For Payment FINAL_APPROVED by SUPERVISOR</td>\n",
       "      <td>2018-12-20 08:14:26+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2787</th>\n",
       "      <td>Request Payment</td>\n",
       "      <td>2018-12-20 08:22:54+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2787</th>\n",
       "      <td>Request Payment</td>\n",
       "      <td>2018-12-20 08:22:54+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788</th>\n",
       "      <td>Payment Handled</td>\n",
       "      <td>2019-01-03 10:59:16+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>start</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2788</th>\n",
       "      <td>Payment Handled</td>\n",
       "      <td>2019-01-03 10:59:16+00:00</td>\n",
       "      <td>request for payment 185301</td>\n",
       "      <td>2018-12-19 12:56:10+00:00</td>\n",
       "      <td>complete</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5582 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          concept:name  \\\n",
       "0       Request For Payment REJECTED by ADMINISTRATION   \n",
       "0       Request For Payment REJECTED by ADMINISTRATION   \n",
       "6             Request For Payment REJECTED by EMPLOYEE   \n",
       "6             Request For Payment REJECTED by EMPLOYEE   \n",
       "1            Request For Payment SUBMITTED by EMPLOYEE   \n",
       "...                                                ...   \n",
       "2789  Request For Payment FINAL_APPROVED by SUPERVISOR   \n",
       "2787                                   Request Payment   \n",
       "2787                                   Request Payment   \n",
       "2788                                   Payment Handled   \n",
       "2788                                   Payment Handled   \n",
       "\n",
       "                time:timestamp           case:concept:name  \\\n",
       "0    2018-02-14 08:56:47+00:00  request for payment 153160   \n",
       "0    2018-02-14 08:56:47+00:00  request for payment 153160   \n",
       "6    2018-02-14 14:24:32+00:00  request for payment 153160   \n",
       "6    2018-02-14 14:24:32+00:00  request for payment 153160   \n",
       "1    2018-02-14 14:47:01+00:00  request for payment 153160   \n",
       "...                        ...                         ...   \n",
       "2789 2018-12-20 08:14:26+00:00  request for payment 185301   \n",
       "2787 2018-12-20 08:22:54+00:00  request for payment 185301   \n",
       "2787 2018-12-20 08:22:54+00:00  request for payment 185301   \n",
       "2788 2019-01-03 10:59:16+00:00  request for payment 185301   \n",
       "2788 2019-01-03 10:59:16+00:00  request for payment 185301   \n",
       "\n",
       "               start:timestamp lifecycle:transition  \n",
       "0    2018-02-14 08:56:47+00:00                start  \n",
       "0    2018-02-14 08:56:47+00:00             complete  \n",
       "6    2018-02-14 08:56:47+00:00                start  \n",
       "6    2018-02-14 08:56:47+00:00             complete  \n",
       "1    2018-02-14 08:56:47+00:00                start  \n",
       "...                        ...                  ...  \n",
       "2789 2018-12-19 12:56:10+00:00             complete  \n",
       "2787 2018-12-19 12:56:10+00:00                start  \n",
       "2787 2018-12-19 12:56:10+00:00             complete  \n",
       "2788 2018-12-19 12:56:10+00:00                start  \n",
       "2788 2018-12-19 12:56:10+00:00             complete  \n",
       "\n",
       "[5582 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the data  for all mandatory properties columns within the event log\n",
    "activities_data = event_log.getMandatoryPropertiesData()\n",
    "activities_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 233,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 124,\n",
       " 'Request For Payment REJECTED by EMPLOYEE,Request For Payment REJECTED by ADMINISTRATION,Request For Payment FOR_APPROVAL by ADMINISTRATION,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 4,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request Payment,Request For Payment FINAL_APPROVED by SUPERVISOR,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by BUDGET OWNER,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by BUDGET OWNER,Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 2,\n",
       " 'Request For Payment APPROVED by BUDGET OWNER,Request For Payment REJECTED by SUPERVISOR,Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 2,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by SUPERVISOR,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 3,\n",
       " 'Request For Payment REJECTED by SUPERVISOR,Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by EMPLOYEE,Request For Payment REJECTED by ADMINISTRATION,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by BUDGET OWNER,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled': 1,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment APPROVED by SUPERVISOR,Request For Payment FINAL_APPROVED by DIRECTOR,Request Payment,Payment Handled': 2,\n",
       " 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by SUPERVISOR,Request For Payment FINAL_APPROVED by DIRECTOR,Request Payment,Payment Handled': 1}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get all process variants within the event_log\n",
    "event_log.getVariants()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore particular variant - get the heuristic process net for the chosen variant\n",
    "from sax.core.utils.constants import LifecycleTypes\n",
    "variant1 = 'Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled'\n",
    "net = pm.discover_heuristics_net(event_log,[variant1],[LifecycleTypes.COMPLETE.value])\n",
    "pm.view_heuristics_net(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore particular variant - get the heuristic process net for two chosen variants\n",
    "from sax.core.utils.constants import LifecycleTypes\n",
    "\n",
    "variant2='Request For Payment REJECTED by ADMINISTRATION,Request For Payment REJECTED by EMPLOYEE,Request For Payment SUBMITTED by EMPLOYEE,Request For Payment APPROVED by ADMINISTRATION,Request For Payment APPROVED by BUDGET OWNER,Request For Payment FINAL_APPROVED by SUPERVISOR,Request Payment,Payment Handled'\n",
    "net = pm.discover_heuristics_net(event_log,[variant1,variant2],[LifecycleTypes.COMPLETE.value])\n",
    "pm.view_heuristics_net(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 7.0.6 (20230106.0513)\n",
       " -->\n",
       "<!-- Pages: 1 -->\n",
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   ],
   "source": [
    "# Get causal discovery model for the event log\n",
    "\n",
    "import sax.core.causal_process_discovery.causal_discovery as cd\n",
    "result = cd.discover_causal_dependencies(event_log)\n",
    "cd.view_causal_dependencies(result)"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
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   ],
   "source": [
    "# Explore particular variant - get the causal model for chosen variant\n",
    "\n",
    "import sax.core.causal_process_discovery.causal_discovery as cd\n",
    "result = cd.discover_causal_dependencies(event_log,[variant1])\n",
    "cd.view_causal_dependencies(result)\n"
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  },
  {
   "cell_type": "code",
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     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Explore particular variant - get the causal model for two chosen variants\n",
    "\n",
    "import sax.core.causal_process_discovery.causal_discovery as cd\n",
    "result = cd.discover_causal_dependencies(event_log,[variant1,variant2])\n",
    "cd.view_causal_dependencies(result)"
   ]
  }
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