{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "vocal-wrist",
   "metadata": {},
   "source": [
    "# RGI17 (Southern Andes)\n",
    "\n",
    "F. Maussion\n",
    "\n",
    "New inventory compiled by Philipp and Frank based on the new Chile and argentina inventories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "arabic-trash",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import subprocess\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from utils import (mkdir, submission_summary, needs_size_filter, size_filter, plot_map, plot_date_hist, \n",
    "                   find_duplicates, open_zip_shapefile, correct_geoms, fix_overaps)\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "novel-antique",
   "metadata": {},
   "source": [
    "## Files and storage paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aggregate-qatar",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Region of interest\n",
    "reg = 17\n",
    "\n",
    "# go down from rgi7_scripts/workflow\n",
    "data_dir = '../../rgi7_data/'\n",
    "\n",
    "# Level 2 GLIMS files\n",
    "l2_dir = os.path.join(data_dir, 'l2_sel_reg_tars')\n",
    "\n",
    "# Output directories\n",
    "output_dir = mkdir(os.path.join(data_dir, 'l3_rgi7a'))\n",
    "output_dir_tar = mkdir(os.path.join(data_dir, 'l3_rgi7a_tar'))\n",
    "\n",
    "# RGI v6 file for comparison later \n",
    "rgi6_reg_file = os.path.join(data_dir, 'l0_RGIv6', '17_rgi60_SouthernAndes.zip')\n",
    "\n",
    "# Support data dir\n",
    "support_dir = os.path.join(data_dir, 'l0_support_data')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "remarkable-gathering",
   "metadata": {},
   "source": [
    "### Load the input data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cellular-review",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read L2 files from GLIMS\n",
    "shp = gpd.read_file('tar://' + l2_dir + f'/RGI{reg:02d}.tar.gz/RGI{reg:02d}/RGI{reg:02d}.shp')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1ef51fe-26b2-43a0-a716-b411f19825b3",
   "metadata": {},
   "source": [
    "### List of submissions "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "85848e54-8de1-40a7-9c0f-1852984b0220",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "      <th>A</th>\n",
       "      <th>analysts</th>\n",
       "      <th>submitters</th>\n",
       "      <th>release_date</th>\n",
       "      <th>geog_area</th>\n",
       "      <th>src_date_mode</th>\n",
       "      <th>src_date_min</th>\n",
       "      <th>src_date_max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subm_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>16</td>\n",
       "      <td>182.7</td>\n",
       "      <td>Rivera</td>\n",
       "      <td>Bown</td>\n",
       "      <td>2005</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>54</td>\n",
       "      <td>739.7</td>\n",
       "      <td>Rivera</td>\n",
       "      <td>Bown</td>\n",
       "      <td>2005</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>21</td>\n",
       "      <td>1015.9</td>\n",
       "      <td>Rivera</td>\n",
       "      <td>Bown</td>\n",
       "      <td>2005</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>25</td>\n",
       "      <td>862.0</td>\n",
       "      <td>Rivera</td>\n",
       "      <td>Bown</td>\n",
       "      <td>2005</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>13</td>\n",
       "      <td>1165.2</td>\n",
       "      <td>Rivera</td>\n",
       "      <td>Bown</td>\n",
       "      <td>2005</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>1</td>\n",
       "      <td>6.2</td>\n",
       "      <td>Zenteno</td>\n",
       "      <td>Zenteno</td>\n",
       "      <td>2007</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>7</td>\n",
       "      <td>63.3</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>8</td>\n",
       "      <td>15.4</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>12</td>\n",
       "      <td>86.8</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>17</td>\n",
       "      <td>12.2</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>15</td>\n",
       "      <td>20.1</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>12</td>\n",
       "      <td>20.1</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>11</td>\n",
       "      <td>35.8</td>\n",
       "      <td>Schnirch</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>8</td>\n",
       "      <td>15.3</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>6</td>\n",
       "      <td>64.1</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>11</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>10</td>\n",
       "      <td>34.4</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>14</td>\n",
       "      <td>18.9</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>17</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>12</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Zenteno</td>\n",
       "      <td>Zenteno</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>15</td>\n",
       "      <td>86.7</td>\n",
       "      <td>Dickmann</td>\n",
       "      <td>Schneider</td>\n",
       "      <td>2008</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>5</td>\n",
       "      <td>24.6</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2009</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>3</td>\n",
       "      <td>25.7</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2009</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>3</td>\n",
       "      <td>11.4</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2009</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>22</td>\n",
       "      <td>48.3</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2010</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>6</td>\n",
       "      <td>14.1</td>\n",
       "      <td>Masiokas</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2009</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>6</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Masiokas</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2010</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>8</td>\n",
       "      <td>6.5</td>\n",
       "      <td>Masiokas</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2010</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>14</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Masiokas</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2010</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>6</td>\n",
       "      <td>16.7</td>\n",
       "      <td>Masiokas</td>\n",
       "      <td>Delgado</td>\n",
       "      <td>2010</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>156</td>\n",
       "      <td>20.8</td>\n",
       "      <td>Marin</td>\n",
       "      <td>Marin</td>\n",
       "      <td>2010</td>\n",
       "      <td>Chilean Norte Chico (25 to 32 degrees south la...</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>708</td>\n",
       "      <td>22694.7</td>\n",
       "      <td>Davies</td>\n",
       "      <td>Davies</td>\n",
       "      <td>2012</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>672</td>\n",
       "      <td>23226.7</td>\n",
       "      <td>Davies</td>\n",
       "      <td>Davies</td>\n",
       "      <td>2012</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>80</td>\n",
       "      <td>4197.7</td>\n",
       "      <td>Davies</td>\n",
       "      <td>Davies</td>\n",
       "      <td>2012</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1974</td>\n",
       "      <td>1974</td>\n",
       "      <td>1974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>673</td>\n",
       "      <td>27075.8</td>\n",
       "      <td>Davies</td>\n",
       "      <td>Davies</td>\n",
       "      <td>2012</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1870</td>\n",
       "      <td>1870</td>\n",
       "      <td>1870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>658</td>\n",
       "      <td>23669.6</td>\n",
       "      <td>Davies</td>\n",
       "      <td>Davies</td>\n",
       "      <td>2012</td>\n",
       "      <td>Antarctic Peninsula</td>\n",
       "      <td>1986</td>\n",
       "      <td>1986</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>16045</td>\n",
       "      <td>29333.3</td>\n",
       "      <td>De Angelis, Miles, Moelg, Paul, Sharp, Wyatt</td>\n",
       "      <td>Cogley</td>\n",
       "      <td>2015</td>\n",
       "      <td>Randolph Glacier Inventory; Umbrella RC for me...</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>2251</td>\n",
       "      <td>1314.2</td>\n",
       "      <td>Falaschi, Huber</td>\n",
       "      <td>Huber</td>\n",
       "      <td>2017</td>\n",
       "      <td>European Alps</td>\n",
       "      <td>2002</td>\n",
       "      <td>2002</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>17256</td>\n",
       "      <td>5694.3</td>\n",
       "      <td>Castro, Gargantini, Gimenez, Hidalgo, Masiokas...</td>\n",
       "      <td>Hidalgo</td>\n",
       "      <td>2018</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2010</td>\n",
       "      <td>2005</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>12064</td>\n",
       "      <td>21020.5</td>\n",
       "      <td>Le Bris, Paul, Rastner, Schaub</td>\n",
       "      <td>Le Bris</td>\n",
       "      <td>2019</td>\n",
       "      <td>Various (GlobGlacier)</td>\n",
       "      <td>2016</td>\n",
       "      <td>2013</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>75</td>\n",
       "      <td>21.3</td>\n",
       "      <td>Castro, Gargantini, Gimenez, Hidalgo, Masiokas...</td>\n",
       "      <td>Hidalgo</td>\n",
       "      <td>2018</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>24521</td>\n",
       "      <td>23635.4</td>\n",
       "      <td>Albornoz, Arias, Barcaza, Garcia, Nussbaumer, ...</td>\n",
       "      <td>Barcaza</td>\n",
       "      <td>2018</td>\n",
       "      <td>Chilean glaciers, between -18 and -56 degrees ...</td>\n",
       "      <td>2003</td>\n",
       "      <td>2000</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>30851</td>\n",
       "      <td>27676.1</td>\n",
       "      <td>Albornoz, Arias, Barcaza, Bown, Castro, Garcia...</td>\n",
       "      <td>Paul</td>\n",
       "      <td>2022</td>\n",
       "      <td>Various (GlobGlacier)</td>\n",
       "      <td>2001</td>\n",
       "      <td>2000</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             N        A                                           analysts  \\\n",
       "subm_id                                                                      \n",
       "97          16    182.7                                             Rivera   \n",
       "98          54    739.7                                             Rivera   \n",
       "99          21   1015.9                                             Rivera   \n",
       "100         25    862.0                                             Rivera   \n",
       "101         13   1165.2                                             Rivera   \n",
       "478          1      6.2                                            Zenteno   \n",
       "510          7     63.3                                           Schnirch   \n",
       "511          8     15.4                                           Schnirch   \n",
       "512         12     86.8                                           Schnirch   \n",
       "513         17     12.2                                           Schnirch   \n",
       "514         15     20.1                                           Schnirch   \n",
       "515         12     20.1                                           Schnirch   \n",
       "516         11     35.8                                           Schnirch   \n",
       "517          8     15.3                                           Dickmann   \n",
       "518          6     64.1                                           Dickmann   \n",
       "519         11     17.0                                           Dickmann   \n",
       "520         10     34.4                                           Dickmann   \n",
       "521         14     18.9                                           Dickmann   \n",
       "522         17     13.0                                           Dickmann   \n",
       "523         12      4.5                                            Zenteno   \n",
       "524         15     86.7                                           Dickmann   \n",
       "535          5     24.6                                            Delgado   \n",
       "536          3     25.7                                            Delgado   \n",
       "537          3     11.4                                            Delgado   \n",
       "538         22     48.3                                            Delgado   \n",
       "540          6     14.1                                           Masiokas   \n",
       "544          6      7.2                                           Masiokas   \n",
       "545          8      6.5                                           Masiokas   \n",
       "546         14      7.0                                           Masiokas   \n",
       "547          6     16.7                                           Masiokas   \n",
       "549        156     20.8                                              Marin   \n",
       "559        708  22694.7                                             Davies   \n",
       "560        672  23226.7                                             Davies   \n",
       "561         80   4197.7                                             Davies   \n",
       "562        673  27075.8                                             Davies   \n",
       "565        658  23669.6                                             Davies   \n",
       "592      16045  29333.3       De Angelis, Miles, Moelg, Paul, Sharp, Wyatt   \n",
       "646       2251   1314.2                                    Falaschi, Huber   \n",
       "700      17256   5694.3  Castro, Gargantini, Gimenez, Hidalgo, Masiokas...   \n",
       "702      12064  21020.5                     Le Bris, Paul, Rastner, Schaub   \n",
       "708         75     21.3  Castro, Gargantini, Gimenez, Hidalgo, Masiokas...   \n",
       "730      24521  23635.4  Albornoz, Arias, Barcaza, Garcia, Nussbaumer, ...   \n",
       "764      30851  27676.1  Albornoz, Arias, Barcaza, Bown, Castro, Garcia...   \n",
       "\n",
       "        submitters  release_date  \\\n",
       "subm_id                            \n",
       "97            Bown          2005   \n",
       "98            Bown          2005   \n",
       "99            Bown          2005   \n",
       "100           Bown          2005   \n",
       "101           Bown          2005   \n",
       "478        Zenteno          2007   \n",
       "510      Schneider          2008   \n",
       "511      Schneider          2008   \n",
       "512      Schneider          2008   \n",
       "513      Schneider          2008   \n",
       "514      Schneider          2008   \n",
       "515      Schneider          2008   \n",
       "516      Schneider          2008   \n",
       "517      Schneider          2008   \n",
       "518      Schneider          2008   \n",
       "519      Schneider          2008   \n",
       "520      Schneider          2008   \n",
       "521      Schneider          2008   \n",
       "522      Schneider          2008   \n",
       "523        Zenteno          2008   \n",
       "524      Schneider          2008   \n",
       "535        Delgado          2009   \n",
       "536        Delgado          2009   \n",
       "537        Delgado          2009   \n",
       "538        Delgado          2010   \n",
       "540        Delgado          2009   \n",
       "544        Delgado          2010   \n",
       "545        Delgado          2010   \n",
       "546        Delgado          2010   \n",
       "547        Delgado          2010   \n",
       "549          Marin          2010   \n",
       "559         Davies          2012   \n",
       "560         Davies          2012   \n",
       "561         Davies          2012   \n",
       "562         Davies          2012   \n",
       "565         Davies          2012   \n",
       "592         Cogley          2015   \n",
       "646          Huber          2017   \n",
       "700        Hidalgo          2018   \n",
       "702        Le Bris          2019   \n",
       "708        Hidalgo          2018   \n",
       "730        Barcaza          2018   \n",
       "764           Paul          2022   \n",
       "\n",
       "                                                 geog_area  src_date_mode  \\\n",
       "subm_id                                                                     \n",
       "97       Chilean glaciers, between -18 and -56 degrees ...           2001   \n",
       "98       Chilean glaciers, between -18 and -56 degrees ...           2001   \n",
       "99       Chilean glaciers, between -18 and -56 degrees ...           2001   \n",
       "100      Chilean glaciers, between -18 and -56 degrees ...           2001   \n",
       "101      Chilean glaciers, between -18 and -56 degrees ...           2001   \n",
       "478      Chilean glaciers, between -18 and -56 degrees ...           2005   \n",
       "510                                    Antarctic Peninsula           1998   \n",
       "511                                    Antarctic Peninsula           1998   \n",
       "512                                    Antarctic Peninsula           1998   \n",
       "513                                    Antarctic Peninsula           1998   \n",
       "514                                    Antarctic Peninsula           1998   \n",
       "515                                    Antarctic Peninsula           1998   \n",
       "516                                    Antarctic Peninsula           1998   \n",
       "517                                                  Chile           2007   \n",
       "518                                                  Chile           2007   \n",
       "519                                                  Chile           2007   \n",
       "520                                                  Chile           2007   \n",
       "521                                                  Chile           2007   \n",
       "522                                                  Chile           2007   \n",
       "523      Chilean glaciers, between -18 and -56 degrees ...           2005   \n",
       "524                                                  Chile           2007   \n",
       "535                                              Argentina           2005   \n",
       "536                                              Argentina           2005   \n",
       "537                                              Argentina           2005   \n",
       "538                                              Argentina           2005   \n",
       "540                                              Argentina           2005   \n",
       "544                                              Argentina           2005   \n",
       "545                                              Argentina           2005   \n",
       "546                                              Argentina           2005   \n",
       "547                                              Argentina           2005   \n",
       "549      Chilean Norte Chico (25 to 32 degrees south la...           2004   \n",
       "559                                    Antarctic Peninsula           2007   \n",
       "560                                    Antarctic Peninsula           2001   \n",
       "561                                    Antarctic Peninsula           1974   \n",
       "562                                    Antarctic Peninsula           1870   \n",
       "565                                    Antarctic Peninsula           1986   \n",
       "592      Randolph Glacier Inventory; Umbrella RC for me...           2000   \n",
       "646                                          European Alps           2002   \n",
       "700                                              Argentina           2010   \n",
       "702                                  Various (GlobGlacier)           2016   \n",
       "708                                              Argentina           2005   \n",
       "730      Chilean glaciers, between -18 and -56 degrees ...           2003   \n",
       "764                                  Various (GlobGlacier)           2001   \n",
       "\n",
       "         src_date_min  src_date_max  \n",
       "subm_id                              \n",
       "97               2001          2001  \n",
       "98               2001          2001  \n",
       "99               2001          2001  \n",
       "100              2001          2001  \n",
       "101              2001          2001  \n",
       "478              2005          2005  \n",
       "510              1998          1998  \n",
       "511              1998          1998  \n",
       "512              1998          1998  \n",
       "513              1998          1998  \n",
       "514              1998          1998  \n",
       "515              1998          1998  \n",
       "516              1998          1998  \n",
       "517              2007          2007  \n",
       "518              2007          2007  \n",
       "519              2007          2007  \n",
       "520              2007          2007  \n",
       "521              2007          2007  \n",
       "522              2007          2007  \n",
       "523              2005          2005  \n",
       "524              2007          2007  \n",
       "535              2005          2005  \n",
       "536              2005          2005  \n",
       "537              2005          2005  \n",
       "538              2005          2005  \n",
       "540              2005          2005  \n",
       "544              2005          2005  \n",
       "545              2005          2005  \n",
       "546              2005          2005  \n",
       "547              2005          2005  \n",
       "549              2004          2004  \n",
       "559              2007          2007  \n",
       "560              2001          2001  \n",
       "561              1974          1974  \n",
       "562              1870          1870  \n",
       "565              1986          1986  \n",
       "592              2000          2000  \n",
       "646              2002          2002  \n",
       "700              2005          2014  \n",
       "702              2013          2017  \n",
       "708              2005          2012  \n",
       "730              2000          2003  \n",
       "764              2000          2013  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sdf, df_class = submission_summary(shp)\n",
    "sdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c69e9c67-ffd5-4ada-af3f-f009bf1fa81f",
   "metadata": {},
   "source": [
    "Notes based on manual observations:\n",
    "- 510 to 516 are a few outlines in Patagonia\n",
    "- 592 is RGI, looks spatially complete.\n",
    "- 700 is the Argentina glacier inventory. 708 is an update of 75 of its outlines, for reasons quite unclear to me (the outlines are still in 700)\n",
    "- 730 is the Chilan glacier inventory\n",
    "- 764 is the CL and AR inventory merged\n",
    "\n",
    "both 700/708 and 720 have the same issues (rock glaciers) as for RGI16. Furthermore, the Argentina / Chile border makes both inventories pretty much useless as is. This is why 764 was created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "95940432-37e6-4ee3-a38c-b56a24e3aadd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Write out selection in intermediate shape files for manual GIS review\n",
    "# tmp_output_dir = mkdir(os.path.join(data_dir, 'l0_tmp_data', f'rgi{reg:02d}_sel_inventories'))\n",
    "# tmp_output_dir_tar = mkdir(os.path.join(data_dir, 'l0_tmp_data'))\n",
    "# for subid in shp.subm_id.unique():\n",
    "#     s_loc = shp.loc[shp.subm_id == subid]\n",
    "#     s_loc.to_file(tmp_output_dir + f'/subm_{int(subid):03d}.shp')\n",
    "# print('Taring...')\n",
    "# print(subprocess.run(['tar', '-zcvf', f'{tmp_output_dir_tar}/rgi{reg:02d}_sel_inventories.tar.gz', '-C', \n",
    "#                       os.path.join(data_dir, 'l0_tmp_data'), f'rgi{reg:02d}_sel_inventories']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6367872-ed71-450b-ab6d-2357af5cdf75",
   "metadata": {},
   "source": [
    "## Outline selection "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "45915f3e-f146-4c59-8149-a878c01d175d",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi7 = shp.loc[shp.subm_id.isin([764])].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6989923a-f994-49d6-9009-87011ee816cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Size filter?\n",
    "needs_size_filter(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "617aa885-be02-4c32-a9c0-fc78157e10c5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30851\n",
      "30635\n"
     ]
    }
   ],
   "source": [
    "print(len(rgi7))\n",
    "rgi7 = size_filter(rgi7)\n",
    "print(len(rgi7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7848c3ee-b885-4a1b-9898-1e14e0d8337c",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi7['is_rgi6'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2420eda0-078f-43d6-b69c-872a5641092f",
   "metadata": {},
   "source": [
    "### Some sanity checks "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "18ef3200-ce67-4c07-b0b3-eb0ca5faf8f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Potential duplicates: 2\n"
     ]
    }
   ],
   "source": [
    "dupes = find_duplicates(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b00ce3c4-0e65-4d11-88ef-6ecc422118b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Seems Okay!\n"
     ]
    }
   ],
   "source": [
    "rgi7 = rgi7.loc[~rgi7.anlys_id.isin([dupes.anlys_id.iloc[1]])]\n",
    "dupes = find_duplicates(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ab8ec633-f944-47ef-820d-861b5829be6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 708 invalid geometries out of 30634.\n",
      "After correction, 0 geometries are still invalid.\n",
      "Area changed by -945.7 m2 (-0.0000%, or 0 tiny glaciers)\n"
     ]
    }
   ],
   "source": [
    "rgi7 = correct_geoms(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a4303530-2e7f-4271-aaf2-beb3b54736bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finding intersecting geometries\n",
      "Computing overlap of intersecting pairs\n",
      "Found 61 overlaps out of 30634. Correcting...\n",
      "After correction, Area changed by -74.4 m2 (-0.0000%, or 0 tiny glaciers)\n",
      "Final check...\n",
      "Finding intersecting geometries\n",
      "Computing overlap of intersecting pairs\n",
      "OK! Check done\n"
     ]
    }
   ],
   "source": [
    "rgi7 = fix_overaps(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "02004842-f179-42f4-b670-f80f8ee22eae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 0 invalid geometries out of 30634.\n"
     ]
    }
   ],
   "source": [
    "rgi7 = correct_geoms(rgi7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8ab284cd-d8ee-479f-8afe-1b92f893eb63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30634\n",
      "30634\n"
     ]
    }
   ],
   "source": [
    "print(len(rgi7))\n",
    "rgi7 = size_filter(rgi7)\n",
    "print(len(rgi7))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "150d87ab-cf01-42dd-b986-ba28079eed27",
   "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>N</th>\n",
       "      <th>N NA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>subm_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>30634</td>\n",
       "      <td>30634</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             N   N NA\n",
       "subm_id              \n",
       "764      30634  30634"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sdf, df_class = submission_summary(rgi7)\n",
    "df_class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e74b8e98-f03c-4974-80e0-7bb83be96c50",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check the orphaned rock outcrops\n",
    "orphan_f = os.path.join(data_dir, 'l1_orphan_interiors', f'RGI{reg:02d}', f'RGI{reg:02d}.shp')\n",
    "if os.path.exists(orphan_f):\n",
    "    orphan_f = gpd.read_file(orphan_f)\n",
    "    check = np.isin(rgi7.subm_id.unique(), orphan_f.subm_id.unique())\n",
    "    if np.any(check):\n",
    "        print(f'Orphan rock outcrops detected in subm_id {rgi7.subm_id.unique()[check]}')\n",
    "        orphan_f['area'] = orphan_f.to_crs({'proj':'cea'}).area\n",
    "        orphan_f = orphan_f.loc[orphan_f.subm_id.isin(rgi7.subm_id.unique()[check])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5f8a512b-f948-4d9b-96f1-fb441e381a56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.164785018848278"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orphan_f['area'].sum() * 1e-6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f4816d5-6cc6-46f0-929b-4d9abf73ee84",
   "metadata": {},
   "source": [
    "### Plots "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e2eb4cd9-cd28-41bc-ab1d-799c84533b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ff01JSQk7duzg4Ycf5pVXXuGRRx6xPn/y9eLalseJLfrg4GD+97//odFo6NmzJxkZGcyePdsmWNu1a8f27dspLCxk4cKFXH/99fz+++907NiRLVu28Oabb7J169Zzvj49d+5crrjiCmvoXHXVVTz88MPs3buXdu3aATWzHfn7+5/xuYuLixk1ahQdO3Y8ZWvxyJEjLF++vE4r2Ww2YzAYePrpp+nQoQNhYWGcd955hIaGsmbNGusXgVrff/89JSUlXHfdddZtJpOJq6++mmeffZbExMRG1z19+nQ6dOjAtddeewbvtsb999+Pq6srGzZsIDAwsM7zXbp0sf5c+yWsc+fOdbZlZ2cTGhpqM+hLCHuQrmAHlpaWxsqVK7n55ptttgcGBqLVam1aV1BzvbF2VPDq1as5ePAgvr6+aLVa64f6hAkTGDx4cL2vN2bMGLZv3279d+Igl1Px9fVl+vTpPPvss5SXl9d5/my6gqOioujYsSNXXXUVs2bN4plnnrF244aGhpKZmWmzf3Z2Nlqt1jptZVhYGImJiTbTznXo0IHMzEyqq6ut21xcXGjTpg29evVi5syZdO3alTfffBOAtWvXkp2dTXR0tPX3l5aWxoMPPkhsbGyDv5da+fn5LFq0iPfee896noiICIxGIx9//LF1v7PpCi4pKeHiiy+2trZPNWPSvHnzCAgIYMyYMTbba6+5174fFxcXgoKCCAwMrHd0+UcffcSll15qc1mhpKSEzZs3M3XqVOv7e+6559ixYwdarZbVq1fXW9Pq1av59ttvrccMHToUqPl/u6Hu5GHDhnH06FGWL19e7/Mn/h5qvxTVt632C6oQ9iYtVgc2b948goOD6wyacXFxoXfv3uzdu9dm+759+6wtxGnTptUJ5M6dO/P666/XGbhTy8vL66xm3rn77rt56623rKF0orPpCj6RxWLBYDBYW6X9+/fnp59+stlnxYoV9OrVy3qugQMH8sUXX2A2m63X7vbt20dYWFid7s2TX6v2fs7Jkydz0UUX2Tw/YsQIJk+ebNOF25DPP/+cyMjIOte/V61axcyZM5kxYwZarfaMu4KLi4sZMWIErq6uLF68uN7R4LXvad68eVx33XV1ftcDBw4Earpyu3TpgouLC/n5+eTm5tbpaUhNTWXNmjUsXrzYZru3tzf//vuvzbb33nuP1atX89133xEXF1dvXQsXLqSiosL6eNOmTUyZMoW1a9eSkJBw2t/DmDFjGD16tHWg1JVXXnna/YVobhKsDspsNjNv3jyuv/76eq9bPfzww1xxxRWcf/75DBkyhGXLlvHTTz9Z7yENDQ2td8BSdHT0KT/szpZer+fZZ5+tc58tnFlX8Oeff45Op6Nz5864urqyZcsWpk+fbtONevvtt/POO+/wwAMPcMstt7B+/Xrmzp3Ll19+aT3PHXfcwdtvv829997L3Xffzf79+3nxxRdtrpU+9thjXHLJJURFRVFSUsJXX33Fb7/9xrJlywAICAios3CDTqcjNDTU2n3bGHPnzmXixIk2I21rfy+PPvooS5YsYezYsWfUFVxSUsLw4cMpLy9nwYIFFBcXU1xcDNSMKD+xpb569WpSU1O56aab6pwnMTGRsWPH8uKLLzJ9+nQsFgvPPfcc7du3r3ML1ccff0xYWBiXXHKJzXa1Wl3nvQUHB1tHGNf64YcfmD59OsnJyQB1wjM3Nxeo6Vnw9fVt8Hcwbtw4PvvsMyZPnoxWq2XixIkNHiNEc5FgdVArV67k8OHDTJkypd7nx40bx5w5c5g5cyb33HMP7dq1Y+HChQwaNKiZK61x/fXX8+qrr7J79+6zPodWq+Wll15i3759WCwWYmJiuOuuu6zXkQHi4uJYunQp999/P++++y7h4eG89dZb1lttoKYrecWKFdx///106dKFiIgI7r33Xh599FHrPllZWUyePJljx47h4+NDly5dWLZsGcOGDTujmm+44QYOHTpU76QYW7ZsYceOHXz44Yd1nvPy8mL48OHMnTv3jAeXbdmyxXqLU+19uLVSU1Ntuqrnzp3LgAED6NChQ73nmj9/Ptdddx33338/Op2OCy64gGXLltm0bs1mM5988gk33HDDWa/qUlRUVKeH5VxNnDjROnJbrVYzfvx4u55fiLOlstT2sTmp4uJifHx8rLcbnKiyspLU1FTi4uJO2VUmxLkYPHgwgwcP5plnnlG6lLO2Z88eysrKiI+PP6sBVK2FfJ6I0+XNiaTFKsRZKikp4eDBg/z8889Kl3JO9Ho9ZWVl1uvLQohzI8EqxFny8vI67WQKzsLV1RWoaZEJIc6d3G4jRCtX261ZVlaGk18ZEsIhSLAK0cp5e3ujUqmorKy0uQVGCHF2JFiFaOW0Wq31Fpe8vDxlixGiBWiSYD106BA33XQTcXFxuLm5kZCQwNNPP20z6w1Q7zqPTbG6hMywIsTp1d6zm5+fL93BpyCfI6KxmmTwUnJyMmazmQ8++IA2bdqwc+dObrnlFsrKynjllVds9p03b57Ngtk+Pj52q8PFxQW1Wk1GRgZBQUG4uLjYfV1SIVoCFxcXNBoNBoOBvLw8m6XiWjuLxUJ1dTU5OTmo1erTzt4lBDRRsF588cU2YRkfH8/evXt5//336wSrr69vkyxpBjWzwsTFxXHs2DEyMjKa5DWEaCnKysooLS2loqKi3sntWzt3d3eio6PPeIk70fo02+02RUVF9d58PnXqVG6++Wbi4uK46aabuPXWW+36P66LiwvR0dEYjcZTrscphIDCwkJuv/12PDw8WLt2Le7u7kqX5DA0Gg1arVZ6vESjNEuwHjx4kLfffptXX33VZvvzzz/P0KFDcXNzY9WqVTz44IPk5ubyxBNPnPJcVVVVNjey186RejoqlQqdTtfghO9CtGb9+vVDrVaze/duli9fzlVXXaV0SUI4pTNqGj7zzDP1Djg68d/mzZttjsnIyODiiy9m0qRJdVZbeeKJJ+jfvz/dunXjwQcf5LnnnmP27NmnrWHmzJn4+PhY/524cLMQ4uypVCrr+qgLFixQuBohnNcZzRWcm5trXYXiVGJjY603nGdkZDBkyBD69u3LJ5980mAX77p16xg0aBCZmZnWxYhPVl+LNSoqqsG5G4UQDdu7dy/t27dHo9GQkZFBcHCw0iUJ4TCaZK7gwMDARg9qOHr0KEOGDKFnz57MmzevUddNt23bhl6vP+2yUa6urtYp2IQQ9tWuXTt69+7Npk2b+Prrr7n77ruVLkkIp9Mkw9syMjIYPHgwUVFRvPLKK+Tk5JCZmUlmZqZ1n59++okPP/yQnTt3cvDgQT766CMef/xxbr31VglOIRQk3cFCnJsmWTbuk08+4cYbb6z3udqXW7ZsGdOnT+fAgQOYzWbi4+O5+eabueuuu+pd2PtUGts0F0I0TlZWFhEREZhMJvbu3UtiYqLSJQnhEBqbNy16PVYhxNnp06ePtTv48ssvV7ocIRxCY/NG7nQWQtRRWFgIcMpBhEKIU5NgFULYMBqNHDlyBICIiAiFqxHC+UiwCiFsLF++nIqKCoKCgoiNjVW6HCGcjgSrEMLGJ598AtSMDj6TgYRCiBoSrEIIq7y8PBYvXgzADTfcoGwxQjgpCVYhhNXLL79MdXU13bp1o0uXLkqXI4RTkmAVQgDw3HPP8fLLLwPw4IMPKlyNEM5LglUIwfPPP8/TTz8NwEsvvWSdfUk4hh3phRSWVytdhmgkCVYhWjGLxcLzzz/PU089BdSE6iOPPKJwVeJEBpOZtftzSMktU7oU0Ugy5E+IVspgMHD33XfzwQcfADBr1iwJVQek06i5Y3AbNGpZZN1ZSLAK0QqVl5dz2WWX8euvv6JSqXjttde47777lC5LnIKEqnORYBWiFXrzzTf59ddf8fDw4IsvvmDMmDFKlyQa6ZHvdvDN5iNM6hlBjxh/ruoTrXRJ4iRyjVWIVsZoNPL+++8D8M4770ioOhkv15r20N8peazZk6VwNaI+0mIVopVZvHgx6enpBAYGcuWVVypdjjhD1/SLYX92KZ3CvHhwRHulyxH1kGAVopV55513ALj11lvR6/UKVyPOVHyQJ/Nv6qt0GeI0pCtYiFZk165drFmzBrVaze233650OUK0SBKsQrQi7777LgCXXXYZUVFRClcjRMskwSpEK1FUVMT8+fMBuPvuuxWuRoiWS4JViFbi008/paysjE6dOnHBBRcoXY4QLZYEqxCtxD///APAyJEjUalkwgEhmooEqxCtRLdu3YDjASuEaBoSrEK0EgMHDgRg3bp15OXlKVyNEC2XBKsQrUTXrl1JSkqitLSU6dOnK12OEC2WBKsQrYRarbZOZfjhhx+yYcMGhSsSomWSYBWiFRk0aBA33HADAHfccQdGo1HZgkSL9HdKDh/8doCK6tb5/5cEqxCtzMsvv4yfnx/bt2/nk08+Uboc0QLd9cU25vx2gO+2HFG6FEVIsArRygQFBXHVVVcBsGfPHoWraRn2HCtm6b/HlC7DYXx96wCmj+zI5P6xSpeiCJmEX4hW6MiRmpZEQkKCwpW0DMeKKvDWy8dprYRgTxKCPZUuQzHyf4IQrdD+/fsBaNu2rcKVtAwXtg+pd/v3W4+gAsb1iGzegoSipCtYiFbGZDJx8OBBANq0aaNwNS2XxWLhQHYJn21IU7oU0cykxSpEK5Oenk51dTUuLi5ER0crXU6LpVKpuO+idrhopf3S2sh/cSFamdpu4Pj4eDQajcLVtGy1obrzaCGv/7pP4WpEc5FgFaKVkeurzS+npJoe0b5KlyGaiXQFC9HKHDp0CIDY2FhF62hNhrQPVroE0YykxSpEKxMeHg7UXGsVQtifBKsQrUzt8nHbt29XtA4hWioJViFamdpgPXToEIWFhYrWIkRLJMEqRCvzxx9/AKDX69HpdApXI1qCsqrWOdn+qUiwCtGKGI1GHn30UQDuv/9+PDw8FK5IOLvyaiMrd2exI71Q6VIchowKFqIV+eyzz0hOTiYgIMAasEKcC3cXLQnBnsQGype0WtJiFaIVWb58OQD33HMPPj4+ClfjfD7+M4Uftx7BYDIrXYpDSYrwwdNV2mm15DchRCuyd+9eALp3765wJc6potrMTwcy6BThQ5sQLwCW/5vBbZ9vs+7z1KUdmDIoXqkShQNQWSwWi9JFnIvi4mJ8fHwoKirC29tb6XKEcFhmsxkvLy/Ky8vZu3cviYmJSpfklPZllhDmq8dLryOjsIIBs1bX2cdVo+KxUR24fkCcAhWKptLYvJGuYCFaiaNHj1JeXo5WqyUuTj7wz9SxogoKyqpJDPXCS18zmtq1ngn2VcDYrmEEebo2c4XNr7TSwLUfbWBPRpHSpTgU6QoWopWo7QZOSEiQ22zOQrXRTGF5NX4eLtZt29MLeWpUBw7llhHs6cqgdgEcLawiKdyHmFYwmKe8ykTnCC+85PqqDfltCNFKbN26FYB27dopXIlzigmoG5SRfm7EBXoQH+Rp3datFa3EF+yj55bz2pCaV0ZkPb+f1kq6goVoBaqrq3n33XcBGDFihMLVtBwpOWUUllc3at8th/KYOGcdP24/2sRVNS8PvZbOEb5Kl+FQJFiFaAUWLFjA4cOHCQ0N5cYbb1S6nBbj/MQgIv3dG7Xv4fwKjEYzezKKm7iq5uWq1chi7ieRrmAhWjij0cjMmTMBeOihh3Bzc1O4opbDw1WLRyOvL47rEcm4HpFNXJFwBPI1Q4gW7ptvvuHAgQMEBARw2223KV2OEC2eBKsQLZjZbGbGjBlAzdzAnp6eDRwhzkZ5tZHMokqlyxAOQoJViBZs0aJF7N69Gx8fH6ZOnap0OU7PYrEwY8lu3l1zwLrtp63pjHzjD66ft/G0xx4tKGd1cpb1cZXRhJPPzyNOQa6xCtFCWSwWXnjhBQDuvvtumRvYDr7dcoRLkkLZn13K4bxyvt6SxgerUzACtw2KPe2xQ1/9DZPZwvUDYrj5vAQOZJfSLdpP5thtgaTFKkQL9eeff7Jt2zY8PDy49957lS6nRRiQEECHMB+u6B1NUYWB4nIj5ycGMDgxgKkXnX6KyEs6h6FSqVi8/Ri5pdV0ivBBq1Y1U+WiOclXJSFaqN27dwMwePBgAgMDFa6mZYj0O35rTedIHzqGJ1FaZcTHreGZrF6/ojv3Dk3E3UVNsLeMzG7JJFiFaKGOHDkCQHR0K5oKqJlp1KpGhWqtE9csrTSYyC6uIjqgcffBCuchXcFCtFDp6ekAREVFKVxJ63Ikv4wP16Y0uN++rBJctCoKyho3c5NwHhKsQrRAJpOJtWvXAhAfL2uD2tuvuzO558ttZBdXkFNie5vNC0uSeWPFXnYfLTztOTpH+KDTqG0m9Rctg3QFC9ECLVq0iJSUFPz9/Rk9erTS5bQoZrOF+77aTlm1icU7MgC4tm80L4zrDMAzYzqy5VAoHRuYP1elUhHQCpaWa42kxSpEC/Tqq68CcMcdd+DuLtfwzsXLy5I5b+Yy2j62hLu/2IJareLB4YnE+LvhqQNfNy0+7sfbKKE+bgxPCiOnuNLmPtV/jxRRXm2ksLyaaz9az5DZa0jPK1XiLYkmJi1WIVqY9evXs379elxcXGRSiHNUVG7gvd8OWh//9E8mb18NUwbFM2VQTRf7nwdy2JZWANS0ZtVqFRe9uoa0/Eq6R/lQXm3khgGx/Hkgj5gADzqEevJ3Sj6+bjr2HCshKkBmw2ppJFiFaGFqW6vXXHMNoaGhClfj3PLLqups+2RdKhtT83n9im646jQMahPEoDZBdHtmGYWVJoZ3CCSvzACAwWTiSGEF7685yK2DExjdJYIKg5Hl959HjL8nGo10GrZEEqxCtCApKSn88MMPADz44IMKV+P8Qn30uGmgwnR828KtRwj2cuX3fTm0DfEi2t+dG+b9TWFlzU4r9uQS5aslwEOPm1bF0HYhdAzzQgX4uOvwQQfIfawtmQSrEC3IG2+8gdls5uKLL6ZTp05Kl+P0vttyBE6YHCnK15Uf7xpEpcHEjvRClu86xqjOYazdn2dzXHqhkTAfDQXlRq4dEMLwDsFYkFmWWgsJViFaiKKiIj7++GNAWqv2Eujpgre7Dku5gUojeOl1qFTg7qqlf5tAOkZ4YzRZ0AAnNGrpGuZBRkk1Fp2GQQkBoFLj7qJR6m20armlVVgsEOTVfCOwJViFaCH+/vtvysrKiI+PZ+jQoUqX0yIM6xhKQrAXOSWVdIvyxd1Fi0p1vOXp4+bC1rQCm1AF0LtqqM4zUowFrUaDm4SqYjQqFal5pRKsQogzt3PnTgC6d+9u8+Evzp5WoyYxxIvEEK9T7uPtpqVdkDt7c8qt2/ZklnBl7xgu7BiCj3vjpzwU9ufn4YKfh3+zvqYMSROihdi1axeAXFu1o72Zxbyzah+F9YwOrtUm2IvPbu5HtwhP61XU4koLIb6u9EuQxQ9aIwlWIVqI2hZrUlKSwpU4pozCCs5/aSXj3/2TzKLKhg8AHvxmG++s3s+49/6iqPzUc/oG+7ix8K7zmdQzAgAdcHFSmD3KFk5IglWIFqKoqAiA4OBghStxTL/uzuRwQRVb04vILmk4WPdnlTC2awQqFaiwsC+r5LT7a9QqruwbTXygG9cPiiHCz+O0+4uWS66xCtFC6PV6AKqqTt1t2Zpd3TeGYwUVrN6bRZXx5OFGtt5ZvZ9vN6Vx/YAY7hjchiAvPe3DvBt8jR7R/qx+6EJ7lSyclASrEC1EbbBWVjaum7O10WnUTBvVkWmjOja472/J2VSZLPyxL5c5k/ugl1G94gxIsArRQkiw2o+HXkuncB9uHhQnoSrOmASrEC2EBKv9vHp5N7z1Oly0MgxFnDkJViFaCAlW+wmUdVLFOZBgFaKFqK6uuR3EbDYrXInzyS6uxF2n4UhhBZ56LZF+soatOHsSrEK0AGazmQ0bNgDQo0cPhatxPvd9tZWEIA+OFVYyoWekBKs4J3IBQYgWYPPmzRQUFODp6SnBehb8PVwwmS2YVfD7/lwsFovSJQknJi1WIZzcoUOHmDx5MgDDhw9Hq5U/6zM1vkckAZ6upOeXo3fRyFzL4pzIX6AQTuz3339n4sSJ5ObmEhUVxTvvvKN0SU7pwg6hAHSN8lO4EtESSFewEE7qgw8+4KKLLiI3N5eePXuybt06wsJkftoTFZVVce/nW5i6YDPlVcYzOtZisZB/msn3hTgVabEK4WQMBgP33Xcf7733HgBXXnklc+fOxd1dBtyc6EB2CRPnrKOwvGb6wq1HfueXe8/Hx63hZdyKyw10eW6F9XGbQHceGN6OkV3CT3vc/qwSjhVVcn5i0LkVL5yatFiFcDIvvvgi7733HiqVihdffJEvvvhCQrUeOo2aeP/jE+H3j/On0lATsv+kF7IxNa/e44oqqm1CFeBAbjkvLt3NlxvTMJxmnuEqg4lQb70dqhfOTGVx8uFvxcXF+Pj4UFRUhLd3w5NkC+HMioqKiImJoaioiLlz5zJlyhSlS3JKiY8vpV2IJ1/c2h8vvW0LttOTSykznPpj8ZreEcyY0K3e5ywWiwx8asEamzfSYhXCibzzzjsUFRXRqVMnbrjhBqXLcVruupqPPg+XulfDTheqAJ9vOsolr//G/sxiNhzM4a7Pt7BufzaAhKoA5BqrEE7DaDTy9ttvA/DYY4+hVsv34rN1x+AEesT4o1bbBuGh3LJGHT+gTQDPLdnN7oxiBsb5klUsg5zEcdIVLISTWLlyJcOGDSMgIIBjx46h0zU8CEc03uG8Mi6Y/Run+kD0cVVhRs3/rulO7/ggftxxFBetml4x/oT5ujVrrUIZjc0babEK4SS+/vprAMaPHy+h2gTySqtOGaoaFdxxQRu0WhXurhqeWryT0V3D6J8go39FXRKsQjgBg8HA999/D8AVV1yhcDUtz7GiCsa/v77O9o6hHkT4u9MvPoD0/EqW/puBq1bD1X1i8HaTj09RP7lII4QTWLlyJfn5+YSEhDB48GCly2lx/NxdUNcz7igx1IcIXzcWbzvK4m3pZJdU8+TiPezKKCQ6wKPuAUIgwSqEU6jtBp44cSIajUbhaloevU7Dq5O64nrSJ+KsCV3oGulPWbWJ/Irj96/O+T2lmSsUzkSCVQgHV1VVxaJFiwDpBm5KXaN9MJy0lO2O9AJGJIXw8Ij26E/o+Z0/pU/zFiecilwkEMLBLV++nKKiIiIiIhg4cKDS5bQ4WUWVPPPTTn7ZmWWzfWj7IIxmC2/9uo9fkzOp/G+q4St7RRAl3cDiNCRYhXBwta3VSZMmyb2rdvb0jzv5dH2azbYANzXTRnZkUu8YAGL83TlSVMn5bYNoH+rDFX2ilShVOBEJViEcXHJyMgADBgxQuJKWx2iue4PNpV0jGZQYbH0c6e/BO1fL4vGi8SRYhXBwqampAMTFxSlciWOoMpowm8HN5dwHcT0xqiPlVUaW/ZuBu15L9yg/nr2ssx2qFK2ZzLwkhAOrqKiwrlyTm5tLQECAwhUp7/01B9iTUcQbV/WoMyXh2bBYLJgtoLHDuUTLJpPwC9ECpKXVXP/z9PTE399f4WocQ3JWMetT8ygsr7ZuO5f2gUqlklAVdiXBKoQDO3ToEFDTDSwrp9SoqDYxtEMwWm3Nx1dRhYH3fzvIN5sOK1yZEDXkGqsQDkyur9qqMpq4+8I2mCzg/d86qmazhct7RQLyxUM4BglWIRxYbbDGxsYqW4iDcNVqMJnBYDo+k4Ofh8s5nXN3RhGerlqZolDYjQSrEA7sxK5gUdPte6SgnM4RvnY532Xv/Mn2I0WogZRZo+xyTiHkGqsQDqy1t1jLq4y8/uteisuruHX+ZobMXkNhuQGd1j4fXSM6haAGYvzdWLgl3S7nFEJarEI4qNLSUvbv3w+0vhZraZWRt1Yk8791NaOi31x1gKQwTwwmM3llVYTbaWHxO4a05Y4hbflmUzp94+RWJmEfEqxCOCCLxcKtt95KUVER4eHhtG/fXumSmsXWtHxW78ni283pZJUabJ77+Ia+lBlMxAXa/1ro5b2j7H5O0XpJsArhgN59912+/PJLNBoNX3/9Na6urkqX1OQ2pubz5/4s3vmt7pJsg9sFEeyjV6AqIc6cBKsQDmb9+vU88MADAMyePZtBgwYpXFHzSAr3pry6mghfPUcLK22e83DRYDJbZCIH4RRk8JIQDqSwsJBJkyZhMBiYNGkS9913n9IlNRudVs1P2zNZcFMfJvQIp2OYJ1oV9I3zZXC7YAlV4TSkxSqEA1m4cCFHjx4lPj6euXPntprZlo4UlDPqzd8pqjSzcNtR6/YnR7ZjVJdwjhVXSYtVOA1psQrhQH766ScArr/+ery8vBSupvl46bUUVR6f9MFdVxOg61PyKTOY6RDmZTMphBCOTIJVCAdRUVHBr7/+CsCYMWMUrqZ5TVv4L+2C3a2Pyw0WAtw0BHu6oFWr0Ou06HXnvkycEM1BuoKFcBCrV6+mvLycqKgounbtqnQ5zSajsJwVuzIx/bdAjRqIDdBz6+AEruwdq2RpQpwVCVYhHERtN/Cll17aaq6tAgyatYbaTt4gTxcuTgohIdiL0V0iFK1LiLMlwSqEA9i8eTMLFiwAYPTo0QpX07yW3Hsev+7KpF98AH3iZfYj4fwkWIVQ2L59+7jkkksoKytj6NChDB8+XOmSms3afTnklFRxVd9ovPRaDuWWYjRbaBPcegZuiZZHglUIBWVkZDB8+HByc3Pp2bMnP/zwAxpN6xmkszktn82H8nl1xR68XLSM7RHFsE4hSpclxDmRUcFCKGTZsmUMHjyYtLQ02rZty9KlS1vVLTYAPm4ubDlcyNGiarLLqnHVaqS1KpyetFiFaGb//vsvDz30ECtWrAAgIiKC5cuXExwcrHBlzW/KoDgSAt0prTbh7aYjvgkm2BeiuUmwCtFMSktLeeCBB5g7dy5msxmdTsc999zD448/jp+fn9LlKeaC9tL1K1oWCVYhmsn06dP58MMPAZg4cSKzZs0iISFB4aqEEPYmwSpEM8jLy2Pu3LkAfPvtt0ycOFHhioQQTUUGLwnRDBYsWEBFRQXdunVjwoQJSpfjUHZlFDHqzT9Y+m+G0qU4pYyCcnZnFCldhjiBBKsQzaC0tBSAzp07t6pZlRpDo4KC8mru/HwbF776m9LlOJ1rPtzAzZ9sxGKxKF2K+I8EqxDNoH379gDs3btX4UocT/swH+vPKTllClbinFLzK6isNsoXNgciwSpEM2jXrh1QE6zSsrD1z5F8MoqqcFHDjqdaz6xT9lBSUQ1AfqWZuz/frHA1opYEqxDNoE2bNqhUKoqKisjKylK6HIcyc2lNK75ThDc+7jqFq3EuxhO+o0X4yT3AjkKCVYhmoNfriYuLA6Q7+EQf/pHC+pR8ALalFytcjfPZn1VKryhvBiX48egl7ZUuR/xHglWIZnJid7Co8ce+bKVLcGo9on15ZGRHFtwyQK6xOhAJViGaSW2wJicnK1yJfSRnFnPL/M0cLaw463PcdF68HStqfbQaNX3iZKk9RyPBKkQzaWkjg//3RwoatYqCsupG7V9cUU15tdFmW6Sfm/XnDyb3sGt9QihFZl4SopnUtljXrVvHjh076Nq1q8IVnZvZE7tSXGHAz8OlwX1Tc0q5cd5G3F21LL33fOt2P3cXnh/Tka6RPiRFtt75kkXLIi1WIZrJgAED6N69O0VFRVxwwQWsXbtW6ZLOiUatalSobjmUj5tOwwXtgrn9fNuu3+1pBTy5eDdXfbSRxTtk5iXRMkiwCtFMXFxcWL16Needdx5FRUUMHz6cn376SemymtTezGKu+t96rvxgHc+OTWJM90ib5x9duB2AEC9XLuzQ+pbNEy2TBKsQzcjX15fly5czevRoKisrGTduHJ9++qnSZZ2TgzmlLN+VSaXBBEBWUQW3fbaZqV9sYcQba6k2Q0mVqd5jK401273ddHjr5R5W0TJIsArRzNzc3Pj++++5/vrrMZlM3HDDDbz66qtKl3XWdh4t4quNaeT9N4jpndUHSM0uZcW/mdZ9XHX1D+fwddcD0D5UJjcQLYcEqxAK0Gq1fPzxxzz44IMAPPTQQ6xevVrhqs7Ohe2DeXVSNyJ83dh6uIAjhRXsyymj+oRZgf58dEi9x957USJR/m4khvpQVmWsdx8hnI0EqxAKUavVvPLKK9xwww0AzJs3T9mCzpKXXoe/pysA+aXVxAe6oz3pk2V/Vmm9x07qFcWqBwYzumsEHq5yk4JoGSRYhVDYbbfdBsAPP/xAWZlzr+5yUccQLuoYQqdwb5vtcUGepzzGRasmyMu1qUsTotlIsAqhsL59+5KQkEBZWRnLli1TupxzYjJbOJRbTq9YfwCGJAay+fGhuJzchK3H36l53PPlVtJyT/3l4uVf9vCLLIguHJz0vQihMJVKRe/evTl48CDp6elKl3NONGoVveP8uaBdEE9e2gmA7OJKKg0m9DrNaY/93x8pbDiQg1al4rUru9e7z+iu4SBT4goHJy1WIRyAn1/NrEMFBQUKV3Lu2gR7Ee7rbn381qr9LNuZWe++uzIKWbztKAAmo4kyg4XskqpTnrtDuA8dwnyoNJist/cI4WgkWIVwALXBmp+fr3Al9ndJ5zAGtKl/ovjRb6/j+61HABjXI4KuEV5M7BnB3sySU57vqUX/culbf/DNpnQJV+GQJFiFcACO3GL9cuNh/vf7wbM+fmCbQIK99PU+99YV3bhhUM06tWO7R/Hj3eejd9GddjBThcGESqVizu8HuOS13zGbLafcVwglSLAK4QAcOVh/3H6UVcn2Wzf1n/QCpi/czsHsEi7tFsHgdrZTGV6cFIr/aeYgvvvCNqTnl5NRVEVqQQX9Z660W21C2IMMXhLCAThysH51a38sFgvbDhew51gxcUEe9I8PPKtz/bE3m5vmb8JgAq1azfPjupzxOSbO2UCl8XgrNaukmqMF5UT4uZ/mKCGaj7RYhXAA7u41oVBaWv9ECkpTqVSE+uiJD/Ikr6SSQ6e5JQbgr33ZxE5bws2fbqp5vD+HG+au54lF/+LlqiHcx5WY09zbejrxgXWnP7z4zT/O6lxCNAUJViEcwOHDhwGIjIxsYE/lhPm40S8+gOgAT37ZeYyUnNJTTkM4d10KAJsO1QzGKq40klduRKVSMaJTOBckBlFWYTirOq7uF11nm8kk11mF45CuYCEcwIEDBwBo27atwpU0LMLXjVAfV77bko7RZOaxUZ3q7PPuNb3YlJaPTlNz7+rFncPoHefPt1uO8OvOTLamF6LTwLBOYXQ8aZamhlQbbENUo4Ir+9QNWyGUIsEqhAPYv38/AG3atFG4kob5urvQPz6IIE896fkV1u1ms4XbFmxm6uA2BHvrmTx3E4MS/EmK6IWnq44AT1dyS6o4UlCKChjSLoi4erp1G+Kp1xDrryev1ECYr56Lk8J4YHg7O75DIc6NBKsQDsCZWqwadc311lAf21toUnJL+etALlsO5fPJlL68fnlXjuSXodMcv+I0f10q1RYYGO/HB9f1OePXPpxXyvy/DtEpwoepF7alQ5jPOb8fIexNglUIhZnNZqcK1lNpE+zFg8Pa4aJV4a3XMa6H7fVii8VC/zYBqC0m7hyaeFavUV5t5qbz4iiuNGIy26NqIexPglUIhWVkZFBZWYlWqyUmJkbpcs7JlPPiT/mcSqXi+cs689mGNPQuZ/7Rs3znMfrGB9A+zJuicgNeevn4Eo5J/s8UQmG111fj4uLQalv2n2R0gAf/HCnim42HuaZ/DA8Ma4dWc/qbE5btPEZltZlwX711CkMfd11zlCvEWWmy223GjBlDdHQ0er2esLAwJk+eTEaG7XJPhw8fZvTo0Xh4eBAYGMg999xDdXV1U5UkhEOq7QZ2hoFL9pAQ6Ia/pwtHC8opOs0tN2l5Zby3Zj/fb0nn3yMFhPnqTzk1ohCOpMm+Hg8ZMoTHHnuMsLAwjh49ykMPPcTEiRP566+/ADCZTIwaNYqgoCD+/PNP8vLyuP7667FYLLz99ttNVZYQDmfPnj1A6wjWpxfv5ItNNavZLLi572mnLvx8QxrfbTlCYbkBM/Db/lx+vf+CZqpUiLPXZMF6//33W3+OiYlh2rRpXHbZZRgMBnQ6HStWrGD37t2kp6cTHh4OwKuvvsoNN9zAjBkz8PY+s3vbhHBWv/zyCwADBgxQuJKmt3L38eXjtBo1KtWpF1e1ANEBbhRVGHDXqgjz0aNWy2KswvE1ywWd/Px8Pv/8cwYMGIBOV3NtZP369SQlJVlDFWDEiBFUVVWxZcsWhgwZUu+5qqqqqKo6vl5jcXFx0xYvRBNKTk4mOTkZnU7HyJEjlS6nyT02siOzl+1h2sUdCPF2O+V+BWXVfLg2FY0KXp3YlSqTmct7RzVjpUKcvSad0vDRRx/Fw8ODgIAADh8+zI8//mh9LjMzk5CQEJv9/fz8cHFxITOz/kWRAWbOnImPj4/1X1SU/LEJ51X7NzF06NAW30tTVmngi7/TeGBEey7uEl7neYvFQnl1zRSJm9Py0KnAZIF/Moq4ok/0aVu3QjiSMwrWZ555BpVKddp/mzdvtu7/8MMPs23bNlasWIFGo+G6667DYjk+HVl9fygWi+W0f0DTp0+nqKjI+i89Pf1M3oIQDmXRokUAjB07VtlCmpjRZGbEG3+w7mA+L/y8q87zZrOFlbsz+WHbEX7fm80dC7ZRO3Ph0n8yKKmQQY3CeZxRV/DUqVO58sorT7tPbGys9efAwEACAwNJTEykQ4cOREVFsWHDBvr3709oaCh///23zbEFBQUYDIY6LdkTubq64up66kWQhXAWx44dY8OGDUDNKPqWKq+0ip4v1KyZqlXBZd0jsVgsVJvMuGo1ZBVXMuadP8kqrsLDRc3Ng+IY1z2cFTuPUVRlJrOkmozCStq5nXqgkxCO5IyCtTYoz0ZtS7X2+mj//v2ZMWMGx44dIywsDIAVK1bg6upKz549z+o1hHAmtd3Affv2tRlr0NK4uWjoFevL9kOFmCzw844M/N1d2JCSx20XxPPhH6logBh/Nx66uB0qC8T4u7NqTxZdwj349OZ++LlLqArn0STXWDdu3Mg777zD9u3bSUtLY82aNVx99dUkJCTQv39/AIYPH07Hjh2ZPHky27ZtY9WqVTz00EPccsstLf5ak2jdCgsLeeSRR7j33nuBlt0NXGUwsWJXFredn4BaXTPSN6OoCn8PF1KzS7lt/mZW780hxMeV1Q8OZnBiMGqVisQwb4wmC/9klPDWyv1Kvw0hzkiTBKubmxvff/89Q4cOpV27dkyZMoWkpCR+//13azeuRqNhyZIl6PV6Bg4cyOWXX85ll13GK6+80hQlCaE4g8HA22+/TZs2bZg9ezbV1dUMGzaMqVOnKl1ak7EABaWV/LIzw2aGpUu7hNMxwpviqpoJf3cdK2Xn0WI8XbWM7BJOUoQvP909iPahXpyfGKRQ9UKcHZXlxNFETqi4uBgfHx+KioqkpSscksViYfHixTzyyCPs27cPgA4dOvDKK69wySWXtIrRrqPfXou7TsXdQxMJ9NQz6s21mP57zk2nJj7Ik10ZNbfOpc4c2Sp+J8L5NDZvWvbEpEIobPPmzTz00EP8/vvvAAQFBfHcc89x8803t4h5gS0WCxYLNhM3vLVyH12ifBjc7vggxI+u701WUQWdI32Z+P46a6h2jfTi5vPaEOLtyuUf1AzkyiquqrMknRDOxPn/soVwQIcPH+bxxx9nwYIFAOj1eh544AEeffTRFtWzsio5m5yiSsb1jESv0wDQK86f8iqTzX4h3npCvPVUG01sOVxk3f7IiA70iw9ArVZxUYcgSiqNEqrC6UmwCmFHZWVlzJgxg9dff53KykoArr32WmbMmEF0dLTC1dnfil2ZHMgqQatRMbFXFBYLDEiwvXNgyT8Z+Lm7kFNSycPf7rB57oM/DrJs5zFuGBBHUrgPVUYLlQYjrlqNdAcLp9WkMy8J0dpMnz6dmTNnUllZyQUXXMDmzZv57LPPWmSoAtx8XjzXD4zjgvbBLN+Vyb1fbaW40nbFmjAfPYfySvk9OYvqExYn/9+1PYgN8GDN3hw2Hy7gij7RXNQhmPZPLuf2BVua+Z0IYT8SrELY0erVqwF48803WbNmTYu/JzsxxIux3SLwcNGyI72AwvJqJr2/jv1ZxVQaTBhNZoK8XLkkKZz4EC/rcUGeLgxPCmNEpzCOFFby6MJ/eWfVAQorqpk+sj1Pj+6k4LsS4txIV7AQdmIwGKyjfi+77LJW1ZW5O6OYQW2C+Ds1H4sFPlufhsFkorjSRKdwb67uE4Neq+a72/qwM6OEq/vEcPmcv9h4qMB6js83HubzjYcJ8tChQcXN58cr+I6EOHvSYhXCTg4cOIDBYMDT07PVLQ7RO84fD1ctWw8XYTBZuLJPFO1Dvbm+fwwXJAbz+KJ/mbfuEIfzK7lhYDwWFaTmltV7rpwyAx/8caCZ34EQ9iPBKoSd7NpVM7l8x44dW0xrdfvhAooqjl8z3XY4nyGz1/DOqn0UlB2fGP+V5clc9t5fAIT56ukY7sv1A+PpEx9IpwgfvPQa2od4cUnnmulLK6vNvDyxCwDakz6Fovz0uLlIZ5pwXhKsQtjJ7t27gZpgbSn8PFz450ih9fE/6YWk5ZXzyq/76fn8rzz2/T8AvLPmoHWf+EDPOue558JEZk7oYg1MD1cN29MK8NFrMJpt9zVbLHx2U1/7vxkhmokEqxB2UhusnTq1nIE3MQEenNf2+JSC1w+Mx9Ol5mPDDHSO8OaLDYfoHeODRgVPj27PC+M61zlPuJ87wT7HFzbXqFX4erlgsZjr7LvozkFUGepuF8JZSLAKYScndgW3ZI+P7kibYA92PzuC3DIDr/66j/055Rx4cSQ3Dkyw7ncot5TthwswmOqGpEqlondMAHdfmIi77ni3ubtORf9Zq/ji77RmeS9CNAW5kCGEHRiNRvbu3Qu0/GC9oncMV/SOAaB7pC+F3cOJ9vOoc135f2tTKK8yMblfNImh3njpdTbPJ0X4kBThw7GiKlYnZ2I0Q05pFecnBHJVn5hmez9C2JsEqxB2UDsi2MPDo8VOBlGfQYlBDDrF6jOXdY3gj/3Z6HVaPF1P/VEzdWgbSquqWbozC6PRQlywJ9uPFNAuzOuUxwjhyCRYhbCD1NRUANq0aYNa3fKvsGQUVnAwp5QBCYFo1PWPgO4TH0BCsCe+7i6nHSXtqtUwuF0ooCIxxItOET5EB3g0UeVCND0JViHsoCWsVHMmqoxmukT4cIpMtQrwdG3wXB6uWkZ2CWNklzA7VSeEslrXp4EQTUSvr1mRpXbi/ZYuLrCmRZmSXYpWqyLa/9QtzG2HC3DVqKg0WugR49dcJQqhmJbfZyVEM6gN1oqKCoUraR6ZxRVc+9EG7vh8Kyt2Zp5yP7PZgperlsySKtqGHL+/1WS2UH3yDaxCtBDSYhXCDtzcau7RLCkpwWKxtJiZl07FTadlVOdwCiuqGd8z8pT7qdUq2oR40SbEdiDS7oxi1h3M5fYLEk5xpBDOS4JVCDtISEhAr9dTUFDA7t27W9QkEfXxcdNxVd/6Rz8XlldjMltOe301NtCdcN9TB7IQzky6goWwAzc3NwYPHgzAL7/8omwxCtPrNHi76U67j5de16iBTUI4IwlWIezkkksuASRY9ToNOo18tIjWS/7vF8JOLr74YgDWrl1LSUmJwtUIIZQiwSqEnbRt25b4+HgMBgOrV69WuhwhhEIkWIWwE5VKJd3BQggJViHsSYJVCCHBKoQd9erVC4DDhw9jMpkUrsaxmcwWpUsQoknIfaxC2FF5eTkA7u7uaDQahatxXGVVBj76IxVUcHmvKMJ83Ro+SAgnIcEqhB0VFxcD4O3trXAljs2Cit/2ZWIwWDCYzDw0or3SJQlhN9IVLIQdSbA2jspiwUWjRaNR4ekqLXvRskiwCmFHEqxQXGEgv7TqlM+XVBq49sMN7MooYnTXCLpE+DZfcUI0AwlWIeyoNQRren45uf8F55GCcooqDDbPz12bQmmlsc5xtYOVdBo1Xu46fNw0ZBVXIEO8REsj11iFsCMPj5p1SQ8dOtRiV7kJ9nbF/F9IfvxnKtcPiMXnhLmBbzo/Hg8XLUcKypm6YDO7jpXQKcKbfZklRPq5MyDen87hPhiMJv5OKeCGAfFKvRUhmoS0WIWwo6FDh6LX60lJSWHHjh1Kl9MkXLUa3FxqvpMP7xTKjCW72HIoH6jpBs4qqgSLhU/XHWLH0RIMZtieXky5wcK+7DI+3ZDOjzuO4ufhwgWJgUT4uyv5doSwOwlWIezIw8PDOmfwwoULFa6m6ZjNFkoqDdw6fxMrdudw9UcbANiSVkBGYTkFFQbuurAN3SK9SArz4Ic7+vPTXQMI9NDioYNRSaF46nWkFbSOheFF6yJdwULY2YQJE1i0aBELFy7k+eefV7qcJrHknwwO5pRRXFlzhdTfvaYruFuUD1nFlQT+tyTc8KRwdBoV0f4eBHi5sv6xYWxMySPC142SShOoZZII0fKoLBaLU/+fXVxcjI+PD0VFRS16wIhwHoWFhQQHB2MwGNi9ezcdOnRQuiS7yyquZHt6IY9+u53C/8K1X5wfG1ILAFhwUx8GtQ0CYGtaAXGBHvh5uChWrxD20Ni8ka5gIezM19eXiy66CHCs7uDU3DLMZgv2+C4d4q0nv6TKGqrBXjprqAJ4uBy/N7VHjB9+Hi4cyC7hn/RCu7y+EI5MglWIJjBhwgQAvv/+e8Vq2HOsiNXJWdbHPm46vt2Sjr1yzdtDxxW9Irj9vDj+fmwYkT41LVK9VkV0gAfz16fy7eZ0Pv4zhdhpSxj75h9kFVdQWlX3VhwhWhIJViGawNixY9FoNGzbto2UlBRFapj/Vxqfb0izhqu/hwtX9I5GrbbPLUCjOodTWGFkxZ4sjhRUsGjqIDy0KtxcNPyxN5unftzNw9/9w3M/7wGgzAQf/nGQnUcKqDaa7VKDEI5IglWIJhAYGMgFF1wAKNdqnT6qAxd2CKFnjF+TnN9sNrN8VxYpueX8nZpDoJcbu14YybanRvDAt//Ue0xafgVm1FiQ7mDRckmwCtFEaruDlbrO6q3XcU3fGHzcmmbQUE5pFWO6hBLm7UpcoKfNcyHe9b9mVkk1A9sE4qqV+YFFyyXBKkQTGTduHCqVig0bNnDs2DGly7G7EG83Luseya/3X0DbYC+b5x4a3o5gr/rDtdpootpo5nBeeXOUKUSzk2AVoomEhYXRpUsXADZs2KBwNU3jwg4huLlq8T6pVTyxVzQbHx/Gn48MIdjT9nb5xCeWsTE1n2qjyTo1ohAtiUwQIUQT6t27Nzt27GDjxo2MGzdO6XKahOY0g6Ei/d358Po+bEsrQKtVcSC7nLbBnuzPKibIM9BuA6mEcCQSrEI0od69e/PRRx+xadMmpUtRhMViwVuvY3S3cFQqNf4eLlz69lp2Hi1Gq4KnxyQxuX+M0mUKYVfSFSxEE+rTpw8AmzdvxmxufbeYlFWbcNOpOVZUZV0Bp6K6Zpk5owV2Hi2U7mDR4kiwCtGEOnXqhF6vp6ioiAMHDihdjt0czCkls6jhCfQ9XbX4eriSFOGDRq3CZLaQX1ptfb59mDeGVviFQ7RsEqxCNCGdTkf37t0BWlR3cPKxYr7dcoTs4soG99Xrjt9aY7ZYKKg4vrT5b8nZcuuNaHEkWIVoYr179wZaVrAO6xjC1b2jqDCYGt75BCNe/936c4C7hicv7Wjv0oRQnAxeEqKJtcRgddFqCPDSoC03UG0046Jt+Dt6VnEl2UXH710tqzLh/d91VyFaEmmxCtHEagcwbd26FYPBoHA19rXpUB73fLmVn3ccbXBfH72W0hPefqUJgr31TVidEMqQYBWiibVp0wYfHx8qKyvZvXu30uXYVVygB8t2ZTH1y+2n3e+XfzPo9cKvNtu+uKVvE1YmhHIkWIVoYmq1mvj4eIAWN7WhBUgK8+CKHmGn3a9vXCARvu64a8HLVcODw9oyICGweYoUopnJNVYhmoG7uzsA5eXOOz9ubmkVC9ancWH7ICL83AnwdCXSz53nxnamynT6W2b8PV1Y/sAFzVSpEMqSFqsQzaAlBOt7a/bz6fpDTJ77N8//tIvyKiOuWjWebi70ig2w7pddXMmry5PJKalSsFohlCMtViGaQUsI1geGtych0JPiCgM7M4rYm1lMucFEp3AfcoormfbdDrYdKcRgNFNpguU7j7HiwSFKly1Es5NgFaIZeHh4AM4drJ6uWq7pHwvUzAE8/r11FJRV0yPal++31712vD+nnPdW7+WbzRmM7R7B/cMSm7liIZQhXcFCNIPaFmtZWZnCldiHSqXiqdGdiPJ3p12od737WICXVxzgcH45O9ILmrdAIRQkwSpEM2gJXcG1Nh3KZ/DsNfi563hhXGe6Rvuect8wLy1TBsXwwLBE0vNbxpcKIRoiwSpEM3DWYC0qN/D26v18vemwdZubTs2EHpF8uDaVmAAP+sUHMn9Kn3qPbxfqw6d/pTHm3b847+XfmqlqIZQl11iFaAbOGqzeblq0ajXDOoZatyVF+JIU4Wuz36mWK/9tf57N4/T8cqL83e1cpRCORYJViGbgrIOXVCoVdwxOaHC/lNzSRp0v0s/tXEsSwuFJV7AQzaClDV462fUD4jg0axQzxiVZt619ZAizJ3YGwE0DL0/ojEp1qrbtqeWUVFF5hqvoCKEkabEK0QyctSv4TF3TN4ZJPaOoMprw0uuI8o/mvLbBbEvLY/6Gw7QP9aZLlG+jz1daZSQ9r4zf9+fK7TrCaUiLVYhmUBushYWFyhbSDFy0arz0x5eDC/XRc8cX21mfks+7aw6c0bleWZbMNR+tp6ragMVisXepQjQJCVYhmkHHjjULev/999+sXr1a4WqaV1mV0frz8KQgUrMbdz12d0Yxn29Io8IIheVVmCVXhZOQYBWiGXTs2JE77rgDgFtvvZWKigqFKzo7/x4pIrek8oxaj9UmM1/d3Ic+cb48+M1Ohrz2e4PHTHzvT0a+tRbDfy9TabJQfkJAC+HIJFiFaCYzZ84kIiKCgwcP8uyzzypdzllJDPGg0mjio7UpbElr3GxKH/x+gOvmbeLOC9rw1Oj2LL5rwCn3PZhTwn1fbWHz4SIAAtw13HdhG9qHeLP9SKE93oIQTU4GLwnRTHx8fHjvvfcYO3Ysr7zyCldccQXdu3dXuqwz4qrT4uFiJjW3nItOuLf1dFbtzqbaZGHhlqO8fU2PevfZl1nMlE82caSw0mb7tEs6Mql3NJUGE4YGlqYTwlGoLE4+IqC4uBgfHx+Kiorw9q5/zlIhHMnll1/Ot99+S48ePfj777/Ralv291uz2UK1yYxep6n3+a1peYx/f0Od7V6ualY9OJhgb7n3VTiGxuaNdAUL0czeeustfH192bp1K99++63S5Zy1KqPJZmDSqajVqlOGKsAP246iU0OQhwY/PQS6a9k/4xK2PzUCPw9Xe5YsRLOQYBWimYWGhhIbGwtAVZXzLgZeXGEku7iy4R0b8NzYzmx/ajivXNENo0VFSbUJk9mCRqNGp5GPKOF85P9aIZrZgQMH2L59OxqNhksvvVTpcs7a7mPFXPPRBi56dQ3Hio6Pcv7y7zSGvrqGmUt2N+o8KpUKD70OF7WWkioLVUYLr69IbqqyhWhyLfvijhAOqLb798ILLyQwMFDhas7e/L8O4e6ioW2wF24ndPXOW5fKwZxyDuakYrbA45d2bNT5NhzMsf58pODcW8JCKEWCVYhmVhuskyZNUriSc/PB5J6oVCo0ahXb0vJ5//cUHh7Rjveu7clFr/0BwId/pvLhn6ncNCiWJy/tVO95zGYz8Y/9YrNtW3oBhWXVrErOon2oN0UVBvonBJzVXMNCNDcJViGaUXp6Otu2bUOj0TBu3Dilyzkn2hOuf+7MKGbDgWyG7c4iIbDusnBz/zzEP0eK+HRKH9xdaj52TGYL76w+QGah7cIEKiC/tIqXlyez7XAB3m46UnPL+WByT7pH+zXpexLCHiRYhWhGtYOV9Hq9U3cDn6x/QgDF1TV37h3MLWfFfecx/I21NvtsOlRATkkVMQE1HzsPfrOdVXuyqKiqWbnG01VFaZUFC1BpglW7M7m2XyyD2gbRLdpXWqvCacjgJSGaUWhozaQKZWVllJY2bs5cZ3DtRxttHp8cqgCx/m688PNu6xJw7i4aLu8VhVZT00rVqW0/jm45P4GLOoXSPcZPQlU4FWmxCtGMPD098fDwoKysjMzMTNq0aaN0SedsTXIWmY247eZQfgV94vxJyyunXagXL47vAsCnfx3CAhRU1ATurmeGU1RpINy3bpeyEM5AWqxCNCOz2YynpycA2dnZCldjH/FBHmjVEOrtSv/4gNPu+9LErrQL9bI+NprMGE+a+21fVomEqnBq0mIVohl98cUXZGVl4enpSfv27ZUuxy5iAjw58OIoAPZlljD8jZoRwaOTgvlp5/EvD22CPet06VosFjSA6b/HIV46Qnz0zVG2EE1GglWIZlJeXs706dMBeOyxx/D391e4IvvafCifrYfyrI+nnNeG3/bncmH7YH7ckcmBetZh1Wk1PDaqHRtTC0gK92Fg20BprQqnJ8EqRDN57bXXOHLkCDExMdx///1Kl2M3E95bx5bDhcQHunNlrwg+mtyTovJKHvxmC5G+btQMTTq1m85rw03nNU+tQjQHCVYhmkFGRgazZs0CYNasWej1zt/dWVZl5NUVyWw5XAhASm45UX7uGExm3vktldS8KqCKPVllPDumE1f3jVa0XiGaiwSrEM3gySefpKysjH79+nHFFVcoXc45KyirovvzK62Pn7+sE5P7xTJo1irCfFy5/YJ4Hv1+JwHuWu4c0obr+sfILTOi1ZBgFaKJbd++nXnz5gHw+uuvt4iAScs7Pun+tIvbcVXvmtboSxO78P3Wo8QFefLgsDYEeLjSO86f7OKqMx6UVGUwccUH63DRannrqh6EyqAm4SRkoXMhmpDFYuGiiy5i9erVXHnllXz55ZdKl2Q3RpMZrUZNpcFUZ73VmUt388EfqTbbNk6/kGCfxi9abjSZufuLLfyyKxtvvZZtTw1nTXI2CcGexAV6ADD3zxQu6RRCuJ/Hub8hIRogC50L4QB++uknVq9ejaurKzNnzlS6HLvSatQUlFUz+aP1JD21hE//SrE+d2mXcAI9bDvE+sxcXeccFdUm3li5j5ySuuvSajVqrh8YB0BppZGc4kqmLdzOpW/9gcViIS2vjFlL9zDgpd+YtbRxS9QJ0RwkWIVoItXV1Tz00EMA3H///dbFzVuST/9KYVNaEaXV8PTiPdz0Sc3Uhp0jfdn85AibfaN9Xescn1taRbCXKzuPFlm3rdydSbsnlhI3bQlX/u9vFt3Rn16xfvSbtZrcMiNl1WbaPr6Uran5GMw1x8z5IxUn73wTLYgEqxBNwGKx8Pjjj7N//36Cg4Ot96+2NCE+bnjrj3cDr0rOIbukko/WphA7bYnNvocLq4idtoRVe7Ks26L83RneKZTB7YKs2/zcXdCqVdTG5GXvr2fjoQKbcxnNsCEt32ZbS7h2LVoGCVYh7MxkMvHwww/zyiuvAPDKK6+02Ov/SeG+LL/vfJttfWas4v01+055zO0LtnCs6Pjgp0BPV5tQvOfLbZRVm4nwOnVQhnvr+HrTEetjjWSqcCASrELYicVi4eeff6Zr1668+uqrALzzzjtMnjxZ4cqazvz1qfSftabO9rxyUz171zCYLFzyZt3Vb2qVVRsBOFpy6q7djGKDzWOT9AILByLBKoQdbNiwgcGDBzN69Gh27dqFn58fn376KXfddZfSpdnVu6v20uO5Fazdm0NheTXfbjl6VucZmRRa7/ackirG9Yg84/O1D/U8qzqEaApyH6sQ5+jdd99l6tSpALi6unLvvfcybdo0/Pz8FK7M/l799QBm4H9/HuTj63o36pi4AD2peceXlfvi5j4MaBNUZz+LxcK/RwpRWywE6iG34ZXoGJTgz+D2IdwwILaR70CIpifBKsQ52r275laPbt26sXjxYqKiohSuqOkkv3Ax29MKSQz1YujrvzfqmNS8ShKC3DmYUw7Am6v21xusY95ey78ZJagBcyPOq1PD3Bv64HrSPbRCKE26goU4RyNG1NxWUlhYSGTkmXdjOhMXrYY+CQH4erhwOL+i4QP+M3VIW+vPE7rX/zsa3y0cOH2ouqrhlvPi8HXTEhfgLqEqHJK0WIU4RxdddBF6vZ5Dhw6xa9cukpKSlC6pSZ18Gw3UrF8zrlsENw6K5Yr/baC8+vjgpdgAN8b1iGzw2uk7J83UVB+NGn7bm8Xnt/TDTUJVOChpsQpxjtzd3bnwwguBmpmWWiML8NqV3egc6cuuZ20nhogLOD6wqNJg5Lq5f9Nnxkoyi45fRE3JKWXFSbftAMy7oSdtg9y4rm80h2aN4oJ2IYzvEUmncB/ig2TAknBM0mIVwg5Gjx7N0qVL+fnnn1vsZBC1UmeO5GhBBYNetr3NxmKxoFKpUKlUaFTHb4FZsy+H/VklDHv9D5v9+81cxRc39yHO343L3llLQnDdoDyvbTCL7w60Thbx/uReTfGWhLArabEKYQejRo0CYP369eTk5ChcTdNSqVR46ut+Jz9xkoc1Dw+xee7xH/6t91xXf7SR/i//TnGVmW3pxcQF2E7S/+ueLNxctLi7SBtAOA/5v1UIO4iKiqJ9+/YkJyezZcsWLr74YqVLalK+7i6kzhxJRbUJVGAw2s7QEORpOy/wyVMSuqqhqp5RSl2jfUj9b0m6dsGeRPu527dwIZqBtFiFsJPaaQuNRqPClTQPlUqFu2tNa9LHXWfznJuLhkOzRjHnmu42HzJvXdmdlBdHsvfFUTw0IpE+sb42xy3almn9eW92KbfN3yyT6wunI8EqhJ2o1TV/TibTqafzaw0O5pTyd0oeABd3DufipBA8XdS8ND6JMd3CUatVlFQaGNs1HK3q9KHZPszTZoSxEM5AuoKFsBONpub2D7O5MdMbtFwvL0um2mimb3wAAO9d24vC8mp83V2s+9z4ySY2n9Q9fLIxXYJ56+rGze4khCORFqsQdlLbYm3pg5caUlhejZ+bbdfwiaFaaTA1GKoAi//JxmyWbmDhfCRYhbCTgQMHAvDII4+wb9+pl01r6b6+bQCvXdn9lM9/8tehRp+ry7PLiZ+2hIPZxXaoTIjmIcEqhJ0888wzDBgwgKKiIsaMGUNhYaHSJTmUG+dtJHbaEgLcdXQI9WjUMaVVJszA0NdOvcycEI5GglUIO3F1deX7778nMjKSvXv38vDDDytdkkMoKjcQO20Ja/bWdJE/vPBf9mSWnfF5Kqtbx2hr4fwkWIWwo5CQEK688koADAZDA3u3DlsOF+Dv4dLwjv+5aUA0nULq3r96/cd/M3t5MpUGGSUsHJsEqxB29ttvvwEwdOhQZQtpRgVl1dz8ySZeXpYMwH1fbeP8l1azJS2fXrF+bH78Il6d1IVLO9e/wDnA05d25MCMS3hyTGfG9Iiu83ywl57r+sXiqpWPLeHY5HYbIeyooKCALVu2AK0rWP85UsDBnFJWJmdz55A2LNqeAUBeaTU9Y2pGCE/oGcWoLuH8/O8yACb2jOCavjFE+buz5J9jXNUnGq2mJjSvHxCLn5uOR76vmQrRTafixQld8NLr6nl1IRyLBKsQdvTjjz9isVho37494eHhSpfTbC5oF8IXt3jjqdfi6apl1vjODEgIJDrAHYPJTF5ZNaHeely1at6/pgcfrT1I22Avukf7ATVBeiK9TsPlfaJJLygjPb+MUF8PPF21WCwWvtp4mEg/N85LDFbgnQrRMAlWIezAYrHw9ttv88ADDwAwZswYhStqfmG+xyfQv6J3FKPeWsvuYyUAaFQw77penN8hhNd+3cv+7DK6RftiNJmtrdT6RPp78PaaFADm/J6CRgXtQz0I93WnX0IgutMcK4RSVBYnn4izuLgYHx8fioqKrHO1CtGcKisruf322/n0008BuOqqq/joo49wd2+9E8hf9cF61qfm19neKdyLA9klVJ0wwDfUS8fgDsFc0jGcvdklaNRqbhoUB9SMKO763Aqbc7hpVdx+QQJ94wPolxDYpO9DiBM1Nm+kxSrEOUhPT2f8+PFs3rwZtVrN7Nmzuf/++22WUGtt7v1yW72hCrAro6TOtswSA19tPMqqXZl8eEM/9LrjrVBvt/qWp4P569OwoKJvfECr/l0LxyT9KEKcpT/++IOePXuyefNmAgICWLFiBQ888ECr/6D/cUfGWR03KDEYvU5N+9DjLQGVSsVXt/az2a/cYKG82oCbTl2zbJ0QDkaCVYiz8O677zJ06FBycnLo2rUrmzdvblWjgE/ntcu7APD65V05NGsUj1zcjuX3nX/K/X3ddNx+fhyvXd6d2IC6MzKt3ZtT54OqTYg3+7JKeHrxLnuWLoRdyDVWIc7QypUrGTZsGCDXU8/EsFd/Y39O3RmXDs0addrjyquNdHxqOQAx/npmjOvCoLZB/LY3m4QgT6L85XcvmodcYxWiibz99tsATJkyhY8++qjVd/02VlygR51gDfRseEYmdxctqTNHAtj8rge3k9tthGOSYBXiDCQnJ/Pzzz8D8PDDD0uo/sdstlBhMKEC3l1zgDAfNyb2ikSv01j3+d/1vfl6UzrZxRV8tiGNnJJqLkgMatT55fcsnIlcYxWikaqqqrj66qsxm82MGjWK9u3bK12Sw6g0mjiYU0rHp5fz7m8HeW/NAf7YV3dd2it6R3FZ90gKygxYgIVbjwJgMls4Wlgh66+KFkGCVYhGeuyxx9i2bRsBAQH873//U7och+LuoqVLpK/18TNjOzG8k+28wIfzyrnr862c9/IaesUe3zd22hIyiysJ9HDB2Ihg3Xm0kJySSnuVLoTdSVewEI2wbNkyXnvtNQDmzZvXqqYrPBM7nxlOtdGMh77uR8u1c//mcH45GjWsTymweS7MW4/JYmlwJiWDycysX/YwZVA8F7bX27V2IexFWqxCNCA3N5frr78egKlTpzJ69GiFK1LGO6v38+xPu6g21tw7ajCZ2Z9VQkFZlXUfT70Of09XHvh6B/1e/NVmDdXXLu+Kh4sGk9n2vCpArVY1anpCtUrFkMQQ2gZ72eU9CdEUpMUqRAMeeOABsrOzSUpKYvbs2UqXo5h/jhbholbx5d9puLloeWThv9bn2oV4csfgBC7rHonJbGHJv8cAeOCbHbx3bU+qjWZ0WjXTR7YnJaeUbzYdofS/yR1GdwnlUG4ZsYF172E9mUat4vqBsWjUMphJOC4JViFOY8WKFXz22WeoVCrmzp2LXt96ux9vOS+eSXPW8/O/mTbbgz117M8u5b6vd3BZ90hOjLy+8QGUVBoY8/ZaUvMqgJoJ+U0nXEpd/E8mi//JbPB+VoBjhRV8vSmdK3pH2Uz6L4QjkWAV4hTKy8u5/fbbAbjnnnvo06ePwhUp61hRJQmBbhzMrbDZ/vfjw7j3y21kl1Qw7bsdPHpJB/bPuAStWoVKpaLKaLKGKoBOrcJkaniQUvsnfqHSaGZ8t3Cu7hfN3LUpJEX6khjiQWmVAZBgFY5JglWIU3jmmWdITU0lKiqK559/XulyFDemazhjutoO2jKYzPR4/lcKyg0AbEsvws/DhUcv6WDdx1WrYdFdA7js3b8YkBDA/yb35L6vt7E1LY/EYC+6RfsxbWSnOq9Xaay5GPv99gxySiv5J72QEG89HcO9aRsis6wJxyVTGgpRj9TUVNq2bYvJZOLnn39m1KiGuylbo4zCCgbMWm197KPXsPnJ4RwpqCA2wP2UEzvETlti83j5vefTLsx2QFJWUTn9Z67BDHSN9GbGZZ2J8HPHz6Ph2ZqEaAoypaEQ5yAtLQ2TyURMTIyE6mkUVxhsHhdVmpj0/l9sP1IEQOrMkTbhmldaRYCna53z7M0qqhOsIT7u/Dh1ILuPFtIrLoAEGQksnIQEqxD1iIqKAiArKwuLxSJT6p3Cmr3ZdbbVhipA3PSl7J9xCTqNmrS8Mn7dnUVhuYHHR7bjxaV7sQDX9I1mTLdI6zGHckuZ8P5fFFUYGN4xFH93DW46LWYL+LjrCPZqvQPIhHOQ+1iFqEdkZM0HfWVlJXl5eQpX47huPi+eMO+6LdATtX38F/q88CtrkrOJD/Lgx+1H+d8fKTw5sh06tYqkcNsutS1pBeSVGTCaIaOwnFV7snlj5V7S8sowmswcyK67WLoQjkRarELUw9XVlZCQELKysjh8+DCBgYFKl+Rwnlu8kwUb0qg2N7xvdmk1e7OKeWVFMqVVNQd8vfUo3u5a9mXZBmV8kCeD2/pzpLCSr24bwCvL93JF7yjahniRV1pFiLeMBhaOTYJViHocO3aMnJyaSeT9/PwUrsbxVBvNfPxX2pkdZMEaqgAvTehC53AfNCfNuNQtypfrBiSQEOyBTq2ib7w/tVMI13d9VghHI13BQtTj888/x2w2M2DAAOLi4pQux+G4aNVM6BFB+xAPInxdefCiNnx6Q6/THvP8ZZ05+OJIxneP4L1retA5wrdOqELNEnEXdggmJsCD9387wH1fbuOFn3eRnl/GxlTplheOT4JViJNYLBY+/fRTAOscwa2d0WSmuNJ2BPCVvaO4vFc00f7ufLL+MBe0D0GvrflIOfm6a6cwL7QaNRq1iteu6MbIzmGNmpZQ76KhzGBmy6E8Xl2xl3+PFFNQVm2/NyZEE5BgFeIkW7duZefOnbi6unL55ZcrXU6zmrFkN3cs2FJne4/nf6XLMyusjwvLq9mWXsQXG9NYn1JAXlk1L/y0m+r/JnXwdtPZHJ9fbhvKjTWiUxg+bhrKjRDqo6dPnJ/cxyocnlxjFeIky5YtA+DSSy/F19dX2WKa2YdrU+tsm/LJ3xRX1qxSM/H9v/jf5J70eGGl9XkV8MLYjqTklqFSgberhpScUptzfHBtDxZuSWdTaj7X9Iuh8wlrt55OlL87syZ04a8DefSPD8RNpznr9yZEc5FgFeIku3fvBqBnz54KV+IYVifnWn/OL6vkkYU7bJ63AI//uNv6uLjSZPO8uxbahnjzwpI9bD9cgFqtanSwAlySFI4aNYu2HmV8zwjahMhEEcKxSVewECfZs2cPAB07dlS4kuZVO83g1MHxZBRW1LtPSm4FK/fksPPZ4ex8ZjiJwadf6i3I05VFd59HtcnMtEvac3nvKKZd3J5qg4kzmU319/3ZbEjNZe3+nMa/ISEUIsEqxAnMZjPJyckAdOjQoYG9W6Z3fkuxmf+3Pgs3H8ZTr2PFA4Nx19UdhLT8vvPxd9eSU1rF0h3H8HHTsWDDYRb8nU63536l8zPLuH3+Jj5Zl0p2SWWDNd08KJ4Z47twbb/Ys31bQjQbCVYhTnD48GEqKipwcXEhPj5e6XKa1aFZowh0b9zVoad/SmbqF1sBiAt0t3nu0+t7Mff3/eSX11yXfWP1AW76dBNTBsXhplVhBqpMEOjtSv+EAFzqueXmZPFBnlzYPoTogIYXQxdCaXKNVYgT1HYDJyYmotW2jj+PrOJK+r64qs72Wz7dyK97Tt31+vM/x/hr/3LyK4w228P83Phm2zGbbav2ZDP3+t78fO95jH/vL16/ohsXtg+xzxsQwsFIi1WIE6xbtw5oXd3AwV51ZzMK93HBz11Xz962Tg7Vr27tR2KoN+cn2k4BGeLpwtcbD7Pkn2NMGRjPwDaBzFuXWmf0sBAtgQSrEP/Jz8/n7bffBmDChAkKV9N86lu5Z3z3SO65qN0ZnWds13D6xQcAMH9KX5vn2oZ4Mm9dKm+s3M/rK/dxKLeMHemF/LZXBiOJlqd19HUJ0QizZ8+muLiYLl26MGnSJKXLaVYHZ1xMh6eWU22qGakbFeCB+xneM3rzebZTP26YPpS80io6RfjUPE7JZXt6AWO6RrJwyxEeGJZIlL97facSwqlJsAoBZGZm8tZbbwHw/PPPo1a3rs6chMeXWX9Ofm44ehcdRlMjlq05QadwH5vHId6u/Lkvh6X/HuOei9rSLz6QfvGBrD+YS0pOKTN+3kWnSF8u6xYhg5JEiyLBKgQwc+ZMysvL6dOnD6NHj1a6nGZ14v2kMf7u6F1qrq2ePJfvBYmB/L4v12abGqiNX/VJ+6tUKgoqqvn532N4uGiI8ndndLcIUnLL+GF7BgDL9+Tg56Zj8gBZ6EC0HBKsotU7fPgwc+bMAWDGjBn1XnNsyVQqFSkvjiS7pJJQHzeb7R1CvdiTWbNe6smhCjWh2ibQgxvPqz8Ybzk/gVvOT6DNY0toE+zJ6G4RRJ/Q/Rvlp+doUcP3sQrhTCRYRav3/PPPU11dzeDBgxk6dKjS5ShCrVbZhGotF23DXeIHcsu4snc0FouFGUv2cE2/GOICbbt237u2Z83ch8B5bYN468purDuYx4zLktA24j5WIZyJynIm84o5oOLiYnx8fCgqKsLb21vpcoST2b9/Px06dMBkMrFu3ToGDBigdEkOZ8mODO76ctspnw/w0PHAsESiA9zZcDCfzpE+XJwU1owVCtE8Gps30mIVrdozzzyDyWRi5MiREqonKKk0oFWr0GnUNqGqVsE1faP5bMNhAHY/O4LSKiNFlQbmrztEZkklvWL9lSpbCIfQZH0wY8aMITo6Gr1eT1hYGJMnTyYjI8NmH5VKVedf7bUuIZrazp07+fLLLwF44YUXFK7GsRzMLuWnfzJo8/gv1m1uOjVJ4d58tuEwB2ZcwqFZo3B31RLsradtsBdB3q70iw9gSPtg6zEV1Ubm/HaAjMJyJd6GEIposmAdMmQI33zzDXv37mXhwoUcPHiQiRMn1tlv3rx5HDt2zPrv+uuvb6qShLDx6quvYrFYmDhxIt27d1e6HMVsSctn9vJkm22JoV50PWlpN4vFwj9HiwE4lFtGQVm1zfMjO4czZeDxQUx/7Mumw1PLmbVsLwNmrWma4oVwQE3WFXz//fdbf46JiWHatGlcdtllGAwGdLrjU6X5+voSGhraVGUIUS+TycSSJTXLpN11110KV6Msfw9X2gR72mxzd9HSLtSbJy/tyMWdQrh8zl8cLaqyPv/ZhjRGdAphQJsgCsqqeGThP6hVKqYMjCPc141Nh/J54JsdJ7+UEK1CswzHy8/P5/PPP2fAgAE2oQowdepUAgMD6d27N3PmzMFsPv1N6VVVVRQXF9v8E+JMbdq0iZycHHx8fBg4cKDS5SgqLtCDcd0j631uUq9IBr60xiZUAe4cnEBShC8A3Z9fya+7s/Fx09E1ypeUnFI8XY/P2qQCvr+jP7/tzWqqtyCEQ2nSYH300Ufx8PAgICCAw4cP8+OPP9o8//zzz/Ptt9+ycuVKrrzySh588EFefPHF055z5syZ+Pj4WP9FRUU15VsQLVRta3X48OF1vuyJ4/5JL6p3u6+HC95uNb83FaDTqHhubBJ6nYbzE4NYvjPTuq9aBXd9sZVHv/sHwxnO5iSEMzqj222eeeYZnn322dPus2nTJnr16gVAbm4u+fn5pKWl8eyzz+Lj48PPP/98yhvwX331VZ577jmKiur/Y4aaFmtV1fFvz8XFxURFRcntNuKM9OjRg23btvHpp59y3XXXKV2OQ4udtsT6s7+7jufGduLSrhGnPealZXv49M8UOoR4MqFXNDuOFBPio+eB4Wc2sb8QjqSxt9ucUbDm5uaSm1t39pUTxcbGotfr62w/cuQIUVFR/PXXX/Tv37/eY9etW8egQYPIzMwkJKRxazXKfaziTB08eJA2bdqgUqnIysoiKChI6ZIcWm2wXt4zgodGtCfYu+7fd30O5ZZRWG4gws+NoHqWphPC2TTJfayBgYEEBgY2vGM9avP7xNbmybZt24Zer8fX1/esXkOIhvz0009MmTIFgIEDB0qo/id22hICPHRseXL4KfcZ3TXitKG6L7OYrJJK2gZ7E+qjJzZQJtYXrVOTjAreuHEjGzduZNCgQfj5+ZGSksJTTz1FQkKCtbX6008/kZmZSf/+/XFzc2PNmjU8/vjj3Hrrrbi6yrdbYV9lZWU8+OCDfPDBBwB06dKFjz/+WOGqlHXxG3+QnFnCRR1qvlzklRnq3e/QrFENnuu+r7by294chiQG8eSYJLvWKYSzaZLBS25ubnz//fcMHTqUdu3aMWXKFJKSkvj999+toanT6Xjvvffo378/Xbp04c033+S5557j1VdfbYqSRCu2ZcsWevbsaQ3VBx98kI0bN9K2bVuFK1PWM2M6ArB6T93Fxo0ms3XZuGqjmdzSU/c0AVQYzFzUIYjnLkvC38PF/sUK4URkrmDRYplMJmbPns2TTz6J0WgkPDycTz/9lIsuukjp0hzGkYJy5vx2gAV/pzMwIYC5N/Tm8R/+4YetGcQGurP6oSGc9/Jq0vMrGtVyFaIlk7mCRatWXV3NmDFjWL58OQATJkzggw8+ICAgQOHKlFFlNLH+QC6eep3NXL73fLGVrf/dUrPuYB5qlYpAT1faBnswrFPNAMLvbh/A0cKKc3r9grJq3Fw06HWahncWwsnJek2ixbFYLNx6660sX74cd3d35s6dy7fffttqQxVAp1ZjtsDEOeut2/rOWGkNVQDNf3fBTR/ZkeUPDOahER0ACPHW0yPar1GvU1xpoKTS9lrtwexS3lq5j+3phef2JoRwEtJiFS3OrFmz+PTTT9FoNHz//feMGDFC6ZIUp1araBviyec39bFui/F3I6vk+LVTk6Vx66/WOlJQzrbDBVzaJZyP1x2i2miiQ6gnJVUmRp9wn6vFYmF0t3DiAj1PczYhWg5psYoWZeHChTz22GMAvPXWWxKqJ4jy92Bg2+O3F31zx9lP5ZhVXMmgl9aw51jNlKL94wO4uk8UyVml9Iu37RloE+JF92g//GRQk2glZPCSaDHy8/NJTEwkLy+Pe++9lzfeeEPpkpzC0n8y8PNwoX9C4+9RzyyqZPOhfBKCPegQ5mPdXvtxcqrZ1YRwZjJ4SbQ6Tz75JHl5eXTq1InZs2crXY7TGNkl/IyPCfXRc2nXusfVBupfB3PRqtX0jvWTkBWtjgSraBF27NjBnDlzAHj77bdlYn2FlVeZqDRWo1KpOJBdglatlpmYRKsh11iF0zt48CBXXnklZrOZyy+/nCFDhihdUqu2P7sEg9nMgP+utQZ56gGnvuIkxBmRYBVObfXq1fTu3Zvk5GTCw8Nl5q4zdKSgHJPZvqF3IKuUgrJqth0upLzaiI+7jlgZESxaEekKFk7r559/Zty4cRiNRvr06cMPP/xAePiZXy9sTSqqjahVKlx1Gpvl4P6aNoRwX/d6j7FYLKw7mEvHUG/8PRuex/uSzmEAVBlMuMqEEKIVkmAVTunXX39lwoQJGI1GJk2axPz58+tdrlDU6PTkL5QZji8y/vnNfWyezyyqZOvhQo4VVjC8UygxAcevh+7LKsFosrB0ZybX9otp9GtKqIrWSoJVOJ0NGzYwduxYqqurGT9+PF988QVarfyvfDonhirAnmMl7Hx6OC+v2Mudg9sQ6qNn8lPLKKs2MWNpMisfuIA2wTXdt+1CvfF01XJ+W1liT4jGkE8j4XQ+/vhjKioqGDhwIF9++aWEagPm/Zlq/Xn3cyNwdzn++3pu7PEl3r66tR+j31kHQEzA8W7hdQdyOJhTxqSeUbi5SCtUiIbI4CXhdHr27AmARqPBxUVm82nImr1Z1p9dtacOxs6RvhyaNYpDs0ah06jZnVHEpDl/8d2mdLpH+eJ6BtMdCtGayV+KcDpDhw4FYP369ZSVlSlcjWPbnJbPH/vzrI816sZP1pCeX0FZpZGR3cLpHOmL+gyOFaI1k2AVTichIYHo6GgMBgN//vmn0uU4tAXr06w/L7vnvDM6dkRSKEvvO59hHULtXZYQLZoEq3A6KpXKulj5ypUrFa7Gsb1xZXe2PHkRGx8bSvtwmUtbiOYgwSqcUv/+/YGaCSLE6QV4uBLsLbciCdFcJFiF00lOTuapp54CwNNTZvQRQjgWCVbhVHbt2sXgwYM5duwYSUlJfPPNN0qXJIQQNiRYhdPYsWMHgwcPJisri27durFmzRpCQkKULqvVSc4spqTSoHQZQjgsCVbhFH7//XeGDBlCbm4uPXv2ZNWqVQQGNn5hbmE/ZrOFsiqT0mUI4bAkWIXDmz9/PsOGDaOgoID+/fuzcuVK/P39lS7LaSzflcmB7FK7na9juA+hPjIYSohTkWAVDstsNvPkk09y/fXXYzAYmDRpEqtWrcLX11fp0prdvqySsz72ts+28Of+HDtWI4Q4HZlkVTisO++8kw8++ACA6dOn88ILL6BWt77vgp2fXkbJCV2vh2aNavCYjk8sQaXWUFZdc9wzP+3mmr4xaNQqmUFJiCYmwSoc0rFjx6yh+vHHH3PjjTcqXJFySs7weuYj3+2g3Ahge9zrK/cR5e/OVX2i7VecEKIOCVbhkJYtWwZAr169WnWono3nxiTxzeYjAMy7oRc9Y/3x1utIyyujvPrMQtpisVBaZaTKaCawEYucCyEkWIWDWrJkCQCjRjXc7dmafH97/wb30bto6u0uPnHx8sZ6ctFOiioM3Dwort5gtVgsbEzNx1OvpVO4zxmfX4iWqPVdsBIOr7q6mhUrVgASrFBzTXXdo4NZcFNvesQ272jocT0i8Pdw4c1VB8guqazzfLXJTJiPnoLy6matSwhHJi1W4XDWrVtHSUkJwcHB1rVXW7sIPw8i/M68xXmuesb4cyi3nEqDmcpqc53nD2SVklVSyYXtZaIOIWpJsAqHU9sNfMkll7TKUcCOwGQyk1VSRZiPngk9I5nQM7Le/dxcNKRkl5B8rIgeMf70iQ2QUcei1ZNgFQ5Hrq8eV20wkfhkzUCu+4a24b5h7ZrldS9950/ySqtY9cBgvNx0p9wvwNOVtfty2Z1RRE5JNV0j/XBz0TRLjUI4KmkOCIeSkpJCcnIyGo2GYcOGKV2O4r7dcsT68xurDjTb6356Yx/uuKDNaUMV4GB2KR3CvbisZxRPXNpJQlUIJFiFg1m6dCkAgwYNapUzLJ3smn4x1p9DvZvudpdfdmZw47yNvLt6PwDB3npuHBTX4HGJoV4EeLpx30WJaP7rAjaazBhNda/HCtFaSFewcCjSDVxXY2ZaOldPLdqFymKmuLyCH7YdZdaEzvSKDWjwOE9XLbecHw9Aen45ep2GA9ml9In1a+qShXBY0mIVDqOsrIw1a9YAMHLkSIWraV2+vq0fPeICuLBDGAPiAzAaLWd8jtTcUgwmE71j/fj870P8e6SQogpZXk60PhKswmGsXr2aqqoqYmJi6Nixo9LltAoV1Sb+3J9Lam45WUVVdI7ww9tNy5w/DjJl3kbW7M1u9LnOTwwm3NcdrUbNgDbB5JdVk19a1YTVC+GYpCtYOIza66ujRo1CpZJbNprDkYJyft+bRVygJx9d15NXlu/lm81H8HBRcXnvaBJDvM7qvG2CPYkP9MBkOfOWrxDOToJVOIS0tDS+/vprQLqBm1PbEC+u6RdLsJcrn29Iw99Dy8ReEUwZGE9MoAfp+WXsOFJBxxBvdLoz+7hQq1WokS9IovWRYBWKq6ioYPz48RQUFNCjRw+GDx+udEmtSmxgzYxOo7uFY7FAmK8bABsO5rJ4+xFWJ+cQH+TJF7c2PE/xqZRWGvhh21ESgjwZ0CbQLnUL4ajkGqtQlMVi4c4772Tr1q0EBATw/fffo9Od/t5J0TRCfdysoQo1rdnecQFE+tdcNz0XS/7NIKeogirDma2uI4QzkharUNScOXP45JNPUKvVfPXVV8TExDR8kGgWAZ6ujOsRxWXdI8/pmrfRZKas2kxkgDt9Exq+hUcIZyfBKhSzfv167r33XgBmzZrFRRddpHBFoj7nOpBMq1EzoUckXq5amUdYtArSFSwUYbFYuOuuuzAYDEyaNImHHnpI6ZJaPbPZQsUJC6FnFlViaGAGJYPRVO9ycifzcdNJqIpWQ1qsQhGrVq1i27ZtuLu78/7777f622ssFouiv4O80ip2HS2koNxAgKeOX3dn8+n6wwCM6hzKO1f3qLe+n3YcQ2UxM65XdHOXLITDkharUMTs2bMBuOmmmwgIkOtu6fnlzFy6x2bbgexSSiubZ+YibzcdMYEebE7L49q5m62hCrDk30wueHkVJZUGSioN5JZWcqyogndX7+ejtQf540BOs9QohLOQFqtoNkeOHOGHH35g4cKF/P7776jVau6//36ly3IIGo2acT0irI9fWLKLj9Yesj6+vFckvaJ9mdAr2jrZvT3pNGpiAjz5bW/9IZlTUs3ynZmsO5DLgexSXp7YhaQIH/ZlleDv4WL3eoRwZhKsosn98ssvPPPMM2zcuNFm+6OPPkpcXMMrqLQGEb5uwPFbXXYdLbJ5/q8DuWw4mMuEnlHQRJMupOWXkV5Q/xSE703uxQVtgwj3daO4opogLz0dwn24oF1wk9QihDOTYBVN7s477+TQoUOoVCoGDhzI+PHjGT9+vNxacxpzru3FiNf/oE+cH9cNiKWgrJp1B3NJyy8nPsizSV4z0tedCxMD+edIAbnlNYOYHhqeyLX9YvB1r2mVyuQOQjRMZbE492SexcXF+Pj4UFRUhLe3t9LliJNkZGQQERGBWq0mNTWV6GgZ5HK2CsqqcdWpcXdp2u/DN837m1V7cwFYce8gEsN8mvT1hHAWjc0babGKJrVhwwYAkpKSJFTPkV8TXsvcm1lMfpmB/gkBpOSUkhjkxqc39SXM16PJXlOIlkqCVTSp2mDt16+fwpU4HrPZQkmVER835adwXLT1KIu2Z3DXkATiAj0oqzbh76lXuiwhnJLcbiOa1Pr16wHo3//sJ3BviTan5hL/2FK6PruCbWkFp9zPaDLzxd+HKWni2272ZZdQWFHNGyuT2ZtVyguXdcHlpPmBi8oN7D1Wwt8peU1aixDOToJVNBmDwcDmzZsBCdaTLdh4/D7RSXP+Yu7ag/Xu9/G6VB774V+e/nEnP24/yqHcsiap556hbXn/mm7klpkoKK3itZV7uferbTb7FFca2JZeQFmVsUlqEKKlkK5g0WR27dpFZWUlvr6+tG3bVulyHMobV/TgxgH5jH93PUYLpOSU1rvfrecn0CXSl/hAD15atofz2gY1ST1lVSZ83fVE+ekpLq/mlUldWbYzy2afKH93ruwj18mFaIiMChZN5quvvuKqq65i4MCB/Pnnn0qX45A2p+SSX1FNuI87jyzcwZ5jpViAL2/pS/8E21tbjCbzOS/fdiollQbcXbSoAJPFgq6JXkcIZyajgoXi9u7dC0C7du0UrsRx9YqvCc8VuzKxmKH2W264j1udfZsqVAG89McHUKmbaAIKIVoLCVbRZCRYG294p1CGdwq1Tsb/d0ouC7em4+Gi5bbBbZr89VfuyeK3vZlE+rozqks4Uf5ym40QZ0v6e0STkWA9c7UryPi6u5BZWEF+eXWzvO7B7GKSM4rZciif0koZnCTEuZAWq2gSFouFffv2ARKsZ6NdqDcvTeqGwdT0QyAsFgtfbzxCal45397Wjw7hMtOSEOdCWqyiSaxZs4bS0lLc3NyIj49XuhynpFKpcNE2/Z+oSqUir9yABVh7IJdKg6nBY4QQpyYtVtEkZs6cCdSst+riIsuK2Uu10YzZYkGv09j1vGseGsyWtDy89TqKKgx2P78QrYm0WIXdbdy4kZUrV6LVannooYeULqdFqTaZSc2t/57Xc+Hv4cK6A3moVBDk6XrO58svrWTq55vJLa60Q3VCOBdpsYo6DAYDf/75J/7+/sTFxZ3R/cH//PMPt99+OwDXXHONLA1nZzqNCm83+/cA3Dp/E9sPF+LpqqFP3NkvDWc2W/h8wyGeXLwbgC1pBax/bJi9yhTCKUiwijruuece5syZY33s5+dHbGwscXFxxMbGWv9FR0dTVFREamoqKSkp7Nmzh4ULF2I2m/Hy8uKxxx5T8F20TK5azX+LotvXmj3ZGCyQfKzknM5TbTLj7qpBRc09uTedJ9fXResjwSpsbNq0iQ8++ACAgIAA8vLyKCgooKCggG3btjVwdI1JkyYxe/Zsaa02gwPZpYT76s9pjdYtaQVotGoMBjPRAe7nVI9ep2FCz2jG94iisNzQpEvdCeGoJFiFjfvuuw+LxcLkyZOZP38+JSUlpKWlcejQIVJTUzl06JD158OHD+Pj40N8fDxxcXHEx8dz/vnnM2DAAKXfRquxO6MItQrigzzP+hydwr25oG0ABhM8MaqTXepSqVQSqqLVkrmChdWmTZvo06cPLi4uHDp0iLCwMKVLEg2oNprRaVTWiSWEEE1H5goWZ+zdd98F4IorrpBQdRLNcZ+rEOLMyF+lsFq0aBEAkydPVrYQIYRwYhKswiopKQmA77//XuFKWp8qo8x2JERLIcEqrF588UUAPvzwQ/bv369wNa3HUz/+S7snltHrhRVKlyKEsAMJVmF1/vnnM3LkSEwmE08++aTS5bRYFdUmHvxmOx2eWMrg2auZv/4wAMUVBoUrE0LYg4wKFjZ27NhB9+7dsVgsbNu2jW7duildUovz2Pf/8MXGdJttX9zcm56xAbhqZY5eIRxVY/NGWqzChr+/P25uNTP71K6nKuzrQLbtXL/hPi4MaBMsoSpECyG32wgrs9nMjTfeSHl5Of369WPChAlKl9QifXP7ABZtO8pf+3P492gh713bU+mShBB2JMEqrN59911WrVqFu7s78+fPR6uV/z2aymXdI7ise4TSZQghmoB0BQsASkpKePTRRwGYPXs2bdu2VbgiIYRwThKsAoC8vDwqKipwcXHhjjvuULocIYRwWhKsAsA6YKm6ulrhSoQQwrlJsAoA9Hq99eeqqioFKxFCCOcmwSoAcHd3x8PDA4DXX39d4WqEEMJ5SbAKAHQ6HS+//DIAjz32GN98843CFQkhhHOSYBVWd955J/feey8A1113HRs2bFC4IlHr75Q8nHySNCFaDQlWYePVV19l9OjRVFVVMWbMGFJTU5UuSQAF5QYWbz/K3yl5SpcihGiABKuwodFo+OKLL+jevTs5OTmMGjWKwsJCpctqlZb/c4zYaUuInbaE2xds4Y99OXi4yJ+sEI5O/kpFHZ6envz0009ERESwZ88eJk6ciMEgK680t+k/7LB53DHcm47hvsoUI4RoNAlWUa+IiAh+/vlnPDw8WLVqFXfffbfSJbUYx4oq6PjkUro8vYzC8lPfNzy6W6T1ZzVw48A4THKdVQiHJ8vGidP6+eefGTNmDBaLhS1bttCjRw+lS3Jqj3y3g282H7E+vvW8WB4b1anefS0WC1VGM3pdzao3c/9MIbekivuGJcpKOEIoQJaNE3Zx6aWXcvXVVwPw7LPPKlyN89uUajv4aEj74FPuq1KprKEK0DnChwvbB+PcX4WFaPmkxSoalJycTKdOnTCbzdJqtYOs4gqW/pvJ9f1jUatVSpcjhGgkabEKu2nfvj1XXXUVIK1WewjxduPGgXESqkK0UBKsolGeeOIJABYvXkxJSYnC1QghhOOSYBWN4u/vD/x33e+ECfuFEELYkmAVjZKZmQlAUFAQOp1O4WqEEMJxSbCKRklOTgZq7m8VQghxahKsolEWLVoEwEUXXaRsIUII4eAkWEWDqqqq+PnnnwEYP368wtUIIYRjk2AVDVq1ahUlJSWEh4fTp08fpcsRp1FUXs2P245SVCFzOwuhFK3SBQjH9/333wMwbtw41Gr5LuaIjhZW4KXXMnddKn/szUGtUjG6W7jSZQnRKkmwitMyGo38+OOPgHQDN0alwUSHJ5dhAS7rGsYbVzXPLFVllQbMZgsTe0QyKCGAHjH+zfK6Qoi6pPkhTuvPP/8kNzcXf39/zj//fKXLcXhL/8mgdo7QRTuONdvrJoZ6E+XvTnSAB33iA9Fq5E9bCKXIX584rdpu4LFjx6LVSgdHQ8b3jCLMxxVXDbx3TXdyiivIK61SuiwhRDOST0pxWvv37wegf//+ClfiPNZPr7klKXbaEuu2AzMukVakEK2E/KWL0woLCwMgJydH4UqcT89oXwAGtZGuWSFaE2mxitOqnWnpyJEjDewpTrbwzoFKlyCEUIB8jRanFRkZCUiwCiFEY0mwitOqDdaUlBSFKxGNVVZl5GhhhdJlCNFqSbCK0+rVqxdarZZdu3axZcsWpctxOgVlVZjNloZ3tKPkzGLCvF2b9TWFEMdJsIrTCgkJ4fLLLwfg7bffVrga53LeS6vo/vxK4h9byrbDBc32uj1j/MkpqWL9wVwsluYNdSGEBKtohHvvvReAL7/8kuzsbIWrcWwPf7uD9k/8wotLdpNeUGndvvTf5pssAiA5qwR/dx0llcZmfV0hhASraIQ+ffrQt29fqqurefPNN5Uux6EdzClFrYbkzFI6hHpZt1/dN6bZakjPL8ff3YX4YC+83WRReiGam8ri5H1FxcXF+Pj4UFRUhLe3t9LltFg//vgjl112Ge7u7hw8eJDQ0FClS3IYvyVnccMnm+kW6c0Pdw1CpVJZn8ssqqC40khiiNdpzmBf+7JKCPV2xdvNpdleU4jWoLF5Iy1W0ShjxoyhX79+lJeX88ILLyhdjsP4OyWXGz7ZDMD2I8XETV9q83yoj1uzhipAYoiXhKoQCpJgFY2iUqmYOXMmAP/73//k9pv/qFXyJySEsCWfCqLRBg8ezPDhwzEYDDz99NNKl+MQesfZLs/217TByhQihHAYco1VnJEtW7bQq1cvVCoVO3bsoHPnzkqXpLiKaiMf/5nKNf1i8HWXLlghWiq5xiqaRM+ePZk0aRIWi4XHH39c6XIcgpuLlrsubCuhKoQAJFjFWXj++efRaDT/Z+++w6qu/gCOv+9gb9lLlgP3FvfemltzZGmOyrRhjjRzpWmavyzNyqy0TNNy5d574cSFiykiIHteuOP7++PGVQIUFEL0vJ6HJ+53nHMugZ97zvecz2Hbtm2cOHGirJsjCILwXBGBVSi2qlWrMmLECACmTp0qsvsIgiA8QgRW4anMnDkTExMTjh07xu7du8u6OYIgCM8NEViFp+Lh4cG4ceMAmDZtGjqdroxb9HwLfZDGwt3BnBH5ewXhhSdmBQtPLSEhAV9fX1JTU1m3bh2DBg0q6yY9l9p9eZjQ+AzDa2tTJZdndS7DFul9vf8WY1r5YWasKOumCEK5IGYFC6XO3t6eiRMnAvDpp5+iVqvLuEXPl21B0dSZvSdPUAVwtzUtoxbl5eNgwaW7yWXdDEF44YjAKjyTDz/8EEdHR+7cucPPP/9c1s15ruy4fJ/0f+0uY24kY/v4lmXUorxMjRS4iH1bBaHEiaFg4Zl98803vP/++7i6unLnzh3Mzc3LuknPlaC7ybjamOBkbVbWTckjJC4Na1MjHK2fjx60IDzvxFCw8J9566238PLy4v79+yxbtqysm/PcqeNp+9wFVYBNF+8x8IdTzNt+vaybIggvFBFYhWdmYmLC7NmzAViwYAHJycll2yChSMa2qUR8ejZrzkSUdVME4YUiAqtQIl577TWqV69OUlISixYtKuvmCEVgYaIk8JOOXJvdpaybIggvFBFYhRKhUCiYN28eAEuWLCEmJqaMWyQUhZmxArlc9uQLBUEoMhFYhRLTq1cvAgICyMzM5PPPPy/r5giCIJQJEViFEiOTyRg7diwAgYGBZdwaQRCEsiECq1CiYmNjAfDx8SnjlgiCIJQNEViFEnX79m0AqlSpUsYtEQRBKBsisAol6tatWwBUrly5jFsiCIJQNkRgFUpUbmAVPVZBEF5WyrJugPDiSEtL4/79+8CL1WP1nboD3T+JP8e28eOtVn7YmBuVbaMEQXhuiR6rUGJOnjwJgKOjI3Z2dmXcmpLh/fHDoAqw/HAIc3eIFICCIBROBFahROh0OqZPnw7AwIEDy7g1JWd692r5jqWq8m+Pp8rREHw/5b9okiAIzzkxFCyUiA0bNnDu3DksLS2ZMWNGWTenxIxq6YuVqZIpG6/Qu64bbao68Uodt3zXNfhsDxn/xNuDH7bC19nqP26pIAjPCxFYhWeWnZ3NtGnTAJgyZQpOTk5l3KKS9WqjirzaqOJjr8l4pBMbk5otAqsgvMREYBWe2XfffUdYWBiurq58+OGHZd2cMtG3vhu3Y9PoUdudxr4Vyro5giCUIRFYhWeSnJzMZ599BsCcOXOwsLAo4xaVjf8NrFfWTRAE4TkhAqvwTBYsWEBiYiLVqlVj+PDhZd2c59bZ8AQGfH8agABvO9a/3ayMWyQIQmkRs4KFpxYZGcmSJUsA+OKLL1Aqxee0gkiSZAiqAGfCk0jJzCnDFgmCUJpEYBWe2owZM8jOzqZVq1b06NGjrJvzXPv3jqdqnYRaq+NKVDJRSZll0iZBEEqH6GIITyUoKIhff/0VgEWLFiGTic2yCyOTybg9rytzt18jLi2bqd2q42BpgiRJOFmbohAbjQvCC0UEVuGpTJkyBUmSGDhwII0bNy7r5jz3lAo5s3rVynNMJpPhbG1aRi0SBKG0iKFgodj27dvHnj17MDIy4vPPPy/r5giCIDxXRGAVimXjxo2GlIXvvPMOfn5+ZdwiQRCE54sIrEKRZGRk8NZbb9G/f3+Sk5Np3Lgxs2bNKutmCYIgPHdEYBUeKyEhgTlz5uDt7c2KFSuQyWR8/PHHHD9+/IXZwUYQBKEklXpgzc7Opm7dushkMi5dupTnXGRkJK+88goWFhY4ODjw3nvvkZMj1vc9D8LDw3nvvfeoWLEiM2fOJD4+Hh8fH/bu3cv8+fMxMnpx9yMNiU3j8x3XyczWPFM5Gq2OiRsuMWPLlRJqmSAI5UGpzwqePHkybm5uBAUF5Tmu1Wrp3r07jo6OHD9+nISEBN544w0kSWLp0qWl3SyhEJcuXWLRokWsX78erVYLQL169ZgyZQr9+vV74ZNAaLQ62n91FIAVx8Jo4GXHxneeLktSbJqKgQ3cuRqdVpJNFAThOVeq/0ru2rWLvXv3snHjRnbt2pXn3N69e7l+/Tp3797FzU2/DdfixYsZPnw48+bNw9raujSbJvxLfHw8w4YNY/fu3YZjHTt2ZPLkybRv3/6lWaeqeXRXc+B8RNJTl+Vua467rTmN/RzznVOptSjkMowUctJUahLSs3G3M8dIIZ7OCEJ5V2p/xbGxsYwePZrffvsNc3PzfOdPnTpFzZo1DUEVoHPnzmRnZ3P+/PnSapZQiL///pvdu3cjl8sZPHgwFy5cYO/evXTo0OGlCaoApkaKPK/faOZVKvW0X3yERnP3A2CkkONqa4b8Jfo5C8KLrFR6rJIkMXz4cN5++20aNmxIeHh4vmtiYmJwdnbOc8zOzg5jY2NiYmIKLTs7O5vs7GzD69TU1BJr98tMkvQ9ta5du7J27doybk3ZCpvfjbD4DCpWMEdZSj3IpYPrERqfAeQP5oIglG/F+ldj1qxZyGSyx36dO3eOpUuXkpqaytSpUx9bXkE9IUmSHttDmj9/PjY2NoYvT0/P4rwFoRC5k5Fyn6u+zGQyGb6OlqUWVAHqe9nRv4FHqZUvCELZKVaPddy4cQwaNOix13h7ezN37lxOnz6NiYlJnnMNGzZk6NChrF69GhcXF86cOZPnfFJSEmq1Ol9P9lFTp05lwoQJhtepqakiuJaA3ElJarW6jFsiCIJQvhUrsDo4OODg4PDE67755hvmzp1reB0dHU3nzp1Zv349AQEBADRt2pR58+Zx//59XF1dAf2EJhMTExo0aFBo2SYmJvkCtvDsjh07BiDWphbRD0dDsDMzYmCjimXdFEEQnjOl8oy1YsW8/9hYWloC4Ofnh4eHfvirU6dOVK9enWHDhrFo0SISExOZOHEio0ePFjOC/2MRERH89NNPAIwfP76MW1M+nL4TT+eaLmXdDEEQnkNltihRoVCwY8cOxo4dS/PmzTEzM2PIkCF8+eWXZdWkl9a8efNQq9W0b9+eVq1alXVzyoWfhjdGTOIVBKEgMil3Omg5lZqaio2NDSkpKaKn+xTCwsKoUqUKGo2G48eP07x587Ju0nNNp5OoO3sPOTqJX4Y3JjAsgdeaeGFvKR5PCMKLrqjxRqxGf8nNnTsXjUZDp06dRFAtArlcRmq2FpVax+AfTxMRn4Gx8tn/jDJzNJyPSARg7ZlIvD/ewZ24dDZfuEtalphQJgjliQisL7GwsDBWr14NwOzZs8u4NeVH+ILuhu9D49O5EpWCJEncS8566jL7f3eK+8kqNFodh2/EAjDsx5NM23SZSRsvPWuTBUH4D73YiV+Fx9q8eTNarZa2bdvSpEmTsm5OuRL6eVfSs7VYmSoJj8/g0t1kpm66gpFCxrbxLYtd3qaxzUjIyEGpkLM3OA6AAF8H7jxIY1rXaiXdfEEQSpEIrC+xw4cPA9CtW7eybUg5JJfLsTbTD/gcvBHHqZB42lV1pJ2/01OVZ2qkwN3WzPDazdqIOb1rYW324u4iJAgvKhFYX1JarZajR/W7uLRp06ZsG1PODWpckYGNPLEyNUKSJFRq7TOlKTz5cVvOhyeJoCoI5ZR4xvqSunjxIikpKdjY2FCvXr2ybk65ZmGixMrUiJgUFWdC4pnz91US07OffGMh3GzNeaWuu+H18dsPuB4tcmILQnkheqwvqdxh4FatWqFQiCTwxbHn6n2WHbrDzZg0Xm/mzfTu1f85I3E2PJH21Z0wMy65P626Fe1IFTODBaHcEIH1JXXo0CFADAM/DVOlnCv39D1ItUaD98c7AGhZyZ4fhjXESCHDSFlyH1YsTZRYmog/VUEoL8RQ8EsoKyvLkBu4bdu2Zdya8iciMQsrYxmeNiYMavxwv9ZjdxLIVGsLDKq/n4ngSlTKf9lMQRDKiPgY/BJav349aWlpVKxYkTp16pR1c8pEVFIGOh1UtLco9r07Lt8jLUfi4KQWOFqZEr6gO1/suo6vgyW2BUw4kiSJTzZfBWBSpyq8267yM7dfEITnl+ixvmQkSWLp0qUAjB07Frn85fsVSMzIYfXJCDKyNQWevxOXxoytV8nKKXhv2sRMDTZmSixNHgbRKV2rM6BRxQL3cJXJZNiaKbA0lnP8TnzJvAlBEJ5bosf6kjl9+jQXLlzA1NSUUaNGlXVzykQFC2PebO6DmdHDIHjgegwLdgfz2Ss1ic3IQQ5ka7SYGecf1v24qz9qjQ55MZLwX5rZpQRaLghCeSAC60tm2bJlAAwePBh7e/sybk3ZcX0kGUOaSs3IX88D8M7a81yc2YVejyx3+bf21ZwJvp+CRLnev0IQhFLy8o0DvsRiYmL4888/ARg3blwZt+b5YWGsoLa7NfYWRrzWxLtI9/i7WANi3zhBEPITPdaXyI8//oharaZp06bUr1+/rJvz3JDL5fxdzPy+MpnsmbIrCYLw4hI91peEWq3m+++/B0RvVRAEoTSJwPqS2Lx5M9HR0Tg7O9O/f/+ybo4gCMILSwTWl0TupKUxY8ZgbGxcxq15vmi0urJugiAILxDxjPUlEBQUxLFjx1Aqlbz99ttl3ZznyqmQB/xyPIy+DTzpUtO1wGu+3HODO3HpWJsqWTigbonVrdHoiElV4VHBvMTKFASh7Ike60vg22+/BaBv3764ubmVcWueL45WprSq6oidWeG9+GFNvQh/kFZoQomndTcpC51OR5pKJNgXhBeJ6LG+4JKSklizZg0gJi0VpJKTFZWcrB57jbO1Ge4VLHG3M0et0ZKUqcbJ2vSZ6/awMyUjR4uVqdh3VRBeJKLH+oJbunQpWVlZ1K5dmxYtWpR1c8qtOb1rsuJYGIN/PE2aSl0ivczcZP2DfjjJpvN3n7k8QRCeD6LH+gI7duwYc+bMAWDixInIZCKhwdNytzXj60F1qe1ug5udGcYKOdkaLSbPuD3c+YgkYlOzCI4RG5kLwotCJklSuc7Llpqaio2NDSkpKVhbW5d1c54bMTEx1K9fn/v37zN48GB+//13EVhLyN5rMZwKiadrTRfsLEyo7Pz4oeQnkSRJ/L8RhHKgqPFG9FhfQJIkMXToUO7fv0/16tVZsWKF+Icb/bKaBnP2kpKtJXBaO5yszZ58E/pcwmqtxIJdwThYGjO8uQ9VnK34YtcNLtxN4ufhjTAzUuDraPlU7RL/bwThxSKesb6A7t+/z8GDBwH466+/sLR8un/wXzRrz0SQkq3fCu5/+24X+b7YVBVmRnLup2ThamNKmkrD2fBEpnT15+tB9VBrdLjZPvtkJkEQXgxiKPgFlJOTg7m5OVqtlqioKNzdC9+p5WUiSRKd/ncYD3sLfhzWsMC9UwGycvJuF6fV6f9EFI/sE6fTScj/eS2GcgXh5VDUeCN6rC8gY2NjfH19Abh582YZt+b5IZPJ2PdRW34Z3rjQoPr9kRCWHbxN+iNrVhVyWZ6gChiCam65v58OJygyqXQaLghCuSIC6wuqatWqANy4caOMW1L6dDqJyX8G4f3xDurM3vtMZQ0NqIirrRlmxdy55mJkMp/vDEanK9cDQIIglAAxeekF5e/vz/bt27l27VpZN6XUnYtIZMP5KABSstRcj06lutvTPRawMjXitSZeeY5JkoTP1J2G13ZmSsa3r8IbTb1QKOQkZ+bQvZYrjlameXqygiC8nESP9QXVtGlTAH777Tfi4uLKuDWlq6GXHRbGD3+Vq7kWbfnLg7TsJybg12h1eYIqQFKWhjnbr+P3yS4kScJIIcfESEEVl2dbdiMIwotBBNYXVO/evalfvz5paWnMmjWrrJtTquRyOdfmdCV8QXfCF3Qv8kSie0mZpGQ+PoPSmbDEx56/EpWMhYmSZpUcMFbKyZ0LKEkSr688zdAfT4vhYUF4yYih4BeUXC5n8eLFtG3blhUrVjB+/HiqVatW1s16rliZGqHRPb7H2rySw2PP565dzczRUHPGHnSAlYmC7rVcOHonAYDIxAy8HcSSJ0F4WYge6wusTZs29OzZE61Wy+TJk8u6Oc8dPydLnG2enCQifEF3OlRzynf82yH1sfwngb6RQk5bf0dszJSkZWv5+3IMU7v6878BtUVQFYSXjFjH+oK7efMmNWvWRKPRcODAAdq1a1fWTSqX4lJVPEjPpoabDVk5Wi5HJRPga1/gtSq1FtNizioWBOH5J9axCoB+2U3u5uYfffQRuicMfQoFc7I2pYabDQCJmTlUc7UiM6fg/VlFUBWEl5sIrC+BGTNmYG1tzaVLl9i799nWeT4Ptly8h/fHO/D+eMd/Wm+2Rp8O0d3WDGszY8yNxRQFQRDyE4H1JeDo6EifPn0AOHXqVBm35tmtC4wo0fIkSWL/9VhUaq3hmEqt5WRIvCGdoVYnIUkS91OySrRuQRBePOIj90uiUaNGrF69mrNnz5Z1U57Z+rea5QmCz+puUhZanY4r91Jo5F0BgORMNbdi0vC0M8ezgjkKuQyNToa9hUmJ1ZvrenQKPx0PpZGXHR4VLHCzNcPVxixPvmJBEMoPEVhfEo0aNQLg7NmzL0TS+JJ8julpZ4arjSmKR34mLjamDG/uk+e6Z93UvDALd9/g8K144tOzGdu6Eiq1FrkYSxKEckv8+b4k6tSpg5GREfHx8Rw9erSsm1Pq/jx3l1GrzxYpOcOdB+lU/mQXrRcd4mx4IimZOfx9KYqYVFWB18ekqPjz3N3HlpmerWH8uosUZdL9lK7VqORozqTO/lR3t6G6m02pBXFBEEqfCKwvCRMTE4YMGQLA4MGDiYmJKeMW6UmSVKTgU1wXI5NIzszhbmImV69eZdmyZZw+fTrfdW0WHaLj//QfNO4mZTHg+1PUmbOP9/4IQlXIrN95O4OZ9NdlUrIKz9rUa9lxtgVFM27txSe2tZqrNe93qMLRW/EYKeTsvHKfI7ceFPGdCoLwvBHrWF8i6enpBAQEcP36dWrVqsXs2bPp2bMnCsV/3zsKDg5m9erV/P7779y7dw9TU1NMTU3x8/OjS5cudO3alYCAgGdqm0qt4Y3XhrJhwwYAatSowdWrVw3nk9JV1Jt7wPC6mqslwffTAehXz43Fr9YrsNyMbA1h8RnUdLdh/s5ggu+ncvR2PGtGBdDikUxNN2PSqFrE/MF7r95Ho9PRrpoz7b48glqro199dz7uVr3Y71sQhNIh1rEK+VhaWrJp0yZsbW25cuUKffv2pWrVqixbtoykpKRS6Tn+myRJTJo0ierVq/PFF18QFRWFJElkZWWRlJTEuXPnmDt3Ls2bN6dq1arPNGy9bs1vhqAK+uHwXPFpeYPqpE5VDEEVYOPFaMLiH75+lIWJkpru+jWtrzfz5ujteADMlXLiUlVEJWUCFDmoAnSq6Uq32u6YGimZ2s0fnVbD9eiUIt8vCMLzQwTWl0zVqlW5fv0606ZNw87OjpCQEMaPH0+FChUwNjbG2dmZunXrcvz48RKvW5IkJk+ezJdffglAjx492LhxI/fu3SMsLIyrV6/yyy+/MHDgQGxtbQkJCaFNmzZ89NFHZGUVb5lLTEwMEyZMyHPsjTfeMHw/+MfThpl7v41oyKK9twAY28bXcE1RZva52z5MiVjD3QYjhZy912KL1dZ/szRWUtPdDi8Hi2cqRxCEMiKVcykpKRIgpaSklHVTyp309HRp2bJlUuXKlSUgz9e7775bonXpdDpp6tSphvK///77x16fkpIijRw50nC9v7+/FBgYWOT6+vXrl+f9ODk5SWq12nB+26UoaerGS9L/9gZLOp1O2nA2Qpq19Yp0+EasNHPLFenz7dcktUb71O/3aW06HymtOhEqZeVo/vO6BUF4vKLGGxFYBSk5OVmqU6dOnkD05ZdflmgdM2bMMJS9bNmyIt+3fft2ycXFRQIkhUIhffLJJ1JSUlKB1+p0OikoKEiaNGmSoS4PDw8JkMaNG/fEunQ6nbT2TIQUHp9e5PY9quuSo5LXlO1PdW+u/t8dl9ouPCjFpaqeqRxBEEpeUeONmLz0ktPpdPTq1Yvt27djamrKK6+8wuDBg+nVqxfyElpM+dlnnzFjxgwAvvrqKz744INi3Z+QkMD48eNZt24dAAqFgmbNmtGhQwcqVqyIjY0Nx44dY8uWLYSFhRVYxunTpwkICHim9/Go0AfpaHUSlZ31z1HTszXUnLkH0O+G87SCo1OQy2RUdRW/y4LwvClqvBGB9SW3cuVKRo8ejYmJCSdOnKBBgwYlWv6CBQuYOnUqAIsWLWLixIlPXdaff/7JzJkzCQ4OLvI9vr6+zJ49m9deey3P8dMh8egkiepuNtiYGRU7YcbrK09xOiyRHC10quaEo5UJ91JU2JgZ8fWggmcTFyQ5I4ekTDU+jvmfp0qShForYawUUyEE4XlQ1HgjMi+95H799VdAv7a1SpUqJVZudnY2ixYt4tNPPwXg888/f6agCtCtWzeioqLYsmXLE2cL16tXj+HvvM/IYYOwMM2bhvBuYiaDfjwDwIwe/oCMV+q44WhlWqR2pKnUHL2TaHgdlZSBewVzfhzWkFXHQ+mw+BAP0tUEzez02HLWB0YyZdMVAMa38aFPg4r4OFgw9MfTgESArwO13a1pWcUJpUIEV0EoL0SP9SVnZ2dHcnIyAHK5nFq1atG0aVPq1atHnTp1qFmzJhYW+XtTWq2WjIwM0tPTDV8ZGRmkpaVx5MgRfv75Z+Lj9ctQZs+ebRgKfhparZZff/2V6dOnEx0dXeA1crkcZ2dn6tSpw4QJExi1P9vQC701t2ueXl/4g3TaLD5ieG2ilNGpujNLh+TvrUuSxMpjIbT1d6aSk37YNzIhg1aLDgPgYm3C0AAv2lVz4o2fAonPyMlz/5qRjWlR2bHANn+15wZfHwrBWA4VzBW837EqVV1tuHU/lVtxaYxo6suDjGzqe1Uo+g9LEIRSI4aCX0IXL15k+vTpKBQKAgICCAgIoFGjRtjY2BR6z969e1m1ahUnT54kIiL/rjEymQw/Pz9MTU3zBNKiLH9xc3Nj6tSpjBs37qnfU1BQEK+//jqXL18GwNvbm1GjRuHh4YGLi4vhy8HBIU8yiX9vKWdmJCf4s64AXIhMZOXREE7ciSdF9XB/Wq8KZhyZnHcj+KwcLSNWBXL1XiorX2+At6M5LtbmxKep+P5wCFokgqNT6VPPnZVHQ9EhERL/8Gfj62DBwYltHvsem3++j5jUHMa39eVydApTuvhT1dWWHI1ODAMLwnNEDAW/ZEJCQmjRogWZmfrkBNu2bQP0gdHf35/GjRsbgm2tWrUwMjICoFOnTnTqpB+yvH//PqdOneL06dMEBQVx+fJlYmJiuHPnTqH1yuVyrKyssLCwwNLSEktLSypWrMjw4cPp3r07SuXT/4odOXKEnj17kpqaiq2tLdOnT2fcuHGYmBR/hxmjR4ZS+y4/xZCGHszrW4d5O4LpW8+Nbw+HEpGYRY5ai/EjCf7NjBX0qO1K//ruhuHjxt52rHi9IU0rVWDc75fwc7TA1syEqORMDnzYBjd7C/p8exwTIwV/jGn6xLZVsDTBvYI5a85EkJCpxc48lMWv1hdBVRDKKdFjfUEEBgbmmfX66quvcubMGcLDw/Nda2pqSoMGDQzBtk6dOjg6OmJnZ5dvJnBcXBxXr15FkiQsLS3zBFBLS0tMTExKZaecwMBAWrdujUqlolWrVmzcuBEHB4cn3/iI8PgMRv16lmy1jl+GN6Tf96dIydJgbSTjo87+NK3kyEd/XqKaixVvNvfhUlQKgxpXLLCsAd+d5GxEkuH14IburDt3D9DvjnM3Sd9L/ahTFd5tU4kmn+/n9abejGtf+YntPB+RhJlSzomQONadiWTT2BbYlsL2dIIgPBsxFPwS2rJlC4MHD0alUnHs2DFatGhBXFwcgYGBnDlzhsDAQAIDAw3PVP9NJpNhZ2eHvb09Dg4O2NvbY29vj4eHB++//z6OjgU/Kyxp9+/fp2HDhkRHR9OlSxc2bdqEmZnZk298jMErTnEqNPGx1yzsV4uBjSpyKTIJV1szcjRa7C1MMDdRkq5S0+F/R3CzMSMqOQtHSyOu/ZMCsaGXLcuHNmDLxSiszY34eONVjOX6fWPredk9U7sFQXh+iMD6kqpXrx6XLl1i5cqVjBw5Mt95nU7H7du3DcH2zJkz3Lx5k7S0tMeWO3XqVD7//PPSanYer776Khs2bMDHx4dLly498//X2jN3kZqte/KFQBUnc27FZRpeK2QQMv/hulStVocEXItOpte3pwzHg2Z0Ij1Hw54r0czZcQOFDC7P7IyFqXjaIggvCvGM9SV0/vx5Ll26hJGREd27F5ykQC6XU7VqVapWrcqwYcMMx3NyckhMTCQhIYGEhATi4+NJSEhg//79bNiwwTB56L9QsaJ+ODYiIoINGzYwcuTIZxpulsnkgD6wdvB3Yv+NuEKvfTSoAmglWLjnBpM7+wOg+OdZrZutOX6O5uSodYxt60d0Shav/agfanaxNmHru81FUBWEl5T4y3+BLF26FIABAwbg4uJSrHuNjY0NM2wfVblyZTZs2MC1a9eQJKlUnqf+24IFC0hKSuKnn35i9OjR7Nixg/feew9PT0/c3d0Nw8KpqakEBQVx6dIlLl68SGxsLIsXL8bfXx8E68zaTZZKy6MLYA7eLDyoFuaHwyGGwJrL0cqU74c1ZMzqs5y4E08NN2tSsjRoJEhXqXG2KXzo+np0CpP/ukTzSo582LEqpkZiU3NBeJGIwPqCSE5O5o8//gBg/PjxJVZu7dq1MTIyIjw8nBUrVvDWW2+VWNmFUSgU/Pjjj3h5eTFnzhy2bNnCli1bDOft7e2xtLQscHlQxYoV+e677wBIUWnzndcV8uDD3kxJQlbejc0PTWjOimORjGjmXeA916KSCUvIIiwhi6O3HmCmhA86+lPPy/ax7++j9ZeITEgnMT2HGm429Kzr/tjrBUEoX8Qz1hfExYsXqV+/Pk5OTsTExJRoz/LLL79k0qRJmJqacvbsWWrWrFliZT/J5cuXmTFjBjdu3ODu3buG5US5PDw8qFevHmZmZmzYsIF69epx4cIFAN7/4zxbL8UUqZ7gOZ04G6bfk7ZORTv2X4vB0cqYhj4OWJgU/PkzNjWLNgsPkaV5+Cdkbixn9/utqWhvXmhdr/90itcDvPF3t8bCWImdmAEsCOWCmLz0ktmzZw9dunTB39+/WLl0i0Kn09GjRw927drFiBEj+Pnnn0u0/KKSJInk5GTu3r1LSkoK1apVMyzBiYqKwtPTE4VCQUpKiiFb1L8TRfxbBTM5iVk65DLwc7TgQZqK5KyHPV1zJXz6Sk1yNDreaO6T7/67iZm0XHjI8NpYIePo5Ha42BQtPeKj7+1CZBKWxkZUdS36BumCIPx3ihpvxAr0F8Tff/8NQOPGjUu8bLlcbhhePnLkyBOuLj25y4Fq165Ny5Yt86xr9fDwwM3NDa1Wy/nz54tcZmKWflKTToLYlLxBFSBTA1M3X2XmtusF3m9posT6kUlKt+Z1K3ZQBcjWaKlgbkRQVNKTLxYE4bkmAusL4JdffjE8Vxw0aFCp1NG8eXPkcjmhoaFERUWVSh3PqkmTJgCcOXPmqe5Pzc7/TDbXsAD9TOVhP52m1RcHiEzIICYli28P3+KzXtUJX9D9mbaLMzVS4uNoxcBGBSeoEASh/BCBtZxbtWoVI0eORJIkxo0bR5cuXUqlHmtra+rXrw+QZyLR8yQ3sJ4+fdpwrNE/E4la+j1boobfzkQCcOx2ApFJKlotOkyT+QdZeSyCCesvk65SP1P5giC8OERgLcdWr17Nm2++iSRJvPvuu3zzzTeluhwmd23s+PHj+fLLL0utnsLExMSwZcsWpk6dymeffWbYPSdXQYF12ZD6NPez5058Jr3quBarPl97UwY0cAPAVFnwz9XSRI6/q6UhpaEgCIKYvFROnTlzhqZNmyJJEu+88w7ffvttqa8xzcrKYvDgwWzdupV27dpx4MCBUq0PQKVSsWbNGpYsWcK1a9fynLO2tubjjz/m/fffx9zcnMzMTKytrdFqtdy5cwc/Pz9Uai21Zu5GrYNBjTy5FZPCpbupFJaHydpYzsTOVWhW2YlKTlZ8+McFtl++T/fabiwZVI8jN+Oo4mJFUkYOGSoNDX0qkJ6twcrUqNR/FoIglC0xeekFt2nTJiRJomfPnixbtuw/SdxgZmaGnZ1+SPXRhP+lZdeuXXh5eTF69GiuXbuGTCajZs2ajBw5krp165Kamsq0adOoXLkyp06dwtzcnNatWwP6nw+AqZGC2593J/Tzbvxx9i4XHhNUAVJzdMzYdoNO/zuKTiexLeg+ah1suaTfB7Z1VSdcbcyo7mZDI197ZDJZgUE1XaWmnH9mFQThKYnAWk6dPXsWgF69euXbkaakZWRksGnTJl5//XXWr18PQKtWrUq1TkmSePvtt4mLi8PT05PFixeTmJjIlStXWLlyJefPn2fNmjV4e3sTHR1Nr169CA8Pp3///gD89ddfecpbdSKsWPX7Opojl8s4/2knvn61DsGzOxX53oR0FW2/PMS6MxFoC8tIIQjCC0tkXiqncochVCpVqdazYsUK3n///Tz1VK5cmZYtW5ZqvdevXycyUj9h6Pjx44b8wbnkcjlDhw6ld+/etGrVigsXLtCzZ082bdqETCYjMDCQiIgIPjscR0RCBpk5hc/4Lci+CW1otfAglRwtUam1VHezxttBkWdf10clpeew8+p9+tV3Z9WJcDKz1Xx/JIS6FStQ3S3/kNHx2w/4+sBtvnq1Dh52FsVqmyAIzzfRYy2ncrdwi4kpWmahp7VlyxZUKhUeHh5MmDCBo0ePEhwcbEjAUFp8fHyoVKkSACNHjkSrLTgwWlhYsHXrVlxcXLhy5QofffQRzZs3B/TDwTdj0ohPz6FzzeLlTm44dx+RiVkcvPmAk6GJbLlwj4iEDO4lZrLs4C2yHgnUzT7fR725+/hky1VeXXGaEyHxZKj162K97M1Jz9YQm5LFhciHa1R9HS1o7FMBOaU/hC8Iwn9LBNZy6sqVKwCGhPOlJbenOGLECBYvXkzLli1RKEo/aby5uTmbN2/G3Nyc/fv3M3369EKv9fDwYMuWLZiYmPD3338TFBQEwJ9//sndpCySMtW08LUvVv0JGQ+XzxjL4URIPH2WHaPVwkN8ufc2t2NTAWi36BDRqQ/T/AdFpXAhMgWAFlUcUGt1mBkpuBqdir2FseE6N1tzJnX2x82u8NSHgiCUTyKwlkPh4eGGZ6zNmjUr1br8/PwA2Lp16xP3bC1pNWvWNKRPXLBgAevWrSv02oCAAMO1ue08dfqMYQLRm78WPRvTv+Xo4FJUKmk5Ern91G8O3gEgNCFv7uJHl/RUdrLG1twYhVxG+2rOeNmLIV9BeBmIwFoOLV26FJ1OR8eOHfH29i7VugYNGoSDgwOXL1+mb9++5OTkPPmmEvTqq6/y0UcfAfDaa6+xatWqQq8dMmQI06ZNM7w2rVjrsbOlzY2efhh2f3Acl6OSeL2pvke/870W7PugFV8Prk/4gu4sHliHN1vkzy0sCMKLTwTWcujw4cMAjB49utTrMjY25o033gBg//79TJgwodTr/LcvvviCkSNHotPpGDFiBN98802h13722WcMGjQIExMTbFu9nu/86OZehu971HYrUv196j58PtuthhOmRvo/m/i0HOb0qkX4gu5Ud7OhssvD5Pn96nvgZF38nMH/tvNyNB/8cUHMLhaEckTMCi6HoqP1ayorVKhQ4mXv3r2b9evXc+vWLW7dupUvu1Fu3f+FvXv38vvvv2NjY4OnpycmJiZkZ2fz/vvvk5GRwdSpU/PdI5fLWbt2LTk5OUz46yr7rsdy7tOObDh7F3sLY7rXduOTV2rSauFBNpy/98Q2GMthcIA3U7pW58CNOAY08MRY+fjPo8dvx5GjkWhXzfmp33uueduD8XMyR4YEYqKTIJQLIrCWQx07duS3335j2bJltG/f/pnK0mq17N27l6NHj3Ly5EmOHj2a75o6derQoUMHOnbsSNu2bZ+pvqJKSEjg1VdfJTk5ucDzn376KR9++CGmpvl7hTKZjFk7bnI1OpWbc7tyKzadK3cTqWBhQnp2DkMDfIhMfJiCcH7vmrTxd6TpgkP5ysrRwcAfTnPukw7cS8oiM0eDsdKYvdfuEx6fwZjWlfJcr9bqyNHoSC/m8p7CjGntSw03m1JfqywIQskRgbUcmjZtGmvWrGHLli1cvnyZ2rVrF7uMtLQ0fvnlF7755htCQkLynBs2bBg9evSgSpUqVKpUCUtLy5JqepHNmTOH5ORk/P396dOnDwkJCcTHxxMfH49KpWLMmDEFBtVc6wLvAnD4RhxjVp9DDSiAdtWciEhQ4WShIC5DH/ymbrn62LZYmSj4/UwEQVHJXLybTNuqToz57QIOFkb0queBs7UpR2/FYaxU0MTXniZ+DpgZlczM6YL2gBUE4fkmAms55O/vz4ABA9iwYQNffPEFv//+e7HuT0pKok6dOty9qw8+dnZ29O3bl4CAAJo3b0716tVLo9lFdvPmTZYvXw7oJ2p16NDhqcsasfqc4Xs7cwUSsOpkGK/UduXwjRiSVPmfXVopIU3z8HXgJx15Zekx7jzIwMfBgrZVnVg1vBEJ6SqcrU1RqbWsO3OXys6WNPa2w9xY/FkJwstMjC+VU7169QLg1q1bxb5XoVCQkJBgeB0SEsLKlSsZPXp0mQdVgEmTJqHRaOjRo8dTB9XQz7th/K/fbqVcxv7gODQ6OBmSwKIB9bA2yf8n8GhQBTAzVjC5SxUqOZozqXNVANr4O9GvoX5GsCRBRXszFDIJlfpxmYgFQXgZiMBaTp0/r1+X2bBhw2Lfa21tzYoVKwyv27Vrx/Xr10usbc/iwIEDbNu2DaVS+Uxb08nlMm79k3zf0kQ/LBuT/jBixqblMOq3C6RmPzkQen+8gzG/XeTOg0yuRqXkO29mrGBqt+q839EfcxPRWxWEl50IrOXUiRMnAAzp+4pr6NChbN68GXt7ey5dukSDBg0M62PL0sKFCwEYO3YsVatWfeby5HIZV2d34cSUNvjam5G7dNXNxgSvCmbFLk+lKZlJSYIgvLhEYC2HsrKyuHDhAvD0gRWgd+/eXLlyhS5duqBSqXjvvfeoVasWK1asIDMz88kFlIKkJH0+3Wd5rloQdzsL9n/UFvcK5nSv5cKGt5oSkVjw5uTBszsRvqA71+d05tWG7pgqYUqnKtye24V0lYbAsPhibQl3OjSes2EJxKQUbcOE+PRs1FoxpCwI5ZUIrOXQ2bNnUavVuLq6PnPmJVdXV3bu3MnSpUuxsrLi+vXrvPXWW3h6ejJ16lRiY2NLptFFZGJiAkB2dvYzlXMvOStfUgW5XMbhSW35dmgDPCpY0LJSBYwVYPzIBN76ntaYmej3VzU3VvJF/7r8+EYjNl68R7VPd/P++iAG/nCGGzFpaP8V/M6FJ7J4zw1UOQ+HnGNSsnh/3UVmbLnC6ZC8a4ILop8IFcGPR0KeeK0gCM8n8UCoHHp0GLgkNjiXyWSMGzeOYcOGGZbghIWFsWDBAn7//XcCAwNxcSne7jBP62kDqyRJfHc4hIV7buY75+NgzqGJ+dff/jQ8gMwcDfXm7DMcu3A3lckbLvFGcx9quNuw+0o0n269hoetKcZyyB0J/utsBFkaHePaVaGChTGmRgpOhcRTx9OW5Cw1Lv/MDHaxMeOjTlVIzMjmRkzqE9+HqZECa1MjzIwUPEjLxtHKpFg/B0EQyp7osZZDz/p8tTA2NjZ88MEH3L59m82bN+Pn58fdu3fp1asXWVkFD5uWtNzAmpGRUaz7Pt1ytcCgChAWn8mJO3FkqNSGIdwvdl2n6vRdDPz+JM0r5d35ZsOFe0z68yKR8RlM2XSVjBwNRkoZJz/pSNj8boTN70YNdxvWBkbRbMFBfjyq7132qONO3Yp2OP8rleHARl54OVghl8s5G574xPfSv6EHlV2skItES4JQLokeazmj0+k4efIkUPKBNZdCoaB3797UrFmTgIAAAgMDGTFiBGvXri31DEC5Q9szZ86kdevWRZrAdD8lizVnIgs9b22iYOjKs4bXShm083dALoNbcRlYGCtQAI9OS7oek8ErS49Qw82O2u7WVPOwITIxk9oetgAcuhGXp34AH4eCd6/RaHVExqdzPymTuNQnP2dVyOV425tjaiT+PAWhPJJJxZmF8RxKTU3FxsaGlJQUrK2ty7o5pe769evUqFEDc3NzkpOTMTIyKtX6jhw5QseOHVGr1QwfPpyVK1eW6n6sCQkJtGvXjsuXL+Pm5saRI0cMG54XJDkzh9G/nuNseFKB5+f1qsEXu2+Qmp13Nu+Zqe3I1mhotUifwtHCSMbXg+uy53ocNV2t+GLPLTJz8k8gWvl6AzpUd0GSJD5af4nW/va8UtsTuVyGTiex73oMLSo7YvGvZTdRSZncT1bh72qFlWnp/j8TBKF0FDXeiMBazsyfP59p06bRpk0bDh3Kn9u2NPzxxx+89tpraLVaXn31VX777bdSDegPHjygbdu2XLt2DQ8PD44dO1boJK0B35/ME1RbVLLn+J0E3mzuTYdqzjSr5EBqlprg6BQa+VQgLCGTrl8doYCYyWsBHsztUwetTsJv2k4AHC2UPMh4OBnJ2dKEjzpXYWCjikQkZOBqbYJKo8PazJiz4QkM+eE0nnamrBrZlIr2YhNzQXiRFDXeiGes5Uh6ejqLFy8G4M033/zP6h00aBAbNmzAyMiI9evXM2DAgFJd7+ro6MiBAweoVq0aUVFRzJ07t8Dr/jp/l4oVzFAA3nYmrBsdwJpRTQhf0J0Zr9SgWSUHAKzNjDA2UhAan6nfeaaQpm+6cI/0bE2eZ5uze9bMc01sejaTN15h7O/naLvoMC2/OMiBYP3M6arOVqglCE1Ukar6b/etFQTh+SECazmyfPlyEhISqFSpEoMHD/5P6+7bt68hE9LWrVsJDg4u1fqcnZ0NAfXy5csFXvP76Qhux6az+8NWTOpanaZ+DgVedycujW1B0QxecYpfjoXl+aWv52nDicmtebuVL/0bePD3xShOhsTTtqojveq40a2Oe4Fl7rwSiw6ITVdzJSoZAGszY3IHyV9ZeuIp3rUgCC8CMTuinMjIyGDRokUATJ8+HaXyv/1fFxMTw1dffQVAp06dqFatWqnX6e/vD8CNGzeQJCnf0qJNYx8uN6rsbJXvfgCtTmLu9uucuBOPWgcP/nU+6G4KyBW42pmRlW3EzyciuPMgHYDwBd0BsDCWkZEj4WxlQmxa3mVARjJwsXk4C3hgQ3fWnbtHuX6+IgjCMxGBtZxYvnw58fHx+Pn5MXTo0P+07sjISDp06EB4eDi+vr6sW7euVGcHazQaUlJSDMPNaWlpZGZmYmGRd9ZtUdbwKuQy3O3MaefvSHKWmjNhyXnO64DmCw4aXq8Z0YjXftHPII6Iz8DLwYLFr9blix03eK99ZfxdrTh0M54edVyxNFESmZBJ3Yp2hvvn9a1DQ+8KnA5NYOzv51jUrw4WYrKSILxURGAtB8qyt3rr1i06dOjA3bt38fLyYu/evVSoUKHE69FqtfTp04cDBw7kS6eoVCoxN3/6iUBze9fkVkwqf52/my+w/tsvp8II/KQ9kg62BUWx82oMFyJTqGCupHd9D2QyGdXcbAF9UooKFnkTOMjlMk6HJfLnhWhMFUD/p262IAjllAis5cDChQt58OABvr6+vPbaa6VenyRJnD9/nh9//JG1a9eSnp5O1apV2b9/Px4eHqVS56pVq9i2bVueY2ZmZtjY2DBs2LACe6cqtRZJkjB7wv6nv50OZ96OG2RrCp9wZayAHC1cvZeGk5UpOp2EpYkR4fH6YeHETA1+U3eiA1ysjPl5eCO6LT2BDFj/VhMa+zxMMrEj6J6+fVqwMBG9VUF42YjlNs+5pUuX8t577wHw66+/MmzYsFKrKyIigm3btrFy5UqCgoIMxxs3bsy2bdtwcnIqlXozMjKoUqUK0dHRzJ07l7fffhtra+snLun54UgIbjamtKzswMS/LjO4UUXaV3fOd11yZg6fbbvGvaQMdMh4kJbDiBbezNj6cKs8F2sTZnSvTttqToZArdXquBSVTEU7c5p8fsCQQKK6iwUhsRlk//OXIweqOpuz84M2yGQy/r50j2mbLtO1piuLBtYtgZ+QIAjPg6LGG9FjfY4tX77cEFQ/+eSTEu+tqtVq/vzzTw4cOMChQ4cICwsznDMxMaF///6MGjWK1q1bl0hO4sJ8++23REdH4+3tzcSJEw1pDR/n8t0kEtKyuRadzPg/LgGwPzjOMOHoUbbmxgxq7MXIVadIzQZ/F0uSM/Iuh0nPykYml+Xp/SoUchp4VSBbo+WvsU25di+VOh429Pn2JI/uhW6kAFW2htux6VRxsaJnXXd61i14NrEgCC8+EVifUytWrODdd98FYMqUKXz22WclHtzmzZvH7NmzDa8VCgWNGjVi8ODBvPbaa6XyLPXfdDod33//PQCffvqpIahKksSpkAQaelfAWJl3olRkQgZDfwokTaXJc1xZyHyq5Ydvsz4wEgcrMzLVWdyISefN5mb0qOnCnusxqHXQqbozZkZytDoJxSMLWbM1Wo7diqetvxP1KlYgPCEdmUIGWol+9dxYOKAut2LSSMrIxt2u+Pu7CoLw4hGB9Tl09+5dxo4dC8DEiROZP39+qfQYcxPrN27cmFmzZtGiRQusrApetlJadu7cSVhYGDY2NgwaNMhw3GfqTsP3YfO7Gd6/WqvjVmwqJgqJtEfKaeJtx4TOBecV3nT+HrGp2SweWJfAsASuRCWzcNc14jMfPnPdFBTLpqBYQ87grwfVpVdddy5HpZCSpeZkSDwtKzvibW/JySltSchQ4++qHwqq5mZN1/8dRpLBn+80w8rUuMR+PoIglD8isD6HfvvtN7RaLfXr12fhwoWlNgybOxHJ09OTrl27lkodhcnJyWH+/PnMmzcPgNdee61IM39Vai2jf7tA7swASyXYWZnSu547lRwteX/dBbrXcqNTzYfb3G0d14J7SVn4OliQo9Gy+lThCftzn6OuOh5Gr7ruNPKuQDVXaywfyf3raG2Go7W+dypJUp4PAQ3n7ufm3G5F/TEIgvACEoH1OZQ7n+zChQv069ePUaNG0alTpxJfZuPp6Qnoe8j/pYsXLzJ8+HBDRqXevXvnS1sYvqB7gUkhrEyN+Ovtpry/7iJRySrSNZCepOLjzVf5ePNVAJIzs/MEVgsTJVVcrNBqdSSkZ6MEwzNSBfpnpN72FqSocnCxNSMhVcWkR3q/liaF/9wfnfonB3rWdeNuYiYg4Vmh4N1uBEF4sYmUhs+hjz/+mGnTpgGwefNmunfvjpeXF1OnTuXWrVslVo+Dgz4F4H8VWLOzs/n0009p1KgRly9fxt7ennXr1rFp0yZsbW3zXV9QT/3G/VS+O3SHAQ0KX/ZzIya9wOMKhZxGPvZUdX0Y8GTol8VYmSkZFODN/D61OfpxR5pVdiywjA1n73Ix8mHSf5kMTP7JY6gDgu+lYm1qhJutSMAvCC8rEVifQwqFgnnz5hEUFMR7772Hvb090dHRLFiwgKpVq1K5cmVGjx7N77//zr17956qjoyMDKZMmQKAn59fSTa/QGq1mjZt2jB37ly0Wi0DBgzg+vXrDBo0qFhD3U7WpigUcvo19KS6a8HPg2PTcth37b7h9YT1F+n81REA6njasWlsC0AfVP98OwBXa2Ou30vhq3236fL1cZp8fqDAcitN3cHkjZfps/wkN+6n0ufbEyRnqrnxyNCvkVKBjblRnglQgiC8XMQ61nIgOzubbdu28csvv7Bnzx60Wm2+a2rXro1OpzN8gX7T8Fq1alGlShXUajUpKSncu3eP06dPc+nSJTQaDTY2NgQGBlKlSpVSfQ/Hjx+nZcuWWFhYsGrVKvr3f/aURKuOhzBr+41Cz+cuvfH+eMfDdkxqjYe9JekqNRYmSv48f5cZW67w6ATjFn72rBndxPA6OSOHa/dTeG1lIBJgrtAPHyuURiwf2oAmfvZU+WQnvg4WbH63+RMTVgiCUD6JdawvkNw1pf379yc1NZVjx45x+PBhDh06xMWLF7G2ti5wB5gbN26we/fuQsv19PTkl19+KfWgCnDs2DEAOnfuXCJBFSBb+/jPhJsuRNK3fkV+eK0+b6+5gJmRjEM34xnWzBLLf/L39q/vyc/HQwl/kMGgxhX5pEcNjBT6gZwTd+IxM1ag00n4OFjS2NuOM+FJWJkqic3QQI4aSdJ/yLk2pwuZOVoiEjPxd3kxP+AJglA0IrCWM9bW1nTv3p3u3fW9seTkZEJDQ0lISEChUCCXy5HL5Wi1Wm7fvs3Vq1e5c+cOpqam2NraYm9vT/369WnatCleXl6lmvjhUcePHwegZcuWJVbm0AAvvCqY8/bvFws8fzdev5yoc01X1o1uxKAfzzJ/5zX61nc3JMaXy2VUrGBBWHwm77arZAiqWTlaRv5yBq0Eq98MYMiKU4Qn6sub06c2q0+GE5OSyYXIFJpWcsJIIcfGTI6NmUhhKAgvOzEULJQ6rVaLvb09KSkpnDt3jgYNGjzxnrPhCQz4/jTGChn1PG0AuH4/FVszJUcmt0cul+cZ4v03PwczDkxsZ3hdb+ZOkv7JQWhtBGlq+LS7P238nfG2tyBHq8PUSD8LSaXW8tavZzl1O4EcwNJIRrr64Z/J3g9a4uVgQUyKChdrU0yMFJSmDJUGrSRhLYK2IJSposYbMXlJKHUqlYrU1FRAv6/rk9xLymLA96cByNFKnAlP5kx4MmnZOu4m5+A7bRdLD9zk/faVaeabPzuUDOhay43DN+MMx1aNDDB8n6oGCZiz4wbtFh/hjV8CDUEV4Hp0CpbGCrwdzRnVrCIdq+fNkbz7agyJGTl42VuUelAF6PXtMSb/eanU6xEEoWSIwCqUOgsLC9555x0Ahg8fTnR0dKHXqrU6mn9xsNDzuRbvu8PXB25zLiwx3zkJOBXygNtxD5fd1Kloj51pwcPeb7X0yfO6vlcFhjT15taDTFadiqSJnz1ywMJIxuiWXjhamWD2HwTUXK42ZtT3tqOcDy4JwktDPGMtQVlZWSxbtozAwEBu3bpFaGgonp6edOvWjTFjxvwnk4SeV4sXL+bEiRMEBQUxdOhQ9u/fj0KRPzh9tOFSntd1PWz4651mrD97l+619ZuLV/pkl+F8TiGx5nxkKp/3qZPnWJKq4IvTstX5jin+2chdI8Fn228gAatHBdDQyz7ftaXtt1FNnnyRIAjPDfGMtYSkp6fTrFkzrly5UuB5CwsLNmzYQLduL2+6u5s3b9KgQQMyMjKYNWsWM2fOzHfN5bvJ9Pz2BAB96rrx1aB6AHyw9hxbLsdiqtAndCiqR/MMN5izl4TM/EF0+/gW1HS3yXd85+V7RCVmotHBusAINr/bHAcrkWhfEF5WRY03IrCWkNOnT9O0aVMAhgwZgp+fHyYmJuzbt48jR/5JTlCnDhcvXvzPZuI+j3777Tdef/115HI5Bw8epHXr1k+8R5IkWi7YT1RKDhVtTWhW2ZE/zkYVuc7c9axvrznH7qux+c4f+LAVfs6Fbz6QlJENyLCzEMn1BeFlJtax/se8vb2xs7MjKSmJtWvXFnhNkyZNXuqgCjBs2DAOHDjA6tWrGTJkCDdv3sTS0vKx98hkMja+24KopCxquttgrJDTtZYrS/ffIk2l4WZchuFaI4UMPwdzbsRm5Cvn+9caFjiT2KPC49MP2lk8eX/YJ7mbmImJUo6TtekzlyUIwvNNBNYS4uLiwvnz5xkxYgSnTp3CxcUFV1dXXF1dcXNzw9XVtcQSI5R306dPZ/Xq1URHRxMfH//EwArgbG2Gs7UZ24KiOXgjlq41nAnwtedBWjYfdKjMO2svIQOGNKpIeHwaD9JUVLAwwVjx+Pl5DbxsC53Zm6bSDxtbmRa+zCUjW0OWWouDZeHB91RIAkdvx1HDzYYetd2e+F4FQSjfRGAtQT4+Phw+fLjAXVmEh/766y8AmjVrhre3d7HuvROXTiVHC4LuJvPtkTAAHqRlc+ij1rRdfITVpyMM156f0faJ5f1ewMSguDQVA5efxNHKmPHtK1PVxZp5O28woKEHSrk+yPs66j8M7LkWQ886hQfLxIwc3v/jAnFpOTT1tcPR0pgAX4divWdBEMoXEVhLgQiqhZMkiZUrVwIwatSoYt//YceHM6ttzY05FZLAwoF1mPxn3pSOgxsWvPvNtVkdqTFrHwDDmlTMs341PD4DzwrmDPvxFOFJWYQnZRGdksWS/be5Ep1KXU8bzI0VnAtPYnhzH6xMjehY3Rl5Af+/07LU3IpLp5abNdlq/WyrM6FJLD8UwvydwQxr6k2/Bp7Ffv+CIDz/RGAV/lNHjhwhJCQEKysrBgwYUKx7Qx6k036xfiJYy0r2HLuTgKkCbsems7B/LRrOe7j+tX/DgoOWhakxRye24q01F7genUpGthoLEyO+2nuDrw+GAOBnb4Yc6FbLha/33yYmNQcJMFbKaeRtjwwdWp1+zp+VqRG/nAjD2cqEjtWdMVLqA/X2y9FsOBfFgAYejGnly6K9t7E2UWBmLOd8ZAbnwpNEYBWEF5QIrC+42NhYjh07xvHjxzl+/Dg6nY7p06fTt2/fMmlPbm918ODBRXq2mkunk3j1+5OG12dCEgD90pvBP56hUcW8y2WikjJp4P0wK9Oyg3f4Zv9NcnR5y311xWmWDqrHN/8EVYCQBH1O4P+9Wo86s3aRO21++pZryIE7n3dFLn/47PbQzThOhcRjb2HC6Wkd9O8vwItBjSui00lcu59Kn/oerDsTgUqj4/dRlanjaVvk9y4IQvkiAms5FhISwowZM0hOTiYnJwe1Wo1arTZ8n5KSQnh4eL77BgwYwOrVq3nttdf+0/YmJiYanq+OHj26WPfK5TKyNfqoWMfdigoWJhy6FW84fzYyJc/11dzyBlorU0W+oGqqhF513Xnn9/MUtOasyvRd+Y7pgOCYNGo8Un5dDxsuRSZRxTnvBwWZTMb+G7EE3U3indZ+NK/khI+jOc7WYi2sILzIxDrWcmzixIksXrz4sdfIZDJq1qxJy5Ytad68Obt27WLNmjUYGxtz+/ZtKlas+J+0NS0tjcWLFzN79uynXs+77dI9krJyeL2pD3GpKrYH3aOBVwX8Xa2ZvimIPy8+3Nw8eE7nfPuiFpa0v1N1RyxNjAiJSyfoXmqh9ZsoYFbP6gwO0Nefnq1BJpPh42BR6D33kjKJSsoiwPe/z9gkCELJEutYXwKxsQ+THfTo0YN69epRs2ZNzM3NMTY2xtTUlEqVKvHpp5+yc+dOAgMDcXLSJ5TPyclh7ty5rFixosTb9eDBA06ePElQUBBBQUFcunSJ0NBQw/lRo0Y91QSvV+q6A/p8whYmSt5s6Wc491nfOobA2tjLtsDNxhVy0OryHWbv9QeG7+f2rslPx0OJiM+kgpmC+KyHaZ5cbc25Gp2OTqfjyr0Ubsak0bueGzqdhFyufz8P0rK5EZNKy8qOALjbmeNu9/h1soIgvFhEYC3Hateubfh++/btbN++HaVSSZUqVahRowb+/v5069aNjAx9soR/DwsXZaeZ4kpISMDPz4+0tLR859zd3WnZsiUjRox4pjq+2nuLX06E4u1oyaROVWlXzRmAT3tUY+2ZCOp55d/xBiDk8+6GpVBqjZbK0/NvAn8uLJ4t7zRj08V7zN4enOdceEImEQmRDGzoSYCvPc38HDA1khs+JFy9l8yMLVd5vZn3M70/QRDKNxFYy7GJEyfSqFEj1q5dy9WrV7l69SppaWlcv36d69evAyCXy3Fzc2PJkiWYmJgQGxuLUqnE29vbkIKxJAUFBZGWloalpSV9+/alTp06hi8Hh5JZv7n8iH6i0e2YNK7fT6VdNWcepGXTsZozDb3s8HxMJqXcIJg7e/fftgTFsCWo8A8cEtD/uxOcmNoeJ6u8WZTi0rKxtzAmISOnmO9IEIQXiQis5ZhMJqNNmza0adMG0K8RjYqK4urVq1y7do2rV69ibW3N/PnzsbAo/DlgSYqI0CdoaNasGatXry6VOmb0qMaa0xH89EZDfBz1OX49K5ij1uqoaF/09xm+QN+D9Zm6s1j1q3Vg/U82pkeTgbTzdybobhJHbsbxelNvQh9kUNnJ0jBMLAjCy0EE1heITCbD09MTT09PunbtWiZtyA2sXl5epVbHmy18ebOFb77jRk9IX1iQR+fu+TqYERqfRU03S65Gpxd6T1VnS5QyGQeCY7kTl86wpl6YGyvR6iS+PqDvTV+/l8zo3y7w8/BGBe6cIwjCi0sEVqFEPW1gXbL/Fkv236aWuw2Tu1Q1TP4pbZ/vCsbcWMHkzlU4ciseB0tTGnlX4OfhAcSkqvC2N+fXU+F8ufe24Z6oxAzCEtIZufocAO62ZvSo44ZcBnZmShytTPB1smJaN38RVAXhJSQCq1Ciniaw+k3bYZite+VeCsN+CgTg7dZ+fNzVv8Tb+KgLEclk5miZvzOY7H8mAAeGJ6HR6bh6L5UT/ySi6FrTmfCETP5+twXx6dm42prRuYYTViZKZDK4Fp1CZSdLDk5si7FChrmJki41XUu17YIgPJ9EYBVKjFarNWz07ufn94SrH7mvgCUwAGvPRJR6YP3r7WbcjEnl+J145u28YTj+w9GwPNfFpapISM/BSCnH1Vaf4GFB3zpEJ2fy7aEQKjmZsylbh7FCTvNK9rSo4pQnD7EgCC8PEVhfQJmZmQQGBpKSkkJGRgbp6ek4OzvTo0cPFIrS+8c+MDCQ+Ph4bGxsaNiw4TOXp5Mkgu4m421vRp05+1HK4M787kW+/0xoAiqNjtZV9MPKS/bd5G6SisUD6xiukctlVHOzoZqbDdVdrPnpRCgHb+ozOlUwU5CRo6NFFQcaelWgRaW8SR5szY2YvS2M2FQVZ8MSyFJrkAEnQuJpUcXpmd+/IAjlkwisL5DQ0FC+++47fvrpJ5KSkvKdf/fdd1m6dGmp7b6zY4c+s1GXLl0wMip8D9N/C/28G/uuxzB/1w0qWBjTxNeeN5p64WBlyvnwBELjMwHQSPDR+ossfrXeE8vU6iSSs9To/kmW/9rK05wMSaBrDZdC71l1KtwQVAHWv9WMmX9fo6KtGd1ruVHRXr+MZ+P5uyw9eJs/xjTlVGg8fep5kKbS0MrNAT9nazo/pg5BEF58IrC+AHJychgxYgTr1q0zzHJ1c3OjYsWKWFpaYmJiws6dO/n2229xdHRkxowZpRJcjx8/DsCZM2dYvnw5b7zxRpGW+cjlMjrXdKVzAc8ka3rYYvLImlMz47w97rd+O8eea7GMa+PLxC7VDMeXH7rJ2YhkfnitEQC967qRlpXDkAB9CsfYlCyszIwwN1ZyJy6d8Ph05verRdYflzh+J4FG3rZUdrFm7Zj8a30VMhljWvliZqTk+JT2KOUy3mnth7FSka99giC8fESu4BfA2rVrGTp0KACdO3dm3LhxdO3aNc+w71dffcWECRMAePPNN1m+fDkmJiYl2o5ff/2V9957j5QUfUJ8Ozs73nrrLcaNG4e7u/tTl5uRreF0aDz1Pe2ws8zb5tz8v5bGCq7O6QLAH2cj+HjjVQB+Ht6Qdv76zEyxKSqQdHy1/zaHbz3AxdqULeNacPx2PCEP0ohMzKRXXXdquNmgEGtPBUH4l6LGGxFYXwDdu3dn586dTJ8+nc8++6zQ65YtW8b777+PTqfDwsKCtm3b0qlTJzp16kSVKlVKpBebnp7OqlWrWLJkCSEh+jWdcrmcli1b0rt3b3r37o23t3eRylq0+wZrToejk2B6j+p4VjCnmV/+7E2bL96lqa89Ljb6odrbMSl0XKLvPSuAc592xM7CmK/23eTrA3cAMJJDYx975vSqgU6CsPgMfjkeRlq2muHNfOhSyxVLEzGgIwjCQyKwviTi4+NxcXFBq9USHByMv//jZ9Hu2rWLUaNGER0dned41apV2bNnT4kldtBqtWzbto3//e9/HDt2LM+5unXr0qdPHwYOHPjY9r7yzTHi0lTUcrdhfIcq1PGwfWyd9ebsJSlTTXVXK67fz5urOGx+N9p+eZjwhEzDsfoVrfnx9cZ8vjMYa1Mj3mtfmRyNjvVnI3mtqTcVLIyL/8YFQXhhicD6kjh79iyNGzfG2dm5yEn1dTodly9fZu/evezdu5ejR4+iVqv57bffSmWP1vDwcLZs2cKWLVs4duwYOt3D9TW9evVi2rRpNG7c+JnqSM/WUHPmnkLPh37elTqz95KWrc1z3N3GlG8G18VIqaDWP8kcSmtylyAI5VtR403xc8AJz5XcZ5fx8fFoNJoi3SOXy6lbty6TJ09m//791KmjX37yrEtxkpOT+eqrr+jbty+VK1ema9euzJ49m5s3b/LGG29w+PBhYmNj+fnnn+nWrRsymYytW7cSEBBAhw4dOHDgAE/7Oc/CWEEDL1sGNPDId66ykwXzd93IF1QB4tNVrDoZQW0PW2Qy2VMH1e8P3+FAcOyTLxQE4YUneqzlnE6nw9TUFLVaTURERLE3Lt+9ezddu3bFyMiImzdv4uPj89RtefPNN/nll18KPe/v70+TJk1o0qQJ7dq1Q6PR8MUXX/D7778bPhQ0btyYqVOn0rNnT+Ty4n3uuxOXTs+lR8hUF6/dFcyVrH6zCbU8ni79oFYnUemTndiYKDgypT02ZkVfaiQIQvkhNjov55KSkjh8+DD79+/nyJEjWFhY0LlzZ7p06ULjxo2RJIno6GiCgoJQKpWo1WoiIyOLFViDg4MZN24cAOPHj3+moKpWq9m0aRMAH3/8Me3ateP27ducOnWK06dPc+fOHW7cuMGNGzdYtWoVADVq1KBPnz5s3ryZ3bt389NPPxEYGEifPn2oWLEiAQEBNGzYkAYNGlC/fn3s7OwKrX/dmQimbr5apLZaGMnxtDfDytSY8+FJ2JgpuXIvhVoeNmRrtITEpaOUy6jikvcPR5IkVGpdniU1kiRxPiKR9lWdSMnK5lp0MpUdLZm+5RrTe1TDs8J/s6uQIAjPD9FjfY6EhYXx66+/smPHDs6fP5/nWeSjzMzMUKlUeYZNXVxcuHDhAq6uBeen1Wq1nD59mrCwMOLj44mMjOS7775DpVLh5ubGtWvXsLW1feq2Z2RkYGlpCeiHpe3t82Ypio+P58yZM5w+fZoTJ05w7NixPEPXFStWpFOnTmRmZrJ9+3ZSU1Pz1eHn50fDhg2ZMGFCnmeyr3xzmCvRGcVu84kp7fjmwC2qOFsysqUf24PuMX7dJcyMoGddD+b1roXinx1zVGotM/++SrZax5JBDxNUzPr7Kg/SVGRk6+hQ3ZlXarsx5MfT3IxNZfHAuvSq+/TLjARBeL6IHms58ueff7J8+XIOHz6c57i/vz8dOnSgXbt2pKSksHv3bvbu3WvIqmRkZISHhwc9e/Zk5syZ+Xp0Go2GI0eO8Ndff7Fp0ybi4uLy1d2lSxd+/vnnZwqqAMbGxpiZmZGVlcX9+/fzBVYHBwe6d+9O9+76lIRJSUns2LHD0FuNjIxk5cqVANjb2/POO+/g6enJhQsXOH/+PGFhYYSEhBASEkJ8fDz79+83lP00QRXAWCnni/51OHEnnqv3kolNVSGX6XMXJ6VnExyTyoJdNzgTmkjfBm7svRaDq03eTdQndqrK+YgkWlZ2MAxd/zy8EfuCY+hZx+2p2iUIQvkmeqxl7NSpUzRr1gzQz0bt0KEDQ4YMoWPHjgUmVdBoNNy5cwc7OzscHR0LfA4pSRKzZs3i22+/JSEhwXC8QoUK1KtXD0dHRxwcHGjSpAlDhgwpkVmwq1evZvjw4Tg7OxMZGYmxcdGXqmRlZbF37142b97Mtm3bSExMBKBevXp8//33NG7cmISEBGbPns3SpUvp168ff/31l+H+lCw1N+6ncCEiiS/23CpSnUZyGXs+bIWPgwWDVpwmIiGdmNScQq9vWNGGyMRMvB0s2PB28yK/N0EQXhyix1pOVKhQwfD9zZs3qVy58mOvVyqVT1yrun//fubMmQPoe4p9+vShf//+tG3btsAcvhkZGRgbGxcrv++j/v77b8aMGQPA22+/XaygCvqh7V69etGrVy80Gg0///wzH3/8MRcvXqRVq1ZcvnyZKlWqGGYt//tZsI2ZETdi0vnj3N0i16nWSYxcFcihSe2Y16cmHf531HBuSCNP9l6PIT7j4Syo/w2si42FMTZmYm2rIAiPJ5bblLEqVarg5KTfCaWgodqn8ccffwAwfPhw7t+/z4oVK+jUqVOewHn06FEGDhyIl5cXlpaWGBsb06JFizw93CcJDw+nf//+9OrVi5ycHPr06cMnn3zyTG1XKpWMGTOGGzdu0LBhQ7Kzs/n5558B/TNoyB9YAQY29KCyk1Wx6gpLyKLXsuPcjk3npzfq062mM+tGB/B5v9qc+7QT4Qu683GXKrjZmPLqitNEJmY+9XIgQRBeHiKwlrGkpCQ8PT0BfbArCVev6mfH9ujRA6Uy/6DEyZMn6dSpE3/++SeRkZGG4ydOnKB3796oVKrHlq9SqZg5cybVqlVj48aNKBQK3nvvPf7444+n7vX+2/79+wkKCgIgOzsbeHxg/eFICIFhiWx5txldajzcss3X3uyx9YTGpfHO7xcYufoCLas4YmasoMfSYwz4/iQAi/fewtRITlUXK+SAiKuCIDyJCKxlQK1W8/fff9OvXz9cXV05f/48QIEzYZ/GgwcPAJg6dSr79u3Lcy42NpbevXuTnZ1Nly5dOHDgAImJiZw/fx4bGxuOHz/O2LFjCy07Pj6eDh06MGfOHFQqFW3btuXixYt8/fXXxR4CLogkSSxYsIChQ4eiVqsZMGAA8+fP58GDB9y6pX9+6uvrm+eeJftvseTAHVJVGnp/e5Ld1+K4Pa8rez9oiZ+TFblPkIc0zp88Ii1HRwUL/YeBmVuv8tav5wmPz+B2bCojfjmNpamSinZmrHozgBrutshFcn5BeGnl/tv6JCKw/scWLlyIm5sbvXr1YtOmTeTk5FC3bl3+97//MXPmzBKpY9myZbi4uHD79m06derEoEGDDEO8e/bs4cGDB1SpUoW//vqLdu3aYWdnR/369Q0TgtasWUNWVla+crOysmjZsiUnTpzAxsaGDRs2cODAAWrVqlUi7QaYMmUKU6dOBWDChAn88ccfmJqaMn/+fFQqFQ0aNKBKlSqG6yVJYv3ZyHzlyGUyQuMzaV7ZntZVHPhuaH2mdqvOqBY+dK+Zd79UrwoWhC/ozuRO1ehQzYlXG3ribmuOr4MVtmbGOFqbltj7EwSh/ElOTmbatGnUrl27aDdI5VxKSooESCkpKWXdlCfS6XSSpaWlBEiA1LFjRykoKKhU6kpOTpbee+89SS6XS4DUrl07SavVSqtWrZIAydvbO9/PTKfTSS4uLhIgHT16NF+ZcXFxhrbv3bu32G2KT1VJt2NTCz2/ZMkSQ/lLliwxHI+MjJRMTEwkQNqzZ0+ee8IepEsdvzwoeU3ZLnlN2S7Vnrlbmrv9muG8WqPNV8+lyCTD9V5Ttkubz0cZziVn5Eg6na7Y700QhBeTTqeTmjRpYvi3qSjxRgTW/9ju3bsNwUsul0tTp06VVCpVqdUXGBgomZubG4JVYmKi5OnpKQFSrVq1pLCwsDzX9+rVSwKkRYsWFVhe27ZtJUD67LPPitWO0AdphkC2cFdwnnM6nU5atWqVJJPJJEBasGBBnvOjRo2SAKl169YFBr2sHI10KiReik7ONJTX5PO90itfH5FeW3laSs7IyXdPTEqm5DVlu1R52nYpLSu7WO9FEISXx86dOyVAsrCwkNauXSsC6/MqISFBGjJkiOHTT82aNaWLFy+WWn3Lly+XAMnExES6deuWdP78eUNwd3BwyNM7XbBggQRIAwYMKLCsR3u82dlFD0iRCRmGwDrilzOG4yEhIVK3bt0MP4t33nnHEDxTUlKkr776SlIoFBIgnThxotDyt1+6J1X5ZKd0IDhGGrj8aJ4eacf/HZJeX3laSs/KG2BzNNoCe7RbL92TwuPTC6znr3ORkteU7dL0TZeL/N5zfX3gpjRxwyXpjzMRxb5XEISy0apVKwmQJkyYUOR4IxJElKFNmzbx9ttv8+DBA2xsbDh58iTVq1cv8XokSaJz587s27ePPn36sGnTJqKioujVqxcXLlzAysqKu3fvYmNjw549e+jSpQtVq1blxo0b+crKyMjAz8+P2NjYJ26s/m9ZORq0OglLUyOioqJYtWoV8+bNQ6VSYWRkxJQpU5g5cyaRkZEsXbqUn376ibQ0/b6q/04K8ajQB+n0+vYEaaon7+7Tq44r9SraMbz5w5nFp0MTqOxkib2lCV2XHCE4Jp3WlSvwduvKNK3kwJ24NH47Fc70btWpNnMPGp2EtYmC/R+15pt9tzA3M2JiJ3+MlfmnLGRrtCzac4NTd+K5dj8dgKY+trzWxJtWVZywKiRhv1ar40p0Co6WJrjbmRd4jSAIpevkyZM0b94cIyMjwsLCsLKyEtvGPat9+/bRpUsXfH196dChA8HBwSVaft++fbl27RpNmzYlJSWF7t27l9ha1kfJZDKWLFmCXC5n8+bNHD16FA8PD44dO4afnx9paWls2bIFwDDztrCcwxYWFsyfPx8nJyfmzp3Lxo0bi9SGpKQkdu/YxscTP8Tf3x9PT08+/fRTVCoV7dq1IygoiI4dOzJgwAAqVarEkiVLSEtLw9/fn++//541a9YUWK4kSUxYfzFPUH3c5ne7r8Xw7aE7hvWoD9Ky2XrpHp/vDGbtmQiCY/TB73RoImPXnKPqJzv5+8JdVp+KpPKnu6loZ4KFElKztbRddJAdV+9TycGMHK0+r/PUTZcZ9/sFMnP07dHqJPwcLHCwNqVTNSe+frU2k7pUY39wHPN3BbPlQhS/nQwjOjkzTzuztTrUGi3JWcXcqkcQhBKzaNEiAAYOHFhgJrzCiMxLhdixYwc9evQwvA4LC6Nhw4YcPHiQgICAEqvH0dGRrVu30qRJE0JDQ+nVqxcHDx7EzOzx6y+Lq3r16owePZoffviBiRMncvr0aczNzRk4cCDz589nzJgxbN++nWPHjgHQtWvXQssaPnw4Z86c4YcffmDQoEFMmDCBBg0aULt2bSpVqoRSqUSlUnHixAkOHDjA/v37820qIJfLadCgAe+++y4AQ4cO5eLFi4bznTt35oMPPqBTp06Fbh+n1uoYt+Ysl6L0y5TcrI2JTs1BCziYK5DL5MT9kz2pqrMl2RodMalZVHayNKRxjE7OxMpESYsaDhy7/QBHCyXpKg3vtvVl2eFQvO3NcLB++P8iOkmF6p+3oVKDTtJiZWqMpYn+T8nTzhxFBVD8syzH3FjJ4ABvBgd4G8rI1mh5r30lEtLV7Lhyj0t3U2hRxTHPezM3VtLIx6HQ/weCIJS+2Fj9Hsvr16/H19eX8ePHF+k+MRRciP3799OxY0cAtm3bxqJFizh69Chdu3Zl586dJVZPrhs3btC0aVOSk5Pp168fP/30EzY2T7c/aGFiY2OpVKkS6enpbNmyhV69eqFSqRgyZAibN282XGdpaUlQUFC+9aKP0mq1DB8+PF9P0sTEhEqVKhESEpIv0YS/vz/t27enQ4cO1KxZk3Xr1rF8+XJiYmIAfWrD119/nffeew9/f3/qztmHQi7j4oxO+er3/nhHvmOv1HLh6O0HpKgebmje2NuWvvU86F7HjX3XY1mwK5h+9T2Y0rUaOp2+t3v+bjL1PGzZFxyLsQJSVDpkwMkpbbC3NMXYSMHSAzfxc7SiupsVg384ha2ZEWvfasbBG3F0qeGKhak+sEqShCRRrPWuORpdgcPIgiCUrejoaMaOHcvWrVsBqFy5Mrdv3y77oeDs7Gzq1q2LTCbj0qVLec7JZLJ8X99//31pN6lI2rVrZ9iabMmSJbRq1QqAXbt2GZ77lSR/f382bdqEUqlk48aN+Pr68uWXXxa4nvRpOTs7G3qIy5YtA8DU1JQ///yTzZs38/XXXxuevz4uqAIoFApWrVrFL7/8wqhRowgICMDCwoLs7GyuXbtm2I7u9ddfZ/Xq1URFRREcHMxbb73F9u3bqVmzJjNmzCAmJgY3Nzc+//xz7t69y/fff0/16tWZuukyqSoNSZlq1FoddWbupvqnDz/Q1HlkU3Ife3PMjGQ425jlCaoAiRlq1DoJC2MlEzYEUdfTjpru1mw4e5c0lYb0HC0ySSJLrWVkcy/UWv3nTAlo+sVhhq48xdjfzrIzKJr6XnZ4O1hx6pNO7JrQFjsLE/o18DQEVdD/Thc3iYQIqoLwfHJzc2Pz5s38+eefODs7c/v27SLdV+o91vfff5/bt2+za9cuLl68SN26dR9WLpPxyy+/0KVLF8MxGxubYg2DlubkpcuXL9OwYUPU6ofPudq1a8f+/ftLZEeYguzbt4/333/f8Dy3du3anDp1CnPzkpnAEh4ejp+fHzqdjuvXr1OtWrUSKRdAp9MRFhbGzZs38fX1xdvbm+DgYIKCgggKCiIwMJCTJ08arm/UqBEffvgh/fv3z5cKMS0rh5ZfHCJZpWFK58p8sefhL7SzlQkb3m6KtakR4Qnp1Kv4cCODIzdjGfXrObrWcMHB0pS0bA0DGnrS2KcCE9ZfJCIhkwX9ajNl42XGt61EEz8HTI3kyGQyNpy7yyebLqMueBtcFEDIgu5ka7TUmbmbR2O4tYmcNaOaUMXFGlOjxz3lFQShPEpKSsLBwQGdTle2u9vs2rWLvXv3snHjRnbt2lXgNba2tri4uBR4rqzVrl2bnTt3snjxYu7fv0+XLl2YNm1aqQVVgI4dO3L58mV+++03Jk+ezOXLl/n444/55ptvSqR8b29vXnnlFbZu3coPP/zAkiVLnrnM5ORkQkNDCQsL486dO1y5coWgoCBu3LiRZzNz0D9b7devHx988AFNmzYt9Ge5aO9Nkv+ZkPTFntuYKaGykyWXo9OJTcum/ZeHaevvxNXoFL4eVJ96FW0xUshpXdWZ2/O6F1hmJWcrrt9P43RoAl725uwLjqVtNWfD+X71PbAwUuBRwYxe356kkr0JdxKyH2m7/r8hcen8q2NMaraOMb+e5/0OlantaUsNN32POiNbg7mxolR/ZwRB0D+GuXTpEvfu3cPBwcHwZWNjUyJ/f1lZWXnmiTxOqfVYY2NjadCgAVu2bMHBwQEfH58Ce6zu7u6oVCp8fHwYOXIkY8aMKXSySkHK83KbJ9m9e7dhEtG+ffvo0KFDiZS7bNkyxo8fT8+ePQ3PDp7GF198wRdffGHYeL0gdnZ21KlThzp16lC9Zi3O57iSqrRj3Zimjy27oGeoBTFVwvh2VWjsa08j7wpPvD74firVXJ/8e1Jz5h5szYxYOqQe6So1s7ddp52/I9O61wCg5RcH0Okketf3YPP5u2TkaHCzNad5JQdi07JZOrg+58IT2HzhHhUsTRjV0hebQpbWCILw9G7cuMG6detYt25dgUO1SqUSe3v7PMG2oK/cfaodHBwwNzfPF4zfeOMNfv31V4Cy6bFKksTw4cN5++23adiwIeHh4QVe99lnn9G+fXvMzMw4cOAAH330EfHx8UyfPr3QsrOzsw27nUDJJa5/HnXp0oV33nmH7777jhEjRnDlyhVsbW1LrPxn+UwVHx/PzJkzDf8vnJyc8PHxwdfXlxo1ahiCqYeHh+EXNDkzh40/nKahq+VT12tprODt1r58uU//B2SkkNPYx56GXnaF3pOt0XL1XgoNvCow+a8g0lVqPursT/darvn+eHQ6iYjETN5s7k2OVke9ivpy93/klOe6Y1PaG77/oEMVgu4m4WJjhr2FCaZG+g+GlZysCPC1x87CiMwcDSZKuRgmFoQSEBUVxR9//MHatWvzrCYwMzOjWrVqJCYmEh8fT3p6OhqNhtjYWMMM36IwMTHB2NjYMPdHLpc/tgPxb8UKrLNmzWL27NmPvebs2bOcPHmS1NRUQzL1wjwaQHN7snPmzHlsYJ0/f/4T2/AiWbRoEfv37+f27duMGzeu0PWcxVGvXj0ATp06RVJSEnZ2hQelwvz4449kZ2fToEEDjhw5goWFxRPvqTtHv9POvD41kSSJ+Tuv421vzpAmebeBW3sqtNAyLExkrDkTiZmRgtqeNkzsWIVKjyyfybX/egyxqVmcCU3iZGg8o1v64udoyf3kLFRqDfN3XKeKkyVVXPJ+6lx9Khx7C2Nu3E/FydqkSD8LI4Wcht72+Y7bmhvTs647SRnZrAu8y2tNvURgFYRncObMGRYuXMjmzZsNHQOlUkmnTp0YMmQIPXv2xMrq4b7MKpWKhIQE4uPjiY+P58GDB4bvC/p68OABOTk5+TpwuT744IMiPT4r1lBwbuWP4+3tzaBBg9i2bVuef+y0Wi0KhYKhQ4eyevXqAu89ceIELVq0ICYmBmdn5wKvKajH6unp+UIOBec6c+YMzZs3R6vVMnfu3Gd+zqtSqahatSqRkZG0bt2aPXv2YGJStCACoNFo8PHxISoqitWrV/P6668X6b7w+Ax2X4vhrVa++Ex9OMP32yH16F7bDYD49Gwazt1faBlyQAdYmSgInNaesxGJzNtxgz0ftuZmTBqmRnK87C24cT8VY4Wcw7fi+PvSPZr62ROTms2sV2qw+UIk+288wNvekrl98u7Mo9bqyMzR8vmOayRl5DCrZy3c7Ep2TbEgCEWn0+nYtWsXCxcuzLNndcuWLRkyZAj9+/fHwaFk1nxLkkRGRgbx8fGo1ep/ls/pv4yMjHBwcMDW1rZkh4Jzx5+f5JtvvmHu3LmG19HR0XTu3Jn169c/NrnCxYsXMTU1fexwp4mJSbGCwIsgICCA+fPnM3nyZKZPn05qaioLFix46uBqamrKtm3baNGiBUeOHGHkyJH89ttvRS5vy5YtREVF4eTkxKuvvlrgNe/+fo4dVx4Ovawf04QAX3vebu0H6GfY5s7/efTZqK2ZEVYmcjJzdGgL+MinA5Qy/UQjpVKBqZGSxQPqoNNJDPzhFClZasIXdMf/n+eovk6W9KzrTlyqivD4DGzMjRneohLtq7uh1eWvwEghx8ZMjpFSgbGRkvupWXxz6DbzetcyJH0QBKH06XQ61qxZw8KFC7l27RoARkZGDB06lIkTJ1KjRo0Sr1Mmk2FpaYmlZcGPq4r66LFUnrFWrFgxz+vcRvr5+eHhod9setu2bcTExNC0aVPMzMw4dOgQn3zyCWPGjHnpAmdRTJo0CYVCwUcffcTChQtJSkpiwYIFVKjw5Ak7BalduzZ//fUXnTt35tChQ1y+fJk6deoU6d6ffvoJgFGjRhX6/+rRoArw6orThM3vZgjetz7vhgwp30Q1pULOldld2XAuksl/XSmw7MbeFZjZswYymYzGPvaEP0in65LDpGSp+XpQXUD/yfO7wyH4OFjQpqoT1d1sqO72cO2rZ4XHL1/6pFt1rkWn0O+7Uyjl4GlnxrttKz/2HkEQSkZqaiqvvfYa27ZtA8DKyoq33nqL999/3xBDnmdltjLdyMiI5cuX07RpU2rXrs3XX3/NnDlzWLx4cVk16bkiSRKRkZFs2LCBBQsWEBcXx4QJE1ixYgUymYwff/wRV1dXBg0axL59+4o8DfxRnTp1olmzZkRHR/P7778X6Z7o6Gj27t0LwIgRIwq9bvd7LbEzzfvr9eYvZw3fK+Syx87+nrHlqv66R47JgeZ+drTyd+R2nD6n7+c7r9Nm8RFuxulz7bb3108ySkjP4VTIA349Fc6FyKJPOshlZqygoXcF1o8JoEtNF8a2qVTsMgRBKLqMjAyuXLnCjBkzqFatGtu2bcPExMSQPGbRokXlIqjCf5Qr2NvbO98M1C5duuRJDCHo/fXXX6xdu5bTp09z//59w/E7d+6wcuVKRo8ejbOzMzNmzCAoKIj169ezfv16vLy8WLt2Lc2aNStWfTVr1uTkyZMoFEWbVLN27Vp0Oh3NmjWjUqXCg42/mzUXZ3XNs2zm0K0HTyxfrdVR+RP9mueetV3oWdeN0b9ewEghI0crcSIkCTOlkjeb6zNDrTgaZrj361drczkqhbWBEXSp6cqiAXXJ0erwfGR3mPMRiVyKTGZQ44pYmDz51z/A14EAX5GzVxCehSRJxMfHExkZSURERJ6v3GMJCQl57vH09GTjxo00atSojFr99EQS/ufI9u3bGTBggOG1UqmkUqVK3Lhxg23btqHT6ZDL5fTs2ZOePXty4cIFfv75Z9asWUNERATr168vVmDNyckxrGMtyn2SJBkmnvn7+3Ps2DFsbW0NX5aW+WfnBs/pRLUZew2vNVodSkXhPdVbsQ/TRZ4MSeDvy/o8wqZKOUqZlkwNeDuaY6yUE5uiwtnKmJQsNV/2r0OPuu5sPB+Fh60ZlsYKXGzyTzq6n6zi+J14BjQsH598BaE80mg0bN++nV9//ZXg4GAiIyPJzMx84n02NjY0btyYkSNH0qtXL0xNTf+D1pY8kYT/OaBWq1mzZg2TJk0iISGBwYMHM3bsWOrXr49SqcTR0ZHU1FROnTpFkyZN8t0/ZswYfvzxR2bPns2MGTOeWJ8kSaSnp7Ns2TKmTZuGq6srERER+dIK/ltiYiL29vmXleSSy+WGINu+fXs++eQTvLy8AFi0Jxh/ZyteqVtwQHv9pzOotTpWvdmYU3cSOHIrjpQsNYGh8USl5ABwdFIbgu+n0rmmfku7mzFp3IpJpa2/M5ameT8jHr4RR3JmDgF+9rg+EmCzNVpUap0hWcP8ncH8cDSUr16tQ596ItgKwrP6/fffmTJlCvfu3ct3ztXVFS8vLypWrIiXl1eer4oVK5b4xiMlrajxRvRYy9i9e/do06YNd+7cAfRrTH/++ec8n9S6dOnChg0b2L17d4GBNXd3mKKkhvz4449ZunRpnk+Pb7311hODKuizKM2aNYsTJ06QnJyc50utVqPT6UhMTCQxMZHQ0FBWrVrFmDFjmDZtGpM6589JHHQ3mcTMHCyMFRy9rV/G1WHxEbzszelQzYlmfo5M7lKNd9acJ+RBGmvPRPJxt4flzNp6hboV7Xilbv59El1tzFBptNibG+c5bqJUYKJ8OOxta2aEkUKGWwG9W0EQik6j0TB58mS++uorQL8l5ogRI+jUqRNeXl54enq+NBNTRWAtY4GBgdy5cwdLS0tmzpzJO++8k2/4I3dTgsIGF3IDa0REBGFhYXh7e+cZkpUkCa1WS05ODgsXLjSUY21tTb9+/Zg0aVKR2iqTyZg5c2a+45IkoVKpDEE2IiKCL7/8kgMHDvDtt9/y008/MXbsWKZMmYKT08MMRj8dD8XP0Yqv9t8yHDNRygmLz2DWtmCcrO4wr3dtNrzdlAW7ghnc2DNPvf6uNkQkZpKVo0Up1/c+BzaqiL+rNVVdrajqapXn+uO3H3A2PIGmvo7UrWhLqy8OEZeezTeD6hLgW3hPXBCEx0tISGDQoEHs369fgz59+nSmT5/+0gTSfxNDwWXs4MGDtG/fnmrVqnH9+vUCr6lVqxZXr17l77//5pVXXsl3vk6dOly+fNnw2sLCAiMjI3JyclCr1Xl25wH9WuD79+8/Vcalf9NoNJw/f56DBw9y4MAB7t27h7OzMy4uLmRnZ3P58mVCQ0MN7Xrvvfd4/fXXqVq1KjKZjK/33+JCRAJHbicayhza2IM/AqPQAiYKaFnFkZVvNM5Xt04nEZmYibeDBTdjUpmz7TpJmTnsfL9VgW0d/MNJToUl4WxpzM8jGtN96XF9fQEVmdzZHxtzkctXEIrrypUr9OrVi7CwMCwsLPj111/p27dvWTerVBQ13ojAWsYuXrxI/fr1cXFxyTMLOFdGRgbW1tbodDru3buHm5tbvmtOnTrFypUruXTpElevXiUnJ6fQ+iwsLPjqq68YPXr0U7dZkiT27t3L999/z8GDBx+7aFomkxXY065UqRI9evTgj3gPTNz98503V0LzKk7sux4HQMjn3Z6YoOHEnXga+1TAqJDJUY/OUFbKQPNPs6Z38ycwPIkVrzd8bPmCIOS1ceNG3njjDTIyMvDx8WHr1q3UqlXryTeWU+IZazmRm+AhMTERSZLyzaoNCgpCp9Ph6upaYFAFaNq0KU2bNiUuLo5vv/2Wc+fOcffuXaKiotDpdDg4ONCmTRv69u1L+/btn3p4RqvVsnHjRhYsWJAn8bWtrS1t2rQx9LwfPHjAtuOXuH76IJfOny2wrDt37hhybppXaYZ9tw+Qm5gzs0c1IpOyqORkydAALx6kZhOdklWkrEfNK+VdFqPWaPntdCRvtvAhLD7DcLy9vxNhD9KJS81k/4Q2xGdq6F6n4J+tIAj56XQ6Zs2axWeffQZA+/btWb9+/WMnN75MRGAtY7k7JuTk5JCTk5Mv6J0/fx6ABg0aFFpGZmYmS5YsYcGCBaSlpeU7n5KSQkhICD/99BNOTk4MGjSIBQsWFHlD+ezsbH777TcWLlxo2JbJ3NycMWPGMHToUOrVq5dvHewpqjKy70i6+yj5448/WLduHVeuFJxJKfPWSV7r0oyvP1uQL0m9o7UJjkVMhv9vFyKTsbc0ZsQvgRy6+XAN7fWYVI581BqdJMPUWIHLs4+IC8JL499ZkT788EMWLlyIUinCSS7xkyhDKSkphly7HTt2LLAneeHCBQCqVcs/qxYgPT2d1q1bG65r1KgRr776Kn5+fvj4+GBiYsLt27fZvHkzW7ZsIS4ujm+++Yb27dvTs2dPLl26xN9//41CoUCpVGJkZIRSqTR8HxcXx/Lly4mOjgb0Pezx48czfvz4Qj+d1p+zl68G1aV1Ff1EpalTpzJ16lSuXbtm2Dcx97lrrtiI2yW+80vuhCStTsLN1oy912J4kJ5DbLIKuVyO8WPW0wqCkN+tW7fo3bs3wcHBmJiYsGLFiiJvwvFSkcq5lJQUCZBSUlLKuinFotVqpVdeeUUCJE9PTyk2NrbA6+bMmSMBkrW1tXTlypV850eMGCEBkoODg/T7779LWq220DoPHjwoAZKpqakUHx8v5eTkSO7u7hLwxC93d3fpf//7n5SWllZg2VfvJUtarU6SJEka9tNpaf7O64W2Q6fTSWfOnJEmTpwoDRo0SHr11Velo0ePPu7H9VjxaSrp8M2Cf36J6Spp1tar0uEbsdKB4FjpyI2CrxME4fF27dol2djYGP49CAwMLOsm/eeKGm9Ej7UMpKSkMH78eEMuzE2bNuVZhvKoyZMns3//fo4ePUqPHj04c+ZMni31cnt+U6ZMYciQIYXWmZmZybvvvgvAsGHDsLe3588//+TevXvY29vTt29f1Go1Go0GjUZj+F4mk9GjRw9ee+21Qp/NpqnUdP/mOO38nZj1Sg1+fbPwHYxAP6GpcePGNG6cf6ZvTIqKVSfDmNLFv8i77Ry8EcfVeymGHvKjtl+5z9+X7nHpbhIP0lTcS87my4F1aFHJAWfr8pnVRRD+S5IksXDhQqZOnYokSTRr1oyNGzcWad38S+s/CfOlqLz1WPft2yd5enpKgCSTyaRff/31iffEx8dLlSpVkgApICBAyszMNJybPXu2BEj9+/d/bBljx46VAMnV1VV68OCBJEmS1KpVKwmQPv3002d7U5IkrTkdLp0PT5DuJWU++eJ/0el0kteU7fm+0lU5Rbpfo9FKOWqN4fXpkHgpKilTikrKlD7acEma/fcVKStbLQ398aQU8Pk+qd/yE9Llu8nFbqcgvGwyMjKkQYMGGUauRo0aJalUqrJuVpkparwRD5n+IxqNhnHjxtGxY0fu3r2Lr68vR44cYdiwYU+8197enh07dlChQgXOnDnDN998YzjXqVMnAPbv349Wqy3w/oiICJYvXw7A6tWrcXBw4MqVKxw9ehSFQsFbb731zO9vaIAX9b0q4Gb75AlRVT7ZxajVD2cLT/7zUoHXPXp8x+X73E0sONeoQqHfPzVXXFo26SoNOy/f56/zUfx8IgL/GXs4fieRmJRswuIzqOXxfKdOE4SyptFoGDBgAH/88QdKpZJvv/2WFStWvLRJH4pDBNb/gCRJjB07lm+//RaAsWPHEhQURMuWLYtcRpUqVQwB8NF1qg0bNsTW1pbk5GR2795d4L1r1qwBoF27dnTs2BHAEGh79+6Nu3v+lIClKUerY39wnOH1nxeiC7zunX/2P208bx/j1l6g4/+OFKn8V+q4UdXFipEtfPi0e95JX3IZ1HArf+udBeG/NmHCBHbu3ImpqSl79+5l7NixRX4887ITz1j/A19++SU//vgjMpmMP//8k379+hW7jOvXr3Py5EkAwsIebpWmVCoZNWoUX375JV988QXdu3fPc58kSfz6668AeWbv5a5D7dChQ7Hb8qzCFzxs4y8nwvKdr+Vuw/Ih9fC0tyBbreVBWg4SoC3mnrNyuYyRLX0Z1tSbHLWWXddiaF/NmQoWxk++WRBeYkuXLmXp0qWA/oN527Zty7hF5cx/MjBdisrDM1YXFxcJkL788sti33v27Fmpc+fOhmcccrk83wzawMBAw/PTfztz5owESObm5lJqaqrh+MyZMyVAat269WNnEpe2R5+png6Jz3c+7EG6FJ+eJc3cetUw61gQhNKzfft2SS6XS4C0YMGCsm7Oc0XMCn6OODo6EhMTg4mJCbt37yYqKoq7d++Sk5ND27ZtadWqVb7E+8nJycyZM4evv/4anU6HTCajd+/eTJo0iaZNmxqu02g0/PTTTwD4+Pjkqzu3t9qnTx+srB4mpX/zzTf57LPPOHLkCA4ODjRv3pyWLVvSrVs3atasWaLv33/6TlQaiboe1mwZl3f4O3xBd7Q6KV9mJa1Oot6cPaSqHj43XnUyHGdrE2JTs7k6qxOWpnlz+/54NIRvDtzC1EiJnYUxq4Y3Ivh+Cm38XYqUuUkQXnZBQUEMGjQInU7HyJEjmTx5clk3qVwSuYL/AyNGjGDVqlWFnjc3NzekAwwODubKlSuEh4cbzg8ZMoTPPvsMX1/fPPcFBQUxcuRIQ3amzZs307t3b8P5nJwcXF1dSUxMZM+ePYaJTrmmTZvG119/nW8D4iFDhjBv3jy8vb2f6v3+26M5eh8dBs41+a8gNpyLAqBfPTf2Xo9FJiNPUP234U29mNUr7weA5vP3cy8lO9+1DpbGnJve8WmbLwgvhejoaAICAoiKiqJdu3bs3r27SNtJvkxEEv7nyN69e+nTpw8mJiZ4enri4eGBp6cnOTk57N69u8Dk+wBVq1blq6++omvXrsTExHD+/HnD17lz5wzZkGxtbfnqq68YPnx4nvu3bNlCnz59cHV15e7du/nSDoJ+k/WLFy9y/PhxDhw4wM6dOwEwNjZmyZIlvPPOO8V+vyq1lpAH6dRws0Gl1uL/qX5SlZ+DGQcmtjNcV+WTnVibGRGfXvimAQoZaAv4DQ2b3y3fRIrkzBzqztmX7/6Zr1Snb32PfD1cQRD0kpKS6NChAxcuXMDf35+TJ0+WyO5XLxoRWMuIJEkkJCQQGhqKWq3G29sbV1dXZDJZgTPqJEkiKCiInTt3EhUVhaenJ9nZ2YSGhhIaGkp8fDwPHjwgMTEx370ymYy+ffuydOlSXF1d853v168fmzZtYtKkhE44HAABAABJREFUSSxcuBDQJ/v/+++/CQsLIykpiaSkJOrVq8f777+PQqHgwoULTJgwgSNHjlC7dm2CgoKK/N7f/f08O67E5Dm26Z1m9P1OP+mqirMlez9sbTj3aE+2IG7WRqjUOhKzHvZc5UAT3wr8PrpJoTMUczRa5IBSqeCVb45yPToNLdDY25bA8GS+HlSXXgVsji4IL6O4uDg6depEUFAQDg4OnDlzJt/omKAndrcpRRqNhsjISEJCQggNDc33339vo2ZsbIyXlxc+Pj54eHgYysjdKzX3Kzo6mu+++67AOmUyGf7+/jRo0ICGDRvSoEED6tati6WlZYHX37t3z5Ake9iwYRw7doyFCxeyZ8+efPuzrlmzhvPnz7Nq1Srq16/PnDlzaN26NdnZ+YdVC1NYkKxX0Zaa7tY09bVnZAvffOcuRiYD0KOWC9uvxDClS1VGNPeh4Wf7iE592M6qzpbM7FmDJj72yP95XqrV6qgxcw8+DuYkZ2m4n6Li4qcdsftn1q8kSSRnqskNy4Hh+rqC76ch6SL5YMMVFDIImZ9/eFoQXgZRUVF06NCBmzdv4uzszP79+0VQLQEisBZBeno6c+bM4eLFi4SGhhIREVFoMoZc7u7uKJVKoqKiyMnJ4fbt24adYZ6kVq1adOjQgSZNmuDs7IyDgwNeXl6FBtF/U6lU9OvXD7VaTUBAANWrV8fd3Z3Y2FhAvzF606ZNqVChApIksWjRItauXYuHhwdffPGFYQF4cQJrQT7pWg2ZTMb28S35cs8Nmsw/QFNfe06FJuS7dvuVGPrVd2fpwTusP3sXa1M56TkPf8YuNqY089NvC3cuPJHkTDU7L0eh0ugIjkk3XPft4TuMbuHDwZsPiEzI4OOu1bgWncLvZ8JJUemwN1ew9lQYqTn6pTtaCTp/dRgZMnY/0psWhBddaGgo7du3Jzw8HE9PTw4cOEDlypXLulkvBBFYi2DTpk0sWrQozzETExN8fX3x9fXFz88PPz8/w/fe3t6GLdnUajVRUVGEh4cTFhZGdHQ0crkcIyOjfF/W1ta0aNEiTy7g4oqPj2fEiBGcOXMGOzs71qxZw6lTp4iNjcXW1pYTJ05QvXr1PPdoNBoWLVpkeNZrbKzv8T1uw/R/K2hSEsCuK/d55/cLhtcFBdVcGy/cA6BnXTduxaZx8NV6fHvoNjZmRmi0Orw/3kFNN2uuRhe+sfrKY2GsPJZ3beyNz7rgYGVCRXtz5m2/TlhCluHcskH1GP/HRcS6d+FlEhwcTIcOHYiOjqZSpUrs378fLy+vsm7WC0ME1iLInSTUtm1bZs2ahZ+fH66ursjlT05cZWRkhI+PDz4+PqW+yHrr1q2MGTOGuLg4lEol69evp1KlSnz//fcA9OjRI19QBQw92apVqwL69IhAiUxeeDSoFtU3B+4A4H81fyapxwXVwpgaKXjzn2HoeduDsTBRYCyX8ePrDWnoY0/bak6YG5fslnWC8Ly6dOkSHTt2JD4+nho1arBv374C52gIT08E1iJISND3surVq0erVq3KuDUFu3TpkmGpTY0aNVi9ejUNGjRAkiS2bNkCkGcpzqNu3rwJ6ANrUlISn3/+OUCJrGELX9Dd8Px1w1sBDPzhzDOXWRTvtvHFx8GS9efuIkkSp8MSqOJoxaFJ+g83kiTxxs+BHL19GnsLY85/2pHTIfHM3naNHI2O2b1q0qKy43/SVkH4r5w5c4YuXbqQnJxMgwYN2L17Nw4ODmXdrBeOCKxFkBtYC9vY+3lgb2+PQqFAq9WyYsUKGjRoAOhTIYaEhGBiYkLnzp0LvDcyMhIAX19fvvzyS5KTk6lZsyZDhw4tkbY9Okx8e15XKn+yq9Br5TIY1qQiq09FPlOd3x5+uJF6pWk70UpgJIfbn+vb8u7aixy9HQ9AckYOC3ffICFdRXt/Z5QKmWEClCC8KJKTk+nTpw/Jycm0aNGC7du3Y2MjNqMoDSIJfxFkZemfyQUGBqLRaMq4NQXz9PRk8ODBAPzvf/8zHM/trXbo0KHQyU+578nY2Jh9+/TrQKdMmVLgutdnZaSQF/o8FkAnYQiqYfO7lUiduetg1Tr97GXvj3ew88rDtcNaYPnhELZcjGZiF38+6FiVGm7iHxzhxTJp0iTu379P5cqV2b17twiqpUgE1iIYOXIkSqWSrVu3MmjQoGJN6vkvffzxx4B+slXu8G5uYO3Vq1eh9z26lPnGjRsA1K9f/6naIEkSOl3epdHZORoepKkMr1Xqx8+ozpWVoyF8QXdCPs8bYEP/ed2jtstjg3RxNav0/I5ICMKzOHLkCCtXrgTgp59+wsLCooxb9GITQ8FF0KFDBzZt2kT//v3ZuHEj/fr1488//8yX37esRUVFoVQq0Wg0XLhwgZSUFM6dO4dSqaRnz54F3qPVag3Lau7fv09aWhpKpZJKlSoBebMZ9annzlev1n1sG3ym7jR8H76gO9Vn7Cbzn2UzoZ93Qy6XYWpUeE94YAMPnKxNsDUzZsXRUJb8M5HpUb7TduYJqLnfbw+KJj49m6v3UvjrnxnGxfFhh6rFvkcQyoNNmzYB+h2uirNdpfB0RI+1iF555RX+/vtvTE1N2b59Ow0bNuTCheLPeC0NkiSxdetWevbsiUajoWfPnvTr18+wRGjo0KGFLuHZvXs3aWlp2NraGoa8K1WqZFhy82iKwM0X8wYrtUbLtE2XDcOrmdl5h8m9P95hCKqgD4i51xbW09xwPooPOlRh7s7gAoNqrnPh+TNR9ajjxvDmPnw5sG6+c4/+ol+elTdncviC7oQv6E5tT9t896Vm5h2d0Gi0/H3pHuU8YZnwksld2dCwYcMybsnLQfRYi6Fz587s2rWLV199lWvXrhEQEMD06dP55JNPUCr/ux+lWq3mwoULHD9+3PAVH6+fiNOnTx/++OMPrl27xsaNGwGYOHFioWXlbnj+5ptvGvZ5rVbt4ebgubvJQP61qtVn7kH9SCLf6jP35JkF/Di5wVWSJEMv97UmFZndsyaaJ+y7+nZrX+pXzLsUaFvQPTzszKn3z/Hcts7bfp1fToVzYnI7nG0ejjAUZQj5VEgCg388DcC0rv4sO3ibtGwtHrammBsr6FDd5Yll/J+98wyL4mrD8L1L772JCKIgKCrYG/bee4s1Rj9rTOw9tkSNvcUWa2LvGnvvikZQQEBFQETpvcPufj82rK6AAhYU576uveLOnJk5s1n2mXPO+z6vgMCXQFiY/KG4VKlSxdyTbwPBK7gInD59mi5dupCeLl833LJlC4MHD/5k10tMTOT27dsKEb19+7ZidJmDpqYm/fv3p2/fvqxatYojR44gk8lo27YtJ07kLXTPnj2jfPnyyGQyHj9+zK+//sr27duZNm0av/7663v7dT8khq7rbn/Qva3q40bHqnn/sb8p0P7zWlPplzMYaKlyf6Z8xNl0yWWeRadwbHR9Oq65oWj7sdZdM7IlVJiRO5cWQE9DhdkdXehWvfRHuZaAwKfEzs6OkJAQbty4Qb169Yq7O18tglfwRyYxMZFdu3axceNGPD09FdsrVKhAnTp1Puq1nj59yqFDhwgJCeHWrVs8ePAA6VujOGNjYxo0aEC1atUU5d3++OMPNm3apGjTpk0bNmzYkO911q1bh0wmo1WrVlhZWSlGuG+Xl8sPA2259eHPzR044xvOo1dJhblNAH7c7cmPuz2Vtm0dVIMmThZY6mkQnpRBn5o2bLgSiEQqIzYlK9eI+E1RBRTBU+IPrMGqoapC8MJ2PAlPosWKq0r7kjIkZGRLCE9I525wLK0qWaKuKqysCHyZGBsbExISQlBQkCCsnwFhxPoeUlNTmT9/PqtWrSIlJQWQ2xl2796dYcOG4e7unm+VlaJSt25dbt/OfyRoa2uLnp4eL1++zFX1RkNDg/79+/Pzzz/n6bKUQ1paGqVLl1ZUu9HV1aVp06ZYW1sTGhpaoHsqyJQvQEMHE64+yd/KMC9yysIV9BpHR9WnrKkOkYnpNF8uF8GPNXJ9c0q4VUULzjySO1XN6VgRdwczNFVFmOppCcIq8MUyefJkfv/9d/r378+OHTuKuztfLcKI9SNw5swZRo4cybNncrMBZ2dnhg0bRv/+/T+pWUSfPn3eKawhISFK73V0dLC1taVHjx6MHDkSc3Pz915jz549xMbGYmtrS9u2bfHy8gLkgVAFfVC4OqERDZdcyXPfk1/boCqWl8oLi0+j/sKLBTpnDoV9WOm09gbNnS1Y0FVe/NxMT+O9x6RlSlBTEZGRLSUkJpWKpfL+Q6lbzuSjpvUICHxuWrVqxe+//87Zs2eRSqUFsmMVKDqCsOZBREQEP//8M7t37wagdOnSrF69mk6dOn300WlejBkzBiMjI27cuIGWlhZaWlpoamoq/q2trY2VlZWiaLqBgUGh+iWTyVi7di0AI0aMQEVFRRE1HBkZWeA/vDKmutya2pS6C+SiOaCuLXM7yYXtcXgirVdeQyqDFT2rKgU1LepSmcmHvfM9b46IxaYULl/4vF8EbvcM8xTB4OgUPIJi6VGjNCKRCM/ncXT5Q14ntkF5Uxo6muYrrAICXzv169dHV1eXiIgIbty4IaTcfGIEYX0DqVTK5s2bmTRpEvHx8YjFYsaOHcucOXPQ09P7bP0QiUT079+f/v37f5Lz3717l3///Rd1dXW+//57AK5duwaAlpZWrlQSn7AEKpXSz1O8rQzkVXx2Da1NvXKm3H8eR9f/BCuH6Ud86FytNHYm2gTHpOYSVffyJvi9jCc6Vdk4wvg/W8Fh7mWZ1q4id55F02vju72GG5Y3YfYxH0Y2Ls/lgCjM9TVoXMGcxksuAxCXlkHNMsac8n3tvLSwW2Uys98diSwg8DWjoaFBjx492Lp1K9u3bxeE9RMjrLEiH8HduHGDKVOmcOOGPBCmWrVqSp67JYmBAweyY8cOxXpLSkoKTk5OvHjxgnnz5jFjxgwg9xrq7A4VGVS/7DvP/So+jbpvTPuu6+tKGVNdsiUy9t4LpZ69CaPfCFbKzzv43+lNMdHTUtq28sJjlp97d03bBuVMCItPQyKT8TxWHjntZKmHf/jrwKp9/5MHmxlpq+Ng8fkemAQEipMrV67QuHFjdHV18fHxEcrEFYGC6s03LazBwcH89ddf7Nixg6dP5WYEurq6zJ8/n1GjRn3W3NTPxZ49exgwYABZWVncvn2b2rVrM3v2bObMmYOtrS1+fn50WOfB08jkXMdWKW3Ai7g0YlMy2TqoBhGJGfSuVaZA180RaTNddaKSM6lcSp8Rjcox8q2I4LzICWQCGLjlDlceRyv2XZ3QmKZLL5P91rf44PA6dFsvX6du6mTGq/h0QmJTGd6oHAPr2hGVnI6ephotl1+lhq0RmwfVLNB9CAh8rUilUurXr8/t27epX78+ly9fLpG/cZ8SQVjzQSaTcfDgQdasWcOVK68Db3R0dOjVqxezZ8/GxsbmU3a5WMjOzmbKlCksXboUQGHLGBgYSJUqVUhLS2Pv3r2069SVSr+cyfMcuhoqJGfk9vn1nt2SwKgUXPNwLspBIpXhERRLOXMdmi29QlJ64YoZBP7WFpX/0mcKEim8fXBNFpz0x0RHjW41bOha7XW+afV55+jsWgq3MkaK0fOx0fXp8sdNFnerwj/erxjdtHwuEwoBga+doKAgXF1dSUxMZMaMGcybN6+4u/RVIQhrHsTFxTFixAj27t0LyNcymzZtysCBA+natWuJNaaOjo6mV69eXLwon6KdOnUq8+bNIy0tjTp16uDr60vjxo15Vmt8vkFQmmpikEH6O9YivWa1wFD7dbm1Ew/CGLXbCxFQw86Y/cPrAii5LeVFF7dS1LIzZuphH8W2twOS3ieuF8Y14pjXC1ZeDARe+xQDPHqZiFQmw8XaAIlUxsi//+W8XwRT2zqz+Iw/GdkyZrRz5gd3+3deQ0Dga2Tv3r307t0bkUjEihUrGDNmzGcJyiwJCOk2b5CVlcXu3buZMWMGoaGhqKioMGnSJIYPH06ZMgWbyvxauX//Pl26dOH58+fo6Oiwfft2unXrhkwmY/Dgwfj6+mJkas6TioNRfccfV3rW+4N73vQVDl7Yjj+vBwMgA+7+5+07dMc9zv2XB5ofM9pVxERXg4jEdNq4WFLBSrm8lcsvebshvUlkUgYrLwaiq6FC/XKmdF57nR+bOdC8oqVS9K+KWMTz2FQ6u1nzg7u9IKYCJZ5evXpx9epV/vjjD8aOHculS5fYvHkzxsbGxd21EkOJHrEmJyezadMmli9fTmhoKCA3mN+5cye1atUq1HWkUil///03a9as4eXLl/Ts2VOp7umXSM40b2pqKg4ODhw+fJhKlSoRGxvL8OHD2b9/P2pqaszbuJ91/p/2GeuPvm60rVKKSrNOk5JZsLJxORR2tFqYcwkIfIvIZDLWrFnDhAkTyMzMpEyZMuzZs4e6desWd9e+aAo6Yi2RWcKRkZHMnDmTMmXKMG7cOEJDQ7GwsOC3337D09Oz0KJ69epVatasycCBA7l79y5hYWH8+eefX2zR8xyWLFlCamoqdevWxcPDg4oVK3LhwgWqVKnC/v37UVVVRb/FKIWomuiofbK+jNzlid2UE6RkSuhYxRK1D/jmre9XjQktHZW2vW8iq1VFc37vVqVI15NKZTT8/RKBUbkDugQEvkZEIhFjxozh1q1blC9fnufPn+Pu7s7ChQu/+N+1r4ESNWKNiopi6dKlbN26VWGQ7+DgwMSJE+nfv3+h66c+ffqUyZMnK2oZvsmGDRsYNmzYR7mHT0WvXr3Yt28fAPr6+iQnJys8hx0dHfnjz20MOZG7/NqXSF4jzTdHroPr2TGzfUXsp5185zFFQSaT8SQymeikDOqVN/0o5xQQ+FJITEzkf//7H3v27AGgcuXKrFmzhoYNGxZzz748vrk11sGDB3PkyBGFcNSqVYvJkyfTqVMnVFTyL6ydQ3Z2NgEBAfz777/cv3+f+/fvc/v2bbKyshCLxfTu3Ztjx46RnJxMjx49GDp06Ke+pQ+mYcOGCmFNTEwEQCwWM3ToUJYuXUqleZeLr3N54DWrhdI6bQ6VrQ3yaP1aONOzJLmKp7s7fDwBFIlEOFro4SjkvAqUQPT19dm1axctW7Zk/PjxeHt706hRI/r27cvixYuFUnNFoMSMWHNo06YNkydPpmHDhrki3dLS0oiMjFS8Xr58iZeXF/fv3+fBgwe5SrGB3GNz6dKlrFy5kk2bNmFnZ4eXl5fSNb9UZDIZ3t7eSCQSdHV10dXVRV9fHx0dHaRSmdLo7kth1/c16bvlLnoaKiRlSLg1tanC3akgJGdkE5WUQVnT1xHeEomEctPlAU8FHcVKpDL+99c9Btazw93BrHA3ISDwlRIdHc2MGTPYuHEjMpkMXV1dZs2axdixY1FXV3//CUo439yIVU1NjStXrigtvmdlZbF3715WrVqFv78/SUnvLmumq6uLm5sb1apVo3r16tSoUUNR9DsmRl6dpVOnTl+FqIJ8pFWlSu51xYF/3ubK08JVm/lc9N1yFxFwcHhd/MKTFT7EM9o506umDXqa714H1tVQRVdD+WudI6oAWRIpaipi0rMk7PIIQVNFzLQjvor9aioirkxqzLAd//I8JhVtdVWFsPZcf4uRTcrRuML7ixwICHyNmJqasn79eoYOHcro0aO5ffs2kyZNYvPmzaxatarAJSW/dUrMiPXtZOfjx48zZsyYXJVg1NXVMTc3x8LCAnNzcypVqqQQ0vLly+drPn/06FE6d+6MmZkZISEhaGkVfBT1pZCckU2LZVd4lZBe3F0pMkVZN307ivj0WHdeJaQxeNu9fI+5NKExyenZVC79+iGq05rr1LIzYnr7SoXug4DA14ZUKmXHjh1MnjyZyMhIALp06cKyZcsUNaC/Nb45g4jo6GhFKbdjx47RqVMnRZvx48czYMAAypQpU+hKMDlkZWVhb2/PixcvGDlyJIsXL0ZbW/uj3cfnIDAqmWZL8y7z9inxn9cap5nvzj0NXtiO8IR01l9+wrZbz1ERiZC89dXU11Tl4exWBb7u6L//5R+f8Dz3jW1WnpUXnr6zPwICApCQkMDs2bNZvXo1EokETU1Npk6dysSJE7/KAcaH8M0J65s3OmDAAP76669cbW1sbLh+/XqRTSFOnDhB+/btAVBVVaVGjRq4u7vj7u5OgwYNMDIqugVeamoqe/fuRSaTYWtri62tLTY2NmhovL+uaEHJq/LM56CqjSG7fqhNu5VXCY59vY79KcXL50U87dfcKNKx/vNa5wqGEhD41vHx8WHMmDFcvnwZgLJly7JixQo6dOjwzTg3fXPCGhsbqxC2mJgYVq5cyc6dO3nx4gWZma/rerZo0YIzZ84U+YuwfPlyli1bxosXL5S2i0QiXFxccHd3p2XLlrRr167ABtfPnz+nbdu2+Pr6Km0XiURYWVlRoUIF5s6dS4MGDYrU5zeRyWQ0/P0ioXFfxnTwnI4VGVjv3RVzisJpn1cM//t+kY79a0gtIWBJQCAPZDIZ+/btY/z48YSFhQHQunVrVq5ciaOj43uO/vr55oS1W7du7N69GzW13MEt2dnZ+Pn5UatWLdLT09m4ceMHpcvIZDJCQkK4evUq165d4+rVqzx+/FipjY2NDSNHjuSHH37A1PTdqR/Dhg1j06ZNWFhY4OrqSkhICCEhIUpRyioqKsydO5cpU6YUqAh5XnyIY9Gnwkpfg1vTmn+ScydnZOOST0GB9+E9u+V7A6UEBL5VkpOT+e2331iyZAlZWVmoqakxfvx4pk+fjq6ubnF375PxzQkryBfW//rrr3zN9JctW8b48ePR09PDx8fno/oER0REcO3aNa5cucLevXuJiooCQFNTk759+9KrVy+sra2xsrLCyMhIacTcuHFjrly5wqxZs5gzZw4gF++oqChCQkJYtWoVf//9NyAfcf/1119YWFjk6sMRzzBOer+iqo0hi88EcGqsO5b6mrjNy50b+iUhFoH0v2/hx54e7rnuJr6vEgtto9jFzZrlvVwV71MystFWV/lmprwEBArC48ePGTt2LKdPy2MorK2tWbp0KT179iyRfyvfnLCqqamRlZWFkZERw4cPZ/To0bkSmyUSCXXr1uXu3bv8+OOPrFy58pP0KT09XZHmc/9+7ulIdXV1LC0tFa9jx44B8lHpq1evMDNTnoaUyWRs376dUaNGkZqaioWFBYcOHaJevXqKNmmZEpxnvd+c/kvnU627FmS07mKlx/8alePnfQ/4sZkD4QlpmOlpMsS9LCcfvsJEV4MWFXM/0AgIfMvIZDKOHz/OTz/9RFBQECAfLKxevRoXF5di7t3H5ZsT1mPHjvHTTz/x7NkzQJ7X2rt3b8aNG4erqysgX8ts0KABoaGhn8WSUCaTcevWLdauXYuXlxevXr0iLi4u3/ZOTk54e3vnuzb76NEjevXqhY+PD8bGxty7d4+yZV+vT+7xeM6UQ94f/T4+J8UprPmxuo8bzlb6lDbSEoKaBATyIS0tjcWLF7NgwQLS09NRUVFh9OjRzJ49G0NDw+Lu3kfhmxPWhIQEdHR0OH78OMuWLePatWuKNmXLliUlJYXY2Fiys7Oxtrbm8ePHxZIuk5GRQUREBK9evSI8PJxXr14RExODuro6AwYMyHOK901SU1Np0qQJHh4eVKlShZs3b+aa+i6oiOwaWpu+m+4U+V4+Nm8WM/8YRCamExKTgqG2Oi2WX823XWkDTV68J7f38bxWqKuVGD8VAYFPRnBwMOPHj1d4rJubm7No0SIGDBhQ5PiQL4VvUljfvFEPDw+WL1/O/v37kUher6/VrFmT/fv3Y2trWxzd/Si8ePGCGjVqEBERQd++fdm5c2euNqmZcmu/oOgUGjnKp5ZrzD9PTIo8QnpgXVt2e4SSKXl/ndUPYWZ7ZwbXK8u1J9EM3OrxzrYfW1hzHjCaOpnxUzMH+m32IDE9d+WO4IXtCvQwMqh2aWZ3qZrnPqlUhkhEiVxXEhAoCmfPnuXHH38kICAAgDp16rBmzRqqV69ezD0rOt902TiQm/Dv3r2bkJAQLl++zIMHDwgNDeXOnTtftagClC5dmvHjxwMoFR54E211VWxNdGhcwRyRSIRIJOLfmS3447tqbOxfnV86VPxkohq8sB3LesgFaN4/fthPO0li+uuUJ10NFYIWtKWUgXK1oXeJqveLBDqtvYFUWvDnwJ+bO+BqY8iYpg5UsTHKU1QLI4Pb7rzAbsoJJHn0Ydw+Lxae8ic5Qyi5JSAA0LJlSx4+fMjvv/+Orq4ut2/fpmbNmvTr14/du3fz8uXL4u7iJ6PEjlhLMrGxsTg7OxMZGakUSZwfvxz14VJAFMdG18+zekxxMbieHVtvBitt2/F9TRo65vbiXXDKjw1XnqEmFmGorcadac0RF3J0K5PJeBGXhvvvl9BWF/NobhvF9rJT5QUJNFTF3JnWFNe55/M9z+o+bnSoqhwY9yA0nk5r5YYUhlpqxKdlCe5NAgL/ERYWxqRJk9i1a5fSdkdHRxo3bkzt2rUxNTXFwMAg16sg1ck+F9/8VHBJZtCgQWzfvh1nZ2c8PT3f6870JeSvtnQ246xfVIHa5iVIUw95s9fjOTlj7AezWmCg/fGqbeR8RoPr2ZKYLuHg/Rd5tzPR5uL4RrnWirIkUhymn1LaJgirgIAyt27d4sCBA1y+fBlPT08KIj+6urpKQmtoaJhLfN+1TU9P76Ot7X5z1W2+FTw9Pdm+fTsAmzdvfq+ojtn17+fo1nspqKg++bVNntsbOZohkUo59O8LxjQr/1FENeePWiQScW1SY6KT0nGzNSE8IT1PYS1jrMXliU3yPJeqWMQwdzs2XgsG4NTYD3fJEhAoadStW1dRgSw+Pp7r169z+fJlvL29SUhIUHqlpqYCcjOK5ORkhdNTYRGJROjp6SnEtmrVqvTu3ZuWLVvmaSj0MRBGrF8ZQUFBVKhQgaysLA4dOkSXLl3ybfs5R6q66iJmdajM2kuPCYmVR9ieGF2fITvuEZ6Yke9xtsZaTGvrzP/+vs/0ts4MbWj/WfrrMP0kWRLlr36HKlas7ltN8T6vz+99o9CE1CwQgYGW4NokIPAhZGVlKQltfHx8LvF9e9vb7zMy8v/tMTY2pnv37vTp04eGDRsWaFQrTAWXYGbMmMGvv/6KtbU1jx49yvO+JVIZ5T5zIXOV/xyU3vxCrfuuGm0qW9Fz/S3C4tMIi5fbNFYpbcC676oRFJXMwtMBHB/T4LNG1LovukhonHJhexURBC54LZw7bgYz69hr/+ahDWyZ3r5kJbwLCJRk0tPTlYQ2Ojqa06dPs3fvXiIiIhTtSpUqxYwZMxgxYsQ7zycIawnGz88PNzc3MjIymDJlCgsWLFDa/6ao+sxuicvss8XRTSXGtXDgx2aO+Y6ip7d1YmjDcp+5V+/n+uMo+m3x4MaUJlgbfl1lAgUEBPImOzuby5cvs3v3bg4ePEhCQgIAM2fOZM6cOfk+5H/z6TYlES8vL7p06ULFihUVUxw5XwiQT112XnuDzOzXebuqX0hC9rJzT945Nf2D++eZAi4sDRzNCF7YThBVAYEShKqqKs2bN2fz5s1EREQwd+5cAObNm8fPP/+cZwpjYfgyfnUF3snDhw/p2rUrbm5uHDlyBJFIRPPmzdm5cycndFoqBKtD1VJ4hcaTkiFhbV83An9tjUdwLKd/ci/mO3g/l/wj3t9IQEBA4COjoaHBzJkzWb16NQArV65k6NChHySuwlTwF4y3tzdz5szh4MGDgDy6rXfv3sycORNnZ2fgdYBNTlDNmzmZOVQupY/3y8TP2PPC07qSBev71/ik1/B5Gc+MQz783r0KjpYl67siICDw4Wzfvp3vv/8eqVTK7t276d27t9J+Id3mK8bHx4c5c+Zw4MABQC6oPXv2ZNasWVSsWDFXewfz1/UPRSIRy3tW5ed9DxTbiktUVUQgec9j26HhdalmZ/xRr5vXw8WbtFxxTcgxFRAQyMXAgQMJDAxk3rx5rFixIpewFhRhxPqFsXv3bvr376/wN84R1FuxWtiZ6ND8rbJlVx9HMWCLBzXtjNg/XF5G7kswhMihZw1r9t1Tzj8LXtiO+NRMDD+iwYNEIqHc9IKXzQta0FYRoBCTnEH1+XKnpX61bZnfRYj8FRD4VomIiKBMmTJkZmZy8+ZNRd4tCMFLXyWHDh1SiGr79u3x9vZm7969VKpUicT0bG49i8l1TMP/DPZFQLlpJ0lIy8zVpjjJEVW/ua3xmtkckAu/69xzNF58iT0ezz/o/BKpDLspJ94pqqa6+eeUrr/yVCGqADXLGn1QfwQEBL5uLCwsaNdOPqN17lzRLGCFqeAvhJMnT9K7d28kEgkDBw5ky5YtSgnL41o45rL/Co1NRVNNhVntKzL3n0cAVJ3z5XgB5zC6sX2eRdiDY1KZcsibp1HJzGiXe4q7INT6NX9P30H1bDnpHc6dac3Yd/cF+/99zoER9ZXaLDwVoPj39LbOdHK1RiKV8SQyCUdzvUL7EQsICHz95Lg8OTg4FOl4YSr4C8DLy4s6deqQkZFBz5492bVrV4GMp7+kKd8PweeXlugW0alo4OY7XHkSrbTt4Ii6lDHWQUtdBV2N/J8dvZ7H0fmPm4r3OdPDL+JSSUrPQl9LHWtDrSL1S0BA4OskMzMTPT09MjMzefLkCeXLl1fsE4KXviK8vLwUeak3b97kzz//ZPDgwairf7w1yIJSqZQevi+TPus1CyKqOQ8RVvoaDG9cjgF17RCJRGwfUpv41EziUjJoslRezDw6OZPqtu8PiFpx/gmmOmpMbOXEOb9IxZpraSNtsiRS1FSElRIBgW+Nhw8fkpmZiZGREeXKFc20Rvjl+AIYMGAAf/zxB9bW1rx48YLhw4fj6OjI5s2bycrKyve4ezOac3TU66lNzY/wmHTix4aFaq/3jhHhx6Lh7xcV/36VmMEvxx4R8Yb/sKG2OmXN9Ahe2I7ghe2oV86EPR7PlWq3vjkxkyWRkpSexeyOzszu6EKvWmX4c2ANAsITabn8Co7TT7LletAnvy8BAYEvj7t37wJQs2bNItusCsL6BSAWixkxYgRPnz5l1apVWFpaEhISwg8//ICTkxNr164lJCQk13GmuhpUtTFUpI7kUccbgDkdC7Z++ey3toXue9Jbhb3LGBds6lRNDIG/tsFzZnMq/3Ka/n/eUdovk8mIT5UHYm0dVFNpn4pIXmP2mFdYrsLidlNOUHn2WaYc8sZ+2knsppzAbsoJyk49qRDay/6R/LjHk57rb7Pg1COuPI5k/71QWq24xuOIZEQiEZZvFWEXEBD4NsgR1lq1ahX5HMIaazGSmprKrVu3MDQ0xNbWFhMTE0QiEWlpaaxfv56FCxcSGRmpaO/k5ETTpk2pUKECjo6OuLu7o6OjA8C94Fi6r79FvXIm7BhcC0RQ/q36oO8jr9zOoqzjljXVISg6Jdf2H5uV50FoPFceR+dxlFxAmziZ53ndnL7l1R/v2S3R01Rj7O77HH3w6p19s9DXoL69EYe8wpW2q6uIUBGL6F2jNLM6unzWggACAgJfDi4uLvj6+nL06FE6duyotE8w4f/C8fT0pFevXjx58kSxzcTEhJYtW9K2bVs6deqEWCxmw4YNHDp0iFu3buWy2NLU1KRVq1b89ttvSsYRM4548/ftwqWxPJ7fBnVV+QRGjniZ6KgRk5L/VHReiP+rcPM2q/u40qGqNZMPPGDvvbyLiB8aWY9qZYzyFM9lPavSxc06X+OH4IXtPkow16O5rdBWF0IPBAS+Rfz8/HBxcUEqlfLy5UusrKyU9gt5rF8wf/75J3Xq1OHJkycYGxtjaWkJQExMjMIgwsnJiUuXLjFu3DiuX79OTEwMBw4cYMKECXTt2hVbW1vS09M5evQos2fPVjq/jdFrw/iqNoYcGF6X4IXtaPmWuUQVawNAPrX6ODy3O1NhRRXyFlWAMbu9AFjUvarSdntT+Yi7WhlDqpWR55DObJ976nrcvgeUnXqSUnp5BzrZTTnBxfGNCt1fkP8RiIA1fVzRVldlw5VArj0pWGF2AQGBkkFmZib9+vVDKpXSpk2bXKJaGIQR62fmjz/+YNSoUQB07NiRLVu2YGJiQnp6Ovfu3ePUqVPs3r2boCB58Mx3333H8uXLMTOTG0FkZ2dz8OBBFi1ahKenJwD79++ne/fuStfZeiOIuJRMYpIz2OkRiraamNQs5RGvTCohPdSH7LhX1KxTj9Oz+wDwJDyRFiuu5dn/vwZXp//Wfwt937M7OjOoXt4VbL7bdIsbgbGK98EL23E3KIYeG27n2f7QiLp0XXcr1/Z3TRfnh9esFkikMhLSslh98TGVSxsy97gfLtb6/DPmyy9eICAg8OEkJibyv//9jz179mBkZISPjw+lSpXKs50wFfwRSElJwcPDg6ysLLS0tNDW1sbCwoLSpUsX+lwbNmxg+PDhAEyaNImFCxfmuZaXlpbGL7/8wtKlSxXTvxYWFtjZ2REZGakQXS0tLSZOnMjs2bNzneeI5wvWXgrkSWRyvv2Ju7KdxNv7AbCxsSEwMBDf8BQ6r71R6Ht7F+XMdLgwvnG++98WwjvTmmGhr6nY19LZnLN+kXkdqkTwwnY8iUiixfKrBe7bjSlNFbmqG64Eoq2uQvfq1mipFy2vVkBA4Ovixo0b9O/fn6CgIMRiMfv376dr1655thWEtYhkZ2dz9+5dzp8/z/nz57l161aeKS9OTk60a9eObt26KXlJ5sfp06dp06YNAOPHj2fx4sXvDZDx8PBg2LBhPHjwQGm7iYkJY8aMYdSoUZiamuY67vttHlz0j2JCS0eWnH2c57klKfGEbRiCLCsDDQ0NMjIyKNN1EuZuzYhKLvwUcF4YaKlxeWJjjPLwBM4ZkVa21sc7THkaemBdW+Z0kvv1Fmb0aWusRUhsWqH6+GbAlt+rRIKjU3iZkMaQBnmPrrMlUg78+4LjD17SpVppulcv/AOWgIBA8ePh4cGaNWvYuXMnUqkUOzs7/vrrLxo0aJDvMYJBRCFJT09n8+bNLFy4kBcvlINrbGxsMDY2JjU1lbS0NF69eoW/vz/+/v4sXbo0z6nYt3kzXcbFpWBRp7Vq1cLT05P4+HiCgoIIDg4mKyuLDh06oK2df+HtFb3ccJ17liYVzPMV1sQ7B5FlZaBu5cDMUQOZMWMGkTcPQnn3IkXE6qiL8J3bFqlURmRSRr7pKhGJ6Vjoayqmed8WVYArAZFkS6Soqoh58EtLqs45W6A+5Ceq5c20eRqVqrRNXQzHxyj/AVWw0ENPU5UWb61Fv4l8yvgJYfHp3AyMEYRVQOArIiMjg3379rFmzRo8PDwU2/v378/q1asxMDD4KNcRRqzAq1evqFevHsHBwQAYGRnRrFkzmjdvTrNmzShXrtzrSigxMRw5coQpU6YQHS1PG2nRogVnz777x18qlTJixAg2btwIgJubG02aNMHJyYkKFSpQoUIFzM3NP3qax9sjPnVVMWtbG9OyUX2QSjDv/guP1o/BxsaGtLQ0LHr/hqZtlUJfR01FxJNf5Xmw1eaeo6qNPr91qYKVoVaeo85/Rten/Zr3TzkHLWjLthtBzPnHr9B9yuHmlCbUW3hJ8X5j/2q0rFT0wITH4Ym0XHENSwNNopIyqGiln0ukBQQEvgyys7Px8/Nj7969bNy4kagoeWCiuro6vXr1YsyYMdSsWfM9Z5EjjFgLQVxcHKGhoQCoqKiwbt06evXqpdifnZ3Nxo0b+fPPP/Hy8lJy8RGJRNSrV++91xCLxaxfvx59fX2WLl2Kp6enIvgoBwMDA5ycnOjcuTP/+9//MDL68EorWupi0jJfBy392d+Ncd+1B6kELYc6aNrXwMTEhMGDB/PHH39g9fw86pVr8ltnF4bskAcpBS9sR+e11/EKTVC8l0hlSKVSqs0/h6mOOn//UAf7KSfIudKlgGjqLryIlX7etozt19zgj77VGLnr/jv7X3bqSYIXtqOGnTFTD3vjk8cI912Y6qhxKzCGpg4mJGdJWNXbDQuDD/P/NdBWZ8ugGljoadJu9XW8w+SfS3hCOtoaKuhrCuuzAgLFQVJSEg8fPsTLy0vx8vb2VljGApQuXZoRI0bwww8/YG5u/kn6IYxY/+PatWv88MMPPH4snzqdMmUK1atXx9fXl+XLl5OQkKBoW7FiRZo1a0bTpk2pXbs2ly9fRiQSUbZsWRwcHDA2frdPbWRkJKdOneL+/fsEBAQQEBBASEiIkmDr6OiwYMECxowZU+R7AnCeeQq3MoaoqYi58jiaYQbeTJ82FUNDQ3x9fbG0tEIsFvH06VMcHeUVdB49eoSzs3Ouc2VlS0jNlGCgrU58SjpNllwmLk3yQf07P64RzZddeW+74IXtmLD/AQf+zTsH9m22D66Bu4M5UckZ1P7tgmK7lqqINX2r0ayiZZH77Pk8ju823UFVVURiWjZ2xpos7uHK4G33uD6pCYY6n9/jWUDgWyYwMJCuXbvy8OHDd7Zzc3OjSpUqhIaGEhUVRZ06dejQoQPNmjV75/JaDkLwUhFIT09nxIgRbNu2Ldc+R0dHRo0aRc+ePRV5pxEREXTp0oVbt16nfqirq3P69GmaNGlSqGunpaXx9OlTPDw8WLlyJd7e3tjb2xMYGPhB9/Qmd+/exd3dnYyMDLZt28bAgQOV9nfp0oUjR44wdOhQxZR1XpSdcoKP+aVxtNAlLC6NlMz8RTp4YTtWnn/M8vNP8tz/cHZLbj6NZvLBh+hrqFDKSAev53FkSF73VFtdhJ6GGkdHN8DyA0etTyOSWHI2gNO+EVQrY8i4Fo44WuqhJhZjJAirgMBn5cKFCzRv3rzIx+vr63Po0CGaNWv2znaCsBaR8PBw6tSpQ0pKCuXLl6dcuXI0btyYPn36KOwDAby9vWnfvj3Pnz/H0NCQypUrc+/ePdLS0li3bp0iraYonD17llatWlGlSpVcEcFF4dmzZ/zyyy/s3LkTmUxG69atOXnyZK713OvXr+Pu7o6Ghgbh4eEYGhrmeb681kz1NFRz+Qa/jYaKSEno3uTHpuVYdTH/hwg1FREB89owdo8n5x9FkJYtn3T+qZkDNcsac+NpFOsuP3un4PvMbsHwHR68TMige/UyjGzqgEwmE+wLBQRKAEeOHGH69Ok8evRIabtIJMLa2pqyZctib29P2bJlKVu2LPr6+pw/f55jx44RGhqKqakpnp6e70ylFIT1I5Oeno6vry8PHjzAy8uLrVu3kpycjIODA//88w+Ojo44Ozvj7+/P2bNnadGiRZGv9abAeXl54eTkVOBjZTIZMTExPH36lKdPn3Lt2jW2bt2qSBnq0aMHa9euVRhOvH2sra0toaGh3LhxI9+14/LTTpCt7DXB4ZF16fLHLUSQp7jZGmkSEpee5/ncy5vQvVppxu5790NE5VL69KxZmiP3w3gSlcz5cY0w15ePPNutukpIdBLJmfkfr6UqIi1b3jsxoKYC2uqqTG3njL6mOq1dij49LCAg8GXg7+9PSkoKOjo66OrqYmZmhoaGRr7t09PTqVevHp6entSrV4/Lly+jppZ3nIQgrB9AZGSkQkBz/uvv749EojxV2bRpU/bv34+xsTFSqRRtbW0yMjIIDAzE3j7vPMiCIJPJaNOmDWfOnEFPTw8XFxecnJxwdnbG2dkZLS0toqKiiI6OJioqSvEKCgri6dOnSuvBObRs2ZLffvuN6tWrv/PajRs35sqVK2zdupVBgwbl2+5VQhotl10lKSOb+Z1d6FfHVqn/b3v6Pp7fBscZuYsC1CtnzK6hdQucr/q2cOfkod58Es2i048w1dEkWyrlytMYRftn/xUwd5h6giwZqInAxkSLZ9Hy9JylPavS2NEME938//gEBARKHklJSVy8eJGtW7dy9OhRAJYuXcq4cePybC9EBReB1NRUvv/+e/bu3ZvnfhMTE1xdXalatSo1a9akW7duiiebsLAwMjIyUFVVpUyZMu+8jkQi4eHDh2hqamJgYIChoSFaWlqKKUmRSMTmzZtxd3cnKCiIW7duKa3jFoTSpUtTvnx5ypcvT9++fQu85lu/fn2uXLnCn3/+yYABAxCL87aTtjLQwntOKx6ExitckjKyJairiBGJRAQvbEfrFVfwD09mVONyCoP/t7n5hpVhQZABR0bUpceG2zR0eG2OMWrPfeJSsoAk1N641M0pTRSf62/dKvP7CV/0dDSZ1taZbKmU0z7htKlkgbaGEMkrIPAtsXTpUqZOnapkAKSuro6dnd0Hn/ubGbHKZDJCQkK4evUqMTExfPfdd0qh1q9evaJjx47cu3dPPrpxcKBq1aoKIXV1daVUqVL5rsddvnyZJk2aUL58eaWKNXnx008/sXLlSqVtampqCpE1NDTExsYGR0dH1NTUEIvFSCQSnj59ir+/P1lZWZiZmWFqaqr4r76RMQ728qhke3t7tLSKFpwTFhZG2bJlycrKolKlSqxatYqmTZvm+iyvPI7iz2vP0NFQpXZZY+b+l2dawVKPMz81xPtFPLOO+rLvf3VQU1UBwPtFAh3WXFecZ2GXSjhZGeBaxohGiy7kO1WcF/am2lyc8PphQSaT8SohjcP3w1j8linG7qF1qFvOhHYrruIbngRAFWt9atkZ8ueN54iBGe2dMdHVoJOrdaE+LwEBga8LmUzGmjVr+PHHHwEoX748rVq1onXr1jRu3BhdXd18j/3mR6wymYyAgACuXr2qeOXkqgKsWLGCo0eP4urqCsDkyZO5d+8eAFevXn2nrVVeJCbK8ytjY2N59uzZO6eCfXx8ALnXb0ZGBlKplKysLKKjoxWmEzl9yUFVVRVHR0csLS2RyWTIZDKioqKIjIzE41kMIAOZDFcbA2QyeY5plkRKdrYENRWRYpuZmRl9+/alZ8+e6Onp5eqbtbU1GzZs4Oeff8bX15fWrVtj2Gka2uVq0q+WDW0qW3Ha5xV/3Xn9WZ7xjUBVBNkyaOtiSUJqFh3+M39ov/o6Z36WV5254BeOq40+HauWwtlSjyo2Rlz/b8q2MKKqqgLPouVOSjKZjL6bbhMck8qtqc0Y1dQhl7Ca6MhHoxNbV2DQNvnn+iQymWypfGpfCryIS6NWWZMC90FAQODrIzY2lhEjRrBv3z4AZsyYwbx58z76dUrkiPXq1av06dOHly9fKrVVVVWlRo0aREZG8uzZM7S1tTl27BjNmjVjxYoV/Pzzz4DcJamwkaIpKSnUr1+fBw8e4ODgwL59+xSi/TZ16tThzp07HD16lA4dOpCcnExCQgLx8fEkJCQQGxsrN8T39cXHxwdfX1+SkpIK/+G8A21tbXr27Mn3339PgwYNct1vfHw8Q4cO5cCBA4hU1DDrOgMt+9zrs+qqIjKzZVQpbcCcjpVwtTHkZUI69RdeBMBCT50701sorbtqq6vw8JeWqKq8nrPtuuYa91+8Nn+4NqkJTyOTGLxN+QEDlP19M7MkOM48DchdmkQiUa71WjGwfUgtnK30qTH/vGL7gi6VWHH+Me1drJnZqVJBPzoBAYGvkDNnzjBkyBDCwsJQVVVlzpw5TJ06tVC/9d908JKrq6siTaVx48Y0bNiQhg0bUqdOHXR0dIiLi6N3796cPXsWe3t7/Pz8kEqlmJqakpKSwv3793Fzcyt0X16+fEm9evUUvsBdunRh1qxZuQQ2p0L9xYsXC7T2KZPJCA0NxdfXl7i4OEQiESKRiOexadib6yESiRCLxchkMv668/y/Emyi/74wIhDJX3qaqgyrpMKWLVsICAhQnN/BwYHBgwczcOBApVJJWVlZ9O7dm0OHDqGhqYlJnW5IbaqhbuWASCQXRQ0VGOJejhp2RjR2NEcsln9J3xS34IXtyMyW5gpe0lFXwXdua8V7x+knyJTIA46C/hNPl1/OkPxGGo/HtGac8Q1n5lFfxbZ137nhYK5HeQu9XNfOQV1FxONf2zL673v84xMBgJoYcirpNXc2Y2P/mor+CwgIlAy8vb2ZNGkSp0/LH8AdHR35+++/C2xj+CbftLA6OTkREBDAqlWr8nUuyslTDQ8PZ+XKlfz4448Kg4Q5c+Ywa9asIvUnJCSEqVOnsmfPHoWT0po1axQ1WAHs7OwICQnBw8OjSP9zAVqvuIp/eBIPZrXk531eXPSPxNFMi8dR+Vd3+WdMfVysDZHJZNy6dYvNmzezd+9eUlJS5A1EYho3a0HZeu1YO3UYWpoaZGZm0qNHD44dO6Y4j1hLHy376uhUbIyWfXW6upXC3kyXoQ3t0fhvPfVtYQWov+A8YQmvrcVUROA/rzVqqip4PIvBPyKJ3076cXd6c/T+swXMlkh5FpVMeXM96iw4T2RS7nwaPU1VvGe3UrwPT0ijzoKLeX4GPaqX5pjXCzIkYKipQnz660jvXzu78N0b0c0CAgJfL2FhYcycOZNt27Yhk8lQVVVl1KhR/Prrr0qeBIXhmxbW2bNnM2fOHOrWrcu1a9dQUVHJ89ic+qimpqYEBgZy4MABhgwZgrGxMXfv3v2glBk/Pz9mzpzJwYMHUVNTIzw8XGF1aGpqSkxMTL7WgQUhI1vCBb9I2la24sC9UCYceIiTmRb+eQhrF7dSLOvpikgkIitbiqqKSDH9kZyczHfTlnPm8B4yXrxOrBZr6TN2+BC+//57KlSowM6dOzl+/DiHDh1SOrfv40AqOih/TpnZUuouuEBMilwE35y6XXEugJUXniIDWlY0Jyk9m11D6yil50xr68RQd3ulKZr7IXF0XXfzvZ/L4ZH1cCsj91iWyWR0W3cT79B4st74lv87ozlnH4XzLCqZTdeClY7fNKA6LT7A7lBAQKB4SUxMZNGiRSxfvpy0NPnvYffu3VmwYAHly5f/4HN/s8L6/PlznJ2dSU1NfefoMzs7GxcXFwICApg+fTozZ86kYcOGeHh4UKlSJW7dupVngE9BkclkODs7ExAQwIEDB+jWrRsAVlZWhIeHc/fuXWrUqFHk8+fw5ujQY0pjai28nKtN8MJ2OEw7oZj6fFPscs6RFRtGsvc5UnwuIkl+nQZTqVIlMjMzCQ0NJT1dOcjo+PHjtG/fXvE+JT2bSrPPAMpTum86HOWquCOWN87L0dBCX4Mbk5uy/Nxj1l4unL1j9+qlWdi1MqoqYhJSM2ix7AqlDLU4Mtpd6b7fRCSCoAXt3j6VgIDAF05WVhYbN25kzpw5igo29evXZ8mSJdSpU+ejXKOgwpp3cuFXTpkyZVi3bh0gH71evXo1z3aqqqosXLgQgGXLlhEWFsbhw4extLTE19eXwYMH8yHPHSKRiNat5WuIu3fvVmx3cHAAUBj+fwhv9y8vUYX/hPMNt6RNV57Sda38c5FI5edQM7bGqNEgrEdsxazbLDp37oyqqiq+vr48efJEIapWVlbUrl2bYcOG5Yqe1lR/PTuQk7qakpFN2akn8zWByJTmLaoAEYkZlJ9+ih41SuNipUt5M2Wj7EqW+U/pHPj3BRf8wgEw0NbAY0ZLJVEFKGuinJb0dT9mCgh8e8hkMg4dOkSlSpUYPXo0UVFRODo6cujQIa5du/bRRLUwlEhhBRgwYAA9e/ZEJpMpidrbdOrUicaNG5OWlkafPn0wMzPj8OHDqKmpcfDgQQ4fPvxB/fjhhx8QiUQcPHhQUXnB0dER+DjCmmPGYFYI4/cKFrr8eiqA+6FJ2E05wdpLT5XPKVYh8sAcDh8+TFhYGAcOHODSpUsEBgaSnp7Oy5cvuX37Nhs2bMjlJ6wiFhH4W1sezWmFx3S5raOOhjyrq09NGwB2fF/4deXGS64wqL49+/9Xl4qW8jwzXXURmwbWZmJLR0W75hVMGd/cQfH+2n/pPPlxaWJT/p2hbLydnvluz2MBAYEvg5s3b9KgQQO6devGkydPMDc3548//sDHx4cuXboUmw94iRVWkDslvfnfvBCJRGzfvh1DQ0M8PDyYNWsWderUYdKkSQCMGTOGyMjIIvfBxcVFUdt11qxZyGQyKlSoAMDBgwcVeatFZcYRbxaceMTliY2pam2AVj4ORwBD6ttia6JNcFSy0vZl514LvI66Chv7V1O8Nzc3p1u3bjRu3Bh7e/t3em7moCIWoa2hmqvKy+67ofy8x5OGjuaoq7z7Cz+9bYVc2yYceIiRriYnf2pE8MJ2+MxtSykjLUY1deDmlKZcn9yExT3dGNPcEb85rTDXUyc9U5rH2ZUx0dVUeh+flpVPSwEBgS+BJ0+e0K1bN+rXr8/NmzfR0tJixowZPH36lBEjRuTr9fu5KNHCmpP28j6LwTJlyrBp0yYAFi1axIULF5g+fTqOjo68fPmSnj17KtleFZZffvkFsVjM0aNH6du3L61atcLY2BgfHx8aNGig6GdRkEhlbLkZjJqqmKNjGuA3vw3BC9sRvLAdQQvaUtpIkxYVzQle2I6ZHVy4MrEJGe/QmpRMCWN23cduygnsppzA+0UcgOK93ZQTPAiNJzCqaHm1h73kucWPf23L01/b5NnG2lCTHtVLU9c+d6H3/KaTSxlqUdpIWyHmWhqqRCZlcuD+Cx69TOCSf8EfjrZeDypwWwEBgc9HVFQUY8aMoWLFihw6dAixWMyQIUN4+vQp8+bN+6CYmI9JiQxeAoiLi8PR0ZHo6OgCV5v53//+x8aNG7GysuLBgwdER0dTu3ZtkpKSGD16NKtXry5yP1euXMn48eORSCTY29uzc+dOevbsSWhoKFZWVpw5c4bKlSsX+fx5YTflBNcmNcHG+PW6pN/LRBwtdCg3/fRHucbPzR1xsdbHIziWLm7WOFnqc8EvgiHbcxs75PBm4JTT9JOkv1VKLnhhu3ea8r8deJUfTyOTSEjNpNv624ptQ+rbMbNDbjOI608i6bf5LmKgXjlT/h5au0DXEBAQ+LRERkZy4sQJjh07xpkzZxSRvm3btmXRokW4uLh8tr5801HBAEOGDGHLli04OTnh5eVVoCnM1NRUatSogZ+fH+3ateP48eMcO3aMzp07AzBu3DiWLFlS5Hn7O3fu0K1bN8LCwpg2bRojRoygdevW+Pr64uzsjK+v70dbE+i/+Q7XnsinmXOEyCcsnvarbyhF6xa0qszHwlxPHQt9TUx1NVjRyw0DbTVFH1REoKoiRkNVTGJ63uucBpqqPHgjZzU/iirMaZnZaKqpCDVaBQSKCZlMhp+fn+L399atW0pBmtWqVWPx4sW5PMw/B9+0sL5ZTf769evUr1+/wOd78OABtWvXJiMjQ2Ew8abd4bFjx+jQoUOR+zt8+HA2bNhA+/btOX78ODExMZQqVYrMzMxC5bWGhYURGxuLs7Mzqqq5LZ+zJVJ6b7zN/uF1FSIhk8lo+PsllvSoysyjPjyOSObu9OacePiS2ccf5TrHp8ZjejPM9TRzbX+f2PvOaYlOHtVoOq25xoM3bBHzo6AjXgEBgc+Hj48PW7Zs4dixYwQGKqfWVa9enQ4dOtCxY0dcXV2L7cH3mxXW1NRUKleuzLNnzxg5ciRr164t9DnXrFnDmDFj0NbWJiYmBk1NTcaMGcOaNWvo3bv3O6OM30VmZiaGhoakpaWxYcMGhg0bBsinNE6dOsWCBQuYMmVKnsf6+/tz8uRJbt26xe3bt3nx4gUAurq61K1blwYNGlC/fn1q1679zuoM8PlHqXmxe2ht6pZ7XfZt6/VnDKpfVukhoMrs0yTlsSCsJhbx5Le2StvuhcTSfV3BS+sJ4iogUPzIZDLOnDnDsmXLOHfunGK7uro6zZo1o2PHjrRv357SpUsXYy9f880K68SJE1myZAmlS5fG19e3SMXPMzMzFVPHcXFxiojh2rVro6OjQ2RkJNra2u85S25yIoKfPHmiVEh8/fr1jBgxAi0tLVxdXalcuTIuLi5UrlyZ2NhY1q5dy8WLyhZ9IpEITU1NxXrD2+QYUuy4Fcyso744W+px6qeGZGVLccij4Hhx0KqiBav6ulFhxuv13m2DaxIcncKg+mVJycim0i9nch2nrSbm0TzlwKfCPiwIwiogUHykpaXx999/s3z5cvz85CUnxWIxXbp04bvvvqNFixbvHSAUB9+ksD5+/JjatWsjlUpzOQIVhpSUFMX/1OTkZHR0dJDJZJQrV46goCD27dtHjx49inTuBQsWMG3aNNzd3RXGFVFRUVStWpVXr17le5xYLKZVq1Zoa2vj5+eH3+OnyCTZIMs7xLdBgwZcu3btixidvou6ZQ24FZSQa/uz39oqDPF/2uvJEc+XHBtVH3tTHVqvukbrihbMeCMIqTD3aaKjisf0lmRkS9BWL7GVEwUEvjgiIiL4448/+OOPPxSphnp6evzwww+MGTOGsmXLFnMP3803J6zR0dE0a9aMBw8efNB0LchLphkZyVM90tPTFaPXKVOmsGjRItq2bcs///xTpHn+sLAwypQpg1QqJSAgQGEWkZWVxePHj/H29sbHx0fx36ysLPr160fTpk35448/CmRY4ejoyD///IODgwMbrgSy4JR/oftZ3OQ3ojz+8AVjdj1QapOamU3FWblHtu+jhq0hB0YUfP1dQECg8MTExHD48GH279/PhQsXkEjkNmu2traMHTuWIUOGFGlmsTj45gqdr1q1igcPHmBsbMzKlSs/6Fxv5qy+mWjct29fFi1axMmTJ+nZsydbt24t9HSFtbU1rVu35uTJk2zbto3ffvtNcZ1KlSpRqZJyKkh0dDRz586lTZs2ZGdng0iMjnNDDq+YhoODA/2XHMDNUoO65UwRi8W4ubkpxBrgf43KfZXC+iZ3g2LpsSH3+unqi48Z09SxSKNOXQ0VulX/MtZtBARKGrGxsRw5coR9+/Zx/vx5hZgC1K1bl3HjxiksU0siJWbEqq6uTmZmJtu3b2fAgAEfdM6XL19ibW2NWCxW+kIAbN68mREjRpCVlUXlypU5cuSIogpOeno6ERERhIeH8+rVK8LDwwkPDyc1NRULCwssLS2xtLTkwoULLFiwAAcHBwICAvId+Z44cYLvvvuOhAT5VKm+Q0103AehbiYvbRa8sB2jd93nn4evFO/zo8e6G0xr68SQ7XeJTc3HmLeYqGCuQ0BkitK2N++lIKkzsSmZ7L0TwqKzchcpEfC+L/aYpuUZ3zK3w5OAgEDhiYuLUxLT7OzXKXOurq706NGDHj16KLzSv0a+uRFrZmYmampq9O3b94PP5esrL6Kdly3WkCFDcHZ2pmvXrnh7e1OtWjVKlSrFq1eviI+PL9R1fvzxx3dOJ48fP56EhASqVq3KkiVLOBRhxEnvcOU2LSvwOCKJilb6CgEKfqOiTNc/biKVyXjwIoEu627nukZx0bGKJcceyu/l8Vuiuravq9L7GmX0uff8dRqNjZEWoXHKQVvGOupsvRWCuorc0D8/URUBhtpqxKVmsfriU0FYBQQ+AJlMxqVLl1i6dClnz55VEtOqVasqxPTNWbRvgRIjrDo6OqSkpBAQEJBrOrUgSCQS7ty5w6ZNm9i2bRtAvvVY69Wrx7179+jatSt3795VjChBHiaeMzLNeWlraxMZGakYwYaHh6Ovr/9Ox5CwsDACAgIQi8VcvnwZQ0NDmufRrqypDo8jknkc8dr/NyQmBVsTHVIyJcSkZPA8Nv/i58XFq8QMghe242VcGvUWKUc8j9ntRbsq1or36/rXpOavFxTvV/SqSnW73P7P/2toz9+3QwiKSUUENChvksuEXwYMrFMaZ2tjmjqZf9R7EhD4VpDJZJw9e5a5c+dy8+brOslVqlRRiGmOJ/q3SIkR1sqVK3P79m3u37//XmFNT0/H29sbLy8vPD098fT05OHDh6SmpiraDBgwQFFSLi9Kly7NtWvXuHz5MmpqagoRNTQ0JCwsjKysLIyNjTEwMChSkFNOek21atVyVZDJQSqVMWa3Z67tjRZfJnhhO7TVVLDU16JpBXO23Sq6H/HHIHhhO34/9Yg/rsh9eMuaysu9XX+auwhBFzdrpfd/vFWHNcei8O2p7yHu9tQtZ8Lqi0/QVlNhXEtHVl94yp57L5TaXfCPZkxzZ1TEgruSgEBh8fHx4YcffuDOnTsAaGhoMGzYMEaOHImTk1Mx9+7LoMSY8Lu6ugLw77//5tonk8m4efMm33//PZUrV0ZXV5datWoxbNgw1q1bx+3bt0lNTUVbW5uxY8dy8+ZNtm/fjpWV1TuvqaGhQcuWLVFXV+fYsWN8//33lCpVijJlylCuXDmMjIyoWLEic+bMKXSJuBxhbdasWb5txGIRk1s7cX1yE7YOqsmbMiGRyrCfdhKP4NhiF1WACjNOIZGJ8JrVnN+7VeH37lUB6FGjNKbaylPuB++HKb3feiM4z3PaTTlBXEqm4n1obCrj93lxyieCsc0roKGmytCGZXM9PQZGpfA4omhFBAQEvmW2b99OrVq1uHPnDlpaWvz8888EBQWxatUqQVTfoMQEL61fv57hw4dTrVo1VqxYgVQqRSqVEhYWxpo1axRPVzmYmpri5uaGm5sbrq6uuLm54eDggIqKSj5Xys3Tp08ZPnw4Fy5cUNquqqqKmppaLvMGV1dXHBwc0NHRQVdXF0dHRwYNGpSrIoNMJsPW1pbQ0FDOnDlDy5YtFftO+7xi1C5PHs1phYaaSq7jckbHlWadJiW/6uGfiRENy7Luat6VYhZ0dqFPHVulbZV+OU1KhrzPb49Gl5zxZ80l+cjVRFuVmNTXazk5bZedCWDVf7VltdXEtKxkyRGvl9S0NeRuSLyivZW+Oremvb8og4CAgJy0tDR+/PFH/vzzTwBatmzJtm3b3jv4KGl8c3mst27dom7duvm209DQ4LvvvqNz5864ublhbW2tEKGsrCwOHTrEX3/9pYjizXmJRCI2bdpEx44dFeeSSqUsXryY2bNnk56ejqamJu3bt6du3brUqVMHNzc3tLS0SEhI4NixY+zZsyfXwn4Orq6u3Lt3T0nQnz59ioODA2pqasTHxyu5PP3vr3uc8Y3gl/YVGdygLK5zzxKf+nXWDy2M+9G1x1H03+KRa/u0No4MaySPMoxMTKfjmhtIZFKikjKV2ulqiEn+zx7R2VKXUz81+oCeCwh8OwQGBtK9e3e8vLwQiUTMnj2b6dOnF2oQUlL45qKCnZyc+O677/Dw8EAsFite6urqdOzYkREjRmBhYYFMJuP58+ecPn2aR48e8ejRI06dOvVO16MNGzYoCeuqVasUnr7NmjVj/fr1lC9fPtdxBgYG9O/fn/79+xMdHc25c+eIiYkhJSWF+Ph4fv/9d7y8vDhx4oTS+a9duwZAnTp1clknbuhfg7RMCVrq8i/11yqqlyYUTtjcHc3y3J6Y/npUbq6vye1p8qlz6X9T4QDGWir80Kg8dsbaTDv0kISv9DMTEPicSKVSdu7cyejRo0lMTMTMzIydO3cWqATnt06JEVaxWMzff/8NwMOHD9m1axdXr16lXLlyqKioMHnyZB49eoSfnx/Jycm5jrewsGDYsGHUrVsXbW1ttLS0CA0NpXv37ty4cQOpVIpYLF+S3rFjBwD169fn3LlzBQpOMjU1pU+fPkrbUtPTWbViBQcPHlQS1qQk+fpfqVKllNpLpTLEYpFCVAEs9TUIT8woyEf0RWFnolPoYzq5WnHU6/UD0N7/1aF22dzRwSBff84ppJ6UloWBtjpisYhL/pGY6r2/hKCAwLfM+fPnmTx5Mvfv3wfkv3V79+7F2tr6PUcKQAkSVoDQ0FB+/vlnDh48qNh261Zuxx41NTUcHR2pWLEilSpVwtXVlTZt2qCurq7ULifdJiEhgczMTDQ15SXOunTpgqenJ0+ePFGyP8yPywGRNHI0UxLgyMR0dofKpxLu3VMuCp4zxfKmOcWbJgk5ProymeyrE1VNVTH+89vkuU8mkzF0xz3O+0UC4FJKn39+dFfsX9m7Git7F/xaqiryByEj3ddCuqh71fcaRwgIfKt4enoyZcoUzp49C8h9fKdMmcLEiRPzzOsXyJsSI6zZ2dk0adKEwMBAVFRU6NixIx06dCAkJISgoCDKly9PpUqVqFixIuXKlSvQlyQ4OBgAS0tLhagCTJo0id27d+Pn58fixYsVtoT5kZyRzdKzj5nQqgJ2U06wdVBNqlobUK92TY4eRDGKzrFHzEtYmzqZc9FfLjjZEinqYnkx7u7VS3Pg3xe5L/oFMqJRORpVyHtKVyaTUXbqSaVtPi/lphA5I/WPwcc6j4BASSI4OJgZM2awc+dOQD74GDlyJDNmzMDU1PQ9Rwu8TYkR1pMnTxIYGIipqSkXL16kcuXKH3S+zMxMfvjhBwDc3d2V9mloaNCvXz+mT5/+zrXZHHZ7POfG0xjW/BexOnjbXQD0tdSwtrYmLCwMT09PxXVyppzfFNYtg2rmee4lParSrrIV8088IjAqhfX9qrH1ejB3gmMLecefljFNyzO8oT0zj/lSx155+jY/y0JXG0P6b76N94sE7s1ogaqKmJjkDDRVxehoCk/PAgIfSkxMDL/++itr164lM1Me8Ne3b1/mz5//xVea+ZIpMcJ65oy8uklWVhYnTpzAysqqyE9aUVFRdOvWjQcPHqCqqsrvv/+utD8jI0Ox9mBsbPze890NylvkEtOyEZuVg7AwZv15hEv/CWvOiFUqzbsk3Ns0cTKnyX8uQmsvPUVHQwV7M22eRaW+58jPx+qLT1l9Uf5gcdzrZa5C5W+jIgIjLTGXHscgQj6tu+DEI/68FkQjRxNmdXLBzuTLq9coIPC14OfnR+PGjYmMlM+ENW/enEWLFlGtWrVi7tnXT4kxiBg8eDDly5cnISGBqVOnYmZmhp2dHbt27SrUeby9valZsybXrl1DX1+f48ePY2dnB8inKw8cOICzs7NiHfd9SdF2U06QKXm9qnd9chPuzWiO2n9Tkol6ZQDwuPcvDX+Xm0LkNRX8NmHxaWRJcgtvy4oWXAyIIjU9m7HNHPCb24qtg2pyaqw7PzX/Msyv3coYKv6d32i1SQUzHr1MRAxYG8rXSHfeDkYCXHwcQ5PFV0jJyJ2+JCAg8H6eP39Oy5YtiYyMpGLFipw9e5Zz584JovqRKDHCWqNGDfz8/NixY4diGjgkJITvvvuuwOJ67Ngx6tWrR0hICOXLl+f27du0bt2a8PBw1q5dS506dejRowdBQUGUKlWKrVu3KqaL36bl8isc9QrLtb2UgRYGWmqoqciFtX2TBgBkhj9l26BaQMGE9btNtxm7J7ed4YXDO9G/uhROzmXXtO+o4VaVf//ZgbOVPj81dyxU7ujHREtNjL6mfILEIzgOuykn8hXV4IXtOO8fRURyNo7mOiSnZbPqwhOO/ehOw/LyaWQZ8kAoAQGBwhEZGUmLFi148eIFzs7OXL16VUih+ciUmKlgkDse5eSNJiUlMWXKFP744w/mz59P7969FWuXbyOVSvn999+ZNm0aMpmMpk2bsmbNGi5dusSIESO4evUqOT4aWlpaTJo0iYkTJ6Kj8zplJDE9Cx11VYX/rKGWGlMOPkRFBO4Oplx+HI2bjb4itzKHqQPasHMuZMeGYaIhF9Kcfr5rKrhHDRuaOZnTff1NxjR1oJGjGY8ePWLkyJG87fmxadMm1kQ7A2BrrFWYj/SjkZYlJS2rYFPbj8JeFzXw/6/yzfJzj0nPkjCgrh1Xn8ZQ284IFRVBWAUECkNiYiJt2rTh8ePHlClThrNnz2JiknfKmkDRKbG/THp6esycORMVFRX8/Pw4depUnu1yHJumTp2KTCZj2LBhGBgYUKlSJUaNGsWVK1eQyWTUrl2bJUuWEBgYyOzZs5VEFWD7zWCeRL72n133XTXSsqSIRNCvrty6zzM0kbdpt8kbFX35+mjOum3OuXPyWfNiVJPylDPXJSopg8BIeV7uvHnzcokqwCu919PVIV9gpZs3aeZkSvvV1zHSVGF629fVMca3cGBUk/L88Nd/XtBCcK+AQKFIS0ujY8eO3L9/HzMzM86dO0fp0qWLu1slkhI1Ys0hKyuLP//8k3nz5immU2NjlQOIQkJCmDx5Mnv37gVAV1eXxYsXk56ezsaNGwGoVasWPXv2pHv37tjaKvvavk3fWmWUjBtM9DTxmtWCwKgUzHU1KG2gzouEzDyP1bAsT2piJPfu3aNJkyZYWFgAEBER8c5rqqmIuTKxCQBz/z7Pnj17FftE6toYNRmMpm1VVA3z9/NUEYmQfCGulgu6ujD1kA8AcekSfj0ZoNhnaaCFjoYqdiaavIxPx1BLiAoWECgo2dnZ9O7dmytXrqCvr8+ZM2e+uRqpn5MSJ6w3btxgyJAhBATIf5Tt7OyYO3cu/fr1A+RTIYsWLWLp0qVkZGQgEokYPHgw8+fPx9DQUBFi/v3337Ns2TIMDAzyvdabhcVNdHO7+bjOPVegPqtbOZD6+KbCKOJNYR224y7qqiqs7O1GuWknuTOtGRb6mrnOsWLbPt4s762qb4aea95GDG9S3KJqoafOnekteBaVRNOlV/NtFxKbyvOYVGZ3cMEjKJYB9d79oCMgICBHKpUyZMgQjh07hqamJsePH8fNza24u1WiKTFTwampqfz888+4u7sTEBCAubk5q1evJiAggP79+5OQkMDcuXOxtbXlt99+IyMjg8aNG/Pvv/+yefNmrKysiIqKUowSt2zZgrGxMbVq1WLq1KmKkPS3yQlCymH/3edUnXMmzynZ/FA3lzs8+fr6Aq+FNS0tjbDIOP55+AqZTEZVG0Mm7H+Q5zlaW8hTa/r37w9AVuyLQvWhuIj4zyz/XaLaxbUU3aqVxsZYi/IWekxs7YRvWBK77jz/XN0UEPgqkclkjBs3jh07dqCiosK+ffto2LBhcXerxFNiRqyjRo3i0KFDANSrV48jR45gbGxMfHw8K1euZOXKlSQmytc4nZycWLBgAZ06dVKyGSxTpgwXLlxg//79XLx4kcePH3P37l3u3r1LSkoKq1atUrpmXhG2Ew96A+RyEXoXKjpyS8ToaHnRbx0dHXR0dEhJSWFlZ3uFwf/RUfXzPH7btm0cOSy/98MPowBQNbQqUoH1z00dO2U7yGo2+tz/by26srU+deyMGNXMETUVMSKRiNJG2mRmS/k3JIb6Dnm7OAkICMiZP38+K1euBOS/Ex06dCjmHn0blBhhdXB4naN58+ZNzM3Nc7VxcXFh5syZdOvWLd+SR02bNqVp06YAvHjxgsWLF7Nq1SqePn363j5su5F37dH3IdaWewZHREVx1ucVLV2ssLCw4NmzZ0REROSqnJNTdzUtLY2RI0eybds2ANq0acO1/4ygtOyqFqkvnxNVMewZXg+A3UPrkJCaSevKr9eDQ2NTKW2kpfSAsPfuc0JiUmlRyQozwUxfQCBf1q1bx6xZswBYuXKlYjlM4NNTYqaCp02bhre3N4MHD85lpl+1alUOHjzIgwcP6NmzJ2KxmJs3b/L9999TrVo1ypQpQ6lSpZgwYQLBwcGEhIRw4cIFTp48SXh4OCA3+H8fs48/AsDRXDvfNtVKvy5q7mjxnzew1n/ruFIpQ/68Ska2JFcA0zGvMEXuZ9mpJ7GbcoIpU6awbds2xGIx8+fPZ9++fWi9lEcWa5Z5Lawre7u+t+/FQbYUmi65BEDdciZKopqZLWXHzSAehMbh+zKBsHh5NLOprgYD69rhamNIaaP8P2cBgW+ZnKUxgFmzZvHjjz8Wc4++LUrMiBXkI9ItW7awbt060tLSFHmgRkZGiEQi4uPj+fvvv9mwYQM+Pj65jl+6dClLly7N89xv58DGJGfkClgSA1LgcWQqrjaGeIXG5zrP/RdJlDHWpnctG0Y2Lo/dlBOIVNUQqWshy0xDW5KMhqqKYsSdI6w/7vFSOk92UjSrNqwD4MCBA3Tp0oVFixYRFRmBnZ0dAXt/UXrA6ORqna8hQ3HyKiE9z+3qqmI6uZXGTFedF3FpnA58STVbY5o5W3zmHgoIfH08fPiQjIwMLCwsmD17dnF355ujRAlrDhoaGmhoKIvegQMHGDx4sKIWq5aWFr169aJr165YWloSHh7O8uXLuXTpEmpqapQtW5by5ctTrlw5ypUrR+fOnRXnOvhvKOP3y80fAhe8Xmed26kSM476YqKjytTWTvTadBtjbVViU5Wt90RIGdm4vCK4SCaTwX//Pj5G7hf85og1MT13Ye5Ej8MgyUKjdCU6d+6Mr68vc+fOBWD27Nm5Ru1fKit65x+d6GItH8mrqYjxeh5LSEwqbmXeXaJPQEAAXr58CUB8fDxnz56lVatWxdyjb4sSKaxvs3PnTsX6QqVKlRg+fDj9+vXD0NBQqV2HDh1ISEhAV1c3zzXYB6HxJKRlYf7f2t6sDpWU9p/2lY8uj4xugPuiywC5RBUgJFY+ShOJRMzrVImpO68hy0oHkVjhS/ymsGqpve7LncmNqL3oCmmB/1XIqdmZjIwMunfvTmpqKs2bN8+1lrLl+jNuPI3GZ3ZLXGafVWxvVcmCM77vzpX9lExv60irSpbvbWesq0FLl1JYGuROMxIQEMhN+/btadeuHSdOnKB///75ZjUIfBq+CWG9fPkyAOrq6hw+fFgp0Olt8stbPeYVpjQd29DBlIH17JTatK9ixfWn0bgvusykVhX4/Yw8l9Z/XmsysqQYaKsppmMzsiVoqKrQv64dpdKDab4W7MvaKUaaUVHy6F5dXV3UVMRoq6ugpiKm9qIrZCdFkx33ErFYzOMtEzh//jz+/v6Ym5uzc+dOVFRU2HglkN9O+Sv1z2X2WYIWtKX6vHPEpmaxoX+NYp0e7lO74GWpbIyF9VQBgYKirq5Ojx49OHHihOCuVAyUmOCld/Hrr79SsWJFMjMzqV+/vqIyzfuQyWRkZEvIlkhzrXHWsMtdLq53rTIcHFEXmUzKK9/b1Hu+kyqPNnD7xjUMtOVOQWWMtLAy0ERD9fUoNCToGYBS9G9ISAggtznMzMzk0dzWeM6UG2WnBcqNJFxdXTE0NFQYS7Rq1UqxNvu2qOZQdupJYlPlU8vFveYaEp1crNcXECjJnDgh//tu1654Cm98y3wTI1Zzc3POnz9P69atefjwId27d6dXr178/vvvlClTRtFu2bnHfFe7jMLZqOzUk5jpqlPeTO7dq6OuQkqmhFNjG+BslXtke9c/mO4//8bL2/8wP/51AfQHfk8QdVsCKOe+2k05gYaKCPG/8sjYW9FqbLr6jKEN7RkyZAinTp3i4sWL1KhRg5UrV1LfvSEyqYRED3nOqnEVeVpQUJA8zWfPnj2oqKgwYcKEj/bZfSxUxVDTzgiv0HjSsuTryVceR1LJ2rB4OyYgUALJyspS1KgWhPXz802MWAGsrKzw8PBg+vTpqKiosHfvXuzt7enRo4ciQjgmOYMtb+Si7vyhNlHJmdwKigPg9NiGdHa1VhJVmUzG9evX6devH7VcHHh+ehPZb4gqQKz2a/G++jhK8e8qpQ3IlMgI8pWnyKiZleVeiNzTuFu3buzZswcTExO8vb1p2rQpTo4O1AvdLZ8G1tQlwKg2AJMnT6ZRo0ZkZWWxbds2XFxcsL23mjFlY5CkF/+oUCySp9bcehaHs5U+OmryvNTWLvl7GAsICBSd69evk5iYiJmZGTVr1izu7nxziGRfg+/dO0hMTMTAwICEhAT09fULdMy9e/eYPHkyFy/KC4s7OjoSEBBAepYEDVWxkiFBaGwq7r/LR5S/dKjI4PplFdf9+++/WbduXZ6pOyCvsDNlyhRG/fgTVedfyrU/eGE7kpKSMDQyRirJJigoSBG8lENUVBQzZ85k586diohmgF9++SVXGP2dO3dYvHgxhw4dUkQci8Vi9G0q0K1jG85QHRXt/L2PPzcNHUzZMaR2cXdDQKDEMWHCBJYuXcqAAQPYvn17cXenxFBQvflmRqxvUqNGDS5cuMCMGTMAFNPBmmoquWwAbYy1FVaCFSzk5g4vXrzAxcWFUaNG4ePjg5aWFkOGDOHu3bu41JFXm9G0c8Ppx61MmjwFba28o1kP33/BsdPnkUqyKVeuXC5RBTAzM2P9+vVERESwc+dO2rRpQ9OmTRk7diypqak8ePCA/fv3c+jQISwtLdm/fz8BAQH89NNPOFRwQiqVEh/ix+bVy4jYMx1p5pdTNu7+8/ji7oKAQIlEWF8tXr6JNdb8uH37NgBt27Z9Z7uqNoZKa6PfffcdoaGh2NraMm7cOAYMGKBI3VFJk0/lVm7dl8hsuaBeDojKdU6An/c9IPaC/GlSYuWCVCpDLM7b31dDQwNra2sqVKiAt7c3VatWzdMNSqxtgLpleSb1a8eyJYuxsbHh/v37TJ06lYiIYGo938OOv3dRcXbBKu98KNpqIlpVsmJiayf+DYlj1pGHJKRJkAIdqwpTwQICH5vAwED8/f1RUVGhZcuWxd2db5ISLazp6el4eXmhrq6uMI3IeUkkEq5cuQK8X1jfJCwsjKtXryISibh48SL29vaKfU+fPlVE87ao4cyvQ9rx160g7gbH59/HYC8Akk2csZ92Mk9j/wMHDjB69Og867MaGxtToUIFMjIyePjwIdmpCaQ/+5e5c+UFwVVVVenYsSP9+/dnyZIlHDx4EFfX34HPUzZKT0OVw14v8QtPIjgqiXTJ632HPUOZ3MYZA6G2qoDARyNntOru7p4rV1/g81BihTUiIoK6desqImbzo1y5coUq+Pvw4UNAbjTxpqjOnDmT3377TW6jqKKGoXkpABadDqBeOVOCFrTNVfFGkpZIVrRciDVtq3BsdN7Va2bNmkVERARGRkZ07tyZhg0bUqFCBRwdHTExMSEuJROxWISGSMKDBw+4d+8ed+/e5c6dO/j7+yuq/uTw199/Q+fPI6wRyfLUHv/wpFz7etW05WlEIkkZ2dSxN0FTrcR+HQUEPhvCNHDxUyJ/yTIyMujWrRtBQUHo6+ujr69Peno6GRkZZGRkkJmZqWj7v//9r1Dl1TIyMgCUFq4fPHjA/PnzAfmXec6cObi6ufLH5ad4zWrJq/g0JVHVUBWTkS1FpKIGIjHIpGifns1ZmzAqjx+v1J/AwED8/PxQVVUlMDAQIyNlS79ph70VdUmDF7ajdu3a1K4tDwiym3ICq3rBJD88R1qgB3VdylOzZk369evH1RgdDnmGERKTWuB7/5jYm2ix7WYIkQnpaGuIMdPVEFJvBAQ+kOTkZIUhjiCsxUeJFNZx48Zx48YNDAwM8PDwyDUilUqlZGZmIpVK0dYunKNPjiirqb2evly4cCEAvXv3Zvfu3QD4hydy5N9Qfj8dkOscGdny4gBidS20ytUg7akHjx8/ZuLEiSy+k8yOX/5Hq/9SUY4fPw7Ip3XeFlUAl1LvjvJVN7PDuNlQaDaU58Bz4OBeuY9ozrTz5zSK0FYTsbqPG42dLMnIlnDG+yVzjj+iVUUrQVgFBD6Q8+fPk5mZib29PU5OTsXdnW+WEimsOVMhixcvznOaVywWo6lZNN/ZHGF90+Q+J92mT58+im1Olvo8jnr3aLBBeROudZ1BdmwYmcfmEB0ZTlZMKFMOeSuE9Z9//gHIt0Bx39pl6Fu7TJ77tg+qycBtd/O9/ud2XurqVoof3Mvy025PTnq/IiFdwnk/uYfp0L/v8+y3tvkGbwkICLyfN6eBCzMTJ/BxKZHpNvXry9cqQ0JCyM7Oxt/fn4MHD3Lt2jU+NG03NVUulm8Ka4UKFQD5OuubuabBC9vRLx/RA6hlZ8zNqc0Y3rEhZqZyi8QaVStzd3pzRRtfX18AGjZsWOA+2k05QZXZZyhlpMWvnV0KfNyn5pDnSzquvsHjqFQOer5SiGoOwu+AwNdCRkYG9evXp1OnTiQkJBR3dwC5Wc3Jk/IlJ2EauHgpkcKaE2K+fPlydHV1cXZ2pnv37jRs2BBnZ2dWrFhBXFxcoc8rlUrZtGkT8FpMAZYtW4aFhQUPHz6kf//+ijqwhz1fEJOSke/5lp1/Qv2Fl/jz6mP8/OVTxpvHdUNVRf6/JTs7WxEJnJSkHPyTU/T8nI/c5Wn7zSDc5p5VPDgkpmfTYvlVnC10Cn2fn5Lst55rWlQ0xdlCh039qglP2AJfDZ6enty8eZNjx47RtGlTRdGM4sTLy4uXL1+io6NDo0aNirs73zQlVljV1dVJTU0lIyMDbW1tatSoga6uLgEBAfz8889YW1vz/fffc/du/lOlb7Np0ybu3buHnp4ekyZNUmwvU6YMhw8fRl1dnSNHjrBy5UoAzvtFcsrn/WXZ0p7eBakEsY6hUiUKsViseN+8eXOmT59OerpyYfChf9/HbsoJfjn2iLjULKYe8gZA4z+P/64b7hT4/oqDc4+i8YtIwVRfk2yJtLi7IyBQIBITExX/vn//Pu7u7jx//rwYe/R62ah58+ZFXuoS+DiUWEvDf//9l7CwMFxcXLCzs0MsFpOUlMTOnTtZt26dIm0GoGzZspiYmKCnp6d46ejokJ2drYgkjo6O5vLly4jFYn799VemTJmSqy9z5sxh9uzZdOvWjQMHDgCQlpFF1TnnyJTKP+bl3Svz8wFvpeMi9swgPcQL/To9SLi1T2lfeHg4Y8aMUZyvQoUKbN68mcvxRmy6ppxKlFMk4Evh4awWaKmr4DDjNCD3DJbm822zM9Gid01bhjcu9xl7KCBQNDIzM6latSr+/q+rSNnY2HDu3Dml2azPSZ06dbhz5w4bN25k6NChxdKHkk5BLQ1LrLC+C5lMxs2bN1m3bh379+9XSr95H5s3b6ZPnz5oaWnl2rdo0SKmTJnCoEGD2Lp1q1JwkJaaiLQsGRqqYmraGnI9UO7QlHjvGHEXNoJIRNCzZ3naGgIcOnSIUaNGER4ejkgkonKLnsRV6o5YXYtWFS1QVRGz9rtqxV4K7k2OjKqPq42hwlHqr9vBzDzim6udoaaY/nVtae5sRdUyuSOfBQS+RM6dO6dYdipXrhyBgYFYWFhw48YNypX7vA+Iu3fvpm/fvoDcctXa2vqzXv9boaB688migu3s7BQuRDlMnjxZkZoC8Pz5c0aNGsXFixfR0tKib9++LFmyRCkw6FMgEomoX78+9evXZ+XKlfj4+JCUlKT0SklJQVVVFU1NTTQ0NNDS0qJevXrvDGHPmX7Zc+k+41/GU83GkPuh8Zz/uSGlDDWp+MtZOrmWomIpfa4HxpLy4JRcVIHZv/ySr6gCdO3alSZNmjB+/Hi2bt3Kw7N7MX94lQy7+pyNacizjaMBkMmkZMe+RNXAHJHq68/RWFtNUYf1c6GvKf965UT69q9jR3B0KpuvK4+049OlrL4UhIaqmiCsAl8NOeuqNjY2XL9+nVatWvHw4UNatmzJ9evXsbL6PJadZ8+eZdCgQQCMHz9eENUvgE82YrWzs2PIkCFKUxK6urro6uoCIJFIcHV1xczMjKVLlxITE8PAgQPp2rUrq1evLvB1ijJi/VQEBQXJ3ZhEYtx+2sTuid249DgKNbGY7jVsSMuUMOOIN7XKGjN3zzUi/xxGVlYWkyZNYuHChQUO3jl37hzDhg0jODhYsa1cuXK4uLhw/fp1YmJiUDMvi/edq7Ra/+AT3W3+rO1bjTYulnmmzshkMq4/iWDtpUBuB8Ur7fOb2wot9RKZASbwlSGTyYiNjSUsLCzP18uXL3n69CnJycnMnj2bX375hfDwcOrXr8+zZ8+oWrUqly9f/qSWgq9evWLSpEn8/fffgLzU5L59+xCLS2TozBdBsU8F29nZ8dNPP/HTTz/luf/UqVO0b9+e0NBQSpWS2//t2bOHQYMGERkZWWCR/JKEFeT5pv/88w/qZrZY9F+GWE2DXUNrU9feBJFIRFxKJkY66vz000+sXLmShg0bcvny5TxF9f79+6xcuRJ1dXVsbW2xs7NT/NfIyIhTp06xb98+Tpw4QVpa7qo1auZlsej9Kypan/5zURWLyP5vATUvv+Mc/rfjLteeRKGrrkpkivIIun+dMnxXxxYny+L//yjw7ZGYmMhff/3Fli1b8PX1VbisvQtDQ0N8fHwUo8TAwEDq169PREQE7u7uHDp0CFNT04/az4SEBDZu3MjcuXNJTk5GJBIxZMgQVq1alecSlcDH44sQ1hz7QBsbG3r06MHEiRMV07yzZs3i6NGjPHjwekQVFxeHsbExFy9epEmTJnmeNyeYKIfExERsbGyKJKxXrlzB39+f2rVrU7lyZVRUVIpwp8pERERQtWpVIiIi0HKsi7ZDXf4e3YK4uDjCw8MJDw8nJCSEgwcPkp2dzdmzZ2nRooXSOaRSKcuXL2fq1KlkZeU9fStWUUWka4KWkQWtazji4+ODWCymT58+6OvrM3bsWAA0bati0fvXD76vd7F5YDXqlzdHTUWMyjsMHmQymcLaUVddTHJm7ijgeZ0q0b+u3afqqoBAnqxdu5bRo0cX+jhbW1ucnJywsbGhXr16dOrUiefPn9OoUSMSExMxMTFh8eLFDBo06IPSybKzszl37hw7duzgyJEjiuyAWrVqsWbNGqGY+Wei2IV1+fLlVKtWDSMjIzw8PJg6dSqdOnXizz//BFBMZZ49e1bpOA0NDbZt26bkYvQms2fPZs6cObm2F1ZYg4KCqFChgkK49PT0qFOnDvXq1cPZ2RkLCwssLCwoVaoUBgaFKw7+ZlDDu+jVqxe7d+9W+oMLDw9n4MCBis+lU6dOuLm5ERISwr8+ATwLDiE9PpLsfAT3bbTK18a828xC9b8o7BtWh1r2Ju9tt+i0PwZaKiw89TjXPis9dW5Nb5HHUQICn5bGjRsrql29jaampsJzXE1NjfDw8Hzz4FVVVWnWrBm9e/dm+fLliuyDhg0bMnv2bBo2bFioB3hvb2+2b9/Ozp07CQ8PV2yvWLEiEyZMYODAgcLU72fkkwhrfqL2Jnfv3qVGjRq5th88eJDu3bsTHR2NiYkJw4YNIyQkhDNnzii1U1dXZ8eOHfTu3TvP83+sEeugQYPYvn07lpaWpKSk5DJgeBNHR0fq1auneDk7O7/3y3zs2DEOHjxIWFgYUVFRGBsbY2lpqXjVrVsXd3d3hahKJBL+/vtvJk6cSFRUFFpaWqxYsYKhQ4cq2vi/SuSHHffo5mbF0iMeZCdGkp0QgSQxiuyESKRJkVirJpOUmEibNm3o378/g04nIxJ9nj+8d00Bv0mb5Zfxi0hR2qajocKNyU0x1P60gWsCAnkRFRXF+fPnKV26NAYGBgoh1dPTU/IFzyE5OZkXL14QGhrKixcvCAwM5J9//lHMwGlqarJ06VJSUlKYPXu2wrHNwsKCbt260bNnTxo0aJCnyEZERLB79262b9+Ol5eXYruJiQl9+/Zl4MCBVKsmGKoUB59EWKOjo4mOjn5nGzs7uzyTk8PCwihdujS3b9+mdu3aRZ4KfpuirLE+evSIypUrI5VK8fDwoFq1avj4+HDjxg1u3bpFSEgIERERREZGEh8fn+t4HR0d7O3tlV4VKlSgadOmhZ5OlslkHDlyhBkzZvDo0SMAqlatyu7du3F2ds7zmPel1AQvbKdwYHq7VN2nYkDdMsztVLlAbZ/HpjBs+x38I+TrwgaaKnj90kr4oRD46nny5Ak//fSTwlpwyJAhTJs2jQULFnDw4EGlka6lpSVdunRBW1ub8PBwXr16RXh4OAEBAUgk8nx0NTU1OnTowIABA2jTps0nz5gQeDfFPhX8Nv/88w8dOnQgJCSEMmXKKIKXXrx4oQhL37t3LwMHDvzkwUs5o9XOnTtz+PDhd7aNjY3l9u3b3Lx5k5s3b3Lnzh3F0+fbzJ8/n+nTpxeoDwAXL15k6tSpeHh4AGBkZMTkyZMZO3bsO51T3hTWNi4WBXJ3+pTUtDNiz7C671xffZs376GKtT6bB9XibnAsjRxM0dEUCp8LfL1IpVKWLFnCtGnTkEgkfP/992zatAmJRMKFCxfYt28fhw8fzvOhPYdatWoxYMAAevfujYnJ+5dYBD4PxSqst27d4vbt2zRp0gQDAwPu3r3Lzz//TI0aNTh69CjwOt3GwsKCxYsXExsby6BBg+jcufMnT7dxdHTkyZMnnDlzpkBroW+SnZ1NYGAgQUFBPHv2jGfPnuHj48OZM2fQ1dXl2bNnmJmZvfMcd+/eZdq0aZw/fx4AbW1tfv75ZyZMmIChoSEpGdkce/CSPrXyN/DP4UsyhJjTsRID69kVqG3DRRd4HicPwOjqWoou1Uqz9+5zRCIRq/tW+4S9FBD4POzbt48+ffoglUqZOHEiv//+u2JfZmYm58+f5/Tp06irq2NpaYmVlRWWlpbY29tTtmzZYuy5QH4Uq7Dev3+fkSNH4u/vT0ZGBra2tvTu3ZtJkyYp1T99/vw5I0eOzGUQoaGhUeBrFVZYd+7cSb9+/QB5oJCFhUXhb/AtpFIp1atXx8vLi7Fjx7JixYo828XGxjJ06FAOHToEyKd5fhg6jMta9UlVlfc9eGG7XGL5rrXLlIwsKv1yNt/9n5uCrrNmZEvYcCWQ8Pg0+tWxpaK1IXeDY7DU18LGuHA1cgUEviTS0tJ4+PAhHh4e/PLLL8TFxVGhQgUl+0OBr5NidV6qVq0at2/ffm+7MmXKKIyjPwdZWVmKkPpRo0Z9kKgmJiZy/vx5Ll68yMWLF/Hz8wPkubj5CeuWLVuURPXo0aPseWVC6uPXlTG8nsdS3kyHp1EpuY5Pz5LgNPM0zZ3N+XOgPLw+P+/d4uDHZuUV/15/+Qn77r1gTd9qVMyjGLuGqgo/NlOulVvTTpjyEvj6yAnCvHnzJvfv3+fRo0eKNVIAJycnhYmDwLfBN2Vzc+fOHeLj4zE2NlZUoCkskZGRLFq0iKNHjxIYGKjYLhKJcHV1ZcyYMfkeO3jwYG7fvs3BgwfJysqiXbt29O7dmyydRqiZyKvYdFt/m8H17Ng+pCypGdk4WOgpjvcKjQdQqmOqp6mmNMr1mtUCQ231zz5FPKieHeNayM3HIxPTWXspkKQMCZuuPmN6+4r8dsKPhg6mdK5W+j1nEhD4sklNTeXKlSucOXOGM2fO5DkSNTMzo3r16jRq1IixY8cKxg3fGN+UsG7fvh2Ql5UrbPRudHQ0y5cvZ+XKlaSkyEeTurq6DBo0iKZNm9KoUSOMjY3feQ4TExMOHDjAgwcPmDNnDocPH2b37t2oqR3gtwULMa7Vibkn/Bna0J4Rf/9LFzdr0rOkVC4tH/HV+S9P9M2116T0LCrPfj0V7Dr3XKHu62Pxz8OXTG7liKa6Ks9jU6lha4SGqogOVUuRlimhUil9bgZGs/lGEOv7VcfaSJjuFfh6yMrK4tChQ2zZsoUrV64opfyJxWLq1KlDs2bNqFGjBtWqVcPa2lqIcv+G+Waq2wQEBFCpUiUkEgnXrl2jQYMG7z13VFQUR44c4cCBA1y8eJHs7GwAatSowfz582nZsuUH/fF4enoyffp0Tp06BUCj5q05uOdvTExMSMuUcC84lvknHnHm59dFi3NGouZ6GkQmZfBbFxemHfbJde6qpQ148CKhyH0rCrYmWlyZ2JSEtCz0NFRzeQV3XH2dMiZatKxoSYeqpYQfHoEvnoiICDZu3Mj69et5+fKlYruNjQ2tWrWidevWNGvW7JN6Agt8OXxx6TafioLeaM+ePdm/fz9aWlq0a/c6zxOgdu3aDBs2DAMDA8LDwzl8+DAHDhzg8uXLSKWvbfeqV6/OzJkz6dixY5FEQSKRIJVKlRLOZTIZy1etYfz4cSDJpnTp0ixcuJC6detStmzZXNf5kqKA8yJ4YTv6bbrF9cBYprVxolIpA+rYG6OiIiYwMgljXQ2MBBMIgS+cu3fvsnr1avbu3asoK2lhYcHw4cPp1asXTk5OwoPhN4ggrG9RqlQpXr16le9+PT09KlWqxJ07d5REt3r16nTv3p1u3brh4OBQpD7mTCOvXr2azMxM3NzcqFmzJg0bNqRjx46oq6vTcc7f3N40k6iwYMVxZcuWZdiwYXz//feYm5sDEBaXSv1Fl4rUj0+NkaYKcem5C62LgHmdKtKv7usUgucxqdwIjKZ3TZtcP1CxKZloq6ugqfbh3s0CAgVFJpNx4MABli1bphR8Wbt2bX788Ue6d+8uGDR84wjC+haenp7cuHEDkUik+CEXiUSkpqaydetWfH1fF+CuXbu2Qkw/JJ8sPT2dOXPmsHr1asW67NtYWFjwv//9j+HDh6Orq8u8efO4ePEiDx8+VPgYq6mp0aBBA2rVqkVVt+pMvJKCip5pLkHa0NeNLTeDuROct49pQTHWUSU2JfuDzvE2B4bVpob96yoff90KYY9HiLw4u6muctt/Q2lcwRxT3YKnXQkIfAgSiYTRo0ezfv16QG6t2qtXL8aMGSMY3AsoEIS1EEilUs6ePUtoaCitWrWiTJn3GzO8j4SEBDp37szly5cBeQrSrFmzqFixInfv3uXOnTscOHBAsW6jqqpKjx49GDNmDHXq1CEtLY19+/axbt06hTPTm1hYWJCoZ4u6pQN7Z/SnRo0aVF/8/hSn96GnocL9mS1QU1Wh3LSTSD5CPs/eobXwepFAzxplMNKRP/GnZGThH56EsY4GZU11lNrnt0YrIPApSE1NpW/fvhw9ehSRSMTUqVP58ccfP0qOu0DJQhDWPEhOTiY4OBh1dXXU1NQU/9XT00NTU/OjrZnExsbSrFkzvLy80NPTY9u2bXTp0iXX+XMiDVevXs2NGzcU26tXr86YMWPo1asXmpqa+Pn5cfPmTTw8PLh79y4PHz5UypPLQdXQCnUrBzRtXdFxdsdQX4+bU5riMrtwBhIPZrXA4COn7GioiKhqY4ibrRHNnCyoVfbdEdQCAp+D6OhoOnTowO3bt9HQ0GDnzp1069atuLsl8IUiCOtbZGfLA4MiInL76qqoqKCqqoqxsTHGxsYYGRlhbGxMuXLlaN68Oa1atSpUes6ff/7J0KFDAZg8eTILFix4r2jfv3+f1atXs3v3bkUof6lSpbh06RKOjspGCjdv3qR+/frv7YeqkRUmbX9Cs3Sld7b754fKrF/xO0ePHqVKlSps27aNP25FsPVmyHuvUVQujG9EOTPd9zcUEPhEPH/+nBYtWvD48WOMjIw4duxYgbIFBL5dBGF9i/T0dHR0dBRRvtra2mRmZipSaN7FTz/9xPLlywvcp7i4ODp16sS1a9cA6NGjBxs3bixQSH5UVBR//vkna9euJSwsjGbNmnHu3DklYf7tt98KZfZfathG1IxK5douk2SReO8Y0vsHSUxMVGw37/0rWrZVC3z+wlLRSpftg2tjpp9/oQEBgU+JRCKhYcOG3Lx5kzJlynD69Ol8q0kJCORQUL35ZirkqqioKITt2rVrpKSkkJWVhUQiITExkeDgYDw9Pblw4UIu96QqVaoU6lpGRkZcunSJX3/9FVVVVfbv30/nzp0VwUjvwszMjKlTp3L16lVEqmpcuHCB/fv3K7W57iV3ehk5ciS3bt3i6NGjGLceg2HDAehV74hhpdd5rxrWFRFr6vE2MpmM6H+WEX95q5Koqpnbo1mmYOXfisqjV8m0WH6FbIn0/Y0FBD4By5cv5+bNm+jp6XH58mVBVAU+Kt+M89Lhw4eJjY3F3NxcqRB7amoq+/bt49GjRzx58gR/f3+ePHkCgIGBAX/99RcdOnQo9PVUVFSYNm0azZo1o3nz5ly5coVJkyYVeORrb2+Pfq3uJNzczfDhw6levTrlypUD4Mp9uS+xm5sbderUASC6Qwel2qsG7Scqne/2lCa0X32d6BS5uCc/OEOq/zVUVVUZ+r/hrFu7BgCtcjVAJpPnyHxkVERgqKWKtbE2JjrqqKp8M891Al8Qjx8/ZsaMGQAsW7ZMqCQj8NH5Jn7ZkpKSFH9II0aMUKp1OnfuXH744QeWLVvG8ePHefLkCWpqavzvf//j4cOHRRLVN6lduzY7duwAYMWKFezZs6fAx86YPo0yTlUVU8tJSUkAGEnlI8z09HRF2/jUd4+G6yy8pBDVzOjnxF3YBMinlX+bP4/KleWj1MRb+wjfMY6MV48L3M+CIpPBibHuNHI047culUnPyh2AVRykZ0nwf5VIRraEbImU/fdChdF0CWb16tVkZGTQokULhgwZUtzdESiBfBPCOmLECJ48eYKNjQ1jx45V2ufp6QlAx44d+eOPPzh37hxhYWGsX7/+g9NuMjMzefHiBZaWlorQ/Zx6tAVhQlsXbl04iZWVFb6+vgwcOBCpVIqZlTUAY8aMYeDoiVwOiMRt3jlsTd5v9C3NyiD62O/IsjNo2bIl48ePx9DQkMuXLyue3DMjAoncP7vwN/y+awN1Flxi9cVARu3yRK0YRqxPI5PY4/FcYQJyNyiWU96vGLDFg+XnHrPkbAD/PHzJvZAPywUW+DLJyMhg165dAIwbN05wTxL4JJT4qeCEhAR27twJQLNmzTAyMlLanzPtO3HixDwjAl+8eMGCBQtISkpCKpW+95WcnExERAQRERHExSn/ONvY2DB37txC9b9UqVIcOnSIRo0acfjwYebPn8/1s8cZ8/MEtm5az461S/APeYWsYi9CYtLoVcOGvfdC8z1f/OUtZEUFo6lnxPbt2wkLC2PVqlVs3LhRaa1VRccQeO1J/LEZ1tAelWLIU9VQVaFKaUOkMph33Idt/0U+L+5ehRp2xpjqqnPYM0xR8ECgZHHs2DFiY2OxtramRYsWxd0dgRLKNxEVPHbsWFatWoWmpibR0dHo6MgNCUJCQrCzswPk0bimpqa5jl26dCkTJkwocv9UVVUxNzfHxcWFjRs3Ymtr+95jcvJH/xnTAO8X8ay6+JQhZkGKFJ6jR4/SsWNH1qxZowi0MnJtyavbx9HQeJ1/+ntXFyYdem3Qn/rkNlGH5gNg3mMOYk1dIvZMQ5YlF05V49LoVGyESEUNrfK1UDf9cKOMtzHWUef+zNc/aNkSKeWny4sQiAAZ4D+v9Ue3M5RKZUQnZ2D+RiRyRraE4X/9y8KuVbAwECKUvwXatWvHyZMnmTp1Kr/99ltxd0fgK6NYC51/aaxYsYLjx48TFBTE0aNH6du3LwBbt24F5CPZvEQVoHPnzkyaNAmpVMrQoUOpVKkSYrE410skEiEWi9HW1sbCwkLxMjIyQiwu2pRnbEomU/+rXHPTsgrDho9k4/o/6NevH3fu3GH06NHo6+szePBg4rzO0rhxI6U13KtPohX/zk6MJuakvAatc8s+JFk58mrbj8iyMlC3csCgfl+07KsjEn3a6dmVvV0V/34Rl0qDN3yPc57wnkYm42Kduzh6UUnPkuD5PI5jXi9Z0O11hLeGqgpbB9f6aNcR+LJ5+fIlp0+fBmDQoEHF2xmBEs03MWIFmDBhAkuXLkUsFuPg4ICpqSmPHj0iLi6OnTt3KsQ2L/r06cOePXvo3bs3u3fv/hS3kS8hMSnMOfYIv/BErox3p1WrVly+fBkHBwcuXLiAjY0Nx48fp3///iQkJCDW0MGk7U9oO9ZVnEOWnUXEvplkhPqgblkeP08Pxg4dwD///IOqkRVWA1cg1tB5Ry8+HpWt9fEPT6S0oTaGOmp4PlcubRe0oO1HXfeKTcmk2jx5jdqTYxrQZd1NMrKlNHIw5cdmDrxKSKeNiyUqQoRyiWflypX89NNP1K9fn+vXrxd3dwS+QoQ81rf45Zdf6Nu3L1KplICAAG7cuEFcXBwmJiZ06dLlncdOmTIFgH379imeeD8XtiY6bBlck1tTm6Gurs6+ffuwtbXlyZMn2NvbM378eNq0aYOnpyea1hWQZqQQdfhX0q9s4jsnFfqIrvNi3SAyQn0Qq2th2mEiB//6k3/++QcVVXXMOk39LKKq+t96qndYIlkSiExMo5GDKd2ryQOxghe2I3hhu48eTGKkrYaRthr1y5nQdvV1MrLl0b6GWmo8epWIz8sEUjK/jOhkgU+Lt7c3AM2bNy/mngiUdL6ZEWsOz549IzQ0lOjoaGJiYqhTp06BDCAGDRrE9u3b0dLS4syZM7i7u3+M7hcJPz8/Ro4cqTD4L1WqFD169KBLly4cP36cpUuX5jqmVKlSbNiwARMTE9zd3ZFIJKxfv56FQaX5HF+A5T2rMGH/QyQyMNNR5e7MVp/hqsrIZDKColOwF6wUv0nc3d25fv06u3btok+fPsXdHYGvEMHS8COTmZlJ165dOXHiBHp6ely8eFHJaKI42LVrFyNHjiQh4fV0aunSpdHR0SEgIACQP52PGDGCDh06oKamxogRI1i/fj2dOnXi8OHDPI5IptWKq5+8r8EL5cXlpx/2oWIpPfrVsfvk1xQQyEEqlWJpaUlUVBT37t2jevXqxd0lga8QYSr4I6Ours7+/ftp3LgxSUlJtGzZ8p3rNFKpDM/ncYTGpua5v8Pqa1SZfQa7KSeKXEWmb9++REREcOzYMXr16Yuenh4vXrxQiKpIJKJKlSqUKlUKVVV5nFpObq66ujoikYgKlrntDj8FdlNOEJuSyW9dKytE9axPOKsvPuYrf7YT+MJJTU2lR48eREVFoaWlRYUKFYq7SwIlHEFYC4GWlhbHjh2jbt26xMXF0axZs3ydlNKzJTwIjedFXFqe+9tVtlIStaIKrIaGBh06dOB+2e+oPGkfR44c4bvvvkNXVxeZTMayZcuoW7cudnZ2TJgwQVGl5/bt17VbL09oXOjrFoVfT/gp/r3+0lOG/f0vS88+odeGW5/l+gLfHhERETRp0oRDhw6hrq7O1q1b0dUVlgIEPi3CVHARSE1NpV+/fhw+fBiAX3/9lalTp+YKvJHJZOy8E0JpI21cbQwx0FJTapOXkAYvbFekPvVcfwsnKz3mdnIBIC0tjTNnzrB+69/cuHiG5OTkXMfExMRgbCyvi/rLMR+2f8Iyce+iezVrlvR0LZZrC5RMpFIpBw4cYOLEiTx//hwTExOOHDkilIUT+CCENdZPjEQiYdKkSSxbtgyAIUOGsG7dOtTU1JTa5YinWAQmOurcndGC0NhU+m66Tehbo9miimp+RCdnUGP+eaRZGaxsIGLfvn1cv34dFRUVateuzZ49e4hJyWTx6QDuP4/jSWRu8f1cuJUx5PDI99eYFRB4F1KplIMHDzJnzhx8fX0V29esWcOoUaOKsWcCJQHBIOITo6KiwtKlS7G3t+fHH39k8+bNhISEcODAAQwMXpsbXJ/chCZLLpMlkbGmbzUANl59hoaqfOQa+FtbsiTSj+40BHIhBxjg7kCXzpVzpRUVdW03P8qZahMYnfea8vtwL5+3QYeAQEE5cuQI48aNIygoKNe+0aNHU6pUqfem1gkIfAyEEetH4J9//qF3796kpKRQqVIlDh48iKOjY745meEJ6dRZcAEo+Ci17JQTqKmICJjfplC5nnZTTmCgpYq5nibnxjXKte9jMbCuLTPaV+RuUCxpWRJq2BqjraHCwlN+bL4enKt98MJ2xKVk0GvDLSa3dqZZRYuP1heBb487d+4oSii+ibm5OUZGRgQEBGBqaoq3tzeWlpbF0EOBkoAQFfwZad++PVevXlVUoXFycsLQ0JBatWrRr18/5s2bx8mTJ8nMzATAUFvtPWdUJjkjGxmQKZEV2kBBV0OFhLRsnkQmI5EqP0MFL2xHFeuP8zCy/VYIaipi6pU3pZmzBQbaaqipiJnZvhKP57dRtBvqbs+TX+XvjXQ0ODuusSCqAh9MqVKlFOUgTUxMmD9/PiEhIURERPDgwQOqVq1KdHQ0Q4YMEaLQBT45woj1IxIaGsp3333H9evX8/zjNTIyomvXrvTq1YsmTZooUmAKQs7o8vH8NqirFu55KDNbSmBUMs5WeX8+5x9F8MOOe4U6Z1587DViAYHC4OvrS3JyMrVq1cr1AOrj40ONGjXIyMhg27ZtDBw4sJh6KfA1IwQvFSPp6ekEBgYSEBBAQEAA/v7+nD17lvDwcEUbIyMjqlWrhpubG66urpQtW5bSpUsr5Zy+SXBUEg/CEujkWvqj9NHzeRzlzXXR01RDKpXhNOs02wbVpO+fd4p8TidLPcqZ6XDGN5z/nANpXcmS9f2FZHyB4mfhwoVMnTqV8uXL4+/vr0g9ExAoKIKwfmFIJBKuXr3K3r17OXDgADExMXm2E4vF2Nra0rZtW7p06ULDhg1zRRoXhZwRb47J/aQDD2jtYklTJ+Vp2LnHH7HlRu7gj4Jioa9BRKJy/VZhJCvwJZCcnIytrS2xsbHs3buXnj17FneXBL4yBGEtZqRSKZcuXeLhw4fIZDLFC8DMzIwKFSrg7e2Np6cnPj4+hIaGEhYWRlZWltJ5DA0NKVeuHIaGhoqXnp4eCQkJREVFERUVhVgsplWrVnTu3JkqVarkuQ7bZMllgqJTFCKXLZGiIhblarv8XAArLzwt8n2Pb+mIrpqYOSf8AWhfxUoRDS0gUNzMnj2bOXPm4Orqyv379z960QeBko0grMVEeHg4W7duZdOmTXmG/efg7u7Orl27KF369dSuVColKiqKf//9l8OHD3P06FGioqIKdX1bW1s6d+5M586dadCgQaHWcTOzJTjO+PDqPTni7fk8jmE77jGzfUU6ulp/8HkFBD6UmJgYbG1tSUlJ4fTp07Rq9fmLQQh8vQjC+oFkZ2eTmZmJtrb2e9tKJBLOnTvHpk2bOHbsGNnZ2QDo6+vTokULNDQ0EIlejw6PHj1KUlIS9vb2+Pn5oa6unu95PT09iYyMJD4+nri4OOLj40lMTERfXx8zMzPMzMyIj4/n2LFjnDlzhrS016YTxsbGtG/fnqlTp+Lk5PTe+9jr8ZzJh7wL8vG8kxxh9QmLp/3qGwxraM+0ts4ffF4BgY/BuHHjWL58OY0aNVJUiBIQKAiCsH4A6enpNGjQAC8vL2rXrk3r1q1p1aoV1atXRyKR4Ovri6enJ/fv3+f+/fs8ePCA1NTXxgh169Zl2LBh9OjRAx2d3LVOnz59SoMGDYiIiGDPnj306tXro/Q7NTWVc+fOceTIEY4fP65Yx7WwsODu3bvY2Ni89xyVZp0mJVOChZ4GEUkZ723/Nl3drFnWy7XQxwkIfC5evHiBvb09WVlZ3Lx5k7p16xZ3lwS+EgRh/QAmT57M77//nmu7oaEhqampinzUNzEyMqJ///4MHToUFxeX916jR48eHDhwgFWrVjFmzJiP0u83yc7O5saNG4wZMwZvb2+qVq3K9evXC2VAvunqM1ZeeEJyRvZ72woBSgJfE0OGDGHLli307NmTvXv3Fnd3BL4SBIOIInLr1i2WLFkCwKZNm9iwYQNdu3bFwMCA+Ph4MjMzMTQ0pGnTpkyYMIFdu3bh7+9PVFTU/9k7z7Aori4Av7uw9N4RpNgV7IoI9obGrjHGbmKPJTH2EnvURI0liabYk2gssfdeEbFiARUVFEF678vu/X4QJm4ARcXol+z7PPeBnbnlzLDMmXvvKSxfvlxDqebm5nL9+nVCQkIKBcHPycmfDRoaGr6R69DV1aVp06bs3bsXOzs7goKC2Lx5c4natlh8ErfJ+8lRKmlV1a5EbYqK4qRWC3wWHGPi1uuFztWec4SDN6Nwm7yfPj8HkKdSl2gcLVpKgxEjRgCwf/9+je0TLVpKA22s4GfIzs5m4MCBqNVq+vXrx+DBgwEYOnQoSqWSrVu3UrduXSpXrvxca0KVSsXmzZv54osvCA8PB0ChUNC4cWPatWvHlStXOHbsGACmpm82H6qrqyu1atXiyJEjJfbbe/hnvN/FR1/dOjhPpcb3qxPEpOaw9WokW69GSrPaAiU84rdrAJx/kECFaQeltu2rO/B9H63vq5Y3R926dSlbtiwREREcO3aMjh07vm2RtPyL0CrWZ/jhhx+4d+8ejo6OLF++XDqel5dHnz592LZtGwqFglq1atGgQQMaNGhA5cqVMTc3x9zcnNTUVHbv3s2GDRu4desWkK84dXR0SE5O5sSJE5w4cUI63rJlS9q1a1ekLKXJvXv3AKhUqdIbHwuKj0GsUgt6rDr/wvb7b0bzfWkLpUXLM8hkMrp06cK3337Lzp07tYpVS6mi3WP9k8zMTMqVK0dMTAw///yzNFvNy8ujX79+xSY0Lw5zc3MmT57MmDFjMDIyIjQ0lIMHD3LkyBEMDAwYO3YsPj4+b9yPLjs7GyMjI4QQxMTEYGf34qXdQ7eiGP5r/myySUUbzoTGl2isv89Ic+PCyQg+TU7EbeQGxkwY/CH1GrVk9L4nz+3n5LimuFobI5drfQy1vDlOnjxJixYtsLa2Jjo6+qVc07T8N9EaL70k48aN45tvvsHd3Z27d++iUChQqVQMGDCA3377DYVCwfbt26levToXL14kICCAixcv8uTJE1JSUkhLS0NHR4dmzZrRtWtXevXqJSURf5sEBwfj4eGBmZkZycnJL63Ic/PU1Jl7hPQc1Qvrhn7ZDoWOnPeWnSFg7y8knVhdZL1q1arxxKQKhuXroe9UDZlO/gMtfGF7evxwgUvhiQCcmtAMN+vCVtVatJQGSqUSAwMD1Go1Dx8+xN3d/W2LpOUdR6tYX4I9e/bQuXNnIN/HtFOnTqjVagYNGsT69evR0dFh27Ztz83lqFarycvLK9Yn9W2xa9cuunbtSr169bh06dIr91OSFHOL3q9Bj3plEUJgZGREdnb2C9vI9Y0xcKuNYfl63F47GQMzK2rOPiKd11oba3lThISEUK1aNXR1dcnIyHjn/ne1vHtorYJLyKNHjxg4cCAAPQYOY4y/DmU/28L7778vKdXNmze/MEGyXC5/J/8xS2t/1dHs+dfmaK5P+xqO5OSpkMlk7NixAyPbF/vNqnMyyLx7joQDy3BwcKB1U1/66QXS0iqVHcML59fUouVVycrKIjIykps3b3L69GmmTZsGgJ+f3zv5v6vl/5f//KbC6NGjSUpKwsvLC12vXmQcPkTSyTXsTI1DoVCwceNGevTo8bbFfCGpqalcv36dypUrY2//V2D911WsQuTngLUxNeBpamH/3QLSs3JZcCCEXwIeo5BD6Pz22H68ClVmCsrESKY1MODo0aOcPHmykOvRs1y6dEmaWe9bYke7du3o168fLVq00MZ11SIhhODGjRtcv36da9euce3aNW7fvo1SqURHRwcdHR3kcjk6OjoIIUhOTi52BWXGjBn/sPRa/u385xVrgTtM9erV8f92BPEhIQCUL1+eLVu2ULfuu+/2sXPnTkaOHMnTp08BcHd3p2HDhjRs2JArV64AxStWt8n7mdvZg34N3Yo8B1DGXJ+olOdHYRroW44G5az5JeAxSjWsOZcfJ1nHyJyLc7pSxsKQ0aNHo1QqKfvRUrLDrpMdfo2cp/dAFO3DGhsby4YNG9iwYQPe3t5Mnz6d9957T6tgtTB//nymT5/+0u10dXWxsrKSSrt27fDy8noDEmr5L/Of32Pt378/v/zyi/TZwsKC0aNHM378+BL3FxsbS1BQEEFBQTx69Ijhw4fj4eHx0rK8LFFRUYwePZodO3YA+dGfkpOTi0yyfvny5SJfEqrPPExaTl6Re5mTtgex5fLzLXifpaqDKSHRaQAc+7wpFew0ozwlZuSy6tR9EtJz2HEtCshfCs5+dIOs8HxFm5cU9dwxateuzfTp0+nSpQty+X9+J+M/y9q1axk0aNAL6zVp0oQBAwZI1r8FkcdiYmIIDQ3lwYMHODg40KZNG+33ScsL0RovlZDNmzfTu3dvbGxs+Pzzz/nkk08wNzcvcfvu3btLiq2Atm3bcvDgwWJavD5CCFavXs2ECRNISUlBV1eXSZMmMX36dHJycggMDOTChQv4+/sTEBCAq6srgYGB6Ovrv9Q4nb47x40nKS8tX3EGR1/uC+bnc8/P9ZqXEktW+DVamcVw8OBB0tLSiqzn4eHBtGnT+OCDD7QJq/+jPH36lE2bNrFv3z50dXWxtrbGxsYGtVrNzp07iY6OlupWq1aNKlWq8ODBA+7fv09GRoZGX56enkybNo0ePXpov09aikWrWEuIEIJbt25Rrly5IgPmP4+8vDwpCXmFChWoXLky+/fvx8DAgKSkJAwMDF5anpIwfPhwfvzxRyA/gsyaNWuoWbNmkXUL9khfhbD4DH48dR93G2MWHLpb4nYPvmyHjk7ht3+1Wk25qZovHOEL26NWC46FxOBTwQbPmYcBsDXRIyUxnvKP9nBoR/E+xBUrVmTq1Kn06dOnVBLCa/l3kJeXx7Fjx9iwYQO7du0qtL8ql8txdXXF3d2dy5cvk5qaCkCtWrX48ccftcvDWopEq1jfADk5OWzcuJGHDx/i6uqKpaUlH374ITKZDKVSiVwux9nZmaioKI4cOULr1q1L1K8QgjVr1nDv3j3c3d3x9fXFw8Oj2Dfn3r17S3F/ra2tef/99+nRowdNmzZ9Y07uQghUasGFh/H0W1O0246pvg5pz/i7OlkYcH5yS+nzksN36e/jiq2pAVHJmTiYGRRafnuckEFSZi6dv/cHoKazORNryxg9ejTXrl0rVr6GDRuye/dubG1tX+cytfwLSUlJYdeuXSQnJ1OhQgUqVqyIm5ubZAmcnJzMihUrWLp0qeTr/cUXXzBr1iztfr4WDbSKtRRRq9Vs3ryZ6dOnS8ZOz2JlZSWlaPvoo49Yv34948ePZ9GiRSXq/969e1SuXFnjmLm5Ob6+vgwcOJCuXbtqKEylUsmvv/7KvHnzePjwoXTc1taW7t27S0pWR0cHpVJJYGAgoaGhtGvXTsNi+GXYfyOKkZuKVmwT2lTmaEgM1yOSi21fw9mMG0/yZwUl9U29G51GRTsT5HIZQggePnzIqVOnWLt2Lf7+/lI9U1NT0tLSKF++PAcOHPjHQjdq+XcRGxvLhAkT2LhxIwDz5s2TXHK0aAGtYi01/P39+eSTTwgKCgLA0dGRzp07ExUVRXh4OBEREfTv359ly5YB8Pvvv9OrVy9q1KghtXkRKpWKBg0aSBa8enp6GqnpKleuzIYNG2jQoIFGu7y8PE6ePMm2bdvYsWOHpNwB7OzsqFWrFhcuXJD2KW1sbJg/fz6NGzfG3Nyc+Ph45HI51apVe+Gb+Q+nH7Dw4J1iz1sbKUjIVAKwfkAdGpS3o+qMQ9L5H/vUYeTmqxwd2xR325KnrisKIQSLFy9m4sSJWFlZcebMGTp06EB4eDi+vr6cO3futfrX8t/mm2++Ydy4cQAsX76cMWPGvGWJtLwraBVrKVGxYkXu37+PmZkZkydP5tNPP8XIyKjY+vHx8djZ2SGEICoqCkdHxxKN8/jxY2rVqkVSUhLff/893t7e7Nq1ix9++IG4uDjkcjlDhw6ld+/e+Pr6FlpCVSqVGko2MTFROmdtbY2FhQUPHjwocuwGDRowZcoUOnbs+FzLyOdFX/qyiwfTdt2WPjtZGNKhugOjWlTA1PDVnO/VajWRkZHcu3evUAkLC0OlUjFkyBB++uknKe6ru7u7xixei5ZXYfbs2cyaNQuANWvW8PHHH79dgbS8E2gVaynxySefsGrVKjw9Pbl27VqJ9jDr16/P5cuXadu2LSNGjKBs2bKULVsWa2vr584MFy5cyJQpU2jUqBGHDh3C2NiYpKQkRo8ezW+//SbVc3R0pHv37rz//vs0atSo0F6sUqnkxIkT3Lt3Dx8fH2rXro1SqWTRokXs37+foKAgcnJysLa2JjU1VcoN6+HhweTJk+ndu3exCrY45VrZzpi7sX9ZWsoAAVR3MqNvA1d6erkUe92pqancunVLQ3GGhoYSGhr63FyZNjY2HDlyhNq1a7N//346dOhA3bp1uXz5crFttGgpCUIIxo8fzzfffINcLmfz5s188MEHb1ssLW8ZrWItJRISEqhUqRKJiYklWhZKzshl0tK1bJj3maSwCjA0NOSDDz5g+fLlRbr03Lt3j6pVq6JWq7Gzs2PChAmMGDECY2Njjh07xjcrV3Pu+EHS/rRgBLC3t2fcuHGMGzeuxH54anV+QAa5XE5MTAzLly/n+++/lywjhw8fzqpVq4psW6xitTdm/cdeNFxwEoDutcuQoVRx6FYMPes589X7f1ktV/viIBm5KsoqH1MuPoBt27YVGxVHV1eX8uXLU6lSpULF0dERmSx//7Vnz55s27aN9u3bs2/fvhLdBy1anocQgmHDhvHzzz+jq6vL7t27ee+99962WFreIlrFWor8+OOPDB8+HHNzc+7du1ds6rWw+HSaLz4NgFnWUyo9PcrloGCykmOJjY2V6rm6uvLbb7/h6+tbqI9t27YxadIkwsLy/T1tbGzo0qULfn5+jD2dg9zAmMk1lFw6eZBdu3aRlJQE5OeSHTZs2CtfY0pKCt9++y0zZsxACMHKlSsZMWJEoXrVZhwiM7foTDfhC9tLirdVFWtWD/QmPi2b6xHJKFWCdtUdSUpKovwHU0i/fhBl/GOprZOTE1WrVqVixYoaytPNza3YVQKlUsmOHTtYtmwZAQEBKBQKTpw4QaNGjV75PmjR8iwqlYp+/fqxefNmDAwMOHjwIM2aNXvbYml5S5RY34j/c1JSUgQgUlJS3tgYeXl5olatWgIQX3/9tRBCiMcJGcJ10j4xfccNcfjWUyGEEKtOhgrXSfuE66R94mFsqig/Zb9wnbRPXA5PENnZ2eLUqVOiXLlyAhByuVzMmDFDKJXKQuPl5uaKtWvXSnWfLXJDM+FUta745JNPxKBBg6Tj3377balc68KFCwUgdHV1xalTpwqdz8xRStf49yKEEPXnHCl0vNasQ6Li4KViwIABwtDQUJJZ38BQfPTRRyIgIECo1WqNcZKTk8WNGzdEcnJyIRnS09PFwoULhbOzs9SXQqEQGzZsKJV7oEXLs+Tm5oqOHTsKQJiYmIiAgIC3LZKWt0RJ9Y12xlpCvv/+e0aNGiVZneap1HRb5V9kZKIG7lZcDMs3HpLL4OGCv9xLUlNTGTVqlBRGsW/fvhohFZ+lwCBp7969BAYGcunSpSLDFTZv3py9e/dibGzMiF8ucfB2/uz4VVKuCSHo27cvmzZtwtraGn9/fypVqiQFmlCp1JSfVnRUqW3DGxIel86EP24C+eEKM26fxC7yLHeC/zJscq1QhVS3pph4NOfxsp4aY//4448sWbKE+/fvS8ft7e1p06YNU6ZMoWrVqhoBMmxtbfnkk08YPnw4Dg4OL329WrSUhOzsbNq3b8+JEyewtLTk1KlT1KhR422LpeUfRrsUXMpERETg4uKCTCbj6dOn2NvbF9pv/KlfbeRyHYwUcnqvDpSOF6XgCkIp2tvbs2TJEvr06fNCGTIzMwkJCeH27dvcvn2bnJwc/Pz88PPzk/ZXn5XpVXOZZmVl0bhxY65cuUKZMmUYuWgjP93IlvpssegkDxMyC7Vb2acOzcqb49bnSzLunifrfgBCmb/PbGBggGnVxsirtaFVU1/OPch/8QhbkB9U/8mTJ3z88cccPXpU6q/g71qATCZjz549rF69mt27dzNq1CgWLVr0xiJcadHyLOnp6bRp04YLFy5gb2/PmTNntD7T/zG0+VhLmbJly1KvXj2EEOzavbuQUv2xX11M9PVoVdWe2LQXJ/iW6eW77MTExBAfH18iGYyMjKhbty79+/fnq6++YtmyZbRr107DaKlLrTK4WBmyqEf+27Tb5P0a5eLDhOK6lzA0NOTAgQN4eHgQFRXFjGE9yY15iPgzC82JCc016qtzMskIPs26OWOwtbUlbtd8MkNOI5Q5KKxdWL58OVFRUWzd/CsGzlVJ+tPfFSAiMZNffvkFT09Pjh49ioGBAYuXLCE+Pp7k5GRSUlI4ffo0tWvXRghBQECAdL0uLi5aparlH8PExIQDBw5Qq1YtYmJiaNq0KadOnXrbYml5B9HOWF+CL7/8kunTp6Nr4YBdz3koLPKXHn8b3ADfCjYadVccucta/zCuz2oLQEqWEnPD/Fi2Bw8e5L2OnUGlpGvXrmzZsuWNxbn9+wtAyBw/DPWKNwYqyGEJ+ZFomjdvTnBwMJD/YPHw8MDT0xNPT08Sc+UcPXSAa/6nNCyg3dzcSLStjVFlX2YN6sywZhWkcz+cuo9cLsOGVH7fsoX7F45IoQq9vLyIqzMItbkTsztVZYBPOand559/ztKlS+nZsyc+Pj58+umnODg4cOnSJZydnUvnZmnRUgJiY2Np2bIlt27dQi6XM3v2bKZMmaIN3v8fQGu89AaIiYkRbm5u+cY9JlZi+PIdQggh6sw5IkZvuiLVG/XbFeE6aZ/o9O1ZIYQQXb47J1wn7RNtlp4WBw8eFPr6+gIQFlV9RW5ubonGVqlUIjo6WqhUqpeSudLU/RrGRcXRs2dPAQgdHR3Rs2dPcefOHSGEENHR0aJ169ZCT0+vkCHVs0XXsoyYPHmyuHz5slCr1aLF18cLjRsZGSmWLVsmvL29Ndrq6emJefPmiciENKlNqyUnNeTbt2+fVH/EiBHCw8NDAKJ27doiPT39pe6JFi2vS3p6uhg4cKD0nWzVqpWIjo5+22JpecOUVN9oFetLEhkZKTw9PfMVo4WFOH/+vGi/4oyoO+ewVKdAOfx6IVwIIYT//bh8C+Jvf5GUateuXUVOTk6Jxty0aZMoU6aMAISxsbFo0KCBGDVqlLh582apXZeRkZGm9bFcLj766CMRFhYmhMi3jAwODhbbtm0TM2fOFN27dxf6ztWEuU8v4fjxd8Jl4l7x/Yl7Un+XwhKEy/hdYsnmo2LlypWiadOmQiaTSf3LZDLRvHlz8eOPP4q4uDgRl5pVyMI4W5knMnL+spr+/vvvpfaOjo7S7926dXvpFw4tWkqD9evXS/87Dg4O4sSJE29bJC1vEK1V8BskKSmJ9u3bc+HCBQwNDdm1axdt2rSRzk/beZPytsZ83OivpczDhw/TuXNncnJy6NKlC1u2bJGya7yIhg0bEhAQUOQ5Pz8/mjRpgpGREUZGRpiYmODt7U25cuWKrP8svwQ8olklW5wsDNDT00OlUrF7927WrFnDnj17AFAoFHTr1g2ZTEZ8fDxZWVk4OTnh6uoKJjasv5mJrqkN6txsVBmJTGlsw40bNwgKCiI4OFgj5jGAj48PH374Ie+//74U7vHZ5erGFWz4ZXB+TORGX52gUQUbFnb/y/pyw4YNjBo1ivT0dI1+p0yZwvz580twN7VoKV2Cg4P54IMPuH37NnK5nJkzZzJt2jTt0vC/EO1S8BsmPT1dtG3bVpq5RkREFFs3IyNDmJmZCUB06dKlxDPVAv744w9pdrZgwQLx+++/ix49egi5XF7s0myVKlXE559/Lo4fP17keGq1WvgtPS02X3wkTp06JQBhbm4uLU1fvHhRtGnT5rnLvyUppqamolGjRmLRokXi0aNHheQ4dSem0Ey1gAM3osTxkMLLa5GRkaJv376Fxtq/f/9L3VctWkqLjIwM8fHHH0vfxRYtWoinT5++bbG0lDLaGes/QG5uLo0aNeLSpUu0bNmSI0eOFBlWcM+ePXTu3BkXFxdCQ0NLPFN9lo8//ph169Yhl8vZsWMHnTt3JiwsjLVr1/L06VMyMzPJysoiNjaWwMBA8vLypLYmJia0bt2a9u3b065dOywtLblz5w63b9/m0qVL7NixQ3J3WbNmjca4Z8+e5cSJE5ibm2NtbY2+vj5PnjzhwcNwIh4/IiLiMU+ePMHExARHR0ecnJzw9PSkRo0a1KxZE/8YGTamBrT1/CsZQcEM1dJIwYUpLfGYcYjFPWrStc6LjZDUasGAdYEMaOjGzCHdNNLHjR49mhUrVrzUfRWvkQhey7uHeCa94OnTp7l27RoKhQITExOMjY0xMTGhWrVqdOvWjRo1apT63/7XX39l+PDhZGRk4OjoyL59+6hTp06pjqHl7aGdsf5D3LlzR4omtGzZsiLrDB48WABi1KhRrzxObm6u6N+/vwCEjY2NiImJKbZucnKy2Lp1q+jWs4+QG1kUmtk9u9dZUIyMjERgYGCJ5ak5+5BotPB4oYhJf+eTXy+LAWsvSp/zVGqNGer+oMhi22bmKIVarRY9f/AXe649EUIIofqzvdukfaJWYz8BCFtbW2mvtaSo1fn9VJx6QLhO2ieikzPF5fCEErfX8m6gVqtFaGio+Pnnn0WfPn2Ek5NTiVdTKlSoICZOnCguXrz4wu/xyxASEiIZ1xkbG4sDBw6UWt9a3i7aGes/yMqVKxk5ciT6+vp06NABY2NjjbJy5Uri4uI4fPiwxl7sy5Kbm0v9+vW5ceMG3bp1Y/v27c99485Wqqg8/QC50Q/IenCJrIeXUUaHIoTAysoKDw8PqlevTuvWrWnVqhUmJiXPk9p88UnC4jM5MrYJlexNn1tX/G1WWDBjlQEP5r+HXF74GlRqQYWpB6jmaMLtp/n7qQUBL7afC+bjsVPJur6fvLw8GjduzNmzZ5+bPODvDPvlEof/jFBlZqBLanYeclm+PNoZ7LuPEILZs2fz888/ExUVpXFOoVDQoEEDmjZtSsOGDdHR0SE9PZ2MjAySk5M5ceIEhw8f1nARs7CwoHz58pQvX55y5cpplLJly5Yoq9WzpKSk0L17d44fP46Ojg4//PADgwcPLpVr1/L20EZe+gcRQtC+fXsOHiw61B/kL8fGx8ejr6//WmNdv36d+vXrk5eXx6ZNm+jVq9cL2+QoVQxaf4mve9RAX5WFUqnE3t7+tRRIREIGU3cGcfZ+EvVcLFj6YS3KWhmXqO2FBwncjkphcOOiDawmbb/BlssRACjkoKerQ9NKtnzzvgffffcdX375JcnJyQDUrFmTBw8ekJ6eztatW+nRo8cLx//2eCi3o1I4dDsGAD0dGbkqgbGeDluHN8SjjLlUVwjBosN3Gdy4HFbGr5ZXVkvpIoRg0qRJLFq0CMhXpN7e3jRt2pRmzZrRsGHD5+ZMhvwoSgcOHOCPP/5g//79ZGRkFFtXV1cXV1fXQgq3oFhYWBTZLjc3lyFDhrBx40YA5syZwxdffPFqF63lnUCrWP9hcnNz2bVrF/Hx8WRkZGiUzMxMOnfuTNeuXUtlrDlz5jBz5kysrKx48OBBsf/Yb5Ki0sddn9EaCyNN5fM4IQMnSyN0ipiVAhwPieH0vThmdqiGjk7+/vSjhAyaLjrFpWmtsDXNfxEJDAykZ8+ehIeHA1CjRg26d+/O2rVrefToEY0aNeLkyZPFziwCHiYQn5ZD80o2eMw+WmSdAu7MbYuB4i+Lzh9OP6CGkzk+fwsCouXtsGDBAqZOnQrAihUrGDRo0AsV6fPIzs4mNDSUhw8fFiphYWGF0j/+HSsrqyIVbvny5XFwcMDLy4ubN2+iUChISUnB0NDwlWXV8nbRKtZ/MUqlkpo1axISEsLkyZPp0aMHubm51KtX76WXrF6VohTr3lGNqO5sXmSdK9NbYW2iOVtvtugkadlKZMjYO6YRjuZFP3Di4uKoVKmSNEtt3749GRkZUji5ihUr4u/vj41N8Ypv7/VIRv9+HYChTcqx53ok0alFPzBfNcayljfPqlWr+OSTTwBYsmQJn3/++RsdT61WExUVVaTSffjwITExMc9tX5AvGGDu3LlMnz79jcqr5c2iVaz/cgqC+D+Lvb09/fr1Y9KkSc9VMqVBRo4Sj5lHqGRvwpGxTVGrRaG90uKSovfxKsu8rtWpOuMQ2cr8+MPPU2Z37tzB09MTlUozD6yuri79+vVj7ty5ODk5kZiRW+xybVJGLrXnFj9T1dORce9LbRLrd5lNmzbRt29fhBBMnz6duXPnvm2RSE9PJyws7LmzXVNTU9avX0+3bt3etrhaXhOtYv2Xo1KpaNmyJefPn8fOzo7s7GwSE/MzxrRo0YLjx4+/cRkm/3GD3y/l74Ua6+lwckIz7Ez/CopfadoBclXFf73CFrxHs0WniE3LIWRu2+eOdf78eUaNGkVQUBCenp60bt2aTz/9FBcXF2rOOkRKdr7StTBScH1G8QZi7Zad5n5sOus/aoBvRRvC49IZufkaRno6bBvu8zKXr+UfQqVS8eOPPzJmzBhUKhWjRo1ixYoV77yRWcFs18rK6rWWqrW8O5RU3/wz64ZaSh0dHR1OnTolWdwqlUr27t3LBx98wIkTJwgKCqJmzZqlOmbI01TaLT/Lsp616FLbSVKqABm5Kh4nZGoo1ntfvsedp6m0XX62UF/9G7riPuUAAB83cmPb5QhSspRFGjT5P4hn2JF0dh8+g72xLibGmkvGBUoV4Peh3s+/huh8C+MH8en4VrTBzdaE/WMal+DqtfzTJCYmcvr0aWbNmsWNGzcA6NOnD8uXL3/nlSqAXC7XJoj4j6JVrP/nFDxgCkIPdu/ena1bt/Ltt9+yevXqUh0rLTs/6MSs3bdwsjAkfGF7jeXeOftus3tko3yFmZFEewLJTE8j/vIT9B0rYlKrLTJ5vlHQnM6ebLzwCICWVewYt/UGawfW1xjv70vJLb85A0DInLYY6v1lXPSRrxttPexoUM72ufIX9GekkFPL2eIV7oCWN4VSqSQsLIzz58/j7+/P+fPnCQkJkc5bWFgwe/ZsRowYwbZt27h69SppaWmkpaWho6PD8OHD8fZ+/kuVFi3/FNql4H8Z586do3HjxhgYGBAZGYmVlVWp9t9y8SkexBfvmrB/TCParzhHysUdJJ9aq3HOwLUmNh3G81nH+ozzq4wQgoO3onmvumOhfuLTs6k376/lbJGXiyojiW5VzejimW+F6erqikwmI0+l5sLDBPqtCaRNNTt+6l+/UH8ALp9tQZnwBGXiE/QyYvi4UTkMDAyKLfr6+s89b2Bg8MbS/f2bEH9GQzpz5gxnzpzh1q1bkl9pwc+/x5QuoFKlSrRv356pU6cSFxfH0KFDOXfuXJF1BwwYwMKFC3FwcHiTl6PlP4x2j/U/yokTJ2jZsiUAISEhVKlSpdT6Pn03lnOh8fx8LkzjeDUHU4Kj0zSOpV3dR+LRH6hSpQrdu3fnm6VLycrMxNzRjYSI+yUKUO42eT+qrDRSL/5B2tW9CKWmFa+pqSlly1UmycABIwd3sqwqorArV8gQ6vDhw0ycOFFaTixN7O3tcXNz0yju7u7UrVv3jRuQvasIIbhz5w6nT5+WlGlkZOQL2+nr61O/fn18fX3x8fGhYcOG2Nraolar+fLLL5k7dy5KpRIjIyMGDhyIjY0Npqam3Lp1iw0bNgD534kZM2YwZsyYVwodqkXL89Dusf4HSUtLY8CAAQAMGzasVJUqwIB1l4D8iElqIRjX2BEPd0cG/XJNo55Qq8iNCwfyffysra1R/jkjqehkU2Q85aIwCDvNvV3fI3IzgfwHr62tLUZGRoSFhZGWlkZw0GWNNs2HzebMXS/6rwvkgwoybu/8ngMHDkjnnZycqFKlChUrVkShUJCdnU12djY5OTnS70WVZ88/69cYExNDTEwMFy9eLCR/1apVady4MY0aNaJx48bSDPvfhkql4ubNm5ISPXPmDHFxcRp1FAoFXl5eNGnSBC8vLywtLaXYvQURyszMzAq5i2VmZtKvXz927NgB5Ltaff/99/nZlZ7hk08+YfTo0QQGBjJhwgRWr17N8uXL8fPze61re/LkCUePHuXEiRMolUo8PDzo06dPibJHafkPU4phFN8KbztW8LvEuXPnpFjA8fHxpd6/66R9osyQH0XdLkOEi3t5AQhDI2Oh51BRGHu2FBbNPhK23b4Q+i7Vi4zN2qNHD5GcnFzi8QrirXp6eoo9e/ZoxHPNzc0Vt27dEps3bxZTpkwRTZs2zb92hYFw6zBSmNbtKJDlZ/9RKBRi3LhxpXZPVCqVyMrKEnFxceLq1atix44dYsmSJWL06NGiY8eOolKlSsXGp/35559LRYa3SW5urrh48aL4+uuvRYcOHYSFReF41IaGhqJFixZi1qxZ4sSJEyIzM/Olx4mMjBR169YVgNDT0xNr1659bkxflUol1q5dK+zs7CQ5OnXqJB48eFDiMVNSUsTu3bvFqFGjROXKlYv8G8pkMuHn5yd27NghZYPS8t9Am+j8P4hSqRQuLi4CEBMnTnwpJfY8oqOjxfLly4WXl9crpY7T09MT33//vVCr1eLXC+FFpogrim7duglALFq06IV18/LyhIFrzUJjd+7cWdy7d++F7W/cuCF+//13sXHjRrF69WqxatUqsXz5crFkyRKxefNmcf36dZGVlVWi+yWEEHFxcWLXrl1SAoaC0qZNmxL38a6QnZ0tzpw5I+bNmydat24tjI2NC91nExMT0bZtWzF//nxx/vz5l06N+HeuXr0qnJ2dBSCsra3F2bNnS9w2OTlZfP7550JXV1cAQl9fX0ybNk2kp6cXqpubmyvOnz8vZs2aJXx9fYWOjo7GdcnlctGgQQMxbdo0sWjRItG6dWuN805OTmL9+vVCpVK91vVq+f9AG4T/P8rSpUulaDSGhoZ88MEHfPzxx1haWhIVFUVkZKRUnv2sUCioXLkylStXpkqVKlSpUoWYmBh+/fVXjh07JgVn0NHRoXXr1vTt25f27dsTHR3N7du3uX37Nl9tPoYy/hFqZQ6qlPyINFZWVuzevZtGjRohhJBcbP5OUQEiOnTowP79+/n8889ZsmTJC689KyuLb1f9xO+/bsDQ0JA5c+ZI+81FkZqayubNm1m9ejWXL18utl4Bcrkcd3d3qlatSrVq1ahatSo2NjbEx8cTGxtbZImOjpbuXbly5Th16hRly5Z94Vj/FAkJCZw8eZILFy6QkJBASkpKoZKcnKyRhhDA0tKSxo0b07RpU5o0aUKtWrVKJepXXl4eX331FbNnz0apVFKlShX27dtH+fLlX7qvkJAQPv30U44ezQ8MUqZMGerWrYu5uTkWFhY8fvyYkydPkpamaR9Qvnx5WrduTevWrWnevDmWlpYa5x88eMDPP//M2rVrpSXv+vXrs3z5cho2bPiKV67l/wGt8dJ/FLVazcqVK1m1ahXBwcGl1q+Xlxd9+/blgw8+wN7evsg6rhP3oBd1ncRDK0hMSMDVzY1WY5dzLOrFhkrhC9tzNzoVVysjqsw4TOZdf+J2zQe5Dl1mbuDTnq1pVtnuta9DCIG/vz+rV69m69atZGbm79/q6enRoEEDjIyMUCgU6Onpoaenh1wuJzw8nJCQEJKSkl5pTA8PD4YOHcrIkSNLZLT1JlGr1Zw5c4bDhw9z9OhRrl69SkkeAXZ2dpISbdq0KR4eHiXeKy8pd+7coX///ly6lL+X36VLF9atW/dasbCFEOzevZuxY8dKcab/jpWVFS1btqRVq1a0bt0ad3f3EvWdk5PD8uXLmTdvnqScP/roI5YtW6Z9Fv1L0SrWd4S8vDzOnz/PiRMnsLS0pGPHjq/09v2yCCG4ePEiq1evZvv27ejq6uLk5ESZMmVwcnKSSsHnnJwc7ty5w927d7lz5w537txBV1eX999/n969e1OxYsVix7ly5Qq//fYbmzdvlmKn1q9fn6cNxqBjbFlkuwIe/pk2zm3yfoQQZIdfJ+3qXrLuXwIEZg0/wLppf9YMrE+TCtbk5eW9UoaguLg4fvnlF1avXq3hH1mtWjVyyzcj282XL3v50L+hW7HXGRsbS0hICMHBwYSEhEjK1s7Ortji4OBAmTJl3rrRUkREBOvWrZOSFjyLh4cHzZs3x9nZGXNz80LFzMyMyMhI9u3bR0REBKmpqaSkpJCamkpqairp6elUr16d3r17061bt5f+P0xMTOS7775jwYIFZGdnY25uznfffUefPn1K7b5lZWVx5MgR4uLiSE5OJjk5GVNTU1q2bEnt2rVf64UnOjqaadOmsW7duvxVGXd3fvnlF3x9fUtFdi3vDlrF+o7QqVMn9u7dq3GsWrVqdOrUiT59+uDp6fmWJHs1lEolN2/e5MKFCwQEBHD+/HnCwv5yv7GxsaFfv36Mn/oFPov9n9vXNx/UpFsdZ1zGbiPj9glSr+wjL/GJdN6wUkOsWg1ntMtTDhw4wNmAS4i8XPr27sWkSZNeeO/UajXHjx/n559/ZteuXSiVSgCMjIz48MMPuWZYG7/mjdl8KX/MBd2q08vL5VVvzUtz+/Zttm/fjkKhwNfXl/r165d66Dt/f3++/PJLDh06hFqdH5fZwsKCTp060bp1a1q2bImjY2E/4mdp0qQJZ88Wjp5VFAYGBnTs2JGBAwfStm3b585qHz58yNKlS1m7dq20cuDn58fq1av/LyMWnT9/nr59+xIeHo5cLmfq1KnMmDFD6+v8L0KrWN8Rypcvz8OHD6XPurq60n6VTCajV69ezJkz5x+Zxb4KMTExkhK9cOECly9flh6CBRgYGNClSxf69u1LmzZtUCgUxQbg/zuGSQ+598t01Fmp+Z+NjOnfvz9t/dpw6NAhNm7cSFZWVqF2unoGJMTFFPk3f/LkiTQ7e3b5r379+gwePJgPP/wQMzMzyk85gIeTGUt61OR6RDI96r35vc+EhAQ2b97Mhg0bCu3r6urqUqdOHXx9ffH19aVRo0bFLruXhJiYGNzd3aX717RpU4YMGUK3bt1KnLpMCIGnp6fGtsL8+fNxd3fHzMwMMzMz9PX1OXz4ML/99ht37tyR6lWpUoWxY8fSr18/aTyVSsWpU6f44Ycf2LFjh6Tsa9asycSJE+nVq9dbn92/DqmpqYwePVrKwerl5cWvv/5a7IqPlv8vtIr1HWHHjh0MGzaM+Ph4IP/t38/Pj0uXLrFr1y4g/4E6dOhQpkyZ8tbf1IODgzl+/DgXLlzgwoULRe5LmZub4+3tTcOGDfH29sbHxwdTU1MAEjNyWXvuId+dfPDCsXKi7hKz5QtEbiYKS0dM6nRkRO8u3Nr9A3v27JHq6dmXx6pOO2SOVRF5OcRum4U6K1VaYlWpVOTl5ZGXl4dKpSI9PV3aN7SwsKBX797syqqCZdkK7PqkERXtTUvnZpUQpVLJwYMH2bBhA3v37pVmzrq6urz33nvo6+tz/vx5oqKiCrVt0aIFgwcPpmvXrhgYGBQ6/zy++OIL5s2bR61atdiyZQuVKlV6JfmTk5OZPHkyP/74IwC2trZs3ry5kGGYEILr16+zceNG1q5dS2pq/suStbU1NWvWRAjB7du3iY2Nldq0bduW8ePH06JFi/9rhfp3tm7dyrBhw0hOTsbY2Jhly5YxaNCgf9U1/hcpsb4pXWPkf57/B3ebpKQk8dlnn0nm/9bW1uLOnTviypUrws/PT8O038/PTxw7duytyHnt2rVC7gYymUx4enqKIUOGiDVr1ojg4ODnuhYUuNK8qDj0WyJkekYCEE2aNBGRcYnCtvsXQm5o9ufYMmFY0Vu49v9auEzcq9HWuFqzF7r4NG3aVPzyyy8iMzNTHL4VJbWdsevmP3o/P/vsM2Fra6shW+3atcWyZctEbGysVFetVouHDx+KX375RQwfPlxUr67pC2xnZyfu3r1b4rHT09OFlZWVAMT27dtL5XrOnTsnqlWrJgCho6MjvvzySxEdHV1k3ZSUFLF06VLh6upa6G9jZWUlhg4dKm7cuFEqcr2rPH78WDRv3ly67i5duoi4uLi3LZaW10DrbvMOEhISQp8+fbh27Rru7u74+/vj4ODAqVOnmDlzJmfO5AeZ19HR4ezZs/+46X50dDStWrXi9u3b0rHy5cszcuRI+vXrV2yIvnpzjxKfUXSs16J4dqba0LcRT7w+JSvsKvG7FgD5M1SbDuNR2BRemu1cqwyLunlw/fp1IH/W1+E7f5DJ8wP8y3WY0qkWo9rXk9pk5ORRa84RGle0YU5nT5wt31wKr5iYGDZt2sSGDRsICgqSjtvb29OnTx8GDBhAjRo1StRXeHg469atY8GCBSiVSnbt2kXnzp1L1Pa7775j9OjRlCtXjnv37pWaNXJ2djaDBw/mt99+A/JdkFq0aMGHH35Ijx49Cv0P5uXlcfz4cRITE5HJZNja2tKkSZP/zL6jWq1myZIlTJs2DaVSiYODA+vXr3/tiFBa3g7apeB3lNjYWBo2bMjDhw+pW7cuu3btkpZ/Q0NDGTduHHv37sXFxYUtW7agr6+Pm5tbIV+6N0WBO8aaNWvYvn072dnZQL5P7ObNm4t8sJd0P7WA6M1TyHl8E/2ynti9Pwu5ngFPN44j9+ldjD1bYe03Epmu5oN3RoeqfNwoP4zcR+sC8a1ghaO5ISM3XQfywywWfJEblrNi89B/7qUkJyeHffv2sX79eg4ePCj5rerp6dGpUycGDhyIn5/fK/l5njp1iubNmyOTyXj69GmJ91zbtWvHoUOH+PLLL5k6depLj/s8hBCsXbuWn3/+WSOUo729Pb///jvNmjUr1fH+DVy7do0+ffpIFuk///wzgwcPfstSaXlZtIr1HSY0NBQfHx/i4+ORy+V07NiR4cOH06ZNG9LT06ldu7aGwROAp6cn1atXx8bGBhsbG6ytrYv8WVKjlJKQnJzM5s2b+emnn7h+/ToKhYLdu3fTrl27QnXdJu9n2zBvevwYIB3bPMSLXj8HFqr7dOPn5D69h223LzCq2IChnrpM69cW5Lo4f7IeHWMLjfqNKljz62BvhBDUnH2E1Oy8Qn3m17NiXOvK1HYtOqPP5fBE7M0MKGuVP2NNzszFwkgPtVrQaulpfhvcAEfzkhv1XL58mfXr1/P7779LSeYh32BlwIABfPjhh6+VXWjv3r307t2b9PR0hgwZwk8//VTithMmTGDx4sX07duXX3755ZVleBEPHz7k999/58cff+Tx48dYW1vz+PFjbWLvIsjMzOSzzz7j559/Ri6Xs3PnTjp16vS2xdLyEmgV6zvO9evX+fTTT6XlXwB3d3eGDh2Kt7c3M2bM4NatW+jp6Um+oSWhQoUK1KtXj7p161KvXj1q166Nubn5a8mal5dH79692bZtG/r6+nzxxReMGzfuucY0z5vFxmz5guzwa1i3/xz7Oq2JvX6C+L2L0C/riUPvhQAY6elwY2YbNviHM3d/SLF9/Z0azuasG1gfa5PCvq4frQvEu5w1x4KjufQomffrODGniydymYwLD+L57eJjytuaMOW9qsX2HxkZya+//sqGDRs0/GHLlClD//796d+/P1WrFt++JAghWLRoEZMnT0YIQfPmzdm9e7dkIFYSCrIc2dnZvdT352VJSUnhyJEjTJ8+nXv37kkBNd6l6FLvEkIIBg8ezNq1azEwMODYsWNaf9f/I7TZbd5xatWqxenTpwkJCeHHH39kw4YNhIWFMWXKFPT09Bg4cCDr16+nXLlyxMbGSv6i8fHxJCQkFPkzLy+P+/fvc//+fX7//XdprIoVK1KvXj18fHx4//33Xzpfpa6uLr/99hsqlYodO3Ywffp01q5dy7Jly+jQoYOGpeOUHTfYHBhRqI+dnzSk68oL+R/+rC9USlpXs0dfvwxf7wW53l+zxcxcFbo6cgY1LldixdqlVhl2XY8iT130u+LJu3GcvPtX1pWd1yJZ/EEtAJpXseenM2GMaKbp9hQVFUVAQAAXL17kwoULnD9/XnIRMTAwoFu3bgwYMICWLVuWyj5mTk4Ow4YNk9KgDR8+nBUrVrz0nuS2bduA/Gw+r0tCQgKHDh3iwIEDBAYGoqenh7GxMfHx8Ro+zJaWlqxevVqrVJ9DdnY2I0eO5MmTJxw5coTevXsTGhqqTXH3L0M7Y31HyMzMZOvWraxatYrAwPzlUx0dHXr16sWUKVOoVq3ac9vnKvMoP24ruTEPyI2+jyz+AUapj4l8oqnk5HI5bdq0oW/fvnTs2PGl7pkQgs2bNzNhwgTJNaRdu3Z8/fXXmNmX5dLjNMZt+8tgZ3zrSoxqme+/N2TDRQ5dCyfj1gmSz2xAKHOw77OI6F/Hs2LFCj799FOMqjTGtvMkAIK+aEXNuccw1tMhI1f1XLkMFHKsDBVULWPGmoFexdabuuMGm55R+u08HTh4K5o7c9tioNAhMzOTq1evSoo0ICCAJ0+eFOqnUaNGDBgwgB49erz2asCzXLp0iTFjxhAQEIBcLmf58uWMHDnypV00AgIC8PHxQQjBqVOnaNq06SvLtGzZMiZMmFAoVvCzuLi4MGDAAEaNGoWd3euHnfy38ejRI/bv38+BAwc4ceIEWVlZ2NraSnGGV69ezaBBg96ylFpKgnYp+P+Ys2fPMn/+fA4dOgTkB5Lo2rUrffr0ITU1FWtra1xcXAjPMmDPnRSm+FWg2by9qDNTUWWmoM5KQZ2bhY6pDX+MaUliYiK3bt1i7969hfKGGhsba4Tgc3V1pV+/fnh5Fa+g0tPTmTdvHt98843kkwkgUxggNzBFbmhCZRdHqriVwcrKCktLS1ZsP0FW2DVQ5z+gjV08eG/yKraOaMzXX3/NpEmTMPZsyaCpX7E7KLrE9yp8YXuNZef7X7ZDV6dkMWw//OkC567fpYPxA66cOsS1a9ckw6MC5HI5np6eNGjQAG9vb5o1a1bquTiDg4OZPn06O3fuBPL9hLdu3UqbNm1eui+lUkm9evW4ceMGAwYMYP369a8kk1qtZuLEiVLyg+rVq9O+fXtpZp6RkYGxsTE1a9Z8rX3kfzsLFixg2rRpGvGYnw0SA/mW9wUhRLW822j9WP8FXL58WUqdVmzR0S1R6rYyZcqIRo0aiU6dOon69esLe3v759b38vISv/7663PTf929e1d06NBByOXyEqeQU9i4ipUrV4pHcakiNCZNCCHEzJkzBSBGjBghLtyPK7EvbEJafhq3iPi0EqeiE0KI1NRUsX79etGiRQshk8k05HN0dBRdu3YVCxcuFCdPnhRpaWmv/4csApVKJS5fviwGDBgg3T+5XC4GDBggwsPDX7nfxYsXS76ir+MzOW/ePOmefP3118/Ng6qlMGq1WkyfPl26h76+vmLBggUiKChIpKeni/nz5wtzc3Pp/JEjR962yFpKgNaP9V9EcHAwX3/9NUFBQdjZ2ZGQkMDjx4+lpSTIXza2sbHB1tYWW1tbjI2NefLkCQ8ePCiUFgvy35rbtGnD0KFDsbW1ldKcnTt3ji1btpCbm++Xam9vT+fOnWnSpAmOjo5YWVnh6emp8XatVqtJTU3lRmgEV0IjMJFlY0IOCQkJJCYmkpCQgI2NDd27dy+0pJ2UlESfPn04ePAg48aNY/HixdIMdM2AugzacOWl7tUXHarxW0A4D+Pzwy4+m44uKCiIRYsWsWPHDo0wiU2bNqVv3774+fnh7Oz8xqLjpKenc+zYMfbt28f+/fuJjv5rZt61a1fmzZv3wiX/5/H48WOqVq1KZmYma9as4eOPP36lflQqFS4uLkRFRbFixQpGjx79yjL9V/nqq6+YPHkyAF9//TUTJkwoVCcxMZGvvvqKy5cvs27dOlxc/rk41VpeDe2M9T9AZmamCAsLEwkJCcVGQ1Kr1SI+Pl4EBgaKjRs3ikGDBgk3NzeNyEo9evTQiIITExMj5s6dK8qUKVPkrNPDw0McP378tWX/6quvhIWFhdTv2rVrhRBC5OapRHh8flLqdeceinXnHorfAx+Ju09TxIPYNDFxe1Cxs9iBay+KT367ojGDDQ8PF/369dOYnVaqVEnMmzdPhIWFvdZ1vIj79++L5cuXizZt2gg9PT2N+2hsbCy6d+8uLl68WCpjderUSQCicePGr5V4++zZswIQFhYWIjs7u1Rk+y+xb98+6bv2zTffvG1xtJQiJdU3WsX6H+Xq1auFlpm7desmrl+/LtXJzc0V+/fvF59//rlo3Lix8PDwECYmJlL9999/Xzx69Oilx37y5ImoWrWqhqLes2fPSy03qlRq0eun8xpKNTQmVfq9/ryj4qtdl8S4ceM0FFrPnj3FxYsX39jSZm5urjh58qQYP368qFKlSqGXknLlyokxY8aII0eOlKrS2rlzpwCErq6uuHXr1mv1tWPHDgGIhg0blpJ0/x0yMjKkl8Xhw4e/bXG0lDJaxaqlRAQFBYkePXpozOa6dOkibt4sOqZuQkKCGDlypLQvaGhoKObMmSOysrJeOFZOrlI4jVgrdC0c8+PNmliJdevWiby8vJeWu+6cw8J10j5x8OZTjeMHbkSJXZceio8+mypMzf7aw2rRooW4dOnSS42Rm5srIiMjxdWrV8XNmzeLVcY5OTnil19+ET179tTYN+PPmLrNmjUTixcvFiEhIW9EoaelpQlnZ2cBiClTprx2f3/88YcARK1atUpBuv8WoaGhAhAGBgbPtU/Q8v+JVrFqeSlu3bolPvzwQ0nBGhkZiaNHjxZbPygoSDRp0kRSIG3atHmh4nKZsFvoWuYvL+uY2wun4WukGab//b8MbQqO7b8RWWxfVaYfKNJgaevWrZKSAUSNGjXEwYMHxdmzZ8XAgQNFq1atRPXq1UW1atVEjRo1RO3atUX9+vWFt7e3aNSokWjUqJGoWrWqFMD+2eLt7S127txZaJl18uTJGvVsbGxEv379xJYtW0RSUtJz70lp8N133wlAuLu7i4yMjNfu7+HDh1LCiOd9B7QUJj4+XkpkMXHiRJGYmPi2RdJSimgVq5ZXIiQkRLRq1UoAokqVKs+dYanVarF582YNpeLr6yt+/fXXIpc5PabsFHKj/BmdTN9YWLf7VLiM3/lC69+/o8xTiQbzjgjXSftERGKGJMvUqVMlOVxcXMTGjRtFTk5OvnXm36x/S1p0dHSEg4OD0NfXl45VqVJFIwNRjRo1BCA++ugj4e/v/0oz8NehQ4cOAhBfffVVqfU5ZswYAYjq1av/49fz/86SJUuk74pcLhc+Pj5i7ty54tixY+LixYvi5s2b4sGDB+Lp06ciNTVVKJXKty2ylhKitQrW8sqkpqZib29PdnY2lSpVolatWpQrVw5jY2MUCgW6urqYmJhQuXJlqlWrhlqt5rPPPuOPP/6Q/PNsbGz4+OOPGTp0qEYS93v37lG9WUdyn94DQG5ohnG1ZpjUaIWeXdH+oc9a9gLcj02n1Tenpc+/DKrP/XP7JSvYSZMmMWvWLKKjo+nduzcXLuRHfDKu1oyPe3amg3c1FAoFSqWS+zGpqFR5lLUwQKVSoVarsba2xt7eHnt7e6ysrCg39SBl9HJolneZlStXkpKSgqWlJbGxsSQnJ2NrawvkZ7b5pwMk5ObmYmVlRUZGBteuXaNWrVql0m9iYiIVKlQgKSmJsWPHsnDhQm10oJdg/fr1LFq0SCNB/PPQ09PDyMgIc3Nz+vfvz4wZM7R+re8g2gARWl6LmTNnMmfOnBLVtbGxoVq1alhaWuLv76/hBgRQo0YNzp49K/198vLyGDt9Lr+v+4n42L9cTvTsy2NcvRXG1ZqhY/hXXNxfBnnRuKKtRp/PBoVwMxUEL/+YuLg45s6dy/Tp09mxYwfv9+qHyM3E1NQM/ebDMa7aRGoTvrA9Wbkquq06z8/96z03lVzBWOEL25OSkkK5cuVITEzk/PnzREdH0717dzw8PLh161aJ7ldpUpD9xt7enqioKOTykgXHKAk//PADI0aMAKBmzZps2LCBmjVrvlafKpWKoKAgzp8/z5MnT4iJiZFKfHw8OTk5KJVKqajVakxMTDA1NZWKlZUVtWrVwsvLCy8vLxwdHUvjct8Ijx8/5tChQxw8eJC7d++SlZVFRkYGmZmZZGZmUtzjd9asWcycOfMfllbLi9AqVi2vTVhYGDdv3uT+/fuEh4eTnZ2NUqkkLy+PpKQkQkJCCAsLK/bh8CyLFi1i/PjxCCEkP9G8vDyOHDlCv0kLSQy+IEVlQkcXo4oNManeCgO3WqzqV5/3quc/PEf8eoUF3apz5l4cY36/DkC33OMsXbqUKlWqEBQUhEKhwNDQkJycHPSdqnLn3AFMrR2p++UxSZ5rX7TG0rhkM7ACxepiZUhCei5mF74n4Ng+Zs6cSUJCAt999x0jR47ku+++K+mtLTWmTJnCwoUL31gWm23btjFixAgSEhLQ1dXls88+o1OnTnh5eaGvXzjRwd8pUKSnTp3i1KlTnDlzhpSUlFKV0dnZmWbNmrF48eISp9V7FxBCkJOTo6Fo9+3bx/jx49HR0eHChQvUr1//bYup5Rm0Qfi1vDRCCDIzM0lJSSE1NZXU1FQMDQ1xdXXFwsKC1NRU0tPTadasGY0aNQLyYxzfvXuX4OBgbt++TXBwMCEhIeTl5WFkZERiYiI1a9bE2dkZX19fAgMDqVWrFp9++imenp40bdqUhJvvER8fz6ZNm1i7di1BQUFk3jlL5p2zODs74683ADed3kSoLDl4K5qDt6IJX9ieTrWcUKlU2Nj0BeCbb76RlivLly9PcHAws6dOwM3NDQAjXcj8U3crVern3otHCRk0XXSKJe/XkJaia80+REauit7t2hBwbB9HjhwhNTUVgObNm5f2n6NEFCR8b9KkyfMrviI9evSgSZMmDB8+nF27drF48WIWL16MgYEBPj4+NGvWDHd3d/T19aWiq6vLjRs3OHnyZJGK1MzMjMaNG1OxYkXs7OykZXdbW1sMDAzQ09NDoVBIf8v09HTS0tKkEh0dzeXLlwkMDOT27ds8efKEX3/9lQsXLnDkyJFSDzn5ppDJZBgYGGBgYIC1tTUAlStX5vLly/z+++/07duXa9euaVPw/T/yJjd6/wm0xkuvz9mzZ4WXl5dkzViS0rNnTxEREVGi/vfv318odGBBMTIyEt98842GkdTVq1fF6NGjhaWlpUZdmcJA6JWpLExqtRUrV64U58+fF6dOnRKAMDMz0zAC+fTTT/ODMFRrpmEA5fXlUeE6aZ9Q5hUfQOHQrafFGlK5jN8lDFzzjZWeDbTxOuEDX4cWLVoIQPz2229vdBy1Wi3++OMP8cEHHwg7O7uXMgAzMzMT7du3F4sWLRKXL18uVWOotLQ0cezYMeHu7i4A0bJly1Lr+22RkJAgBWcZNWrU2xZHyzNojZe0vJCYmBgmTpzIxo0bNY7L5XLMzMwwNzfX+GlmZkZeXh47duxArVZjZGTEiBEj8PT0xM3NDTc3N5ydnQsZXfTq1Yvff/+dWrVq8dGk+Ty+eoqzp0/x4MEDEhISAIoMnZeTk8OePXtYu3YtJ0+eJCcnp9hr6dChA3v37pU+X7p0KT+RgExOmY+/J3L1cOmcWi2Qy4sPWxiZnIXvwhOFjgtVHgmHviPj1jFMTEwYN24cs2fPpnr16ty4caPY/t4kzZs359SpU6xfv54BAwb8I2MKIbh79660tFuwN1pQcnNzcXNzo3nz5jRr1oxatWq9cUOcgIAAGjZsSJkyZYiMjHyjY/0THDlyBD8/P+n31q1bv2WJtIA2pKGW56BUKsWyZcuEmZlZ/kxQJhODBw8WDx48EGlpaS8MYnDt2jXh6+tbrHuKm5ubaNasmRg4cKCYNWuWaNSokQDEe13el2Z+436/KlYevyccWwwQgFAoFCI0NPS5MgcHB4vNmzeLyZMni3bt2mmEXFy7dq0IfBgv/L45JabtzA9uUbZmvowyPUOxdPkKoVKpxNHb0SIoIqlE90mtVoup26+Lvj/7i6rT9olmLVpK41WsWFGULVtWAGLMmDElvvelzeeffy4gP2rWf5GIiAixdu1a0bp1a2kF5N/CyJEjBSCcnJy0/rDvCFo/Vi1FcubMGVG9enVJQdSrV++VYtWq1WqxZcsWMWTIENG6dWtRsWJFoaOreO6SoKWVlag/76jm0urEvcLAtZYAxNixY4sc53nExsaK4OBgoVarpT6PBUcLIYR4/PixKO9RWxpf36mq6DJvs/j2+L2Xvt4HDx4Uu5R94cKFl+6vtLh586aA/FCGsbGxb02Of4q0tDSxd+9eMWbMGI2wmAVl2LBhb1vEUiMjI0NUqlRJAKJXr15vWxwtQrsUrKUI9u/fT4cOHaTPOjo6tG3bFicnJxwcHHB0dMTBwYHmzZu/UgJv10l7UaUnYZaXxPSmtnz682Gyk2LIS4klLyUGI6fK7N7+O59tuU5y5l95XFWPrvDk95mYmZlx4cIFoqOjefDgARN/O486N5tKVjrUsDcgPT0dU1NTXFxccHFxwdXVFRcXF8qWLYuenh4TtgWx+3oU975s91ffKhWrVq1izLiJiNwsFAoFkydPZvzEyZiZlNwoRAhB69atOX78OObm5rRv354WbdvTqf172FpZvPS9Kk28vLy4dOkS33zzDWPHjn2rspQ2KpWKK1eucOTIEY4ePcqFCxc0cgDL5XLq169PmzZt6N+/PxUqVHiL0pY+gYGB+Pj4oFKp+OWXX+jbt+/bFuk/jdbdRkshTpw4QceOHcnMzHxuvbJly+Lv74+zs/NL9X/3aSp+y8/Supo9R4NjiqzjZGFIZHKWxjGhVpH56yjin0a81HgFyGQyHBwccHFxoVq1anz00Uc0btxYo05ERAQjR46U9mF1rZz55IuvWP5Z7xKPk5aWxvWbt/GuX5eLYckM3ngZZytDjn3e7JXkLi2+//57Ro0aha+vL+fOnXursrwuarWa0NBQTp8+zZEjRzhx4gRJSUkadcqVK0fr1q1p3bo1LVq0wNLS8i1J+8/wrE/5iBEjWLhwofZZ95bQKlYtRZKbm0tsbCxPnz7l6dOnREdHa/x+6dIloqKiCgV1eFmeDeBQwPqP6pOZm4ehQhd3G2MikzJR/+nXuufQcTbM+4zExATc3d2pWLEiV2JUZKKHTGGAXM+QWd3qkJqayuPHj3n06JH0Mzs7u9BYM2bMYObMmRoBE4QQbN++nWGfjCQpPj+IxdChQ5k/fz5WVlacvx9PcFQqfRu6YqT3l7GN2+T9mBsqCJrZBu8vjxKdliudM1TIGdSoHOP9KheSITI5CyGEFHxCqVKjK5eVer7XL7/8kunTp9OpUyd27979Sn08efKEgIAA6tSp84+6qyQmJhIYGEhAQAABAQEEBgYWUqQWFha0aNFCUqbPRvL6L6BUKhk1ahQ//fQTAE5OTsyaNYs+ffpgaGj4lqX7b6FVrFpeifDwcBo2bEh0dDStWrVix44dmJqavrhhESRn5pKcmcsXu2/zQT1nOtZ0em79nFwlaiEw1NejwfxjxKRqWgHP6ViN/r7uGseEEMTHx0tKdteuXVKghK5du7Jx40ZMTEw02iQlJTFx4kRWr14N5IeTa9qqLdcNamLgVgu5oujABwq5DKX6r38XXRk0qmhL08q2zN6bH7ruq+7V6Vk/P2H1uK3XGdOyIq7WxkC+gna2MOTc5BbUm3cUAVyZ/vrWno0aNeL8+fP88MMPDBs2rMTtLl++zE8//cTJkye5f/8+AO7u7oSGhqKjo/Pacv0dpVLJzZs3CQgI4OLFiwQEBHDv3r1C9QwMDPDy8qJVq1a0bt2aevXqacP7ASdPnmTo0KHS38rGxobhw4czcuRIHBwc3rJ0/w20ilXLK3P16lWaNGlCRkYGjo6OUmSf0gyX9yxKlZoBay5y/UkKbjZG9KhbVlJUf2d+V096N3CVPuflqclU5nErMhWfCjZAfpzWYcOGkZubS40aNdi0aRMeHh6F+jp16hRjx46VgiwAIJOjsC6LnkOF/GJfAT07d+R6BgA4munTpLIdX3WvITURQuA+5YBG39dmtMbSSDOyU8MFx1GpBCcnNMNj5mGgcBzklyUxMRFbW1vUajWPHj3CxcXlhW2EECxZsoQpU6ZIsZ3lcjk6OjoolUp2795Np06dXkuuAu7fvy+F9Dt16lSR2xAVK1bE29sbb29vGjRoQI0aNVAoFKUy/r+NrKwsVq5cybfffsujR48AMDIyYvz48YwfP/6VX4K1lAytYtXyWpw9e5aPPvqIBw8eAODt7c2KFSuoX78+eXl5xMXFERsbS0JCArm5udSpU+eVA9DP2n2L9RfyHxLVHM2ISMxAJoPUbFWxbULntWPqrptsu/xEOrZ7pC81y1oA4O/vT7du3YiJyd/r7dixIxMnTpQiRj1LUFAQGzduZMuWLUX6QMpkcnStnNFzKE+dOnX4ZsyH1K1bt9CS7rPL3+cnNcfpmfjDuXlquq48T0J6Dt7lrKlV1oKBf5t9vwpbtmzhww8/LHGs4sTERAYOHCjtNXft2pWPP/6Yxo0b8+WXX7Jo0SL8/Pw4dOjQK8kjhOD48ePs2bOHgwcPSrOrAiwsLPDy8pIUqZeXlxR1SEvJycvLY/fu3Xz99dcEBgYCYGdnx6xZsxg8eLD2xeQNoVWsWl6bnJwcli1bxrx580hPTwfA2tpaCurwLJaWlly7dg1XV9dC515EZFIGvl+dAmDzkAaExqbTvLIds/fc5tid2BL306t+WRY8M5OMiIjg008/ZdeuXVI84549e7JixYoiXwKEEERFRXHlyhWuXLnC1atXuXLlCk+fPi1Ut2LFivTt25e+fftSrlw5olOy8F7wV1CJg582poqDKTKZjDyVmgrTDgJQzdGUslZGnLwTp2G9/KoMGDCAjRs3MmHCBL7++usX1i8IKKGnp8eyZcsYPny49ILw4MEDKlasiBCC+/fvv/Repr+/PxMmTMDf3186pqurS6NGjWjXrh1+fn5Ur179ja18/BcRQrBjxw4mT54svcRUqlSJBQsW0LVr11Lfz/+vo1WsWkqNqKgopkyZohGhSS6XY2Njg7W1NXfu3EEIwZQpU5g/f/4rj5OjVLH/ZhSdazlz+PZTPvnt2kv3oSOX8WUXTzKVeRy9HYOBrpxaZpns/vVnTu/dglqtxsrKiuXLl9OnT58SPXiePn0qKdrLly9z/PhxjSVNX19f+vbtS7C+B9Pfr4+dqYE0e21YzooLDxOluh1rODKkSTlqOFu89LX9nczMTNzd3YmNjeXEiRMlilfcuXNn9uzZg7e3N+fPny+k5N577z0OHjzI+PHjWbRoUYllWb16NUOGDAHA0NCQPn365LsktWih/b/8B1Aqlfz000/Mnj1byi7VsGFDFi1ahK+v71uW7t+DVrFqKXXCw8NJT0/Hzs4Oa2trycDljz/+4P3338fR0ZEnT5689IwkPSePxwkZfHXwDpceJfF9rzrM3nuLR4lZyIHiF4RfDnnCA8wu5Qf5B2jXrh2bNm3CwsLipfpJS0uTjKSOHz+OWp0f0F+hUNCmTRuqVavGmutpWNqXoXV9D/aHqZDr/7Us/Lr7qg8fPmTVqlWsWbOGpKQkzMzMiIuLK1G+1PDwcKpXr056ejrLly9nzJgxGuf37dtHx44dsbKy4smTJyW2Oh04cCAbNmzAz8+PNWvW4OT0fEM1LW+G1NRUFi9ezJIlS6SXv759+/7fZf55V9EqVi3/GNnZ2dIDODEx8bl+hf7+/vzwww+0a9eObt26kZor+OCHC3iWMSE2Lh57/Tzm92uOTGHAmM1XOX4nrti+SkJdV0uuPMp33xjo7UzFjFsMGTKErKx8X9ply5bx6aefvnL/UVFRbN68mV9//VXTCOpvyPWN0TGzRdfcjkFtvXBzc6NevXp4eXk9V3kV+HUWWNEGBARw/fp1aWnb3d2dFStWaAT+KIqsrCyuXLlCQEAAP/30E6GhoRgaGvLo0SMpUTvkB2QoX748jx49eqn4w3369GHTpk0sXbqUzz77rERttLw5oqKimDlzJmvWrEEIgYWFBQsWLGDo0KHapfjXQKtYtfxjpKWlSfc+JiamWCOmM2fO0K5dO+lN2traGjc3d0KeJqNMjkGZmSbVNTQ1R2Vkg665PfZNPkRtXQ5duYw8dcm/rr7lrVjaszZ2Zgbs2bOHUaNGERGRH4RCoVDQs2dPli9fjpWV1ateuga3bt3i6NGjPHr0SKMkJiYW20ahUFC3bl1MXDzIsq7ALxN6cvfu3ef6dQK0bduWkSNH0q5du0KuMUIIHjx4IPUREBBAUFCQZAFcgLW1Nbdv3y40k1m4cCFTpkzBy8uLixcvlujae/Towfbt26XctFreDQIDAxkxYgRXr14F8qN0/fDDD9SuXfstS/b/iVaxavnH2LVrF127dqVChQqEhoYWWSczMxMXFxcSEhKoV68eT58+LdIC19DImKzMDI1jNZt14MvlP9K+RhlUaoHnjINk5RX9tdWVwbOnwhe2Z//+/XTp0oW8vDzs7OwYPnw4w4cPx9ExP3n6T2ce4GRhRPsa+Z+jo6NZu3Yta9euJTo6Gicnp+cWBweH5/pZpqenF1K29+/fx9/fv0jDqL9jYGBA3bp1JXcUHx+f5y61du/enR07dhQ67ujoSMOGDfH29qZhw4bUrVu3yNlybGwsZcuWJTc3l4CAABo0aPBCGQv2bletWsXw4cNfWF/LP4dKpWLlypVMmzaNtLQ05HI5Y8aMYc6cOVr3nJdEq1i1/GMMGzaMn376iZEjR/Ldd98VWef333+nV69euLm5ERISgq6uLv7+/lKi8LJly1KxYkWMjIxISUnh3v2HjPpkOIGBgQz8dDInDRphoq9Deo4KSyMdkjI1d14NdGVk5wkMdGUYKuSYG+mxrGdtkh5cp127duTk5NCrVy/Wrl2LgYGBRtsDAbeIDL7MvZDbXLt2jdOnTxea3T0PuVyOvb09Tk5OVKhQAU9PTzw9PalevTpubm7FLr0JIQgPD+fcuXOcOXuWY6fO8Oj+PSpUqCApUW9v75f263RwcCAmJoaaNWvSokULybWlbNmyJbYS7d+/P7/88gvly5cnICAAGxub59YfNWoU33//PbVr1+bixYtad493kKioKD7//HO2bNkCQJkyZZg5cyYDBw4s0f68Fq1i1fIPUpBv1dDQkNmzZ9OrV69CcYZ//vlnhg4dSqNGjTh79uwL+0xJSaF8+fIkJCQwZtlmdj81RS6DolaCZUCHGo44WRqirytn5ckHVHU0ZdNHtXF2diYlJYVOnTqxffv2Qg/8y5cv06RJE2nPtQAfHx+GDh1KjTr1SI6P5eLNUM7fDMVJkUV8bDSRkZFERkby9OnT5yphY2NjPDw88Pb2pl+/fkX6vz6LWq1+7T2wBg0aEBgYyI4dO+jatesr9REbG0uDBg0IDw+ncePGHD16FH39oiNSQf4s38PDg8TERObMmcMXX3zxquJrecMcOXKETz75RPJRL1u2LJMmTWLQoEGFXjq1aKLNx6rlH+P8+fPC0NBQSt0lk8lE06ZNxYwZM8S+fftETEyMCAoKkvK1JiUlPbe/EydOSLlObWxsRE5OjshTqcXl8AQpNdxnm6+Io8FPxUdrL4qG84+JnVcjpPZqtVqkZ2aJb775RgDC2tpaZGVlFRonJSVFlC9fXgCiWrVqYtSoUeLnn38WwcHBUp06c46Irw4Ei94/+YuRv1wS68+HafTxzeE7YsRPx8SxM/5i165d4quvvhL9+vUTtWrVEvr6+oXSmnl4eIhFixaJp0+fvtY9fx4ffPCBAMTSpUufW0+pVIqUlJQiS0JCglizZo0k98cff/zCcTdt2iTl1g0KCiqlq9HyJsjKyhLLli3TyGns6Ogoli1bJjIyMt62eO8s2nysWv5R4uPjxapVq6Sk5sUVfX19kZaWVmQfWVlZYuzYsVLd8uXLi4sXL4ohGwJFxxVnxKaL4WLYL5eE66R9YseVvxRpdEqW1H7nzp2id+/ewsLCQuqnbdu2hcZSq9Xiww8/FIBwdXUtNpH00qN3xaWwBBGdkinuRKUUyg/7OCFDzD8QXGTeWKVSKUJCQsRvmzaLGk3fEwq9vxStjo6OaN++vdi2bVuRSv91GDdunADE559/Xmyd2NhYYWdn99y/1bPF1NRUqFSq546rVqtFly5dBCCqV68uoqOjS/W6tJQ+WVlZ4vvvvxfOzs7S39rOzk4sWrSo2P/T/zJaxarlrREWFia+/fZb0b9/f1G1alUhk8kEINzd3cWmTZs06iYmJoodO3aI0aNHC3d3d+mfe+jQodI/9rOJ0YsiODhYjB07VlhZWQldXV2NN/CvvvpKpKamFmqzbt06ScH5+/tryh+XLqKTs0REYoZIycp94fUGPU4SN58kF3u+QPayn/4urPxGCceKNTSUlqGhoWjfvr34/vvvxcOHD1843osYPXq0AMS0adOKrRMfHy9MTEyeq0wdHBxEu3btxJQpU0RAQECJxn769KmwsbERgHBychKBgYGvfT1a3jzZ2dnixx9/FG5ubtLf39raWsycOVOEhoa+bfHeGbSKVcs7Q0pKioiNjS10PCwsTFhaWmo8zO3s7MTevXulOhkZGSIwMFB8veIH8dnYsaJ79+6iXbt2olmzZqJBgwaiatWqGu1tbGzEhAkTxLlz50ReXl6xMvXq1Utq06ZNG3Hq1Clp1vn1wRBx7VGCuBKeICISi14W23zxkdgUEC5UKrW4EZEs4tOyix2rwtT9wnXSPuH+p4Idu+Wa+GbbCdGh3whpyfvZUqVKFfH555+LY8eOiezs4vstjj59+ghALFmy5Ln1jhw5IhQKhfQik5mZKbKyskRWVtYrjVvAnTt3ROXKlaUVivXr179yX1r+WXJzc8XatWulLZKCUr9+ffHNN9+IyMjIty3iW0WrWLW88zx69EjI5XLpn7dLly7iypUrIiAgQEycOFFUrlxZmu0+r+jo6IjOnTuL/fv3P1eZPktkZKTo37+/0NHRkfrx8fERBw4cEPFpWSIhPUckZ+QKZV7Ry58hT1OESqUucgn479yPTRMb/cPEzSdJIi1LKYQQov/qi+LHU/eFWq0WQUFBYuHChaJJkyYa8gDC2NhYdO7cWYwZM0aMHj1ajBo1SowcOVJ88sknYuTIkYVm20II0a5dOwGItWvXvlC2zZs3S2PNnz//hfVLSnJysujYsaPUd+/evcWWLVu0y8P/JyiVSrFp0ybh5+en8Z2UyWSiefPm4ueffy52++TfjFaxavm/YNGiRRrLt0UVW1tb0aJFCzFmzBixYsUKsXbtWrF582axe/duceTIEREVFfXK44eFhYkRI0ZoGBq1a9dO3Lt377WuKzgqWey4EiEGrL1YrHIuiqSkJLF161bx0UcfCQcHhxe+VDRo0KBQHwX7nA0bNixyGfzvLFu2TEMB/vjjj+LWrVsv3FN9ESqVSsyYMaPIGfmwYcPEpk2b/vMzoP8HYmJixHfffSd8fHw0/o4KhUJ06tRJ/Pbbb/8ZJVtSfaN1t9Hy1nny5AkrV67k0KFDhISEYGRkRPPmzenZsydNmzZ95XR0L8PTp09ZvHgx3377LUqlEj09PcaNG8e0adMwNjZ+qb5+OvOA+QfuoKcjJ1el5sd+dfHzcCAqOYtd1yOp72ZFfTfNaE9xaTlYG+shl//liqNWqwkKCuLo0aOkpKQgk8nYeimC2PRclMlPyQw+Ta1atbh27ZpGX0FBQTRr1ozk5GQaNWrEwYMHCyV7/ztTpkxh4cKFGscsLCxo2LAhvr6+dOjQgZo1a77UfSjgzJkz/PHHH5w+fZobN27w90dOxYoVadasGU2bNqVp06aFXLW0vDuEh4fz+++/s3nzZm7cuCEdl8vl+Pj40L59e9q3b4+np+e/MrOO1t1Gi5ZX4O7du6Jt27bSW7mzs7PYt69oo6ni8L8fJ5p9dUIMWhcoEtJzpONhceni60Mh4sqjv97u1Wq1cJ20T8zec0usOftQbLv0WEzaXryrSma2UrhO2icc+ue7EllaWha5/H358mVhbm4uANGkSRORnp7+3KVrtVotTpw4IaZPny6aN28ujIyMCs00+/fv/9ozzISEBLFr1y7x2Wefidq1axe51F++fHnx8ccfi40bN4pHjx691nha3hy3bt0S06ZNEx4eHoX+hmXLlhXDhg0Te/bsEenp6W9b1FJDO2PVouUVEUKwZ88ePvvsM8LDw9HX1ycyMrLIhNwXLlzg66+/JjY2lszMTDIzM3FwcCRVCe7lytPMqyYVKlQgNzeXhw8f8uDBA9LS0ujcuTMdO3akzfLzhCfkx06u72bJpfAk4PkZcNKycolPy6ZWxbKkpqZy6dIl6tWrV6heYGAgjZu1IDcrA32XGlg07ovCwhF9M0tUavi2d2061ChT5BhKpZKgoCDOnz/PiRMn2LNnD5Af8GLatGmMHTu2VIIJJCUlce7cOU6fPs2pU6e4du2alC2oADc3N2lG26xZM9zc3F57XC2lS3h4OAcPHmT//v2cOHFCI+CKvr4+nTp1YuDAgbRp0+a54T/fdbQzVi1aXpPMzExRrVo1AYh169ZJx9VqtYiMjBTjxo0rkXFVccXOzk5MmDBBlBn8g4hNzZLccqbvvFEi+by9vQUgFi9eXGwdh76LhUzPUGNcmUJfKGxchWGlhsLKb6T4/sCVF4518eJFaTzId53asWNHiYy3Xobk5GSxf/9+MWHCBOHl5VXImAsQLi4uon///mLNmjXi/v37pS6DltcjMzNTHDhwQIwcOVLDfYc/XbjGjx8vbt68+bbFfCW0M1YtWkqB2bNnM2vWLCn+771797h37x7p6elSnX79+tG1a1eMjIwwMjIiLS2NqKgoQkNDCQ0N5f79++jp6VG+fHnKly+PUqnk119/JTo6WuqjcePGDBkyhO7du2NkZFSUKBJ37txh5syZbN26FYCjR4/SqlWrIutm5uZRfvAKks/9hjLhCaq0eBCaM0JkcvzatKZXr1706tWr2LixarWazZs3M3HiRKKiogDYsGED/fv3f+F9fBFKpZLQ0FCMjIw0ZqRpaWmcP39emtFevny5UAhJZ2dnmjZtSpMmTdn02Jjerb0Y2rTCa8uk5fURQnD9+nU2bNjAb7/9Rnx8vHSubt26DBw4kF69ehW5GvQuop2xatFSCty4caNYFx9PT08Nn9uXITc3V+zatUt06NBBw+XI1NRUvP/++2LDhg1F+v7Onj1bo/7fZ6uPHz8Wx44dE5s3bxbLly8X06ZNEwsWLBC7d+8RYWFhIjs7W9y7d0/MWfmraN3/M2HuXEnjury9vUVERH5Uq4IZ9EfrLoqY1EwREpX/P5aWlibee+89AYiJEye+0vULIUReXp5YtmyZ8PCsLhR6epIMjRo1EuvWrStyby4tLU0cOXJETJ06Vfj6+kp+uM8Wham16NWrl/jhhx/E7eAQ8ceVxyIyKfOV5dRSOuTk5Ihdu3aJrl27angCKBQKMXjwYPHgwYO3LeIL0brbaNFSSixZskQMHjxYfP3112L37t0iJCRE5OTkvLhhCXny5ImYN2+eRuQp/vQZ9PHxEQsWLBA3btwQX3/9tXSuc+fO4vr161IfWVlZYuTIkRpKt6hiamoqhg4dKtRqtYj5MxTk3bt3xZw5c6QwkLa2tuLEiRMaEa8KyvHb+TGOC9xo6tSpI/bv3y/dj/eWnxGuk/ZpxG5+luzsbPH48WNx8uRJ4eXlpfmyom8okGm+ZAwZMkQcOnRIREZGFrnkm5GRIY4dOya++OIL0bhxY6H3jIKWHtwmlqL5e53F6tWrpZeGAqKTM8Was+/+A/3fRlxcnFixYoWoU6eOxsvqgAEDxN27d9+2eMWiXQrWouUdR/yZkPzRo0cIIahTpw73799n37597N27l+vXrxfZbtasWcycOVPj2NixY1m2bBkAFStVxsbOHmNzK8qWsefMzXCSIh+QFv0IpVIJwJ5zNxi99zHwl6HUw4cP6datG0FBQSCTY1KjNeY+vdA100wZ525thH3idbYs/Fw6Zm5ujoODAw/jM0Emx8JYH2crY+RyOXK5nLS0NKKjo0lOTtboy8zMjBHjp3NPrwJXEnVRpSeRces41pHnpewrBVhaWuLh4SEty3t4eODh4YGtra1UJysri4sXL3Lq1ClOnz7NhQsXyMnJ0einatVqVG/QmFMZZdAv64lcUXTWno41HFnRqzYymQwhxL/SfeRd4Pz588ydO5fDhw8D+a47H374IdOmTaNatWpvWTpNtGnjtGh5w6jVapRK5XPTqf0dIQQ3btxg27ZtbN26VSMxvEwmo1q1ajRs2BAfHx8pd+2+ffs4ceIExsbGDBs2jC+//BKAyMhIbt26hb+/P/Pnz0elUmHTeTLGVRoVPbYqD/PDX3Dz5k22bdvO+Mv5Vr3PWiBnZWUxcuRI1q1bl39AR4FZnQ6Yeb+PjpG5Rn/ZT0LIDDmN7uOLJMXHlfge6OrqYm9vT5MmTVi8eDFlyuRbJrtN3i/V2TCgLiLmDuvXrycgIIDQ0NBC1sIFuLq6MmLECIYOHYqlpaWmjNnZBAYGcvz4cQ4fPsylS5c0+pHp6mPbdSqG5eoW2XcDdysuhiVKnwvuVYGsE/wqcepuHKNbVOBeTDrv13XGwkib2/RVCAwMZO7cuezbtw/I/3/o0aMH06dPp3r16m9Zuny0ilWLljdISkoKPj4+BAcHY2Fhgb29Pc7OznTt2pXevXsXesDn5uayatUqVq5cyb1796TjBUZNSWmZRD95VGgcKysrvL29qVixImlpaSQnJxMTE8Pt27cLzf6GDBnC7XI9iUzOLlZu/ROLuXfpFMuWLWPYJ6OISsqk9+qLRKfmz+osDBXs+MSHqLvXmTp1qpQ7V6ZniJlXN8zqdUaur2lcJdQqcmPD+MjLgTbV7MlV5tFvdQAINe952rP/RhRyhQE6xpbIjS2QG5jw6KsOhWR7VrECTPCrzMjm+UZI2dnZ3L17l1u3bnH79m3W7T1DUuRDcpKeSvV19A2p9sEkVs4YTnUnK8wNCydbv379OuPGT+DE8WPSMTOvblg2/7jI+zWwoStNq9jx0bpLwF+KdcK2ILZdecL3vWozcvM1nC0M6FLLCQcLA/p6u0ntw+IzuB6RRNfa2qAXJeXq1avMmzePnTt3Ssf8/Pzo2bMnnTp1equGTlrFqkVLKZOcnMyVK1e4evUqu3btwt/fv8h6BgYGvP/++wwePJgGDRqwf/9+Jk2aJC1t6uvr07Rla9Ic6/H54F741XKn+qwjqDKSyYm6Q07kHcoqI7hz8zoqZU6RYwAgk1PGtRyNvOrQpk0bPv74Y0Ztusr+m9FFVhdCEPV9P/Iykvnxxx85le3G+cjcQkucCh0ZBz9tTDkbYw4fPszUqVOlZWm5oRnmPj0xrdupyKVRIz05mblFzyyf5eH89zSiTAGo1YJ2y09zNyYDgPOTm+Nk8ZcSf1bxTnuvKt7lrFh17BaXTh7i0eltxD26B3IdbDtPwqiSD3o60KeBGxPaViYpLoYZM2awceNGDatiOzs7tv6xkwH7koqUM3BaS+xMn++v+8GPF8jIyWPzkAaYGiik+yKEwH3KAeD5fslaiubmzZvMmzePbdu2SdG6dHR0aNGiBd27d6dr167/SFS2Z9EqVi1aSpF9+/bxwQcfaDi+6+jocPDgQZydnYmOjiYoKIi1a9dy8+bNIvtwcHBg5syZ9O7dm8dpajp8ex5rYwVXvmhDvblHiM9QatQXKiW5sWHkRIagSktArm+MpYU5ObrGCAsnFFZlkekqcLMyZMvQhthbGKJWqyk39WCR4xurMwle9IHGMZmuPjpmtugYmiLU6nxXHKFGCDWo1SCXU7eGB7FRETwMDpLard20Hf1y9Zm6s+hrfRFXv2iNhaGCclMPcGZCM6JTc6QAGR/8eCFfNuAjXzfW+4ej/ttTqqazOTeepFBwWKhVZBxZQULQcWQKfRpM306KUhcjfR0+tIli/tSxJCXlK09TVw8s3auzYHh32rR7DxuzfOUdm5ZNQnouVR1L5zkSn55DYkYOKZl51He3emH9gheH8W0qMapFxVKR4d9AaGgoW7ZsYfv27fn7/38il8tp0qQJ3bt3p1u3btKWwptEq1i1aCklEhISKF++PCkpKbi6uuLl5UWdOnVo3759ob0fIQSXLl2i5dCZ8OAc6enpmJiY8PnnnzNhwgQm7rrLe9Ud6VCzDNceJWJvbkCZP2dlRSnXl2Fht+p0re1E5S8OFXn+7MRmLFs4h/NnThMS+pDUxJLvi/6dmp+tIVnfHoBBvq6sOf8IhY4MperVHyfLP6yFu7URnb4veiXgRQi1iojlHyJys7h79y42dvaM/exTNm7YAOT7TS5YtJQhh1M12i3pUZPudZ0LL0W3qYyRvg4f+bq/mjxCEJeWg51ZySJUtV12hjvRaczqWI2Brzjmv5379+/zxx9/8Mcff3Dp0iXpuEwmo379+vj4+NCgQQO8vb1xdXUtdYMzrWLVoqWUiIiIwMXFBchfnvL09JTOfbHrJjcjU+lex4nGFW1wszGRHtBCpaRPXQeaepbFz9NJWhqUAWHFLA1+8utlDtyKeSU5DXTlOFka8CAus9A5dxsjTo5vDkDX789zLSIZkackLz0BVUos6px0kOmAXI5MJgeZHORyRF4uytgwcqPvkxPzAFVKDJbVfDDrOLVIGZwtDHmSnFXkuechA756vzpz9waTlqN66fYFRP44mLzk/KVwY2NjMjIykMvlfDZuAgu/nItCoSDgQRwf/hwotanhZMaczp58+JM/2c/Enhjo44qDmQHDm2kGm1Cq1Ch05K8s4/MIeZpCUqYSn/I2L678Hyc8PJwdO3bwxx9/FLktY2dnR4MGDaRSv359zM3Ni+ip5GgVqxYtpUinTp3Yu3cvnTp1Yt68eVL2jo/WBXL9cRJJWflP5KU9axIak87KU/n7qb3ql8XGRJ9xfpUBuPAwgboulujpFv9gHrT+EjWdLfjm2L1i67wMbtZG7B7ZCHMjRaFZ2cuizs1CpjB4I64nOjJwtzHmflzGK/fhHX+QLWu+lz6b2JbBuPUYDMp6Svuc2UoVdeceIeMFe8EDGroy3q8ypgb5RlBTdtxgc2AEAL29XIhPz8FAocOKXrVfWd6/k61UIZOBvq5OqfX5XyAyMpKTJ09y8eJFAgICCAoKklzLCpDJZFSpUoX69etTo0YNatSoQfXq1bG3ty/x91mrWLVoKUXOnDlD06ZNpc9lypTBwcEBlUpFXl4e0cmZCLUKU30dhDr/WMG5Z38W/C6EoEaNGrRt25a2bdvi4+OjEUqwpAqwYTkrLjxMLPa8HHj4p0LZee0JY7fk71Hpy0EF5P2pW+q5WnD5UfJL3ZN3jVZVbFnxgSc//fQTVtbWrAtW81BliUyugxz4qJEbd6LTOH8/4bXHWt2/LoM3XgHgwfz3kMtgxYlQ3K1N6FQrf6+vJDPb20+SCY3LwM/DgT1BkXSt7YSeVqm+NtnZ2Vy7do2LFy9KJSwsrMi6tra2VK9eXVK0NWrUoFq1alJoUbVaTUZGBunp6URHR1OnTh2tYtWipbTYvn0769at4+TJkxpGTKWBqakpLVu2pG3btvj5+eHm5sayo/cY3aICcrmMfUFRBIYnYW6gS0BYAp1rOdGvoRsAx0NiyM1T893JUNQqgXc5K9ZdyA/+MKyJO0OblMfaRJ/jITEM2nC5yPENFHIm+VVh9r5gAH4b4oWtsQEjN10lNDY/LrKpgS5p2XlFtn/bNKlozcZB3qjUgpZLTkkZg94Evb3KMruzJ3P2BlPbxYJudZwRQtB88SkS0nO5OduPxYfv8NOZMHJVhWfFE9pU4kxoHB/WK8u2q5H4P9BU9G5WBlgY6/PHCF905IVnUk9TssjMzuOrw3f5qX/hrEZaiiY2NpbAwECuXr3KzZs3uXHjBvfv3y/SP7ogKIihoWGR/+taxapFSymTnZ3NxYsXyczMREdHB11dXXR0dDR+//vPvx9TKpWcO3eOgwcPcvjwYeLiNA2JqlSpQrNmzbC1tcXMzAxTU1PMzMyK/b2oIBXpOXkkZeRS1qpol5UCjPV0ODuxOVYmf/Wx9Ng9lh8LLVT3XaWSvTF/jPBl+bFQVp8rembyPIz1ZLSu5ohSreZhbPzF5J4AACwZSURBVAYh0WkAGOlCZhHvEg5m+nxQ34XPWlYkIzePL3bdZNf1fJ/a34d6M2X7dcISi/YntjDUJfnPrYPL01vhu+A4OS8w+upYw5EZHT3YfiWC3wMjiErOopK9CTs+8UVfoZ3hviqZmZkEBwdLirbgZ1xcHNbW1iQk/PXSI5PJMDIyIiMjQ6tYtWh511Gr1Vy7do1Dhw5x6NAhLly4gEr1cgY8CoUCMzMzypYtS+XKlalcuTJVqlShcuXKVKpUCRMTEwC8vjxGbFoO6z6qT/PKhX0A1WqBXC6j8cLjRDwn0EQBVkYKEjNf3ZK5AFVGMmnX9pMedASFrSuWLQajZ+Py0v1MaF2BRUfvv5IMOjJYPTD/vuSp1Gy88AiPMmY0KGfN3egU2q84Jy2dGyrkZCnV9KjrzK3IFEkR68jhwqSWeC04XuQYchkarkNhC96T9vdSMpWM3XKNE3c1X7JsTfSIS8+lcUUbVGqB/4MEdoxoyKPETNp6OGCoV3R+08ikTBYdCmFXUL4x17O+tE+SMrE00sNYX5dxW66z90YU/bxd+aKjxyvdu38bsbGxpKamoqOjg4mJCcbGxhgaGpKWlqbdY9Wi5f+R5ORkjh8/zpUrV0hNTZVKWlpaoZ/Ppq97Hk5OTlSpUoVatWpRt25d6tatS4UKFZDL/9oDLJjNhi9sz4EbT/lk01XpnFCrUCZEkBN1j9yn9xDqPL767CMW3SuZlWVVB2NCov8yShJ5SnKi7pAVfp3s8OvkRodqprOT62BWtxPmvr0KRXp6k7haGXJqQvNijVk6fnuOm5EpAPTzduGXgPwl9wHeLmQq1RwNjiE5q+QvGmYGutyY5QfA51uvs+NqJJCv5G/O8sNIP19p3nySxIGb0UxqV1Vqm5GTh5GeTrGyFrU6Eb6wPbciU+jw7Tnpc6VpB8j9c8asDWTxfLTGS1q0/AdQqVSkp6dL4Q7DwsK4e/cud+/e5c6dO9y9e7fQMnMBpqam1K5dW1K0+6IM8I9ToK/QJTMlgdyou+Q8vZuvTKNDEbmF95oMK3pjXK0ZhuXqIdcr3l9TlZFMTnQouU/vkRN1j5wntxB/iyql51gJizrtSLt3kazQAAAUplaYNRmIsUfxyq60WdWnDu2qOxa+BrUgOCqVKo6mKHTkGoqrQCF1WHGWW1GphdoW0NbDnkO3Y/AsY8qtqDTquFiw4xNfoGhFePjTxvgtPyt97u/twsY/lfnMDlVxtjKiroulxjJ+AVWmHyQ7T3P/MHxhe8nta3r7qgxuXA7In90qVQI3G+NiZdeiVaxatGj5k6SkJO7evUtwcDBXr17lypUrXL9+nezswku9JiYmZKGPKr2w5axMYYCBY0XKVq5OVGwi6UGHnjmnj2G5+ihsytKhmg2Xw+KITEhDnZFEztNQVGmFlbvcyAIDt5oYutbCwK0Wg9vWx9XKkM2XImhn/pQFM6YQFxkOgH6ZKpjW64RhhQbFZqMpDdYPrEezKvYax/5u9GVnouDLbjWoZGeKhbEeZgb5s8oCxX85PJHNgY+RoWbL+Xuo0hNQpSehSk9ElZ7AgNqWqNVqdHR0pOw/RkZGWNk5MP9MPLqmtuiY2SDXM3yhvDdntUEtkOIiz9h9C1drYwY1yg8wcS40jiEbL1HdyYLZnT1LLarUfxWtYtWi5R0mJyeHESNGcOTIERISEjAwMMDY2Fjazyn43dTUlHLlyklp0qpUqYKBQcki+TyPvLw8QkJCpNjHBco2MzPfmlYul+Ph4YGlWzVcq9YgzcQdlXkZ9BS6kltObmwYGcGnybx7TgrKUDwyKlWuhIVLVWzcqnAtrwwKW7f8YBTAV92r07O+5p5qTk4OfT+bwR9rViCU+S8BMj0jjCr7YuzRDD0bF+RG5lIfr4qejkxaCp3ftTo96jlruMk4j9xITsSt/DCP5Bt7GenpEpeegyolFp27R0mIjdYwTtPV1SU7O7tQyrqXwcrKijRdc3TNbOniWwNTSxv23ktnSOsa/HAxDh1DUy7N7Ya1tbX0nfj7LPrvs+CT45vhrp2VvjJaxapFyzvMtGnTmD9//ku3k8vl2NraIpPJpOLj48PatWsxNTV9LZlUKhV37twhKSmJWrVqSQZPz3I5PJHlR+9x9k8XEQczfS5MacnY73ewbtM2Wrgb4WZnDnJdNlyMBH1j9OzLYepUkc0jW1DPzYqwsDB+23UIYWaPXdlyVHFzoklFmyKXelOylIxdc4wdmzaQfvskqtRYzQoyOTrGluiYWqFjYo2OiVX+ZxNrdE2spONyQ9MXKmC1Mod6toKQ0DDiYp5S2SQXd90ktm3bRm5u7ivfV2traxwdHSlTpgyOjo44ODigq6uLWq2WSmpqKhERETx+/JiIiAhSUlJeagxjY2Osra15mgEyPX1kCgNaVXfB0NCQTLUuZ8PTkCkMeL9BBaqWtZFe3p4tRkZGhY7p6elp89A+w1tXrG5ubjx6pJkGa9KkSSxcuPCvwYv4g61atYrhw4eXeBytYtXy/0ZUVBQuLi6oVCpWrlyJn58fFy9e5IsvviiU3PtZLC0tpUDyf6dly5bs37//pXLDPosQgoiICCIjI4mNjSUuLo7Y2Hwl9vHHH+Pg4KBR/2hwNBv9wxnTsiL13V8ujVf9+vW5fPmZpVU7O6pVq0a1atWoWrUqRrYuBKfpMaxdPSo62aBWC+7FpKFWq+g+cx1Rlw+T+eAyeelJQAkfX3IddIyt8hWvqRW6JlYIIVClxZOXGo8qLR51VvF7oxWrVcfNyaHQcX19fXr06EGbNm1Qq9UaAUEUCgUODg6vtMKQkpJCRESEpGwfP35MbGwsCQkJxMfHa/x8WQvyl0FHR6eQwi34bGVlhZ2dXbHF3Nz8nVTKarWa4OBgnj59SlJSEomJiSQlJaFUKilTpgzOzs6ULVsWZ2dnzMzMNK7hnVCsgwYNYsiQIdIxExMTjbdgmUzGunXraNu2rXTM3NwcQ8MX7y0UoFWsWv7fSEtLo2zZsqSkpODm5kZKSoqGwqxQoQI5OTkkJiaSkfGXJW316tVp3749jRs35qszMYTGpLPoPWeGf9yf9PR0WrduzYgRI6hatSrly5dHofgrH2lKSgoxMTFkZGRolKdPn3Lu3DnOnDlDVFRUkfK6u7tz9OhRypcv/9rXHhcXJ6X6cnV1LfTy/XfkeobomFgh/3MW6lG+LJ18PLGxs+dpjh534zJpWsGGpORkVh68QnpSPKr0xPwYyOmJqNITUWeWfPaXn+3HBl1TG3RMbejQ0JOnplUZ168DnWo5vda1P4+cnByCgoIIDAwkMDCQK1eukJaW9pdcf1NQBZ91dXUxMzOTFJ6hoSEGBgbo6elJS9I6Ovl+rkIIVCoV2dnZZGZmFvouPHvsdWboBTg6OuLr60ujRo1o1KgRNWvWRFe3aNegN01sbCxHjx7l0KFDRfqNF8ezfugFe+IpKSlvV7F+9tlnfPbZZ8UPLpOxc+dOunTp8srjaBWrlv9HduzYwYABAyR3GVNTU5o3b86sWbOoXfuv2LMhISGsWLGCjRs3SvufAB616tL6vU6MHtSXhw8f0r59e42HoUKhoGLFipQrV4779+9z586dF8qkq1CAsRU2NrbUquTC40wFYTcvkZUQhYODA0ePHtVIQPAqbNu2jQ8++ABPT09u3rxJm68Po5cWRSX9VPTSnxISEsKdO3cIexSBMqfk0a1kuvromFj+uRRshY6JJTUruRGSoovcyAwbMyPyVGqSUlJRZySRl56Ivq4clZE1JpZ2/PZZe3ptCkVuYKKhxAKntsTGRB+5XEZ2dja3bt3i6tWrXLt2jatXr3L37l3UarVkhJS/PJ//uxoZdjZWLF26FD8/Pw15IyMjOX78uKRIr1+/Xii27ZvCyMgIKysrjWJpaYmJiQlGRkYYGRmhr6+Prq6udF0uLi7Y2tpqKOLExERiY2OLLKmphWf/xsbGeHt7S4q2QYMGr7V9kZeXx40bN3j8+DFKpZK8vDzy8vLIzc0lKiqKhw8fSuXJkycabU1MTHB3d8fS0lIqurq6REVFERERwZMnT4pdHYK3GHnJzc2NnJwccnNzKVu2LD169GDChAka8VBlMhlOTk5kZ2fj7u7OoEGDGDp0qIZv3d/JycnRMAhITU2V3v61ilXL/xMxMTFcuHABBwcH6tWr99y3+aSkJDZu3Mi2bds4f/68xrmGDRsyYMAA9h49zbmLV0iPfYwqt7DFr7m5eaHlPAsLCxo0aECTJk3Qsa/I6QfJ+FawoXkVe9wm7ycvPZH0XbNIiXyIiZkFx44cokGDBq98zZ988gmrVq2i90dDGTdjPvtuRLL5UiQ5SjXrBtbjt4sRnLoXQ10XSxQil+NX7qLKSPzLqjYjibz0BFwNcnnw+AnKtERETsmD9uvp6eHg4CDtd5pb2+JW1hlnpzLSMR1jSwwNDAgJvk34vdtcvXqVq1evEhwcrJEkvaQYGRlx6tQp6tevD+T7KTs7O2usRgDY2Njg5eUllWeTeD/7mH7299zcXGk5M/DuY/Iy0yAnncSERNJSk0lMTJRKUlISr/O47969OzNmzKBGjRovrJuZmcmVK1c4d+4c586dw9/fn+TkZI06crmcWrVq0ahRI3x9fWnQoAHOzs7SDPtZ1Go1ERER3Lp1iwsXLuDv7y9FPysptWvXxs/Pj7Zt29KwYUMNXVQUGRkZJCcnSzG+VSoVycnJ1K9f/+0p1qVLl1KnTh0sLS0JDAxkypQpdO7cmdWrV0t15s2bR8uWLTE0NOT48ePMmDGDKVOmMH369GL7nTVrFrNnzy50XKtYtfxXiIqKYufOnfzxxx+cPn0atVqNvr4+X+26xNJTjxFCjSo1HmVCBHnJ0eiY23F75UhsbW1fapzW35wmJiWTkT5lWDl1CDeuXsLY2Jjdu3fTsmXLV5LdtXwlHj8MpdyHM1C5eknH9XQg929bhQo5jGpRkU2Bj4lJ1bSudbEyZHAjN74/GUoZU10syaC8cR4uhrkkxMVw7Mpd0hJiSUmMIyMpjqT4WI3wdK+KpZU19erWIdO0LFG69rhVrMpPAxsihCA7N4+2S0//aT0s8C1vSdqZjRw+fBhbW1vOnfenUsUKZGdn07x5cwIC/vTVVShYtmwZI0aMeO09SZVaEJOaTVRSJkYGCqo9416jVqulbYdnFW5ByczMLLKkpKRw8eJFSSm/jIJ9duzg4GBJ0Z47d67IbQCFQoGrqyvu7u64u7uTmZkprWL8/UUE8l8Wq1atKi19KxQKdHV1sbe3p1y5clKpUKEC1tYvZwtQFG9kj7U4pfYsly5dol69woGh//jjD95//33i4+OLvcAlS5YwZ86c51rEaWesWrT8xdOnTylTJj+bSst2HTEvX4d7GfokyMzQNbNFrp/vWvGiiDoJ6TlYGOkVCvouhEAmk5Genk63bt04evQoenp67Nixg/btXy5KT4GsMpmMqZvPsflaEirA2lhBQhEJ3kc2L8/YVpX440oEiw7flZLA+5SzYmr7qng6WRQ5TmqWknbLzxD5Z0jGphVt2TDIi5ycHM7dCGXW7+cIDY+gnHEetW0EOamJXA5+QNjjJ2QmJ5CXmQxCYGRpS8tG3tSuXZvfH+hQp04deresTaMKNkzefoNrEYnUKGvJjI6euFgZabi2KORQRpFFveyrfPP1AgAq1/bmztULQL4F9urVq5k+fTrx8fEAtG3blqVLl1KlSpWXuq8FJGfmYqDQQaEjJzQ2DVcrYwz1SieO8K1bt5g7dy7btm2TFGy3bt1YsWIFTk6vtvf85MkTzp8/LynaW7duPXdFQKFQUKlSJby8vPDx8cHHx4cqVao8d4WztHkjijU+Pl76EhSHm5tbkVZwkZGRODs7ExAQUOxS0vnz52nUqBHR0dHY29sXWefvaPdYtfzX+fLLL4td5TG3tMKvdWv8/Nrg7e2Nrq4u/v7+nDx5kqCgIFJSUpAZWZBe+T0MKzbk0Vcdih0nJycHHx8frl69yvbt2+nevftLyTllyhQWLlxInTp1OON/kR9O3Wfvjaf8McKH6NRs5u69TUBY/r7WqfHNkMtltFt+mowcNW7WRhz9vCmdvj2jERrxj+ENOXgriuN34qjiYMr3vevy85kHLDh0V2PspT1r0rKqPVsDI9h+NYIy5oZ816cOSZlK7E31UarULDgYQnRKDg6mupy6HUljDxd61nPm4O0YkjNyaVbZlrl7bxOblsOu0Y347cIj7kanUdvVkmntqzFq01X2BdwhO/QcKbdOk/0kWBpfR1eXIaPHseqbhRpypaSkMG/ePJYvX45SqcTMzIy7d+8WssIuCafuxKKnK8enwptLkn779m3mzp3L1q1bEULQuHFjTp8+XSrWv3l5eURGRhIWFkZYWBjh4eHo6elJFuPlypXTMMh7G7x1q+C/s2/fPjp27MijR49wcSk6uPZ3333HhAkTSE5OLrHbgFaxatEChw8fZs+ePRouGomJxedpLQqrCrWJunWhyP89IQQXL15k5syZHDlyhFatWnH06NES9RsaGsqKFStYtWoVKpWKqv1mk1mm7gvbuVkZEp74lwGTlbEelWyNCQj/y6jk2aD2enLYPsKHb0/c52hIvquQrhycLY2o52ZFQkYOD2PTSMtR4T+5JQYKHX65EI5KLRjo6y71qVYL0nLyyMzNQ60G369O4FnGlM61nVl06I4UTMLaSIFSraZ1VTuOHdhLTvBx7l/z13B/qe/ty6CB/ejevTs2NsUrvPv379OtWzdu3rzJhAkT+Prrr0t0b58lJUuJib5ukanmSpugoCC8vb3Jzs7m4MGDGp4d/2beqmK9cOECAQEBNG/eHHNzcy5dusTYsWOpV68eu3fvBmDv3r1ER0fTsGFDDA0NOXnyJOPGjWPgwIEsX768xGNpFasWLUWTkZHBtWvXOHr0KIcPH+bOnTtkZWVRp04dmjdvTsOGDbG2tubgwYPMmzcPgC+++ILZs2cjk8lQqVQ8efKEnTt3snr1am7fvg3kGx3u27eP9957r0RyODs7ExmZH1xebmj6v/buPSzKMu8D+HcGhmFAZUBAkQEMTF8PaYanxF3yyJoamasLecBQsJTcNctes/LQq10baXawtZJQ8rCisru+aqGYp1U0whMH5QUJOWuCDiiHGZj7/YNlcgQR45EZ6Pu5rrmK4Zl5fvNT+fIc7vtGt7AvYaVq2WQW9WQwHclqay2Hs0qOn65ehdLWFtNH9MLyF3wRd64IO3/IweVrd+Bkr8CO8KehcbTDh/GXseHIFYzo4Yxv5tadScsrrcCBi4WY+bQX7JQK3Lyjg53SCnmlFfg+/RrW3HM0rL94AIXffm782tfXF0FBQQgKCoJGo2n2Z9m/fz8mTpwIe3t7XL16VZJrgo9SREQENmzYgLCwMHz55ZeSvndlZSWKiorg6elptiE6jTFrsJ49exbz58/H5cuXUV1dDS8vLwQFBWHJkiXGVdm/++47LF261LjQrLe3N+bOnYsFCxY8VCMZrEQtN2nSJOzbtw9A3UxBarXaOIyhnkqlwtSpUzFv3jwMHz682e89bty4Bke3Nm6Pw2nMy1B26yXNB/gPYahFzd7lKMw4b/K83EYFhetjsPV4Ah0GjsfVT2fhH+cKUFZRjchDmRjsqcbxrJIGQd3YtenLRVp0sFXgYGox8m9VYNdbwUhNTQVQNwZ50KBBxvVy7344OjrimWeegVqtbrx2IfDUU0/h/PnzCAkJwVdffSXpqc+MjAwkJCTg9OnTuHr1KvR6PRwdHTF8+HC88cYbDzW5SHV1NSZNmoRDhw7hD3/4A7799tsW13fnzh3s3r0bu3btwrlz51BYWAh7e3sMHjwYQ4YMQVBQkMlQNHOwuFPBjwqDlajl4uPj8frrr+PSpUsmpzKtra0xcOBAvPTSSwgODr5vKDSloqICO3bsQHTcd7iSmozi3LqFyGUKJdxCPoaiswYGfVXdkJr/DK0xVN2GraYvFM4eJu/Vs4s9cm7cga4WUFkDlTWA0koGlUIGe6UCtxJjkf6/XxnHlDY2K5FCoUCXp8bB0P85dHD1gK+nGqeySxuE6sxhnnjv+ScavL70TjU+OpiBb9Ou4cZtHdxupuDc1tWornjwEn52dnYICQnBG2+8gccee6zB9+uPWgFg0KBBePnll/H444+jW7e64UD1BybNVV5ejtjYWERFRSExMfG+240bNw7fffdds66VJiYmIiwsDGlpabCzs8PBgwfh5+f3UHXd6/jx45gxYwby8vKMz8nlchgMv6zOY29vj7Kysla9WeleDFYiemhVVVVIS0vDnTt30L17d7i7uzc6rrAlcvPyMf7ZZ5GemgLIrSGztoHQNT4e0XnSG7Dv4w8A6NpRAbW9LfJvVqBaVwv9PT+5dNeyUfzNaxC1NRgwYxludhuG9yb1woTeTiguLsbp02ewZctmnDhRtwybTCaD96CRuN1lAAw29rC5XYSu0CIjMwu2CivMDZ+H9xf/MnOcEAJPrjwIbVUNxvyXCxIu/zJ7T22FFtV5aTBU34FBVwFDdQWErhKG6grI9ZVwtKmB0BYj96e6KSttbW2xdOlSvPnmmw2OFP/5z38iJCSk0UkW1Gq1MWQbe3Tp0gUlJSVIS0vD4cOHERcXZxzraWVlhZEjR8LPzw99+vSBQqFAdnY2li5dCr1ej9jYWEydOrXRPwchBM6dO4eNGzdi06ZNEELAxcUFO3fuxMiRI5v6436gW7duwcfHB6WlpfD09ERoaCimTJmC7OxshIeH49q1awCABQsW4LPPPmvRvlqKwUpEFisjIwN/Cn4RF879spi6lUIJRUcnCJUjqgvq7qh1HPI8Oo2c2+h7yP7zGP9EV3S2leOr14NQnPN/8Bs9HhGr/4atZ3KxaExPjO5jOsLg1KlT+Otf/4q9e/c2WaOPjw+ysrKMX18rq8KwNYchAMwY6gGFtRWiT+Y0+lpHOwVuVpgOIZJD4NXe1fjfLRtw5MgRAMDKlSvx7rvvNnh9YWEhNm3ahMOHD6OwsBAFBQWorGz+TFR369mzJ+bMmYOZM2fCza3hOrNLlixBZGQkFAoFlixZgvHjx6NXr14oLi5GQUEBLly4gG+++cZ4uhsAQkJCsHbtWkmuA1+9ehXdu3cHAPTv3x+enp7IyMhAZmYmgLpfCFasWIFly5aZfe5hBisRWTQhBE4nX0SFvhY9unvAs6szrpdXY/62ZBQc2owz/9iE4JA5uOj1R9yubnhKt7OdAuv+9CR8uzvh9ImjGDt2LADAM2IrhvR5DLteafo6cFpaGmJiYnDy5Enk/qyFt7cPfj+4P9577z0AgL+/P44ePWrymmtlVeiotMaVn+/Aw0kFB5UCV0sqEPDRUdSXOLa3K+b5++CPG+tOvX4S/CQOphXjxm0dVj7XF3HRG/DWW28BQLOndBVCoKysDIWFhfd9FBQU4Nq1a3B1dUXPnj3h6+uLiRMnws/Pr8lA0ul0mDlzJmJjY5usQalUIjAwEPPnz4e/v/8Da34Yr732Gj766COT5xwcHBAeHo6IiIj7jiRpbQxWImqT9qcUYcmqSKTv/giQW8FhcCDUPYdBuPaAzPqXaeie9FAjpUCLnWHDcP3SaeOEFQNeWIBNa1dhUHenZu2vptaAb1OLUKGrRYfrKZg4cSLkcjl++OEH+Po2PiyofjIIaxlgq7DCPP/HkHezCjIZ8KRGjeChXo2+rqSkBF26dEFtbS3WrVuHRYsWPUxrHpna2lps374d+/btQ0JCAkpLS+Hk5AR3d3d4enpi0qRJmDZtGhwdHR9ZDT/++CMyMzNRUVEBW1tbBAYGNrp0oTk1N28s5z5mIiIAGrUKz00NgvZ8PAqy0qE9EwftmTjYKJWQuT4OW49+6DDwWdgrO6PWIFBcVoUeA/3wQsgriNvyN1yI24Ad3ZUY+MEHzbo+bG0lRz93Nbp2ssUQ37pw/stf/nLfUAWApzwccDZPC3ulFSp0tdBW1uCDPw7A7aoa6Gproa3Qw8Gu4R29N2/eNN5QFR0djQEDBmDkyJFmP8VpZWWFmTNnYubMmTAYDNDpdL9qubuWGDRoUKOz9rVFDFYisigDPNQY4DEE/zPlIvbt24cdO3bg2LFjKC4uBvJSUZ2XCtsrR/BK0G5sm1sXhFEnfoLXs+Fwya/Gz4e/xrp16/DDDz9g69at8PJq/Ojxbo851039WD+d6oOOlOqDUFtVC7dOtnhphDf6vPstKnQGOKisoa2sgUIGdLC1ht/jzvjsxbqQ7tGjB9atW4fo6GikpKRg9OjR6N27NxYsWIBZs2a1eLF6Kcjl8lYP1faGp4KJyGJsOZUDG2s5goeYXlMTQiArKwvHjx/Hxx9/jJSUFFhbW+P111/H7Nmz0bNnT8hkMvRfEY+qjBMo2vcJbt8uh4ODAzZu3IigoKBm7X/9+vVYtGgR5HI5/v73v2Py5MlITsvE6fNp8HZSokePHvD29sbfjudg/eG6G5usZMDqyU/gv+NSAAADNA64kN9wvvO7x8ReunQJn332GWJiYkyWDpw1axYWLlyInj17/qr+0aPFa6xE1OZcL6tCpb4WXp3t77vNnTt3EBoaanKzjVqtRq9evYwPGxsbrFq1yrhY+PPPP48tW7Y88GeEEAKhoaHYvHkzgLoxr/eukyqXy6Hx8EBJtRVqa/Vwd1CiRq+Hu0aDYcNHIGDMKAwfPhwdOnTA6LVHceXnO3DpYIOkt8c22F9ZWRliYmKwYcMG45q5crkcs2fPxvLlyy3mph2qw2AlonZLCIE9e/YgOjoa8fHxjU4Eca8RI0YYx7A2Ra/XY9myZYiMjARQdzesj48PlEolMjMzjUeYTbGysoKvry8GDx4MjUYDNzc341hTjUYDBweHBp/n+++/x/r1640zYNnY2OCLL77A7NmzH7g/ah0MViL6TaisrERWVhYyMjIaPO5egnLy5MmIi4tr9vsWFRWhpqYG7u7uxtl+hBC4du0asrKyUFVVZVz/08rKCunp6Th+/DiOHTuGnJycJt978ODBmDp1KhYtWtRgCtfTp09j6dKlOHr0KGQyGbZu3YoXX3yx+Q2hR4bBSkS/aUIIaLVaWFlZwcbGBjY2Nq12921ubi6OHTuGS5cuoaioyGS86d2rDgUHByMmJqZBuAoh8Oqrr2LDhg3o3r07fvrpp1apm5rGYCUiskBFRUXYtWsXFi9ejJqaGkyfPh1btmxpMDSovLwcarUaBoMB+fn5v3pB8eaora1FXFwcKisrMWHCBItfWcdcmps35pvNmIjoN8jNzQ0LFy5EbGwsrK2tsW3bNvz+979HVFQUbt26ZdyuY8eO6NevHwAgOTn5kdVz+/ZtBAYGYtq0aQgJCUG/fv1w5syZR7a/3wIGKxGRGUyePBk7d+6EQqHAqVOnMHfuXHTp0gW/+93vsGDBAmzcuNE4Ef+jWJM0Ly8PX3/9NUaMGIH9++tmknJyqluwYMqUKSbXp+nh8FQwEZEZ5ebmYtu2bdi2bZtxMfl7nT17VrK1SOPj4/HOO+8gKSnJ+Jyrqyv27t2Lvn37YuDAgcjKykJ4eDi++OILSfbZXvAaKxFRGyKEQEZGBpKTk3HhwgWkpaVBrVbD398fYWFhktx4tW7dOixevBhA3ZCgIUOGYMyYMQgPD4dGowEAHDt2DM888wyAumkXOdznFwxWIiIy0uv1sLOzQ01NDYC6U9FDhw6Fj48PvL294e3tbVzI/u7VZj788ENjGP/WMViJiMjEkCFDTE4B38vT0xOjRo3CvHnz8P777xvXrE1KSmo3E+S3BIOViIhMVFZWIjk5GVeuXEF2drbJf69fv97oa6ytrZGZmWlcjPy3jMvGERG1cwaDAVFRUThx4gRycnJQUVGBgoICqFQqqFQq2NnZNfh/Ozs7+Pj4ICQkBN7e3sb3Ki8vR2JiIrZv346YmBjI5XIEBQVh+vTpDNWHxCNWIqI26s0338QHH3zwq16rVquRn58Pe/uGCx5otVoolUouH3cPThBBRNTO3bhxo1nbde7cucFKOTKZDDqdrtHtHRwcGKotwFPBRERtVGRkJORyOVJTU1FeXm7yqL/7FwBKSkpQUlJi/HrAgAGIjY2Fo6OjOcpu93gqmIioHdJqtbh06RLS0tKMwevg4IDRo0dj7NixUCgU5i6xzeFdwURERBLiNVYiIiIzYLASERFJiMFKREQkIQYrERGRhBisREREEmKwEhERSYjBSkREJCEGKxERkYQYrERERBJisBIREUmIwUpERCQhBisREZGEGKxEREQSYrASERFJiMFKREQkIQYrERGRhBisREREEmKwEhERSYjBSkREJCEGKxERkYQYrERERBJisBIREUmIwUpERCQhBisREZGEGKxEREQSYrASERFJiMFKREQkIQYrERGRhBisREREEmKwEhERSYjBSkREJCFrcxfQUkIIAEBZWZmZKyEiovasPmfqc+d+2nywlpeXAwA8PDzMXAkREf0WlJeXw8HB4b7fl4kHRa+FMxgMKCwsRMeOHSGTycxdjkUoKyuDh4cH8vLy0KlTJ3OX02axj9JgH1uOPZRGS/sohEB5eTm6desGufz+V1Lb/BGrXC6HRqMxdxkWqVOnTvxHKAH2URrsY8uxh9JoSR+bOlKtx5uXiIiIJMRgJSIikhCDtR1SKpVYvnw5lEqluUtp09hHabCPLcceSqO1+tjmb14iIiKyJDxiJSIikhCDlYiISEIMViIiIgkxWImIiCTEYG1Hjh49CplM1ugjKSmpwfYlJSXQaDSQyWS4detW6xdsoZrTxwsXLiA4OBgeHh5QqVTo3bs3Pv74YzNXbjma+3cxNzcXkyZNgr29PZydnbFw4ULodDozVm6Z9u/fj6FDh0KlUsHZ2RkvvPCCyfeTkpIwevRoqNVqODo6Yty4cTh//rx5irVgD+ojAGzevBn9+/eHra0tunbtioiIiIfeT5ufeYl+MXz4cBQVFZk898477yAhIQGDBg1qsP2cOXPQv39/FBQUtFaJbUJz+picnAwXFxds3boVHh4eOHXqFMLDw2FlZfWr/iG2N83pYW1tLSZMmAAXFxf8+9//RklJCUJCQiCEwKeffmqOsi3Snj17EBYWhjVr1mDUqFEQQiAlJcX4/fLycgQEBCAwMBCff/45ampqsHz5cgQEBCA/Px8KhcKM1VuOB/URANatW4e1a9ciMjISQ4cORVVVFbKzsx9+Z4LaLZ1OJ1xdXcWqVasafO/zzz8X/v7+4vDhwwKAuHnzZusX2EY01ce7zZ8/X4wcObKVqmpbGuvhgQMHhFwuFwUFBcbnduzYIZRKpdBqteYo0+Lo9Xrh7u4uNm3adN9tkpKSBACRm5trfO7ixYsCgMjKymqNMi1ec/pYWloqVCqVSEhIaPH+eCq4Hdu7dy9u3LiB2bNnmzyfnp6OVatWISYmpsmJpKnO/fp4L61WCycnp9Ypqo1prIeJiYno168funXrZnwuICAA1dXVSE5ONkOVlufs2bMoKCiAXC7HwIED4ebmhvHjxyMtLc24Ta9eveDs7IyoqCjodDpUVlYiKioKffv2hZeXlxmrtxzN6eOhQ4dgMBhQUFCA3r17Q6PRYNq0acjLy3vo/fGnajsWFRWFgIAAkyX1qqurERwcjMjISHh6epqxurajsT7eKzExEbGxsZg3b14rVtZ2NNbD4uJidOnSxWQ7R0dH2NjYoLi4uLVLtEj1pyFXrFiBt99+G/v27YOjoyP8/f1RWloKAOjYsSOOHj2KrVu3QqVSoUOHDoiPj8eBAwdgbc2rfUDz+pidnQ2DwYA1a9Zg/fr12L17N0pLSzF27NiHvu7PYG0DVqxYcd8bQeofP/74o8lr8vPzER8fjzlz5pg8v3TpUvTu3RszZsxozY9gEaTs493S0tIQGBiId999F2PHjn3UH8OspO5hY0s9CiHa/RKQze2jwWAAACxbtgxTpkyBr68voqOjIZPJsGvXLgBAZWUlQkND4efnh9OnT+PkyZPo27cvnn32WVRWVprzYz5yUvbRYDBAr9fjk08+QUBAAIYNG4YdO3YgMzMTR44ceai6+OtMGxAREYGgoKAmt+nevbvJ19HR0ejcuTOee+45k+e///57pKSkYPfu3QDqfogBgLOzM5YtW4aVK1dKV7iFkbKP9dLT0zFq1CiEhYXh7bfflqpUiyVlD7t27YozZ86YPHfz5k3o9foGR7LtTXP7WF5eDgDo06eP8XmlUglvb2/k5uYCALZv346cnBwkJiYaL+1s374djo6O+Ne//vXA/bRlUvbRzc2twTYuLi5wdnY2btNcDNY2wNnZGc7Ozs3eXgiB6OhozJo1q8EdgXv27DH5LTYpKQmhoaE4ceIEfHx8JKvZEknZR6DuSHXUqFEICQnB6tWrpSzVYknZw6effhqrV69GUVGR8YfawYMHoVQq4evrK2ndlqa5ffT19YVSqURGRgZGjBgBANDr9cjJyTFeP62oqIBcLjc5yq//uv5Irb2Sso9+fn4AgIyMDOMa36Wlpbhx48bDX6tu8e1PZHESEhIEAJGenv7AbY8cOcK7gu+jqT6mpqYKFxcXMX36dFFUVGR8XL9+3QyVWq6melhTUyP69esnRo8eLc6ePSsSEhKERqMRERERZqjUcv35z38W7u7uIj4+Xly+fFnMmTNHuLq6itLSUiGEEJcuXRJKpVK88sorIj09XaSmpooZM2YIBwcHUVhYaObqLceD+iiEEIGBgaJv377i5MmTIiUlRUycOFH06dNH6HS6h9oXg7UdCg4OFsOHD2/WtgzW+2uqj8uXLxcAGjy8vLxat0gL96C/i1evXhUTJkwQKpVKODk5iYiICFFVVdWKFVo+nU4nFi9eLFxdXUXHjh3FmDFjRGpqqsk2Bw8eFH5+fsLBwUE4OjqKUaNGicTERDNVbJma00etVitCQ0OFWq0WTk5OYvLkySbDmJqLy8YRERFJiHcFExERSYjBSkREJCEGKxERkYQYrERERBJisBIREUmIwUpERCQhBisREZGEGKxEREQSYrASERFJiMFKREQkIQYrERGRhBisREREEvp/EjiF3waf8RAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1400x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_map(rgi7, reg, aspect=0.8, loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e1fa9f47-ac33-4973-be0d-55f83d0d6ab8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_map(rgi7, reg, aspect=0.8, loc='upper left', is_rgi6=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0040b521-64fd-4664-bdba-92ced6978b67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_date_hist(rgi7, reg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbaed414-a057-4f23-aa13-4504be0e1a17",
   "metadata": {},
   "source": [
    "### Text for github"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "86a4af87-023d-4abc-ba1e-a36f0c514141",
   "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>subm_id</th>\n",
       "      <th>764</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td>30634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A</th>\n",
       "      <td>27674.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>analysts</th>\n",
       "      <td>Albornoz, Arias, Barcaza, Bown, Castro, Garcia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>submitters</th>\n",
       "      <td>Paul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>geog_area</th>\n",
       "      <td>Various (GlobGlacier)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>src_date_mode</th>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>src_date_min</th>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>src_date_max</th>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "subm_id                                                      764\n",
       "N                                                          30634\n",
       "A                                                        27674.4\n",
       "analysts       Albornoz, Arias, Barcaza, Bown, Castro, Garcia...\n",
       "submitters                                                  Paul\n",
       "release_date                                                2022\n",
       "geog_area                                  Various (GlobGlacier)\n",
       "src_date_mode                                               2001\n",
       "src_date_min                                                2000\n",
       "src_date_max                                                2013"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fgh = sdf.T\n",
    "fgh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "edc81542-3d16-4682-baf2-f5711f33c083",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| subm_id       | 764                                                                                                                              |\n",
      "|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|\n",
      "| N             | 30634                                                                                                                            |\n",
      "| A             | 27674.4                                                                                                                          |\n",
      "| analysts      | Albornoz, Arias, Barcaza, Bown, Castro, Garcia, Gargantini, Gimenez, Hidalgo, Masiokas, Nussbaumer, Paul, Pecker Marcosig, Pitte |\n",
      "| submitters    | Paul                                                                                                                             |\n",
      "| release_date  | 2022                                                                                                                             |\n",
      "| geog_area     | Various (GlobGlacier)                                                                                                            |\n",
      "| src_date_mode | 2001                                                                                                                             |\n",
      "| src_date_min  | 2000                                                                                                                             |\n",
      "| src_date_max  | 2013                                                                                                                             |\n"
     ]
    }
   ],
   "source": [
    "print(fgh.to_markdown(headers=np.append(['subm_id'], fgh.columns)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e51f4d7-680e-4fa9-bb6a-e635f830e55a",
   "metadata": {},
   "source": [
    "## Write out and tar "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6e2b9c6a-fb20-4b8e-b135-5b6fd8aec312",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing...\n",
      "Taring...\n",
      "RGI17/\n",
      "RGI17/RGI17.dbf\n",
      "RGI17/RGI17.shp\n",
      "RGI17/RGI17.shx\n",
      "RGI17/RGI17.cpg\n",
      "RGI17/RGI17.prj\n",
      "CompletedProcess(args=['tar', '-zcvf', '../../rgi7_data/l3_rgi7a_tar/RGI17.tar.gz', '-C', '../../rgi7_data/l3_rgi7a', 'RGI17'], returncode=0)\n"
     ]
    }
   ],
   "source": [
    "dd = mkdir(f'{output_dir}/RGI{reg:02d}/', reset=True)\n",
    "\n",
    "print('Writing...')\n",
    "rgi7.to_file(dd + f'RGI{reg:02d}.shp')\n",
    "\n",
    "print('Taring...')\n",
    "print(subprocess.run(['tar', '-zcvf', f'{output_dir_tar}/RGI{reg:02d}.tar.gz', '-C', output_dir, f'RGI{reg:02d}']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61fabe18-b90e-418f-904b-bb7159ac4bc2",
   "metadata": {},
   "source": [
    "## Consistency check with RGI6 (differences are expected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b7bad17-c3e5-45ce-93fa-501aadea937f",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi6 = open_zip_shapefile(rgi6_reg_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ff97331-8cd2-470d-bd41-bc50a5cfbae2",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(rgi7), len(rgi6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9bf010f-bdd4-4eb2-be91-fd194edc1833",
   "metadata": {},
   "source": [
    "Test the areas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "39340e57-db5b-4cd9-907f-4fa9619430b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi6['area'] = rgi6.to_crs({'proj':'cea'}).area "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "785504a0-17c7-4107-9d20-3c6cf1fac025",
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Area RGI7a (km2)', rgi7['area'].sum() * 1e-6)\n",
    "print('Area RGI6 (km2)', rgi6['area'].sum() * 1e-6)\n",
    "print('diff areas RGI6 - RGI7 computed by us (km2)', (rgi6['area'].sum() - rgi7['area'].sum()) * 1e-6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ec69ce9-0161-4fd9-a093-082be1a26da1",
   "metadata": {},
   "source": [
    "## Check with original file"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c2af28-42e7-497b-b190-699aa3b37679",
   "metadata": {},
   "source": [
    "The [RGI17_workaround.ipynb](RGI17_workaround.ipynb) checks the file submitted by Phil withouth the GLIMS step. It is a good double check on GLIMS I think:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce7bf5a3-de22-4d91-918c-5f24c9b9a615",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi7o = gpd.read_file('tar://' + os.path.join(support_dir, 'RGI17_self_made.tar.gz/RGI17/RGI17.shp'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f58e12cd-6c2f-40a3-8de8-8315f28d77d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "print('N RGI7a (km2)', len(rgi7))\n",
    "print('N ref (km2)', len(rgi7o))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "97c5767d-ccca-4879-8348-43edde0d5a12",
   "metadata": {},
   "outputs": [],
   "source": [
    "print('Area RGI7a (km2)', rgi7['area'].sum() * 1e-6)\n",
    "print('Area ref (km2)', rgi7o['area'].sum() * 1e-6)\n",
    "print('diff areas ref - RGI7 computed by us (km2)', (rgi7o['area'].sum() - rgi7['area'].sum()) * 1e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f1ec9214-81be-4894-9279-449b8d05c66f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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