{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"top\"></a>\n",
    "<div style=\"width:1000 px\">\n",
    "\n",
    "<div style=\"float:right; width:98 px; height:98px;\">\n",
    "<img src=\"https://docs.unidata.ucar.edu/images/logos/unidata_logo_vertical_150x150.png\" alt=\"Unidata Logo\" style=\"height: 98px;\">\n",
    "</div>\n",
    "\n",
    "# Model Sounding Data\n",
    "**Python-AWIPS Tutorial Notebook**\n",
    "\n",
    "<div style=\"clear:both\"></div>\n",
    "</div>\n",
    "\n",
    "---\n",
    "\n",
    "<div style=\"float:right; width:250 px\"><img src=\"../images/model_sounding_preview.png\" alt=\"preview image of a model sounding skewt and hodograph\" style=\"height: 300px;\"></div>\n",
    "\n",
    "\n",
    "# Objectives\n",
    "\n",
    "* Use python-awips to connect to an edex server\n",
    "* Define and filter data request for model sounding data\n",
    "* Create vertical profiles from GFS BUFR products\n",
    "* Use MetPy to create [SkewT](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html) and [Hodograph](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html) plots\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Imports\" data-toc-modified-id=\"Imports-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Imports</a></span></li><li><span><a href=\"#EDEX-Connection\" data-toc-modified-id=\"EDEX-Connection-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>EDEX Connection</a></span></li><li><span><a href=\"#Setting-Location\" data-toc-modified-id=\"Setting-Location-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Setting Location</a></span><ul class=\"toc-item\"><li><span><a href=\"#Available-Location-Names\" data-toc-modified-id=\"Available-Location-Names-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Available Location Names</a></span></li><li><span><a href=\"#Setting-the-Location-Name\" data-toc-modified-id=\"Setting-the-Location-Name-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Setting the Location Name</a></span></li></ul></li><li><span><a href=\"#Filtering-by-Time\" data-toc-modified-id=\"Filtering-by-Time-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Filtering by Time</a></span></li><li><span><a href=\"#Get-the-Data!\" data-toc-modified-id=\"Get-the-Data!-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Get the Data!</a></span></li><li><span><a href=\"#Use-the-Data!\" data-toc-modified-id=\"Use-the-Data!-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Use the Data!</a></span><ul class=\"toc-item\"><li><span><a href=\"#Prepare-data-objects\" data-toc-modified-id=\"Prepare-data-objects-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>Prepare data objects</a></span></li><li><span><a href=\"#Calculate-Dewpoint-from-Specific-Humidity\" data-toc-modified-id=\"Calculate-Dewpoint-from-Specific-Humidity-6.2\"><span class=\"toc-item-num\">6.2&nbsp;&nbsp;</span>Calculate Dewpoint from Specific Humidity</a></span><ul class=\"toc-item\"><li><span><a href=\"#Method-1\" data-toc-modified-id=\"Method-1-6.2.1\"><span class=\"toc-item-num\">6.2.1&nbsp;&nbsp;</span>Method 1</a></span></li><li><span><a href=\"#Method-2\" data-toc-modified-id=\"Method-2-6.2.2\"><span class=\"toc-item-num\">6.2.2&nbsp;&nbsp;</span>Method 2</a></span></li><li><span><a href=\"#Method-3\" data-toc-modified-id=\"Method-3-6.2.3\"><span class=\"toc-item-num\">6.2.3&nbsp;&nbsp;</span>Method 3</a></span></li></ul></li></ul></li><li><span><a href=\"#Plot-the-Data!\" data-toc-modified-id=\"Plot-the-Data!-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>Plot the Data!</a></span></li><li><span><a href=\"#See-Also\" data-toc-modified-id=\"See-Also-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>See Also</a></span><ul class=\"toc-item\"><li><span><a href=\"#Related-Notebooks\" data-toc-modified-id=\"Related-Notebooks-8.1\"><span class=\"toc-item-num\">8.1&nbsp;&nbsp;</span>Related Notebooks</a></span></li><li><span><a href=\"#Additional-Documentation\" data-toc-modified-id=\"Additional-Documentation-8.2\"><span class=\"toc-item-num\">8.2&nbsp;&nbsp;</span>Additional Documentation</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports\n",
    "\n",
    "The imports below are used throughout the notebook.  Note the first import is coming directly from python-awips and allows us to connect to an EDEX server.  The subsequent imports are for data manipulation and visualization. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from awips.dataaccess import DataAccessLayer\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "from math import exp, log\n",
    "import numpy as np\n",
    "from metpy.calc import dewpoint, vapor_pressure, wind_speed, wind_direction\n",
    "from metpy.plots import SkewT, Hodograph\n",
    "from metpy.units import units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## EDEX Connection\n",
    "\n",
    "First we establish a connection to Unidata's public EDEX server.  With that connection made, we can create a [new data request object](http://unidata.github.io/python-awips/api/IDataRequest.html) and set the data type to ***modelsounding***, and define additional parameters and an identifier on the request."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DataAccessLayer.changeEDEXHost(\"edex-beta.unidata.ucar.edu\")\n",
    "request = DataAccessLayer.newDataRequest(\"modelsounding\")\n",
    "forecastModel = \"GFS\"\n",
    "request.addIdentifier(\"reportType\", forecastModel)\n",
    "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting Location\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Available Location Names\n",
    "When working with a new data type, it is often useful to investigate all available options for a particular setting.  Shown below is how to see all available location names for a data request with type `modelsounding` and `reportType` identifier of `GFS`.  This step is not necessary if you already know exactly what the location name(s) you're interested in is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1V4',\n",
       " '2I0',\n",
       " '2IS',\n",
       " '3J2',\n",
       " '4BL',\n",
       " '4BQ',\n",
       " '4HV',\n",
       " '4OM',\n",
       " '5AF',\n",
       " '5AG',\n",
       " '5SZ',\n",
       " '6RO',\n",
       " '82MN',\n",
       " '8V7',\n",
       " '95E',\n",
       " '9B6',\n",
       " 'A#2',\n",
       " 'A#3',\n",
       " 'A#4',\n",
       " 'A#5',\n",
       " 'A#6',\n",
       " 'A#7',\n",
       " 'A#8',\n",
       " 'A#9',\n",
       " 'A#A',\n",
       " 'A#B',\n",
       " 'A#C',\n",
       " 'A#D',\n",
       " 'A#E',\n",
       " 'ABL',\n",
       " 'ADM',\n",
       " 'AFA',\n",
       " 'AGR',\n",
       " 'AHN',\n",
       " 'AIH',\n",
       " 'AJO',\n",
       " 'AKO',\n",
       " 'ALTA',\n",
       " 'ANJ',\n",
       " 'APPL',\n",
       " 'APX',\n",
       " 'AQQ',\n",
       " 'ATH',\n",
       " 'ATL1',\n",
       " 'ATL2',\n",
       " 'ATL3',\n",
       " 'ATL4',\n",
       " 'ATL5',\n",
       " 'ATL6',\n",
       " 'ATLH',\n",
       " 'AWH',\n",
       " 'AWR',\n",
       " 'B#1',\n",
       " 'B#2',\n",
       " 'B#3',\n",
       " 'B#4',\n",
       " 'B#5',\n",
       " 'B#6',\n",
       " 'B#7',\n",
       " 'B#8',\n",
       " 'B#9',\n",
       " 'B#A',\n",
       " 'B#B',\n",
       " 'B#C',\n",
       " 'B#D',\n",
       " 'B#E',\n",
       " 'B#F',\n",
       " 'B#G',\n",
       " 'B#H',\n",
       " 'B#J',\n",
       " 'B#K',\n",
       " 'B#L',\n",
       " 'B#M',\n",
       " 'B#N',\n",
       " 'B#O',\n",
       " 'B#P',\n",
       " 'B#Q',\n",
       " 'B#S',\n",
       " 'B#T',\n",
       " 'B#U',\n",
       " 'B#V',\n",
       " 'B#W',\n",
       " 'B#X',\n",
       " 'B015',\n",
       " 'B40',\n",
       " 'B41',\n",
       " 'B42',\n",
       " 'B43',\n",
       " 'B44',\n",
       " 'B45',\n",
       " 'B46',\n",
       " 'B47',\n",
       " 'B48',\n",
       " 'B49',\n",
       " 'BAB',\n",
       " 'BAX',\n",
       " 'BBD',\n",
       " 'BDG',\n",
       " 'BDP',\n",
       " 'BDS',\n",
       " 'BFL',\n",
       " 'BFX',\n",
       " 'BGTL',\n",
       " 'BH1',\n",
       " 'BH2',\n",
       " 'BH3',\n",
       " 'BH4',\n",
       " 'BH5',\n",
       " 'BHK',\n",
       " 'BID',\n",
       " 'BIR',\n",
       " 'BIV',\n",
       " 'BKY',\n",
       " 'BLS',\n",
       " 'BLU',\n",
       " 'BMX',\n",
       " 'BNA',\n",
       " 'BNY',\n",
       " 'BOD',\n",
       " 'BON',\n",
       " 'BPK',\n",
       " 'BRA',\n",
       " 'BS1',\n",
       " 'BS2',\n",
       " 'BS3',\n",
       " 'BTL',\n",
       " 'BVR',\n",
       " 'BYG',\n",
       " 'C01',\n",
       " 'C02',\n",
       " 'C03',\n",
       " 'C04',\n",
       " 'C06',\n",
       " 'C07',\n",
       " 'C08',\n",
       " 'C09',\n",
       " 'C10',\n",
       " 'C11',\n",
       " 'C12',\n",
       " 'C13',\n",
       " 'C14',\n",
       " 'C18',\n",
       " 'C19',\n",
       " 'C22',\n",
       " 'C23',\n",
       " 'C25',\n",
       " 'C27',\n",
       " 'C28',\n",
       " 'C32',\n",
       " 'C33',\n",
       " 'C34',\n",
       " 'C35',\n",
       " 'C36',\n",
       " 'C7H',\n",
       " 'CAI',\n",
       " 'CAN',\n",
       " 'CBE',\n",
       " 'CBN',\n",
       " 'CCL',\n",
       " 'CCR',\n",
       " 'CFC',\n",
       " 'CHE',\n",
       " 'CHRL',\n",
       " 'CKN',\n",
       " 'CLD',\n",
       " 'CLE',\n",
       " 'CLN',\n",
       " 'CND',\n",
       " 'CNLK',\n",
       " 'CNN',\n",
       " 'COA',\n",
       " 'COL1',\n",
       " 'COL2',\n",
       " 'COL3',\n",
       " 'COL4',\n",
       " 'COT',\n",
       " 'COV',\n",
       " 'CQV',\n",
       " 'CRL',\n",
       " 'CRR',\n",
       " 'CSQ',\n",
       " 'CTY',\n",
       " 'CVD',\n",
       " 'CVM',\n",
       " 'CVS',\n",
       " 'CWEU',\n",
       " 'CWFN',\n",
       " 'CWKX',\n",
       " 'CWLB',\n",
       " 'CWLO',\n",
       " 'CWLT',\n",
       " 'CWLW',\n",
       " 'CWMW',\n",
       " 'CWOS',\n",
       " 'CWPH',\n",
       " 'CWQG',\n",
       " 'CWSA',\n",
       " 'CWSE',\n",
       " 'CWZB',\n",
       " 'CWZC',\n",
       " 'CWZV',\n",
       " 'CYAH',\n",
       " 'CYAW',\n",
       " 'CYBK',\n",
       " 'CYBU',\n",
       " 'CYCB',\n",
       " 'CYCG',\n",
       " 'CYCX',\n",
       " 'CYDA',\n",
       " 'CYDF',\n",
       " 'CYEG',\n",
       " 'CYEV',\n",
       " 'CYFB',\n",
       " 'CYFO',\n",
       " 'CYFS',\n",
       " 'CYGQ',\n",
       " 'CYHM',\n",
       " 'CYHZ',\n",
       " 'CYJT',\n",
       " 'CYKF',\n",
       " 'CYLH',\n",
       " 'CYLJ',\n",
       " 'CYMD',\n",
       " 'CYMO',\n",
       " 'CYMT',\n",
       " 'CYMX',\n",
       " 'CYOC',\n",
       " 'CYOW',\n",
       " 'CYPA',\n",
       " 'CYPE',\n",
       " 'CYPL',\n",
       " 'CYPQ',\n",
       " 'CYQA',\n",
       " 'CYQD',\n",
       " 'CYQG',\n",
       " 'CYQH',\n",
       " 'CYQI',\n",
       " 'CYQK',\n",
       " 'CYQM',\n",
       " 'CYQQ',\n",
       " 'CYQR',\n",
       " 'CYQT',\n",
       " 'CYQX',\n",
       " 'CYQY',\n",
       " 'CYRB',\n",
       " 'CYSJ',\n",
       " 'CYSM',\n",
       " 'CYSY',\n",
       " 'CYTH',\n",
       " 'CYTL',\n",
       " 'CYTS',\n",
       " 'CYUL',\n",
       " 'CYUX',\n",
       " 'CYVO',\n",
       " 'CYVP',\n",
       " 'CYVQ',\n",
       " 'CYVR',\n",
       " 'CYVV',\n",
       " 'CYWA',\n",
       " 'CYWG',\n",
       " 'CYWO',\n",
       " 'CYXC',\n",
       " 'CYXE',\n",
       " 'CYXH',\n",
       " 'CYXS',\n",
       " 'CYXU',\n",
       " 'CYXX',\n",
       " 'CYXY',\n",
       " 'CYXZ',\n",
       " 'CYYB',\n",
       " 'CYYC',\n",
       " 'CYYE',\n",
       " 'CYYG',\n",
       " 'CYYJ',\n",
       " 'CYYL',\n",
       " 'CYYQ',\n",
       " 'CYYR',\n",
       " 'CYYT',\n",
       " 'CYYZ',\n",
       " 'CYZF',\n",
       " 'CYZS',\n",
       " 'CYZT',\n",
       " 'CYZV',\n",
       " 'CYZX',\n",
       " 'CZC',\n",
       " 'D07',\n",
       " 'D55',\n",
       " 'DDOR',\n",
       " 'DEN',\n",
       " 'DOV',\n",
       " 'DPG',\n",
       " 'DSC',\n",
       " 'DSD',\n",
       " 'DTX',\n",
       " 'DVN',\n",
       " 'DYS',\n",
       " 'E28',\n",
       " 'E74',\n",
       " 'EAX',\n",
       " 'EDW',\n",
       " 'EFL',\n",
       " 'ELZB',\n",
       " 'EMF',\n",
       " 'EMP',\n",
       " 'END',\n",
       " 'ENL',\n",
       " 'EON',\n",
       " 'ESTC',\n",
       " 'EVR',\n",
       " 'EVW',\n",
       " 'FCS',\n",
       " 'FDR',\n",
       " 'FFC',\n",
       " 'FHU',\n",
       " 'FLG',\n",
       " 'FLK',\n",
       " 'FLP',\n",
       " 'FNB',\n",
       " 'FPK',\n",
       " 'FPS7',\n",
       " 'FRI',\n",
       " 'FRO',\n",
       " 'FRS',\n",
       " 'FSI',\n",
       " 'FSTK',\n",
       " 'FTR',\n",
       " 'FTSR',\n",
       " 'FWD',\n",
       " 'FZP',\n",
       " 'G#1',\n",
       " 'G#2',\n",
       " 'G#3',\n",
       " 'G#4',\n",
       " 'G#5',\n",
       " 'G#6',\n",
       " 'G#7',\n",
       " 'G#8',\n",
       " 'G#9',\n",
       " 'G#A',\n",
       " 'G#B',\n",
       " 'G#C',\n",
       " 'G#D',\n",
       " 'G#E',\n",
       " 'G#F',\n",
       " 'G#G',\n",
       " 'G001',\n",
       " 'G003',\n",
       " 'G004',\n",
       " 'G005',\n",
       " 'G007',\n",
       " 'G009',\n",
       " 'G010',\n",
       " 'G011',\n",
       " 'GDP',\n",
       " 'GDV',\n",
       " 'GLRY',\n",
       " 'GMX1',\n",
       " 'GNB',\n",
       " 'GNC',\n",
       " 'GRF',\n",
       " 'GRMM',\n",
       " 'GRUN',\n",
       " 'GTB',\n",
       " 'GTP',\n",
       " 'GVH',\n",
       " 'GVL',\n",
       " 'GVS',\n",
       " 'GVY',\n",
       " 'GYX',\n",
       " 'H02',\n",
       " 'HAY',\n",
       " 'HGR',\n",
       " 'HLD',\n",
       " 'HMM',\n",
       " 'HMN',\n",
       " 'HNR',\n",
       " 'HOM',\n",
       " 'HOO',\n",
       " 'HSI',\n",
       " 'HYR',\n",
       " 'ICC',\n",
       " 'IGM',\n",
       " 'IJD',\n",
       " 'ILN',\n",
       " 'ILS',\n",
       " 'ILX',\n",
       " 'IMT',\n",
       " 'INK',\n",
       " 'INV',\n",
       " 'IPX',\n",
       " 'ISQ',\n",
       " 'IVNH',\n",
       " 'JACK',\n",
       " 'JAYV',\n",
       " 'JCT',\n",
       " 'JDN',\n",
       " 'JHN',\n",
       " 'JOES',\n",
       " 'JPB',\n",
       " 'JWG',\n",
       " 'K13K',\n",
       " 'K1A6',\n",
       " 'K1H2',\n",
       " 'K20V',\n",
       " 'K2G4',\n",
       " 'K2V5',\n",
       " 'K36U',\n",
       " 'K3LF',\n",
       " 'K40B',\n",
       " 'K48I',\n",
       " 'K4MB',\n",
       " 'K4S3',\n",
       " 'K5J0',\n",
       " 'K8K2',\n",
       " 'K9D1',\n",
       " 'K9K7',\n",
       " 'K9K8',\n",
       " 'K9V9',\n",
       " 'KAAT',\n",
       " 'KABE',\n",
       " 'KABI',\n",
       " 'KABQ',\n",
       " 'KABR',\n",
       " 'KABY',\n",
       " 'KACK',\n",
       " 'KACT',\n",
       " 'KACV',\n",
       " 'KACY',\n",
       " 'KAEL',\n",
       " 'KAFJ',\n",
       " 'KAFO',\n",
       " 'KAGC',\n",
       " 'KAGS',\n",
       " 'KAHN',\n",
       " 'KAIA',\n",
       " 'KAIB',\n",
       " 'KAK',\n",
       " 'KAKP',\n",
       " 'KALB',\n",
       " 'KALI',\n",
       " 'KALO',\n",
       " 'KALS',\n",
       " 'KALW',\n",
       " 'KAMA',\n",
       " 'KAN',\n",
       " 'KANB',\n",
       " 'KAND',\n",
       " 'KAOO',\n",
       " 'KAPA',\n",
       " 'KAPN',\n",
       " 'KAQP',\n",
       " 'KARA',\n",
       " 'KARR',\n",
       " 'KART',\n",
       " 'KASE',\n",
       " 'KAST',\n",
       " 'KATL',\n",
       " 'KATY',\n",
       " 'KAUG',\n",
       " 'KAUS',\n",
       " 'KAUW',\n",
       " 'KAVL',\n",
       " 'KAVP',\n",
       " 'KAXN',\n",
       " 'KAYS',\n",
       " 'KAZO',\n",
       " 'KBAF',\n",
       " 'KBBG',\n",
       " 'KBBW',\n",
       " 'KBCE',\n",
       " 'KBDE',\n",
       " 'KBDL',\n",
       " 'KBDR',\n",
       " 'KBED',\n",
       " 'KBFD',\n",
       " 'KBFF',\n",
       " 'KBFI',\n",
       " 'KBFL',\n",
       " 'KBFM',\n",
       " 'KBGM',\n",
       " 'KBGR',\n",
       " 'KBHB',\n",
       " 'KBHM',\n",
       " 'KBIE',\n",
       " 'KBIH',\n",
       " 'KBIL',\n",
       " 'KBIS',\n",
       " 'KBJC',\n",
       " 'KBJI',\n",
       " 'KBKE',\n",
       " 'KBKW',\n",
       " 'KBKX',\n",
       " 'KBLF',\n",
       " 'KBLH',\n",
       " 'KBLI',\n",
       " 'KBMG',\n",
       " 'KBMI',\n",
       " 'KBML',\n",
       " 'KBNA',\n",
       " 'KBNO',\n",
       " 'KBNV',\n",
       " 'KBOI',\n",
       " 'KBOS',\n",
       " 'KBPI',\n",
       " 'KBPT',\n",
       " 'KBQK',\n",
       " 'KBRD',\n",
       " 'KBRL',\n",
       " 'KBRO',\n",
       " 'KBTL',\n",
       " 'KBTM',\n",
       " 'KBTR',\n",
       " 'KBTV',\n",
       " 'KBUF',\n",
       " 'KBUR',\n",
       " 'KBVI',\n",
       " 'KBVN',\n",
       " 'KBVO',\n",
       " 'KBVX',\n",
       " 'KBVY',\n",
       " 'KBWG',\n",
       " 'KBWI',\n",
       " 'KBYI',\n",
       " 'KBZN',\n",
       " 'KC1',\n",
       " 'KCAD',\n",
       " 'KCAE',\n",
       " 'KCAK',\n",
       " 'KCAR',\n",
       " 'KCDC',\n",
       " 'KCDR',\n",
       " 'KCDS',\n",
       " 'KCEC',\n",
       " 'KCEF',\n",
       " 'KCEZ',\n",
       " 'KCFV',\n",
       " 'KCGI',\n",
       " 'KCGX',\n",
       " 'KCHA',\n",
       " 'KCHH',\n",
       " 'KCHO',\n",
       " 'KCHS',\n",
       " 'KCIC',\n",
       " 'KCID',\n",
       " 'KCIU',\n",
       " 'KCKB',\n",
       " 'KCKL',\n",
       " 'KCLE',\n",
       " 'KCLL',\n",
       " 'KCLM',\n",
       " 'KCLT',\n",
       " 'KCMH',\n",
       " 'KCMI',\n",
       " 'KCMX',\n",
       " 'KCNB',\n",
       " 'KCNK',\n",
       " 'KCNM',\n",
       " 'KCNU',\n",
       " 'KCNY',\n",
       " 'KCOD',\n",
       " 'KCOE',\n",
       " 'KCON',\n",
       " 'KCOS',\n",
       " 'KCOU',\n",
       " 'KCPR',\n",
       " 'KCRE',\n",
       " 'KCRP',\n",
       " 'KCRQ',\n",
       " 'KCRW',\n",
       " 'KCSG',\n",
       " 'KCSM',\n",
       " 'KCSV',\n",
       " 'KCTB',\n",
       " 'KCVG',\n",
       " 'KCXO',\n",
       " 'KCYS',\n",
       " 'KDAB',\n",
       " 'KDAF',\n",
       " 'KDAG',\n",
       " 'KDAL',\n",
       " 'KDAN',\n",
       " 'KDAY',\n",
       " 'KDBQ',\n",
       " 'KDCA',\n",
       " 'KDDC',\n",
       " 'KDEC',\n",
       " 'KDEH',\n",
       " 'KDEN',\n",
       " 'KDET',\n",
       " 'KDFW',\n",
       " 'KDHN',\n",
       " 'KDHT',\n",
       " 'KDIK',\n",
       " 'KDLH',\n",
       " 'KDLL',\n",
       " 'KDLS',\n",
       " 'KDMN',\n",
       " 'KDNV',\n",
       " 'KDPA',\n",
       " 'KDRA',\n",
       " 'KDRO',\n",
       " 'KDRT',\n",
       " 'KDSM',\n",
       " 'KDTL',\n",
       " 'KDTW',\n",
       " 'KDUB',\n",
       " 'KDUG',\n",
       " 'KDUJ',\n",
       " 'KEAR',\n",
       " 'KEAT',\n",
       " 'KEAU',\n",
       " 'KECG',\n",
       " 'KECS',\n",
       " 'KEE0',\n",
       " 'KEED',\n",
       " 'KEET',\n",
       " 'KEGE',\n",
       " 'KEHA',\n",
       " 'KEKN',\n",
       " 'KEKO',\n",
       " 'KEKQ',\n",
       " 'KEL',\n",
       " 'KELD',\n",
       " 'KELM',\n",
       " 'KELN',\n",
       " 'KELO',\n",
       " 'KELP',\n",
       " 'KELY',\n",
       " 'KEMM',\n",
       " 'KEMP',\n",
       " 'KENV',\n",
       " 'KENW',\n",
       " 'KEPH',\n",
       " 'KEPO',\n",
       " 'KEPZ',\n",
       " 'KERI',\n",
       " 'KERY',\n",
       " 'KESC',\n",
       " 'KESF',\n",
       " 'KEUG',\n",
       " 'KEVV',\n",
       " 'KEWB',\n",
       " 'KEWN',\n",
       " 'KEWR',\n",
       " 'KEYW',\n",
       " 'KFAM',\n",
       " 'KFAR',\n",
       " 'KFAT',\n",
       " 'KFAY',\n",
       " 'KFDY',\n",
       " 'KFKL',\n",
       " 'KFLD',\n",
       " 'KFLG',\n",
       " 'KFLL',\n",
       " 'KFLO',\n",
       " 'KFMH',\n",
       " 'KFMN',\n",
       " 'KFMY',\n",
       " 'KFNL',\n",
       " 'KFNT',\n",
       " 'KFOD',\n",
       " 'KFOE',\n",
       " 'KFPR',\n",
       " 'KFRM',\n",
       " 'KFSD',\n",
       " 'KFSM',\n",
       " 'KFTK',\n",
       " 'KFTW',\n",
       " 'KFTY',\n",
       " 'KFVE',\n",
       " 'KFVX',\n",
       " 'KFWA',\n",
       " 'KFXE',\n",
       " 'KFYV',\n",
       " 'KGAG',\n",
       " 'KGBD',\n",
       " 'KGBG',\n",
       " 'KGCC',\n",
       " 'KGCK',\n",
       " 'KGCN',\n",
       " 'KGEG',\n",
       " 'KGEY',\n",
       " 'KGFK',\n",
       " 'KGFL',\n",
       " 'KGGG',\n",
       " 'KGGW',\n",
       " 'KGJT',\n",
       " 'KGKL',\n",
       " 'KGLD',\n",
       " 'KGLH',\n",
       " 'KGLS',\n",
       " 'KGMU',\n",
       " 'KGNR',\n",
       " 'KGNV',\n",
       " 'KGON',\n",
       " 'KGPI',\n",
       " 'KGPT',\n",
       " 'KGRB',\n",
       " 'KGRI',\n",
       " 'KGRK',\n",
       " 'KGRR',\n",
       " 'KGSB',\n",
       " 'KGSO',\n",
       " 'KGSP',\n",
       " 'KGTF',\n",
       " 'KGUC',\n",
       " 'KGUP',\n",
       " 'KGUY',\n",
       " 'KGWO',\n",
       " 'KGXA',\n",
       " 'KGXY',\n",
       " 'KGYY',\n",
       " 'KGZH',\n",
       " 'KHAT',\n",
       " 'KHBG',\n",
       " 'KHBR',\n",
       " 'KHCO',\n",
       " 'KHDE',\n",
       " 'KHDN',\n",
       " 'KHFD',\n",
       " 'KHFJ',\n",
       " 'KHIB',\n",
       " 'KHIE',\n",
       " 'KHIO',\n",
       " 'KHJH',\n",
       " 'KHKY',\n",
       " 'KHLC',\n",
       " 'KHLG',\n",
       " 'KHLN',\n",
       " 'KHNR',\n",
       " 'KHOB',\n",
       " 'KHON',\n",
       " 'KHOT',\n",
       " 'KHOU',\n",
       " 'KHPN',\n",
       " 'KHQM',\n",
       " 'KHRL',\n",
       " 'KHRO',\n",
       " 'KHSV',\n",
       " 'KHTH',\n",
       " 'KHTS',\n",
       " 'KHUF',\n",
       " 'KHUL',\n",
       " 'KHUT',\n",
       " 'KHVN',\n",
       " 'KHVR',\n",
       " 'KHXD',\n",
       " 'KHYA',\n",
       " 'KHYS',\n",
       " 'KIAD',\n",
       " 'KIAG',\n",
       " 'KIAH',\n",
       " 'KICR',\n",
       " 'KICT',\n",
       " 'KIDA',\n",
       " 'KIDI',\n",
       " 'KIEN',\n",
       " 'KIJX',\n",
       " 'KIKK',\n",
       " 'KIL',\n",
       " 'KILG',\n",
       " 'KILM',\n",
       " 'KIML',\n",
       " 'KIMM',\n",
       " 'KIND',\n",
       " 'KINK',\n",
       " 'KINL',\n",
       " 'KINT',\n",
       " 'KINW',\n",
       " 'KIOB',\n",
       " 'KIOW',\n",
       " 'KIPL',\n",
       " 'KIPT',\n",
       " 'KISM',\n",
       " 'KISN',\n",
       " 'KISO',\n",
       " 'KISP',\n",
       " 'KISW',\n",
       " 'KITH',\n",
       " 'KIWD',\n",
       " 'KIXA',\n",
       " 'KJAC',\n",
       " 'KJAN',\n",
       " 'KJAX',\n",
       " 'KJBR',\n",
       " 'KJFK',\n",
       " 'KJHW',\n",
       " 'KJKL',\n",
       " 'KJLN',\n",
       " 'KJMR',\n",
       " 'KJMS',\n",
       " 'KJST',\n",
       " 'KJVL',\n",
       " 'KJXN',\n",
       " 'KJYR',\n",
       " 'KK68',\n",
       " 'KKL',\n",
       " 'KLAF',\n",
       " 'KLAN',\n",
       " 'KLAR',\n",
       " 'KLAS',\n",
       " 'KLAX',\n",
       " 'KLBB',\n",
       " 'KLBE',\n",
       " 'KLBF',\n",
       " 'KLBL',\n",
       " 'KLBX',\n",
       " 'KLCB',\n",
       " 'KLCG',\n",
       " 'KLCH',\n",
       " 'KLCK',\n",
       " 'KLDM',\n",
       " 'KLDN',\n",
       " 'KLEB',\n",
       " 'KLEE',\n",
       " 'KLEW',\n",
       " 'KLEX',\n",
       " 'KLFK',\n",
       " 'KLFT',\n",
       " 'KLG',\n",
       " 'KLGA',\n",
       " 'KLGB',\n",
       " 'KLGU',\n",
       " 'KLIT',\n",
       " 'KLJF',\n",
       " 'KLKN',\n",
       " 'KLMT',\n",
       " 'KLND',\n",
       " 'KLNK',\n",
       " 'KLNL',\n",
       " 'KLNR',\n",
       " 'KLNS',\n",
       " 'KLOL',\n",
       " 'KLOZ',\n",
       " 'KLRD',\n",
       " 'KLRU',\n",
       " 'KLS',\n",
       " 'KLSE',\n",
       " 'KLUK',\n",
       " 'KLVK',\n",
       " 'KLVS',\n",
       " 'KLWB',\n",
       " 'KLWM',\n",
       " 'KLWS',\n",
       " 'KLWT',\n",
       " 'KLWV',\n",
       " 'KLXL',\n",
       " 'KLXN',\n",
       " 'KLYH',\n",
       " 'KLZK',\n",
       " 'KMAF',\n",
       " 'KMBL',\n",
       " 'KMBS',\n",
       " 'KMCB',\n",
       " 'KMCE',\n",
       " 'KMCI',\n",
       " 'KMCN',\n",
       " 'KMCO',\n",
       " 'KMCW',\n",
       " 'KMDH',\n",
       " 'KMDN',\n",
       " 'KMDT',\n",
       " 'KMDW',\n",
       " 'KMDZ',\n",
       " 'KMEI',\n",
       " 'KMEM',\n",
       " 'KMFD',\n",
       " 'KMFE',\n",
       " 'KMFR',\n",
       " 'KMGC',\n",
       " 'KMGM',\n",
       " 'KMGW',\n",
       " 'KMHE',\n",
       " 'KMHK',\n",
       " 'KMHR',\n",
       " 'KMHT',\n",
       " 'KMHV',\n",
       " 'KMHX',\n",
       " 'KMIA',\n",
       " 'KMIB',\n",
       " 'KMIV',\n",
       " 'KMKC',\n",
       " 'KMKE',\n",
       " 'KMKG',\n",
       " 'KMKL',\n",
       " 'KMKX',\n",
       " 'KMLB',\n",
       " 'KMLC',\n",
       " 'KMLI',\n",
       " 'KMLS',\n",
       " 'KMLT',\n",
       " 'KMLU',\n",
       " 'KMML',\n",
       " 'KMMU',\n",
       " 'KMNM',\n",
       " 'KMOB',\n",
       " 'KMOP',\n",
       " 'KMOT',\n",
       " 'KMPH',\n",
       " 'KMPV',\n",
       " 'KMQT',\n",
       " 'KMRB',\n",
       " 'KMRJ',\n",
       " 'KMRY',\n",
       " 'KMSL',\n",
       " 'KMSN',\n",
       " 'KMSO',\n",
       " 'KMSP',\n",
       " 'KMSS',\n",
       " 'KMSV',\n",
       " 'KMSY',\n",
       " 'KMTH',\n",
       " 'KMTJ',\n",
       " 'KMTN',\n",
       " 'KMTO',\n",
       " 'KMTW',\n",
       " 'KMVL',\n",
       " 'KMWH',\n",
       " 'KMYR',\n",
       " 'KMYZ',\n",
       " 'KNA',\n",
       " 'KNEW',\n",
       " 'KNL',\n",
       " 'KNSI',\n",
       " 'KOAJ',\n",
       " 'KOAK',\n",
       " 'KOFK',\n",
       " 'KOGA',\n",
       " 'KOGB',\n",
       " 'KOGD',\n",
       " 'KOKC',\n",
       " 'KOLM',\n",
       " 'KOLU',\n",
       " 'KOMA',\n",
       " 'KONL',\n",
       " 'KONT',\n",
       " 'KOPF',\n",
       " 'KOQU',\n",
       " 'KORD',\n",
       " 'KORE',\n",
       " 'KORF',\n",
       " 'KORH',\n",
       " 'KOSH',\n",
       " 'KOTH',\n",
       " 'KOTM',\n",
       " 'KOTX',\n",
       " 'KOVO',\n",
       " 'KOWB',\n",
       " 'KP11',\n",
       " 'KP28',\n",
       " 'KP38',\n",
       " 'KP59',\n",
       " 'KP60',\n",
       " 'KPAE',\n",
       " 'KPAH',\n",
       " 'KPBF',\n",
       " 'KPBG',\n",
       " 'KPBI',\n",
       " 'KPDK',\n",
       " 'KPDT',\n",
       " 'KPDX',\n",
       " 'KPEQ',\n",
       " 'KPFN',\n",
       " 'KPGA',\n",
       " 'KPGV',\n",
       " 'KPHD',\n",
       " 'KPHF',\n",
       " 'KPHG',\n",
       " 'KPHL',\n",
       " 'KPHN',\n",
       " 'KPHX',\n",
       " 'KPIA',\n",
       " 'KPIB',\n",
       " 'KPIE',\n",
       " 'KPIH',\n",
       " 'KPIR',\n",
       " 'KPIT',\n",
       " 'KPKB',\n",
       " 'KPLN',\n",
       " 'KPMD',\n",
       " 'KPNA',\n",
       " 'KPNC',\n",
       " 'KPNE',\n",
       " 'KPNS',\n",
       " 'KPNT',\n",
       " 'KPOB',\n",
       " 'KPOE',\n",
       " 'KPOF',\n",
       " 'KPOU',\n",
       " 'KPOY',\n",
       " 'KPQI',\n",
       " 'KPRB',\n",
       " 'KPRC',\n",
       " 'KPSC',\n",
       " 'KPSF',\n",
       " 'KPSM',\n",
       " 'KPSO',\n",
       " 'KPSP',\n",
       " 'KPTK',\n",
       " 'KPUB',\n",
       " ...]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations = DataAccessLayer.getAvailableLocationNames(request)\n",
    "locations.sort()\n",
    "list(locations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setting the Location Name\n",
    "\n",
    "In this case we're setting the location name to `KFRM` which is the Municipal Airport in Fairmont, Minnesota."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "request.setLocationNames(\"KFRM\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering by Time\n",
    "\n",
    "Models produce many different time variants during their runs, so let's limit the data to the most recent time and forecast run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
    "times = DataAccessLayer.getAvailableTimes(request)\n",
    "\n",
    "try:\n",
    "    fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)\n",
    "    list(fcstRun)\n",
    "    response = DataAccessLayer.getGeometryData(request,[fcstRun[0]])\n",
    "except:\n",
    "    print('No times available')\n",
    "    exit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get the Data!\n",
    "\n",
    "Here we can now request our data response from the EDEX server with our defined time filter.\n",
    "Printing out some data about the response verifies we received the data we were interested in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parms    = ['temperature', 'pressure', 'vComp', 'uComp', 'specHum']\n",
      "site     = KFRM\n",
      "geom     = POINT (-94.41999816894531 43.650001525878906)\n",
      "datetime = 2025-02-11 12:00:00 (0)\n",
      "reftime  = Feb 11 25 12:00:00 GMT\n",
      "fcstHour = 0\n",
      "period   = (Feb 11 25 12:00:00 , Feb 11 25 12:00:00 )\n"
     ]
    }
   ],
   "source": [
    "obj = response[0]\n",
    "\n",
    "print(\"parms    = \" + str(obj.getParameters()))\n",
    "print(\"site     = \" + str(obj.getLocationName()))\n",
    "print(\"geom     = \" + str(obj.getGeometry()))\n",
    "print(\"datetime = \" + str(obj.getDataTime()))\n",
    "print(\"reftime  = \" + str(obj.getDataTime().getRefTime()))\n",
    "print(\"fcstHour = \" + str(obj.getDataTime().getFcstTime()))\n",
    "print(\"period   = \" + str(obj.getDataTime().getValidPeriod()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use the Data!\n",
    "\n",
    "Since we filtered on time, and requested the data in the previous cell, we now have a `response` object we can work with."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare data objects\n",
    "\n",
    "Here we construct arrays for each parameter to plot (temperature, pressure, moisture (spec. humidity), wind components, and cloud cover).  We have two sets of arrays for temperature and pressure, where the second set only has values as long as the specific humidity is not zero.  That is because we are going to do some calculations with specific humidity, temperature, and pressure and we need all those arrays to be the same length, and for the specific humidty to not equal zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new arrays to populate from our response objects\n",
    "tmp,prs,sh,prs2,tmp2 = np.array([]),np.array([]),np.array([]),np.array([]),np.array([])\n",
    "uc,vc = np.array([]),np.array([])\n",
    "\n",
    "# Cycle through all response objects to populate new arrays\n",
    "for ob in response:\n",
    "    tmp = np.append(tmp,ob.getNumber(\"temperature\"))\n",
    "    prs = np.append(prs,ob.getNumber(\"pressure\"))\n",
    "    uc = np.append(uc,ob.getNumber(\"uComp\"))\n",
    "    vc = np.append(vc,ob.getNumber(\"vComp\"))\n",
    "    # don't include data with 0 specific humidity\n",
    "    if(ob.getNumber(\"specHum\")==0):\n",
    "        continue\n",
    "    sh = np.append(sh,ob.getNumber(\"specHum\"))\n",
    "    prs2 = np.append(prs2,ob.getNumber(\"pressure\"))\n",
    "    tmp2 = np.append(tmp2,ob.getNumber(\"temperature\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate Dewpoint from Specific Humidity\n",
    "\n",
    "Because the modelsounding plugin does not return dewpoint values, we must calculate the profile ourselves.  Here are three examples of dewpoint calculated from specific humidity, including a manual calculation following NCEP AWIPS/NSHARP. \n",
    "\n",
    "First, we'll set up variables that are used in all three methods (and later in the notebook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfull = (tmp-273.15) * units.degC\n",
    "t = (tmp2-273.15) * units.degC\n",
    "\n",
    "pfull = prs/100 * units.mbar\n",
    "p = prs2/100 * units.mbar\n",
    "\n",
    "u,v = uc*1.94384,vc*1.94384 # m/s to knots\n",
    "spd = wind_speed(u*units.knots, v*units.knots)\n",
    "dir = wind_direction(u*units.knots, v*units.knots) * units.deg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 1\n",
    "\n",
    "Here we'll calculate the dewpoint using MetPy calculated mixing ratio and the vapor pressure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-24.545040502222776 -25.028864606099717 -25.09323872978959 -25.385029490609696 -25.915970854865265 -26.47309008588047 -26.8152911281843 -26.929691611943127 -27.05690930020768 -27.444922791403258 -28.63204664977323 -30.53593691603527 -30.126944470564155 -28.204049452352308 -26.22680856172886 -26.503427995106392 -28.780887635691016 -30.629326632969764 -27.31808650205369 -27.92167758651121 -30.784283528537713 -32.00657763740551 -32.00305728895634 -32.548400006296646 -36.53602982285787 -42.61242910805532 -48.98093255907196 -53.07093566447074 -53.69376478298207 -44.25347200037629 -48.43147756240606 -52.37651285275459 -57.97870113574285 -62.71128051840637 -71.38347038490451 -72.10401915118942] degree_Celsius\n"
     ]
    }
   ],
   "source": [
    "rmix = (sh/(1-sh)) *1000 * units('g/kg')\n",
    "e = vapor_pressure(p, rmix)\n",
    "td = dewpoint(e)\n",
    "print(td)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 2\n",
    "\n",
    "Here we'll calculate dewpoint using MetPy while assuming the mixing ratio is equal to the specific humidity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-24.55094228644458 -25.03451874201687 -25.09888953417544 -25.390554766541698 -25.92124944977641 -26.478122984422498 -26.820199158532148 -26.934594461247258 -27.061806391207142 -27.449693961405956 -28.636336742578834 -30.53951940775613 -30.13075219253193 -28.2087871538549 -26.23272961490045 -26.509333981407764 -28.78570702716752 -30.63343212102393 -27.32405670871725 -27.92750662525944 -30.788803295344934 -32.010734036667515 -32.00742155260838 -32.552741792777056 -36.53901537512817 -42.614023276875514 -48.98172394129975 -53.07144131698601 -53.69426713327374 -44.25522468752183 -48.43262708398143 -52.37727684700059 -57.97910107776585 -62.71150840218141 -71.38353923501643 -72.1040874260398] degree_Celsius\n"
     ]
    }
   ],
   "source": [
    "td2 = dewpoint(vapor_pressure(p, sh))\n",
    "print(td2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method 3\n",
    "\n",
    "Here we use logic from the NCEP AWIPS soundingrequest plugin.  This logic was based on [GEMPAK and NSHARP calculations](https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-24.544032821208436 -25.02799618623503 -25.0923708216231 -25.384231086861725 -25.91531005569581 -26.47256570577312 -26.814834711288093 -26.929235676858347 -27.056453900616713 -27.444534949346636 -28.631923876960816 -30.536200645574628 -30.127080607942016 -28.2036643309378 -26.22574963283612 -26.50237176083562 -28.780439461770023 -30.62927013093014 -27.31697218340611 -27.920635113859532 -30.783971487446937 -32.006458690640144 -32.00281198790909 -32.548155968631725 -36.53652089734711 -42.61363278937353 -48.98248871461244 -53.0725807441572 -53.69539911931302 -44.2545439450155 -48.43282751871597 -52.37801515331006 -57.980311133547346 -62.71290176550536 -71.38502352164176 -72.10555931109951] degree_Celsius\n"
     ]
    }
   ],
   "source": [
    "# new arrays\n",
    "ntmp = tmp2\n",
    "\n",
    "# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n",
    "rh = 0.263*prs2*sh / (np.exp(17.67*ntmp/(ntmp+273.15-29.65)))\n",
    "vaps =  6.112 * np.exp((17.67 * ntmp) / (ntmp + 243.5))\n",
    "vapr = rh * vaps / 100\n",
    "dwpc = np.array(243.5 * (np.log(6.112) - np.log(vapr)) / (np.log(vapr) - np.log(6.112) - 17.67)) * units.degC\n",
    "print(dwpc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the Data!\n",
    "\n",
    "Create and display SkewT and Hodograph plots using MetPy.\n",
    "\n",
    "Since we're displaying all three dewpoint plots, we also create a \"zoomed in\" view to highlight the slight differences between the three calculations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABFMAAAMpCAYAAADIOny4AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xdck/f2B/BPmLL3lr2XqOAe4K61jlpXrRXrqK123bbXzmv19rZ2/Dq1vd627mrdinuvOqiKVSFAwt57hUCAjOf3B00KMgR9yJOE8369eL1C8iTPSQgZ5znne3gMwzAghBBCCCGEEEIIIV2ix3UAhBBCCCGEEEIIIdqEkimEEEIIIYQQQggh3UDJFEIIIYQQQgghhJBuoGQKIYQQQgghhBBCSDdQMoUQQgghhBBCCCGkGyiZQgghhBBCCCGEENINlEwhhBBCCCGEEEII6QZKphBCCCGEEEIIIYR0AyVTCCGEEEIIIYQQQrqBkimEEEIIIYQQQggh3UDJFEIIIYQQQgghhJBuoGQKIYQQQgghhBBCSDdQMoUQQgghhBBCCCGkGyiZQgghhBBCCCGEENINlEwhhBBCCCGEEEII6QZKphBCCCGEEEIIIYR0AyVTCCGEEEIIIYQQQrqBkimEEEIIIYQQQggh3UDJFEIIIYQQQgghhJBuoGQKIYQQQgghhBBCSDdQMoUQQgghhBBCCCGkGyiZQgghhBBCCCGEENINlEwhhBBCCCGEEEII6QZKphBCCCGEEEIIIYR0AyVTCCGEEEIIIYQQQrqBkimEEEIIIYQQQggh3UDJFEIIIYQQQgghhJBuoGQKIYQQQgghhBBCSDdQMoUQQgghhBBCCCGkGyiZQgghhBBCCCGEPIREIoFMJuM6DKIhKJlCCCGEEEIIIYR0gmEYREVF4V//+pfqvFmzZoHH46l+T05OhoODA+RyORchEjWjZAohhBBCCCGEENKJa9euITk5GXFxcarz7ty5AwCorq4GABw5cgTl5eXYtWsXFyESNaNkCiGEEEIIIYQQ0onNmzcDAFJTU1FZWQkAWLNmDQDg+++/BwAsX74cALB27Vr1B0jUjscwDMN1EIQQQgghhBBCiCaqq6uDg4MDJBIJAODQoUOYMWMGZDIZDA0Noaenp2rtUbb90Nds3UeVKYQQQgghhBBCSAf279+vSqQYGBjg0qVLqtMAoFAo2lyH1k3RfZRMIYQQQgghhBBCOvDLL79AT6/5q7NMJsO5c+dUl3l4eAAARCIRAOCDDz4AAOzdu1fNURJ1o2QKIYQQQgghhBDSjoyMDFy9erVV9UlycjKqqqoAAB999BEAYMOGDQCAf/zjHwBo3ZTegNZMIYQQQgghhBBC2vGvf/0L69ata9O2ExcXh2nTpkEqlcLIyAhGRkZobGwEQOum9BZUmUIIIYQQQgghhDxALpdj06ZNbRIpLddNMTQ0BAA0NTW1uX57a6kQ3UHJFEIIIYQQQggh5AEXLlxAUVFRm/NlMhnOnz+v+t3V1RUAIBaLAQDvvPMOAODAgQNqiJJwhZIphBBCCCGEEELIAzZv3qya2POgxMREVFdXA/h73ZQff/wRAPDWW28BoHVTdB2tmUIIIYQQQgghhLRQXV0NJyendtt3lI4ePYqnnnoKTU1NMDY2hqmpKerq6gDQuim9AVWmEEIIIYQQQgghLezevRtSqbTDy1uum2JkZAQAqK+vb7MdrZuiuyiZQgjptS5cuIDFixcjKCgIZmZmcHNzw/Tp05GQkNDu9nfu3MH48eNhbm4Oa2trzJw5E5mZma22EQqFePvttxEZGQlra2vY2tpixIgR2L9/f5vb27p1K3g8Xrs/xcXFXb4fbMfVkdraWqxatQoTJ06Eg4MDeDwe1qxZ0+62V69exdKlSxEZGQljY2PweDxkZ2d3eV/Hjh3DwoULER4eDkNDQ9XRnQclJCRg5cqVCA8Ph4WFBZycnDB+/HhcuHChy/sCgHPnzmHYsGEwNTWFvb09Fi1ahNLS0jbbSaVSrF27Fl5eXjA2NkZQUBDWr1/fpX2sWbOmw793y5/OXLp0qcPrzZo1S7VdTEwMwsLC2r2N8vLyTv92D9q9ezf69++PPn36wNXVFW+88YaqJ/xhFi1ahJiYmC5tCwBZWVl47bXXEBwcDDMzM/Tp0wdeXl5YsGABLl682OroXmf/P2+//bZqu7y8PKxYsQIBAQEwMTGBra0twsPDsWzZMuTl5XUaj/LxfvD/pL6+HpMnT4ahoSG2b9/erXi8vLxaXWZmZoaBAwdiw4YNbY5etvx7b926td0Yx44dCx6PBy8vr648xACAcePG4aWXXurw8nPnzqn2W15e3uqy3377DaNHj4aTkxOMjY3h6uqKqVOn4vr1613ev1Qqxddff43w8HCYmJjA2toaw4cPb3MbHT2en332WZf31VUMw+D7779HUFAQjI2N4eLigpdfflk1+rQjycnJqte427dvd3u/nT3Wv/zyC2bMmAEvLy+YmJjAz88PL7/8cpv1G6qqqmBtbY3Dhw93e/+EkI7t2LGj06oSmUyGr776Cl9//XWrtVGUlSnK1/64uLieDZRwpv0GMEII6QX++9//oqKiAq+//jpCQkJQVlaGr776CkOHDsXp06cxduxY1bapqamIiYlB//79sXfvXjQ0NGD16tUYNWoU7t69CwcHBwDAmTNncPz4cTz//PMYNGgQZDIZ9uzZg9mzZ2Pt2rVYvXp1mzi2bNmCoKCgVufZ2dl16T70ZFwPqqiowE8//YSIiAjMmDEDv/zyS4fbnj9/HufOncOAAQNgaWmpOnLTVYcOHUJ8fDwGDBgAY2PjDhNcv/32G27evInFixcjIiICdXV12LhxI8aNG4dt27Zh4cKFD93X5cuXMXnyZEyZMgVxcXEoLS3FO++8g3HjxuH27dswNjZWbbtixQrs2LEDH3/8MQYNGoTTp0/j9ddfR21tLd5///1O97N06VI88cQT7V52+vRprFmzBjNmzHhovADw6aefYsyYMa3O6+pzpjt27tyJBQsWYOnSpfjmm28gFArxzjvvIDk5GWfOnGF1X0eOHMH8+fNhb2+Pl156CQMHDoSxsTHS09Oxf/9+jB07FufOncO4ceNaXa+9/x/lQoD5+fkYOHAgrK2t8dZbbyEwMBA1NTVITk7G3r17kZmZCXd3927FWVNTgylTpuD27dvYv38/pk+f3uV4lEaMGIH/+7//AwAUFhbi66+/xquvvgqRSNTu88jCwgKbNm3CokWLWp2flZWFS5cuwdLSssvxx8XF4dq1a6ok0IPEYjGWLVsGV1dXFBYWtrm8oqICI0aMwOuvvw57e3sUFRXh66+/xujRo3H+/HlER0d3un+5XI6nn34aV69exapVqzB8+HDU1dUhISFB9QWkpVmzZqnWHlDy8PDo8v3tqrfffhvffvst3n77bYwfPx7JyclYvXo1bt26hRs3bqimdTx4XxYvXgx7e/t2H6uHedhj/dFHH2HMmDH49NNP4ebmBoFAgI8//hhxcXH4888/4eTkBACwsbHBP/7xD/zzn//Ek08+qTpCTgh5PEuXLoWvry+qq6tRWVmJqqoqVFdXQyQSob6+XlVx8uBrlLm5eavfZ86c2ea23dzc4OnpCQ8PD3h6erY5bWFh0XN3jLCHIYSQXqqkpKTNebW1tYyTkxMzbty4VufPnj2bsbe3Z2pqalTnZWdnM4aGhsyqVatU55WVlTEKhaLN7U6ZMoUxNTVlGhoaVOdt2bKFAcDcunXrke9DT8TVEYVCobqNsrIyBgDz0UcftbutXC5Xnf7yyy8ZAExWVlYX71Xr669cuZLp6O2qvb+hTCZj+vXrx/j6+nZpX4MGDWJCQkIYqVSqOu/atWsMAObHH39UnZeUlMTweDzm008/bXX9ZcuWMSYmJkxFRUWX9vegjIwMxsbGhgkMDGz1d2zPxYsXGQDMvn37Ot0uOjqaCQ0Nbfeyh/3tlGQyGePi4sJMnDix1fk7d+5kADAnTpzo9PoMwzCxsbFMdHT0Q7dLT09nTE1NmUGDBnX4GFy8eJG5e/eu6veu/P+sXr2aAcBkZma2e3nL51lH+2z5eJeUlDD9+/dnLCwsmAsXLrTatqv/z56ensyUKVNanVdTU8NYWVkxHh4e7e5/6dKlDABGKBS2uvzDDz9k+vbty0yePJnx9PTsdL9KgwcPZubNm9fh5StXrmQGDBjAfPjhhwwApqys7KG3WV1dzRgaGjLPP//8Q7f95ptvGD09PebGjRsP3RYAs3Llyodu97jy8/MZfX195tVXX211/q5duxgAzE8//dTu9b788kvGzc2N+e677x7ptfxhj3V7r2+3bt1iADAff/xxq/OLi4sZAwMDZufOnd2KgRDyaBQKBSMSiZj4+Hhm9+7dzBdffMGsWLGCsbS0ZEJDQxkrKysGAGs/j/NZkfQcavMhhPRajo6Obc4zNzdHSEhIq/J/mUyGY8eO4Zlnnml1BNjT0xNjxozBoUOHVOfZ29u326oxePBg1NfXo7KykrX41R1XV9pQlPT0Hu/tpavXb+9vqK+vj8jIyIe2cABAQUEBbt26heeff77Vav3Dhw9HQEBAq8fw8OHDYBgGL7zwQqvbeOGFFyCRSHDq1KkuxdxSXV0dZsyYAalUikOHDnWrwqCnxcfHo6ioqM39nT17NszNzVs9No/r66+/Rn19PX788ccOH4OYmBhERER063YrKiqgp6fX7vME6N7zNCcnByNHjkR+fj4uXLjQpjLocVhaWiIgIAAlJSXtXj5hwgS4u7tj8+bNqvMUCgW2bduG2NjYLt+PP//8Ezdv3sTzzz/f7uW///47fvrpJ/zyyy/Q19fvcvwWFhbo06dPhxMvWvruu+8wevRoDB06tMu339Pi4+Mhl8vx5JNPtjr/qaeeAtD+aNO0tDSsXr260+dsZ7ryWLf3vI2MjIS+vn6b1zcnJydMmDABGzdu7HYshJDu4/F4sLCwwJAhQzB37lz885//xA8//ICamhokJSWhuroaDMN0+tPY2IiMjAxcuHABW7duxdq1a7F48WKMHz8e/v7+rarMrKysOLy3pCOUTCGEkBZqampw584dhIaGqs7LyMiARCJBv3792mzfr18/pKeno6GhodPbvXjxIhwcHNr9cPzUU09BX18ftra2mDlzJpKSkroUa0/Hpa1kMhl+//33Vn9D4O/1J1quFaJ8rDt6DFv+LZKSkuDg4ABnZ+c227W8rY721Z4lS5YgMTERW7duRXBwcJfuH9D8RVomk7X6ac+D28hkMsjl8i7to6PHxtDQEEFBQV1+nnbF2bNn4eLigqioqG5fVy6Xd/hYDBs2DAqFAjNnzsTp06chEokeKb6UlBSMHDkSEokEV65c6TTOzuLpiEwmQ15eHgICAtq9XE9PD4sWLcL27dtVf78zZ84gPz+/TbKrM8eOHYO+vj5Gjx7d5jKJRIIlS5bgjTfewMCBAx96W3K5HFKpFNnZ2Xj55ZfBMAxWrlzZ6XXy8vKQnZ2N8PBwvP/++3BycoKBgQFCQ0Oxbdu2dq+za9cumJiYwNjYGJGRkdiyZUvX7mw3KCd1tGzpA6Bar+n+/futzmcYBkuXLsVTTz2FadOmdXt/3X2sW7p8+TLkcnmb1zegOeF47do11ahWQohmMzIygo+PD8aMGYPY2FisXr0amzZtwtmzZyEUCtHY2KhKvPj7+3MdLmkHJVMIIaSFlStXoq6uDh988IHqvIqKCgCAra1tm+1tbW3BMEynixT+8ssvuHTpEj788MNWRyCdnZ3xwQcf4JdffsHFixfx8ccf49atWxg6dCju3bv30Fh7Ki5tt2bNGqSnp+Ojjz5qdT6Px4O+vn6ro/gPewyVlyu3bW87MzMzGBkZtdq2vX096Msvv8SePXvw7rvv4plnnun6HQQwd+5cGBoatvpJT09vtQ2fz2+zjaGhYZtkUEe689g8rry8PHh6erY5/8GkUXsTEYYOHdrmPioTGPPnz8fy5ctx7tw5PPHEE7C2tkZISAjefPPNbi2IvHr1ahQVFeHMmTMPTXp1Fo8SwzCq+5Sbm4sVK1agoqIC69at6/B2X3jhBRQVFakqoDZv3ozo6Gj4+vp2+X7cuHED/v7+bfr5AeBf//oX5HI51q5d26XbCg0NhZGREby9vXH06FGcOnUKkZGRnV6noKAAALBt2zbExcVhw4YNOHHiBEJCQrBo0SL8/PPPrbafP38+NmzYgDNnzmDXrl1wcnLC4sWL8a9//auL97hrQkJCAADXrl1rdf7169fBMEyb5/oPP/yAxMTELi8+/aDuPtZKtbW1WLFiBdzd3bF48eI2lw8cOBAKhQLx8fGPFBchhJDuoQVoCSHkL//617+wc+dOrF+/vt0vBZ21uHR02cmTJ7Fy5UrMmjULr776aqvLnnjiiVYLko4ePRpTpkxBeHg4Vq9erVr9XaFQtPoSqfyi3hNxMQzTpnKhK6X7muKXX37BJ598grfeeqvNwqDR0dEdVgl09Dg9eH5XH+vO9gU0T/B47733MGHCBHzyyScdbteRzz//vNUCyQDaLKTq6+uL3bt3t7luTU0Nxo8f3+V9dfWx6QkzZ85sNQVh5cqV2LBhQ6tttm/f3ibBoXzO8ng8bNy4Ee+99x5OnDiB27dv48qVK/jmm2/wv//9DydOnHjogqlAc/XY8ePHsXLlShw7dgympqYdbttZPEonTpxos6Dpxo0bMWXKlA5v19vbGzExMdi8eTOGDh2KuLi4TheBbk9hYWG7VWg3b97Et99+i1OnTsHExKRLt3XgwAHU1dUhNzcXGzduxOTJk3HkyJFOpzcpX8caGhpw4sQJVQJtwoQJiIqKwr///W8sW7ZMtf3OnTtbXf+ZZ57B1KlT8dlnn+G1115TLbDdVR29lkZERGD06NH48ssvERgYiAkTJiA5ORkvvfRSm6RoTk4O3nvvPXz77beqBWC741Eea6D5MZs5cyZycnJw4cKFdhNiyr+tMmlFCCGkZ1FlCiGEAFi7di3+85//4JNPPsErr7zS6jLllJT2jsRXVlaCx+PB2tq6zWWnT5/GzJkzMWHCBOzcubNLXz69vLwwcuTIVkcWFy9e3Ooot3KaSU/Edfny5TZH1btzBJ9LW7ZswfLly/Hiiy/iyy+/7NJ1HvYYtqzKsLOza3e7uro6NDU1tVvB0Z7s7GzMmzcPffv2xW+//fZI68v4+PggKiqq1c+DLQp9+vRps01UVFSX1x3pzmPzuDw8PJCTk9Pm/K+++gq3bt3CrVu3OrxucHBwm/v4IE9PT7z88svYtGkT0tLSsGfPHjQ0NOCf//xnl+KLjY3Fzz//jEuXLmHKlCntTp3pTjwjR47ErVu3EB8fjx07dsDLywuvvPIKrl692mkcS5YswdGjR/H111/DxMSk1TjsrpBIJOjTp0+b8xcvXoyZM2ciKioK1dXVqK6uVrUIikQi1NbWtrlOaGgoBg8ejFmzZuHUqVPw9PTE66+/3un+lc+poKCgVpVIPB4PkyZNQn5+frsjyVtasGABZDLZI40h7ui1FAD27duHESNGYM6cObCxscGYMWMwc+ZM9O/fH25ubqrtVq5cibCwMDzzzDOqx6q+vh5A83Sempqah8bQ3ce6sbFRNQHpyJEjGDJkSLu3rfzbSiSS7j0whBBCHon2HG4khJAesnbtWqxZswZr1qxpdyypr68vTExMkJiY2OayxMRE+Pn5tfmCcvr0acyYMQPR0dE4cOBAt0ZVMgzT6gv2mjVrWiV4lOPyeiKuyMjINl9cHxzrqom2bNmCpUuXIjY2Fhs3buxy1URYWBiA5sfrwcUnExMTVZcDQHh4OHbv3o3i4uJWrTLKx7/lth2RSCSYOXMm6urqcObMmR4ZZ8yW8PBwAM33T9kGATSv75Gamopnn32WtX1NmDABP/zwA27fvt0q+dCdFpbumDNnDtatW9etdV+WLFkCPT09LF26FE8++SROnDgBMzOzR9q/lZWV6n4OGTIEQ4YMQUREBFasWIG7d+92mGCbOXMmVq5cic8++wzLli3rVmUD0LwQdXuLTfP5fPD5fOzbt6/NZb6+voiIiMDdu3c7vF0DAwMMHDgQe/fu7XT/vr6+HVb1MAwD4OGLAnd1u/Z09FoKNFd1nDhxAqWlpSguLoanpydMTEzw448/tkpaJSUlIScnBzY2Nm1uf8yYMbCysup0zZLuPtaNjY2YMWMGLl68iLi4uDajwVtS/m3t7e073IYQQgh7qDKFENKrffzxx1izZg0+/PDDNmtsKBkYGGDq1Kk4ePBgq6OGubm5uHjxImbOnNlq+zNnzmDGjBkYOXIkDh8+3KZioDNZWVm4du1aq0kXXl5erY5yBwYG9lhcFhYWbY6qdycRxIWtW7di6dKlWLBgAX755ZdutZ+4ublh8ODB+PXXX1u1N8XHx0MgELR6DKdPnw4ej9dmocytW7fCxMSkVctWR5YtW4Y///wTGzdu7PbCk+o2ZMgQuLi4YOvWra3O379/P8RicZvn1+P4xz/+AVNTU6xcubLdI/OPqqioqN3zxWIx8vLyup0ofOGFF7Bp0yZcvXoVkydPhlgsZiNM+Pv7Y9WqVUhMTMSePXs63M7ExASrV6/G1KlT8fLLL3d7P0FBQcjMzGxz/sWLF9v8xMbGAmieYvWwdqKGhgbEx8fDz8+v0+0MDAwwffp0pKSktKp4YxgGp06dgq+v70MTATt27IChoeFD12dpT0evpS05OjqiX79+sLKywsaNG1FXV9cqAbN79+42j9U777wDoLlV69ixY53G0J3HWlmRcuHCBRw4cACTJk3q9LaVf9uWyU9CCCE9hypTCCG91ldffYXVq1fjiSeewJQpU9os2tcyobF27VoMGjQITz31FN599100NDRg9erVsLe3x1tvvaXa7urVq5gxYwacnZ3x/vvvtzmaGxISohqjOX78eIwePRr9+vWDpaUlEhMT8cUXX4DH4+Hjjz/u0n3oibg6c/LkSdTV1am+8CYnJ2P//v0AgCeffFJ11LmsrAyXL18G8HflxsmTJ+Hg4AAHB4eHrlORk5OjqpDJyMgAANV+lF+IgObS/CVLlqB///5Yvnw5bt682ep2BgwYoEoaXb58GePGjcPq1auxevVq1Taff/45JkyYgNmzZ2PFihUoLS3Fu+++i7CwsFaTUkJDQ7FkyRJ89NFH0NfXx6BBg3DmzBn89NNP+M9//tOq7aW9fX333XfYuXMnxo4di8DAwA4XiWwZM5f09fXxxRdf4Pnnn8fy5cvx7LPPIi0tDatWrcKECRO6lDzqKl9fX/z222949tlnER4ejpdffhkDBw6EsbExSktLcebMGQDo9gjaTz75BNeuXcPcuXPRv39/mJiYICsrCxs2bEBFRUWX28FaWrRoEfT09PDCCy9g8uTJOHnyZLvrV3TX22+/jY0bN2Lt2rWYM2dOh4tCv/nmm3jzzTcfaR/KNVeEQmGryUHtrXNy6dIlAMCIESNaJTiGDx+OadOmITg4GFZWVsjOzsZ///tfZGRktBmXrUyutFwc+eOPP8bJkyfxxBNPYM2aNbC0tMQvv/yCe/futaps+fLLL5GcnIxx48ahb9++KC0txaZNm3DmzBmsWbOmVUzZ2dnw9vZGbGxsm+RfVykXv/X19UV1dTVOnjyJTZs24dNPP22V+GxvpLMyMRQZGdmqsmr79u1YvHgxNm/ejIULFwLo3mM9a9YsnDx5Eh988AHs7OxavWZYWlq2SZrEx8fDzs5OVVVGCCGkhzGEENJLRUdHMwA6/HnQ7du3mXHjxjGmpqaMpaUlM2PGDCY9Pb3VNh999FGnt3nx4kXVtm+88QYTEhLCWFhYMAYGBoyrqyuzYMECRiAQdOt+sB1XZzw9PTu8jaysLNV2Fy9e7HC76Ojoh+5ny5YtHV4/NjZWtV1sbGyn96u9mD766KM2+ztz5gwzdOhQpk+fPoytrS2zcOFCpqSkpM12TU1NzEcffcR4eHgwRkZGTEBAAPP999+32a69fT3s+dZezB3d7r59+zp9/KKjo5nQ0NB2LysrK+vwcWjPrl27mH79+jFGRkaMs7Mz89prrzG1tbVdum5sbGyX/t5KGRkZzKuvvsoEBgYyJiYmjLGxMePp6cnMnj2bOXToEKNQKFTbKp8jt27d6vD24uPjmZUrVzIRERGMra0to6+vzzg4ODBPPPEEc+LEiYfG09njvWPHDkZfX58ZPnw4IxKJuhQPwzT/D02ZMqXdy3744QcGALNt27aH7r+lKVOmMJ6eng+9PzU1NYy5uTnzxRdfPHRb5WtGWVlZq/PfeustJiIigrGysmIMDAwYZ2dn5umnn2auXbvW5jY8PT3bjSsxMZGZMmUKY2FhwfTp04cZOnQoc/To0VbbHDlyhBk5ciTj4ODAGBgYMBYWFsyoUaOY3377rd3bA8C8++67D71fHfnf//7HBAcHM6ampoy5uTkzatQo5vDhw126bkd/e+X5W7Zs6fT6HT3Wnb1OPPh/pVAoGE9PT+bVV1/tUsyEEEIeH49h/mo+JYQQQghh0aJFi5Cdna068k649+qrr+L8+fPg8/lqmcikDj/++CNWrVqFjIyMR5qwowvOnz+PiRMngs/nIygoiOtwCCGkV6A1UwghhBBCeokPP/wQBQUFOHDgANehsObixYt47bXXem0iBQD+85//YPHixZRIIYQQNaI1UwghhBBCegknJyfs3LkTVVVVXIfCmvYm4/QmVVVViI6OxooVK7gOhRBCehVq8yGEEEJIj6A2H0IIIYToKo1v87ly5QqmTp0KV1dX8Hg8HD58uNXlDMNgzZo1cHV1hYmJCWJiYsDn81tt09jYiFdffRX29vYwMzPDtGnTkJ+fr8Z7QQghhPQ+W7dupUQKIYQQQnSSxidT6urqEBERgQ0bNrR7+RdffIGvv/4aGzZswK1bt+Ds7IwJEyaoxnYCwBtvvIFDhw5h9+7duHr1KsRiMZ566inI5XJ13Q1CCCGEEEIIIYToCK1q8+HxeDh06BBmzJgBoLkqxdXVFW+88QbeeecdAM1VKE5OTvj888+xfPly1NTUwMHBATt27MDcuXMBAIWFhXB3d8eJEycwadIkru4OIYQQQgghhBBCtJBWL0CblZWF4uJiTJw4UXWesbExoqOjcf36dSxfvhwJCQmQSqWttnF1dUVYWBiuX7/eYTKlsbERjY2Nqt8VCgUqKythZ2enM6MECSGEEEIIIYRoLoZhUFtbC1dXV+jpaXxjSa+i1cmU4uJiAGgzCs/JyQk5OTmqbYyMjGBjY9NmG+X127Nu3TqsXbuW5YgJIYQQQgghhJDuycvLQ9++fbkOg7Sg1ckUpQcrRRiGeWj1yMO2ee+99/Dmm2+qfq+pqYGHhweysrJgYWHxeAFriKamJly9ehXh4eFwcHDgOhydkJ2djcLCQgwdOpQyxyyQy+W4evUqfH196c2DJYWFhRAKhRg5ciQMDHTiLYBTDMMgPj4eTk5O8PHx4TocnVBeXo579+5h1KhRMDIy4jqcx6b3wQfQ/9//AACy06fBREaqdf8MwyAhIQHm5uYICgpS6751VW1tLf744w8MHz4cpqamXIejE+7fvw+GYRAREcF1KDpBIpHg2rVrGDRoEKysrLgORycIhULU1NQgKipK7V0KtbW18Pb21pnvoLpEqz9JOzs7A2iuPnFxcVGdX1paqqpWcXZ2RlNTE6qqqlpVp5SWlmL48OEd3raxsTGMjY3bnG9rawtLS0u27gKn7t+/j759+9KHK5Y0NDSguLgYQ4cOpeQUSwQCAWxtbdGvXz9qr2OBTCbD7du3MWTIkDYVfeTR5OTkwNjYGAMHDoS+vj7X4Wg9hUKBe/fuITIystX7ulaztf37tKEhYGen1t0XFxdDoVBg0KBBOpGc4hrDMEhJSUF4eDjc3d25DkcnVFZWoq6uDmPHjqXkFEtu3bqFgIAASvKzRCwWo6KiAqNGjeIkOWVoaAigbQEB4Z5WHzr39vaGs7Mzzp49qzqvqakJly9fViVKIiMjYWho2GqboqIiJCUldZpM0XUikQg5OTkICwvjOhSdkZqaCgcHB0qksEQikSAtLY0SKSxKS0uDqakp3NzcuA5FJ0ilUiQnJyMsLIwSKSzJzs4GwzDw9vbmOhT2tPxyWF+v1l3L5XIkJSUhODiYEiksKSwshFgshr+/P9eh6ASGYZCYmAg/Pz9KpLCkvLwcpaWlCA4O5joUncHn8+Hu7k5VPqQNja9MEYvFSE9PV/2elZWFu3fvwtbWFh4eHnjjjTfw6aefwt/fH/7+/vj0009hamqK+fPnAwCsrKywZMkSvPXWW7Czs4OtrS3efvtthIeHY/z48VzdLU4xDIOkpCQqF2NRdXU18vPzMWbMGK5D0RnJyclwcXGBbcujuuSR1dXVISMjAyNHjqTkFEsEAgEsLS1VVZLk8TQ2NiI1NRWRkZG61SbJYTIlMzMT+vr68PT0VOt+dZVcLgefz0dISIjqSDF5PHl5eWhsbISfnx/XoegEZXIqICAAffr04TocnVBaWoqKigqMGzeO61CIBtL4ZMrt27dbfUFVrmMSGxuLrVu3YtWqVZBIJFixYgWqqqowZMgQnDlzplWS4JtvvoGBgQHmzJkDiUSCcePGYevWrb32SGJxcTFqamowaNAgrkPRCco3Lh8fH5iZmXEdjk6orKxEUVERvXGxiM/nw83NDdbW1lyHohPEYjGysrIQHR1NySmWpKamwtbWVvda0DhKpjQ0NEAoFGLIkCH0HGVJeno6jI2Nqb2HJTKZTFXdR2t4sSMnJwdyuZzae1iiUCiQmJiIwMDAdpd/IETjX7liYmLAMEyHl/N4PKxZswZr1qzpcJs+ffpg/fr1WL9+fQ9EqF2UR1WCg4PpqApLCgsLUVdXh6FDh3Idik5QJqf8/f1hYmLCdTg6oby8HGVlZZScYlFSUhI8PDx0Zg0trolEIuTm5iImJobrUNjHUTIlJSUFDg4OsLe3V9s+H5VCoUBhYSEsLCw0NvEjkUhw7949DB48GLW1tVyHoxNSU1MBABYWFhCJRBxHo/2kUikSEhIQHh6Ouro6rsNRm54cG5ydnQ0AutV6Slil8ckUwi4q+WWXTCajkl+WKUt+fX19uQ5FJ1DJL/tKSkpQWVnZa1tF2aZ8jups6ykHyZTq6moUFBRoTetpYWEhVXsQQh4L22ODla2nUVFRrZI0CQkJWL9+PbZs2aJK/r799tv4/PPPVV0PXZksS3QDJVN6ESr5ZV9GRgaV/LJIuaBneHg4lfyyhEp+2aVQKJCUlISgoCBa0JMlxcXFEIlEGDx4MNeh9Aw1J1OUySlfX1+taT1VJtHy8vK6Ve1148YN3L9/H3PnztX4Fsa7d+/i5MmTcHJyQkxMDLy9vemzWBc0NTXhq6++AgC89dZb9LrbBVKpFHfu3MH169chk8kwaNAgDBs2TKPbVFJSUnD06FF4enpixowZ3YpVJBLB3d2d9WS8svXU0dGx1flr167F0aNH8cEHH8Df3x9CoRBfffUV6urq8N///hcAoKenh/Hjx7cagEJ0E31b6UVSUlLg6OioFSW/2kA5bWb48OH0gYglaWlpMDc3h6urK9eh6ISmpiakpKSgf//+vXaNKLZlZWWBx+PBy8uL61B0QstpMzpb3afmZEpBQQHq6+u7NG3mypUr+PLLL5GQkICioiIcOnQIM2bMUF3OMAzWrl2Ln376SbUu3Q8//IDQ0FDVNo2NjXj77bfx22+/qdal+/HHH7t1hFj5HmppadmlZIpYLIa5uTkmTpyImJgYjf2SKJPJUFJSAjc3N0RFRcHW1hahoaH0maEbmpqaVFWVlpaWlEzpogkTJmDUqFG4du0aUlNTMWnSJI39PwGAIUOGwNHREbt378aJEyewcOHCbv+fsPl/pWw9fbC6Ly8vD8eOHQMAxMfHqwagAMDGjRtVyRQAOHfuHGvxEM2lQ8vlk85UVVWhoKCg1Qcg8nj4fD5Nm2GRctpMWFgYfdBkiUAggJWVFU2bYUljYyMEAgHCwsJ0a9oMhzIyMmBgYKDbradqTKa0bD3tSnVfXV0dIiIisGHDhnYv/+KLL/D1119jw4YNuHXrFpydnTFhwoRWa4a88cYbOHToEHbv3o2rV69CLBbjqaeeglwuZ+1+tZSUlITvvvsO2dnZ4PF4GvsFMT8/Hz/99BN27twJqVQKU1NTen8jatWnTx+MGzcOL7/8MoyNjVFdXY2jR49CIpFwHVq7vL29sWjRIowePZrT/5OWrafm5uatLvvpp5+gp6cHAwMDxMfHA2A3iUO0D30a7AWUo5B9fX1h2vJDHXlkFRUVKC4uRkhICNeh6Aw+nw93d3eNL9XWFrW1tcjOzqYP7yxKTU2FnZ1dm5Jf8miUrafh4eG6/RxVYzIlPT0dJiYmXa4KmTx5Mv7zn/9g5syZbS5jGAbffvstPvjgA8ycORNhYWHYtm0b6uvrsWvXLgBATU0NNm3ahK+++grjx4/HgAED8OuvvyIxMbFHjsr++eefOHDgAEJCQjS2vVYqleLMmTPYvHkzDAwMEBsbq7tVV0QrKJP/FRUVSE5Oxg8//ICUlBSOo2qfi4sLvL29oVAocOrUKVRUVKg9BmXraWBgYKvzpVIpNm7cCLlcDplMhqtXr6ous7KyAtBcSQU0T50FoEq4EN1FyZReoDslv+ThaNoM+8rKylBWVoagoCCuQ9EZSUlJ8PT0pGkzLKmpqUFeXh5V97EoOTkZTk5Out96qqZkSn19PdLT01lLoGZlZaG4uBgTJ05UnWdsbIzo6Ghcv34dQPNCjFKptNU2rq6uCAsLU23TnsbGRohEolY/D5OQkIAjR44gMjISM2bM0NjWxaNHj+LmzZsYO3Ysli5dqnujvlnGMAzq6upQUlKCzMxMpKenq6qacnJywOfzVdsmJyervlzX1tYiPT0dOTk5qKioUH2JJR3z9fXFihUr0LdvX+zduxf79u2DWCzmOqx2NTQ0ICMjA1u3bkV5ebna9qtsPW1vsMThw4dbxZKUlIT6v17T33jjDQDA/v37W/3+7bff9njMhFu0ZoqO627JL3m43NxcSKVS+Pn5cR2KTlAoFEhMTERgYCBNm2FJSUkJqqqqEBkZyXUoOkFZ3ddeyS95NFVVVSgsLMTYsWO5DqXnqSmZkpycDFdXV9ZaT4uLiwGgTTLAyckJOTk5qm2MjIxgY2PTZhvl9duzbt06rF27tsuxyGQy/PHHHxg0aBAmT56scZVMjY2NEIvFsLOzQ3R0NEaPHq37ScIuEovFKCoqglgsRm1tLWpra2FpaYlRo0ZBIpHg//7v/6BQKFpd55///CdMTU1x7do1pKWlqc6Pi4vDpEmTYGdnh5ycHBw4cKDV9dzd3bF48WIwDIPDhw/D1NQUFhYWsLCwgLm5Ofr27dvrq4QsLCwwd+5c8Pl8nDt3Do2NjRr5vmZqaorY2Fjs2LEDW7duRWxsLBwcHHp8vxkZGTA0NISHh0eby9avXw89PT3V81WhUCAhIQGjRo3Cyy+/jLVr1+Lbb7/F/Pnz0b9/fwDAnj17sHv37h6Pm3CHvl3ruO6W/JLOSaVSpKSkoF+/fhp7VEzb5OTkQKFQ0LQZliiTUzRthj1FRUWora3V3WkzatZy2kyvaD1VQzJF2Xo6btw41m/7wcRFV0Z+Pmyb9957D2+++abqd+U0jvbIZDIYGBhg8eLFMDY21rhESkZGBo4ePQpTU1MsW7YMdnZ2XIekdgqFAmVlZSgsLERRUREKCwsxZMgQhIeHIz09HXFxcQCgSm4o10jq06cPJk2apEp4mJqawsDAQHVgZfbs2QD+fg4qFApVy0pgYCDeeOMNNDU1QSwWQywWqz6XyeVyiEQiFBQUoLa2VlW18o9//AOGhoY4efIkKisr4eLiAhcXF7i6usLS0lLjnls9hcfjISwsDMHBwdDX14dUKsXp06cxevRojapmNTc3x8KFC1UJlRdffFHVTtMTJBIJhEIhhg0b1ua5kJKSgt9//73VeXp6evjjjz8watQoVdL51q1bPRYf0UyUTNFhypLfESNG9Jo3iJ4mFAphbm4OFxcXrkPRCcppMwMHDqQFPVmSmZkJPT09mjbDErlcDj6fr9vTZtQsPz8fEomk97SetmwH7YFkijI5FRAQwGrrqXLh6uLi4lbveaWlpaovDs7OzmhqakJVVVWr6pTS0lIMHz68w9s2Njbu0sKxCQkJ+OOPP7B48WKNq1yUyWQ4c+YMbt26BW9vb0ydOrVXfNaSy+UoKytDUVERgoOD0adPHxw8eFDVjmNvbw9XV1dVtUNQUJCqqu/Bg1A8Hq/TJHVnr7mGhoaqL9YPViwo16pRampqQm1trSome3t7VFVV4c6dO6irqwMATJ06FQMHDkRpaakq0aLrCRbl36OyshICgQBJSUmYNm2aRq0HaGZmhoULF+L27ds9nuhJSUmBk5NTuwnR//73vzAwMIBMJmt1/o0bNzq8PS8vL2RnZ6Ourk5rxtST7qNkig5Tlvw+WH5LHo1YLEZWVhZGjRql02+u6iQQCGBjY0M95SxRTpsZNGgQJadY0lnJL+k+mUyG5OTk3tV6amjY/COV9kgyRdl66uvry+rtent7w9nZGWfPnsWAAQMANH8pvXz5Mj7//HMAQGRkJAwNDXH27FnMmTMHQHMlV1JSEr744ovH2v+ff/6JY8eOYfDgwRo5sWfPnj3IysrC5MmTMWjQIJ3+XMAwDE6fPo38/HyUlJSovlDa2dnBw8MDw4YNw6BBg+Ds7Nzmb9WnTx/OE2FGRkatviAPGjQIgwYNAsMwqK2tRVFRkSp5mJycjMuXLwNorqRxdXVFSEiI6n9AFzk5OWHFihU4duwY9u3bh6ioKEyaNEljXqNNTU0xevRoAM3vydbW1qxXgHXWelpXV4fNmze3SaQoFIpWi9COGTMGFy9eRE5ODjw9PfGPf/wDr7/+Onbs2IGXXnqJ1XiJ5tCM/xLCup4s+e2tlNNmerLEsDcRiUTIzs5GTEyMTn8IVaeUlBTY29vTtBmWdFbySx5NWlpa72w9NTUFampYT6Y8buupWCxGenq66vesrCzcvXsXtra28PDwwBtvvIFPP/0U/v7+8Pf3x6effgpTU1PMnz8fQPMEiyVLluCtt96CnZ0dbG1t8fbbbyM8PBzjx49/5Pt1//59HDlyBFFRUXjiiSc06v9P2XY0YsQIjBs3TidHz9fU1EAoFCI7OxvPPPMM9PT00NDQADs7O4SFhcHFxaVV4sTNza3HYpHJZDh06BAA4Omnn2b1Cz6Px4OlpWWriofo6GgMHDhQ1a5UVFSkahMqKSlBfHw8AgMD4ePjo1OttCYmJpg1axYSEhJw+vRpBAUFsZ6gfVwMw+DcuXOoq6vD4sWLWZv+qKzu8/Pza7f19LffflNVMD2otLQU+fn56Nu3L9544w1cvHgRP/zwA7744gu88MILeP311/HNN99QMkWHUTJFB/VUyW9vVlpaivLy8sf6cEj+plzQ08vLCxYWFlyHoxNqamqQn5+PmJgYrkPRGSkpKXB2du6VayD0hPr6emRkZPTO1tMeSqYIhUJYWFg8cuvp7du3MWbMGNXvynVMYmNjsXXrVqxatQoSiQQrVqxAVVUVhgwZgjNnzrR63f7mm29gYGCAOXPmQCKRYNy4cdi6desjrytWW1uLI0eOoH///njyySc15rnS1NSEkydPoq6uDs8++6zOtVIqFApcvnwZQqEQxcXF0NPTg6enJ+rr62Fubo4ZM2ZwFldycjIAYPr06T2+v5YJlgdH44rFYuTn5+Pu3bswMDCAt7c3IiIidGbKG4/HQ1RUFIKCgmBubg6GYZCdnQ1vb2+uQwPQHN/8+fOxefNm/Prrr1i8eDEr624pW0/bGyzBMAy+//578Hg8MAzT7vXj4+Mxa9YsTJkyBUDzBJ8vvvhC9TopFAofO0aiuSiZooN6quS3t1IoFEhKSkJQUJBGlhpro5KSEtTU1CAqKorrUHSCMoFK02bYU1lZ2XumzagJn8/vva2nyg/8LCZT2Gg9jYmJ6fALAtD85WXNmjVYs2ZNh9v06dMH69evx/r16x8phgdZWFjg+eefh7u7u8YkUsrKyrB3717U1NRoVILncchkMmRlZSEvLw9jx46Fnp4esrKyYG9vjxEjRsDPz4/z9hxN4+vri5UrV6KiogJCoRACgQD5+fkIDQ2FSCTCn3/+icDAQDg5OWn1c0T5OSIrKws7duxAREQEpkyZohHrhilfHzZt2oRdu3Zh4cKFj3V7ytbT0NDQdquebt68icTExA6vb2hoqEqmKBPIUqn0sWIi2oWSKTqGps2wLzs7GwzDaExmXtvJ5XJVckqXSmS5VFhYCLFYjCFDhnAdik5QVk51VPJLuq+8vBwlJSW9t7qvB5Iputh6ev36dUyaNEk17UUTCAQCHDx4EFZWVli2bJlaxrP2FIZhkJ+fj9u3byMlJQVSqRTW1tYYNmwYTExM8MILL2h1EkBd7OzsMGzYMAwbNkyVjCwtLcX169dx6dIlWFlZoX///hg4cKBGTcfpLh8fH8yYMQPHjx9HaWkp5s6dqxGvN7a2tnjuuecQFxeHurq6x/q+k5aWBlNT0w5b1TZu3Njp9aVSaat1U5QVLMrJU08//TQOHToEPp+vMxVMpDVaoVDHPG7JL2mtqakJqampCAsLowU9WZKVlQV9fX2N+rCszWjaDPs6K/kl3adMTgUEBPTeI90tkymdVIJ0VWlpKSoqKhAUFPTYt6VJkpKSVOtTaIqysjL4+Phg6dKlWptIkcvlAJorbffs2YO8vDyMHDkSL7/8Ml577TVVSzglUrpP+Zj5+flh1apVWLBgAXx9fXH9+nWcOXMGQPPj3lkFmCaLiIjA4sWLUV9fj59//hmVlZVchwQAcHV1xUsvvQQbG5tHrgRRtp6GhYV1+Nz39PSEp6dnp1W/f/zxB3g8XqtWIH19fcTGxkKhUAAAVq9erbXPAdI5qkzRIWKxGJmZmRg9ejS9IbIkNTUVtra2NG2GJQ0NDRAIBBg8eDAlp1iSnp4OIyMjmjbDkoeV/JLuy8nJodbTlhVODQ2txyV3k7L1NDAwUOdaT+fOnasR90kqlSIjIwNBQUEYMWIEAO1MNJSVleH27dtITEzESy+9BEtLSyxevBg2NjZaeX80nb6+Pnx9feHr64uJEyeioaEBQHMV2ZUrVxAVFYWIiAitSyo7Oztj2bJluHHjBmuLvrKBx+NBLpdj165dj3R9Pp8PNze3TltPW7Y5NjQ0oKysDCUlJSgtLUVJSQn4fD6++uqrdq+7fft21emDBw92+LnX09MT4eHhCA8PR1hYGMLDwxEYGEjV21qCPinqkKSkJHh4eGhECZ4uEIlEyMnJoQU9WZSSkgIHBwetPbqnaSQSCdLS0jB8+HD6YMySh5X8ku5Rtp7279+/d7eetkwQ1Nc/VjJFl1tPNeHzS01NDfbs2YPy8nK89tprWrkOVWpqKm7evImsrCyYmpoiMjJS9f9na2vLcXS9g7GxsSoxaGdnB0dHR5w5cwbnz59HeHg4hg4dqlWfhczMzFRtmjk5OUhNTcWECRM4PzCmr6//SO0z5eXlKC0t7dbU0z59+sDd3R3u7u6tzv+///u/NtvKZDKkpaUhMTERhw8fRllZGTIzM5GZmdlm25ycHOTk5ODYsWPdvh+Ee5RM0RGlpaWorKykUcgsabmgJ02bYUd1dTUKCgpaTY4gjyc5ORkuLi704ZgldXV1yMjIwMiRIyk5xRKBQABLS0udHB/bZRUVwJUrzadNTIDH+HLe2NiI1NRUREVFcf4lRhfl5+dj9+7dMDAwwOLFi7UqkVJbWwsTExMYGBiAz+dDJpNh5syZCA4Opio7jrm6umL27Nmora3FnTt3kJCQADc3Nzg4OKCurg7GxsZa9TeqrKzEH3/8gdLSUsyePZvzSpvuDjNoOfW0p2I3MDBAcHAwgoODMWfOnIduX1JSgsTERCQlJSExMVH1o6xuIppLe/5zSYcUCgUSExN1suSXK8XFxRCJRBg8eDDXoegE5RuXj48PzMzMuA5HJ1RWVqKoqIgSqCxSlvxqUhmzNqutrUVWVhaio6N7d3Jq/fq/F55durR1lUo3KVtPHR0dWQqOKOXm5uLXX3+Fs7Mz5s6dqzXvVSKRCJcvX8bdu3cxffp09OvXD9OnT9eqL+edMTQ0xHvvvac6rc0sLCwQHR2NUaNGqdbPOHfuHNLS0jB69OhWFUSabMCAAbC2tsbevXuxdetWPPfcc1p14DEnJwdyuRw+Pj5ch6Li5OQEJyenDhdpF4lEGlG5R9qiwxo6ICsrCwB0suSXC7SgJ/sKCwtRV1cHf39/rkPRCcrklL+/v2rhQPJ4ysvLUVZWhuDgYK5D0Rl8Ph8eHh5aPc3isYnFwPffN582MADeeuuRb0okEiE3NxdhYWEsBUdacnR0RFRUFJ5//nmtSKRIJBKcO3cO69evR0pKCsaNG4eAgAAA0JlECtC8LoaRkRGMjIx0Jimrp6enSpoox1CfPHkSP/zwAxITE7VioVJvb2+88MILqK+vx/79+7UiZuDv1tPQ0FCtSFwRzac7r7a9VGNjIwQCAZX8sigzM5OmzbBIJpOBz+cjJCSEklMsycvLQ2NjY+9e0JNF6ij57W1KSkpQWVnZe0chK/38M1BV1Xx6/nzgEd9XWraealPriTa4efMm/Pz8YGtri4kTJ3IdTpcJBALcvHkTw4YNw/Dhw+m1S0vZ29tjxowZGD58OC5cuIDDhw+jb9++nS6KqikcHR2xZMkSNDY2qibZaHrCSyAQwMrKqne3nhJWUTJFy1HJL7saGhogFAoxZMgQjX9D0Bbp6ekwNjZus2AXeTRSqRTJyckIDw/XqaOPXNLEkl9tppw2ExQU1LunETQ2Ai2nPKxa9cg3Ra2n7GMYBmfOnEF8fDwmTZqEoUOHch1SpxQKBf78809UVFRg4sSJ6NevH/z8/HQ+uSaTyVQLcz711FM6+77n6OiIefPmobq6GtbW1pDJZDhy5AgGDx6Mvn37ch1eh5StJ1KpFHv27MGwYcM09kAPtZ6SnkClDFqspqaGSn5ZlpKSAkdHR9jb23Mdik6or69Heno6wsPD6Y2LJWlpaTA3N4erqyvXoeiEpqYmpKSkICwsjEp+WZKVlQUejwcvLy+uQ+HWzp1AQUHz6enTgUeYOAE0t54mJSVRdR+L5HI5Dh06hPj4eEyePFmjEykMwyA5ORk//vgjjh07BrFYDIVCAT09PZ1PpADNSaR79+7h3r17UCgUXIfT45RrdtXW1qKkpASbNm3Cnj17UFZWxm1gD8EwDPT09LBr1y4kJiZyHU67+Hw+PD09e3frKWEdJVO0FMMwSEpKopJfFlVVVaGgoOCRRqyR9tG0GXYpp82EhYVRcoolypJfJycnrkPRCcppM2FhYb279VQuBz7//O/f3333kW8qIyMDhoaG8PDwYCEwAgBxcXHg8/mYNWuWRlf7KBQKbNmyBfv27YONjQ2WL1+OmTNn9u7/rV5C+fd++umnUVxcjP/+97+4dOkS12F1yMjICHPnzkV4eDgOHjyIu3fvch1SK8rW06CgIK5DITpGN2vleoGioiIq+WWRMjnl6+sLU1NTrsPRCRUVFSguLqZpMyzi8/lwd3enaTMsqa2tRXZ2NpX8sig1NRX29vbUenr4MCAUNp+OiQEesfJB2Xo6dOhQeo6yKCIiAmFhYaoFWzVNXV0dTExMoKenh5CQEIwdO5YqvXohPT099OvXDyEhIUhISFCtoyKRSGBsbKxxSTV9fX1Mnz4d+vr6iIuLg4uLi0YcqKDWU9KTKJmihZTTZqjklz0FBQWor6+naTMsoWkz7CsrK0NZWRklp1iUlJREJb8sUraejhkzhutQuMUwwLp1f//+GFUpycnJcHJyotZTFshkMiQkJGDw4MEau6YDwzDg8/k4ceIERo0ahWHDhml0CxJRDwMDAwwZMkT1+6FDhyCRSDB9+nSNe23g8Xh46qmnEBISohGJFIBaT0nP0qyUJukSKvllV8tpM7q6sJm65ebmQiqVws/Pj+tQdIJCoUBiYiICAwNpYgNLSkpKUFVVRSW/LFFW9/n4+FDr6fnzQEJC8+kBA4BHnBBTVVWFwsJCaj1lgVwux759+3D27FmUlpZyHU67xGIx9u3bhwMHDsDHxwf9+vXjOiSioUaNGgWJRIKNGzfi2rVrGreWDI/HUyUsb9++jTt37nAWC7Wekp5G3xy1jEQigVAoxLBhw6jklyXp6ekwMTHR6NXStYlUKkVKSgr69etHC3qyJCcnBwqFgqbNsESZnAoODqaSX5YUFRWhtraWWk+BtlUpj/Berazu8/Pzo9bTxySXy7F//35kZGRg7ty5GnO0vKXq6mr89NNP4PF4mD17NkJCQrgOiWgwd3d3LF++HBcuXMC5c+eQnp6OhQsXauT3gpKSEty+fRt6enro37+/2vdPraekp1EyRcukpKTAyckJdnZ2XIeiE5TTZkaMGKGRb0LaSCgUwtzcHC4uLlyHohOU02YGDhxIR1VYkpmZCT09PXh6enIdik5Qtp4GBwdT6+nNm8CFC82n/fyAZ555pJvJz8+HRCKh6r7HxDAMDh8+DKFQiLlz52pcK29jYyOMjY1hZWWFESNGoH///jAzM+M6LKIFDA0NMWnSJAQHB6OiogI8Hg9yuRw8Hk+jPis8+eSTkMvliIuLg6GhoVor7aj1lKgDJVO0iLLkd+zYsVyHojOSk5Ph6uqqWtSLPB6xWIzMzEyMHj2aklMsEQgEsLGx0cijqdqosbERAoEAgwcP1qgPnNqMWk9b+Oyzv0+vWgU8QnWeTCZDcnIyQkNDqfX0MSkUChgYGOCZZ57RqMVmW66N8vTTT8Pf3x8jRozgOiyNZGhoiLffflt1mrTm4eGheu09f/488vLyNGotFR6Ph6lTp0Imk+HgwYMwNzdXy4EMaj0l6kKfJLUElfyyTzlthspp2cPn8+Hh4QErKyuuQ9EJIpEI2dnZNAqZRSkpKbC3t4eDgwPXoegEZetpeHg4PUdTUoBDh5pPu7oCCxc+0s2kpaXB1NQUbm5uLAbX+9TW1qqmi2jS+/yDa6O4urpyHZJG4/F4MDMzg5mZGb3GPERQUBDq6+uxceNGXL9+XWPWUuHxeJg+fTqGDh2qtvdeZeupJiVRiW6iQx5agkp+2aVMTgUEBNCCniwpLS1FeXk5xo8fz3UoOkF5VMXLywsWFhZch6MTampqkJ+fTyW/LEpOToazszO1ngLAF1/8ffrNNwFj427fRH19PTIyMqj19DHduXMHp06dwosvvqgxR+gBoLi4GDt27AAAWhulBalUCrFYjNraWpiamsLe3h5isRgCgQAKhQIKhQI8Hg9GRkaqdTcEAgF4PB7Mzc1hYWEBMzOzXl9t6OHhgZdeegkXLlzA2bNnIRQK8dxzz2lERY++vj4mTJgAoPm9WC6Xw9bWtkf2Ra2nRJ0omaIFqOSXfcppM5o6HlHbKBQKJCUlISgoCMaP8AWCtFVSUoKamhpERUVxHYpOUCZQfXx8aE0CllRWVqKoqIhaTwEgNxf49dfm0zY2wIsvPtLN8Pl8uLm5UevpYxAIBDh27BgGDhyocUk+W1tbhIaGIjo6ute8DjEMg8rKSpSUlEAkEqkWqrayssLFixdx8+ZNNDQ0qLYfPHgwJk+ejKqqKhw7dqxVUtHU1FSVTDl16hSqq6tVl/F4PCxYsAA+Pj5ISkpCVlaWKtFibW0NV1fXXlHZrVxLJSgoCGlpaRr5vSEuLg7V1dVYvHhxj7TgpKenU+spURvN+w8jbVDJL7ukUimSk5MRERFB02ZYkp2dDYZh4O3tzXUoOkEul6uSUzRthh2FhYUQi8UYMmQI16HoBGo9fcDXXwMyWfPpV14BHqGarLy8HKWlpRg3bhzLwfUeeXl52L9/P4KCgvDkk09qRHWPXC7H2bNnERkZCQcHBzz55JNch9RjlImTiooKVXvFhg0bUFlZCQAwMDCAhYUFQkJCYGVlBXd3dxgaGsLCwkL1Y2lpCQDo27cvVq9eDalUinV/Tch67bXXVPtasWIFGhoaUFtbi9raWojFYlULiUQiQVFREcRiMcRiMRiGQWRkJJ566inU1NTg3r17cHFxgaurq84mtTw9PVVrk/D5fPB4PI2phJo2bRo2bdqEnTt3YtGiRawehJNIJEhLS6Opp0RtKJmi4ajkl31CoRCWlpY0bYYlTU1NSE1NRWRkZK8vsWVLVlYW9PX1adoMS5QlvyEhIVTyy5L8/Hw0NDRQ6ykAlJcDP//cfNrEBHj11W7fhLKtj1pPH51CocCRI0fg5uaGmTNnasT7UV1dHfbu3Yv8/Hy4u7vr5FpN9fX1+P3331FUVISioiI0NTWBx+Ph/fffh4GBAcaMGQMTExO4uLjAxMSk1WdZPz+/Dl9DHvaZ19DQUJWIedCgQYMwaNAgAM3Pi+rqatXtVVRU4MaNG6pqGEtLS/j5+WHq1Kmq7TXhucOm9PR03L17F9HR0YiOjub8+4S1tTUWLFiALVu24MCBA5g3bx5rjzm1nhJ1o2SKhqOSX3Ypp81owpuJrkhNTYWtrS1Nm2FJQ0MDTZthWXp6OoyNjeHu7s51KDpBJpOBz+cjLCxMI0vI1W79eqC+vvn0smXAI3xhzsnJgUwmg4+PD8vBPR4vLy/k5OS0OX/FihX44YcfsGjRImzbtq3VZUOGDEF8fLy6QlTR09PDc889B2NjY414XhYXF2P37t2QyWSIjY3VmZaDiooKCAQCNDY2YsyYMTA0NIRAIICzszNGjhwJV1dXuLi4qP4GYWFhnMarp6fXam0OHx8frFq1ClVVVSgqKkJhYaEq1oaGBqxfvx4+Pj4ICAiAn58fTExMuAqdNdOmTYOtrS0uXLiA0tJSzJgxg/OqVycnJ8yaNQt79+5FcXExKwsxK1tPqbqPqBP37zakQ1Tyy76kpCR4eHioykjJ4xGJRMjJyUFMTAzXoeiMlJQUODg46OQRTC4oS36HDx9OCVSWCIVCmJmZUespANTWNidTAMDAAHjrrW7fhFQqRUpKCvr3769xrae3bt2CXC5X/Z6UlIQJEyZg9uzZqvOeeOIJbNmyRfW7ur+kMQyDq1evIioqCtbW1mrdd0dkMhl27doFMzMzzJs3T+sn3NXW1iI+Ph5CoRDl5eUwMDBAUFAQgOYKkZbtN9qAx+PB1tZWtYaNkkKhwKBBgyAUCnHw4EHweDz4+Pjgueee0+r3Dx6Ph1GjRsHR0REHDx7E8ePH8fTTT3MdFvz8/PD666+z1mqVnJwMf39/nUiAEe1ByRQNRdNm2FdSUoLKykqaNsMS5XPU29ubps2wpLq6GgUFBTRthkXJyclwcXHpsakBvU1dXR0yMzMxcuRIrf5ywZqffwaqqppPP/cc8AjVBwKBAFZWVnB2dmY5uMf3YFL3s88+g6+vL6Kjo1XnGRsbcxr7pUuXcOXKFbi4uHDedsYwDORyOQwMDDBv3jw4ODhoZWuhQqFAWloaJBIJ+vfvDx6Ph/v378Pf3x/jx4+Hj4+PVt6vhzE1NUVMTAxiYmIgEokgFAohEonA4/Egl8uxbds2eHh4IDw8XCurcQMDA7FkyRLVGiVyuZzzBK6ZmRnkcjnOnDmDfv36PVaSvrGxkQZLELWjZIqGysnJgVwu17iSX22lnDYTGBjIeWmjriguLoZIJMLgwYO5DkUn0LQZ9lHJL/uUraeaUgHAqcZG4Kuv/v591apu30RtbS2ysrK0ovW0qakJv/76K958881WsV66dAmOjo6wtrZGdHQ0PvnkEzg6OnZ6W42NjWhsbFT9LhKJHikmPp+PK1euYNy4cZwnUpqamnD48GHweDzMnj2blbYFdROLxbhz5w4SEhIgEong4+OD/v37w9zcvM3fXddZWlq2mqbX2NgIW1tb/Pnnn7h27Ro8PDwQFRWFsLAwrXpclP+bDQ0N2Lx5MwYPHsz51ECGYVBQUICUlBQsW7bskQ/QBQcHa0SLH+ldqCFfAylLfkNDQznPGOuKrKwsAKBpMyxRTpsJDg7WyaNTXCgsLERdXR38/f25DkUnKJNTVPLLnrKyMpSVlSE4OJjrUDTDr78ChYXNp2fMAB5hUgafz4enp6dWtJ4ePnwY1dXVWLRokeq8yZMnY+fOnbhw4QK++uor3Lp1C2PHjm2VKGnPunXrYGVlpfp5lPWMioqKcPjwYYSFhWHEiBHdvj6b6urqsGXLFmRkZCA8PJzTWB5VdXU1vvnmG/z+++/w9fXFiy++iOeff151uTYlDHqCqakpZsyYgTfffBOzZs2Cnp4erl+/rrq8traWw+i6z9DQEF5eXjh+/DhOnToFhmE4i8XAwABz584FAOzZswcy5WS0bqLBEoQLPIbL/x4tIhKJYGVlhZqamh7/0JOUlASRSERjvVjS2NiI8+fPIyoq6qFHy0jXpKWlIT8/HzExMfQcZYFMJsOFCxcQFBSkM4sUci03NxepqakYN24cJaVZoFAocPnyZfTt25cSfgAglwPBwUBaWvPv8fFAN8dul5SUICEhAePHj9eKislJkybByMgIR48e7XCboqIieHp6Yvfu3Zg5c2aH27VXmeLu7t6tz1gJCQn4888/ERsby2lSv7a2Ftu3b0dDQwMWLFigNe0fjY2NuH//PnJycvDMM8+oWnk0rb2cYRjU1NQAAKysrDTqM0dTUxOMjIxQUFCATZs2ISAgAIMGDYKPj49GxdmZmzdv4uTJk4iMjMSUKVM4jbuwsBCbN2/GgAEDMGXKlC5fT53f0bjSG+6jtqLKFA2jLPnVtrJBTZaamgo7OztKpLBEOW0mPDycnqMsoWkz7JJKpUhOTqbqPhZR6+kDDh78O5EyZky3EynK1tOgoCCtSKTk5OTg3LlzWLp0aafbubi4wNPTE2nKx6YDxsbGsLS0bPXTXZGRkVi8eDHn1ZH3799HU1MTFi1apBWJlOrqahw/fhxff/01Tp48CYVCgaamJgBAv379NCqRAjRXxFhbW8Pa2lrjPnMo/3cdHBzw5JNPoqqqCr/++is2bNiAhIQEjqPrmsGDB2PatGm4e/cuCpWVdhxxdXXFE088AYVCwWmlTGckEgnmzJmD9PR01Xnz5s3Dpk2bVL/Hx8e3mXJGdBc1lmmYpKQkrSn51QY1NTXIy8ujaTMsSk5OhpOTE+zt7bkORSfU19cjPT2dps2wKC0tDebm5lq5ZoEmampqQmpqKgYMGEDJKQBgGOCzz/7+/d13u30TWVlZ4PF48PLyYi+uHrRlyxY4Ojo+9GhxRUUF8vLyerTcXrmeR0xMDKfj42UyGQwMDDB8+HD0799fK9a6UigU2Lp1K6RSKYYOHYrIyEj6vMkCIyMjREVFITIyEnl5ebh165aq7Ucmk0FPT4/T5+rDDBgwAD4+PrCysgLDMGAYhrN4W67fwjCMxn0uOnLkCPbt24fw8HD861//AtDcmrRnzx4sWbIEADBy5EjI5XIsXLhQ4+In7NPc/+xeqKSkBFVVVapxc+TxMAyDpKQkeHt7w9zcnOtwdEJVVRUKCwtbjRIkj4emzbBLOW2GqvvYo5w2ow1H3dXi7Fngzp3m0wMHAhMmdOvqjY2NSE1NRVhYmEZ/wVJSKBTYsmULYmNjWy3uKBaL8fbbb+PGjRvIzs7GpUuXMHXqVNjb2/fY2NWSkhKcPHkS9fX1nP5/V1RUYMOGDRAKheDxeBqdSGlqasKVK1cgEomgp6eH2bNn4/XXX8eYMWO0IpGinPRy5syZVmO6NRGPx4OHhweeeeYZ1UG833//HRs3bkRqaqrGVlsAUI3vPn/+PPbt28f5Y83n87F9+3bO43jQ9u3bAQCnT59Wnadcl62hoQEA8MorrwAA4uLi1Bwd4YLmv4v3EtpW8qsNioqKUFtbi4CAAK5D0QnKBT19fX1hamrKdTg6oaKiAsXFxQh5hIUrSfv4fD769u1L02ZYUltbi+zsbEpOtdSyKuW994BuPi6pqamwt7fXmtbTc+fOITc3F4sXL251vr6+PhITEzF9+nQEBAQgNjYWAQEBuHHjxiNP4+hMU1MT9u3bB3t7e0yaNIn12++qyspKbNu2DYaGhhq94KVcLsfNmzfx/fff48qVK8jLywMAuLm5adXnTLlcjhs3buDGjRsa98W6KwIDA2Fubo49e/Zg8+bNyMnJ4TqkTnl4eCAtLQ0HDhyAQqHgLA5ra2vk5ubi/PnznMXwoLKyMlUS5Y8//oBYLAbQPDIeAH788UcAwPvvvw8AePcRqhaJ9qFkiobQtpJfTSeXy8Hn82naDIsKCgogkUho8UmW0LQZ9tG0GXYpq/uo9bSFP/4ALl5sPh0QAHSzAkPZeqpN1X0TJ04EwzBtDkyYmJjg9OnTKC0tRVNTE3JycrB169YeW/vpxIkTEIlEmDVrFmfjT6urq7F9+3YYGRkhNja2R5JGbMjOzsaGDRtw6tQp+Pv745VXXtGq55wucXV1xcKFC7FgwQLI5XJs3boVxcXFXIfVoYCAAMyePRsCgQCHDh3iLKHi5uaG8ePH48aNGxAKhZzE8KA9e/aoHg+ZTIYrV64AAJYvXw7g7+SJMlEuEAg4iJKoGyVTNIC2lfxqg4yMDBgaGtJkFJbIZDLw+XyEhIRw9iFW1+Tm5kIqlcLPz4/rUHSCQqFAYmIiAgMDYWxszHU4OoFaT9vRsipl1SqgG2vIUOvpo5PJZJBKpZgyZQqn63UdO3YMPB4PCxcu1Mi/oXKkrKmpKZycnPDSSy9h+vTpVKmnAXx9fbFs2TIsXLgQzs7OYBgGv//+OyQSCdehtREYGIhnnnkGfD4ft27d4iyOoUOHIiAgAHFxcairq+MsDqWtW7eqThsYGODcuXMAoPrMIZVKVZcrF3JWtv4Q3UXf3DVASkqKVpX8ajqJRAKhUEjTZliUlpYGExMT9O3bl+tQdIJUKkVKSgpNm2FRTk4OFAoFTZthibL1NDg4WKtaAnpUcjJw+HDzaVdXYMGCbl2dWk8fnYGBAWbPno2IiAhO45g+fTpiY2M1rlJLJpPh3Llz+PnnnyGTyeDo6Ih58+bR50oNw+Px4O3tDaB51O3169fx448/amQFQ0hICJ5//vlWC8KqG4/Hw9SpU+Hu7t4qUcGFtLQ0JCQkqNa9kclkOHnypOpyZUVsSUkJAODzzz8H8HfrD9FdlEzhWE1NDfLz86n8kkUpKSlwdnaGnZ0d16HohPr6emRkZFByikVCoRDm5uYa3W+vTZqampCSkkLVfSzKzMyEnp4ePD09uQ5Fc3zxxd+n33oL6EYFFLWePrqTJ08iNTWVs/03NDTg4MGDqKurg4WFhcZVeRQUFOCnn37CjRs3aG0jLWJlZYUVK1bAxcUFu3fvxqFDhzSuSsXb2xv6+vooKCjA5cuXOYnB3Nwc8+bN4/z/bufOnW0OfqWmpqpatpTrpnzyyScA2rb+AM0HfQ4ePKiOcIka0adODinXTKCSX/Yop83Qgp7s4fP5cHV1hY2NDdeh6ASxWIzMzExKTrFIIBDAxsaGps2wpLGxEQKBAOHh4ZScUsrNBXbubD5tYwMsW9atq1Pr6aMRCAS4efMmGhsbOdm/QqHAwYMHIRQKUV9fz0kMnbl27Ro2bdoEAwMDLF++HKNGjaJqRy1iYWGBZ599FjNmzIBQKMTdu3e5DqldBQUFuHTpEqfxFRUVYevWrZwknBiGwdatW9tdAPnChQsAgKlTpwIA1q9fD6D91p+pU6fimWeeodYfHUOfkjhUVFQEsVhMJb8sUSan/Pz8aNoMS8rLy1FSUkLJKRbx+Xx4eHioxhCSxyMSiWjaDMuUracODg5ch6I5vvoK+Gs9Crz6KtCNhUep9fTRNDQ04Pjx4/Dz80O/fv04ieHChQtIT0/HrFmzNOr/QdlqYG9vjzFjxmDp0qXU0qOleDweIiIisGLFCgwZMgRA8+cETapSGTRoEAYMGIBjx46ppkKpm5mZGYqLi3HmzBm17zs+Pr7dKUwGBgY4e/YsALT72v5g649yItp///vfngqVcICSKRyRy+WqfnQq+WVHfn4+JBIJLejJEuViiQEBAaqFtMjjKS0tRXl5OS3oyRLlc9TLy0tjp2pom+rqauTn5yMsLIzrUDRHWRnw88/Np01Nm5Mp3ZCcnEytp4/gzJkzaGxsxFNPPcVJEioxMRHXrl3DhAkTNOZzhXJtlH379oFhGAQGBmLUqFE6XUFmaGiIl19+GS+//LJOf162sLCAnp6eKomoSWup8Hg8TJkyBW5ubtizZw9EIpHaY7C0tMSECRNw9+5dZGRkqHXfO3bsaHf4gkwmw6lTp1TJzSlTpgAA7t+/D6Bt689LL70EAHjnnXd6PGaiPrr76qvh0tPTYWRkRCW/LJHJZEhOTkZoaChNm2FJTk4OpFIpfH19uQ5FJygX9AwKCqJpMywpKSlBTU0NAgMDuQ5FJyiTUz4+PjAzM+M6HM3x/feA8ijxsmVAN6bJVFZWoqioiNZF6yapVIrCwkJMnDiRsyo+hUKBgQMHYujQoZzs/0E1NTXYvHkzbty40avW2+LxeHB0dISjo2OvqOzq06cPXnrpJdVaKqdOneJsPHFL+vr6mDNnDqytrTmbrDNw4EB4e3vj6NGjamv9a2pqwq5du1STsh5UXFyMtLQ0AMCnn34KAPjggw8AtG39UR6Y5HoxXcIuSqZwQCKRIC0tDf369esVbwzqkJaWBlNTU7i5uXEdik6gaTPsy87OBsMwqpX8yeNRVvcFBQXRtBmWFBYWQiwWw9/fn+tQNEdtLbBhQ/NpAwPgzTe7fNWWracmJiY9FKBuMjQ0xLJlyzBw4EC171v5RSciIgJTp07ViM9peXl5+Pnnn1FfX4+lS5di1KhRGhEX6RmWlpZ49tlnMXnyZNy8eRNXrlzhOiQAza02S5YsgYuLC+RyuaoiQ12U030MDQ1RVVWlln2ePn0aNTU1ncakHJGsbEc8duyY6rIHKSuTla0/RPtRMoUDypJfW1tbrkPRCTRthn0CgQCWlpa96uhXT2pqakJqaipNm2FRVlYW9PX14eXlxXUoOkE5bSYkJESnS+m77X//A6qrm08vWAB0o5o0Pz8fjY2NGtMioi3i4+NRUlICfX19tb+ny2QybNu2DZcuXVLrfh8mKysLdnZ2WLZsWa97X5bL5bh06RIuXbrU7gKguorH42Hw4MGIjY1VVUdpwv3n8XhQKBT49ddfce3aNbXv38bGBitWrICzs7Na9rd9+/ZOX4d4PB5OnTrV5vyutv4Q7Uf9EGqmLPkdN24c16HoDD6fDzc3N87HpumK2tpaZGVlITo6mpJTLElNTYWtrS1Nm2FJQ0MDBAIBBg8eTM9RlqSnp8PY2Bju7u5ch6I5GhuBr79uPs3jAatWdfmqMpkMfD4f4eHh1HraDXl5eTh9+jQmTZqk9tdLhmFw7NgxlJSUYPLkyWrdd3sUCgVycnLg7e2NUaNGYcSIEb2yUlQul6vG8g4fPrzXPQbK8fRVVVXYvn07Jk+ezPngCj09PXh4eOD8+fNwcHBQe6stj8eDSCTC5cuX8cQTT/TovoqKijqtwFEoFDh69GibzyIPHjiLiIho9fv69etx7do1VQubk5OT6vSDP1R9q9noHV6NlCW//v7+VPLLkvLycpSWllJyikXKaTOWlpZch6ITRCIRcnJyEBMTw3UoOiMlJQUODg4aNV1DmylbT4cPH07JqZY2bQKKippPz5gB/DWZoSuEQiHMzMzg6uraM7HpqAsXLsDV1RWDBw9W+77j4+Nx7949zJw5k/OWYYlEgv379yMnJwevvvoqrKysel0SgbRmamoKJycn/Pbbbxg/fjznr9cxMTEoLS3FwYMHsWTJErVPk2pqasLdu3dhZ2fXowumX7lyBfX19airq2v3p7CwENu3b0dxcTHKysogFou7fNt37tzpsbiJ+lAyRY3y8vLQ2NhIC3qyRJmcomkz7CkpKUFlZSXGjx/PdSg6Qfkc9fb2pmkzLKmurkZBQQHGjBnDdSg6Izk5GS4uLtR62lJdHfDvf//9+/vvd+OqdcjMzMTIkSMpOdVNhYWFePHFF9XeDpmbm4uzZ89ixIgRCA8PV+u+H1RWVobdu3dDIpFg/vz5nC3Aq04Mw6C+vh61tbWq9g0+n4+amppWi3WWlJTA3d0dZWVlKC4uhrm5OSwsLGBhYQEjIyOd/n8zNjbG3LlzcfHiRZw7dw4lJSWq9UO4wOPx8PTTT2PTpk3YvXs3XnrpJbVWUNjb22PAgAH4/fffe7SVUk9PD+bm5jA3N+9wG+WUnu5SKBSoqalBaWnpQ3/69OmDu3fvPuK9ID2JkilqIpVKkZycTCW/LMrJyYFcLoePjw/XoegE5bSZwMBAKilkSXFxMUQiESdHWXWRMjlF02bYQ62nHfj2W0C5QOAzzwBRUV2+KrWePjofHx9OFul2dXXFpEmTMGjQILXvu6Xc3Fzs2rULlpaWWLp0qU4lOBmGgUgkQkNDA5ycnFBfX4+dO3dCLBZDLBarJta8++67MDY2xr1795Cbm9sqQVJaWgp3d3fk5+fjyJEjrW7fx8cHzz//PORyOeLi4uDs7AxXV1e4uLjozAQ9Ho+HsWPHwtHRESdPnkR1dTWnFZpGRkaYN28eMjIyOEnqREdH4969e4iPj1f7vtmgp6cHGxsb2NjYPLRVSiQS9YrEqjaib/VqkpaWBnNzcyr5ZYly2kz//v2p9JUlWVlZAEDTZliinDYTHBxMC3qypLCwEHV1dRg2bBjXoegEaj3tQEUF8MUXzaf19YFuLBRYVlaGsrIySk49ookTJ6p1fwzDoLq6GjY2NhgyZIha990eBwcHDBgwADExMTqRACgvL8e9e/dQVFSEoqIi1NfXo2/fvliyZAmMjY3h5OQEX19fVXWJhYWF6oDj/PnzATS3c6xbtw4AVFVDAwYMQEhICMRiMWprayEWi1UHgZqamlBVVYXU1FRVVYutrS2WL18OIyMjlJWVwdraWqvfl8PCwhAQEAAjIyPI5XI0NDRwdoDBxsYGUX8lm8VicacVHGyzsLDA0KFDcfXqVbXtk5AHUTJFDajkl30CgQBWVlZqW81b1zU2NiI1NRWDBg2iaTMsyczMhIGBgWrxOPJ4lAt6hoaGUnUfS5StpzRt5gHr1gEiUfPpF14Auri4YsvqPmo9fTQ2NjZq3V9CQgJOnTqlWpeEK6mpqXB2doa1tTUmTZrEWRyPg2EYlJSUQCAQwN7eHqGhoaipqcHdu3fh4uKCqKgouLq6qg4q6uvrY9q0aY+8P2NjYxgbG8POzq7V+SYmJliyZAkUCgXKy8tRWFiIyspKVbJl9+7dEIlE8PX1RUBAAAICAtSaAGCL8v6cOnUKmZmZWLhwIafP4fv37+P48eN4+eWX1VqVN2LECPj7+2PNmjVq2ychLdEnUjXg8/no27cvlfyyhKbNsC81NRX29vZqX0BMVymnzQwdOpSeoyxJT09Hnz590LdvX65D0QktW0+puq+FvDxgw4bm0336AB991OWrUuupdqmursbZs2cRERHB+ZfQw4cPY+jQoWqvzGFDSUkJEhISIBQKUVNTA2NjY4wYMQJAc+vNW2+9xUlcenp6qmkoLc2ZMwfp6ekQCoU4duwYGIbBihUr4ODgAIlEgj59+mjV+/bw4cORnp6OLVu2IDY2Vu0JSaXAwECcP38eR48exYIFC9T2GPbp04e+XxFOUTKlh1HJL/uSkpLg6elJ02ZYUlNTg9zcXFrQk0XJyclwcnKCvb0916HohPr6eqSnp3M+vUCXCIVCaj1tz5o1zSORAeDVV4EuJu+ampqQmpqKAQMGUHWfFmAYBkeOHIGJiQmnCYx79+7h8OHD6N+/v1Yt/F5WVgaGYeDo6Ijy8nIIhUIEBgYiMDAQnp6eqgQtG6/XBgYGWLp0qer043JycoKTkxNGjBiBuro6ZGRkqN6rd+7ciYaGBkRFRaF///5aUWFmY2ODRYsWYfv27di6dSsWLVrESULF2NgY06ZNw6+//oqEhARV6w8huo7e8XsQlfyyr6SkBFVVVQgKCuI6FJ3AMAySkpLg4+OjlWWumqiqqgqFhYUIDQ3lOhSdQdNm2KVsPQ0LC6PkVEspKcDWrc2nrayAd9/t8lWVradOTk49Exth1Z07d5CVlYWpU6dytjYJn89HXFwc+vfvj2nTpml8Ek4ulyM5ORnbtm3Djz/+iGvXrgEAgoOD8frrr2Py5Mnw8fFhvdJNT08Pbm5ucHNzY/0xMjMzQ79+/VSvgzExMXB2dsbZs2fx1Vdf4ciRI6ivr2d1nz3BysoKixYtgoGBAe7fv89ZHL6+vhg4cCDOnj2L6upqzuIgRJ2oMqUHUckvu5TJqaCgIJo2w5KioiLU1tbStBmWKBf09PX1hampKdfh6ISKigoUFxdTdR+LkpKS4O7uTqXRD/rwQ+CviSJ45x2gi8m72tpaZGdnU+upFvHz88OTTz4JX19fzmIwMDBAREQEpk6dqvHPm9zcXOzbtw9isRgeHh6YOXMmgoODAUDjk0Dd4efnBz8/P4jFYty5cwcpKSmqz5s5OTlwc3PT2DW7LCwssHTpUtXBW4VCwcnfZuLEiTAzM6PPQKTX0MxXBB1AJb/sy8rKAo/Hg5eXF9eh6AS5XA4+n0/TZlhUUFAAiUQCf39/rkPRCcrkVEBAAE2bYUlpaSnKy8u1qqVALf74Azh4sPm0szPw2mtdupqyus/Ly4taT7UAwzBoamqClZUVZ2OQy8rKYG9vr2qL0VRisRjFxcXw8/ODvb09goKCEBUVpfbqK7lcrhp9O3ToULWs8WRubo7Ro0dj9OjRAACJRIIdO3bAxMQE0dHRGDBggEauNaV8nxQIBLh48SKef/55tU/5MTY2xtixYwE0r81Fny+JrqNv+T1EIBDA2tqaSn5Zopw2Ex4eTskplmRkZMDQ0BAeHh5ch6ITlNNmQkJCNPbIlbbJzc2FVCrl9OixLmnZeqoLY1dZwzCtW3o++gjo4heQkpISVFdXa/SXYvK327dv48cff0RDQwMn+y8pKcHPP/+MhIQETvbfFQ0NDbhw4QK+//57HDt2DAqFAqamppgyZQonn2nlcjnOnTuHc+fOQS6Xq33/QHOS4qWXXoK3tzeOHz+OH3/8EXw+n5NYusLe3h5isRh79uyBTCbjJIasrCx899131O5DdB59K+0BIpEI2dnZ1I/OopSUFNjb28PBwYHrUHSCRCKBUChEeHg4PUdZkpaWBhMTE5o2wxKpVIqUlBSEhoZq5BFAbZSdnQ2FQkGtpw86cwa4dKn5tJ8fsGRJl67WG1pP16xZAx6P1+rH2dlZdTnDMFizZg1cXV1hYmKCmJgYjf2SqZze4+fnx8k6dnV1dfjtt99gZ2eHfv36qX3/D8MwDG7cuIHvv/8eN27cwODBg7F8+XI6gPUXe3t7zJw5E8uXL4etrS1SU1MBND9umsbOzg7z5s1DYWEhjh8/zkmMrq6uMDAwwJEjRzTyMSKELfQKybKWJb8WFhZch6MTampqkJ+fj7CwMK5D0RnJyclwdnaGnZ0d16HohPr6emRkZFByikVCoRAWFhZwcXHhOhSdoGw9DQsLoy9HLSkUwHvv/f37f/4DdLEsPTMzE3p6evD09Oyh4DRDaGgoioqKVD+JiYmqy7744gt8/fXX2LBhA27dugVnZ2dMmDABtbW1HEbclnJ6j6mpKSfTe+RyOfbt2weZTIZ58+ZpbPItIyMDwcHBePXVVzF+/Hhqr2yHs7MznnvuOUyfPh1A82jrHTt2oKSkhOPIWuvbty+mTp2Ku3fv4vbt22rfv7GxMaZOnYqsrCyNrsQi5HHRJyqWlZSUoKamhkp+WaJcM8Hb21vtfZ+6qrKyEkVFRQgJCeE6FJ3B5/Ph6urKyThCXSQWi5GVlUXVfSxKTU2FjY0NtZ4+aN8+4M8/m08PGADMnt2lqzU2NkIgEPSK1lMDAwM4OzurfpQVogzD4Ntvv8UHH3yAmTNnIiwsDNu2bUN9fT127drFcdStJSUlcTq9JyEhAXl5eZgzZw6srKzUvv+OiEQi7Nq1C+np6eDxeJg/fz6mTp1K6/90gbKd19zcHDU1Nfjpp59w+fJlzlqR2hMREYHJkydz9p1EOd3n3LlzWjEViZBHodufANSsN5T8qltRURHEYjECAgK4DkUnKCun/Pz8aKV1lpSXl6OkpISSUyzi8/lwd3fXqC8d2kwkEiEnJ4eSUw+SSpsn+Ch99hnQxcRISkoKHBwcekXraVpaGlxdXeHt7Y158+YhMzMTQPOaCMXFxa0qPYyNjREdHY3r1693epuNjY0QiUSqn9LS0h69DxYWFhg+fDhn6y9FRUXhhRde0Jg1yhiGwd27d/Hjjz+iqKhI9bqg64nBnuDr64uXXnoJw4cPx+XLl7Fp0yaNqswaPHgwLC0tUV9fj6qqKrXvf+zYsfDx8UFTU5Pa902IOtAqiSzKzMyEvr6+zpf8qotcLkdSUhJCQkJoNXCW5OfnQyKRwM/Pj+tQdIIyORUQEMBJD74uKi0tRUVFBY1CZgm1nnZi0yYgPb359JgxwIQJXbpadXU18vPzMWbMmB4MTjMMGTIE27dvR0BAAEpKSvCf//wHw4cPB5/PR3FxMQC0qXZycnJCTk5Op7e7bt06rF27tsfifpCXlxcnkwCzs7NV+9eU9bTq6uoQFxeHtLQ0REREYNKkSdTO85gMDAwwbtw4BAcH448//lBVUjMMozEJ7EOHDqG6uhpLlixR6+cVMzMzzJkzR237I0TdKAXNkoaGBggEAupHZ1F6ejqMjY3h7u7OdSg6QTltJjQ0lKbNsCQnJ4emzbCIps2wr7i4mFpP21NXB7T8Mr9uHdCFLz3K5JSPj0+vaD2dPHkynnnmGYSHh2P8+PE4fvw4AGDbtm2qbR78stiVL5DvvfceampqUFNTg6ysLGzZsoX94NG8VtC+fftQXl7eI7ffmaqqKuzduxfXrl3TqAU4DQ0N0djYiHnz5mHGjBmUSGGRq6srnn76aejp6aGwsBCbNm3SmLVUJk2ahNraWhw8eBAKhULt+09PT8fly5fVvl9Cehp962dJampqryn5VQeJRIK0tDRa0JNFQqEQZmZmcHNz4zoUnUDTZtiXnZ0NhmHg7e3NdSg6QS6Xg8/nU+tpe77/HvirsgIzZwJDhnTpaoWFhRCLxfD39+/B4DSXmZkZwsPDkZaWpprqo6xQUSotLX3o2jzGxsawtLSEhYWFqgWtJ8THx0MgEKj9AEJTUxN2796NPn36YObMmZx/jpHJZDh58iQqKythZGSERYsWaU2C1cDAALGxsYiNjdWqA0F6enpoamrCL7/8gqSkJK7Dgb29PWbNmoX09HRcuHBB7fuvqKjA5cuXUVZWpvZ9E9KTKJnCAmXJb2hoKNeh6Izk5GS4uLjA1taW61B0Ql1dHTIzMyk5xSKBQABLS0uaNsMSmjbDPmXrKRftDRqtshL4/PPm03p6zRN8ukCZnOrNraeNjY1ISUmBi4sLvL294ezsjLNnz6oub2pqwuXLlzF8+PAu3V5+fj4aGxt7ZFx3fX09rl+/jqioKFhbW7N++505c+YMqqqqMG/ePM4rP8RiMbZv346EhATV2jTa9DlAT09P1aalTe8Nzs7OePHFFxESEoIDBw7g/PnznFco+fn5Yfz48bh+/bra10+JjIyElZUVJ4kcQnqS9rwqaSjltJneUvKrDjRthn18Ph9ubm5q/0Cpq2pra5GVlUXJKRalpqbC1taWps2wpKGhAUKhkBadbc9nnwE1Nc2nX3gBCA7u0tV6Y+vp22+/jcuXLyMrKwt//PEHZs2aBZFIhNjYWPB4PLzxxhv49NNPcejQISQlJWHRokUwNTXF/PnzH3rbPd16+vvvv4NhGIwaNYr12+5MY2Mj0tPTMX78eDg6Oqp13w8qLCzEzz//jKqqKixatAhBQUGcxtPbGBgYYMaMGRg/fjzu37+vERNthg0bhuXLl6t9+qCBgQFiYmKQmpqK/Px8te6bkJ6kPfVyGqqwsBB1dXUYOnQo16HoBGVyyt/fn/OjObqirKwMZWVltKAni/h8Pjw8PGh8JEuU02Z6w4Ke6tKbps10S34+sH5982ljY+Cjj7p0NWXr6fDhw3tVcio/Px/PPvssysvL4eDggKFDhyI+Pl610P6qVasgkUiwYsUKVFVVYciQIThz5kyXFjtWtp66urqyPv1EKpXi/v37GD58uNoPdBkbG+Pll1/mvLVOKpVi165dsLKywrx587R2AWq5XI6EhAQAzdUN2tZWy+PxMGLECAwaNAhGRkaor69HQ0MDZ5XXPB4PTk5OUCgUyMrKUuuab+Hh4bh+/Tri4+Mxa9Yste2XkJ5EyZTHoDyq0ptLftmWl5eHxsZGmjbDEuWCnjRthj0lJSWorKzE+PHjuQ5FJygTqN7e3jA3N+c6HJ1QVVWFgoICSk61Z+1aoKGh+fQrrwBdrDLpra2nu3fv7vRyHo+HNWvWYM2aNd26XWXr6ciRI3skOWVoaIiVK1eqfY2NmzdvIiAggNMqUIZhwDAMDA0N8eyzz8LR0VGrP6PK5XKcPHkSANC/f3+tS6YoKZNrZ8+eRWpqKubMmcPp+mB8Ph8HDx7EwoUL1RaHnp4e5s6dSweiiE6hNp/HkJGR0etKfnuSVCpFcnIyLejJopycHMjl8h7pR++NWk6b4fqoo64oLi6GSCTSmsUQNV1vmzbTLampwObNzactLYH33uvS1aj1lH092XoqEokgkUhgamqq1tfpzMxMnDx5EmlpaWrb54MYhsHRo0dx6NAhMAwDNzc3rU6k6KKJEyfCzc0NO3fuhEAg4CyOsLAweHl5IS4uDo2NjWrbr62tLQwMDFBTU8P5GjKEsIGSKY+Ips2wLy0tDebm5nB1deU6FJ2gXNCTklPsycrKAgCaNsMSuVyOpKQkBAcH0wd+lhQUFKCurg4BAQFch6J5PvwQUI4EXbUKsLN76FWo9ZR9ytbT4C6uVdNdJ06cwI4dO9T6Ra2xsRFHjhyBl5cXoqKi1LbflhQKBQ4fPoy7d+/Cz8+PPptqKBMTEzz77LMICAjA3r17wefzOYmDx+Nh2rRpqK+vx7lz59S67+rqaqxfv14jphwR8rgomfKI+Hx+ryz57SnKkl9aLJE9AoEAVlZWqvGV5PE0NjYiNTUV4eHhWjVRQJNlZmbC0NBQtf4CeTw9vaCnVrt1CzhwoPm0kxPwxhtduhq1nrKrZXVfT7SeFhUVQSAQYOjQoWr9LHH27FnU19dj2rRpnHyGUSgUOHjwIBITEzFz5kxERESoPQbSdfr6+pg1axZCQ0M5XZTWxsYG48ePx+3bt1FYWKi2/VpbW8PX1xeXL1+m6hSi9egbwSOoqKhAcXExlfyyiM/no2/fvjRthiW1tbXIzs6m5BSLUlNTYW9vz/l0Bl3R0NAAgUBAz1EWpaenw8TEBH379uU6FM3TsqVn9WqgCy1QytbTsLAwqu5jSU+3nt66dQuWlpYICwvrkdtvT21tLe7fv48JEyaofUKK0r1795CSkoLZs2er9b6TR6enp4enn34agwYNAtDcTsiFQYMGYd68eXBxcVHrfkeMGIGKigpkZmaqdb+P68GWqD179kAul6t+f+edd3D06FHV7x999BEdMNJxlEzpJir5ZV9Pl/z2Nso1Ezw9PWmRL5bU1NQgNzcXoaGhXIeiM5KTk+Hk5AR7e3uuQ9EJ9fX1SE9Pp+RUe86eBc6fbz7t6wssW9alqwmFQpibm6v9S4auUraehoWF9Uh1n0QiQWJiIiIjI9VaPWhhYYEVK1Zw1t4DNC/MumTJEvocpWWUr9UCgQA//PADJ2uo8Hg8BAYGgsfjobq6Wm37dXd3h6OjI27fvq22fT6u06dPw97eHkVFRQCaW5XnzZvXaqLrF198gWnTpql+P3DgAHJzczldH4f0LEqmdFNeXh6kUimV/LJEoVAgMTERgYGBMDY25jocnVBSUoKqqioEBQVxHYpOaLmgJ02bYUdVVRUKCwspOcWi3jpt5qEUitZVKR9/DHRhfZ66ujpkZWXRumgsUraeOjk59cjtSyQSeHt7Y+DAgT1y++0pKChAU1MTrK2tOXmenD9/HkKhEDweT+vXm2tqalId9a+pqUF8fDwuXLiAixcvttk2KSkJAoEABQUFEIlErSoDtJG/vz8CAwOxb98+5OTkcBIDn8/H+vXrUVVVpZb98Xg8DB06FIaGhlrT6nPkyBGIxWL89ttvAKCqWGyZEBoxYgQAID4+HgCwb98+AMDTTz+tzlCJGlEypZsEAgEt6MminJwcKBQKmjbDEmU/elBQEE2bYUlRURFqa2tpQU+WKKv7fH19YWpqynU4OoFaTzuxfz+QkNB8un9/YO7cLl0tKSkJffv2hZWVVc/F1ouoo/XU1tYW8+fPV1vSu6GhATt37mz3y7463L17F1evXlXbl1+2FRQU4MqVK9i9eze++eYbrFu3Dr///juA5gVKz58/j3v37iE1NRUWFhZwcnJSrQV14sQJ7N69G7/88gu++eYbfPLJJ8jLywMAFBYWIj8/H1KplLP71l16enp45pln4O7ujr1796q1QkQpICAApqaman0+DxgwADNnztSahPXp06cBAJuVU+EATJ8+HQBw6tQpAH+Pk3/yyScBQFUtlpKS8lj7rtfyhKEuoxXquolKftmjLPkdMGAALejJkszMTOjp6cHLy4vrUHSCXC4Hn8+naTMsKigogEQigb+/P9eh6ARlciogIIBaTx8klTZP8FFatw7owntNaWkpysvLMX78+B4MrvdQVvd5eXn1WOupMunt7++vti9mN27cgFQqxbBhw9Syv5by8vJw7NgxDBgwAIMHD1b7/rtLoVCgoKAAAoEA/fv3h729PQQCAW7dugUXFxeEhYXB0dFR9fnaw8MD77//fod/y7fffhv19fWora1FbW0tampq4ODgAAC4du0akpOTVZ+FAgICEBwcrPFtz/r6+pg9ezZ+/vlnXLp0CTNmzFDr/g0NDREdHY3jx49j+PDhahteIJPJkJKSgpCQEI0+UF1QUICMjAwAzVU89+7dQ0REBDZv3gw7OztMnjwZDMOo1iyrqqoCwzDg8Xh49tln8dtvvyEuLk6VfOmu7/5KFhLNQ8mUbgoJCdGaDKqmEwgEsLa27rGS396msbERAoEAgwcPpuQUSzIyMmBoaAgPDw+uQ9EJNG2Gfbm5uZBKpfD19eU6FM2zZQuQltZ8OjoamDTpoVdpWd1HrafsKCkpQXV1NSIjI3tsH1euXEFlZaXakrRisRg3btzA4MGD1f4lXSQSYc+ePXBzc8OUKVM0+jNpbm4u/vzzTwiFQtTX18PU1BTu7u6wt7fH6NGjMWbMmHbjf9h90tPTg7m5ebsHOJ9++mmMGDECeXl5SEtLw5kzZ2BiYoJ+/fqhsrIS+vr6GltxZmpqioULF3LWUjxgwADcuHEDFy5cwPz589Wyz8rKShw8eBA8Hk+jF09uWbFjYGCAHTt2ICIiolVrrVwuh76+Pl577TV8//33+Pnnn/Hiiy9i48aN+O233zBjxoxHbmnK4nDqE+kcfePqJk19AdY2IpGIps2wLCUlBfb29qqjM+TxSCQSCIVCWjOBRWlpaTA1NYWbmxvXoegEqVSKlJQUaj1tT309sGbN379/9hnQhf/j7OxsMAwDb2/vnoutF1FH66lIJIJAIEBUVJTaXquvXLkCfX19jBw5Ui37a0kul8PFxQVz5szRyP/7xsZGVYvN/fv3kZubi/79++OFF17AW2+9hcDAQADNX0i78veSy+W4e/cu7t6926W1UQwMDODq6oohQ4ZgwYIFWLVqlarV4sqVK/juu++we/dupKena+RaHTY2NjA0NERpaSlu3ryp1n3r6+tj/PjxcHR0hEKhUMs+HR0d4enpqfEL0Z4/f151EEgmk2Hbtm2QyWQAgI8//hgA8PnnnwNoXoQWAJYvXw4ArRKuyusAQGJiIurq6rq0/xcpmaKxKJlC1K5lya+FhQXX4eiE6upq5OXlaXRWX9skJyfD2dkZdnZ2XIeiE+rr65GRkUEJVBYJhUJYWFhQ62l71q8H/pq4gBkzgBbTFjrS09NmeiNl62lPjgZNSEiAoaEh+vXr12P7eFBAQACeeOIJtbbWMQwDqVQKGxsbPPfcczDrwnhvdRKJRDhx4gS+/vpr/PnnnwCAiRMn4pVXXsGECRPg4eHxSP9XcrkccXFxiIuLe6SFZo2NjVVtuk8++SSmTJmC6upq7Ny5E+vXr+dswdeHEQqFOHny5GOvtdFdwcHBGD9+vFpfAwcNGoScnByUlpaqbZ/dwTAMTp8+3SoRUl5ejnPnzgEA3vtrkfMPPvgAAFpVNdb/lQT56quvAAD//ve/VZf169evS1VIpaWlqKioeMx7QXoKfVogaldSUoKamhrV0QnyeFpOm9G0D1faqrKyEkVFRbSgJ4v4fD5cXV1hY2PDdSg6QSwWIzMzk5JT7amqaq5EAZrXSPnkky5dLTU1FTY2NtR6yhJl62l4eHiPfTGTy+W4c+cO+vXrp9a2LD8/P0RERKhtfwBw8+ZN/PLLLxq3sKpEIsHZs2exfv16JCUlYejQoappgkZGRhr1+mRkZITIyEgsX74cixcvhoeHh+qASXl5uUZVqowYMQIhISE4dOiQ2r9IKxQKXLlyBWnKNskeFhQUBHNzc9y6dUst++uujIwM1ThkJQMDA2zbtg0AWlWIVVZWAgC2b98OAPjHP/4BAHjjjTcA/F3F0lJtbW2H+1ZW99E6c5qLkilErWjaDPsKCwshFotp2gxLlMkpPz8/mjbDkvLycpSUlFByikV8Ph8eHh7Uetqezz8HlNMwYmOBLjzvRCIRcnJyOKvuu3PnDhITE1W/x8XFYcaMGXj//ffR1NTESUyPKyUlBQ4ODj3aeqpQKDB8+HC1LcJaXFyMHTt2QCwWq2V/ShUVFTh37hy8vLw0bjH0nJwc3Lp1C8OHD8frr7+OMWPGaPxirzweD+7u7pgxYwbMzc0hlUqxZcsW/O9//1NbAuFheDwepk+fDnNzc8TFxamt7Ua57+zsbJw9e1Yt+9XX18fYsWN7tILtcVy4cKFNUlAmk+HgwYMQiUQAgOPHjwMAli5dCgB4/vnnAQA//fQTgOZ1fpT/u2VlZQCAvXv3AgBWrlzZ7n73lJbiq6QkyBmGBktoMEqmELXKzMyEvr4+vSiwRDltJiQkROM+YGmr/Px8SCQS+Pn5cR2KTlAmpwIDA9GnTx+uw9EJypJf5dFf0kJBAfDdd82njY1br5vSAeVz1Nvbm7PW0+XLl0MoFAJofp+cN28eTE1NsW/fPqxatYqTmB5HdXU18vPzERoa2qP7MTQ0xLBhw9S2VtilS5dQU1Oj1kS7QqFAXFwcLCwsMG7cOLXttzO5ubk4ffo0GIZBYGAg3njjDYwZM0ZrF202NDTEvHnz0KdPH+zatQv79u3r8loWPcnIyAjTpk1DRUWFquJBHXg8HsaNG4eysjLw+Xy17HPAgAEa26p+7ty5dqvrmpqasH//fgB/j0I+dOiQ6nJXV1cAQFZWFoC/RyvHxsYCAGbPng0A2LFjR5vbFslkeC0tDasqK/GOmRkkGlQ1RVqjZApRm4aGBggEAipLZ1F6ejqMjY3h7u7OdSg6gabNsC8nJwcymQw+Pj5ch6ITFAoFEhMTERgYqLVfXHrUv/8NNDQ0n165EujCJK7i4mLOW0+FQiH69+8PANi3bx9Gjx6NXbt2YevWrThw4ABncT0KdbWe1tTU4NSpU2qrEqmuroZAIMDw4cPVup7EzZs3kZeXh+nTp3Ne0SuVSnHq1Cls2bIF+fn5aGpqAo/H04kqTnd3d8TGxmLWrFnIzs7GwYMHuQ4JAODl5YXXX38d9vb2at2vm5sbfHx81LoIblFREa5evaq2/XWFQqHAuXPn2l2vR09PD1u2bFH9rmz9u3fvHgDg2LFjAP5OmowZMwYAcPLkSdV1lJP4lMl0pf/k5KD0r5Y+XwsLmGngYtOkGSVTiNqoo+S3N5FIJEhLS6NpMywSCoUwMzOjaTMsoWkz7FMe4aJpM+0QCoFNm5pPW1oCfy0K2BlldV9wcDCn1X0Mw6jK6c+dO6c6yunu7o7y8nLO4noUytbTnu7xFwgEuHXrltoS3wkJCTA2Nlb70XNra2tER0dz3gKRl5eHjRs3IiEhARMmTMALL7ygcwldHo+H0NBQrFixQvU/WF5erlpElCtGRkaor6/HpUuX1NruExUVhfz8fLUtDFtSUoLz58+rvY2uM0lJSaiqqmr3MoVCgatXr6oWMVYmvqdOnQqgudoGaH7tUBoyZAgAqNaHiYuLA9A80lsprb4e3+bnAwCMeTx8SQejNBolU4haVFdXo6CgoMdLfnuT5ORkuLi4tJpxTx5dXV0dMjMzKTnFIoFAAEtLSzg7O3Mdik5QLuhJ02Y68H//ByiPHv7zn0AXjuQqW0+5/qIaFRWF//znP9ixYwcuX76MKVOmAGhOnmnTgrjqbD0VCoXw8vJSS/ugstomIiJCbdUhDMOAYRgEBQUhJiZGLfvsjHK0/fLly9VenaNuZmZmqoVpT5w4gZ9//hklJSWcxlRWVobLly+rtVIkMDAQL7zwgtoOgvr7+4PH42nMujVA83opnT3X9fT08OuvvwL4u8okLy8PQPPCssrk66uvvopvvvlG9V4zePBghISEqMarJycng8fjgcfjIeCbbyD9q62ncds2eJua0vpoGkx3XwmJxmAYBomJiTRthkU0bYZ9fD4fbm5usLa25joUnVBbW4usrCxKTrEoNTUVtra2WvXlWm0kEmDPnubT5ubAX5MTOtPQ0AChUKgRz9Fvv/0Wd+7cwSuvvIIPPvhAtWbT/v37MXz4cE5j6w51tZ42NjYiKytLbQuv83g8LF++HKNHj1bL/gDgjz/+wL59+9RaifAguVyuqoYbM2YMFi1apPZ2EwMDA8yaNQuzZs3ipP122rRpMDY2xqZNm5Camqr2/St5enpi8ODBOH/+vNrWT9HT04OHhwd4PJ5aJh2ZmZnB3d0dAoGgx/fVVWfPnu30visUCnz44YeqRIgSj8eDpaUlkpKSAAAbNmzAm2++qVp0Fmiu2K9WLpauFBUFjBjRfLqsDPjtNxgbGyMyMpK1+0TYRYsCkB5XWFiIuro6DBs2jOtQdIIyOeXv7w8TExOuw9EJZWVlKCsr05jF/XQBn8+Hp6enxk910BYikQi5ubmqnmvygCNHgL+mKmD27OaEykOkpKTA0dFR7V8O29OvX79W03yUvvzyS61pkVO2ng4fPrzHk1MZGRlQKBRqW+dGKpWqdQFtiUSCy5cvIzQ0lLMKkPr6euzbtw/5+fl4/fXXYW5uzslzUU9Pj9OqZmtrayxevBiHDx/Gnj17MGHCBM4SnOPGjUNqairOnz+vWoejpykUCmzbtg0hISGqFpWeFBAQgEuXLkEqlWrEYIXS0lJVMqVPnz4wNTWFubk5LCwsYGlpiYKCAuTm5ra5nr+/Pzw9PeHi4oKGhgZERUWpfnd2doazs3Obz0dShQL9b99G8l9tZTtGjcICiQRA82cAqk7RTJRMIT2KFvRkX15eHhobG2naDEuU47oDAgJo2gxLSkpKUFlZiYEDB3Idik5QJlC9vb1h3oUkQa+0ffvfpxcufOjmVVVVKCgowNixY3swqK7Ly8sDj8dD3759ATQvOrpr1y6EhITgxRdf5Di6rlFn66mTkxMmTZqklkrC4uJibNmyBS+88ILaWhavXr0KuVzOWXuPSCTC9u3bIZFIsGDBgl7/umNkZITZs2fjypUrnCZfjYyMEBMTg6NHj6KmpkYtX6719PRgYWGBW7duYfDgwT2eKA0ODoZcLodcLteIZMq1a9fQ2NgIU1PTHk8mbiwsVCVShlpYYD5VoWoFavMhPUpZ8qv8gEgej1QqRXJyMi3oyaKcnBzI5XKaNsMSZXIqKCiI88kTuqKoqAgikYjTaTMarbgY+GvkJDw9gYe0YijXv/D19dWYKSTz58/HxYsXATR/eZ8wYQJu3ryJ999/H//+9785ju7h1N16amdnh6FDh6plX7dv34axsbHa1o0QiUS4efMmhg4dykkSo7q6Glu2bIFMJsOSJUs4X09IoVCAz+eDz+dz2vLE4/EQHR2NgIAAMAyDP//8k5N4IiIisGLFCrVWKURFRaGiogLZ2dk9vi9bW1uMHj1aYw5uGRkZwcLCosc/c1dIpfjor5Y6APjO3x961CKtFSiZQnqMRCJBenq6RvSj64q0tDSYm5urZteTx9PU1ITU1FRKTrEoKysLPB4PXl5eXIeiEzRl2oxG27Xr74Vnn38eeEhbREFBAerr63t82kx3JCUlYfDgwQCAvXv3IiwsDNevX1eNR9Zk6m49LSoqwu+//w6ZTNbj+2poaMD9+/cxcOBAtb1H5Ofnw9TUFCOU6yaomYGBAZycnLBo0SKNWOBeJpNh//792L9/v1r+5l1RVFSEo0ePIi4uTi1ribSkp6cHe3t7yOVy1NTUqGWfnp6ecHBwUE2g6WnV1dX4/fff1f7Yci1aTw88ALFOThhMLdJag5IppMfw+XyaNsMi5bSZsLAwSk6xRCAQwMrKiqbNsISmzbAvIyMDhoaGnB8d1mgtW3yef77TTZWtpyEhIRrVeiqVSlVjZs+dO4dp06YBAIKCglBUVMRZXOvWrcOgQYNgYWEBR0dHzJgxo83ikHPmzEFMTAyCgoJUizD2ZNVIYmIibt68qZbkxv379yGXy9W6+GNISAheffVVtY8dFovFqK2thbm5OebNm0eLsXfC1dUVM2fORGJiIo4dO8bJl37lGi7q2DePx0NUVBRyc3MhlUp7fH81NTW4cOECCgsLe3xfmkJPLMaSqir8HhqKdVQprVXo0y7pERUVFSguLqZpMyxKSkpC37596QMOS2pra5GdnU3JKRalpqbCzs4Ojo6OXIeiEyQSCYRCIT1HO3PvXvMPAAwdCjxkukt6ejpMTEw0rvU0NDQUGzduxO+//46zZ8/iiSeeANC8gLtyRCsXLl++jJUrVyI+Ph5nz56FTCbDxIkTUVdXB6A5CVRdXY0xY8agqKhI9XPixIkei0koFCIgIEAt/xNlZWXw9/eHhYVFj+8LaF53pqmpSe2JPplMhr179+LAgQNq3a82CwsLw7Rp03Dnzh1cv35d7fuPjIxEUVERkpOT1bK/AQMG4PXXX1dLhaS7uzv69OmjUVN9epKyus/X1xcjHBzgouZEKnk8lEwhrFO+KAQEBNC0GZaUlpaivLwcwcHBXIeiE5RrJtC0GfbU1NQgLy+P06kLuiYlJQVOTk4aMW1GY7WsSomN7XTT+vp6jW09/fzzz/G///0PMTExePbZZxEREQEAOHLkiKr9hwunTp3CokWLEBoaioiICGzZsgW5ublISEgA0JzYMDAwgKWlpWpChbOzc49VpJaXl6OiokJtI5GnTJmCOXPmqGVfxcXF2LdvH1JSUtSyPyWGYXD8+HEUFhZi/Pjxat23tuvfvz9GjhyJkpIStVeneHl5wc/PDxcvXlTLvg0NDWFoaKiWVis9PT0EBARAKBT2+L64xjAMCgoKIJFINKr1lHQdJVMI65RlgL6+vlyHohOUC3oGBgaqvexXV5WUlKCqqgpBQUFch6ITlMkpmjbDnqqqKhQWFlJyqjMyGbBzZ/NpIyPgIV96k5OT4erqChsbGzUE1z0xMTEoLy9HeXk5Nm/erDr/xRdfxMaNGzmMrDXlGg22traoq6tDVlYWbGxscOnSJTg6OiIgIADLli1DaWlpp7fT2NgIkUjU6qcrBAIBDAwM1LJguEQiAcMwamtZvHnzJiwtLREeHq6W/Sn98ccfuHv3LqZOnapxFVvaYOzYsXj66afB4/HUnlAZNWoUKioqkJmZqZb9paam4ssvv0RDQ0OP7ysgIAAlJSWorq4GADQ2XEBj49Ue3686NcjlGJyQgM9SUhAQHKxRraek6yiZQlgllUqRkpJCC3qyKCcnBwqFgqbNsISmzbCvqKgItbW1ajtarOtalvxqyrQZjXTmDFBS0nx66lSgk2oIZeupJlf3MQyDhIQE/O9//0NtbS2A5kkSmvIcYBgGb775JkaOHImwsDBV6+n06dOxc+dOXLhwAV999RVu3bqFsWPHorGxscPbWrduHaysrFQ/7u7uXYrBzc0NTzzxhFpaDY4ePYrffvutx/cDNCduEhMTERkZqdb1pmpra3Hu3DkMGzZMVQ1Fuke5TlBmZiZ+/vlntSQalNzd3REaGqq2JI6zszOampqQkZHR4/vy8/PDsGHDoFAoIJcVoLpyOarK50BU/SEYRX2P718dvs3Px22xGD8YGmKdRMJ1OOQRUQqMsEooFMLCwgIuLi5ch6ITmpqakJKSgoEDB9KCnizJzMyEnp4eTZthCU2bYV9+fj6V/HZFyxafhQs73EwbWk9zcnLwxBNPIDc3F42NjZgwYQIsLCzwxRdfoKGhQSOqU1555RXcv38fV69eVbWejh8/Hv3791dtExYWhqioKHh6euL48eOYOXNmu7f13nvv4c0331T9LhKJupRQ8fLyUstrt0wmQ0ZGBkaOHNnj+wKAu3fvQqFQYODAgWrZn5KFhQUWL15Mi7CzwNraGpWVlTh9+jSmT5+uln3yeDzMmjVLLfsCmu+jk5MTBAJBj1dNGhsbY8KEGMjq9qC6dC0YpjmBUl+3GY0Nl2Bl+x2MjNS3MDTbihob8UlODoDmyoZX3Ny4DYg8Mvp2RlgjFouRlZVFiyWyKDU1FTY2NnBycuI6FJ2gnDYTHh5OySmWKKfNeHh4cB2KTpDJZEhOTkZoaCiV/Hamuho4fLj5tL09MHlyh5tqQ+vp66+/jqioKFRVVbVK+Dz99NM4f/48h5E1e/XVV3HkyBFcvHgRrq6uquq+9lpPXVxc4OnpibS0tA5vz9jYGJaWlq1+HkYsFiMhIUEtR/6zs7PR1NSEwMDAHt8XADg5OWHMmDFqbZMUCoVQKBRwdXXV6PdDfX19TJ8+HdOnT9foimdbW1tMnDgRd+/eVftaH8XFxUhNTVXLvgICApCWlgaFQtHj+6quqoC45jNImdaVKHJ5JirLpqO2Zh0YpuMKOE32flYWxH89hstdXdGPWqS1lua+ehKtw+fz4e7uDisrK65D0QkikQg5OTmUnGJRSkoK7O3t4eDgwHUoOkE5bUYTF/TUVmlpaTA1NYUbHaXq3P79gLKNZP58oIOqKG1pPb169So+/PDDNq2Hnp6eKCgo4Ciq5qqeV155BQcPHsSFCxfg7e2N7OxsMAwDb2/vdq9TUVGBvLw81itUc3JycOzYMcjl8v9n77zjo6jTP/6e3fSekB6SQCqk0HsHqVJV7A1R1EPPduqdv2uWU+/O7tl7FxsKIioQ6U06pPfee986vz/CLglJqLOzyTLv1wvdmZ2d77Ob2Z2Zz/d5no+k++2JjIwMvLy8ZDtXREREyJYFAx1CypdffinbDfjFoFarGTFiBCNGjOjT32HocLyJiopiw4YNspb7HD58WLbvRmxsLBqN5qx9kaQgK7uIPfsTcBK6/t2dBDsEjLS2vI/BUGHxOKTmQGMjH5WXA+ClVvOkkindr1HEFAVJMKX8Kg09pcHU0HPQoEGyWTLaOvX19RQXF5OQkGDtUGyG1NRUAgMDrWrdaku0traSk5OjCKjnwscfn3p8hhKf/lJ6ajQae7wRKi4utuo54J577uGzzz7jiy++wN3dncLCQvbs2UNkZCQqlYrm5mYefvhh9u7dS35+Ptu2bWPx4sX4+vpyxRVXSBpLaWkpHh4euLq6SrrfnqiqqiI2NlaW7+GuXbsoLCy0+Dgm2tra2LBhA1FRUX26h1B/RBAEFi1axIABA2iTsQfG2LFjaWlpkcUJKjg4mEceeUSW0rCgoCCOpsZgTwBugj1qBJwFezxUTnirnHF3fxg7u/6VFSuKIvd1ytp7fPBgfJX+ff0aRUxRuGg6N/RU3GakoaKigoaGBtlSjG2dzm4zclyIXwrU1tZSVlamuM1ISEpKSp91m+lT5OTArpOuDvHx0Eufif5Uejpnzhxefvll87IgCDQ3N/PPf/6Tyy+/3GpxvfnmmzQ0NDBjxgxz+c7NN9/Mtm3bgI6sgRMnTrB06VJiYmK49dZbiYmJYe/evZKLQGVlZbKJYrfeeqssNsFNTU389ttvVFTIN7u+fft2NBoNixYt6rPfi4qKCg4fPszmzZvZuHEjn332GXv27MFoNFJdXU1qair19fWyu+ecC56entx6662y/o77+fkxaNAgDh48aPGxBEHA2dkZo9Fo8c8/MDAQg9GeysYlqAUVHoIj7qqO+ww7QY2TZgOisdaiMUjNF5WV7DvZYHyIszOrg4OtHJHCxaIUZCtcNGdL+VU4PwwGg+I2IzGlpaU0Nzczfvx4a4diE5jEqaioqD7b0LO/UV1dTUVFhSw3cP2ezz479fiWW6CXG8L+VHr60ksvMXPmTOLi4mhvb+eGG24gKysLX19f2RxleqLzzVJjYyPbt29nxowZZqHE2dmZX3/9VZY4ysrKmDhxosXHMhgMqNVqWXoWZWRkAMiWMdnQ0MDBgweZNm1an/leiKJIXl4eaWlpzJ8/H7Vazc8//0xhYSGenp7Y29tTVVVFTk4OY8aMISsri02bNgEdx19wcDDR0dF97vxeXFzM8ePHWbBggSyi1bBhw/jxxx9paWmx+KRReXk5n3zyCbfffrtFM1Pt7e3x8/MjNdufkDHu2AmnlU7pM0GzDegf580Wg4E/d3JCejk6Gvs+3K9I4dxQxBSFi0Kr1ZKeni67nZ8tk5ubi1qtVtxmJMLkNhMXF6e4zUhEcXEx7e3tREVFWTsUm8DkNhMbG4uTk5O1w+nbiOIpFx+VCm68scfNKisrqamp4bLLLpMxuAsnODiYo0eP8uWXX3L48GGMRiO33347N954Y58QLDtn91mj7Ein0xEVFUV4eLjFx/r6669xcXGRxZElIyOD8PBw2f7GHh4eXHHFFX3CKaytrY1jx45x8OBBampq8PHxobm5GU9PT5YtW4aLiwsODg5otVqeffZZ8+smTpxIQkICZWVllJaWUlZWZi6Ra2pqorS0lOjoaKtfk7a1tXHgwAGio6Nl+byjo6OZPHmyLNk6Xl5etLW1UVxcbPEy35iYGHzdj2FH9x40ovNNqJyvBF2jRWOQiheLiijRagFY5OPDPB8fK0ekIAWKmKJwUaSnp+Pj46O4zUhEe3s7mZmZjBs3rs+m3/Y3srOzcXR0PCfbTYWzo9frSUlJITExUXGbkYiCggIMBgMRERHWDqXvs3s35OZ2PJ49G3po1Gs0Gs3iVH8qPXV2dmblypWsXLnS2qF0o7y8nIaGBsaOHWuV8R0cHLjqqqtkGau0tJSRI0dafBytVkteXp5s2WimjJu+Upr56aefUlFRQVxcHIsXLyYsLMx83ePl5XXG17q7u+Pu7k5MTEyX9Wlpafz88894enoyceJExo4dazVRxST+JSUlERUVZfFrOjc3N9nEYycnJ3x8fCgtLWX48OEWHWvKFHfq639Aqx6Lg/6Aeb1eNCDqs+nbLYm7counJ79rtSQ5OvKCMhllMyhXwgoXjMltZsaMGdYOxWZIS0vDz89PcZuRiLa2NrKyspg0aZIiTklEZmYmrq6uBCt1vpJgcpvpD04VfQJTVgr02ng2Ly8PoM+Xnq5fv/6ct12yZIkFIzkzpuy+oUOHWi27r6amBicnJ4uXLzQ1NdHc3CxLbxZRFJkzZ45sjfu//fZbPD09mT9/vizj9URKSgpBQUH4+PiwcOFCPD09JbWDHjduHCEhIRw4cIBffvmFlJQUli1bho8VMgAEQWD27Nm8//77JCcnk5iYaPExm5ubOXbsGOPHj7f4ZEdQUBBlZWUWHcNobKG+7gEMhnxq9bm4qgNwExsxYMSgGoC904w+2TenN8oyMvhXQAAfDh2qNJ21IRQxReGCMKWlWyvl1xapr6+npKSEmTNnWjsUmyE1NdV84aZw8bS0tJCbm8uUKVMUcUoiMjIy8PDwkMUZod/T1gZffdXx2M0Nli3rtolGoyEjI4MxY8ZYPc3/bCzrIf6eEARBFsvT3jCVnspRYtMbP/30E46Ojlx77bUWHae0tBRAFrHY0dFRtj4f9fX1pKens2jRIlnGO52WlhY2btxIamoqM2bMYPr06Razfw8JCSEkJISRI0fKblF8OgMHDiQiIoIjR47IIqa0trayZcsW/P39LV5aFBQURGZmJkaj0WK/tY2NT2Ew5J9cMtJiKEPEDrUAIq6gL0IlNgJ9/3qkoqKC2tpaZs+erfRDtDH69pWGQp+lvLycxsZGxW1GIkziVEREhOI2IxEmt5m4uDhrh2IzpKSkEBISctYUbIVzo6mpiby8PBITExVx6lxYvx4aT9bGL18OPfxWmkpP/f39ZQ7u/DEajef0z5pCiqn01JrHqKn5rBzZImVlZbi4uODh4WHRcYxGI1u2bKGmpsai45g4ePAgjo6OstzQn05+fj5vvPEGeXl5XHXVVUybNk2WccPDw/nDH/5AcHAwBoOBn376idbWVlnG7syiRYssLgKa8PPzw9vb29zY2JKMGDGCe+65x2K/C+3t22ht+aTLOpUqGBEjBkSMhmw0rV8iCC4WGV8qDKJIeXs7ycnJxMbGKkKKDaKIKQrnjcltxpopv7ZGSUkJLS0t3ep/FS4MkzgVHR3dJ5o32gJVVVVUVVUxdOhQa4diM6SkpBAeHm7xGzeboXOJz623dnu6sbGRwsJC2ZxRLgXS0tLw9/fH19fXajHU19fT3t4ui5gybdo07rjjDosLR8XFxezevVuWm3u9Xs+RI0cYMWKE7DdyGo2Gr7/+moCAAO655x7ZbcpNGRONjY2kpqby0Ucf0XTSllYuvL29cXR0lEUUFQSBmJgYMjMzLV7+4urqiqenp0X+nqJooK51M2qHKeZ1BoMdLYZq2nEAVUcpvJ3jJAShb9+HvF9WRtT+/XwtCIRYMbtPwXIoZT4K501ubi729vZWTfm1JUwNPePj45WGnhJRVFSERqNR3GYkwmg0mmdVFLcZaTCl/I4aNcraofQPysvBZMEbFganzW53zu6TsgeDnCQlJZGUlERlZSVGo7HLcx988IHs8dTV1VFSUsKsWbNkH/v0OACLu4ZAx823t7e3xccpKCjAwcHBYqUunSkvL0en0zFmzBiLj3U6jo6O3HTTTfj7+1/w9Y1arWbBggXmxxeCt7c3t912G59++ikffvght912m6wl6pmZmaxbt44//vGPFj+HRkZGsn//furr6y1+LP/22284OTkxadIkSffb1LaZupaPAHCyj0XQ5aDFgEE0oBGhCSNhPp9ib9e3zS/qdTr+lptLiyjyjkrFrS0tTOojluQK0qFkpiicF+3t7WRkZMg+u2DLZGdn4+TkxMCBA60dik2g0+lITU0lPj5eaegpEYrbjLSYxKkhQ4YoKb/nyhdfgGlm9+abO2yRO1FWVkZjY2O/ze574oknmDt3LklJSVRXV1NXV9fln9yYrJAjIyNxcbFuGr1Op8PJycniIllTUxMffvghFRUVFh0HMJctydHXZ+DAgTz88MOyZhfl5uayfv16jEYjwcHBFzVRpFarGTduHOPGjbuoc7qvry+33XYber2ezz77DO1Ji1o5CA4Opr29nRMnTsgyllzCWV1dHenp6ZLvt7b5XfPjdl0mbaIBg3Aq00ZvrKK2bSNqe/kzZTtn/LS0tPDRRx91ed7BwYHk5GQAnioooEqvB+AaPz9FSLFRlGlwhfMiNTWVgIAAq6b82hKtra1kZ2crbjMSkpWVhZubm+I2IxFarZb09HRGjhzZ5xt69hfy8vIQBIFBgwZZO5T+wxlcfExuM3Fxcf229PStt97io48+4uabb7Z2KEBH6Wlra6vFm1ieC7Gxsfz5z3+2+DilpaUUFhbKkn1XVlYmi4uPXq9HFEVZRduGhga++uorQkND+5zTipeXFzfffDPp6emy/la4ubkRHh5OZmamxe3FXV1dWbhwoUXHMBEUFERGRoakTWjbtCdo1ezrulIw/wcAD+fFBHn/S5LxzoennnqKX375hV27diEIAm+99RYPP/wwjo6OXH/99ej1enQ6HYmJiaS3tPBqcXHHCzUang4Lkz1eBXlQrowVzpm6ujpKS0uJj4+3dig2g+I2Iy0mtxklc0o6MjIy8PT0JCCgb6fT9hc0Gg3p6ekkJCQo4tS5cuxYxz+ACRPgtOyTnJwc7O3tCevHF6tarVbyVPkLxVR6GhcXd0mVnpaXl+Ps7GzxHkaiKDJs2DBZGvinpqby3HPPyeZoI4oi69evx8nJieXLl0uSHWo0GsnPzyc/P79b+duF4Ofnx9SpUxEEgba2tove37kSExNDXl4eGo3G4mM1NDSQm5tr8XGCgoLQ6XTU1tZKts/y+v92WRZPu1X1cr2ekAGvIwjyZ3WuXbuWPXv2cPjwYQDuvvtuAG644QaALr+XD2RkoDctrFnDG//8p5yhKsiIciWncE6Y6tH7QsqvrVBTU0N5ebniNiMhycnJDBw4UHGbkYimpiby8/MVcUpC0tPT8fX17RduM32GM2SltLW1Wd1tRgruuOMOvvjiC2uHAXSUnjo7O/eZ0tP169fzww8/WHychoYGvL29LX4cCYLAzJkzZclMy8zMxM/PT7ZeV4cPHyY3N5fFixdLNqZer+fjjz/m448/Rq/Xn/0F50hKSgqvvPIKDQ0Nku3zTMTGxmIwGCgpKbH4WEePHuWbb76xeGaQqSfLxX6GBlFHSfMm9pYsp7X9ty7PNRidcbTrKFtS6a8myPs5BEH+Eu7m5maOHz8OwLvvdpQhdXbfNH0Gn376KYwbxy8nlwc6OMCaNbz00ksyR6wgF4qYonBOlJSU0NbW1idSfm0BkzgVExOjuM1IRGVlJdXV1YrbjESYeiYMGjRIcZuRiIaGBgoLC5XsvvNBr4fPP+947OAAp1mMpqWlERgYKEtzUkvS3t7Oiy++yPTp0/njH//IQw891OWfXJhKT/uSOFVTUyNJRsLZaGpqkqUpaWlpqSw31AaDgaysLFn7CNXX1zNq1Kh+0fw9MjISR0dH1q9fL0s5kre3Nw8//LAsvcdMPVrq6+stOo67uzuLFi264NL/Vn01h2s+5Kvcq0mvX4OoP0Lnnx2jCI1GOwyOszi0exqNVddb7Xdp79695t+hzz77jJaWFgCz0HvrSYe5a2+4Ae65x/y6/0ZGEnmy0bSpl4qCbXHp5G8qXDCXasqvJSksLESn0xEZGWntUGyCzm4zjo6O1g7HJqioqKC+vp7Ro0dbOxSbwBbcZqzCpk1gagi6eDF0Kok0lZ5a221GCo4fP86IESOA7hfcct48pKamEhwcLIujzbnS3Nwsi+vN5MmTZfmsd+/eTUtLCytWrLDoOCUlJWi1WlnFlMsuu6zP9UnpDScnJxYtWsQXX3zBiRMnGDZsmMXH7JzJYElMNuKlpaUW/S6r1eou1wiiKNKgq6NeV0eboZU2Qxtudu6EOHftYdegLSK94VvymrYh0tFYvKStnpGOXZsCt4guDHS/jmC3xVSXGQnxb7HYezkbO3fuxM7ODr1eT0tLC9988w0rVqxg6dKlAKxbtw6A10tKOhzngERB4Dp/f8b+8gvR0dHMnj2b8vJyq70HBcug3BkrnJWsrKw+lfLb39HpdKSlpTFs2DDFbUYiCgoKMBqNituMRChuM9JTVlZGc3Mz48ePt3Yo/YteSnxM4lRUVJRNlJ5u3brV2iGYS08vu+wya4diRhRF2TJG5GoIXV5eLkuWb21tLfb29rL0u6qtrSUrK4tRo0b1qybQ0dHRREVFsW/fPlmysYqLi/nmm2+44447LHpMu7m54e7uTkVFhcUzIVPT0ygwlpHnUM7R+jQm+w5kf+1O8/PDPEdR3ra9y2vsBT0B9o1d1nmr6lALXTPQ4gO+ws1pFNCRBdPU1GShd3F2tm/fbi4zU6lUvPXWW2ZB9LLLLiMpKYlNW7bwdqfJkvR770U4eZ6Cjkmqzs16hw0bxvvvv2/xpsQKlkUp81E4I62treTk5PSplN/+TmZmJu7u7uaZA4WLQ6vVkpaWpjT0lJDc3FxUKhXh4eHWDsUmMLnNDB06tF/daFid+now9crw9YX5881PFRcX09bW1i/KCc6X4uJiWcpAOtNXS0+1Wi06nc7iYorRaGT37t2SNtLsCVEUaWxslKWv14gRI3j00UdlOS8ePHiQ7du3n33DPsiECRMICQnBYLJetyDu7u40NjZSWlpq8bHCw8MtNhliEA0cq0/njewveKLyLd6p+47NFbup0tTSoOuaPdJqaO32ep1oh79jPCAiIKLCgL+6EWOnpCZXp5lmIQU6Prvm5maLvJ+zodVq2b9/v3nZaDSyf/9+0tLSAFizZg0A8+bM4R17e261t4d169AlJ5sFmL///e8A/Pe/pxrsnjhxgnHjxsn1NhQshHLnoXBGUlJS+lzKb3+mublZcZuRmPT0dLy9vRW3GYnQaDRkZGSQmJioiFMSkZ2d3e/dZqzCN9+Ayfnihhs6eqbQUXqamppKfHy8zZSeGo1GnnzySTw9PQkPDycsLAwvLy+eeuopWfqF9NXSUzs7O1auXMngwYMtOk5zczNbtmyhurraouNoNBr0er0smTaALN8PnU7HkSNHGDFiRL8UiyMjI1m4cKEsn5WHhwcuLi6UlZVZfKyrrrqKKVOmSLrPNr2Oj7P28+eD3/NkyutsrtiNVt21KXB5+ylBUoWRNn0j0Y5ljHTJZ5RLHqNdchnrkoOdcRfB9vUE2dcTaN9IjehKm3jq+BngvqrLfqdMmcL06dMlfT/nyuHDh7u5MKnVat5//32ALj1jqgoKeGPkSJ4PDQXgr3/9KwD/POnm89hjj3Xbf2VlpUXiVpAH5UpZoVeqq6upqKhQ3GYkJCUlhbCwMDw9Pa0dik3Q2NhIQUGBIk5JSFpaGn5+fvj5+Vk7FJugra2NrKwsJbvvQuilxCcrKwsXFxdZ+mjIxV//+ldee+01/v3vf3PkyBEOHz7MM888w//+9z/zjKalMJWexsfH97nSU7VaTWhoqMV7TZjKBywtcmi1WoKCgiyemaLVannxxRfJycmx6DjQcV3T3t7OmDFjLD6WpTBlHrS2ds+ikBJBEAgKCpJFTAEky7Zp1ml4K30XM395laePb2J9YRqDXHvOXC1pq8JesMfTzh5fhzYEqlBhxF4wYCcYUQsivZ4KT9odO9rF4uo4rctTISEhVms3sHPnzm6TSwaDgffffx+ttqPPyzvvvAN0ZKm4uLjw0IMPAqcyUdRqtfn3pbCwEIBt27YBcPXVV1v8PShYDtuY0lGQHJOTR0xMjGyWeraOyW1m9uzZ1g7FJujsNiPXLJ+tU19fT3FxMTNnzrR2KDZDamqqTbjNyE5ODuza1fE4Lg5GdaR7m0pP5WoWKhcff/wx7733HkuWLDGvGz58OCEhIaxevZqnn37aYmP35dLToqIi0tLSmD17tkUz5UzlA5Y+l3h4eHDnnXdadAyAqqoqmpqaZCnZOn78OBEREfh0ag4tJWq12nzdZCmxT6fT8euvv2JnZ2fxpusBAQGkpqZadAyAPXv2sHv3bh555JEL3kedppVPsn/n05wDNOrauzxX3dL1FjLSNZTJvqMZ55NIWuMmdlV/B4DWWItBFQWc3ckm0OsJnKnF3i602+97dXU1J06cYNq0abKLvjt27OhxfX19PevWrSN07lwST/aa+uabb4AO4Sw0NJSioiLS09MZMmQIW7duZcyYMSxevJhjx46ZM216279C/0DJTFHokYKCgj6Z8ttf6dzQU3GbkYaKigoaGhqIjY21dig2gUmcioiIkM1xwNapra2lrKxMsUK+ED799NTjW2/FNJWZkpJCSEiIzZWe1tbWMmTIkG7rhwwZYtE+Hs3NzeTl5fXZzKni4mIOHjxo8ZLDpqYmBEGweDNjg8Egi9uNKdNGjizYsWPHMnnyZIvtX61WM3nyZCZPnmyxm2hXV1f8/f1l6VU0btw4rr/+eouP4+zsTGtrq7lnx/lQ2dbEf45vYebPr/J6+s5uQgrA7xUNhLkMZKH7VBaUjObZ+D+xNOQyspsPc6x+W5dts9vaaDScw8Ss4ICvxz14uizp9lRtbS07duwwWxLLhdFoZMeOHT2WW6rVat547z2uT01lRkEBAx56CFQqDh06BMCmTZsAmDt3LoBZqDt+/Lh5H6aslO+++86i70PBciiZKQrdMKX8jhgxos+l/PZX8vPzEUXR4nXflwoGg0Fxm5GY0tJSxW1GQjq7zfSlhp79AoPhVImPIMCNNwIdM5OVlZV9ym1GKoYPH85rr73Gq6++2mX9a6+9xvDhwy02bkpKCqGhoXh4eFhsjItBr9fL0svCzc1Nlibm+/btY+/evTz88MMWHaepqQmVSiWL09XQoUMtPoYcyFV+I1eZtynLqrm5+ZzLykpa6nk3cy/f5h9Ba+y9RGhaQBR/GDKF0b4dfUEY1nHOW1vyEbuqfyXSdQjN+gZEOoScGLdhTPN7CCe1GyrBARX2qAR7BMG+Y1mwR4U9alXv50pTPx45GgV3Ji0tjcbGxh6fMxgMbPPz6+jtJQiMufpqdr/4IjNnzqSxsdEskBcVFSGKIoIgsGrVKt59910++OADVq5cyfvvv88333zD8uXLqaioIDs7u8u/nJwccnJylPuxPowipih0IyMjAw8PDwIDA60dik2g0WhIT09n9OjRSkNPicjNzUWtVstmZWnrmNxm4uLi+mUDwb5IUVERGo3GJt1mLM769ZCX1/F4zhwICeniNmOLpaf//e9/WbhwIVu2bGHixIkIgsCePXsoKipi48aNFhmzsrKSmpqaPi1OdbYRtSRDhgzpMTNIapqbm2U5fpubm3F1dbV4tlFpaSnl5eWMHDnSYmMZjUazyBEUFGSx4yE4OJjjx49bXMBrbGxkx44dTJkyxaK9c85HTMlrquHtjN2sLzyBXuy94fXc4CHcPWQKCd6nSgKNRiPt7e3sb/qNXdW/ApDTko6PQyAGYzkLgm5jnM/Ciz4+TH93ORpyd2bnzp0IgtBzRpmvr1nsVwNvJSSQSIeYuWnTJnJzc82bqlQqnJycaG/vyPK5/fbbuf3227vsTjFS6J8oYopCF5qamsjLy2P69Ol9MuW3P5Keno6Pj4/yIykR7e3tZGZmMm7cOOUYlYjs7GwcHR0JPdl9XuHi0Ol0pKamkpiYaDNuM7Ly3HOnHj/wANBRemowGIiIiLBOTBZm+vTpZGZm8vrrr5Oeno4oilx55ZWsXr2a4OBgycczGo2cOHGC2NhYyUpP33jjDZ577jlzadvLL7/M1KlTLzpOOWZk29vbMRgMFi9xbG9vlyVbZNSoUbIIucnJyaSmpjJq1Kizb3yB6PV63nvvPaDDCcVS2ahhYWEkJiai0Wgs+rttNBo5dOgQQ4cOtaiYYsqIbGtr6/H5mpZWfi8u4tuKw+yqyqa34jMVAotC47lryGSiPfy776emhpe//zet47raPTfoGrgx7AFGel/cb4A5jpNiityZKWcUU1atgpOfs2HtWhI79ZubN29et81NQkpvLFq0iKioKPO/6OhowsLCsLOzo7GxUTGv6KMoV3kKXTC5zfTVlN/+RmNjI4WFhUpDTwlR3GakxeQ2M2nSJEWckoisrCxcXV0tchNs8+zeDXv3djxOSID58y+Z0tPg4GCLNprtTN7JzB+pSk+/+uorHnjgAd544w0mT57M22+/zYIFC0hNTb0oS/CQk1lJlua3336jqKiIu+66y6LjGAwGWTJtPD09ZbnxqqqqspmJooCAAJYtW2bxcUyCnaV7f7i5uXH//febxytpaOT34mIOFpdwsLiEnJO9mMJjHXsUUuwFFVeED+fO2EmEufXeXLhMV0Dr6FI4bS83hP2Bkd7S9dJxdXUlMTFR9r6DmZmZXbJhHB0d8fT0xGnUKApP9kKhsRE+/hgPDw+ioqKorq7m+uuvJyYmhqioKCIjIwkODlausWwURUxRMFNRUUFtba3iNiMRprT0wYMH4+bmZu1wbIL6+npKSkoUcUpCUlNTCQoKspgTw6VGS0sLubm5TJkyRblwuhA6Z6U8/DAIAhkZGXh6etpc6enx48fNfTo6NyTsiWHDhkk2rkajISMjgzFjxkh2Y//iiy9y++23c8cddwDw8ssv8+uvv/Lmm2/y7LPPnvN+tFqt2WoUYNCgQQwaNKhb6UXnbU5HEIQu5Yrnsq1J5NDpdL2KN6fv90K2NTUDPT2mztkWZ9rv6dvq9foeyx6OHDmCvb19l4yR3rY1YW9vb/7NOtdtdTodbm5uZ/yMO+/XYDCcMbOgp20777vzYzs7uy7ZCmfa77luW1NTg5ubm7lE5nz2azQaz9jsVa1Wo1arzcexRqPp9XMzbXs+++28rSiK5NTWcbCklEOlpRwqKaX8pGPV6Qj1DtApIctJZcdV4cO5PXoiA907Gn2LoohOp+v22hptJV9VvwXqrsfrfP+rSXAd2+P7U6lU5s+gt/32tK2Pjw+LFi0Cun9/znT8XSwbN26koqICHx8fvL29cXZ2xiiKTDx8mMKTjZ7/N2oU9zY0WCwGhb6NIqYoAF3dZpSGntJQXl5OY2Mj48aNs3YoNoFJnFLcZqTD5DbTl3sm9DdMbjOWTN+2WTIyOvqlAISEwPXX23Tp6YgRIygvL8ff358RI0b0mkouCIKkqe2m0lN//+4p+xeCVqvl0KFD/OUvf+myfu7cuezZs6fH12g0GjQajXnZ1ODxhRde6LGnSHR0NDfccIN5+fnnn+/1Jiw8PJwVK1aYl1955RVaW1t73DY4OJhVq1aZe7O8/vrrNPRyU+Tn58fq1avNy++++y5VVVU9buvp6ckDJ0vUAD766CNKS0+VQXQWmFxcXLrY137++ecUFBT0uF97e3v+7//+z7z89ddfk5WV1eO2QBcx5fvvvz+jJW/nEpoNGzZw7NixXrd9+OGHcXV1Ra/XU1FRcUbB7P777zf/HiYlJbHXlHnWA3/4wx/Mx+XOnTvZvn17l+dfeOEF8+M77riDkJAQoKOx75YtW3rd76233mrusXbo0CF+/vnnXrcdMWIES5cuBeDEiROsW7eu122XL19udmtLS0vj22+/7XXbpUuXmr/n0HGT3ls/pAULFpivHQsLC/n444973e/s2bMZP3EiqRWVbElJZf2BA1Sp1WiEcxNK88sbCfIXqXGBmFoYWq2F4wdInWjHwJOZFw0NDbzyyitdXme0N9A8NR+je1chY7THVPa+e4J9vVghDx8+3JwBpNPpznjsxMXFmd1uDAZDr9uerXzmYugpE/qzigp+PymkxLu4cLeShXpJo4gpCkBHyq8gCEpDT4kwuc0MHTpUaegpESUlJbS0tDBx4kRrh2ITmMSp6OhoxW1GIqqqqqiqqlLEqQvlxRfBJCbcfz84OJBy+DDh4eE2WXqal5dnvkg3ld1YGkuUnlZXV2MwGLqVewQEBFBeXt7ja5599lmeeOIJyWJQsA6hoaGUlZVRXV1t7VD6FUOGDCE9Pf2CX68ToUZQU2mn5nBKGvkHDtNiEhftzv2a004U8TUaSCgDb72I4zn2dhVVRlrGFXUTUoa4D2eJ/028xMvnHMO50leOsWa9nr/k5JiXX46Kwk4xl7ikEUQ5ilFtAFPjn4aGBpu7qNNoNCQlJTFmzBjJZqoudTIzMyktLbXJ2VRroNfrSUpKIi4uTmmSKhGFhYWkp6dz2WWX2XQfCrkwGo1s376d0NBQxcHnQqiogPDwDotJd3coKqKivZ1Dhw4xe/ZsJWNSAkRRZM+ePXh5eZln06WgtLSUkJAQ9uzZ00Xsfvrpp/n00097vGnsKTMlNDSUqqqqLtdYv/32G5mZmaxevdqiZT4//vgj5eXlrFixwqJlPocOHUKj0TBp0qQu20td5rNmzRocHBy47rrrzrqtiQsp8znfbS+0zMeUkfKnP/3J/P4tUebzn//8hzlz5jBhwoTz3u+FlOOcy7aNrW0kF5aTVlpJWmkVaaVVFFTXExvpx7HGyl730RNeTk6MGRjC2IEDGRMSTJS3F/a9nP87x9C5HMcoGvmq5C2ONu7rsn2QUxj3RT+Oo8r5nEt3zqfMp6ysjHfeeYcVK1YQFBTUZbvGxkb8/PxkuUc73tzM/MOHKTMaWTpgAD8kJlp0PBO2fB/a31EyUxRIT09nwIABipAiESa3mQkTJihCikRkZ2fj7OzMwIEDrR2KTWBymxk2bJgipEiErbvNWJzXXusQUgDuugujuzvJBw9eMqWnH3/8Mb6+vixcuBCARx99lHfeeYe4uDi+/PJLwsPDL3qMsrIympqaJC899fX1Ra1Wd8tCqays7LU5qaOjY4+NJB0cHLr8ve3t7RFFsZu7yvkcE+ey7YIFCwDOy8XlfLJOTduWlZXR2NjIjBkzJNlvb/GaPrdz2fZ89ns6BoPhnKx3TXS+Qb+QbU8/PqTaL5wShTqXmZ3PflUqVZfYWtq0pOWWU1BWS0ZxFVNGRPB7WiGDgrxRG9sJHxiMh6sLTg52ODrY4WRvh140klVeQ2pxJaklFaQWV5JfXdfjeA0N7XCWS0wXo5FxoQOZFTeUsQMHEu7tRXZDNXE+59c0WBAEHBwcaDdoeCP7HQpb99H58tbT3ps7I/6Mk7rDqepcv5+m/Z4LJsHO0dGx22vkPEcMFkVebWjgWEwMtyqTewooYsolT0NDg+I2IzGpqakEBATg6+tr7VBsgtbWVrKzsxW3GQnJzMzEzc2t2+yOwoWh1WpJT09n5MiRsjh12BwtLfDGGx2P7ezg/vsvudLTZ555hjfffBOAvXv38tprr/Hyyy+zYcMGHnzwQdauXXtR+zcYDKSkpFik9NTBwYHRo0ezefNmrrjiCvP6zZs3m3tPXCgqleqMWQ9SIZeFuVqtluX9xMTEnDHzQSqSkpJIS0vj/vvvt9gYarWa6dOnmx9bivr6ehwcHM752k0URZpbNJRXNlBR2Uh5ZSMVVR3/ChoayCqsQhQhapAf6WXVtOv1bNyX1tEDqZfDzTPAhape+vucTll1I16hTtR36hcS6ePDmIEhjBkYwlAvT7567z1uGDua6OhoAH7KT+eeHT8Q7TmAO+PHs2jQUPSiAVEEDwcnKtoa8Hfy6Hat1aJv46fSHawr2UajvplQFxcc1R1xOgiOhKQnovM3wgWaLFa2V/Fb5U58HX2YHTCjx21M3xtrn2OTk5OJCQ9neWysVeNQ6DsoYsoljCiKJCcnExERobjNSERdXR2lpaXMmjXL2qHYDIrbjLS0tLSQl5fH1KlTFXFKIkxuM7ZiESo7H3wAJ206uf56NH5+pG/ZwtixY61+4SwXRUVF5vKwH374geXLl3PnnXcyefLkM2YxnCs5OTnY29tflE3xmXjooYe4+eabGTNmDBMnTuSdd96hsLCQu++++6L26+DgIEvfsYMHD1JUVNRFDLIEjo6OtLW1WXQMgNGjR1t8DICgoCD27t1La2srLi4uFhlDrVZL8h04G76+vvz5z38+43mxubmdQwfz2L8vBwSRn3b13PckdIifuf1TcVkdggAncssA8PN2pryp52PA1+3cxRR7tZqZgwbj6erM2IEhjAkJYYDrqb9Be3s7M2fOZMCAAQAYjEYeP7gJgKyGGh7Zs5EnDmzBzt5Ioq8f/x63hFv2vMEU/1gei1+Kk9qeRl0L60u2saF0Oy2GUzE7qKJxs8unVd/EMq/b2JS8He2E83PUMYpGjtafIKlyO8fqkxER8XP0ZZb/NFQ9NM/tC2JKRUUFdXV1sn2/FPoHiphyCWOplN9LFVNDz8jISItdVFxq1NTUUF5erjT0lJDk5GQGDhyIp6entUOxCRobG8nPz1f6I10oen1H41kTDz9Meno6vr6+l1TpqZubGzU1NYSFhbFp0yYefPBBAJycnC765rutrY3MzEwmTpxosWP02muvpaamhieffJKysjISEhLYuHHjRZcnTZ48mcmTJ0sUZe+YXKMsjbu7O00nXUAsiUajoaqqipCQEIv+LpmyG8vKyoiMjLTYOHIgimK3G3WDwUh2VjnHjhayb182ySeKMRg6buqdnOxx93aiqbm7k4y3mwtQA0C7Rk9QiCclVR0uUX4evYsp/u5upFV2b7Rqp1YRHeBL3EB/4gcGEBfiT0yQLw5nyKhycnJi2rRp5vf2wN4fqGptoXNtULNOCzrYWVjGZeVvY+eo5UftEdIbS5nkF8Cu6t9pN3YXSXKaS3lsyB042+nwbQ4Ftp+z6Nmga2Rb5U5+q9xJtbamy3NVmmqON6Qwwqt7H5Lw8HD+8Y9/nNMYUqM3GvlTTg6jCgqYeomUniqcO4qYcoliyZTfS5Xi4mLa2trM6ZQKF4dJnIqJiVHcZiSisrKS6upqZs+ebe1QbAJTdt+gQYOUhnAXynffQX5+x+N582gID6do505ZZqL7EnPmzOGOO+5g5MiRZGZmmnunpKSkXHSpU1paGoGBgeYZakuxevXqLtbB/Qk3Nzeam5sRRdGi4sOgQYMQRdHi4+Tm5vL111+bLYwtxYABA3BwcLComCKKotmC2s/Pz2Kf2wcffIC3RzDuzkFkpZeRlVZGTmY57gNcKa9v6bZ9e7uOADevHsUUh5OijFqtIibcj+EJodS3ttPY2o692E56qYjKzh6NrmspVoiXxwUJJz1RU1NDbW0t0dHR6IxGylvPLOK1awGtM0KzkWMt9WTVVxDsoaWnj3uMdxxBzkEMdhtIalmH3ba7u3uv+xZFkfSmTLZUbOdA3WEMYu9NfZMqtvcopgBWm7B4r6yMV0tKsFOrednBgXusEoVCX0URUy5RLJ3ye6mh1+tJTU0lPj5ettprW6ewsBCdTtfvZ7v6CkajkeTkZIYMGdJj40eF86eiooKGhgbGjBlj7VD6J6IIzz13avHhhzlx4gSDBw++5EpPX3/9df72t79RVFTEd999ZxY+Dh06xPXXX3/B++3vpac5OTn89NNP3H333RadDXZ3d0cURVpaWix67IWEhBASEmKx/Zsw3dg2NjZaVEwRBIHg4GBaz7E05ULQ6XTmfkKPPfaYZMeBVqMn5UgByYfySTmcz4lDufiF1FJW+XvX7coasPdwRKfrLgCIBiOCAL4+bgT4exDg50mAnzux0YGsuHYSMYP8cXToek148OBBwu1q+cMf/oAoimh0Btq1OjQ6PY72djx81fTzFk56IjU1lb179/Loo4/ioFbz5WU3c8+eb9hclI1oEBCNAj11sBVFFe1tDrS3OaBptWeARwseLu0IAkwcMJxrwuYR5Xaq8WpTUxNqtbpL414TrfpWdlbvJalyOyVtZWeM10XtzFTfSVwWML3X97N//35WrFghq6hSp9Pxt5NZa3pBYOQZRCOFSxPlru8SRI6U30uNrKwsnJ2dZblIuhTQ6XSkpaUpbjMSkp+fj9FoZPDgwdYOxSboLE4pKb8XyLZtcOhQx+ORIykbOpTmEycYP368VcOyBl5eXrz22mvd1j/xxBMXvE9Tdl9UVFS/LT1VqVTU1dXR1NRk0cwak/jQ3NxsUTFFr9eTk5NDcHDwGWfyLxY/v45OoBUVFRZvNH7dddf1G4G+rUXD79vS2LnxOId3ZRIUHUhO2qmb/JqyZlQOaoyGU05IolEkOiqAtLRSAOzt1QwfEca48ZEkDg9l8CB/7O3P/TplzJgx5p4bgiDg5GCHk4P0t2PNzc1djrGk0nR2pxegMqrBS4/YpEZUGTHaCSD2fC/Q0u5ES7sTLvYqroyI5+awyYS6eXXZJjw8nAULFnS5n8hrKWBLxXb21uxH00OZUGcGu4Yz2386EwaMw0nd+3FUXV1NdXW17PctT+TnU3OymfP1/v5MUkqkFU5DEVMuQeRK+b1UaG1tJScnh8mTJyvilERkZmbi7u6uuM1IhMltZvTo0ZdMQ09Lk5ubi0qlksSy9pKlU1aK8U9/IiU19ZIuPa2vr+f333+nsrKyi+OLIAjcfPPN570/U+mpqbFtf6SzyGHJa5YBAwawePFiiwoc0CGmrFmzhuXLlxMfH2+xcRwdHRkwYAClpaWMGDHCYuOYxhJFkYaGhnO2SD5X6qsauDrgDvPywidu5JuK9/DyO/cbWlEUSd6fw7Hfc/n2nW1o2nXm59zdu2ZT6DR6gsIHUFrc1Y54cJgvEZH+jJ8QxahRg3B2uTABXRRFjEajLJNETU1NuLm5oTMaeD55Mx/tOoZY74CACO1qhGY1AnD//LEM8vHj88wj7Ckv6HFfrTojn2Wc4POME0wPieDGmJHMDInETqUiMDCQwMBAtEYte2sOkFSxnZyWM/cfshfsmeQ7jsv8pxPpdm4TPJYWOnsiraWF10pKAHBWqfhPRISs4yv0DxQx5RKjtra2X6f89kVSUlIIDg7G29vb2qHYBM3NzeTm5jJt2jRFnJKI9PR0vL29FbcZiWhvbycjI4Nx48Yp4tSFkpwMP//c8Tg8nKwRI7CvqrpkS09//PFHbrzxRlpaWnB3d+/y23chYoqtlJ6abp4s3bTVycmJUaNGWXQM6BAe7OzsaG5utvhYAwcORKfTnX1DCdixYwcHDhzggQce6DPHm9Fo5PekVL55YwupB/MYOyehi5ACUF/d/bgKHujDoKgAoocEET00mOghQXj5SFMq1dTUxKuvvspNN91kcdv35uZm1N7u3LL9Iw4l10BThwAkIEBzx9/o5vHDWT1yCoIgsHDQEHIba/ky8yjfZB+nXtu9F4wIbCvJZVtJLkEu7lwbPZwoUUeRXQ5H2k/QYjhzuVeQUwCX+c9gmt9EXO3O7zNtamqyuNjZGVEUeTA7G1Nx11/CwgjtoZRJQaFv/OIpyIKpWWJ/Tvnta1RXV1NRUaE09JSQlJQUwsLCFLcZiWhsbKSgoOCSa+hpSdLT0/Hz8zOn0itcAM8/b36ovfdesvLymDRp0iUroP7pT39i5cqVPPPMM5Kcn7OysnBxcen3paeOjo7Y29vL4oCTnJyMu7u7RbPNBEHA3d2d+vp6i41hYunSpbJ9n+Li4ti2bRtpaWkkJvbcPFQuRFEk7VAe//vL1+RnnCrhObYjAycXR9pbT5WdlOZWEpsYRuywEBJGDyZuRBi+AZa79igtLcVgMODj42OxMUxUeaj41phFwzF7aO2e7fe3udO5ZUxXATHCw4e/jpnFn0ZO45eCDD7PPMKByuIe91/W2sQ7aUmMHFwMmt7jUKFijM9IZvtPJ85jyAUfk83Nzfj6+l7Qay+EjbW1/FrXkaEU5ujIw6GhZ3mFwqWKIqZcQhQXF9Pe3t6vU377EqZ69NjY2B4bbymcP5WVldTU1ChWyBJhElAHDx4s64yOLVNfX09xcTEzZ860dij9l5IS+OKLjsfe3qSMH0+gs7MsNxh9lZKSEu677z5JhBRT6emUKVP6vTglCALXXXedLGXJu3btIjQ01OKlewEBAVRUVFh0DOj47IxGIwaDweKlc35+fkRGRvLbb78RGxtrtT5SRdkVvPmPbzm2J5uY4V2z3LQaHeFRARTlVTNiYhRTFwwjemQAIWGBsl3DlZSU4OrqavHz8ec5v/ORsRBDkQtoupYUqVUCLy9byLwhvTtPOqntWBYRz7KIeDLrq/gi8yjf5STTpOuqmrRqHdC1OWDv3L0vire9F7P8pzHTfyreDl4X/Z5mzpwpW28erdHIg9nZ5uX/RkbiovTvU+gFRUy5RNDr9aSkpJCQkNBnUjD7OwUFBej1eiKUGkpJMDX0jI2N7TfN7Po65eXlNDQ0MHbsWGuHYhOYBNSIiAiLOmTYPK+8AifLD9pWrKCkoYHLLnFHpHnz5nHw4EFJzicpKSmEhIRI3r/CWsh1jnV3d5el/GbQoEEUFPTcm0JKRFHkf//7H6NGjWLq1KkWH+/yyy/nzTffZMuWLVx++eXS7FQQUJ/eJ6MHgVDbruPTF3/mh/e2oT/putPe2vXG3z/Em8uWjWLuNRPw9HFFq9Xy5ptvMnDgQK666ipJwj2UXkRogBf+3j2LJVlZWURERFhU5Pw68wRFNc0YClxB17UM1cXBnrevXsr48HPPsojx8uPxcXN4dOR0NuSn8XnWUY5VmzJ+BFyKXNHFnBJTEj3jmO0/g5Hew1AL0gkQcl5rv1ZSQlZbGwBTPDy4RslCVTgDyl31JUJWVhaurq79PuW3r2BymxkxYoTiNiMR+fn5iKKouM1IhMFgICUl5ZJu6Ck1paWltLS0MGHCBGuH0n9pbIS33wZAdHDgyJQpREdH4+zsbOXArMvChQt55JFHSE1NJTExsdt3dsmSJee0n+rqaiorK20quy89PZ3GxkbGjRtn0XHc3Nyoqqqy6BgA48ePl8WxShAEgoKCyMzMlEVM8fHxYf78+ZLu08vXgyETY2iorycgwocZCyd1NO7oRF5aKa8+9hW6dp1ZSAHITy8jKHwA9o72XLN6NtOXjMKuk+vOli1baGlpkSzLUKPT88ir62ht0xEW4E1EyABmjolm3sQhALS0tFBZWWnRv0V2fQ1/27YFsUZEELsKKT4uznxw/ZXEBfhf0L5d7B24Jno410QPJ7mmnM8zj/J7eQGhKW3UDjEyOWA8s/ynE+h0Yfs/ExqNhgMHDpCYmChLCXiUnR0hRiOlKhWvREf3+ww/BcuiiCmXAC0tLTaT8ttXyMjIwMPDg8DAQGuHYhNoNBrFbUZicnNzUavVituMRJiy++Li4hRx6mJ4550OQQVoufJKmt3cGBcZaeWgrM+qVasAePLJJ7s9JwgCBoOh2/rTMWVOxcTE2FTpaX5+Pjk5ORYXUzw9PcnMzEQURYtfK+n1evR6vcX/TjExMaxbt042JxST5S8gyefY3qrFKMIAP1+aytt592/fEBIRgJefB6Io8suX+3jrn2vRanQMig1EEAREsUNt8Q3y4sYH5zPzijHdrivy8vI4cOAA8+fPl6y8cN2OEzS3aBFEKCitpaC0FjcXB7OY4urqyiOPPGKx7HC90chdP/1wUkjp+rmHeXnywfVXEubtJclYCQMCeXbifGpqa9nQ+CMLBi3A3096EcVEfX09SUlJhIeHyyKmhJSW8q2HB40REYxSSqQVzoIiplwC2FrKr7VpamoiLy+P6dOnK+KURKSnp+Pj46O4zUhEe3s7mZmZjB8/XjlGJSInJwdHR0dClSZ0F45WCy+/bF48MmtWv3ebkYrOVsgXSkFBAQaDweZKT93d3WVpQBsWFkZlZSV6vd7igumbb75JbGwsc+fOteg40Sdn1TMzM2VxKzLx66+/Ul9fz9VXX31REyRZxwrIOlZoXrZzsCNqeBhNDa289/R6fvvugDkbJT+jnIihwRRmlXPlnTO5/r65OLl0LxnW6/WsW7eO8PBwyQQ6rU7PxxsPdFvv1Ok4EkXRohl4D/7yE4UFDR1uPZ2ID/Tn3WuW4esmfWnqAB8fbr31Vsn3ezqm8js5er/V1tZSVlbGZZddZpG/V2trK8XFxcTExEi+bwXroEwB2zhVVVVUVVUxdOhQa4diM6SkpBAeHo6Hh4e1Q7EJGhsbKSwsJCEhwdqh2AxpaWn4+/vL2vnelmlrayMrK4vExERFnLoYvvqqo/ks0DRzJsLQoQQHB1s5qL5He3t3S9KzYSo9jY+Pt7nSUzc3NzQajcVtfiMiIrjmmmtkyTzz9/enrKzs7BteJK6uroSGhlJeXm7xsTozePBgMjMzWb9+vTlT5EJoqG1m2JRY3E9aE4fFBJJ+tJDVC55n0ze/EzOia5NZlVrglZ8e5ra/LO5RSAGws7Nj8eLFLF++XLLf8x93pVBZ173fjuGkSNrS0sKLL75ITk6OJOOdzn+27eCXo1ndhJTx4QP59MblFhFSABoaGs4pa+5iMYmplsyuEkURo9HIiRMnei09FUWxy+9QS0sLzz33XJdtHBwc2LNnj3lZEIQukzBRUVHExsai1XZv2qvQP1HEFBvG5ORhaym/1qSiooLa2lqGDBli7VBsAlNa+uDBg2VJQb4UqK+vp6SkhPj4eGuHYjOkpKQQFBR0SbvNXDSiCJ0uOo/Pm0dCQoIiTp3EYDDw1FNPERISgpubG7m5uQD8/e9/5/333z/r6zMyMvD09LTJ0lPTbLQc2SltbW3UnbRDtSRBQUGUlZVdlNBwrlx//fUsWLDA4uN0JiYmhmXLlnHs2DF++OGHC868Or43h+P7c2lq0oKDPVpUrHkjieqyegBSD+UzZFRHKevSldN48YcHiRjas0BbV1fHtm3bEEWRyMhIya45dHoDH238vcfn9IaO933kyBHa2toICgqSZEwToijy0rbdvL/nUDchZUxoEO9fewVuFmzo/+mnn7Jp0yaL7d9EU1MTzs7OFs1i/KaqimkHDpCh1fbqevrss8+SmJhoPp7XrVvHo48+yvPPP2/eRqfTMXny5C6vKy4upqWlBej4TQf405/+ZIm3oWAFFDHFhrHVlF9rYXKbGTJkiNVs/2yN8vJyGhsbiY2NtXYoNoFJnIqMjJTEYlUBampqKC8vJy4uztqh9G82bYITJwBoTkjAde5cpfS0E08//TQfffQR//3vf7ucXxITE3nvvffO+FpT6amtilM+Pj6MHDlSlnKwtWvXsnHjRouPExYWhkajobS01OJjmSbT5BCjOpOYmMhVV11FcnIy+/fvv6B91FY2dDwQBHB0pLigluP7cxk0JMi8vqmxnX+8dzt3P34l9g49HyOlpaV8+OGHHD9+nLaTLi1SsWF3CuU1PX+2er0Ro9HIoUOHSEhIkPS8rDca+dvGLby5p7uQMyRkAJ/eeA0OFvzOaDQaampqJBeIesLHx8ei5+A2g4FHcnLY3dbGH+ztSevlGFm/fj0ZGRls3boVgGuuuQaARx55pNu2tbW1AHz55ZcA3H333V3+/9prr0n7JhSshiKm2CharZa0tDQSEhJsLuXXWuTl5SEIAoMGDbJ2KDaBwWAgOTlZcZuRkJKSElpbW4mOjrZ2KDaBSZxS3GYkoFNWSsaSJQxRSk+78Mknn/DOO+9w4403djlnDxs2jPT09DO+1tZLT728vFiyZIks70+ujJGwsDBcXFxkKfUB2Lt3L2+++abFS6VOJyEhgRUrVph7k9TX15/X66+5Zw63PrYIZ78OgdHNo+N3uLG+DWdXR0ZOjuHfX/yBiXMTe3y9Xq8nKSmJ9957Dzc3N1auXCmtoKE38NFPPWelAOgNBrKzs6mvr2fs2LGSjduu03Pf2g18cyy523PeA5z45sYbUFu4mb+pdEwOMSU+Pp5FixZZbP/PFxVRqOmw0p7j7U28a/eyqLa2Ng4dOgTAu+++C3SUjJmuX03f5Z9//hmAm2++GYDrrrsOgM8++wzoKPsxTXKnpKRY5P0oyIsiptgoppRfpaGnNJjcZhISEhS3GYnIycnB3t5ecZuRiM5uM0pDT2koLCxEe4aUX4Vz5PBhSEoCoDUkBM9bblFKT0+jpKSkx+PMaDSe8Qb4Uik9bWxspKioyOLjBAcH09LSYvEsDpVKxf3338+YMWMsOo6JIUOG0NbWZpWbt9DQUNRqNfX19bz++uv88MMP55wdUl3RyOevJuE2QA2CgLO7Ex7erjTWt3LHX5fwr0/uxDfQq9fXHz58mD179jB9+nRuv/12ycuJN+5No7S6sdfn9QYjBQUFBAcHExISIsmYje3trFyzli2ZXfuviIjoXYwMb22mrrpakrHORGlpKXZ2dvj5+Vl0HL1eT1lZmcV6sxS1t/NsYUeTYzXwUlRUjxl++/fvR6/XAx0ZbKbMk+3btwOwfPlyALM9eOcMN9P3/PffO4S3X375BcDiDagV5EG5K7RBmpqayM/Pt9mUX2uQnp6Or68v/v6Ws367lDC5zSjHqHRkZ2fj7OzMwIEDrR2KTWBq6Klk90lAp3rygquuIkLJnOpGfHw8O3fu7Lb+m2++YeTIkT2+5lIqPd23bx/fffedxccxzbLLUX7j4OCAKIrmGzRL4uPjQ3R0NLt27ZLEOepC8PT05PLLLyc9PZ033niDffv2nbXZ8ohJUby24QEip3RkpAgCLLxxIq9+fx+XXz+xx8mtqqoqjh49CnRYNd99991Mnz5d8t9xvcHIhz91LV8KGODebZs5c+Zwyy23SDJmRVMzN3z6NQeLSrqsFxER3eHemGjCW7UMGDBAkvHORENDA4GBgRafYCwvL+edd96xWBPlv+Tm0nbyO3FPSAhDe8hKAdixY4f5GNLr9Xz++ecATJw4EaBL01mTSLJ582YAvv/+ewBmzpwJYM4eLi0tlaVvkoJlUcQUGyQ5OdmmU37lpqGhgcLCQqWhp4SkpqYSEBCguM1IRGtrK9nZ2YrbjIRkZmbi5uYmSwqzTVNQAF9/DYDWwwPvBx5Qsvt64J///Cf33nsv//nPfzAajaxdu5ZVq1bxzDPP8I9//KPH11xKpafBwcE0NDTQ2tpq0XE8PDzw9PQ0W7FaEoPBwCuvvGIuHbA0M2fOpKamxiw0yI0gCIwcOZLVq1czePBgNm/ebL7Z7O2G0sXNiaDwDmFg9HIXnv7odm66bw6Dh3RtMmswGEhJSeHjjz/mjTfeYOvWrRgMBtRqtcUyJ37dl06xqafLScbHd820bW5uQRRFHCVoAptXU8e1H68hs6qmy3pREBE94bVFi/GuqCEyMlKW0un58+ezYsUKi49TVlaGSqWySKb97oYGvqisBGCAnR2Pn+G3dNu2bV2EyLffftt83JpKedauXQvAF198AZwSVUyTXK2treYMG1OflZdfftm8z9DQUCIjIy/2bSnIjHJFY2NUVFRQV1dn8ym/cmFyRIqIiFDcZiSirq6O0tJSRZySkNTUVIKDg/H29rZ2KDZBc3Mzubm5ijglBS+9BCcvHiuuvpqAS+DG/0JYvHgxX331FRs3bkQQBP7xj3+QlpbGjz/+yJw5c7ptf6mVnsqVMSIIgmzlN2q1mgEDBpCZmWnxsaDjMxw9erTVMlNMeHh4cOWVV/Lggw8ybdo0oKMc5+233+ann37iyJEjlJeXdyvrsHcS8A/2RqVS0d7ebs5UEEWR1157jW+//Raj0chVV13FfffdZ9GMQoPRyAcb9nVZFz84kIjgrhkhhUXF5OfnX/R4x0vLue6Tryht7Fp+JgoieMKbC5cwLSCEoqIiYmJiLnq8s2ESEeTI2iwtLcXf31/y8mWjKHJ/VpZ5+anBg/HuRYTS6XTs3bvX/L5FUSQlJYXDhw8Dp3qoXHXVVQBdMoNMFsjPPPMMAE8++WSX5Yceesi8bXFxMbm5uefdW0jButj+GfgSwuSPPnToUJtP+ZWLsrIympqaZDk5XQoobjPSY3KbGao09JSMlJQUQkND8fT0tHYo/Zu6OjjpRGNwcMD7b39TxKkzMG/ePLZv305zczOtra3s2rWr15r6S6301MfHB0dHR1katgqCgF6vl0V0iI2NJT8//6zlLlKxaNEi2fq0nA03Nzfzb+yAAQPw9/cnPz+f9evXm4UV6DjHubm54ebmxkcffcSrr77Kf/7zHz766CNEUUQQBMaNG8fdd9/NbbfdJktp5ubfMyisqO+y7o4lE7BTd72tsndwvOjMsd15Bdz8+bfUndZnRlSJCF4Cby1cypxBUeTl5SGKoizXqzk5Obz00kuyOESVlZVZJEP0k/JyDp3MQEt0dWXVGcY4fPhwt++onZ2d2Wmt82SryQL5rbfeAk5ZIP/5z38GTokpdnZ25vOhSRjcsGEDALfeeutFvDMFuVHEFBsiNzcXlUqlNPSUCFPaqOI2Ix3FxcW0tbUpbjMSYRKnYmJiFLcZiaisrKS6uloRp6TgzTfh5IVl/RVX4KZkpZwTzc3NNDY2dvnXmYaGBoqKii6p7D5BEIiMjJSlv0BtbS3PPfcchSebUlqS2NhYjEYjqampFh/LRHt7O0lJSbKUMp0rgwYN4oorruCee+7hscce47bbbjM7ANnb2xMZGUlERARBQUHExsaybNkyVq5caX79xIkTZTNcMBiNvLe+a1bK0PAAJg8bjJ1d19sqD0+vixKQN6Sks+qrH2g7rQm1US0ieAu8vXApl4V3lIXExcVx3333yZJFnZGRgUqlsvhYRmOHtbRUzXtNtBsMPJaba15+OSoKuzNk+O3YsaNbBqBer+ezzz4zN1P+6quvALjrrrsAuPPOO4FTFsgqlcqcsWLKVjI1r7366qsBWLhwIdBhwazQf1DEFBtBo9GQkZFBYmLiJZHyKwfZ2dnY29sTFhZm7VBsAr1eT2pqKvHx8YrbjEQUFhai0+mUGluJ6NzQU4oa90ua9nZ49VUARJUK93/+08oB9W3y8vJYuHAhrq6ueHp64u3tjbe3N15eXl3K90wC6uDBgy+50tOrr77aXBZiSby9vXFwcCAjI8PiY3l6ehIdHU1eXp7FxzJhNBo5cuQIGzZs6JPNLx0cHAgLCyMwMBAAX19fli1bxhVXXMHixYuZN28ew4cPx9/f3yqZbkkHsygoqwMRRBF0LmAf5IggCN0yU+zsLnwi7uPfD/PQup/Rn5YhZbQTUXkJvHf5FcwM67DYNTUxlqPUVxRFMjMziYmJsfjnr1KpWL16NaNGjZJ0v05qNU85ORElCFzp68uss3xuJtHjdJqbm82Nsa+55hoAc2NaQRDMDm0mF60tW7YAHWWdAFOnTgVg165d5n3OmjULgK1bt57/G1OwCspdt42QlpaGr6+vxS3KLhXa2trIyspSeiZISFZWFs7OzpLPMFyqmNxm4uPjFbcZicjPz8doNDJ48GBrh9L/+ewzqKgAoHXePByUTJ8zcuONN1JXV8cHH3xAUlISv/32G7/99htbt27lt99+M29XVlZGc3OzLKn8+fn53H777QwePBhnZ2ciIyP55z//ae4BYEIQhG7/TCnuUqPT6SxmkWpCEARiYmLIzMyURWy48sorufLKKy0+jgkXFxcWLlxIRkYGycnJso17oYiiSEtLCy0tLVYXf4xGkXd+2EPnKERgb24hRwpKsTvtXKw3nH+pmCiKvLBtF09v6X4Db3AwovYW+HDhlUwLHWRen5SUxKeffnreY10I5eXlNDY2Ehsba/GxTN91qa/DGxsbCSgt5cDIkbx3lvdhNBrZsWNHj2V/KpWKd955x7xsyqbav7/D5clkj2zqezVixAiALt87k6WyyfHHlOFiElUU+j6KmGIDNDQ0UFxcTEJCgrVDsRlSU1MJDAyUxV7uUqC1tZWcnBxFnJKQzMxM3N3dFbcZidBqtaSnpyvZfVLQ2Aj//rd50bkXNxqFUxw/fpwPP/yQa6+9lhkzZjB9+vQu/0D+0tP09HSMRiNvv/02KSkpvPTSS7z11lv83//9X7dtP/zwQ8rKysz/LFHzX19fz7PPPitJQ8+zERsbS21tLTU1NWff+CJxcnJCEAQaGhrOvrFEDB06lPj4eH7++ec+Ve7TEzqdjueff57nn38e3WnlLnKz9XBHVorpKkYAHFpApYc3ftsHYtcbbsN59t3RG438deNm3t5zoNtzBkcj9p4qPrr8KiYPPFXOr9PpOHr0qGzXAnl5eTg6OsrSUmDDhg3mTA+pMBlLDBo0CC8Pj16bzppITk7utTeM0Whk586d5OTkAKfcfGbMmAGcskAuKyszC4Gm8p+PPvoIgPfffx/oEFU1Gk2X35wHHniAK664guHDhysZyH0YJde+n2NK+Y2IiMC1F290hfOjtraWsrIyRRWWkJSUFMVtRkKam5vJy8tj6tSpijglEenp6Xh7e8tWd2+zaLVw1VVw8uJSO2kSDhMmWDmovs/YsWMpKio642yv3KWn8+fPZ/78+ebliIgIMjIyePPNN3n++ee7bOvl5WUuy7AUnp6eODg4UFpaavEbi8GDB2Nvb09RURG+vr4WHQvg6NGjbNiwgYceeki25uyXX345b7zxBunp6X2mKW1fxmgUefO7Xd3W653A6CCwO6sAXXYuneep9fpzF1PadXoe/OEnkrJyuz2ndzbi6Kbm40XLGRc0sMtzycnJtLe3y/Y3nDhxomwZsWVlZQQHB599w3OkXKNBrK2loaHhnD+vHTt2IAhCr1lRarWaDz74gKefftqced3e3s6PP/7YRfhVqVS4uLiY7d1vu+02brvtti77cnJy6rL8yiuvnOtbU7AiipjSzyktLaW5uZnx48dbOxSbwCRORUVFKW4zElFdXU1FRQWzZ8+2dig2g+I2Iy2NjY0UFBSYZ5MULhBRhFWr4GRduN7DA4cPP7RyUP2D9957j7vvvpuSkhISEhK6ZZ5ER0eTlZXFpEmTrCqgNjQ04OPj0239vffeyx133MHgwYO5/fbbufPOO8+Y4aXRaNBoNObl05vs9oQgCAQFBVFSUnJhwZ8H9vb2PPTQQ91ubiyFqWzryJEjTJ48WZYxXVxcWL16tXKtc47sOJpDQXl9l3UioHU/tZyL+uTaDvTnWJLWqtXx7Jbt3YQUERGDi4iLuz0fXX4VY4K6l0kfPHiQ6Oho2fqlCIIgy7WHVqulqqpKMpFIbzQy+9gxxJYWnh48+JxdT3fs2HHG5w0GA88884zZ6tjEkiVLum1rElJ6Y8qUKURERBAREYGbmxsTJkwgIiKCgIAAmpublWu+PooipvRjTCm/cXFxituMRBQVFaHRaMxNoxQuDpM4FRsbK9tFqa1TWVlJTU0Nl112mbVDsQk6N/R0d3c/+wsUeuef/4RPPgHAYG+P7rvvsFNs5c+JqqoqcnJyusxUmmZDBUHg999/JygoqEchQy5ycnL43//+xwsvvNBl/VNPPcVll12Gs7MzSUlJ/OlPf6K6upq//e1vve7r2Wef5YknnjjvGCIiIti5cyd6vd7ijcydnJwQRRFRFC1e+ufi4kJ8fDwHDx5k4sSJspUamoSUAwcO4OrqSlxcnCzj9keOZXUX8bQeINqdEjerRXBxAPXJtkINbRp25RUw0NODIA93HHs4ZvVGIw/9sJHi+gYc7NVodR0CjIiI3s2Im5sDHy9czqiA7hkaJucvUymgpTl06BBHjx5l5cqVFj9Gc3JyMBqNRERESLK/d8rKSGltBUHgPy0tLD3523o2CgoKzFkpdnZ2uLu74+XlhY+PD35+fjQ1NbF7924AQkJCiIiIoK6ujuXLlxMVFUVERASDBw8mICBAySS2URQxpR+TnZ2No6MjoaGh1g7FJjC5zSQkJChuMxJRUFCAXq+X7GR4qWM0Gs3ilOI2Iw2mZnqmxnEKF8h778FTTwEgCgKl//0voUo22jmzcuVKRo4cyZdfftntoru+vp6ioiLJBNTHH3/8rELGgQMHuswIl5aWMn/+fK6++mruuOOOLtt2Fk1MDRaffPLJM4opjz32GA899JB5ubGx8ZyuZWJjY9m2bRvl5eUMHDjwrNtfDDqdjtdff50ZM2aY35clGTduHMePHyclJYXExESLj2dCFEUKCwvNpY5KH67uGI0iB9OKuqwTVdDmC3btIHSqANF4gEt1x+OGtnZuW7PW/Jy/myshnh4Ee3gw0MsDJzs7Np7IoLSpiVadDlEQMTVk0bsZcXd15NNFyxnu3/PfxM3NjQceeEA28S0jIwN7e3tZxsvPz8fPz08SAblWp+PvnRyzXoqKOmdhIykpifr6ery9vXFxcVEEEYVuKHeM/RST24y1U35ticzMTFxdXRW3GYkwuc2MGDFCcZuRCFP9reI2Iw1yN/S0WX75Be6+27yYvmoVUffcY8WA+h8FBQWsX7++W1akKIrk5+cTHR2Ns7OzJGPde++9XHfddWfcZtCgQebHpaWlzJw5k4kTJ3ZxruiNCRMm0NjYSEVFRa89iBwdHS9IEPbz8+PRRx+VRUy2t7fH3d2djIwMWcSUkJAQEhMTaW9vt/hYnREEgSVLllBTU8OaNWtYuXKlUk5wGj/vTSO9oLLLurYBgJ2A0QHUpyrWMDgJGBzEjuyU09psVDa3UNncwpHiMjCCYOzQTkRAVIsIotCRkeJhxMPVic8WLSfRr+deRFVVVdjb2+Pl5SXhO+0djUZDXl6ebCXb8+fPl6w58uP5+dSetI++OSCACedxfLu5uV1yNvQK54cipvRTUlNTrZ7ya0u0tLSQm5vLlClTFHFKIjIyMvDw8LB4U8JLBY1GY24UqLjNSENubi5qtVoWVwKb5cgRuPpqONkboOCKK3D9618Vceo8mTVrFseOHesmpphKT6VsuOrr63vOTVVLSkqYOXMmo0eP5sMPPzyn354jR47g5ORkkZs8QRBwdHTEYDCgUqksfr6Oi4tjy5YttLS0yNLkX06L5M7Y29tz3XXX8cEHH/DJJ5+wYsUKpezxJO0aHW+c1njWzcOJmKGe1Gp1lDY1o9Xqes5O6alnqQiCoWs2iwBgFDC4GDE6iHi6OvHZ4qtJ8O1ZjBRFkQ0bNmAwGLplilmK5ORkjEYjQ2WwuTeVN0pxDKa0tPDGyT5LLioVzyqZ0goSo4gp/RCT24zSM0E6UlJSCAkJkU3ht3WamprIy8tj+vTpijglEenp6fj4+ODv72/tUGyC9vZ2MjMzGT9+vHKMXigFBXD55XBy9rBp7lzy//hHpimlp+fN4sWLefDBBzlx4gSJiYnY29uj1+s5fvw44eHhVik9LS0tZcaMGYSFhfH8889TVVVlfs4kkv/444+Ul5czceJEnJ2d2bp1K3/961+58847LZY9UlVVxfvvv8+tt95q8ZKUESNG8Ntvv3H48GGmTp1q0bFMtLe3s3//fiZOnHjOTTKlwMPDg1tvvZXNmzf3KTFUpVIxfPhw82O5+fzXQ1TWdc2QuHteIlmHtzNq1CgWLLiVd7b/ziub9pifN2en6MHDyZHGdk2HiGKkIyOlh3HcHOxRe6kwqEU+W3Q1cb69n+uzs7MpLCzkhhtukOhdnp3U1FRiYmJkyVpKSkqiqqqK66+//qL2I4oiD2ZnY2oD/H/h4YQoJdIKEqOIKf0MU7NEKVN+L3WqqqqoqqpSxCkJSUlJITw8HA8PD2uHYhM0NjZSWFjIzJkzrR2KzZCWloa/v78stqc2SV0dLFgA5eUAGCZMYOeddzJh+HBFnLoA7j5ZJvXkk092e04QhG4WmnKwadMmsrOzyc7O7tafxNSQ0d7enjfeeIOHHnrI3CzyySef5B4LlnmZMnIzMjIsLqY4OzuTkJBAQUGBrGLKzp07EQSBadOmyTKmCW9vb6655hqgY+JOrVZbveTHzs6OZcuWWWXs6oYWPt54oMu6+PABZBzcxpAhscybNw9BELh18mg+33uU6qZTbi0aD/CoU7H/wdXsysnnnz8lUVzfs2uVqIKHZk9hcmQ4WqOeWB+/XmMSRZGkpCTCwsJkNUu44YYbaGtrk2WsjIwMSXoi/VhTw+a6OgAGOTrykIX7LClcmihiSj9DcZuRFqPRSHJyMjExMYrbjERUVFRQW1vLqFGjrB2KTdDZbUap25WGuro6SkpKmDVrlrVD6Z9oNHDFFZCW1rEcHc2Jp54iwNtbKT29QIxGY5fllpYWtm7dypQpU6yWMblixQpWrFhxxm3mz5/P/Pnz5QnoJGq1mujoaDIyMmSxM1+wYIGsmRpeXl6MGTOGPXv2MGbMGKtZF69fv57a2lquvfbaS7aX3Nvf76FNozMvC8AAXRHxo+K44oorzJkyTvZ23DFtLP/+abt5W4OTQLudkad+3srnB472WPET6evD04vnEBPgi4CAi8PZj7MTJ05QUVHBypUrZROuNRoNjo6OslyD1NTUUF1dfdETnBqjkT9lZ5uXn4uMxFnp36dgAZTC+36ETqcjNTWV+Ph4paGnRBQUFGAwGBS3GYkwiVNDhgyRNT3ZljG5zcTGxlo7FJtAFEWSk5OJjIy02k1Kv8ZohBUrYPvJmwY/P+q++ILi9nbFVlVCUlJSGDhwoFJ62guxsbGUl5fT0NBg8bEcHBwQBIH6+nqLj2Vi6tSpiKLIjh07ZBvzdK666io8PDz46KOPOHHihNXiEEURrVaLVqs1Z0TJQXZRFet3JHdZN314KPNnjO8ipJi4ZtwwvF1OZYyLKmgOhs96EFLsVCpWTx3PD3feyMjQYFwdHM5JSAEIDg5m9uzZsjl5trS08MILL5Ceni7LeJmZmajV6ou+Lt9SV0f2yWbO0z09ucqv92wfBYWLQclM6UdkZWXh5uZGcHB3r3mF80er1ZKens7IkSMVcUoi8vLyEAShixOEwoVjMBhITk4mLi6uT9Ww92dKSkpobW0lOjra2qH0Tx57DNas6Xjs7Iz4448ca25WSk8vgFdffZU777wTJycnXn31VfP65uZmCgoKiImJMd9M33fffdYKs08SFRWFSqWisLBQFhvhzMxMvvzyS/74xz/Kkn3l6urK1KlT+e2335gwYYJVRDV3d3dWrFjBhg0bWLt2LXV1dbKXHUHHROKzzz4LdFhqyzVR88pXOzB2Em+cHOx49NYF+Hn3nJ3hZG/HTRNG8Opve7FzUKFVGempO0pCcABPL57DkIDzv7k3Go3n1UBaCo4cOYIoioSFhckyXk5ODhERERf9d57p7Mzzra187evLy+dhhaygcL4oYko/weQ2M3XqVOUHQSIyMjLw9PTs1bpR4fwwuc2MHTtWcZuRiJycHOzt7WW7iLF19Ho9KSkpxMXFWaWhZ7/njTfgv//teKxSwVdfURgYiC4zUyk9vQBeeuklbrzxRpycnHjppZfM69vb27Gzs2PTpk1AR88URUzpipOTEw899JAsDjvQYUfv7OzMwYMHmTt3rixjTpo0idDQUKtmJ9nZ2bF06VICAgIuqebne07ksS+loMu6a2cN61VIgY4MmhB/T1w8HWjWaLs972Rnx/0zJ3HL+JHYXcA1UnFxMWvXruXmm2/G29v7vF9/IRiNRg4ePEhCQoJsmZzXXXcdra2tZ9/wLKSmpjIjIICHRo1S7psULIpyNdlPSE5OZuDAgVZvBGYrNDU1kZ+fr7jNSEh6ejq+vr6X1AWXJWlrayMzM5OJEycqx6hEZGdn4+zsLElju0uO9evhj388tfzaa+jmzyctKYlhw4Yp2X0XQF5eXrfHeXl55OTkMGvWLEWUPguurq7msg9L/0ba29szYsQIjh49ysyZM2XJFFSpVISHhyOKIqWlpVbrWyIIAhMnTgQ6BIPvvvuOwYMHM8pGb1L1BiMvf7m9y7oBni7cvmxyr6+paGrmiY2/kZSR0+Pz4weF8q9Fswnz8bqwmPR61q1bh7Ozs6z3AdnZ2TQ0NDBmzBjZxrSzs7to84KamhrKy8u57LLLbPIYVehbKGJKP6CyspLq6mpmz55t7VBsAlPPBMVtRjoaGhoUtxmJSUtLIyAggAEDBlg7FJugtbWV7OxsJk+erFxcnS+//w7XXdfRLwXgz3+GP/yBzJQU3NzcLO6oYqs89NBDXZYNBgOFhYX4+/uzceNG83pBEHjhhRfkDq/P097ezttvv83s2bOJj4+3+Hhjxoxh7969pKSkMGLECIuPZ+LEiRP88MMPrFy50upCsMFgwMHBgQ0bNpCamsrixYttrq/P+p3J5JXVdlm3+qopODt2F9BEUeTbI8n8Z/NOmjSabs+7OTrwlznTWD4y4aLOO1u3bqWuro677rpLVpG1urqa0NBQ2YS877//Hjc3N+bMmXNBrxdFke8qK/E6aeOslJ4qyIEipvRxTA09Y2NjcVS80SWhoqKCuro6Ro8ebe1QbAKTOBUREaG4zUhEXV0dpaWlituMhKSmphIcHCxberTNkJMDixaByRLz+uvhmWdobm4mLy9PKT29CI4cOdJl+cCBAxgMBoYOHQqcasSonKt6xsnJCXd3dw4fPiyLmOLj40NcXBw6ne7sG0tIQkIC+/fvZ926ddx1111WLVG0s7NjyZIlxMXF8eOPP/L6668zbdo02WyjLUlFRQWFhYWE+gcQGTKAnJIaRCB6oC8LJ3dvrl1QW8/fN2xhf35Rj/ubFRPB45dfRoDHxV0XFRcXs3fvXmbNmoWfzE1UJ02axIQJE2QZq7m5meTk5AsWUgC+rarijuJiIkWRj/38iJEwPgWF3lDElD5OQUEBRqNRcZuRCJM4NXToUMVtRiLKyspoampi3Lhx1g7FJjBZIUdFRSluMxLROeVX4TyoroYFC6CqqmN5+nT48ENQqUhJSSE0NFQpPb0Itm7dan78zDPP0NrayjfffGPukVRXV8dtt91mEzeqlmLMmDF8//33VFdXy9KUc/ny5bKLhyqViqVLl/LOO++wdevWi7rZlIqoqChWr17N7t27zeKORqNBpVL1u2bpdXV1bN26lRMnTuDr60u5RyQO3o44tDvSotGydGYi6k7ZIHqjkU/2H+GVrXto1+u77W+Aqwt/mz+DBXExkhwrRqORoUOHMmnSpIve1/mQnp5OdHS0bCWchw8fRqVSXVTW1z/y8sDenhxBoPE0u3kFBUuhFOT2YbRaLWlpaSQmJiq10xKRm5trrkNWuHgMBgMpKSkMHTq0311A9VWKi4tpa2tTGnpKhEmcUlJ+z5O2NliyBLKyOpbj4uD778HR0Vx6OmTIEOvGaCOIoshLL73EX/7yly7Npr29vfnXv/6llPicgbi4OFxcXDh48KAs4wmCgFarZc+ePeh7uJG2FP7+/syYMYM9e/ZQXFws27hnwtHRkVmzZpn7qezYsYP//e9/7N69W5IGopZGFEU2btzIa6+9Rl5eHgsXLuTuu+/maF4Zx/PLaDnZRNbD49R5I72iims/WMN/Nu/oUUhZNmwoP/3hFi6Pj71oIUUURYxGI2FhYVx99dWy3gfk5+fz1VdfkWX6/bcwRqORQ4cOkZiYiJOT0wXvp1Tb8Te73MeHBUqJtIJMKJkpfZj09HS8vb0VtxmJ0Gg0ZGRkMG7cOEWckojs7GzFbUZC9Ho9qampxMfHK24zElFYWIhOpyMyMtLaofQfDAa46SbYu7djOTAQNm4Eb29zdt+QIUOU0lOJqKiooKWlpcdMtMrKSpqamqwQVf/Azs6OkSNHkpeXhyiKsmSNNDY2smXLli6NWeVg8uTJeHh4WK0R7dkYPXo0LS0tbN26la1bt5KQkMCUKVMuOmNIpVIRFxdnfnwx6PV60tPTGTJkCHZ2dqhUKmbOnMm4cePM2coDB3hSVFVvfk1JdQNavZ43d/7OO7sPoO8h4yHY050nFs5mWtSgi4qvM/v27SMjI4Obb75Z1gbfoiiSlJREUFAQsbGxsoxZVlZGc3MzY8eOveh92QEvKpNRCjKiXK33URobGykoKGDGjBnWDsVmSEtLw9fXV/aaU1ulra2NrKwsxW1GQrKysnBxcemzF8v9DZ1OR2pqKsOHD1fcZs6Hhx+GtWs7Hru5dQgpJ7P58vPzEUWRwYMHWzFA28EkTs2fP58777yTF154wdyjYN++fTzyyCNceeWVVo6ybzN9+nRZXTt8fX0ZOXIkO3fuZNSoUbKJioIgMGzYMKDD9SkwMLBPZdv5+PiwbNky5syZw5EjRzh06JD55rioqAh7e3sCAgLO++9kZ2fH1VdffcFx6fV68vLyyMjIIC0tjdbWVm688UaioqKYP39+t+0H+nYtXTxaUsb373xOTnVtt20F4KZxI3hg5mTcHKUrHc/Ozmbz5s1MnDhR9nNXRkYGxcXF3HzzzbJ9p0JCQvjTn/4kSWnzfQMHEquUSCvIiCKm9EFMDT0HDRqEu7u7tcOxCerr6ykuLlbcZiQkNTWVwMBAxW1GIlpbW8nJyVHcZiQkMzMTDw8PxW3mfHj55Y5/AGo1fPstjBwJdJSepqenM3r0aCW7TyJyc3NRq9V88sknPProo9x0003mBqd2dnbcfvvtPPfcc1aOsm9jKjGtq6vDy8tLlt/P6dOnc/z4cfbs2SP7dYVWq+W7774jICCAG2+8sc99F11dXZkyZUqXc9m2bdvIzc3F09OTmJgYoqKiCAsLu6iSjt4QRZGamhq8vLyws7Pjq6++Ijs7G29vb4YNG8bo0aPPmC0TMqBDTBEBnStsKcnrcbsIXx/+tWg2o8Oknfyoqanh22+/JSoqSvY+X0ajkaSkJCIiImTr1dje3o6dnZ0kQsoAOzv+rpTxK8iMIqb0QSoqKmT3dbdlOrvNuLq6Wjscm6C2tpaysjLFbUZCUlJSCAkJUdxmJKK5uZnc3FymTZumiFPnynffQWe73nfegXnzzIvp6en4+PgopacS0d7ebi49dXNz44033uC5554jJycHURSJiopSzlnnSHFxMe+//z633367LPbBHh4ejBs3jr179zJ+/HhZm4U7ODiwfPlyPv30UzZt2tRjdkVfoPPv7g033EB+fj6ZmZlkZGRw4MABbrjhBqKjo0lPT6eiogJ/f388PDxwc3PDzc3trBkZOp3OLKSlpqZSWFhIWVkZ5eXlaLVabrvtNsLCwpgxYwZz587F19f3nM4FA309MdiDzh3EHkKwU6m4Y9IYVk8bj6PE5bg6nY4vv/wSd3d3rrzyStmFMkEQmD59uqyTZNu3bycnJ4c//OEPF32u/vugQXgp/fsUZEYRU/oYBoNBcZuRmNLSUpqbmxk/fry1Q7EJFLcZ6amurqayslJxm5GQ5ORkwsLCFLeZc2X3brjxRhDFjuV//ANWrjQ/rZSeSk96ejp+fn5dSk9dXV3NpRwK505ISAheXl4cOHBAFjEFYMqUKURERFjlPDho0CDmz5/Pxo0b8ff3Z9SoUbLHcD6o1WoiIyOJjIxk/vz51NfX4+bWYRlcVVXFvn37aG9vN28/YcIE5s2bR2lpKevWraOyshIAPz8/DAYDzc3NADz22GNAxw25TqcjKCiIqVOnEhwcTGBgIMB5lc3Wt7XzXWoqWq+en48P8ueZxXMZEmiZcnE7OzsmTJjA4MGDLZK1cyZMPYcSEhJkG1On03H06FFGjx4tyaTHLSf/5goKcqKIKX0MU8qv4jYjDSa3mbi4OMVtRiKKiorQaDSK24xEdHabkfviyVapqKigtrZWEafOlYyMDucejaZj+dZb4fHHzU+bjtHBgwcrpacSoZSeSosgCIwZM4atW7cyb948WQQOZ2dnIiMjEUURvV4v+zXGmDFjqKioYO/evf2qL5QgCF0yMKdOncqUKVNobW2lqamJpqYmPDw8gA7HoIEDB5rFlLCwMBwcHHBzc8Pd3d0sAKxateqimraLosgvaVk89fNWalq6OxE5qNXcP3MSKyaMws4C2SJGo5G8vDwiIyOtlpW+b98+SkpKuOqqq2TL5kxOTqa9vZ3Ro0dLsj91H8lC3bt3L+Hh4QQHB1s7FAUZUMSUPkR7ezuZmZmMGzdOSUuXiOzsbBwdHQkNDbV2KDaByW0mMTFRcZuRiIKCAgwGg2z1ybaOqaFnbGys4jZzLlRUwIIFUHuyueLs2R3lPZ3OQeXl5TQ2NjJu3DgrBWlbmMQppfRUWkaOHMnWrVs5cuQIkydPlm3c77//nra2Nm644QZZr90EQeDyyy+nvb0dtVotm5uRJRAEAVdXV1xdXc0ZJQADBgxg3rx5HD58GIC5c+f2mLV9MdcjFU3NPLnxN7Zk5PT4vEoLTyyZxZXjLJOxIYoiGzZs4OjRo9xzzz1W6UPX0NDA9u3bSUhIkO0YEkWRAwcOEB0dbXPlzcuWLWPEiBH8+uuv1g5FQQb6VteqS5y0tLRuKb8KF47JbSYxMbHfXmD0NTIzM3F1dVXUdonQ6XSkpaURHx/fb2YV+zp5eR3NAhW3mXOgpQUWLYKTnxnDhnX0Tel0s2LK7hs6dKiS3ScRpaWltLS0EB0dbe1QbAoXFxdGjRqFXq+XddyEhASys7M5evSorONCh1Wwi4sLra2tvPfee2RnZ8seQ39FFEW+OXyChW980rOQYgT7JnBoAL3GYLEYNm7cyJEjR1i6dKlVhBRRFPnxxx9xcHBg9uzZso1rKuuSwg5ZDg4cOMCiRYvQmDI4e6G+vp7Kyko2bdrEoUOHZIpOwZooYkofob6+npKSEuLj460dis2QmppKUFAQPj4+1g7FJmhpaSE3N1cRpyQkIyMDT0/PLjNxCheORqMhIyODxMTEPudw0efQ6+G66+DgwY7lgQM7LJBPptebUEpPpUWv1yulpxbk8ssvZ/r06bKOGRMTw/Dhw/n1119paGiQdWwTjo6OuLm5sWbNGjIyMqwSQ3+isLaeFZ9+x982bKGph5vjQCdXnOrArr3D/ri4Rvq/qykj5eDBgyxatIjhw4dLPsa5cOTIEXJycli8eLGspcbOzs6sWrWq35SM//zzz/z000989NFHZ9zO9P0TBIGnnnpKhsgUrI1ytdkHMKX8RkZGKim/ElFTU0NZWRlxcXHWDsVmMLnNeHl5WTsUm6CpqYm8vDxZ02ptHZPbjL+/v7VD6duIItx3H2zY0LHs4dEhpJzWqNFUeqoIqNKRk5OjlJ5aGJ1Ox++//47BYJlsgp6YP38+Dg4ObNiwAdHUxFlG1Go111xzDTExMXz99dekpqbKHkN/wGA08sHeQyx+61P25Rd1e97HxZmXrrqcK2OHIhhPrS+pll5M0el0VFZWsnTpUsl6hlwIbW1tjBo1StZMuYqKCoqLixEEod+cW9LT0wH417/+ZbavP9N2oiiybt06Tpw4IUt8CtZDEVP6ACUlJUrKr4SYxKno6GicnZ2tHY5NUFVVRVVVFUOHDrV2KDZDSkoK4eHh5kZ7ChdHQ0MDhYWFsjoR9Fv++194882Ox/b28P33kJjYbbO0tDT8/f3x9fWVOUDbRCk9lYeamhp+/vlnWctunJycWLx4sVXLC9VqNcuXLycuLo61a9fS2NhotVj6IhkV1Vz7wRr+s3kH7T2Ugi1JHMJPq2/l8vhYBvp6dXlOyswUrVZLbW0tDg4O3HbbbYwYMUKyfV8IkydPZtGiRbKO+euvv7J+/XqrCI8XSnJyMtBhw/7FF1/0ul16ero561CtVvP000/LEp+C9ejTYsqzzz7L2LFjcXd3x9/fn2XLlnVLXxRFkccff5zg4GCcnZ2ZMWMGKSkpXbbRaDT88Y9/xNfXF1dXV5YsWUJxcbGcb6VXTCm/8fHxSkNPiSgqKkKr1fab1MG+TueGnorbjDSY3GaGDBli7VBsAlEUSU5OZvDgwWa7TYVe+OIL+MtfTi1/8AHMmtVts7q6OqX0VGJSUlKU0lMZCAwMJDEx0WyXKxfR0dFMmjQJQRAwGo1nf4EFUKlUXHHFFdx44414eHggiqKsGTqWQKVSER0dTXR09AWVb2r1el7dtocr3/2cE6UV3Z4P8nDnneuX8dwVC/Bx6ZiAG+jr2WWbkuoGSW786+rqeP/99/n6668RRdGq5ahHjx5l+/btsjcuzsnJIS8vj1mzZvUbUdloNJKVlQV0lO88+eSTvX6v0tLSzH2bDAYDX3/9tVJ6Z+P0aTFl+/bt3HPPPezbt4/Nmzej1+uZO3cuLS0t5m3++9//8uKLL/Laa69x4D278hMAAQAASURBVMABAgMDmTNnDk1NTeZtHnjgAb7//nvWrFnDrl27aG5uZtGiRX3iBJOdnY2zszMDBw60dig2gU6nIzU1VWnoKSGK24y0mMSpIUOG9OhKoHD+lJWV0djYSGxsrLVD6dts2wYrVpxafvppuOmmbpuZxKnIyEhZLGYvBWpqaigvL1dKT2Vi5syZtLS0sH//ftnH3rlzJ2vWrLHarLtKpTJnyOzYsYNPP/20y3Vzf8POzo4bbriBG2644bwnHY8Wl3HFu5/z+o796HsQuG4cO5wNf7iF6dFdM4oGDugqpjS3a2lobT//4DuRn5/Pu+++i06n48orr7SqkNDQ0MAvv/xCfX29rHGIokhSUhKhoaH96nxdUlJibpgriiK5ubl88803PW6bnJzc5buvUql49tlnZYlTwTr0aTHll19+YcWKFcTHxzN8+HA+/PBDCgsLzd2RRVHk5Zdf5q9//StXXnklCQkJfPzxx7S2tppTsBoaGnj//fd54YUXmD17NiNHjuSzzz7jxIkTbNmyxZpvj9bWVrKzs5WeCRKSmZmJm5ub4jYjEVqtlvT0dBISEpSGnhKRl5eHIAgMGjTI2qHYBCa3GaWh51lISYFly8A0U3/nnfDYYz1uWlJSQmtrq1J6KhFK6an8eHt7M3r0aHbv3m2+CZKLgIAAsrKyrOLuczqDBw+murqad999l4qK7lkZtkqLVsvTv27jug/WkF1V2+35wQO8+XzFNfxjwSzcHLtPagR4u6NWdb0uL76IvilHjhzh008/JTAwkFWrVlm1r1dn95558+bJOnZqaiplZWVcdtll/eq+x9QHxYRKpeKJJ57oloGm0+nIz8/vss5gMPDpp592W69gO/SruhJTl3RTimxeXh7l5eXMnTvXvI2joyPTp09nz5493HXXXRw6dAidTtdlm+DgYBISEtizZ0+vPyQajaaL/ZWp9lSn00mWNpqcnExgYCDu7u6ypqLaKi0tLeTk5DB58mTZrRFtlbS0NNzd3fHx8VGOUQnQarWkpaUxatQoDAZDn8iO6+9kZ2djZ2dHUFCQcoz2RmkpdgsWIJw8hxoXLMDw8ssdjj6nodfrzZlToigqn6kEmEpPw8PD+93nGR0dTUFBQZd1Dz/8MM8884x5ubCwkPvuu49t27bh7OzMddddx3/+85/zyryzxOcybdo0oqOjcXR0lHzfZ6Kzu09YWJhV7G5NhIWFsWrVKtasWcP777/PFVdcYfO9z9oNOgpq6/niwDFOzw1SCwKrJo9l9bTxOJ4hy8VOrSLIx6OLgFJS3UBC+IU573l6ejJ27Fjmzp1r9YmpAwcOkJOTww033CB76fbgwYNZvHixxdzhpLxH60xKSgqCIJgzToxGI+np6axdu5alS5eat8vMzOzxuk4QBJ555hlef/31C46hv507LiX6jZgiiiIPPfQQU6ZMMTcYLC8vBzpmAToTEBBgPvmXl5fj4OCAt7d3t21Mr++JZ599lieeeKLb+k2bNkme9lxSUiLp/i51du3aZe0QbI6ff/7Z2iHYFAcOHLB2CDaHcoz2jF1bG5P/7//wKupwrqiPjGTXLbdg2LTpjK87duwYx44dkyPES4Zff/3V2iGcN62trVx//fVdJqScnJzYuHEj0DHr+uCDD+Lp6cm//vUvmpqaeOWVV8jLy+POO+88r3Gkxs3NzZxdZTAYZC39nT9/PsXFxaxZs4Y77rhDdkGnM56enqxcuZJ169aRnJzc78QUrVbL888/D3QIeWcT6V5P28Hm0nTmDI/g5yPZ5vVxgf48s2QOQwPPLSskZIBnFzHlfJvQVlZWcujQIebPn09ERESfKJUWRZGioiLGjRsne+ahKIq4uLgwatQoi41hiXs0gM2bN6NSqboIJYIg8Mgjj2BnZ2fOsvn99997fL3BYOCDDz5gwoQJFyyuWuI3UkEa+o2Ycu+993L8+PEeb5RPTxU7l2ZKZ9vmscce46GHHjIvNzY2Ehoayty5cy/afUMURXbv3k1gYKDSJFUiqqqqOHz4MDNnzlT6UEiAKIocOHAANzc3pcZfIhobG9m9ezfTpk1TLNAl4tixYxgMBotenPVramtRL1mCKi8PAHHQIFy3bmVeYM+zq21tbWzfvp0JEyYoFugSkZ6eTl1dHRMmTOhXae0mXFxcGD16NDfeeGOPz//yyy8UFxezY8cOc3ltREQEd9xxB5988sk5Xy9Z0nnmu+++w8HBgcWLF1tsjNNxcnLiuuuuY8+ePVbPRACwt7fnqquuMs9uZ2VlYWdnZ1X3ofPhXGfly1ob+Dh7PxqjnjxjDU4unhg1An+cMZGVE0djdx5/i4G+nuzv1Df0XMt8jEYju3fvZvv27Xh7e9PS0tInGqOb7nuuvPJK2fv56HQ63n33XWbPnk1MTIzFxpHiHq0nXnrppW4ZJ6Iokp+fj52dnbnKITU1FbVa3WvW8ZEjR3jxxRfPOl5TUxObN2/mp59+YuPGjdTU1Fz8m1CwGP1CTPnjH//I+vXr2bFjR5dGrYEnLwjLy8sJCgoyr6+srDRnqwQGBqLVaqmrq+uSnVJZWcmkSZN6HdPR0bHHmQR7e/uLrssvKChAr9cTExOjNEmVAFO63ZAhQ5SbVIkoLy+noaGBsWPHKn0oJEAURdLT04mMjFRuUiWirq6O8vJyZs2apRyjPVFWBnPnwkk7R7y9EX7+GfvQ0F5fcuzYMUJCQvDz85MpSNumubmZgoICpk6d2q9F/ueff55nnnmG0NBQrr76ah555BHz+zlw4AAJCQld0vYXLlyIRqPh+PHjzJw5s8d9nl5K3dbWZrH4g4OD2bx5MxMnTpTV5tvX15clS5YAHWXI1r4+EQTB/Hc7evQoqampjBkzhjlz5vTr47MzL6duRWM8Wb6oAm1wM29PuZ5pYeefFXJ6E9qSc8hMqaysZN26dZSVlTFp0iRmzJjRJ5w6tVotn3/+OdOnTyciIkJ2YXf//v3U1NRY/NwixT1aT6SlpfW4Xq1W89RTT7Fw4UIEQSArK6vXz9ZgMPDuu+/yt7/9jYCAAAwGA/v37+fHH3/kxx9/7OZEq9B/sL5cfgZEUeTee+9l7dq1/Pbbb90U9MGDBxMYGMjmzZvN67RaLdu3bzcLJaNHj8be3r7LNmVlZSQnJ59RTLEUOp2OtLQ0xW1GQvLz8zEajX0ihdIWMLnNDB061GYusKxNWVkZTU1NFp2RuZQwNfSMiopS3GZ6IjcXpkw5JaQEBHQ4+ZzBiltxm5GelJQUQkND8fT0PPvGfZT777+fNWvWsHXrVu69915efvllVq9ebX6+vLy8W6m1t7c3Dg4OZy2l9vT0NP8LPYPId7GMHTsWd3d3tm7darExzkRtbS2vvvoqJ06csMr4PbF8+XIWLFjAsWPHePPNN8k7mb3Wn0mrL2dd4fEu666LG3lBQgpAyGn2yOeSmZKbm4tWq2XlypXMnj27Twgpoijy/fffU15ebpUMmba2Nnbt2sWYMWO6tVzoDzQ1NVFZWdnjcwaDgd9//51t27YBHb0wz9SzUaPREBgYiCAI2NnZMXnyZP797393E1LGjRvHU089xZEjRzAajYiiaO4bqtD36NNiyj333MNnn33GF198gbu7O+Xl5ZSXl5tnMARB4IEHHuCZZ57h+++/Jzk5mRUrVuDi4sINN9wAdNSK3n777fzpT38iKSmJI0eOcNNNN5GYmMjs2bNlf0+ZmZm4u7t3yaRRuHBMbjOJiYl9IpXWFsjNzUWlUlmsQdilhsltZujQoUoGhUQUFxfT1tamlEn2RHJyh5CSm9uxPGgQ7NoFw4b1+hKTOBUTEyN7Q0JbpbKykurqaoacQcCyFo8//jiCIJzx38GDBwF48MEHmT59OsOGDeOOO+7grbfe4v333++Sdt7TTOy5lFI3NDSY/xWd7OljCezs7Jg5cyapqandmunKgbe3N0OHDmX9+vV9pkeeIAiMGzeOu+++G09PT3755ZduziT9CVEU+W/y5i4NZ13tHLh3yPQL3ufpmSnldU3oeijfyM3NNbcgGD9+PHfddVeXLHprs23bNtLT07nyyiut4iK0bds2jEYj06ZNk31sKcjIyDjj82q1mr/85S98/fXXXfrhqdXqM4ppoaGhrF69mp9//pm2tjZEUTT/279/P3/7298YMWJEvywPvdSwvmR6Bt58800AZsyY0WX9hx9+yIoVKwB49NFHaWtrY/Xq1dTV1TF+/Hg2bdqEu7u7efuXXnoJOzs7rrnmGtra2rjsssv46KOPZM8MaW5uJjc3l2nTpilfDolIT0/H29u728yYwoXR3t5ORkYG48aNU8QpicjOzsbe3p6wsDBrh2IT6PV6UlNTiY+P7xOzfn2K/fthwQKoq+tYjouDTZsgJOSMLyssLESn0xEZGSlDkLaPKbtvyJAhVm082hv33nsv11133Rm36c26fcKECUDH79qAAQMIDAxk//79Xbapq6tDp9Od8bzcWym1pRg2bBgnTpygrq5O9okCQRBYtGgR1dXVfPXVV6xatarLNao18fHx4dZbb6WlpQWVSkVpaSknTpxg6tSp/Srrb2dFDnsqu2bXrIqZzACnCy+tGnhaZopRFCmvbSLUzwuA0tJSkpKSyM3NJSwsjIkTJ571BlpuUlNT2bFjB7NmzSI2Nlb28Q0GA5WVlcyaNcvqZW4Xyum2yJ0RBMGcnXLttdea148cOZL4+HhiYmKIiYkhNjaWqKioPtE7R0F6+s43vgfOpUGSIAg8/vjjPP74471u4+TkxP/+9z/+97//SRjd+ZOSkkJYWFi/TvntSzQ2NlJQUNBNbFO4cNLT0/Hz81N6JkhEW1sbWVlZTJw4URFQJSIrKwsXFxdCziIQXHJs2QLLlkFLS8fy2LHw889wFucAnU5Hamoqw4cPV0pPJSI/Px9RFPtsc09fX98L7h1y5MgRAHN27cSJE3n66acpKyszr9u0aROOjo6MHj1amoAlQKVScdNNN1ntd9jOzo5rr72Wd999l/Xr1/fa0NcaCIJgvsmrqanh8OHDHDlyhEmTJjFhwoQ+X+5rEI08l7yly7oAJ3dWRE24qP16uDjh7uxIU9up3j7FNQ0M9PVk7dq1JCcn4+vry7XXXktsbGyfPMf7+/szadIkpkyZYpXx1Wo1t9xyi1XGlorMzEyg4zfElL1lZ2dHeHg4CQkJxMTEkJmZyfjx41myZAlxcXF98lhQsBx9WkyxJSorK6mpqeGyyy6zdig2gSiKJCcnM2jQoD4zw9Pfqa+vp7i4uNeGgQrnT2pqKoGBgRdshafQldbWVnJycpg8ebJysdKZtWvh+utBq+1YnjULfvgBzuG3MTMzEw8PD6X0VCJMpaejR4/u99l9e/fuZd++fcycORNPT08OHDjAgw8+yJIlS8yZdnPnziUuLo6bb76Z5557jtraWh5++GFWrVplEVeNi8E0i5yUlERsbKzsGSru7u5cf/31fVqcSExMJCIigp07d7Jjxw5+//13rrnmGqtmVgqCYP5b9fS7/33BMTIbu/a0uD9uJs52HWW1DZp2WvRa/JxdsVedn2A80NeTtKJT+y6qrGPikHC8vLxYsmQJw4cP75Pf84aGBhwdHfH19WXOnDlWiWHXrl0MHDiw1yy3/sKiRYuoq6sjKirKnGUSFhbWpzKQFKyLciTIgCnlNzY2tk+m/PZHTG4zY8aMsXYoNoFJnIqIiOi3qZh9jdraWsrKyhQBVUJSUlIICQnpl03sLMaHH8Idd4Cp38HSpbBmDZxD7xNT6en06dMVcUoi0tPT8fHxsYnSU0dHR7766iueeOIJNBoN4eHhrFq1ikcffdS8jVqt5qeffmL16tVMnjwZZ2dnbrjhBp5//nkrRt47giBQXFxMeno6f/jDH2TvY2USLbVaLQcOHGDSpEl97rvn6urK/PnzmTBhAjt37jRPBmRlZTFgwAB8fHxkjcfe3t5c2n86rXotr6Ru67IuxsOfZeHD+L2kmHeOHGB6ZDh/378ZARjg5IK/ixsBLm4EOLudfOxuXg5wcWOAkwvqkwJJsI9HFzHlcFoW10wb0afP642NjXz88ccEBwezfPlyq8RQUFBAUlIS8+bN6/diyrhx4xg3bpy1w1Dowyhiigz09ZTf/kbnhp59eYanP1FaWkpzczPjx4+3dig2gamhZ3R0NM7OztYOxyaorq6msrKyT1/Eys5LL8FDD51avuUWeP99OMcZs+TkZMLCwvpcBkF/xdZKT0eNGsW+ffvOul1YWBgbNmyQIaKLR6VSsXTpUt566y2SkpKYP3++VeIoLCwkKSmJ2tpaFi1a1OcEFQAvLy8WL14MdJzTfv31V2pqaoiKimLMmDFER0dbPSvjo+x9VLY3dVn3aOJsPjp6hAEuzhwoLcHNtUMwE4Hq9laq21tJre3ZnQVAJQj4ObviIaip0TTRGgYqrYBjuQqtqm9PiDY3N/PJJ59gNBqtYrIBHULhunXrCAsLU64pFS4J+l5umo2h0WhIT08nISHB6icdWyE3Nxe1Wq24zUiEXq8nJSWFuLg4xW1GIoqKitBoNEpDT4lQ3GZOQxTh73/vKqTcd19Hlso5CikVFRXU1tb2SbeZ/ojpGB08eLBSetrHGTBgALNmzWL//v1WcfcBiIqKYsmSJRw+fJhffvnlnHoEWhNBELjrrrtYunQpra2trFmzhldffZXW1larxVTd3sy7mXu6rJviH4GzwZlndm/nwU0/M9jTm125BXAeH69RFKlobSarpYFaVyNaPyPtQR0uPmV1TWd5tfVobW3lk08+QavVcsstt+Dl5WWVOJKSkmhqamLJkiV9UiRUUJAaJTPFwthSym9foL293dzoSfmRloacnBwcHR0JDQ21dig2gcltJjExUamplYiCggIMBgMRERHWDsX6GI0dwsnrr59a98QTHeLKOf4mKqWn0lNeXk5jY6OSDt5PGD9+POnp6WRnZ1ttYmbEiBHo9Xp++uknAObPn9+nr2vs7e0ZMWIEI0aMoKSkxNwMHODLL7/Ez8+P2NhYQkJCJJ081Gq1vPLKKwDcf//95ozk19J20KrXmrcTgD/ETOP+jT9hPClOHass73jSmYu643EV7Ll55mgig/pu/7Ps7GxaW1tZsWKF7KVYJrRaLRkZGVx22WWy9orrz7beCv0f5UrfgjQ2NlJYWKg09JSQtLQ0/Pz8LtiJQKErJreZvli33V/JzMzE1dWV4OBga4diE+h0OtLS0hgxYoTiNqPTwYoV8MUXp9a98kqHuHIe5OV1WIgqpafS0Ln0VMnu6x+Y3H2s/fcaM2YMgiDQ2trar87BISEhZkc1vV6Ps7MzR44cYffu3bi6uhIdHc28efMkyyQ8PQMmp6mar/MPdVm3LGw4Hx46RmlT1+yR1aPHcceoMVS0NVPe0kR+dSU1ujbqDTrSigrJr61CY6+mRSXS2y15XEAAD18+XZL3IjVarRYHBweGDRtm9dJiBwcHq/QiOnz4sKzjKSh0RhFTLETnlF/FV1wa6urqKCkpUcQpCUlNTSUoKMhqsxi2RktLC7m5uUyZMqVfXRj3ZTIyMvD09CQwMNDaoViXtja4+mo4OYuNWt1R1nPzzee1G41GQ0ZGBmPGjFFKTyVCKT3tn9jb2yOKIsePH8fLy8tqf7/OFtK5ubkMGjSoX3037ezsWLZsGUajkeLiYjIyMiguLjZnvX399deoVCqCgoIIDg4mKCjookWWF5KTMHQqjXJS2zHYLpB/Z+/qst2EkFCWh4RxePceysrKKC0tpa2tjcmTJzN79lxaElvQarV4e3tjMBqp1bRR0dpMZWszFW1NVLQ2U9HaTJi710XFaynq6+v55JNPmDJlCqNGjbKqkHLo0CGioqLw9PSUdVyNRsPu3btlHVNBoTOKmGIhlJRfaTG5zURGRipuMxJRU1OjuM1ITEpKCgMHDrRarbKt0dTURF5enuI209AAS5bAjh0dy46O8PXXHevOk/T0dAYMGIC/v7/EQV6aKKWn0lJVVSV7Q+RDhw7R3NzM3XffbdWm9vX19Xz++ecMGTKEZcuWWT1r5nxRqVSEhYV1s1H29vamuLiYzMxMdDodACtXriQ0NJS0tDRqampwd3fH3d0dNzc3PD09z1h+eLC6gKSyjC7rZrgP5sXdXfuneDg48OLcBaTs28/x48cJCgpi3LhxBAcHm2N0dXU1X1OqVSr8nF3xc3aFAX2/NL+qqorPP/8clUpl9RLY/Px8NmzYwPz582VvOrt37140Go2sYyoodEYRUyyAwWAgOTlZSfmVkJKSElpbW4mOjrZ2KDaB4jYjPVVVVVRVVSnilIQkJycTHh5+abvNVFXB/PlgSmN2c4P16+ECMvQaGhqU0lOJSUtLw9/fXyk9lYjy8nJZG3cLgsDSpUt5++23+eGHH7j66qutJop5eXlx9dVXs3btWj788EOuu+46m/jtmzNnDtDR16KmpobS0lJzH8HCwkKOHj1Ke3u7eftp06Yxc+ZM8vLy+P7777v8Pf732v/4PqgNOmkt3g4u7E0tRXtak9n/Gz2eIDd3/GfOtJqzjaXIyMhg7dq1eHl5ceONN1r1OGlsbOS7774jPDxc9gnklpYW9u7d2yW7S0FBbhQxxQLk5ORgb2+vpPxKRGe3GaWhpzQUFhai1WqJioqydig2QeeGnorbjDRUVFRQV1d3aV8kFRXBnDmQcXIWdsAA+OUXGDPmvHdlyu6LiIhQSk8lwlR6OmvWLGuHYjMkJibKPuaAAQO48sor+eqrr9ixYwfTp1uvN8aQIUNYuXIla9as4Z133uHmm2+2GQMDlUqFn58ffn5+5nXz5s1j3rx56HQ6mpubaWpqMv8+eXh4MGrUKHQ6HXv2dGSd6IaGUNWW2WW/kfaB7BEruqy7KXE4147puLG3tV5boiiyd+9eIiIiWLZsmVWbiOt0OtasWYNKpWL58uWyC5HV1dW4ubkxceJEWcdVUOhM/ynK7CeYUn4TEhKUlF+JyM7OxtnZmYEDB1o7FJvA1NAzPj7e5i4yrIXiNiMtJnFqyJAhVk27tyqZmTB58ikhJSSko8znAoQUgLKyMpqamoiJiZEwyEuXzqWnJkcThYtHq9Vy+PBh2a2ChwwZwowZM8jOzsZgMMg69ukEBgayatUqoqOjL5mSUXt7e7y9vQkLCzP3cBswYAAzZswwi1sGATbRVTTxd3RnT2Z5l3WxA3z565S+2Sz2YtDpdFRXVyMIAtdffz3XXHON1d3YysrKqK+v57rrrrOKSB8eHs69996r/AYrWBVFTJGY1NRUAgIClJRfiWhtbSU7O1sRpyQkMzMTNzc3xW1GIrRaLenp6SQkJPSrpoF9mby8PARBYNCgQdYOxTocOQJTpnRkpgBERcGuXRAXd0G7U9xmpEcpPZUWk3hSVlbGjz/+yKFDh87yCumZNm0at956a5+YZHB1dWXp0qU4OjpSW1tLUlLSJWv/KggCwcHBVAz2oKStoctzDdUiHabIHTiq7Xhl3kKc7Gzrd66xsZEPP/yQL7/8EqPRiKOjY5+4Jg4LC+P+++8nKChI1nFFUWTnzp20tLT0ic9B4dJGufKXkLq6OkpLS4mPj7d2KDZDamoqwcHBituMRDQ3N5Obm0tiYqJyApKIjIwMvLy8bCYV29poNJpLW5zauRNmzOjolQIwbFjHuosQlkylp6c3hlS4MJTSU+kpOikchoeHM3LkSDZv3kxDQ8NZXiUtgiBgZ2dHZWUlH330ES0tLbKO3xslJSXs3r2bL774gra2NmuHIzv29vZcc+tNHPHSdVmvFtXoT9OX/jZ1OrEDbGsys6ioiHfeeYeWlhaWL1/eJ86LmZmZbNiwAYPBYJXsmMOHD/Pbb79RXl5+9o0VFCyM9b+RNoKpoaeS8isdNTU1lJeXM3ToUGuHYjOkpKQQGhoqu3WdrdLY2Eh+fr6SOSUhaWlp+Pr6XppuMxs3wty50NjYsTxpEmzfDhdhC93W1kZmZqYioEqIUnoqLTqdjoyMU+4sc+fOxdHRkQ0bNshe7gPg4OBAVVUV33zzjdVLfqCjj8zNN99MaWkp7733HlUmofUS4q2MnTTo2rusa9eAzkHHiOCO38e5EVHcmDDcGuFZjBMnTvDxxx/j4+PDnXfeKXsGSE9UVVXx3Xff0dLSYhVhp6GhgU2bNjFixAhZm1UrKPSGIqZIRHFxMW1tbUrKr0SYxKmYmBjFbUYiKisrqa6uVsQpiRBFkZSUFAYNGoS7u7u1w7EJGhoaKCoqujSz+778EpYuBZOrxfz5sGkTXGTPhLS0NAIDAxkwYMDFx6hgLj1VxCnpMJWemnBycmLRokVkZ2dTUFAgezxeXl5ce+21FBUV8fPPP8s+fk8MHjyYO+64A7VazSeffIJer7d2SLJR1FLHpzkHuqwz6AVEowq9aKTJvoX/mzKdf8+aa3PfSS8vL0aMGMGtt95qtnC2Jm1tbXz55Zd4eXmxbNky2T9vURT56aefcHBwYN68ebKOraDQG4qYIgF6vZ7U1FTi4+OVlF+JKCwsRKfTKaqzRHR2m7F2wzJboaKigvr6emJjY60dik1gElAvSbeZN9+EG28E0w3SNdfAunVwkRfPptLTuAvstaLQHVPpqbe3t7VDsQlMpaenH6MxMTGsWrXKan2TwsLCWLhwIYcOHeLAgQNnf4EM+Pj4cMcdd3DNNddgZ2dHe3s7tbW11g7L4ryYnITOeCpDSBTBoDvV18bHyYVlQ4bibSMTb6mpqXz11VcYjUZCQ0NZtGhRn+jjYzQa+fbbb2lvb+e6666zyrVkRUUF2dnZLFq0SHFOVOgzKGKKBGRlZeHi4kJISIi1Q7EJFLcZ6cnPz8doNCpuMxKhuM1IT1lZGc3NzZeW24wowjPPwOrVHY8B7rwTvvgCLvK4MolTUVFRSumpRJhKTxVxSjpSUlIICwvrsfQ0ODgYURTJz8+3SrnPqFGjmDZtWhcrX2vj4OBAaGgoALt27eLNN99k3759Vvl85OBITREbS1K7rDPqVSAKqAWBh0dM58vZN+DnbP2sjYultbWVb7/9lm+++QbouBbuS4iiiI+PD1dffbXVxOTAwED++Mc/9ulJLFEU+fjjjy/J/kaXKoqYcpG0traSk5Oj9EyQkMzMTNzd3ftEbagtYHKbSUxM7BONy2yB3Nxc1Gr1/7N33vFN1P8ffyXpnnRBFx3QPVhlz7KRJSKoDAVkqAjIcIETBy4Uf4qoX0GGbEGmIHvKKlCgTZOudO+dpiNJL/f7I1xopYXSftpL0s/z8eiDXHLNvRKuyd37Xq/3G97e3nxLMQoYhkFsbGzbmjbDssDbbwPvvffgvnfeAX75BSBQROaip35+fs1+Lkrd6Cm9IkoGLnoaFBTU4Drp6enYunUr4uLiGlynJRk6dCh8fHzAMAzkXC8jPWHw4MHo3r07Tpw4gS1bthilS+VmUXqdZa0rRQhvm3bYN/olvB7WHyIjOK6RSqX46aefIJPJMHnyZL0Ye1wbhUIBkUiEcePGwdfXlxcNcXFxYBhG712B9+7dw+zZs/Htt9/yLYXSShj+JxDPiMViavklCGf5pcUpckilUjg4ONBpM4Sorq5GfHx825020wIkJSXBzMys7UybYRhg/nxg7doH9335pfaHwOcejZ6Sh0ZPyVLb3feok0Zvb28EBwfj+PHjqKysbEWFdTl16hR+//33Vp8w9CjMzMwwduxYzJo1C+Xl5fjll1+gUCj4lkWU+QEDsLnvdAhqtJ+LjFqIKZ264Oi4l9HN2Z1ndeRQKBTw8vLCwoUL9a4fU2xsLP7v//4POTk5vGmIi4vDn3/+ieTkZN40XLhwATt27HjsejKZDADw1VdfoaSkpKVlUfQAeibQDAoLC5GXl0ctvwR5lOWX8uTI5XKkpaUhLCyMbylGg1QqhYuLi15Zvw2ZqqoqJCYmokuXLnp1ANliKJXA888DmzZplwUC4Ndfta4UQtDoKVnUajXi4uIQFhZGo6eE4KI7jbnKPXbsWDAMg3/++acVlNVP//79IRAIsHXrVpSXl/Omoz58fHzw6quvYtKkSbCxsYFGo0FeXh7fsojR09kLQ1NYoFKIL3uMwzf9x8PGVH9cG02BZVncu3cPZ86cAQBERETgueee07t+YRKJBH/99RdCQ0Ph2oypcs2hsrISx44dQ1BQEK9DPr7//nvMmTMH6enpj1wvJSUFQqEQlZWV+Oabb1pJHYVPaDGliXCW38DAQGr5JUR+fj6KiooeafmlNB6WZREbG0unzRCktLQUmZmZbXPaTAsRFxcHV1dXODo68i2l5amoACZOBPbv1y6bmmqn+CxYQGwTXPRU365uGjIJCQmws7Pj7WTC2OCip41199nY2GDMmDGIiYnh7cq0nZ0dZs2aBYZhsG3bNlRUVPCioyHMzMx0F/ZiY2Pxyy+/4K+//jKaK+Ou1Symyhg87WPY370syyIxMRG//vorDhw4gOLiYmg0GggEAr37vE5MTMS+ffsQEhKCiRMn8qKPm97DMAzGjh3L63uUlJQEtVqNTz755JHrpaamQiQSQaPRYN26dUZV2KTUDy2mNJG0tDQwDEMbehJCo9HoilP6lBM1ZHJzc1FWVqbXjboMCa441alTJ70YUWgMFBcXIycnp20Up0pKgJEjteOOAcDSEjh8WOtSIYhYLIaHhwfaNXOkMkULFz2lxSlySKVSODo6PlH0tEuXLpg8eTJv/RoA7Zjal156CdXV1YiOjuZNx+MIDQ3F+PHjkZKSgvXr1+PYsWNGEf8xNfAeuxqNBn/88Qd27twJCwsLzJ07F1OnTtXLuDDnBPP398czzzzDm8bk5GTExcVhwoQJvF8UTE1NBQBs3rwZiYmJDa4nk8l0zYPVajXWrFnTGvIoPKJ/f8EGAJ02Q56UlBQA4PVAyZhgGAZisRjBwcF02gwhsrOzoVAoeLWZGhOcu8/f3x+WRjLSskFycoAhQ4CrV7XL9vbAqVPAmDFEN1NYWIj8/HwEBwcTfd62TGxsLLy8vGBnZ8e3FKOAi54+aQFVIBDomqjn5OSAYZjH/1IL4OTkhAULFmDAgAEAtCfI+oZIJEJERASWLFmCoUOH8uroIYFAINBFaw2xoFlQUACGYSAUCtGpUydMnz4ds2bNgqenJ9/S6oVlWYhEIsyaNQtTpkzh9Tync+fOmDNnDu/tFEpLS3UFSaFQiA8//LDBdWsXWhiGwYYNG5CRkdHiGin8QYspTSA+Pp5afgmiVCoRHx9Pp80QhE6bIUtNTQ3EYjFCQkLazrSZFiYjIwNKpdL4G3qmpACDBgExMdrl9u2BCxeA+ydjpKDTZsiTl5eH4uJiWpwiBLeP+vr6Nvkqc2VlJTZv3ozTp08TVtd4bG1tIRAIkJCQgN9++01vXR+mpqYYOHAglixZgvDwcADAsWPHcPXqVdTU1PCsrvGYmppi4cKFWLhwoUF9/5aWluLQoUP4+eefcffuXQDAwIED4e/vr7dFocTERGzZsgVKpRJ2dna8NTBXqVRISEiAQCDQi8b0nCsF0B4P7tmzB7GxsQ+tx7LsQz1VWJbFp59+2tISKTxCz1yfkPLycqSkpFDLL0E4y2/79u35lmIUVFdXIyEhge6jBElOToa5uTk6duzItxSjgGvoafTTZsRibdGEuyrs7Q1cvgx07Up8UzR6Spba02baqrvv/Pnzul4O//2JiorSrVff47/88stDz5ebmwu5XN6s6KmVlRWGDh2Ka9euISEhocnPQwIHBwcoFAps2bJF78Ym18bS0hJCoRAsy0Kj0eDUqVP48ccf8e+///I6IclYKSwsxJEjR7B+/XokJiZizJgx6NoCn/mkkUql2L17NywtLXl33R87dgz79u3Tm95EnHueQygU4r333ntovcLCQlRXV9e5j2EY/P777wbtDqM8GlpMeUKkUim8vb2p5ZcQcrkc6enpdNoMQSQSCVxcXODs7My3FN4Qp8bjna0rUKZo/tQFbtoMLU6RIzExETY2NnB3N57Rlg9x/ToweLA24gMAwcHaQkoLxMRo9JQ83MGzj48Pv0J4pH///sjJyanzM2/ePPj4+KBnz5511t28eXOd9WbNmlXncYZhEBsbi+Dg4Ga7C/r27YuAgAAcPHiQ1yKGi4sL5syZA7VajS1btqC0tJQ3LY1BIBBg/PjxWLhwIXx9fXHu3Dn88MMPuv4OlKZTU1Ojm/KUl5eHxMREDBkyBEuWLEHv3r31/nM5NjYWe/fuRVBQEKZOncrrRY67d+/i7t27GD9+vN70p+Mm9HAwDIPDhw/XKSpz6zXEo6JBFMOGFlOekJKSEjpthhC1Lb/6Ng7OUCkpKUFWVlbbaOj5CL78+118nfodOn5vjw93PHz14EmIi4uDm5tb25g20wpUVFRAJpMhLCzMeItTt28DI0YAxcXa5Z49gYsXgRbKyMfHx8Pe3p5GTwlBo6dazMzM4OrqqvtxcnLC4cOH8fLLLz/0t9uuXbs66/63D5JMJoOJiQmR6KlAIMDTTz8NU1NTnOQaOvOEo6Mj5syZAwA4dOgQr1oai7OzMyZNmoTly5dj8uTJMDU1hVqtxrZt23D79m29K66o1Wps2LABGzZs0DttpaWlOH36NNatW4fjx48DAIKDg7F06VIMGjTIIFxtRUVF+OuvvxAeHo5nn32W18JPXl4e/v77b3Tr1g1dunThTcd/4Sb01EYkEmHVqlV17muomMIwDHbt2gWxWPzE287OzsZ3332HV1555Yl/l9I6GLG/umXw9/c3iA9HQyAnJwdyuRy9e/fmW4pRwE2b6dy5s95U8/lAo9HgvFx7UFPOsIjw7tfk5yoqKkJOTg6GDx9OSl6bRywWw9PT03inzRQWAs88A3B9FCIjgUOHgBZyM3LR0yFDhhhvcaqVkUqlcHJyotHT/3D48GEUFhZi9uzZDz22aNEizJs3D76+vpg7dy4WLFigK0RVV1cjPj4effv21e2jSqUSSqVS9/tP6jCxsrLCtGnTeJ/wAWgLSbNnz9Y1o2UYRu+dCID2PQwICACgdWCampriyJEjOHnyJLp164aePXvqhcOVZVkUFBTobusDRUVFOHnyJBISEmBubq57vwAYTAGWey+dnJwwY8YM+Pr68q79/PnzcHJywlNPPcWrjv9Se0IPB8MwOH36NC5duoRBgwYBeFB0qa9Btkgkwvvvv48DBw7Uuw2lUonjx49jx44d2LdvH/kXQWkxaDHlCaENPcnATZuhDT3JkZWVhcrKyjY/beaPszuQqdIepPuZ2+DpgeOb9DxtatpMK1FQUICCggLjLU7V1AAvvABwDej69AGOHdOOQW4hYmNjafSUIGVlZcjIyEBkZCTfUvSOTZs2YfTo0Q/1jvr0008xfPhwWFpa4syZM1ixYgUKCwvx/vvvA9C6+zp06FDnxPyLL77A6tWrm6WHc2IpFIomTQgiCff3p1KpsHnzZnTt2hV9+vQxmAKnnZ0dpk2bhpKSEty6dQvR0dHIysrC3LlzodFoUFhYaLDTdEhQU1ODtLQ0VFZWIjw8HBYWFqioqMCECRMQFhZmcBdZlUol9u/fD19fX/Tr109vGsFPnjwZ1dXVevd+NjQKWSQS4d1338Xly5chEAiQkpLS4N9ITU0NDh48iFu3bsHU1BQ7duzAjh07kJWV9chtDxs2DDNmzIC/vz8GDx7c7NdCIQ8tpjwhfFdtjYXk5GSYmprqRZduY6D2tBmjbujZCLbc+Vp3e2i7SU1+nvT0dKjVavj5+RFQRdFoNIiJiUFgYKDxTptZuRI4c0Z7u0MHYP/+Fi2k5OXloaSkBBERES22jbYE5+4z9ujpxx9//NhCRlRUVJ2+KJmZmThx4gT27t370Lpc0QQAunXrBgD45JNP8P7776OkpATZ2dkYNmxYnd9ZuXIlli9frluWy+VNbvB969YtXLhwAZaWlrw3YDYxMYGvry9OnDiBvLw8jBs3zqC+kx0cHDBixAhERkbqeoBkZmZi8+bNaNeuHQIDAxEYGAgvLy+DcN80B6VSCalUioSEBCQlJUGlUsHDwwPh4eGwtrbGvHnz+JbYJIqLi7Fr1y6Ul5frjTP84sWLCA4OhouLi95dYK1vQg8HwzC4cuUKTp48idGjRyM5Ofmxk7L+22+Kw8fHBzNmzMD06dMfGgWtVCpx+PDhpr0ASotjOJ/wFKOhqqoKCQkJdSy/lOaRlJQES0tLeLZQTwZDoVhegqhqbSbVXAismrSmSc/DNfTs0qWL0R8wthZpaWnQaDS8n+y0GHv2AGvXam+bmAB//gl4eLTY5ui0GfLk5OTo1QlGS7Fo0SK88MILj1znv413N2/eDCcnJ0ycOPGxz9+3b1/I5XLk5uYiISEBnTt3hpWVVZ11zM3NYW5u/sTa62PQoEHIzMzEn3/+ifnz5/Pa30ooFGLUqFHo0KEDjhw5gqKiIjz33HMGV5wzMTGBg4MDAMDd3R0zZsxAfHw8JBIJrl+/Dg8PD10xQalUEvu/5JuioiJUVFTAy8sLcrkcBw8ehIeHBwYMGIDAwECDj/7JZDL8+eefumKQPsS4bt68iXPnzsHW1hYuLi58y3mI+ib01EYoFOLtt9+GUCisM7Kd60UEaPs8dezYERqNBpmZmZg2bRpmzJiBUaNGNap4xEVPKfoJLaZQWh2JRPKQ5ZfSdCorK5GUlIT+/fu3+eLUmr8+RgWjzQH3sOgEH9emXelMSEiAjY0N3NzcSMprs6hUKkilUnTv3t043X337gEvv/xg+fvvgfsZ6paCsxO35WkzJOGipySmzeg7zs7OT/T9y7IsNm/ejJdeeqlR7010dLQuBlFVVdXi0VOhUIhnn30WGzduxK5duzBv3jzeT+67du0KJycn7N27F5mZmQY9uMDExAR+fn7w8/PD2LFjkZubqxupXFRUhJ9++gkuLi5wc3ODm5sb3N3d4enpaRDHIyUlJbh37x5ycnKQnZ2N8vJyuLm5YcGCBXB2dsaKFSsMrhDWECzL4urVq/D09MSzzz6rFw7R1NRUHD9+HL1790b37t35llMvj5rQA2gvbNy7dw+jRo3S3Tdo0CBdE93w8HCEhoY2eT/ioqc9evRo0u9TWh5aTKG0Kg1ZfilNJy4uDu7u7nTaDIDjuTt0t6d2XtSk51AoFEhJScGgQYMM4mDQEIiPj0e7du3QoUMHvqWQp7hY23D2/skFZs0CFi5s0U1y9vPevXsbZ3GKB2j0tGHOnj2LlJQUzJ0796HHjhw5gtzcXPTr1w+WlpY4d+4c3nvvPcybNw9JSUmtFj21sLDACy+8gM2bNyMrK0svHHCenp5YtGgRzMzMwLIsMjMzmxxl0hcEAkGdiwxWVlYYP348srOzkZ2djdjYWFhaWmLFihUAgNOnT8PW1hbu7u5wdXXlrVCpUCh0BZOcnBz4+vqiT58+kMvluHbtGtzd3dGlSxd07NhRt+8IBAKjKKTU1NSgpKQELi4umDJlCkxNTfXie6OwsBB79+6Ft7d3nUKEvpGamgpAuz+YmJjo3CYmJiYICAhAjx49IJPJ0Lt3b8yYMQMRERHEjh3bSvTU0KHFFEqrwTX09PPze8jyS2kaRUVFyM3NNd6Gnk/A5ZirkCiLAAAdTE2weOKSJj2PWCxGx44dYW9vT1Jem0UulyM1NRWRkZHGV5xiGGDGDEAm0y5HRAA//wy08OuUSCRwdnbWS0u0IcJFT/v162d8+ygBNm3ahP79+yM4OPihx0xNTbFhwwYsX75cF+P75JNPMGzYMJSUlLRq9NTZ2RlLliyBubm5blIJ3/+fXAQvMTERu3btwsCBAzFs2DDedZHC0tISPXr00F01ZxgGZWVlALRX7FNTU5Gbm6ubbmJlZYV58+bBwcEBd+7cQVFREWxtbWFrawsbGxs4OTk9dHwoEAh038cNvW8ZGRkoLS1FeXk5ysvLoVAoMGDAALi6uuLcuXO4ePGiTq+bm5vOleHl5YW3337baP4//otCocDevXshl8uxePFi3h1btamoqICTkxOmTp2q13FqV1dXdO7cGQEBAejWrRvCw8PRpUsXBAQEtHhxsHb0tKqqqkW3RWk6tJhCaTUyMzNRVVVFG3oSgitOBQQE0GkzAL47+z64oYkDrAfDxOTJv5zz8/NRWFiIESNGkBXXRuGuqvj4+OjFCFPifPQR8M8/2tvOzsBff7Vow1lAa/nNzMyk02YIIpFI4OrqSjPpDbBz584GHxszZgzGjBlT577KykqcPXsWAwYMaPWTVO5k8cSJE7r+JfqAv78/RowYgdOnT6OgoACTJk3Si5gFaUQikc4lKxQKMW/ePDAMg/z8fOTm5qK8vBzW1tYAtA20JRIJysvLdWOlR4wYgQEDBiAuLg5//fUXhEKh7kRbIBDg22+/hUajgUajgUAgwHvvvQcAOHr0KPLz82FmZqYrzKhUKgBAcHAwOnToADc3N7Rr167OPmmsRRQAyM7Oxp49e6DRaPD888/rTcFCqVTC1NQU3t7eePnll/X+/2Dw4MFISkpq9e3+N3pKiyn6Cy2mUFqFmpoaxMXFITQ01KA62+sz3LQZfRlpxyc1DIPLFdorTwIASyM/e+LnqN3QU5+u3hgyeXl5KCsra7B7vUHz11/A559rb4tEwN69QAtHRLgCKrX8koNGT8kjFovh7u6ua2DKBw4ODvjnn39gY2OD/v3786aDQyAQYMCAAXBxccFff/2FDRs2YM6cOby+R62FSCTS9VOpzejRozF69GiwLIuqqiqUl5frXCmurq4YNWqUrnDCFVu44opQKKwTVZk5cybMzc3rbcbt6uqqG6PdVrh58yaOHz8OV1dXPP/887rR3XyjVquxc+dOXTNrfS+k8ElSUhKNnhoI9KyW0iokJibCysoKHi043aItQafN1GX9kR9RoNaOowu1cMSgrv2e+DlSU1PBsix8fX1Jy2uTGPW0mbg4bW8Ujq+/BoYObfHN5uTkQKFQoE+fPi2+rbYAjZ6Sp7CwEHl5eby7+/r06YOKigqcOnUK1tbW6Nq1K696OAICAvDaa6/hxo0buugKwzBt+ntcIBDAysqqzt+go6PjE03VMkrnYxPQaDQQCoVwc3PDoEGDMGjQIL3ZtzQaDf766y9kZ2fz/vmg71RVVSExMZFGTw0E/jsQUYyeyspKJCcnIywsjH4oECIhIQG2trZ02sx99iT8qLs9qv30J/59btpMWFiYXjRmMwZkMhlEIhG8vb35lkKWsjJtw1mFQrs8bRqwbFmLb5ZhGMTGxiIkJMTop820FjR6ShYu1hcQEKAXEZahQ4eie/fuOHz4MDIyMviWo8Pe3h4jR46EUChEeno6fvzxRyQmJvItS29Rq9X47bff8Ntvv+maf1LqwjAMzp07h82bN0Oj0cDDwwORkZF6U0hhWRZ///034uPjMXXqVINvxNzSxMXF0eipAUGdKZQWRywWw8PDo03YWVsDhUIBmUyGwYMH0+IUgLS8TEQrtQ1AbUQCrJr8yRM/h1QqhaOjo3FOm+GB6upqxMfHG9+0GY0GePFFICFBu9ylC7BxY4s3nAW0ll9zc3N6EEoIGj0lT1paml5FTwUCAcaPHw8XFxe4u7vzLade7O3t4ezsjJ07d6Jbt24YPXq0XhSi9AmWZZGdna27TalLTk4ODh48iMLCQgwaNEgv3yOJRILbt2/j6aefRkBAAN9y9Jri4mLk5OTQwRIGhBEd5VL0kcLCQuTn59c7BYDSNGJjY+Hl5UWnzdxnzaFVUGrj1OhlEQon+ycr2snlcqSlpSE0NLQF1LVNJBIJXFxcjG/azGefAUeOaG87OAAHDgCtEA/hLL/h4eG0gEoIGj0lCxc9DQsL05ur4YC2x0a/fv0gEomQmZmpG3OqL9jb22PGjBmYMGEC4uLisGHDBuTk5PAti2Ig/Pvvv9i4cSMEAgHmz5+vV26U2gQHB2P27Nno1q0b31L0mtrRUzpYwnCgxRRKi1F72gy90kKG/Px8FBcXIygoiG8pesPpogO627O6vP1Ev8vZ0n19fWnmmhClpaXIysoyvuLU0aPa6T2A1omyaxfQqVOrbDouLg5ubm66KRmU5sFFT2lxihzx8fGws7PT60afV65cwc6dO5GWlsa3lDoIBAL06NEDCxcuhK+vr87Fq48OA4p+wO0bNjY2GDRoEObPn693f3ssy+LcuXNISEiAQCAwvshvC5CRkQGlUkmjpwYGLaZQWoy0tDQwDINOrXTCYexoNBrExMQgMDCQTpu5z+Grf0Om0vau8DKzwMzhM57o93Nzc1FWVobAwMCWkNfm4AqonTp10o2/NAoSEoAZtfatNWuA0aNbZdOc5TckJKRVttcW4KKn7dq141uKUVBeXo6UlBS9L04988wz8PT0xI4dO/TOoQJoXSrPPPMMLCwsIJfL8csvvyAhIYEWVSg61Go1zp07hyP3HZJdu3bVSzcKy7I4ffo0Ll68iOLiYr7lGAQ0emq40GIKpUXgLL+hoaF69yFvqKSkpAAAnTZTiw1XH/RHGWw7BiJR4z/SGIaBWCxGcHAwbehJiOzsbFRUVMDf359vKeQoL9c2nJXLtctTpgDvvNMqm+aKU/7+/tTySwgaPSWPWCyGl5eX3oxfbQhTU1NMmzYNHTt2xI4dO3TfqfqKra0tdu3ahT/++ANZWVl8y6HwiEajwe3bt7F+/XpcvnwZdnZ2eltkY1kWJ0+exJUrVzBmzBj07duXb0kGQUJCAqytrfW2vxOlYWgxhdIixMfHw97eXu9sh4aKUqlEfHw8wsPDjauhZzOorK7C9aqbAAATAfDO2DVP9PtGO22GJ2pqaiAWi41r2gzLAnPmaEchA0BICPD7763ScBagll/S0OgpefLy8lBcXGwwxSmuoBIcHKzXBUo7OzvMmDEDzz//PBQKBTZu3Ih///2Xb1kUHmAYBv/73/9w5MgRdOzYEQsXLkRkZKTeusAuXbqEa9eu4amnnkKfPn34lmMQVFRUQCaT6b27j1I/1EdEIQ5n+R0yZAj9UCAEN22mffv2fEvRG74+8AVKa7SdZ7uauyOsU+MP5qurq5GQkIA+ffrQfZQQRjlt5quvgP37tbft7YGDB4FW6q2jVqsRFxeH8PBw6u4jBI2ekkWj0SA2NhZBQUEwMzPjW06jMTExweTJkwFo/85kMpleRj0FAgGCgoIQEBCAe/fuwc3NDYDWAWhjY6P3TiCSWLVCo299Iy0tDR4eHjAxMUFERAQ8PDwMwrUQHh4Oe3t7dO3alW8pBgONnho2tJhCIY5YLIa3t3eb+qJvSeRyOdLT0zF06FC+pegVh9I36m5P6DjviX5XIpGgffv2cHZ2Ji2rTVJVVYWkpCT079/feIpTJ04Aq1Y9WN6+HWjF+FJiYiJsbGwM4uDZEOCip926daPFKUJwMRkfHx9+hTSDu3fv4u+//8bw4cMxYMAAvfz8EgqFdaagnDhxAtnZ2ejduzcGDhyo1w4bEpiZmeGtt97iW0arkZubizNnziApKQmTJk1C165d0atXL75lPZLq6mqcPn0aI0aMgIODg66JMuXxFBQUoKCggI5CNmBoMYVCFM7y26NHD76lGAWcLd3X1xc2NjZ8y9EbYmRixCi14yMdTYR4+9mVjf7dkpISZGVlYdiwYS0lr80hFouNa9qMTAZMm6aN+QDA6tXA+PGttnnO8jtw4EC9PLkzRGj0lCxKpRJSqRS9evUy6OhpREQEFAoFzpw5A4VCgdGjR+v939z06dNx5coVXL16Fbdv38aAAQPQt29f2rTSwCkpKcHZs2cRGxsLJycnTJ061SDic+Xl5dixYwfKysrQo0cPegHgCeDcfYGBgTR6asDQT14KMQzV8qvP5OTkQC6Xo3fv3nxL0Su+PLYKzP3z3L6WvWBp3rgvIW4UcufOndukbbglKCoqQm5urvFcVamo0DacLSnRLk+cCLz/fqtKEIvF8PT0pJZfQtDoKXmkUimcnZ0NPnoqEAgQGRkJa2trHDt2DBUVFZg8ebJe7yfm5uYYOnQoevXqhYsXL+L27du6Jp8Mw1DnlYGh0WggFAqRk5ODtLQ0jB8/Ht27dzeIImVRURG2b98OhmEwZ84cg/88aG1o9NQ4oMUUCjFSUlIgEAgM2vKrT3DTZoyqoScBGEaDC+UndMuv9v2o0b+blZWFyspK45o2wyNGN22GZYH584F797TLAQHAtm1AKx7UcpbfESNGtNo2jZ3Y2FgaPSVIWVmZ0UVPe/XqBWtra+Tn5+t1IaU2NjY2GDt2LGpqamBiYoLS0lL89ttv6NKlC3r16mU0TkG1Wo0dO3YAAGbMmGEUx0Msy0ImkyEqKgoCgQDPP/88goOD4e/vbzCvT6lUYsuWLbCwsMDs2bNhb2/PtyS94MqVK/joo49w+PDhRx4XqVQqSKVSgymcURqGFlMoRDAWy68+kZycDFNTU3h5efEtRa/YduYPZKmUAIAAc1tM6P9Uo36v9rQZaocmQ3p6OtRqtfFMm1m3Dti1S3vbxkbbcLYVDxA1Gg1iYmIQGBgIc3PzVtuuMZOXl4eSkhJERETwLcUo4Nx9nTp1MrroaUhICEJCQgAA9+7dg7u7u0H01eK+z0xMTNCtWzdER0fj2rVr6Ny5M/r06WPwFw9YlkVaWprutiGjVCpx+/Zt3Lx5E8XFxWjfvr3OeSwQCAymkMKyLMzNzTFq1Cjq9P0PFy9exOnTp/H9999j5cqGI+hc9LRDhw6tqI7SEtCzXgoRjMXyqy9UVVUhISGBjkmrhy13v9bdHuYwudG/l5SUBEtLS3h6eraErDYH19AzNDTUOGzlZ88Cb7/9YHnrVqCV8+ppaWnQaDTU8ksIGj0lT05ODsrLyxEQEMC3lBaDYRhcuXIFGzduRGJiIt9yGo2NjQ1GjhyJZcuWYdKkSaiuroZYLAag/bxWKBQ8K2y7lJeXA9DuWxcuXICHhwfmzJmDV1991aAKvRqNBidOnMClS5cAaCf36EMhRaPRtPg2vvzyS+zbt++x62VnZwMAPvvsMxQUFNS7Tnl5OVJTUxEWFkaP8Y0AWkyhNBvO8hsaGsq3FKNBIpGgQ4cOcHJy4luKXlFYVoyb1XEAAAshsGrSmkb9XmVlJZKSkmhxiiAJCQmwsbHRjes0aNLTgeefBxhGu/zee8DkxhfqSMBZfsPCwqi7jxA0ekoWLnoaHBzcYlfQ9eGEXyQSYc6cOfD29sbOnTvx77//GpQjwtTUFF27dsW8efMw/n7j7NjYWKxbtw779+9Henq6Qb0eQ0WtVuPOnTv47bffsGHDBqjValhZWWH58uWYPHkyvLy8DOp4pKqqCjt37sT169f1yjnJMEyrfGf++OOPmDdvHkpLSx+5XnZ2NgQCAZRKJVavXv3Q45y7z8fHh0ZPjQR6xEZpFlzPBGO0/PJFSUkJsrOzaXGqHj7/60NU3r8AEWHRGR07NK5rfFxcHNzd3em4PkIoFArIZDLjKE5VVWkLJ4WF2uUxY7TTe1qZ+Ph4tGvXjlp+CcFFT8PDw2lxihCtET3du3cvlEpliz1/YzE3N8cLL7yAgQMH4vTp07hy5QrfkpoEFwEKCgrCiBEjkJ2djc2bN+OXX35BQkICz+qME5ZlcfLkSXz33Xc4dOgQrKysMGnSJJ2D0xBdcoWFhdi4cSOysrIwc+ZM9OnTh29JALRR4x9//BFFRUUtuh2WZZGfn4+ysjKsWfPoi3hcsZJhmHr/zvLy8lBaWorAwMCWlExpRegRBqVZ5OTkQKFQGLXltzXhilN+fn56YZ3UN07k7dLdfs5/SaN+h5s2w2XhKc1HLBbDy8vL8BvOsSzw2mvArVva5U6dgJ07gVaOLcnlcmr5JYxEIoGzszNcXFz4lmIUtFb0tLS0FHv27EFNTU2LbaOxCAQCDB8+HM899xy6d+8OoHXiBC2BpaUl+vXrh0WLFmHmzJlwdHREdXU1ACA1NRVnz55FVlYWdaw0Ac5VePz4cbAsC4FAgKKiInTv3h2LFy/GjBkzEBgYaNBF3YsXL0IkEmH+/Pl6E0PNz8/Hrl274ODg0OLHIkVFRbrPpO+//17Xw6c+srKydLcFAgHerhUf1mg0+OCDD5Cenm6QRTVK/dAujJQm0xqW37ZGZmYmqqqqjKehJ0Eu3vsXEmUxAMDVzAQLx7/+2N/hilMBAQGwsGjc+GTKo8nPz0dhYaFxTJvZsEHbGwUArKy0DWdb2b1U2/Jra2vbqts2VsrKypCZmWlU02b4Ji4uDq6uri0ePZ0yZQqio6N1E2r0geD7vZMUCgW2bNmCoUOHGqxzVCAQoHPnzujcubPuvuLiYty8eROXLl2CjY0NAgIC0K1bN3Ts2JFHpfqNRqNBdHQ04uPjIZPJwDAMnJ2doVAoYGtri2nTpvEtsdnU1NSgsLAQrq6uGDduHADoTbynrKwM27dvh729PZ5//nmoVKoW3R7XBwXQ/t+vXLkSO3fufGg9zsHCUVNTg0OHDuHy5csYOHAgZDIZNm7ciI0bN+LFF1+kF02NBMMtk1J4JykpiU6bIUhNTQ3i4uIQGhqqNweR+sS6cx/obg+wioSJyePdA9y0mdoHjpSmU7uhp74cVDWZS5eApUsfLP/+OxAe3uoy8vLyUFZWRi2/hOAKqL6+vrC2tuZbjlFQXFyMnJycVnH3eXl5YebMmbCwsEBlZaVeOSVMTEzg6uqKffv24e+//9YL9wwJevTogTfffBOzZ89GeHg4UlNTkZ6eDkA7qv327du897IxNTXl9aIdy7LIzc1FVFQUAG1R6sqVK1CpVBg+fDgWLVqE119/3WgK4kVFRdi0aRN27tyJmpoamJub6813Psuy2Lt3L0QiEWbMmNEqF8pqF1MYhsGuXbtwi3O01qK2g4VDJBJh6dKlqK6uRnx8PH766ScAMKjGw5RHQ8/YKE2iqqoKiYmJ6NevH7WlEyIxMRFWVlbw8PDgW4reoa6pwb8V2u7xQgDLh3/++N+5P22mS5cuxjFtRg9ITU0Fy7Lw9fXlW0rzyMoCpk4FuIOeN9/UNqBtZei0GfJw0VN9yfQbOpxzqjWjpwKBANXV1fjll18QFhaGkSNH6sVxhoWFBZ599ln4+PjgxIkTyMjIwJQpUwxifPLjEAqF8Pb2hre3N0aOHKkrYqWmpuriK25ubnB3d0dgYGCrjls2MzPDqlWrWm17HDU1Nbh+/TpycnKQkZEBuVwOc3NzhIWFwdLSEgsXLjTKY4t79+7h6NGjsLOzw/Tp0/Xu4p5AIMDYsWNhYWHRasWr2sUUQFsgWb58Oc6fP1/ns+m/6wHa4sutW7fwww8/IDIyEuPGjcPrr78OqVSKjIwM6gAzAqgzhdIkWsvy21aorKxEcnIy7ZnQAD8dXY8CtfbE18PMHGG+j79CmpCQAFtbW+OYNqMHGM20mbIyYNIkIC9Puzx8OPDFF7xIkclkEIlEdNoMIRiGQWxsLEJCQmj0tBF8/vnn6N+/P6ysrNCuXbt617l+/TrefvttREREwNnZGUuWLHnIUh8TE4MhQ4bA0tISHh4e+OSTT5rtKLGwsMCAAQNw9epVnDlzRm8cKgKBAD179sS8efMAoMXjBXwgEAh0n/G9evXCihUr8PTTT6N9+/ZIT09HamoqAK2r7rfffsPRo0dx69Yt5OTkgOEmohkQVVVVkMlk+Pfff7Fv3z7d+FuRSIRr166hvLwcISEhmDlzJt566y1YWlrqHjc2zp8/jwMHDiAkJAQLFiyAq6sr35J0VFVV4cyZM2AYBh4eHq16/pGdnV2nqMQwDC5evIhjx449tF59CAQCrF27Vhfhv379OgA0ytnPsizOnj2LL3g6TqE8Hv0qN1IMAs7yO3z4cL6lGA1isRgeHh502kwDJBXF6W5nqJQI+D8HPN9hHr556QeY1XPSxE2bGTJkCC1OEUIqlcLR0dGwp80UFwOjRj1oOOvtDezeDfBw5Y2z/Pbu3Zvuo4RISkqCubk5vdLXSFQqFaZOnYp+/fph06ZNDz2uVCoxbdo0uLu74/LlyygqKsKsWbPAsix+/PFHANrmySNHjsTQoUMRFRWFhIQEzJ49G9bW1lixYkWz9PXp0wcajQYnT56EUCjE0KFD9eZvpUOHDnjllVcgEAjAMAxOnz6Nfv36GeWoU2tra3Tr1g3dunUDAF1hSygUwsXFBenp6bh9+zZYloWLiwsWLlwIALh79y5sbW1hY2MDW1tbWFhY8Pb/p9FoUFFRgfLycpSXl8Pa2hqenp5IS0vDli1bAGijRG5ubroTXIFAgOXLl+vNPteSqNVqmJqaIjg4GO3atdP9X+sL1dXV2L59O0pKStC9e3c4Ojq26va5cce1EQqFWLZsGUaPHq0rtDRUTGFZFgUFBdi6dSuWLVuG3r176x67evUq+vXrp1vvxo0b+Pnnn7GV6+dG0XtoMYXyRNSeNsNV5ynNo7CwEPn5+bQ49Qg+fe4b3Pj5BKKqtDnuPHUNfsj8BQfXbsEc7zfxwfOrIRI9cEvExsbCy8vLKA9s+UAulyMtLQ2RkZF8S2k6BQXAiBHAvXvaZWdn4MgR7b88IJFI4OLiQqfNEIKLnvbv379NnPyQYPX9EeDcyeR/2bJlC9LT03H58mVd/PTbb7/F7Nmz8fnnn8POzg47duxAdXU1tmzZootAJCQk4LvvviNyItqvXz9oNBqcP38e3bt316sLDtxrKy4uRmxsLKKjozF69Gh069bNqPdB7rW5uLhg0qRJALSFuby8PN2EoKqqKhw6dKiOo0gkEuGNN96Ara0trl27hpKSkjrFlg4dOsDGxgYMw4BhGAiFQgiFQjAMgz///BMAMHXqVAiFQmg0Gmg0Gl0fj9zcXJSWlkKhUOgKJn369EGHDh1w6dIlnDt3ro6WsLAweHp6wtXVFc888wzc3Nzg5OT0kOvSmP8fAW2R4uTJk8jOzsb8+fPRoUMHvbtgUl1djT/++APFxcV46aWXWr2QAmiHQ6jV6jr3aTQaJCYm4vfff8eCBQsAPHCwNNRP6eOPP8bs2bPh4OCArKwseHh46L6zGnLfCQQCvPbaa5g5cyb69+9P9oVRiECLKZQnIiMjA0qlkk6bIQSdNtM4HGztcePtNPx+YivWRi/XTfVJV1VjdeJn2PnN/2FR0OdYMmkx8vPzUVxcTItThKjd0NNgm+vl5GjjPBKJdtnVFThzBuBpXHZpaSmysrLotBmCxMXFwc3NjZcDbWOkoqIC586dQ3BwcJ0+XqNHj4ZSqcStW7cwdOhQXL16FUOGDKnTnHL06NFYuXIlUlNTG+yvpFQqoVQqdctyubxBLQMGDEBoaCjatWunO+HQp5Nczo1x8uRJHD58GLGxsZgwYUKD0SljxMzMrI4jzNLSEqtWrdIVNrgiB9d3hxsHX15ejqqqKgDA2LFj0atXL8TExODQoUP1bmfNmjW62yKRCO+//z4A4ODBg8jLy4NAINAVZ7jn7dSpE6ysrGBra6sr3nDNqc3NzdGlSxfyb4gBkJCQgKNHj0KpVGLkyJF6Gd9VqVTYtm0bSktL8dJLL/EW2+YaMtfHqlWrMH36dNjY2NTrYKmNXC6v9zuqdiFl9uzZePXVVx9yrT7qM5LCL7SYQmk0arUacXFxCA8P17uGVIZKWloaGIZBp06d+JZiELw8ehZeHj0L3+z/Bj8nrEaKqgIAkKgsxxt3l2Bj/Kd4tt1izBwxXW86zxs6ubm5kMvldWypBkVGBjBsGJCUpF329NQWUgICeJHDFac6depEp80QgkZPySMWi6FSqeDu7l7nfgcHB5iZmSE3NxeA9vPhvz1/uCvbubm5DRZTvvjiC50zpjFwhZTDhw/D0tJSb5rSclhaWuLpp59GaGgojhw5goyMjDZVTKkPExMTODg41OsmGjVqlO52TU0NFAqF7jvb29sbzz77rM59olKpcPz4cQDAU089BTMzMwiFwjo9S5577jmYmZnBysrqoaKAh4cHbez/H/755x9cv34dfn5+GD9+POzt7fmWVC+mpqbo3LkzQkNDee3f0lB8BwBKSkqwdu1afPzxx8jKynrIwQJoX0d990+dOhXTpk3DpEmT9OrzjPJk0DNiSqNJTEyEtbX1QwdXlKbBTZvp1q2bUTYya0neevYtLGdW4IOdK7E183tk328CGFNdgJjcD3Fs/0asjtyEMb1H8KzUsOEaegYHBxtmQ8+UFG0h5X7DRPj4AGfPAjxOI8rOzkZFRYUuI01pHlxxyt/fn0ZPobWRP65IERUVhZ49ezb4eEFBAQoKCuDg4ICKioqHHmdZts6B/39PAhrjHlm5ciWWL1+uW5bL5Y/tdSMQCODm5objx49DpVJh7Nixenc13c/PD6+//rru8/LSpUsICQmhzfofgYmJSZ3C038LMLWLKd26dat38hl1pDWOmpoamJiYwMvLC25ubujSpYtensTL5XLk5eXB39+f9yI5wzAoKipq8HGNRoPVq1fj999/R0ZGRp3HTE1N0bVrVwwcOBC9evVCz5494efnp3efW5TmQYsplEZRUVEBmUyGgQMH6uUHryESHx8Pe3t7veqWbkiIREKsefErfKj6BCu2LsSegq0oUmsnCdyoSsf4f0ZiwIUgfD3uD/QJafjEgdIwMpkMJiYm8Pb25lvKk5OYqC2kZGZql/38tI6URnTPbylqamogFosREhJC3X2EoNHTuixatAgvvPDCI9d51PQoblx3QEAAPDw8cPPmzTqPl5SUQK1W69wnrq6uOpcKR35+PgA8sveCubl5k9yDvXv3hqmpKY4cOYLKykpMnjxZ7/6WuJP9qqoqREdH4+LFixg6dCj69u1LT6IovKBQKHDs2DEIhUJMmTIFITxFXBtDQUEBtm/fDlNTU3Tq1In3i435+fnQaDT1Pla7PwpXSAkKCsI777wDKysr+Pj4GK6rl9Jo9OsbiKK3cNNm2rptlRTl5eVISUmh02YIYGFmjp/mb8ILV1/Gusuf4IzyFOQMC4YFLlZKMWR/Lww93hvrpuxAkDc94Wos3LSZvn37Gt4+Ghen7ZHCneQFBWkLKTy76ui0GbLUjp7yfcCtLzg7O8O5GU2Va0dP+/Xrh88//xw5OTm6XgUnT56Eubk5IiIiAGgbxK5atQoqlUpXRDh58iTc3d1bbOR39+7dYWVlhX379iEqKkpvXV6WlpZ49dVXce7cOZw6dQp3797FyJEjaeGP0mqoVCpcv34d//77L0QiEcaOHcu3pEeSkZGBXbt2wdbWFjNmzNCLz3Uu4iMUCsGyLFiWhUgkQkhICPr164eePXsiKCgIERERup5ARUVFuHr1KsLDw/mUTmklaDGF8lg4yy/fVjtjQiwWw9vbm06bIURZWRlKC4ux7bX9KKmUY/HOmThZfg5VGkCpAf5R3MClP/wxxnYEfpixHe7O+tWtXh+Ji4tDhw4dmnVixgv37mmn9hQUaJfDw4HTp4H27XmVVVVVhaSkJDpthiCJiYmwsbGh0dMmkp6ejuLiYqSnp4NhGERFReH69esYM2YMRCIRRo0ahZCQELz44ov45ptvUFxcjDfffBPz58/XfXdNnz4dq1evxuzZs7Fq1SokJiZizZo1+PDDD1t0Pw8MDMT8+fN1n08ajUYvXR9mZmYYPXo0wsLCcOrUKaSlpcHPz++hqBSFQpqamhps2LAB5eXl6NmzJ4YMGaI72ddHZDIZdu3aBXd3d7zwwgt6E9t0d3fH4MGD0alTJ11Up0uXLg0OjaDR07YHLaZQHgln+Q0MDKTTZgiRl5eH4uJi9OjRg28pRgHLsoiNjUWnTp1gY2MDGxsbHFx6FrEpUiz/aybOV9yCmgUqGGB/6Wmc+dUdTztMxv+99DvsbQx0Ok0LU1JSguzsbAwbNoxvKU/GrVvAqFFAsXbaE3r0AE6eBPSgX4FYLKbTZghCo6fN58MPP8TWrVt1y5wd/ezZs/Dz84NIJMLff/+NhQsXYsCAAbC0tMT06dOxdu1a3e/Y29vj1KlTeP3119GzZ084ODhg+fLldfqhNAauz8qTTKywsLCAQqFAWloa/vnnH0ydOlVv/75sbW3xzDPPQKPRQC6X49KlS8jNzUVkZCQdj/4YVCqVbuSyXC6vt2cKRQvLsoiPj4efnx9MTEzQu3dveHh4wMHBATU1NXo9EcbU1FTXI0WtVtfbsLUhuNfV0Hjh5uDm5oYLFy40ev2MjAyoVCrqQGtDCNiW2POMELlcDnt7e5SVlbUpN0FKSgqSk5MxbNgwvbzqY2hoNBqcO3cOvr6+dIIPIbKzs3Hv3j0MHz683iapl2Ou4d1/ZuFqZQJqp17bm5rghQ4v4+sXf4Q5PTjTwbIsLl26BBcXFwQHB/Mtp/FcvQqMGQNwB4t9+wLHjwN6EE3kLL/Dhw+nV6oIcePGDZiZmaFbt258SzEKysvLcf78eQwZMoSXY5zMzEwaf6NQKM0iIyMDnp6evG1frVbjzJkz6NKlC3HHZFs9DzUEqDOF0iAqlQpSqRTdu3enhRRCpKSkQCAQtFiWvK3BMAzEYvEjp80MDO+Ly+HxOHz1GFZfXIDb1VkAgHx1DX7I/B8OfLsVs71W4KMXPoVIRPfzrKwsVFVVwd/fn28pjefiRWDcOECh0C4PGgT8/Tdgy7/ziFp+ycNFT0eMoNO6SMC5+/iMnrq7uyMjIwO2trZ1nEbclJ+MjAyDOoEoKyvD1atXMXDgQNjY2DTruQz1PSAJ9x4cOXIEgwcP5lsOL5DcD/KUSnS/eRMVGg0EAC51747wZu6nrUFD7wHLsigvL+c98pmQkAAbGxtdjylK24AWUygNEh8fj3bt2j2yIz+l8SiVSkilUvTq1YsWpwiRnJwMU1NTeDViQsvEfmMxsV8mtpzchm9uL0OcUhsFyVAp8WnSGuz65gcsCvoMb0x6o6Vl6y0GOW3m9Glg4kSgqkq7PHw4cOgQYG3Nr677pKenQ61WU8svITQaDWJiYhAYGNikaTCUh8nLy0NJSYmuqSwfCIXCR15RtrOzM5hCAldADQ0NJXpyZ0jvAWlKSkoAAD179myz7wEHif1gqVSKivvF/Vfc3THAwPpO1fce2Nvb86RGi0KhgEwmw+DBg2n0tI1Bz+go9SKXy5GamorQ0FD6oUAIqVQKZ2dntOe5EaaxUFVVhYSEBISHhz/RPjp71EsQv1uEteFr4Wv24IQ7SanA0rtL0eUrF+w4s6slJOs9iYmJsLS05NUm+0QcOwaMH/+gkDJ2LHDkiN4UUtRqNSQSCUJDQ/ViKoExkJaWBo1GQ2OShOD6ogUFBdFeFITIyclBeXk5AgIC+JZiFLAsi7i4OADQ6waqhkKUXI7N9yfd2YtE+IQ6pYkgFovRsWNH3os6lNaHFlMoD8FZfn18fNr8FQBSlJWVIT09HaGhoXxLMRokEglcXV3h1MTmoismr0Di23Ks6vwOPGqdRMRUF2Lm5eno/bUXjl07QUqu3lNZWYnk5OQnLk7xxsGDwKRJgFKpXZ40CfjrL0CPojQJCQmwtbWlll9CcNHTsLAw6u4jhEwmg1AopNFTQjQmekp5MrjoKaX5sCyLN5KSdMsf+/jAhRZRm01+fj4KCwsNq88chRj0aITyEHl5eSgrK0NgYCDfUowCzvLLTZuhNB9u2kxISEiznkckEuLzmV8ieUU5XveYB2fTB+6BqKoMTDgxBkO+CcY1cVRzJes9YrEY7u7ucHBw4FvK49mzB5gyBeC6/T/3HLB3L6BHsQ+FQoGUlBSEhYUZRnHKAKDRU7IolUrEx8cjPDxcb4tT5ubm+Oijjwwm0vUk0dPGYmjvAUm46GnXrl3b7HvAQWI/uK1Q4Mb9Ju1BlpZ43cODlLxWQR//Fmq7+/RJF6X1oNN8Gklb6aKs0Whw9uxZdO7cGb6+vnzLMQoeN22G8mRw02bat2+PoKAgos9dWi7Hkm1zcLj0AMpqHnw0mgmAodY98f2UXQjyNr7eF4WFhbh27RpGjBih/yPQt20D5swBNPdnM734IvD774Ce9Xi5fv06LCws0LVrV76lGAVyuRwXLlxAZGQkbPWgsbAxcOfOHSiVSvTp04dvKUZBVVUVzpw5g379+jXZMUmpi0QiQWFhIR2BTgi1Wo3fz57FLgcHvNu5M8bQ/bTZyGQyyGSyFp962lbOQw0R/bwUQeENmUwGkUgEb29vvqUYBQzDIDY2llp+CZKZmYmqqqoWaejZztYO217fj9gFWXim3TBY3v+EVLHACcVN9PzDH8/+3whkFeQS3zZfcLG+gIAA/S+k/PYbMHv2g0LKvHnAli16V0jhLL+ki31tldrRU1pIIUNpaSkyMzMRFhbGtxSjIS4urlnRU0pduOgpdfeRIyEhAWE2NjjbsyctpBCAi57qs7uP0vLQ/3mKjurqasTHx9M8OkGSkpJgZmZG1PLblqmpqUFcXBxCQ0NbdNqMp4sb/nrjDG6+GI+RNhEwvX8cV8EAf5WeQdj/PDDrpykoU5S3mIbWIi0tDWq1Gp07d+ZbyqNZvx5YsADgzJSLFgG//gro2WcVtfySh0ZPycIVp3x9fWGtJ82aDZ3i4mLk5OTQvmgEMajoqQFQO3pKj/HJIJVK4eDgQKOnbRz610TRIZVK4eLiAhcXF76lGAVVVVVITEw0nIaeBkBiYiKsrKzg0Uo53xCfAJxccRPnn72OgVaBug/M0hoNthXuR8APjli8cQGUKlWr6CGNwUybWbsWWLz4wfKbbwI//KB3hRQASE1NBcuyNCZJCDpthjzZ2dlQKBR02gwhuOKUn58fLPWoAbYhU1hYiLy8vGb3RaNoOVRYiOjYWDpthiByuRxpaWnU3UehxRSKFs7yS6+qkINafsnC57SZ/qG9cektKQ6NPoYIiwdjg/PVNVif9Rv8v7XDhztWgWE0raqrucTHx8POzk6/p8189hnw1lsPlt9/H/j6a0APC5R02gx5uOgpnTZDBm7aTEhICI2eEiIzMxPV1dUtEj1ti3DFqcDAQP2PnhoAl0pLMSk2Fs9XViKdOiiIUNvdR6OnFHq0R6kzbYZafslALb/kEYvF8PDwQLt27XjTML7vU7j5Tga2DtiOUIsHRbIMlRKfJn2BoG/s8f2B73nT9ySUl5cjJSVFf51TLKstnHzwwYP7Pv1U+6OPeqF19zk6OlLLLyFqR0/1ch81QJKSkmBubo6OHTvyLeUhPv/8c/Tv3x9WVlYNfs6np6djwoQJsLa2hrOzM5YsWQLVf5yBMTExGDJkCCwtLeHh4YFPPvkELTVrgZs201LRUx8fHwgEgjo/7777bp11GvOeGBJpaWmoqalBp06dAAAbNmyAr68vLCwsEBERgUuXLvGssOX4+OOPH/r/dnV11T3Osiw+/vhjuLu7w9LSEpGRkRCLxQ0+H1NrFHKOUIhcjf5d8Ll48SImTJgAd3d3CAQCHDx4sM7jjXnNSqUSixcvhrOzM6ytrTFx4kRkZma2mObc3NwGo6eJiYlITU1tsW1T9A9aTKEgOzsbFRUV8Pf351uKUcAVp/z9/anllxCFhYXIz89HcHAw31IAAC+NmIHYdwrxbZdv0cn8QQEySanAsnvLEP6VM7ad2sGjwscjFovh5eWln13hWVbrRvn88wf3rV2rLa7oKZzllxZQySGRSGj0lCD6Hj1VqVSYOnUqXnvttXofZxgG48aNQ0VFBS5fvozdu3dj//79WLFihW4duVyOkSNHwt3dHVFRUfjxxx+xdu1afPfddy2iOSEhAdbW1nB3d2+R5weATz75BDk5Obqf92t9DjbmPTEk/hs93bNnD5YuXYr33nsP0dHRGDRoEJ566imkp6fzLbXFCA0NrfP/HRMTo3vs66+/xnfffYf169cjKioKrq6uGDlyJMrL6+/ftiU3F9EKBQCgm7U1XtZDF2pFRQW6du2K9evX1/t4Y17z0qVLceDAAezevRuXL1+GQqHA+PHjwTAMcb2cu6+hwRKvvfYahg4dCqVSSXzbFD2FpTSKsrIyFgBbVlbGtxSiqNVq9sSJE2xaWhrfUoyGtLQ09sSJE6xareZbilGg0WjYs2fPsgkJCXxLqZeaGoZ97493WY815iw+Rp2fnl95skevHudb4kPk5uayf//9N1tdXc23lIdhGJZ9/XWW1ZZUtD/r1/Ot6pFoNBr28uXLbExMDN9SjIaSkhL2yJEjrEKh4FuK0XDz5k325s2bfMt4LJs3b2bt7e0fuv/YsWOsUChks7KydPft2rWLNTc31x2bbdiwgbW3t6/z2fbFF1+w7u7urEajIapToVCwR44cYUtKSog+b228vb3ZdevWNfh4Y94TQyImJoa9fPmy7v+qd+/e7KuvvlpnnaCgIPbdd9/lQ16L89FHH7Fdu3at9zGNRsO6urqyX375pe6+6upq1t7env3ll18eWr9UrWbbX77M4tw5FufOsRdacD8lBQD2wIEDuuXGvObS0lLW1NSU3b17t26drKwsVigUsv/88w9xjQkJCezZs2cb/DwJDQ1lAbCfffYZ0e0a63moMUCdKW2c5ORkvbX8GiJqtbpVps20JdLS0sAwjM7yq2+IREJ8NvMLJK+QY5HHfLiYPmjkerMqExNPPIXB3wThqjiKR5UP4Bp6BgYG6t+0GY0GeOUV4KeftMsCAfC//wGvv86vrseQm5sLuVxOp80QgqXRU+Jw0VNDbuh59epVhIWF1XGBjB49GkqlErdu3dKtM2TIkDqfbaNHj0Z2djZx631rRU+/+uorODk5oVu3bvj888/rRHga854YCv+NnqpUKty6dQujRo2qs96oUaNw5coVnlS2PImJiXB3d4evry9eeOEFyGQyAEBKSgpyc3PrvB/m5uYYMmRIve/HZ2lpyFerAQBTXVwwmMeIdFNpzGu+desW1Gp1nXXc3d0RFhZGbD9Rq9UYOXIkzp8/j4SEhEe6+0pKSgAAn376KY37tBFoMaUNo++WX0MkMTGxxS2/bQmDmTYDwNzMDD/O+x8SFhfjRZdnYWei/ZvSALhUGY/I/b0x5tteiEtN4FVnSkoKAOjftJmaGmD2bGDjRu2yUAhs3QrMn8+rrMfBMAxiY2MbtPxSnhwuekqnzZCBNZLoaW5u7kP9iBwcHGBmZobc3NwG1+GWuXVIUFBQgIKCghaPnr7xxhvYvXs3zp07h0WLFuH777/HwoULdY835j0xFMRiMby9vXXR08LCQjAMU+//p6G9tsbSp08fbNu2DSdOnMBvv/2G3Nxc9O/fH0VFRbrX3Jj3I6GyEv93v2eIhUCAr/X0YtTjaMxrzs3NhZmZ2UMjtEnuJ3l5eTh9+jRmz54NR0dHODs7N7iuXC4HoO2n9MYbbxDZPkW/ocWUNoxYLIabmxscHR35lmIUVFRUQCaT0eIUQeLj42Fvb1+nAZu+087WDtsW7oN4QRaeaTccVvdrQCoWOKG4iV7bAzH5++HIzM9pdW1KpRJSqRTh4eH6NW1GrQZmzAD++EO7LBIBu3YBL77Ir65GIJPJYGJiAm9vb76lGAUt3dCzLZKRkQGlUsnLtJn6Gmr+9+fmzZuNfr76vltZlq1z/3/XYe83nyX1vVzb3deUaTNP8p4sW7YMQ4YMQZcuXTBv3jz88ssv2LRpE4qKinTP15j3RN/Jy8tDcXExgoKCHnqsvv9PQ3ptT8JTTz2FZ599FuHh4RgxYgT+/vtvAMDWrVt16zTm/ViRlAT1/f3+LS8v+BhwERVo2j5Acj8pLS0FoHVKX7hwocH1GIaB4n6PGoZhcPjwYRw/fpyIBor+okdH05TWhKtyG7LlV98Qi8Xw9PTkddqMMcFZfg11koenixv+euM0ombGY5RNT5jefwmVDHCg7CzCfvPArJ+eRWm5vNU0SaVSODs7o3379q22zceiVAJTpwJ792qXTU2BffuA557jV1cj4KbN0AIqOZKSkmBhYQFPT8/Hr0x5LLWjp3y4+xYtWgSJRPLIn7CwsEY9l6ur60NXmktKSqBWq3VXrutbJz8/H8DDV7ebSnOjp815T/r27QtA+3cCNO490Xe44lRQUBDMzMx09zs7O0MkEtX7/2kor625WFtbIzw8HImJibqLSo97P/4pKsLR4mIAgIeZGd7x8mo9wYRpzGt2dXWFSqXSxWvqW6e5FN9/PwFtfCc7O7ve9crKyuosC4VCvPbaa6iuriaig6Kf0GJKG8RYLL/6BGf5re+qCqVpxMbG1rH8GiohPgE4sSIKF6bcwCCrIN2HblkNi22FfyHgR0cs3jgfyhYeZVlWVob09HT9mjZTVQU88wxw6JB22dwcOHgQmDSJT1WNJi4uDh06dHik5ZfSeKqqqpCUlGSwBVR9JCEhATY2NrxFT52dnREUFPTIn8a6O/r164fY2Fjk5Dxw9Z08eRLm5uaIiIjQrXPx4sU6fUVOnjwJd3d3+Pj4NPv1qFQqSKVShIWFNdnd15z3JDo6GgDgdn8qS2PeE30nJSUFAoHgof8fMzMzRERE4NSpU3XuP3XqFPr379+KCvlDqVRCIpHAzc0Nvr6+cHV1rfN+qFQqXLhwoc77kVhZCdP7rpSvOneGtZ5HpB9FY15zREQETE1N66yTk5OD2NhYYvsJV7wEtP8nDU3L4hwsHBqNBunp6Vi7di0RHRT9hBZT2iDp6elQqVS8WH6NkeZafikPk5eXh5KSEqMqTvUL6YWLb0lweMxxRFg+aPhcoGawPmsj/L61w0c7W2b0L8uyiI2NRadOnWBjY9Mi23hiKiqACRMAzgJraQn8/Tcwdiy/uhpJSUkJsrOz9as4ZeDQ6ClZKioqDMrdl56ejjt37iA9PR0Mw+DOnTu4c+eOzjY/atQohISE4MUXX0R0dDTOnDmDN998E/Pnz9cV3adPnw5zc3PMnj0bsbGxOHDgANasWYPly5cTeQ+46GlrOCOuXr2KdevW4c6dO0hJScHevXvxyiuvYOLEifC67zZozHuizyiVSsTHxzdYnFq+fDk2btyI33//HRKJBMuWLUN6ejpeffVVHtS2PG+++SYuXLiAlJQUXL9+HVOmTIFcLsesWbMgEAiwdOlSrFmzBgcOHEBsbCxmz54NKysrTJ8+Xfcco6uqsEUgwLsdO2K6PrlQG0ChUOj+1gFtcY37HGjMa7a3t8fcuXOxYsUKnDlzBtHR0Zg5c6YuKtVcampqIJFIdMsMw2D37t04f/78Q+v+1x0DaI+/aDNaI4efIUKGh7GMpFKpVOzx48frjNGjNA+ZTMaeOnWKZRiGbylGAcMw7OnTp9nk5GS+pbQo205vZ8O+dH5onPKL658hvq2srCz2+PHjrEqlIv7cTWbRogejj21sWPbCBb4VNRqNRsNeuHCBjYuL41uK0VBYWMgeOXKErays5FuK0XDt2jU2OjqabxmNZtasWSyAh37OnTunWyctLY0dN24ca2lpyTo6OrKLFi16aMT7vXv32EGDBrHm5uasq6sr+/HHHxMZiyyXy9nDhw+32nHgrVu32D59+rD29vashYUFGxgYyH700UdsRUVFnfUa857oK3fu3GGvXbv2yHV++ukn1tvbmzUzM2N79OjBXjCg74on5fnnn2fd3NxYU1NT1t3dnZ08eTIrFot1j2s0Gvajjz5iXV1dWXNzc3bw4MFsTEyM7vHKykr2yJEjbEFBAR/ym8S5c+fq/bufNWsWy7KPf80sy7JVVVXsokWLWEdHR9bS0pIdP348m56eTkSfRCJhFy9ezAqFQp02kUjEBgQEPHRMdfr06Xpfi4mJCTthwoQmbf/ChQvsyJEjWUtLS6M4DzVGBCx73wtGeSRyuRz29vYoKysziGp/Q4jFYpSUlGDAgAEGcaVK31GpVDhz5gy6d+9uUE1S9Znk5GSkpaUhMjJSv5qkthDfH/we66UfIFmpvfoqBPBp0GdY9fx7RJ6fYRicPXsWAQEB+tUkdfJk4MAB7e3Dh7UuFQMhMzMTYrEYw4cPp01SCcCyLC5cuAB3d3c6wYcQ+fn5iIqKwogRI/RvBLoBwrIsrl27BhsbG4SHh/MtxygoKyvDpUuXEBkZqT+OSQPn9u3bYBgGvXr14luKUVBZWYmzZ8/i0qVLWLduHdT3R00D2qa4a9euxfLly3X37du3D1OnTm3w+Y4ePYpx48Y1+DjLsjhy5Ag+++wzREVF1buOoZ+HGiPGf6ZC0aFQKJCSkkKbJRIkPj4e7dq1azPN0FoavZ0204IsnbQU8W+V4SnbfgC0o5TXJL6Pw/8eI/L8ycnJMDU11dnC9YauXR/cNqDmbNy0mZCQEFpIIUR6ejrUajU6d+7MtxSjoHb0lBZSyJCXl4fS0lIEBgbyLcUoYO9HT319fWkhhQD3FAq8LZFARqOnRImLi4O7uzuUSuVDj7Esi/fff79OM9r6Yj4cQqEQCxcurNOMtqamBtu2bUNAQAAEAgGEQiGefvrpOoWUuXPnIjEx8aHmthT9oW2crVAAPJg2Y29vz7cUo0AulyM1NdVg8uiGgEQigbOzM1xcXPiW0qqIREIcWnIR3Sy0TQUrGODVi5MQn57crOetqqpCQkKCfhZQe/R4cPv2bf50PCGJiYmwtLSk02YIoVarIZFIeJs2Y4ykpqZCo9E0edoMpS4NTZuhNJ2cnByUl5dTJxoBWJbF0qQkfJOXh8V2dkihgQMicFNPg4ODUVJSAo1G89A6KpWqjjOltLS0we8xrhnt4MGD0b59ewgEApiammLWrFlITEzUrbd8+XJkZWWBZVmwLIuNGzfSHpd6TqMvqx0+fLjRTzpx4sQmiaG0HPn5+SgsLCTSjIny4KqKj48PbG1t+ZZjFJSVlSEzMxORkZF8S+EFUxMT/D03Gv1+80G6qho5KjUm7+qFG0uyYN3EqVsSiQSurq5wcnIirJYABlhMqaysRHJyMo1JEiQhIQG2tra66SSU5sFNm+nRo0ebcfe1NDKZDEKhUL9ikgYMwzAQi8UIDg6Gqakp33IMngOFhTh3f4qMlZkZOtNBCM2GvT/1NCAgAJaWliguLgbDMA+txzAM9uzZg1deeQVDhw5FSUkJhEJhvesKhUJoNJo6rhNTU1O8//77WLx4MRwcHFr0NVFajkYXUyY1clSlQCCodyei8EftqyrU8kuGvLw8lJWVoWfPnnxLMQq4L662bvl1d+6A7ePOYPyRgZDXsIirLsHEn/rgzJv3nvi5iouLkZ2djWHDhrWAUgK4uwPt2wP5+UB0tLYVrZ4XKMRiMdzd3elBDyG46OmgQYNocYoQUqkUDg4ONHpKCG7aTO/evWlxihB6Gz01QKoZBm/WGtv7befOsKAOv2bz3+hpUVFRg+uKRCK8+uqriI2NRWZmpq6vikgkgkajAcuysLGxwaBBgzBo0CA4OTlh5syZsLKyapXXQml5Gl1Mqc/eRDEMUlNTwbIsfH19+ZZiFFDLL3lycnKgUCjQp08fvqXwzqAu/fFF+k944/ZC1LDA2YoYzPt5Gja+tqvRz8E5p/z8/PT3C1sg0LpT/vkHKCgAsrIAPY7OFBYWIi8vj7r7CCIWi9GxY0caPSWEXC7XNe+mxSkySCQSuLi4tLnoaUvBRU/79etH91ECrMvMRMr9fh7D27XD087OPCsyfLjoaZcuXXSRneLi4gbXZxgGCQkJdc4HHBwcMHToUAwZMgSDBw9GeHg4jbEaMbTMbuRwlt+wsDB6VYUQMpkMIpGIWn4JwTAMYmNjERISQi2/91k4/jXMd3tZt7ylYDe+3f9do38/MzMTVVVV+p+zNZCoD1ecCggIgAW1UBMhPz8fRUVFCAoK4luKUUCjp+QpLS1FZmYmbehJkLi4OP2NnhoY2UolPk9LA6A9mfvez48WqAhQX/S0vsay9TWgj4iIwNmzZ1FUVIT9+/djyZIl6NatGy2kGDlNHkVQUVGBCxcuID09HSqVqs5jS5YsabYwChmo5Zcs1dXV1PJLmKSkJJibm6Njx458S9ErNszfhKRv7+GU4iYYFlgteRPhUd0wqtejYzvctJmwsDD9nzbTvfuD27dvA3rabystLY1OmyEInTZDntzcXBo9JQhXnOrUqROsra35lmMUFBcXIycnB8OHD+dbilGwUiZDxf3UwGvu7ghrwxFpUigUCshkMgwePLhOYUoul0MgEIC939zX29sbw4YN0zlPfHx8aCGrDdOkI+3o6GiMHTsWlZWVqKiogKOjIwoLC2FlZYX27dvTYoqeUNvySyGDVCqlll+CVFVVITExEf3796dfRPVwZPG/6PmdJ2KVBShnWLx8+ilc9kyCj1vDhafExERYW1vDw8OjFZU2EQNwpnCWX3p1iRw0ekoWrqEnjZ6SIzs7m0ZPCVI7emrZxIbqlAfckMuxLS8PAOAgEmE1/SwlglgshpeX10PR07lz54JlWQwePBiDBg2Cu7s7Twop+kiTLq0vW7YMEyZMQHFxMSwtLXHt2jWkpaUhIiICa9euJa2R0gRqN/Skll8yUMsveeLi4uDm5gZHR0e+pegl5mZmODr7FtzvnyBlqVR4elsEqpWqetevqKhAcnKyfo5Crg9fX4A7aNHTYkp8fDzs7Ozg6urKtxSjgEZPycNFT318fPiWYhRwxam2ED2NjIzE0qVLAQA+Pj74/vvvW2Q7mZmZqK6ubnb0NDU1FQKBAHfu3CEj7D4CgQAHDx4k+pwthYZlsaTWKN3Vvr5wMvL9tDV4VPR0/fr1+Omnn/D888/TQgrlIZp0JHPnzh2sWLECIpEIIpEISqUSHTt2xNdff41Vq1aR1khpArm5uZDL5QgMDORbilHAFaeo5ZccnOU3JCSEbyl6jbdrR2wZdRw2Im1x5F51ASatH1DvumKxGB4eHmjXrl0rKmwGXBNaQNuA9v6VNn2hvLwcKSkphlOcMgCkUikcHR1p9JQQ1dXVSEhIQFhYGN1HCdFWo6dRUVFYsGAB8efloqehoaHNjp527NgROTk5CAsLI6TO8GBYFoNEIliwLEKsrPAqPblvNhqNBjExMTR6SmkSTSqmmJqa6r60O3TogPT0dACAvb297jaFP7irKsHBwUZ/VaW1yM7ORkVFBfz9/fmWYhRwxSl/f39q+W0EIyOGYXXoWt0H9gnFTbz+v7l11ikoKEBBQQGCg4NbX2BzqB31iY7mT0c9cJZfOzs7vqUYBVz0tC2fCJGGTpshCxc9bYsFVBcXlxaZ/paQkABra2siV/RFIhFcXV31vx9YS8IwGJaTg387d8b24GCYUodfs0lJSQEAGj2lNIkm/QV2794dN2/eBAAMHToUH374IXbs2IGlS5ciPDycqEDKk0OnzZCFu6rSFiy/rUVGRgaUSqX+T5vRI5Y/sxyzO0zXLf+W+zt+OrwBgIFPm9HTvil5eXkoLi42vOKUnlI7empDGyUSobS0FFlZWTR6ShBjjp5WVFTgpZdego2NDdzc3PDtt9/Wefy/MR+BQIBff/0V48ePh5WVFYKDg3H16lUkJSUhMjIS1tbW6NevH5KTk+s8z5EjRxAREQELCwv4+vri888/R3BwsK44JRAIsHHjRjzzzDOwsrKCv78/Dh8+rPv9kpISzJgxAy4uLrC0tIS/vz82b94MoP6Yz4ULF9C7d2+Ym5vDzc0N7777LmpqanSPR0ZGYsmSJXj77bfh6OgIV1dXfPzxx498r7KysvD888/DwcEBTk5OePrpp5Gamqp7/Pz58+jduzesra3Rrl07DBgwAGn3J+vcvXsXQ4cOha2tLezs7BAREaE7ZyJBfHw87O3t0b1jR3SnMf5mo1QqER8fj/DwcBo9pTSJJu01a9as0Y2M+vTTT+Hk5ITXXnsN+fn5+PXXX4kKpDwZnOW3LV5VaSmSk5PbpOW3pVCr1YiLi0NoaCht6PmEbHp1B4ZaawvWahZ4L2YRzt+5jLS0NDAMg06dOvGssAnoYTGFmzZDG3qSg0ZPyUKjp+Qx9ujpW2+9hXPnzuHAgQM4efIkzp8/j1u3bj3ydz799FO89NJLuHPnDoKCgjB9+nS88sorWLlypa5AsGjRIt36J06cwMyZM7FkyRLExcVh+fLlOH/+PH766ac6z7t69Wo899xzuHfvHsaOHYsZM2aguLgYAPDBBx8gLi4Ox48fh0Qiwc8//wxnZ+d69WVlZWHs2LHo1asX7t69i59//hmbNm3CZ599Vme9rVu3wtraGtevX8fXX3+NTz75BKdOnar3OSsrKzF06FDY2Njg4sWLuHz5MmxsbDBmzBioVCrU1NRg0qRJGDJkCO7du4erV69iwYIFumPuGTNmwNPTE1FRUbh16xbeffddIhfiWJbVRU9prI8cXPS0ffv2fEuhGCospVGUlZWxANiysjK+pTyS27dvszdu3OBbhtFQWVnJHjlyhC0qKuJbitEgFovZS5cusRqNhm8pBklFVSUb/IUji4/B4mOwXmss2D/27GSzs7P5ltY0ampY1tqaZQGW9fXlWw3LsiyblJTEnjlzhmUYhm8pRkFNTQ178uRJNiUlhW8pRkNGRgZ7/PhxVq1W8y3FKNBoNOz58+dZqVTKt5QWoby8nDUzM2N3796tu6+oqIi1tLRk33jjDZZlWdbb25tdt26d7nEA7Pvvv69bvnr1KguA3bRpk+6+Xbt2sRYWFrrlQYMGsWvWrGFZlmXz8/PZo0ePsr///jvr5ubW4PMqFApWIBCwx48fZ1mWZSdMmMDOmTOn3teRkpLCAmCjo6NZlmXZVatWsYGBgXWOJ3766SfWxsZG9/k9ZMgQduDAgXWep1evXuw777xTR9OBAwdYlmXZTZs2PfScSqWStbS0ZE+cOMEWFRWxANjz58/Xq9HW1pbdsmVLvY81h+liMTvt4kX28v3XTmk+ZWVl7OHDh9ny8nK+pTwWQzkPbYs0yZmSkpKCxFqdpDkSExPr2OAorUtJSQm1/BJGLBYbreWXDyoqKiCTyehVlWZgZWGJgzOi4Hr/Sle6qhprZcvg6FT/lTu9RyQCunbV3k5JAUpKeJWjVCrptBnCyGQymJqa0ugpIUg29KRoMfboaXJyMlQqFfr166e7z9HR8bFOsS5duuhuc02ja8f5O3TogOrqasjlcgDArVu38Mknn8DGxgZeXl547rnnsHDhQuTk5KCysrLe57W2toatrS3y8/MBAK+99hp2796Nbt264e2338aVK1ca1CeRSNCvX786xxMDBgyAQqFAZmZmvdsDADc3N932/sutW7eQlJQEW1tb2NjYwMbGBo6OjqiurkZycjIcHR0xe/ZsjB49GhMmTMD//d//IScnR/f7y5cvx7x58zBixAh8+eWXD8WgmsL5khLszM/HLobBayoVWJZt9nO2ddha7j4aPaU0hyYdKc6ePbveD7fr169j9uzZzdVEaQLs/Z4JnTt3bpEGYm2RoqIi5ObmGq3llw/EYjE8PT0NZ9qMnhLQsRN+G3YI1vdTUneVeZjyUySvmppF7agP4ZGXT4pUKoWzszO1/BKiuroa8fHxtIBKkKSkJFhaWsLT05NvKUYBFz0NCwsz2uhpU0++a8dTuL/f+u7TaDS6f1evXo0jR47gl19+QXR0NGJiYpCYmFinn9d/Yy8CgUD3HE899RTS0tKwdOlSZGdnY/jw4XjzzTcbfF3//VzhXmvt+x+1vf+i0WgQERGBO3fu1PlJSEjA9OnavmWbN2/G1atX0b9/f+zZswcBAQG4du0aAODjjz+GWCzGuHHjcPbsWYSEhODAgQP1bqsxMCyLN5KSdMtLO3akn6UEyMnJgVwuR0BAAN9SKAZOk4op0dHRGDDg4dGcffv2JT77ndI4srKyUFlZSafNEIKl02aIY7DTZvSU8X2fwnyHJboP8aPyK1i26XVeNTUZPembUlZWhvT0dOruI0hcXBw6dOjQYM8DypNRWVmJpKQkWpwiSEJCgq4pq7Hi5+cHU1NT3Qk/oHUzJyQkEN1Ojx49IJFIUF1djdGjRyMgIAB+fn7w8/N7Iqefi4sLZs+eje3bt+P777/H//73v3rXCwkJwZUrV+oUi65cuQJbW1t4eHg0+TUkJiaiffv2Ou3cj729vW697t27Y+XKlbhy5QrCwsKwc+dO3WMBAQFYtmwZTp48icmTJ+sa6DaFjTk5uFdRAQCIsLHBbFfXJj8XRQs39bSlBkvs3r1b1wOIYvw0qZgiEAhQXl7+0P1lZWVgGKbZoihPRu1pM9TyS4b09HSoVCqjtfy2NlxDz8DAQJibm/MtxyjIy8vDSN/RmOb0tO6+DVkbsOl40w/aeEMPiimcu49afslRUlKC7OxsWpwiiDFPm+GDiooKpKSkGH3TfhsbG8ydOxdvvfUWzpw5g9jYWMyePZt4lPHDDz/E9u3bsW/fPhQWFkIikWDPnj14//33n+g5Dh06hKSkJIjFYhw9erTBizALFy5ERkYGFi9eDKlUikOHDuGjjz7C8uXLm/zaZsyYAWdnZzz99NO4dOkSUlJScOHCBbzxxhvIzMxESkoKVq5ciatXryItLQ0nT55EQkICgoODUVVVhUWLFuH8+fNIS0vDv//+i6ioqCZfRCpVq/G+TKZb/t7PD0Ij3k9bi+TkZJiamsLLy4v4cxcVFWHatGl49913iT83RT9p0ifNoEGD8MUXX9QpnDAMgy+++AIDBw4kJo7SOKjllyxqtRoSicSoLb+tjUFPm9FDNBoNYmJiEBQUhK2v/YWBVtrcu4oF3ro9D1fFUTwrfEJCQgBuag5PxZScnByUl5dTyy8hOHcfjZ6Sg0ZPyRMbGwtPT886jgNj5ZtvvsHgwYMxceJEjBgxAgMHDkRERATRbfTv3x/vv/8+xGIxevfujb59++K77757on5JZmZmWLlyJbp06YLBgwdDJBJh9+7d9a7r4eGBY8eO4caNG+jatSteffVVzJ0794mKN//FysoKFy9ehJeXFyZPnozg4GC8/PLLqKqqgp2dHaysrCCVSvHss88iICAACxYswKJFi/DKK69AJBKhqKgIL730EgICAvDcc8/hqaeewurVq5uk5ZO0NBTeH/P8Qvv2GEgj0s2mqqqqSVNPz54926gCSdL9SNbvv/9O+4i2EQRsE4KUcXFxGDx4MNq1a4dBgwYBAC5dugS5XI6zZ88iLCyMuFC+kcvlsLe3R1lZGezs7PiWo6OyshJnz57FgAED4ODgwLcco0AsFqOkpAQDBgww6itVrYVKpcKZM2fQvXt3uFJ7KhGSkpKQnp6OyMhICIVCyCsU6PWjBxKU2iaAvuZWuLogHR0cnXhW+gT06gXcvAkIBIBcDrSiO4RhGJw9exYBAQG0SSohMjMzIRaLMXz4cOqYJADLsrhw4QLc3d1pwY8Q+fn5iIqKwogRI6hjkgAsy+LatWuwsbGp06SW0jSkFRUIj4pCDQBLoRDS3r3hVavvDKVp3L59GxqNBj179nyi31uwYAF+++03XLx4UXfuWx87duzAzJkzIRKJMHv2bGzcuLG5kgHo73kopYnOlJCQENy7dw/PPfcc8vPzUV5ejpdeekk3AYEUP//8M7p06QI7OzvY2dmhX79+OH78uO5xlmXx8ccfw93dHZaWloiMjIRYLK7zHEqlEosXL4azszOsra0xceLEOh2+DZ24uDi4u7vTQgohFAoFZDKZ0Vt+W5P4+Hi0a9dONwmA0jyUSiXi4+MRHh6uszHbWdtg//PX4WKqdVKlKCsxYWN31NTU32BPL+GiPiwL3L3bqptuSctvW4ROmyFPeno61Go1OnfuzLcUo4CLngYFBdFCCiHy8vJQWlr62AlBlMaxPDkZNfdvv+PlRQspBOCip01x98XHxwPAY11PSUlJMDExAcMw2LJlC1JSUpqklWI4NDks6e7ujjVr1uDvv//Gvn378OGHHxLP8Hp6euLLL7/EzZs3cfPmTQwbNgxPP/20rmDy9ddf47vvvsP69esRFRUFV1dXjBw5sk4/l6VLl+LAgQPYvXs3Ll++DIVCgfHjxxtFbxfO8ksbepJDLBbDy8urTVh+WwO5XI7U1FTaLJEgEokEzs7OcHFxqXN/mG8QNgzcC8v7n+pRVRl4/qeRPChsIjz1TWmq5ZfSMImJibC0tGxyA0hKXbjoaWhoKI2eEiI1NRUajQa+vr58SzEKahenzLjIJqXJnCouxvH7DUw7mpnhrY4deVZk+HDRUz8/vyZFTxMTEwEAFy9exIULFxpcLzk5uc5EqU8//bRpgikGQ5OKKf/88w8uX76sW/7pp5/QrVs3TJ8+HSUlJcTETZgwAWPHjkVAQAACAgLw+eefw8bGBteuXQPLsvj+++/x3nvvYfLkyQgLC8PWrVtRWVmp66hdVlaGTZs24dtvv8WIESPQvXt3bN++HTExMTh9+jQxnXzAfSgEBATQaTOEyM/PR2FhIYKCgviWYhRwDT19fHxga2vLtxyjoKysDJmZmQ029JwyeDLe6vweuJLAX6VnsXLrW60nsDnwVEyRSCRwdXWFk5MBRaL0mMrKSiQnJ9PiFEESEhJga2tr1NNmWhOVSgWpVFrH3UdpHjKZDEKhkMYkCTHI1havMgxshUJ83bkzrGgRtdlkZmaiqqqqSYMlqqurkZubCwAQiUSPdKdIpVLdBfuamhps3boVycnJusenTZtGvxuNjCb5b9966y189dVXAICYmBgsX74cK1aswNmzZ7F8+fJmjQBrCIZh8Oeff6KiogL9+vVDSkoKcnNzMWrUKN065ubmGDJkCK5cuYJXXnkFt27dglqtrrOOu7s7wsLCcOXKFYwePbrB7SmVSiiVSt2yXK7tRaBWq6FWq4m/viclIyMDKpUKXl5eeqHH0OEaevr7+0MoFNL3lACc5bdr1670/SQAy7K4e/cuvL29YW5u3uB7+v7UjxC34Sb2lZ4AAKxLX4vgk10xbejzrSn3yQkKgolIBAHDgL11CzWtsM+UlJQgKysLQ4YMofsoIWJiYuDq6gobGxv6nhKgoqICycnJGDBgAGpqah7/C5THEhcXB3t7ezg6OtJ9lABccSoiIgIMwxiF85tvZImJeE4oxIcREXAyNaX7aTPhoqfBwcFgWfaJ38+EhASd24RhGFy+fBmnTp1CZGTkQ+tyDhYOgUCA1atXY9OmTQCgazWxbds2TJs2rdEa6D6gvzSpmJKSkqLLm+3fvx8TJkzAmjVrcPv2bYwdO5aowJiYGPTr1w/V1dWwsbHBgQMHdHPlATzUh6FDhw5IS0sDAOTm5sLMzOyhfiIdOnTQVRgb4osvvqi3+/bJkyf1ajLBiRMn+JZgVEgkEkgkEr5lGBWG7gLTN0pKSiCrNSqxPqZ7vYKUijjcUmdAqQGW35yNsqxyeDm6t5LKphHp6Qn7tDSwYjH+OXgQmlayi587d65VttOWyMrK4luCUVHbDUwhw7Fjx/iWYFTcuHGDbwlGxw16/ESUO3fu4M6dO0/8e//dt4VCIRYvXowvv/yyjsuksrISpaWlddZlGAbbt29H//794ebmhsWLF+Py5cuYNWvWE7UUqKysfGLdlNahScUUMzMz3X/q6dOn8dJLLwEAHB0ddQ4OUgQGBuLOnTsoLS3F/v37MWvWrDpZtf9apViWfax9qjHrrFy5EsuXL9cty+VydOzYEaNGjeK9i7JUKkVpaSn69OlDrWIEUKlUOH/+PLp164b27dvzLccokMlkyMrKwsCBA+k+SgCGYXDhwgUEBAQ0egR6/8ED0f9/nSBTKVCkZvBD3tu4PCEFjnrcD0i0fz/wxx8QajR4qmNHsITHdtYmKysLUqkUQ4YMoU1SCcCyLP7991+4ubnRJqmEKCgoQHR0NCIjI2kfCgKwLIsbN27Azs6O9pojRFlZGa5evYrBgwfr1YVGQyVHpUJeXBxYlkX37t35lmMUVFVV4cKFC+jbty/aNXG0dFJSEoRCITQabVN/jUaD+Ph4WFhYYPjw4br1oqOj6/19kUiEy5cv65IbAwcOxOXLl1FcXIyZM2c2SgPp82sKOZp0BDlw4EAsX74cAwYMwI0bN7Bnzx4AWhtUYw/0G4uZmZku39azZ09ERUXh//7v//DOO+8A0LpPaueI8/PzdW4VV1dXqFQqlJSU1HGn5Ofno3///o/crrm5eb0d3k1NTWFqatrs19VUFAoFUlNTMWTIEHpwRQiJRAInJyfaLJEQ1dXVSEpKQu/evek+SgiZTAYLCwv4+Pg0ujjVwckF+6b8i5F7e6CohkGSUoGJv0fgzCIJbPT1oLdnT+CPPwAAJtHRQN++LbKZmpoa3fQ52nOKDKmpqaipqYG/vz9tkkoAjUYDiUSCoKAgWFtb8y3HKMjJyUF5eTn69OnD63GcscCyLKRSKTp37kyb9hPgTnk5et++jREqFX6l+ygx7ty5A09Pz4ea9j8JKSkpEIlEumIKoC2QfPTRRxg9erTuuIxLRvyXmpoa7Ny5Ex988AECAwNx6tQpWFpa4uWXX8acOXMeu/3q6mrcbeUph5TG06TOW+vXr4eJiQn27duHn3/+WXcSevz4cYwZM4aowP/CsiyUSiV8fX3h6uqKU6dO6R5TqVS4cOGCrlASEREBU1PTOuvk5OQgNjb2scUUfSU2NhZeXl68u2OMBblcjrS0tAYbelKeHKlUChcXl2Z9cVEeUFVVhcTExCY19Ozu3wXf990G8/uf9Deq0tH3x46QZdX/hc87PXs+uP3BB8B/Rt2TIjExEdbW1rSASghu2kxYWBgtpBAiNTUVAOi0GUIwDKPrmUBPUsmQnZ0NhUIBf39/vqUYPCzL4o2kJKhZFsdNTfFnWRnfkoyCwsJC5OfnN9uJlpCQ8FDPEoZhcOPGjTrnmMnJyQ1+B4pEIl37CAsLCwwbNgwAsGXLFt06lZWV2L9/P1544QWYmJhAIBBAIBDA0tKyjgOGol80qZji5eWFo0eP4u7du5g7d67u/nXr1uGHH34gJm7VqlW4dOkSUlNTERMTg/feew/nz5/HjBkzIBAIsHTpUqxZswYHDhxAbGwsZs+eDSsrK0yfPh0AYG9vj7lz52LFihU4c+YMoqOjMXPmTISHh2PEiBHEdLYWeXl5KC4uptNmCMFNRPL19aXTZghRWlr6yGkzlCcnLi4Obm5uTR49P3P4dLzVaRVM79dhxNXFGLItEOfv6GEPhn79gPsHGCgqAkaOBGp1wScB19CTTpshR3x8POzs7ODq6sq3FKNAqVTqnFN02gwZZDIZRCIRnTZDCK44FRISQotTBNhXUICL9wsofhYWeJ0W+ptN7amnFhYWzXqu+Pj4eu/nJvtwzWmTkpIaPK6oqanB7t27IZVKoVAoMHv2bADAnDlzdEUTa2trTJkyBXv27KnTyDkkJAQffPBBs14DpeVodlC8qqrqoWodKddEXl4eXnzxReTk5MDe3h5dunTBP//8g5EjRwIA3n77bVRVVWHhwoUoKSlBnz59cPLkyTonxuvWrYOJiQmee+45VFVVYfjw4diyZYvBXT3TaDSIjY1FYGBgvfEjypOTm5sLuVyO3r178y3FKOC+uDp16kRt6YQoLi5GTk5Os69IfDrjc7gd9cC7dxahnGGRqVLimb+HYG3uJswdM5uMWBIIBMCBA8CIEUBUFJCTo7196RJAKEIqFovh4eHR5Ow0pS7l5eVISUnBkCFDaHGKEFKpFI6Ojg812Kc0jerqaiQkJNA+cwRJSkqCubk5OnbsyLcUg6eKYfBWrYsG3/n5wZwWUZtNWloaGIZBp06dmvU8arW6wYbqDMMgKioKJ06cwJgxYxAfH//IqWssyz7SJRMeHo6pU6diypQpD60nl8vx6aefNu1FUFoUAcuV056AiooKvPPOO9i7dy+KiooeetwYx6LJ5XLY29ujrKyMl4hNcnIyUlNTMXToUHqligAMw+DcuXPw8/ODj48P33KMgqysLMTExGDEiBG0oScBWJbFxYsX4erqisDAQCLP+U/Uacw5NRa59wvg5kJguc9bWPPi10SenxhFRUBkJBAbq10ODAQuXgSa2SC6oKAAN27cwPDhw5t9pYqi5dq1a7CyskKXLl34lmIUyOVyXLhwAUOHDoWNjQ3fcoyC6Oho1NTUoFevXnxLMQqqqqpw5swZ9O/fv8mOScoDPktNxQf3Y32jHBzwT5cutOjXTNRqNU6fPo1u3brV6avZFJKTk3W9O+tDJBIhODgY77zzDl588UXd/aampqipqdG5VpycnHTnzF27dtUVTRp7fMf3eSilYZp0Vv7222/j7Nmz2LBhA8zNzbFx40asXr0a7u7u2LZtG2mNbR6lUon4+HiEh4fTQgohqOWXLDU1NTrLLy2kkCEjIwNKpfKRX+JPypheI3BuZhwCzLVfxEoN8KXsG0z/cQIYRvOY325FnJyAkycB7rXHxwOjRgElJU1+SpZlERsbS8TyS9FCo6dkqR09pYUUMpSWliIrK4tGTwnS3Ogp5QFZSiW+SE8HAIgArPPzo4UUAsTHx8Pe3p5I9DQpKemRjzMMg9jY2DqFlMjISLz22mv4+eefcenSJRQWFqKwsBAsy4JlWdy5cwfvvfcesQtlFH5p0lnPkSNHsG3bNkRGRuLll1/GoEGD4OfnB29vb+zYsQMzZswgrbNNw1l+6dheMlDLL3mSk5Op5ZcgarUacXFxCA8PJx5JDPLyw41FGRi9oRuuV6WABbCr+CiyvwvHscW3YKUvhQY3N+D0aWDgQCAzE7h7Fxg3TltkacKJJinLL0ULFz0NCgqiU7sIQaOnZOGKU507d6ZjewlBKnpK0fKuTIbK+xNiFnp4IIRGpJsN6egpV0wxNTWt09bCxcUFXbp0QVhYGDIyMtC3b19MmTKFNg1vgzSpmFJcXKzbWezs7FBcXAxAOzL5tddeI6eOgrKyMqSnp2Po0KF8SzEaJBIJ2rdvD2dnZ76lGAXctJn+/fvT4hQhEhMTYWNjA3d39xZ5fnsbO/y7IgnP/jgMh8ouAAAuVMahz/91xJFZ0fBxJTvivsl4ewNnzgCDBgH5+cDVq8CkScDRo8ATFH1UKhUkEgm6d+9ucP2y9JWUlBQIBAIakyQEd3WTTpshR1ZWFiorK+m0GUJwxSl/f386Up4AV8vKsD0vDwDgaGKCj+lnKRHEYjG8vb2JRWG6d++OcePGwd/fH6GhoQgJCUFISAjtu0bR0aTMSKdOnXRj+0JCQrB3714AWscK3bnIwdnSO3XqRC2/hCgpKaGWX8KIxWJq+SVIRUUFZDIZwsLCWrQ4JRIJcXDpeSz2fAUm9zcTW12IIZv9cTnmWott94kJCNC6UbjvljNngOefB/7T+PxRcJZf2tCTDFz0lE6bIUdycjJMTU1p9JQQNHpKnpaInrZlfs3O1t3+1NcXjrSI2mxaInrav39/HD16FOvWrcO8efPQv39/eq5LqUOTjoLmzJmDu3fvAgBWrlyp652ybNkyvPXWW0QFtmVycnJQXl6OgIAAvqUYBVxxilp+yVFUVITc3FyEhITwLcVoiI2NhaenZ6t9Wf8w9xes7fp/sBFpKyrpqmpMPDwAW0/uaJXtN4quXYHjxwHOAn34MDB7NtCIZufl5eVITU1t8eJUW0IqlcLJyYlGTwlRVVWFhIQEuo8SJCkpCZaWlvAkNAWsrcNFT8PCwqi7jxDvm5tjKcNgWLt2WNDMJqkUGj2l8EeTyvXLli3T3R46dCgkEglu3bqFzp07o2vXrsTEtWUYhoFYLKaWX4JQyy9ZqOWXPAUFBSgsLMSIESNadbtvPL0Efq4BePnMBOSra1BSo8Er12ciOT8On8z8vFW1NEjfvtoiytixgFIJ7Nyp7Z3yyy/akcoNEBsbS9Ty29ah0VPySCQSdOjQgUZPCVFZWYmkpCQMGDCAFqcIkZCQABsbm2ZPRqFoUalUSIyPxzvdu6NDhw50PyUAjZ5S+IKIP9fb2xuTJ0+mhRSCcJZfLy8vvqUYBdTyS5709HSo1Wpq+SWERqNBTEwMAgMDYW5u3urbH9dnDM5Mi4GfuS0A7aSfz5PX4MX1k6HRsK2up16GDQP+/BPg/ob/9z/grbcAtn59eXl5KCkpodNmCEGjp+QpKSlBdnY2jZ4SJC4uDu7u7nBwcOBbilFQUVGBlJQUhIeH05N+QtSOntL3tPkolUpIpVIaPaXwQpP3uDNnzmD8+PHo3Lkz/Pz8MH78eJw+fZqktjYLZ/mlX1zkoJZfsqjVakgkEoSGhlLLLyHS0tKg0Wh4nTYT5huEG6+no5eltoirAbC96ABGftcN1Uolb7rqMGEC8McfD9wo334LfPbZQ6txxang4GBq+SUEjZ6ShU6bIQ8XPQ0ODuZbitHARU/t7e35lmLwpFZV4WxODo2eEkYqlcLZ2ZlGTym80KRiyvr16zFmzBjY2trijTfewJIlS2BnZ4exY8di/fr1pDW2OSQSCVxdXeHk5MS3FKOAs/zS4hQ5EhISYGtrSy2/hOCmzejDVRUH23a4skKG8XYDdfedrbiHPt97ITM/h0dltXjhBa0rhePDD4Hvv6+zikwmg1AopA09CUGjp+TJzMxEVVUVjZ4SgitOBQQE0OgpIfLz81FYWEiLU4RYnpyM4fHx+M3ZGWq6jxKhrKwMGRkZ1N1H4Y0mHbV/8cUXWLduHXbt2oUlS5ZgyZIl2LlzJ9atW4c1a9aQ1tim4Cy/tKEnOcRiMbX8EkShUCAlJYVeVSGIVCqFg4OD3kybMRGJcGTZJSz0mIv7fWlxrzofAzd1xjVxFL/iOObNA7777sHysmXApk0AHkybCQ8P5704ZSzQ6ClZampqEBcXh9DQUBo9JQQXPe3cuTPfUoyC2g09+YieGhtnSkpwoLAQABCl0cCMHj81G66A6uvrS6OnFN5o0lGmXC7HmDFjHrp/1KhRkMvlzRbVVuE+FPz8/KjllxBFRUXIy8ujxSmCiMVidOzYkVp+CSGXy5GWlqaXxamf5m3E1+FrYX0/yZWmqsK4g32x8+wefoVxLFsGfPzxg+X584E9eyCRSODs7AwXFxfepBkTNHpKnsTERFhZWcHDw4NvKUYBjZ6SJzU1FSzLwtfXl28pBk+NRoOliYm65S86dYItLaI2m5ycHCgUCho9pfBKk4opEydOxIEDBx66/9ChQ5gwYUKzRbVVOMsvbehJhtqWXwsLC77lGAWc5Zc29CQD19DTx8cHtra2fMupl+XPrMDOYUfhYqo98Cuu0WDevy/gk10f8yuM48MPgeXLtbdZFuzMmVAdOICwsDB+dRkRNHpKlsrKSiQnJ+tlAdVQodFTsqhUKtrQkyD/y8lBbGUlAKCnjQ1ecnXlWZHhwzAMYmNjafSUwjtNKosGBwfj888/x/nz59GvXz8AwLVr1/Dvv/9ixYoV+OGHH3TrLlmyhIxSI4dafslDLb9koZZf8uTl5aGsrAw9e/bkW8ojmdh/HE53iMbkP/shWalAlQZYnbAaKRvisHnhXn7FCQTA2rWAXA5s3AhBTQ16fvklhJGRAB3f22yKi4uRnZ2NYcOG8S3FaKDRU7Jw0dNBgwbR4hQh9C16asgUq9X4MCVFt/yDvz+EdD9tNklJSTAzM9PL6On69evh7++P0aNH8y2F0goIWLaBmZKPoLGWP4FAAJlM9sSi9BG5XA57e3uUlZXBzs6O+PNLJBIUFhZi4MCB9GCAAGq1GqdPn0bXrl3h7u7OtxyjQCaTISUlBUOHDqVXqgjAMAzOnTuHzp07G4yNurC0GGN+7Ypb1Zm6+0ZYd8fRJddgzvfEHIZB5bPPwurQIe2yjQ1w+jTQpw+/ugwYlmVx6dIltG/fnrrRCFFYWIhr165hxIgR1DFJiOvXr8PCwgJdu3blW4pRIJfLceHCBURGRuqtY9KQeCMxET9kZQEAZrRvj+00dt5sqqqqcObMGfTv3x+Ojo6tsk2WZVFaWtqoIriTkxOsra0hk8mIXSBv6fNQStNp0hlRSkpKo36MpZDS0nCWX5pHJ0d8fDzs7Oyo5ZcQ1PJLHplMBpFIBB8fH76lNBrndo64uiIFT9n21d13uiIafdd5I7swn0dlAAPg3wULUDlihPYOhQJ46ing3j1edRkymZmZqK6uptFTQnDR08DAQFpIIUR+fj6KioposY8QXPTU19eXFlIIEFdRgZ/uF1KshEJ82akTz4qMg7i4OLi6urZaIQUAjhw5And3d6TUchnVR3FxMYqLi5GRkYFdu3a1kjoKnzT7rIhlWTTB3EKphVgshoeHB9q1a8e3FKOAs/zS4hQ5pFIpHB0dqeWXENXV1UhISDDIngmmJiY4tvwqFri9pPsCuVOdiwG/+SJKGs2brqSkJJhZW8Py8GGAi6SUlACjRgEJCbzpMlRqamogFotp9JQgaWlpYBgGnegJFRE0Go2uOEWjp2TIzc1FWVkZAgMD+ZZi8LAsi6VJSWDuL6/08oInLaI2m+LiYuTk5LT6KOSbN2+iuroaX3311SPXk0gkutuffvopNBpNS0uj8EyTiynbtm1DeHg4LC0tYWlpiS5duuCPP/4gqa1NUFhYiPz8fAQHB/MtxWiIjY2Fl5cXtcERgps209pfXMaMRCKBi4uLQU+b+XXBVnwR+iWs7g/OSFVV4qm/emHPuf2trqWqqgqJiYnaAqqlJXDoEND3vnsmLw8YMQJIT291XYZMYmIirK2taUySEHTaDHlSU1MBND56Tnk0DMNALBbThp6EkDMMiqqqAADe5uZY0bEjz4oMH87d5+/vD0tLy1bddlxcHABg06ZNyM7ObnA9qVSqu52YmFjvwBaKcdGkYsp3332H1157DWPHjsXevXuxZ88ejBkzBq+++irWrVtHWqPRQqfNkCcvLw/FxcXU8ksIbh+lll9ylJaWIisryyiKU29PeQfbIg/A2VR7clikZjDn8hR8vufzVtURFxcHNze3B5ZfGxvg2DGgSxftckYGMHw4kJvbqroMlYqKCho9JQwXPXWlUzyIoFQqIZVKER4eTqOnhOCip97e3nxLMQqsAayRy/G9iwt+CgiAJS2iNpuMjAwolUpeBkvExMQA0B4Xr127tsH1JBKJrhgpFAqxevVqmuAwcpr0DfTjjz/i559/xldffYWJEyfi6aefxtdff40NGzbUmeRDeTTU8ksWbtoMtfySIzc3F3K5nFp+CcEVpzp16gRra2u+5RDh2YGTcHJqNHzNtK+nSgN8KH0f836e0Srb5yy/If9t6ufgAJw8CQQEaJeTkrSRn+LiVtFlyNDoKVnKy8tp9JQwXPS0ffv2fEsxCrjoKd1HyZGcnAwLc3MsCQnBODpWvtmo1Wrepp7W1NTo+oAyDIOff/4ZhYWF9a4rFouhVqsBPIgi/vPPP7rHFy9eDIFAQAssRkSTiik5OTno37//Q/f3798fOTk5zRbVFqCWX/JwTaGo5ZcMDMMgNjaWWn4JkpWVhYqKCgRwJ/hGQnf/cFx9JRXdLbSREA2ATfk7MebbXlCpa1psu4+1/HbooJ3ow41OjInRNqUtL28xTYZOQUEBCgoKaPSUIGKxGN7e3jR6Sgi5XI709HSEhYXxLcVokEgkaN++PZydnfmWYhTUiZ7S4hQREhMTYWNjw0v0VCaToabmwbGMSqVq0DwQGxtbZ1kkEuGTTz7RFU+4JMK7777bQmoprU2Tiil+fn7Yu3fvQ/fv2bMH/v7+zRbVFoiPj4e9vT21/BJCqVQiPj6eWn4JIpPJYGpqSi2/hDD2hp4dHJ1xbXkqRtn21N13QnET/b7zRm5R/Vdwmgtn+X3ktJmOHYEzZwDus/bGDWDiROB+lp3yAG6SB502Qw4aPSVLbXefjY0N33KMAmOKnuoDX6SlYdvdu3Wjp5RmUVFRAZlMxlvT/tpNZQGt4+T777+HXC6vc39VVRWy7k9v4mAYBteuXcOlS5cAAF9//XWdfymGT5POOlevXo0PP/wQY8aMwaefforPPvsMY8aMwerVq/HJJ5+Q1mh0cJZfQ5zkoa9Qyy9ZDHnajL6SlJQECwsLeHp68i2lxTAzNcWJ5VF4uf0Lui+X29XZGPCbD6ITY4huq7bl97HuPj8/4NQpgDuwPX8emDIFUKmIajJ0aPSULFz0NCgoCGZmZnzLMQq46Kmxufv4gitOde7cGVZWVnzLMXhulZfjvZQUvFpdjR9pQZoYYrEYnp6evEVPpVLpQ8cZFRUV2LBhQ5374uPj643vcO4UABAIBHjppZcA0IKKsdCkYsqzzz6L69evw9nZGQcPHsRff/0FZ2dn3LhxA8888wxpjUZHbGwstfwSpKysjFp+CUMtv2SprKxEUlJSm7H8bnptFz4J+hSW979hZMoKjP6zO45e/efRv/gEPLHlNywM+OcfbXNaQNugduZMgGEe/XttBJVKBYlEgrCwMOruI0RKSgoEAgF8fHz4lmIUcNHTkJAQGj0lRFZWFiorK6mrnAAsy+KNxERwp9Jd6DE+EbjoKZ/uPolE8tCxm0ajwddff43Kyso669UHwzA4c+YMoqKiAAC///47AOCdd95pIcWU1qTJR0wRERHYvn07bt26hdu3b2P79u3o3r07SW1GSV5eHkpKSqjllxCcLZ1afslRUlJCLb+EeWjaTBvgveffx+ZBf8LJRHs1p0DN4NXzTyOvuPmRnyZbfnv1Ao4eBbgrhn/+Cbz3XrP1GANc9LRDhw58SzEKuGkztDhFjuTkZJiamsKL64FEaRZc9DQkJMQoo6etzd6CAvx7P/YRYGmJRR4ePCsyfGoPluAzehoTE1OnZwpHaWkpNm7cqFuWSCQN/i2ZmJjgs88+A6B1qowdOxbAg8IKoD2nkUgk+PbbbzFs2DAIBALdj729PcmXRCFIk77hRSIR8vPzH7q/qKiINlN9BNTyS56cnByUl5dTyy8hqOWXPEVFRcjNzX142kwb4PnIKTg+JQqeZtrpWlkqFV7YNLTZzxsbG9t0y++QIcBffwHcd9VXXwF//NFsTYZMeXk5UlNTaayPIFKpFM7OzjR6Soiqqio6bYYwSUlJsLS0NOroaWtRyTB4KylJt7zOzw9mtIjabPQhesqyLKRSaYOPffHFF1DdjwxLJBJoNJp6162pqcHhw4cRGxuLtLQ0jBw5EgAwd+5cXcFEKBQiJCQEb775Js6dO1fn9x/ZG47CK036S29onJNSqaRFgkdALb9kYRgGYrGYTpshSFZWFqqqqqjllxBccSogIKD+aTNtgF6B3fFT5H6Y3T//OV8Zi493ftjk5ysoKEBhYWHzps089RTwf//3YHn+fODataY/n4ETGxsLHx8fGj0lBBc9pe4+ckgkEri6usKJjpglQluLnrY032RkIOP+CfUYBweMpftps1GpVHrh7svOzq4T5fkvubm52LZtGwCtg6WhYgpHeHg4fHx8sGzZsoces7OzwwsvvIA//vgD+fn5YFlW93Pr1q3mvRBKi/FEvj5uDJRAIMDGjRvrxCoYhsHFixdpfKUBOMtvr169qOWXENTySxZq+SVPeno61Go1OnfuzLcUXpnYbxxm3p2G3/N2AQC+T/kMExOmokdA+BM9j0ajQUxMDAIDA2Fubt48UQsXakcl//oroFQCkyYBUVHa6T9tCC56GhERwbcUo4BGT8lTUlKC7OxsDBs2jG8pRkNcXBzc3d3h4ODAtxSDJ6O6Gl+lpwPQnlR9Rx0ERIiPj0e7du14j5421AelNvPnz8fKlStRWKiNMZuYmNSJBdna2iIgIACFhYXIysrCuHHjMG7cODz11FPUGWYEPNEZ07p16wBoDxZ++eWXOpEeMzMz+Pj44JdffiGr0EiQSCTU8ksQzvLbr18/elWFENTySxa1Wg2JRIIuXbrQ+COA/83fjptrz+JedR7KaljMOjAM0SvyYGLS+OJyWloaNBoNGcuvQAD8+CMQH6+d7pOXpy2oXLoEtJGIG1ecCg4Opq5SQnDR0969e/MtxSjg3H1+fn40ekoILno6fPhwvqUYBe/IZKi670ZY5OmJYGtrnhUZPnK5HKmpqYiMjOT9GL++YopAIICJiQnUarXuPq6Q0r17d4wbNw4BAQHw9/eHv78/ddQZOU9UTElJSQEADB06FH/99RetaDeSsrIyZGZmIjIykm8pRgO1/JKFs/wOGDCA9y8uYyEhIQG2trZwc3PjW4peIBIJseO5sxi0MxylNRrEVhdi7q/PY+vrfzbq97lpMz169CDn7jM1BfbtA3r3BmQy4PZtYPZsYM8ebbHFyJHJZBAKhfD29uZbilFAo6fkyczMRFVVFe0XQAgaPSXL5dJS7LrfQ9LZxAQf0s/SZsO5+3x8fGBra8u3HGRnZ+tum5ubw9fXF8HBwQgMDNQVSzw9PeHj40OPn9soTfLy/7cpDqVhuC8uX19favklRHFxMbX8EkYsFlPLL0EUCgVkMhkGDx5Mv1xrEeYbgrf8P8F7kvcBALuK9mH8hYOYOmTSY39XKpXCwcGBvOXXyQk4fBjo1w8oL9dO+AkLAz5sel8XQ0CpVCI+Ph69e/em0VNCJCUl0egpQWpqahAXF4fQ0FAaPSUEjZ6SxcHEBN1ZFtECAT7r1AkOtIjabPLy8lBWVoaePXvyLQUA8NZbb2H06NHw8/ODu7s7/b6kPEST9ogpU6bgyy+/fOj+b775BlOnTm22KGMiJycHCoWCTpshBFexppZfchQWFiIvL69NTptpKcRiMby8vOgou3pY9dx7GG7TDQCgZoE3r0xDUVnpI39HLpcjLS2t5abNhIYCO3c+cKN89BGwfz/57egREokELi4ucHFx4VuKUVBVVYXExETa0JMgiYmJsLKyggcdMUsELnoaGhpKo6eEsMzPx9caDY6FhWEedaE2G32ceuro6IjIyEh4enrSQgqlXpq0V1y4cAHjxo176P4xY8bg4sWLzRZlLDAMg9jYWGr5JQi1/JKFK04FBATAwsKCbzlGQX5+PgoLC2kz7kewd/453bjkdFU1XvitYZdZq1l+x4/XjknmeOklIDq65bbHI1z0lE6bIUdcXByNnhKksrISycnJdFw3QWj0lCzctJnwsDA85ewMEd1Pm41MJoNIJKLRU4pB0aRiikKhqLdiaGpqCrlc3mxRxkJSUhLMzMyo5ZcQ1PJLHmr5JUvtqyrNnjZjxDjatcO6ATthev/Y83RFNNbsWVPvupzlNzAwsOWFvfkm8OKL2tuVlcDTTwO5uS2/3VaEi5526tQJ1rRRIhGKi4uRk5ND3X0EEYvF8PDwoNFTQigUCqSkpNDiFCFYlm256Gkbpbq6GvHx8byPQqZQnpQm7a1hYWHYs2fPQ/fv3r2bHkzch7P8dunShX5xEYJafsmiVqsRFxeHsLAwavklRGpqKliWha+vL99S9J4pgyfjBafJuuVvkj5ArExaZx3O3ddqll+BAPjf/4C+fbXLGRnA5Mna0clGQnZ2NhQKBfz9/fmWYhTQaTPkKSwsRH5+PoKDg/mWYjSIxWJ07NiRRk8JkFhZifDr17E/MxNhYWF8yzEapFIpjZ5SDJImXd7/4IMP8OyzzyI5OVnXBPTMmTPYtWsX/vyzcZMZjJ24uDi4ubnB0dGRbylGQUVFBZKTkzFw4EBanCJEfHw87Ozs4OrqyrcUo0CpVEIqlSIiIoJeVWkkv7+6F9FrXRFbXYjSGg1e/HMobr6ZBZFI+/5xll8fH5/WE2VhARw4APTqBWRmAlevAgsWAFu2GPyEH27aTEhICI2eEiIjIwNKpZJGTwlRe9oMjZ6SIT8/H0VFRXQUMiHeTE6GuLoaYisr+CgUmKMHE2cMndLSUmRmZmLo0KF8S6FQnpgmHfFPnDgRBw8eRFJSEhYuXIgVK1YgMzMTp0+fxqRJkwhLNDyo5Zc8nOW3Xbt2fEsxCsrLy5GSkkKbJRJEKpXC0dGRWn6fABORCFsnn4adSLsP3qnOxav/mwVAa/lNSEjgx5bu6qqd8MONDt22Dfj229bV0AIkJSXB3NwcHTt25FuKUUCjp+RJS0sDwzDo1KkT31KMAo1Gg5iYGAQGBtLoKQFOFhfjcFERAMDN1BRTqYui2dDoKcXQafLl03HjxuHff/9FRUUFCgsLcfbsWQwZMoSkNoOE+1Dw9/eHJXcgTmkWhYWFKCgooJZfgnDTZuzs7PiWYhTI5XKkp6fThp5NoId/Vyzr/J5u+Y/C7Th85Tj/02a6dwe2bn2w/PbbwN9/86OFAHTaDHkSEhJgbW0Nd3d3vqUYBXTaDHlSU1MBgEZPCaDWaLAsKUm3/FXnzrChRdRmk52djYqKCho9pRgsTS6mlJaWYuPGjVi1ahWKi4sBALdv30ZWVhYxcYYIZ/mlDT3JQC2/5MnLy0NxcTEtThGC20d9fX1bdtqMEfPxtE8xxFpbiFJqgDcuPItEWTL/xampU4GPP9beZllg2jQgLo5XSU2FRk/JUlFRAZlMRotTBImPj4e9vT2NnhKCi56Gh4fT6CkBfsnORlxlJQCgj60tZlAXarOpqakxyuhpQUEBbt68ybcMSivRpE/Xe/fuISAgAF999RW++eYblJaWAgAOHDiAlStXktRnUHANPanllxzU8kuW2tNmWqWhZxsgNzcXcrm8dabNGDF7556H+/19MlVVhY1JX+qH5feDD7RFFQAoLwcmTADu27wNBRo9JQ+NnpKFi57SaTPk4KKn7du351uKwVOkVuOjlBTd8v/5+0NI99Nmk5ycbFDRU+5893F8+eWXGDRoEIoM7FiB0jSaVExZvnw5Zs+ejcTExDpugaeeegoXL14kJs7QSExMhI2NDbX8EkKlUlHLL2FSUlIgEAhat6GnEcNNmwkODjaqqyp80N7BGV/13gwTblxy9S18u38dv6IAQCjUNp/t3l27LJMBU6YAajWvshoLjZ6Sp6CggEZPCSMWi+Ht7U2jp4Tgoqd02gwZPkpJQQnDAABe6tABfeh+2mwMLXpaXFwMNzc37N69+7Hr3rhxA9XV1fj1119bQRmFb5pUTImKisIrr7zy0P0eHh7Izc1ttihDhLP80qsq5KCWX7IolUrEx8cjLCyMWn4JkZycDFNTU3h7e/MtxSh4YchzGGOm7b3FAvgi/i3Ep8v4FQUAVlbAoUMAZ+s+fx544w1eJTUWOm2GLJy7LzAwkEZPCcFFT4OCgviWYhTUbuhpY2PDtxyDJ0ahwM/Z2QAAa6EQX1CnNBHEYrFBRU9v376N6upqfP7552BZtsH1WJbFnTt3AADr1q2DUqlsJYUUvmjSGZWFhQXkcvlD98fHx7fZ+eBisRienp7U8kuI8vJypKam0uIUQaRSKZycnKjllxC8TpsxUpKSkrCsz4cINncAABSpGczYPQQMo+FZGYCOHYGDBwFuIsbPPwMbNvAq6XHUjp5Sdx8ZaPSULDR6Sh4uehoQEMC3FKPg7eRkcN9A73l7w51ORWo2RUVFyM3NNajoKVcgiY2Nxfnz5xtcLy0tDQqFAoB2gMaePXtaQR2FT5pUTHn66afxySefQH3f5iwQCJCeno53330Xzz77LFGBhgBn+aVXVcgRGxtLLb8EKSsrQ0ZGBv8NPY2IuLg4dOjQAc7OznxLMQoqKyuRlJSEbl274feJJ2Bzf1zyrapMLNm0gGd19+nbF/jttwfLS5YAZ87wp+cx0OgpWVQqFaRSKXX3EYRGT8nCRU+NraEnn6yytUUfhoGvuTmWeXryLcfgMdToaXR0NEQiEUSi/2fvvMOjKLc//tlseiGQQhIgpEIISeiigFIEQUUFGyiiIHbUCwgXLj8bXpripYgo2ChSbYCgKE1A6TWQ3gvpvbct8/sj7JKQBAKZsMnyfp5nH3Zm3nnnzGaYed8z55yvkk8//fS67XSYmJiwZMmS60ayCFo/tzQa+N///kd2djbt27envLycIUOG4Ovri62tLQsXLpTbxhaNVqslJCREhPzKSGZmJvn5+cI5JROSJBEaGoqXl5cI+ZWJ/Px80tLShHNKRmqqzdzT/S7e8pip37Yu8zv2nmkhTovnn6+WSQbQaKqL09aQy2wpCLUZ+dGlnroIFQ9Z0KnNCOeUfOhSTzt37mxoU4wCtVpNWUwMP3Xtypl+/bAUEX5NJjk5GZVK1epST8+cOYNGo0Gj0fDHH38QGRlZb7vg4GC9CIlWqyUsLIxDhw7dTlMFt5lbenq1adOGo0ePsn37dj7++GPeeust9uzZw99//90y1BduI0lJSWi1WhHyKxM655QI+ZWP9PR0iouLRcivTOjeqvj4+GBtbW1oc4yC+kJ+Fz//KYOsq6/Zci1MPTCGkiuylAZn0SJ45JHq7/n51Qo/hYWGtekaQkND6dSpE/b29oY2xSgoKioSqacyExkZiZOTk0g9lYny8nKio6OFA1VGYmNjsbKyolOnTjiKSJ8mo1KpWqWwRHl5OXFxcfplU1NTli+vv0D++fPn0VwpVgygVCpZsmRJs9soMBy3/Crg4MGD7N+/n8jISCIjI9myZQtTpkxhypQpctrXohEhv/ITHx+PiYmJCPmVCY1GQ1hYmFCbkZGUlBTKy8vp0qWLoU0xCnTOqa5du9YJ+f3xxSO4Xrlu46tKmfDVg4YwsS5KJWzeDLrIpMhIeOaZ6kiVFkB2djY5OTlCbUYmJEkiLCwMT09PkXoqEyL1VH4iIiJwdXXF0dHR0Ka0evJVKnJLSoiNjRXOKRmJjo7G1tYWNzc3Q5tyU4SEhKDVXq3dplarWb9+PTk5OXXanj17tlZaj0ajYe/evURERNwWWwW3n1vyAHz00UeMHDmSgwcPkpOTQ35+fq3PnUJUVBRt27YVIb8yIdRm5EeE/MqLWq0mPDyc7t2768M4BU1DF/Lr4+NTZ1sHJ1cW9v1a/6D6vegfVu1qIUVf27SBXbtAN3H580+YM8ewNlE79dRCFEqUBV3qqZ+fn6FNMQpE6qn86FJPW1NBz5bMO3FxBJ07R7izsxCWkImSkpJWm3oaHBxcx2a1Ws2aNWtqrdNF2V6LUqlsMJJF0Pq5pRnrmjVrWL9+PadOnWLnzp3s2LGj1udOQIT8yk9ERIQI+ZUREfIrPzExMfqQX0HTaUzI75RRk3m83QgAtMB/Q/9FQlrybbTyOnh7w88/g86xtnQprFtnUJNE6qm86NRm/P39ReqpTIjUU3nRRff5+vqK1FMZOFNUxPqMDNIlicVVVRSo1YY2ySgICwujc+fOrTL1NDg4uM4YRavVsmLFilrSxxcvXqx3f41Gw4YNG8jOzm5WOwWG4ZacKVVVVQwcOFBuW1oNurcqnp6e2NnZGdoco6CwsJCUlBQR8isjIuRXXsrKyoiLixPOKRmJjo7Gzs7uhiG/m1//na4W1ekV2SoNz2wa3DLkkgGGDoVVq64uv/Ya/P23QUypqqoiIiKCoKAgEd0nE7rUUw8PD0ObYhSI1FP50aWetraCni0RSZKYVqOg+DwvL9qJ67TJZGVlkZOT02qFJc6cOYO6Hqdabm4uW7du1S9fuHChwWdvfZEsjUWSpHpTigQtg1sabb388sts2bJFbltaDZmZmRQWFoqQX5nQvVURIb/ykZeXJ0J+ZSYsLIwOHTrQrl07Q5tiFOhCfhsT3Wdhbs63D+/B+sqLodPlSTz7xejbYGUjee01eOut6u8qFYweDUeP3nYzIiMjadeunUg9lYmKigqioqKEc0pGYmNjReqpjOhSTwMCAkTqqQxszcriRFERAN2srJgqZOWbjC66r1u3bq0y9VQnN14fCoWilvRxfelAOnSRLBUVFXW2lZSUcODAAebNm8eIESOwtLREoVDoPyYmJvWmQgtaBo2+877zzjv671qtlq+//poDBw7Qo0ePOm8Xli1bJp+FLYyaNwUR8isPaWlplJSUcPfddxvaFKNAFzklQn7lIycnh8zMTEaMGGFoU4yGmw35va/HIP518R0+jq9+vvyU/yez1s3gfy+2kDzk5cshLg7++ANKSuDBB6u/33ffbTl8UVERSUlJDB069LYc704gMjISZ2dnnJ2dDW2KUVBeXk5MTAwDBw4U0X0yERMTg7W1NR07djS0Ka2eUo2G2TUUW1Z06YKZcKI2mcTERCRJwsvLy9Cm3BKxsbH1OkCgerwdERHBwYMHGTFihF4+uSHy8vLqFNpvDB07duT+++9n48aNN72voPlptDPlwoULtZZ79eoFUMdbZ+wPyISEBJRKpQj5lQkR8is/KSkpVFRUiJBfmdA5p7p27YqlpaWhzTEKsrKyyM3NZfjw4Te13+LnlxK7MoSf8/cDsPLyCnx+8+eNR15tDjNvDlNT2L4dHn+8uhhtaSk89BDs2QODBzfroUXqqfwUFBSQkpLCsGHDDG2K0RAeHo6rqysODg6GNsUo0KWeDho0yOjH3reDT5KTSa2qAmC0gwOjxHXaZHSqp3379m210X3Xzn+vRalUMmXKFCZMmEBUVJR+vUKhwNTUFI1GU0sJqD4GDRrEvffey7333suAAQPqTc8vKioSzpQWSqOdKYcOHWpOO1oNsbGxDB06tNXeFFoasbGxmJubi5BfmRAhv/KTlJTUoNqM4ObRRffdqtrMtjf/ZMiybhwri0ElwX+CX8fH1ZeR/e5vBmtvEktL2LEDnniiOiqlpkNlyJBmO6wu9bRfv37Ndow7CZ1zytvbGxsbG0ObYxTk5eWRnp5+0w5UQcOEhYXRsWNHkXoqA0kVFXyaXF3Y3BRYJl5GyUJkZCQODg6tOvU0ODgYExOTOg4R3RhbrVZz+fJlPvnkE/22Xr164ePjQ+fOnWt93N3dcXZ2FnNII0PMtm4SR0dHEfIrEyLkV35EyK+86NRmevXq1aDajODmaGrIr1Jpwp9vBtN/ZSciKvMp0ki8uP8hDjqH082jBTi8ajpU9uyBsjJ4+GH47TdohigHXT63UJuRD5F6Ki+6umhdunS5pRB3QV1ycnLIysoSzimZmB0XR8WVuhfTOnWiq0iRbjLGknqakpKid6RYWFjQsWNHvL298fT0xN3dHXd3dzIzM+nduzf33HNPq1QrEjQN4Uy5Sfz9/Q1tgtEQHh6Om5ubCPmVidLSUuLi4rj33nuFc0omoqKiaNOmDa6uroY2xSiorKyUJeTX1tqa3164wOANfqRWVZJWVcXYrX05+WYybe3ayGjxLWJhUZ3y8+ST8Pvv1Q6V0aOrHSr3yxtBEx8fL1JPZUStVhMWFkb37t1F6qlMXL58mcrKShHdJxM655RIPZWH1MpKdl9RSnE2NeV9T0/DGmQE1BSWaO2pp59//jnvvPMOHh4eODg4GGx8XVBQYJDjCm6MiDO6SUTIrzzoQn6F2ox86EJ+27Zta2hTjILi4mISEhKEFLKMyBny693Bg80PH6CtafVjLKqykIdW9245kskWFvDLL/Doo9XL5eXwyCNw8KBsh6ioqCA6OlpcozISFxeHhYUF7u7uhjbFKBCpp/KTlJSERqPB29vb0KYYBW5mZnyrVvOItTWLvL2xF9dpk8nIyKCoqMgoVE/btWtHnz59cHR0NNhzVpIkwsPDDXJswY0RzhTBbUeE/MpPTk4O2dnZInJKRnRqM23atIBIByOgqKiI5ORkAgMDZetzSM97WdrvWyyuPMlOlsfzxMoWFPZuYQE//wyPPVa9rHOoHDggS/cRERE4Ozvj5OQkS393OrrUU+Gcko/o6GhsbW3pICRmZUGXehoQECBST2UiISEBF+DXfv14WVynTUYIS8hPWloapaWlhjZD0ADCmSK47YiQX3kRIb/yk5mZSV5ennBOyUTNkF9bW1tZ+54y6kVmes1GN/XdVXSYt795XdZjNAlzc/jpJxgzpnq5oqI6WmXfviZ1W1BQQGpqKgEBATIYKQCReio3paWlxMfHExgYKJxTMhEVFYW9vb1IPZWJyspKoqKiCAoKEkVBZUKknsqLLvW0W7duhjZF0ADiziG4rahUKhHyKzMi5FdedGoz3bp1EwU9ZaK5Q34XTvyEZx0f1S+vSf+K5ds/a5Zj3RLm5vDjj9WyyVDtUHnsMdi795a60zmnfHx8ROqpTOTm5orUU5kJCwujU6dOIvVUJnSpp8I5JQ97cnM5FxGBg4MD7du3N7Q5RoFIPZWf2NhYLCws6NSpk6FNETSAcKYIbisxMTEi5FdGqqqqiIiIIDAwUIT8ykRCQgIKhQJPUYROFmqqzTRnyO/3b+xkqE31RFgtwQfhM9h1/I9mO95NY24OP/xQrfIDUFlZHa3y55833VVqaiplZWV06dJFZiPvTETqqfxkZ2eTnZ0t3qbKSFhYGB4eHiL1VAaiysoYExLCI3l5hLu5GdocoyEiIoL27duL1FOZKC8vJzY2VjinWjjCmSK4bYiQX/nRhfzKUdBTcFVtJjAwUIT8ykRcXBxmZmbNHvKrVJqw5+1zBFlWD+JKNBKvHn6MS7ERzXrcm8LMDLZtq1b5gasOlT17Gt1FTbUZEd0nD8nJyVRVVeHr62toU4wCXXSfn5+fSD2VCV3qqXBOycPM2FjUQL6JCYnaFlK0vJWTn58vUk9lJiwsTKSetgLEbEFw2xAhv/JSXFxMYmKicE7JSGRkJE5OTiLkVyZ0Ib+36xq1srBkz5RgOptXT+AyVWqe/Lk/OQV5zX7sRmNmBlu3wtNPVy9XVVWn//z+e6N2j42NxcrKSoT8yoQo6Ck/IvVUXkTqqbz8kZvL73nVz4SO5ubM6dzZwBa1fiRJIjQ0FB8fH6ytrQ1tTotBpVLx2WefIUmSfp1CoeCrr7664b65ublkZGSI1NNWgHCmCG4LupBfUdBTPkJDQ0XIr4wUFhaSnJws3qrISHh4OC4uLrc15LeTc0e2PfY3Dlckk2MrS3joq16o1OrbZsMNMTODLVtg3Ljq5aqq6vSf33677m5lZWXExsYKB6qMCLUZeamqqhLRfTIjUk/lQ6XV8k5srH55iY8PNsKJ2mTulNRTrVZbyzGybt06Vq9erV/+4IMPUCgUVFVVAXDmzBmmT5/OG2+8Uauf11+/fpF8kXrauhBPOkGzo9VqCQkJwc/PDwsLC0ObYxRkZmaSn58vQn5lQvdWxdvbW3a1mTuV/Px80tLSDOKcGhBwFysHbMLyyhPubMVlxqy877bbcV1MTWHzZnjmmeplnUNl9+4GdwkPD6dDhw4i5FcmSkpKiI+PF/noMhIVFUXbtm1F6qlMiNRTefkyLY3I8nIABrZpw7MiCrXJ3Cmpp5Ik0a1bNz777Gpx+ylTpjB16lQqKioA6NixI3DVWTJw4ECAWpEo999/PwC7r/OsT05ORqVSidTTVoK4MwuanaSkJLRarQj5lQmdc8rf31+E/MpEeno6xcXFdO3a1dCmGAU11WYMFfL73P3PMrfLB/qH3B/FJ3llzQsGsaVBTE1h40Z49tnqZZWqup7Kr7/WaaoL+RXRffIRFhaGu7s79vb2hjbFKCgqKhKppzIjUk/lI7uqig8TEvTLn/n6iutUBu6U1NPU1FRiYmL4+OOPUalUAKxduxaAl156CYDXXnsNqI5Y0TFq1CgAduzYAcD27dsBeOyxx+o9jkg9bX0IZ4qBKC4uZvr06Xh4eGBlZcXAgQM5c+aMfrskScybN48OHTpgZWXF0KFDCQsLq9VHZWUlb7/9Nk5OTtjY2PDYY4+RkpJyu0/lutRUmxFvVeQhPj4eExOTZi/oeaeg0WgICwtrdrWZO4mUlBTKy8sNHvL7wTMfMan90/rltZkbWfzjxwa0qB5MTeH772HChOpllQqeegp27tQ30TmnunbtKkJ+ZSIrK4ucnBzhnJIJSZIICwvD09MTOzs7Q5tjFBQWFnL58mWReioTHyQmUqjRAPCiqyv9RIp0k9Glnt4J0X26OVpmZiY7rzyfX3zxRQC2bNmib/foo48C8OOPPwLw008/AfDEFSW/ms771NTUOsfRpZ66CZWpVoOY3RqIl19+mf3797Nx40ZCQkIYOXIkI0aM0P/HWrJkCcuWLWPVqlWcOXMGV1dXHnjgAYqLi/V9TJ8+nR07drBt2zaOHj1KSUkJjzzyCJorD4uWQFRUFO3atRMhvzJRWVlJVFQUQUFBwjklEzq1mc6iCJ0sqNVqwsPDCQgIaBEhv2vf+JEHbHsDoAUWRM/lx8M7DGvUtegcKhMnVi+r1dUFaq+8ydKF/Pr4+BjQSOOhptqMSD2Vh8zMTAoKCvDz8zO0KUaBLvXUy8tLpJ7KwMWSEr5OSwPA1sSERV5eBrbIOAgLC6NDhw60a9fO0KY0O2fPnsXU1BQTExOWL1+uX//UU08BsGnTJgC2bt0KwPjx4wFqOZeTk5MBOHXqFADDhg2rdQyReto6EbMxA1BeXs4vv/zCkiVLGDx4ML6+vsybNw8vLy9Wr16NJEmsWLGCd999lyeeeILAwEA2bNhAWVmZ3vtZWFjId999x9KlSxkxYgS9e/dm06ZNhISEcODAAQOfYTUi5Fd+IiIicHJywtnZ2dCmGAXl5eVER0eLB5eMxMTEYG1trc8dbgn89q+T9LZyBaBMA28ef5ozkcGGNepalEpYvx6ef756Wa2GceNQ//CDCPmVmcTERJF6KiNCbUZ+ROqpvESVlaET6X7f0xNX4URtMrm5uWRmZt4xajOnT59GrVaj1Wo5ceIEFy5cAOD7778H4Pkrz24bGxv9i6SEK2ll586dA2Dw4MEA9O/fH6geL9V8Ae7h4UF0dLRIPW1lGP614R2IWq1Go9FgaWlZa72VlRVHjx4lISGBjIwMRo4cqd9mYWHBkCFDOH78OK+99hrnzp1DpVLVatOhQwcCAwM5fvy4PkevJpWVlVRWVuqXtVot2dnZtG/fXvaJpCRJnD59GicnJyRJoqioSNb+70QKCwuJjo7mvvvuE7+nTFy4cAFbW1vMzMzEbyoDZWVlhISEcPfdd9eKomsJ/DDuKA+sDyKpspycCg1PbR3IvskhuDnWdkxKkkRxcTEdOnS4/dFfSiWsWwcmJrBhA6jVKJ97Ds9583Cr554uuHl0ajN9+/YV0X0yER8fj1KpFKmnMiFST+VnQGUl31ZWct7bm2lGXtvjdlAz9fTauYwxopvT6DA1NWXlypWsW7cOKysrrK2tKSsrIyYmhi5dunDu3Dl69uzJoEGDSEtLo0+fPkB1DUm1Wo2pqSmffPIJc+bM4Z133uGzzz4jKyuLvLw8Zs2axcyZMw11qoJbQRI0isLCQgmQCgsLZelvwIAB0pAhQ6TU1FRJrVZLGzdulBQKhdS1a1fp2LFjEiClpqbW2ueVV16RRo4cKUmSJG3evFkyNzev0+8DDzwgvfrqq/Ue88MPP5QA8REf8REf8bnB5/Lly7Lc628JtVqSJk+WJJAkkLRKpST9+KPh7DEiLl68KB0/ftzQZhgN5eXl0m+//SZlZWUZ2hSjITIyUjp06JCk1WoNbYpRoFKppD///NOw93QjIzExUdq3b5+kVqsNbcptIS4urs4YwczMTMrOzpYkSZLCwsIkQHJ0dNTvo2tXVVUlSZIkLV++XAKkN954Q5IkSdJqtfo2Go1GOnjwoNS7d28JkPbt21fHBrnnoQL5EJEpBmLjxo1MmTKFjh07olQq6dOnDxMmTOD8+fP6NtdGi0iSdMMIkuu1mTt3Lu+8845+uaCgAA8PDy5fvoydnR1J6SH8cnILZ7OOEFsZS1x5FRqp4WO1MTHFQ+lBd7vBPNLjGR7u3x9TpXjTJxAIWi9FRUW4u7sbtoimUgnffUdWbi7td+9GodFUK/5otXAlD1tw8xQVFZGUlMTQoUMNbYrREBkZibOzs0g9lYny8nJiYmIYOHCgSD2ViZaYetqaUalUhIeH07Nnzzsm9fTs2bN11mk0Gr755hvmzp2rT3XKzc2lsrISCwsLvvjiC958803eeOMNvv32W6ZNm8aMGTNYvXo1X375JQqFgqFDh3L48GHWrVuHp6cn+/btw9nZmZEjRyJJ15mACVoUCkn8tRpFUVER9vb2FBYW0kbGCuClpaUUFRXh5ubG+PHjKSkp4fPPP8fHx4fz58/Tu3dvfdsxY8bQtm1bNmzYwF9//cXw4cPJy8urVfipZ8+ejB07lo8++qjJ55SeE8UPRzdwNGUvURURxJSXU6ltuD9bEyVeJh4E2N7H6MCJjBs8DHOzO+NGKxAIjIPmutffLFlZWZw9fZpRv/yCcv366pUmJrBp01UpZUGjkSSJEydOYGdnR1BQkKHNMQoKCgo4evQow4YNw8bGxtDmGAXnzp1DkiT69etnaFNaPWmVlSyOj2dQXBwP3nsvbdu2NbRJRkFoaCiFhYV3lMNv9uzZrFixQi+JrMPV1ZXLly9jamrKN998w6uvvsrEiRPZuHEjcPWluG6qPWrUKPbt28fOnTsZM2YMBQUF+jlcRkYGLi4u+n10yzpaythEUBcRRmBgbGxscHNzIz8/n7179zJmzBi8vLxwdXVl//79+nZVVVUcOXKEgQMHAtC3b1/MzMxqtUlPTyc0NFTfpqm4Ofkxfewifn7rHCGzykj7VyJf9P0vzzjdQy8bW6yv8ZOUaDWEqOPZVrCB548+QNvF5nRf2Jmnlj/L13/soqxCVf+BBAKBQKBHrzbj74/yu+/g5Zd1G6oVf2rIMAoaR0ZGBoWFhUJtRiakK2oz3t7ewpEiE3l5eaSnpwspZJmYGx/PqsxM3rCz45KhjTESSkpKSEhIuOOK9p86daqOIwWqnys6meRXXnkFuKrqAzB69GgAfv75Z+CqTPLYsWMBajn4dIVo//nnH4BaNTEFLRsRmdJI5PYI7t27F0mS8PPzIzY2ln//+99YWFhw9OhRzMzM+OSTT1i8eDHr1q2jS5cuLFq0iMOHDxMVFaUPP3/jjTf47bffWL9+PQ4ODsyaNYvc3FzOnTvXqNC7pp5TcWkGvxzdzF/xu4gou0hURSHF6obbWygUeChd8bO8m+G+43nh/jG0s7O66eMKBAJBc9ES3v7Ex8eTkJDAsGHDqoukarXwxhvw9dfVDUxM4Ndf4ZFHDGJfa0Oj0XDo0CF8fX3x9PQ0tDlGQWpqKiEhIQwfPlwUSZUBSZL4+++/cXV1FQ4/GThVVMQ9V9Lm2ymVxNxzD47iOm0yJ0+exMrKip49exralNuGVqulTZs2lJaW1tlmYmLCPffcw7FjxwB48skn2b59O5s3b2bChAmUlJTo52y66bbOCZWcnIy9vT1fffUVs2fPxs/Pj8jIyFptVqxYwblz5zh79ixlZWUkJSWJyJQWSKuKTFm8eDEKhYLp06fr10mSxLx58+jQoQNWVlYMHTqUsLCwWvtVVlby9ttv4+TkhI2NDY899hgpKSm32fraFBYW8uabb9KtWzdeeOEF7r33Xvbt26cflMyePZvp06czdepU+vXrR2pqKvv27auVx798+XLGjh3LuHHjGDRoENbW1uzevfu25TDa2bgyedRMvn/jCGdmFpA1K4+t933BFNcHuNvOgXbXPLcqJYlodTq7S3YyPfhZ2i+3xmdBex769GE++fk7MvJalvqHQCAQ3G4qKyuJjIwkKCjoqtqMiQmsXg2vv169rNXCc8/BlYGX4PoItRl5UavVhIWF0b17d+FIkYnLly9TWVmJj4+PoU1p9WgliWkxMfrl/3p5CUeKDGRmZpKXl4e/v7+hTbmtxMTE1OtIgWpHy/HjxwkODgbQp/c899xzANja2uqf44mJiahUKr799lsAOnfuzF133cXs2bMBiIqKQqFQ1Ir4mT59Ohs3biQiIoKkpKRmOT9B02k1kSlnzpxh3LhxtGnThmHDhrFixQoAPvnkExYuXMj69evp2rUrCxYs4O+//64TwbF7927Wr1+Po6MjM2fOJC8vr9ERHNAy3lbKTXOfk0pVwh+nf2ZP+M+EFZ8hqjKL7KqG25sA7sp2dDHvw6BOY3hx+HN4uDg02F6r1VJVdZ0OBQKB4BrMzMyue9839L3+4sWLlJeXc88999TdqCtAeyVkGD8/OHUK7O1vr5GtiIqKCg4ePMjdd9+Nk5OToc0xCqKiosjIyGDw4MF3VKh/c6FWqzlw4ABBQUGiSKoMbMzI4IUrjuYAa2uC+/XDVMigNwmtVsuhQ4fw9PS84xx+mzdvZuLEiQ1uNzU15bnnnuM///kPZ8+e5fnnn2/S8czNzenXrx9WVlZMmjSJu+66i65du1JSUmJ081BjoVU4U0pKSujTpw9ffvklCxYsoFevXqxYsQJJkujQoQPTp09nzpw5QPVbPRcXFz755BNee+01CgsLcXZ2ZuPGjYy/ooKQlpaGu7s7e/bsYdSoUY2ywdAD7Obgdp+TWl3O4eBd7Lr0I5cKTxJTlU5aRcOXnwLoaOJAf5vHmP3Q+9zt763fVlVVRUJCAlrtdSriCgQCQT20bdsWV1fXeieChrzXFxUVceTIEYYNG4atrW39jUpKYMAACA2tXn7kkeqUHzFZqJcLFy6gUqno37+/oU0xCsrLyzl48CADBw7EwaHhlx2CxhMeHk5eXh6DBg0SzqkmUqJW43f6NGlXXrTt69GDB8R12mTi4uJITEy8mnp6BzFjxgw+//xzfU2TmpiamqJWX6e+wTX07t2bfv36ERQUhEaj4eGHH6Zr166N2tcY56HGQquQRn7zzTcZPXo0I0aMYMGCBfr1CQkJZGRk1CrSY2FhwZAhQzh+/DivvfYa586dQ6VS1WrToUMHAgMDOX78eIPOlMrKSiorK/XLRUVFQLUkWH1FiFojt/s8TE2tGNFvPCP6VTu1tFoVJ8L+ZMf5rVzMP0Z0VQrJ5VedIxKQos0jpXg9239cj5eJG0MdJvJ/Y2djpi5FqVTi7u5+x93YBQLBrSFJEmVlZWRlZQHg5ubWYNvbfa+XJImLFy/i4eGBhYVFw8e2sICffsJ04EAU+fnw229o3nsPbSMU3O40CgoKSElJYfDgwUbz3DY0oaGhuLi4YGdnJ35TGSgrKyMuLo4BAwbc1KRMUD8Lk5L0jpRH2rVjqLhOm0xVVRWRkZH07t0bjUZTr1PBmImOjq51znZ2dri6utKpUyc6depE27ZtOXLkCIGBgfTr14++ffvSo0eP6xbmjouLIy0tDU9Pz0Zfn+I6brm0eGfKtm3bOH/+PGfOnKmzLSMjA6CWdJRuWZdblpGRgbm5eS35YF0b3f71sXjx4nrlhfft24e1tfVNn0dLpKyszKDHNzExY1DQowwKehQASdJwIfoIv5zZxPncv4mqTCChhnMlQZtOQs6n7P7+WzYN3opPZz/MLSwwvUN07gUCQdOxsqouep2VlUX79u0bTPkx1L0+Ly+PhISEG7ZznjaNAf/9LwqtFuXixZzTaEiXScnN2Dh8+LChTTA60tLSDG2CUaErYCm4dTIVCpba2YFCgakkMTo5mT2JiYY2y2iobx52J/DEE09w77334uDgQLt27bCwsKjTZvjw4frv+fn5HDlypFF9//HHH422w9BzNkHDtGhnyuXLl5k2bRr79u3D0tKywXbXhkVKknTDUMkbtZk7dy7vvPOOfrmoqAh3d3dGjhxpNOFVumibloJCoaSP3/308bsfAK22ij9PrWfDhc85URLG5fLqlCBrMzu0JloKtDlczMzBCmvaWbrg0tYBExMRIisQCK6PzkmiUqkadKbcznu9RqPh77//xtfXF3d398bt9PDDaK2sUF5Jcb3riy9Qjx8PQUHNaGnrIS0tjYiICIYMGYKpaYse6rQKJEni2LFjuLi40KVLF0ObYxTk5ORw7tw5hg4dWu8ETXBzjI+MRJWbC8C0Tp14SSh3NZmioiKOHz/OfffdJyTQZeLSpUuo1Wr69OlzU/u1tDmb4CoteoRx7tw5srKy6Nu3r36dbtC5atUqoqKigOrok5rh2llZWfpoFVdXV6qqqsjPz68VnZKVlcXA67zFs7CwqPfhZmZmZjTV61v6eZiYmPPwgFd5eMCrVFUVsfXwZ/wctZYUrYQCBSiqU4HKKKOsIoH0jESsFbY4Wbvi2KaNyD0WCAT10ph7w+281yckJGBubo6Xl9fN3bf+/W+4dAk2b0ZRWorZ00/DmTNwh9cIUKvVREZGEhAQoI9EEjSNpKQk1Go1fn5+t00x0JjRarVERkbSrVu3husjCRqNJEn0NzXlgCRhbW7OB15emAknapOQJInIyEi8vb1p27atoc0xCvLz80lPT+f++++/6fFFS5+z3cm06GITw4cPJyQkhODgYP2nX79+PPfccwQHB+Pt7Y2rqyv79+/X71NVVcWRI0f0jpK+fftiZmZWq016ejqhoaHXdaYIWhbm5m2YNPJ9dr+dwIHn/6aduR02JspaF7AWiRKpmMTSGC6mXyAmI47CUhEWJxAIWi4VFRVER0cTFBR08w5ghQK++QZ0b7ji4+GZZ+AOr70QGxuLlZUVnTp1MrQpRoFKpSIiIoKAgADhSJGJpKQkNBoN3t7eN24suCGSJHFXWhqHO3ViR2AgbYQjpcmkp6dTXFzc6AKpgusjSRIhISH4+PgYTbkIQTUt2pliZ2dHYGBgrY+NjQ2Ojo4EBgaiUCiYPn06ixYtYseOHYSGhjJ58mSsra2ZMGECAPb29rz00kvMnDmTgwcPcuHCBSZOnEhQUBAjRoww8BkKbgUb6/a0sXbAy8mfIOcA3CwcsFGaUHMaokZLoTafmMJwLqUFE5eZRGlFZYN9CpqX9evXy/pmIzExEYVCQXBwsGx93gyTJ09m7Nixsvfr6empl31vDEOHDmX69Omy29HcKBQKdu7caWgzWgTh4eG4uLjg6Oh4ax1YWcGOHeDsXL28fz/MnSufga2MsrIyYmNj9WMEQdOJjo7G1tb2ugWbBY1HV9AzMDBQFNCXiYSEBBQKBb18fBggpOKbjEajISwsDH9/fxERIROpqamUl5eLNEkjpNXfxWfPns306dOZOnUq/fr1IzU1lX379mFnZ6dvs3z5csaOHcu4ceMYNGgQ1tbW7N69W7xhMQLMzKzo6OhNt/a96e7oR3vzNlhdUzelCjX5mmwi8kIISbtEYlYqlarb/+Z28uTJKBQKXn/99Trbpk6dikKhYPLkyY3u7/DhwygUCgoKCuo9jkKhwMzMDG9vb2bNmkVpaWkTz6B101wOEDk5c+YMr776aqPbb9++nfnz5zejRU1j3rx59OrVq8769PR0HnroodtvUAsjPz+ftLQ0AgICmtZR587w88+gexv7v//Bli1NN7AVEh4eTocOHYRsr0yUlJSQkJBwa5FTgnqJioqibdu2dcQTBDePJElUVlYK55TMxMXFYWZmRufOnQ1tilGgVqsJCwuje/fuooaXEdLq7jqHDx+u9eZWoVAwb9480tPTqaio0MtT1cTS0pLPP/+c3NxcysrK2L17d+OL/AlaBQqFAisLOzo7daW7Sx/82nrjaGqDxTVXeCVV5KjTCc0OJiwtlJScLNQabf2dNgPu7u5s27aN8vJy/bqKigq2bt0q60PrwQcfJD09nfj4eBYsWMCXX37JrFmzZOtf0Dw4OzvfVPing4NDLcfx7aLqivTkreLq6nrHF1zUhfz6+vrKE/I7eDDUjGp66SU4f77p/bYicnNzycjIwN/f39CmGA1hYWG4u7tjL972y0JRURGJiYkickomZsXF8cy5cygcHWnfvr2hzTEKysvLbz31VFCHTz/9lNDQUH3qqbu7O2+//bahzRLISKtzpggEN0KhUGBn7YBXe38CXfrgY+dOO1NLzGo8EySgnAoyqpK5lHmeiPQIMvLz0EpSs9rWp08fOnfuzPbt2/Xrtm/fjru7O717967VVpIklixZgre3N1ZWVvTs2ZOff/4ZqE5zGTZsGADt2rWrE9ViYWGBq6sr7u7uTJgwgeeee46dO3ciSRK+vr7873//q3Ws0NBQTExMiIuLa9D2tWvXEhAQgIWFBW5ubrz11lv6bcuWLSMoKAgbGxvc3d2ZOnUqJSUl1/0tdu3aRb9+/bC0tMTJyYknnnhCv62+NJC2bduyfv36evvSaDS89NJLeHl5YWVlhZ+fH5999pl++7x589iwYQO//vqrPmpHJ5eamprK+PHjadeuHY6OjowZM4bEGnKKGo2Gd955h7Zt2+Lo6Mjs2bORbnCd6NKafvvtN/z8/LC2tuapp56itLSUDRs24OnpSbt27Xj77bfRaDT6/Wqm+Rw+fBhzc3P++ecf/falS5fi5OREeno6UDfNx9PTk0WLFjFlyhTs7Ozo3LkzX3/9dS3bjh8/Tq9evbC0tKRfv37s3LnzhilTnp6eLFiwgMmTJ2Nvb88rr7wCwJw5c+jatSvW1tZ4e3vz/vvvo1Kp9L/BRx99xMWLF/W/ue7vd+3fNyQkhPvvvx8rKyscHR159dVXb3j9tHZSUlIoLy/H19dXvk6nTq12ogBUVMDjj0NWlnz9t2B0zqmuXbuKorMykZWVRU5ODt26dTO0KUaBJEmEhobi6elpECe4sRFRWsrKlBR2VlUxRaOhosazVHDrRERE4Orqeuupp0ZMVlZWLVWd77//Xj8WB9ixYwcKhYLQ0FCg+v/87NmzGTZsmN45lZKSwqpVq9Bqb9+LXEHzIpwpAqNGoTChnZ0LPu0DCXLphYe1G/ZKc5Q1HCtaoFQqJaU8novp54lKjya3qPiGE+Zb5cUXX2TdunX65bVr1zJlypQ67d577z3WrVvH6tWrCQsLY8aMGUycOJEjR47g7u7OL7/8AlSHDKenp9dyHlyLlZUVKpUKhULBlClTah1fZ8N9992Hj49PvfuvXr2aN998k1dffZWQkBB27dpVaxJoYmLCypUrCQ0NZcOGDfz111/Mnj27QXt+//13nnjiCUaPHs2FCxc4ePAg/fr1a7D9jdBqtXTq1Ikff/yR8PBwPvjgA/7v//6PH3/8EYBZs2Yxbtw4fcROeno6AwcOpKysjGHDhmFra8vff//N0aNHsbW15cEHH9RHXyxdupS1a9fy3XffcfToUfLy8tixY8cNbSorK2PlypVs27aNP//8k8OHD/PEE0+wZ88e9uzZw8aNG/n666/1DrJr0TlKnn/+eQoLC7l48SLvvvsu33zzzXVrFyxdupR+/fpx4cIFpk6dyhtvvEFkZCQAxcXFPProowQFBXH+/Hnmz5/PnCvSujfi008/JTAwkHPnzvH+++8D1XWt1q9fT3h4OJ999hnffPMNy5cvB2D8+PHMnDmTgIAA/W8+fvz4en+nBx98kHbt2nHmzBl++uknDhw4UMtZZ2yo1WrCw8MJCAiQN+RXoYAvvoB77qleTk6GcePgioPLmElOTkalUjV4DxPcHFqtltDQULp163bHR5HJRWZmJoWFhfj5+RnaFKPgndhYdAnbb3TsiKVI3W8yeXl5pKWl0b17d0Ob0iJ56KGHeOGFF/TLX375JYcPH+bs2bMA9OzZE4BBgwYBV5UDCwoK9A7Ujz76CIAPPvjgttktaGYkQaMoLCyUAKmwsNDQpshGaz2n8vJyKTw8XCovL9ev69tXkjp2vJmPVnJzU0kubpVSe9eGPy5uKqlDB22D/fTt23i7J02aJI0ZM0bKzs6WLCwspISEBCkxMVGytLSUsrOzpTFjxkiTJk2SJEmSSkpKJEtLS+n48eO1+njppZekZ599VpIkSTp06JAESPn5+fUeR8epU6ckR0dHady4cZIkSVJaWpqkVCqlU6dOSZIkSVVVVZKzs7O0fv36Bm3v0KGD9O677zb6XH/88UfJ0dFRv7xu3TrJ3t5evzxgwADpueeea3B/QNqxY0etdfb29tK6deskSZKkhIQECZAuXLjQYB9Tp06VnnzySf3ytb+LJEnSd999J/n5+UlarVa/rrKyUrKyspL27t0rSZIkubm5SR9//LF+u0qlkjp16lSnr5qsW7dOAqTY2Fj9utdee02ytraWiouL9etGjRolvfbaa/plDw8Pafny5bVs6d27tzRu3DgpICBAevnll2sdZ8iQIdK0adNq7T9x4kT9slarldq3by+tXr1akiRJWr16teTo6Fjr/84333xzw9/Sw8NDGjt2bIPbdSxZskTqW+M/xYcffij17NmzTruaf9+vv/5aateunVRSUqLf/vvvv0smJiZSRkbGDY95K9R3D9FxO+6L4eHh0t9//13rupOV1FRJcnOTJKj+vPVW8xynhVBVVSX98ccfUmpqqqFNMRri4uKkAwcOSBqNxtCmGAUajUbav3+/FB8fb2hTjILfc3IkDh2SOHRIcj92TCpVqw1tUqtHq9VKR44ckSIiIgxtSoukpKREMjExkRQKhZSUlCRJkiQlJydLgGRiYqJvR3Xwu1RZWSllZ2dLL774ogRIM2bMkCSp+nfWtbkZWuuc7U5AVMERGAUZGZCaejN7KADDXP5OTk6MHj2aDRs2IEkSo0ePxsnJqVab8PBwKioqeOCBB2qtr6qqqpMOVB+//fYbtra2qNVqVCoVY8aM4fPPPwfAzc2N0aNHs3btWvr3789vv/1GRUUFTz/9dL19ZWVlkZaWxvDhwxs83qFDh1i0aBHh4eEUFRWhVqupqKigtLQUGxubOu2Dg4P1qSJysWbNGr799luSkpIoLy+nqqqq3uKnNTl37hyxsbF1Qq4rKiqIi4ujsLCQ9PR0BgwYoN9mampKv379bhi5ZG1tXestuYuLC56entja2tZal3WdNAxzc3M2bdpEjx498PDwaJTST48ePfTfFQoFrq6u+mNERUXRo0cPLC0t9W369+9/wz6BeiOHfv75Z1asWEFsbCwlJSWo1WratGnTqP50RERE0LNnz1rXyaBBg9BqtURFRRldkcaysjLi4uIYNGhQ8+Wjd+gA27fDkCFQVQWrVkHv3lBPBJwxEB0djZ2dnVCbkQmd2kzfvn1FQU+ZiI+PR6lU4uHhYWhTWj1VWi0zYmP1y5/6+mItolKaTLOknhoR586d06fmfP311yxYsEBff1Or1VJeXo6VlRWrV6/mjTfe4O233+bZZ59lzpw5rFu3juXLl7Ns2TIUCgV+fn5ERUVx9uzZJkVlC1oG4ikpMApcXaFjx6Z+JDp00OLqpsLFrYr2rg1/XN00dOwo4ep6a/ZOmTKF9evXs2HDhnpTfHQ37N9//53g4GD9Jzw8vMG0kJoMGzaM4OBgoqKiqKioYPv27bWKs7388sv6Qrjr1q1j/PjxDRbBvFH9gaSkJB5++GECAwP55ZdfOHfuHF988QWAvn7GzfapUCjqOCsa6gvgxx9/ZMaMGUyZMoV9+/YRHBzMiy++eMNCqVqtlr59+9b6jYODg4mOjtbLq98q18oJ6tSVrl13o7zZ48ePA9Xht3l5ebd0XN0xJEmqM4G/kVNIx7VOsZMnT/LMM8/w0EMP8dtvv3HhwgXefffdmy5OW59NNW03NsLCwujYsSPt2rVr3gPdcw98+eXV5TfegFOnmveYBqCkpIT4+HhR0FNGIiMjcXBwMDpHpqGoqKggKipKqM3IxKrUVKKvFPG/t00bxulk4QW3TLOlnhoRJ0+e1KvArlmzRj/W0dWC070g1Cl2fv3116hUKnx9fenTpw8AR48eBWD//v1A419mCVo24n+MwCi4kq7YRBRXPiZIkkRxWR45pZmUasuorGe+qwAssSI1tz2u7RxR3sQgqWZNjlGjRtXZ3r17dywsLEhOTmbIkCH19mFubg5Qq4CpDhsbm+u+XXj44YexsbFh9erV/PHHH/z9998NtrWzs8PT05ODBw/WKrSl4+zZs6jVapYuXaofKOpqlTREjx49OHjwIC+++GK9252dnfVFVgFiYmIoKytrsL9//vmHgQMHMnXqVP26a4vpmpub1/mt+vTpww8//ED79u0bjKhwc3Pj5MmTDB48GKgedJw7d07/cGxO4uLimDFjBt988w0//vgjL7zwAgcPHrzlAXm3bt3YvHkzlZWV+joIZ2/xP8+xY8fw8PDg3Xff1a9LSkqq1aa+3/xaunfvzoYNG2pFMR07dgwTExO6du16S7a1VHJycsjKyrpulJesvPQSXLhQXUelqgqeeKL6ZmlEERyhoaF07txZqM3IRFFREUlJSQwdOtTQphgNkZGRODs74ywm/U0mq6qKj64UiFcAn3XpIpyoMhATE4O1tTUdO3Y0tCktlhMnTuhfPuXm5rJjxw7Gjx/PpEmTmDx5Mps3b2bTpk0A3Hvvvfoae0qlkt9//x03Nzfuu+8+JEnSR7RIkqSPaBG0XoSLXCCoB4VCQRsbR7zbdyfQpTfetp1oa2pRjyJQOemVSVzMuEBEeiSZBQWNetOvVCqJiIggIiJC7+muiZ2dHbNmzWLGjBls2LCBuLg4Lly4wBdffMGGDRsA8PDwQKFQ8Ntvv5GdnX1T6idKpZLJkyczd+5cfH19a6Wx1Me8efNYunQpK1euJCYmhvPnz+vThnx8fFCr1Xz++efEx8ezceNG1qxZc93+PvzwQ7Zu3cqHH35IREQEISEhLFmyRL/9/vvvZ9WqVZw/f56zZ8/y+uuv14m4qImvry9nz55l7969REdH8/7773PmzJlabTw9Pbl06RJRUVHk5OSgUql47rnncHJyYsyYMfzzzz8kJCRw5MgRpk2bRkpKCgDTpk3j448/ZseOHURGRjJ16lQKCgque35yoNFoeP755xk5cqS+aHFoaChLly695T4nTJiAVqvl1VdfJSIigr179+qVnW52QOrr60tycjLbtm0jLi6OlStX1inM6+npSUJCAsHBweTk5FBZWVmnn+eeew5LS0smTZpEaGgohw4d4u233+b55583qjfjUg21mZppVs3O8uXVsskAaWnw5JNQz9+hNZKVlUVeXp5Qm5EJ6YrajJeXl1CbkYmCggJSUlIICAgwtClGwfsJCRRdcdC/5OZGH3GdNpnS0lLi4uKEFPJ1kCSJo0eP6qN8TUxM9GNguPpSdPfu3QAsXrwYgGeeeQYA1xph7Lqxum4sL3fKu+D2I5wpAsENUCiUOLRxxbd9EEEuPels7UIbpdk1ikASpVIJl8tiCU4/T1R6DPnF13dutGnT5rr1JebPn88HH3zA4sWL8ff3Z9SoUezevRsvLy8AOnbsyEcffcR//vMfXFxcblr95KWXXqKqqqreNKNrmTRpEitWrODLL78kICCARx55hJiYGAB69erFsmXL+OSTTwgMDGTz5s36B0lDDB06lJ9++oldu3bRq1cv7r//fk7VSEFYunQp7u7uDB48mAkTJjBr1qwG05CgOqzyiSeeYPz48dx9993k5ubWilKB6geWn58f/fr1w9nZmWPHjmFtbc3ff/9N586deeKJJ/D392fKlCmUl5fr/zYzZ87khRdeYPLkyQwYMAA7Ozsef/zxG/5mTWXhwoUkJibqpY1dXV359ttvee+9964rY3w92rRpw+7duwkODqZXr168++67+oryNzvBHzNmDDNmzOCtt96iV69eHD9+XK/yo+PJJ5/kwQcfZNiwYTg7O7N169Y6/VhbW7N3717y8vK46667eOqppxg+fDirVq26pXNsqSQlJaHRaPD29r69BzYzg59+gitvwjhxAt56q7o0bStGq9USEhKCn5+fUJuRiYyMDKE2IyM655S3t3e9tcMEN0dYaSnfXIlYbaNUsuDKWEjQNMLDw+nYsSNt27Y1tCktlsuXL5OTk6Nf1mq1HDt2jLCwMAB++OEHAB577DGKi4vJz8/Xt9W9fPvpp58AeP755wH0qkCbN29udvsFzYtCamzC/B1OUVER9vb2FBYW3nSBxZZKaz2niooKEhIS8PLyur1veK9Bra4gqyidIlUBpRoN9f1HMkOJjUlbXO3dsLUynK31cezYMYYOHUpKSopRRQAIbo7Nmzfz4osvUlhYeMeEml7vHtIc90WVSsWBAwfo1auX4YqknjsH994LFRXVy19+WV1HpZUSFxdHYmIiw4YNE3UoZECj0XDo0CF8fX3x9PQ0tDlGQWpqKiEhIQwfPvy6kZWCxqHRannv77/5zsSEOV5ezNQ5iAW3TE5ODqdOnWL48OEGHU+3dH766SfGjRtXa52pqSmvvvqqvkagLqrnjz/+wM3NjZSUFB555BFGjhzJ3r17a7XRTb0feugh/vzzT3bt2sWjjz56XRta65ztTkCMQASCW8TU1JIODl50c+lNoFM3XMztsVbWDpFUoaFAm0tkfiiX0i6SkHWZiqqGC6neDiorK4mNjeX9999n3LhxwpFyh/H9999z9OhREhIS2LlzJ3PmzGHcuHF3jCPFEERFRWFvb18r1Pe207cvfPvt1eV//Qv++cdw9jSByspKoqKiCAoKEo4UmRBqM/KiVqsJCwuje/fuwpEiE6kpKQyrqiKqf3/eFrU9mozBUk9bISdPnqzz/1itVrN+/Xp92s7BgweB6mhmf39/Ro8eDcC+ffv0+zz55JPA1UiWmhEtgtaLGIUIBDJgYW6Lu1MX/Nv3wb+dL05mtlia1HasVKEiV51JaM5FQtNCSM7OQKW+fnHO5mDr1q34+flRWFhYq06J4M4gIyODiRMn4u/vz4wZM3j66af1qUQC+SkuLiYhIaFlqM089xzMnFn9Xa2Gp56Cy5cNa9MtoFObqalQJrh1KioqiI6OFjUTZCQuLg4LCwt9oUlB01CpVHq1mXaWlpgLJ2qTMVjqaSvk6NGj9SpKlpeX69N0dEW7w8PD9QIRupSedevWAVfrpOhqqdSMMKmZRiRoXYg0n0ZijOFVrfWcWkqaz42QJC1FpbnklmVRoi2nqgFFICusaWvZHte2DuItq0BwG7idaT4nT57E2tqaHj16NLkvWVCr4eGH4Yo0I/36VddRaSVymIWFhfz9998MGzYMW1tbQ5tjFFy4cAG1Ws1dd91laFOMgvLycg4ePMjAgQNxcHAwtDmtnvTKSvLj4sjLy2PQoEHC4ScDLSL1tJVQVVWFra1tvc4UhUKBv78/oaGhxMfHM336dH777Te++OILpk6dSkVFhT7qVzfd1l2/aWlpuLm58ddffzF8+HAGDRqkl07WkZuby6VLlwgJCSEjI4PFixe3ujnbnUDrGD0JBK0QhcIEe1tn7G2d0Wo15JdkkVeeTam2CvUVF6YElFFGWUUiGRlJWCtscbR2xalNGzFgEAhaOZmZmeTl5d0WGe1GY2oK27bBXXdBfHy1VPIvv8D48Ya27IbUVJsRjhR5yM/PJzU1lfvvv9/QphgN4eHhuLm5CUeKDKRUVNDt9Gn6VlbyRc+eYlwkEy0i9bSVcOnSpXodKVD9TAoPD+fw4cOUlZWxZs0aOnXqxJtvvsnUqVOxtLREqVSi0WhITk7G3d2dLVu2MGHCBDp06MAzzzzDpUuXgOo6huL6bp0IZ4pAcBswMVHi2MYNxzZuaDRV5BRlUFiVR4lWjfaKY0WLRIlUTElpMamlJlgr2tDezo22tkIFQCBobWi1WkJDQ+nWrZs+5LfF4OAAX30FDzxQvfzJJzBuHLTwgVx6ejpFRUX079/f0KYYBTrnlI+Pz3XV0gSNJzc3l/T0dIYPH25oU4yC/8THU6rV8reZGWuLilgmUvuajC71dMiQIWLy3ghOnjyJQqGgoUQOpVLJv//9b8aMGcOxY8f066/9beurR7Vt27YGj9uhQwd69OhBjx49CAoKwtfXlwEDBtziWQiaE+FMMRDFxcW8//777Nixg6ysLHr37s1nn32mD7Pdvn07X331FefOnSM3N5cLFy7Qq1evWn1UVlYya9Ystm7dSnl5OcOHD+fLL7+kU6dOBjgjQWNRKs1xadcZFzqjUpWTVZROsbqAUo1WrwikRkuRVEBRUQFmRabYKqsVgWwshQSoQNAaSEhIQKFQtFxllOHDoU8fOH8eLlyAAweuOldaIBqNRhT0lJnU1FTKysro0qWLoU0xCnQFPbt06SIKesvA8cJCNmdlAeBoasr7ojiyLISGhuLh4SFSRRrJyZMn66xTKBSYmpoiSRJqtZpz585x7ty5G/bl5+dHUFAQPj4+dO/enUGDBuHl5dWoFP+ioqJbsl/Q/AhnioF4+eWXCQ0NZePGjXTo0IFNmzYxYsQIvd57aWkpgwYN4umnn+aVV16pt4/p06eze/dutm3bhqOjIzNnzuSRRx7h3LlzKJXK23xGglvBzMyKjo7eSJJEZVUJWcXplKiLKdNe9YCrUJOvySE/LwcLzLEzdcCtrSsW5uK/r0DQEqmsrCQyMpK77rqr5dZBUihgzpyr6T1LlrRoZ0pcXBxmZmZ07tzZ0KYYBTXVZkxbSb2clk5ycjIqlQpfX19Dm9Lq0UoS02Ji9MvzvbxoJ5yoTSYzM5P8/Hz69u1raFNaDYWFhUiShJ2dHU5OTri5udGxY0fat29P+/btKSgoICUlhQEDBuijSERx9DsL8QQ1AOXl5fzyyy/8+uuvDB48GIB58+axc+dOVq9ezYIFC/QVoBMTE+vto7CwkO+++46NGzcyYsQIADZt2oS7uzsHDhxg1KhRt+VcBPKgUCiwtLCjs4UdkiRRWp5PTmkmJZpSKmoUrq2kikp1Brk5GVhgib25M27tnDFVttAJm0BwBxIZGYmTk1PLH1A9+ST4+EBcXHVkyrlz1RLKLYzy8nKio6MZMGCACEuXidjYWKysrEQkq0yoVCoiIiLo0aOHeJklA99nZHD2iuRskI0Nr4giqU1Gq9USEhLSMlNPWzA7d+5Eo9HU+5ulpaVx6dIlhg8fLiIm72DEDMwAqNVqNBpNHRUJKyurOpWcG+LcuXOoVCpGjhypX9ehQwcCAwM5fvx4vftUVlZSVFRU6yNoeSgUCmytHfB09ifApQ++dp1pZ2qJeY05hARUUEFm1WUuZp4nPC2CjPw8tFohziUQGJLCwkIuX75MQECAoU25MUolzJp1dbmFSqVHRETg4uKCo6OjoU0xCsrKyoiNjRVSyDISHR2Nra2tUEaRgWK1mrnx8frlFb6+mLbUCL9WREJCAiYmJi039bSFolQq63Wk6FJP/f39hSPlDkfcnQyAnZ0dAwYMYP78+aSlpaHRaNi0aROnTp0iPT29UX1kZGRgbm5Ou3btaq13cXEhIyOj3n0WL16Mvb29/uPu7t7kcxE0LwqFCW3t2uPTPpBAl1542LhhrzTH9BrHShmlpJTHE5xxnsj0aHKKihoslmWsDB06lOnTpxvaDINys7/B5MmTGTt2bLPZ01x4enqyYsUKQ5tRh1apNjNpEugiaH7+uTpKpQWRn59PWlpa63BOtRLCw8Pp0KFDnfGD4NYoKSkhISFBOKdkYlFyMhlX1FMed3LifnGdNhld6mlQUFDLTT1tZYjUU4EO8T/KQGzcuBFJkujYsSMWFhasXLmSCRMmNDk8VJKkBh/mc+fOpbCwUP+5fPlyk44luDkmT56MQqHg9ddfr7Nt6tSpKBQKJk+e3OD+JiamONt3pItLD4LaB5F8Npa7Ot5FaWGxvo0WiVnT3sHZ3h4TExPMzMzw9PJi1qxZlJaWNsdpCVoQ27dvZ/78+Y1u/9lnn7F+/frmM6iJrF+/nrZt29ZZf+bMGV599dXbb9ANSE9Pp7i4mK5duxralMZjZQXTplV/12rhf/8zrD010BX09PX1FWozMpGbm0tGRgbdu3c3tClGQ1hYGO7u7tjb2xvalFZPXHk5y66MTc0VCv7n42Ngi4yDiIgInJyccHZ2NrQpRoEu9VQ4UAUgnCkGw8fHhyNHjlBSUsLly5c5ffo0KpUKLy+vRu3v6upKVVUV+fn5tdZnZWXh4uJS7z4WFha0adOm1kdwe3F3d2fbtm2Ul5fr11VUVLB169ab8m4rlRY4tHEFwN/JD1eLdtgoTdDd0gcMG8AfF/5gx/EdvDzrJb744gtenfo6ZRVVcp6OoIXh4OCAnZ1do9vb29vX66xobqqqmnYdOjs7t7jJdasO+X3jDdBF0qxbB5mZhrXnCikpKZSXl4uCnjKhc0517dq1Tpqx4NbIysoiJyeHbt26GdoUo2BdejpVV6JqZ7q74y1UkZpMYWEhKSkpBAYGGtoUoyEiIgJXV1eReioAhDPF4NjY2ODm5kZ+fj579+5lzJgxjdqvb9++mJmZsX//fv269PR0QkNDGThwYHOZK2giffr0oXPnzmzfvl2/bvv27bi7u9O7d+9abSVJYsmSJXh7e2NlZUXPnj35+eefgerCxMOGDQPApX1H3J18+WTOSro7dMXSxAwrc3Oc2jvh2tGVBx9/kFFPjGLvn38QlnuRzl6deXfeB1Sp1PpjhYaGYmJiQlwDIf6HDx+mf//+2NjY0LZtWwYNGkRSUhJQXTy5V69efPXVV7i7u2Ntbc3TTz9NQUFBrT7WrVuHv78/lpaWdOvWjS+//LLW9pSUFJ555hkcHBywsbGhX79+nDp16qZ+X61Wy+zZs3FwcMDV1ZV58+bptyUmJqJQKAgODtavKygoQKFQcPjwYf15KhQK9u7dS+/evbGysuL+++8nKyuLP/74A39/f9q0acOzzz5LWVnZTdl2M9yqHTXTfCIjI7G2tmbLli367du3b8fS0pKQkBCgbprP0KFD+de//tXgb6jr995778XS0pLu3btz4MABFAoFO3fubPB8hg4dyltvvcU777yDk5MTD1xRjVm2bBlBQUHY2Njg7u7O1KlTKblSdPDw4cO8+OKLFBYWolAoUCgUeluuTfNJTk5mzJgx2Nra0qZNG8aNG0fmbXYIxMbGtt6Q33btQBfpU1kJK1ca1h6qa4uFh4cTEBAg1GZkQqc24yPe9suCVqslNDSUbt26YWFhYWhzjII3rayYW1nJPXZ2zG2N99IWhs6B6uXlhY2NjaHNMQry8vJIS0trdHTfwoULUV1JWxMYJ8KZYiD27t3Ln3/+SUJCAvv372fYsGH4+fnx4osvAtX/WYODgwkPDwcgKiqK4OBgfT0Ue3t7XnrpJWbOnMnBgwe5cOECEydOJCgoSK/uI2iZvPjii6xbt06/vHbtWqZMmVKn3Xvvvce6detYvXo1YWFhzJgxg4kTJ3LkyBHc3d355ZdfgOprIz09nc8++wwryzbYWtpjZ9kWv7ZeOJpaY2EClpaWqFVqFAoFj45/lK1bNxGSHUxYWhgpuVl8++133HffffUOstVqNWPHjmXIkCFcunSJEydO8Oqrr9YKbYyNjeXHH39k9+7d/PnnnwQHB/Pmm2/qt3/zzTe8++67LFy4kIiICBYtWsT777/Phg0bgOqc8yFDhpCWlsauXbu4ePEis2fPRqvV1rHnemzYsAEbGxtOnTrFkiVL+O9//1vL4dhY5s2bx6pVqzh+/DiXL19m3LhxrFixgi1btvD777+zf/9+Pv/88wb3T05OxtbW9rqf+tK95LSjW7du/O9//2Pq1KkkJSWRlpbGK6+8wscff0xQUFCDx7zeb6jVahk7dizW1tacOnWKr7/+mnffffeG56Hr19TUlGPHjvHVV18BYGJiwsqVKwkNDWXDhg389ddfzJ49G4CBAweyYsUK2rRpQ3p6Ounp6cyqWSz1CpIkMXbsWPLy8jhy5Aj79+8nLi6O8TrJ39tAeXk5MTExrTvkd8YM0EXUfPklFBdfv30zExMTg7W1NR07djSoHcaCTm0mICBAqM3IRGJiIpIkNTqiWHB9tFotYWFhvNK1Kyf69sVOOFGbTHp6OiUlJa0r9bQFk5eXx7lz5/Spp9999x0TJ07Ub//2229RKBT6MgolJSW899579O/f31AmC24D4k5lIAoLC5k7dy4pKSk4ODjw5JNPsnDhQn14+K5du/SOFYBnnnkGgA8//FD/dnb58uWYmpoybtyxKniAAAEAAElEQVQ4ysvLGT58OOvXr2/0QMmYCpSePduPqqr6C+82J+bmrvTrd/am9nn++eeZO3euPlLi2LFjbNu2TR8dAVBaWsqyZcv466+/GDBgAADe3t4cPXqUr776iiFDhuDg4ABA+/bt603VsLN2xM7akVOnTrB/5z4G3XcPZgp4dPyjfPW/rwi9EEZA7wCKS+L5ftMG/v3+v8nMz6d927a1JoRFRUUUFhbyyCOP6J0t/v7+tY5VUVHBhg0b9DKbn3/+OaNHj2bp0qW4uroyf/58li5dyhNPPAGAl5cX4eHhfPXVV0yaNIktW7aQnZ3NmTNn9Od1K6H9PXr04MMPPwSgS5curFq1ioMHD+ojIRrLggULGDRoEAAvvfQSc+fOJS4uDm9vbwCeeuopDh06xJw5c+rdv0OHDrUiYOqjMWl2TbVj6tSp7Nmzh+effx5zc3P69u3LNF19jAa43m+4b98+4uLiOHz4MK6u1WlmCxcubNTv6+vry5Jr1GJqFsv18vJi/vz5vPHGG3z55ZeYm5tjb2+PQqHQH6s+Dhw4wKVLl0hISNAX1d64cSMBAQGcOXOGu+6664a2NZXw8PDWH/LbqRM89xysXw8FBfDNN/DOOwYxpaysjLi4OAYNGtR6nVMtjOjoaOzs7ITajExUVVURGRlJ3759RUFPmYiPj0epVOLh4WFoU4wCjUZDaGgo3bt3b32ppy2UgQMH4uHhwe+//w5Uz8lSU1OZP38+Xl5e9OzZE4ARI0YQFRWlL0QfHBx83ZqWgtaNcKYYiHHjxjFu3LgGt0+ePPm6xUihOtrg888/v+4b8uuRnJx8S/u1RKqqMqiqSjW0GY3CycmJ0aNHs2HDBiRJYvTo0Tg5OdVqEx4eTkVFRZ1JalVVVZ10oPr47bffsLW1Ra1Wo1KpGDNmDGvWrMHJqR1uVpkMGXEfu3/YRUDvAP458A9VlVXc98h9XC6PI61cgbWiDc62brSztcHBwYHJkyczatQoHnjgAUaMGMG4ceNqDco7d+6sd6QADBgwAK1WS1RUFEqlksuXL/PSSy/xyiuv6Nuo1Wp9wb7g4GB69+6td6TcKj169Ki17ObmRlZWVpP6cXFxwdraWu/A0K07ffp0g/ubmprKUuehqXZAdeRT165dMTExITQ09IYP8+v9hlFRUbi7u9dybjT2jUu/fv3qrDt06BCLFi0iPDycoqIi1Go1FRUVlJaWNjokOSIiAnd391rqZN27d6dt27ZEREQ0uzMlLy+P9PR0hg8f3qzHuS3Mnl3tTAFYtgzeegvqkYRsbsLCwujYsaNQm5GJkpIS4uPjGTJkiBjMy0RkZCQODg4N1qgTNJ48lYoTubkQFUX//v2Fc0omYmNjsbCwEMqdMpGTk0NUVBTx8fEUFBTg5OTEnj176NmzJ0OHDiUpKUk/3oiOjkar1WJiYsKcOXP45JNPWLRoUaMjeQWtC3HHukNRqVRER0cb2gzZMDd3xdy8owE+Db8xvx5Tpkxh/fr1bNiwod4UH116y++//05wcLD+Ex4erq+bcj2GDRtGcHAwUVFRVFRUsH37dtq3b4+JiRnt23Zi+pvvcGDXQRwkG/748TceeGwEllbVBQk1SBRLhcQXR3IxPZiYjHhWfrGaEydOMHDgQH744Qe6du3KyZMnGzy+bsCuUCj05/LNN9/UOpfQ0FB9H1YyFZm79u1LzePrBmg1I7IaymOt2Y9Cobhuv/UhV5pPU+0AuHjxIqWlpZSWljYom97QMa89RlPerFzrHElKSuLhhx8mMDCQX375hXPnzvHFF18ADf9d6qMhm27HWyBdPnqXLl1ku4YNir8/PPZY9ffUVKhRb+d2kZOTQ1ZWVp3oN8GtExoaSufOnUXReZkoKioiKSlJyHXLxLzERB6JjOSTNm0ov4kC6oKGMYrU0xbGr7/+ClSPT9auXQtcffmUnJyMRqMB0GcPfPDBBwAsWrQIqE7dFxgnIjLlDiUqKuqmVD9aOjebamNoHnzwQb2iyahRo+ps7969OxYWFiQnJzNkyJB6+zC/8sZYdwOviY2NzXUjIx5++GFsbGzY+cMf/PPXcQ4c3IureVuKNYWUaq46G9RoKNTmUViQh7mLGeOnTGT6O7O4f+hgtmzZwj333ANUP0jS0tLo0KEDACdOnMDExISuXbvi4uJCx44diY+P57nnnqvXnh49evDtt9+Sl5fX5OiUhtBJAqanp+uje26UinOryJXm01Ty8vKYPHky7777LhkZGTz33HOcP3/+lif+3bp1Izk5mczMTP0b2TNnztxSX2fPnkWtVrN06VK9o+vHH3+s1cbc3Lze67sm3bt3Jzk5mcuXL+vfwIWHh1NYWNjsE/LLly9TWVlpXAU958yBXbuqvy9ZAi+8ALfpTbFQm5GfrKws8vLyjCNyqgUgSRKhoaF4eXkZ1RjKUISVlvJlanVU8TlJEm94ZSI8PBw3N7dmG0/daZSWlnL48GGUSiUajYbPP/+cmTNnolQqWbJkCbNnz2b27NksXbqUDz74gHnz5rFw4UIWLFiAiYkJPj4+xMXFcf78efr06WPo0xHIjLhv3YEUFxeTkJDQ6ErUAvlRKpVEREQQERFRb40bOzs7Zs2axYwZM9iwYQNxcXFcuHCBL774Ql+01cPDA4VCwW+//UZ2drZeBaWxx588eTJz587F19eXIYPvp5OTL93a96F7O1+czWyxMql+m5GanMqqxas4e/YcYUnBfLf9KyIiI3Dp1AGVunqia2lpyaRJk7h48SL//PMP//rXvxg3bpw+HWTevHksXryYzz77jOjoaEJCQli3bh3Lli0D4Nlnn8XV1ZWxY8dy7Ngx4uPj+eWXXzhx4gQAp0+fplu3bqSm3noql5WVFffccw8ff/wx4eHh/P333832pkCX5nO9T/v27Zvl2DV5/fXXcXd357333mPZsmVIklRvEdfG8sADD+Dj48OkSZO4dOkSx44d04et3uzbLx8fH9RqNZ9//jnx8fFs3LiRNWvW1Grj6elJSUkJBw8eJCcnp14FpREjRtCjRw+9o+j06dO88MILDBkypN7UIrkwWrWZgQPh3nurv0dEwG+/3bZDJyUlodFoaqWyCW4drVZLSEgIfn5+Qm1GJjIyMigsLMTPz8/QprR6JEliRmwsOnf53M6d6SScqE1Gl3oqxvjyERYWRlJSkj5KNyUlhT/++ANAP6bSjWcVCoVehloXff3XX38B1Ek7jo2NbX7jBc2OcKbcgYSFhYmQ3xZAmzZtrvs3mD9/Ph988AGLFy/G39+fUaNGsXv3br1yQMeOHfnoo4/4z3/+g4uLC2+99dZNHf+ll16iqqqqVpqRQqHA2qotHs7d6O7Sm672HrjZtuVybBJzXp3Dk/c9yaLZi3j6xad5YML9XMq6QFZxFh5enowdO5aHH36YkSNHEhgYWEv6+OWXX+bbb79l/fr1BAUFMWTIENavX68/F3Nzc/bt20f79u15+OGHCQoK4uOPP9Y7msrKyoiKimqyvNzatWtRqVT069ePadOmsWDBgib115L5/vvv2bNnDxs3bsTU1BRra2s2b97Mt99+y549e26pT6VSyc6dOykpKeGuu+7i5Zdf1jukbjaSoFevXixbtoxPPvmEwMBANm/ezOLFi2u1GThwIK+//jrjx4/H2dm5TgFbQC/L3K5dOwYPHsyIESPw9vbmhx9+uKVzbCzR0dHY2Njoo7GMipoFjT/55LYcUqjNyE9CQgKAUJuRCY1GQ1hYGP7+/qKgpwz8lpvL/vx8ADwsLJgpans0GaNLPW0B6FJPQ0ND9WniSqWSlStXAtVjEF3tOJ2QxN69ewH0AhKdr8h8a7Va/UuhvLw8unTpwhtvvHHbzkXQPCgkY5J0aUaKioqwt7ensLCwVTshMjMzOXfuHCNGjKCioqJVnlNFRQUJCQl4eXmJUPAmcOzYMYYOHUpKSsoNi+hptRryS7LIr8ihRFOJusZd4+ulX3P4z8Ns278VK4UNjlauOF9RYREYP8eOHePee+8lNja21aS7XO8e0ph7fWlpKYcOHeLee++tV0mr1aPVQlAQhIdXL//zz9VolWYiNDSUoqIiBgwYIO4dMlBZWcnBgwfp16/fbYmCuxOIiYkhJSWFoUOHimu0iVRqtQSePk1sRQUAP3XvzlPiOm0yycnJREZGMnz4cOGUlgFJkjh8+DAKhYJhw4bV2R4TE4Ovry/Z2dn6+6xuWq27RxQXF2Nra8vmzZuZOHEi48aN07/s0bVpzFTcWOahxoiITLmD0Gq1hIaG0q1bN329DcGdR2VlJbGxsbz//vuMGzeuUWoEJiZKHNu44ds+iCCXHrhbt6eN0hRljfGkFolSqYTksliC0y8QnR5LfklpM56JwBDs2LGD/fv3k5iYyIEDB3j11VcZNGhQq3GkyEFYWBidOnUyTkcKVNdImT376nI9EUFyoks9DQwMFJNUmYiMjMTR0VE4UmSioqKC6OhoUdBTJlampOgdKUPs7XnySk0zwa2jUqn0qafCkSIPutTT+or3K5VKfQS2c43rt7CwEEAvFqGrFaj7t2ZtOF3NxF26OmWCVolwptxBJCQkoFAo8PT0NLQpAgOydetW/Pz8KCwsrDdt4kYoTcxxaduZri69CHQOwE5phVKhoObwUoOWIqmAuKIILqZdIDYjkZLySvlOQmAwiouLmTp1Kt26dWPy5Mncdddd+ir3dwLZ2dlkZ2fTrVs3Q5vSvDz7LOjkznfvhrCwZjtUaGgoHh4e4m2bTBQWFpKcnCzUZmQkIiKC9u3b4+TkZGhTWj2ZVVXMT0wEqichK3x9hYNKBmJiYrC1tTXO1FMDUFVVpU89PXv2bJ3UPo1Gw7fffqtP2/ntSn2xp556CoAnn3wSqO0oefzxx4GrDhXdv2PGjGnGMxE0N8KZcodQWVlJZGQkgYGBeuUMwZ3J5MmT0Wg0nDt3jo4dOzapLzNTK5Yu+YzwkEgCnPxwMW+DtbL2oEiFhgJtDpH5IVxKu0hCVgoVVU2rfSIwHC+88AIxMTFUVFSQkpLC+vXrcXR0NLRZtwVddJ+fn5/xpxiam8M771xd/vTTZjlMZmYm+fn5xu+cuk3o1Ga8vb2xtbU1tDlGQX5+PqmpqcI5JRPvxsdTfKWQ5ytubvQSqkhNprS0lPj4eBHdJyNRUVHY29vj6urK8ePH663ZV1xczNatWwEYPXo0AAcOHNBvnzBhAlBdww5g48aNAIwfPx6oreqYmZnZDGchuB2IWfUdQmRkJE5OTiLkV9AsKBQKLM3tcHfqin/7PnRr542TmQ2W19xhqlCRq84gNOcioWmhXM7JRH0D6VuBoKVwx6nNvPIKtGtX/X3zZkhOlrV7kXoqP+np6RQXF9O1a1dDm2IU6JxTPj4+WFtbG9qcVo9aqyWptDr9116pZL4ojiwLRp96epspLi4mMTGRwMBA1Go158+fr7edQqHgs88+09c80Qk66JQJv/vuOwAmTZoEgI2NjX5fnTrl33//DcDDDz9cq+/S0lJOnjzJmjVreOONN3jllVfkOj2BzAhnyh2ACPkV3E4UCgW2Vg54OvsT4NIH3zadcTC1xPyau00FFWRWXeZi5gXC08JJz8tFqxX1sAUtk6qqqjsvus/WFt58s/q7Wg3//a+s3YvUU3kRajPyk5qaSllZGV26dDG0KUaBUqHg3eJivmrXjlVduuAsnKhNRpd66u/vb2hTjIaaqadhYWFUVtafpq5TT9JJIK9evRpAr9BjaWmpvxcnJiaiVqtZt24dAJ06dWLkyJH6dKDz58+jUCj0H1tbWwYMGMAbb7zBmjVratVaEbQsTA1tgKB5ESG/AkOiUJjQ1rY9bW3bo9WqySvOJL8yl1JNlV4RSALKKKOsIoH0jESsFbY4Wrvh1MZOhKsKWgxRUVG0bdu2UQWbjYoZM+Dzz6GwENatg1mzQIaUHF3q6V133XXnOKeambi4OMzMzPQynIKmoVarCQsLo3v37piaiuGyHCQnJ6NSqXgpMFAUSZUBrVZLSEgIfn5+WFhYGNoco0CXetq3b18ATp06hUKhaFBxx9TUlI8++oipU6cSHBysX3/t+LU+ifr9+/fX26ednR29evXSf3r27EmnTp1wdXW9xbMSNCfi6WDk6EJ+dRroAoGhMDExxcm+I050RKOpJLsog8KqfEq1anQBKVokSqRiSkqLSS01wdrEHtc2HWljbeT1KQQtGl3I75AhQ+48B5+DQ7Wyz7vvVksmv/ceXFEpaAoREREi9VRGysvLiY6OFtLSMhIbG4uVlRWddIWYBU1CpVIRERFBjx49hCNFJpKSktBqtXdO6mkzo3NO1Uw9bciZYmpqikKhQKVSsXfvXvbu3XvD/nv37k3Pnj3x8/MjKCiIAQMG4ODg0CjbioqKbv6EBLcF4UwxYkTIr6ClolRa4NrOA1c8qFKVkV2UTpG6kDKNFt3jSo2WIm0+RQX5uJR54i5UFAQGQBfd5+npeeeqzUybVh2dkpEBv/wCZ87AXXfdcneFhYVcvnyZYcOGyWjknU1ERASurq53TDHo5qasrIzY2FgGDRoknFMysDo1FVVmJr1tbHBzczO0OUaBLvW0d+/eIrpPJuLj4zExMamVepqZmYlWq8XExARHR0dcXV3p1KkTbm5uuLi40K5dO4KDg/H399dHknTs2FHcN+4ghDPFiBEhv4LWgLmZNR0dfeggSVRUFZNdnE6JuoSyGvVTMqsSIQfhUBHcdjIzMykoKNCH/N6R2NjABx/A1KnVy3PnQg3FgptBl2MuUk/lIz8/n7S0NO6//35Dm2I0hIeH06FDB9rpCjALbpnkigpmxsVRrtUyws6OvYCYZjadOzb1tJmorKwkKiqK/v3713JO/fLLLxQXF+Po6CicVoJ6EVeFkaIL+Q0KChLeUYFBmTx5MmPHjr1hO4VCgZVFGzo7+eHv0ge/th60Mb167WZWJZKcnd2MljYvhw8fRqFQUFBQIFufCoWCnTt3tph+jA2hNlODl18GH5/q7wcP3rIzJT09nZKSEqE2IxM655Svr69Qm5GJ3NxcMjIy6N69u6FNMQrmxMdTfkUKOcjeHhMxJm0yRUVFerUZMcaXB13qqbOzc631lpaWODs7C0eKoEHElWGkhIeHi5DfFkhGRgbTpk3D19cXS0tLXFxcuPfee1mzZg1lZWX6dp6enrWqeus+H3/8MVBdFVyhUGBqaqqXV9ORnp6uz+VMTEys1V73adeuHYMHD+bIkSO19k1JScHc3JxuDRSYvHbSrVKpeOaZZ3Bzc+PSpUsy/EJXj2Nn7Yy3gx/2NRwqWaokkrKzZDvOnca8efPo1atXnfXp6ek89NBDt9+gFk58fDxKpRIPDw9Dm2J4zMxg/vyry//5T3UNlZtAo9EQGhoqUk9lJCUlhfLycnx9fQ1tilGgc0517doVS0tRq6up/FNQwLas6me2k6kpH4h7aZOpmXpqZ2dnaHOMgsLCQlJSUggMDDS0KYJWiHCmGCF5eXmkp6eLtyotjPj4eHr37s2+fftYtGgRFy5c4MCBA8yYMYPdu3dz4Jo3vf/9739JT0+v9Xn77bdrtenQoQPff/99rXUbNmygY8eO9dpw4MAB0tPTOXLkCG3atOHhhx8mISFBv339+vWMGzeOsrIyjh07dt3zKSsr47HHHuPMmTMcPXqUHj163MzP0ShMTW3xcuhWy6GSrUomMUs4VOTE1dVVKAFcgy7k946SQr4R48dDz57V38+dq66fchPExsZibm4uUk9lQq1WEx4eTkBAgFCbkQmd2oyPLgpLcMtoJYnpsbH65QXe3rQVTtQmk5mZSWFhIX5+foY2xSjQOVC9vLywsbExtDmCVogYIRoZOo+1CPlteUydOhVTU1POnj3LuHHj8Pf3JygoiCeffJLff/+dRx99tFZ7Ozs7XF1da32uvdFPmjRJr1mvY/369UyaNKleG3TFs3r06MFXX31FWVkZ+/btA6qvnXXr1vH8888zYcIEvvvuuwbPpaCggJEjR5KamsrRo0dvauApSRJLlizB29sbKysrevbsyc/XqIPs2rWLLl26YGVlxQMPPMI/v53jro53UVxYDEBs1iUee/xxOnXqhLW1NUFBQWzdurVWH1qtlk8++QRfX18sLCzo3LkzCxcuBOD+++/nrbfeqtU+NzcXCwsL/vrrrwZt37VrF/369cPS0hInJyeeeOIJ/bZNmzbRr18//d9twoQJZF3H6VNflMiKFStqFT4DWLt2LQEBAVhYWODm5lbH7prMmTOHrl27Ym1tjbe3N++//z4qlQqovi4++ugjLl68qI9QWr9+PVA34igkJIT7778fKysrHB0defXVVykpKdFv16Vu/e9//8PNzQ1HR0fefPNN/bGMgaioKJydneuE/N7RmJjA4sVXl999Fxr5Ny8vLycmJkaknspITEwM1tbWDTrPBTeHTm0mICBAqM3IwPqMDM5feW70sLHhZVF4tsmI1FP5SUtLky31NDc3ly+//FK/XFFRgUKh4MSJE03uW9ByEc4UI0OE/LZMcnNz2bdvH2+++WaDnu9bmWA89thj5Ofnc/ToUQCOHj1KXl5eHcdMfeicbboJ8KFDhygrK2PEiBE8//zz/PjjjxQXF9fZLyMjgyFDhqDVajly5MhNV+Z/7733WLduHatXryYsLIwZM2YwceJEfcpRYmIiTz31FGPHjiU4OJjXXnuNDz74LwD2ZtW/UVVlFV5Bnfnq+/WEhoby6quv8vzzz3Pq1Cn9cebOncsnn3zC+++/T3h4OFu2bNEXanv55ZfZsmULlZWV+vabN2+mQ4cODSqM/P777zzxxBOMHj2aCxcucPDgQfr166ffXlVVxfz587l48SI7d+4kISGByZMn39Rvcy2rV6/mzTff5NVXXyUkJIRdu3Zd9/+2nZ0d69evJzw8nM8++4xvvvmG5cuXAzB+/HhmzpxJQECAPtJp/PjxdfooKyvjwQcfpF27dpw5c4affvqJAwcO1HHiHDp0iLi4OA4dOsSGDRtYv3693jljDKSlpREQEGBoM1oeDz4IgwdXf4+JgUb+zUXqqbyUlZURFxcnnFMyEh0djZ2dnVCbkYEitZq58fH65c98fVGK67TJ6FJPr33pIrg1dKqn3bt3b1Tq6Y8//siFCxf0y7179651/126dClvvvmm/uWUWq0GYODAgfIaLmhRiLhQI0KtVhMWFkZgYOAdF/Lb7+t+ZJRk3Pbjutq6cvbVszdsFxsbiyRJdcIynZycqKioAODNN9/kk08+0W+bM2cO7733Xq32v/32G0OHDtUvm5mZMXHiRNauXcu9997L2rVrmThx4g0fCqWlpcydOxelUsmQIUMA+O6773jmmWdQKpUEBATg6+vLDz/8wMsvv1xr32nTpuHt7c2JEyduOvqptLSUZcuW8ddffzFgwAAAvL29OXr0KF999RVDhgxhzZo1+Pn58emnnwLg5+dHaGgoCxcuxKNdVwq06eDWnudff766U6UVb7/9Nn/++Sc//fQTd999N8XFxXz22WesWrVKH6Xj4+PDvffeC8CTTz7J22+/za+//sq4ceMAWLduHZMnT25wYrJw4UKeeeYZPvroI/26nrqUB2DKlCn6797e3qxcuZL+/ftTUlJyy6olCxYsYObMmUybNk2/7q7rSNLWvF48PT2ZOXMmP/zwA7Nnz8bKygpbW1tMTU1xdXVtsI/NmzdTXl7O999/r3f8rVq1ikcffZRPPvlE75Bq164dq1atQqlU0q1bN0aPHs3Bgwd55ZVXbulcWxqenp4i5Lc+FAr4+GPQDQ7nzYOJE8HKqsFddKmnw4cPvz023gGEhYXRsWNH2rZta2hTjIKSkhLi4+MZMmSIcE7JwIKkJLKuvKh5ytmZoUIVqclUVFTo1WbENSoPsbGxWFhY4O7ufsO2Wq2Wl19+me7du3Py5EmgeqwXHBzM1q1befbZZ5k7dy6LFy/m8ccfR5KkWmO/7OxsEelqpNxZM24jJzo6Ghsbmzsy5DejJIPU4tQbNzQw1z4AT58+jVar5bnnnqsVJQHw73//u05kQ31/25deeokBAwawaNEifvrpJ06cOKH3hl/LwIEDMTExoaysDDc3N9avX09QUBAFBQVs375dH+EC6J001zpTHn30UXbs2MFXX33FjBkzbub0CQ8Pp6KiggceeKDW+qqqKnr37g1Up1dc6zDo378/AEqlNZ5t/dFkh7Fi+Tr2795Pdno2qioVVVVV+slvREQElZWVDU7eLCws9Oc3btw4goOD9RElDREcHHxdR8GFCxeYN28ewcHB5OXlob1SnDM5OfmW6hdlZWWRlpZ2UxPQn3/+mRUrVhAbG0tJSQlqtZo2bdrc1HEjIiLo2bNnLUfCoEGD0Gq1REVF6Z0p14bCu7m5ERISclPHasmImgnXYcAAGDMGfv0V0tJg1Sr497/rbarLR9el7QmaTk5ODllZWcI5JSOhoaF07tz5pu+XgrrElJWxIiUFAAuFgk+9vQ1skXEQEREhUk9lRJd6OnDgwEY5p2JjYykuLubUqVMEBwfTq1cvvv/+e7Zv386ECRN49tlnaxUETk9Px83NjUOHDjFs2DAeeeSRWtHTAuNBOFOMhNLSUuLj47n33nvvSI+1q23Db9pbwnF9fX1RKBRERkbWWu99ZZBR3yTDycmpUelagYGBdOvWjWeffRZ/f38CAwMJDg6ut+0PP/xA9+7dadu2ba1w+y1btlBRUcHdd9+tXydJElqtlvDw8FrOgIkTJ/LYY48xZcoUNBoNs2bNuqGNOnQOht9//72OY0hXAFWSpDrXsCRJ+u9KpTXb1+9j27dbmD7vHXy7+WJlbcXn876gqqoKqP/3vJaXX36ZXr16kZKSwtq1axk+fPh1VVuu12dpaSkjR45k5MiRbNq0CWdnZ5KTkxk1apTepmsxMTGpdV5ArZojNzvxPHnypD5yZtSoUdjb27Nt2zaWLl16U/3U9/vrqLn+2ugnhUKh//saA0Jt5gYsXAi7doEkVddReeUVqCdK4vLly1RWVgrnlEwItRn5ycrKIi8vjxEjRhjaFKPAQqFgEHAY+HfnzngKJ2qTKSgoIDU1tcE0ZMHNEx4ejpubGw4ODo1qf/r0aQCUSiWrVq3i22+/rfXSKTk5mc6dO3P8+HEGDhzIqFGjuHTpkj6a/PTp09cdXwlaL8KZYiTc6SG/jUm1MSSOjo488MADrFq1irffflv29IEpU6YwdepUVq9efd127u7u9U5qvvvuO2bOnFknEuZf//oXa9eu5X//+1+t9S+88AJKpZJJkyah1WqZPXt2o+zs3r07FhYWJCcn69OLrqVbt27s2bOn1rqzZ2v/fY8dO8nYMWOY+Mwj5Km0aLVa4uJj6NrFH0D/FvzgwYN1Imt0BAUF0a9fP7755hu2bNnC559/fl3be/TowcGDB3nxxRfrbIuMjCQnJ4ePP/5YHy56rc3X4uzsTEZGRq2Ha00nmJ2dHZ6enhw8eLBRA6hjx47h4eHBu+++q1+XlJRUq425uTkajea6/XTv3p0NGzZQWlqqv06PHTuGiYmJLAXaBEZCQAC88AJs2AD5+fDpp9UOlhqoVCrCw8MJCgq641JPm4ukpCQ0Go3eES9oGlqtlpCQEPz8/ERBT5kwKyhgdlkZ7911F3ffoWNSOdE5UL29vUXqqUzcSurpqVOnMDMzQ6VSsWnTJj799FN9bbm77rqL4cOHExMTo09hDwkJ0Y/v3nnnHZYtW8aSJUuYM2dOc52WwECIArQGori4mOnTp+Ph4YGVlRUDBw7kzJkzQPUAdM6cOQQFBWFjY0OHDh144YUXSEtLq9VHZWUlb7/9No6OjgwePJj333+flCuhlYKWx5dffolaraZfv3788MMPREREEBUVxaZNm4iMjKyjHlBcXExGRkatT1FRUb19v/LKK2RnZzfoOLgewcHBnD9/npdffpnAwMBan2effZbvv/++XpWW5557jo0bN/J///d/fPzxx406lp2dHbNmzWLGjBls2LCBuLg4Lly4wBdffMGGDRsAeO2114iMjGTOnDlER0fz448/1lKdgepInwMHDpEaWUh+QhKL5iwiNzsXFRXEZKRgaWnJnDlzmD17Nt9//z1xcXGcPHmyjkLRyy+/zMcff4xGo+Hxxx+/ru0ffvghW7du5cMPPyQiIoKQkBCWLFkCQOfOnTE3N+fzzz8nPj6eXbt2MX/+/Ov2N3ToULKzs1myZAlxcXF88cUX/PHHH7XazJs3j6VLl7Jy5UpiYmI4f/58g04fX19fkpOT2bZtG3FxcaxcuZIdO3bUauPp6UlCQgLBwcHk5OTUSS2D6r+rpaUlkyZNIjQ0lEOHDvH222/z/PPP61N8BAKgul6KbgK6fDmkp9faHBMTo3+GCZqOUJuRn4SEBAC8vLwMbIlxoNFoCA0Nxd/fn+FOTtgKJ2qTSUtLo7S0VLzMkIlbTT09fvy4fixcVVWlV9LUCRHExsbqo3N1L7X++99q8QTdWPE///mPvj+VSoWDg4OYtxkDkqBRFBYWSoBUWFgoS3/jxo2TunfvLh05ckSKiYmRPvzwQ6lNmzZSSkqKVFBQII0YMUL64YcfpMjISOnEiRPS3XffLfXt27dWH6+//rrUsWNH6dNPP5V27twpDRs2TOrZs6ekVqsNck63i/Lycik8PFwqLy83tCk3TVpamvTWW29JXl5ekpmZmWRrayv1799f+vTTT6XS0lJ9Ow8PDwmo83nttdckSZKkhIQECZAuXLhQ73EuXLggAVJCQsIN27/11ltS9+7d6+0nKytLUiqV0i+//CJJkiQB0o4dO2q1+eGHHyRTU1Np4cKF9fYxadIkacyYMfplrVYrffbZZ5Kfn59kZmYmOTs7S6NGjZKOHDmib/Prr79Kvr6+koWFhTR06FBp9erVEqD/m+fm5kpjxoyRbG1tpfbt20tvvfOyNPqp0dKQUUOkM6lnpKi0ZEmj0UgLFiyQPDw8JDMzM6lz587SokWLatlWXFwsWVtbS1OnTq3X9mv55ZdfpF69eknm5uaSk5OT9MQTT+i3bdmyRfL09JQsLCykAQMGSLt27ar1mx86dEgCpPz8fP0+q1evltzd3SUbGxvphRdekBYuXCh5eHjUOuaaNWv0v5Wbm5v09ttv67dd+/f497//LTk6Okq2trbS+PHjpeXLl0v29vb67RUVFdKTTz4ptW3bVgKkdevW1dvPpUuXpGHDhkmWlpaSg4OD9Morr0jFxcX67df+TSVJkqZNmyYNGTKkUb+jobnePaS13hcNxrRpklSd7CNJb7yhX11SUiLt3r271vUuaBohISHSsWPHJK1Wa2hTjIKKigrp999/lzIzMw1tilGg1Wql6Oho6a+//hLXqEyoVCpp7969UnJysqFNMRqSkpKkvXv3NnquJEnV9wpTU9Na43EPDw9Jo9FIkiRJCxYskABpzpw5kiRJkkaj0bfToRvXnz9/XpKk6nEsINnZ2TXKBjE2abkoJOmapH1BvRQVFWFvb09hYWGTC5SVl5djZ2fHr7/+yujRo/Xre/XqxSOPPMKCBQvq7HPmzBn69+9PUlISnTt3prCwEGdnZ5YuXYq/vz/Dhg0jMzMTd3d39uzZw6hRo27rOd1OKioqSEhIwMvLS+SM3yEsXLiQNWvWcPny5Xq3a7UVJOdFkFN1NYWljcKFLq6drpufevnyZTw9PTlz5gx9+vSR3W5By+R695DWel80GFlZ4OMDJSVgagoREeDry+nTpzE3N6dXr16GttAoKC4u5vDhwwwZMkRclzJx8eLFOrXCBLdGTlUVw4KDGZWXx5y+fUWRVJmIjIwkKyuL++67T9TakAGVSsXBgwcJCgq6KbEO3RzsWv744w8efPBBJEnCxKQ62UM3rfb39ycyMpJTp07Rv39/EhMT8fLywtTUVB/hovubVlRU6OsGNoQYm7RcRJqPAVCr1Wg0mjqDeCsrq1pqKjUpLCxEoVDoa6KcO3cOlUqFi4sLgYGBKJVKOnToQGBgIMePH6+3j8rKSoqKimp9BIKWyJdffsmZM2eIj49n48aNfPrpp3qJ4/owMbGks0N3nM2vhr4XSZlEZ1yuU+QVqh+oycnJzJkzh3vuuUc4UgSCW6V9e5g5s/q7Wg0ffEB2djbZ2dl069bNsLYZEaGhoXh4eIhBtEwUFhZy+fJlAgICDG2KUfBhYiKhZWUstbRkTWmpoc0xCsrLy4mNjSUwMFA4UmQiJiYGW1vbm049PX36dJ2/gVKpZOXKlUC1U0SnSKmbx+3fvx9A76z19PQEqueA5eXlAHz77bdAdXq7oPUinCkGwM7OjgEDBjB//nzS0tLQaDRs2rSJU6dOkX5NzjlUeyz/85//MGHCBP1AKiMjAzMzMzp16lSrjoGLiwsZGRn1Hnfx4sXY29vrP43RVRcIDEFMTAxjxoyhe/fuzJ8/n5kzZzJv3rzr7mNiYoG7Q3ecza/maBdLWUSnJ9dxqOiKtZ47d441a9Y0xykIBHcO77wDTk7V37duJXHnTvz8/ETkoExkZmaSn58vnFMyIUkSoaGheHl5YWtra2hzWj0hJSWsuVLTz9bEhJfd3AxskXEQFhZ2U2ozguujUz29FefUqVOn9JEnOjQaDX/++ae+7pKu5t19990HQKdOnfRtS0pKANi4cSOAXsjgpZdeAtDXDBS0ToQzxUBs3LgRSZLo2LEjFhYWrFy5kgkTJtQpKqdSqXjmmWfQarV8+eWX+vXl5eVIklTnpiBdR3Zr7ty5FBYW6j8NpUwIBIZm+fLlpKWlUVFRQXR0NO+//36j1ECqHSr+tR0qZBOVnlTLoTJ06FAkSSIqKoqgoKBmOQeB4I6hTRt47z39otc33wi1GZnQarWEhobSrVs3oTYjE+np6RQXF4uCnjIgSRLTY2PRXln+Pw8P3G6QriC4Mbm5uWRkZNC9e3dDm2I0hIaG0qlTp1tSPT127Fi9SogmJiZ6Fc2aL7YLCwsB+Omnn4Dqwv4AEydOBOCHH37Qt33ooYcA2Llz503bJWgZCGeKgfDx8eHIkSOUlJRw+fJlTp8+jUqlqlVRXqVSMW7cOBISEti/f78+KkWSJMrKyvTpQjXJyspqUHHDwsKCNm3a1PoIBMaGLkKlfQ2HSgk5RF7jUBEIBDLy+utInTsD4HTmDCY3kAYXNI6EhAQUCoU+RFzQNDQaDWFhYfj7+2NmZmZoc1o9v+bk8FdBAQBeFhbMqPE2XnBrSFfUZrp27XpTajOChsnOziYnJwd/f/+b3regoID4+Ph6t2k0Gr766it92s6uXbsAePrppwF46qmnaq0H9MqROoeK7t/HH3+cPXv2sGjRIp5++ml8fX1RKBT6j729/U3bLrg9tGhnyrx582pdSAqFAldXV/12SZKYN28eHTp0wMrKiqFDhxIWFlarD518sJOTEzY2Njz22GMtSobKxsYGNzc38vPz2bt3L2PGjAGuOlJiYmI4cOAAjo6O+n0yMzNxdXXFzMxMn5MH1W9bQkNDGThw4G0/D4GgJWFiYk4nh+60t7g6WC4lh8j0ROFQEQiaAwsLUidPvrp8JRdccOtUVlYSGRlJUFBQnRBzwa0RFxeHmZkZna84/gS3ToVGw8y4OP3yUl9fLIVkd5NJTk5GpVLh4+NjaFOMAq1WS0hICH5+fjcs8lofZ2/wYqCoqIht27YB8OijjwJX66WUl5frHTheXl4MGDCAHTt2APDMM8+gUChqvdgePXo07777Lj///DNxNf5vCVo2Lf7pHBAQQHp6uv4TEhKi37ZkyRKWLVvGqlWrOHPmDK6urjzwwAMUFxfr20yfPp0dO3awbds2jh49SklJCY888ki94Vq3k7179+pz7fbv38+wYcPw8/PjxRdfRK1W89RTT3H27Fk2b96MRqMhIyODjIwMKioqCA0NpV+/frz00kvMnDmTgwcPcuHCBSZOnEhQUBAjRoww6LndLsSkWHA9TEzM6dTOH5daDpVcItISxLVzh6PVam/cSHBTFBUVcSkgAElXg2LbNhCFKJtEREQETk5OQhlFJsrLy4mOjiYoKEgU9JSBFSkpxFdUADCsbVvG6uomCW4ZlUpFREQEAQEBddL+BbdGUlISWq32llNPT58+fcO/xZQpU/Qv/XUoFAqsra2JiIgAIDExkZMnT9a7v4ODA87Oznz44Yfs2LGDhIQEtFotkiTpP7rUIUHL48ZFCAyMqalprWgUHZIksWLFCt59912eeOIJoLqAj4uLC1u2bOG1116jsLCQ7777jo0bN+odDJs2bcLd3Z0DBw40Sj64uSgsLGTu3LmkpKTg4ODAk08+ycKFCzEzMyMxMVEfEnatrOSmTZtwc3PDw8OD5cuXY2pqyrhx4ygvL2f48OGsX7/e6G/AZmZmKBQKsrOzcXZ2FoMiwXVxtPJGXRVHrkoNQBl5hCWr8WnvLq6dOwxJkqiqqiI7OxsTExNRg0ImdAU93f39UYwfD999B8XF8NNPUDNaRdBoCgsLSUlJYdiwYYY2xWiIiIjA1dW1VqSv4NZIq6xkQVISUP1WdsWVlARB04iOjsbOzg43UcRXFqqqqoiIiKBPnz63HN138uRJNBoNpqamKBQKNBpNo1/IDBgwgN69e+Pl5cXgwYMJCgoSqVtGSIt3psTExNChQwcsLCy4++67WbRoEd7e3iQkJJCRkcHIkSP1bS0sLBgyZAjHjx/ntdde08sH12xTUz74es6UyspKKisr9cs6GWGVSqXXB28Kjz/+uD5vriYqlYqOHTtSVVVVZ1tVVRWHDh3C398fjUaDUqlk2bJlLFu2rE4fjUGO8zAESqWSTp06kZKSQmJioqHNEbQCJMmUqrJsilS6iLQcMtMycLN3EgPAOxBra2s6d+583cGVXPf6O4HMzEwKCgro2bMn6kmTMP3uOwC0336L5krhPUHjkSSJixcv4uHhgbm5ubgOZaCgoIDU1FSGDBkifk8Z+CA+ntIrE8pXXF3xt7AQv2sT0anNDBw4ELVabWhzjILw8HDs7e1xcHC45evzvvvuo7Kykg4dOuDi4oKrq6v+X93nZlTBbtUO8f+r5dKinSl3330333//PV27diUzM5MFCxYwcOBAwsLC9PK/1xZbdXFxIemKtzwjIwNzc3PatWtXp01D8sE6Fi9ezEcffVRn/b59+7C2tm7KaTWZ06dPy9JPWVmZLP0YAltbW7p06SJuLoJGU1XlwBd7n+KbpDS98kBXzXB+eXMlZqbGHc0luIpSqdS/YboeLeFe39o4cOAASBL3d+qEXUoKJseOceibbyjp2NHQprVK8vPzGyx8KLg1Dh06ZGgTjIJBCgXxlpacNTVlUHQ0e6KiDG2S0XD06FFDm2B06GSLb4WuXbvWq/xVVFREUVER0dHRTTGt0bTmOZux06KdKTq5KICgoCAGDBiAj48PGzZs4J577gGoMyC+njTwzbSZO3cu77zzjn65qKgId3d3Ro4caRAVnMLCQk6cOMHgwYNlG+Drom1aK0ql0uhTmgTyYWnZgVljd1P2cz8WxySikSCJtdzzSRbBH+4UDhVBLQx1r29txMfHk5qayqBBg/SRPibR0TBnDgBD4+PRvvKKIU1sVWg0Go4cOULXrl3pJJRRZCE1NZXIyEiGDBmCqWmLHva2CiRJ4tixY3zh6ko7Dw8chSpSk8nOzubChQsMHTpUpJ/KgCRJnD59Gjs7O6ORl27tczZjplU9VWxsbAgKCiImJoaxY8cC1dEnNXMLa0oDu7q6UlVVRX5+fq3olKysrBsq3lhYWNRb9dnMzOy2y+lJkkRkZCQ+Pj6ySmMJWUDBnYaZmSMfPHUOk5/vYmFMPBoJwk1/o8e8R7k4bxfmYqAtuIIh7vWtjYqKCmJjY+nfv3/t5+XkyfDuu6BWo9y0CeXixSB+y0YRHx+PpaUlnp6eIgVRBtRqNVFRUQQGBopaBTKRmJiIWq2ma9eu4oWWDGi1WiIjI+nWrRs2NjaGNscoyMjIoLi4mP79+zf7c1xXdgGqU3H++9//8tFHH+lfLigUCtauXcuLL77YpOOI8UjLpcWr+dSksrKSiIgI3Nzc8PLywtXVtZY0cFVVFUeOHNE7Svr27WsU8sFpaWmUlJTQpUsXQ5siELR6zMwceO+ps7zX1RfTK3OVSLM/CPzwYSqqRNqYQNBYIiMjcXZ2rqs20749PPZY9ffMTNiz5/Yb1wopLy8nJiZGqM3ISExMDNbW1nQUqWZNpkyjIbu8XKjNyExiYiKSJOHl5WVoU4wCjUZDaGgo3bp1kz3KZ/Pmzaxdu1a//Prrr2NqaqqPGgkLC2PBggW88MILtfabMmWKrHYIWhYt2pkya9Ysjhw5QkJCAqdOneKpp56iqKiISZMmoVAomD59OosWLWLHjh2EhoYyefJkrK2tmTBhAgD29vatXj5Yo9EQFhZG9+7dhVdSIJAJM7N2vPvkGT7w64rZlTlLjPl+gj56SDhUBIJGUFBQQEpKCgEBAfU3eOmlq99rDD4FDRMeHo6bmxsODg6GNsUoKCsrIy4uTjinZOLj5GS6nT7NIVtb2tejsim4eaqqqoiMjCQwMPCW1WYEtYmPj0epVOLp6Sl73/Pnz2fatGn6+iUPPvggAM8//zxwVYF18+bN+n369u0LwPHjx2W3R9AyaNH/c1NSUnj22Wfx8/PjiSeewNzcnJMnT+Lh4QHA7NmzmT59OlOnTqVfv36kpqayb98+7Ozs9H0sX76csWPHMm7cOAYNGoS1tTW7d+9uNR712NhYLCwscHd3N7QpAoFRYWbWlrlPnuHDbt30DpVY84MEfDSSssq6aloCgaAaSZIICQnB29u74bD0UaNAFw3w+++Qnn77DGyF5OXlkZ6ebjT5/S2BsLAwOnbsSNu2bQ1tSqsnsbycT5OTyZMkVmi1JNVQuxTcOpGRkTg4ONQR0xDcGhUVFURHRxMYGCi7A7WgoIDo6GhKSkr48ccfAfQlJ3bt2qVvp5OzP3DgAAC7d+8GYNCgQbLaI2g5tGhnyrZt20hLS6OqqorU1FR++eWXWgMNhULBvHnzSE9Pp6KigiNHjhAYGFirD0tLSz7//HNyc3MpKytj9+7drcYxIUJ+BYLmxdS0DXOeOM1H/gGYX7kbxpsfJuCjEZSUi8GiQFAfaWlplJaWXj/1VKmsrp0CoNHA99/fFttaIzrnVJcuXURdD5nIyckhKysLf39/Q5tiFMyOj6dCkgCY1qkTPuI6bTJFRUUkJSXVmbcIbp2IiIj6U09l4NSpU3oBky+++EK//rErKa2//vorAD///DMADzzwAECtup4VFRWy2yUwPC3amXKnI0J+BYLmx9TUjn8/fpL5/kFYXLkjJlr8Q+D8YRSXiwefQFATtVrd+NTTmnnia9fClcmYoDaXL1+msrISX19fQ5tiFOicU127dsXS0tLQ5rR6jhQU8FN2NgDtzcx470p0uODW0V2jXl5e2NraGtoco6CgoIDU1NSGU0+byPHjxzE1NUWSJM6ePculS5cA2LhxI3A1SqXmnK20tBRAX2flzTffbBbbBIZFOFNaKCLkVyC4fZia2jLz8RMs6N4Lyyt3xSSLEwTOH0phablhjRMIWhBxcXGNTz319oYrIc9ER8PRo81rXCtEpVIRHh4uCnrKSFJSEhqNBm9vb0Ob0urRSBLTYmL0ywu9vLAXqndNJiMjg6KiIvz8/AxtilHQqNTTJvLPP/+g0WgAMDU1Zc2aNQC0adNG36agoACAn376CUCv4KP7d62oH2aUCGdKC0SE/AoEtx+l0oYZY4+xKKCP3qGSbHGKwIWDyS8pM6xxAkEL4JZST2sWov3uu+YxrBUTExODra0tHTp0MLQpRoFKpRJqMzLyXXo6F6+8Xe9ta8uLNVIWBLeGTm3G399fCEvIRGpqKqWlpXTt2rVZ+tdoNJw8eRLpSnSlWq1mw4YNlJSUAPD7778D8MwzzwDw1FNPAVedKoBeRfbw4cPNYqPAcAhnSgtEhPwKBIZBqbTmX2OO8nHgXVhdGYenWJwlaNG95BULh4rgziYsLOzmU0+feALs7au///QTXJGQFFSHgMfHxzdLscQ7laioKOzt7XEVajNNpkCl4t34eP3yZ76+KMV12mTi4+MxMzPTi2kImoZardZH95k2U9RUaGgo5eW1o5TLysrYtm0bAA8//DAAe/fu1W/XKf3s2bMHgB07dgBXC9QKjAfhTGlhiJBfgcCwKJVWvPXY33wSeDfWV/4LplpcIGjxQHKKSgxrnEBgIHJzc8nIyLj51FMrK3juuervZWVwZfApqHZOderUSajNyERxcTEJCQnCOSUT85OSyFGrARjv7Mx94jptMhUVFURFRYlrVEZiY2OxtLSkU6dOzXaM48eP1/l7mZiY1CpEq4tG0Sn9bN26FYDRo0cD0L59e31bnbSywDgQzpQWhgj5FQgMj1JpydRHD/Npj4HYXHGopFlcJOjjAWQVFBvWOIHgNtPk1FOR6lOH7OxssrOzhdqMjISGhuLh4VGrhoHg1ijVaNiYkQGApULBEh8fA1tkHISHh+Pi4oKTk5OhTTEKysrKiI2NbXbn1PHjxzExqT1l1mq1BAcHc/78eQDWr18PwPjx4wFqOcmLrkRkbt68GYBXXnml2WwV3H6EM6UFoQv5FVLIAoHhUSotef2Rv/hfj/uwvRI5mmERSo8l95CRL1IVBHcOycnJVFVV3XrqaZ8+0KtX9ffTpyE0VDbbWiNarZbQ0FD8/PywsLAwtDlGQWZmJvn5+XTr1s3QphgF1iYmrAPGW1oy18ODzkIVqcnk5+eTlpbWbGozdyK3S/X0yJEj+uKzNalZiLZm4dvc3FzgqlzyxIkTAZgwYQIAW7ZsaVZ7BbcX4UxpQYSGhtKpUyfsdfnlAoHAoJiYWPDqIwdY2nModlccKpkW4fT89G7S8goNa5xAcBvQFfQMDAxsWuppzeiUK2/w7lSE2oy86JxT3bp1w9zc3NDmGAXp6ekoS0rY2LcvH3h6GtqcVo8uus/Hxwdra2tDm2MU3HLq6U2SkZHB5cuX692mVqvZtGkTxcXVEcv79+8Hrqb8PPbYYwDs3r1bv8/9999fq+21FBQUcOLECdauXcu///1vHnnkEXx8fOjZs6c8JySQHaFv1kLIysoiJyeHESNGGNoUgUBQAxMTc15+eB9KxUO8E3yQIjVkWUTSa2l/zs84RSentoY2USBoNqKjo7G1tcWtqSoejz4Kb79d/b2G1OqdRlVVFZGRkfTu3btO2Ljg1khISEChUOApJv2yoNFoCAsLE2ozMpKamkp5eTldunQxtClGgc451bVr12ZXPT1x4sR1t1dUVLBlyxZee+01/RxOp9ij0Wjo1asXwcHBjB49mvbt2+sdMyNHjmxWuwW3D+FMaQGIkF+BoGVjYmLGiw/9gdLkEaZf2EehCrLNo+m9vB9np53Go33zhpgKBIagpKSE+Ph4Bg8e3PTU08rKq9/v4OjLqKgo2rZti4uLi6FNMQoqKyuJjIykf//+wjklAwfz87HJyMDMzIzOnTsb2hyjQK1WExYW1qxqM3caycnJqFQqfG5DLZ/jx49jZmaGSqWqd7skSbz++uu8/vrrtdZf+8zUqfpcD3d3d/z9/et8/p+9+46Luv4DOP46poCIAxRBQAQRBRypOXOStrWhmVlpy5Zl86e2NDPLMhu2s1ypZaZlVq5SM0vNzZYpe+954/v747gDAgfwhe/d8Xk+Hjy67/G9773Pjhvv7+f9fru5uVFUVCQqF0yU+Ks2AUlJSeh0OrHkVxBMmJWVLfdO3oWV6haeOvkrBWrIsYtj8PtDOD7vOL7uXZQOURBkFR4ejre3tzwf4AoKai630Q+ERUVFJCYmMm7cONEXTSaRkZG4urri5uamdChmL7uqitvDwtBoNLzo4cE48RyVxfnz53FwcMDT01PpUCyCofS0f//+rTL19O+//0aj0WBtbd1g35RLGTRoEH379sXFxYWxY8cSEhKCn5+fOHFuYUQyRWFVVVVERkYyePBgcVZFEEyclZUNsyb9hJXqVp488TP5asi1S2DIh4M59sS/+HUXHfoFyyB76WlhrR5DbXDEqiRJhIWF0bNnT5ydnZUOxyIUFhaSkpLC+PHjlQ7FIryckEChVgsqFbGSpHQ4FqGsrIy4uDhGjRolEqgyiYmJwdnZufmlp1foqaee4pprrsHNzc2YuK39XycnJ/H/to0TyRSFRUVF0alTJ7HkVxDMhJWVDXdP2oG11R3M+3cHuVWQZ5fE0NWDOfv0GdFDRTB7tRt6ynYGrY2vTMnMzKSwsJAhQ4YoHYpFMPRM8PX1rTNFQ2iaMyUlfJGeDoCzlRXLfH0VjsgyhIeH4+HhQadOnZQOxSLIWnp6haZNm8a0adOM2x9//DE+Pj7GHk1PPPEEKSkp7Nixo1XiEUyPWAqhoKKiIpKSkggODlY6FEEQGkGlsmZG6DY+Gno7rtXDI/LtLnDfZ28pG5ggyCAxMRFJkvCV8wtVG16ZIqbNyC89PZ2SkhICAgKUDsXsSZLE/PPn0VVvv9SzJ+6iDKHZcnJyyMzMbPFpM22JrKWnTZCVlcUTTzzBsmXLjNd99NFH/Pjjj1RVVSkSk6A8kUxRiFjyKwjmTaWyYvrE73h/8BjjC+nf5V+gaWRNrSCYEsO0meDgYHlLT9vwypT4+Hisra3FtBmZaLVawsLC6Nevn5g2I4MfcnI4UJ3s9GvXjqd69FA4IvNn+Izfp08f2rVrp3Q4FiErK4vc3FwCAwMVi+HXX39FkiR27NhBRUUFAO+99x4Ay5cvVywuQVkimaIQw5LfPn36KB2KIAhNpFJZMXnwAq6uHuZTbpvLJ7/9oWxQgtAMUVFRdO7cWf7S09rJlDa0MqWiooLo6GiCg4NFXb1MYmNjsbe3x8vLS+lQzF65VstzsbHG7Xf9/bEX/fuaLSkpCbVaLQZLyMRUpp7+/PPPqFQqysrK2LNnDwDz5s0DYPHixYrFJShLvGIqQKvVcuzYMbZu3Urv3r1xcHBg5MiRHD9+3LjP4sWLCQwMxMnJiU6dOhEaGsrRo0frHKeyspJ58+YZGyDdcsstpKSktPbDEYQ2rVOna7nWraNx++O/PlcuGEFoBkPpaVBQkPwHb6NlPlFRUbi5uYlpMzIpLy/n/PnzhISEiOSUDN5NSSGxemx5aMeO3NxFTKVrLsO0meDg4FaZNtMWtEjpaSOp1WrjyhQbGxu+++47gDorOC82PlmwbCKZooD4+HhWrVrF0aNH2bBhA+fOnWPSpEmEhoaSmpoKQEBAAKtXr+bcuXMcPnyYnj17MmnSJLKzs43HmT9/Ptu3b2fLli0cPnyYkpISbrrppkaP7hIEoemsrGy4PXgOztXtvM/b/khOUbGyQQlCI9Vu6NkipadtsMynoKCAlJSUlklOtVERERF0796dzp07Kx2K2UutrOSNpCQArIFV/v4iQSWD6OhoOnTogLu7u9KhWIQWKz1tpMOHD1NaWgqARqNhx44dVFYnIt99910A3nzzTcXiE5QjkimtrKKignPnzvHnn3+yYsUKxowZg7+/P4sXL8bX15dPPvkEgJkzZxIaGkqvXr0ICgri3XffpaioiLNnzwL6kYBr1qxh5cqVhIaGMmjQIDZu3Mi5c+fYt2+fkg9RENocf98HGN9Vf1lrVcWr336vbECC0EgZGRkUFRW1XOlpG1uZYkhO9erVS0ybkUleXh7p6emioadMzpeVYa/Tt5191NOT4PbtFY7I/BUXF5OQkCBWTsmoxUpPG2nXrl3Y2NQMwS0tLTWW+jz55JMAvPLKK4rEJihLJFNaWWRkJJ06dUKr1dZrSuXg4MDhw4fr3aaqqorPP/8cFxcXBgwYAMCJEydQq9VMmjTJuJ+HhwfBwcEcOXKkwfuurKykqKiozo8gCM3n5BTE5K41TdG2xX2kYDSC0DiGhp59+/ZtuYaebWxlSlpaGqWlpWLajEwMySlDabTQfEEaDZ+WlvKChweLRXNkWYSHh+Pj40OHDh2UDsUimNLU0x07dqDRaIzbNjY2bN26FaBOOZeh1Cc5ORmVSsWPP/7YuoEKrU4kU1pRQUEBqampXH311YwYMYKlS5eSlpaGVqtl48aNHD16lPT0dOP+P//8M+3bt6ddu3asWrWKvXv34urqCujPItrZ2dWbXd+tWzcyMjIavP/ly5fj4uJi/BHN2wRBPjcNegxvR/3lTIcTHDufoGxAgnCF4uPjsbGxwcfHp+XuxLAypV07sPCxqxqNhvDwcIKCguqcyRSaLjk5mcrKSvz9/ZUOxSIYps0MCgjgrYAAuoipSM2WmZlJXl6eotNmLEnt0tP2Cq+aio+PJy4urs51Go2G7du3G0t93nnnHQBWrFgBQJfq/kNTp05tvUAFRYhkSisxvCj4+fnh5OTEhg0bkCQJT09P7O3t+eCDD5g5c2ad7Ob48eM5ffo0R44c4brrrmP69OlkZWVd9n4utrRw4cKFFBYWGn+Sk5NlfYyC0JZ17z6TSV1rXlJf/n6tcsEIwhWqqKggJiam5ZelG1amtIFVKXFxcdjb29NDjJiVhVqtJiIigqCgINHQUyZJSUlotVoxbUYmhmkzgYGB2NnZKR2ORWjx0tNG2LVrV4PvjyUlJcbWCvPnzwfgpZdeAsDR0dG4nyRJLR+koBiRTGklqamplJaW0rt3bwD8/Pw4ePAgJSUlJCcnc+zYMdRqdZ1O1U5OTvj7+zN8+HDWrFmDjY0Na9asAcDd3Z2qqiry8/Pr3E9WVtZF6wrt7e3p0KFDnR9BEORha9uFm7wnYXi7/avkM7TV9eiCYKoiIyPp2rWrcdVjizEkUyy8X4qYNiO/8+fP0759ezw8PJQOxeyVaDQ8FhXFn5GRIjklo4SEBFQqFT1FuZQsWqX0tBF++umnBl/Pa0/1qf23ZCgHMvRS2bhxYytEKShFJFNawaWW/Do5OdG9e3fy8/PZvXs3U6ZMuehxJEkyLicbPHgwtra27N271/j79PR0wsLCGDlyZMs8EEEQLmlUyKMMrq68K7XL5Ovf6/dAEsyDWmP5U9Hy8/NJTU1t+WkzOh0UV0+4svCVKeHh4WLajIxKS0uJj48nODhYJKdksPzCBT7JyOBhBwf+EokUWVRWVhIdHa34tBlLEh8fj62tbcuWnl6hkpISDhw4gK6Bk2OGUp+qqiqgpsRn5cqVALzxxhsA3Hvvva0UraAE8VffCmJjY3FwcKiz5Hf37t389ttvJCQksHfvXsaPH0+fPn2YM2cOpaWlLFq0iH/++YekpCROnjzJgw8+SEpKCtOmTQPAxcWFBx54gGeffZb9+/dz6tQpZs2aRUhICKGhoUo9VEFo0zp3vp5r3WrGyr5/4HMFoxGaI+i9bsz5+C4y83KVDqVF1C49rb0cuUUUFYFhmbMFr0zJzc0lIyNDTJuRUXh4OD169KCjBT9vWkt8eTkrq8u7dSoVA8X0HllERUXRpUsXunbtqnQoFqGiosKYnDKFBOr+/fvrNJ79r+LiYmOpzzPPPAPAggULAOpMchOlPpZLdEZrYWVlZcTGxjJy5Mg6LwqFhYUsXLiQlJQUOnfuzO23386yZcuwtbVFq9USFRXFunXryMnJoUuXLgwdOpQ///yzzhnEVatWYWNjw/Tp0ykvL2fixImsXbtWLNsUBIVYWdlya997eD/uY8q0EGW1jfySz+jUXoxGNTeZajVrs7ew69PveSnofZ6c8pjSIckqNTWV8vJyY+lpi6o9FtlCV6YYklMBAQFi2oxMsrOzyc7OFieIZPJ8XByV1V/onu7RA/+WTqK2AYWFhVy4cIHx48crHYrFiIiIoFu3bi1fenqFfv75Z2xsbC6aULGysmLVqlW4ublRXl5uvH7Tpk1UVFTg4OBAeXk5Y8aMYcyYMZSXl1/0p6KiosHrDStfBNOkkkSq7IoUFRXh4uJCYWFho3qN/Pvvv1hZWXHVVVe1YHRN09THJAjCxRUXn2LGpqv4pXqo1nzvDayaM0vZoIQrZnhdZAFQPb1eBUxqP5wtD++ho7PzpW5uFjQaDfv376dfv36tM9Xt229hxgz95fnzYdWqlr/PVpaUlERMTAwTJkwQJzRkoNPpOHjwIF5eXmKCjwx+z89n4pkzAHSzteX8sGE4i0lTzSJJEkeOHKFjx44tXyrZRuTn5/PXX38xYcKEll8xeYX8/PyIj4/HysoKSZIUX2EivrOZHvFK2oIMS34nTpyodCiCILSS9u0HMqmrH79k6MfofRf9CasQyRRz8/mIz3kn4jliKouQgN0l/9B/dVfeGbmZ6WOnKh1eszRUetqitm2ruXzzza1zn61IrVYTGRlJ//79RSJFJmLajHw0Oh3zY2ON28t79RKJFBmkp6dTXFzM1VdfrXQoFqFVS08b4YMPPiAmJgYbGxtsbGywsrJi7969TJ48mQ4dOlBVVcXhw4exs7PDwcEBBwcHY7mnYbuiooLu3bsbty/289++mrUZT/QIJke8mrYQseRXENomlUrFlEGPsiLmOdIqIK3dEc4mJtO/ZyusABBkc+e4O7n3uvu477MpbMv/DY0EyVUVzDp4K9vPTmHdI99jZ2t+b6GG0tNRo0a1Tj16eTn88ov+cpcuMGZMy99nK4uJicHZ2Znu3bsrHYpFqKqqIioqikGDBomGnjL4Ij2dc6WlAAxu35773N0Vjsj8abVawsPDTWbajCVo1dLTRrjxxhu58cYbjds7duxg27ZtTJo0iTvvvBOAe+65R6nwBBMg3qVayIULF1Cr1fj5+SkdiiAIrczDYxbXdq3+oqqCl7auVzYgoUns7ezYMu9X1l+zGS87ewDUEmzJ+5H+K7ty6Mw/CkfYeOHh4Xh4eNCpU6fWucPdu6H6ixxTp4KFnREvKSkhISHBZJolWoLo6Gg6duxIt27dlA7F7OWr1byckGDc/qB3b6zE87TZ4uLisLW1xdvbW+lQLMKlpp6amg0bNgCwZ88ehSMRTIVIprQAw5LfoKAgseRXENogO7tu3OQ1zrh9IP9Txetshaa7a/wMTj+eznXOV2H4GhJdmc/1P41g3pePodOZx//bnJwcMjMzW3faTO0Sn9tvb737bSXh4eF4eXmJ5dcyKSoqIjExUSSnZLIkMZHc6saZM7t2ZaR4njZbeXk5MTExhISEiOeoTM6fP4+joyOenp5Kh3JJhYWF7Ny5E9AnU7RarcIRCaZAJFNagFjyKwjCmP6PMbD6c2uxfQqb/zyqbEBCs3Tu0IlfnznBuwPewdVWnyQv08Hq1E8Y+rYPEYmxlzmCsiRJIiwsjICAANq1a9c6d1pZCdUfPHFxAQvrH5aVlUVOTg6BgYFKh2IRDM/Rnj174mwBjZ5NwQBbW1x1OhytrHhL9J+RRUREBO7u7nTp0kXpUCxCWVkZcXFxZpFA3bZtG2q1GtCPRD558qTCEQmmQCRTZFZSUkJ8fLxZvCgIgtByXF1vJtStponaO/u+UDAaQS7zpz7LsdlxjHDsabzuZEUyo77pw7JvlysX2GUoUnq6f3/NWOSbbwY7u9a77xam0+kICwsjMDAQe3t7pcOxCJmZmRQWFtKnTx+lQ7EIkiTROyWFX7p2ZVdICD1aK4lqwfLy8khPT2/d1X0WrtVLT5th/fr1xj5O1tbW7Nu3T+GIBFMgkikyCw8Px9vbWyz5FYQ2zsrKntsC76Jd9atsGFsoqahQNihBFr4ePhx5PoEXej6Fs7U+aV6g0fFS1CLGvT2AjLwchSOsS61WExER0fqlpxZc4pOYmIgkSfj6+iodikWonZyys6Ckm5LS0tIoKSlhYJ8+jDODL6qmzrByyt/f36SmzZgzRUpPmyg1NZVDhw6h0+kA/WvWb7/9pnBUgikQyRQZZWVlkZubK5b8CoIAQFDvh7jGTX9ZbV3Gsu9/UjYgQVZv3fce++84Tki7muXeB8vOMuhTT778dZ2CkdUVHR1Nhw4dWrf0VKOBH3/UX3ZygsmTW+++W5hh2kxwcLCYNiOT+Ph4rK2t6dmzp9KhmD1JkozTZvr16yemzcgkJSWFiooK/P39lQ7FIhiSU3369Gm90tNm2Lx5c52KA0mSOHLkCGVlZcbrJk2aRGysaZf8CvITnwJkYjir0qdPH7HkVxAEAJydr2aSW81I5G/CPlEwGqElDA0czKnnMrm/6zTsq99RM9RVzD02mymrJlJaruxqJMO0mVZvlnjwIOTm6i/fcAM4OLTefbewqKgoOnfuLKbNyKSiooLo6GhRHi2TVSkpXH/8OHl2dnh5eV3+BsJlGabN9OvXz+SnzZiLpKQkNBoNvcykl8+6deuMq1IMNBoNhw4dMm7v3buXoKCg1g5NUJhIpshELPkVBOG/VCoVUwc+Qrfq/GpKu4NEpaYrG5QgO2tra9Y8+h3brt1FL3v98m8d8FPR74S858bP/yhXVx0WFoa3tzcdOnRo3TuuXeJzxx2te98tqKioiKSkJPGBWUZRUVG4ubnh5uamdChmL6uqiiWJieytqOB+lYrs6maZQvPExMTg5ORk8tNmzIW5TT0NDw8nLCys3vU2Njbs3bu3znVVVVWtFZZgIkQyRQaVlZViya8gCA3q4XkvoV31lyWVxIvfblQ2IKHF3Dj8Bs4+lcXUjtcY31wTqkq4Y++1zPl4Flqt7pK3l1tmZiZ5eXmtX3qq08H27frL7drpV6ZYAEmSOHfuHL6+vmLajEwKCgpISUkRySmZvJSQQFH1uNZZ7u50Ff1nmq20tJT4+HgxCllGhtJTd3d3pUO5It98802DSR+NRsMvv/xi3Db0fklPFyfN2hLxzV8GYsmvIAgX065dD27wHGnc3p/zCZIkKRiR0JKcHJzY/tQhvhj+Bd3t9L0KKnWwNvsbBrztzvHoM60Sh6Klp0eOQEaG/vLkydC+fevefwvJyMigqKhITJuRiSE51atXL5ycnJQOx+ydKi7my+ovcR2srXldrJSWRXh4OJ6ennTs2FHpUCxCcXGxMqWnTaTT6Vi/fj3a6iTlf0VFRZFR/X63YsUKAJYuXdpq8QnKE8mUZioqKuLChQsEBwcrHYogCCZqwoDHCaqusii0T2DH0VPKBiS0uPsnP8ipuclMaF8zpSC8MpuJWwfxv3X/a/H7T0hIAFCm9NQCp/hotVrCwsLo27evaOgpk7S0NEpLSwkICFA6FLMnSRJPxcZiSNO/0rOnWJUig+zsbLKzs+nbt6/SoViM8PBwfHx8Wr/0tIn++usvUlNTL7mPYUTyDdWrMD/5RPTHa0tEMqUZai/5bW8hZ94EQZCfm9tUru1aszrgzV+/VDAaobV069yN/c+G83rgq3Sy0b/dFmslViSuYPhbvUlMT2mR+62srCQ6OpqQkJDWLz2VJPjhB/1lW1u4+ebWvf8WEh8fj62tLT4+PkqHYhEMDT2DgoJEQ08ZbM3O5s/CQgB6OzgwT/T2aDbD6r6AgACzmDZjDhQrPW2k4uJi1NX9hjZu3HjJvi61+6aYw0obQX7iHawZDEt+r776aqVDEQTBhFlbO3Jr72l8FLcRtQSndRuoUL9HO1tx5rAtePHOxdyWNIN7v53Av+X6ZfhHK2IZ+lVPlvT/hMdufkjW+zOUnnbt2lXW416Rf/+FCxf0lydOBAtYGl9RUUFMTAzDhg0TH5ZlEhcXh729PT169FA6FLNXptXyfFyccftdPz/sRP++ZktKSkKr1ZrNtBlTZ0hOBQYGYmfiq6Y6dOiAi4sLBQUF/Pnnn/VKfFQqFSqVCmtra9RqNevXr2f9+vX19jGwsrLCzc0NV1dXY7NtV1fXetu1L5v6v5FQQyRTmkgs+RUEoTH6BzzM6H838kc2VNmUsGL7L7wyfarSYQmtpK9PIP88m8Izax/my/Q1lGkhR6Pl+dNzuX/yHNrZyfN2XFhYyIULFxg/frwsx2u0HTtqLltIiU9kZCRdu3bF1dVV6VAsQnl5OefPn2fkyJEiOSWDd5KTuVBZCcDkTp24sUsXhSMyf1VVVURFRTFo0CCzmDZjDhISElCpVPTs2VPpUK5IYfVKr7179xqTvlu2bKG8vJxPPvmEY8eOMW/ePNLS0ti6deslj6XT6cjMzCQzM7PF4xZan8mnrlNTU5k1axZdunTB0dGRgQMHcuLECePvJUli8eLFeHh44ODgwLhx4wgPD69zjMrKSubNm4erqytOTk7ccsstpKQ0b3l1XFycWPIrCMIVc3EZzbVdazrXf33qUwWjEZRgbW3F+w98yS83/Y519XdIHZJsDYklSSIsLIxevXopV3p69GjN5euvVyYGGeXn55OamiqmzcgoPDyc7t2707lzZ6VDMXuZVVW8Wb0SzBpY5e8vElQyiI6OxsXFRQyWkImh9NRcpp52qU5IVlVV4enpyUMP6VePenp6Mnv2bF5++WUArK2t+e677yguLgbAz88PSZIu+VNWVsaFCxc4ceIEu3fvZuPGjaxatYoXX3yRuXPnctttt3HNNdfQt29fMS7eTJj0Mzo/P59Ro0Zha2vLr7/+SkREBCtXrqzTUXvFihW8++67rF69muPHj+Pu7s61115rfGIDzJ8/n+3bt7NlyxYOHz5MSUkJN91000U7M1+OYclvcHCweNMSBOGKqFQqbus/ly7VKzeT7PeSkJmtbFCCIlJyk9BW509623jgYC/P6sb09HSKi4uVa+gpSXDypP6yuzuYed8GQ180Pz8/HB0dlQ7HIuTm5pKRkWEcISo0T1dbW5bY2OBlZcUTnp70FVORmq24uJjExETxGV9GUVFRdOnSRZnS0yZ4+umnAfjuu+8AeOqppwB47733gJpGs6tWrQIwnryIq1VudzEODg54eXlx1VVXMWnSJO6++27mz5/P66+/zqeffsq2bds4dOgQERERZGVlGZMwhpUygukx6WTKW2+9hZeXF19//TVXX301PXv2ZOLEifj5+QH6DzrvvfceL774IrfddhvBwcGsW7eOsrIyNm3aBOiXaa1Zs4aVK1cSGhrKoEGD2LhxI+fOnTN2X26siIgIunXrJpb8CoLQKN5eswmt/iwhqXS8+O0mZQMSFPFTxAbj5as6yFOOo9VqCQ8PV7b0NDER8vP1lwcPViYGGaWmplJeXk7v3r2VDsUiGJJTAQEBODg4KB2ORcjJyaFffj5hQ4eKUcgyMKzuM6dpM6ausLCQ5ORks1rdN3fuXKAmWWKIfVv1pDrD6hq5VpUK5s2ke6b89NNPTJ48mWnTpnHw4EE8PT157LHHjMutEhISyMjIYNKkScbb2NvbM3bsWI4cOcLcuXM5ceIEarW6zj4eHh4EBwdz5MgRJk+e3OB9V1ZWUlldgwr6Ecigf+NKTU1l7Nixxk7P5src4xcEc+Pg0JPrPYbybcpxAHanfwI8pWxQQoPUanWLvUaeLTtuvHznkIdluZ/Y2FhsbGzo3r27Yq/tqmPHjB8qtAMGoDPj9xiNRmNslihJkni/lEFycjJVVVV4e3uLf08Z6HQ6zp49i7+/Pw42NiCep81mmDbTv39/8W8pA0mSOHv2LD4+Ptjb25vNv6mLiwsAJ0+erBezYdva2hqtVktFRQXW1tbcfvvtbNu2jZMnTxISEiJ7TObyb9cWmXQyJT4+nk8++YRnnnmGRYsWcezYMZ588kns7e259957ycjIAKhX09itWzeSkpIA/cQdOzs7OnXqVG8fw+0bsnz5cpYsWVLv+qNHj+Lo6Mgff/zR3IenuLKyMqVDEIQ2Z9LAx+gTOYfoYshrF82vJ89x/VXyv/EKzbNnz54WKe3IK83mfKW+DLWbjR1VGfn88ssvsh3/119/le1YjdV361YMBUb/6nRkyPi4lHLmzBnOnDmjdBgWZffu3UqHYPbyVCo6SRIq9CUUUVFRSodkUZq6cl1oWF5eHvHx8UqH0SSG92cPDw/S0tL4/vvvcXR05Oabb2bHjh0sXbqUq6++mqFDh7Jt2zZeeOEF5s2bJ3sc4jub6TLpZIpOp2PIkCG88cYbAAwaNIjw8HA++eQT7r33XuN+/61plCTpsnWOl9tn4cKFPPPMM8btoqIivLy8sLOzY9KkSdjYmPQ/3RUxrLYRBKH1uLndzrVuDxNdrD/L8PrONVx/1XvKBiXUM2nSpBZZ5r14y/PGfil9bYOMtdfNcebMGXQ6HYMGDWr2sZrD+uOPjZeveugh8PJSMJqmKy8v5+DBgwwfPrxOjzah6aKioigoKBDjpWVQpNHQ78QJvCoqeLtXL0ab6d+ZqYmPjyclJYXRo0ebRZNUU6fVajl06BD+/v54meFzNDQ0lH379hEYGEivXr1YsGABTz75JBkZGTzxxBMEBwezY8cOjhw5wuLFi7n++utZsGAB+/fvb5GTGuI7m+ky6YxA9+7d6zUp69u3r7Fmzd1dPxkjIyOD7t27G/fJysoyrlZxd3enqqqK/Pz8OqtTsrKyGDly5EXv297eHnt7+3rX9+vXz2JqfcVIZ0FofTY2zkz1v5VPE75DI8FJzVrU2newtTbpl+M2x9bWtkVeI49k1XzIGuc1rdn3kZeXR0ZGBhMmTFD2NV2S4NQp/WVXV2x9fcFMvzSfPn0aT09PMUlBJiUlJSQlJXHNNddgZ2endDhm7+0LF8jSaMiyseHjsjLGi89yzVZZWUlsbCxXX311g5/9hcZLSEjAzs4OX19fs0ygPv300+zbt4/PPvuMd999lzlz5vDkk0/y4Ycf8vTTTxv7dx44cKDee69he9++fVx77bXodLpm/xuY479hW2HSqddRo0YRHR1d57qYmBjjOGJfX1/c3d3Zu3ev8fdVVVUcPHjQmCgZPHgwtra2dfZJT08nLCzsksmUi/Hw8GjKQ6mnuLiY+fPn4+Pjg4ODAyNHjuT48eMN7jt37lxUKpWxi7RBS4x8FgSh5V0VOJcR+sl7VNgUsuqnPcoGJLQKrVZLRFUsADYqmDv5kWYdz9As0d/fX/lpMykpkF09neqqq8w2kZKTk0NmZqaYNiOj8PBwvLy8jH0IhKaLLStjVfXnPHuVireqv9AJzRMZGYmbm5tIoMqkvLycmJgYQkJCzDYJcN111wE1E3wME3sSEhIuehvD88fQc9Nw8v/PP/9sdjxXMilIUIZJJ1Oefvpp/vnnH9544w1iY2PZtGkTn3/+OY8//jigz9LNnz+fN954g+3btxMWFsbs2bNxdHRk5syZgL6J0AMPPMCzzz7L/v37OXXqFLNmzSIkJITQ0NBGxyTXi8KDDz7I3r172bBhA+fOnWPSpEmEhoaSmppaZ78dO3Zw9OjRBpM4co98FgShdXTsOI7QWtPAvjz+uYLRCK1l19GfyKrSAdDb1hX3zp0uc4tLS0lJoby8HH9/fznCax7DSGQw20k+huRUQEAA7dq1Uzoci5CVlUVOTg6BgYFKh2IRnouLo6p6gsizXl70spCV0koqKCggJSXFrKbNmLqIiAjc3d3p0qWL0qE02ZVM7Bk6dCigf50D/fcygG+//RaAJ554AqDeyfDGKisru2QSR1CWSSdThg4dyvbt29m8eTPBwcEsXbqU9957j7vvvtu4zwsvvMD8+fN57LHHGDJkCKmpqezZswdnZ2fjPqtWrWLq1KlMnz6dUaNG4ejoyM6dO7G2tlbiYVFeXs62bdtYsWIFY8aMwd/fn8WLF+Pr68snn3xi3C81NZUnnniCb775pt4SspYY+SwIQutQqay4NeQBXKr/rONsd5GeX6BoTELL+/70GuPl/k5jmnUsjUZDREQEQUFBptHDq3Yy5aqrlIujGS5cuIBarTYu3xaaR6fTGSciidKJ5tuXl8ePubkAdLe1ZaG3t8IRmT9DArVXr144OTkpHY5FyMvLIz093SJW9xm+exlOUk+bNg3A2JTckDz59NNPAXj44YeBmuSJIUG3ffv2ZsURHh5ubG0hmB6TTqYA3HTTTZw7d46KigoiIyONY5ENVCoVixcvJj09nYqKCg4ePEhwcHCdfdq1a8eHH35Ibm4uZWVl7Ny5U9FmSBqNBq1WW+/Ml4ODA4cPHwb0H0Luuecenn/++Qaz5Zcb+dyQyspKioqK6vwIgqAMv55zmNBVf1lnpeGVb7cqG5DQ4k6X1Lw2Txv0YLOOdf78eRwdHfH09GxuWPI4caLmshkmU9RqNREREQQHByt2osXSJCYmIkkSvr6+Sodi9jQ6HfNjY43bb/r50d4UkqhmLi0tjZKSEnr37q10KBbBpEpPZWBIluzcubPO9vvvvw/AHXfcAdQkT1yrVxyfMvQPk4Gh9FSs7jNdJp9MsUTOzs6MGDGCpUuXkpaWhlarZePGjRw9epT09HQA3nrrLWxsbHjyyScbPEZTRj4vX74cFxcX4485dtcWBEvh6NiHyd1qEr8/JX5yib0Fc5eVl0l0ZT4AnW1suHXUdU0+VmlpKXFxcaZVj25YmdKxI5jhl+fo6Gg6dOggzv7JpKqqiqioKIKDg8VkFBl8lp5OePVo1KudnZlVPWRBaDqtVkt4eDj9+vUTAxlkkpKSQkVFhWmUnjaDJElotVpjmc4jjzxCVFQUV199NQBff/01gLGhdn5+/kWPFRAQADRtGo8kSZw7d44+ffqI0lMTJt7hFLJhwwYkScLT0xN7e3s++OADZs6cibW1NSdOnOD9999n7dq1jf6gfKmRzwsXLqSwsND4k5ycLMdDEQShiW4Y+Ag+1SdvshxO8U+0aDBmqdbs/4TqdikE2gRgZdX0JEh4eDienp6mM7Y3PV3/A2bZfLakpISEhATTSk6ZuaioKDp37mycrCg0XZ5azSu1+iW87++PlXieNltsbCz29vbixKJMNBoN4eHhplN62gxWVlbY2NjgXV1Kl5mZSd++fesk3VQqVZ33i2uuucbY0xPqlwJ99dVXjY4jKSkJrVZLr169mvIwhFYikikK8fPz4+DBg5SUlJCcnMyxY8dQq9X4+vry559/kpWVhbe3NzY2NtjY2JCUlMSzzz5Lz549gbojn2urPRb6v+zt7enQoUOdH0EQlOPuPoNru9a8DL+ybZ2C0Qgt6UDyD8bLo92nNPk4OTk5ZGdn07dvXznCkoeZ90sJCwvD29tbvCfKpKioiKSkJNHQUybfZ2eTp9EAcE+3bgwXU5Garby8nPPnz4sEqoxiYmJwcnKSbeqpqYiNjTU20u3fv/9F9zt8+DAff/yxcXvgwIGoVCoee+wxQD9UxZCA6devH9OnT2fp0qXs2LGDuLg4dDpdneOp1WoiIyMJCgoSpacmTiRTFObk5ET37t3Jz89n9+7dTJkyhXvuuYezZ89y+vRp44+HhwfPP/88u3fvBuQf+SwIQuuzte3CzT6TMXyUO1L6xSU7xwvmSavVEV4VCejfdOde+/ilb3ARhiW/Jjdtxown+WRmZpKXl2daySkzZniO+vr61hkEIDTddEdHXisvZ4iTE8vFGWpZRERE0L17dzp37qx0KBahtLSU+Ph4i0lOjRs3DtAPAvHz82PRokUAzJs3D0mSiIqKAuDmm29GkqQ6iZA1a9Zw7bXXMmHChIue3I6MjGTr1q288sor3Hrrrfj7+2NtbW1MtqhUKuzs7LjhhhsYMGAAEydO5PXXX2/ZBy00mUimKGT37t389ttvJCQksHfvXsaPH0+fPn2YM2cOXbp0ITg4uM6Pra0t7u7u9OnTB5B/5LMgCMoYGTyXwdWtj0rtMlj3x1/KBiTIbum3C0mt1J9Z7mXXkV4eTWsaa7JLfi9cqLlsRkvma0+bMdS+C82TkZFBUVGR8bOK0DyG5NTtPj4cHzoUTzEVqdksadqMqTC50tNmmjdvHlAzpWfOnDkArF69GsD4+mZoTFs7gXT//fezZ88e9u/fT0ZGBpIk1fvRarXEx8fz448/smzZMmbMmHHRlXzZ2dn8/vvvvP322y3zYIVmE8kUhRQWFvL4448TGBjIvffey+jRo9mzZ0+jmmCZ2shnQRAar3Pn65no2t64ver3LxSMRpBbQXEBnyW9a9y+1eORJh2nqqrKdJf81l76fPy4cnE0UkJCAiqVylg+KzSPVqslLCysXm8BoelSU1MpLS01NrEUmseQnOrduzcODg5Kh2MRsrOzTa/0tJluueUWAD788EMA47APQx+US7mS1cVWVlb4+vpyyy23sGjRIjZv3kxYWJgx2fL3339z5swZ43ZhYSFHjx5txiMSWpJIpihk+vTpxMXFUVlZSXp6OqtXr8blEnWwiYmJxiZGBqY28lkQhMazsrLj1r6zcKj+fhxptZXi8nJlgxJk8+ja6WRU6VelBNh15s173mjScaKjo3FxcTHNaTNjx9ZcPnBAsTAao7KykujoaDFtRkbx8fHY2tri4+OjdChmr1KnY1tmJmEW0tDTVCQnJ1NZWWn202ZMhWF1n6VNmzH8vRUWFl50H8PrXFn1lC3D5J/9+/c3674Npae1RyF36NBBjEY2YeIThCAIgsL6+j3AWFf9ZbV1Ocu+/0nZgARZnIj+l58K9X2trIBXh33ZpCk+xcXFJCYmEhwcbJr16MHBYOg9cOgQ/KeRnimKioqiS5cudO3aVelQLEJFRQUxMTGm+xw1Mx+kpHBHZCT/s7enqPqsuNA8arWaiIgI01zdZ6ZMtvS0BYytPmmQmpoK1JQCbdq0CcA4ycewmqUpROmpeRLJFEEQBIU5Ow8m1M3buP1N+CcKRiPIZf7O6ZRp9ZdHOYQwc8KtTTpOWFgYPj4+pjttxsqqZnVKfj6cPatsPJdRWFhIcnKymDYjo8jISLp27Yqrq6vSoZi9jMpKliYmAhAGaBSNxnKcP3+e9u3bW9y0GaVUVVURFRVlsav77rvvPgCOHTsG1Kw8MfRRuf/++4Ga5Ilh5chPPzX9ZJgoPTVPlvfsFwRBMDMqlYqpg+bSrbq3YGq7Q0SnZigblNAsX+3+nMOlCQA4Wav4eNoPl7lFwzIzM8nPzzf9Jb7V0w8Aky71kSSJsLAwfH19ad++/eVvIFxWfn4+qampIjklkxcTEiiuXt31UPfuDBDP02aztGkzpsBQenqxiTXmzpA8MSRLpkyZUmfb0EflrEwnDyorKy06OWXJxP8tQRAEE+DpcS+h1RUHkkri5e++UTYgocm0Wg1vnn7GuD2143SCfRtfo6/T6Th37px5LPmtnUw5eFCxMC4nPT2d4uJi0dBTJoaGnn5+fjg6Oiodjtn7t6iIrzP0iXQXa2uW+voqHJFlCAsLo0ePHpfsTShcOZMvPZXBkCFDANi4cSOAsal2Y/qoNEZUVBSurq6i9NQMiWSKIAiCCWjXrgfXe4wwbu/N+lTBaITmeHbdI5yvKAXAw9aezx5Y26TjxMfHY2VlZR5Lfmv3TTl40CT7pmi1WsLDw8W0GRmlpqZSXl5O7969lQ7F7EmSxFOxsRhmgSzu2RM3U0+imoGsrCxycnIsatqMkgyr+3r27Gm6paetZMyYMUBNHxXDapbNmzc36jiFhYVcuHBBrO4zUyKZIgiCYCImDnyUvs76ywXtYvn538uP4RNMS0pWChsyvjZuP+7/Ok4OjZ9yYHbTZqysoPqDJfn5cO6csvE0IC4uDltbW7y9vS+/s3BZGo2G8PBw+vXrJ6bNyGBLVhZHiooACHRw4HFPT4UjMn+1p83Y29srHY5FMJSe9unTR+lQWpyhlEetVgNw7733AjV9VAxNaC/WR+VKGJJTvXr1EqWnZsoMPqEJgiC0DW5ut3Ft15ozkW/s+krBaISmeGzTHeSp9asy+tt7sGj6c006TmRkpPkt+TXhvinl5eXExMSIngkyio2NxcHBgR49eigditkr1Wp5IS7OuP2uvz+25pBENXFJSUnodLo2MW2mNRiSU3379jX90lMZGFaabN++HahJnqxevRqAqVOnAjXJk87VqzPPnLnyE2Gi9NT8iVdqQRAEE2Ft7cQUv9uwqf6ud0qzDrVWzHIwF/tP7ue3oqMA2KjgzQmbmnScwsJCUlJSzG/Jrwn3TYmMjMTd3Z0uXbooHYpFKCsrIzY2ViSnZPL2hQukVFUBcEPnzlwvnqfNVlVVRWRkJCEhIeaxus8MGEpPDb1BLNXgwYN55513mDt3LgCvvvoqR44cMfZR2bBhA4BxRd6l+qhciig9tQzi1UUQBMGEDAp8iBHVn6MrbApZ9dMeZQMSrtiC/Xejrm54MNFpJNdfPbbRxzA09DTLaTMhIVC9LNqU+qbk5eWRlpZGv379lA7FYoSHh+Ph4WFcBi80T0KpvseSDfpVKULzRUVF0alTJ4udNtPaDKWnbSE5dfLkSZ5//nk8q0vtoqKiGDVqVJ3EsUqlqrP97rvv8vvvvxMcHAzU9FG5lNjYWFF6agEs+69BEATBzHTsOI5QV1fj9pfHP1cwGuFKrfxhOf+WZQLgYmPF57O2Nek4aWlplJSUmOeSXysrGFudQMrLg7AwZeOhph7d399fTJuRSU5ODpmZmSI5JaPHSkv52tmZVf7+9BHP02YrKioiKSnJ+MVWaL7IyEjc3Nxwc3NTOpRWdejQIVxrfSa7mGeffZaJEycSVv2+16NHD2PCRaVS0aFDB8aOHctTTz3F119/zd9//01ERIRY3WcBRDJFEATBhKhUVtwa8gAu1Ss+42x3kZ5foGhMwqWVVZTxQcxi4/Zdbg/j3c290cexiCW/JtY3JSUlhYqKCvzF2X5ZGJJTAQEBtGvX+MbKQn1ZWVnk5uZyV3AwT4j+M81We9qMs7Oz0uFYhIKCAvMsPW2iu+66C4ATJ05wzTXX8NFHHwHw8ssvI0kSubm5AISEhBgbcW/ZsoUFCxYwefLkBo9ZXFzMoUOH+OCDD7j//vsZOXIkt912G66urnWSLiqVip49ezJ16lQWL17Mjh07SExMRJKkBo8rKE8lif87V6SoqAgXFxcKCwstZhSYJT4mQbAEZWXRzNoUyPbqVaIPdvucLx55SNmg2oimvC5+vPM9Hj/5NAA9bdsT80IBtjbWjb7v6Oho0tPTGTt2rPmeqTpzBgYO1F8eMQL++gsUeiwajYb9+/cTFBQkmqTKJCkpiZiYGCZMmIC1deOf40JdOp2OAwcO4OPjg5+fn9LhWISMjAxOnTrFxIkT20ST1JYmSRJ//fUXnTt3bjOr0Y4dO8awYcO45557WL9+PRqNBltbWzp06GDsj2J4j27M1+iSkhLOnTvHX3/9xb59+8jJyeHs2bPGaUFXQnxnMz1iZYogCIKJcXTsw+RuNcuTf0r8RMFohMuxtqr5UtndukeTEinl5eWcP3+e/v37m28iBfR9UwID9Zf//hu+/VaxUM6fP4+jo6Ox7l1oHrVaTUREBMHBwSKRIoNvs7J4JywMrSTh6+urdDgWQavVtqlpM63BUHrau3dvpUNpNVdffTVQv9FsUfXo8qZq3749w4cPZ+jQobz33nv8+++/VFVVIUlSnR+dTkdqaiq7du1i2bJlTJs2jdDQ0OY9KKHFiGSKIAiCCbph4CP4VJfOZzmc4p/ouEvfQFDMlOG3G99ML2iTmnSMiIgIunfvbhytaLasrGDlyprtF16AsrJWD6O0tJS4uDhRjy6j6OhoOnTogLt740vYhLoKNRqePH+e/+Xl8byTE+Vikbgs4uPjsba2tvhpM63FUHrar18/8y09lZlhJYqhnCcurnGfzZKTk6msrLxk6alKpcLDw4MbbriBRYsW8d1337FtW9P6sAktTyRTBEEQTJC7+wyu7VrzEv3KtnUKRiNcinsXD7zs7QFIV5eTkZffqNvn5eWRnp5uOUuob7gBrr9efzk5Gd5+u9VDCA8Px9PTk44dO7b6fVui4uJiEhISRHJKJq8nJZFVvbQ/wNkZJ7HSp9kqKiqIiYkRz1EZxcbGYm9vj5eXl9KhtDrDFKiKigoA45jkgwcPAjB//nwAPvzwwys+pkajISIigqCgIONqF8H8iWSKIAiCCbK17cLNPpMwfCQ8UvqFaEBmwnxs9D05dMD3f135GSTDKOTevXvj4ODQQtEp4N13wfBh8a234MKFVrvrnJwcsrOz6du3b6vdp6ULDw/H29tb1OrL4HxZGe+npADQTqViRa9eCkdkGQzTZq5k8opweYbS07aanDIkS7Zs2QLAk08+CcB7770HwKRJkwB4//33jbf5+OOPeeSRRy56zJiYGJycnPDw8GiBiAWliGSKIAiCiRoZ/AiDO+kvl9plsO6Pv5QNSLioPs6DjZePJO6+4tsZlvxaXPPJwEB44gn95fJy+N//WuVuDckpMW1GPpmZmeTl5YnklEyejYtDXZ0Yf87bm56WlERVSEFBAampqW1m2kxrsJjS0yZ66CF9039D8sSwcvTHH38EwMqq/lfoxx9/nM8++6zB45WWlhIfH99mk1OWTCRTBEEQTFTnztcz0bW9cXvV718oGI1wKWP8rjdePl928opuY2joabFLfl95BQxnibdsgcOHW/wuk5KS0Gq19BJn+2Wh0+kICwsjMDBQNPSUwe68PHZWj1X1tLNjgbe3whGZP0MC1c/PDycnJ6XDsQgWV3raBF26dAHgzJkzF93H0EdGq9UCMG3atIveRpSeWi6RTBEEQTBRVlZ23Nr3bhyqy+kjrbZSXF6ubFBCg6aMuBW76nfUZG3KFd3m/PnztG/f3nKX/HbqBK+/XrP91FOg07XY3VVVVREZGSmmzcgoISEBlUpFz549lQ7F7Kl1Op4+f964/Zafn+iVIoPU1FTKysra1LSZlmSxpacyMDzHDFN9DKVAu3btqrNdu/QHIDs7W5SeWjCRTBEEQTBhff0eZGz1yX21dTnLvv9J2YCEBjk7ueBtpx+/lKmuIjbl0gkVw5Lf4OBgy17y++CD0L+//vLJk7B2bYvdVXR0NC4uLsbGgULzVFZWEh0dTXBwcINL2oXG+SQtjcjqZPiIDh2Y2bWrwhGZP41GY5w2Y5Gr+xRwJdNmLF23bt3w8PDg2muvBWDHjh0sWrTImCxZu3YtWq2WJ6pLWQ2lQCNGjADg66+/Nh7LsLqvT58+ovTUQol3R0EQBBPm7DyYULeapeCbwj9VMBrhUnxsehovb/tn6yX3DQsLo0ePHpa/5NfaGmqfpVu4EKrP6smpuLiYxMREy09OtaKoqCi6dOlCV/Glv9lyqqp4NSHBuP2+v794nsogNjYWBwcHevTooXQoFqF26WlbXt2XlZVFenq6MXny0EMPsXz5cmMZz5tvvomNjQ2ZmZkA/PHHHwAN/k2L0lPLJ5IpgiAIJkylUjF10Fy66SfvktLuINGpGcoGJTSoX8erjZePpey76H7Z2dnk5OQQGBjYGmEpb9w4uP12/eWsLFi2TPa7CAsLw8fHR0ybkUlhYSHJycmioadMVCoV46ysUAGz3d0ZKp6nzVZWVkZsbKxIoMooJibGsktPr9A111wDQP/qVZU5OTkAxsRyeno6oG84+1+GXitVVVVUVVURFRUlVvdZOPF/VhAEwcR5etxLaPXJYUkl8fi6d5QNSGjQxMCbjJfjKs42uI9Op+PcuXNtb8nv22+DfXVGcNUqqNU7orkyMzPJz89vO8mpFiZJEmFhYfj6+tK+ffvL30C4LKuSEh7Iz+fPoCDe8PVVOhyLEBERgYeHR5udNiO30tJSEhISxLQZapIkX375JUOHDr3ofsePHzdeVqlUqFQqcqsbTNvb2+Pq6sqiRYt4/fXX+fzzz/n7778pLi5u2eCFVieSKYIgCCauXbseXO8xwri9X72S4UtmUVGlVjAq4b+uv/omHKtXRidrG149lJSUhE6na3tLfn194bnn9JfV6prLzWRITvXt21dMm5FJeno6xcXFBAQEKB2KRag9bWaUmxvdDUlFoclyc3PJyMgQDT1lZCg9dXFxUToUxd16660AfPTRRxw7dgypepQ56P+eDStTAKZPnw7UTPaprbi4mNOnT/PRRx8xd+5cRo4cSYcOHYyJl9o/tra2XHXVVdx3332sXLmSPXv2kJ6eXue+BdMkkikKKS4uZv78+fj4+ODg4MDIkSPrZDhnz55d7w9t+PDhdY5RWVnJvHnzcHV1xcnJiVtuuYWUyzQ9FATBPE0Z/SkzPGs66x/lG/yXDCEhI1fBqITa7Gzt8bHVL9/P02iY/M4ICopLjL+vPW2mTS75XbAAunfXX/7pJ/jww2YfMj4+HisrK3x8fJp9LEE/4jM8PJy+ffs2+OVAaBxJkkhJSaG8vFxMm5GJITkVEBAgps3IJCsri5ycHJGcqmZIzBvKe/7L3d3d2Oh8/fr1SJJEVVUVkiQhSRI6nY4jR45w9uxZiouL+eeff/jiiy948sknGTdunLEUqDaNRsOpU6dYv349zz33HJMnT8bDwwMrKytUKpVIcpmwNvhpzjQ8+OCD7N27lw0bNnDu3DkmTZpEaGgoqampxn2uu+460tPTjT+//PJLnWPMnz+f7du3s2XLFg4fPkxJSQk33XSTcd65IAiWo337/nx1dwTzfXtgU70CN9XuLAM/DuCnow2XlAitb3THycbLe0r/of/qrmw9pJ/AFBUVRadOndrutJn27eGdWiVqTz4JX37Z5MMZps2EhIS0zeRUC4iLi8PW1hZvb+/L7yxcUoVWy5ATJ3gzKoo+YtqMbC5cuIBarcbPz0/pUCxC7Wkz9mLV1EUNGzYM0CeeAOMkn++//77evpmZmRQUFNCnTx/at2/PsGHDePDBB3n//ff5448/yMnJMSZeav8YGgBv2bKFF198kVtuuUWMpTcD4tOHAsrLy9m2bRsrVqxgzJgx+Pv7s3jxYnx9ffnkk0+M+9nb2+Pu7m78qV0XWlhYyJo1a1i5ciWhoaEMGjSIjRs3cu7cOfbtu3jjQ0EQzJeDQ0/enhnJu/3H0an6pHGRdR7TfhvMy5u2KBucAMBHD3zDzC43YFud8EquKufuA1O46/1biWsLo5AvZ+ZMeOWVmu2HH4aNG5t0qMjISFxdXXFzc5MpuLatvLycmJgY0TNBJqtSUjhZUsLHtrYsKytTOhyLoFariYyMbPPTZuSUmJjYNktPL8NQvnPmzBmgbh8V0E/4AX0pUG2G5FRgYGCjS09tbGzo27cvd955J6+//jo//vgjCQkJSJJEYWFhsx6P0HJMPpnSs2fPBmvLDE9qSZJYvHgxHh4eODg4MG7cOMLDw+scw9TKYTQaDVqttl7zQQcHBw4fPmzcPnDgAF27diUgIICHHnrImA0FOHHiBGq1mkmTJhmv8/DwIDg4mCNHjjR4v5WVlRQVFdX5EQTBvNjYtOeJKfvZNO5ZAqp7Q1ah4fXzd3H9W8+h1emUDbCNs7Wx5ZsndrH+ms14VX+QUkuwpWAHCyMfIDw5VuEITcDixTU9UyQJ7rsPGji7dymFhYWkpKQQHBwsf3xtVGRkJO7u7g0uQRcaJ62ykmVJSYD+g/aTnp7KBmQhYmJicHZ2pruhXFBoFsO0GbG6rz7D98yPP/4YwDgWefXq1QDGFaZ///238TbvvfceQUFBovS0jTH5v5zjx4/XKXXZu3cvUPOkXrFiBe+++y6rV6/m+PHjuLu7c+2119bplmxq5TDOzs6MGDGCpUuXkpaWhlarZePGjRw9etTY1Oj666/nm2++4ffff2flypUcP36cCRMmUFlZCUBGRgZ2dnZ06tSpzrG7detGRkbDjQ+XL1+Oi4uL8cfLy6tlH6ggCC1CpbLiupHv8PNtWxjvWrN0/LeKlfR9ZSLZhSWXuLXQGmaMn8Gpx9KZ5DzAeF10VR6hPwzm+bUvKBiZCVCpYMUKeOwx/bZOB3fdBbt2XdHNDT0TevXqhZOTUwsG2nbk5eWRlpZGv379lA7FIiyKj6e0OrH9iIcHIWIqUrOVlJSQkJAgVvfJqM2Xnl6CYTzy559/DmA8AV67+ex/vfHGG0RFRREYGCiSU22Iyf+fdnNzq1Pq8vPPP+Pn58fYsWORJIn33nuPF198kdtuu43g4GDWrVtHWVkZmzZtAky3HGbDhg1IkoSnpyf29vZ88MEHzJw507hs8c477+TGG28kODiYm2++mV9//ZWYmBh2XebDpiRJF32TWbhwIYWFhcaf5ORk2R+XIAitp7fvney45yRzvDph+Ks/b3uAvm/35e+oBEVjE6CLS2d+eeoE8zs9Rhdb/dttqVbinaS3Gf5WbxLTUy9zBAumUukb0M6Zo9/WaOD22+EK3pfT0tIoKSkRDT1lYhiF7O/vj6Ojo9LhmL1jRUWsy8wEoKO1NUtEzwNZhIeH4+XlJRpxyqSoqIikpCSxuq8BERER9ZIhR48erbffoEGDAH0yGmDq1KkA/PXXXy0boGBSzKobVlVVFRs3buSZZ55BpVIRHx9PRkZGnVIXe3t7xo4dy5EjR5g7d+5ly2EmT57c0F1RWVlpXAUCGEti1Go1anXzx5F6e3uzb98+SktLKSoqonv37sycOZOePXs2eHxXV1d8fHyIiopCrVbj6upKVVUVWVlZdVanZGZmMmzYsAaPYWVlVafzuRyPQxAEZXXoEMJn95zHb/sElsecpVQLubYpTNzSjxVDf+KJG69VOkSzJNdrfVxcHDcH384DPo9x/7ZJHC9PA+BoRSxDv+rJi/3e4/GbHm72/Zitjz/GuqwMq2+/hcpKpFtuQfvzz0jVZwX/S6vVGpslgngfk0Nqairl5eX4+PiIf89m0kkS82JijNuveHvjolKJf9dmys7OJicnh3Hjxol/SxlIksTZs2fx9vamXbt24t/0PwylO1ZWVuh0OkpLSxk+fDheXl4kJydz9uxZ7rzzTnr16sWpU6f44osveOCBBxg5ciRffPEFq1evNiZW5CL+H5kus0qm7Nixg4KCAmbPng1gLGf57/K0bt26kVRdq9qUchjQl8QsWbKk3vV79uxpkTM3f/75J7/88gv33Xdfvak9UJNBzsrK4pdffqG0tBQbGxvefvttRo8eDegzo+Hh4dx2220NHuO/ykRDNEGwCLa2XVh4x7/0+n0O/zv5DcnlUK6q4Kl/J3Ms4U3WPf68WBbdSHK/1heHFbOw92q2nV/H9qofKdNCjkbDM2efYEf4V8wN+B+ObXSSgmraNIYkJeHxzz+oysvhxhv5+7XXyA8IuOhtzp49y9mzYoqVnPbs2aN0CGbvgK0tx6pfN3potXifPs0vp08rG5QFEQMW5JWbm0tiYqLSYZgcw3t/+/btKSoq4u233wYwruhfuHAhUVFRREVFAbBy5UoCAwON3zUPHTp0Rd/DGkN8ZzNdKkmSJKWDuFKTJ0/Gzs6OnTt3AnDkyBFGjRpFWlpanWZUDz30EMnJyfz2229s2rSJOXPm1FllAnDttdfi5+fHp59+2uB9NbQyxcvLi5ycHDp06NDsx7Jnzx4kSSIgIIC4uDgWLFiAvb09Bw4coLKykqVLl3Lrrbfi7u5OUlISL7/8sjEb6uzsDOjHcv3yyy98+eWXdOrUiQULFpCbm8vRo0evqMt5UVERrq6uFBYWyvKYBEFQ3r9hH/LY709xPL/mpX2Q7nYOL9qEo33jOsu3RUVFRbi4uMjyWn/27FnUajWDBw+uc/2hswd5Yt9tRFXU9PbytnVk5agtTBl5XbPu02xVVmI9bRpWv/0GgNSxI5rdu6F6GTVARUUFBw4cYNiwYfVOkAhNEx0dTV5eHsOHDxcJ12Yq0WoJOnGC9OozyD/368ck8TxttsTERJKSkrjmmmtEHwoZaLVa/vzzT3r16iVGoF9C7Uk8N95442XbLPzyyy+MHTvW2MerqqpK1njEdzbTZTYrU5KSkti3bx8//PCD8Tp3d3dAv/qkdjIlKyvLuFrF3d2dqqoq8vPz63z4ysrKYuTIkRe9P3t7+wbnrdva2mJra9vsx1NaWsrChQtJSUmhc+fO3H777SxbtgxHR0dUKhXh4eFs3LiRgoICunfvzvjx4/nuu+/qjEd+//33sbOzY+bMmZSXlzNx4kTWrVtXb0rQxcjxOARBMC1Dgufxc7cBPL79er5P15/JOGW1Df+lA/j9kQME9hCN5q5Ec1/rCwoKSE9PZ/z48fWOM3FwKKdDsrnvs5vZlr8XjQQX1GXcffAWpp+bwdePbsSmrY39tLWFH36AG2+EP/5AVVCA7Y03woEDEBQE6JNTHh4edO3aVdlYLURpaSmJiYmMHj260SM8hfo+TE01JlJu7tKFG8XztNkqKys5f/48Q4YMafAzudB4iYmJ2NjY0KtXL5FAvUINJVKcnJwoLS01bvfq1QtHR0eCgoIIDw+nrKxM1v4+4jub6TKbFO/XX39N165dufHGG43X+fr64u7ubpzwA/pM4MGDB42JksGDB2Nra1tnn/T0dMLCwi6ZTGlp06dPJy4ujsrKStLT01m9erXxj87BwYHdu3eTlZVFVVUVSUlJrF27tt70nXbt2vHhhx+Sm5tLWVkZO3fuFBN6BEGgq9sYNtwbxfN+PbGrfpVPt41i6Bd9+O7Pf5UNrg24kmkz9nb2bJm3h7Wj1tOjesVQlQQbc7fQf0V3jkeda82QTYODA/z0Exjem3NyIDQUzp8nLy+P9PR0MW1GRuHh4Xh6etKxY0elQ7EIs11cuLmqCkcrK1b6+SkdjkWIioqic+fOIoEqk4qKCmJiYggJCRGJlMswnLBvqOUDUCeRAhAYGGg8GQ7QsWNHVCoVvr6+3H777bz++uvs2rXrktOABPNkFskUnU7H119/zX333YeNTc1iGpVKxfz583njjTfYvn07YWFhzJ49G0dHR2bOnAmAi4sLDzzwAM8++yz79+/n1KlTzJo1i5CQEEJDQ5V6SIIgCC2qXTsvlt8VzgcDJ+FafdK5xKqQWb8P57l1axWNzdKlpqZSWlpKwCV6fhjcPfEeTs5NIdS5ZqJCZFU2E74fwML1L7ZkmKapfXv45RcYMkS/nZGBNGECMXv20Lt37zpN1IWmy8nJITs7m759+yodisVIi47mdXd3LowYQW8xFanZioqKuHDhgpg2I6PIyEjc3NxwdXVVOhSTd++99wIwdOhQJEni119/BeC5555DkiQyqyd2ubm5MW7cOEaPHt1gn7XExER++OEHXn75ZW666SY8PDxQqVT1fjp06MDYsWN5+umnWb9+PefOnUOj0bTeAxaazCx6puzZs4fJkycTHR1d78OpJEksWbKEzz77jPz8fIYNG8ZHH31U58W3oqKC559/nk2bNhnLYT7++ONGreIw1NFbUq2aJT4mQRDqkiSJ34+/xJOH3yCipkUH420fZc//Pmx75SSX0dzXRY1Gw++//05gYGCj69Hf3Poab59fQp5aZ7zuy+GbeGDyXY2Ow+zl5cH48VDdZLa0Rw/anTmDda1SV6FpJEniwIED9OjRQ4yXlklmZiYnTpwgNDRUlEzJQJIkjhw5gouLi0imyKSgoIDDhw8zfvz4i66YFGqEhYUREhLCjBkz2Lx5MxqNBltbW7p27WpMpBhW91zqq7QkSaSkpHDq1ClOnTrFyZMnOXXqlLGZbWOJ72ymxyySKabAEhMPlviYBEFoWELyDh7ZOZ092TXj9XpWDeevZ3/Do7N8db3mrrmvi1FRUWRmZjJmzJgmLaOOTIzi9m+HEVlRBMAz3v9j5Zw3G30ci5CVhTRmDKroaP32TTfBjz+CaELZLImJicTGxjJ+/PgralYvXJxWksiqrCTir7/w9fWlV69eSodkEdLT0zl9+jShoaGiV4QMJEni8OHDuLq6itVoV0iSJGPDY8NX5drJk9zcXOMKH8PvdTodcXFxTU5SFxcXc/bs2TqJl9P/mQYmvrOZHvGJRBAEoQ3w9ZrK9/ecZq63m/GFP9HuH4JW9eHAufOKxmYpysrKiI2NbVY9et+egXjaehi3/bsGyRWe+enaldgPPkBt+OD4889wkfp14cpUVVURGRlJcHCwSKTI4Mv0dHofPcq3KhXdxWQUWWi1WsLCwujXr59IpMgkNTWVsrIysRKtEYKC6r735uXlGS8b+qIZel1qtVpAPyI5ICCAaMMJgEZydnZm1KhRPPHEE6xZs4ZTp04hSRKSJFFYWNjERyK0NJFMEQRBaCOcnfvx4axolgcNwbm6/VSBTSbXbwvmne0/KxucBYiIiKB79+51pq41RZ42x3h5kO/gS+xp2UpLS4muqqJq3bqa1SivvQY7digalzmLjo7GxcXFOPFQaLoCtZqX4uMplSS+sLLi1H8aUgpNExcXh62trRjbKxONRkN4eDj9+vWr03dSuLT/To9asWKF8XJ4eDglJSXGBMfvv/8OYFz1s3bt2tYJUjAJIpkiCILQhtjaduL52/9h7cgH6VndK61CVcULZ29m+qoll6z9FS4uNzeXjIwMWabN5Ov0zW2sgEG9L9/E1lKFhYXRo0cPnKZOhTdrlTrdcw9ERioWl7kqLi4mMTGR4OBgMclDBq8lJZFT3SByRteujJRxDGpbJabNyC82NhYHBwd69OihdChm5frrrzdejouL4+qrrzZur1mzpk5Cet26dQBMnjwZgPXr17dSlIIpEMkUQRCENkalsua28V+w4+bPGNm5uiYY2Fq0mP6v3kxxeYWi8Zkbw5JfOabNSJJEnqYSgI7Wttjbts0zidnZ2eTk5NTU9z/3HMyYob9cUgJTp4JY9twoYWFh+Pj4iHp7GUSVlvJhSgoADlZWvCV6pcgiIiKCbt260aVLF6VDsQiG0lORQG282smUjRs3MnHiROP2gQMHGGKYOAd88803AMaytLS0tFaKUjAFIpkiCILQRg0IfJif7v6LuzzbG68Ls96F/7IQziWKDwNX6sKFC6jVavz9/Zt9rMy8CxRWT0PsZNX+0jtbKJ1Ox7lz5+jTp0/NUmuVCr78Evr312/HxMCsWaDTXfxAglFmZib5+fkEBgYqHYpFeCYuDsPQ0he8vPBu107ReCxBfn4+aWlp9XpVCE0XERGBh4dHs0tP26IRI0YYL69fv97YHwXg9OnTIjklGIlkShtWVFSkdAiCICisS+fhfH1PNIt6+9Ou+h0hyzaWEV/3YcPvfysbnBlQq9VERkYSFBQkS0PPf2NOGC93smqbH4CTkpLQ6XT1J6M4Oen7pRi+GIiGtFfEkJzq27evGNsrg19yc/m1uhllDzs7XhC9PZrNsLrP398fR0dHpcOxCIbSUzG9p2lq95eJj4+vlzxJTExs8HaGUd4lJSUtFptgWkQypY2SJIlIUXMuCAJgb+/Ba3ee46PBN9OteiFAqVUJc/4czbwvP1U2OBMXExODs7Mz3bt3l+V4EalnjZc723hcYk/LZJg2ExISYhxLWYevL3z7rWhI2wjx8fFYWVnh4+OjdChmr0qn45nYWOP2Cj8/HMVUpGZLSUmhvLxcltV9Qk1yKiAgoNmlp0LDfH1962yrVCq6detGWFgYAG+++SY6sXKyTRDJlDYqMzNTrEwRBMHI2rodc67/ka2TXmNA9WpWLTpWpz7K6KX3U6XRXPoAbVBJSQnx8fGy1qMn5ccYL7s79JTlmOYkKiqKTp06XXraTGgovPVWzbZoSHtRlZWVREdHXzw5JTTKR6mpRJeXAzCqQwdmdO2qcETmT6PREBERQVBQkJg2IxND6amfn5/SoViM/fv3G9+XrKysuO222+qt9MvKyjJeXrZsGdbW1qhUKuOPg4MDkydPZtmyZfz5559UVIj+dJZAvLO2QTqdjrCwMDFvXhCEOlQqFddc9TI7p+3ipm41HxL+0n2N/6vDuJCdr2B0pic8PBxvb+86tdTNlVGeaLzs3bGPbMc1B0VFRSQlJRmXSV/Ss8+KhrRXIDIyEldXV9zc3JQOxezpJIkvqhtLqoD3e/cWfRNkcP78eRwdHfH09FQ6FIsgd+lpWzZo0CDjZZ1Ox80332y8vG3bNj788EMAPv74YyRJQqfTER8fz/Lly5k9e3a9ZFZFRQV79uzhpZdeYsyYMTg4ONRJtqhUKoYNG8bzzz/Pzz//TEFBQas9VqHpRDKlDYqPj8fa2hpvUecrCEIDvDxvYMs9YTzR0x3r6u8KyXYn6f9BAL+eCFc2OBORlZVFTk6OLA09D5w+xJxP7iDkLVd2FtT0qennOaDZxzYXkiQRFhZGz549cXZ2vvwNGmpIu2hRywZpZgoLC0lJSbmy5JRwWVYqFZ9ZWzPH1pZHPDwYfCXPU+GSysrKiIuLE9NmZCR36WlbVnuiT0hICDfccEOd31933XUA/Prrr4D+hJSvry8LFizg66+/JjY2FkmS6vxkZWXxww8/MH/+fK666qp693ns2DHeeecdbr75Zjp16mRMssh50kaQl0imtDEVFRVER0cTHBwslvwKgnBRTk69WXV3NO8Ej6SjftofhTY5TN05iNe/+0HZ4BRmWN0XGBhYM22mESqrKvnk54+5adVwvJe3Y/yPY1mbtY2wilzUkn4fBysVEwaMljly05WZmUlhYSF9+jRiNY6TEzz8cM12vlg5ZWDomdCrVy+cnJyUDsci5OXlUZiRwepBg/g4IEDpcCxCeHg4np6edOrUSelQLEJJSQkJCQkiOSWT2smUbt261RmPDBhPShuSKVfCzc2NW2+9lVWrVnHixIl6yZaSkhL27dvHK6+8wrhx48R3NTMgihPbmKioKNzc3HBzcxM9UwRBuCQbmw48deuf+P35JM8c/4jYEqhSqXkl8naOvb2AHc++gZVV2/vAlpiYiCRJ9RrQXUpCWhKf7H2Xw1k/EVaZRLFWanC/LjbWBNv147GrX6dbp44yRWzatFotYWFhjZ82o9HAqlU12088IX9wZiotLY2SkhKGDRumdCgWQUybkV9OTg5ZWVn1vqAKTRceHo6Xl5dYxSCTfv36GS/HxMTQtVaPJEmSjAkrjYw95ZycnJg4cWK9v4uioiLx/9VEiWRKG1JQUEBKSgrjx49XOhRBEMyESmXFzWNW49d9KI/tfoCDuVokYGfZm/R79V+OvLCDzs5t58x3VVUVUVFRDB48+JJnjCRJ4rfje/jm+EecLPmTmMoCGsqfqIBeds4McBzB9AFzueOaqVhbt60zUYbS00ZPm9m8GeLi9JcnToSRI+UPzgxptVrCw8Pp168ftra2Sodj9o4UFkJODpWVlWLajExqT5tp166d0uFYhKysLHJzc0VySiaSJBEVFWXc7tOnT50VVAUFBWJFlQCIZEqbYahHF0t+BUFoin6972OHWzDzt01kfUohEhBts48+bwXx632HGNK7bfRgioqKonPnzg1OmykpK+XLPZ/ya/wmwirPkValbvAYDlbQ164Hwztfz9wJz9Dfr/l9V8xVRUUFMTExDBs2rHHL0rVaeP31mu1XXpE/ODMVGxuLvb09Xl5eSodi9sq1WmZGRJBeUcFj3boxQSy5l0VSUhJarZZevXopHYpF0Ol0nDt3jj59+jSp9FSoLyMjg8L/NDXPr1VK2rlzZ+644w7s7e2prKxs7fAEEyKSKW2EWPIrCEJzdew4mM/viabXD+N5MzaSci3k2CYx9ptAHu35LsvufhB7W8t9WzFMmxk3bpzxusikaD7bt4q/c38hvCqZUm3Dt+1qa0uIXTCTfGcyd/IjuLRv3zpBm7jIyEjc3NxwdXVt3A2//VbfdBZg3DgYM0b22MxReXk558+fZ+TIkaJnggxWJieTVFkJKhXhgLX4N202w7SZgQMHimkzMklMTARoVOmpcHGG1X19+/a95H7ff/89U6dOZceOHSQmJtKzZ8/WCVAwKSLF3gZoNBqx5FcQBFnY2XXjpemn+Wzo7XhUr84uU5WzMulR3N/oyPRVz5GWZ3kjag3L0r29fdh3Zj8zPryePm92IHhtIO+nfMax8rqJFCugt70Ld3a6iR2hv5C+oJJ9z53khdufE4mUagUFBaSmphIUFNS4G4pVKRcVERFB9+7d6dy5s9KhmL3UykqWX7gAgDWwyt9fJKhkEB0djYuLC+7u7kqHYhEqKyuJiooiJCRENCuVSe3S07lz515y3x07dgD6RNYdd9zB5s2bKS4uboUoBVMh/uragLi4OLHkVxAE2VhZ2TFr0la+n/wWQzrWfLkooJStRSvp9WEXxr5xK39HxisYpXwKigtZvP5lFh56gEm7BnPb/lv5Nu83YiqL0dXaz8laxVAHH+Z7PUHk/fHELChgy5M7mTLq+jbZqPdSDMkpPz+/xpeebtsGkZH6y6NH61emCOTl5ZGenl6naaLQdAvi4ynT6f/CH/X0JEiUSDdbcXGxmDYjM0Ppae3mqELTGUpPQ0JCUKlUDB061Pi7Hj16sGnTpovedtu2bcycOZMOHToYRxqrVComT57M559/TlZWVms8BKGVWe56bAEQS34FQWgZKpWKEQNf4EDvGaz+5Xm+T/2Bfwv1He0r0XJIvYNR3+2gn2owz458hzmh45QNuJHOxoWz6d/POZq/m8jKdMp1De/nYWtHsP1ArvebxcPXPYSjaKZ4RVJTUykrK6N3796Nu6FOB6+9VrP96qsg3tuMyanevXvj4OCgdDhm7+/CQjZmZgLQ2caGJWL5vizCw8Px8fGhQ4cOSodiEYqKirhw4YIYLCGjyMhIunbtaiw9NYw/Bv2knaNHjxq3HRwcKCwsxM7OjuHDh7Nu3Tp++OEHtm3bxr///mvcb8+ePezZs6feKpfhw4dz++23c/vtt4sSLTMmVqZYuPDwcLHkVxCEFuPk5M3/pn3L30/ks3n0IiZ36YBd9TuLBIRLJ7j/r/F4Le7B/9Z/QZWMIwRb0jXfjeSTtLWcLK+bSLFWQV/7ztzd5VZ+u+F3UhdVsvvZo8yfOk8kUq6QRqMhIiKCfv36YWPTyHM627dDeLj+8ogR+ik+AsnJyWLajEx0ksRTsbHG7dd8feksSqSbLTMzk7y8PAID227DbTkZEqi+vr60F6WjssjPz69Xelo7mdK+fXtOnTpl3HZycuLzzz8H9N+3AgICWLBgAcePH0eSJONPamoqH330ERMmTKhzf//88w/PP/88vXr1qrOSJSgoiFdeeYWzZ88iSQ2MARRMikoS/5euiGG+d2Fhodlk1HNzc/n777+ZOHFig2eqzPExCYJg2iRJy9FzG3n/yKvszksi/z8DbTrSnkkuj/LevS/RvbPpve4YXhdZAFTnRjpYq+hr68sY91t5bNJ8enbvoWiM5i4qKoqsrCyuueaaxq2YzMvTJ1AMjWd//RWuu65lgjQjarWa/fv3ExISgqenp9LhmL11GRnMrh6JGuToyOkhQ7ARvSiaRafT8ccff+Dr6ysm+MgkPT2d06dPExoaKvohykCSJA4fPoyrq2udxrOlpaXGZNWYMWM4fPgwuuryPx8fHzp27MiZM2cAfePaxvStKSgoYOfOnWzbto0ff/zxim4jvrOZHvHuoJDi4mLmz5+Pj48PDg4OjBw5kuPHj9fZJzIykltuuQUXFxecnZ0ZPnw4F6qboYG+6dS8efNwdXXFycmJW265hZSUFEAs+RUEQRkqlTXD+9/H5kcSOT37T+Z5D6OnY83vCyjhu8K38f2wM2PfuJ2/IxOUC/YS2lnBDc4jebXHa+yacJh//hfHivveEYmUZiorKyM2NrbxPROKi/WJE0Mi5eqrYfLklgnSzJw/f5727dvj4eGhdChmr1ijYUFcnHH7/d69RSJFBgkJCahUKjHtRCZarZawsDAxWEJGFys9rd3TKy0tzZhIMfzOkEgBLppI6dGjR4N9Kzt27Mg999zDjh076qxkKSsrY8eOHdxzzz04Ojo2cETBlIh3CIU8+OCD7N27lw0bNnDu3DkmTZpEaGgoqampgL5p7OjRowkMDOTAgQOcOXOGl19+mXa1lpHPnz+f7du3s2XLFg4fPkxJSQk33XQTWq2WCxcuoFarxZJfQRAU4+0xmg/m/EPYY0m80XcaQ1xqSjr0fVV+YNR3vQheMoR1+w8qGGl9FTpQa3UMdO3PVQMHKh2OxYiIiMDDw6NxpadlZXDzzWA44eDuDt98I3qloD9rGh8fb2yWKDRPQkUFVlr9WK6pXbowsVMnhSMyf4ZpM8HBwWLajEzi4uKwtbWtU4IiNF3tqaeXKj2NrVX+B/qVJZeze/duUlNTKSkpueJ4HBwcmDJlCuvXr6e0tBRJkigstLwpiZZClPlcITlLYsrLy3F2dubHH3/kxhtvNF4/cOBAbrrpJl5//XVmzJiBra0tGzZsaPAYhYWFuLm5sWHDBu68805AnzH18vLip59+wtramv79+1/yTJUo8xEEoTVpNMV8f3A5X0eu5o+8YtT/effpIfVglt+rLLlrNnaN7aUhk/+W+Qy268m+J87R0VnUpDfX5UpPG1RVBVOn6kt6ADp3hoMHITi4xeI0J0ePHsXe3p6BIuEni+LiYnYfOMCZgABme3vjJ1b2NtuZM2eoqKhg2LBhSodiEcrLy9m/fz8jRoygS5cuSodjES5XehoVFUXfvn0ZNWoUf/3110WPs2TJEp566in9Z4hqhuPl5ORc8v9XYWEhe/fu5Y477mjw9+I7m+kSKWIFaDQatFptnVUmoM9EGmrxdu3aRUBAAJMnT6Zr164MGzbMOMsc4MSJE6jVaiZNmmS8zsPDg+DgYH7++Wfat29P9+7d6xy/srKSoqKiOj+CIAitxcbGmRkT3+C3x/M5NPVrZnTzplOtFcopqhTejH+Ibss6ced7/yM9T7nXKMPHqRNViQxf7UN8WrJisVgCQ+lpQEDAlSdSNBq4++6aRIqzM/z2m0ikVMvOziYnJ6dOfb/QdJIkERYWRoCPD0v79BGJFBkUFhaSnJxcp6Gn0DyRkZF069ZNJFJkYig9vdTqvtLSUgCCq997DOPnBwwYUGe/V199lY4dO6JSqbCysuKGG24AYOzYsZf8/1VaWkrHjh2ZNm1asx+P0PpEMkUBzs7OjBgxgqVLl5KWloZWq2Xjxo0cPXqU9PR0srKyKCkp4c033+S6665jz5493Hrrrdx2220cPKhfCp+RkYGdnR2d/rME1dXVlYSEhAZfFJYvX46Li4vxp6H6PUEQhJam76sym82PJHF69iHmeV/dQF+VFfh+2Jlxb9zO0ajEVo/xPucZ2Fe/Q0ZX5TF2bQB/hZ1o9TgshaH01M/P78puoNPBQw/B99/rtx0c4OefYejQlgvSjOh0Os6dO0efPn2wt7dXOhyLkJmZSX5+vpg2IxNDckpMm5FPfn4+aWlpIjklI0Pp6X+/T9VmSKYUFxcDMLT6fah2M2W1Ws3atWuNfYEkSeLX6hMBBw8exMrKitdee61euY5GozH+fSxatEieByW0KpFMUciGDRuQJAlPT0/s7e354IMPmDlzJtbW1sbmRlOmTOHpp59m4MCBLFiwgJtuuolPP/30ksctLi7G2dm5zhIzg4ULF1JYWGj8SU4WZ1oFQVCWt8c1fDDnKGGPJfJG3zsY4mJt/F0lWg6qf2Dkt76ELBnKuv2HWi2u6YPu5f3BH9HBRp+UTlFXcMuPw/ju4E+tFoOlUKvVREZGEhQUhLW19eVvIEnw1FOwdq1+29YWfvgBxoxp0TjNSVJSEjqdTkxGkYFGp2NeTAy/hYXRt29f7OzslA7JIqSnp1NcXExAQIDSoVgEw+o+f39/0ZRUJrm5uWRkZFx2dZ+h30lmZiaAsawyIUHfQP+qq67CxsaG++67j4SEBCRJYvbs2QDGkhxJkuqtXFmyZImxgfCdd97JsmXL5H6IQisQyRSF+Pn5cfDgQUpKSkhOTubYsWOo1Wp8fX1xdXXFxsbGuIzMoG/fvsZpPu7u7lRVVZGfn2/8fVZWFtnZ2Rd947K3t6dDhw51fgRBEEyBk5MPC6dv5e8n8tk8egGTurTHtnpxnQ4I419mHx6L92JvFm5YQ5VG06Lx9OvXj7k3PMaW0F242+n7t+RptMw5NJWVP3zQovdtaWJiYnB2dq5XenpRL70Eq1frL1tZwebNYgRyLVVVVURGRhISEiIaesrg8/R0Vqel8ZC1Nb+IySiy0Gq1hIeH07dvXzFtRiYpKSmUl5eLwRIyaUzpqab688b+/fsBjCU74eHhQP0VJRUVFaytPhlQUFCAJEkNrlxZvHix8TbfffddgytXBNMn3oUV5uTkRPfu3cnPz2f37t1MmTIFOzs7hg4dSnR0dJ19Y2Ji8PHxAWDw4MHY2tqyd+9eQL/k9+DBg1y4cIEx4uydIAhmSt9XZTm/PV7AgSlrmNHNq05flWRVMm/GP0i3ZZ2Y8d4CMvJbpq+KYcnv9cOu57dpJ/Cz158JLNNJLAh7ivlr5rfI/VqakpISEhISrnwU8ptvwhtv1Gx//TXcfnvLBWiGoqKi6NSpE926dVM6FLOXp1bzSvXZZY1KxVXOzgpHZBliY2PFtBkZaTQaIiIiCAoKuuS0GeHKNab09Prrr6+z37333gvoV10CXFed7M/KyqKyspIRI0YA8NVXXxnf9/67cqV///517qOhlSuG5EpGRoax4sBQciSYDjHN5wrJ3UV59+7dSJJEnz59iI2N5fnnn8fe3p7Dhw9ja2vL9u3bufPOO/noo48YP348v/32G/Pnz+fAgQOMHj0agEcffZSff/6ZtWvXUlZWxquvvopOp+PEiRNXtJRadIYWBMEcJKUeYuXu59iZe5zEsrq/a4cNw2yn8NZt7zAssGez7+tir4vpuelcv6Y/Z8pzjNeNcujHR7d9zwB/0QD0Yo4ePUq7du3qNepr0IcfwpNP1myvXg2PP95ywZmhoqIiDh48yLhx43AWX/yb7anz5/kgNRWAmV278s1/VgQLjSemzcgvMjKSnJwcRo8eLUagy0CtVrN///7LTj39L8O/vaOjI2VldT+MzJgxgy1bttS57mJfse+8806+++47QH8yXKVSodFo2LhxI4sXLyYpKemiMYjvbKbHpFemaDQaXnrpJXx9fXFwcKBXr1689tprxp4iULNMysPDAwcHB8aNG2dcdmVQWVnJvHnzcHV1xcnJiVtuuYWUlJTWfjh1FBYW8vjjjxMYGMi9997L6NGj2bNnj3E55K233sqnn37KihUrCAkJ4csvv2Tbtm3GRArAqlWrmDp1KtOnT2fatGm4urqyc+fOK6tJFwRBMBM+nmP44P5jhD2WwBt9b6/TV6UCDQfV2/R9VV67mvW/t0xfle5dunPkySTGta8po/yrPIIRm/sx44MpFFbXVAs1srKyyM3NvbKGnh9/XDeRsny5SKT8h6GhZ8+ePUUiRQYRpaV8VJ1IcbSy4i3Rf0YWERERuLu7i0SKTMrKyoiLi7vy1X3CZTW69PQ/SktLeeCBB+pc999Eyq5duwB9cnH48OHk5OhPxCxcuNCYSFGr1XVWrsyePZvExEQkSaKiooLOnTs3KT6hdZn0ypRly5axatUq1q1bR1BQEP/++y9z5szh9ddf56mnngLgrbfeYtmyZaxdu5aAgABef/11Dh06RHR0tPHDxqOPPsrOnTtZu3YtXbp04dlnnyUvL++KV3CAaa/iOHv2LGVlZQwfPrxRtzPlxyQIgnAxGk0R3x1Yxrqoj/kjrwT1f97FvCQvZvkvZsmM+7C1aVxy+XKvi1qtjgc+u43vcn+kvCavTzdbWx7yXsiSmYuxshIfeHU6HQcOHMDHx+fyy6g//xzmzq3ZfuklWLq0ZQM0QxkZGZw6dYqJEyeKJqnNJEkS1509y57qvnOv9ezJy9W9DISmy8vL48iRI0ycOPHKR6ALl3T8+HFsbGwYNGiQ0qFYhJKSEv744w/GjBnT4LCOSzEkPi5cuFCnhE2SJAYMGMDZs2fr3cbweeLvv//m1KlTPPbYY8Y4nJycGryfsLAwQkJCjNtFRUVIkiS+s5kok16Z8vfffzNlyhRuvPFGevbsyR133MGkSZP4999/Af2T97333uPFF1/ktttuIzg4mHXr1lFWVsamTZsA/QqQNWvWsHLlSkJDQxk0aBAbN27k3Llz7Nu3T8mHJ4uioiKSkpLEmDRBENoMG5sOzAx9i18fy+ePW75kRrce9fqqLI97gG7LOnHX+wvJLCiW7b6tra1Y+9gO/ppxmjFOvTGkTTLVal6Pe43gFW5sPSQm/hjOrvn6+l56xzVr6iZSFi6E115r2eDMkFarJUxMm5HNrtxcYyLF296e57y8FI7I/Bkaevbu3VskUmSSk5NDVlbWZafNCFcuLCwMb2/vRidSamuoF1DtRMrnn39urDQwNJQdMWKEMZGSlZWFk5OTsbqidsnQ//73P2Mi5cknn0SSpEuuRFSr1Rw7dqzJj0VoPpPuYjR69Gg+/fRTYmJiCAgI4MyZMxw+fJj33nsP0I+kysjIYNKkScbb2NvbM3bsWI4cOcLcuXM5ceIEarW6zj4eHh4EBwdz5MgRJk+e3OB9V1ZWUllZadwuKtI3OVSr1caGQ0qTJIkzZ87g4+NDu3btGh2XqTwOQRCEprCysmHUwAcYNfABklIPsnLPc+zM+dfYVyWfYrYUvMmO999hmO1U3r7jHYYG+FzRsS/3Wh/csx/7ngpn8x/fsPzUU0RV6N8jIitzmfHHFFb/E8L7U7cQ5Nu72Y/T3BimzQwaNAitVotWq21wP9X69Vg/9JAxIaV95hl0ixdDC09qMkdxcXFYWVnh4eEh3rubqUqnY35srHF7ec+e2Oh0qGuVkAuNl5KSQkVFBd7e3uI5KgNJkjh79ix+fn5YW1uLf1MZZGdnk5uby7hx45r071lVVcWJEyeMDWYNPv30U+NlHx8fZs+ezezZs42Jb5VKVad/SteuXXnsscf4+uuvKS8vp3v37syYMYOOHTsa9zl27BgDBw40xvnfeHU6Hffddx8bN24E9KVHYmS2Mky6zEeSJBYtWsRbb72FtbU1Wq2WZcuWsXDhQgCOHDnCqFGjSE1NrdNA6OGHHyYpKYndu3ezadMm5syZUycxAjBp0iR8fX357LPPGrzvxYsXs2TJknrXb9q0yWKerGVlZcycOVMsGRMEwWKUlibwwa7n+SFtB/8W1v0SbwX0U13N/65Zyazxoxu8vaHMpzGv9Tqdjp2x37FLvZUsdc19OlmrGKeawN29H8bR3r7Jj8kS9ThwgKvefx9V9UeQ2FtuIXzOHBA9AYQWtsPOjrXVKyf6aTQsKy1FPOsEQbhSMTExvPDCCw3+btiwYSxcuLDBfWbOnGmsnKht+PDh/PPPP4C+LOirr76q14bC8J2toKCAJUuWsGrVKuPvPv74Yx599NHmPiyhiUw6mbJlyxaef/553n77bYKCgjh9+jTz58/n3Xff5b777jMmU9LS0uo0EXrooYdITk7mt99+u2gy5dprr8XPz69ONrG2hlameHl5kZOTYxKJB61Wy59//kmvXr2aPHquqKgIV1dXkUwRBMHiaDRFfPvHMtZHX6yvijf3+C9m8Yx76/RVMSRTmvJan1eUx5Pf3M3Owv11+qm429rxkPdCXpy2yOL7qRQXF3P48GHGjBlz0Xpw1ebNWM+Zg6p6JYD2iSfQrVwpEikXcfbsWdRqNYMHD1Y6FIvwS1YWj0dFkWZtzT8DBjCofXulQzJ7UVFR5OfnM3z4cNEkVQZqtZoDBw7Qv39/MQJdJgkJCVy4cIFrrrkGK6vmd7lIT0/Hx6fhla6enp6kVje3jouLM/YNKywsxMHBgVmzZhmb0P7Xs88+y6uvvkq7du3qXG/4zlbb4sWLefXVV5v7UIRmMulkipeXFwsWLODxWh39X3/9dTZu3EhUVBTx8fH4+flx8uTJOo2ZpkyZQseOHVm3bh2///47EydOJC8vj06dOhn3GTBgAFOnTm1w9UlDTK1Z6/nz50lJSWHcuHFNfuMytcckCIIgN51Ow99n17L6nyX8lpdCwX9W9nbCmes6PsGq+xbSraOzLK+L/0ad4Jmf7+RwaRy132D72ruydNTX3H7NTU1/QCZMkiSOHDmCi4sLwcHBDe/07bcwcyYYSioee0w/All8AWtQQUEBhw8fZvz48RdNTgmNc+LECTSSRFGvXlwrpmU0W2lpKX/88QejR4+uU6YgNF1YWBhFRUWMGDFCJKdkUFlZyf79+xkyZAhdu3aV9divvvoqr1X3+erQoYOxLQSAlZUVcXFxHDhwgDlz5tCrVy/uuusuli1bdkXHdnJyIi8vj3Xr1vHwww8br3/88cf58MMPxXPDRJh0A9qysrJ62UNra2vjaGRfX1/c3d3Zu3ev8fdVVVUcPHiQkSNHAjB48GBsbW3r7JOenk5YWJhxH3NTUVFBTEwMISEh4g9JEAThEvR9VR5k8yPJnL7vD57wGkLPWtU7+RSzuWA5Pd/vzPg3pnMi7kKz73NI4GAOPRfL2pFr6dOupnFcZGUO03+/mVvfu77Z92GKMjIyKCoqok+fPg3v8MMPcPfdNYmUuXPhww9FIuUiDA09/fz8RCJFJrm5uaSnp9M/KEgkUmQSHh5Ojx49RCJFJsXFxSQkJIhRyDKKioqic+fOsidSAJYsWUJmZiZAnUQK6EuAfX19mTNnDgDx8fHGREpJSUmd/SRJQqfTceONNxqvLy0txd7evk4iJS8vj9WrVzf43CgvL+e+++7jlVdeke8BCpdl0smUm2++mWXLlrFr1y4SExPZvn077777Lrfeeiugb+gzf/583njjDbZv305YWBizZ8/G0dGRmTNnAvraswceeIBnn32W/fv3c+rUKWbNmkVISAihoaFKPrwmi4yMpGvXrvWWewmCIAgX5+M5jg/vP865R+NYFngbg11qynsq0HBAvZWJ34Vc4giNc++19xH+XD4v9HyCrrb6+9IBOwp/I0vGCUOmwDBtpl+/fsYpBnX8/jvcdRcYmtE++CB8/DHIsNzaUqWmplJWVkbv3m2vibHcDF9UxLQZeWVnZ5OdnU1gYKDSoViM8PBwfHx8xIpxmRQWFnLhwoWLr5aUQdeuXZEk6YpXnGRmZuLk5MQdd9wBwN69e6moqMDKyopdu3Zd8rb/7aUC+um3KpUKR0dH1q9fz9KlSxv/IIQmM+lPMR9++CF33HEHjz32GH379uW5555j7ty5dZ4kL7zwAvPnz+exxx5jyJAhpKamsmfPnjpjpFatWsXUqVOZPn06o0aNwtHRkZ07dzb4hDR1+fn5pKamilHIgiAITdS+fS8W3bmNf57IZcOI57i2ixO21Sd55K57tba25q37PuTfB2KN99He2orOzpa10iA+Ph5bW9uGe3j9+y9MmQJVVfrte++Fzz4TiZRL0Gg0RERE0K9fP2xsTHrwoln4Ljub0ceOEaVW4+/vr3Q4FkGn0xEWFkafPn3q9XcQmiYzM5O8vDyRnJKJJEmEhYXh6+tL+1bojbRo0SJycnLqXb969eo6/0+7detmLNUBmDx5coMJ3n79+lFUVIRGo+Gnn36q8zuNRsNTTz2FSqWqU2mxfv16TLiDh0Uy6Z4ppsQU+otIksThw4dxdXWVZea8KTwmQRAEpen7qnzN6n+W8GtaKoVLkf118fNfPmDu8acAuMrelxML4mU7ttIqKirYt28fw4cPr79iMjoaRo8GwwfMW26BbdtAJAguKSoqiqysLK655hqx1L+ZyrRaAo8eJbmqCivgzJAhBIums82WkJBAXFwcEyZMkKWhZ1un0+n4448/8PX1pVevXkqHYxHS0tI4c+YMoaGhDa+YbEErV67kueeeM25v2bKFyZMn1+nf+V/vvPOO8TbZ2dl13k+//fZbZsyYwcMPP8y3335LYWGh8XdXXXUVP//8c51hLELrEa9+ZkQs+RUEQZCfvq/KQ2yam8yfd+1skfvYF/e98fJVHc2zxPRiIiIi6NatW/1ESmoqTJpUk0i55hrYskUkUi6jrKyM2NhY0TNBJm8nJ5NcvSpqUqdOBIn+M81WVVVFVFQUwcHBIpEik4SEBFQqFT179lQ6FIug1WoJDw+/eOlpC3v22WfJy8szbs+YMYO33nrLmCz5b9mRnZ0dU6dONW4b3k8PHTqESqVixowZAHz++efGRMr777+PTqfjxIkTdRIpKSkpTJ48mdWrV7fIYxPqEq+AZkKj0RhfFMSSX0EQBPmpVCp8PMe0yLHDy08ZL88c/lCL3IcS8vPzSUtLq196mpenT6RcqG7oO2AA/PQTiF4VlxUREYGHhwedRYPUZkuuqOCt6uegDfCuv79IUMkgOjqajh07irG9MqmsrBTJKZnFxcVdvPS0lXTq1AlJkvjf//4HwJtvvskHH3wA6Cc25eTk8M033wD6BGXtEsTTp0+jUqkYO3ZsnWN6eXkRGxuLJEk8+eSTxtezwsJC7r33XlQqFV5eXuzZs4dFixa1xsNs88RfrJmIjY3FwcGBHj16KB2KIAiC0AjpOcmcr9B37ne1sWP8wKEKRyQPw7QZf39/HB1rjUgqLYUbb4SICP12r17w228gpn1cVm5uLhkZGbKU8grwv/h4yqunRz3Rowd9xaqUZisuLiYxMVGsnJJRVFQUrq6uLTJtpi0qLy83qamnb775Jvv27QP0SRMDNzc348CU/xo0aFCd7RdeeAHQJ2H8/PyMx1q0aBEqlYqOHTuyYcMGQN+T5ciRI/WmCwktQyRTzIBhya+pvCgIgiAIV27t75+hru5O1sfmImODzVBqairl5eV1G3pWVcEdd8A//+i3u3WDPXvA3V2ZIM2IITkVEBAgps3I4HBBAZuzsgBwtbHhFR8fhSMyf4aGnj179qwz6EFoOsO0GTFYQj6RkZF069aNLl26KB2K0cSJE/n999/rXCdJEnv37uX+++8HYOvWrXz88cf1bvvQQw8ZV7cYVrqoVCrs7e1Zvny5cb8ffvgBSZLIyMhgxIgRLfhohNpEMsUMGJb8XqppkSAIgmA6EtOTePqrRxi8ojuLo2vGJQ7veqOCUcnHUHoaFBRUt/T02Wf1q1AAXFxg926oPosmXNqFCxdQq9XGs45C0+kkiadiY43bS3196aRA3wRLk5mZSUFBAX36WE5SWEmG5FSvXr1aZdpMW3DR0lMTMH78eH7++ec6102aNImBAwcCMG3aNB588EGAOj1QvvjiC2NiqGPHjqxYscL4uw8//BCdTockSdx6660AnDx5kquuugqVSoVKpUKtVrfkw2rzRPMNE2dY8hsaalkNCwVBECzN+eRYPtj9Bn/m/kxEZbZxNYpBOyt4+NpHlQlOZufPn8fR0RFPT8+aK3/5BQwN7+ztYedOfa8U4bLUajWRkZH0798fa2trpcMxe2szMjhZoi+t6+/kxEMeHgpHZP4Mo5ADAwOxs7NTOhyLkJ6eTnFxMVdffbXSoViEi5aempAbb7yR7777junTpxuve/LJJ42XDScn0tPTL3qMLl268M8//9RZFfrTTz8xe/Zs8vPz6+w7ceJERRrwtiUimWLCai/5bdeundLhCIIgCP8RnhDBh3vf5Ej+L0RU5qKV6u/T0caKAXZBPHb1UgJ6KNcMTy5lZWXExcUxatSomtLT7GyoXqoMwKpV+uk9whWJiYnB2dlZjLaUQYVWy6L4mtHj7/n7Yy1KpJstPj4ea2trfES5lCwM02b69u0rvuzKJCUlpX7pqQmaNm0aa9as4YEHHqj3u4auq62goAAXFxe0Wi0ffPABTz31VL19rr32Wj7++GOT/3ewFKLMx4SJJb+CIAim59T5Mzz46QyC3+pE//VBfJa+gXMVdRMpnW2smeA0iA8GfUzG8xUceP4s08dOUS5oGYWHh+Pp6VlTeipJ8NBDkJmp377hBnjkEeUCNDMlJSUkJCSIhp4yaWdtzRvt2tFbpeJ2V1fGixLpZqusrCQ6OlpMm5FRbGys4tNmLIlGoyEiIqJ+6amJuv/++3n//feN24YBI19//bXxupCQEOPl22+/HcDYcNbGxqZOIuWhhx4iNzcXSZLYs2cPVVVVXH/99cZSH6HlmP6zrY1Sq9VEREQwYMAAseRXEARBYccij/PxH29ytHgfMRVF6BrYx9XGhkHtBnJ74CPcP3k2tjaW99qdk5NDVlYWEydOrLlyzRr48Uf9ZTc3+OorEB/erlh4eDheXl64uLgoHYpFKCoqwi0tjWNjx4pR3DKJjIzEzc0NNzc3pUOxCOXl5Zw/f54RI0aIL7oyabD01MQ9+eSTFBUV8fLLL5OSklLv9xqNxnh527ZtAPUa1Do5OVFUVIRWq+WTTz5pcKVKr169kCRJPNdaiEimmKiYmBg6dOgglvwKgiAo5M+zf/H5nys4Wvw7sZUlNFDBQ1dbWwbZD2Z68OPcFzoTa2vLPWtraJZYp/Q0Nhbmz6/Z6csv9RN8hCuSlZVFbm5u3eSU0GS1p8107NBB6XAsQkFBASkpKYwfP17pUCxGREQE7u7uJjVtxpw1WHpqJl566SXOnz/P+vXrjdfdddddbN68mcjIyIvebtWqVYSGhvL88883eNJ93LhxTJgwgffff58FCxaY3b+LOVFJktTQ50PhP4qKinBxcaGwsJAOLfwGXVJSwh9//MHYsWNb9L5a8zEJgiCYA8Prou+rjiSoyhrcx93WjsHtruaugfOYMfYOi06g1JaYmEhsbCzjx4/Xf3jTaGD0aDh6VL/DQw/B558rG6QZ0el0HDhwAB8fH1HOK4P0ykp0ubmcPXOGiRMniiapMpAkib/++ovOnTvTr18/pcOxCHl5eRw5coSJEyeKEegyOX78ODY2NgwaNEjpUJrM3t6eqqqqy+63bNkyXnzxxQZ/t3jxYtLS0vj8P+/DU6ZMYceOHXKEKTRArEwxQWFhYXh7e4sEhyAIgkISKsugVt9vT1t7BjuMYNbgp7h99BSsrNrWWR7DtJmBAwfWnAVburQmkeLvD+++q1yAZigxMRFJkvD19VU6FLOn0ekIPXMGqbSUN3r1EokUmaSlpVFSUsKwYcOUDsUiGAZL9O7dWyRSZNJg6akZys7OvqJSz4slUkCfTPmvN954g4ULFzYnNOEy2sbpNDOSmZlJXl4effv2VToUQRCENs3bzoFbXULZEfoLKYsq+PHpP5g2ZmqbS6QAREdH4+Ligru7u/6KP/+E11/XX7a2ho0boX175QI0M1VVVURFRRESEiIaesrg07Q0IsrKiFSpeKukBLHouvkM02b69esnps3IJDk5mcrKSrESTSaWNPW0Q4cOl53kczkNvZeMGjWqWccULk+sTDEhOp2OsLAw+vTpI86qCIIgKGjbpJ3cNv4mpcMwCcXFxSQkJDB27Fh93XVBAcyaBbrqNrxLloA4c90oUVFRdO7cma5duyoditnLVat5JSHBuP1e796iP4AMYmNjsbe3x8vLS+lQLIJh2kxISIhZTJsxB0lJSWi1Wnr16qV0KLL44osvWLNmTaNuY2NjY2xUq9PVb40/ZswYWWITLk6cDlFIcXEx8+fPx8fHBwcHB0aOHMmP1dMQfH19jaOs/vvz9ttvG49RWVnJvHnzcHV1xcnJiVtuuaXBbtCCIAhC44QOFh9ADMLDw/Hx8dGXnkoSPPooXLig/+WYMbBggbIBmpmioiKSkpIIDg5WOhSLsDgxkXytFoB7unVjmCiRbjbDtJmQkBCRmJJJTEwMTk5OeHh4KB2KRTCUngYFBVnM1FOVSsXWrVsvu1/tx1t74s9/ffXVV7LEJVyaSKYo5MEHH2Tv3r1s2LCBc+fOMWHCBGbNmoWrqytWVlakp6fX+fnqq69QqVTGOeMA8+fPZ/v27WzZsoXDhw9TUlLCTTfdhLb6Q4UgCIIgNIeh9DQwMFB/xYYNsGWL/nLHjvptC/kg2xoMy9J9fX1pL8qimi2spIRPUlMBcLKyYrmFnKFWWkREBN27d6dz585Kh2IRSktLiY+PF8kpGdUrPbUQd9xxx2X3udLveb/99ltzwxGugEimKKC8vJxt27axYsUKxowZg7+/P9OmTcPT09OYkXR3d6/z8+OPPzJ+/HjjUrbCwkLWrFnDypUrCQ0NZdCgQWzcuJFz586xb98+JR+eIAiCYAEMpaeBgYH60tO4OHj88ZodPv8cvL2VC9AMZWRkUFRURJ8+fZQOxexJksT82FgMXysW+fjgaW+vaEyWIDc3l/T0dDG9R0bh4eH06NGDjh07Kh2KRTCUngYHB1tkcio6OrpZt+/evTvHjh3j22+/lSki4VJE0Z4CNBoNWq3W2CypsLCQ5ORkOnbsyOHDh+vtn5mZya5du1i3bp3xuhMnTqBWq5k0aZLxOg8PD4KDgzly5AiTJ0+ud5zKykoqKyuN24WFhYB+ybEgCIJQ83qoVqsVjkR5CQkJqFQqevbsCUlJMHkylJTof3n//TBtmqLxmRutVktYWJho6CmTn3Jz2V9QAEBPe3ue6dFD2YAsgJg2I7/s7Gyys7PNftqMKQkLC6spPbVAAQEBTbrd1q1br2hliyAvkUxRgLOzMyNGjGDp0qUEBgYSFxdHWFgY//77L7179663/7p163B2dua2224zXpeRkYGdnR2dOnWqs2+3bt3IyMho8H6XL1/OkiVL6l0vmosJgiDUtWbNGp588kmznxDQVJWVlURHRzNkyBCs4uJg4kRITtb/sk8feP99ZQM0Q/Hx8dja2uItVvM0W6VOx7Oxscbtlf7+tBPlZs2WnJxMVVUV/v7+SodiEWoPlmir7yVyy8zMJD8/n8GDBysdSotaunQpL7/88mX3e/PNN3nuuecspm+MORLJFIVs2LCB+++/nx49emBlZcVVV13FzJkzOXnyZL19v/rqK+6+++4reiGWJOmiS94WLlzIM888Y9wuKCjAx8eHCxcuXNFsc3MgSRL79u3jjjvuIDk52eKy1kVFRXh5ebXqY8vLy+PYsWOMHTu2xc5UKfG4WsPFHte///6LnZ0d/fv3VzC6S9PpdOzevZvTp08zbtw4hg8fbnxtUfr/V1xKHDO3TiCqosB43XCbvnw56we8ujevuV9hYSHe3t6UlJTw9ddfc/fdd1vUc/JKRUVF0aVLF7pmZ0NoKBiS9IGBsG+fGIPcSBUVFURHR9f5OxKabl9+PnEVFQCMc3HhVldXhSMyf2q1moiICPr37y++mMnE0qbNKK1e6akFW7BgwUWTKQ8++CCrVq0SfbdMhEimKMTPz4/ff/+dXbt20b17d4YOHcqdd96Jr69vnf3+/PNPoqOj69W9ubu7U1VVRX5+fp3VKVlZWYwcObLB+7S3t8e+gXpiFxcXi/mykJKSYvyg2qFDB4t5XP/VWo9NkiROnjzJgAED6NatW4vfn6X+P6v9uLKzsykvL2fUqFEN/j2akunTp9O1a1cOHjyIJElMnjy5zhdBJf5//XRkJ48cvI10NNAObFQwzXEaCya9RFCfQNnuZ/bs2fz444+sWbOGu+++u02NsDWUnk7o1AnGjoXcXP0v+veHvXuhDf1byCUiIoJu3brhKr70y2K8gwMry8rY6uoqRiHLJCYmhvbt29O9e3elQ7EIVVVVREVFMWjQIKysRItKOdQpPbVwFxuffejQIa655ppWjka4FPHXraC4uDg6dOjAkCFDyM/PZ/fu3UyZMqXOPmvWrGHw4MEMGDCgzvWDBw/G1taWvXv3Gq9LT08nLCzsoskUS6fRaAgPD6+ZOiE024ULF1Cr1WLJr0x0Oh3nzp2jT58+Jp9IAf2YvvHjx3PDDTdw9OhRfvjhB0WnhS37djEzf7+F9Cr9KMAONiqW9n6HWf1my/537+rqygMPPEC7du346quvSEpKkvX4pkqSJH1fj8JCHG+8sSaRMnQo/PGHSKQ0QX5+PmlpaQQFBSkdisWIiIhgnLs7f199NQPE2dlmKykpISEhQUybkVF0dDQdO3ZslRNRbUFlZSVRUVEEBwe3meTUypUr610nVqOYnrbxbDRBP/30E5s3b6ZDhw7s27eP8ePH06dPH+bMmWPcp6ioiK1bt/Lggw/Wu72LiwsPPPAAzz77LPv37+fUqVPMmjWLkJAQQkNDW/OhmIzz58/j4OCAp6en0qFYBLVaTWRkJEFBQWLJr0ySkpLQ6XRmt+T36quv5o477iAiIoJNmzbVaWTdWt7etpxXopZQWp3L6Wprw/brDzHEbQB9+/ZtkSW/HTp0YM6cOXTv3p0NGzYQEREh+32YmvT0dBx278Z37lyoblLO6NH60h4xJrXRDA09/f39cXR0VDoci5Cbm0tGRgZ9+/ZVOhSLER4ejpeXl8WUfCutqKiIxMREi502o4TIyEhcXV3b1CrR+fPn17tOJFNMj8knU4qLi5k/fz4+Pj44ODgwcuRIjh8/bvy9JEksXrwYDw8PHBwcGDduHOHh4XWOUVlZybx583B1dcXJyYlbbrmFlJSU1n4odURERPDFF18wYsQI7r33XkaPHs2ePXvqdPjfsmULkiRx1113NXiMVatWMXXqVKZPn86oUaNwdHRk586dV/zF197enldffdUszpBfTllZGXFxcYSEhNCuXTuLeVz/1Zr/z1pzya8lPRdrq/24DEt+zfWsSlBQELNmzSIlJYXvvvuOhQsXtur/r0PJP6KrtZ2l1vDA7sl89O87FGsrZLuf/z4X27Vrx913301gYCBbt27l6NGjst2XqdFWVVHx3HNctXQpqtJS/ZWhofDbb2CB5XetITU1lfLycrG6TwaSJLE1K4vT584REBAgps3IJCsri5ycHLGqVyaSJBEeHk7Pnj1xdnZWOhyLYCg9bWur+xr6rCiSKaZHJUmSpHQQl3LnnXcSFhbGJ598goeHBxs3bmTVqlVERETg6enJW2+9xbJly1i7di0BAQG8/vrrHDp0iOjoaOOL2KOPPsrOnTtZu3YtXbp04dlnnyUvL48TJ05cceKhqKgIFxcXCgsLm90jID8/n7/++osJEyaIM1UyOX78ONbW1lx11VVKh2IRSkpK+OOPPxgzZow4UyWTc+fOUVJSYvYNKNPT0/nmm2+ws7PjnnvuqTdRrKWEJ0Rw39ZrOV2RhvY/71rWKgi2d2ey+yz+d+vLdG6BL/6SJLF3716OHDnC6NGjmThxoln/f6wnN5fSqVNxOny45ro774S1a0FMoWgSjUbD/v37CQoKoocY29tsmzIzuTsykl6SxLqBAxndSq89lkyn03HgwAF8fHzw8/NTOhyLkJGRwalTp5g4caLFN0ltDZIk8ddff9GpU6c2l0wB6n3OKCgowMXFBUmS2Lx5MxMmTMDd3V2h6AQw8ZUp5eXlbNu2jRUrVjBmzBj8/f1ZvHgxvr6+fPLJJ0iSxHvvvceLL77IbbfdRnBwMOvWraOsrIxNmzYB+mzmmjVrWLlyJaGhoQwaNIiNGzdy7tw59u3b1+qPSSz5lV9OTg6ZmZn069dP6VAsRnh4ON7e3iKRIhNLWvLbvXt3HnjgAUDf0+lio9jlFuTbj39fSOX0rHDudbsVX7uas9JaCc5UZLAi8R28P+jIuLeD+WzXGrRa3SWO2DgqlYpJkyYxefJkDh8+zPbt2xXtHyOrkyfRDR5ck0ixtoZ334XNm0UipRnOnz+Po6OjKD2VQalWy//i4gCIV6ko0cn3t92WJSYmIklSveEHQtO0pWkzrSU9PZ2SkhICAgKUDsUknDp1ik6dOmFlZcXdd9/Nfffdp3RIbZ5JT/PRaDRotdp6I4EdHBw4fPgwCQkJZGRkMGnSJOPv7O3tGTt2LEeOHGHu3LmcOHECtVpdZx8PDw+Cg4M5cuQIkydPbvC+Kysr6/QFKCoqAvR9JNRqdZMfU2pqKmVlZfj4+DTrOIKeITnl5+eHtbW1+DeVQXZ2NtnZ2YwfP178e8pAkiTOnj2Lt7c37dq1s4h/0/bt23PPPfewefNmvvzyS+68885W667fx6s3K6d/zt9//01xuxI2nFvF8YoT5Kr1X65KtRIHi8M5uPtBXtz/CIPaDWHW0HkM7TNQlvt3cXEhODiYU6dOce7cOZ577jmz/tCsWr8e6yeewKp6zKzUtSvab75BGjsWNBqFozNf5eXlxMbGMnz4cDTi37HZll+4QEpVFQDXd+rExA4dLOK1VElVVVVERkYycOBAtFqt5SSHFRQfH4+VlRUeHh7i+SkDrVbLueqyPkD8mwLjx483Xl6wYAGvv/66gtEIYAZlPiNHjsTOzo5NmzbRrVs3Nm/ezL333kvv3r35+uuvGTVqFKmpqXh4eBhv8/DDD5OUlMTu3bvZtGkTc+bMqdcwcdKkSfj6+vLZZ581eL+LFy9myZIl9a7ftGmTWFEiCIKA/oPN4cOHjSPZvby8FImjSlPFwaTfOVb5M2c1KVQmAPF19/GycmWAy0ic7OXtszB58mQ6m2lj1oBvv6Xv5s3G7byAAI6/8AIVYnyvYEKyVCqecHamSqXCWpL4oKQET7EyRRCENmDq1Kl1tgcNGsSOHTvw9vZWJiChHpNemQKwYcMG7r//fjw9PY09MWbOnMnJkyeN+/x32bwkSZddSn+5fRYuXMgzzzxj3C4qKsLLy4tJkyY1uWdKdHQ0eXl5Zt8zwVSo1WoOHDhASEiIqBeUSWJiIklJSVxzzTVm2STV1Oh0Og4dOoSvry8+Pj5Kh9MibrrpJnbs2EFERASDBw9myJAhLXp/6enphIeHM3bs2DoNu6cyFfiA6MTzPPj8PaT6RpPiXmr8fTI55Fv/xC2dpvHWXe/h0MzmuTt27CAvL4/p06eb5coUq7ffxrp2ImXaNP7f3p2HRVnu/wN/gyIgKILIpiSgAgrmmoqZJO6ltpmVHW3xZFqmlmXrL6tzzPSU9j15Si2zMpMWs9QUl4RccAHEZBGUTXZI9n2A+fz+oJkcWQcenYHer+viupjnuXnmvj/3w8B85l66ff45AjrYItCGkJeXh/DwcNx5550dblFtQ5gbFwfVn1t0L+3dG09xSkqblZSU4MSJE7jjjju4oKVCoqKioFKpMGLECENXpUOorKxESEgIRo0a1W4/sLgRQkJC2rx2JylM2onS0lLJzMwUEZE5c+bIXXfdJYmJiQJAzp07p1N21qxZMn/+fBER+fXXXwWA5Ofn65S59dZb5c0332zx8xcVFQkAKSoqalX9y8rKZO/evVJQUNCqn9dXcnKyPPnkk+Lm5iYWFhbi4eEhb775plRVVemUO3LkiPj5+Ym1tbU4OTnJypUrpbq6uslrV1ZWypIlS6Rnz57StWtXmTlzpqSlpd3I5ujQtK13797SpUuXRtt29uxZCQgIEBsbG+nRo4dMnjxZIiMjm7y2v7+/AND5euihh25ga/7S0j5rTbta0mdVVVXyyy+/SHZ29k1v17Zt2+rFXfOVk5PT6LWNvb/ee++9VrXLWH7HmrsXRer6bvDgwWJmZiZWVlZyzz33iFqtbvTabemzmpoaOXjwoFy5cqXRMj/99JOsXbtWysvL5djvx2XWhrFi/g4Eb0GwDIJhkE62JtK5i1mL2mVubi6Ojo7y7LPPas8lJSXJqlWr5MKFC9pjhu4zvXz4oQig/YpbuLDZ131qGbVaLcHBwXLp0iVDV6VDOFZQIAgOFgQHS6/jx6WQ92mbqdVqOXnypERFRRm6Kh1GQUGB7N27V0pLSw1dlQ4jPDxcwsLCDF0Ng3NyctL5f6m170Ppxmk3Hz1bWVnB2dkZBQUFOHjwIO655x64u7vDyckJhw8f1pZTqVT47bffMHbsWADAiBEjYGZmplMmKysL0dHR2jI3Q0xMDHr37o0ePXrclOeLi4uDWq3G5s2bERMTgw0bNmDTpk147bXXtGUuXLiAu+66C9OmTUNkZCQCAwOxZ88evPLKK01ee/ny5di9ezcCAwNx4sQJlJaWYsaMGTdtvm1cXByqqqqwcOFCnD17tsG2lZSUYOrUqbjllltw5swZnDhxAt27d8fUqVObnXP51FNPISsrS/vV2FQwpbWkz1rbrpb0WVxcHOzs7ODo6HjT2/XQQw/pxDwrKwtTp06Fv78/HBwcmry+sfZXZWUlBgwYgKioKL3bZQy/Y831GQCsX78er7/+Ol555RXExsbik08+gaWlJfbt2wd1E8PwW9tnCQkJMDc3b3Q6UUZGBiIjIzFhwgRYWlrijlvH4eflJ3H0vlCM6XoLcBWAALV3C2oWVQO3F+G/Gz9qsl0xMTH49ddftetrqdVqBAUFwdXVFb6+vtqfMXSftdiWLcDy5dqH8U88Aes330TnzkY/ULVduHLlCmpqauDh4WHoqrR7tSJYlpCgfbzawwM2vE/bLDs7G0VFRfDy8jJ0VToEEUF0dDQ8PDxgZWVl6Op0CPn5+cjKyvpb7t5zPU7naQcMnc1pTlBQkBw4cECSkpLk0KFDMmTIEBk1apSoVCoRqfvk18bGRn788UeJioqSRx55RJydnaW4uFh7jUWLFkmfPn3kyJEjcu7cOQkICJAhQ4ZITU1Ni+vRlpEpf/zxh+zbt08qKir0/lklrVu3Ttzd3bWPX331VRk5cqROmd27d4uFhYVO/K5VWFgoZmZmEhgYqD2WkZEhpqamEhQUdGMq3oBTp07J+fPntY+vb1tYWJgAkNTUVO2xCxcuCABJSEho9Lr+/v6ybNmyG1Ln1lCiXS3ps6KiItmzZ0+j/a6069t1vdzcXDEzM5OvvvqqyesYc3+dO3dOzpw5o3O+Je0ylt+x613fZ/n5+WJpaSlHjhzRKXfu3Dl5++23JTAwsMHRDq3ts/Lyctm7d6/k5eU1eF6tVstnn30m//vf/6S2trbBMv/b+5F4rLGsG6Xy55fpZEh3++7NtksjLCxMVq1aJRkZGdpjxtpn9WzeLGJioh2Rkrt4sRw7dqzJkUTUciqVSvbv368dRUtt82lGhnZUytCzZ6WG92mb1dTUyOHDhyU5OdnQVekw0tPT5cCBA9r3JdQ2arVaQkJCJC4uztBVMQqzZ8/myBQjZ/QjU4qKivDss8/C29sb8+fPx7hx43Do0CHtXPmVK1di+fLleOaZZzBy5EhkZGTg0KFD6Natm/YaGzZswL333os5c+bg9ttvR9euXbF371506tTphtdf/txtxtPTs96uRDdbUVGRzrzDqqqqBndKqqysRERERIPXaG53pJshJycH+fn5GDhwoPbY9W3z8vKCvb09tm7dCpVKhYqKCmzduhU+Pj7Nrl2xY8cO2Nvbw8fHBy+++CJKSkpuWFuao0S7muszzT3q7u6u83tzI13frut99dVX6Nq1K2bPnt3stYyxvwoLC5GRkVHvU5WWtMsYfscacn2fHT58GGq1GhkZGRg4cCD69OmDOXPmwN7eHg8//DASEhKwfft2VP65S8y1WtNnsbGxcHZ2bvS+iY6ORlpaGqZNm9boej/PzFiCuBeL8IzLfPToXLdulboSKOlSjIKS0ibblZaWhoqKChw9ehRDhw7VWfTcWPtMq6YGWLYMePrpujQKANXy5TgzfToGDx7MNbwUEh8fDxsbG67hpZCksjKY/nm//t+AAejE+7TNkpKS0KlTpw67htfNVlNTg5iYGAwaNEhnDS9qvbS0NFRVVaFfv36GropR4MiUdsDQ2Zz2orUjU5KTk+Xw4cN6jYK5ERISEqR79+7y6aefao8dPHhQTE1N5ZtvvpGamhpJT0+XcePGCQD55ptvGrzOjh07pEuXLvWOT548WRYuXHjD6q9RW1srR44c0RmF0VDbRESio6OlX79+YmpqKqampuLt7d3kWgsiIlu2bJHDhw9LVFSU7Ny5U9zc3GTSpEk3pC3NUapdzfVZZmam7N+//6Z9qtJYu641aNAgWbx4cbPXMsb+2rJlixw7dkxiYmLqlWlJuwz9O9aQhvpszZo1YmZmJl5eXhIUFCSnTp2SiRMnipeXl1RVVUlqaqq899578vHHH+uMeGpNn+Xl5cnevXulvLy8wfNVVVXywQcf6IwMaU5yVop4ruwuMIdgJuT9Xf9rtl179uyR1atX1xvBZYx9pnX1qsjEiTprpMiKFXLm9Ol6641R6xUXF8uePXv4qaGCzp8/L9tPnpR3U1IMXZUOoaKiQvbt2yd//PGHoavSYcTFxUlISAhH9ylEpVLJgQMHJD093dBVMRoffvghR6YYOSZTWqg1yZQbMeR31apVjS5oqfm6fsGmjIwM6d+/vyxYsKDe9T744APp3r27dOrUSbp27Spr1qwRAPLtt982+PyNvWmYNGmSPP300ze8bbt375YjR45oh/E31rby8nIZNWqUzJ8/X86ePSunTp2SBx54QHx8fBp9Q9aQ8PBwASARERE3tF0t7bPWtKupPlu4cKEcOnSoVUN+lb4XNUJDQwWAhIeH610nY+gvzZDf66e4tLRdhv4da2mfrV69WgDIwYMHtcdyc3N1prbk5ubKBx98IBs2bGj0H/jm+qwlQ37nz5/fqnbZOHQTDKub7nPX+3c226558+bJ8ePH6z3/jeyzNomOFvHw+CuJYmYm8umnkpubaxRTTzuSU6dOye+//27oanQYmqmnJSUlhq5Kh3Hu3Dk5e/asoavRYTQ39ZT0FxMTw6mn19m9ezeTKUaOK3ndQDdiyO+SJUvw8MMPN1nGzc1N+31mZiYmTJgAPz8/bNmypV7ZF154Ac8//zyysrJga2uLlJQUvPrqq3BvZOtBJycnqFQqFBQUwNbWVns8Nze3zQv6Ntc2lUqFxMREDB48GKampk227ZtvvkFKSgpOnTqlHfL/zTffwNbWFj///HOzMdQYPnw4zMzMcPnyZQwfPvyGtAtoeZ+1pl1N9ZmXlxc6d+7cqiG/St+LGp999hmGDh3aqu0FDd1fH3/8MUJCQuDj41NvQc+WtsuQv2NAy/vM2dkZADBo0CDtsV69esHe3h6pqanaxwsWLMDXX3+Nzz//HI8++ih69+6tc53m+kwz5Ld///4N1rewsBAuLi7YunVrk/FpqF1jx9yOA0ODAAAXq8412i57e3tYW1tDpVJhzJgx9a59I/us1UJCgJkzgdK66UtwcAB+/BFqPz9E//YbvLy8DD71tKPQTD1t7WsO6ZJrpp5y215lFBQUICMjAwEBAYauSofR3NRT0k9ZWRmSkpIwbtw4Tj29BqfkGT8mU26QkpISJCcnw9/fX9EXBXt7e9jb27eobEZGBiZMmIARI0Zg27Ztja4jYGJiop3/v3PnTri6ujb6T+G1uyPNmTMHwF+7I61bt64VLfpLc237/fff4eLiAgcHh2bbVl5eDlNTU53Yax43tcvI9WJiYlBdXa19g9UaSvZZa9rVVJ898MADrV4z4Ubci6Wlpfjuu++wZs0avesDGL6/Ll++DAsLC/Tp00ennD7tMuTv2LWa67Pbb78dQF3SWNPe/Px8XL16VeePv42NDZ588kl88803+OKLL/DQQw/pJEaa6rPq6mrExsZi8ODBja5xdfjwYfTs2ROPPvoozM3N9WrX9u3b0WttFxTWCHJqSxptV1hYGEpKSjB58uQGd725kX3WKgkJwP33/5VIGT4c+OknwNUVV5KTUVtby91mFKJWqxEdHQ1vb2906dLF0NVp947k5+N4VhZGFBdj1KhRhq5OhyB/7jbTr18/dO3a1dDV6RDy8vKQlZWFiRMnGroqHUZMTAz69Olz03Y9bS+4Zko7YOihMe2FvtN8QkNDDTrkVzM0PyAgQNLT0yUrK0v7da1169bJhQsXJDo6Wt555x0xMzOT3bt3a8+np6eLl5eXzq4kSuyOpK/CwkLtkN+WtO3ixYtibm4uixcvltjYWImOjpZ//OMfYmNjo512dX3bEhIS5O2335awsDBJTk6WX375Rby9vWXYsGE3Zc2bG9UukYb7zNPTU06dOmUU7dL47LPPxMLCQvLz8+udM/b+SkpKkq+++kpiY2Pb1C4Rw/yOXaulfXbPPfeIj4+PnDx5UqKiomTGjBkyaNAg7fo717ZNpVLJ+vXrZcKECbJjx44W9Vl0dLQcP3680SG/KSkpsmrVKomMjGxVu3449K1gBQQrIP3ftW2wXefPnxcfHx9xcXGRqqqqeu3SMHSfaRUWigwc+NfUnunTRcrKRKRubZn9+/c3+LtHrZOQkCC//vproztIUcupamvF+/RpQXCweJw4IRmVlYauUoeQlpYmQUFBDe6uRvpTq9USHBzM3WYUxKmnjVOr1ZzmY+SYTGkhfZIp2dnZ8ssvv2j/8TaEbdu2Nbp2wLUmTJggNjY2YmFhIaNHj5b9+/frnE9OThYAEhwcrD1WUVEhS5YsETs7O7G0tJQZM2bobNWrNLVaLSdOnJDo6Gi92nbo0CG5/fbbxcbGRmxtbSUgIEAneXB921JTU2X8+PFiZ2cnXbp0kX79+snSpUtv2nzYG9Uukfp9NnXqVPn888+l7M83WcbQLhERPz8/mTt3boPXaa/9JaJfu0Ru/u/Y9VratqKiInnyySelR48eYmdnJ/fdd59OPa9vW0pKivj4+IilpaWYmZk12WelpaWyd+9eKSgoaLCOtbW1smnTJtmyZUuL51c31a571k9tsF3du3cXb29vncVajbHPRESkpkbk7rv/SqQMGiRyzd+sCxcuyMmTJzkfXSGVlZXyyy+/SE5OjqGr0iF8mJam3Qp5bEQE71MFVFdXS1BQ0M1/LerAUlJS5ODBgwbfWKKjqK2tlaNHj8rly5cNXRWjxWSKcTMR+XPfOWpScXExbGxsUFRUhO7duzdaTq1WIzg4GO7u7hxGrZDMzExcuHABEydO5NZzChARHD9+HL169dLZXppaLy8vD6dOncLEiRNhaWlp6OoYNRHB0aNHcfz4cYwdOxaTJ09ucJrZmTNnYG5ujqFDhzZ4nXPnzmHPnj1YsGABXF1dW1UXv//0wenyDADAJyO/xKK75+ucLy0txUcffYQhQ4bgrrvuatVz3DSVlcC8ecAPP9Q9trUFwsKAP7eXLCkpQUhICPz9/Zv8G0Yt9/vvv6OyshKjR482dFXavasqFQacOYPC2loAQNjw4RjJ+7TN4uLikJubizvuuIPrUCiguroav/76K2699Vbt9Hhqm+TkZCQmJiIgIKDRKeB/d9f+7jb3PpRuPt61CktOToaJiYnOYofUerW1tYiJicHAgQOZSFFIRkYGKioqMGDAAENXpUOQPxdL9PT0ZCKlBUxMTDBx4kRMmzYNoaGh2L17N2r/fAOlkZubi6tXrzaa7KusrNT+Q9vaREpNTTXiVJkAAEtTE8wLeKhemaNHj8LU1BR33nlnq57jpikoAKZM+SuR0rkz8P332kSK/LlmgpubG/8JU0hRURHS0tLg4+Nj6Kp0CG+mpGgTKY87OTGRooDy8nIkJCS0el00qu/SpUuwtrZu07ps9BeVSoW4uDj4+voykULtFu9cBVVVVSEuLk672wy1XWJiIszMzLgAk0JqamoQExODQYMGNbiQJukvNTUV1dXV6PfnG1dqmTFjxmD27NmIiYnBzp07oVKpAPy1oKeXl1ejC8oeO3YMKpUKkyZNavXz/3B8Jwpr6gZm9u/sDCtL3efKyspCZGQkJkyYYNyLNqalAePGAceP1z22sgL27gWuWRgxJycHhYWF8PLyMlAlOxZNcoq7zSjjQmkpNmfWJTatTU3xbiO7CZJ+YmNj4eLiorPDGLVeaWkpkpOTmZxSUHx8PHr06AFHR0dDV4Wo1fiOX0EXL16Evb09evXqZeiqdAgVFRW4dOkS/3Ap6PLly7C0tKy32wy1TnV1NS5evAgfH59Gd5uhxvn6+uLRRx9FamoqvvzyS5SXlyMlJQVqtbrRaZJ5eXk4c+YM7rjjjjaNsgi6+L32+8HdxumcExEEBQWhV69eGDlyZKuf44bLyQH8/YHY2LrHDg51WyJPm6Ytwt1mlJeVlYWSkhJ4enoauirtnohgeUICNHvRveHmBucW7MpFTcvLy0N2drbOFu/UNjExMXB1dYWNjY2hq9IhFBcXIyUlBb6+vvwfn9o1JlMUUlRUhPT0dPj6+hq6Kh3GxYsX4eTkhJ49exq6Kh1CeXk5EhMTmZxS0KVLl9CtWzcO+W0DDw8PPP744ygsLMSWLVsQHh7e5JDfgwcPolu3bvDz82vT83Y166b9Prnsgs652NhYXLlyBdOmTTPeUYalpcDddwPJyXWP+/cHQkOB65I/SUlJMDU11dmumlqPU0+VtfvqVQQXFgIA+llYYDkT/W127dRTCwsLQ1enQ9BMPfX29jZ0VTqEa6eeduvWrfkfIDJiRvpfYvui+cPl7u4OKysrQ1enQ8jPz0dmZiY/VVFQTEwMh/wqSDPkl5+qtJ2LiwuefPJJZGVl4bhmukoDEhIScOnSJUyZMqXNb2RfnvkurP8cTHS2Kg6//R4GoG600aFDh+Dt7W28i4jX1gJz5gAREXWPXV3rRqRcN9WsqqoK8fHxnHqqIE49VU5lbS1WJCRoH7/frx/MeZ+2GaeeKuva0X2NTT0l/eTk5KCoqIhTT6lD4F8tBWRlZaG0tJRDfhWiyVj379/fuNcqaEeuXr2KnJwcJqcUxCG/yjIzM8OIESPQr18/fPHFF7hy5YrO+draWhw8eBB9+/ZVZBeqvk5uCOg2qu7aAty/zw///XkTQkNDUVpaiilTprT5OW6YH38EDhyo+97Gpu773r3rFbt48SJ69erFqacK4dRTZdUCCOjUCZ0BTOzRA/fY2xu6Su0ep54qLyUlBSICd67lowhOPaWOhsmUNqqtrUV0dDQGDRrEIb8KSU9PR0VFBfr372/oqnQImuQUh/wqJzc3F3l5eRzyqxDNPTpw4EAsXrwYzs7O2L59O+Li4rRlwsPDcfXqVUyfPl2xN7KrZ21FT7O6P4P5NbVYfnoxFq1dgOEjRsLOzk6R57ghjh796/utW4EGdpQpLCxEeno6d5tRUGxsLKeeKsikqgr35ebilLc3PvH0ZIJKAZx6qizuNqO8pKQkdOrUiVNP9cCdIo0bXxnaKCEhAebm5q3enpN0aXab8fHx4W4zCrly5QqH/CqoJbvNkH6ys7O1Q37Nzc3x6KOPwtPTE99++y0iIiJQXl6O4OBgDB8+HE5OToo9r6+7L/bdE4qBFnUL2UoSEFeTiKURD+PA2aPN/LQBhYb+9f2ECfVOa5JTHh4enHqqkPz8fGRlZTE5paCYmBj07t0bI52cMICjUNustLQUSUlJHDmloLi4ONjZ2XG3GYVUVlYiPj6eySk9MYFv3PhutQ0qKipw+fJljB07ln+4FHL58mVYWVmhdwND1kl/miG/Q4YM4ZBfhXDIr7I0C3peO+S3c+fOmD17NoKCgrB3717s3bsXnTp1wpAhQ5CXl6fo8w9w6o/D82LxxMZ7cTgnHPAGktTFuDdoImafmY1ti3aii5mR/amsrPzr+4ULgZ07gWtGRmZmZqK0tBSjR482QOU6nmunnvITwrYTEeTl5SE3NxcTr9nCm9omJiYGt9xyS5t2OaO/FBcX48qVK7jzzjsNXZUOIy4ujlNPW8HFxQXp6emGrgY1wsj+Q2xfYmNj4ezsbNzDwduRsrIyJCYmYty4cUxOKSQ+Ph7du3fnkF+FaIb8jhgxgp+qKEQz5NfNzU3nuKmpKaZPnw5ra2scPXoUtbW1+Pzzz29YPcZ2uRs9fTwQ3HsXcqproRLgm/wfcP794wh/IRWW5kY0t/uTT+p28qmsBHbtAh5+GPj6a8DSUpuc4tRT5aSnp6OyspJTTxWgFsHk339H34ICPD9gAKeeKkQz9ZTJKWVoEqju7u7cbUYhmqmnExoYTUlN8/DwwNmzZw1dDWoEkymtpBnyyz9cytEM+e3Ro4ehq9IhlJSUIDk5Gf7+/kxOKYRDfpVVWVmJS5cuYdSoUQ3eoyYmJhg/fjyGDBmCwj+3T72RbG1tUVb9IeZ/MRlHSmMAALGqHMz9+F7sfn7/DX/+FgsIAH76CZg1C1Cp6hakDQgAfv4ZCQUFnHqqIM3U08GDB3PqqQJ25OTgaGEhYGKCrIoKHDB0hToAtVqNqKgoTj1VkGbq6W233WboqnQIml1POfW0dbjrkXHjfwatoHlRGDBgAIf8KuSPP/7AH3/8weSUgjjkV1maIb/8VEU5Ld1txsbG5qbtmtQd3XF4RTTWfPcm3rj4L6gB7Ck+gF0nDuCBcdNvSh1aZOpUYM8eYPZsoLQUOH0a6pEjcfW55zB4wQImUBVy6dIlWFlZwcXFxdBVafdKa2rwSlKS9vELTPgpIjk5GQA49VQhmtF9AwcO5Og+hWRmZqKsrAxjxowxdFXaJW52YNw4Tr0V0tLSUFVVxSG/CuFuM8rLyclBfn6+IlvI0l8JVHd3d1hbWxu6Oh1CYWEhMjIyjHZBz1fnvAN/67rXeDWAoOjdhq1QQ6ZOBU6c0G6LbJqWhrGvvgq7jRuB2loDV679Kysr44KeCnovNRWZKhUAYFbPnpjMKdJtVlVVhfj4eAwePJhTTxXC3WaUpRndx6mnrefp6WnoKlAT+Mqrp+rqasTGxsLHx4cLeirkypUrqK2thYeHh6Gr0iFcu9uMZkFPapvs7GwUFxdzqKVC2suQ3xJ1sfb7g3mB2HV8nwFr04ghQ4CzZ1H95yd+JrW1wKpVwNtvG7hi7R+nnionuaIC76elAQDMTEzwPneXU4Rm6qmDg4Ohq9IhaKaeMoGqnMTERE49bSMm9owbkyl6SkxMhLW1NYf8KkSlUuHixYtMTimIQ36VVVtbi+joaA75VVBGRgbKysqM/tMWa9O/psil1ZRg9tGZuPU9Z2w7tMOAtapPnJ0R+u9/4+pzzwGaT6fXrQNSUw1bsXZMM/WUo/uUsTIpCVUiAIDlffpwK2QFFBcXIzU1Fb6+voauSodx8eJFODg4wN7e3tBV6RA0u54yOdU23OjEuBk0mXLs2DHMnDkTLi4uMDExwU8//aRzXkTw1ltvwcXFBZaWlrjzzjsRExOjU6aqqgrPPfcc7O3tYWVlhVmzZtXbPqqgoADz5s3TzrufN29eqxczTElJga+vL18UFBIfHw8bGxs4OTkZuiodQlVVFeLi4jjkV0FJSUkwMzPjJwMK0Qz59fHxMfoFPb994iRm2YyF9TV53qiqbIRfOWW4SjUgLS0NVbW1sN2wAXjhhbqDVVXAG28YtmLt1LWj+zj1tO1CCgrwwx9/AAAczMzwBl9L2+za0X2ceqqMgoICo5562h7FxMRw11MF8D2ncTPou62ysjIMGTIEGzdubPD8unXrsH79emzcuBFhYWFwcnLC5MmTUVJSoi2zfPly7N69G4GBgThx4gRKS0sxY8YM1F4zX3zu3Lk4f/48goKCEBQUhPPnz2PevHmtqrOLiwuH/CqkpKSEySmFxcXFwd7enkN+FVJZWYn4+HjeowpKSEiApaUl+vTpY+iqNMvBzgE/Lz+JiwvTMc9+JuzNTGHXuTPee/Q/hq6almbqqa+vb93ovtdeA2xtAU9P4IEHDF29dolTT5VTK4JlCQnax2s8PNDdyJOo7UFWVhZKSkqMfnRfe6FZu69fv37oylFTisjLy0N2djYGDRpk6Kp0CEnXLN5NxsWgf9GmT5+O6dMb3h1BRPDhhx/i9ddfx/333w8A+PLLL+Ho6IhvvvkGTz/9NIqKirB161Zs374dkyZNAgB8/fXXcHV1xZEjRzB16lRcvHgRQUFBOH36NEaPHg0A+PTTT+Hn54f4+Hi910DgmgnKiY6ORt++fbnbjEKKioqQmprK3WYUFBsbC0dHRw75VUh5eTkSEhIwduzYdpWc6uPQG189uwel5aX4NfIYunU1nl3cLl26BGtrazg7O9cdsLUFgoOBQYMATkvTm0qlQlxcHIYNG8bRfQr4KjsbF8rKAAAjrK3xOEehthl3m1FeRkYGysvLMWDAAENXpUPgrqfKkz+nSZLxMdqPB5KTk5GdnY0pU6Zoj5mbm8Pf3x+hoaF4+umnERERgerqap0yLi4u8PX1RWhoKKZOnYpTp07BxsZGm0gBgDFjxsDGxgahoaGNJkeqqqpQVVWlfVxUVASgbjQN/8Fqu8LCQqSnp2PcuHHIy8szdHU6hPPnz8Pe3r7evUutU15ejsuXL+P222/nPaqQ2NhYWFlZQUTabUzHeY82mrqrVCpER0dj9OjRyM/P/+tEnz5AcXHjP0iNSkxMhKmpKTp37mw0/dyeTQAwp6AAP5ub4203NxRce59Sq2h2lLSysuI9qgARQXh4OPr166f9X5/aJjc3F/n5+Rg0aBDvUYVERkYCYFLFGBltMiU7OxsA4OjoqHPc0dERV65c0Zbp0qULbG1t65XR/Hx2dnaDUx4cHBy0ZRqyZs0avN3Abghc1JOIiIhIPzMMXQEionYuLy8PNjY2hq4GXcNokyka1w8FF5Fmh4dfX6ah8s1d59VXX8ULmoX8UDeSom/fvkhNTeVNrIDi4mK4uroiLS2N03wUwpgqi/FUHmOqPMZUWYyn8hhTZTGeymNMlcV4Kq+oqAi33HILF/M1QkabTNHs7pKdnf3XXHDUDR3TjFZxcnKCSqVCQUGBzuiU3NxcjB07VlsmJyen3vX/+OOPeqNermVubg5zc/N6x21sbPjCoKDu3bszngpjTJXFeCqPMVUeY6osxlN5jKmyGE/lMabKYjyVx6UmjI/R9oi7uzucnJxw+PBh7TGVSoXffvtNmygZMWIEzMzMdMpkZWUhOjpaW8bPzw9FRUU4e/astsyZM2dQVFSkLUNERERERERE1FIGHZlSWlqKhGu2zEtOTsb58+dhZ2eHW265BcuXL8e7776LAQMGYMCAAXj33XfRtWtXzJ07F0DdKJEFCxZgxYoV6NmzJ+zs7PDiiy9i8ODB2t19Bg4ciGnTpuGpp57C5s2bAQALFy7EjBkzuDMPEREREREREenNoMmU8PBwnW1cNWuUPPbYY/jiiy+wcuVKVFRU4JlnnkFBQQFGjx6NQ4cOoVu3btqf2bBhAzp37ow5c+agoqICEydOxBdffIFOnTppy+zYsQNLly7V7voza9YsbNy4Ua+6mpubY9WqVQ1O/SH9MZ7KY0yVxXgqjzFVHmOqLMZTeYypshhP5TGmymI8lceYGi8T4R5LREREREREREQtZrRrphARERERERERGSMmU4iIiIiIiIiI9MBkChERERERERGRHphMISIiIiIiIiLSA5MpzQgJCYGJiUmDX2FhYdpyqampmDlzJqysrGBvb4+lS5dCpVIZsObG7ZdffsHo0aNhaWkJe3t73H///TrnGU/9uLm51bs/X3nlFZ0yjKn+qqqqMHToUJiYmOD8+fM65xhP/cyaNQu33HILLCws4OzsjHnz5iEzM1OnDGPaMikpKViwYAHc3d1haWmJfv36YdWqVfVixXjqZ/Xq1Rg7diy6du2KHj16NFiGMdXPxx9/DHd3d1hYWGDEiBE4fvy4oavUbhw7dgwzZ86Ei4sLTExM8NNPP+mcFxG89dZbcHFxgaWlJe68807ExMQYprLtwJo1a3DbbbehW7ducHBwwL333ov4+HidMoxpy33yySe49dZb0b17d3Tv3h1+fn44cOCA9jxj2XZr1qyBiYkJli9frj3GuBofJlOaMXbsWGRlZel8/fOf/4SbmxtGjhwJAKitrcXdd9+NsrIynDhxAoGBgdi1axdWrFhh4Nobp127dmHevHl44okn8Pvvv+PkyZOYO3eu9jzj2TrvvPOOzn36xhtvaM8xpq2zcuVKuLi41DvOeOpvwoQJ+O677xAfH49du3YhMTERs2fP1p5nTFsuLi4OarUamzdvRkxMDDZs2IBNmzbhtdde05ZhPPWnUqnw4IMPYvHixQ2eZ0z18+2332L58uV4/fXXERkZiTvuuAPTp09HamqqoavWLpSVlWHIkCHYuHFjg+fXrVuH9evXY+PGjQgLC4OTkxMmT56MkpKSm1zT9uG3337Ds88+i9OnT+Pw4cOoqanBlClTUFZWpi3DmLZcnz598N577yE8PBzh4eEICAjAPffco31jz1i2TVhYGLZs2YJbb71V5zjjaoSE9KJSqcTBwUHeeecd7bH9+/eLqampZGRkaI/t3LlTzM3NpaioyBDVNFrV1dXSu3dv+eyzzxotw3jqr2/fvrJhw4ZGzzOm+tu/f794e3tLTEyMAJDIyEidc4xn2/z8889iYmIiKpVKRBjTtlq3bp24u7trHzOerbdt2zaxsbGpd5wx1c+oUaNk0aJFOse8vb3llVdeMVCN2i8Asnv3bu1jtVotTk5O8t5772mPVVZWio2NjWzatMkANWx/cnNzBYD89ttvIsKYKsHW1lY+++wzxrKNSkpKZMCAAXL48GHx9/eXZcuWiQjvUWPFkSl62rNnD65evYrHH39ce+zUqVPw9fXV+QR76tSpqKqqQkREhAFqabzOnTuHjIwMmJqaYtiwYXB2dsb06dN1hqgxnq2zdu1a9OzZE0OHDsXq1at1hp4zpvrJycnBU089he3bt6Nr1671zjOebZOfn48dO3Zg7NixMDMzA8CYtlVRURHs7Oy0jxlP5TGmLadSqRAREYEpU6boHJ8yZQpCQ0MNVKuOIzk5GdnZ2TrxNTc3h7+/P+PbQkVFRQCgfd1kTFuvtrYWgYGBKCsrg5+fH2PZRs8++yzuvvtuTJo0Sec442qcmEzR09atWzF16lS4urpqj2VnZ8PR0VGnnK2tLbp06YLs7OybXUWjlpSUBAB466238MYbb2Dfvn2wtbWFv78/8vPzATCerbFs2TIEBgYiODgYS5YswYcffohnnnlGe54xbTkRweOPP45FixZpp/Jdj/FsnZdffhlWVlbo2bMnUlNT8fPPP2vPMaatl5iYiI8++giLFi3SHmM8lceYttzVq1dRW1tbL16Ojo6MlQI0MWR8W0dE8MILL2DcuHHw9fUFwJi2RlRUFKytrWFubo5FixZh9+7dGDRoEGPZBoGBgTh37hzWrFlT7xzjapz+tsmUt956q9GFZTVf4eHhOj+Tnp6OgwcPYsGCBfWuZ2JiUu+YiDR4vCNqaTzVajUA4PXXX8cDDzyAESNGYNu2bTAxMcH333+vvd7fPZ6Afvfo888/D39/f9x666345z//iU2bNmHr1q3Iy8vTXu/vHtOWxvOjjz5CcXExXn311Sav93ePJ6D/6+hLL72EyMhIHDp0CJ06dcL8+fMhItrzf/eYtubvUmZmJqZNm4YHH3wQ//znP3XO/d3jCbQupk1hTPVzfVwYK2Uxvq2zZMkSXLhwATt37qx3jjFtOS8vL5w/fx6nT5/G4sWL8dhjjyE2NlZ7nrHUT1paGpYtW4avv/4aFhYWjZZjXI1LZ0NXwFCWLFmChx9+uMkybm5uOo+3bduGnj17YtasWTrHnZyccObMGZ1jBQUFqK6urpc97KhaGk/NAkmDBg3SHjc3N4eHh4d2UTrGs05r7lGNMWPGAAASEhLQs2dPxhQtj+e///1vnD59Gubm5jrnRo4ciUcffRRffvkl4/knfe9Re3t72Nvbw9PTEwMHDoSrqytOnz4NPz8/xhT6xzMzMxMTJkyAn58ftmzZolOO8azTltfR6zGmLWdvb49OnTrV+7Q0NzeXsVKAk5MTgLpPqp2dnbXHGd/mPffcc9izZw+OHTuGPn36aI8zpvrr0qUL+vfvD6Duf6SwsDD83//9H15++WUAjKW+IiIikJubixEjRmiP1dbW4tixY9i4caN29ynG1cgYYJ2WdkmtVou7u7usWLGi3jnNonSZmZnaY4GBgVyUrgFFRUVibm6uswCtZlHfzZs3iwjjqYS9e/cKALly5YqIMKb6uHLlikRFRWm/Dh48KADkhx9+kLS0NBFhPJWQmpoqACQ4OFhEGFN9paeny4ABA+Thhx+WmpqaeucZz9ZrbgFaxrRlRo0aJYsXL9Y5NnDgQC5A2wpoZAHatWvXao9VVVVxIcomqNVqefbZZ8XFxUUuXbrU4HnGtG0CAgLkscceYyxbqbi4WOf/z6ioKBk5cqT84x//kKioKMbVSDGZ0kJHjhwRABIbG1vvXE1Njfj6+srEiRPl3LlzcuTIEenTp48sWbLEADU1fsuWLZPevXvLwYMHJS4uThYsWCAODg6Sn58vIoynvkJDQ2X9+vUSGRkpSUlJ8u2334qLi4vMmjVLW4Yxbb3k5OR6u/kwnvo5c+aMfPTRRxIZGSkpKSly9OhRGTdunPTr108qKytFhDHVR0ZGhvTv318CAgIkPT1dsrKytF8ajKf+rly5IpGRkfL222+LtbW1REZGSmRkpJSUlIgIY6qvwMBAMTMzk61bt0psbKwsX75crKysJCUlxdBVaxdKSkq09yAA7d95zYck7733ntjY2MiPP/4oUVFR8sgjj4izs7MUFxcbuObGafHixWJjYyMhISE6r5nl5eXaMoxpy7366qty7NgxSU5OlgsXLshrr70mpqamcujQIRFhLJVy7W4+IoyrMWIypYUeeeQRGTt2bKPnr1y5InfffbdYWlqKnZ2dLFmyRPsmgXSpVCpZsWKFODg4SLdu3WTSpEkSHR2tU4bxbLmIiAgZPXq02NjYiIWFhXh5ecmqVaukrKxMpxxj2joNJVNEGE99XLhwQSZMmCB2dnZibm4ubm5usmjRIklPT9cpx5i2zLZt2wRAg1/XYjz189hjjzUYU83oKRHGVF//+9//pG/fvtKlSxcZPny4dhtaal5wcHCD9+Njjz0mInUjKVatWiVOTk5ibm4u48ePl6ioKMNW2og19pq5bds2bRnGtOWefPJJ7e92r169ZOLEidpEighjqZTrkymMq/ExEblm9T8iIiIiIiIiImrS33Y3HyIiIiIiIiKi1mAyhYiIiIiIiIhID0ymEBERERERERHpgckUIiIiIiIiIiI9MJlCRERERERERKQHJlOIiIiIiIiIiPTAZAoRERERERERkR6YTCEiImpH7rzzTixfvtzQ1TAa+sSDsSMiIiKlMJlCREREBhEZGYkHH3wQjo6OsLCwgKenJ5566ilcunTphjzfjz/+iH/961835NpERET098JkChEREWlVV1fflOfZt28fxowZg6qqKuzYsQMXL17E9u3bYWNjg//3//7fDXlOOzs7dOvW7YZcm4iIiP5emEwhIiIyUmVlZZg/fz6sra3h7OyMDz74QOe8SqXCypUr0bt3b1hZWWH06NEICQnRKfPpp5/C1dUVXbt2xX333Yf169ejR48e2vNvvfUWhg4dis8//xweHh4wNzeHiKCoqAgLFy6Eg4MDunfvjoCAAPz+++861967dy9GjBgBCwsLeHh44O2330ZNTU2z7SovL8cTTzyBu+66C3v27MGkSZPg7u6O0aNH4/3338fmzZu1ZWNjY3HXXXfB2toajo6OmDdvHq5evdrotT/++GMMGDAAFhYWcHR0xOzZs7Xnrp/mY2Jigp9++knn53v06IEvvvhCG98lS5bA2dkZFhYWcHNzw5o1a5ptHxEREXV8TKYQEREZqZdeegnBwcHYvXs3Dh06hJCQEERERGjPP/HEEzh58iQCAwNx4cIFPPjgg5g2bRouX74MADh58iQWLVqEZcuW4fz585g8eTJWr15d73kSEhLw3XffYdeuXTh//jwA4O6770Z2djb279+PiIgIDB8+HBMnTkR+fj4A4ODBg/jHP/6BpUuXIjY2Fps3b8YXX3zR4PWvd/DgQVy9ehUrV65s8Lwm2ZOVlQV/f38MHToU4eHhCAoKQk5ODubMmdPgz4WHh2Pp0qV45513EB8fj6CgIIwfP77Z+jTmv//9L/bs2YPvvvsO8fHx+Prrr+Hm5tbq6xEREVHH0dnQFSAiIqL6SktL6meLkwAABwBJREFUsXXrVnz11VeYPHkyAODLL79Enz59AACJiYnYuXMn0tPT4eLiAgB48cUXERQUhG3btuHdd9/FRx99hOnTp+PFF18EAHh6eiI0NBT79u3TeS6VSoXt27ejV69eAICjR48iKioKubm5MDc3BwC8//77+Omnn/DDDz9g4cKFWL16NV555RU89thjAAAPDw/861//wsqVK7Fq1aom26ZJ9nh7ezdZ7pNPPsHw4cPx7rvvao99/vnncHV1xaVLl+Dp6alTPjU1FVZWVpgxYwa6deuGvn37YtiwYU0+R1NSU1MxYMAAjBs3DiYmJujbt2+rr0VEREQdC5MpRERERigxMREqlQp+fn7aY3Z2dvDy8gIAnDt3DiJSL6FQVVWFnj17AgDi4+Nx33336ZwfNWpUvWRK3759tYkUAIiIiEBpaan2OhoVFRVITEzUlgkLC9MZiVJbW4vKykqUl5eja9eujbZNRJptv+Y5goODYW1tXe9cYmJivbZPnjwZffv2hYeHB6ZNm4Zp06bhvvvua7IuTXn88ccxefJkeHl5Ydq0aZgxYwamTJnSqmsRERFRx8JkChERkRFqLuGgVqvRqVMnREREoFOnTjrnNMkHEYGJiUmz17Wysqp3bWdn53rrrwB/TcFRq9V4++23cf/999crY2Fh0WTdNUmQuLg4nWTR9dRqNWbOnIm1a9fWO+fs7FzvWLdu3XDu3DmEhITg0KFDePPNN/HWW28hLCxMZ50YDRMTk3rxuHYB3uHDhyM5ORkHDhzAkSNHMGfOHEyaNAk//PBDk+0jIiKijo/JFCIiIiPUv39/mJmZ4fTp07jlllsAAAUFBbh06RL8/f0xbNgw1NbWIjc3F3fccUeD1/D29sbZs2d1joWHhzf73MOHD0d2djY6d+7c6Bohw4cPR3x8PPr3769fwwBMmTIF9vb2WLduHXbv3l3vfGFhIXr06IHhw4dj165dcHNzQ+fOLfuXpXPnzpg0aRImTZqEVatWoUePHjh69GiDSZ9evXohKytL+/jy5csoLy/XKdO9e3c89NBDeOihhzB79mxMmzYN+fn5sLOz07PVRERE1JEwmUJERGSErK2tsWDBArz00kvo2bMnHB0d8frrr8PUtG7teE9PTzz66KOYP38+PvjgAwwbNgxXr17F0aNHMXjwYNx111147rnnMH78eKxfvx4zZ87E0aNHceDAgXqjVa43adIk+Pn54d5778XatWvh5eWFzMxM7N+/H/feey9GjhyJN998EzNmzICrqysefPBBmJqa4sKFC4iKisK///3vJq9vZWWFzz77DA8++CBmzZqFpUuXon///rh69Sq+++47pKamIjAwEM8++yw+/fRTPPLII3jppZdgb2+PhIQEBAYG4tNPP603Imffvn1ISkrC+PHjYWtri/3790OtVmunRl0vICAAGzduxJgxY6BWq/Hyyy/DzMxMe37Dhg1wdnbG0KFDYWpqiu+//x5OTk4NjnIhIiKivxfu5kNERGSk/vOf/2D8+PGYNWsWJk2ahHHjxmHEiBHa89u2bcP8+fOxYsUKeHl5YdasWThz5gxcXV0BALfffjs2bdqE9evXY8iQIQgKCsLzzz/f7DQcExMT7N+/H+PHj8eTTz4JT09PPPzww0hJSYGjoyMAYOrUqdi3bx8OHz6M2267DWPGjMH69etbvEjrPffcg9DQUJiZmWHu3Lnw9vbGI488gqKiIm0yxsXFBSdPnkRtbS2mTp0KX19fLFu2DDY2Ntqk0rV69OiBH3/8EQEBARg4cCA2bdqEnTt3wsfHp8E6fPDBB3B1dcX48eMxd+5cvPjiizrrq1hbW2Pt2rUYOXIkbrvtNqSkpGD//v0NPjcRERH9vZhIS1eBIyIionbvqaeeQlxcHI4fP27oqhARERG1W5zmQ0RE1IG9//77mDx5MqysrHDgwAF8+eWX+Pjjjw1dLSIiIqJ2jSNTiIiIOrA5c+YgJCQEJSUl8PDwwHPPPYdFixbd0OfcsWMHnn766QbP9e3bFzExMTf0+YmIiIhuNCZTiIiISFElJSXIyclp8JyZmVmL11UhIiIiMlZMphARERERERER6YHL0RMRERERERER6YHJFCIiIiIiIiIiPTCZQkRERERERESkByZTiIiIiIiIiIj0wGQKEREREREREZEemEwhIiIiIiIiItIDkylERERERERERHpgMoWIiIiIiIiISA9MphARERERERER6YHJFCIiIiIiIiIiPTCZQkRERERERESkByZTiIiIiIiIiIj0wGQKEREREREREZEemEwhIiIiIiIiItIDkylERERERERERHpgMoWIiIiIiIiISA9MphARERERERER6YHJFCIiIiIiIiIiPTCZQkRERERERESkh/8PAw94fgL4puIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a new figure and define the size\n",
    "fig = plt.figure(figsize=(12, 14))\n",
    "\n",
    "# Create a skewT plot\n",
    "skew = SkewT(fig)\n",
    "\n",
    "# Plot the data\n",
    "skew.plot(pfull, tfull, 'r', linewidth=2)\n",
    "skew.plot(p, td, 'b', linewidth=2)\n",
    "skew.plot(p, td2, 'y', linewidth=2)\n",
    "skew.plot(p, dwpc, 'g', linewidth=2)\n",
    "skew.plot_barbs(pfull, u, v)\n",
    "# set the domain and range (these may need to be adjusted\n",
    "# depending on the exact data for best viewing purposes)\n",
    "skew.ax.set_ylim(1000, 100)\n",
    "skew.ax.set_xlim(-70, 40)\n",
    "\n",
    "# Add title to the plot\n",
    "# format: \"2022-08-18 18Z FH 0  | GFS KFRM (43.65,-94.42)\"\n",
    "datetime = str(ob.getDataTime())[0:-6]+\"Z\"\n",
    "forecastHr = str(ob.getDataTime().getFcstTime())\n",
    "site = ob.getLocationName()\n",
    "lat = \"{:.2f}\".format(ob.getGeometry().y)\n",
    "lon = \"{:.2f}\".format(ob.getGeometry().x)\n",
    "coords = \"(\" + lat + \", \" + lon +\")\"\n",
    "\n",
    "title = datetime + \" FH \" + forecastHr + \" | \" + forecastModel + \" \" + site + \" \" + coords\n",
    "plt.title(title)\n",
    "\n",
    "# Create a secondary axes for the \"zoomed in\" view\n",
    "zoom_ax = inset_axes(skew.ax, '35%', '35%', loc=3,\n",
    "                     bbox_to_anchor=(.05, .05, 1, 1),\n",
    "                     bbox_transform=skew.ax.transAxes)\n",
    "# create a secondary plot for zoomed in section\n",
    "fig2 = plt.figure()\n",
    "skew2 = SkewT(fig2)\n",
    "skew2.ax = zoom_ax\n",
    "skew2.plot(p, td, 'b', linewidth=2, label='MetPy calculated mixing ratio')\n",
    "skew2.plot(p, td2, 'y', linewidth=2, label='MetPy spec. hum = mixing ratio')\n",
    "skew2.plot(p, dwpc, 'g', linewidth=2, label='GEMPAK legacy caluclation')\n",
    "# create a legend to explain the three lines\n",
    "skew2.ax.legend(loc=1)\n",
    "# remove the axis title on the zoomed plot since they\n",
    "# are redundant and just clutter the plot\n",
    "skew2.ax.set_xlabel(\"\")\n",
    "skew2.ax.set_ylabel(\"\")\n",
    "# these exact bounds may need to change depending on\n",
    "# the most recent data\n",
    "skew2.ax.set_ylim(970, 900)\n",
    "skew2.ax.set_xlim(-29, -26)\n",
    "\n",
    "# draw an indicator in the main plot of the \"zoomed in\" region\n",
    "skew.ax.indicate_inset_zoom(zoom_ax, edgecolor=\"black\")\n",
    "\n",
    "# dispose of the second figure, since creating a new\n",
    "# skewt in metpy automatically creates a new figure\n",
    "# which is unnecessary in this case\n",
    "plt.close(fig2)\n",
    "\n",
    "# An example of a slanted line at constant T -- in this case the 0 isotherm\n",
    "l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
    "\n",
    "# Draw hodograph\n",
    "ax_hod = inset_axes(skew.ax, '40%', '40%', loc=1)\n",
    "h = Hodograph(ax_hod, component_range=spd.max()/units.knots)\n",
    "h.add_grid(increment=20)\n",
    "h.plot_colormapped(u, v, spd)\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## See Also\n",
    "\n",
    "### Related Notebooks\n",
    "\n",
    "* [Grid Levels and Parameters](https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html)\n",
    "* [Upper Air BUFR Soundings](http://unidata.github.io/python-awips/examples/generated/Upper_Air_BUFR_Soundings.html)\n",
    "* [Forecast Model Vertical Sounding](http://unidata.github.io/python-awips/examples/generated/Forecast_Model_Vertical_Sounding.html)\n",
    "\n",
    "### Additional Documentation\n",
    "\n",
    "**python-awips:**\n",
    "\n",
    "* [awips.DataAccessLayer](http://unidata.github.io/python-awips/api/DataAccessLayer.html)\n",
    "* [awips.PyGeometryData](http://unidata.github.io/python-awips/api/PyGeometryData.html)\n",
    "\n",
    "**matplotlib:**\n",
    "\n",
    "* [matplotlib.pyplot](https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html)\n",
    "\n",
    "**MetPy**\n",
    "\n",
    "* [metpy.wind_speed](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_speed.html)\n",
    "* [metpy.wind_direction](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.wind_direction.html)\n",
    "* [metpy.vapor_pressure](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.vapor_pressure.html)\n",
    "* [metpy.dewpoint](https://unidata.github.io/MetPy/latest/api/generated/metpy.calc.dewpoint.html)\n",
    "* [metpy.skewt](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html)\n",
    "* [metpy.hodograph](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.Hodograph.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"#top\">Top</a>\n",
    "\n",
    "---"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}