{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Analyzing PSE disclosures data\"\n",
    "> \"Studying the relationship between JFC's price movements and its company disclosures\"\n",
    "\n",
    "- toc: true\n",
    "- branch: master\n",
    "- badges: true\n",
    "- comments: true\n",
    "- author: Jerome de Leon\n",
    "- categories: [disclosures]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/enzoampil/fastquant/blob/master/examples/2020-04-10-disclosures.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# uncomment to install in colab\n",
    "# !pip install -e git+https://github.com/enzoampil/fastquant.git@master#egg=fastquant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-10T03:37:10.980964Z",
     "start_time": "2020-04-10T03:37:10.879219Z"
    }
   },
   "outputs": [],
   "source": [
    "from fastquant import DisclosuresPSE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fetching company disclosures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pulling JFC disclosures summary...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/12 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 pages detected!\n",
      "Found 12 disclosures between 1-1-2020 & 5-1-2020 with 4 types:\n",
      "['Press Release' 'Declaration of Cash Dividends'\n",
      " 'Material Information/Transactions' 'Joint Ventures']\n",
      "Pulling details in all JFC disclosures...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12/12 [00:09<00:00,  1.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved: /home/prometheus/github/research/project/fastquant/python/fastquant/data/JFC_disclosures_1-1-2020_5-1-2020.csv\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "dpse = DisclosuresPSE(symbol='JFC', \n",
    "                      start_date='1-1-2020', \n",
    "                      end_date='5-1-2020'\n",
    "                     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DisclosuresPSE('JFC', 'all', '1-1-2020', '5-1-2020', True, False)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Company Name</th>\n",
       "      <th>Template Name</th>\n",
       "      <th>PSE Form Number</th>\n",
       "      <th>Announce Date and Time</th>\n",
       "      <th>Circular Number</th>\n",
       "      <th>edge_no</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-04-15 07:41:00</td>\n",
       "      <td>C02771-2020</td>\n",
       "      <td>2fd88ba354823b280de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Declaration of Cash Dividends</td>\n",
       "      <td>6-1</td>\n",
       "      <td>2020-04-07 10:16:00</td>\n",
       "      <td>C02610-2020</td>\n",
       "      <td>4b9121b34dd8b8e80de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-03-20 07:16:00</td>\n",
       "      <td>C02127-2020</td>\n",
       "      <td>a5df62b1a9558fe60de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-03-19 07:31:00</td>\n",
       "      <td>C02092-2020</td>\n",
       "      <td>6a7705d00b3e6fb50de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Material Information/Transactions</td>\n",
       "      <td>4-30</td>\n",
       "      <td>2020-03-16 12:49:00</td>\n",
       "      <td>C01925-2020</td>\n",
       "      <td>5b6a51f239ad5a6f0de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Company Name                      Template Name  \\\n",
       "0  Jollibee Foods Corporation                      Press Release   \n",
       "1  Jollibee Foods Corporation      Declaration of Cash Dividends   \n",
       "2  Jollibee Foods Corporation                      Press Release   \n",
       "3  Jollibee Foods Corporation                      Press Release   \n",
       "4  Jollibee Foods Corporation  Material Information/Transactions   \n",
       "\n",
       "  PSE Form Number Announce Date and Time Circular Number  \\\n",
       "0            4-31    2020-04-15 07:41:00     C02771-2020   \n",
       "1             6-1    2020-04-07 10:16:00     C02610-2020   \n",
       "2            4-31    2020-03-20 07:16:00     C02127-2020   \n",
       "3            4-31    2020-03-19 07:31:00     C02092-2020   \n",
       "4            4-30    2020-03-16 12:49:00     C01925-2020   \n",
       "\n",
       "                            edge_no  \\\n",
       "0  2fd88ba354823b280de8473cebbd6407   \n",
       "1  4b9121b34dd8b8e80de8473cebbd6407   \n",
       "2  a5df62b1a9558fe60de8473cebbd6407   \n",
       "3  6a7705d00b3e6fb50de8473cebbd6407   \n",
       "4  5b6a51f239ad5a6f0de8473cebbd6407   \n",
       "\n",
       "                                                 url  \n",
       "0  https://edge.pse.com.ph/openDiscViewer.do?edge...  \n",
       "1  https://edge.pse.com.ph/openDiscViewer.do?edge...  \n",
       "2  https://edge.pse.com.ph/openDiscViewer.do?edge...  \n",
       "3  https://edge.pse.com.ph/openDiscViewer.do?edge...  \n",
       "4  https://edge.pse.com.ph/openDiscViewer.do?edge...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# summary of each disclosure \n",
    "dpse.company_disclosures.head()"
   ]
  },
  {
   "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>Company Name</th>\n",
       "      <th>Template Name</th>\n",
       "      <th>PSE Form Number</th>\n",
       "      <th>Announce Date and Time</th>\n",
       "      <th>Circular Number</th>\n",
       "      <th>edge_no</th>\n",
       "      <th>url</th>\n",
       "      <th>disclosure_table</th>\n",
       "      <th>Background/Description of the Disclosure</th>\n",
       "      <th>Subject of the Disclosure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-04-15 07:41:00</td>\n",
       "      <td>C02771-2020</td>\n",
       "      <td>2fd88ba354823b280de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>JFC Reports 2019 Results Based on Audited Fina...</td>\n",
       "      <td>Press Release: 2019 Audited Financial Results</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Declaration of Cash Dividends</td>\n",
       "      <td>6-1</td>\n",
       "      <td>2020-04-07 10:16:00</td>\n",
       "      <td>C02610-2020</td>\n",
       "      <td>4b9121b34dd8b8e80de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>Jollibee Foods Corporation (JFC) announced tod...</td>\n",
       "      <td>JFC Declares Cash Dividend, Delivery Business ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-03-20 07:16:00</td>\n",
       "      <td>C02127-2020</td>\n",
       "      <td>a5df62b1a9558fe60de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>Jollibee Foods Corporation (JFC) Chairman and ...</td>\n",
       "      <td>Jollibee Group allocates Php1 Billion Emergenc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-03-19 07:31:00</td>\n",
       "      <td>C02092-2020</td>\n",
       "      <td>6a7705d00b3e6fb50de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>In support of health workers and other frontli...</td>\n",
       "      <td>Jollibee Group Donates Php 100 Million worth o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Material Information/Transactions</td>\n",
       "      <td>4-30</td>\n",
       "      <td>2020-03-16 12:49:00</td>\n",
       "      <td>C01925-2020</td>\n",
       "      <td>5b6a51f239ad5a6f0de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>This provides a brief summary for Jollibee Foo...</td>\n",
       "      <td>Risks, Impact on the Business and Mitigation M...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Company Name                      Template Name  \\\n",
       "0  Jollibee Foods Corporation                      Press Release   \n",
       "1  Jollibee Foods Corporation      Declaration of Cash Dividends   \n",
       "2  Jollibee Foods Corporation                      Press Release   \n",
       "3  Jollibee Foods Corporation                      Press Release   \n",
       "4  Jollibee Foods Corporation  Material Information/Transactions   \n",
       "\n",
       "  PSE Form Number Announce Date and Time Circular Number  \\\n",
       "0            4-31    2020-04-15 07:41:00     C02771-2020   \n",
       "1             6-1    2020-04-07 10:16:00     C02610-2020   \n",
       "2            4-31    2020-03-20 07:16:00     C02127-2020   \n",
       "3            4-31    2020-03-19 07:31:00     C02092-2020   \n",
       "4            4-30    2020-03-16 12:49:00     C01925-2020   \n",
       "\n",
       "                            edge_no  \\\n",
       "0  2fd88ba354823b280de8473cebbd6407   \n",
       "1  4b9121b34dd8b8e80de8473cebbd6407   \n",
       "2  a5df62b1a9558fe60de8473cebbd6407   \n",
       "3  6a7705d00b3e6fb50de8473cebbd6407   \n",
       "4  5b6a51f239ad5a6f0de8473cebbd6407   \n",
       "\n",
       "                                                 url  \\\n",
       "0  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "1  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "2  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "3  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "4  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "\n",
       "                                    disclosure_table  \\\n",
       "0  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "1  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "2  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "3  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "4  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "\n",
       "            Background/Description of the Disclosure  \\\n",
       "0  JFC Reports 2019 Results Based on Audited Fina...   \n",
       "1  Jollibee Foods Corporation (JFC) announced tod...   \n",
       "2  Jollibee Foods Corporation (JFC) Chairman and ...   \n",
       "3  In support of health workers and other frontli...   \n",
       "4  This provides a brief summary for Jollibee Foo...   \n",
       "\n",
       "                           Subject of the Disclosure  \n",
       "0      Press Release: 2019 Audited Financial Results  \n",
       "1  JFC Declares Cash Dividend, Delivery Business ...  \n",
       "2  Jollibee Group allocates Php1 Billion Emergenc...  \n",
       "3  Jollibee Group Donates Php 100 Million worth o...  \n",
       "4  Risks, Impact on the Business and Mitigation M...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# includes details\n",
    "dpse.disclosures_combined.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6, 2)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get details in each disclosure given edge_no\n",
    "dpse.disclosure_tables['a5df62b1a9558fe60de8473cebbd6407'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         Press Release: 2019 Audited Financial Results\n",
       "1     JFC Declares Cash Dividend, Delivery Business ...\n",
       "2     Jollibee Group allocates Php1 Billion Emergenc...\n",
       "3     Jollibee Group Donates Php 100 Million worth o...\n",
       "4     Risks, Impact on the Business and Mitigation M...\n",
       "5     Jollibee Foods Corporation (JFC) and Dim Sum P...\n",
       "6     Results of the 4th Quarter Unaudited Financial...\n",
       "7     Press Release: 2019 4th Quarter Financial Results\n",
       "8           JFC Provides Statement on Business in China\n",
       "9     JFC to Issue US$600 Million Guaranteed Senior ...\n",
       "10    JFC to Issue US$600 Million Guaranteed Senior ...\n",
       "11    JFC Mandates Banks for U.S.$ Senior Guaranteed...\n",
       "Name: Subject of the Disclosure, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpse.disclosures_combined['Subject of the Disclosure']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     JFC Reports 2019 Results Based on Audited Fina...\n",
       "1     Jollibee Foods Corporation (JFC) announced tod...\n",
       "2     Jollibee Foods Corporation (JFC) Chairman and ...\n",
       "3     In support of health workers and other frontli...\n",
       "4     This provides a brief summary for Jollibee Foo...\n",
       "5     Golden Plate Pte. Ltd. (GPPL), a wholly owned ...\n",
       "6     4th Quarter Unaudited Financial Statements for...\n",
       "7     JFC Same Store Sales Growth Improves, Gains fr...\n",
       "8     Jollibee Foods Corporation makes the following...\n",
       "9     Jollibee Foods Corporation (JFC, the “Guaranto...\n",
       "10    Jollibee Foods Corporation (JFC, the “Guaranto...\n",
       "11    Jollibee Worldwide Pte. Ltd. (JWPL, the “Issue...\n",
       "Name: Background/Description of the Disclosure, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpse.disclosures_combined['Background/Description of the Disclosure']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Press Release', 'Declaration of Cash Dividends',\n",
       "       'Material Information/Transactions', 'Joint Ventures'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpse.disclosure_types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pulling JFC stock data...\n"
     ]
    },
    {
     "data": {
      "image/png": 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kpCTUrVvXrXPhln7kDbxmjT8RERER+Q458Ae4zp+sN23aNBw8eFAYe/XVV9GtWze3z6Vhw4ZChcHly5dx7Ro79ZNnYeBPRERERG4nr/EHysr9iSqzYsUKLF++XBh7+OGHMWHCBE3mExQUhMaNGwtjzPqTp2HgT0RERERup9frVWNs8EeVOXjwIKZOnSqMNW3aFPPnz4dOp11/CG7pR56OgT8RERERuZ2pjD9L/cmS7OxsDBkyBIWFhcax0NBQLF++HBERERrOjOv8yfMx8CciIiIitzO9xj/V/RMhr2AwGDB69GicOSNeHJo7dy5uueUWjWZ1Q9OmTYVjZvzJ0zDwJyIiIiK34xp/ssV7772Hn376SRgbOXIkBgwYoNGMRNzSjzwdA38iIiIicjuu8Sdrbd68GW+++aYw1rFjR9WYluTAPyUlBQaDQaPZEKkx8CciIiIitzOV8S9CDgqQbeLW5K/OnTuHESNGQFEU41h0dDSWLl2KKlWqaDgzUXR0NCIjI43HhYWFSEtL03BGRCIG/kRERETkdqbW+APM+pPolVdeQVZWlvFYp9Phk08+QXx8vIazUtPpdGzwRx6NgT8RERERuZ25wJ/r/KmcoijYtGmTMPbyyy+jZ8+e2kyoEtzSjzwZA38iIiIicjtm/KkypRkZyM/PNx6Hh4djypQpGs7IMrmz/9mzZzWaCZEaA38iIiIicjtTa/wBIJsZf/o/xdLWfY0bN0ZAgOeGL7Vr1xaOr1y5otFMiNQ895VDRERERD6LGX+qTIkU+Ddp0kSjmVgnJiZGOGbgT56EgT8RERERuR3X+FNlTGX8PRkDf/JkDPyJiIiIyO2Y8afKeFvgX6tWLeGYgT95Egb+REREROR25tb4FyALeXl5bp4NeaJiqTmepwf+csY/IyMDiqJoNBsiEQN/IiIiInI7vV5v9mvnzp1z40zIU8kZf09f41+9enVUq1bNeFxcXIycnBwNZ0R0AwN/IiIiInI7cxl/gNugEaDPzoahQtAcGhqKOnXqaDgj60RHRwvHLPcnT8HAn4iIiIjcztwaf4AZf1Jn+xs1auTRW/mVM1XuT+QJPP/VQ0REREQ+hxl/ssTbGvuVY+BPnoqBPxERERG5Hdf4kyXeGvjLnf0zMzM1mgmRiIE/EREREbkdM/5kibc19ivHjD95Kgb+REREROR2XONPlshb+XlL4C9n/Bn4k6dg4E9EREREbmcp8L98+TIKCgrcOBvyNN5a6i9n/NnVnzwFA38iIiIicjs58K8GMWBKS0tz53TIg+jz8qCvEDAHBQUhPj5ewxlZjxl/8lQM/ImIiIjI7eQ1/lG4STjmOn//VSIt9WjQoAGCgoI0mo1t5MCfGX/yFAz8iYiIiMitFCiqrv5RaCocc52///LWxn4Am/uR52LgT0RERERuZYBY5q9DICLRSBhjxt9/eev6fkCd8c/KyrK4dSWRuzDwJyIiIiK3kgP/QAQjAg2FMWb8/Zc3B/4hISGIiIgwHhsMBly9elXDGRGVYeBPRERERG6lh7i+PwBBzPiTkTeX+gMs9yfPxMCfiIiIiNxKzvgHIBiRzPjT/ymRLvp4U8YfYOBPnomBPxERERG5lcFExj8CDYSxixcvori42J3TIg9gKCpCycWLxmOdToeGDRta+A7Pw87+5IkY+BMRERGRW5la4x+EKghDXeOYoig4f/68u6dGGitJSwMUxXhcr149VK1aVcMZ2U4O/JnxJ0/AwJ+IiIiI3MrUGn8AXOdPXt3YrxwDf/JEDPyJiIiIyK1MrfEHoFrnz8Df/3h7Yz9Avcafpf7kCRj4E7mYwWDA3Llz0bt3b3yyaBuUCuVrRERE/sjUGn9AnfFngz//4wsZfwb+5ImCtJ4Aka/btGkTXn31VQDA9u1Ag0ZRuO+BVhrPioiISDum1vgDQAQz/n7PFwJ/NvcjT8SMP5GL7dq1Szj+8bsjGs2EiIjIM1i7xp8Zf/8jb+XnC6X+XONPnoCBP5GLXb16VTjeuT0Fer1Bo9kQERFpj2v8yZTS0lIUp6UJY40aNdJmMg5g4E+eiIE/kYtlZ2cLxznXCnHsyAWNZkNERKQ9c2v85VL/CxcuoLRUvEhAvistLQ2o8HwH1qqFGjVqaDgj+9SsWRMBATfCrJycHBQVFWk4IyIG/kQuJ2f8AWDH1n80mAkREZFnMLfGPwTVUA03sqV6vR4XLvBiub84ffq0cBzSoIFGM3FMQEAAoqOjhTGu8yetMfAncjGTgf82Bv5EROS/zK3xB7jO35+lpKQIxyENG5q5pedjuT95Ggb+RC5mKvA/uD8NebmFGsyGiIhIe+bW+ANc5+/PVBl/Lw785c7+mZmZGs2EqAwDfyIXk9f4A0BpqQF7dqW6fzJEREQewNwaf0C9zp8Zf//BjD+R6zDwJ3KhkpIS5Obmmvway/2JiMhfmVvjD6hL/Znx9x++nPFn4E9aY+BP5ELXrl0z+zU2+CMicr7MzEykp6drPQ2qhOU1/sz4+yODwYDU1FRhLNhLm/sB6ow/m/uR1hj4E7mQqfX95c6kZuHMmTNunA0RkW+bP38+mjZtirZt22L58uVaT4cssLzGv5HwNQb+/iE9PR0FBQXG44DwcARGRmo4I8ew1J88DQN/IheyFPgDwO+//+6eiRAR+bjz589jxowZAIDi4mLMmjVL4xlZpigKvvjiC0yZMgVbt27Vejpupw78za/xT0tLg8FgcMu8SDumtvLT6XQazcZx3M6PPA0DfyIXqizw/+2339w0EyIi37Z06VLo9XrjcVpaGkpKSix8h7a+/fZbjB07FklJSfjXv/6lCnp8ndzcr+Ia/6oIR2SFTG9xcTEuXbrktrmRNnypsR/AjD95Hq8L/JcsWYK2bdsiNjYWPXr0wI4dOyzeftu2bejRowdiY2Nx6623IikpSfj622+/jcjISOFf8+bNXfkjkB+RA/+GjaKE499//104USUiItsVFxebLO3PycnRYDbW2bRpk/H/iqL4XQWYpYw/ANSvX184ZoM/3yev7/e1wJ8Zf9KaVwX+X331FV588UU899xz2LJlCzp16oT+/fubXfuVmpqKAQMGoFOnTtiyZQumTJmCadOmYf369cLtmjVrhpMnTxr/VXYxgcha8lZ+ne9ogojIUOPxtWvXsH//fndPi4jIp3z33XcmM8KmtlP1FFlZWcJxXl6eRjPRhrq5X7Bw3EBq6sZ1/r7P1zL+clf/K1euQFEUjWbj30pLS/Hdd9/5fYznVYH//PnzMXDgQAwdOhQtWrRAYmIiYmNjVVn8cp9++inq1KmDxMREtGjRAkOHDsUTTzyBefPmCbcLCgpCbGys8Z/8QiWyl5zxj4qqhi53NBHGWO5PROSYJUuWmBy3tLOK1uTPB38L/JnxJ5kc+Ad7eeBfo0YNVKlSxXhcUFCA69evazgj//XEE0/gySefxEMPPYR33nlH6+loJqjym3iG4uJiHDhwABMmTBDG7777buzatcvk9+zevRt33323MHbPPffgiy++QElJCYKDy64up6amomXLlggJCUHHjh0xY8YMNGrUyOxckpOTHfthbOTux9NWb+EoOcszf3ZrnxO5bC00uAMSbquOnzYeNY5t3LgRffv2deb03MA7nidncN3rz39+h87m6vfE3nvkx3Ppw/kFVz5np06dMpvFOXbsGGrUqOGyx3aEvOVgWlqaY7+nPbb94Vb+WM5/j6r42spacRo/fXDjuNmTmeg9aa/xeOXKUFR05MgRPzsfch5v+L0pioJ//hG3OV4YHo6YrCwkS9Ux3iQyMlKoRtqzZw/i4+MBAL333Ph794KnyGudP38eP//8s/F45syZaNiwITp27OjUx/GE11mzZs0sft1rAv/MzEzo9XrVepmYmBhcvnzZ5PdcvnwZPXv2VN2+tLQUmZmZqFOnDjp27IgFCxagWbNmuHLlChITE3H//ffjzz//RFRUlMn7reyX6kzJyclufTytpWW+LxzHR0/WaCbm2fKcyCVdteqeRqfbG+GNN26MHT58GLGxsQgPD3fmNF3KG54nZ3Dl689ffofO5o73xPcjI4TjydmemzX2Bq5+zj766COzX6tevbrHfobKmb+QkBCH5hohbXt2zcIyB2ueE1e8R1V8bR3Fz8LXUj+Lx/ef3TgRv23FCeHr165d89jn0pN5y3lkZmamUPWiq1oVzzVvDp1Ohx1Sd3xvUrduXSHwDwsLQ7NmzZCcnIzvE278vfNzxnXS0tKEY0VR8Oabb2L79u2IiIgw81228ZbXmVeV+rvCfffdh759+6J169bo2bMnVq9eDYPBgJUrV2o9NfIBcilnRGQo6sZFonHTG8tJ9Hq9X27lRETkqJycHKxevdrs1z211F9RFNXng7+VAPvaGv9Tp06hZ8+eaNy4MRYuXKj1dLyOaiu/hg29eiu/cuzsrz1Ty4TS0tLwwgsvaDAbbXlN4B8dHY3AwEDVCyYjIwO1a9c2+T21a9c2efugoCDV3prlwsLC0LJlS9U6IyJ7yCd24RFlpYt3dG0qjG/evNltcyIi8hWrV6+2uDbeU5v75ebmorRUXOPub4F/ZWv8TQX+ntoYraCgAE888QQOHDiAq1evYvr06aqlfmSZqrGf9Px7KzneYGd/9zPXH2TVqlWqhu++zmsC/5CQELRr104VIG3evBmdO3c2+T2dOnUyefv27dsb1/fLCgsLkZycjNjYWOdMnPyafNJZ3tH/jm5i4M8Gf0REtlEUBZ988okwFimXu3toxl/u6A/4Y+AvZvwDpYx/ZGSk0J+hoKDAY4Om1157TVjfq9frsW3bNg1n5H18raN/OWb8tWepMeizzz6r6rfiy7wm8AeAZ555BitXrsTy5ctx8uRJvPDCC0hPT8ewYcMAAKNHj8bo0aONtx82bBguXryIF198ESdPnsTy5cuxcuVKjB8/3nib6dOnY9u2bUhNTcXevXsxdOhQ5Ofn44knnnD7z0e+x1SpPwAkdGqIoOAbL7+UlBRmB4iIbLBt2zacOHFjHXhgYCBGjBgh3MZTA3/5swEA8vPzNZiJdirL+Ot0Oq/o7L9161aTpf1//fWXBrPxXnKpv7d39C8nB/6eevHKl1l638jKysLEiRM9tprI2bwq8H/00Ufx9ttvIzExEd26dcOff/6JNWvWGMvB0tLShAYOjRo1wpo1a7Bjxw5069YNs2fPxsyZM9GnTx/jbS5cuICRI0ciISEBgwcPRkhICH7++WdViRmRrQwGgzrwD68KAKhWvQra3yb+jbHcn4jIenK2/+GHH0bLli2FMU8t9TcV+Pvbdn6VrfEH1Fv6edo6/9zcXDzzzDMmv7Z3716T42SaqTX+vkDeIpyBv/vJgf+QIUOE402bNmHZsmXunJJmvKarf7mRI0di5MiRJr/2/fffq8a6du2KLVu2mL2/pKQkp82NqKLc3FwYDAbjcfXq1REccuMld0e3ptizK9V4/NtvvxmrV4iIyLyLFy/iu+++E8ZGjhyJgoICYcxTM/4s9a884w+o1/l7WsZ/+vTpZud07Ngx5Ofno1q1am6elXfy1cCfpf7aKiwsxMWLF43HOp0OM2fOxN9//40///zTOP7f//4X3bt3R5MmTbSYptt4VcafyJvIGZ2aNWsKx3KDvz/++EPV7ImIiNSWLVsmvF+2bNkSXbt29eo1/v5X6m95jT/g2Z39K8sS6vV6HDhwwI0z8k6pqakYPXq0GBAHByO4bl3tJuVEDPy1JW/lFxcXh9DQUHz00UcICwszjufn52PMmDE+fx7OwJ/IReQSU/mE9OZb6iAqKsp4nJOTg3379rllbkRE3qqkpARLly4VxkaMGAGdTqfak9mbSv2Z8Vdn/D11jf/Vq1cxceJEYaxZs2Z45JFHhDGu8zcvIyMDL7zwAhISElRbcoY0bAhdYKBGM3MulvprS37PKL+Y2KhRI7z11lvC13bv3o25c+e6bW5aYOBP5CLyCaec8Q8ICMBdd90ljLG7PxGRZRs3bhS6MIeFheGxxx4DAFXg720Z/4rLw3ydN6/xnzp1qvA3GBAQgI8++ghdu3YVbsd1/mq5ubl4++230b59eyxatAglJSWq20Q9+aQGM3MNU4G/P73OtSYH/iyhOmAAACAASURBVBXfUwYPHoxevXoJX587dy6KiorcMjctMPAncpHKSv0BqAJ/NvgjIrJs8eLFwvFjjz2G8PBwAOrKquzsbI/s1mwq4w/4V7m/PWv8z507p/nz+c0332Dt2rXC2JQpU9ChQwd07NhRGGfgL1q/fj3at2+PmTNnmmxmefPNN2PVqlWIGjxYg9m5RtWqVYVtKfV6vcdWIvkicxl/oGy9/wcffGD8/ADKqm89pbLIFRj4E7mIfGInn5AC6sB/7969/EAgIjIjJSVFtT96xS38qlatiipVqhiPS0pKVA3/PIG5wN+fyv2tWeNfq1YthIaGGo9zc3M1/Yw8f/48pkyZIoy1adMG06ZNAwC0bt0aISEhwu0rNhbzZ7t27cLw4cNNlrrHx8djwYIF2LZtmyoD6wtY7q8dS4E/ANSuXRstWrQQxi5fvuzyeWmFgT+Ri1iT8a9Xr56w/ZRer8fWrVtdPjciIm+0a9cu4fj2229Hq1athDFvKPc3VeoP+FvgX3nGX6fTabrOX1EUHD16FHPmzMGDDz6INm3aCM9dcHAwPvroI2OwX6VKFbRt21a4D2b9yyQmJkKv1wtjUVFReOutt/DXX39h4MCBCPSRdf0yNvjTjvx+0dDEbhH+9Pww8CdyEWsCf4Dl/kRE1jp69KhwfMcdd6huY6rc39Mw42/dGn/A/Q3+DAYDNm3ahClTpqBNmza488478b///Q87d+5Urc3+73//i1tuuUUY69Chg3DMBn/AkSNH8Msvvwhjzz77LA4cOIBx48YJVTq+iBl/7VgT+NeuXVs4ZsafiGxWWXO/cnfffbdwzAZ/RESmHTt2TDiWgy6AGX9vYU3GH3Dvln6KoqB///4YMGAAkpKSVFuBVXTnnXeqOvsD4Dp/Ez744APhuFOnTpgxY4awttqX+VNG2ZMUFhaqmnDGxcWpbidfmGHgT0Q2s2aNP1CWsaq4JjA1NRWnT5926dyIiLyRnPE3FfjL77WeFvjr9Xqzc/KvwL/yNf6AezP+u3fvxq+//mrxNq1atcLLL7+Mr7/+2mRpuhz4HzhwQFXi7k/Onj2LdevWCWOTJk2CTqfTaEbux8BfG/KFu7i4OOF8u5yc8ffligwG/kQuYm3gX716dXTp0kUYY9afiEh05coVXLp0yXhcpUoVNG3aVHU7OePvaaX+165dM9uZ3lSnc1/liRn/Q4cOqcaqVq2KBx54AO+++y4OHz6MHTt2YOrUqSYDCKBsf/Do6GjjcV5eHk6cOOGyOXu6+fPnCxc+mjdvjgcffFDDGbkfS/21YWkrv4pY6k9EDrO21B9guT8RUWXkbH+LFi0QFKQOFj291N9cmT/gX9v5eeIafzlAHzVqFE6fPo3Vq1djxIgRZgOHinQ6nSrr78p1/ikpKdi9e7dH7g2flZWFFStWCGMTJkxAQIB/hR9y4M+Mv3tU1tG/nD9VZPjXK4/Ijaxt7geoG/xt3boVpaWlZm5NROR/rCnzBzy/uZ+5xn6Av5X6e17GXw7877rrLmE7QWvJDf5ctc7/q6++QkJCAu6//3489dRTLnkMRyxevFi4mFW3bl0MGDBAwxlpQw4smfF3D2sDf2b8ichhtmT827RpI1wRzsnJYSdgIqIKrA38vTnj71+Bv3Vr/GNjY4Wy+uzsbOTk5LhkTnLgX3G7XVu4q8HfwoULjWX03377LVJTU13yOPbIz8/Hxx9/LIyNHTvW5zv4m8JSf20w46/GwJ/IBQoKClBQUGA8Dg4ORvXq1c3ePiAgQJX1Z7k/EdEN1nT0Bzy/uR8D/zLWZvwDAgIQHx8vjLki65+RkYHMzEzjcdWqVU1u/WWN2267TTg+fvw4cnNzHZqfKXJg40mB/+effy78PsPDwzF06FANZ6QdfwosPYm1gX9ERIRwcTE/P99n+60w8CdyAVPZ/so62Pbs2VM43rx5s7OnRUTklfR6PY4fPy6MWZvxZ6m/Z7J2jT/gnnX+cra/efPmJrv2WyMyMhLNmjUzHiuKgv379zs0P5nBYFBljis2v9RSaWkp5s2bJ4wNHz5c9dr0F1FRUcI54NWrV7mc0w3k9wlzF/J0Op2q3N9XL84w8CdyAWs7+lckZ/z37t3rcSesRERaSElJQWFhofE4JiZGdaJWjqX+3sHajD/gnnX+zirzLyev83f28r3s7GzVNoGeEvivX78eZ86cMR6HhIRgzJgxGs5IW0FBQYiKihLGeH7nWgUFBUhPTzceBwQEIC4uzuzt5aoMX13nz8CfyAVsaexXLi4uDjfffLPx2GAwYMuWLU6fGxGRt5HX97dq1crsbT29uZ+l+fhTV39r1/gD6oy/NwT+rl7nbyoj6QmBv6IomDt3rjD2+OOPo06dOhrNyDPIgaWlC4DkuLS0NOE4Li7O7BacgP80+GPgT+QC9mT8AXXWn+X+RETWN/YDvDvj76vrSk1xJOPvjlJ/Zwf+f/31FxRFceg+K/LUwP/333/HoUOHjMc6nQ4TJkzQcEaeITo6Wji2tOSHHCe/R1S2Fae/9GFg4E8kKSkpcXg/XFs6+ld09913C8e//vqrU08UiIi8kb8E/v5U6u/IGn9vyPjfcsstqFq1qvE4PT0d58+fd+g+KzLVGd4TAn8529+7d2+h34G/Ysbfvaxt7FeOpf5EfsZgMGDGjBmoXbs22rZti4MHD9p9X/aU+gPAHXfcIZQinT17FqdPn7Z7Hq5w/Phx7Nz+D0qK2ZiGiNzDlsA/PDxcOM7JyXH4Yq4zWcr0+Vepv/UZf1c393NmR/9ywcHBaNeunTDmzHX+pgITrQP/AwcO4PfffxfGJk2apM1kPIwcWDLj71qOBv7M+BP5uLfeegsffPABFEVBWloaZs2aZfd9yRl/a0v9q1Wrhttvv10Y86Rt/T777DPcfvvtGDVkBSaMXuVRJ9OeYv78+bj33nvx+uuv8/dD5AS5ublCo7CAgAC0aNHC7O2DgoJQo0YN47GiKC7b990ezPiXsWWNf1xcnNBh/8qVK069SOLMjv4VyQ3+nLnO31RgUrGZmRY++OAD4fiOO+5AQkKCRrPxLLVq1RKO7Qn8Dx06hI0bN3rU+5mnsjXwZ1d/Ij+yYsUKzJ49WxiTM0y2sDfjD6jL/T0l8M/Ly8P06dONx9u2nML2Lf9oOCPP8/vvv+Pll1/G3r178e6772LVqlVaT4nI68nb+N10000IDQ21+D2eXO5v6YSfa/xNCwoKUnXkdma5v7PL/Mu5ssGfqVL/nJwcFBQUOO0xbHH69Gl88803wtjkyZM1mYsncjTj//XXX6N79+4YOHAg+vbtq9nz7C2s3cqvHDP+RH7ijz/+wLPPPqsav3Dhgt0ZW0cCf7nB39atW1FSUmLm1u6zYsUKVSXDyhW7NZqNZ/r666+F4x9++EGjmRD5Dls6+peTA39P6exfXFxsMbj3p4y/LWv8Addu6eeqwF/O+B84cMBp+7ebC0y0KvefP3++cM7UqlUr3HfffZrMxRPJGX9b1/h/+umnxv//9ddf+Pzzz50yL1/laMafa/yJfNCJEycwePBgkx/ExcXFwpo/W9jb3A8AWrduLVx5zM3Ndfo2QLYqKSnB/PnzVePb/kjG2VT7fke+6I8//hCODxw4oNFMiHzHsWPHhGNL6/vLeWrGX74oLFcu+MsafwUKFIh70AfAcmm9K9f5uyrwr1+/vhBQFBQUOFRNWJGpjD+gTcCSkZGBzz77TBibOHEidDqd2+fiqRzN+MuNIT/44AOnXUTyNQUFBcIFsICAANSrV8/i97DUn8jHXbp0Cf3797e4VsreDryOZPwDAgJUWX+ty/2/+uor1Z6oAKAowOqV2l6U8BRnzpxBamqqMHbu3Dm7Lx6R5/vss8/w4IMP4tVXX4Ver6/8G8guR44cEY6tCfzlviqekvGXPxvkk9GCggK/+FuSy/yDgoKgg+Ug0Rsz/jqdTpX1d1aDP3OBiRbr/BctWoTCwkLjcXx8PPr16+f2eXgyR7v6y8/32bNn8dVXXzk8L18kn6/GxcUhONhyRVHNmjWFvh45OTnC37SvYOBPfik/Px9PPPGE6sQhLCxMONYi8AfU5f6bN2+2ax7OoCiKanueir7+cr9flaeas3XrVpPjzPr7poMHD2LChAnYuXMn5s6dq2pqRc6hKIpNHf3LeWrGXz7Zj46ORvXq1YUxf3g/NRX4V8ZVGX9XdPSvyFXr/M0F/u7O+Ofl5WHJkiXC2Lhx4yoNtPyNI839iouLTSap3n//fTYRNsHWMn+gLOnmD1v6MfAnv6PX6zFq1Cjs27dPGB82bBj69u0rjF24cMGux5Df0K3t6l9ODvz37dun2dYvv/zyi1BqGxAQgBo1qhiPc3IKsXbtWi2m5lG2bNlicpyBv2coLS11aiZ148aNUBTFeJyUlMQTMBc4f/68cMJbo0YNq07ivCXwj4yMRLVq1YQxfyj3l9f3WxMkuirj76qO/uXkwN8ZGf+ioiKz1YruzvgvX75cqKiJjIzEkCFD3DoHbxARESFc4CooKEAxrHutm6scPHbsGH766SenzM+X2BP4A/7R4I+BPzlFSkoKDh48KJwIe6oZM2bg+++/F8buvfdeJCYmqsou7cn4l5aWqj6Q5ZPQytSpU0doYGUwGMwGlq4mZ/v/9a9/4bEnxe15Pv74Y6947l1FURQG/h7s888/x0033YR27dph27ZtTrlP+eT93Llz2L59u1Pum24w1djPmnXD3lLqHxUVxYw/YFWgLZ+8Oyvj76oy/3Lt27cX/mb//vtvhy9EmVvfD7g3S1lSUoIFCxYIYyNHjlRVT1LZsg85sMyHdYGlpQB0zpw5fn3+ZYq9gb8/NPhj4E8OW758OTp27IgePXqY7I7vSZYsWaJqUnfLLbcgKSkJQUFBqsDfnoy//IEeERFhV/bAE7b1++uvv1SB0qRJk/DYwI4ICLhxInP06FHs3LnT3dPzGMnJyWazLPv373fzbKii7OxsTJ06FdnZ2Th37hxefvllh+9TURSTWTtu3+h89pT5A56b8Te1DEwO/P1hSz+DHRn/evXqCQF0eno6ioqKHJ6LqwP/8PBwtGjRwnisKIrDnwuWAkF3dvVft26dsJ66atWqGD16tNse39vI5f7XYV1gaalX0O7du7Fjxw6H5uVrmPE3j4E/OURRFMyaNctY4rps2TKPfaH89NNPmDZtmjBWt25drF69GuHh4QDUjZZMNbSrjCMd/SsyFfi7+6qunO3v3r072rdvj7pxkbjr3hbC1xYvXuzOqXkUuZt/RWlpaWzwp6GtW7cKpdOHDh1yeP/jlJQUk0tv1q9f7xdl2u5kz1Z+gDrj7ymBv1zqbyrj7w9/Q/as8Q8JCUHdunWFMXs+o2WuDvwB56/zt5Txd1epv6Ioqt4mgwYNUgVPdIP8u7E28Lf0fANla/3pBmb8zWPgTw5JS0sTPngVRUFKSoqGMzLt4MGDGD58uLAGt3r16li1ahXi4+ONY87I+Dva2K/c7bffjipVbqylP3fuHP755x+77sse//zzDzZs2CCMTZ482fj/gYM7CV/bsGGD3T0RvF1lyzBY7q8d+blRFMXh15G5Nbp5eXn47rvvHLpvEtmzlR/gPRl/fy31l9f4WxP4A65Z5++Ngb+lBIu7gpWff/5Z1f9n/Pjxbnlsb2Vvxl9+vlu3bi0c//zzzzh06JBjk/MhZ86cEY7tzfgz8CeS7NmzRzXmzC12nOH8+fN4/PHHhZOpgIAAJCUl4dZbbxVuGxcXJxxfuHDB5oZdjjb2KxcaGoo77rhDGHNnuf+HH34oVBi0bt1aaDrY6fbGaHLTjQ+x0tJSLF261G3z8xQGg0HV0b9t27bCMQP/G/Ly8rBy5UqsWbPGLXsQm7ook5yc7NB9WjppZ7m/8xQVFeHvv/8WxqzN+Htq4C9n/E2V+vtD4G9Pxh9wfmd/V3f0L2dqSz9HKvgqW+Pvji0h5YrAPn36oHHjxi5/XG9mb8Zfrhrs3bs3OnfuLIwx61+moKBACNgDAgJUST1zWOpPVIndu3erxjwp8M/NzcWAAQNw8eJFYXzmzJl44IEHVLevUaOGsewfKNtCxdYybWdl/AHt1vlfunQJX3zxhTA2adIkYX2lTqdTZf2XLl2K4uJit8zRUxw6dEhY3hEREaHqaMx1/mUURcGoUaMwbtw4PP3003jppZdc+ngXL17EyZMnVeOmxmxhqSv377//7reVL8528uRJIYCJj4+3ulGqNzX3k7v6+0fgb/saf8D5Df7kbH+zZs2c2tG/3M033yw8zxkZGQ7N3VJAotfrbd4j3lZ79+5VNTOdNGmSSx/TF9ib8Zcv9MTExKh6an3zzTceVXG7a9cuTJ48GUuXLnXrjjdyDBIXF2f1+4tc6s/An0jiyRn/0tJSDBs2TLVGdNy4cRg1apTZ73O0s78zA395W79t27a5JbBetGiR0DSpfv36qq0OAeCRf9+K6mEhxuPLly/j22+/dfn8PImc7e/WrZsqu8OMf5l9+/bhhx9+MB6vWrXKpX0rzC3BcCTjX1RUhMOHDwtjFTOEBoMBX375pd33TzfYW+YPeE/GPzIyUtUB3T8Cf+dk/B0935AD/5tvvtmh+zMnKCgI7dq1E8Yc2davsoDE1ev85Wx/jx49VD8fqakDf/u6+teqVQv333+/avcnueeCVi5evIh+/fph6dKlmDx5Mj777DO3Pba96/sBZvyJLCosLDS5psgTAn9FUTBt2jT88ssvwvhDDz2E119/3eL3yuX+tgb+zmruB5Sd6Fa8ApmXl2fyYosz5ebmYsmSJcLY+PHjTZ6YVQ+rgj6Pih/2/tbkTw4uu3fvjlatWglXmNPS0iptzuMPVqxYIRzn5ua6tIO5ucBfLh+3xeHDh4WLb/Hx8RgzZoxwmy+++ILbKzmBfNFWXtdqiacG/lzjX8ZZa/ydnfF3xfr+cvI6f0c+yyv7PHHl2uTk5GRVLxNm+62jLvW3bgcGufK0Vq1aCAgIEPouAcDKlStVFa5a+P7774XPdrmC1JUcCfzZ3I/IggMHDqCkpEQ17gmB/7x585CUlCSMtW/fHosXL660jM/ZGX971/gDZeX0ctZ/8+bNdt+fNZYuXYqcnBzjcVRUFJ588kmzt3/8yQTheNeuXX6T4S4uLlZto9O9e3dUqVJFtRbZX34n5ly/fh3r1q1Tjbvqg1VRFLO7LZw6dcru0kN5fX/Hjh3xn//8R3hfOXHiBA4ePGjX/dMN9m7lBwBhYWHCc5Kfn+8Ry5AY+Jfx1Ix/xW33nM3UOn97yZlIuS+BKzP+8+bNEy5stmnTRnWeQqbJgWUerHueTGX8AeDRRx8VAtvi4mIsXLjQwVk6Tj7fMRcvuIIjgX90dLSwpPXq1atum7e7MPAnu5m7Wn3u3DlNs13r16/HK6+8IozVr18fq1atUp1gmWKqwZ8tnFnqD6jX+bsy8C8pKcFHH30kjI0aNcri761J0xjVh75cMeCr9u3bJ5ykx8bGGk8c5bJHfw/8169fj9zcXNW4qwL/06dPm93qq6CgwO6AQT5Z79ChA2JiYnDvvfcK4+7McPgqudTf2sZ+QNlFU0/L+ufn56OwsNB4HBISgmrVqvlp4G/fGv+Ku/AAZZ/PjpyYu6vUH1Bn/A8ePGj3xSg54y9Xw7jqfTU9Pb3S/j9kXmxsrHCcC+uy8/LzXR74BwUFYeLEicLXkpKSNO9pIp/vFBQUqC7kuooc+NvSrDMoKAjR0dHCmK+V+zPwJ7uZauwHlJ20mNrj2h327t2L0aNHC2Ph4eFYs2aN6g3XHEe39JPfcB3J+ANAz549heN9+/a57Pe7ceNGocIhNDQUTz/9dKXfJ/dMWLt2rcubC3kCU2X+5SdAvh74p6WlYc2aNVaX2spl/uVcdYJa2RaL9q7zN5XxB4CBAwcK42vXrvW5TIE7XblyRchahoSE4KabbrLpPjytwZ+pbL9Op/PTwF/M+FvbUC80NFTImhoMBrubabqro3+5evXqoW7dusbjoqIiu4IhRVEq3d7NVRn/RYsWCRcrGjRogH//+98ueSxfJGf885GhWvYiKy4uFqowAwIChITSoEGDhCUEeXl5miZfCgsLVRfUAPMxg7M5kvEHfL/cn4E/2UVRFIvr0xxdd2eP1NRUPP7440JGJSgoCMuXL7fpKr4c+JvLGprj7Ix/bGysUOJqqYTZUR9//LFw/Pjjj6uufprywAMPCCWYhYWFbm3mohX5eejWrZvx/74c+J86dQodOnTA008/jR49epj8kJdvv3PnTpNfc9WHqvzcyIGFPev8MzMzcfr0aeE+y7cEfeCBB4QMc2ZmpqrHCFlPDohatmxpdTl4OU/L+Jvayg+AXwb+crBjbcYfcN6Wfu7q6F+RXO5vaWtQc3Jzc4Xmu6GhoWjSpIlwG1e8r+bk5OCTTz4Rxsz1/yHTgoODVedUlXX2l7P9UVFRwt9paGgoxo4dK9xm4cKFyM/Pd3C29jl69KjJrXrt+Vu3h6OBv683+GPgT3Y5d+6cxSvKtgbLjsrOzsaAAQNUb5Bz5sxRZcwr42jG39mBP+Cebf2OHj2q2p7H0u4HFQUGBmLkyJHC2JIlS9yyl7BW8vPzVRe/evToYfy/Lzf4q7jrw9WrVzF16lSLy3vMZfuBsq0jnc1gMKgy/g8//LBwbE/GXy7zb9WqlXGLrqpVq+LRRx8Vvs5yf/s5UuZfzlsCf//czs++Nf6A+kTe3mU77izzL5eQIPbEsScYMlX2XadOHWHMFRn/ZcuWCZnn6Ohoi/1/yDRby/3NlflXNGLECGEr6szMTIufu65kLsnhjox/QUGBcNErMDBQdU5fGWb8yWu5cj1NZd1o3dngr7i4GIMHD1Zl8J577jkMHjzY5vsztcbflkZgzuzqX85U4O/sPgpyaVjXrl1tOtkePHgwqlatajw+e/YsNm3a5LT5eZrdu3cLJY8NGzYUykR9ucGfHFRv3bpV1eW5XElJicUA2BVX048dOyaU8IaHh6N///7CbezJ+Jsr8y/3xBNPCMc//vijZsuevJ0jjf3KeVqpv/z4UVFRAOCn2/nZ19UfcF3G35Ud/cs5o8Gf/J4ZExOjClacfUG1qKgICxYsEMaefvpp1UUrqpx8kSavksDfVEd/WUREBIYPHy6Mffjhh5osNzN3npOamury7Lkce8TFxdlckcKMP3mldevWoWvXrnjzzTdd0mhPvnIXGhoqHLsr8FcUBRMnTlTtpd6vXz+8/PLLdt1njRo1hCunxcXFqjdeS/NxZlf/cl26dBGC6rS0NJw6dcrh+y2XnZ2N1atXC2PWZvvLRUVFoV+/fsKYvHTAl8il5BWz/eV8sdw/PT0dJ0+eVI2/8sorQvlpuU2bNlm8Yu6KjL/83Nx5552qizD2BP6mGvtVlJCQIJTcFhcX4+uvv7b5ccixrfzKeUvG3x9L/T0x4+/Kjv7l2rVrh4CAG6fep06dsvmClKnAXw4mnZ2l/PLLL4Vt4qpVq2bzOQKVsTXjb66jv2zs2LGoUqWK8TgtLQ1r1661c5b2s3Se4+rtqB0t8weY8Scv9Msvv2D06NFQFAWJiYmYNm2a3VtXmSMH/g888IBw7K7APzExEatWrRLGunTpgvnz5wsfrrayd0u/vLw8YW1TaGioELDbKzQ0FHfccYcw5sxy/5UrVwrrwerVq4fevXvbfD/yicDmzZsd2jPdk5lq7Cdr3769cLx//367His9PR19+vRBy5Yt8fzzz2uaRZYvspVLTU01uY2QXG4oB+Cu+FA19dw0aNAAISEhxrGMjAybfo+KoqgCfznjr9Pp8PjjjwtjLPe3nV6vx/Hjx4UxZ5T6a53xlwP/8oy/nDXVam2uO3niGn93lPqHhYWpHsfWrL+p0u/IyEjh/S0vL0/YR90RBoMBH3zwgTA2ePBg498v2cbWjL81pf5A2QUFeenF3LlznX7+b0lhYaHqvbsiV6/zd0bgL/9+mfEnj3b9+nWMGTNGCD4XL16M0aNHO63kp6CgAIcPHxbG+vbtKxy7I/Bfs2YN3nrrLWGsSZMm+Pzzzx0Otu0N/F2xvr+cvGWeswJ/g8GgKvMfNmyYXQ172rVrh06dOgljvri137Vr11RBfMXGfuXkjL+9e7u/8847+OOPP5Ceno4lS5agY8eO+Oyzz9z6gV7OXOAPALNnzxbWlqanp+Pnn38WbjNlyhTh2NmBf0lJiapXRY8ePRAUFISmTZsK47as809JSRECx/DwcDRv3lx1u8cee0w43rNnj1Orc/zB6dOnhSattWrVUmVhrCFXW2md8TfV1R9Ql/o7K2DzZFpn/N3d0b8i+YKhrcGQqYy/TqdzWabyxx9/FC7gBwYGYty4cU65b39ka8bfmlL/chMmTBCSXidOnMAPP/xgxyztc+zYMZON/cq5ep2/KzL+DPzJo1WvXh1ffPGF6oTnyy+/xJNPPumUTML+/fuFF3ajRo1w2223CbdxdeC/fft2jB8/XhirWbMmvvzyS6u60FdGXudvb+DvjDL/cvI6/23bttm9B3BFv/32G1JSUozHISEhGDp0qN33J2f9v/jiC5P7t3uz7du3C0H3zTffbHK7yJtvvtkpDf42b94sHGdmZmL8+PHo3bu32/bGLSdn0yueZOTl5eH11183Hn/xxRdCg8dWrVqpqoMuX77s1OVI+/fvFwKnmJgYY4ZNDtRtqUaRT87bt29vsqqoYcOGuPPOO4WxlStXWv04ZHp9vz37hLPU33PJa/xt6aYvZ/zT0tJsbiSrRUf/co529jdX+u2qBn9z584Vjvv16+e2iyS+yNaMv7Wl/kDZ+bi85HLOnDkuWfJrilzm36ZNG+FYjh+cjaX+lWPg74MSEhKwceNG1ZvLTz/9hH79+jlc7iiv0enUqRPq1q0rfGhmZma67OQlOTkZgwYNEoLekJAQrFy5UpXRs5e9nf1d0divCr2h5wAAIABJREFUXKtWrYTg8vr16065erp48WLh+N///requYkt+vTpI7xx5ubmqvoHeDs5+DWV7Qec0+AvMzMTZ86cMfm1nTt3onv37pg+fbpbLq6cOXMGqampxuPg4GDMmDFDuM3KlStx4MABKIqiKvN/8sknUaNGDaG0ubi42KkBmby+v3v37sagsVmzZsLXHAn85axdRXK5//z5832iv4O7yNU09jT2AzyvuZ+5ijA58PeHUn85429LqX9YWJhQZl5aWmpzkKtFmX85+b3jr7/+sikwky8el39euyJg+fPPP7Fr1y5hbMKECQ7frz9ztKt/ZednkyZNEo737t2Lbdu22TBD+8mfc/L55PXr11U7tjiTfK5kT+DP5n7klVq1aoUff/wRjRs3FsZ37tyJhx9+2KEPBDnYTEhIQFBQkCpL7oot/a5cuYL+/furTuAWLFiA22+/3WmPY2/G35WBv06nU5X7y5lgW50+fVrVef/pp5926D5NVQwsXrzYbVec3cGa9f3lHF3nX9nt9Xo95s2bh86dO5vtrO8scpl/QkICnnnmGaEplqIoePHFF7Ft2zahkiQ4ONhYBu/KK+qWmi46kvGvrLFfRX369BEahBYVFWHIkCGqjC+Z9vvvvwvHckWZtTwt428u8A8NDRUqGgoLC12aFfME8hp/W5eWyVl/W6sMtejoX65FixbC8o6srCycPn3a6u83VeoPuCbj//777wvH9957ryqLS7ZxtKt/ZVWtrVu3VlXWzZkzx4YZ2k8O/Nu1a+fw0hZbOCPjLwf+mZmZPrU1NQN/H9aoUSP8+OOPqmzJkSNH0KtXL7NZREsURVFl/Mv3pXX0g7gyhYWFGDhwoJBxBIDp06fjP//5j1MfKz4+Xjj2hDX+gOlt/RzxySefCAF5+/btLQY01ho2bJhQAXLy5ElVsOytMjIyhCvWAQEB6Nq1q9nbO9rZf9++fcJxr169VB/qQFlVypNPPomZM2e67CKLqQsewcHBql4bf/75p2opzsMPP2w8YXFV4F9QUKC6MFnxoowc+Fu7xr+wsFDV18RSxj88PBzvvvuuMHb27Fk8/fTTPnUC4QpZWVmqXhimdsywhqcF/uaa++l0Or8r93ck4w+oT+htbfCnRUf/coGBgaoLwrYEQ+aavTn7ffXEiRP48ccfhbGJEyc6dJ+kzvjnIR0GmO/XY0upf7lnn31WOP7tt99cXnVWVFSkauxnqu+Tq9b55+fnC7+rwMBAVfWuNUJCQoRqMYPBYPXOXt7A6wL/JUuWoG3btoiNjUWPHj2wY8cOi7fftm0bevTogdjYWNx6661ISkpy+D69SWxsLL7//nt06dJFGE9JSUGvXr1UH36VOXPmjPBhUq1aNeM2S64M/A0GA8aOHat6wxg0aBCee+45pz1OOTnjb22pvyvX+ANAz549heMDBw7Y/YaUn5+vKsUeNWqUXWtpZXFxcXjkkUeEMXlJgbeSs9633nqrxefZ0QZ/csb/wQcfxKpVq/DZZ5+pLlABwNtvv43Jkyc7PWOoKIrqZy8Pqu+55x7VxQj5wuLgwYON/3dV4L9r1y5hCVDDhg3RqFEj4/FNN90k3D41NdXkFoSyw4cPC81R69evX2mzuf79+6uqZ3755RfMmjWr0sfzZ3/88Ydw4apNmzZ2Lz3y9FL/iuXq/lbu78gaf8D5GX93lvoDjjX4c1fGX+7kf9ttt5ld1kbWq1atmlARZkApCmD+PM7WUn+gbHcruQpWrt5wtmPHjgmfk/Hx8YiOjnZbxl9+D4iLi7OrSTXg2+v8vSrw/+qrr/Diiy/iueeew5YtW9CpUyf079/f7Bt+amoqBgwYgE6dOmHLli2YMmUKpk2bhvXr19t9n94oMjISX331Fe677z5h/OLFi3jwwQdt2kpGzva3b9/e+MJyZeD/+uuvq/bD7t69O+bMmeOUQFVmKvC3poO6qzP+tWvXFsrsFEVRlTZba+3atUIGLCoqCo8++qjDcywnN/nbuHGjT7yubCnzB8pOKCtus5SWlmbTmjE58G/fvj10Oh0efvhh7Nq1C5MnT1Z9uC1btgyDBg1yatbw1KlTwj7OoaGhwgf6G2+8YfZDNj4+Xrho5aoPVVPr+ysKCwsTLpbo9XphOYI58omKtVUxb7zxhirbMXPmTNXyGrpBXr4kL2+yhSdl/BVFsfj5IG/px4y/ZY5k/LXs6F9Ofg+x9jxMr9ebLf2W31cvXbpk9/zOnz+PL7/8UhibNGmSS863/JG16/yLioqQk5NjPA4ICLD6vFLO+q9fv96lO8yYKvMHyi4YVWyEe+rUKacve9Pr9Vi6dKkwZk+ZfzlfXudv36UQjcyfPx8DBw40rh9OTEzEr7/+iqSkJLz66quq23/66aeoU6cOEhMTAZSVcu3duxfz5s1Dnz597LpPAMLJrzs46/Fmz56Nl156CRs3bjSOXb16FY888gg+/PBD1T7xpshrL1u1amWcX8UrmEBZGa3Ncw8RDy9evIg1a9ao1ic1bdoUiYmJLi2/qVGjhrFhWnFxMY4dO2b8gDX3c8lLAgICAsTbmvj5bNWpUyeh7Pi7776zub+BoihYsGCBMNavXz/r9zW34udo3LgxWrRogZMnTwIoq9r48MMPVR9Gnk7+2eTlFW3atKn0eWzWrJnQqfy3337Dnfdafhyg7MStYtamSpUqiIyMFG47evRoJCQkYNy4cUJg89NPP6FXr15YuHChU3a62LBhg3B82223Ca+/sLAwDBo0CMuWLVN9b58+fYSTUDnISUlJsem1YO62v/76q3B86623qm7boEEDof/I7t27TVRsiAGj3BipefPmVs931qxZ6Nevn/C7GjVqFNauXWuyYsNXWfP7UhQFv/zyizDWtm1buz8D5V1PsrOzceHCBU2Cl9zcXKEKp1q1asLJb5UqVYTbp6amqqoAKhMhHVf2e6v09+qEzyu1slnKa/wrbt9ozePJWyDKFyYtkSsHGzdu7PaMnpwoOXToEM6cOSNcJDYlMzNTqIiJiIgwvrfIF17Pnz9v/J3Y+tzNnj1byN42aNAAHTp0cN/5r/R7cPd5t6vJwXseLuLiRfVzL1+8iYyMtPqCTuvWrYVzMEVR8M477wg77ziTvI1u06ZNjc9bixYthGUAmzZtsnsJlywrKwvPP/88du7cKYzHxsba/XdTo0YN4fjvv/+2qg+IJ/yd1q1b1+LXvSbjX1xcjAMHDqjWON99992qjqPldu/erbr9Pffcg/3796OkpMSu+/RmISEhmDVrlqrjdH5+PsaMGWNVFsrcFT3A/vJ4S7Zv347XXntNGKtVqxYWLVqkutDgbPIVWWvK5ipemQXUGSdnkLcK27Fjh81ruvft2yeUOgYEBKj2H3eUTqfDwIEDhbEvv/zSqtJqT3X+/HkhsxQcHKxaq2mK3GfD2i345HXlLVu2NJkZu+2227By5UrVa/Dw4cMYOHCgXf08ZPLJcufOnVW3GTdunOqERqfToW/fvsKYfCHCni0OZTk5OThy5Eilc2zSpIlwbE3G/9ChQ8Jx27ZtrZ5XbGws3nvvPaGU+dq1a5g4caLJYMefnTlzRvjcCAkJcajnSEhICKpWrWo81uv1mpXQy9UG8meDfDHM90v9xYy/rSW58tpda/vwAOreHvISIHeoXbu2cIJeUlKiWh9tipzsqLhcxFlZyqtXr6p24hk+fLjbtjv0B/JzZS7jb64viDV0Op2q8nL9+vUOVYJYYmob1nK33nqr8DVn9RvYv38/Hn30UVXQHxQUpNrW0BZyHwVfWuPvNRn/8q6K8oslJibG7JXay5cvq9ZEx8TEoLS01HjV1Nb7BCDsEe0Ozn68KVOmoFq1akK/g5KSEjz77LP473//a6yGkBUWFqrWxd10003G+cknMmlpaXbMvbfxf6dOncKkSSOFZlhVqlTB7NmzERER4fLnISYmRiiLSk1NNZYDmnts+U06JCREum1v8Rtg+8/QvHlzVKlSxRhAp6en48iRI6odHCyRs7Ldu3e38Xdq3c9x1113Yfbs2cbKiatXr+Kbb75B797y93uuir8Tucy/devWMBgMlf7e5G0mDx06hIKsRPmRVN8nl/m3bNnS7GPVrl0bn3zyCSZPnmy8wg+UlcA+/vjjeP/99+3eFs1gMODPP/8Uxtq2bauaS0BAAMaMGYO3337bONapUyfV35acrbt06ZJNr2dTt926dauwHKdJkyaoWrWq6rbyxZG///5bdZvee26U9l+9ehX/7/4bS1QCAwPRsGFDm+bbqlUrPPPMM8Ka2ePHj2PGjBl45ZVX/KJ81prfl1zm365dO5SWljr0Xh8WFiZcYElPT1dd1HUH+UJ4jRo1hJ9LzvRmZWXZ/HPvlZbioZLvr/z+Hf+8Ut3j/722zi48g98rtFzS6/XC665sfubvRz7fuHjxInJzc616LckX++rVq+f28zqgLDCqmCHcs2dPpVsSyxc4IiMjjXOXq0aysrKQnZ2NoKAgm36+BQsWCBeeoqKicO+997r1dyTXjbn/2XEt+e+33rg9yMtrrbqd/Hzbeu575513ol69esb7KSkpwccff+z0ysvi4mLVBbVGjRoZ5ypny/ft2+fQ35OiKFi9ejXef/99VcPc6OhovPXWW2jevLndjyFn/C9evGjVfWnxPmIrrwn8PYl80upKeXl5Lnm8qVOnonbt2njnnXeMYwaDAW+88QYKCwsxYsQI1fccP35ceIE1aNBAWEMjXzXPyMhAlSpVbFq7pw8pu8pcXFSKaS/MF9Y56nQ6JCYmmsziuYKcUcjOzkZYWJjF50R+0cfGxgq3Lf/5ygUW255lDwsLQ6dOnYRGa/v377d6i53Lly+rTrCHDBli09+ZtT9HWFgY+vXrJ6y9WrdundOrC1xFfq7lQPzOO++06vcmZy1PnDiB0KjvhTFTv8OKATxQtr7f0uOFhYXh888/x6RJk4Syu+zsbIwZMwbvvfeeXWumT548KTRGCwsLQ4cOHUxm6QYNGoQjR45gw4YNiImJwSuvvKKas1ziXv7asoa515/cNNHcc9OqVSvh+OzZs6rbrb75xknK3xCfp+bNm1vVVVk2ZswYHD9+HD///LNxbMOGDejYsSMGDBhg8/15E2s/x+R1zt26dXP48y8iIkKoKNHr9W79DC9XsWwaKAumKs5DPtFUFMXmebaUGtSdsJBBtuY5ccbnlaz8tfU3xPXo1atXx/cJYhOwx46bbz4cFhYmLMcrKipCYWGhVY3P5Ex4kyZNNPmbuO2224SlLSdPnqx0HnIlSExMjPA9NWvWNC7ZUxQFxcXFCAoKsvrnu3z5smpt/8iRI52yXMwW/aQLYeukZTveTj6/3LsgEBMmqJ+jgoIC4Vh+vq0xcuRI/O9//zMef/PNN5gwYYJTm08fOXJEWMpUt25dYTmL3Ovm6NGjCA0NtauK5Pr163jllVdUO04AZU0z33vvPbsbwpaTy+VzcnIq/b27Kl5zNq8J/KOjoxEYGKh6w87IyDDbXbl27dombx8UFITo6GgoimLzfQKVr59wpuTkZJc93osvvogGDRpgwoQJQkA/e/Zs6PV6zJgxQ7h6Ll8l79Kli2puMTExxt+nwWCAoig2zT/t/6ppvvv2EM6dFdebv/766xgyZIjV9+WoZs2aCcd5eXmoW7euxedEDvybNWsm3DZNqhay97nt1auXEPj/9ddfeOGFF6z63qSkJOENunnz5ujbt69NWUdbfo6JEydi2bJlxuUIhw8fxoULF5yybaCrVXyuFUVRNXl76KGHrHoOo6OjERISYlxznJ6ejswreYiudeNDQr4fRVGEbQOBsgoKax7v66+/xsSJE7Fq1SrjWGFhIcaPH4/33nsPTz31VKX3Id9fRV27dlWtUa1oxYoVyMrKQnh4uMmLA/Jyj6tXr1r9WjD3+pOfmwcffNDk7eQdTlJTU1GnTh2zf/9pEJd93X777Xa/bj/55BPcc889QmbkzTffRLdu3ezeq94ZiouL8d577+HEiRMYNmyY09ZelrPmc6y0tFTVPPZf//qXw59/tWrVwj///GM8Dg4OdutnuDl16tQR5iEHVs6Yp6Xvt+Y5cdbnlSnyGv+aNWuqNjSr7PEaNGgglBcXFxdbNUf5nK9Nmzaa/E3cddddwi4fR44csep1UlH9+vWF76lbt67Qq6f8c9fan+/dd98V3p/r1q2LZ599FqGhoVZ9v9NIpdWe8Jp1JtX5JS6a/Bkre76tMXbsWCxcuNBYyZyfn49vv/3W6nNGa8hB+G233SbMs06dOsJFqevXryMnJ0d1Ib4yx48fx9ChQ/H333+rvjZp0iS88sordnfyr0hOZJaf/1viynjNmbxmjX9ISAjatWunylRu3rzZbAa4U6dOJm/fvn17BAcH23WfvmbgwIFYvny5qkRszpw5ePbZZ4ULAvIaX/kKHuCczv4GgwFLl4hbKg4cOBDPPPOMzfflCLkk2Jo1hK7u6l9O7kuxbds2q9bOFxUV4dNPPxXGnLWFnzlNmjRR7Sjx8ccfu+zxXEVuHlWtWjWLe7lXFBISovqAO3bEchOY1NRU4e+pRo0aqpMFS4+3cOFC1VaXBoMBkydPxptvvmlTXwhbdzIAyjKa5j6A5QurGRkZVu2aYc6lS5eE9bEBAQFmm5XGxsYK/UGuX79usR/JeSnwd+SCVXh4OJYvXy40bSsuLsaQIUM0XUP44Ycf4p133sE333yDxx9/XGh+6C779u0TeqTUqlXL6iomS+SSWq229Ktsra7/befn2Bp/QH2+YW1nf/m8xNJFTFe69dZbhYxnampqpf1O5K/L1UfyMhZb1nOnpqaqOqM///zz7g/6/YC1Xf3l59ueyouqVati3LhxwtiiRYucunOIpf5fQFnFbkJCgjAmX+itzJdffol77rlHFfSHh4fjs88+w//+P3v3Hd1U3f8B/J2WtrR0AS2F0oFUKEP2rDJkjwIOlqCIoICIiCwBRX0eB6AgiIoIAiKoDxu0rSx/LBHL3rPIrmALxZYincnvj57Gfu9N0oyb3KR5v87xHO8l49uV5HM/4/vf/yoS9AOGP6OUFS4T+APAmDFj8MMPP2DFihU4f/48pkyZglu3bmHYsGEAiqZbjxo1Sn/7YcOG4ebNm5g6dSrOnz+PFStW4IcffsCrr75q9mO6g/j4eKxdu1ZWorJ8+XK8+OKLyMvLg06nkwX+0j9iQJnA/9fdF3Hp4r8vdp6enpg6darD+2Cl5cilBf65ubnChzVPT09Z+aZS6tSpI1xZ/Oeff7BmzZpS77dhwwbhjSQwMBCDBg2yyxpLkg6Y2bhxo8u9kEq3iouLiyt1AnNJ0iGAp0+aHn4pbSto1KiRsCVOaTQaDd5++23MnTtXdr/Zs2fj1VdflZUfG1JQUIB9+8QLceYE/qb4+fkJfxv5+fk2BWTSCxNNmjQxWsao0WhkF1CkvYnFdNAhFeLrnrkXe4ypW7cuPv/8c+HcjRs3MGLECFmvoqOUvPj94MED2Q4Ojl4DALRv396i33djpL8Ham3pV9pFYWngX/a38xNfe6z5wC7drsuczxv3798XLrKVK1dOtSydn5+fbO5Kadv6Sd83pSXNtmzp99FHHwkZ5ujoaAwZMsTs+5P5qlatKhxnw/DwaGngb20J+/Dhw4UL3hkZGVixYoVVj2VIaYE/II8ZzA38c3NzMXnyZIwYMUJ2QbR+/frYtWsXevXqZeGKTSvL2/m5VOD/9NNPY+bMmZg9ezbatm2L5ORkrFmzRv/if+PGDSFTUaNGDaxZswb79u1D27ZtMWfOHHz00UfC8LrSHtNdtGvXDgkJCbKricUZoNOnTwsvQBUqVDA4KEyJwP+br8UtQZ566ilVfh6WZvylgUvFihXtdrGieB/3kj755BNZWVhJOp0OixYtEs4999xzDulJ6tSpkzB8MC8vT9E3HUewJutdkvSN8NRJ079PR44cEY6tLQUfPnw4Vq5cKcvafP/99xg0aFCpw2iOHz8uZGIrV65scXmeIdIPqLZspyX92ZRWqi4N/A2VDQLAHaQgB//+XQcGBppddWHK008/jZdfflk4t2PHDmEooiNJM/zSbVsdQfqc0sG81pJm/NUK/KUZfwb+4nuVJbOAilmT8Zf+roeHh6s6rV56IVHasiRVWuAvDSjNDfzPnz8vm+Q/depUiy5uk/mkGf9s3DRYhVdahYe5AgMDZQmYL774QrblqTVyc3NlbYlKBf7Xr19Hz5498fXXX8v+7dlnn8Uvv/wi26lHCUpXJToTlwr8gaIhFSdPnkRaWhp2794tbG2WlJSEpCRxEFObNm2wZ88epKWl4cSJExg+fLhFj+lOmjRpgs2bN8uGjuzYsQN9+vSR3dbQFXpbA/+TJ1JxaL+49VjJCg1Hkgb+N2/eNPmH76gy/2Jjx44VPixduXLFZNb/wIEDwlVZQ1u92IuHhwdeeukl4Zx01oA1tFotvvvuO4N7uCpJq9UKMxUA2wP//fsu459/jL/pSgN/c7YNNCY+Ph4//vijrLz4l19+QXx8vMkPh9Kgum3btopkYm3JTElJqzFK+9nExsYKx8YCf2mZf9OmTRX52oGimSXSeQNz5swxOLDInrRarazVYe/evYp8IDTXvXv3ZB8CrRlCaYizlPpL3x9KK/Uv64G/tMffmuDbmoy/s5T5F5O2DpWW8be01N/cC6ozZ84UPt/ExsaW+aGjagoKChIuquTjH/2gypKUKPUv9vLLLwvbm6ampsoGOVrj7NmzQvVg9erVDVYmNG3aVEiGSYcGS+3YsQPt27eX/U34+Pjgs88+w4IFC+zWhuLr6ytUJRYUFKj23qE0lwv8yb5q166NLVu2yAZbSLMVhvr7AdsD/+Vfy0uKDV05dISAgAChNCovL89kH670g52SE1MNiYqKwuDBg4Vzc+bMMRpMS7P93bp1s2gLQFs9++yzwl7Vqamp+Pnnn216zLVr1+LVV1/FkiVL0KdPn1KzJdY6efKk8PMNCgqyaC93oGiAVMmLag8e5GPXL+cN3rawsFA2pd6WwB8o+pvdtm2bfkvKYsePH0fXrl2NlrvbWulgjFI9dFeuXBEyfT4+PqXOaDE3458C8ffT1jL/kry8vLB8+XLZ92HkyJG4fPmyYs9Tmtu3b8uC/Pv378tau+xp7969wutWrVq1ZK1W1nKWjD9L/UVKZPylgb85GX9nC/ylrymHDx82mWAoLeMvDfxv3TJcQl7S8ePHsWnTJuHcm2++qWolRFmn0WhkF20MXfxWqtS/+L7S1o358+fbnMmWlvk3atTI4O0CAwNRV7LziKELXVqtFrNmzULfvn1lsUd0dDS2bt3qkEHf0u+1LVWJzoSBP8lERkZi8+bNRv94AcP9/cX3LcmSwP/KlSvYvkUsF3rttdfMvr89WNLn7+iMPwBMmDBBqLy4dOkS1q9fL7tdamoqfvzxR+GctNTY3oKDg2UZBEPlW5Yo+bXm5+dj/PjxNlcRGCINftu0aWPxhyIPDw88/fTTwrnNSacM3jYlJUX44F+pUiVZwG6Nhx9+GNu3b5ddTLt69Sq6desmC/by8vKQnJwsnLNX4G9txl/6s2nZsmWpWYDatWsLx4YuetzBRZyGWEFjbGCgtapWrYpvvvlG+F3KysrCkCFDHDbczdhrmiPL/aX9/UqV+QPOE/hbOtyv7Af+9unxL21oqbMF/rVq1RISDJmZmcIuFFKlBYLWDPf78MMPheNGjRqhd+/epd6PbCPN3hu6SKNUqX+xV199VXi/uXDhAhITE216THP6+4uVVu5/584d9O/fH7NmzZL9LXfv3h27d+92WDJQyXZEZ8LAnwwKDQ1FQkKC0bYHcwP/GzdumH018csvv4RW++8feq3aVdCpUyczV2wflvT5OzrjDxRd/XzmmWeEc8XbMZa0bNky4VxsbKziW3aZQ1ru/+uvvwrT2C114sQJ4fjkyZM2X0wwxNYy/2J9+/YVH3d3CjIzH8huZ6jMX6l5EVWqVEFiYiI6d+4snM/IyECfPn2EdqlDhw4J+wiHh4cjJiZGsXWUZG3G39IyfwB46KGHhEDj5s2bwhwDAPgNH0FXYoOxOnXqKBqQFnvssceEPZaBom29JkyYYNHOC9YyNsFfGozbk/Qig1Jl/oD8ddhZSv2Z8bc941+pUiWhiuz+/fuy77OUswX+Hh4esnJ/Y5VrDx48EMrBy5UrJ7uwZWngv3//fmzbtk04N336dMVamsi40jL+ubm5wvuSh4eHzQml6Oho2eeQTz/91Kb3GksCf2mFS8nA//Dhw2jfvj3+7//+T7iNh4cH3nnnHfzwww8O+VxdrKwO+LPoLzszMxMHDx7Eli1bsHXrVhw6dEi1q+dkf4GBgVi3bh26d+8unK9Tp47Rq47BwcHC1evc3NxSt6cBioKO7777Tjj3wkuPOnySv5R03oGpwN/QcD9HmDRpknAFNyUlBRs2bNAfP3jwQLaF36hRo1T53j7yyCOyrOmSJUuseqy0tDSDV8hnzJghbLtnq/z8fNlUe2svmjRq1EgInAvytfhlq/zCh3Siv61l/lL+/v743//+h2effVY4n5OTgyFDhmDp0qUADFc6KHkBoiRrMv46nc7iwX5AUZAhbXMpmfXPxHUcw7fCv48fP95uH4bHjBkjDJ0FgFWrVsn+bu3BWOB/5MiRUoMoJaSmpgqtFp6enmjTpo1ij8+Mv3NSosdfo9FYXO4vDfydYZCzuX3+hrK/0tckQ4G/saBOp9PhvffeE861bt1adlGY7EP6OVr6eUbaWlq5cmVF3oNef/114fjIkSOy91Fz5eXlmTXYr5i0TfjQoUPQarVYsmQJunfvLns/Cg0NxcaNGzFhwgSHX4xy24z/lStX8OGHH+LRRx9FzZo10a1bNwwaNAiDBg1C165dUbNmTcTFxeGDDz7ApUuXHLFmciBfX1+sXLkSw4f318/DAAAgAElEQVQPh0ajgZ+fH959912T95GWx5tT7r9s2TKhtLVKWAB69n7EukUrSJrxN7Xftxql/kDR7hUDBw4UzpXM+q9fv1740BkYGCi7vSONHDlSOF61apVVH8al2f5i9+7dw5tvvmnV2gw5cuSIMPm+SpUqsuFw5tJoNLKr7ZsT5eX+Sk30N8XLywtffPEFJk+eLJzXarWYOHEi3nvvPauy6eZSIuN/9uxZ4X4BAQFmf6+k5f4lg899mCOUIteoUUP2c1OSRqPBF198IVvTlClT7Da3opixi5mGLqrYg7SyoEWLFsLFY1s5w3C/wsJC2WucNHPlboG/Ehl/wPLJ/s6W8QfMn+xvTtl3QECA0OqUk5Nj9Hdp165d+O03cRel6dOnq55wcRelZfyl74m2lvkXq1evniyhN3fuXKse68yZM8KMmOrVq8ve20sy1NrSr18/TJo0Sba9cOvWrbF7925VqlMBN8z4nzt3Ds8//zyaNm2KJUuWICYmBm+++Sa+/vprrFu3DmvWrMHixYvx5ptv4uGHH8ayZcvQvHlzDBkyBOfPGx5YRa7Jy8sLc+fOxYULF3Du3Dn06NHD5O0t7fPPycnB4sWLhXPPDW0FL2/Le/6UZkvG35ElSRMnThSuhp4/fx4//vijwS38nn/+edmHTEeKj48X9k2+f/8+/ve//1n8OMYCfwDYuHEjduzYYdX6pAwNt7Plg5E0gDzw+2XcTv+3fDMvLw+nTokXA5TO+BfTaDR466238Omnn8qups+dO1e2U4I9A39rMv7SCxOPPvqo2b3Cxvr809PTcRhiu8jrr79uVQ+yJQICArBy5Uphe838/HwMHTrUrKopa5l6TXNEub+9tvErJn0dViPjn5mZKWRdAwMDZb9P7hf4297jD1g24C8/P19WDSZ9j1eDNPA/deqU0GJVrLTBfkDRa7o062/o9UOn0+H9998XznXo0EHRahsyrbTA31DGXykTJkwQjnfv3i1LOJhDOoTY1GwwoKhsX/r7buiz2iuvvIKEhARZ8s2R3C7j36ZNG+Tn52P16tVISUnBypUrMXHiRPTt2xedOnVC586d0a9fP0ycOBErV67EhQsXsHr1auTn5/OFo4wKDQ01KxNjaeC/evVq4Q+qgr83+g9Wbnq2LSwJ/NXK+ANATEwM+vfvL5ybPXs2fvvtN5w8eVJ/TqPRyPrsHc3LywvDhg0Tzi1ZssTiybLSwF/6wXHSpEnIycmxbpElKJ31jo2NxSOP/FvNotXqsPXnf0vlzpw5g9zcXP1xtWrVhAsl9vDCCy/ghx9+MDkUr0aNGoqWxSrxpmrLz8bYZP8vv/wSBfj3Q3cAqmPQoEEWr80asbGx+OKLL4RzqampeOmll2RzO5Ri6jVtx44ddp0zoNVq7drfD8gDf+ksB0corcwfgNCrDrhD4G+fjL+pzxupqanC+0xYWJiwvZlaQkJChOGtBQUFsoAKMC/wB+Tl/oZ2I9qzZ48s0Hv77bfNXjPZrrThfkpO9Jdq2bKlbIbXvHnzLH4cS/r7ixmbEQYUXQD/9ttvMWPGDKtfE5Tidhn/X3/9Ff/73//QpUsXs67ElitXDl26dMGqVascUh5IzsuS0jutViv7oNtvYDMEBKj/ZgzYNtzPkYE/UBTolszanj17FqNGjRJu06NHD9SoUcOh6zJk6NChwov6xYsXLZ4iLg3833//fSETf+nSJaveyErKycmRTbpXIuvdr18/4fjnhH8vzti7v9+Y7t27IyEhwWhWQclsPyB/U719+7ZFwW1BQYFNsxcMlfr//fffspkTj2ISfHx8zH5cWz355JMYM2aMcG7Xrl2YMWOGXZ7P1GvatWvX7Lq14KlTp4QPt4GBgbJ+Z1sFBgYKrwtZWVl2u4hijPS9wVDgX7LSAyj7gb8SPf6AZRl/ZyzzL2ZOub+5E97NyfhLt+/r2bOnXVrKyDi1Sv2LjR8/XjhOTEw0urWtMUoG/nXr1sWOHTtk827U4naBv3SvRUvYcl9yfZZcgd+yZYswVKtcOQ8890Jru63NUtLA/+bNm0Yz02oH/rVq1ZKVkUs/1EsvBKglLCwMTz75pHBO2u5hyr1794SZIhqNBkOGDMHw4cOF282bN8/k1kilOXHihNC/FhUVpciFE+m2fseP3sDVq1cBOKa/35jmzZtj27ZtssF3gPKBf/ny5YX+68LCQllm1JRjx44J2duQkBDUq1fP7PtLM/6XLl3CggULhKnZfghBM4ww+zGV8p///AdxcXHCuU8++UTYcUEJBQUFstLnVq1aCcf2LPeXXuxr06aN4i0VHh4eCAgIEM45Ousv/b029N7gfqX+js/4O3Pgb86AP6Uy/oWFhUhISBDOvfDCC+YulRRizXA/JXXq1AkNGjTQH+t0OsyfP9/s++fl5eH06dPCOXMC/+bNm8sqnAYMGIBffvlF9r6sJrcr9S+NVqvF/v37sWnTJuzbt88ue2eTa7Lkjfjzzz8XjrvF10e18CAjt3a8gIAAob0hLy/P6KRrtab6lzRp0iSj/ed169ZVPHizxYgRYkC1detWXLlyxaz7SnvgH374Yfj7++Ptt98WPgzl5eVh0qRJVpcrS/eYVWrITFRUFBo3Ff9ONm7cCEC9jH+xmJgYbNu2TXjeqlWr2mXSsy1vrNIy/7Zt21o09TcoKAhVq1bVHxcUFOCzzz4TbhOHCfCG4+dheHl5Yfny5cL6AGD06NE2XciSunXrlnAhMyQkRDb0yZ6Bv/SxlS7zL6b2ZH9zSv3Lly8v/P7m5eXJhl2VJWr0+Dtz4G9Oxt/cDHBpGf99+/bJKm3UGqDmzipWrAgN/q10yczMFGY72LPUHyhKmEiz/j/99JPZbZdnz54VEiPh4eEmB/sVCw4OxsyZMxEYGIiqVati7ty5WLRokaqzpwwxlPF3xBa79mZV4H/hwgU0b94cTzzxBKZOnYo+ffqgSZMmJodtkfswN/A/cuSIbHjYsJceNXhbNUl3KTAWnKid8QeKeoSl2eRiam3hZ0yLFi2EQTA6nQ7Lli0z677S15qGDRsCKHpD+eCDD4R/27lzp6ys0VzSD19KXjjp0UvctWLdunX4559/cPasuL2fowN/oOgNLzExEbNmzcKIESOwZs0auwyrVDLwt+aDqzS7UHK2gg+C0AKvWPyYSgkLC8M333wjBERZWVkYMmSIYtlg6dZJ1atXlwXfe/bsscuF/ZycHNnrf8eOHRV/HkDe5+/oyf7S9wZDf0sajcatsv7SjL+1gX9oaKjQipOVlWX05+vMgX/Dhg2Fqofr16/LXg/NDQRLC/x/+ukn4bhHjx4ObWeiIh4eHvCHfPvFYvYu9QeAJ554Qrgweu/evVJ3xihm6WC/koYOHYqUlBScOXNGv2uYs/H39xfmHuXm5qoyI0ZpVgX+EydOROfOnXHlyhWcO3cO58+fx0MPPSTbG5LcU5UqVeDt7a0/zsrKMphhWbFihXD8+OOPo049+w4xs4a03N9QcGJouyZplslRDGX9g4ODMWDAAFXWY4xGo5Fl/VesWCFs62iMscAfKCoZa9u2rfDv06ZNs/gFOzMzU7Y/rfRxbdEtvj48PP79OZ06dQrr168X+o9r1KhhMDvoCBUqVMDLL7+M2bNnC99fJVkb+Ofk5GD//v3COWsCf2mff0mtMBbloW71UVxcnGyf7TNnzmD8+PGKZB6krUARERFo2LCh8DuXlZVl1bTn0iQnJwvDNyMjI1GzZk3FnwdwjYw/4F7l/tIef2sDfw8PD7OTDc4c+JcvX14ouwbkF56VKPXXarWywN9ZeqrdkT/Ez7wlA39pqb89An9PT09Zi5z0c48x0sDfnDL/knx8fCyq0nM0jUZTJvv8TX7HJ06caPDK6R9//IHBgwfrp6FWrlwZvXv3xsWLF+2zSnIpHh4esiy59A33wYMH2LBhg3BOur+7s5BO9je07VhWVlap2zU5St26dWVv5EOHDpX1VDmDvn37CpURf//9N9avX1/q/UwF/hqNBp988omQPbl16xaWLl1q0dr27dsnlLzVqVNHVnpti5AQf7SME3vppQPcyvqwJWsD//379wvZ+YiICKtmLxjrJ/SCH1phnMWPZw+jR4+WVfGsWbNGNoTQGtLAv3r16vDw8JBtqadkuX9hYSE2btyIKVOmCOc7dOhgt6yPNPBXO+NvbuBvzkVQV6VUjz9gfpWhMwf+QOl9/koM99u/f7/wGcbf399ulTZUugBJ4F+yz9/cn7etrA38pS2X9koQqKks9vmbDPxv3LiBpk2bYunSpUJQ06ZNG0yfPh379u3DpUuXsGXLFixYsIDb+JFeaW/ESUlJQgY2NDQUXbp0ccjaLCXN+BsK/M0p5XSk9957T78FXM2aNTFunHMEMVK+vr54/vnnhXPLly83eZ+8vDycO3dOOCd9w6lduzZee+014Zy0NLw00t1JlMz2F+vZWyz3lw5aU6PM35GsfVOV/mzat29vVdAYGxtr8HxzvIwKsM+HLEtpNBp89tlnqFOnjnD+zTffFLbqtIa01L/4gq008Ld0xw1D8vPz8f3336N169YYNmwYzp8/L/y7vfr7AfnrsaMz/ua2gbnTln5K9fgD5u0kpNVqjf6+OwtTff46nc7qHv+SmeMff/xR+Lfu3bs7xZaG7spUxt+ZA3+tVisL/EtuU1xWuF3Gf/Xq1Vi4cCG+/PJLtG3bVr910pw5cxAeHo4nn3wSzZo1w5AhQ9CoUSPZYCRyX6UF/j/88INwPGDAANX37DTGnIy/Mwz2KykqKgpHjhzBrl27sH//ftXKxc0h7e86fPiwwe9xsbNnzwpDr6pXr25w2q107/UjR46YPbQGkAeX9hiM2KlrXZTzMv4y7G6Bv6mfe0mGAn9rGMr4e3t7Iw4TrXo8e/H398eKFSuE6fT5+flYuHChTY9rKOMPyIPwAwcOWN3bmJOTg7Vr16Jp06YYM2aMsItLsdDQULsMjyzmKqX+0i39srOz7bYmtSnV4w/IB/wZyvinpaUJg8gCAwNVa8czRhr4HzlyRN/6lZmZKbzvVahQwegwtNDQUKGEOjMzE3l5edBqtbJp/n369FFq+WQFaca/+D1Q2k/u4eFht8+V1gT+V65cES5MBgUFOd2FNCW4XcYfALp164bk5GQ8/fTTGDhwIF588UVkZ2dj8eLFuHXrFi5cuIBbt27h22+/tdvVKHI90heAklfaU1NTZaWj0iDNmUgDf0N/+M4w2E/K19cXjRs3dtoLKsWio6NlAe4vv/xi9PbSMn9pX2SxmJgY4YNdVlaWwaDDkPT0dGGbGo1GY5eMf1CQL9q2N1xurtFoLBqW44qkb6rmXE3Pzs6W9Zxb+7MJDw+XfXh+7rnnEIhwI/dQT+3atTF37lzh3JYtW2wavGcs8I+MjBQuihQWFmLv3r0WPXZ2djY+//xzNGrUCB9//LHBYEyj0eDJJ5/E9u3bZVvuKcnZhvsZe39wp1J/pXr8AfMy/s5e5g8UVeeV/N24d++efl91S7K/np6eskxlWloaDh8+LPzN+/n52fWCG5VOmvEvLvWX/rwrV65st3546RbsKSkpQiudIdJqswYNGjjlgD5bGfo7cnVm/RZ5eXlhwoQJ+mFKLVu2xCeffILCwkKEhobC09OzlEcgd2Mq47969WqhdaRRo0ZOXSJkTsbf2Ur9XY20zWP79u1Gb2uqv78kjUZj1t7IhkiDnEaNGtntZyqd7l+sdu3adg2GnIG0JNWcjH/JLBhQVK5f3NZiKQ8PDzz22GP6Yy8vL1mLiDN58sknhYtZGRkZSE5OtvrxDE31L2Ztn//ff/+Njz/+GA0aNMDbb79t8Gfq6emJQYMGYf/+/Vi+fLlV8xks4SoZf/cq9Veux9+cjL8rBP6G3rOKy/3NHexXzFA1lbTMv2vXrk45+8edSDP+xYGlo8r8gaLPqyWTdYWFhfoLTsa4Q5k/YF1ywtlZdPkoPDwcS5cuxerVq7Fx40a0bNkSP//8s73WRi7MWOCv0+lkZf6DBw922LqsIe3xT09Pl5WMO2PG35V07dpVON6xY4fRPaylV5pNDZSxNvB3RJl/scc7xcLXV/6ht6yX+QPWvakqvcXi+++/j7i4ONSpUwdLly61exBqCy8vL3Tr1k04l5SUZNVj5eTkCB8uPTw8hAso0nL/0vr809PT8d///hcNGjTAjBkzZK+JQNEU5xdffBFHjhzBwoULTe6qoCRnG+5nbsafpf7mMWe4nysE/oDx9yxLt3aTDqK9deuWLPDnNH/1Gcv4O2Kif0mWlvu7a+Bf5jP+2dnZmDBhAurWrYvo6Gj07dsX586dw2OPPYY9e/Zg9OjRGDNmDJ5++mmzS2jJPRi7An/gwAFh9wcvLy/069fPoWuzlL+/v/DBMT8/X3Y1loG/bZo0aSK8sWVlZeHAgQOy2xkaKGMq8Dc1LMkUJfaIN5efnzc6dJYPmSvrE/0Bedbq9u3bpZauHzx4UDi29WcTGxuLzZs3Izk52SX6XXv16iUcJyYmWrW1359//ikcV6tWTQi+2rRpIxynpKQYDKhSU1MxZcoUNGzYEPPmzcO9e/dkt/H19cWrr76K48eP45NPPkF0dLTF67WFmsP98vLyhADew8MDgYGBBm8r7fEvy6X+Sg73k/7u3rlzR1YtIf3dlX5GcRbG3rOknzkszfhv3bpV+B6UL1/eaQcquxNjPf6WXuixlaWBvzQBU1YDf+n3vcxn/CdOnIjNmzfj7bffxsKFC/HgwQP0798feXl58PDwwMiRI3H48GFERkaiXbt2mD59uqPWTU4uPDxc6Pf566+/kJOTI8v2d+/e3eBgNmcjLfeXfmhm4G8bDw8PdOrUSThnqM//0qVLwofo4OBgk5kbafbk9OnTePDggcm1XL9+HZcuXdIfe3l5oXXr1ibvYytD5f7uEPh7eXkJZc86nU6W6SgpPT1duHDo4eHhdrvJdOrUSZjCff36daum+5sq8weKhp+1aNFCOFey3P/SpUt47bXX0LhxYyxatMjg31VgYCAmT56Mn376CR988IGi22FaQs1Sf0PvDcZ6dd251N+WwN/T01P2+ysN9F0143/mzBncv3/f4lJ/6d/a2rVrhePOnTvLLjSR41WA2O6Wnp6OgoICh5b6A5YF/n///bfw/uHp6SnbdaascLtS/61bt2L8+PEYPHgwevbsic8//xw3btwQfiEqVaqE+fPnY/PmzbJMDLkvb29vWd/txYsXsXHjRuHcs88+68hlWU36oUL6oVlaOsoef8tJy/23bdsmu42h/n5TA2VCQkKE0u2CggIcP37c5Dp+/fVX4bh58+ZGpycr5bG2DwsXiwICAlC/fn27PqezsGSyv/RnY8/ZC86qQoUKsv57a8r9jQ32K8nQtn5nz57FiBEj0Lx5c6xYscJgS05ISAjeeecdnDx5Em+99ZbqPyM1S/0tuSgsfZ0py4G/dLifrUNopRl86YA/Vwn8K1WqhJo1a+qPtVotjh07ZnEgKH1dlV6YY5m/cygHb/ji3+RX8baNzlzqL626jI2NLbNbQrpd4B8UFISrV6/qj69duwaNRmPwTbxx48bYunWr8isklyV9Y124cKGwPUmVKlVkWV5nJe3zL874F88skH7wZsbfch07dhQyYadPn5YFJ+YO9ivJ0nJ/aZm/Pfv7i3n7lMNnn30Gf39/VKhQAR9++CF8fX3t/rzOwJI3Vke2YDgzQ+X+ljIn8Jf2+f/000+Ii4vD2rVrDW6NGR4ejpkzZ+LEiROYMGGC02yXpmapv7mD/QD36fHXQQcdCoVztg6JNtXnr9PpXCbwB+TvWYcPH7Y541+St7e3bFYIqcdQub+jS/1r164tVN2kpqYavUDqLv39QFEc7O3trT++f/++y1+QNRn4jx8/HgsXLsQTTzyBoUOH4rnnnkPv3r2devgROQ/pG+uqVauE4wEDBjj9VnPFDAX+f/75JwYOHIhXXnlFtsd1WdzP1N4qVqyIli1bCuek5f7WBP7SknnpVnAl6XQ6WVbZEYE/APTu3RuXL1/G+fPn8fzzzzvkOZ2BJRl/NS7KOKPu3bvLLpJduXLFoscordQfKPrbKdmPbmz+Qo0aNTB//nwcPXoUo0ePdrpJ4WqW+ksDf1MXhd2lx99Qmb+tW4GZyvhnZmYKsyfKly9fauCsJkMXqy0N/KU7ppTUsWNHo3MmyPEMDfhzdKm/t7e3sIUrYDzr706Bv0ajkf2tuXrW32Tg/8ILLyApKQlNmzZFtWrVMG/ePHzzzTeOWhu5OGngX3ILLgAYNGiQI5djE+mH4qSkJLRu3dpgOXp8fLxZASnJSYcNlfz+6nQ6u2f8//jjD2F+g4+Pj6zP2Z68vLzcru/S3Iz/1atXheDW29vb7rMXnFVISIjsa7e03N+cjH+5cuVMXlypU6cOFi9ejEOHDmHo0KHw8fGxaA2O4ufnJ1xkzsnJQU5OjkOe25JSf3fp8Veyv7+YqYy/tOw/IiLCqfccN5TxtzQQNBX4s8zfuRjK+Du61B8wv9zfXQb7FZMG/q4+2b/U7fzi4uLw7rvvYtasWRgwYIDRoTREUqZK6Ro3buxSPczSD8UpKSmyLL+vry9mzpyJlStX8u/ESp07dxaOd+/ejdzcXADAzZs3hQ8/vr6+sivUhjRs2FD40H/t2jWjwaU0o9ykSROhzIuUZ27GX7rFYosWLZwus+xI8fHxwrGtgb+xKqWePXvKzjVu3BgrV67Evn37MGDAAEUCN3vSaDSqZf2lgb8lpf5lNfBXur8fMJ3xd6Uyf6AokCp5ES01NVUYOAtYPtW/mJeXF3r06GH7IkkxhjL+ji71B8wL/AsKCnDu3DnhXFkP/KtUqQIfHx9ERESgadOmTn3R0BxGoxND/XvmsuW+VHaYenMdPHiwA1diO0PZsJLi4uKwd+9ejB49mkG/DRo2bCj0JmZnZyM5ORmAvMy/fv36ZvWFli9fXvbGZCzrLw0upZkXUp65GX/pz8Zdy/yLSQP/5ORkWVbQFGmpv7HAf+DAgXj22WcRHByM9u3bY/369di5cyd69+7tUq91ag34s6TU310Cf2nG39b+fsB0xt/VAn9vb29ZNZt0iGZpuyFVqFABAQEBsvOPP/646sM2SWROxt8RrSnmBP4pKSn6ZAxQVFli7CJTWbFy5UrcunULp06dwo4dOxxaBWoPRt+1mzVrhuXLl5e69VVJDx48wDfffCPbjoTck7E3V29vb/Tr18/Bq7GNtMe/WHGWPykpCTExMQ5eVdmj0WhkWf/icn9ryvyLGSqdlNJqtbL+fld/gXcF5mT8dTqdLPB318F+xWrUqCFc0NJqtdi8ebNZ9713755QseTt7W00o+Tp6YkFCxbgypUr+PHHH9GpUyeXzHioNeCPGX85rR0y/tWrVxcuRBVvIQy4XuAPyLf1K6lSpUpmVdkYKvfv06ePTesi5Ukz/teuXRNenz09PR1yscZQ4K/T6YRz7tTfX8zHx8cl3/OMMRr4Dx8+HO+//z5q1aqFYcOGYcWKFThx4oTwy5iZmYkTJ05gxYoVGDZsGGrVqoUZM2bgxRdfdMjiybkZyyD16NHD5IcfZ+Tv7y97UYyLi8Nvv/3GLL/CpH3+27dvB2Bb4C/9EGUo43/q1CkhOxcYGIjY2Fizn4OsIw38DfXPnT9/XrggUKFCBV5ghvXl/tIy//Dw8DL/GqZWqb8tU/3LbuCvfI+/l5eX7AJ9cVWLKwb+pqrNzM3+Sl9bPT09Za8ZpD5pxl+aaa9UqZJDXp+joqKEKpGsrCxZZZg7Bv5ljdFX27Fjx2LYsGFYuXIlvv/+e2zatEl/xcPDwwM6nU5/JUin06FBgwZ45513MHjwYLcbTkWG+fv7o2LFirKMh6uV+Rf7+OOPMWHCBOTn5+Pll1/GiBEjyvyHZTU8/vjjKFeunH6C+IULF3DlyhVFA/8jR45Aq9UKPz9pRrlNmzaKlKCSaeYE/tLZC48++qjL7AhiT7169cJHH32kP965cyeys7NLfQ82Z7BfWSPNmDmq1N+S4X7SwL+sTvWX9vgrNSMiMjJSCFSuXbuGhx9+uMwF/ub2e0u39GvXrp3LJV3cgTTjX3LAMOCYMn+gqOKybt26OHDggP7cmTNnhL8XdxvsVxaZfLX19/fH6NGjMXr0aFy9ehUHDhzAhQsX9G9klSpVQmxsLFq1asXty8igyMhI4YNPlSpV0KlTJxVXZL02bdpg//79uHjxollD5cg6QUFBaN26Nfbu3as/t3btWmFYk6enp6wCw5SYmBgEBQXps3xZWVm4ePEiateurb8NS8nVERISAo1Go7+QnJGRgfz8fCGw5zZ+hj3yyCOIiorS/23k5ubi//7v/0qd2m3OVn5ljbNk/C0J/LOzs+2yJrXZI+MPFH3e+P333/XHxQG/Kwb+0dHRqFy5sqzXGzA/EKxfvz42bNigP37qqacUWx8pR5rxlyptnoOS6tWrJwv8u3Xrpj9mxt/1mf1qGx0djejoaHuuhcqgqKgoIVM7cOBAp58AbUpZ6vNxZl27dhUC/6+++kr499jYWJQvX97sx/Pw8ECzZs2wY8cO/blDhw7pA//8/Hzs27dPuA+DS8coV64cKleuLAymS09P15ftFhYWCr8LAC/KFNNoNIiPj8fChQv155KSkiwO/N3hwr0aw/10Op3sey3NwpbkPqX+yvf4A4Yn+//zzz/Ca4unp6fRmT3ORKPRoHnz5ti6davs38wN/IcNG4aff/4ZR44cQXx8PJ599lmll0kK8EYFeCMAebhn8N8dMdG/mKkBf2lpaUJFno+PD5NgLoh1ymRXffv21f9/YGAg5z+QWaR9/tKsR4MGDSx+TGm5f8kBf0ePHhWya1WqVEGdOnUsfg6yjqly/+PHjwuzZYKCgphlKKFXr17C8datW2UTwKXM3cqvLFFjuN/du3eF311fX8akz4UAACAASURBVF+TE7B9fHyE9qL8/Hzk5eXZdY1qsFfGXxr4X79+XXbhpVq1ai6TfDBW7m9uIFipUiX88ssv2LVrF7777ju2rjkxU1l/Zwn8pdn+unXruszfEv2LgT/Z1RNPPIFvv/0Wr732GjZt2oQaNWqovSRyAXXq1DEZjFjS319M+iGq5IA/Q6XkrO5wHFOBv/Rn07x5c87WKKFVq1ZCKWhmZiZ+++03k/dxxx5/NUr9r1y5IhzXqFHD5OuKRqNxiz5/e/b4l3T9+nWXLPMvZizwt6TnW6PRwM/PT6klkZ1I+/xLcmTgX79+feH4woUL+gvJLPMvG/jpiezKw8MDTzzxBN577z00bdpU7eWQi9BoNOjatavRf7cm8Jdm/E+fPq3frpR7xKvL1JZ+0p8Nt1gUlStXDt27dxfOlTbdn4G/Y0r9pYG/Oe2S7tDn76iM/7Vr11w68G/SpInB844MBMkxTGX8HTXcDyiaQVKt2r9ryc/Px8WLFwFwsF9ZwcCfiJyStNy/JGtK/UNCQoQP3gUFBTh+/DgePHggDLMBGPg7mjTwT09PB1A0rC45OVn4Nwb+ctJy/6SkJNn+y8V0Oh1L/aFexr807tDnb68ef+kFrJs3b+LSpUvCOenFAWcWHBwsDKAt5shAkBzDVMbfkcP9AOPl/sz4lw0M/InIKbVr1w7e3t6y89HR0bIP8eaSlk4ePnwYBw4cQG5urv5cVFQUW1IcLCwsTDguzvgfOHBAX5UBFH2wd6WMnaM8/vjjQjnvn3/+iaNHjxq8bUZGhvA9rVChgiwbXhapUep/9epV4diawL8slvpLM/5K9Z6XL19eGJ6o1Wqxf/9+4Tau9vohrVQDGPiXRc7S4w8YDvxzcnJw4cIF4TwDf9fEwJ+InFKFChXQpk0b2XlryvyLGRrwxzJ/9Uk/yBZn/Dl7wTy+vr6ybVKNlfsb2srPHb6n0ouFzlrqL+3HLoul/tIef6Uy/oA8sD9y5IjJf3d2hvr8Wepf9pjK+Dv6Qo808D99+jTOnTuHwsJC/bnIyEirEzCkLpOB/xtvvIFjx44J5/755x+jJYRERErq3Lmz7Jwtgb+hAX8M/NVnLOP/66+/Cue5jZ9xhsr9DXHH/n7AeYb7lcbf3184Lpul/vbp8QfkpfzSHS5cLfCXXqz28vJyiwodd+PsGX+W+ZcdJgP/r7/+GikpKfrjjIwMREREyD4oExHZg6EBf7YE/g0bNhSyS9euXRO29QMY+KvBUMb/3r17/NlYoFu3bkLJ9Llz5/RDmUpyx/5+wHDgr9Vq7fZ8+fn5suoKa4b7lc1Sf/tM9QdKD+xd7fe9fv36wppbtGjhFhU67sZYxt/T09PhmfXY2FjhveTatWv4/fffhdsw8HddFpf6M9tPRI4SExODWrVq6Y+9vLxs2h2ifPnysjeskh/+Y2NjhR5RcgxDGf99+/ahoODfzGCtWrUQHh7u6KW5jODgYFlrjKGsv7tm/L28vISgWqvV2rWMPjU1VSiNDQsLM2tbNXco9Xdkxr+k0NBQ+Pr6KvZcjuDl5YVly5bhscceQ+fOnTF//ny1l0R24A/DnzsqV67s8O1ry5cvj5iYGOFcQkKCcMzA33Wxx5+InJZGo8HcuXMRFBQEb29vvPXWWzb3uxkallSMGWV1VKpUSfhwk5mZiV9++UW4Dcv8S2dOub+7Bv6AY8v9rSnzB9xjqr8je/zN/Tdn1rJlSyQlJWHdunXChXAqO3xRET4+PrLzas1zkJb7Z2VlCcfW7KxEzoGBPxE5tbZt2+LixYu4cOECXn/9dZsfj4G/8/H09JRd0Nm4caNw3LZtW0cuySX16NFDOD548CBu3bolnJOWn7ta6bMtpIG/oVYIpUgn+ptT5g/Ie/zLZqm/Ohl/Vw38qezTQCPb1hZw/FZ+xaSBf0n+/v7c+ciFlfpqe+XKFX2fZfEVn5SUFNmbUzFTH6qJiKzh5eWlWJ+boSnJQFF1gaFdBMgxqlSpoh/qBwC3b9/W/79Go+FFGTNERESgSZMm+q38dDodNm/ejGHDhulvY2iqv7uIjY3F2bNn9ceffPIJOnToYJfnsmaiP+AeGX979vibupDFwJ+cWdWqVXH9+nXhnFpbN5oK/OvXr+/w9gNSTqmvtjNnzsTMmTOFc2+88YbsdjqdDhqNBhkZGcqtjohIYTExMQgKCpKV+TZs2BAVK1ZUaVVkKNtRjD8b8/Xq1Usf+ANF5f7FgX9hYSFu3rwp3N6dAv+RI0di06ZN+uO9e/diz549drmoZG2pP3v8bVOhQgWEhIQIFw6LMfAnZyaddQOol/GvX7++0X9jf79rM/lqu2DBAketg4jIITw8PNCsWTPs2LFDOM8ecnWZCvyZ7TdffHw83n//ff3x7t27kZWVhcDAQKSlpQkDE4ODg2UZ5rLs0UcfRYcOHbBz5079uZkzZ6Jt27aKT0q3NvB3h1J/e/b4A0UBPgN/cjWGBgurlfGPjo5GhQoVDFYcMfB3bSYD/8GDBztqHUREDmMo8GdwqS5TgT8vypgvNjYWMTEx+OOPPwAUbSv3yy+/4Omnn3bbrfxKmjZtmhD4//7779i1a5fiJf8c7mecPTP+QFGff8mql2IM/MmZGcr4qzXcz8PDA3Xq1JFtqQsw8Hd1Jps07t69i/z8fFM3ISJyOdJZJOXKlUPr1q1VWg0BxgN/Ly8vxMXFOXg1rkuj0cim+ycmJgJw74n+xVq2bIkuXboI52bMmKHoVsWZmZm4e/eu/tjb2xvVqhnep1tKWupfNgN/+/X4A8YDfAb+5MycqdQfMNznr9FoTPb/k/MzGfjHxMQI/XAPHjzAO++8g8uXL9t9YURE9tK6dWthwnenTp2MDiwlxzAW+Ddv3tytytGVEB8fLxxv374dubm5bj3Rv6Rp06YJxwcPHpRtH2kL6UT/qKgos4dhMeNvO0OT/QMDAxUbEEtkD85U6g8YDvxjYmL4fuziTL4TSa+AP3jwAF988QWuXbtm10UREdlTcHAwFi5ciIYNG6Jbt26YPXu22ktye8YCf7ZgWK558+bC9/PevXv49ddf3Xqif0lNmzZF9+7dhXNKZv2tLfMH5D3+ZTHwd0SPv5S7XuQi1+FMpf6A4cCfZf6uz+L9GJQsh7NEbm4uJk+ejJo1ayI8PBzPPPOMrGzRkCVLlqBhw4YICwtD+/btsW/fPuHf4+PjERwcLPw3fPhwe30ZROQkevbsiT179mD16tUm934mxzAW+LO/33IeHh7o2bOncC4xMZGl/iVIs/5Hjx7F5s2bFXlsacbfksDfPUr9xYy/p6enoo9vKPBnmT85O0MZfzUDf0OT/Rn4uz6X2Yhx2rRpSEhIwNKlS/Hzzz/j3r17GDhwIAoLC43eZ8OGDZg6dSomTpyIPXv2oGXLlujfv79sn8xnn30W58+f1/83b948e385RERUgqFsh5+fH5o3b67CalyftM//559/lr33uXPg36hRI/Tu3Vs4N2PGDGi1WpsfW5rxj46ONvu+7lHq7/iMPy/ukrMLCQkRKn7Ubk8JCQmRXZBn4O/6Sg38DW1xo/S2N6XJzMzEypUr8d5776FDhw5o3LgxFi1ahNOnT2PXrl1G77dgwQIMHjwYQ4cORWxsLGbPno2wsDAsW7ZMuJ2fnx/CwsL0/5Xs/SUiIvsLDg6W9frGxcXB29tbpRW5trZt2yIgIEB/nJaWhmPHjgm3cffy56lTpwrHp06d0g9CtAVL/U2zd49/UFCQ7HMcM/7k7Dw9PfHaa6/pj8eOHWv2bBB7efzxx/X/X6FCBbRq1Uq9xZAiSn21nT9/PlavXg0A+gn///3vf1GpUiXZbTUaDdasWaPwEoFjx44hPz8fHTt21J+LiIhAbGws9u/fj06dOsnuk5eXh2PHjmHs2LHC+Y4dO2L//v3CufXr12P9+vWoUqUKOnfujClTpggfmIiIyL48PDxQpUoV/Pnnn/pzLPO3no+PD7p06YINGzboz5Vs1dNoNAgPD1djaU6jfv36eOqpp7Bx40b9uVmzZqFXr142feCWlvpbkvE3VOqv0+kcnnCxJ3v3+ANFGf6TJ0/qjxn4kyt444039JVIdevWVXk1RfFeTk4Obt68iQkTJqBixYpqL4lsZDLwj4iIQGZmJjIzM/XnIiMjkZ6ejvT0dNnt7fXGlJaWBk9PT9m2FqGhoUhLSzN4nzt37qCwsFA2EVN6n/79+yMyMhJVq1bFuXPn8N///henT58WPghIpaSk2PDVWM7Rz6cucRp1SoZzfu3W/0xc4+srXVn5Okpnv78/9/kemissLEwI/GvWrGnw+2/v18T4g9Lns+vT2U2zZs2EwL+kSpUqyQJUe3LW97FnnnkGmzZt0l8UOXPmDL766ivZln/mKiwslH1fCwsLzf76dTodPD099W2MBQUFOHPmjHmVLwct+8UtfU3Kv0bFHwTOfZKK31f9ey4jIwMpKSmK/t3Vrl1bH/hrNBpUqlTJaX8HHcHVvvZvJccpGRmqrMPe4g8e0v9/8Y+ouALGWX5mb7/9tv7/nWVNzsoZvj+1atUy+e8mA/+SV0vt4YMPPsCcOXNM3iYhIcGua3jhhRf0/1+/fn3UqFEDnTp1wrFjx9C4cWOD9yntm6qklJQUhz6f2m7c+VQ4jqj8ukorMc6Wn4krfH3mKCtfR2ns+ffnLt9DS0yePBnDhg1Dbm4u+vXrJ+tTBxzzmvhpsFgm/PrfmUZu6dzCwsLwn//8R1+tV1J0dLTD3luc+X2sVq1a6NevH9auXas/9+2332LUqFFWDZ27ceOG8P2uVKkSmjRpYtFj+Pv7CwmX8PBwszJtQZJ+4My//zZ6W3N+JvZ4jfo0OAh/QKwYDQ8PR61atRT9u3v//feRkZGBixcvYuzYsW5dPeTMf3/GPHrnjnC8T8X97O0lJSUFSS3+nWHjqu8zVMRV/s6Ubayy0OjRozFgwACTt4mIiMDBgwdRWFiIO3fuCBMu09PTERcXZ/B+lStXhqenp6wyIT093ej0aABo0qQJPD09cenSJaOBPxERKa9nz544duwYMjIyDG4lRJYJDAxE+/btDe5R786D/aTeeOMNrF+/Xj/Y7/z589iwYQP69+9v8WPZ0t9fTBr4Z2dnl6kSW3v3+ANFFxNMVW4SEbkjVadGVK5cGbVr1zb5n5+fHxo3bgwvLy/s3LlTf9/U1FScP3/e6KAJb29vNG7cWLgPAOzcudPkcIrTp0+jsLDQ4IRpIiKyr2rVqqF+/fplqqdZTYaqJgAG/iXVqlVLloT46KOPUFBQYOQexikR+Jf1Lf2kPf72CPyJiEjO5KutpdMbNRoNkpOTbVqQIUFBQRgyZAjeffddhIaGomLFinjrrbdQv359YeJkixYtMGLECIwcORIAMGbMGIwaNQrNmjVDq1atsGzZMty6dQvDhg0DAFy+fBlr1qxB165dUalSJZw/fx7Tp09Hw4YN0bp1a8W/DiIiIkfq0aMHxo8fLwz2Axj4S73xxhtYu3atvrf+4sWLWLt2LQYNGmTR40j7+60J/KVb+v3zzz8WP4Yzc0TGn4iI5Ey+2oaEhDhN1mXmzJnw9PTEsGHDkJOTg3bt2uGrr74SevBSUlJwp0Rf0NNPP42MjAzMnj0bf/31F+rWrYs1a9bo93P18vLC7t278dVXX+H+/fuoXr06unbtiqlTp1rV20dERORMwsLC0KJFCxw4cEA4zynnopo1a2LQoEH47rvv9Oc+/vhj9OvXz6Kp87ZM9C8mDfyzs7MtfgxnpnXAVH8iIpIzGfgnJSU5ah2l8vHxwezZszF79myjt/nbwCCbl156CS+99JLB20dERODnn39WbI1ERETOplevXrLAnxl/ucmTJ2PVqlX6Ev/Lly9j1apVGDJkiNmPoUSpvzTwL2ul/sz4ExGpQ9UefyIiIrKv+Ph42TkG/nLR0dGyIH/27NnIy8sz+zGkgb8SGf+yVurPHn8iInWY/Wp76dIl7Ny5E5cvX0Z2djb8/f1Rs2ZNdOjQAQ899JA910hERERWiomJQVxcHH7//XcAQL169VC1alWVV+WcJkyYgO+//14f7F+7dg3ff/+9fjaQKffv30daWpr+2NPTExERERavgRl/IiKyh1JfbbOzszFu3Dhs2rRJv9VNSR4eHujbty/mzZsne7MiIiIi9S1atAgffvghsrOzMXXqVHh4sODPkMjISAwdOhRff/21/tycOXMwePBg+Pj4mLyvtL8/MjLSqqBWOtW/rPf4M/AnInIMk6+2Op0OgwYNwt69e9GxY0cMHDgQdevWhb+/P7Kzs3H27FmsWrUKa9euRVpaGjZt2uSodRMREZGZoqKisGjRIrWX4RLGjx+PFStWIDc3F0DR9sErVqzAiBEjTN5PicF+AODv7y8cl/WMP4f7ERE5hslL/gkJCdi7dy/+85//YP369RgwYAAaNGiAhx56CA0aNMCAAQOwYcMGvPPOO9izZw8SExMdtW4iIiIixYWHh8tK++fOnYsHDx6YvJ8Sg/0A9+vx5y5KRESOYTLwX79+PR555BGMGzfO5IOMHz8e9erVw7p16xRdHBEREZGjjR8/Hr6+vvrjmzdvYvny5SbvY6/Av+yV+jPjT0SkBpOB//Hjx9G9e3ezHqhHjx44duyYIosiIiIiUktYWBhefPFF4dy8efNMZt+VCvylPf5lr9SfPf5ERGowGfjfvn0bkZGRZj1QZGQkbt++rciiiIiIiNQ0btw4IfuelpaGpUuXGr29tMff2sBf2uNf1kr9OdWfiEgdJgP/+/fvC6VuppQvX77MvTkRERGRewoNDcXIkSOFc/PnzzdYeq/T6RQb7lfWt/OT9vgz8CcicoxS9/PRaDSOWAcRERGRUxk7dqyQgb99+zaWLFkiu11aWpow/C8wMBAVK1a06jnL/nZ+7PEnIlJDqZdZx4wZg7Fjx5b6QFqtVpEFERERETmDSpUq4eWXX8acOXP05+bPn4/hw4cjMDBQf07a3x8dHW114qTsl/oz409EpAaTr7aDBg1y1DqIiIiInM6rr76KxYsXIysrCwBw9+5dLF68GJMmTdLfRqnBfkDZL/Vnjz8RkTpMvtp++eWXjloHERERkdMJDg7GK6+8glmzZunPff7553jppZcQHBwMQNnAv6xP9WePPxGROkrt8SciIiJyZ6NHj0ZQUJD+ODMzEwsXLtQfKxn4S0v9y1rgzx5/IiJ1MPAnIiIiMiEoKEg272jhwoW4e/cuAPlWftZO9AcMZ/x1Op3Vj+ds2ONPRKQOBv5EREREpRg1apQwqT8rKwsLFiwAIA/8bcn4e3t7C1nwwsJC5ObmWv14zoY9/kRE6mDgT0RERFSKgIAAjBs3Tjj31Vdf4c8//8Sff/6pP6fRaBAZGWnTc0kH/JWlyf7s8SciUgcDfyIiIiIzvPTSSwgJCdEfZ2dnY/LkyUIpfvXq1eHj42PT80j7/LOzs216PGfCHn8iInUw8CciIiIyg7+/P15//XXhXFJSknBsS39/sbK6pZ8OOuhQKJzz9PRUaTVERO7FZOB/8eJFs68y37x5E9u2bVNkUURERETOaPjw4QgLCzP670oE/mV1Sz9D/f0ajUal1RARuReTgX/Lli2xefNm/fHff/+NOnXqIDk5WXbbX3/9Fc8884zyKyQiIiJyEn5+fhg/frzRf7dlsF+xsprxZ38/EZF6TAb+0u1jtFot/vrrrzI1XZaIiIjIEi+88AKqVatm8N8Y+BvH/n4iIvWwx5+IiIjIAuXLl8fEiRMN/hsDf+O0kow/+/uJiByHgT8RERGRhYYMGYKIiAjZeXsE/mVlOz9m/ImI1MPAn4iIiMhCPj4+mDRpknDOz88PoaGhNj+2NPAvK9v5scefiEg9pQb+9+7dQ3p6uv4/AMjMzBTOpaenIysry+6LJSIiInIWgwcPRr169fTHTz75pCJT6stuqb98qj8RETlGqa+4kyZNkl3RfuGFF2S30+l03JKFiIiI3Ia3tzd+/PFHLF68GL6+vhgxYoQij1t2S/2Z8SciUovJV9wpU6Y4ah1ERERELic0NBRvvfWWoo8pDfwTExMREhKCLl26oHbt2i6baGGPPxGRekwG/lOnTnXUOoiIiIgI8sD/4sWLmD59OqZPn47IyEh06dIFnTt3Rrt27eDv76/SKi3HHn8iIvVwuB8RERGRE4mLizP6b9evX8eyZcswePBgNGjQALt27XLcwmzEHn8iIvWYDPz/+usv/Pbbb7JpsgUFBZg5cyaaNGmCatWqoX379tiyZYtdF0pERETkDmJiYrBkyZJStwa8e/cu3njjDeh0OscszEbs8SciUo/JwH/evHkYOnQovL29hfPvvPMOZs+ejYyMDNSpUwcpKSl47rnnkJycbNfFEhEREbmDfv364ejRozh06BBmzpyJzp07o3z58rLbXbhwAefOnVNhhZZjjz8RkXpMBv6///47unXrJgT+GRkZWLx4MR5++GEcP34cO3fuRHJyMkJCQvDFF1/YfcFERERE7kCj0eDhhx/G6NGjsW7dOly6dAlr165FgwYNhNslJCSotELLSHv8PT09VVoJEZH7MRn437hxA3Xq1BHObdu2DYWFhRg7diyCg4MBAFFRURg8eDAOHjxov5USERERuTE/Pz906dJFtm1gYmKiSiuyDDP+RETqMRn4P3jwAEFBQcK55ORkaDQatG/fXjj/0EMP4e7du8qvkIiIiIj0evToAQ+Pfz/CnThxApdVXI+52ONPRKQek4F/ZGSkrG9s7969CAkJQVRUlHDe0EUCIiIiIlJWaGgoWrVqJZzbpNJaLMGp/kRE6jEZ+Hfp0gXff/899u3bB61Wi5UrV+KPP/5Ar169ZLc9duwYIiMj7bZQIiIiIirSu3dv4XijSuuwhLTHn4E/EZHjmAz8J06ciMDAQPTq1QuhoaF47bXXEBISgokTJwq3y87ORmJioqz8n4iIiIiUFx8fLxzvBfCXOksxG3v8iYjUY/JSa8WKFfHrr79ixYoVuHLlCqKiojBkyBBUrlxZuN25c+cwcOBADBgwwK6LJSIiIiIgOjoajRo1wvHjxwEAOgA/ARhh8l7qYo8/EZF6Sn3FDQ4OxmuvvWbyNs2bN0fz5s0VWxQRERERmdarVy994A8AG+DsgT97/ImI1GKy1F8qNzcXZ8+exYEDB3DmzBnk5ubaa11EREREZIK0z///AGSqsxSzsMefiEg9ZgX+Bw8eRP/+/REVFYXHHnsM3bt3R5s2bRAVFYUBAwbg0KFD9l4nEREREZUQGxuLhx9+WH+cDyBJveWUij3+RETqKfVS69dff41p06YBAFq3bo1HHnkE/v7+yM7OxqlTp7Bjxw7s2LEDs2bNwksvvWT3BRMRERERoNFo0KtXL3z66af6cxsBDFZvSSaxx5+ISD0mX3EPHDiAKVOmoHXr1li4cCGio6Nlt7l69SrGjBmDKVOmoFGjRmjRooXdFktERERE/+rdu7cQ+G8G8EC95ZjEHn8iIvWYLPX/7LPP8NBDD2Hjxo0Gg36gaKrsunXr8NBDD+Gzzz6zyyKJiIiISK5JkyYIDw/XH98HsF295ZjEwJ+ISD0mA//9+/dj8ODB8PHxMfkg5cuXx6BBg5CcnKzo4oiIiIjIOA8PD8THxwvnNqq0ltJIh/uxx5+IyHFMBv5ZWVkICwsz64HCwsKQlZWlyKKIiIiIyDy9evUSjn8CUFBQYPjGKpJm/D09PVVaCRGR+zEZ+IeFhSElJcWsB7pw4YLZFwmIiIiISBmPPfYYKpU4zgDw22+/qbUco6TD/ZjxJyJyHJOBf6dOnbB8+XJcvXrV5INcvXoV3377LTp16qTo4oiIiIjItHLlyqGP5FxiYqIqazGFPf5EROoxGfhPnDgROp0O3bp1w9q1a5GfL16pzc/Px9q1a9GjRw/odDpMmDDBbgvNzc3F5MmTUbNmTYSHh+OZZ55Bamqqyfv89ttveOaZZ1C3bl0EBwfj+++/l91Gp9Nh5syZqFOnDqpWrYr4+HicPXvWXl8GERERkeKekhwnJSVBq9WqshZj2ONPRKQek4F/REQE1qxZA51Oh1GjRiE6Ohrt2rVDz5490a5dO0RHR2PUqFEoKCjA6tWrERkZabeFTps2DQkJCVi6dCl+/vln3Lt3DwMHDkRhYaHR+9y/fx/16tXDrFmz4Ovra/A28+fPx4IFC/DRRx9hx44dCA0NxVNPPYV79+7Z60shIiIiUlQXABVKHP/55584evSoWssxiD3+RETqMRn4A0Dr1q2xf/9+vP3222jYsCGuXbuGAwcO4Nq1a2jQoAGmT5+O/fv3Iy4uzm6LzMzMxMqVK/Hee++hQ4cOaNy4MRYtWoTTp09j165dRu/XtWtXvPPOO3jiiSfg4SH/UnU6HRYuXIjXX38dTzzxBOrVq4eFCxciOzsb69ats9vXQ0RERKQkXwA9JOcSEhLUWIpR7PEnIlJPqYE/AAQHB2P8+PHYsmULrly5gtu3b+PKlSvYunUrJkyYgIoVK9p1kceOHUN+fj46duyoPxcREYHY2Fjs37/f6se9evUq/vrrL+FxfX198eijj9r0uERERESOJi33T0hIgE6nU2UthrDHn4hIPYq94i5cuBDz58/HuXPnlHpIvbS0NHh6eqJy5crC+dDQUKSlpVn9uH/99Zf+caSPe/PmTaP3M3enA6U4+vnUJe5FnJLhnF+79T8T1/j6SldWvo7S2e/vz32+h0qz92ti/EHp89n16dyCe72PqeTgQYRnZ6Ncly76rfz++OMPbN26FTExMbKbl/4zUf41Krz3TRwuUYSQkZGhXwf/7uzH1f7+vpUcp2RkqLIOe4s/eEj//y72IyIDnOHvrFatWib/XbHA//79+xYH4R988AHmzJlj8jbOVqYGlP5NVVJKSopDn09tN+58KhxHVH5dpZUYZ8vPxBW+r1HmoQAAIABJREFUPnOUla+jNPb8+3OX76HSHPGa+GlwkHD8+t+Zdn2+ss7d3sfUEhQcDADoDGBLifMnT55E9+7dhdua8zOxx2vU1YRg4Tg8PFy/Dv7d2Ycr/v09eueOcLxPkvgrC1JSUpDUorn+mL/vrs1V/s5UrbEaPXo0BgwYYPI2EREROHjwIAoLC3Hnzh2EhITo/y09Pd2m2QJhYWH6xyk5mDA9PR1VqlSx+nGJiIiI1PA0xMA/MTERkydPVms5Avb4ExGpR9XAv3LlyrLyfUMaN24MLy8v7Ny5E/379wcApKam4vz582jVqpXVzx8dHY2wsDDs3LkTTZs2BQDk5OTg999/x3vvvWf14xIRERGpoQ+AUQCKO/uPHz+Oq1evIjo6WsVVFWGPPxGReswa7qe2oKAgDBkyBO+++y527dqF48ePY9SoUahfvz4ef/xx/e1atGiBxYsX64+zs7Nx4sQJnDhxAlqtFjdu3MCJEydw/fp1AIBGo8Ho0aMxf/58/PTTTzhz5gxeeeUVVKhQAf369XP0l0lERERkkzAAbSTnkpKS1FiKTKEk48/An4jIcVwi8AeAmTNnIj4+HsOGDUP37t1RoUIFrFq1StgDNiUlBXdK9AUdPXoU7dq1Q7t27fDgwQPMnDkT7dq1w4wZM/S3GTduHEaPHo3JkyejQ4cOuHXrFjZs2ICAgACHfn1ERERESjA03d8ZMONPRKQek6+4VatWhUajMeuBiifI2ouPjw9mz56N2bNnG73N33//LRy3bdtWdk5Ko9Fg2rRpmDZtmiLrJCIiIlLTUwAmlDhOTk5Genq6bBcjR2OPPxGRekwG/k899ZTZgT8RERERqa8GgIYNG+LEiRMAAJ1Oh82bN+P5559XdV3M+BMRqcfkK+7ChQsdtQ4iIiIiUkivXr30gT9QVO6vduDPHn8iIvW4TI8/EREREZmnd+/ewvHu3buRmanuXuHM+BMRqcdk4H/r1i20aNECH3zwgckH+eCDD9CyZUvcvn1b0cURERERkeXq1KmDmJgY/XFeXh62b9+u4orY409EpCaTgf+iRYtw9+5djBs3zuSDjBs3DhkZGVi0aJGiiyMiIiIiy2k0GvTq1Us4l5iYqNJqikgz/iV3ZiIiIvsyGfhv27YNTz31VKlb2wUEBKBv377YvHmzoosjIiIiIutIy/23b9+OBw8eqLQaeY8/M/5ERI5jMvC/fPkyHnnkEbMeqF69erh06ZIiiyIiIiIi2zRt2hTVqlXTH9+/fx+7du1SbT3s8SciUo/JwF+j0UCr1Zr1QFqtllv/ERERETkJDw8Ppyr3Z48/EZF6TAb+UVFROHz4sFkPdOTIEURFRSmyKCIiIiKynTTw37x5MwoKCozc2r7Y409EpB6TgX+3bt2wfv16XLhwweSDXLhwAevWrUP37t0VXRwRERERWe/RRx9FcHCw/jgjIwPHjh1TZS3s8SciUo/JwH/s2LHw9/dH7969sW7dOtkV4oKCAqxbtw59+vRBQEAAXn31VbsuloiIiIjM5+XlhR49egjndu7cqcpa2ONPRKQek4F/5cqVsXbtWnh5eWHkyJGIiopCu3bt0LNnT7Rr1w5RUVEYOXIkPD09sWbNGlSuXNlR6yYiIiIiM0jL/Xft2mX2DCclscefiEg9pV5qbdy4Mfbt24dvvvkGW7Zswblz53Dv3j0EBASgYcOG6NGjB1544QUEBQU5Yr1EREREZIGOHTvCz88P//zzDwAgLS0NR48eRbNmzRy6Dvb4ExGpx6waq8DAQIwbNw7jxo2z93qIiIiISEG+vr7o3LkzfvrpJ/25xMREhwf+7PEnIlKPyVJ/IiIiInJ90nL/hIQE6HQ6h66BPf5EROph4E9ERERUxnXt2lXIsF+8eBHnz5932PPrdDroUCicY6k/EZHjMPAnIiIiKuOCg4PRrl074VxiYqLDnl+6M5QHykGj0Tjs+YmI3B0DfyIiIiI30Lt3b+E4ISHBYc+dny/293uA/f1ERI7EwJ+IiIjIDfTs2VPIsh8/fhzXrl1zyHMbyvgTEZHjMPAnIiIicgNVqlRB69athXNJSUkOeW5p4O/JjD8RkUMx8CciIiJyE/Hx8cKxo8r9mfEnIlIXA38iIiIiNyHd1i85ORnp6el2f155jz8DfyIiR2LgT0REROQmatSogdq1a+uPtVotNm/ebPfnlWf8WepPRORIDPyJiIiI3Mjjjz8uHDtiWz+W+hMRqYuBPxEREZEb6dChg3C8a9cuZGVl2fU5OdyPiEhdDPyJiIiI3EhMTAxq1qypP87Ly8P27dvt+pzs8SciUhcDfyIiIiI3otFoZEP+7F3uzx5/IiJ1MfAnIiIicjO9e/cWjrdv346cnBy7PR97/ImI1MXAn4iIiMjNNGvWDFWrVtUfZ2dnY9euXXZ7Pvb4ExGpi4E/ERERkZvx8PCQlfsnJCTY7fnY409EpC4G/kRERERuSBr4b968WZaZV0phYaFwzB5/IiLHYuBPRERE5IYee+wxBAcH648zMjLw+++/2+W5mPEnIlIXA38iIiIiN+Tl5YXu3bsL5+xV7s8efyIidTHwJyIiInJT0nL/pKQk6HQ6xZ+HGX8iInUx8CciIiJyUx07doSfn5/+ODU1FUePHlX8edjjT0SkLgb+RERERG7Kz88PnTp1Es4lJiYq/jzM+BMRqYuBPxEREZEb6927t3Bsjz5/9vgTEamLgT8RERGRG+vatSvKlfs3A5+SkoI/LqYr+hzSwJ8ZfyIix2LgT0REROTGgoOD0a5dO+Hcju3nFH0OeeDPjD8RkSMx8CciIiJycz179hSOT5/8U9HHZ48/EZG6GPgTERERubnGjRsLx3+kpCn6+OzxJyJSFwN/IiIiIjcXGxsrHF+7moG83AIjt7Yce/yJiNTFwJ+IiIjIzQUEBCAiIkJ/XFiow+X/Z+/Ow6Kq/j+Av4dVQWLMZWRHVhFRCncTQdRcAjQFXMvUEMw9953ct8LcK8oFf5m7mJgLiiIKai4UymiCiqaEKKgoIAy/P/x68zLDvgzY+/U88zzde88995wZZuxzz/mcm/Swwupnjj8RkXox8CciIiIiODg4iLZvXq+4lf2Z409EpF4M/ImIiIgITZo0EW3/VYF5/szxJyJSLwb+RERERKSU5//XjYob8WeOPxGRejHwJyIiIiLlqf6VOOLPHH8ioqrFwJ+IiIiIlEb8k+88Rnb2y0JKlw5z/ImI1IuBPxERERGhTp06MDMzE7YVinwkJaZVSN15eXmibeb4ExFVrRoT+GdnZ2Py5MmwsrKCsbEx+vfvj3v37hV5TnR0NPr37w8HBwdIpVJs27ZNqUxgYCCkUqno1aVLl8rqBhEREVG1VVnT/TniT0SkXjUm8J8+fToOHDiAkJAQhIeH4+nTp/Dz81O6g/ymzMxMNG3aFEuWLEHt2rULLefm5ga5XC68du7cWRldICIiIqrWlFb2r6BH+jHHn4hIvWrE7daMjAxs3boVa9euhbu7OwBg48aNcHJyQmRkJDw8PFSe161bN3Tr1g0AMGrUqELr19XVhUwmq/iGExEREdUgBQN/jvgTEb0dasSI/+XLl/Hy5Ut07txZ2Gdqagp7e3vExsaWu/6zZ8/CxsYGLi4uGDt2LFJTK+7xNUREREQ1RcGp/hX1SD/m+BMRqZckPT09X92NKM7OnTsREBCAhw8fQiKRCPs9PT1hbW2N4ODgYuswMTHBsmXLMGjQINH+3bt3o3bt2rCwsMCdO3ewYMECKBQKREZGQldXV2VdN27cKF+HiIiIiKqhFy9ewNXVVdiWSCQ4deoUatWqVa56p06diuPHjwvbixcv5ppKREQVyNbWtsjjap1ntWDBAqxYsaLIMgcOHKjUNvTt21f4b0dHRzg7O8PJyQmHDx+Gl5eXynOKe1Mr0o0bN6r0eup2N018E8e03ng1taRw5flMakL/SuJt6UdxKvP79195DytaVfwmBksNRdvj0zMq9Xpvu//av2PqYiiVirYz0tMLLVvcZ2JhYYHbt28DAPLz8/HgcSi6ui4tV/sK3ji4PL0JAgP/bQO/d5WjJn7/2qeJnyRxpl49NbWk8ty4cQMHW7UUtvn3XrPVlO+ZWgP/wMBA+Pr6FlnG1NQU58+fR15eHtLS0lC/fn3hWGpqKtq1a1ehbTIyMoKxsTESExMrtF4iIiKimqBJkyZC4A8Af934B11dizihBJQX92OOPxFRVVLrr269evVQrwR38ZydnaGtrY0TJ07Ax8cHAHDv3j3I5XK0adOmQtuUlpaG+/fvc7E/IiIi+k9q0qQJDh8+LGxXRJ5/wcCfOf5ERFWrRizuZ2hoiCFDhmDu3LmIjIzElStXMHLkSDg6OsLNzU0o16pVK3z33XfC9rNnzxAXF4e4uDgoFArcvXsXcXFxSE5OFo7PmjUL586dw+3btxEVFYX+/fujQYMG+Oijj6q6m0RERERqVxkr+3NVfyIi9aoxv7qLFy+GpqYmPvvsM2RlZcHV1RUbNmyApqamUObGjRtIeyMv6NKlS/D09BTVsXjxYgwYMADr16+HpqYmrl69iu3btyMjIwMymQwdO3bETz/9BAMDgyrtHxEREVF1UBkr+ytP9eeIPxFRVaoxgb+uri6WL1+O5cuXF1omvcBCNh07dlTa96batWtjz549FdZGIiIioprOzs4OEgmQ/7/nPt1Lfoznz59DT0+vzHUyx5+ISL1qxFR/IiIiIqoaenp6MDGrK2zn5wPXr18vV53M8SciUi8G/kREREQkYmPbQLSdkJBQrvqY409EpF4M/ImIiIhIxNq2oWi7vIF/Xl6eaJs5/kREVYuBPxERERGJFBzxv3btWrnq44g/EZF6MfAnIiIiIhGbCh7xZ44/EZF6MfAnIiIiIpHG1vUhkfy7ffv2bWRmZpa5Pq7qT0SkXgz8iYiIiEikVi1tmL6xsj9QvpX9lQN/jvgTEVUlBv5EREREpMTGTjzdvzx5/szxJyJSLwb+RERERKTEugIf6cccfyIi9WLgT0RERERKCi7wJ5fLy1wXc/yJiNSLgT8RERERKanIR/oxx5+ISL0Y+BMRERGRksbW9aGh8e/S/nfu3MGzZ8/KVBdz/ImI1IuBPxEREREp0dXVhpl5+Vf2VygUUCgUon0a0CxX24iIqHQY+BMRERGRSta25V/ZPy8vT7StAS1IICmkNBERVQYG/kRERESkUsE8/7Ks7K88zZ/5/UREVY0JVkRERESkUsGV/csS+L+tK/rn5uYiMzNT3c0oUq1atZCRkaHuZpTK+AIzRGpa+0uiVq1aaLvsgbCdkZGjxtZQeVXl90xfXx9aWmX7DX07fnmJiIiIqMJZ25V/Zf+Cgb/mWzDin5ubi6dPn0IqlUIiqb5pC7q6uqhVq5a6m1EqTgX+XgzLGORUZ7q6utBppS9sGxrmFVGaqruq+p7l5+cjPT0dBgYGZQr+OdWfiIiIiFSybFxPtLL/3bt38fTp01LV8TaO+GdmZlb7oJ+I3i4SiQRSqbTMM40Y+BMRERGRSrq62jC3eFe0Ty6Xl6qOtzXHn0E/EVW18vzuMPAnIiIiokJZ25Zvuv/bOOJPRFTTMPAnIiIiokIVXOCvtCP+b2OOPxFRTcPAn4iIiIgKVXDEv7Qr+3PEn4hI/Rj4ExEREVGhbOzK90i/tzXH/20klUqxf/9+dTdDJC0tDVKpFFFRUQCA27dvQyqV4tKlS0KZmJgYtG/fHg0aNECvXr0K3adKeno6bG1tkZSUVOY2Zmdno1mzZqI2EVU3DPyJiIiIqFCWlvWgqakpbN+9exdPnjwp8fkc8aeKZGpqCrlcDicnJ2HftGnThMA7NDS00H2qrFy5El27dkXjxo0BAI8fP4afnx9MTEzQsWNHXLlyRVR+5syZ+Oqrr0T7dHV1MWbMGMydO7eiuklU4fjLS0RERESF0tHVgrW1Na5fvy7sk8vlaNWqVYnO/y/l+Eul0iq9Xnp6epVerzrQ1NSETCYT7UtMTMSIESNgampa5L6Cnj9/ji1btmD79u3CvhUrVuDZs2c4efIkQkJCMG7cOERGRgIALl++jKNHj+LUqVNKdfn6+mL27Nm4du0aHBwcytlLoorHEX8iIiIiKlKTJk1E26VZ2Z8j/tVHfn4+Vq9ejffffx8NGzZE06ZNERQUVGj5+Ph4eHt7o1GjRrC0tERgYCAyMjJEx728vGBmZgYTExN06NBBFBQnJCTA19cXpqamsLGxwfDhw5GSklJkG69evIihnTujk4kJPnF3x4ULF0TH35zq//q/nzx5gtGjR0MqlWLbtm0q96ly9OhRSCQStG3bVth3/fp19O3bFzY2Nhg6dKhwwys3Nxdjx47FihUrUKtWLaW66tatizZt2mD37t1F9o9IXRj4ExEREVGRCgb+pcnzZ45/9fHVV19h+fLlmDBhAmJiYrBp0yaYmJioLJuZmYm+fftCX18fERERCA0Nxblz5zB69GihzOeff45GjRohIiICUVFRmDZtmhAUP3jwAD179oSDgwMiIiKwb98+PHv2DAMHDoRCoVB5zWfPnmHSwIEwtrTEj8eOYdTs2Zg9e3ah/Xk97V9PTw+LFy+GXC5H7969lfZ9/PHHKs8/c+YMnJ2dRc9Gb9asGU6dOoXc3FxERETA0dERALB27Vo0b94crq6uhbbHxcUF0dHRhR4nUifeciUiIiKiIhWculyawD8vL0+0zRF/9Xj27BnWrVuHxYsXY8iQIQAAKysrtG7dWmX5Xbt24fnz59i4cSMMDAwAAMHBwfD09ERiYiKsrKyQnJyM0aNHw87OTqjvtZCQEDRr1kw0o2Djxo2wtLTEpUuX4OLiovKaL3NyMOvbb6FXpw6sHRyg9+WXGDlypMo2vp72L5FI8M477wgpAPr6+kr7VElOTkajRo1E+8aPH48vv/wSzs7OMDc3x+rVq3Hr1i2EhITg2LFjmDx5Mo4ePQo7Ozt8++23ovMbNWqEO3fuFHo9InXiLy8RERERFcne3l60XZ4R/7c5x78659zL5XJkZ2ejU6dOJS7v6OgoBP0A0KZNG2hoaCAhIQFWVlYYNWoUxo4di59//hmdOnWCl5eXcBPgypUrOHPmjMoZBUlJSSoDf7lcDpumTaFXp46wr7AbExUhKysLDRuKn1phaGiIH374QbSvT58+mDt3Lvbt24eEhAScO3cOS5cuxdSpU7F582ahXO3atfHixYtKay9ReXCqPxEREREVycbGBlpa/44X/f333yUOcpnj//Z5PTV++vTpiI2NRa9evXDu3Dl06NABW7duBQAoFAp069YNUVFRotfFixfx4YcfqrP5gnr16hX7d/zzzz9DW1sbffv2xalTp+Dl5QUdHR3069dPaZG/x48fo379+pXZZKIyY+BPREREREXS0dGBtbW1aJ9cLi/Ruczxrx7s7Oygq6uLkydPlqi8vb094uPj8fTpU2FfbGwsFAqFaAaItbU1AgICsGPHDgwZMkQI/Fu0aIGEhASYmZnByspK9HpzFkHBa968dg0vMjOFfefPny9Ld0ukefPmRf4dP3z4EIsWLcLKlSsBvLqZ8frvOScnRymN5erVq2jRokWltZeoPBj4ExEREVGxCi7wV9LAnzn+1YOBgQECAgIQFBSE0NBQJCUl4ffff0dISIjK8j4+PtDT00NAQADi4+MRHR2NCRMmwNPTE1ZWVnjx4gUmTZqEqKgo3L59GxcuXEBMTIxwU2DEiBF48uQJPvvsM1y4cAG3bt1CZGQkxo0bJ7qZ8KZ+/fpBU0sLC8eORWJCAs5FRgpBd2Xo3Lkz5HI5Hj16pPL4jBkzMGrUKJiZmQEA2rVrh59//hlyuRzr169Hu3btROXPnj0LDw+PSmsvUXkw8CciIiKiYpX1kX7/pRz/6m7u3LkYP348li9fjtatW+OTTz7B33//rbKsnp4edu/ejadPn8LDwwMDBw5Eq1atsGbNGgCvFtZLT0/HqFGj0KpVKwwePBitWrXCwoULAQBGRkY4fPgwNDQ00LdvX7Rt2xaTJk2Cjo4OdHV1VV6zTp06WPF//4fkxEQM7dwZq+fOxbx58yrlvQAAR0dHuLi4qHwEX0REBP766y/RwoIjRoyAvb09unTpgps3b2Lp0qXCsXPnzuHJkyfw9vautPYSlQdvuRIRERFRscq6sj9z/KsPDQ0NTJgwARMmTFB5vGC+u6OjI8LCwlSW1dHRUVoEryBra2ts2bKlVG10dHHB5hMnhG0HLS1RuywsLJTaee/ePaV6VO1TZerUqZg2bRqGDRsGTU1NYb+Hh4fS6H3t2rUL7fPatWsxduxY1K5du0TXJapqHPEnIiIiomIVHPEve+DPEX+qPrp06YIRI0aU+EaBKtnZ2XB0dMSoUaMqsGVEFYu3XImIiIioWNbW1tDW1ham7t+/fx/p6emQSqVFnscRf6ruAgICynW+rq4upkyZUkGtIaocHPEnIiIiomJpa2vDxsZGtK8ko/7M8SciUj8G/kRERERUImWZ7s8RfyIi9WPgT0REREQl8ubz24GSrezPwJ+ISP0Y+BMRERFRiZRlZX8u7kdEpH4M/ImIiIioRMoy1b9gjj9H/ImIqh4DfyIiIiIqESsrK2hr/ztin5KSgsePHxd5TsERfy7uR0RU9Rj4ExEREVGJaGtrw9bWVrSvuFF/5viTuty+fRtSqRSXLl1Sd1OI1I6BPxERERGVWGmn+zPHv/oIDAyEVCqFVCpF/fr10aJFC8yaNQuZmZnqbprID0uXol39+mhXvz7q1q2LJk2a4PPPP8fdu3fV3TSiGouBPxERERGVWMHAv7iV/ZnjX724ublBLpfj8uXLmDVrFkJCQjB79uxCyxf8/KqKuY0Nfo2Px9WrV/Hjjz8iPj4en332mVraQvQ2YOBPRERERCVW2hH/vLw80fbbnOMfLDWs0ldZ6OrqQiaTwdTUFD4+PvDx8cHBgwcBAFFRUZBKpThy5Ag6d+6MBg0aICIiAgBw6NAhdOrUCTKZDM2bN8f8+fORk5Mj1BsWFob27dujUaNGsLS0RM+ePfHPP/8AAO7evYsBAwbA0tISRkZGaNWqFXbv3l1kO7W0tFBPJoORkRHat2+PTz/9FOfPn8eTJ0+EMjk5OZg7dy6aNm0KIyMjuLu7C+0tTEJCAnx9fWFqagobGxsMHz4cKSkpwvGLFy+iT58+sLKygpmZGbp3745z586J6vjpp5/g4uICmUwGKysrfPzxx6KZLaGhoWjTpg1kMhlcXFywdu1aKBSKIttFVNl4y5WIiIiISqy0j/TjiH/1VqtWLaXPaN68eViwYAGsrKxQp04dREREwN/fH4sXL0aHDh2QnJyMiRMnIjs7GwsWLEBKSgqGDx+OOXPmwMvLC5mZmbhw4YJQ35dffons7GwcOHAABgYG+Ouvv0rVxpSUFBw4cACamprQ1NQU9n/xxRdISkrC999/DxMTExw5cgT9+/fH8ePH4eTkpFTPgwcP0LNnTwwZMgTz58/Hy5cvMX/+fAwcOBBHjx6FhoYGnj59Cj8/PyxZsgQSiQTff/89fHx8cOnSJbz77ru4dOkSJk2ahPXr16Nt27bIyMjAqVOnhGts3rwZixYtwrJly9CiRQtcu3YN48aNg7a2Nvz9/UvVb6KKxF9eIiIiIiqxxo0bQ0dHRxjt/eeff/Do0SO8++67Ksszx7/6+v3337Fr1y506tRJtH/q1Kno3LmzsL1ixQqMGTMGgwcPBvDqb2DevHkYOXIk5s+fj/v37+Ply5fw9vaGubk5AKBp06bC+cnJyfDy8hKCcUtLy2Lbduv6dXS2sAAUCrx48QIAMHLkSOjr6wMAkpKSsGvXLsTFxcHMzAwA4O/vj8jISGzatAkrV65UqjMkJATNmjVDUFCQsG/jxo2wtLTEpUuX4OLiovReLFu2DGFhYTh69Cj8/PyQnJwMfX199OjRAwYGBgAgusmwfPlyBAUFwdvbW+hrUlISQkJCGPiTWjHwJyIiIqIS09LSgq2tLeLj44V9165dQ4cOHVSW54h/9XLs2DGYmJggNzcXL1++RM+ePbFs2TJRmffee0+0feXKFVy8eBGrVq0S9in+F5CnpKTAyckJbm5uaN++Pdzd3eHm5gZvb2/Ur18fABAQEICJEyciIiICnTp1wkcffQRnZ+ci22liaYmV27fDLC8P4eHhCAsLw5w5c0Rtys/PR9u2bUXnZWdnw9XVVWWdV65cwZkzZ2BiYqJ0LCkpCS4uLkhNTcXChQsRFRWF1NRU5OXl4cWLF8LCgu7u7jA1NUWLFi3g4eEBd3d3eHp6wsDAAA8fPsTdu3cxYcIEfPnll0Ldubm5yM/PL7K/RJWtxvzyZmdnY9asWdi9ezeysrLg6uqKlStXqvzivvb111/jwIED+Ouvv6Cjo4OWLVsKeUCv5efnY8mSJdi8eTPS09Ph4uKCFStWKE1jIyIiIqJXmjRpIgr8ExISCg38/0s5/uPTM9TdhGK1b98eq1atgpaWFoyMjKCtrfx5vB5Vf02hUGDq1Kno3bu3Utn69etDU1MTe/fuxfnz53H8+HFs3boVQUFBOHjwIJycnPDJJ5/Aw8MDR48eRWRkJLp164YJEyZg+vTphbZTW0cHZlZWcNDSgoODA27evClMsX/dJolEguPHjyv1oVatWirrVCgU6NatGxYsWKB0rEGDBgBePfngn3/+waJFi2Bubg5dXV14eXkJM1wMDAxw6tQpREdHIzIyEt988w3mz5+P48ePC2kIX3/9Ndq0aVNo34jUocYs7jd9+nQcOHAAISEhCA8PF/JvCv5j8qbTp09j+PDhOHz4MMLCwqClpYXevXvj8ePHQplVq1Zh7dq1WLp0KY4fP44GDRqgT58+ePr0aVV0i4iIiKjGKc0Cfxzxr1709PRgZWUFc3NzlUG/Ki1atMD169dhZWWl9NLSevW2+8c8AAAgAElEQVR5SiQStG7dGtOmTcOJEydgZGSEvXv3CnWYmJhg6NCh2LRpE2bMmIHNmzeXqt2TJ0/Gjh07cPnyZQBA8+bNkZ+fj5SUFKU2GRsbF9qPhIQEmJmZKZ3zetp+TEwM/P398eGHH8LBwQF16tQRLf4HvJr10qlTJ8ydOxfR0dHIzMzE4cOH0bBhQxgZGSEpKUnle0WkTjXilzcjIwNbt27F2rVr4e7uDuBVPo6TkxMiIyPh4eGh8rw9e/aItjdu3Ahzc3PExMSgR48eyM/Px/r16zF+/HghD2f9+vWwtbXFrl27+MgQIiIiIhVK80g/5vjXfFOmTIGfnx/MzMzQp08faGlp4dq1a/j999/x1Vdf4fz588L/kzdo0ABxcXG4d+8e7O3tAbxaM6Br166wsbHBkydPcOzYMeFYSTVu3Bg9e/bEwoULsXPnTtjY2MDX1xejRo3CwoUL0aJFCzx+/BinT5+GhYUFvLy8lOoYMWIENm/ejM8++wzjx49H/fr1cevWLezduxcLFiyAgYEBrK2tsWPHDrRs2RLPnz/HnDlzoKOjI9Tx22+/ISkpCe3bt0fdunURFRWFZ8+ewc7ODsCrwcopU6bA0NAQ3bp1w8uXL3HlyhXcv38fEydOLMenQFQ+NSLwv3z5Ml6+fClaZMTU1BT29vaIjY0tNPAv6NmzZ1AoFJBKpQCA27dvIyUlRVRv7dq10b59e8TGxhYa+N+4caMcvSm9qr6eevUSbd14VD37XvbPpGb0r3hvSz+KV3nfv//Oe1jRKvs3sdf5gter1Mv9J/y3/h1Tk/Ol+8Mt/jMp+jeqdu3aou2rV68WWmdGhnj6e5uvk9Cx4wVRE2va965WrVrQ1dVVdzNKJCsrS/jvvLw85OXlifa96fV09qysLFGZDh06IDQ0FN988w3WrFkDTU1NWFlZwc/PD1lZWdDV1cWZM2ewceNGPHnyBMbGxsLAWlZWFl6+fInJkyfj77//hr6+Pjp27Ih58+apbEdjAFKFAtr5+Wicm4usN24c+fv7w9PTE1FRUWjVqhVWrlyJ4OBgzJ49G/fv34dUKsV7772H1q1bIysrC9nZ2QBepQxnZWWhbt26CAsLw8KFC9G3b19kZ2fDxMQEnTp1Qn5+PrKysvD1119j0qRJcHNzg0wmw6RJk5Camorc3FxkZWWhdu3aOHDgAJYtW4YXL17AwsICK1euxPvvv4+srCz4+vpCW1sb69atw1dffYVatWrB3t4ew4YNE/XX0CHzjc+obJ8tVR+Ffacqw5MnT4RHZb7J1ta2yPMk6enp1X6liZ07dyIgIAAPHz6ERCIR9nt6esLa2hrBwcElqmfo0KG4efMmIiMjoampidjYWHz44Yf4448/hNVAgVePBrl//77SjAF1uHHjRrEf4tvkbpr4szStN15NLSlceT6TmtC/knhb+lGcyvz+/Vfew4pWFb+JBZ+NXRNydquz/9q/Y+pi+L9Bjdcy0tMLLVuSz6S436i8vDwYGxsLgRUA3Lx5E/Xq1VOq6+OPP8bx48eF7cH4DTb4UPTdqmnfu4yMDBgaGhZfUM2ysrIKzXevrq4VmCHioFUjxilLJSsrCxnX/l1HQfZe4anLVP1V9fesrL8/as3xX7BgAaRSaZGvqKioCrnWjBkzEBMTg61bt4qe/0lEREREpaOpqal086Cw6f7M8SciUj+1/vIGBgbC19e3yDKmpqY4f/488vLykJaWJjwWBABSU1PRrl27Yq8zffp07NmzBwcOHBA9N1Qmkwn1vDnin5qaioYNG5ayN0RERET/HQ4ODvjzzz+F7YSEBHzwwQdK5ZjjT0SkfmoN/OvVq6dySlhBzs7O0NbWxokTJ+Dj4wMAuHfvHuRyebGPypg6dSr27t2LAwcOCItuvGZhYQGZTIYTJ07g/fffB/BqqsbZs2fx1VdflbFXRERERG+/kq7srxz4c8SfiKiq1YhfXkNDQwwZMgRz585FgwYNULduXcycOROOjo5wc3MTyrVq1Qqff/45/P39AQCTJk3CL7/8gtDQUEilUuFRHPr6+qhTpw4kEgkCAwPx9ddfw9bWFjY2NlixYgX09fXRr18/dXSViIiIqEYo6cr+BQN/TY74ExFVuRoR+APA4sWLoampic8++wxZWVlwdXXFhg0bRPn6N27cQFpamrD9ww8/AIDwqL7Xpk6diunTpwMAxo0bhxcvXmDy5MlIT0+Hi4sL9uzZIzzLk4iIiIiUOTg4iLYLG/Fnjj8RkfrVmF9eXV1dLF++HMuXLy+0THqBFWwLbqsikUgwffp04UYAERERERXPwsICtWrVEh5jlZaWhtTUVDRo0EBULi9PvGI5c/yJiKqeWlf1JyIiIqKaqaQr+3PEn4hI/Rj4ExEREVGZlGS6P3P8iYjUj4E/EREREZVJSVb256r+RETqx8CfiIiIiMqkbIE/R/z/CxYvXox27dqptQ1SqRT79+9XaxsAQKFQYPz48WjcuDGkUimio6PV1pbK/lxu374NqVSKS5culfgcJycnrF69usgyJiYm2LZtW3mbV6zJkyejV69elX4ddeAtVyIiIiIqE1VT/fPz8yGRSIR9zPGvPgIDA/Hzzz8DALS0tCCVStGkSRN4e3tj6NCh0NaumTdlAgMD8ejRI/zyyy+i/XK5HFKpVE2t+teRI0ewbds2/Prrr7C0tETt2rXx4qbqsmFhYfj+++9x5coV5ObmwtLSEj169EBAQIDSwplV6c33sXbt2mjYsCFatWqFYcOGoX379sIxU1NTyOVy1KtXr8R1nzhxAnp6ehXaXlLGEX8iIiIiKhMLCwvUrl1b2H706BFSU1NFZZjjX724ublBLpcjLi4Oe/bsQffu3bF48WL06NEDmZmZ6m6eyMucnHKdL5PJoKurW0GtKbvExETIZDK0adMGMpkMOjo6KsvNnz8fQ4cOhZOTE3755RfExMRg8eLFuH37NkJCQqq41cq+/fZbyOVyxMbGYvXq1dDW1kavXr3w7bffCmU0NTUhk8mgpVXyG3z169dn4F8FGPgTERERUZloaGjAzs5OtK/gyv7/pRz/9mlpVfoqC11dXchkMhgbG6N58+YYPXo0fv31V1y5cgWrVq0SyuXk5GDu3Llo2rQpjIyM4O7ujoiICFFd169fR//+/WFubg4TExN07doV8fHxKq978eJF9OnTB1ZWVjAzM0P37t1x7tw5URmpVIpdISGY9umncDc3x/oFC5CXl4fRo0ejefPmaNSoEd5//32sWrUKCoUCwKup6z///DMOHz4MqVQKqVSKqKgoob43p/rHx8fD29sbjRo1gqWlJQIDA5GRkSEcDwwMhJ+fH9avXw8HBwdYWFhg1KhReP78eZHvaXR0NDw8PCCTyWBra4vp06cj5383LQIDAzFjxgzcvXsXUqkUTk5OKuv4/fffsXLlSnz11VdYtGgR2rVrB3Nzc3Tq1Ak//PADAgICAABJSUkYMGAA7OzsYGxsDFdXV/z222+iusLCwtC+fXuhnz179sQ///wjKrN79244OzvD1NQUAwcORFoJ/p4MDQ0hk8lgbm4OV1dXrF+/HhMmTEBQUBASExMBiKf6KxQKODo6YuPGjaJ6/vrrL0ilUly+fBmA8lT/xMRE9OrVCzKZDC1btlTqHwD8/fffGDZsGCwsLGBhYQFfX1/cvPnvNIrXKQ1F9TMvLw+zZs0S6pg2bZrS40ejo6PRpUsXmJiYwNzcHJ07d8bVq1eLfa+qIwb+RERERFRmxeX5M8e/+mvatCk8PDxw4MABYd8XX3yB6OhofP/99zh79iwGDBiA/v37448//gAA3L9/H927d4dEIsHevXtx8uRJjBgxQilweu3p06fw8/PDoUOHEBERAScnJ/j4+ODRo0eicj8uX472Xbog9NQp9Bs+HAqFAkZGRti0aRNiY2Mxe/ZsrFy5EqGhoQCAMWPGoE+fPsJMBrlcjjZt2ihdPzMzE3379oW+vj4iIiIQGhqKc+fOYfTo0aJyZ8+exbVr17Bv3z789NNP+PXXX7Fhw4ZC37u///4bPj4+aN68OU6dOoXVq1dj9+7dCAoKAgAsWbIEU6ZMgYmJCeRyOU6cOKGynh07dkBfXx8jR45Uefz1VPtnz56ha9eu2Lt3L06fPg0vLy8MGTIE169fBwCkpKRg+PDhGDBgAGJjYxEeHo7+/fuL6rpz5w727NmD0NBQ7NmzB3FxcZg/f36hfSzK6NGjoVAocPDgQaVjGhoa6Nu3L3bu3KnUV3t7ezg7Oyudo1AoMHjwYCgUChw5cgRr1qzBkiVLkJ2dLZR5/vw5PD09oauri4MHD+Lo0aOQyWTw9vYW3aQprp9r1qzBli1bEBwcjKNHjyIvL0/U1tzcXAwcOBBt27bF6dOncezYMQQGBkJTU7NM75W6vb23XImIiIio0hX3SD/m+NcMTZo0wcmTJwG8GlXetWsX4uLiYGZmBgDw9/dHZGQkNm3ahJUrV+KHH36Anp4eNm/eLExdt7GxKbT+Tp06ibaXLVuGsLAwHD16FH5+fsJ+j9694TVkiLCtraWFmTNnCtsWFha4cuUKdu/ejU8++QR16tRBrVq1hJkMhdm1axeeP3+OjRs3wsDAAAAQHBwMT09PJCYmwsrKCgBgYGCAb775BpqamrC3t0fv3r1x8uRJTJw4UWW9ISEhaNSoEVauXAkNDQ3Y29tj7ty5mDBhAmbOnAlDQ0MYGBhAQ0NDaF9WVpZSPYmJibC0tCx2nQUnJyfRrIFJkybht99+w/79+zF58mTcv38fL1++hLe3N8zNzQG8urHzptzcXKxbtw6GhoYAgKFDh5Z54bx3330XDRo0wK1bt1Qe9/X1xbfffoukpCQ0btwYwKvPYtCgQSrLR0ZGIiEhAVeuXBH+9l6nory2e/du5OfnY926dcJ6IsHBwbCxscHhw4fRp0+fEvVz/fr1GDt2rFB+6dKlOH78uHD86dOnyMjIQPfu3YW2F5zhVJPwl5eIiIiIyqyoEX+FQiFMyX5NAzVztOxt9+aijFeuXEF+fj7atm0rKpOdnQ1XV1cAQFxcHNq1a1dovnpBqampWLhwIaKiopCamoq8vDy8ePECd+/eFZVromIU+Mcff8SWLVuQnJyMrKwsvHz5UggKS0oul8PR0VEI+gGgTZs20NDQQEJCghD429vbi0Z0GzVqhAsXLhRZb8uWLaGh8e9E6nbt2iEnJweJiYlo1qxZidqXn59fonKZmZlYunQpDh8+jAcPHiA3NxdZWVlwdHQE8OrGgJubG9q3bw93d3e4ubnB29sb9evXF+owMzMTguHXfXz48GGJrl9Y299c0PNNzZo1Q9OmTbFjxw5MnToVFy5cQFJSEnx8fFSWl8vlMDY2Fn2+Bd/fK1eu4Pbt2zA1NRWd+/z5cyQlJQnbRfUzIyMDDx48QKtWrYTjGhoacHFxwb179wAAdevWxcCBA9G3b1906tQJrq6u8Pb2LvXfXnXBwJ+IiIiIyqxg4H/t2jUhEFCV3y+B6gDhbXCmFCuZVzcJCQmwtLQE8OqGjUQiwfHjx5VGoGvVqlWm+gMDA/HPP/9g0aJFMDc3h66uLry8vIRc+NdqF1jkbc+ePZg+fTrmz5+P1q1b45133sH333+PX3/9tUztUOXNoLVgfyUSSYmD8qLqLY61tTXOnj2LnJycIm+mzJ49G8eOHcP8+fNhbW0NPT09BAQECO+jpqYm9u7di/Pnz+P48ePYunUrgoKCcPDgQWGmgKo+FrxBV1JpaWl4+PAhLCwsCi3j5+eHrVu3YurUqdixYwfatm0rzEYoC4VCAScnJ/z4449Kx+rWrSv8d0X0c926dQgMDERERAQOHTqEBQsWYNu2bfDw8Chb49WIOf5EREREVGbm5uaiFbnT09ORkpICgPn9NcXVq1cREREBLy8vAEDz5s2Rn5+PlJQUWFlZiV7GxsZCmdeBaknExMTA398fH374IRwcHFCnTh3h76QoZ8+ehYuLC/z9/eHs7AwrKyvRqC4A6OjoFLq2wGv29vaIj4/H06dPhX2xsbFQKBSwt7cvUR8Kq/fChQuigPLs2bPQ0dERpoeXhI+PDzIzM/Hdd9+pPJ6eng7g1fvYv39/eHt7o1mzZjA2NlZ6PyQSCVq3bo1p06bhxIkTMDIywt69e8vQu+KtWbMGGhoa+Oijjwot069fPyQmJuL8+fPYu3evKLWjIHt7e/z999+imSC///676P1t0aIFEhMT8e677yr9fb4Z+BfF0NBQaTZHfn4+Ll68qFTWyckJ48ePx8GDB/HBBx8Ij8SsaRj4ExEREVGZqVrZ//V0f+b3Vz/Z2dlISUnB/fv38ccff2DNmjX46KOP4OzsjDFjxgB4lavv6+uLUaNGYf/+/bh16xYuXbqE1atXIywsDAAwfPhwZGZmYujQobh48SISExOFdQFUsba2xo4dO5CQkICLFy9i2LBhJUoTsLGxQVxcHI4ePYqbN29i2bJlOHPmjKiMubk5rl27hhs3biAtLU3p7w54FVi/Hh2Pj49HdHQ0JkyYAE9PT2Gaf1kMHz4cDx48wJdffgm5XI7Dhw8jKCgIn3/+eakeUdeyZUuMGzcOc+bMwYwZMxATE4M7d+4gKioK/v7+wgKD1tbW+PXXX3H58mXEx8fD399ftPDd+fPnsXz5cly8eBHJyckIDw/HvXv3ynVz47WMjAykpKQgOTkZp06dQmBgIIKDgzFv3rwib3KYmJigQ4cOmDBhAp48eYLevXsXWtbNzQ12dnYICAhAXFwczp07hxkzZogeD+jj44OGDRti4MCBOH36NG7duoXo6GjMnDlTtLJ/cQICArBq1Srs378fN27cwLRp00Q3o27duoV58+YhNjYWd+7cwalTpxAfH18h76U6MPAnIiIionJRNd0fgNIorCZH/NUuMjIS9vb2aNasGby9vXHo0CFMmzYN4eHh0NfXF8qtXbsWgwYNwpw5c9CqVSv4+fkhOjpamKJtbGyM8PBwvHz5Ep6ennB1dcV3331X6PPb16xZg8zMTLi5uWHYsGEYPHhwiaZ7f/bZZ+jduzdGjBgBd3d33LlzB1988YWozKeffgo7Ozu4u7vD2toaMTExSvXo6elh9+7dePr0KTw8PDBw4EC0atUKa9asKc3bp8TY2Bg7d+5EXFwcOnbsiNGjR6Nv376YM2dOqesKCgrCjz/+iCtXrsDX1xdt27bFlClTYGZmhhEjRgAAFi5ciAYNGqBnz57w8fFBq1at0K5dO6GOd955B7GxsfDz84OLiwtmzZqFyZMnFznKXlJjx46Fvb09WrZsidGjRyMnJwe//vqrcMOoKL6+vvjzzz/RtWtX4QkFqmhoaCA0NBQKhQJdunRBQEAAJk2aBF1dXaGMnp4ewsPDYWlpiaFDh6J169YIDAxEenp6kXUXNHr0aAwaNAhjxoyBh4cHFAqFaO0BPT09/PXXXxg6dChatmyJUaNGwcfHB+PHjy/xNaoTSXp6etmSVqhK3LhxA7a2tupuRpW5mxYs2jatV/2+WOX5TGpC/0ribelHcSrz+/dfeQ8rWlX8JgZLDUXb49MzCilJJfFf+3dMXQwL/M9uxv+mBatSks+ktL9Rq1atwty5c4XtoUOHIjg4GCkpKaLRMX00xGS8GlF787tV0753GRkZokXDqqusrKwy5+Sry7UC6SEOhdxIqMmysrKQce3fmyyy94pOU6Dqraq/Z2X9/eGIPxERERGVS2Er+zPHn4ioemDgT0RERETlUtjK/szxJyKqHhj4ExEREVG5mJmZifLDXz8jmzn+RETVAwN/IiIiIioXDQ0NpZWuExISOOJPRFRNMPAnIiIionJTNd2fOf5ERNUDA38iIiIiKjcHBwfRdkJCgorAnyP+RETqwMCfiIiIiMpN1VT/goE/c/yJiNSDgT8RERERlZuqR/oxx5+IqHpg4E9ERERE5WZmZoY6deoI20+ePMGdO3dEZZjjT0SkHgz8iYiIiKjcJBKJ0nT/P//8U7TNEX8iIvVg4E9EREREFaLgdP+CgT9z/Kk47erXx/GwsBKX37ZtG0xMTCq8HSkpKejTpw+MjY0hlUorvP7K5OTkhNWrV6u7GW+lLl26YNasWepuRpkw8CciIiKiClFc4M8Rf/UKDAyEVCrF6NGjlY7NnTsXUqkUfn5+papTKpVi//79FdVE/Bofjw8+/LDC6gPKFgivXr0aDx48QFRUFORyeYW2p6IsXrwY7dq1U9p/4sQJDB8+vFKu+c0332DgwIGQSqVFvhYvXlwp168qP/74I6ysrJT279y5E1OnTlVDi8qPv75EREREVCEKPtIvNTVVtP225/jfTQuu0uuZ1htf+nNMTbFv3z4sXboU+vr6AIDc3Fxs374dpqamFd3EEsvJyYGOjg7qyWRqa8ObEhMT0aJFC1hbW5e5jtzcXGhqakIikVRgy4pXv379Sqs7PDwcQ4YMwTfffCPsCwkJwbZt23D8+HFh3+u/rTfl5+cjNzcX2to193egbt266m5CmXHEn4iIiIgqRMER/4I44q9+jo6OsLKywt69e4V9hw8fhq6uLj744ANR2YsXL6JPnz6wsrKCmZkZunfvjnPnzgnHnZycAACffvoppFKpsA0Ahw4dQqdOnSCTydC8eXPMnz8fOTk5onMXL16ML774Aubm5vj8888BKE/1nzdvHlq2bIlGjRrByckJc+bMQVZWVrneAycnJyxfvhzjx4+HmZkZmjZtim+//VZ0PDw8HNu3b4dUKkVgYCAAIDk5GYMGDYKpqSlMTU0xePBg3Lt3Tzjv9Qj8tm3b4OzsjIYNGyIzMxO9evXCxIkTMXPmTFhaWqJp06bYvGsdcnKyERQ8Eebm5mjWrBm2b98uamdRfd+2bRuWLl2Ka9euCaPs27ZtE9r/5gyHkrZ79+7dcHZ2hqmpKQYOHIi0tDRRe1JSUnDp0iX06tULMplMeBkYGEBDQ0O0r06dOjh27BikUikiIiLQqVMnNGzYENHR0bh+/Tr8/Pxga2sLExMTuLm5iW4aAICdnR2Cg4PxxRdfwNTUFI6OjtiwYYOozMaNG/Hee++hYcOGsLa2Rr9+/YRjsbGx8Pb2RuPGjWFubo4ePXrg4sWLovPT09Mxbtw42NraQiaToW3btggLC8OxY8cwceJEPHr0SHhvX9/oKDjVPy0tDaNGjYKFhQWMjIzw8ccf48aNG8Lx1zMHjh07hjZt2sDExATe3t5ITk4Wyty6dQt+fn6wsLCAsbEx2rRpg7BSpLuUFAN/IiIiIqoQJiYmeOeddwo9zhz/6mHIkCFCkAgAoaGhGDRokNLI9NOnT+Hn54dDhw4hIiICTk5O8PHxwaNHjwC8mlIOAN9++y3kcrmwHRERAX9/f3z++eeIiYnBmjVrsH//fnz11Vei+tetWwc7OztERkZizpw5Ktuqp6eHNWvWIDY2FitXrsSePXuwYsWKcr8H69atQ9OmTXHy5EmMGzcOc+bMEW5qnDhxAm5ubujTpw/kcjmWLFkChUKBgQMHIjU1FQcOHMCBAwfw4MEDDBo0CPn5+UK9t2/fxq5du7Bp0yacPn0atWrVAvBqinidOnUQERGBMWPGYNHaqRg1ewAsTW0QGRmJ/v37Y+zYsXjw4EGJ+v7xxx9j9OjRsLW1hVwuh1wux8cff6zUz5K2+86dO9izZw9CQ0OxZ88exMXFYf78+aK6Dh06hFatWqFevXqleq/nzZuHoKAgnDt3Ds2bN0dmZiZ69uyJ/fv349SpU+jWrRsGDBiAW7duic5bvXo1XFxccOrUKQQEBGDatGm4fPkyACAmJgazZs3C7Nmz8fvvv2Pv3r3o1KmTcG5mZiYGDx6Mw4cP4+jRo7C3t4ePjw8yMjIAAHl5eejTpw/Onz+P7777DrGxsQgKCoK2tjZcXV0RFBSEunXrCu+tv7+/yr59/vnniI+Px/bt23HkyBFIJBL069cP2dnZQplnz55h3bp12LBhA8LDw/HPP/9gypQpwvHx48cjPz8f4eHhOHPmDObPn1/k72hZ8bYrEREREVWI1yv7nz9/XuVxjvhXDz4+Ppg9ezZu3rwpBKPLli3DokWLROXeDKQAYNmyZQgLC8PRo0fh5+cnTCk3NDSE7I0p+itWrMCYMWMwePBgAEDjxo0xb948jBw5EvPnzxduMLRv3x7jxo0rsq1vBkgWFhaYOHEiVq9eXe4F1jp37iwEcyNHjsTGjRtx8uRJtG7dGvXr14euri5q1aol9OvEiROIj4/HpUuXYGFhAQD44Ycf8N577+HkyZNwc3MD8CplYePGjWjYsKHoek2aNMH06dMBAAEBAfg2eA20tLTwab9RkFnlYerUqVi1apUwUl1c32vXrg19fX1oaWmJ3vuCTp48WaJ25+bmYt26dTA0NAQADB06VHRzCHg1zb9Xr16lfq9nzZolXAcA3n33Xbz33nvC9owZMxAeHo4DBw5gzJgxwv4PP/wQw4YNAwCMGTMGGzZsQFRUFJydnZGcnAwDAwN0794denp6MDMzQ/PmzYVzO3fuLGrD119/jX379iEyMhLe3t44cuQI4uLicOHCBTRu3BgAYGlpKZQ3MDCARCIp8r2Nj4/H8ePHER4eLqy18P3336NZs2bYt2+fsF5GTk4OgoODYW5uDuDVWhszZswQ6klOTsaQIUPg6Oio1I6KxF9fIiIiIqowTZo0KSLwf7tH/MuSc68OUqkUH330EUJDQ2FoaIgPPvgAZmZmSuVSU1OxcOFCREVFITU1FXl5eXjx4gXu3r1bZP1XrlzBxYsXsWrVKmGfQqHAixcvkJKSgkaNGgGAKPgrzP79+7F+/XokJiYiMzMTeXl5yMvLK2WPlb0Osl5r1KiR0poUb5LL5TAyMhKCZ+BVgGZkZISEhAQhsDU2NlYK+gteTyKRoJ60Aewb/7tPW1sbUqlU1IaK6HtJ221mZn2QbFoAACAASURBVCYE/cCr9+Phw4fC9rNnz3Dy5EksXbq0VNcHlD/nJ0+eYMmSJTh27BgePHiAvLw8ZGVliaa/A0V/Rl27dsWKFSvQvHlzdO7cGR4eHvjoo4+EtQUePHiAhQsXIjo6Gg8fPkReXh6eP38uXCMuLg5mZmZC0F8W169fh46Ojqh/7777Luzs7EQLQr7zzjtC0A8ARkZGePbsGZ4/fw49PT0EBgZi2rRpOHToEFxdXeHp6Sm6iVFRONWfiIiIiCqMvb19occ44l99DB48GNu3b0doaKgwMl9QYGAgLl68iEWLFuHw4cOIioqCsbGxKFdfFYVCgalTpyIqKkp4RUdH4+LFi6KF51QtAPemPy9cwLBhw9C5c2ds374dp06dwsyZM/Hy5cvSd7iAggvMSSQS0dT30ngzRaKwPqm6npaW8j6FQgEAOH/+fKX1XVW7VbXvdVuAV+kbVlZWZQqU9fT0RNvTpk3Db7/9htmzZ+PQoUOIioqCk5OTUt+KapNUKsXp06fx/fffw8jICMuWLUObNm2EGwMjRozA1atXsXTpUuFvt0GDBhX6/hXlzfdWS0tL5bHXfRkxYgQuXboEPz8/yOVyeHh4iBZPrCgM/ImIiIiowhRc2f9NzPGvPjp16gRtbW2kpaUVOn07JiYG/v7++PDDD+Hg4IA6deogJSVFVEZbW1tpFLpFixa4fv06rKyslF4Fg6CixMXGwsjICFOmTMH7778Pa2trpVHhqmJvb4/79+/j9u3bwr5bt27h/v37xS5qWRYxMTHF9l1HR6fYGQAV1e6DBw+WaZq/KjExMRg8eDA8PT3h6OgImUymlN9fEtra2nB3d0dQUBBOnz6NtLQ0HDt2DPn5+YiNjUVgYCC6du0KBwcH6OrqimZTNG/eHMnJyUhKSiq07uLeWzs7O+Tk5ODSpUvCvkePHuH69etF3gBVxczMDMOGDcOWLVvw5ZdfYtOmTaU6vyR425WIiIiIKkxRwQRH/KsPiUSC6Oho5OfnQ1dXV2UZa2tr7NixAy1btsTz588xZ84c6OjoiMqYm5vj5MmT6NChA3R1dSGVSjFlyhT4+fnBzMwMffr0gZaWFq5du4bff/9daYG/ophZW+P+/fvYsWMHWrdujYiICOzevbtc/S4rNzc3ODo6wt/fH0uWLAHwKge/RYsWcHV1rfDr2djYFNt3c3NzJCcn4/LlyzAzM0OdOnWUPsuKaHdubi6OHDmCPXv2VFjfwsLC0LVrVwDAwoULS53CEBYWhgcPHqBt27aQSqU4ceIEsrKyYG9vD4lEAmtra2zfvh3NmzfHkydPMHv2bNSuXVs4v1u3bmjWrBkGDx6MhQsXwtLSEjdv3sTLly/RvXt3mJub48mTJzh9+jQcHBygp6cnOh94lYrg4eGBiRMnIjg4GPr6+ggKCkKDBg3Qu3fvEvdl8uTJ6NGjB6ysrJCeno7IyMhKuZnEEX8iIiIiqjDGxsaFrkj9tuf41zQGBgZFrh6+Zs0aZGZmws3NDcOGDcPgwYNFucoAsGDBAkRFRcHR0REdO3YEAHh4eGDHjh04ffo0PDw8hKnLpqampWpfx+7dMXbsWEyfPh0dOnTAiRMnRIuiVSWJRIL/+7//Q7169eDp6QlPT080bNgQ27ZtU3oaQkXo0aNHsX338vJC165d4e3tDWtra+zatatS2h0dHQ09Pb0SrclQEsuWLYO+vr6wmr+bmxvef//9UtUhlUqxb98+eHl5oU2bNti4cSM2bNgg1LNhwwY8fPgQHTt2FJ4w8eZCfZqamti7dy+cnZ0xbNgwtG3bFrNmzUJubi4AwNXVFYMGDcKQIUNgbW2t9CjB17777js0bdoUvr6+6NatGxQKBXbt2qV0g6woL1++xMSJE9GmTRv069cPZmZmoscxVhRJenp62ZJZqErcuHEDtra26m5GlbmbFizaro6L5JTnM6kJ/SuJt6UfxanM799/5T2saFXxmxgsNRRtj0/PqNTrve3+a/+OqYuhVCrazkhPL7RsST6T8v5GdevWTfS899c+wHR0wauV49/8btW0711GRoZoIbTqKisrS3icXE1x7X+B12sOpUgNqCmysrKQce3ftQBk75V/scLKNHXqVOTm5mLlypXqbkq1VNXfs7L+/nDEn4iIiIgqVGHTVJnjT1TzODg4CI/Vo5rr7buFRkRERERqVVjgzxx/oppn6NCh6m4CVQCO+BMRERFRhSpsZX/m+BMRqQcDfyIiIiKqUBzxJyKqXhj4ExEREVGFatSokcrFp5jjT0SkHgz8iYiIiKhCSSQSlaP+HPEnIlIPBv5EREREVOFUB/4c8SciUgcG/kRERERU4TjiT0RUfTDwJyIiIqIKp2plf+b41yxSqRT79+9XdzOIqAIw8CciIiKiCscR/+onMDAQfn5+JS4vl8vRvXv3EpePioqCVCpFWlpaoWUuX74MqVSKM2fOqDw+a/hwfN6jR4mvWZzExERIpVLExcVVWJ1ENREDfyIiIiKqcDKZDFKpVLSPOf41i0wmg66uboXW6ezsDCcnJ4SGhiode/ToEU4dOgSvwYMr9JoVJScnR91NICozBv5EREREVOEkEonSdH9N6KipNVXDUCqt0ld5KBQKLFu2DI6OjmjYsCHat2+PgwcPisq8OdX/9u3bwnbv3r1hZGSENm3a4MSJE8JxT09PAIC1tTWkUikCAwNVXvuTTz7B/v378ezZM9H+X375Bdo6OujSu7ewb8uWLWjdujVkMhlatmyJDRs2ID8/HwCQm5sLqVSKLVu2YMiQITA2NoazszN27dolHH///fcBAK6urpBKpfD29gYA+Pv7Y+DAgaLrL1iwAB988IGw/brMypUr4eDgACcnJwBAdnY2Zs+eDQcHBxgbG6Nz586IjIwUzsvJycHkyZNhb2+Phg0bwtHREfPnzy/uIyGqVDUm8M/OzsbkyZNhZWUFY2Nj9O/fH/fu3SvynK+//hru7u4wMzODtbU1/Pz8cPXqVVGZwMBASKVS0atLly6V2RUiIiKi/4SePXsK/60BLZiirRpbQ29av349Vq9ejXnz5uHMmTPo1asXhgwZUuyU+AULFmDkyJE4ffo03nvvPQwbNgzPnj2DqakptmzZAgCIiYmBXC7HkiVLVNbh4+ODvLw87NmzR7R/69at6NK7N2rr6wMA9vz4IxYtWoSZM2ciNjYWQUFBWLFiBX766SfReUuXLoWXlxdOnz4NT09PjBo1Cvfu3YOWlhaOHj0KANi/fz/kcjk2b95cqvfp1KlTuH79Ovbs2YO9e/cCAAICAhAbG4uQkBCcOXMGPj4+8PX1FeKMdevW4dChQ/jpp59w4cIFhISEwMrKqlTXJapoNSbwnz59Og4cOICQkBCEh4fj6dOn8PPzQ15eXqHnnD59GsOHD8fhw4cRFhYGLS0t9O7dG48fPxaVc3Nzg1wuF147d+6s7O4QERERvfX8/f0xd+5c+Pr6YgiOog4aqrtJ9D9r1qzB6NGj4ePjAxsbG8ycORPt2rXDmjVrijxv1KhR6NGjB6ytrTFnzhw8fvwYf/zxBzQ1NVG3bl0AQIMGDSCTyWBoaKiyDqlUCi8vL9F0/4sXL+Lq1avwGjJE2PfT119jwYIF8Pb2hqWlJXr16oVx48bhhx9+ENU3YMAA+Pj4wMrKCrNnzwbw6uYDANSrVw8AULduXZXpJ8XR09PD6tWr4eDggKZNm+Kvv/7Cvn37sHnzZrRv3x6WlpYIDAyEu7s7Nm3aBABITk6Gra0t2rVrB3Nzc7Rt2xaDBg0q1XWJKlqNWGElIyMDW7duxdq1a+Hu7g4A2LhxI5ycnBAZGQkPDw+V5xW8i7hx40aYm5sjJiYGPd5YNERXVxcymazyOkBERET0H6Srq4sJEyYAAIJ3qA4Cqeo9efIE9+/fR9u24hkY7dq1w5EjR4o819HRUfhvIyMjAEBqamqp2zBkyBB4enri+vXrsLOzQ2hoKJo2bQpHFxcAwMMHD/DwwQOMGTMG48aNE87Lzc2Fpub/t3fncVHV+xvAn2FwhkVwTAFFcEHNNLmaS65RioSEUpam5HL1mkumpldcf2neq0amkVovcem+LCs1by6Eu0ZyvQYKV3EBUxSX1CskCgQxwzAzvz+8c3RwQx042/P+y5k5w3wPz/kc/Jw553u0Dj+rdevWwr91Oh3q1KnzWGO6l1atWkGnu32JSkZGBmw2Gzp06OCwnMlkQs+ePQEAgwcPxuuvv44OHTqgZ8+eePnllxEaGgoXF9l850oKJIvGPyMjA2azWSgmAAgICECLFi1w6NCh+zb+FRUXF8Nqtd51pC8lJQXNmjVDrVq10K1bN8yePRs+Pj73/TnZ2dmPtyKPqbo/T1yRDo+yb0hz3R8/E3ms38MpZT0erurqTz2/Q2er6n1iZFrFz6vSj1MFdf0dE0nao224D8/E+fuoB9WW3OrOzc3tnpPeGa9dq96BGI2VWOT2MhaLBRaLBSaTCcCta9HvfL28vPyu99iXsb/HarU6vA7canqNRqMw+Z3RaLxrmYo6dOiAJk2a4Msvv8TUqVPx/fffIyYmBk3+NwY3sxkAsHjxYuE6fTuNRgOj0SiM12az3fV5FcddcV2tVissFovDc6WlpQ4/y2KxwM3NzWEZk8kErVaL3bt333UAwt3dHUajEa1atUJaWhqSkpJw8OBBjB49Gm3atMH69euh0WgAALValgjvq0SMJHEP296dqaioCHl5eXc937x58we+TxaNf15eHrRarXCqjp2Pj889V/p+ZsyYgeDgYDz//PPCc7169ULfvn3RqFEjXLp0CfPnz0dUVBT2799/31lMH/ZLdabs7Oxq/TyxXc5f4vA4oM4kkUZyf0+SiRzWrzKUsh4PU5X1p5bfobNVxz5xicHxW8lJBYVV+nlKp7a/Y2KpONFbYUHBfZetTCZVsY96UG3Jre4KCwvh5uYm9jAeymg0OoxTq9VCq9XCx8cH9evXx5EjRxAWFia8npaWhmeeecbhPTqdzuFAh16vv2vd7cvUrFkTAFCjRo1K/X6GDh2KFStWoGXLljAajRgyZAjOu95qT2wBAXjK1xdXrly572ny9sa/4udpNBq4uro6jMn+2M7Pzw85OTkOz506dQoajUZ4TqvVwsXFxWGZDh06wGKxoKioCF27dr3vurm5uWHgwIEYOHAg3nrrLfTu3Ru5ublo3LgxjEYjCk953h7Lc/e/dJmkr2KdVTVvb28EBgY+8vtEbfznz5+PxYsXP3CZxMREp3zWrFmzkJqail27djkcnXvjjTeEfz/77LPCLUZ2796NqKgop3w2EREREZGUTJgwAbGxsWjatCnatm2L7777DikpKUhOTn7snxkYGAiNRoPdu3cjIiLCofG+l+joaCxYsACzZ89GZGQknnrqKeT+r5nXaDQYOXUqPp0zB15eXujVqxfMZjMyMjKQl5eHSZMqdzDKfkvCffv2wd/fH25ubvD29kZISAiWL1+OdevWoXPnzti6dSvS09PRsGHDB/68Fi1a4PXXX8fYsWMxb948tGnTBjdu3MCBAwfQtGlT9OnTB5999hn8/f0RHBwMrVaLTZs2wdvbG/Xq1av8L5PIyURt/N955x28+eabD1wmICAAaWlpsFgsyM/PR926dYXXfvvtN3Tp0uWhnzNz5kxs3rwZiYmJaNy48QOXrV+/Pvz9/ZGTk1OpdSAiIiIikgOr1Sp8ATZ27FgUFxfjgw8+QF5eHpo3b461a9cKt6x7HP7+/pg5cybmz5+PiRMnYtCgQYiPj7/v8vXr10dYWBh27dqFYcOG3fX66yNGoJm3Nz7//HPMnTsX7u7uaNmyJUaPHl3pMel0Onz00UdYvHgxPvzwQ7zwwgtISEhAeHg4pkyZgrlz58JoNGLgwIEYMWIEfvzxx4f+zBUrVmDRokWYM2cOrl69iqeeegrt2rXDSy+9BADw9PTEkiVLkJOTA61Wi+DgYGzatEkWZ4mQcmkKCgpsYg/iYQoLC9GsWTMsX74cAwYMAABcuXIFrVu3xvfff//Aa/ynT5+OLVu2IDExES1atHjoZ+Xn5+OZZ57BsmXLEB0d7bR1eFxqO0VSDqc/81R/5azHw/BUf+nhqf7yo7a/Y2Lhqf7Vq7Cw8L4z1ktJxVOQ+/XrhyZNmiAuLk7EUT3Yqf9942/X0lUWVyY/Ep7qryzVfar/4+5/ZDG1ZK1atTB06FB88MEH2L9/P44dO4YxY8bg2WefFY6sAUDHjh2xatUq4XFMTAzWrVuH1atXw2AwIDc3F7m5uSguLgZwa7K/999/H4cPH8bFixdx4MABDBo0CD4+PujTp091ryYRERERkdPl5+dj+/btOHjwoMP/nYlIPWRzCC02NhZarRYjRoyA0WhESEgIVqxY4XC9fnZ2NvLz84XH9nt8vvrqqw4/a/r06Zg5cya0Wi2ysrKwYcMGFBYWws/PDy+88ALWrFkDLy+v6lkxIiIiIqIqNHz4cOTk5GDixIno27ev2MMhIhHIpvHX6/VYtGgRFi1adN9lCiqc1lbxcUXu7u7YvHmzU8ZHRERERCRFzposm4jkSxan+hMRERERERHR42HjT0RERERERKRgbPyJiIiIiB6RzSb5G2MRkcI8yX6HjT8RERER0SPw9PREQUEBm38iqjY2mw0FBQXw9PR8+ML3IJvJ/YiIiIiIpMDV1RVeXl4oKioSeygPVFRUBG9vb7GH8UhOmEwOj/31epFGUnWKiopwJe32QSO3oDIRR0NPqjrrzMvLC66uj9fCs/EnIiIiInpErq6uqFWrltjDeKC8vDwEBgaKPYxHsuSOW3MDwJsS/x0/jry8PKROqyc87jy6UMTR0JOSS53xVH8iIiIiIiIiBWPjT0RERERERKRgbPyJiIiIiIiIFIyNPxEREREREZGCaQoKCngfEiIiIiIiIiKF4jf+RERERERERArGxp+IiIiIiIhIwdj4ExERERERESkYG38iIiIiIiIiBWPjT0RERERERKRgbPyJiIiIiIiIFIyNP9Edrl27BovFIvYwiFSJ9Uf05FhHROJiDZJUsfEXwc2bN3H+/HkA4I5BIv773/8iIiICEyZMwPXr18UeDlUh1p/0sP7kh3UkPawj9WD9SRNrUFmUWGds/KvZkiVL0LJlS0yfPh0AoNVqYbPZRB6Vus2ZMwfBwcEwGAxYtmwZ/Pz8xB4SVRHWn/Sw/uSHdSQ9rCP1YP1JE2tQWZRaZ9oZM2bMFXsQamAymfD+++8jKSkJbdq0wbVr1+Du7o7WrVvDZrNBo9GIPUTVKSkpQXBwMNLT0/Hdd99hypQp8PLyQllZGbRardjDIydi/UkP609+WEfSwzpSD9afNLEGlUXpdcbGvwrZNxCbzQZXV1ecO3cO7dq1w9ChQ5GVlYXU1FRERETA3d0dVqtV9huTnFitVuj1emRlZaG0tBSzZs1CVlYW5s2bhz179iArKwve3t7w9fVlNjLF+pMu1p98sI6ki3WkfKw/aWMNKoOa6kxTUFAg//MWJOiPP/5AcXExfH19hefKysqg0+kAAP/85z+xfPlyREZGIiYmRhFHkaTOarXCxcUF5eXlcHFxgYuLC0pLSxEUFITAwECUlJQgJCQE5eXlOHHiBAoKCpCSkoLatWuLPXR6RKw/6WH9yQ/rSHpYR+rB+pMm1qCyqK3OeI1/FYiNjcXzzz+PN954A9HR0cjMzAQA6HQ6WK1WAEDv3r3Rvn177Ny5E7/88gs0Go3wGjnfokWL0Lt3bwCAq6ursNN2d3fH/PnzYTab8Y9//APLly/H6tWrsWHDBtSuXRszZswAAGYjI6w/6WH9yQ/rSHpYR+rB+pMm1qCyqLHOeKq/k8XGxuL777/Hxx9/jKCgIJw8eRKrVq1Cx44d0aBBA2GDcXNzg16vR0pKCn799VeEh4cLr9lPN5HzESWpOH/+PCZPnozExEScOXMGBoMBHTp0QHl5OVxdXQEA7dq1Q6tWrdCxY0dotVpoNBoYDAaYTCZs2rQJgwcPhru7u8hrQpXB+pMW1p88sY6khXWkLqw/6WENKo9a64zf+DuJ1WpFaWkpkpOTERUVhfDwcIwcORIJCQnw9vbG0qVLkZ2dDQDCrJAvvvgiQkJCkJ6ejj179mDr1q2IiYkBAFltRFJ24sQJALdm55w8eTLmzZsHo9EIV1dXhyN2ISEh0Ol0QhHb39ugQQO4uroqYiZPJWP9SRPrT15YR9LEOlIH1p90sQaVQ+11xsbfSVxcXGAymXDmzBm0bdsWAGA0GgEACxYsQEZGBvbt2weLxQKtVivsKKKioqDX6xEdHY1Ro0bBw8NDtHVQEnux9urVCxMmTEDv3r0xdOhQ+Pn5YerUqQ7LVKTRaHDs2DFcvHgRgwYNQs2aNWVX2GrD+pMW1p88sY6khXWkLqw/6WENKo/a64yNv5PYbDYYDAa0adMGGzZsAABhYogePXqgffv2+OGHH1BYWAjg1oZ39epVrF69GmlpaXjrrbeQnZ2N+fPni7YOSmLfuXp4eKB9+/YAgAYNGmDixIn45ptvcPr0aWi1WlgsFuE9ly5dwtatW/HXv/4VkZGRaN68OaKjo0UZPz0a1p+0sP7kiXUkLawjdWH9SQ9rUHnUXmds/J3EflpPnz59cOTIEaSmpsLFxUU4ihQTE4PU1FTk5+cL79mxYwd+/vln7Nu3D5999hkMBoNYw1ekO4/C2mw26HQ6hIeHo1u3bpg0aRIAONxj9ebNm0hKSkJOTg4SEhKwbNkyXo8lE6w/6WH9yQ/rSHpYR+rB+pMm1qCyqL3OeDu/SiotLYVer4eLy93HSu6c3OP06dOYPn06bDYbEhIShGUuXLiA8PBwLFq0CFFRUdU2biWrbCZ3PrbZbNi7dy+io6Px1VdfoU+fPvj3v/+NVq1aoXbt2sjPz0fdunWrczWoEm7cuAGz2Qxvb2/hPqr23Fl/4qhsJnc+Zv2JKy8vD3l5efDx8YGfn5/Da6wjcVQ2kzsfs47k6cqVK9iyZQsiIiLQtGlTh0nBWH/iqWwudz5mDUrXhQsXMGPGDAwfPly4A4Md64zf+FfKrFmz8MorryAnJ+eer9sn94iNjUWLFi0wYsQInDhxAh9//LFwBOnYsWOoXbs2unbtWp1DV6zKZGKz2YRTceyPNRoNOnXqhMGDB2Py5Ml488030bdvX2RnZ0Oj0XBHLTE2mw3Tp09HWFgYBgwYgN69e+PMmTMOB3tYf9Wrspmw/qTDZrNh2rRpCAkJwTvvvIOuXbvip59+cvgmi3VUvSqbCetIGW7cuIGBAwfib3/7G3766SdYLBaH24Kx/sRRmVxYg/Jgs9kwefJkPPfcc/D29r5nnbDO2Pg/0IULFzB48GD89NNPOHbsGDZs2IDy8vK7llu7di1atWqFjRs3Ijc3F+Hh4Zg7dy4+/fRTREREYOzYsRg3bhx69eoFg8HAWT2fwKNk0rJlS2zduhWXLl0CcPtardLSUty8eRPXr1+Hu7s7jh8/jk6dOlXretDDZWRkICwsDEeOHEFcXBwmTJgADw8PjB8/3mE51l/1eZRMWH/ScOjQIYSEhCAjIwNr1qxBfHw8unTpgvfff99hoinWUfV5lExYR8qg1+tRq1YttGzZEj/88IMwS7z9gCnrTxyVyYU1KH3JyckICgrCf/7zH+zfvx+rVq2Ct7f3XcuxzgDXhy+iXpcvX4afnx8mT56MY8eOYfbs2YiMjMRzzz0nLJOamoqtW7di1qxZGDx4sHCdz7Bhw+Dv74/MzEycOXMG69evR0hIiFirohhPkgkA5OTkYPTo0cjNzcX27dsVe0RPCXbt2oW6deti+fLleOqppwAAwcHB6NGjB7Kzs9G8eXOkpKSw/qrRk2QCsP7EcPr0aURERGDcuHHCdYn9+/dHfHw8TCYT9Ho9fv75Z2zZsoV1VE2eJBOAdSRH2dnZ8PT0RHx8PHr37o0dO3agcePGMBgMOHDgADZv3sz6E8Hj5AKwBqUmLS0NNWvWxLRp09CmTRscPXoUR48eRZMmTfDss8/C19cXhw8fZp2B1/g7qHgtT2FhIfLz8xEUFAQA6NatG5o2bYr4+Hh4enoKyxmNRri5uQmP77w+iJ6MszKxM5lMOHz4MF544YWqHzw9kopZZ2Rk4MaNG+jZs6fwXEpKCsaOHYuEhAQ0btwYAOuvKjkrEzvWX9WrmFlBQQFKSkrQoEEDAEB+fj4GDRqEpk2bonPnzhg0aBDc3NxQVlYmzGwMsI6cyVmZ2LGOpKti1vY6Onv2LKZMmYKEhATMmTMH+/btw8qVK9G8eXO4ubnd933kHM7KxY41KK6KuVy5cgVz5sxBbm4uvLy8cPLkSdSrVw9nzpxBnTp1EB8fj06dOvHvHHiqv2D+/PkYMmQI3nvvPRw9ehRlZWWoVauW0GACQGxsLBITE5GcnOzw3or/wb1zI1LiaSLVxZmZ2On1eu6oJeheWbdt21ZoMO23ysnNzQUA+Pj4CO9l/VUNZ2Zix/qrWvfKzGAwCA3m3r170axZM+h0Onh4eGDhwoUYOnQoDh8+DJ1O51AvrCPncGYmdqwjaaqYtdlsFuooLS1N2Gf+/e9/h9Vqxbvvvov69etj7969dzWXrD/ncWYudqxB8VTM02QyoUGDBggNDcX169cBAOvXr8c333wjXK8fFxeH7Ozsuw6kqrHOVN/45+fnIyIiAjt27ECnTp2QlpaGd999F3FxcQBubwg2mw0hISGIjIzEwoULhY3rTvfaaNR2JMkZqjoTko6HZW2fYMdeR/v370enTp3g6elZqWxZf4+uqjMh56vsPjMgIAA7d+7E9u3bERcXhx07duDUqVM4deoUgPvXC+vo0VV1JiQd98v6k08+EZYxGo3o3r07AGDbtm24evUqTp8+jbFjxyIsLOyBP5/bwOOp6lyoej0sz9deew3jxo3D3Llz0bp1a/j6ukxyDwAADw9JREFU+sJgMODDDz/Ev/71r3v2CHdSS52pvvFPT0/H9evXsW7dOkyePBnJycmIjIzEqlWrcODAAWg0GofJ4z788EOcOnUKmzdvRklJCXbv3o3U1FQA6tloqhozUY+HZe3i4gKLxSJMtJOeno7Q0FAAt7I9cuTIfe/sQI+HmchPZfaZVqsVLVu2ROfOnYX3NWrUCMXFxcjLyxNx9MrETNTjQVnbz0Y8f/48du3ahYiICIwfPx4zZsxA+/btceXKFZw5c0bkNVAm5qIs98vziy++QHJyMjw8PNCvXz+0aNECwO3//zdp0gRGoxFXr14Vc/iSofrGPy8vD0VFRahfvz4AoEaNGhg2bBi6dOmCmJgYALdu/6DRaGCz2dCwYUNMnDgRCxYsQGhoKP785z+jtLRUzFVQHGaiHpXJ2j4By/Hjx5Gfn4/u3bvjzJkziIqKwiuvvIIbN26INn4lYibyU5nM7rzdol1CQgKefvppvPrqq9U6XjVgJurxoKynTZsG4NaZHVevXsXTTz+N/fv3Y9y4cZg1axa2bduGAwcOCGdSkfMwF2WpTJ5eXl53vW/z5s1o37698AWF2qm+8S8rK4Ovry+OHz8uPBcYGIi3334bv/32G9atWwfg1umtGo0GFy5cwPnz51FUVIQuXbrg7Nmz6NGjh1jDVyRmoh6VzRoATpw4AQ8PDyxduhRdunSBr68vsrOz0aFDBzGGrljMRH4eJbPMzExkZ2dj6tSpiImJQXh4OJo1aybGsBWNmajHg7LOzc1FQkIChgwZgsTERCxZskSYBLV79+6Ij4/HkCFD7nkQiJ4Mc1GWR9mnHj9+HKdPn0ZMTAzi4uIwYMAAxd6e71Epfou+X8j2519++WVcvnwZqampMJlMwuutWrXCiy++iL1798Jms8HFxQXXrl0TbiN38OBBfPrpp6hZs2a1rIeSMBP1cFbWwK1ryXNycpCVlYUff/wRX3zxxT2P7tKDMRP5cWZmW7duxYABA3Dy5Els3boVU6ZM4X9uHwMzUY8nyfqll15CQkIC3N3d0aJFC+H0Y/s3yQMHDoRer6/iNVAm5qIsztynbtq0Ca+99hoyMzOxefNmjBkzBgAv/wUU3vjfvHkTZWVlwuM7T9mxz+IZGBiI/v37Y+XKlcjKyhJe9/Pzg06nQ1lZmbCh1K5dG5988gnS09PRqlWraloLZWEm6uGsrO2GDx+Or7/+Gtu2bUPbtm2rYQ2Uh5nIj7P3mcOHD8cXX3yBnTt3Ijg4uJrWQlmYiXo8adZ6vR4mk+muhoMHdp4Mc1EWZ+9TR40ahS+//BI7d+5E69atq2kt5EGRW7jZbMaECRMQHh6O1157DfPmzYPZbBYmpQJuXSNuNBpx7NgxfPTRRwCAVatW4cKFC8LPKS8vh8FgEB7r9XqHW8lR5TET9XB21vYdebdu3dCnT59qXx8lYCbyU1X7zAYNGvBSjMfETNSjqrKmJ8NclKWq8gwICECnTp2qdV3kQjtjxoy5Yg/CmUpLSzFs2DBcvnwZc+bMQUlJCRISEvDzzz+jV69ecHd3BwCsWLECAwYMgE6nQ2hoKAICApCYmIhvv/0Wrq6u2LBhA7Zt24Zp06axsXxCzEQ9mLX0MBP5YWbSw0zUg1lLE3NRFuYpDk1BQYGiZjrIzMxEdHQ0lixZgp49ewIAMjIyEBYWhlmzZmHMmDGIi4vD6tWrsWjRIvTv3184tefkyZNYtmwZ8vPzUVxcjHnz5uH5558Xc3UUgZmoB7OWHmYiP8xMepiJejBraWIuysI8xaG4xv/gwYPo27cvLl26hJo1a8JsNqNGjRpYsGAB1qxZg02bNiEwMBA1atQQJqGy2WwO1/n8/vvvnKDKiZiJejBr6WEm8sPMpIeZqAezlibmoizMUxyyPtX/22+/xenTp2E2m1GvXj0AgNFoxM6dO+Hu7o4OHTrAarVCq9UiJCQEn3/+OXQ6HSIiIlCjRg1h46k4uQdn8nx8zEQ9mLX0MBP5YWbSw0zUg1lLE3NRFuYpHbJs/Ddu3IhXX30VFy9exL59+7Bx40YAQMeOHWE2m3Hu3DkcOXIEERER8PT0hNFohKurK8xmM77++mu8++67vKWDkzET9WDW0sNM5IeZSQ8zUQ9mLU3MRVmYp/TIalZ/q9WKtWvXYsmSJZg9ezb27NmDjRs3YsiQIVi2bBl+//131KtXDyEhISgqKsLq1asB3D4iVLduXXh4eODSpUtiroaiMBP1YNbSw0zkh5lJDzNRD2YtTcxFWZindMmq8S8vL0dRURHCwsIQHR0NjUaDoKAgtGnTBgaDAZcvXwYAREVFoUuXLli7di1SUlKEo0WnT59G06ZN0bBhQzFXQ1GYiXowa+lhJvLDzKSHmagHs5Ym5qIszFO6XMUewMNkZGSgcePGMBgM0Ol06Nu3LwICAqDVaoVJHmrVqoXff/9d2EC8vLwwatQo5Ofno1+/foiIiICLiwt2796NxYsXA7h7ggiqPGaiHsxaepiJ/DAz6WEm6sGspYm5KAvzlAfJNv4JCQmYNWsWdDodzGYzBg0ahDFjxqBRo0YAbp1GYr+tQ1JSEpo3bw5PT0+YTCbo9XoEBQVh1apV6NixI86ePYubN28iKSkJTz/9NIC7J4igh2Mm6sGspYeZyA8zkx5moh7MWpqYi7IwT3mRZON/9OhRLFiwAOPHj0f37t2RkpKC2NhY3Lx5E7Nnz4bBYAAAWCwWaLVaHD58GJ07dwZw+/oQ+xGiUaNGibYeSsJM1INZSw8zkR9mJj3MRD2YtTQxF2VhnvIjqWv8bTYbgFsbUnFxMQYPHozg4GCMHj0a06dPx9GjR4UJIFxcXODi4oKSkhKcP38ePXv2BACcPXsWI0eOxJUrV0RbDyVhJurBrKWHmcgPM5MeZqIezFqamIuyME/5klTjbz+d4+LFi2jSpInD6R1Dhw5FmzZtsGfPHpw6dUpY/tChQ6hduzZatGiB6dOno1u3brhx4wZ8fHxEWQelYSbqwaylh5nIDzOTHmaiHsxampiLsjBP+RK18U9KSkJMTAyWLl2KgwcPCs936tQJ6enpyM3NBXDr+hBPT0/06dNHeJ/dzp07ceLECbRt2xbJycnYvXs3tmzZIpxCQo+GmagHs5YeZiI/zEx6mIl6MGtpYi7KwjyVQ5TG/9q1a8LkD8XFxdi0aRPefPNNJCUlwWazITQ0FI0aNcLSpUsd3hcaGgoXFxfk5OQIz1mtVvj5+WHZsmVITU1F27Ztq3t1FIGZqAezlh5mIj/MTHqYiXowa2liLsrCPJVHU1BQYKvOD/zjjz8wZcoUmEwmzJkzB40bNwYAvPLKK/Dx8cFXX30Fq9WKjRs3Yty4cUhMTES3bt2E97/99tvIzc1FYmIiACAnJwdBQUHVuQqKw0zUg1lLDzORH2YmPcxEPZi1NDEXZWGeylTt3/h7eHhAp9MhOjoajRs3RllZGQCgd+/eyM7OFm770K9fP0RGRmLSpElITk6GzWZDbm4ucnJyMGDAAOHncSN6csxEPZi19DAT+WFm0sNM1INZSxNzURbmqUzV/o0/AJjNZtSoUQPA7ds4jB8/HmazGStXrhSeMxqN6N+/P06dOoU//elP+OWXXxAQEIA1a9YgICCguoetaMxEPZi19DAT+WFm0sNM1INZSxNzURbmqTyiNP730rdvX/Tr1w9/+ctfYLPZYLVaodVqkZeXh8zMTBw5cgQNGzZ0OHpEVYuZqAezlh5mIj/MTHqYiXowa2liLsrCPOXNVewBALduB/HLL78gODgYwK3bPpjNZmi1Wvj6+sLX1xc9evQQeZTqwkzUg1lLDzORH2YmPcxEPZi1NDEXZWGe8ifq7fxstlsnGxw6dAju7u7o2LEjAODjjz/GyJEjHWaDpOrBTNSDWUsPM5EfZiY9zEQ9mLU0MRdlYZ7KIeo3/hqNBgCQnp6OqKgoJCUlYdKkSTCZTFi+fDknghABM1EPZi09zER+mJn0MBP1YNbSxFyUhXkqh+jX+BuNRnTt2hXnz5+HTqfDzJkzMWnSJDGHpHrMRD2YtfQwE/lhZtLDTNSDWUsTc1EW5qkMol/j7+bmhoYNG6Jnz55YsGAB9Hq92ENSPWaiHsxaepiJ/DAz6WEm6sGspYm5KAvzVAbRv/EHAIvFAq1WK/Yw6A7MRD2YtfQwE/lhZtLDTNSDWUsTc1EW5il/kmj8iYiIiIiIiKhqiDqrPxERERERERFVLTb+RERERERERArGxp+IiIiIiIhIwdj4ExERERERESkYG38iIiIiIiIiBWPjT0RERKKIjY2FwWAQexhERESKx8afiIiIJOGTTz7Btm3bxB4GERGR4rDxJyIiIkmIi4vD9u3bxR4GERGR4rDxJyIiIiIiIlIwNv5ERERU5VJSUtCjRw/4+fmhbdu2WLNmjcPrBoMBJSUlWL9+PQwGAwwGAyIjI0UaLRERkbK4ij0AIiIiUrbMzEy8/vrrqFOnDmbMmAGLxYKFCxeiTp06wjIrV67ExIkT0a5dOwwfPhwA4OvrK9KIiYiIlEVTUFBgE3sQREREpFyDBw/Gvn37kJ6ejsDAQADA2bNn0blzZ5SXl6OgoAAA0KBBA0RFRSE+Pl7M4RIRESkOT/UnIiKiKmOxWJCUlISIiAih6QeAZs2aITQ0VMSRERERqQcbfyIiIqoy169fR2lpKZo2bXrXa/d6joiIiJyPjT8RERERERGRgrHxJyIioipTt25duLu749y5c3e9VvE5jUZTXcMiIiJSFTb+REREVGW0Wi169uyJXbt24ddffxWeP3v2LH788UeHZT08PISJ/oiIiMh5OKs/ERERVamTJ0+iV69eqFu3LkaOHAmr1YrVq1ejTp06yMzMFJr9gQMH4sCBA5g5cyb8/f1Rt25dvPjiiyKPnoiISP7Y+BMREVGVO3jwIP7v//4PWVlZ8Pf3x3vvvYdr165h4cKFQuN/7tw5TJo0CUeOHEFJSQm6deuG7du3izxyIiIi+WPjT0RERERERKRgvMafiIiIiIiISMHY+BMREREREREpGBt/IiIiIiIiIgVj409ERERERESkYGz8iYiIiIiIiBSMjT8RERERERGRgrHxJyIiIiIiIlIwNv5ERERERERECsbGn4iIiIiIiEjB/h+PYskPYWmPBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#all disclosures superposed with percent change\n",
    "fig = dpse.plot_disclosures()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#all disclosures superposed with close price\n",
    "fig = dpse.plot_disclosures(indicator='close', diff=False, percent=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## filtering disclosures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Company Name</th>\n",
       "      <th>Template Name</th>\n",
       "      <th>PSE Form Number</th>\n",
       "      <th>Announce Date and Time</th>\n",
       "      <th>Circular Number</th>\n",
       "      <th>edge_no</th>\n",
       "      <th>url</th>\n",
       "      <th>disclosure_table</th>\n",
       "      <th>Background/Description of the Disclosure</th>\n",
       "      <th>Subject of the Disclosure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>[Amend-1]Joint Ventures</td>\n",
       "      <td>4-22</td>\n",
       "      <td>2020-03-13 15:49:00</td>\n",
       "      <td>C01685-2020</td>\n",
       "      <td>21b9a26e7aa00f960de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"COMMON\", \"Subject of ...</td>\n",
       "      <td>Golden Plate Pte. Ltd. (GPPL), a wholly owned ...</td>\n",
       "      <td>Jollibee Foods Corporation (JFC) and Dim Sum P...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Company Name            Template Name PSE Form Number  \\\n",
       "5  Jollibee Foods Corporation  [Amend-1]Joint Ventures            4-22   \n",
       "\n",
       "  Announce Date and Time Circular Number                           edge_no  \\\n",
       "5    2020-03-13 15:49:00     C01685-2020  21b9a26e7aa00f960de8473cebbd6407   \n",
       "\n",
       "                                                 url  \\\n",
       "5  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "\n",
       "                                    disclosure_table  \\\n",
       "5  {\"Title of Each Class\": \"COMMON\", \"Subject of ...   \n",
       "\n",
       "            Background/Description of the Disclosure  \\\n",
       "5  Golden Plate Pte. Ltd. (GPPL), a wholly owned ...   \n",
       "\n",
       "                           Subject of the Disclosure  \n",
       "5  Jollibee Foods Corporation (JFC) and Dim Sum P...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#disclosures co-incident with max percent change\n",
    "maximum = dpse.filter_disclosures()\n",
    "maximum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Company Name</th>\n",
       "      <th>Template Name</th>\n",
       "      <th>PSE Form Number</th>\n",
       "      <th>Announce Date and Time</th>\n",
       "      <th>Circular Number</th>\n",
       "      <th>edge_no</th>\n",
       "      <th>url</th>\n",
       "      <th>disclosure_table</th>\n",
       "      <th>Background/Description of the Disclosure</th>\n",
       "      <th>Subject of the Disclosure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jollibee Foods Corporation</td>\n",
       "      <td>Press Release</td>\n",
       "      <td>4-31</td>\n",
       "      <td>2020-04-15 07:41:00</td>\n",
       "      <td>C02771-2020</td>\n",
       "      <td>2fd88ba354823b280de8473cebbd6407</td>\n",
       "      <td>https://edge.pse.com.ph/openDiscViewer.do?edge...</td>\n",
       "      <td>{\"Title of Each Class\": \"Common\", \"Subject of ...</td>\n",
       "      <td>JFC Reports 2019 Results Based on Audited Fina...</td>\n",
       "      <td>Press Release: 2019 Audited Financial Results</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Company Name  Template Name PSE Form Number  \\\n",
       "0  Jollibee Foods Corporation  Press Release            4-31   \n",
       "\n",
       "  Announce Date and Time Circular Number                           edge_no  \\\n",
       "0    2020-04-15 07:41:00     C02771-2020  2fd88ba354823b280de8473cebbd6407   \n",
       "\n",
       "                                                 url  \\\n",
       "0  https://edge.pse.com.ph/openDiscViewer.do?edge...   \n",
       "\n",
       "                                    disclosure_table  \\\n",
       "0  {\"Title of Each Class\": \"Common\", \"Subject of ...   \n",
       "\n",
       "            Background/Description of the Disclosure  \\\n",
       "0  JFC Reports 2019 Results Based on Audited Fina...   \n",
       "\n",
       "                       Subject of the Disclosure  \n",
       "0  Press Release: 2019 Audited Financial Results  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#disclosures co-incident with min percent change\n",
    "minimum = dpse.filter_disclosures(operation='min')\n",
    "minimum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Golden Plate Pte. Ltd. (GPPL), a wholly owned subsidiary of JFC, and DSPL executed a Joint Venture Agreement to establish a joint venture company (the “JV”) to be incorporated in the People’s Republic of China (PRC). The JV shall sign a Unit Franchise Agreement with Tim Ho Wan Pte. Ltd. (“Franchisor”), authorized master franchisor of Tim Ho Wan in the Asia-Pacific, to develop and operate Tim Ho Wan stores in Shanghai and such other cities within the PRC as may be agreed with the Franchisor.'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#what happened then?\n",
    "maximum['Background/Description of the Disclosure'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Jollibee Foods Corporation (JFC) and Dim Sum Pte. Ltd. (DSPL) Signs Agreement to Expand and Operate the Tim Ho Wan Brand in China.'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#details\n",
    "maximum['Subject of the Disclosure'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['https://edge.pse.com.ph/openDiscViewer.do?edge_no=21b9a26e7aa00f960de8473cebbd6407'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get url\n",
    "maximum['url'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['JFC Reports 2019 Results Based on Audited Financial Statements'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#what happened during minimum?\n",
    "minimum['Background/Description of the Disclosure'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Press Release: 2019 Audited Financial Results'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#details\n",
    "minimum['Subject of the Disclosure'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['https://edge.pse.com.ph/openDiscViewer.do?edge_no=2fd88ba354823b280de8473cebbd6407'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get url\n",
    "minimum['url'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Investagrams disclosures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastquant import DisclosuresInvestagrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dinv = DisclosuresInvestagrams(symbol='JFC', from_date='2018-01-01', to_date='2020-04-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>color</th>\n",
       "      <th>label</th>\n",
       "      <th>Cash Dividends</th>\n",
       "      <th>Ex-Date</th>\n",
       "      <th>Record Date</th>\n",
       "      <th>Payment Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>timediv607</td>\n",
       "      <td>2018-04-19</td>\n",
       "      <td>#0496FF</td>\n",
       "      <td>D</td>\n",
       "      <td>1.14</td>\n",
       "      <td>Thu Apr 19, 2018</td>\n",
       "      <td>Tue Apr 24, 2018</td>\n",
       "      <td>Wed May 09, 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>timediv786</td>\n",
       "      <td>2018-11-21</td>\n",
       "      <td>#0496FF</td>\n",
       "      <td>D</td>\n",
       "      <td>1.34</td>\n",
       "      <td>Wed Nov 21, 2018</td>\n",
       "      <td>Mon Nov 26, 2018</td>\n",
       "      <td>Mon Dec 10, 2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>timediv934</td>\n",
       "      <td>2019-04-23</td>\n",
       "      <td>#0496FF</td>\n",
       "      <td>D</td>\n",
       "      <td>1.23</td>\n",
       "      <td>Tue Apr 23, 2019</td>\n",
       "      <td>Fri Apr 26, 2019</td>\n",
       "      <td>Thu May 09, 2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>timediv1112</td>\n",
       "      <td>2019-11-21</td>\n",
       "      <td>#0496FF</td>\n",
       "      <td>D</td>\n",
       "      <td>1.35</td>\n",
       "      <td>Thu Nov 21, 2019</td>\n",
       "      <td>Tue Nov 26, 2019</td>\n",
       "      <td>Tue Dec 10, 2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id       time    color label Cash Dividends            Ex-Date  \\\n",
       "0   timediv607 2018-04-19  #0496FF     D           1.14   Thu Apr 19, 2018   \n",
       "1   timediv786 2018-11-21  #0496FF     D           1.34   Wed Nov 21, 2018   \n",
       "2   timediv934 2019-04-23  #0496FF     D           1.23   Tue Apr 23, 2019   \n",
       "3  timediv1112 2019-11-21  #0496FF     D           1.35   Thu Nov 21, 2019   \n",
       "\n",
       "         Record Date       Payment Date  \n",
       "0   Tue Apr 24, 2018   Wed May 09, 2018  \n",
       "1   Mon Nov 26, 2018   Mon Dec 10, 2018  \n",
       "2   Fri Apr 26, 2019   Thu May 09, 2019  \n",
       "3   Tue Nov 26, 2019   Tue Dec 10, 2019  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dinv.dividends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "        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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>color</th>\n",
       "      <th>label</th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Net Income</th>\n",
       "      <th>EPS</th>\n",
       "      <th>Date</th>\n",
       "      <th>Period Ending</th>\n",
       "      <th>Revenue Unit</th>\n",
       "      <th>NI Unit</th>\n",
       "      <th>Net Income Amount</th>\n",
       "      <th>Net Income YoY Growth (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>timeearnings4820175</td>\n",
       "      <td>2018-04-11 06:26:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>133.39</td>\n",
       "      <td>6.67B (10.23%)</td>\n",
       "      <td>6.58</td>\n",
       "      <td>Wed Apr 11, 2018</td>\n",
       "      <td>Dec 31, 2017</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>6.67</td>\n",
       "      <td>10.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>timeearnings4820181</td>\n",
       "      <td>2018-05-10 00:32:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>35.05</td>\n",
       "      <td>1.67B (13.14%)</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Thu May 10, 2018</td>\n",
       "      <td>Mar 31, 2018</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>1.67</td>\n",
       "      <td>13.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>timeearnings4820182</td>\n",
       "      <td>2018-08-14 01:21:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>40.78</td>\n",
       "      <td>2.1B (10.55%)</td>\n",
       "      <td>2.07</td>\n",
       "      <td>Tue Aug 14, 2018</td>\n",
       "      <td>Jun 30, 2018</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>2.10</td>\n",
       "      <td>10.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>timeearnings4820183</td>\n",
       "      <td>2018-11-12 05:18:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>40.49</td>\n",
       "      <td>1.93B (26.90%)</td>\n",
       "      <td>1.87</td>\n",
       "      <td>Mon Nov 12, 2018</td>\n",
       "      <td>Sep 30, 2018</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>1.93</td>\n",
       "      <td>26.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>timeearnings4820185</td>\n",
       "      <td>2019-04-11 00:33:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>164.35</td>\n",
       "      <td>7.77B (16.47%)</td>\n",
       "      <td>7.66</td>\n",
       "      <td>Thu Apr 11, 2019</td>\n",
       "      <td>Dec 31, 2018</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>7.77</td>\n",
       "      <td>16.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>timeearnings4820191</td>\n",
       "      <td>2019-05-15 06:37:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>40.62</td>\n",
       "      <td>1.43B (-14.06%)</td>\n",
       "      <td>1.41</td>\n",
       "      <td>Wed May 15, 2019</td>\n",
       "      <td>Mar 31, 2019</td>\n",
       "      <td>B</td>\n",
       "      <td>B (-%)</td>\n",
       "      <td>1.43</td>\n",
       "      <td>-14.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>timeearnings4820192</td>\n",
       "      <td>2019-08-05 07:13:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>44.22</td>\n",
       "      <td>985.48M (-53.10%)</td>\n",
       "      <td>1.03</td>\n",
       "      <td>Mon Aug 05, 2019</td>\n",
       "      <td>Jun 30, 2019</td>\n",
       "      <td>B</td>\n",
       "      <td>M (-%)</td>\n",
       "      <td>985.48</td>\n",
       "      <td>-53.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>timeearnings4820193</td>\n",
       "      <td>2019-11-14 03:46:00</td>\n",
       "      <td>#DC143C</td>\n",
       "      <td>E</td>\n",
       "      <td>45.17</td>\n",
       "      <td>2.01B (4.48%)</td>\n",
       "      <td>1.71</td>\n",
       "      <td>Thu Nov 14, 2019</td>\n",
       "      <td>Sep 30, 2019</td>\n",
       "      <td>B</td>\n",
       "      <td>B (%)</td>\n",
       "      <td>2.01</td>\n",
       "      <td>4.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    id                time    color label  Total Revenue  \\\n",
       "0  timeearnings4820175 2018-04-11 06:26:00  #DC143C     E         133.39   \n",
       "1  timeearnings4820181 2018-05-10 00:32:00  #DC143C     E          35.05   \n",
       "2  timeearnings4820182 2018-08-14 01:21:00  #DC143C     E          40.78   \n",
       "3  timeearnings4820183 2018-11-12 05:18:00  #DC143C     E          40.49   \n",
       "4  timeearnings4820185 2019-04-11 00:33:00  #DC143C     E         164.35   \n",
       "5  timeearnings4820191 2019-05-15 06:37:00  #DC143C     E          40.62   \n",
       "6  timeearnings4820192 2019-08-05 07:13:00  #DC143C     E          44.22   \n",
       "7  timeearnings4820193 2019-11-14 03:46:00  #DC143C     E          45.17   \n",
       "\n",
       "           Net Income    EPS               Date  Period Ending Revenue Unit  \\\n",
       "0      6.67B (10.23%)   6.58   Wed Apr 11, 2018   Dec 31, 2017            B   \n",
       "1      1.67B (13.14%)   1.66   Thu May 10, 2018   Mar 31, 2018            B   \n",
       "2       2.1B (10.55%)   2.07   Tue Aug 14, 2018   Jun 30, 2018            B   \n",
       "3      1.93B (26.90%)   1.87   Mon Nov 12, 2018   Sep 30, 2018            B   \n",
       "4      7.77B (16.47%)   7.66   Thu Apr 11, 2019   Dec 31, 2018            B   \n",
       "5     1.43B (-14.06%)   1.41   Wed May 15, 2019   Mar 31, 2019            B   \n",
       "6   985.48M (-53.10%)   1.03   Mon Aug 05, 2019   Jun 30, 2019            B   \n",
       "7       2.01B (4.48%)   1.71   Thu Nov 14, 2019   Sep 30, 2019            B   \n",
       "\n",
       "   NI Unit  Net Income Amount Net Income YoY Growth (%)  \n",
       "0    B (%)               6.67                     10.23  \n",
       "1    B (%)               1.67                     13.14  \n",
       "2    B (%)               2.10                     10.55  \n",
       "3    B (%)               1.93                     26.90  \n",
       "4    B (%)               7.77                     16.47  \n",
       "5   B (-%)               1.43                    -14.06  \n",
       "6   M (-%)             985.48                    -53.10  \n",
       "7    B (%)               2.01                      4.48  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dinv.earnings"
   ]
  }
 ],
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