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<meta name="generator" content="pandoc" />
<meta name="author" content="R Ladies Nijmegen" />
<title>Top Plotting Tips</title>
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<script src="data:application/x-javascript;base64,/* slidy.js

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   http://www.w3.org/Consortium/Legal/copyright-software

   Defines single name "w3c_slidy" in global namespace
   Adds event handlers without trampling on any others
*/

// the slidy object implementation
var w3c_slidy = {
  // classify which kind of browser we're running under
  ns_pos: (typeof window.pageYOffset!='undefined'),
  khtml: ((navigator.userAgent).indexOf("KHTML") >= 0 ? true : false),
  opera: ((navigator.userAgent).indexOf("Opera") >= 0 ? true : false),
  ipad: ((navigator.userAgent).indexOf("iPad") >= 0 ? true : false),
  iphone: ((navigator.userAgent).indexOf("iPhone") >= 0 ? true : false),
  android: ((navigator.userAgent).indexOf("Android") >= 0 ? true : false),
  ie: (typeof document.all != "undefined" && !this.opera),
  ie6: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 6") != -1),
  ie7: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 7") != -1),
  ie8: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 8") != -1),
  ie9: (!this.ns_pos && navigator.userAgent.indexOf("MSIE 9") != -1),

  // data for swipe and double tap detection on touch screens
  last_tap: 0,
  prev_tap: 0,
  start_x: 0,
  start_y: 0,
  delta_x: 0,
  delta_y: 0,

  // are we running as XHTML? (doesn't work on Opera)
  is_xhtml: /xml/.test(document.contentType),

  slide_number: 0, // integer slide count: 0, 1, 2, ...
  slide_number_element: null, // element containing slide number
  slides: [], // set to array of slide div's
  notes: [], // set to array of handout div's
  backgrounds: [], // set to array of background div's
  observers: [], // list of observer functions
  toolbar: null, // element containing toolbar
  title: null, // document title
  last_shown: null, // last incrementally shown item
  eos: null,  // span element for end of slide indicator
  toc: null, // table of contents
  outline: null, // outline element with the focus
  selected_text_len: 0, // length of drag selection on document
  view_all: 0,  // 1 to view all slides + handouts
  want_toolbar: true,  // user preference to show/hide toolbar
  mouse_click_enabled: true, // enables left click for next slide
  scroll_hack: 0, // IE work around for position: fixed
  disable_slide_click: false,  // used by clicked anchors

  lang: "en", // updated to language specified by html file

  help_anchor: null, // used for keyboard focus hack in showToolbar()
  help_page: "http://www.w3.org/Talks/Tools/Slidy2/help/help.html",
  help_text: "Navigate with mouse click, space bar, Cursor Left/Right, " +
             "or Pg Up and Pg Dn. Use S and B to change font size.",

  size_index: 0,
  size_adjustment: 0,
  sizes:  new Array("10pt", "12pt", "14pt", "16pt", "18pt", "20pt",
                    "22pt", "24pt", "26pt", "28pt", "30pt", "32pt"),

  // needed for efficient resizing
  last_width: 0,
  last_height: 0,


  // Needed for cross browser support for relative width/height on
  // object elements. The work around is to save width/height attributes
  // and then to recompute absolute width/height dimensions on resizing
   objects: [],

  // attach initialiation event handlers
  set_up: function () {
    var init = function() { w3c_slidy.init(); };
    if (typeof window.addEventListener != "undefined")
      window.addEventListener("load", init, false);
    else
      window.attachEvent("onload", init);
  },

  hide_slides: function () {
    if (document.body && !w3c_slidy.initialized)
      document.body.style.visibility = "hidden";
    else
      setTimeout(w3c_slidy.hide_slides, 50);
  },

  // hack to persuade IE to compute correct document height
  // as needed for simulating fixed positioning of toolbar
  ie_hack: function () {
    window.resizeBy(0,-1);
    window.resizeBy(0, 1);
  },

  init: function () {
    //alert("slidy starting test 10");
    document.body.style.visibility = "visible";
    this.init_localization();
    this.add_toolbar();
    this.wrap_implicit_slides();
    this.collect_slides();
    this.collect_notes();
    this.collect_backgrounds();
    this.objects = document.body.getElementsByTagName("object");
    this.patch_anchors();
    this.slide_number = this.find_slide_number(location.href);
    window.offscreenbuffering = true;
    this.size_adjustment = this.find_size_adjust();
    this.time_left = this.find_duration();
    this.hide_image_toolbar();  // suppress IE image toolbar popup
    this.init_outliner();  // activate fold/unfold support
    this.title = document.title;
    this.keyboardless = (this.ipad||this.iphone||this.android);

    if (this.keyboardless)
    {
      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
      this.want_toolbar = 0;
    }

    // work around for opera bug
    this.is_xhtml = (document.body.tagName == "BODY" ? false : true);

    if (this.slides.length > 0)
    {
      var slide = this.slides[this.slide_number];
   
      if (this.slide_number > 0)
      {
        this.set_visibility_all_incremental("visible");
        this.last_shown = this.previous_incremental_item(null);
        this.set_eos_status(true);
      }
      else
      {
        this.last_shown = null;
        this.set_visibility_all_incremental("hidden");
        this.set_eos_status(!this.next_incremental_item(this.last_shown));
      }

      this.set_location();
      this.add_class(this.slides[0], "first-slide");
      w3c_slidy.show_slide(slide);
    }

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

    // bind event handlers without interfering with custom page scripts
    // Tap events behave too weirdly to support clicks reliably on
    // iPhone and iPad, so exclude these from click handler

    if (!this.keyboardless)
    {
      this.add_listener(document.body, "click", this.mouse_button_click);
      this.add_listener(document.body, "mousedown", this.mouse_button_down);
    }

    this.add_listener(document, "keydown", this.key_down);
    this.add_listener(document, "keypress", this.key_press);
    this.add_listener(window, "resize", this.resized);
    this.add_listener(window, "scroll", this.scrolled);
    this.add_listener(window, "unload", this.unloaded);

    this.add_listener(document, "gesturechange", function ()
    {
      return false;
    });

    this.attach_touch_handers(this.slides);

    // this seems to be a debugging hack
    //if (!document.body.onclick)
    //  document.body.onclick = function () { };

    this.single_slide_view();

    //this.set_location();

    this.resized();

    if (this.ie7)
      setTimeout(w3c_slidy.ie_hack, 100);

    this.show_toolbar();

    // for back button detection
    setInterval(function () { w3c_slidy.check_location(); }, 200);
    w3c_slidy.initialized = true;
  },

  // create div element with links to each slide
  table_of_contents: function () {
    var toc = this.create_element("div");
    this.add_class(toc, "slidy_toc hidden");
    //toc.setAttribute("tabindex", "0");

    var heading = this.create_element("div");
    this.add_class(heading, "toc-heading");
    heading.innerHTML = this.localize("Table of Contents");

    toc.appendChild(heading);
    var previous = null;

    for (var i = 0; i < this.slides.length; ++i)
    {
      var title = this.has_class(this.slides[i], "title");
      var num = document.createTextNode((i + 1) + ". ");

      toc.appendChild(num);

      var a = this.create_element("a");
      a.setAttribute("href", "#(" + (i+1) + ")");

      if (title)
        this.add_class(a, "titleslide");

      var name = document.createTextNode(this.slide_name(i));
      a.appendChild(name);
      a.onclick = w3c_slidy.toc_click;
      a.onkeydown = w3c_slidy.toc_key_down;
      a.previous = previous;

      if (previous)
        previous.next = a;

      toc.appendChild(a);

      if (i == 0)
        toc.first = a;

      if (i < this.slides.length - 1)
      {
        var br = this.create_element("br");
        toc.appendChild(br);
      }

      previous = a;
    }

    toc.focus = function () {
      if (this.first)
        this.first.focus();
    }

    toc.onmouseup = w3c_slidy.mouse_button_up;

    toc.onclick = function (e) {
      e||(e=window.event);

      if (w3c_slidy.selected_text_len <= 0)
         w3c_slidy.hide_table_of_contents(true);

      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    };

    document.body.insertBefore(toc, document.body.firstChild);
    return toc;
  },

  is_shown_toc: function () {
    return !w3c_slidy.has_class(w3c_slidy.toc, "hidden");
  },

  show_table_of_contents: function () {
    w3c_slidy.remove_class(w3c_slidy.toc, "hidden");
    var toc = w3c_slidy.toc;
    toc.focus();

    if (w3c_slidy.ie7 && w3c_slidy.slide_number == 0)
      setTimeout(w3c_slidy.ie_hack, 100);
  },

  hide_table_of_contents: function (focus) {
    w3c_slidy.add_class(w3c_slidy.toc, "hidden");

    if (focus && !w3c_slidy.opera &&
        !w3c_slidy.has_class(w3c_slidy.toc, "hidden"))
      w3c_slidy.set_focus();
  },

  toggle_table_of_contents: function () {
    if (w3c_slidy.is_shown_toc())
      w3c_slidy.hide_table_of_contents(true);
    else
      w3c_slidy.show_table_of_contents();
  },

  // called on clicking toc entry
  toc_click: function (e) {
    if (!e)
      e = window.event;

    var target = w3c_slidy.get_target(e);

    if (target && target.nodeType == 1)
    {
      var uri = target.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
        var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }
    }

    w3c_slidy.hide_table_of_contents(true);
    if (w3c_slidy.ie7) w3c_slidy.ie_hack();
    w3c_slidy.stop_propagation(e);
    return w3c_slidy.cancel(e);
  },

  // called onkeydown for toc entry
  toc_key_down: function (event) {
    var key;

    if (!event)
      var event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
      key = window.event.keyCode;
    else if (event.which)
      key = event.which;
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey)
      return true;

    if (key == 13)
    {
      var uri = this.getAttribute("href");

      if (uri)
      {
        //alert("going to " + uri);
       var slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);
        w3c_slidy.slide_number = w3c_slidy.find_slide_number(uri);
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.last_shown = null;
        w3c_slidy.set_location();
        w3c_slidy.set_visibility_all_incremental("hidden");
        w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
        w3c_slidy.show_slide(slide);
        //target.focus();

        try
        {
          if (!w3c_slidy.opera)
            w3c_slidy.set_focus();
        }
        catch (e)
        {
        }
      }

      w3c_slidy.hide_table_of_contents(true);

      if (self.ie7)
       w3c_slidy.ie_hack();

      return w3c_slidy.cancel(event);
    }

    if (key == 40 && this.next)
    {
      this.next.focus();
      return w3c_slidy.cancel(event);
    }

    if (key == 38 && this.previous)
    {
      this.previous.focus();
      return w3c_slidy.cancel(event);
    }

    return true;
  },

  touchstart: function (e)
  {
    // a double touch often starts with a
    // single touch due to fingers touching
    // down at slightly different times
    // thus avoid calling preventDefault here
    this.prev_tap = this.last_tap;
    this.last_tap = (new Date).getTime();

    var tap_delay = this.last_tap - this.prev_tap;

    if (tap_delay <= 200)
    {
      // double tap
    }

    var touch = e.touches[0];

    this.pageX = touch.pageX;
    this.pageY = touch.pageY;
    this.screenX = touch.screenX;
    this.screenY = touch.screenY;
    this.clientX = touch.clientX;
    this.clientY = touch.clientY;

    this.delta_x = this.delta_y = 0;
  },

  touchmove: function (e)
  {
    // override native gestures for single touch
    if (e.touches.length > 1)
      return;

    e.preventDefault();
    var touch = e.touches[0];
    this.delta_x = touch.pageX - this.pageX;
    this.delta_y = touch.pageY - this.pageY;
  },

  touchend: function (e)
  {
    // default behavior for multi-touch
    if (e.touches.length > 1)
      return;

    var delay = (new Date).getTime() - this.last_tap;
    var dx = this.delta_x;
    var dy = this.delta_y;
    var abs_dx = Math.abs(dx);
    var abs_dy = Math.abs(dy);

    if (delay < 500 && (abs_dx > 100 || abs_dy > 100))
    {
      if (abs_dx > 0.5 * abs_dy)
      {
        e.preventDefault();

        if (dx < 0)
          w3c_slidy.next_slide(true);
        else
          w3c_slidy.previous_slide(true);
      }
      else if (abs_dy > 2 * abs_dx)
      {
        e.preventDefault();
        w3c_slidy.toggle_table_of_contents();
      }
    }
  },

  // ### OBSOLETE ###
  before_print: function () {
    this.show_all_slides();
    this.hide_toolbar();
    alert("before print");
  },

  // ### OBSOLETE ###
  after_print: function () {
    if (!this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
    }
    alert("after print");
  },

  // ### OBSOLETE ###
  print_slides: function () {
    this.before_print();
    window.print();
    this.after_print();
  },

  // ### OBSOLETE ?? ###
  toggle_view: function () {
    if (this.view_all)
    {
      this.single_slide_view();
      this.show_toolbar();
      this.view_all = 0;
    }
    else
    {
      this.show_all_slides();
      this.hide_toolbar();
      this.view_all = 1;
    }
  },

  // prepare for printing  ### OBSOLETE ###
  show_all_slides: function () {
    this.remove_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
  },

  // restore after printing  ### OBSOLETE ###
  single_slide_view: function () {
    this.add_class(document.body, "single_slide");
    this.set_visibility_all_incremental("visible");
    this.last_shown = this.previous_incremental_item(null);
  },

  // suppress IE's image toolbar pop up
  hide_image_toolbar: function () {
    if (!this.ns_pos)
    {
      var images = document.getElementsByTagName("IMG");

      for (var i = 0; i < images.length; ++i)
        images[i].setAttribute("galleryimg", "no");
    }
  },

  unloaded: function (e) {
    //alert("unloaded");
  },

  // Safari and Konqueror don't yet support getComputedStyle()
  // and they always reload page when location.href is updated
  is_KHTML: function () {
    var agent = navigator.userAgent;
    return (agent.indexOf("KHTML") >= 0 ? true : false);
  },

  // find slide name from first h1 element
  // default to document title + slide number
  slide_name: function (index) {
    var name = null;
    var slide = this.slides[index];

    var heading = this.find_heading(slide);

    if (heading)
      name = this.extract_text(heading);

    if (!name)
      name = this.title + "(" + (index + 1) + ")";

    name.replace(/\&/g, "&amp;");
    name.replace(/\</g, "&lt;");
    name.replace(/\>/g, "&gt;");

    return name;
  },

  // find first h1 element in DOM tree
  find_heading: function (node) {
    if (!node || node.nodeType != 1)
      return null;

    if (node.nodeName == "H1" || node.nodeName == "h1")
      return node;

    var child = node.firstChild;

    while (child)
    {
      node = this.find_heading(child);

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

  // recursively extract text from DOM tree
  extract_text: function (node) {
    if (!node)
      return "";

    // text nodes
    if (node.nodeType == 3)
      return node.nodeValue;

    // elements
    if (node.nodeType == 1)
    {
      node = node.firstChild;
      var text = "";

      while (node)
      {
        text = text + this.extract_text(node);
        node = node.nextSibling;
      }

      return text;
    }

    return "";
  },

  // find copyright text from meta element
  find_copyright: function () {
    var name, content;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "copyright")
        return content;
    }

    return null;
  },

  find_size_adjust: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "font-size-adjustment")
        return 1 * content;
    }

    return 1;
  },

  // <meta name="duration" content="20" />  for 20 minutes
  find_duration: function () {
    var name, content, offset;
    var meta = document.getElementsByTagName("meta");

    for (var i = 0; i < meta.length; ++i)
    {
      name = meta[i].getAttribute("name");
      content = meta[i].getAttribute("content");

      if (name == "duration")
        return 60000 * content;
    }

    return null;
  },

  replace_by_non_breaking_space: function (str) {
    for (var i = 0; i < str.length; ++i)
      str[i] = 160;
  },

  // ### CHECK ME ### is use of "li" okay for text/html?
  // for XHTML do we also need to specify namespace?
  init_outliner: function () {
    var items = document.getElementsByTagName("li");

    for (var i = 0; i < items.length; ++i)
    {
      var target = items[i];

      if (!this.has_class(target.parentNode, "outline"))
        continue;

      target.onclick = this.outline_click;
/* ### more work needed for IE6
      if (!this.ns_pos)
      {
        target.onmouseover = this.hover_outline;
        target.onmouseout = this.unhover_outline;
      }
*/
      if (this.foldable(target))
      {
        target.foldable = true;
        target.onfocus = function () {w3c_slidy.outline = this;};
        target.onblur = function () {w3c_slidy.outline = null;};

        if (!target.getAttribute("tabindex"))
          target.setAttribute("tabindex", "0");

        if (this.has_class(target, "expand"))
          this.unfold(target);
        else
          this.fold(target);
      }
      else
      {
        this.add_class(target, "nofold");
        target.visible = true;
        target.foldable = false;
      }
    }
  },

  foldable: function (item) {
    if (!item || item.nodeType != 1)
      return false;

    var node = item.firstChild;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node))
        return true;

      node = node.nextSibling;
    }

    return false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  fold: function (item) {
    if (item)
    {
      this.remove_class(item, "unfolded");
      this.add_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
         w3c_slidy.add_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = false;
  },

  // ### CHECK ME ### switch to add/remove "hidden" class
  unfold: function (item) {
    if (item)
    {
      this.add_class(item, "unfolded");
      this.remove_class(item, "folded");
    }

    var node = item ? item.firstChild : null;

    while (node)
    {
      if (node.nodeType == 1 && this.is_block(node)) // element
      {
        w3c_slidy.remove_class(node, "hidden");
      }

      node = node.nextSibling;
    }

    item.visible = true;
  },

  outline_click: function (e) {
    if (!e)
      e = window.event;

    var rightclick = false;
    var target = w3c_slidy.get_target(e);

    while (target && target.visible == undefined)
      target = target.parentNode;

    if (!target)
      return true;

    if (e.which)
      rightclick = (e.which == 3);
    else if (e.button)
      rightclick = (e.button == 2);

    if (!rightclick && target.visible != undefined)
    {
      if (target.foldable)
      {
        if (target.visible)
          w3c_slidy.fold(target);
        else
          w3c_slidy.unfold(target);
      }

      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
    }

    return false;
  },

  add_initial_prompt: function () {
    var prompt = this.create_element("div");
    prompt.setAttribute("class", "initial_prompt");

    var p1 = this.create_element("p");
    prompt.appendChild(p1);
    p1.setAttribute("class", "help");

    if (this.keyboardless)
      p1.innerHTML = "swipe left to move to next slide";
    else
      p1.innerHTML = "Space, Right Arrow or swipe left to move to " +
                     "next slide, click help below for more details";

    this.add_listener(prompt, "click", function (e) {
      document.body.removeChild(prompt);
      w3c_slidy.stop_propagation(e);
    
      if (e.cancel != undefined)
        e.cancel = true;
      
      if (e.returnValue != undefined)
        e.returnValue = false;
      
      return false;
    });

    document.body.appendChild(prompt);
    this.initial_prompt = prompt;
    setTimeout(function() {document.body.removeChild(prompt);}, 5000);
  },

  add_toolbar: function () {
    var counter, page;

     this.toolbar = this.create_element("div");
     this.toolbar.setAttribute("class", "toolbar");

     // a reasonably behaved browser
     if (this.ns_pos || !this.ie6)
     {
       var right = this.create_element("div");
       right.setAttribute("style", "float: right; text-align: right");

       counter = this.create_element("span")
       counter.innerHTML = this.localize("slide") + " n/m";
       right.appendChild(counter);
       this.toolbar.appendChild(right);

       var left = this.create_element("div");
       left.setAttribute("style", "text-align: left");

       // global end of slide indicator
       this.eos = this.create_element("span");
       this.eos.innerHTML = "* ";
       left.appendChild(this.eos);

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       left.appendChild(help);
       help.style.display="none"; 
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       left.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:w3c_slidy.toggle_table_of_contents()");
       contents.setAttribute("title", this.localize("table of contents"));
       contents.innerHTML = this.localize("Contents");
       left.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       left.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.className = "copyright";
         span.innerHTML = copyright;
         left.appendChild(span);
       }

       this.toolbar.setAttribute("tabindex", "0");
       this.toolbar.appendChild(left);
     }
     else // IE6 so need to work around its poor CSS support
     {
       this.toolbar.style.position = (this.ie7 ? "fixed" : "absolute");
       this.toolbar.style.zIndex = "200";
       this.toolbar.style.width = "99.9%";
       this.toolbar.style.height = "1.2em";
       this.toolbar.style.top = "auto";
       this.toolbar.style.bottom = "0";
       this.toolbar.style.left = "0";
       this.toolbar.style.right = "0";
       this.toolbar.style.textAlign = "left";
       this.toolbar.style.fontSize = "60%";
       this.toolbar.style.color = "red";
       this.toolbar.borderWidth = 0;
       this.toolbar.className = "toolbar";
       this.toolbar.style.background = "rgb(240,240,240)";

       // would like to have help text left aligned
       // and page counter right aligned, floating
       // div's don't work, so instead use nested
       // absolutely positioned div's.

       var sp = this.create_element("span");
       sp.innerHTML = "&nbsp;&nbsp;*&nbsp;";
       this.toolbar.appendChild(sp);
       this.eos = sp;  // end of slide indicator

       var help = this.create_element("a");
       help.setAttribute("href", this.help_page);
       help.setAttribute("title", this.localize(this.help_text));
       help.innerHTML = this.localize("help?");
       this.toolbar.appendChild(help);
       this.help_anchor = help;  // save for focus hack

       var gap1 = document.createTextNode(" ");
       this.toolbar.appendChild(gap1);

       var contents = this.create_element("a");
       contents.setAttribute("href", "javascript:toggleTableOfContents()");
       contents.setAttribute("title", this.localize("table of contents".localize));
       contents.innerHTML = this.localize("contents?");
       this.toolbar.appendChild(contents);

       var gap2 = document.createTextNode(" ");
       this.toolbar.appendChild(gap2);

       var copyright = this.find_copyright();

       if (copyright)
       {
         var span = this.create_element("span");
         span.innerHTML = copyright;
         span.style.color = "black";
         span.style.marginLeft = "0.5em";
         this.toolbar.appendChild(span);
       }

       counter = this.create_element("div")
       counter.style.position = "absolute";
       counter.style.width = "auto"; //"20%";
       counter.style.height = "1.2em";
       counter.style.top = "auto";
       counter.style.bottom = 0;
       counter.style.right = "0";
       counter.style.textAlign = "right";
       counter.style.color = "red";
       counter.style.background = "rgb(240,240,240)";

       counter.innerHTML = this.localize("slide") + " n/m";
       this.toolbar.appendChild(counter);
     }

     // ensure that click isn't passed through to the page
     this.toolbar.onclick =
         function (e) {
           if (!e)
             e = window.event;

           var target = e.target;

           if (!target && e.srcElement)
             target = e.srcElement;

           // work around Safari bug
           if (target && target.nodeType == 3)
             target = target.parentNode;

           w3c_slidy.stop_propagation(e);

           if (target && target.nodeName.toLowerCase() != "a")
             w3c_slidy.mouse_button_click(e);
         };

     this.slide_number_element = counter;
     this.set_eos_status(false);
     document.body.appendChild(this.toolbar);
  },

  // wysiwyg editors make it hard to use div elements
  // e.g. amaya loses the div when you copy and paste
  // this function wraps div elements around implicit
  // slides which start with an h1 element and continue
  // up to the next heading or div element
  wrap_implicit_slides: function () {
    var i, heading, node, next, div;
    var headings = document.getElementsByTagName("h1");

    if (!headings)
      return;

    for (i = 0; i < headings.length; ++i)
    {
      heading = headings[i];

      if (heading.parentNode != document.body)
        continue;

      node = heading.nextSibling;

      div = document.createElement("div");
      this.add_class(div, "slide");
      document.body.replaceChild(div, heading);
      div.appendChild(heading);

      while (node)
      {
        if (node.nodeType == 1) // an element
        {
           if (node.nodeName == "H1" || node.nodeName == "h1")
             break;

           if (node.nodeName == "DIV" || node.nodeName == "div")
           {
             if (this.has_class(node, "slide"))
               break;

             if (this.has_class(node, "handout"))
               break;
           }
        }

        next = node.nextSibling;
        node = document.body.removeChild(node);
        div.appendChild(node);
        node = next;
      } 
    }
  },

  attach_touch_handers: function(slides)
  {
    var i, slide;

    for (i = 0; i < slides.length; ++i)
    {
      slide = slides[i];
      this.add_listener(slide, "touchstart", this.touchstart);
      this.add_listener(slide, "touchmove", this.touchmove);
      this.add_listener(slide, "touchend", this.touchend);
    }
  },

// return new array of all slides
  collect_slides: function () {
    var slides = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "slide"))
      {
        // add slide to collection
        slides[slides.length] = div;

        // hide each slide as it is found
        this.add_class(div, "hidden");

        // add dummy <br/> at end for scrolling hack
        var node1 = document.createElement("br");
        div.appendChild(node1);
        var node2 = document.createElement("br");
        div.appendChild(node2);
      }
      else if (this.has_class(div, "background"))
      {  // work around for Firefox SVG reload bug
        // which otherwise replaces 1st SVG graphic with 2nd
        div.style.display = "block";
      }
    }

    this.slides = slides;
  },

  // return new array of all <div class="handout">
  collect_notes: function () {
    var notes = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "handout"))
      {
        // add note to collection
        notes[notes.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.notes = notes;
  },

  // return new array of all <div class="background">
  // including named backgrounds e.g. class="background titlepage"
  collect_backgrounds: function () {
    var backgrounds = new Array();
    var divs = document.body.getElementsByTagName("div");

    for (var i = 0; i < divs.length; ++i)
    {
      div = divs.item(i);

      if (this.has_class(div, "background"))
      {
        // add background to collection
        backgrounds[backgrounds.length] = div;

        // and hide it
        this.add_class(div, "hidden");
      }
    }

    this.backgrounds = backgrounds;
  },

  // set click handlers on all anchors
  patch_anchors: function () {
    var self = w3c_slidy;
    var handler = function (event) {
      // compare this.href with location.href
      // for link to another slide in this doc

      if (self.page_address(this.href) == self.page_address(location.href))
      {
        // yes, so find new slide number
        var newslidenum = self.find_slide_number(this.href);

        if (newslidenum != self.slide_number)
        {
          var slide = self.slides[self.slide_number];
          self.hide_slide(slide);
          self.slide_number = newslidenum;
          slide = self.slides[self.slide_number];
          self.show_slide(slide);
          self.set_location();
        }
      }
      else
        w3c_slidy.stop_propagation(event);

//      else if (this.target == null)
//        location.href = this.href;

      this.blur();
      self.disable_slide_click = true;
    };

    var anchors = document.body.getElementsByTagName("a");

    for (var i = 0; i < anchors.length; ++i)
    {
      if (window.addEventListener)
        anchors[i].addEventListener("click", handler, false);
      else
        anchors[i].attachEvent("onclick", handler);
    }
  },

  // ### CHECK ME ### see which functions are invoked via setTimeout
  // either directly or indirectly for use of w3c_slidy vs this
  show_slide_number: function () {
    var timer = w3c_slidy.get_timer();
    w3c_slidy.slide_number_element.innerHTML = timer + w3c_slidy.localize("slide") + " " +
           (w3c_slidy.slide_number + 1) + "/" + w3c_slidy.slides.length;
  },

  // every 200mS check if the location has been changed as a
  // result of the user activating the Back button/menu item
  // doesn't work for Opera < 9.5
  check_location: function () {
    var hash = location.hash;

    if (w3c_slidy.slide_number > 0 && (hash == "" || hash == "#"))
      w3c_slidy.goto_slide(0);
    else if (hash.length > 2 && hash != "#("+(w3c_slidy.slide_number+1)+")")
    {
      var num = parseInt(location.hash.substr(2));

      if (!isNaN(num))
        w3c_slidy.goto_slide(num-1);
    }

    if (w3c_slidy.time_left && w3c_slidy.slide_number > 0)
    {
      w3c_slidy.show_slide_number();

      if (w3c_slidy.time_left > 0)
        w3c_slidy.time_left -= 200;
    } 
  },

  get_timer: function () {
    var timer = "";
    if (w3c_slidy.time_left)
    {
      var mins, secs;
      secs = Math.floor(w3c_slidy.time_left/1000);
      mins = Math.floor(secs / 60);
      secs = secs % 60;
      timer = (mins ? mins+"m" : "") + secs + "s ";
    }

    return timer;
  },

  // this doesn't push location onto history stack for IE
  // for which a hidden iframe hack is needed: load page into
  // the iframe with script that set's parent's location.hash
  // but that won't work for standalone use unless we can
  // create the page dynamically via a javascript: URL
  // ### use history.pushState if available
  set_location: function () {
     var uri = w3c_slidy.page_address(location.href);
     var hash = "#(" + (w3c_slidy.slide_number+1) + ")";

     if (w3c_slidy.slide_number >= 0)
       uri = uri + hash;

     if (typeof(history.pushState) != "undefined" && location.protocol !== "file:")
     {
       document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
       history.pushState(0, document.title, hash);
       w3c_slidy.show_slide_number();
       w3c_slidy.notify_observers();
       return;
     }

     if (w3c_slidy.ie && (w3c_slidy.ie6 || w3c_slidy.ie7))
       w3c_slidy.push_hash(hash);

     if (uri != location.href) // && !khtml
        location.href = uri;

     if (this.khtml)
        hash = "(" + (w3c_slidy.slide_number+1) + ")";

     if (!this.ie && location.hash != hash && location.hash != "")
       location.hash = hash;

     document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
     w3c_slidy.show_slide_number();
     w3c_slidy.notify_observers();
  },

  notify_observers: function ()
  {
    var slide = this.slides[this.slide_number];

    for (var i = 0; i < this.observers.length; ++i)
      this.observers[i](this.slide_number+1, this.find_heading(slide).innerText, location.href);
  },

  add_observer: function (observer)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
        return;
    }

    this.observers.push(observer);
  },

  remove_observer: function (o)
  {
    for (var i = 0; i < this.observers.length; ++i)
    {
      if (observer == this.observers[i])
      {
        this.observers.splice(i,1);
        break;
      }
    }
  },

  page_address: function (uri) {
    var i = uri.indexOf("#");

    if (i < 0)
      i = uri.indexOf("%23");

    // check if anchor is entire page

    if (i < 0)
      return uri;  // yes

    return uri.substr(0, i);
  },

  // only used for IE6 and IE7
  on_frame_loaded: function (hash) {
    location.hash = hash;
    var uri = w3c_slidy.page_address(location.href);
    location.href = uri + hash;
  },

  // history hack with thanks to Bertrand Le Roy
  push_hash: function (hash) {
    if (hash == "") hash = "#(1)";
      window.location.hash = hash;

    var doc = document.getElementById("historyFrame").contentWindow.document;
    doc.open("javascript:'<html></html>'");
    doc.write("<html><head><script type=\"text/javascript\">window.parent.w3c_slidy.on_frame_loaded('"+
      (hash) + "');</script></head><body>hello mum</body></html>");
      doc.close();
  },

  // find current slide based upon location
  // first find target anchor and then look
  // for associated div element enclosing it
  // finally map that to slide number
  find_slide_number: function (uri) {
    // first get anchor from page location

    var i = uri.indexOf("#");

    // check if anchor is entire page
    if (i < 0)
      return 0;  // yes

    var anchor = unescape(uri.substr(i+1));

    // now use anchor as XML ID to find target
    var target = document.getElementById(anchor);

    if (!target)
    {
      // does anchor look like "(2)" for slide 2 ??
      // where first slide is (1)
      var re = /\((\d)+\)/;

      if (anchor.match(re))
      {
        var num = parseInt(anchor.substring(1, anchor.length-1));

        if (num > this.slides.length)
          num = 1;

        if (--num < 0)
          num = 0;

        return num;
      }

      // accept [2] for backwards compatibility
      re = /\[(\d)+\]/;

      if (anchor.match(re))
      {
         var num = parseInt(anchor.substring(1, anchor.length-1));

         if (num > this.slides.length)
            num = 1;

         if (--num < 0)
            num = 0;

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

    while (true)
    {
      // browser coerces html elements to uppercase!
      if (target.nodeName.toLowerCase() == "div" &&
            this.has_class(target, "slide"))
      {
        // found the slide element
        break;
      }

      // otherwise try parent element if any

      target = target.parentNode;

      if (!target)
      {
        return 0;   // no luck!
      }
    };

    for (i = 0; i < slides.length; ++i)
    {
      if (slides[i] == target)
        return i;  // success
    }

    // oh dear still no luck
    return 0;
  },

  previous_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide;

      if ((incremental || w3c_slidy.slide_number == 0) && w3c_slidy.last_shown != null)
      {
        w3c_slidy.last_shown = w3c_slidy.hide_previous_item(w3c_slidy.last_shown);
        w3c_slidy.set_eos_status(false);
      }
      else if (w3c_slidy.slide_number > 0)
      {
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.hide_slide(slide);

        w3c_slidy.slide_number = w3c_slidy.slide_number - 1;
        slide = w3c_slidy.slides[w3c_slidy.slide_number];
        w3c_slidy.set_visibility_all_incremental("visible");
        w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
        w3c_slidy.set_eos_status(true);
        w3c_slidy.show_slide(slide);
      }

      w3c_slidy.set_location();

      if (!w3c_slidy.ns_pos)
        w3c_slidy.refresh_toolbar(200);
    }
  },

  next_slide: function (incremental) {
    if (!w3c_slidy.view_all)
    {
      var slide, last = w3c_slidy.last_shown;

      if (incremental || w3c_slidy.slide_number == w3c_slidy.slides.length - 1)
         w3c_slidy.last_shown = w3c_slidy.reveal_next_item(w3c_slidy.last_shown);

      if ((!incremental || w3c_slidy.last_shown == null) &&
             w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = w3c_slidy.slide_number + 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
      }
      else if (!w3c_slidy.last_shown)
      {
         if (last && incremental)
           w3c_slidy.last_shown = last;
      }

      w3c_slidy.set_location();

      w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));

      if (!w3c_slidy.ns_pos)
         w3c_slidy.refresh_toolbar(200);
     }
  },

  // to first slide with nothing revealed
  // i.e. state at start of presentation
  first_slide: function () {
     if (!w3c_slidy.view_all)
     {
       var slide;

       if (w3c_slidy.slide_number != 0)
       {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);

         w3c_slidy.slide_number = 0;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.last_shown = null;
         w3c_slidy.set_visibility_all_incremental("hidden");
         w3c_slidy.show_slide(slide);
       }

       w3c_slidy.set_eos_status(
         !w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
       w3c_slidy.set_location();
     }
  },

  // goto last slide with everything revealed
  // i.e. state at end of presentation
  last_slide: function () {
    if (!w3c_slidy.view_all)
    {
      var slide;

      w3c_slidy.last_shown = null; //revealNextItem(lastShown);

      if (w3c_slidy.last_shown == null &&
          w3c_slidy.slide_number < w3c_slidy.slides.length - 1)
      {
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.slide_number = w3c_slidy.slides.length - 1;
         slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);

         w3c_slidy.show_slide(slide);
      }
      else
      {
         w3c_slidy.set_visibility_all_incremental("visible");
         w3c_slidy.last_shown = w3c_slidy.previous_incremental_item(null);
      }

      w3c_slidy.set_eos_status(true);
      w3c_slidy.set_location();
    }
  },


  // ### check this and consider add/remove class
  set_eos_status: function (state) {
    if (this.eos)
      this.eos.style.color = (state ? "rgb(240,240,240)" : "red");
  },

  // first slide is 0
  goto_slide: function (num) {
    //alert("going to slide " + (num+1));
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.slide_number = num;
    slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.last_shown = null;
    w3c_slidy.set_visibility_all_incremental("hidden");
    w3c_slidy.set_eos_status(!w3c_slidy.next_incremental_item(w3c_slidy.last_shown));
    document.title = w3c_slidy.title + " (" + (w3c_slidy.slide_number+1) + ")";
    w3c_slidy.show_slide(slide);
    w3c_slidy.show_slide_number();
  },


  show_slide: function (slide) {
    this.sync_background(slide);
    this.remove_class(slide, "hidden");

    // work around IE9 object rendering bug
    setTimeout("window.scrollTo(0,0);", 1);
  },

  hide_slide: function (slide) {
    this.add_class(slide, "hidden");
  },

  set_focus: function (element)
  {
    if (element)
      element.focus();
    else
    {
      w3c_slidy.help_anchor.focus();

      setTimeout(function() {
        w3c_slidy.help_anchor.blur();
      }, 1);
    }
  },

  // show just the backgrounds pertinent to this slide
  // when slide background-color is transparent
  // this should now work with rgba color values
  sync_background: function (slide) {
    var background;
    var bgColor;

    if (slide.currentStyle)
      bgColor = slide.currentStyle["backgroundColor"];
    else if (document.defaultView)
    {
      var styles = document.defaultView.getComputedStyle(slide,null);

      if (styles)
        bgColor = styles.getPropertyValue("background-color");
      else // broken implementation probably due Safari or Konqueror
      {
        //alert("defective implementation of getComputedStyle()");
        bgColor = "transparent";
      }
    }
    else
      bgColor == "transparent";

    if (bgColor == "transparent" ||
        bgColor.indexOf("rgba") >= 0 ||
        bgColor.indexOf("opacity") >= 0)
    {
      var slideClass = this.get_class_list(slide);

      for (var i = 0; i < this.backgrounds.length; i++)
      {
        background = this.backgrounds[i];

        var bgClass = this.get_class_list(background);

        if (this.matching_background(slideClass, bgClass))
          this.remove_class(background, "hidden");
        else
          this.add_class(background, "hidden");
      }
    }
    else // forcibly hide all backgrounds
      this.hide_backgrounds();
  },

  hide_backgrounds: function () {
    for (var i = 0; i < this.backgrounds.length; i++)
    {
      background = this.backgrounds[i];
      this.add_class(background, "hidden");
    }
  },

  // compare classes for slide and background
  matching_background: function (slideClass, bgClass) {
    var i, count, pattern, result;

    // define pattern as regular expression
    pattern = /\w+/g;

    // check background class names
    result = bgClass.match(pattern);

    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (result[i] == "background")
	continue;

      ++count;
    }

    if (count == 0)  // default match
      return true;

    // check for matches and place result in array
    result = slideClass.match(pattern);

    // now check if desired name is present for background
    for (i = count = 0; i < result.length; i++)
    {
      if (result[i] == "hidden")
        continue;

      if (this.has_token(bgClass, result[i]))
        return true;
    }

    return false;
  },

  resized: function () {
     var width = 0;

     if ( typeof( window.innerWidth ) == 'number' )
       width = window.innerWidth;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientWidth)
       width = document.documentElement.clientWidth;  // IE6
     else if (document.body && document.body.clientWidth)
       width = document.body.clientWidth; // IE4

     var height = 0;

     if ( typeof( window.innerHeight ) == 'number' )
       height = window.innerHeight;  // Non IE browser
     else if (document.documentElement && document.documentElement.clientHeight)
       height = document.documentElement.clientHeight;  // IE6
     else if (document.body && document.body.clientHeight)
       height = document.body.clientHeight; // IE4

     if (height && (width/height > 1.05*1024/768))
     {
       width = height * 1024.0/768;
     }

     // IE fires onresize even when only font size is changed!
     // so we do a check to avoid blocking < and > actions
     if (width != w3c_slidy.last_width || height != w3c_slidy.last_height)
     {
       if (width >= 1100)
         w3c_slidy.size_index = 5;    // 4
       else if (width >= 1000)
         w3c_slidy.size_index = 4;    // 3
       else if (width >= 800)
         w3c_slidy.size_index = 3;    // 2
       else if (width >= 600)
         w3c_slidy.size_index = 2;    // 1
       else if (width)
         w3c_slidy.size_index = 0;

       // add in font size adjustment from meta element e.g.
       // <meta name="font-size-adjustment" content="-2" />
       // useful when slides have too much content ;-)

       if (0 <= w3c_slidy.size_index + w3c_slidy.size_adjustment &&
             w3c_slidy.size_index + w3c_slidy.size_adjustment < w3c_slidy.sizes.length)
         w3c_slidy.size_index = w3c_slidy.size_index + w3c_slidy.size_adjustment;

       // enables cross browser use of relative width/height
       // on object elements for use with SVG and Flash media
       w3c_slidy.adjust_object_dimensions(width, height);

       if (document.body.style.fontSize != w3c_slidy.sizes[w3c_slidy.size_index])
       {
         document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
       }

       w3c_slidy.last_width = width;
       w3c_slidy.last_height = height;

       // force reflow to work around Mozilla bug
       if (w3c_slidy.ns_pos)
       {
         var slide = w3c_slidy.slides[w3c_slidy.slide_number];
         w3c_slidy.hide_slide(slide);
         w3c_slidy.show_slide(slide);
       }

       // force correct positioning of toolbar
       w3c_slidy.refresh_toolbar(200);
     }
  },

  scrolled: function () {
    if (w3c_slidy.toolbar && !w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hack_offset = w3c_slidy.scroll_x_offset();
      // hide toolbar
      w3c_slidy.toolbar.style.display = "none";

      // make it reappear later
      if (w3c_slidy.scrollhack == 0 && !w3c_slidy.view_all)
      {
        setTimeout(function () {w3c_slidy.show_toolbar(); }, 1000);
        w3c_slidy.scrollhack = 1;
      }
    }
  },

  hide_toolbar: function () {
    w3c_slidy.add_class(w3c_slidy.toolbar, "hidden");
    window.focus();
  },

  // used to ensure IE refreshes toolbar in correct position
  refresh_toolbar: function (interval) {
    if (!w3c_slidy.ns_pos && !w3c_slidy.ie7)
    {
      w3c_slidy.hide_toolbar();
      setTimeout(function () {w3c_slidy.show_toolbar();}, interval);
    }
  },

  // restores toolbar after short delay
  show_toolbar: function () {
    if (w3c_slidy.want_toolbar)
    {
      w3c_slidy.toolbar.style.display = "block";

      if (!w3c_slidy.ns_pos)
      {
        // adjust position to allow for scrolling
        var xoffset = w3c_slidy.scroll_x_offset();
        w3c_slidy.toolbar.style.left = xoffset;
        w3c_slidy.toolbar.style.right = xoffset;

        // determine vertical scroll offset
        //var yoffset = scrollYOffset();

        // bottom is doc height - window height - scroll offset
        //var bottom = documentHeight() - lastHeight - yoffset

        //if (yoffset > 0 || documentHeight() > lastHeight)
        //   bottom += 16;  // allow for height of scrollbar

        w3c_slidy.toolbar.style.bottom = 0; //bottom;
      }

      w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden");
    }

    w3c_slidy.scrollhack = 0;


    // set the keyboard focus to the help link on the
    // toolbar to ensure that document has the focus
    // IE doesn't always work with window.focus()
    // and this hack has benefit of Enter for help

    try
    {
      if (!w3c_slidy.opera)
        w3c_slidy.set_focus();
    }
    catch (e)
    {
    }
  },

// invoked via F key
  toggle_toolbar: function () {
    if (!w3c_slidy.view_all)
    {
      if (w3c_slidy.has_class(w3c_slidy.toolbar, "hidden"))
      {
        w3c_slidy.remove_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 1;
      }
      else
      {
        w3c_slidy.add_class(w3c_slidy.toolbar, "hidden")
        w3c_slidy.want_toolbar = 0;
      }
    }
  },

  scroll_x_offset: function () {
    if (window.pageXOffset)
      return self.pageXOffset;

    if (document.documentElement && 
             document.documentElement.scrollLeft)
      return document.documentElement.scrollLeft;

    if (document.body)
      return document.body.scrollLeft;

    return 0;
  },

  scroll_y_offset: function () {
    if (window.pageYOffset)
      return self.pageYOffset;

    if (document.documentElement && 
             document.documentElement.scrollTop)
      return document.documentElement.scrollTop;

    if (document.body)
      return document.body.scrollTop;

    return 0;
  },

  // looking for a way to determine height of slide content
  // the slide itself is set to the height of the window
  optimize_font_size: function () {
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    //var dh = documentHeight(); //getDocHeight(document);
    var dh = slide.scrollHeight;
    var wh = getWindowHeight();
    var u = 100 * dh / wh;

    alert("window utilization = " + u + "% (doc "
      + dh + " win " + wh + ")");
  },

  // from document object
  get_doc_height: function (doc) {
    if (!doc)
      doc = document;

    if (doc && doc.body && doc.body.offsetHeight)
      return doc.body.offsetHeight;  // ns/gecko syntax

    if (doc && doc.body && doc.body.scrollHeight)
      return doc.body.scrollHeight;

    alert("couldn't determine document height");
  },

  get_window_height: function () {
    if ( typeof( window.innerHeight ) == 'number' )
      return window.innerHeight;  // Non IE browser

    if (document.documentElement && document.documentElement.clientHeight)
      return document.documentElement.clientHeight;  // IE6

    if (document.body && document.body.clientHeight)
      return document.body.clientHeight; // IE4
  },

  document_height: function () {
    var sh, oh;

    sh = document.body.scrollHeight;
    oh = document.body.offsetHeight;

    if (sh && oh)
    {
      return (sh > oh ? sh : oh);
    }

    // no idea!
    return 0;
  },

  smaller: function () {
    if (w3c_slidy.size_index > 0)
    {
      --w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  bigger: function () {
    if (w3c_slidy.size_index < w3c_slidy.sizes.length - 1)
    {
      ++w3c_slidy.size_index;
    }

    w3c_slidy.toolbar.style.display = "none";
    document.body.style.fontSize = w3c_slidy.sizes[w3c_slidy.size_index];
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];
    w3c_slidy.hide_slide(slide);
    w3c_slidy.show_slide(slide);
    setTimeout(function () {w3c_slidy.show_toolbar(); }, 50);
  },

  // enables cross browser use of relative width/height
  // on object elements for use with SVG and Flash media
  // with thanks to Ivan Herman for the suggestion
  adjust_object_dimensions: function (width, height) {
    for( var i = 0; i < w3c_slidy.objects.length; i++ )
    {
      var obj = this.objects[i];
      var mimeType = obj.getAttribute("type");

      if (mimeType == "image/svg+xml" || mimeType == "application/x-shockwave-flash")
      {
        if ( !obj.initialWidth ) 
          obj.initialWidth = obj.getAttribute("width");

        if ( !obj.initialHeight ) 
          obj.initialHeight = obj.getAttribute("height");

        if ( obj.initialWidth && obj.initialWidth.charAt(obj.initialWidth.length-1) == "%" )
        {
          var w = parseInt(obj.initialWidth.slice(0, obj.initialWidth.length-1));
          var newW = width * (w/100.0);
          obj.setAttribute("width",newW);
        }

        if ( obj.initialHeight &&
             obj.initialHeight.charAt(obj.initialHeight.length-1) == "%" )
        {
          var h = parseInt(obj.initialHeight.slice(0, obj.initialHeight.length-1));
          var newH = height * (h/100.0);
          obj.setAttribute("height", newH);
        }
      }
    }
  },

  // needed for Opera to inhibit default behavior
  // since Opera delivers keyPress even if keyDown
  // was cancelled
  key_press: function (event) {
    if (!event)
      event = window.event;

    if (!w3c_slidy.key_wanted)
      return w3c_slidy.cancel(event);

    return true;
  },

  //  See e.g. http://www.quirksmode.org/js/events/keys.html for keycodes
  key_down: function (event) {
    var key, target, tag;

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

    // kludge around NS/IE differences 
    if (window.event)
    {
      key = window.event.keyCode;
      target = window.event.srcElement;
    }
    else if (event.which)
    {
      key = event.which;
      target = event.target;
    }
    else
      return true; // Yikes! unknown browser

    // ignore event if key value is zero
    // as for alt on Opera and Konqueror
    if (!key)
       return true;

    // avoid interfering with keystroke
    // behavior for non-slidy chrome elements
    if (!w3c_slidy.slidy_chrome(target) &&
        w3c_slidy.special_element(target))
      return true;

    // check for concurrent control/command/alt key
    // but are these only present on mouse events?

    if (event.ctrlKey || event.altKey || event.metaKey)
       return true;

    // dismiss table of contents if visible
    if (w3c_slidy.is_shown_toc() && key != 9 && key != 16 && key != 38 && key != 40)
    {
      w3c_slidy.hide_table_of_contents(true);

      if (key == 27 || key == 84 || key == 67)
        return w3c_slidy.cancel(event);
    }

    if (key == 34) // Page Down
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.next_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 33) // Page Up
    {
      if (w3c_slidy.view_all)
        return true;

      w3c_slidy.previous_slide(false);
      return w3c_slidy.cancel(event);
    }
    else if (key == 32) // space bar
    {
      w3c_slidy.next_slide(true);
      return w3c_slidy.cancel(event);
    }
    else if (key == 37) // Left arrow
    {
      w3c_slidy.previous_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 36) // Home
    {
      w3c_slidy.first_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 35) // End
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 39) // Right arrow
    {
      w3c_slidy.next_slide(!event.shiftKey);
      return w3c_slidy.cancel(event);
    }
    else if (key == 13) // Enter
    {
      if (w3c_slidy.outline)
      {
        if (w3c_slidy.outline.visible)
          w3c_slidy.fold(w3c_slidy.outline);
        else
          w3c_slidy.unfold(w3c_slidy.outline);
          
       return w3c_slidy.cancel(event);
      }
    }
    else if (key == 188)  // < for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 190)  // > for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 189 || key == 109)  // - for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 187 || key == 191 || key == 107)  // = +  for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 83)  // S for smaller fonts
    {
      w3c_slidy.smaller();
      return w3c_slidy.cancel(event);
    }
    else if (key == 66)  // B for larger fonts
    {
      w3c_slidy.bigger();
      return w3c_slidy.cancel(event);
    }
    else if (key == 90)  // Z for last slide
    {
      w3c_slidy.last_slide();
      return w3c_slidy.cancel(event);
    }
    else if (key == 70)  // F for toggle toolbar
    {
      w3c_slidy.toggle_toolbar();
      return w3c_slidy.cancel(event);
    }
    else if (key == 65)  // A for toggle view single/all slides
    {
      w3c_slidy.toggle_view();
      return w3c_slidy.cancel(event);
    }
    else if (key == 75)  // toggle action of left click for next page
    {
      w3c_slidy.mouse_click_enabled = !w3c_slidy.mouse_click_enabled;
      var alert_msg = (w3c_slidy.mouse_click_enabled ?
                "enabled" : "disabled") +  " mouse click advance";

      alert(w3c_slidy.localize(alert_msg));
      return w3c_slidy.cancel(event);
    }
    else if (key == 84 || key == 67)  // T or C for table of contents
    {
      if (w3c_slidy.toc)
        w3c_slidy.toggle_table_of_contents();

      return w3c_slidy.cancel(event);
    }
    else if (key == 72) // H for help
    {
      window.location = w3c_slidy.help_page;
      return w3c_slidy.cancel(event);
    }
    //else alert("key code is "+ key);

    return true;
  },

  // safe for both text/html and application/xhtml+xml
  create_element: function (name) {
    if (this.xhtml && (typeof document.createElementNS != 'undefined'))
      return document.createElementNS("http://www.w3.org/1999/xhtml", name)

    return document.createElement(name);
  },

  get_element_style: function (elem, IEStyleProp, CSSStyleProp) {
    if (elem.currentStyle)
    {
      return elem.currentStyle[IEStyleProp];
    }
    else if (window.getComputedStyle)
    {
      var compStyle = window.getComputedStyle(elem, "");
      return compStyle.getPropertyValue(CSSStyleProp);
    }
    return "";
  },

  // the string str is a whitespace separated list of tokens
  // test if str contains a particular token, e.g. "slide"
  has_token: function (str, token) {
    if (str)
    {
      // define pattern as regular expression
      var pattern = /\w+/g;

      // check for matches
      // place result in array
      var result = str.match(pattern);

      // now check if desired token is present
      for (var i = 0; i < result.length; i++)
      {
        if (result[i] == token)
          return true;
      }
    }

    return false;
  },

  get_class_list: function (element) {
    if (typeof element.className != 'undefined')
      return element.className;

    return element.getAttribute("class");
  },

  has_class: function (element, name) {
    if (element.nodeType != 1)
      return false;

    var regexp = new RegExp("(^| )" + name + "\W*");

    if (typeof element.className != 'undefined')
      return regexp.test(element.className);

    return regexp.test(element.getAttribute("class"));
  },

  remove_class: function (element, name) {
    var regexp = new RegExp("(^| )" + name + "\W*");
    var clsval = "";

    if (typeof element.className != 'undefined')
    {
      clsval = element.className;

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.className = clsval;
      }
    }
    else
    {
      clsval = element.getAttribute("class");

      if (clsval)
      {
        clsval = clsval.replace(regexp, "");
        element.setAttribute("class", clsval);
      }
    }
  },

  add_class: function (element, name) {
    if (!this.has_class(element, name))
    {
      if (typeof element.className != 'undefined')
        element.className += " " + name;
      else
      {
        var clsval = element.getAttribute("class");
        clsval = clsval ? clsval + " " + name : name;
        element.setAttribute("class", clsval);
      }
    }
  },

  // HTML elements that can be used with class="incremental"
  // note that you can also put the class on containers like
  // up, ol, dl, and div to make their contents appear
  // incrementally. Upper case is used since this is what
  // browsers report for HTML node names (text/html).
  incremental_elements: null,
  okay_for_incremental: function (name) {
    if (!this.incremental_elements)
    {
      var inclist = new Array();
      inclist["p"] = true;
      inclist["pre"] = true;
      inclist["li"] = true;
      inclist["blockquote"] = true;
      inclist["dt"] = true;
      inclist["dd"] = true;
      inclist["h2"] = true;
      inclist["h3"] = true;
      inclist["h4"] = true;
      inclist["h5"] = true;
      inclist["h6"] = true;
      inclist["span"] = true;
      inclist["address"] = true;
      inclist["table"] = true;
      inclist["tr"] = true;
      inclist["th"] = true;
      inclist["td"] = true;
      inclist["img"] = true;
      inclist["object"] = true;
      this.incremental_elements = inclist;
    }
    return this.incremental_elements[name.toLowerCase()];
  },

  next_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.next_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)  // ELEMENT
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  previous_incremental_item: function (node) {
    var br = this.is_xhtml ? "br" : "BR";
    var slide = w3c_slidy.slides[w3c_slidy.slide_number];

    for (;;)
    {
      node = w3c_slidy.previous_node(slide, node);

      if (node == null || node.parentNode == null)
        break;

      if (node.nodeType == 1)
      {
        if (node.nodeName == br)
          continue;

        if (w3c_slidy.has_class(node, "incremental")
             && w3c_slidy.okay_for_incremental(node.nodeName))
          return node;

        if (w3c_slidy.has_class(node.parentNode, "incremental")
             && !w3c_slidy.has_class(node, "non-incremental"))
          return node;
      }
    }

    return node;
  },

  // set visibility for all elements on current slide with
  // a parent element with attribute class="incremental"
  set_visibility_all_incremental: function (value) {
    var node = this.next_incremental_item(null);

    if (value == "hidden")
    {
      while (node)
      {
        w3c_slidy.add_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
    else // value == "visible"
    {
      while (node)
      {
        w3c_slidy.remove_class(node, "invisible");
        node = w3c_slidy.next_incremental_item(node);
      }
    }
  },

  // reveal the next hidden item on the slide
  // node is null or the node that was last revealed
  reveal_next_item: function (node) {
    node = w3c_slidy.next_incremental_item(node);

    if (node && node.nodeType == 1)  // an element
      w3c_slidy.remove_class(node, "invisible");

    return node;
  },

  // exact inverse of revealNextItem(node)
  hide_previous_item: function (node) {
    if (node && node.nodeType == 1)  // an element
      w3c_slidy.add_class(node, "invisible");

    return this.previous_incremental_item(node);
  },

  // left to right traversal of root's content
  next_node: function (root, node) {
    if (node == null)
      return root.firstChild;

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

    for (;;)
    {
      node = node.parentNode;

      if (!node || node == root)
        break;

      if (node && node.nextSibling)
        return node.nextSibling;
    }

    return null;
  },

  // right to left traversal of root's content
  previous_node: function (root, node) {
    if (node == null)
    {
      node = root.lastChild;

      if (node)
      {
        while (node.lastChild)
          node = node.lastChild;
      }

      return node;
    }

    if (node.previousSibling)
    {
      node = node.previousSibling;

      while (node.lastChild)
        node = node.lastChild;

      return node;
    }

    if (node.parentNode != root)
      return node.parentNode;

    return null;
  },

  previous_sibling_element: function (el) {
    el = el.previousSibling;

    while (el && el.nodeType != 1)
      el = el.previousSibling;

    return el;
  },

  next_sibling_element: function (el) {
    el = el.nextSibling;

    while (el && el.nodeType != 1)
      el = el.nextSibling;

    return el;
  },

  first_child_element: function (el) {
    var node;

    for (node = el.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1)
        break;
    }

    return node;
  },

  first_tag: function (element, tag) {
    var node;

    if (!this.is_xhtml)
      tag = tag.toUpperCase();

    for (node = element.firstChild; node; node = node.nextSibling)
    {
      if (node.nodeType == 1 && node.nodeName == tag)
        break;
    }

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
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// for each language define an associative array
// and also the help text which is longer

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    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
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    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
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    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
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    "contents?":"obsah",
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    "contents?":"Inhoud?",
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    "restart presentation":"herstart presentatie",
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  },
  help_nl:
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    "help?":"Hilfe",
    "contents?":"Übersicht",
    "table of contents":"Inhaltsverzeichnis",
    "Table of Contents":"Inhaltsverzeichnis",
    "restart presentation":"Präsentation neu starten",
    "restart?":"Neustart"
  },
  help_de:
    "Benutzen Sie die Maus, Leerschlag, die Cursortasten links/rechts oder " +
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    "help?":"pomoc?",
    "contents?":"spis treści?",
    "table of contents":"spis treści",
    "Table of Contents":"Spis Treści",
    "restart presentation":"Restartuj prezentację",
    "restart?":"restart?"
  },
  help_pl:
    "Zmieniaj slajdy klikając myszą, naciskając spację, strzałki lewo/prawo" +
    "lub PgUp / PgDn. Użyj klawiszy S i B, aby zmienić rozmiar czczionki.",

  strings_fr: {
    "slide":"page",
    "help?":"Aide",
    "contents?":"Index",
    "table of contents":"table des matières",
    "Table of Contents":"Table des matières",
    "restart presentation":"Recommencer l'exposé",
    "restart?":"Début"
  },
  help_fr:
    "Naviguez avec la souris, la barre d'espace, les flèches " +
    "gauche/droite ou les touches Pg Up, Pg Dn. Utilisez " +
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  strings_hu: {
    "slide":"oldal",
    "help?":"segítség",
    "contents?":"tartalom",
    "table of contents":"tartalomjegyzék",
    "Table of Contents":"Tartalomjegyzék",
    "restart presentation":"bemutató újraindítása",
    "restart?":"újraindítás"
  },
  help_hu:
    "Az oldalak közti lépkedéshez kattintson az egérrel, vagy " +
    "használja a szóköz, a bal, vagy a jobb nyíl, illetve a Page Down, " +
    "Page Up billentyűket. Az S és a B billentyűkkel változtathatja " +
    "a szöveg méretét.",

  strings_it: {
    "slide":"pag.",
    "help?":"Aiuto",
    "contents?":"Indice",
    "table of contents":"indice",
    "Table of Contents":"Indice",
    "restart presentation":"Ricominciare la presentazione",
    "restart?":"Inizio"
  },
  help_it:
    "Navigare con mouse, barra spazio, frecce sinistra/destra o " +
    "PgUp e PgDn. Usare S e B per cambiare la dimensione dei caratteri.",

  strings_el: {
    "slide":"σελίδα",
    "help?":"βοήθεια;",
    "contents?":"περιεχόμενα;",
    "table of contents":"πίνακας περιεχομένων",
    "Table of Contents":"Πίνακας Περιεχομένων",
    "restart presentation":"επανεκκίνηση παρουσίασης",
    "restart?":"επανεκκίνηση;"
  },
  help_el:
    "Πλοηγηθείτε με το κλίκ του ποντικιού, το space, τα βέλη αριστερά/δεξιά, " +
    "ή Page Up και Page Down. Χρησιμοποιήστε τα πλήκτρα S και B για να αλλάξετε " +
    "το μέγεθος της γραμματοσειράς.",

  strings_ja: {
    "slide":"スライド",
    "help?":"ヘルプ",
    "contents?":"目次",
    "table of contents":"目次を表示",
    "Table of Contents":"目次",
    "restart presentation":"最初から再生",
    "restart?":"最初から"
  },
  help_ja:
     "マウス左クリック ・ スペース ・ 左右キー " +
     "または Page Up ・ Page Downで操作， S ・ Bでフォントサイズ変更",

  strings_zh: {
    "slide":"幻灯片",
    "help?":"帮助?",
    "contents?":"内容?",
    "table of contents":"目录",
    "Table of Contents":"目录",
    "restart presentation":"重新启动展示",
    "restart?":"重新启动?"
  },
  help_zh:
    "用鼠标点击, 空格条, 左右箭头, Pg Up 和 Pg Dn 导航. " +
    "用 S, B 改变字体大小.",

  strings_ru: {
    "slide":"слайд",
    "help?":"помощь?",
    "contents?":"содержание?",
    "table of contents":"оглавление",
    "Table of Contents":"Оглавление",
    "restart presentation":"перезапустить презентацию",
    "restart?":"перезапуск?"
  },
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    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
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    "restart presentation":"visa presentationen från början",
    "restart?":"börja om"
  },
  help_sv:
    "Bläddra med ett klick med vänstra musknappen, mellanslagstangenten, " +
    "vänster- och högerpiltangenterna eller tangenterna Pg Up, Pg Dn. " +
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      "nl":this.strings_nl,
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      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
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      "jp":this.strings_ja,
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// attach event listeners for initialization
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// hide the slides as soon as body element is available
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"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">Top Plotting Tips</h1>
<p class="author">
R Ladies Nijmegen
</p>
<p class="date">28 maart 2019</p>
</div>
<div id="some-announcements" class="slide section level2">
<h2>Some announcements!</h2>
<ul>
<li><p>New R-Ladies chapter in Den Bosch!</p></li>
<li><p>We are looking for co-organizers!</p></li>
<li><p>We are looking for funding!</p></li>
</ul>
</div>
<div id="why-are-some-plots-easier-to-read-than-others" class="slide section level2">
<h2>Why are some plots easier to read than others?</h2>
<p>Vision doesn’t come for free. One whole lobe of our brains (occipital lobe, in the back) is dedicated primarily to processing what we see.</p>
<p>Humans are good at:</p>
<ul>
<li><p>Seeing adjacent light/dark contrasts</p></li>
<li><p>Seeing angles of lines</p>
<ul>
<li>Why: Early parts of the visual stream are dedicated to contrast & orientation</li>
</ul></li>
<li><p>Telling that one thing is very big</p></li>
<li><p>Finding one relevant detail at a time</p>
<ul>
<li><p>Why: The eye only sees 5 degrees of visual angle at a time, & the brain fills in the rest</p></li>
<li><p>Highest acuity = 1-2 degree spot (=1-2 thumb widths at arm’s length)</p></li>
</ul></li>
</ul>
</div>
<div id="the-role-of-visual-attention" class="slide section level2">
<h2>The role of visual attention</h2>
<p>Your brain binds discrete visual properties together to show you a cohesive world.</p>
<p>Combinations of things – relations – take cognitive work.</p>
<ul>
<li>Make plots as simple as possible to convey the required information.</li>
</ul>
<p>Single features like color, orientation (A,B,D) lead to ‘pop-out’ unlike feature combinations (C,E,F)</p>
<ul>
<li>Use single shapes, not relations between them (line plots > bar plots)</li>
</ul>
<div class="figure">
<img 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RllmfBAolL8D98j4+3+Lr0l99b1i7svn9t5/sy2Uyc3Hj+29vjxtWfObjl9ZtOpk+uNuXcC3Vp+TAgOo55Jyr/hrngpvI6IVA+JO+VbcsCkkAbSKlnK5rl0CALKswEahGPQbQZeyBa4DPCQ1j0APzQCWJB48EFIHJTKq3B50CIq40XlEG0T76KSC1S2mOQ49QQAZLJUqlUgpJ2oFwkAR/ko8TSEGgkUsKNVYkIpL3wY7avDV0Q2lQ+ma0mtE0jLB3DBJ4wLKkUCI2aqIqWYhE6oQ2TJeEeAIQEabkItDk8Am6oylGuqzGUTDLKUQX7S4QdtBJpEGVDPFonJkRnwbobMZ4SkFRpagjvhvcDWnFsEDpNWNssiAjBNUXJkGTIXQIHaRsEg8mySDyrNo4hFctCDnyXyGScFGkEuEB7eSISqtYuDunD+m6UfX8AYKrIrNJXIWkEPPNhLcqHtPa6I6VOGfeUrf/OPX/nbZ3/69aP7Vga781S1mPqmKICJNqgTgPI2EpIISD5glvyQZqjKIskH5nMrwFbEPJumAjdlaBNEILUQZD51llJPr4MPetqbDdUVsS1NCRqva5FJSsdEJEr9gR6trwy4CVTNVgBPQEk+B1mLxCRR2+MR0FkymtnAB3NQEvISn0MJFiD1UZlC6ssKmlVKlykhoH4wySHA5xBdpP7QtAVSoKStwVxZltTWgkTBrYhemdX6yoBl1FGJMEPDA6aRNGg5CsJAQEVZwN+qChaBc2doJfzfwKlPCVXDuE/jIGQKFCjwHZdp2Ac2hf6gtE/rKqd4y0ebRkedHTP2rW984//8wz/8/Ve+8ndf+cqX//7vv4yff/gv31w0770id6wsF0E8gWxIwIKrAm6VOkXzRF9hU5XNoU9wGBJqy8w9bXkiV67I5Qrv1R6RrYBH5QyVS1NB3kGPGswDCII5+EA2GkuR82XZi+QSMpGyIhQP5UfGwBUS0okORcR7mVTGovrxOeCGaAmUQ57pM8rQ1ByA0gUQlzidyGSIHFI6kxJ0qf5CxVesMsUKm0dDG8gpJaME0gUT83mKUKQylOOKQRsPcCQFpnVqgUg4PS6D21PPquQlwYGKxa9+cHCJwpXIAYeslQTZDGE3W9jVWFyRZ6qtyAn4wV5EhApCgEMVUU8JMgzqQAMYUV8rqVVkJ1LQLQZcMpeHK1FXgHtiNTxIwfVwfofsBy4jgwmBMn5ADueFfJF4GxdEyoVGzPd3uIrcGSXunO5mr4w3krX+qgCAEhm81oMqgg9MUiCbXpxSbSRnQGQNmmlg1aJ1xnpExs73gAWLVKFEof5hALfW100Y+pRHn9qnCDVUb6INBEYEQ6+G6MP9HZ2tun27ln7329/49re+/h38/+2vf/tbX/vet7/x/e9+69vf/sb3vvetowe3dbUAyvO08SlKyqm/BBkSciPRI7JaH7ugF5k0mc2kcObyqcmkAsh06soK6Cm74tGIRVJPnhT0yLJHgjgI6BSknjxEM5R6Ns9mSnwOvAhIIgagNsBMaEcofqJwoklKy4rAqQgThQf0JcpcCrhEkTwyqNdPvabI8rWYguHt8pHp4luCD0yp9YUih5PRIlCo4EUKCoXPVwSQN6rOoFLXRaYMgz5QPDJf3FBpKHEntNRki2gj5Nk0PGFTWMhTfMVNiARcQv5AqWQ+0XkAuIoG9Sp+r+yDa0E2QUeixpDy5qh8jiroaCyGtBc8EyKAhjNwQ8A13kLgrVxAB7Koq8nyepJrqg1BSBNtfAfiFZgp+pHTu6SAQwxARiBHt0CyCEK6RH0nSD+smkgFhuNd0Oif9oT/evvchEpjEh6BtbM+aH+oVLuq5He0Zl+/vOnF3/30mU/+zZn+fkMloLNUVakzlnpQ4fcIbEhjFm2fIwiZEnUBueE0UgAuheiCEslS+XSVTVEgtVgDaSK2SAkCkhDJaF2nIte11ZdeO3t+5YJFty+dY9prVamRRgJIJ8I1jbLPoiFmETAC8kpiIPZBYEhekRGmy1wGFDqulCgSPHhue2NmoBM5AeQ8nKBQDWowBzqknNVAHYasRcKdZRvLGNuaM3o6TIpcofKVRa6ss4eP7Fi3KyUqtbulSpUgruH3kPwOkXWrMliZelRIbVGc0IAWBAHSDuruoAEY6IZsJQjHJX392Ur+n2ZaVhoi1JA4+CyhovVlQisa40QNUPbPmhQAn1oscC6H+f70aWO//Hd/C895881+23euO3Fy78rV85795b/gkx98+2v7t62qLMlRpTyFQb3laiAC1HZ1tzjTYu8d3L7v8vFb+zedPrDlZIkLUFKvqkBJmxSwyn6wCMDIriJlxM/BfOAC4AxgJwnUwStACsh5sljY3mrsakeKaacEi0Y3ofNAq9RSlNeyeo2K8CJmibI9JJo6IloRjgdRSIMI1GWKbEbSKTK+AjIrUnqKlZ5ShQW7FwlwJKAD3I9DxgOtBt8AnLmp+w4BggwV+IL74ynITlhwKrASbOfV+g/xs536nH125ElKkJyTekRpLKpY7G43JNq3rti/d+suoyGWgy5Ekag/ENjtwPVEwKymMpFqBK3IXMUgkieCeGJZ0QPg4/woFYQCJI5ZCkKe4h2RSuImDuoqh9NSIm6WJVOAyWluSfF3mWSmNM+Ss3vd/k1L9mfGpXE9ZSAbZBjagDQqEDUPN8AjkP5CUxq0bJtSFnpNUkUAcRqIpQKwNtGPmoH/wGEAEZC2yNtQ5s9kJJrcecqmGqFqY2yAeLuWpCI3cqoyCuBors9ctWyahkbPfPc733zhpWef+92//vbXP33huV/97jfPPv/cs6fDdnc2o/kgWRw0WADOo6wUQsEJuSAwSDotIFRZRG4Hl3OogTy520uyG1yF1gxkQaaTrGFMlGmBEoR8RS5CWib4QDAm6h3lcyU+Q5EzJCENIkzknC31qd2taQAlGryQ8XXKBKBdFHgmwWOGwsTLbCr5A1R+0AmmodZEzQAeEV8CdfXJND/DC+2iwGckVGwuql1m8hVUGuOFHKTRLhG1B2zJVKVkWUgCoQrU5VbWXl917dTFFXPm3zgb1taQpypV2kAbMl0iVPJ8TUKRAwsoUj5+RRZLEwKomxpZLHIMyGLcGZIChYf+gAvZ0L48kyOSDtCiPmin3heuqLXJ3NaMrLQg0FFy83zEohn7zxy6X1lcpKoV1BMuGCQJ1Y6nk7MpUIcy4FonSWkSUmTUHnWTFKs8KABcEIKUp87w38I+P6E6gGsi60J+SfOGVLuqVjbUZCz8aPQ3vvbVr/7d3/3kRz/66le+Orhf3+yUBwJTCGgDoUJfSEGd1gWBZrbR4Bn8CTynItkFj2ojMSo0TqbKgFDBNHrAhyoWqnI5IIOgR7Vqc1XaGyqrtq85NOz1yfs3nu2u61bFLpnN12YcaIZwZWwyJJJQqErFquh9MhNBNauqhX4AsQWBBdDFdW017pSYaxUFiaoCce0mz4AzoZCqZgr1+ZDrAx9Vt89nTk64YjMmqapfVZvs+tgV85ZOGrng4dWs7sZWkStR4IIyiB987AH9gzkQZpALVAzgu4rUAfFjoLkwUOXajCR4Jz2Octk/qef/UaYRKtknn2jvRaZNc6DOVcA3knutx5UzQ/rQ2JWMaqlqa8o+vH/xD3/wrb/7m799s/9rD+6f6/YV4PO6Wt2xwyuf+/WPv/o3Xxr02gspUVdUqQqJlMTlyqJOVT2yVG7ISVw8b+W4txdfP5t54sDj7WtPluXBZ0oQk+RdkptSumCR2OOi2RAicgvcGS6BtNgoSpkc9fmDAvMb6h2ZaY/zHKmqUqGiVBDg9PVsQlIZyAiSC82Zgl8BywDfcFc8Aj6M/+FaNjloon5pmp8MN4PhBygqp9TjlLlCVSkUuVwaA1bwiDTqnMA9qSReVYEA18lStqKgJDSBRfNk1AwKDDy1UNcLAI5macFtUMPwRhQPzER9GzJXLPl6MqIss99ftXDuitSUaBaikHwe98c1dtITIAC8OA2boULwCbJbRBzuAzTE/3gcYCtXYID7JEBlBlSRrb0F/qR12VGHHsxcUxOXY7zp9ER3d+Am5S5j5uIZG2dP2BJ/H4RajgLTtAP6Cl4fHExa5JOcHqIWRdIii6pUqyLFTbMlaGoVYi1blZJUKUHFD6hkJE9BxONnAPRTVPqJkQ6A48naNCiAMjCXMlRnY03m2hUz/+qZZ/7hK19duXJ2bNy5R1FHIh/sjY468vjhoQeR+zyOe4wPUQmc0TwWBA+dLbuIpQStGwmIRLWk1aQEpW6RkbIzEApa3gx/oKbHNcj8oBRBwAh2CGvAEWoAKiSX4l27RhENIuepqzamJ14pK4ymCpfR4lna/ZF0FtAQBnUAIO3LBovTGzHQCmbcluZIAjSoVuF4epnPprk/IGz6BJ9DCiDE8Mq4Q5E2OKJ5C1QCck3yTzwlE68jIP9hqjpqW45sPT1h2JTjew82VMKparTr4VE0bEkzsxA1NGuhQAo6CKCo/PDzDJUGTeADuBLlMdNofRCSyEspPo3a4HM8K1PB/yibUiIHK4rzjLqs+LISfKuS91WdOXRj7KCN21beLPZUqmqLxDsQy09gWYGgBIzQ1FTyDZoMgVKhQoooJNVyqqKQSvsjf/ivt8/f5YtahmJCUuiQaMAJorXC44jp9+qzX/rSM6+/9PyyRR//5uc//9H3vntgx7qOZtRyCc1DodmtNDBJjqj1+dC8PihoAJNsENkcX3t6T2cOtJI26AKRS6keiUTeJglmQTBwYm6A07N8YV2NN/Lu7f07Dj2+E+VrrVelMlUxKYqR8Rt6uqwcqJQmNxp5xs4G8zgmXwL9i/ag3xD0QZXTBGCta6vI31mf9Chl3dINKXH3Oa5SEuETCEUL061rRybaCWWKljbKSq4sO1i2wGpJ2rR2/dWz4YzPz3NNZYXZV8+dOLw7zK5zMl11PBiaRnBtjN/k68oMdifQUITiEP1eLlDMBb180CQGDRJjFPxGrstA4zFiPsEcBMpna/h/hWmJqTYXSQM+SsotFGkQoaABFvkcAjgf8VycHzNhzKtfeuaZX//rT84d397ZDBSABEEseavLEs8eXztp7IDZk0dkJV5TlRpFKREFE4StopR2+2pPnb486M0ZUyfvTYwvy/PWOZ2moL+EYZ1tbWld7Vk8ZLJSAg7mfHAzryIU+NtsXU1Gf5eR5w2CqBOkXEF0VVdb7oRH7N5yLCoi2t9RybNFfEDHMoka3cKRLIEOY7Dbzvk9El8oSwV80MoGdBybzQayhGAuGzAGfWYBKQL1UubxfkdnS3ZXZxbKCSgMTRdQZKiHTEVIUMRERQG62digvaPR3NViE6D6RaMo6GTZKMqWHr+hpVnX0W7jODchHXVs2Lmgne2xsT0IinyJzQt0W4PdNAuU/sq5OX+Vx2q7dPrS3VvXy8rMPF/CsTYmqOODRt5nF4MFAl8cDHr8PVae+MAlMjaO1QfZHJ7yHg/XafN1mFjGytGAnxHRRN0ngjUYsHR0ZLf3ZPASINWJ2Oluc9y9dWHjpm2PHj1uqPGywfKyfPOVczevnn9Y4PGIfKnGahaRt3S0ZbQ1pTI+PSkMxSJwOqoxxoin8KyTCzp8nUZ/j1GEhFVoHESCSlCyVSVekR4qUiLRPKCc5OZn/OqPqBSsQ7KVNZJKoyyT5nPI+BaARXQ31WavWjoT6el3vvH1mzcPy3KxJFl5IZvns3g+EyaF1BLSPjhq0Kn43DTuwzsEDg2ayTHZIm8UOCvrM/W0Zge6smjwT3FSBkxJbanAlbS3WFobMoM9Bnq6SjPJmQ5HsMfJsm6BpRyX81nQcDyAqKe8xOO6ffn+3s0H0xIfMkyRIrvx+r4uY3uzwdfl5XuKZD8yQhChmyaRgU2RCBKv2ATW6muz9rQ5eb9LAfcD7mQ9ElORM3a3Z7U1Zvo7IUdQAC+Azu/XBfwGJmBn/W6ByQ/0UFVzQbMCjlfcslDZ1dgYG5F4Iex8TmpCR3OeJBRzrJVljBxjFliXwHhRfsbnZgNOpscM1IJXMIEcxpcuMjohkBvozvIH9Cy8WkBhCrWpDEUC6+3uNnR2pQaYNJEmcwF4a/NtthNHLp48fs1kyPZ1eYI+d2rywxPHz0c9jm2oz1dU0GS+KrqYbn1HQ1pPcxZN5OTdYtAhBDxsTz7TWcj7iwHUHGPr6UgPdKXJ8AoF16DpP+MV/5X2+Scl2TWZhlwQIgut62hv1l85v/sn//Kdb3ztHzauXfD4Qfig/n3/5q//+r2RA8uKUpHak8KirgngKXwXeZudZvCzgIYCmfcKQU9NmS4n5UFy9N0CdyYfKFLFUp7Ja6jP9noeezxR9fXGlhZvXl6uTpfgcmeVlpn0xpj4hJt2ezLLEPIqqqGlNdWY8yDh8V23LZljoLDympqNTneqw5FRUmKqKLc4benZGTFee46/o1iRy33dRfGPUxbOODJuxLpzJ+8UFznbWtyyWMb6vQXOlMTouwlRd4vy04KMPcg5g0yV3WrdtvHQeyMW7Fh31WGqqiwtdTuyU5IepqbElBYDegq0ZMtRX51iyLqZlXLJY7vT0w5ZVyZxpTUVpnxHRpErtyLf2ljuybem61LvVhakMd0ehc+jVDWUyf0vsVC3zCdDp08JVRsyIQeg0Rcth5DyZQGEWuu0PHz5tzRYMKT/q/bcCFIYpFi1yzhHe31WkTOq2Bnd1ZSrCB5ZcNAcadnDsZUut3f9huOvvzFn/MTd12/pquorWbGAl10VFbrUxEfxj+86bQndXcDZfHCSwLpryg2ZCY8f37kZ++h2vjdL4KsUtb6+0X0z/O7MqTtnvH/g5IG7xqyM2kprcV56TlakwxLf1uipr7IZs+J0WWkFXnd3R03QV1RalKDLvmExR5UX22qKSnWJOakxsW3NSDdrAl0FhU59SvTDhOhbeXnJPI9ksVDgTAKlFBmqlAPQF/mSzrYyu1kfFREZ/+BhsccA4FCkckmuaunwWh3JcTG3ox+F260JPV3wyZKerrzSIr05NykrOb7A6a4oLEuOSYh/HFlckMVzHkUubmm26rJjYh7fycp8VF9v9/tKS0sNen20KTeuxKNvry+uKHNm5cRlZj2sqdCLPYXtDXaXKzkp9Z7FmN5WXe7IyHh064YpN7W7u1JRkK/ky3x+e4vbbEh5cP/ao+gbnvzcoL+pu6khNSptwewd49/deuxQrCkzr9jpMWVlx8YkJSalFRZZgkG3qni4gKekQBcffftxZLjDnNHVXiQKxUzQVVOZY9LHpyfH5jlt5ajf5OjY6Bv57lQuUKRIJbLggeaWhWxaTSfkai7koWzpSWh8ikQ/bTT3ivrDaVIVEk0klwKtCKIBY9nb0pCzesUs+NU3/vkf9u9Z4fVEO+y3TIarxtzLdtPV0sJ7gc5sAjSaLYFkDtK2WA3mAdw6m7OLPPGm7Fhbbk6+zW3LNsTdv5eT9rCpCSqnWOZLVKlaDFTnuw0xjyLu3rycFH+vvgZyvFFgiqtKskz62IyMeJfN2N3cVOhwpMfFF7vzSzzV106nzBp/ZMb4AyeOhAMFgmxtU1NxTmZidOSt7KTHhZb0jhokfOCnAupFQOBQ4ujieHdVhT4tPibqzmNTRnpTjUNgC5HwQSSVl2VlpUVGR4anJ0dUV6dxgo3jHc0tBrstPjMt2mE21ZbVWXNd0ZHRuoyktlYnvsUEir0OU3JMYlJsjNuZ3dNd6veVFeRlZGVGGPXRdTXOloYSuyk7KzW+wIu/enp87qLCrJyMGGNWSn1pYYXXnhh1KybmamFpliCWqVKJyhZz3eUVJZ6E+Kjbdy5nZkW3NBapbGep03Nkx5n3312zeEFYxJ1Etz2nMD8lPevO4/irBsfjli69qLp43tPZnGfMiH9440pmbGR9iVXhq+DwHU22fIc+OznLlGOsKffarbEPHxxOTTnT3JihKl7KuP47AebnzVBpMhij9XvgxajDIS/PETlv5rtf++pX+rz0q4T4q9VVthkfjocfP/fsT9JTrooATRqGsVLfugapWgBYZFpNVcZ2V6XHxV48ceXR7eT7N5LOn7wWGXGvrqZMljvz861nTp9av2bPhZPxd686Ny6/O3/6qbvXMwvcxVcvX92wfsOdu7e6e5pVtd3rTbt98+ytq7fuXH147eLVmOjbrS0Vra0ND+6nb1l/euuGM1fOJ107n7VpxbWtKy+nxeT0dFXD1cMOhA/qs3lY/z27d9w2GE2VFSVFBUXRDxIjbsSlxJlOHL6ydSOU+K3m5iqfL3jnZu67I9e++eqSjcvupseXu6ylqcmpJ8JOHDpwND0tzR9oDgSqjYao02H7b126kRqVfv7I5buXIypKinmuvaq84PqFiI1Lzx7Y/CDisun80ajVi3bu3brfps9S+QZVLNLg47P1/D/N4OKaheb0cp8mVNOT1TKCiWZL8iaZJrWi9fNFDiqkxqJ/8Kuf/hAOM+GdQY0V6TTjI7QEmcQ4cAqkC9lUTjkrzRelpR2KmMf4q+3WwvVrz/XtO3fcxM1Xw9OaO9qCXLnNEXXu3KEbV8ITotNPHj0f/SCmp6O1u7M6Ie7WlYsnox/FPIxI2rn53J6tVw3ZJR0dwbzCwh3bLwzpv3Hi28eP7o3MyUhrrCuOe5Sx7OPj29dd8VrKKotLL565tn5N2JnT8UUFtV3tNUZ93P59uzZtOHT+ZNLZg9mLpp5ZNe+ww2Jtay9NTXp45uiFuHtZ4Zdijh6+aDaZAgFgRL7EIZeCRChUuJb6qubrF+Iun4mLvp+7e1PYlrXb0hMTWH9Pc3Pn9fCo/QfOxUWl37/9MOzI0cj7EU0NdRzbYbc4dm45Nn/2lqP77kVct+7d9uDjWXuPH7tQXeuWlPrm1uLHj+/v2LblRNhupzPd728pLak6cez6ysXbw8/frSmqMenzN2w8uWTJtsTYWCnQ0lJdfvXqg/kL929ee/7e5dRrxyLXzN+/ac3pjDRve3uXyDfXV3uvXrp49cLtR/ezN2w4v3rVufTE/MZy39VTj0e+tXbE0CN7duqSo4vyTYUZ8Tn79p7fsftseka6z1fs7/HEP751ZN+5e+HZkbeMp47cu37pXkV5gSx3FxUWHNh1ZcGsg0f3RN4Lzzy099KCOWsP7jqRZ3dxgQZVqpRZWiKs8F6NUQppCjSNZMOpPtFkf2oaocL9CE9wJa2dc8pgI41QW5ty1q+e/aVnnvny3/zV75/72cjhrw0Z9PKg/q8O7Pvy0AEvL/7oXachUhUrtaFll8whUaZZVChAT7szOzV55/rzKz66fGZf7v3Lnr0b7qxYcOjyhQeVZXWq5Kup8ETdv3Lt8umE+Lhb4ZErl28PO3a+qMAmCdVNjd6L528umnd89+boOxdde9bfWTxz95UzUalx3l0bHr/50o73R50OOxbryMsvrSw/f/7OqbDIrGRX0qPkB9cu23KipUCxyuXTjFbZrih5HFeGLOLc6Yv3byWfPRq5ccW+Cycv1pSXCBxv1FsOHzgRfjUyMSb74rmrJ08eMluSJbmtubk64va91ct3b1x77srZ3PNh+tWLLq1ddiQxPrajsywYbMj3eM+euLRp/aY7d642NVVywe7khMz1q7euXbkxLTmzprz17o2MVYsPHz96objE2dXToMu27t8evn7xxbMHYm6dTdqz5ezCRVuOnb5UUOSU+VpVrNOnJ50Ku3nvjuHokejVK05dPRdXk9/syHCvmLd7YL+Fcz46dfN6ljnX7nE6rl65tXrt7tMXrpTWuGW1wePRnT9++crx6NjbtjsXEs8fuZSZ9pDh8n3dBTEP49cvO79x2dXzJ+IunXu8Ye2RlUv2PL6X1NZYoULQIB1/Mlfjv94+f5cv5Q0EmjRuYQbexUedeuE3//p3X3rmg8kjS8pSO7vcWzfP/4evfuX73/n6kcPLmhvTVMktsTRfgFJVGlfXq5IOZCyypV6za+XcPfOnbclKcTttlVs2hU2Zsuzho+wAJ3mLKtesOzzgjUXTJ17auyl35YJ7C2ddiIv0lnhaVy3e9/vfjNqwLqyxnm9rksIO3lk0b1PUoxS7zbt/37HZs5Zmpns629Sb12wjB68aPHDe4YOP7lwvnD3pZr/nNu/ZcL25sbKzs+rMqYg3+24aPnT3ibMPSsqLyqqrrl7OmvLe0X3bYqrLgxfP3x7Qf+T8+WuLippYRr1zxzxm9OqBr3+8d/uDAndHdVVrXHzS7NnLRo2cc+liclub6s2r2rhxz5RJ8yLvppZ4fDvXRkx7b+/1y7Gt3c3NXY1791x75bll40acOh1mPXUidfy7qwf2//DqxSiRZaF2tYGB/y7+8Z814JqWm/4lQuWNMk3Goems2pJiu8R5JR5au86gi/zlT39EhPru0KYao6qWaHMTjIoCWoWDuWnUQC0jccppg7XEqchTaxqqWg7uDh/wxodTp6xNSnJwglpUUL1n54EF8z9OSowtKaxZvvjowjmnjbr2woKu5Su2zZg9JzEt3e2p3bDm1tB+Ow/tTSur7Cqvqzx89MrbwzZOm3ji1vXU2roShuu8eTVjwMubRg/ZpUsvaqyvPXzk9IgRSxYvvmyx1Hd1dxmNusWLdw0etP7jWTd2bYpdt+T8nq3nbWZvRmb6mtWr163cWOCoTo4tnPHBwR1br3nzoQkqFdmJrFqV67qbW2IfWD6cuDPs8MOiouZ9ew6PHjX69PHTzQ3BxISSCeN3z5t3JM9bb7e616zcNHf22pREN8erdkfZ5MkrX3zxvWXLT9y94zl8IHP40I0ffLA+S5frZzp9PcHI2znvjZo7fdL0pIRHHM+2tPCbN51749Xxm9YcKC9oyM1pmDjpxOtvLLl47o4qdnW1tBw8+KBv33XvvbP77NHH968mLZ1zcOSQdQf3J5SWdbd3tEZHRU6bOvPsiZuFeYFNm6KGDd1x5nhSfUVbxI2H77yz9O339p06b7JbK9vranWpue9PXDN42MrbtzJ72ludxpyPZyyaPnmtMasp38FvXhc+acLy+w+iAixbVNyyaM7F159ft/ijS3fCc04djxw/euWkdzY+vpPT3lKnKhWyAFazy5w2F4bm04LnnJpr/QmPPjXqsraAU2WaPIj8hoaKZM5Jo4ByXnND9rpVs/7qmWe+9KUv/fM//+P3v/vN737zW9/95ve+9Y1vfO+b/zRi0HO69MuqWq3Q0LKLlnIyBuprpY7TsvS0rPfH7Hj9uU071yZlJFRdOZv03jtrJozfHv2okAuoWckZ0z+YvGrtsryiAoOx7N0xm0cMXXnvTrSqtghSx6EDkS//bus7Q8/v2Ji4c/P19Wv237gekZPlOLgncvAbm2ZNPfcw2lLdUZ9lNkyesnrerBPGzKY8W3nSowhjxl0h4FJpaRaNQ/N8cVFB/rZNp+bO3JaT5U2Iy5kxbfHc2SutxuKacmH31rujhy+5GR5f39AWfvPh5ElL9+2+1dwotncwFy/fGjLsw+HDlx3cn3T9Uv6ieddGDllyYP/x4jKXKHINNT3rVx3u++rIzRt3VZTVqrKaFGcbO3ruoAHv3rn9uKGGO3/SMLT/ptkzthvMFj/r1+mKF825MKzvxmVzT966nHLs8INR72yYMGV3TKyZ9XU2VXm2b9o4Z84GvaEpJrbmg6lH5s44YMkoKHWUblt/dMjwRctWXUpMcVdV1TY1dOzdde/F51fO/uiSPb+5NdBx+ty5d0bOOnUwoa5QTbxfOmPi+pXLlxaWpwf5hju3Ut4ZumP0kN07tkWG3zJsWH935JBdG1bed5nLVbC45NIc4NP4819mn7fLFyazNgUcIDkUySzx1hPH1v71X8Fvn5kyeWRSyuX4xPMrVnzwg+9/86tf+Ztx771qNl4jiOSd2oxB3MGocLSRB1LbzqaCS8cj3+6/fMmcvYUFxV2B9mMnLg0a/NGGzVeKKzqKq2q37T4+dPiiWTPDIu9ZPXklLq+1qam+orR+9fJdLz0/YuvmsOqqYG5my0cfHJ8xdUt2trmmruLIseMTJiwIv5FdVaXevWN5Z8z8CZNnJKSmFBd3bV4T89IvV61bdrq7p06Wu27dffzmWyuHj177ODVZlNpq28tOnogZ/87RPTtiioparly7MWDgqCmTlznsDYqiZmS53p+8uH//98+cjmRZhReD6VkJcz5eNvrdpWcv5JaUqZGPnO9NWDZt5jKdztzcxJ05kTFqyPqVq/bnVThaAjVHTtx8/bVVM6dfycltMtiLFizb0m/g1GPH7nd3BlSxRpvn8t/FP/6TRgz6lE3/PKFq/b12GKSVyIBQ82gGh9pozI381S8oQx0xdFBBXjbRp2yWpCxJyha5nGDA0NNp7mkx8N12JeiS/NoiFtmhKnV8p+/c0VuD3hg3c9pym6kYzZQSW/D+2OWLF663WKxed8X6tec/nHTw1g2n09Wxc/fZuYuWR0RF681la1dHDuizZ8vGmLLqph6x7tqd66NHL/5o+qHUFDMnt4pqZ/iN5EF9178zYktOtqOlrTzs1PEho+YtWnbJ4W7xM0GL2bp40dGBA7YvW3ovO6ewpq6osqqgqan99Kmb746ZsnP7ruKCSl1G9cdzLnw041BaWireSJatEnIptaGsoHDT+rNjRq+5ej22pbM+IfXWgUOrExMiK8tadux4/GqfdWvWhlfVtVTXFu/YtmfsqIWH90fX1Eg2R8W0WateeuPtwyevl9dwj6NKJ03eN3HyysiomLaOTsanPr5dMn7EpinvLYiLiRZEsa1T2LbjTN++76xbs620sNpk7Jg6/cbrfdefPXNbEZu6u5rCTsT06bv+ww8Pm/QFZQWlO7ecHjp45ZYtj0rKg4UlxZs3r5swfuLtmw+bGvlHUc6de27FRmc319ckxDyYMn3ee9NW3YnOau2sk8W63Oy0iZPWDHxrQ/h1W0uV7/qpiGH93188f3NpcStU5uHD0SNGfrRlx56iirL8go6VS+698fLWbZsjC4uasrLsH3+0d9yobTfOpzbWww3yVCVXEnMkVqdwoVV2lHr+gTv/nCm0CYaZGIi3kWTnCJcANTQrUPY21WWtWj4DfvWVr355/MQRu3at3LVj+fYtS7Zumr9z20eXLq4sL7uvKp90nonaJGHJJql2SS3J0me+9+7Ggf02Xb6U3tLeUFRqXbl228DBi/buia6rZPRZxoXzFqxetzbX7EpMrh779pl+r+66eD5eVjtltfvIkajf/HLDqOFHouOsVQ15JVWZDW222qaCU6dvDB+2bMHC45lmR4fUmG3PmfnRzv591mxedV+Xnl/odtSU6hAXJCJl5BuugK88MiJjwti9cz86ml9YVlXnPXfxyJGjx/I81Rmp1ZPGHR06ePXDqPSg3JWUlvH++1smTzienFjb3M5evXVrwJCxEyYtT8+oyM8Xd+2KHjFiwcZNO7358EC1vprdsOp0vz7jN63bV1FSj090WZ4x73z05qAx9x8+bmrizp+2Dh6wc/bsvSaHjVF8BmvJgvlnh7y14njYzcqqqoRk89hxu0a8ffjRo7KOpsDje7cmjH938Yp1+WWNJdW+sJP39uw+U+QtrC0v27cnbMQ7C9ZuvWh2FwTFpgDXvnff3eefXz/34whXUY/JY581f+6Q4e9fuZTq71DtuV2zp+x4d8wHD2LuNHe23HtgHjVix3vjtj+M1xVUVYadiRw2YuO8ued1GR5VgAhwaw7wxxD0X2RfQIYqa1PttYmLnpKCmEXzJ8Jr8e873/nGiy/9+nfP/+KHP/zO3335b7/0zDM/+pe/j7hzSFVrRd4ji7Q7qyyaaKGepEfO0VBduGHF6Vd/s2D90lON1VUC13727J2+/ZZO/eC4yVBfU1Z/cO/xt0fPW7bmhNVRIEpNilKuqC2VpWUb1uzq99qoHdvDSst8Dx4Uvzd2//ixW8IvJWSl6M+durpzx4moKGNxqf/u3dzx7y2cOWOx0WBsqg/s2RrT5/ll61Ye7eqqUVX/vXsJg95cM3z4+uQMFKY7KBTmlehik2PvPIi9cj1+zZoTA9744INxq10m8jmrwT35/UV935h46XIUfhXFjuzsR4sXLxk3fvmFSyazQw47nTts5LKP56+3WxwtjcELl7JGjt7w0UdbdVm69uaWs6cf9++/dt7H17x5nYXFFStWbRs8dNrho3eaWzpkoVpbI/jfxT/+swYE/LP2KewTaAqlKtHmdtpseC9Nu1VrPbYHA1//V/jPKy/+PjbqMhvQJoKqRlmytLdkRdzaN2f626sWvm/OvqVKBQqtGbDSiJfarjDshePXB7wxfNbM+S5nMceod65njR66cOa0LTfCkx891p0+defwwYspiRltrfUlpZ7H0Q8v34g4czZ21gcXhvc/umtzYklpc4BvuxVxb+ToRbNmH8zIMklqPXzs1u3EtwZsenfkLn1WQXNjzbHjYcPGzl687oTdWxXwdzvM1iWLDg4bse3AofjyykpglKo2d7Z379lx6a3+H65aevDhXUN0pCfsQMzJg7e8piyUFqmPzFhxmdPumvzBln5vLrh04yEn1Xb2mGqqEzra3JX5RUsWnn7uhRUbt0Y0tLa1tpYf2Bs2fPDytcsj8p2My1Y1f97G1/uNPXn+VnOnmpxSP2Pm0clTl0Q8vNnSWRNg1fv3SsaM3j5p4trY2EyWV1ra5W07zvfrN3bj+u0VJdU2W8v0jy70Hbj89KlwiWvt6Ww9fjL6jTdXfzTvCGRHU23dgb3nhwxZsWFjZGk5Bykybeqs4UOHRUTcFEV/c3tVYYm1raXU11qTHBM9c9riyVNXR8Xm+JlGpHdZOQkTJ60bPnzv7Zslpfn+XZvPv/ri2BUrdpWXt3V0qSdOpgwdNmf+/NU2h6uwqGvVqnuvv7Fh357Ixto2m8m6cOHOd8auu3Qhpqm+UOvPN9DeZ4KLqJENLRGB50CK4f/PONUTo7UWIFQeuSlN7lVo2YlDgZ6jiX6O5rqMlRqhfu2bXzl7bkNjY3ZjY1x9TWxddVJddUpzQybrB496FNyKZszR12XBKYlOUS7LNOSMmbKl34gtF29l97DdHd1Ve/cf7z9gzrIlYfmuvK7Ocpcx5kEEmOvBrn0P3xp5+KV+m85ciFTgk2rr0UO3n//10qnvH3K5PXBvzZntnT2OU+fOvzViwbylYbk2u6i2VtUU7dl+d+DLuwe8uufjjy/fvqurqqpSpBpVKdDmdRcynY0njye+/saWaTPDCoqLRLm8ri6lukbn87XdvJ/5Ur9l/YdtiE5wiLKYpbNNnr5j4IhN528YqxoC4bcfDR/6/uwP1zjNjbVV6v4DcSPeXrB+/Xa326yoal0dt2H9mUEDxu/YvLOyuARolpvrGjd+9tBh4yIfxNQ1sucuGweP2jR7/nazw8SInUZr8YLFp4cMXXrxUkRre31GhnnS+7vfGR326EFVbXXw5MkLA94cuWDpmsKyYl5qqa3WlZdndfaUFZUX7j50Ycg7y9dsvmbLK+bUBr9Ut+fw1RdfXb1w4d2iwp6M1Oy3R056c8gHNyNyeF712tsXzNw2tN+E86eu19V1RUa5ho3Z+t7k9ek5+pb2uouXIkeMXDd33hldllsVav5AqLQRB/lAyEi+k4L/DDT9f2ufn1Bt8DyJc6hqqcSX3L99+PWXf/FXX/rSN772Tz/6l+/+8F++/+Mf/eDnP/vR97739S996Zm//tIze3as9HUXSlKpJObJ8FrZJIk6hSRYcVVlweqlF17+zfKNyy+01VWJTMO5M7f79l0zftxJY1Ztc1njkd3Hhw2btm7bmeLyKgn1SKtaO6vKy9et2t7nlcHbdx4qr+wOv5U/YvjhCe/uvX0l3pSTYzQku7z6qrqyupbu2xGZ495dNHPa0twsQ325b8/W2Fd+v2TFsv1tbbhP4MG99EH9twwfvC052aCqyEsKGjscCelRl2/eD7+btWnzjSED5s18f6Mrt14VVVNW3oeTVg4YMPnilYdwQUXy5+YkLpq/bOyYJZcum8xOOeysYcTolQsXbLAb7U21wfOXc4a9s3nm9G05Sbqe+o7zSAj6rJo567Lb1VqUV7ZsydY3B009ePRmU0ubjPf6X0WooXwUr/NHFlpnpooO2rCNuitcZJxbVcvrK5JWLBz1z//01W98/WtzZ45xO+9pI6b1Al/48N7xAa+/8OVnnnmzz29TYs9Qry80GecUmUJF7pAZ/uKpmwP6vT1j5kKHsyjoU29fyxj3zuLxE5aevfTQ6sr35Js9eRmNjc5goCrfa7h959alaxG3bmfNn3NmcL/1O7fcLiuvCnCN4bdvj3hn6bSZh1IzgDgtitpx+3b6kIE73xtxwJBe0dnUfubMpZHj5y5cfxha2+9r9tgNy5buGjV248mziRWVZapapapNrY1t2zed7fPS+NmztsRE6fPdVflua3F+Zk8LXt+l7agAN6uy2uzjJu367YuLDobdZHm8ZrHWod3cUJS/6OMjz720fMP2e9X1LfX1pfv3nhw1Ys3aFfeLPUyhs2L+7DV9+ow6dfZGS5sSF1s5dfK+KVMWPY6+2+Wr8bPq7Qjn6LHrp0xdERefwnJSW4e6bce1fn0nbNqws7qixuFonvnRuYFvLT9/7o7AdbS2tBw5Ft3vrQ3zFoS5nEV1VWX7954eOnzFxs0Pikt4o7Fg6vvz+r0+5PzZizzfg4hT1RZV9bFdjYmP4j6csOT9d1dHPzZ29bTLalt2bvaE9zeMGLn33r2ykuKeDeuPvvD7katW7ysrb0cZjh/PGPLW3DlzltpttpLSrpVr7r762rpd2+/Wljfa9Zb583eMGLv2wuW4lkbEYz4SU1lyyXKBDCdBkkqr+PH/U0L9jL+RPVnPSsOo1EFCGw4Qs5KbqYK9rSFzjTYp6Xvf+fuU+JOq2gU20RiuWVU7IMhICYl5Ku3Gl60Ec2TGqDmnXRaLTSbd5Olb33p7w+VbGT3B7ta2mn17zw/ov3zJ/LNua1Gwu7HAnHr74rlHdx+fO5s0ZPShF/uvP3/5gXbPlrAjN159ccm8mceK3Hn0ROQeUmFnR9HxU1f7D1kya+FxgxXg2cKxlWa9be+Ou8OGbv7di4s+mHk0Mdkg8dXk5EGDKpWynS1Hj8S9+Or6iZP3mQxwHkg3eAvK77txLfHFV5YPH7U/JRESk8tK00+csmng0E0XrpmqagMRt2LHDp4+b+J6V1Ydkv9DBx6NGj13w4YdLqdDkJTK2sD6TccHDxq7Z8uOuiLUvJqT6h7/zvxRQ6c+vp9QX8devmp6e8zWjxfssJqNPNNhMRUtXnQaufWlc/daG+qzUwwzJm+fOPZQ9IPSmspgWNiNPn3GfDhthcPuVdU2GpqhSm7ML8jbs+fiyBHLt28OLy6qltT2QKBq997TL/VZtHjJ7WJvT2accdTgmf0HTbv7OFtSVae1ceHMrcP6Tjp77FZtte9BjHfYuC1jJq1KTM5sqKm6dC5y5Mj1H887q8tyqchAPk2oTzk1xKb/AwkVHmwRkSWoJf5uz4ZVM/7+b575+y//7aTxI48c3Hj29O5zZ3adP7tz4YL3/uUHX4E3jx8z1JATKQoVMl8gMEZVMahKliynq6qrtq7g4N6oga9uXrHgRGNtiSjUnjx18fV+C+fOu5znaGuubDq4+8Sgt6Zu2H6uvLqOYctUuQjOVFNdu3L5tuef77915766Rv/jx7Vj3j777js7b4c/amz0Bvj8DsbRxZRAh9+5nzVm7MLp0xfpsnNrKwJ7tiW/+NsVSxbtb++EX/ZE3k8d2HfT0EFbklKy4QqtXQUR95OmvL93xYrrenPz6XNRb735wfQpa8zZlSDUnIy8KZOWDXjz3XOXbwuyyvFCTpZ+wbyN74xadvGivqhcDb9vffu9BfPmLncY7W1N4vlL+kHD1s+Zs8NjswY6Wk4fv//qqyumz7zscbeXFFYsXbr1jf4TDxwLb+/sUv53EOqTDl78TPT550xzdNrjgja7oFErGjADsgCerLEPj7zV//fwln/+x79ZvXpmZuZNmy36/r2zI4e+gQ+/+/V/2L11SXlRgiJZVcUmCjaW8apymwhCPXO3X9/xUz9YYbOXi7wa+9A1edyqYSNmnb/6qN0XYMXWxlZ3U3NxUWHxjq2Hp05ZdPJMREZO+apVV157Ze6mDaeKK7wBoSL87q2Ro1dO+SAsNt7G8u281HXrZvqQN7eNHbVPl1raWNV0+PD5YaMXLVh12mQvDQRavW7jsuU7hr+9OuxkTFUNYA5Sr7azvenQgTN9Xh01ecrCjCwDw/QEWW9tQ1xXdy6tDgqiZkyAG3ee9+MFl373wtr5i47bnQbWXxDscPi7SpvLazatu/HSa+tWbrxTUdNeXVu2ffuBkW8v3L8vuqVBLPJUzJmx/IXfDzl1+npnpxwfVzhpwuZJ738cExXZ090QDCj3Ikzj3l06/cOPEuPvc1ygu1veted6377j1qzeVlRQlatrmTTpfN9+ay5fRhbV1txac/hYVL+BGz+ae9ThyKupLtq39+SwEcs3bL5fUBJw5ZUuXbZ+wBvvrV521Gap6PJ1dfvqeny1PR2VCdGPJo//+L0xKx8+tNXWtfsDPbl61/j3N741ZOO9SE9Dk+/o0TOvvzZi6dLt5eWdbW3qoUOJQwbPXLtudXmls7SiZenyWy/8ft2OrQ8aazqdJs/8eftHjNp64WJqSxPqMF/msxFVgmyUVZO2mkWvceq/RahkYFORBu8VxioFAazaQnnFrYpOEOpajVC/+U9fPrpvVWFhep43Ps8bm+eN87qiC1yPakviA63pKku7aEn+dJnRq7TO2Ab+c5mzp09dM2zw0hvhyX6mp7y6ZM2GYwMHb9q2NbU4j7XkFK1asHXmlAXx0ZmpKZWjRp9+6ZVtp0/FSFK3qvpPHL//4kvLpn94qMCRT+RNC0xre1obToXd7z9w1aw5p7NyHGDT7h57fYPJ4dKdvXB7/PtbBw5cfPzoedbnUlUzTQhXPJyv9trVlCHDto0Yufb8ufD6ei8bLPW1eIX25uQ75vFD9r83dHdmHNC4My0hdtyY5ePfPZQUX9vSxN+98WDUwEmzxq1xZtc3VqqHDz4cMXLW+o073R4vL6mlNV1rNh99882xOzbsaShuAKHqkgrHDV86YuC0RxEptRX8yaO6IW9unT93r9NqlvhOq7lw4YJTw95advlsZGdDS26qadqkTWNHb30U6Wpq8N8Kf/zW4A+HjVh0/Xp6a00r21nX01LMdteUeOz7tx19d9jHBzZdKXWWcr5Gvq1m/84zL7z88fzF172eTqs+b+b0FQOHvH/jfgovq2Z906xJm8YMn34/Irq5xXcvyjH03S3vTtqQmJxbV1N34dz9UaPWzJt7IjsD71tBHV3kFZ/4wH8Fjz61z0+ocHGjQuuuisoKkyaOHgSX/fH3vhV5+2xnZ1FPp6ur3dbTZU9NPjN+7Kv/5yt//exPv3MmbIOv3aPyhSKyctrIO0MUQajurq6qxw/NU8btXTRnj9fhaGku3X/42LDRHx89GddQw1cU1O7bcXLE8Dmbt10sKqvws2BTOGhneWnlyuW7Xnll+Jbth2obAk53YPXqiKFvLV8wd2d2uqm2rtjsivOUZJfX1t68lf3umFXTP1yblWGpLAns2pzy+osb1qw81tJWCIX44GH8sKHrhr21NvJhsiB3FJYUblx3+bXfr50z4+qDB4U7dl174/X3Jo1blJnqUmTVavZMmbzgjTfeDjtxtbHZX13dkhCXvXThnvFj1547k15VJ6fmOKbPWTR39uLcNGNDpf/EiaTRYzfu2HG6oabU315/MuzWoLfWzZt/zeVsy3OXLl2y+c0hUw4fD29ta1WEKlo2929Axv8aIy2J17TTbExazq+Rq+RWpLyW+pw9Oxb8+IffgC997Wv/9OzP/+W3v/7xT374/b//uy9/5W+eGT2yjz7ntsDnq4pFlowcY+S5PFXpDPh7Tp242u+N96ZMXmk0llIzGasWzds38I0FixdejY8vy8+vMUHb5xqz0hwL5+wcNnjups1XL14yzpt95c03Nm5ce9Vqd3f56x48ShozZvukSacAChVV+QGmMfJB6uhRG98dvS020pqb5ly+eP+QoauXLL9pMjX6uwIuq23p4u0jR644ceJxbb1GqGoJz1c9fHh38sQFY0Ys373tbm5Ontubm5Z2vbI4U+XqVKZC4SDjGqpqao6dTBzxzq7hI9Ye2HPVmm03pye79ektlU3hN0xvjz2wcNnF4rKWkrKidRs2jZs4916kjmNVtw0Z6oY+L48JO3azsVFMjPPOmrbxwylzIiNutDeXC4wU/cg08b0Fs6bNSo6/x7Gd/gB3NOzaoEETFs7blJFY8CCi6u1Rp/v0WX3xwj1FaezoLA87fbv/W0tmzNpl0DnLi0r37744YsSqdRvC84oa6xorz5w9PW7swjEj1h3YFZmZ5U3LyDRbUpuanOmpD+bOWj5p/Jbw62abtaK6qiYj0z7lg22Dh6y5cUvX2tWTkhY/ZcqHc+escVjriwv57dvuTnp/0bUbpwNcRXFp5cLFl178/ZoDu6Pb6vyGTNvHs/eNHb37wpnUxhpk6vmSmM3w6UEhXZB1tMxfCnX5fkqN/amFYBSEKmg7+NA+t9qKLGQwgqO5Nn3VCuryxb/f/PqXA/q/8fIrv3+57wuvvvnii6/9vH//n25cO8FhukI7EIlGmTcrtB9LvrZPeIVRlzPh3VWvvbLwxKnkyvqeDKN91qKt707ZejMir7FRfRBhHDpo5uCh046eijxz2TJizKlX+2w7sP9+V2e7yPNHw6J/+8KiCZN2OF02Stdku8y6mI7ya+cfDRu8afaMiw8i9FWltLgoIfqW3WwsLKhDEjl54tbTxy+xPYA4j0Tbo+olvlSvdyxZem7AoKWTpm+5eS/JZDTrU+JaiwuLDaXbV1wYN2xRVERsT2f9g8g7U6cu2rDxfFl5oKOLv3z5xpC3xk7/YLU+t664RN25J2royPnr1u/w5jkURa2o616zKaxf//c2rdtXU9oIQrUYiqZNXfXWmx+evxBntfk2bYx/+ZVVs+fusDhzOblFb8mb9/GptwatOHPyXl1FTUpc1qT3Nwwfue7m7ezWrg6jzbBg+c7XBy+dOjPs7h2TMceRlRpfU2krLTYcO3L0vfcWrl91OulxRoXX4muoPH4o/NU+i+fMP+twV9c3VB4NOzxm4owTF6Kra5XU2JrpEzYtnLvC6c7tCXbdvJ8z5O3Nk6buTk911Nc0XTh3b+yYFQs+PpiTkStzZdQDwZn+DIlCDFF3xR9/+P+xfX5ChX/TDqLBbpMp69qcqUOf//X3Z04ZXlGEPK9H6/6iOZmtTWlnTy0b9uYvXvrtNw/vnh9oc6hytUyjFDraUIqnXyWps7Kq9tyZu+tXHjh39PaV05GbNx7eufeEzVPGMarDULBt7YkJYzesXHouNTW3J+ABB3OBKpshb/nCA0PenLFxfZjdUdnUysTGGT+evX9kv40Lplw4c+RhQmJUeY03L7/q1LHkDyfunTZ5Y+TddLuxefPKx8P77Vi37ITdmitwLS5n4Ya1l8a9s37bluMul6eooOngzrhRA/fN/fDStcu6c+eiZ3ywfsq41XeupbY2dVRXlZ4IOzPx3YXLFhxNjssr8NQ9ikhcMnfntAnbD+2JLCyur2+runv/1uol247vjLh/1bBx7ZktW0/l6sxsT1t1UdHRfeHvvr1jzswzKQl5Gck5SxauHjd+/u69F90utxgsp0mJ/+MJVet2+yP74ws0Fal10NkVmtdGp5do+0nRkWGqUlhaknLu5JZxYwZ/7zv/HALBr/7tl1763bNrlk/PSLkc8FtVNY92ERGMdLAGl8cGkBzmnzl5ZvLEmYsWrk+Iz+jpbm5vqX8cGbtgzuFxow8tW3Dl9IkHWem51eXVeY7CHRsPTHhv1rbtpx8/chzcGz9l3IENq87rc8wc0+60ezesvzDtg917d58xmzMD/saCvLKdW69NenfD+iVhl449Prj13pzp59eseJSV3NBZz+emmNYu2z99ytawI3cLvB6BQYZaqcqV5aW2C6fuzpp09MP3Tm1ec/3G1XvG3JTOBhftZ0nn0hRKclm3v9zqdRw+df39iRsmvL151+qrUTceVbj1jL++vLLi+Nmb6zcfuxWecP7EzU3rd124eK2soornA7mZ+lWLN7z/7tyzpx7YLY3hV7IXzzu0ZO6O25cjmyqaVEZNjCmYMGbFB+/PSYqNlsUgz3Mx0SmLPt4wc9K6I9sfnT1iX7ogasaU0+dORNRX5NdXF5w6c3n8+0tXrTycEW+3ZBQe3HFr2vu7t2y6ZrZ4gsGmwjzX4X03x7+9c/LY3ds3X70dHuN12QI9FVVl9pNHLs36YP+OTfczkjxF3pIH95KXLg77YMqes+ceV9VUNLeU3rxxY9O6I1fOJp87nrxt45XzZ+6UFrtVtd1h86xddW3C2ENh+2PtOfnRdxNXzD8y64Owi6eSywuKZL4UfCaKdo63CLSDmIf2wKMNieA8f5FQte4+rcuX1lFoXb5IT2mJs1PlbC316WvWfBjypT/7b9TY5xNTTvLAIrVQlPI5IV/gixS5TJHqs7KM70/aPWDQzg1b4i5fz92x+/yc+WsPh10sKmqAvslIcH40Y+OkD1YfORt35U7eklUPJ7x/LOzI/ZqS8vqy6rBD999+e8vixUeyclK6exy0FaWkk/j83IzMpYvCZnxw6PTRO16rpcBqvXIi/OKxR/dv6PbsuBZ2LNxmMguBSoUvUGi3oBwZSXZ7WVRM5tzFh98cs3nKx6ePnHiYGp/cWV3CtLXmJul2bDhw/PDVm+Ex+w+e2r3vQFJacnegu7ax8cKFG5MmL1iwZH9UfHFSRvP2PVHTp2/dsnarLSdV5eXWen7juvMD35i2Y9PZipJWRZULS/P2Hz02etyc+UvCzl+27dqbMfXD40uX709Kj23trMrMdi1ZcmnaB4dPH79vybVFRaYt/DhsypSDl68mNbTUtfXURsZmz1p0ccjovdNnhR0/FpGaktHYXNjdU5aYkbRgzeEP5h06dfa+w2YqzPMcO3Lv3bF7li27oMu1BoJVFmva7r3Ht+8IP3ci49iuxP0bb8Y/SvD5Ktq6aq7ciJs4ad/cj44/isi15eZfOHlv9vStyxfvy0hOkVhk/HYaQ3lKqBq2/OHX/7f2OQkVhdZWv/CWQHtOiScy6u7uy6dWpSed87VbFbEElEmCUXbwnLmo8N79W5vOHFuYmXSK77HJ+Ctvl+m0DUSIUxEKFaVSECpLSw2JMZERV26Gn73x6F6Ey5MTYOtVqbs8z/3o9v2r52/evn7fbEwNBgCpdsbnLnKbI27ePXX8ROS9O4WFToZtamooSohKOLnv5u51F66dveZxJ7FcQX2dJzE28ebVu1cvXdJlpxblFTy6G3fu2PWHt+/lubJZf7W/q9GkM167eO3K5TMOW1Zbc6PVkH/jYtzty9HGHKPXaY+Lirp+8WpWakpLY1HQX1pcYIgIj7h44mZOcm5TbbnDnHrn2uXwizdjH8RUVwIy6tvavPGP7t+5EBF1O/rWtUtGYyLjr5aDdfWl7qSomPMnr127FGEzWZ0W3d2bF69cPPf4cWRRgUEIasfH/m8gVG3ZzL9BqKEfRACfhcarONrdhjYSohEjVGBZsMuWk3HtxJE161fPXrdy1s7N829e2VtelKSqRarqpN2xIUupRy5P4QuZzry6MmN2KrzgfPTjGxZzYme7W5WK2pvt6SmJ507dOhV2OeLWzcpiu6p0Bzqqc1IfX7t8JCklor6+xG633rx++/H9BxWlLlVs7m4rh4fcuHb5UeS10sJMPlAmME0uq/Xa2UunDx5PepBgz3FFR2Y+vJea78jvaa4qcGTFPLh573Z4alJMZalV8NFeo6pYIHLFZYXWB7cfnw+7eeHklZSER51NBSpfobJezeGdIm8XZVdQduaVpdyNuBG2/9ylY9eculSux6XIXkVFFpeVkHjn8b2I8ItX46Pv1ddbeaGEZUqL8jKj71+OCL+am5XjdeenJmVF3o2JuhenT9e3VLfyPiE+Ju/dMcsmjpsTGx0rSn5F6a6pdqfEPbh86vzdS5Fpceb0RHtsZFpWYkptkaO52pOVERV+80JCzKMCm7PA7EqJSo64GRkfE11UmCvy5Qrf4LW5bl6OOXXk+tWLNyyGbH9nuSpUScFyj113+/qd29fuFXncjdUFuoyEmMdR9yPuZ6RHNzSaVaW8sdqRFhcXdSfq1uU7cY9jKos9YrBKFqrLSxzRDxLuhsdlJGS4TVnmnMSo+w/u3nyUlZLWUGmlrYaRVko0EEDHfDIOJQjQhMPAbf4yoYbGUPGzNh2J5pbDAwmCiF972nMePtw/b+E702e+M2v6xLkzPlw8b/bH8z78aN646R+Nmrto9Mlzq9x5kRwHPVcsCR6OsQucVxGLFKnBqLNNmbJ/6PADO7bH3Lkedxkp0p2zBZ4UwVemSu1N5fnJ0Q8i7oTrDMb8wqr0NMu9O1G5GfGtNaaG8uzMxAd3rocnRD3Ic6d0d+joZFk5R1XsLY225KSEa1duJcc/qq8wt1a69SmZD8MTIq5H3bl12+nUBf0VYrCYNqETbLQjJm1CWdjU4kzMiD166dbOE9dvP4wuK7ZL/kpVbQt2VNhzU6Lu371x/cbdiJtmS3J7ewHP1DY3FOVmp925HR756L7JZjNbXQlxKQ/v3o2PvFblyFT9PZ1VPTvWnBrW94N9W09VlVYqamt7l97ufXg5/MTxU+cePkjJTLPHR6VHR963m5I6WoqK8lyPIuIe3I3JSE5E6ztM+pgHyXdvxOVmZXW0wmlrGporEhONp85EHjx84cG9+5WlNo4rVdXaxraCB0kJYVfvxKanVNa6C4tMSYnJN2/GRj1KLCwwiHxBoMdjs6Q+fvAw/HLEvesPrJmG7qYyCNPO7ny9IeP2rUf370YbMrO9ZqMuOeX+7YhHEXcK3BkS4yF4CU1BCnlCiE2f/vr/1j43odK5ni6gA22ZG7QJPhMfsMqimw6YDZgkxkiX0XxOhyI7JdYiBE10nkCQjPb7BibSCoocWUiX+EyJjseiPbpYv4n1mQXWKYpenvdKfIHEeDmfXWBtAkQrrVw0KpJNooMLjDztrGYIBowi7X5ZJDF5jM/OMWY2mMsG0zk2SRLSZCmH5/UsY+A5iyjiJmY+aOADBpG1iryLDzpEhk60gBxmWCPHGyTJLot5Ip8nBD1CwCUyTlzJcyZRMMuyUzuu1SUECzifl/U5JNEu0u6GBoG1cn6LwDipp0j0SLydDxi5Hh0b1Iu03twuBx3wADZg8fsNCF16L66IZ/KDPgfD2CSBUrQ/ruH/pfa0NyZEqBCYAm3dAI7UzgXTpp9I5FpCwMH53azfHehC3WpflAGpuEY7UIj2Ui9UIc6YfMHnZH02nnGIvINjzQLuQKfCGWmvPt4VCNjwV5nCr1TlqmR/KdsD+WWVFSfLmgN+o8B5IPIUjk7OEuBsQTQxnRAus3S+kCQ44dicD36Sj4SY8VuZAL5CO6nKXIYoZAt8rsDCe5EMuQn98Wp0LIaZ53SBnsygP4eOwKStLgtUoUzhi6UA8nKTtnOpgRV0QdbMMx7e75VYWgQp+PU0109wcwEn78f/LhEvrupFIVOk40jhkEiF3RzjYlh7QLDxglcSy7s7ij0Ok9ddcu9+1jtj5nw4bX5CUmyQrQ2tfBUZE9Nj4vw2kaPd3lm/TfB75WChFMgXWQ/POul9Ay6hx4E6F3gHj0Bg9BJNH3NKHNC5iAvmcaxTou3s7TIDwHLIoh2XsUEjgggxEvSZWM4oigZR1CHiVMUEn+e6HVyXm/O58Fz8iogQeZvIewI+B9yeh9vT+aAmykc5a8CXLTJZdLyJmKMKudTKXK62WZJ2kt2TMdQ/caeQkVOFtJo2jAoCpvValKfCkbigORgwMEFToNvIdNjZDg/X7uY64BVmxmcOdtPnfNBKaxZoCFbb6g9kzNIu3y6j5b2x6wcOWHPtQnygqYRn3SKDpjfQWUA0u9gqBcxcj5EPWGTOJfNO0W/EW8hShiSmSRxAP1cM0o75dOIeg1IZVY5O2mD5PJbLE3gnbQdP2OjgA16eKeC4fI51c0ELnSMpA4joCFVtVjygVc9yeh9v7WSsftqvX4MaCVlaoRJwMt36nh4dkETmi1S2TPUVKT4gZ4HAIiLo4H066iqIELOLbH5Tjbksz+61lW5YeWj4m+MP7N5XX+WkiU5ShiKliHwOGzBwXWap2yl3e6Qut+RzaVvaOYWAjfFbAn7UpxUeKDIFoj9P9NkobGULnZDvd7I9LpZexyj15NBJEjKw2uHrsXcHvLR/meAO+i0sQJUn36M9NKijns7rFTgDgpdnTHyPUfBZ8CdF8oqiC7UEI6D2u6UAYBlNgEfb6ITdp9wZgpT/Uvt8hEpHBtqEgFmiSRbaqQ6ql9aQqS7tTyY6RoOBPd3OGw2Ga1BHNpJdjFkJaKeuS2YVEchmKSKaxEq/KgCaAmpdnrbEVGivE6uqICulr6PiKFqoC8hGc9xp72mPqnhUOgTKST08NDddr6rZ2jbQmRSctFSxQDss00UbNyuhA59RKjftQkJd8EbaBo/2dIYSzJHlLFUxans/IcM20Vm4oW2gZRNcnB5BXUMoYSFpBdqbIlfb2BrPpTRLDIAeUAx4CeAAJXGjkKAKObSojspAoyN0PAjtKIafIeLofCU6f+N/vtF+CwIggFDgM/bkGsmhiOAqbTIeXU/9HDLtmG+iHgvWoDDZKi2mQh2iruBUhVptI3uALwFYUY1WOmXTZ1V67LTqn7QUWgSViWZCQ+hom3I4EmegiW+hPc3hP3AkIV8VSsloMAJ3xue4WGtfxiL1QO2GHqr9T9svQEvlyhwcCXdGSxXQJAgUgxwMja4lHPQz/MdAXiEU0u42AWRU2jbf2s77TwoAJ0F5oKaB18EclcuhzatFi4BPZDyuWJsVWQCVAOEl0+GRKEYhEiYNNHGBhU4MZIDjuC1KjjvrFTVboWLgr809LdWnDp09efT+xfPJ48YvWbNuu9WRw3LltA8+5TcoD75iI+cnd4WvFtJ2cbSfBpJ+1AZqxk6ERBuRa25P52PTYOST4KUzAPAniAbUPBoOwYgbonpRJD3tqyBbFAVBB8tRuGy4Ab2OUqTt0qwVWDTLnEOhHm/8iq/jAq1gIm6iRZ+So+2Gj5oE8bjopBQ68AQ8pB1mR2z6FzNUggXIVjgVYOGTDJUWVuEHiH5UIL1XKPRQzzD8gHrDK+DtilUFyiwfekjuMSp+bT96ugkUWLU5O+e98SsHDVl650aCyjapajXuI6o2QbZxglHWNjfWYhzlD7U1xESOKBtFqjHUM14WQipPZQvo4BfWpqIRZby7S1KtMuoZl9E5GWgUGOoBaAYYgajSDkN9Mq5hpaUgkIn0Fqg6u+aEBhJzQR2dAQc/AQZSSYqozpk8NeAk/iaEwfVoPrQsihpy4/rYrMe7j50Pv++at+jC8LcXnr54pbEZnlBHUAlvR0NQBEHBoP6LyE+UPNqJhUew4CZ4KZegOgU6/gGBWaAxokGiA9hztQ1YUM94LqRDrurLVnty6ehA2vRYQ3WUUPbSZDFcBgzkrGpQQ2CagIaggP8gmtDiNjp2UPBojIDn4t0Rj/g6DFUKMfFJnwSeHjISVZpp/vDkh/+H9jkJlWalI+8EhYSKDklFp1nB6UXKSumF8WtAO/9dRO2EDlciPFWhc1mLEgS+AEZpHYWW76J2oDjoTC464p9xyT74Xz6eQkcjoS0FhIeL9k+BA6GFEDB0fK5FoUNPC6WgiwZREJxCDp3AQAfAafgYzFODJUqwUgqWipxXEGwCh2K7ZTaPToxiIH4hh3NUJluGawLoZSvPI2mGUs5Q2UyV0RMI8haZNwpsroRXE10K8I62/TSpjFFm4frQqnhx+IEdJRfp7HQLIEZhDXSYPjQ+nQFAgEi6AVEhumXGqh28lQs3VelYNwhAVBFe6v+1E3zh9sl5qLDQsTN/llDpFE/KMuE58AcQKmOgo6CgV7QVhxLkaiBLO0kDBIDYxv9QJDliEC2rgR3izW9RfGgF8gTgBa4E88loNeghMRuYjrRGpnNdkE/Ax0yKJu8URjtnFDgl6Hk2h864ECkjkf16OUiMLrFZMoc7GOHAEhqdyRTZDNJGkk0MWnk6k0TbyQS5NY0EU86BREo7gBON6BX8ThmKCk4rUmcGEkoFRCWGpACwD06VqgrpqkRSD2UWWYMAP6HDwkhoIjclaUjuQYea0ZnByCoo1dZUGgjG71KDhCZUIVKmpGRweGux0N9SHnH5Rtje86fC7uzceSI6JqqttVASSsi7kCXQdBvUNiqZJt2gFUTWJGhTYaWgGYUExpECRrSieik8tWP58RYc0BwlzOWRaSEw0bj4EEjNQokiHqkmZSZXiyPgey7SUwArJUOobcQX7gwS5bXzMumEc/wKzeGhCmfQRogdsKBRYnVU57zGpkBG3i0H85SAV2HzVd5Lh039e12+MGoRtC9qW4JyCq1DhV8BqQhwZMGKLE3kTTwdUUDgi3LyPJJ+Pe0VTCfEgVPBeQATbSmXAClf3NnqSUyIXrF275wFO2/eeNRSW8gxJUHB0aVY/Ko1IBl5jnbQFCWrJFsFSReUUgU5W4KrcF4R8OX3qkE3uE3x09HcVDY6idIoCSaeNzGcBYmXQi9rVQIAEDiJVu1EP8gWTMh0kbfJiA7RrgRs1PR0KFu+dr4s5IuOEdJYLgMFEAQrK9hY6D/JKTCoW9zKrEo6SYRvGGXRxfN2wj3SfPmSVJlrTzl5+dbZy1mbtj04cPSuJc/p42oEvlwgFIU/6Hgug0N7QSCypXTeKuKRz+CFzKCSG1AMjGjkZLMMVqMNdQHIJknI4qUskc5K0iOyOCZHhMshSwnolJ4ceimwI6qCDt/Mk1hIRpuKrN1vVBmdyqLpQZmoHKMMAoYvgV9BH4JNDBiEQDZtV0Dg75YYDx1XR0hCUUztThX1v4NQYYBL7XRurXvNzPeYRLQ676Y9SvAydIwfqgZcCJIDwdARetSLgnCCb1HHNziPOFiCB2hUSl8RtQAD2QBQ4FgkzRCH2rGX4CTIVSh3Smi0/hZgFgKbvB8EiUfjnnpQIKJIFrx0KHQAPg3zaA1ZyIsuhjXzdB4yMkIv9VTT8RRUDEqMgiZZyBPFQkGwS6KBDilE0/qsqh8e45IBr6JJEgHc4GmjGsxWgxl0AXBQdiuSi46KFOyEiXSCikkUTIgrRXbJLHzUCxJVJEBSqsSmU/8VUnN4FR2lS8dnEkzQ1lFP7S+hBt7x/2sv+Zz3D6WnhLOf0Cp+fcKsT64BrNA5RbZPZpEgEmgklYAeNYYL6OQvG9sFttMrikkR9aA9wA3UG++nAxW0c8fAN5qwpdACSIEpQTxmERiKVoAPoIHISdAiXkWELAPPGWV/toLoFbIkIZXjkzkWgIU8RgNTzkU7S7M6MZgGOaXIAEqDCMVDmwzALaGWzEJAz/YYZUCtUEQd+EG8FKgd0hBJhluV3SJj4X0GOscULkrHjINWPapIDk+ZFh16CnfFrXR0AJGYoYrIQvSSAK1mEIFKCAc6lwbVAoeEJ1NvpywSQgm8AWKOdiVjQKggpDyZ9xBAIxPioQCMctDVVmMw5zxKjLttMSW1NrtVYlMQkpMEBwQNaoM2SaCMDWUWfNm8P1Nmc8VALoqtHcoNutWhDCg5OTnJf/J2UTuNThadKKQM10X2ANoL5lITSCgDHoS0lRSkLNrI5/EsCFPGKPpyZMAlnS2aSyf+cnqJ7mChSEFzQ9kQTQIfoS/NUgDAqnXhSAhPSF4zQIAyM9qVF5QMt/y/IFRkqFAD2tRx8jGNU0OpqiZxbELQyAZMHGfnJSerWFmgPzwH/NRqFcpT/WXRTFOq5IP0RzgXyHJxU7PFZIpPSHj06NH9nIz4ugpTwOcKSjafYgrKBo4zSD6D5AdJW3nJGpSNPUIOuI2OQ+62sfkxXWlnfWknFc9dpTVdG+UFi6Ci7CJn5li9JNsUxUvHPPidSsBF+St8NWBXCUVpcTYfMAnU8Wuhnc+RbbfqgwWxncbrQdc9tTkD0pCTwOKoIjMPCpT0gmLgRR3PZCFwtF2W9IKUJUB4KXZRsgH3RCT9AY/aZe/OizXdORlxZF/czZvlJQ5RrlTkYi5g43vgCUg9LQFRF+TMkliosCWS38IFMiQxS5KNrGQN8OYgo2Nbk/xFEW3GSwHvXbU9RRbSeSkdhEqFYc3BoI3lPZLsoWEy+AxxAQIW7w6JZhUCQHjtoHKSO3oxmMJ0JAS7Myl2/CYtYYUggB/q+CBcFAEI8MyXeJcQsMAbaX9vUodapwUcFRYCRlqqZ9P6e5CsI9GH5//BPTQLXfmZD78w+7yEihAlOU/nJprpgPWgm6YXcflS0C5BcHGIJQBHDh0kyUM0QWsjkmlzThCJBqbU9UrBw8HRtdPvJMg0C22dw3q0xJT6EIBokCcIPDq5N4CHIv01iXyOEMwlBxWcsmTWRDGCFo0Ede+SGKfIQZMiqNCECA8dCWTFGJQyGDFDlilxkRHAyDJJkEKfumGy38EHHDzvkaU8gcY7tYTA54QLypxH4B2C6EC0AHGIEflMMoI/ryTkQ5BKnIsHoAMUJAvSXIbRM0H4BO6fTxM7BTf8QOSyJD6dTvolDsCfShWuSOsqBJSEOrVCdftnW13j3b8MKJo//Xv2x9dQkH/q13/n/v9XpqWn1KxQJCFCDXEq0WroGrRgCOboNSkYoMqRaIawEsyKbBLc5iXGAkaDSDgjAIgwXciTxWJkgXQkA7iHMJrYEaKNOAyZkFCgiKUSUyQzeWg7reuVdt6XcTcAN41gAeyc5LdchihnyApSQzyoXA1WqMF82QfGRdYIZY0U2cgjexNBxmh9StTQfIpk1GZOQQl5kcdoCkB7NbqzQ0bGBs5D8kqjjFaJhWynziu8OB21HUSmVaKwZTJToNU5JAIyALygXeLcKKEIHwPkoZZIViKdpdQZMosOqAHJUReiTuKyFDpH1iH43UKgkIaE6QRvQAkqEGmokQ/oA906DqknAQ1KBS6BwC1UJBAw+EZPdC7Q9AXaXoMO0UNN4nWs0LUKnkjsni2wRLTUxcKBZUHe+bRbPWOXkEBoXQUqm6P6IZShF/Ml1qvVBirZwwbNHOIXehRfFKCKwMQABwMlSXAD1KqAxAUhAOns0A6QAR9D+OYpnJvGa/AV3iaJNkS0TJlutoTYRzQJuBv1fPxbhPoEWEmuob200TVoNaTymsHZ4GDAYih1wc7zNj9jYCRklhDfuWpnrloQ3fpwj/fsxxUPNgZKI6g+kdSKNJTO+uxsl5PpdLBdNj5gFUkQ0KkM1D/RY1XabEo3KJ/GuTnBLop5YEcVrluX1BKxzjT/JffCF/n7a9XaeIWOiC9UgkUqU6jgTaVcAQzEZxDKUaOj8BaNSwBimtEOYi6JB+BA8dPWFkzlg+LbyzPW9C05NFG1XFQ7DcihFa4AmR/SXPJPIUMRMiFcVGh0GGsRGRMPocmaKNKpJ8ypdpvVmqSaq6vipv0+euEblUkHlQAaVK8GkVFAidIJ+bxg4BTktXYxYJd7XJRhU3m0bljq24MAcvict12HZyfOe6Pk2EdqEWoM8jdHClAyqoBKhWJeKGH4Ak5wSxIiHZloJrQsHdKOeEESgpelnnxKtHpqE4r15zyZYY35t+X2DDUIJKSUifq9IS5peAhSAHju0GSfWevOQQNps3BIyYXMrG0/iSY2yX6DEjBRDXzaQ8gIYf7kwy/MPh+houFZs4xmoCTPwvNWTnJyihusQ+dpQH7SeA+qJtTXpPXGaIIUqYnoBxrSIDYZFBadDEy6A0apKgl5D1INljNysoWTbZCTElyWgW6FvnaqCtRWLh+gmKcEkcIPpIt74j7wS/gN2kDrjkM54Qe4EjKHZFdOEGmiamUEHQdQwJ8Y6EEHGUGeXUJqi9gT3cBfGOW+1LXloDO/IKy0aKdjCHm8C+gcXo4ARg6KRJm0MFAJxcCDJGQzjEGEZzC4M/X5qHTCn1XiTHQSO4EsvAE4CDR0K7JNlE28aNQmDmivz3upWw/ODTSk6QwUG3icSENTOUA9AjXq4dTLvInAAvfBI3zUQ0i+hZsDKyWUjfyMvJbSfVQFsm3UhtbRKjsk2c5DTuKhBNwWrRWQ2FEuqEhWUTQJIsBR66qFTyNTgZfT64NaNHtCk8SU+FUmA6MAbhADWhmeuO9T+5TnUNOgQjQEpE8orrSfaYIGZSf4FViPx+H+rEkOmqlLHBAseFAhuECQjLyYywH96ZwvKDN8EdFOo6QK8IWkGzI5LZfl4HJoRGh8VDhyNRoFpO41zfckOBWSA9qB3aUEtF5oQBtkE2viURI6CUfrsyW81t4LRQK/0nIO2hUPHqsN/FMKiMaVRLOMqqP1HshajAJcmsZubRAHasCtglMDHgWAi5JoA2Oc4ORA2CKtlYRfUSYq5qLmJWRXHFiKejvB01pyj3rWmIkyABPTYwDW07AfS6fTUxNT9qkNFdMQF14Nya5eEEyMaGUVt0jHmWlvjfrkkRAD1xB9UHLwc4dmYFb4pJE6Y3Ern04FztIr27UueqI06qFRzaJi5DgktblUJzR44VDge5AsosfPWXyilZGdjOBgIQ7QIqg6ySHIDlZ2CFrHEpJI8ljUAOGdHfkQ9DSqQsJlkoOV7JxoE6m7D6gCQ7wgusm7NEH2KS/6UwsRKnVTW0mvkwuh1dA0AHRtT2nyfygPVKkdrcPx2SKfpkKTdWWJ5vCq/TPNs14t2/pu0HiOvFey0hhQEKmeS5sakqdxHqAcHoJ7wmdckFa8DzkTvB3OCYrF092qH+RtFaqja68tyZ70M+vEnzKX5qu1kaJiYWQbQFKgGWc2mU6P1ovIBKhbAhGEKDCrASOFKquNaEBZshRNhBggJE4fLLubd/Gj+Jk/y9/QT9UfUn0ZkuIVBK+EpJP6geFjoCg0IuLdrIJUaAgDeYhd6TBSqTgAi1315arVj4pOTot4+xsxs37dnLafxL1fp/QAJNGOHtWHFydmUhkjTXPBPYFjBGVgL0SQ1nCsqdN8Xr9+5KMx/1q4c5LquQ2BpSClgarDX+lQTifPulnGTRvN0sCHRRSNQF1GNIiKTVJtPLJn5BW8Dk/psF4zH5qdvPbtijubleo4tScH6lBickS8NbJMkKjPIHZrgxHksdCFoBXSmhQUNKwGGIQ3As8z1PbEoOFy1dmtDWd3c6b7qh/SDWBrpE4m0r46mJa6wD1QIdpEnE+70Oezz0+oWnc/Df5Rz0OQPAZIRyBLjYqahU6EPqK+LDAlBTOqAwQsMcAFECEIzEgDPHhDUCnSXB5XEkfCQUXGQkcQi05echFJk5AHmkOkOKHieeq1R7RTlkwdWfgWKhpMQFyiRRFrBg8B+DRKw6+EGhxNrrPygo3lTYIMgLAKAb0W4Z9g+hNDhOAdLTISI6QXIYP0RsKksQvFD12mUQJhGQkCgAX5PZ2gjos1OqFBHUpfqFM3BB+IE+pwBkLhu7gGdUL5nCgQm8KBQBVaBxeyK6hCJAdeJUiTqKn/ivqckbIj40dyQGOESNM5ySDK4Dm3Nlpso7FnQh8gO3yICIC6MVEGVAWKQe2FVqN+PFki2BJQDxxEABEqWkfr9ENzECuAaHnBLNG+ppQ6QKloagMQSdSrGcJVM2hD1BWZdsHn9lGtaz3kErinRnIBbaw0hMIMkMtEhCqZONkoEDBZqOrgSzR1POSWVPlPWpOw9Y8bl1Jk0CFdSQOHWvkJifB0jTsJyBiQOioEdaXhMr6Fm4fuH7ontazm53QB6hl5AA3RSdTVb5ZkIIiZiEFGhgR2R+tAIdkJLtEWWi0hG+OQa1L6BZ8xKFKuLORIfA7uI/EeVSlXlRI4LbxUQj0QxhG9gdsEDv5vEQBS8E/NBBrIQFNSrCloTVI5KIlZFMysYORIGIWyWGAitZ2AHB2+AagStGQOJVToOF4SK5xDRLhB07B6SdTLItJoLYMhsWiFwBJ5My9acGeqnxBvae4NOgEXMoqdVZycBMYCfQLBkd8glm2c6BRpSRiyYbvAIHOiE4dIAaBs1NFFUhKaFbEpUFc5wpaAhXyVlARMa4g/9pP/e6MK1/qxNSVE23JRx5iYK4kZ1Pfek8GZL5Vsm2h491eVy0dyurMUDipC1aAw0M0mkd4X7RUqDPWvUBQDkRBBSHOJ+zUmCyLQUMnEr2JdTP2dtWBo74cvcZeWqzX3RSWXFbN5QSfQ/B3yAfJDuAHxKxIv4Lv21gF4l0ODe/BoaGLzk5tzRQ/Kzy/OnPlC2abhqvG4GkyXFAtP47VIIfJU1qswEPcO6tKA+IZsEky8QrgHjlQCyHPskLyEUc1xpZfmRo79QfS052sTj2kICXxAg5JoFqEGqC1MImegxEDUC1wOTcHl4Q9oLyCtEWq+037WuO2duCnPlR6crebdV3toysKTovqhgE24lTbvnYy27AbqcmYWKAp/5gy8kCOK2SqXrQZyujKPm5cOSXj32cpjH6ulj9TuDOS7oqgDm7CKnYfqhRsAuAQrPJCmLlJiqkUiih0wSUGjjJdCmiGkq42RHeHrLBP65U0Y4rtzWO2GHoI4Q4YAiQnPB3JmUc8ohTORwn8nQoURspABnjTfQlqjqelPPoeBWjhOG2yQEMBwIESgRg8knSxij0GG9iGipQEknqM5GpoPaSBIgYq74c21u8HnqDfJRMMP0B2oKQANDbiCFI3k6OAJymmQYtKsChozo05dhyq74bW85jHIcSW0NwAaES46AoyBJ9SD8CH/1tAW4KgZ0aQZ5Q/xKCIQ8Iqf6QVBh5psp44UmlhIr0n9ciT/UVRgAUoLQCG/pDyPxjlIJZAHABlDKAznJoyAyAITUGYASU6/QnwQxOB1tI3TZC/4jPa8lVx08hfuAxwPINQNgGxGMbGKiVOQN5hF2cxD0ChoBUAtDUlC3qLAIngdJae+OAst+0FuCljES5FT4n1JCJOhzrXmCx248STdRzwg1WMIFinUg3g7jXvIEDzwbC2EQukvJV5aKoCa/LSf/EcNuTWFAWreSC9ChUTGRlhMvbi0/ICWnUiAeIS3bAf9M4wejELNRI2odSZ/5p5/bEQYNCoBzYuKddAoPsgGf6JUQ2NZ4h48F3fTXgeOFIRUx1vTm0Ihhfbi0bJVwCh9nb6l1SGVn7oHNHdCSURtFh4lnQA+6ueURRflKHR/CxJBBQ4sQrug6fEseDvc3ih2pLGtSSKbKwA0QY1UwlB74c4ORfaIvJMLmnkef7WwgiUomBlQHRqdUPhTzUpGBEC3DRhw55ACCLU19VtSH50Dmgy0KuGeAD7IKcUuKDYeUg9ZOC5GpgJsAgDBBxA7NOWH+gloRQcqDUUKmKiTDR4uI+kkuSajVpHXwtvxxS4kOmgRlyq5haAp4M8JQgypNsKEJz0oyB1xk5Dg04zm/WlUDe/CNXijTzXff9TwphTIBKxawRC8lHc6KaGXjGpPumi/VLp7qmHCC9VrJoiGK1Q/NAEY0Qc+MAlMLikVifJp6qKn0XokTBAEBhpRpqOd4XLU20RDwjQ92602JXZGbHLO7lsyva96dbNak6htkoe6QqoEREKCa3viUZqHfKJEaUYFmoyuDE3oVQD6aFA8wqUWxTQcX2aa8lr9hkmq4brq02vTfUOzl/O0+UEOkbUwrJ6BGlasnGxhJJNEF3i0W+EHO/WmtGXWXlyeOOrHKROfb44/TsNeeF8FmGYBhkiqk1XtQRlft4HMWNHMIfdQnRI9S0MkyY0CB503nDsnJU99qfLQfLUwWssFNUxDvkHd7No7KkgJ4Hua++FN4TkEERbVBz8E3MHPDfD/zqzT1hXDUyb+pvrkArXsserPRKMgoQ+oDr/s9EtI6wF9eEGkVUaRpkqhfgCkYFPUoUub6wTXQpTplcbI1puLLZN/mT/1t757m5GOK4rWw6S1C+Ehb6DsLqSKiFO+SPvchAojxNGMZKD2QygeYFpXlYgmkSwwQbYhs0QQEi9CJPYYRZrfoS1BefJ1AlCIFy3RBOVosYQo9aPSjZoj2lAjQFiCHplmGAqERDYabweFAAJkOwdiowED+J+DUC8AorXJioOTrByNfNDcEAVxi+hFPsfYeMaKtFWkp2tOTFijMR+5BRkRTAj4iAJDOhd5GLJAFAZSC4wLge9QFCcgkmMAMdSNpgRRPMh5i4BkmiYOgOkJ4zRA1ABCy35gNDmLYJpwnAJeRgEQZjptRjSQC9VFaAK85gOgZwSem2aT094xHoV3ISmEizBCVkDODEo6jstFXgIH0njdKgaNqA1ZslMyKpiheFgRZkGjoPCaLKCZGoBFntYNg0Gt+IFWPcKDg4gBJ3WG9wDpNFrFqxHGaSSqyWc0WWg86YlmxwUgYMKFT3nIf9Sovw7yglr8SUJA+6S7RcHFsnYuYKcxKpTHb1e6SQujPCgAKpkBBODVyIsoV6Yv/mWjmkeLoxI0QhVZEyzUIjQxG81E9IOmwQ9ahyG8lPzBQR1QAnzGBLkNKYb2hVdrlQm0JcGnkYHWdweICXWXoZYUqyBaOd4u0AypApp7AoihlJd626hfkfBUG1Yk/WRTqx/UPVhVEL6IKb6LwtDoEfAXRSJ2B4iA7+lDWSR8BxbTqCHyDzJcAJyiwJF9Bgn/P8mBNP1HAwpaBzWuQcFQSDAWLSe1MEgpBCcMmSUSFGTPNJ9OgpKzKHTANTJj1BshPr0gvoVmklAAaBGIWrSa9jnqloa4TEBDXrUE+NwAky2hTeFL3YBRlE2bbsaZgqqVBXCLFDKEayENqklzuK6GJAgKzULx8vkIFUa+pCU31NtEkhG1rWWEAJ/uLNlyuWr7dPu4vs2rpqm6cHpBfIuA2IEy0PxkiHgOij806w0hT/6vjSXRqieqGdwQfCNRbkBWHdN2Z7vpoyGeGUOVq7vV8hQtH9L0Fo0CaDiAAMTT4S2kz0gAoa15xCxADM6smjnVKshIf3MJB0S7WBxVfXKV7oNB1ZvmqvoItQ35lpEEAa1x0pI20uvWUE8SdRcxRhC/jISSVijZ6LkoGMisJrX69Orkt3+dPfW1trgw1QcvzVGlXKSMrJCjqFYApgSNFbTLPhQMEjwPAk6mbaeoj0H1mdUec9B2y7tnVsq0AeVHlqv5cWon0j7UCfCWBkG0ISEkhSiGmXqPAGLwkFB2BD4GQtJOeRrG8tZ23VnD8uHJ439be2KxWhGrBnQhDaFIXlnO5zk7w5gFYhOgJa2qAEEgGUBDiABDoYCWfvH5JDh4g9xwr+nWPNuHPyie9sNA5ErkzYAOhbROnioX8rI7INlgrEKrnmi0HuHwx37yeewLJVTYk8BAaGmGGhHAdnaOCA8/oJHQxlrNUs+PGXAvksbX3DrUy0FfAdZrIweU7UGVG5QgsjFK6pHgClBetEwFTgndgWA2Q5FBoQPaIMRoUJAx8n54PzIPF1wc4Ih0DTjLiGbwLhEtFVJbso1cB1m/6JYk5K/AIzwOIPsJoaKxQ0bvhRTESB4vObXgoSUHICEYuT4eDcFL0OMQGZuA/xWXiCyQ5lYgeUIZjHIAibiB3oVyL7wmeQaUAfIJoL9WXfT64GZKLkVt6oeoV9tTguZL9WlH2MYYhITAm3ik17xXEYpVrlhlClXGq42fgQxyOOpN0iNpI3iiBIJKjrgSBTs4Btkzvs7xRoYxcODykFwgCreyspURrTyt2KMxY461BokqEDzaZAefjZiVc1GPAnwalQBUEmgkWKI5HahVMhpa1nodNEKldvwjJ/kPGa2U19OcT0IfEkY0Si25RNHNiS5OQAh5tYzZBUlBIaqtN5AVm6jaOahpxhDqRfh3DA+CF0FsUTc1AZn2LQowIWiA7MM11ExEzCAkzaiTkGaxkkfxIFQTmk9rLyupK9JMuBv8Ga/wSQhARPvRIgZZMgmSOYjapkQwX1tC4FD8ZjlAI9bkb0Tb2toVxhzwhjddmGud8WzOrOdrwzdwZXGUlAPIwNAAX61xSa5RsGhRAyM3gFeHftBIF3/VqFSkmXROARWoODnewtFUKW2EDNkq7sbbRdIHZp5e0CUztP0IzUzxa4GsrWiigWFaVugURCPLGXhOm6AbCmQBYUieHwpeRBzqU4BjK2ZetTKSwc/l0GJNYg4KPVplhwfJTmCCIDt50QF/E3mbAFIHSiAXkS2CFBoxJSn5B8X2+bp8KYpRPAoKC0RnVyCjpTO5sTGhtT65uzW9pyGuLvN41trxj0e94lw8qTvlbLA1qbU1tqEppqEpobUlqacjVWS0JaGhWQt4HYQPKhxak3EFOVtB7cMk14kH1t2Rti33TZuiDNsfx226uH/qmrd/tWHor25s+/BhzI5I4/675r33rQfvG/YnmI/mV94NCLR1A+0ORqu5qENOYQAsJkm2tXE5tpo7Cc6T0ZZDCbbDadZj2ZZjaTFbLm8cu2HYz87MHpYevi0t+1CS7VC840CsY3+S9aAj71J7UyJJXjgSjLzCyDM5xbV3E6wHY+wHE1zHUqzHMnKP6RMPXl/37qYB3z42/jfJ5xYa9UcTzfuinPseufY/su5Ltx9vak6glK7HoXYhRgq6e8zG/Fvx1jPxzjOJtpOJuUcydEdjb685tnDAuqE/vrTibV3UngxdWLLtZKz92GPL4QRHmKv8ZltnigCsluFgJiE0vTzEETS+gIwZWTXMq0qeoOGaZe3EtPffaD+xTq1MJ1eX4XjIKfFXL5FF0Cwhm8d3NYIQReQGFpn6GPK1ta0ltJRfySPZ0RLji1xVMPOXNTN+KT3aRH0AtFtAaP1rCW7Iix5O9vC4CSiGUOsTD/ki7AslVCIqmAYNMAowIkuoVxFgjTqi/nTKsvEOUIi8TJ0JLA+e0LQ5IJtIBXmAEwmfNrfNgkhGY9BoDZEWTaGknn2aA4W8yi0j/gEHQYsIwU4qD+WhuUjgaRr7lO0CElONTQF/+CJKS5QJrKTuTUrCgBd4EPUJKE4g6ZPVAvRSNKJACYFm+FnrPTYpokaoWhID/KUOBOSgYCOQK+ELvugA9EsKCMBO6wcghPEgZNhQhQEDsZ1Ms4E0QjURzxEcA7BoEyiRpCWSRYuoOmTVwtc/8sXuqdw43rl8WEvsdqkzgVaPkDSGUChS2SIlkE875gjIjFHhSNRonh516OHpvJXtyCTtorjxUnDrUN5PSx5ROeSXGvj6acsqFok14SBaB+DoAtiFhsFk2YtP0HAigE9yCMQW1BFK8lAiQhXJwChoIy2hQdvRPHjcBy/4OQiVVJeB5sVQ9kz8RLvMMEjRSGlKkkeCbqURLIdCi8rBr4Bd6GKkFDSSLdBKROAdhcq/ZWhWSBmSXBYJuZrWw08xD5eg1RcafNNuRwTu0Nciak8bkpSoyTTT+kKIj8lztD5kSvHhQto6SBgCHjKLkg94LLECKT/wLuQXKj9gUwLURwJPJuwIsUVbBpdzpnrvFNu4fzW99Q3vx/1r725jS2MIJRFQIFQYwgrX01weq8BS+IiiPZSDkmlDs3AJrX/SAbaj6XKMWxXzFNXDCVYmqBdo9SfoitJBOIOAkoMeZDe5hCaeNL6H61poixV/dpc7vE13Nlh0l+tKZTgdT+uIqKtWgUykRJnG17UhLupVgxvQBmSoE7Qdopsx8NATtJ+AU1FtomwRab2mnRaDEhO7JdrcyiWITk6EHoL4RkCZaeCcOmbAo5BrFk2xfW5CpXFTD/RlVXtMoufopfR1J+NXnk3YcDl126WkdYcuTps3+YUpv/v+1vF9ws/NuZW+7lTqsrCkpacSVl1O2BirO1TdHKtQfyklYRoswNs9qh+JUXFrj/6OYf9H50YN2/+boUd/OfTQL8ccevHdHa/1nfHLbz/7t9/8yd/0mfjzkTteHxz2Wv+jLw8+9PqwHX1mHx0Znr69wZ+qqPA36sOg9oWCQcwihVVdZR1x51M3f3xi7Pv7B049NnjG4bc+PvDm3M2vDZvwox/97Euv9P/+h+ve/PDo0AmnB4051fedsNc+CBt4+N48Z1E4MjlZcYtIEmSXIJs7xcy7xh3vH+o36sCr444PnHJiyOyjoxbtGTXknX/92U+fGTjgHxcse3np0eHjTgwcerrf6HNvjj3yxpwjQ7NdZ2jsn+a7gbSK8+pjt9yeP/Ho8HdPDB5/asjEsLfmHB0+ZfXLL731jz/4yTODR/5w4c7BM4+NnHj67TGnho08PHDysaGn49YU1t4PcjpFRTGsLK+nZpXsre1p1vxrmfbTGa6wXO9xm+eM03o+5dr6Y9Pf2jTwt+GL39dHHdQ7zmXln8nMO5HlOJprDyuvvMvQlHJAAR3XSLvpwStkqyjbfX5dbV1cTWNcU3tyU0tcc/2DtqLwsmsrksY/l/3e81VX1rZXR7e0Jjc2JzS2JjU2JjVUx/o6ddQJhHoG134+mPpT+6IzVDIAGQ3X4/3JEGl+kxKENkS4au4CAJIsrGAIiPqgahZUO69QSqfIHtrpDSkjySs3fpaQsQHHBRvPW0UAk+Kh3i0iA2RX2l6ASE+BgIAt0IPPovaYtJm0pN9JdIuWoGRhJCJUrcNBs1DWS+yCtMbgb4xv8t5ka+I1P9YWMFFHEA2LygGafq11smnvFSJXrSuVkBcvTr1GoXwaJaF1hKG1VkpXLl8eF8yPlNqz8ETZp9PemqQxjaUjQ8V3Qf+oDYFW69L+bYrDJ9j8gCFQEckRm1gR035zY+m8N91v/dg76uflq4f1pB9Uu9O1Ze9ALkrOJDYvKHp6FDcjA1tN1HPoo4WzimDsLntYn3EqWPRY7dbLwU9WSlCnWeh1NMUDxEQWQqtg7WSEiSASmtyoyjauNbXNe5erTcEr84o1IFKfKt4XF9BbaNnDE6MMG/UTuiGyKG3qDZ7y1EP+E0Yd/vQ4JNBEb2jWAHXzIldGu9P2kyStjAgzSraQK0MIo5KhWnygLprzRaESari/ZLge/1O/Al78U+KJ6FBLsvFe9HafjBMTuEPNkFH+JIEPaCoQWp88AYbrcUOkjKBSCC/q3aL+5CfCnFJG6uiTZTMye5r3T14E7QhZnU9OG8yWqx9J0bs7V40uGPUz58iflC8a3HN3q9gAIYUvPi22RYF8hHPiNdE0nJUBR8raPCDFySsuGvuE+kRRqa2R9KBdaN0qLVCRXTKlC9qqA5k22UZrikigSYnCo5Ax401DY5+07RFtrNOTzhgvlu+a6Z3xVv3h+UL5Q1oWrBhlBU2gzXxhjGLAxPuNNI0IyQTIOIB30ToqAlbqGyQpAO4xCB3JwbYEZHiCagsKJp7Gm4HX4CQ3zX+m1W4hP0QrQBw/6eyFZoXjwZ5Mzvi0k/zHDFLeKYt5AcmZW3F98/0PR+97cdDO5wbt6zPoQN9+e199ecWvvvfa//nnb/zVK69/a8zK3w07/NLrB37V78Bvhuz+/Zidry0/OzGz+KoI9aYC1rVufFQaDbsgQypp7tGH6/ZOOzls0M5nB+//5ZB9z+LmYza9/Nqkn3zjR1/+xve+/OrYH4/Y8sqgI31eP/DCgL2vDNr60rRDw66kbqnzJWu7BWmBSf0ZlMRrhOosbo0Oi101ef9bQ7a+OHzPKyN2vjR224vvrPr1i+98+5++/9c/efmbQ5a/MHzfawOPvPL6wd+9vutXI3e/uPXGh6aCa0GEhupmJTgDlLG5Tc68ots0ZPvzr256tv/u3w/Z1+ftXf3GbOj/q4E/+sq3nvn5i3/97ke/nLyz38B9L7+0//m+h14asP2347f3SbAek6j72gl1jizQUnt/2Y1pg/f0eX3P8/33/37wvhcn7u379uJnf/raX//9t595YdD33t/4ysi9b/Q72LfP/j6vbPs9FMOhB4tBqIxgkBQ7p1iCitGvmlnVnVtxe+Xlqe/sfHXIjl+P3PPr9/Y8/+H2vmPnPP/sy//81W/+zY9f+taA+c+/uatP3yOv9Dvy/IA9vxiz+3enohdXt8RSnsC5hSD1AtL8D9HiC2Y7iq5dj10b9vjjE4mLTiUsPhe9KDxy2bEN78574QfL+/zs9Ibx1x+uPJO44ljSkmNJy0/GrLgRvTav6KaCV4McRFz/dyZUuDsZ1DHNsNc4lTQXlDh8hXrtECQ0NkY6xSjyelEySohYgTZ2QJamqF5JdAjU8QhScSvU74Ss0UNbjzLIjUB1HsQbiSY6pJcGvZB0KopN2+OKck1IZhr9Iop1Qp7T0gV8Qp14WvcmbRkIPU7n29D+W7yBLbxddGGJacN7HTe3qqWxpP3pSm2ojMJPw0fUOD7EPekHMurzxJ9wGeUZNDMF6EkzfWi7RAB6uj/jVPnu2UW7PvKbb6iBXMWXFRp1Q9ZFYYMqQpJHXW0AfSd1CTJmQXYxqpuDqpCgDEyi/kbnnvmNUwZWDfhp2avfKR7wfe+EXzWHr1TbklVOJ3N66AMZebycL8jeIBJKyQ7dIEA7S0Y1kNVlv1R0dI5r6TuNh5YIlluUH/NgBW3TO+0tZIAm4pbySCACKJAGCynfks0KboJMt+xxy/UNhrXjmq5vU2tSZFrOQROeiW8IR/Bd4h4SKCFCJTfQejgJvtF8n9tNUefwH+oBo8SXOjC0mdICb2LBRrJJUZ3BhqT6zJN+d7janqb4taEs+B5n4QLIwkMLtJ545l8wylC1dQ5axyaYT3ZJjEnwazMACdahG0Kcqr1jCM3pT4D7EMtCnGlsivik6S34H+hDsz+QjAa6Mns60tiATpt0AyIErcK7aDULnbAk6GmFGK0PccuiFzUmFUc0X1hUP+v12jd/WDH0p22bJrJJYWp1PGkX1aHICAFtPAIFANnAqOMXjGihBSeCHbKM+q+oKxJNjAoELsPhQxND3EhkW7sympBfCkbK+0MdtjRgqfXEIEIpHwX304w/VtCxSrYi56hdyUxqWPnq9zxDflPQ9xeNayaJBRGqahKErC42vVvQ8TKe6JQYizZPGEmwl1rfh4YjRYL2onFf0QWlq9hvddzYWHtjA1P8gNxJ62PXtCPY1EtLvf0aVtDQjyZiyFC9SH9ptqMWxSRe/+Ah/0Ej2cQBFvJZxW2pvrXv4eyph14bu/+l8Uf7Tzj61rgDg95e+fKL/b/xqx88M2rAd2eseeX942+MCHthVNhL7x7uM/nQwDVXpmWV3WbVAl51CtQRouWUqGG0guwJsGZb2e272Xsvpqy/kr42PG3tw/RN9+8tO7xx5Nx+P1z02k/Orhr7+N66exk7L6VvuZCx5XzapttZu02FV3uYHI1QUQ8W2jMoCH9DeJqhexp8aQnuUycT1+6LWXwgadmRhGWn4pYeuzFj6bI3xrz2zQXjnjt9ctr5qCXHk5cdTFx8MHr+yceLE7L21lZHicg6JI+kDdAg92V5naHwwrFHiw48XnA4btmx2BVnHq08d23ZgukD+z/7T5MGfO/0tgmRkRvORK04GL3kcOyyIw8XXXi8sqDszhMZBx0j2is64iMtB48lLN8fO/9wzPxTjxdEPF5xIWzKgvG/GPPiP6+b2efG9flnYlbsS1i+I3bJroeLTkStSDcfb21O0LbNoTFUXgab2gKqJ6740qSjw3638kf/uuLrz67/+ksbvjdoza9em/bTr7/0lWe+8cyXnvvyT6b9y8/X/OxHW378L5u/+6PV//zq2h/sj5hdXv+IUF30ykKetnCZgq7Fl/JAt2f+saFDt//qzQO/HnzouZH7X3x/94DBk3733W/9/S9/9q3h0194e/drg46+9Nrx3/c5+sJb+1+efWxorOkwQyPTNgF0INEUmc+4yuexL5ZQqb+UBkieEioCBkFCkzOt1AOOICGZaZTZbBq6V5xSfVJ71pkO3XkewBEEvgC4IZ9xNwcNcCI4OVriCdwndRmaBEhL/m1SAKmJgYDGn9WeH95ZFSkKBkW1cJIeua8IlpU1WMf11GvhpEk6CH4QBgvk1akdqYLxfMvROd6Jv7f1+37lB2/47+5WGlJkv4GWAaDkMKJPikMKabg4uJDiR0uyARM0OG9TfHrFj5ROOxyDyVFq7nTEbateOyZ/yK9sI54r2D+r3XtDDepUwSSHOl1pYFibFAqEhcIAinVpSZXkpE28kBY0J7YnHqpeP752xHONr/yo6fffa37jx61TX2s8PL3HdErpSlG1lV4y9WoCnWlKoYR0VrLz1EtsAwL6s49WbpuQN/o3Bf3+tXjkCy0nV0iV0TTzBRyAiAUdCnaBt7IcCNguUmprVQK0zZCoWmmczJcu6s/4Ds2pmvSq9c2fFk17s/PWTrU2gXqSCXkB5Vqzom5hwERAnogcwsLT0BdN80ZOiRoj6P9PG6qXRgfA9FqLg/KJKQ2SqBeB5qpFlfVCyYPGq5vcq8e5t01uST+hdutUzijJFuRntJ4EOVyoz/YT5yT7zFNEWn+CBIualXY3LcT/SM5EiCTCcWRgFlaxcNoyMAnZOYgTdQ5SBLuDJGQvzavUpoCyPZnNLXFltfcdZTeyC87F2I9ezd569PHSW6nbSmsjWSYX0EZdu6g3Ego0s1FbGGeQFbPWahmM/nzz4dnF7//e/fo3S8f+tvvwPNV6gxJuXE+BQyMUWt8AFQOsSd3L+Bl5MI1FaUskVS+t2AObMoZgZ2pzQ3RJ6W1H3uUs1+kH5gPn0jeGxa24nbOzsp2UPtUGklGkj3gd+CFH5Ee6U3ZIyCCVXFHKYguvdYSvqZw72NX/x6XDf9e2ajLz8JDSlCirBlbM7uYzApJBVJHz0ZkwNJKKUKUpl3hB2ouAg2Km5bAeuTuzPeNU3fYZhaNf9Ezu64s5pHbnkOdAzTBQz25FyJdp/TcN9gsCjfLIJDVg2vJTxAsUD4m/z4V92pROGlqC8mjpSrOXXE22HIw37UmyHkyxHUvNORp7bfXZmf339/3hzQ8HpF5fmWI7HOM8EOPYG2fdl2A9lJl3oaorjVe9guIUOYvEGqjXJyRhZZTT6vPp2joyW9ozW9tSu9vTuO50X8mdvGvLH01/OWlqn8bz66XCx2xXTmt7WktXSktPWltXmq87gyYeosnwgvA6v5FggbpMaJo9kvhGX2pZe2xR26PStodV7VH1bbGlrkupJz66OvV3Wavebk443Fp2t7H5cW3z45qm6PqG2O6mZLEzNwS51LJoZZJ9Rl9Xel1jdG1zTE1LbE1TTGNdTHNeZMqB+fsH//TCey8V3dofrE5rrYmvr4+pqY+uqY1qbIgNdmdSlzvEnNafEeRy2wJpNa3R1Y0P6+ofNVU/8FVH1yQfjVkx6tzYX+bsmNphudpU+6iyOaqs4WFl3eOGxtieljQJhfFZSK/7TErQrIgOXnTm1z24nbHjTNLqk0nLz6QsvZSyKjx2w5ljM5dPenHiGz9YNbPv6YvzzyasP5W27njKirDEJVeSVhs9F7pptwcNCmijFbfA0cBBqz8t3nJ47YVx4w+88s6JV8ed6ffB6SFzjr498sOXfvSDv//dr7753sd9PjgxbNyVwcOvDBx8tv87xwcuOTMu2XqKUx2i6hIlwvb/foRKRhkJ9UFBHNGmffQ/tSghb4hQad45LwMNzZIMX9Qh7KXyhPZbe/JWjC9cO6nz3l61NEoN5ABlaIt8AcLZAveiIVLBIUoekXdIcDiNlWVGJzKZqqiTOlI60sNch2bkX1za7b2lBPWcYg6Kep5W1NCyGWJl1gNCpTmQSA5EpF8GuSrG/2h30+ox1WN+Uzvw+9Wvf61g0Lebjs5RquIl6iDVhDMwXYt5SHiaKKRN5X1CqKSgqe8X+RO4kNpYzpM7cznblZ5LC8rnvFo25MfVr/1LXv8f25BtxO+hGWtMrhrMBTqwso2Wt1OOSLhDPTw9ICobzUT36cX8W4GI9aUL3sgb8v2qAT+ofO27tUN+1jlvsHR1jVr1QBGzJS6LUAZUEfItRA4YDmEDJOUMYs2j7qht1SuHlg3/SdUb361+/Qclw59tODBDKLhB+9og2SI6JK4SeEeQt7E0U8wqsgZaDihTZiM3JQfTjrVuGVs18idVr3+7YcAPi4b8vHbHVDX/lsroEGCUndNU3ifNqnEqKtYK1mE142QaVaXhrs96yH/ECKCpz5A2xuJoNE7E27E5smykDcH9qZz7asOReXnjXrYMfzZ31usVj7apPZmqoBf4XLwR4o32ofwEf6kkaDW0HTQW+I+6sNxaHgkS8ggBI+vPZQL6zvb02vrYzu4cRfWIikNQHZxi80umgGQGrYqKVaKjYwxBX3Zne2pjS0JNc3xFw+O80hs6MFbu7jOJK3ZGfrT42vhJJ98avPflF7f+8pfLvz/lyOAEz/F2JpPmpqE8lLt7aOANbimBbJDlZMpND4LJO6rWDPEM+1HZ278snfNmw6XVcnk0yF5W3TQOGtQySCghmndqo4m10E+siQsa2KDeH8jt6M5sak+uaYgurIqwFF9NdZ+4q99xMnH5pjsfzjs/+r2j/fvs/s2vN/6074ZnV54f66oKJ5IDlOBuND7iUgSPJLs50cYJZhrgh6pDYm2+0HJ0Vt6YXzhf/0bV1Je6jn0sWK7L3TnUt6SYBDpURFMkiE0OSa1Tpr0D7RKkIVE+FJ4hKOskSS83JfRE78tfOdo87BeOAT8qnz+YST6kdCbTVj68maYHU9aYh3SKF+0UHYpZkE3aKmQyEqB4ZahbWsuIkPljP/kPGYQjS3sO0+6GiG5EH82HgDjT9vfo0cvm6xXbp5nHv1KzapKkv06aCbkj7SyNajfSjAGZpg6EZufSonPqEQlxP221IWsACPWvba+Gm7ukhsT6e5ty5/VzftSPDd+i1idDNKOSwU90E1J72s4J1PVNsB7qaaBeVhqw0AaDkEIpNjieVl14tF0oi666sNww5/Xaze+pujNqVxqJdZQQpZXyaHcXCBpabm6ijkAZTmsRhdCUAicl06gHNBx+bc0sv7T60dhn4z/o05h4RuXyNGfAn7S6gnvQwmXcGYoBTWCkeVi0NAh/1dqCceD6HstV65aJcZNfKj28QC0Eeof2FwQH0yMgX+SgleYJBxy0n1QPKo0mLkj+XNGfTTWA1yQMcahdpu70M5a1YxOnvlhzYoFa/Jimy1G14z4oMxQG7d+rUEcazYORedq1kRMMfia3rPZhqiXsXs62CPOOx/YDiZYjyakHruz8cHX/n2x76xd3D8xI0R+IdR++79h7x7z3nv5Acu6pqsp47bQJ6EgzCQ485YuzL4BQ4Qohe5LYabSq1XuIULWETOtO7FENXWoOq+opR8yL6Dy1svyDtwqG/M428JdVy8cpaWfU1kTap1DOVUUDNCDtOSDZOdkRRLQjemmYSttBlwPv5igNjzoiN+cvGWp+93f2D9+oO7NKLokFeooSjZgigaMdcAjC8pDg0uR+NGFPjlL2uPvO1pK5bxW9+aMacMab36l8+7sVH/++K3KD2pRGC5uoJxbfoo7Z0FgpEgKiZ224lBxFG8SiTrwQqwlutcvYY75Re+SjysnP1Q34dkOfb4LPysb8umXnZN50ntY7B2mfEVByULH7FRcj0jAA0RLhI0LIpXbrRdvt9pMLqqb9vmrQN+v7fb164LcLRv+kZts7wYx9atNjVcpF/i0ooGTEpHY8AKsFDxwC7+XXqa7wtlPzi6a/XDbkh7V9v1XV/1sVY37RsuEdNu2A0hGnijnUJYAyo0WQQHDaWVrwVFrroulQvGxJjO/G9vLFw4vH/LRk4D9X9P1azZAf1c983XdzFQqgyLlAUq3/gLrQtUlk2lgpA37FJzTjBuFH28s9mU6ixcN/0lBIWo3O8Xa/7PApaH3gDkSJXq1L4BMPVWyZ4Hzvd863/jV/6qstV1dwZbfVQLoqGyHF5KBe9gNB3AQxuBXkP9UwjXbTFFwICNHKixZOsgQ5Y2t3RnlNlN17PVUXdvvhxjPXFubYzgVlK02pV7TR8dDqFGSEsrWH05W2xmQUXLiStWNn1MIVd6fPujruvdNDhh/rN/Bwn76HXup78MXX9/3+lZ2/eWnbs312/mrAzuc+vjTmoetwA5OhgBpRnqCbdjYPFCh+GqFQRb1cEt5zfX7Fgpftw7/lfvtHzWvfYRKPCc0ZcGOOhkXtTwZEKUPVwO6T6eXImP1sbn7VvWjD4YuJGw88WrLm5oyZ58eOPf7W0KN9+x/r8/qxV14+8sLzB5/77b5f/2bPL17a9asxu1/ee31qWe1d8AQrGjkiA3i1i9SV4kQlB0PrPToyfbGHqxaPLHvnV65B3yqe/Tv2znK5/K7E6xkVIozmzJPrAn9pGrCL9mUU3USrCHyiWEQNbTxCpxQU3+q6sKziw775w37uePeX5dvHchn75eaHEpcm8dlAfHI/6gmnmVPaWgCafAR+QvJHM8mp1xfqFhdoIE5e8Rk/+Q8ZOAxMlkt7faPwTD6dC0RLM63Eqf4c1Xm1+sAUy+TnqteOkczXaV6onE975SPQID4oVwMZZ6kcdThpgpu6vmgTDJoqD3rQCImEplc7JMcpVSU03Nhkm9W3eNobyuX1am28rNpFBYkajcdTa9KkLYhF2mOOppXJThlqCa+JV0YJqftXE/HQKAGtNxiZSfHjutOLjDOer904XDUcV5ksVXUIslMUPHSOIe+VaVmdjRZrSjTRmpFNDMUsME2bGI+ABWfjto0JVefnx475YfwHzzUkHyViwyPwOUSn4qTF7rINhAohS5PX8HaMNhaOO6DS6Gw4kLfTZ7/m2D4hZcqLlQfnqXkPCYUgOGTUJ1BR2zxHdvCSC1FM61tYC8tC8tK2rHQNjayFzn0qBor69Scd69/K/vAXzRfmqnVRNFOERnDzVblclSt4sYgRXMhDaLtB+AZPG9HA00TOBE3ZE9R1BjO7mWzaXrgnh61IqL+2JWfKq9bJr7bc2MQ2JDA9mYHudL8vK+A3Mp1WsRspFsqvsUloOtgf+cnnss9LqIpgkWQjJ+ZwtOku9dCS/8Glgi6aaBBwUa8dHUFqCorGoGriVLuCZCLjdPfuaTXv/aam37fr3viW68Wvlk99WXmwS21KoE4whQZRZD+tpKY9nTmzwFgkiD6Bli2TwurJkj2XWy7OK53zcvHQH5T0/7Zj4LdLF74pJR5W29O1MQlaU6EEC8RgAe93Q+BQh57fyBovNB/7qHraS5Vvfqemz/+pePUfq9/5efvOKYGEI2JVHK2SJg9Gs9E6ClEwSoJRoT1BKGPW3Bokijt71UA+BSTeVHApDUmdUTurto6tnPLruoFfr3nhK5Wvfa3uw1e6Ty78/zH3HlBWFd22sO8f774bvmQWE+YsGMg5CpIEAQOCoAQTqGQQRXIQBSQjOUrOOXQ+oU/unDPdTTd0Pmnn/c9Zp0H03vvGu5/e4KjBaLvP2aFq1Zpzrlq1SnduMWouyMF4YDBpY9CpcFMNwCwSHHNwwdKESL1cf3ZB6ddvFL71YmHXe3Na/iWr7Z0Fbze/tmyU37VODl0ABVFMFjwDHiiaV9NSDTXd4OJTBIxjgrEry+cOyX/jqYL2d5e0viun9Z1577xUs2G84txqVsdwOTAELgzUxA/iRRigS2Fp2WCqqWN6uELeHaU/jskf/kp+9wfy2t6Z1fr27D6Pl301MHhqoVZ8OByK9mtWyXTpOr4IBI2AJbw8XANjBrRLBpfwe+H+fm0k/9EGo4JuhhwEqASM5JCeqkFNgrDnHanbOa1kbPuU7vd7ej2c82XvmgPzTPDNSDFFjJpi13h6TJyoJyX4Mhc1UyBB6mrOF5UeSsnfeTl51W7LnHUxMxaf+3zK4VGf7Hln9OaB7/342sDZrQdMab766OclDechtSEO+DrwYiFmm8uG46oUczZzw8yfR/Vd1K71nBdfnP3MozOaNpnc5JGZTV+a/0L35e3e2dDn813vzj/80YZz0w4mLDjvWmnP2JZ/9UwAtEkH6hA2SNQa2Zg1kLKr/MeP8996NaXN/amDXixbOVpy/WQ2xGkmSKSDW0oUd0iyh1SHrLtVNIbTHYoEX5komY6C2tNbLn41ammPvnNbdZn7ystfPfvk5EcenfTQszMeb73gpdd/7PTeln5fHHhvwdnx6y1f73MtueD5MS1rV6AeSAY5KMrr6C5FtUtynGzGy6ZFU2PMgn3X9s5IG93F1/7h9C6PF0/p23BhgVl5wjTdmpkm60kKRBjsh5Eb7hfnzmZqdxd1JNdNIenEcnJ1jBG99tr899IHPuvrdE/20OfL140Lpu0wGy6zWLdm487IiASBQXKRJbJa5IikajcuWrNRWYoAGIxKINbvaVRFTKljeRA5zVBTSE38MWYo1myIVV1biucO9bz5zJUveynxPxlaEgNjiodSnvuLbPyXe5yAMXgqcG4QSp8RShKbzUTsioVTbIpq01iH2aqUHC3eMcU9vE3e0Dbmmslm3hFDtxiaqHuHF+Qj4SsusdIJhwO3AwvxMJbGfRBiWxQXIMWaPcQfI2fOcPrBrB/HRL37TP7018yE9Wad3dAzFS0pJDvC3F8LtGZetKC2iZqaiPFVmYOJWQk0xQOLPgR2Fp7MXz3ueN+Hzrz9bNmpJVxWiOROMu8ahJvxPEWzcR2N7AHmCn+Fr6dQy4LNQ6GGnfWurd7Zgy8NeTF/4Sgzea9Zd15XY3QeweYBT1JDbgUoqHpCDDyAIILDxWhyAssVacB46HLWOREJHNaa+JXuyV2ihj5Rsmq0WXgYkkkyEjFxwlKyqmdIenLQcMmm08DFFVG0C94Gyh79wwwDzHGx5MGQg9usuhTe91X6281Khr1qHJ5tBqLBOTTTA1LLlR3mK7CarMpqXyy5Gkl3/6Pa7wfURJXLltGSEm8w8EgkY1yLJxYlm36f4RcKXbOFeXpfonT1dM3xhde/7FvY45G81n8tavcvBd1vLxj1YtWqD0zbBrM2RjO8zOAPiTUe3ALaAmDApAkIDuj0FK061h+7+vrCt3IGPZHV4fbCDnfkdLwja+iTV5cO1RNWmNXQuDBHr1mHocrU5BwF6l5P1q5erj29rHTWoLx+jxa3+3N5uz8Xdbmj4N0Xri0fozv2mPUeQ4OQRc+yf0XNGpBldDfZEI/0Y0YPfKuH+zJDmIo5pp5j1jultH2V2ycWjmtd0P1uXLa4w1/zejQpGd+x4cBMzB9cjcVKcE1MBiAoGD3oRUTUwpICiWZDtJK/r/rgjMIJ7XJfu7eg490FHZtkdWuaM7rj9W1TjPQDuK9mOEKaDW5UJMJwz6vEkqc+Q0+i1iw6X3dofsnE13Nefzi33V8K2t+e2/PBnNHtrm2bZuaf4geMDEVJlYMezQ+OGYE98HQn/QV7Jku7Zq+P2li+cETu0KdyO/2puN2fCtvfWzTopYqFIwOWdWYgFuYY1h0BTDCwGW7ehRNER6EB4y3ELVkcDcYrwyQ4IX+n74PAZdU02aLJdo2zJcOsSwx79lRv/DJz2Muudn8rePPpq3OH1EUtN2sTDCWZx3TA3iSvFrSqoTjdSJCNWFlLqApeTirYHZW06qht4aaLU5ccGzd937sjNr7WbcnLr8595ulZTR+eet9j0x98Zc4zPZa2HLi03cilXbZdnHGl4RyofeO2EEGwIAcV03VdiT+TtHryhiFvftv6nR+6fbCp30e7hkw89P6cM5+uipmxJ3HxmeQ1zpwdRaXHgnXQMS4usmoZZPQK2I+P8S6CdILB1YoEOHG/c1PWN8NcfV/Oee+16k3fKDmHTcNumBDQIg8AuifskkOJrDqiedgUrk/DMjXTKRn2nGtHfzwyfujXrd9c2G7Y2tfe3zJg3J6hkw6PXHjm859ivj2UuDQ6aW1a3u6Ka6eDwXg6Gh4hmc7C0Sw6zTrj0JqsG8zi7BfN6uOqY0316jFJbze3d34oc2jr0nmjw/at0HOG4dI1ny6nsJwIlSJmvU3TLKpukdE0HpUjGJtY1IcuKT1Xd/T7qi8Gp3d81NulSd4X7a/t/EwtOEA/S8wQIok6SaRERRZQSMV+awZ/eGMyBBWhS5UFK9WBhVbDH22G4sz6OMm+NWfmYGvfJws+7SFFrWNyJfd7OFQgKPmi4KMYREbjXNDWJI6EKIhRKB7YPJcYVNUma7GaBieeIFceKzr0lfWjbimjuoe3fGMWn+axyqwleyPMiPnCoNGNJqgDN47LDl13w+rEwXDoH3RvfARCgjlH0jeNvzj6ldw5b5q2neY1yNlsXUlVNIckx7PQN0tACK3JLgVBoZITz+wWI87L8lKlF7M3Tjo08JmTw5uXnlnKD4dFqa9gxMV5FMUBCFR0QX34V/h2QCmaj/8LDxB21Ll2uL995+I7r+YvHWOm7zP9F3QthmQCCptTEpo4BdxFVoCmdkWzGHKsyRMXWDWFmxU1sb4QTACJrIpaaZvQ7eyApwu/G8u1vzBMKxFsUpZARrnwAXlDdNet4tRh+jEWBpB4GC3gmfEeeB76pQSz4mjttglJ/Z8oHtJMP/SNEYyGivPrrqDK1UOKAXxXgnuxymAbkSq5txjJ72y/P+Tr4K5E4A0GHm8Vdhk8tt6tq15N9qpht8bCAiItMxyn5uwp3fJZ6uhW6a81zWx/T3bnJhn9H838tEPt4VnGleMGuDMoHgv2ihV11qanbXExCa6c7N6llpyuPrWwaGbf/AFPFLS7q7Dt3dk9Hk4b9krl2o+N1F1cSJMgBxO465zLTuDLqVx4KD5euWdq9pi22T0futLhrsrO9xT3bpr1YevrO6cahcfRxWFuMCdbhE0bN7YV3mDKRFk20GdYAP7KKlxuvT5GcWy++t3IzLdeKO76wNU2dxa0uSP7jSfLZw8Kxy436i9GWJgGGMa7gN8Rh3h9Bo1F3RlGWbOOVG/4MuPdV7K63n+lS5OSLg9mv/5M+cQ3wieWGuXnuNiDxoRVt6iPj8nmDGn2es0aVhLMQIxSeOz61ql577bK6fJwcef7Crvfl/HGY5lTetScXmCUnzeDiWCaYdXrN1L80BbCkgQQxsOhG1zMtqlVF6qOLMz/pHdBr6evdmlytePthV3vLhzZsm79BMOH/owCH+TZfKbXgDb1O42aRHIC0B0xV3kgAY+UwegzrUl4BFHb4XcBqvAFjHaASsM7WKDyQ5dXlH39VvbA5p6ej6a836ph3QTDu5OxdAMz36mGme9AC2mwm/V4HpdkeEJmirvq2Kz9Y3p926L9Vy92XPBKu8Uvt/3upbbLXmm37NXOy1r2Xt5m6MpOY9b1/nr38DWnvtx7efbphKWZxftBX0SCVSSIjWnvMQyWwZIUe1bB/lOXFuw/+dV56/e29J8yyg5cDV6sUWIbVEtAs+OLEqMaYt8R5oJY/iGdRwtwy6/wcXCLUM8JhmHT6i6UX1iWvGxM1eHvjCuXQEp0SRz+arhIKerjuDsWiqEx5ukR9iOEmsi9rKmPinGu2nRo4s5Ls054l8cWbvXWHMqRzl5VY+tVe5DndFqIBFAtmA7AA3SRJlYicR0uFkAUYnJZ6ayvXQxfWlU8fbCn7/Oe157OG9ezatMUNW0/xZzu0ELxYoLfgD0xOzTGA/A8wrdC3wCz4cv8sUbGz+Wbvkwe1TG113MZfV64Mr1/6OJ8o+I4I6V4GH7d1djwM77eeM0bv/nPazwM1R4GUVPhkbwax8XHniT8WMy66KB3e/qKD+PHtc+e+27IvoXYSRLjiNQT5Zjyw/C/5NzoOmZLiagvMRUNA0Szxxuht3kciFpzqcK63r1uQvLqL+pjN+m1lBxiWzO/TpmLp/otoAr/A6fKYhoOUWSbzJVjFGKWvlJ2tvTCEs+q4aU/TzazD5u1TiOYwuOAuO2QI6WBHODz4pVxCy7uUqpivNxAU5bmN4VSr40rOvfDxblDYpe+U5m4nr/RXQo0Lt0UmbqiucK6XRbr2Qx3w2zIG8CoMDGBpoyyNGQcytg6zblwRPmBeWbxKQoPzcYiPPWQ1JBV4oitAAzYIbbtoYGawJs5uVkjxFwzJhLDI/kTqmJXW2f2Pz+qdfHaz82cE0yfpICBy0KvQlu7DL9F51EoYPA2kl3NyYq+MiY+gyXseVZfwuywmsVHqjZ97nnj+bw3X5b2zoVDMCE/WLgUH8CrYSrB5BLFkU0Refo/B1AFpaLjICWJxMdYHpYZySYXPoNwuyxugC6LUZwbShYPzhj8ZFaX+3I735PZuUn6oOcL5r5df/lH/Tp3N0uGTwFBC3kMACFtPUkJOUMBmx5JJFEcWt6R0p8+zfqwVWGfplc73lPW7u7cbg/nftKj+sBCtfAsVy+4Mx3TG34ERoBetoP7qL7tecvf9w1/Puf1Jle63lXU5vaSrg9fn9S/4ewKtfwSnG/I9DWYnpDGTfGsFYB58htbZwoDdbYqW7g+pMVp14/WnZ9TNKN3Qb8nSjvcd7X1nSXt7i55+6WqlWMl11YzlKDh9U2XrLpZuJWRYeYWim0PmJkOWbFImkUPW6SY9VcmD0zv8Vhe63sKWt9T+MYL1xa8L8X+ZF6P5RJLhBQLFsztQxoaOGaiqtr16vOKZWXB0reThz6f2/VBIHFu53uLBj9b992IgH29XhdlMmbokvWkkIaWrJgZOvg4JhgskmdlR5nyZS1/V+nOz9I/aJnX+aHyVvcWt/hbcff7qiZ0Ch38SoeeCMeaulWRE3BHihsuFWMewsQxOugoh6bZFd2qgsNyTUi4bGEPYgX99zlH9DkzcUQYquhg7ZFpuV90zH79iYwuTYs+7ek/slDPP8nP6OgNZ4jpCTadZUiFHQYxgVMlOVkyMzyVx6dsG95p4nNtJj7Tc36bASu6jtj2xpQTo5fFT9vmmX8qc1Vi4da0kj1F5UeuXT9TW3PJ749TVPAMVxieV5Rp1LiNhFtx6D1Vl+RPqK84X3f1XKg2RvHHs4wGnlaD4floorqHK154DPygsTgJGCErHkSwEBME/YMhkO0KDMCwq2aiVHvJX3BEq7yIWa0rFiUcS0Fg4DrgT6wOJtbq4AJgA4BkTLEbMVJKDW9tTfSVK0fLr52qAw2H72NWLRqXwUTGL0BdhCLxeTROVYyLi3s9RepKI1mE8yq6ULJ2amyfF+29niubMEA6skQrOQFqr0nxKuAfqkKOMyU0ygvhkuChxKGHMAY8EgAVpKr2jGldWfv9iNxhrzq6Pewc/PzVFeMUTIfqC7BGumx+9xbsjKBpBFAj6X744T+vAVAlmyRZIP4oeuBkAugfmA0eAPI6Vik7UZe47vrZhYGEtRr4KFPoParkAAwDVrl6R2UJr2KFb4Hxy8z3Ya1HxkKDmOYgKwAbIQbgCcGDAzalJqbhyll/6TmlNl4GHIothYKLsNHPwCRu+plIw6OK7U86i8YkiuVG9JIgrKrTaIiVrhwJFOyUKw6awWiMhR72KZKHCasmGADcryjHxsmIYUKXMq3SgE5gtgR350OTESCDlvC1CzWFR2oLDsqVp+DWeEaewSwzGpvkwUOKkydY3ksHaHF0Im+HHwQIhRK16thg4amG3KNy+TnDz+PERVIb9YMe8GihSKpHhF476MDFRoBI6AXKFe5dYWADLs4ezNxfdOCbjA0Tqs+vMEvOEwVZ9ROwDcOIsEDmeUBgaBCvsk3G3GRinU1viMdMoZ2r4kbo0qvnKvfNSvigfeL77a79PNe8niAC1BjNdCpszCPOBTHoaATj/1GAiv6ldhSbuClc4E9FNXbZwZNvMbcxfkVH5BPzK7/un9P3oexWf8pt/bf87veXj2x97ceP/dwbYIMPUhQ3tJTCskrJjNQHcM0kTWJGBpdk6qLDlrUly0Zkv/1sbru/FbX8c1G7O8oHPVv57Vt1F1ea1Qmmgc5KERxKEBAueSboZSf8F5eVzx2a3u/xtPZ/zen415yud5YOe6l20Uj5whrzutU0c3Q9TYLsUxxhzS2rIKQsKyhoJowbnkgEOUXjkgYD7vGBjC1Xt4wtGt+u4LUHrra9q6zdXRld7i75tKN/3yw9+yAH3kzWNI9ER4wxTtZB97gGBl6cqMA9iUJ9imoxArFKxv6SdROcb7+c1P3R4mHtatd8qfp2mwGbYfrEZkG7OB8G/BckNEXTUllLE5q14mzg3OKrU1/Lfe3BzJZ/zWh9R0bPB0s+61i//UszbS/sg2m3IQvuyNN9JR4NayppupIC9U9aF4w1K0+E4r8vWzw4a8hThZ3uLm1zV17rO4oGP1e76B310mLz+mnDtCmmTTaskgpGL0LouAg3C4rewHUU5o8ATTVwUgIqbB2TFp8koIp/b7GT/2iDW4GPrk/Qsg5WbvwkY/jznu53pvZ/rPSbN8PRq83qeN1MQ4Nw1wKsVaRqdh1dqsDqMK/STCVTA23XUirroy8lrtpzeta+83NOWpadd69KyNySUnawpPZMTTga7JvYEzmImGkUokIIQDpsl8J2RRTzYrwk7GT9I0x7TFfuc0/iThWQPBhJwMY9vgykMwIm5jwsB+6DjglILPFsDTs7UBXBCWpN9ozGmoXi97BtE9rCBVIiDg0Ve0VY0MqmSRBG4OAiHQkXDLu5A1h4STXEgvg0Ejw5czdYFJD5NXgLDgRjg5wFEO6sp8/gigBy4cFFQhkLpNDJCqkB4lIeVXJwkevbYcXrP1cvrTLLz5kmUMcKuUNtSo0CNGX4R0RNQBOTNTlNl9N1KYXBT9yi7nJt3LKM6T3dPR9K7fJA3kcdynZ9LoOWaS5SDYwL+gc9cOso3wRUTlh02q//+oc3bqSGOxZ1UZggBmNm5JZxCBmiRySQgzc0XOBCbxhCyqPz6FMnM6KJfJCJ0IiR8ygBM/aQkSjhT3h9sBMmP8Lvi3VKLu44yZ/wyvhiZM2Cde9SBccClHJT1r8LqPgNdwHAi0IdsmI5C4nILE/GcQSuaxbDTDBMuC9cHNabqespjNDKPDiWfoMg2mgqwizRIougGCmYMWwDQAJLcwizgc3DrSWQFjMGCzLHhD48G8wPrynprFQleoDWi8FqFHZAfc2js/oV+Lo3aNgDithewdiM2JFsRLaipcO962Eb1LZsOIAIquFVVJcSZkKJxgdjRxl1cXLxyUD2AeXKaZ4uB7OEGoHPVEWtbAAnfgM7Z7a8nWW01cQwFbydh4eCdwq3owfF6U/1CYH0fcUnFxadWFCf9rPBnZAuiHhTSReHJ4pjNGFy6Fs8LYb+fxCgilUQ7uKArwFB0JJZcgESs8FhwJ5AsgJx4ZTtoU2f13zY7kq3B0ra3ZXf9vbsXg+Vju8i75hqZh/i8OBjcB/gO+gRCkQRWPCLM0rBO8IJWvER6dyiq9NeT+l+f1H7O8vb3F7Q4e6C4S9Xrxyje7fDvjWD9cGB6FC33BXHcmsO0x+nJ+2oXDA8o9vDJS3vLml7d1r3B7LHtmvYMcXMOmzWgQFhXqWyHlvQzgfgIrxTJTGMRNUxz8nEzXCKGQKv4clWPKtBstSfml8wulVm1yYFQNNOD+a/+VzmjN615xeZVRc5f/AkDKmJDCagO883cEkhq0qccyksX2dv3JwQiAOvr8nYnbL+o9Q5b9Xu+tbMPQVL0gynbjhNA/KI+fRilkIdus0GHgXKwGDJ4cq1Y7Jee+hK67uK292T8tojmV9095+eZ1w7wz18mlsK2CR4SZBNPAZkDQmaT5WSVLwCJgwcbsHR2nUfp/R8IO+Vv5Z1uDf3tYdyRrWs2TTBzNhj+KN1ww40FYW5XYrhJqNk7AHkFIObBC8DX6wziOQgDIC2M20Bs0IAKpQcjPumyv/7WsTz+q2SbbPn446WLvdkftiy6MeRoaTNFFVGqqqm8nQzKj98EpSOdRzlIMDVY2jcpqZzI4ebKTwBFori/MQF8e6ATBgVZh39O5oojwXfgRmLmcklPYcatINBk4/DGvlSEdrOEl3ANu5jgYPg0IiIE9NAGL6DF9OlxEZHBvyT3HAWssw0yzAPAoL3cTH2BdKNZ4ZsDTrZk6KIOQwDXtsg7tLbsrI8vI9sZUln3IXoSHnBhQ+mX3rDUqI/ZJFwd7oYIYsjCo/eE4AX8byM6KpchWISE3MCIILxyng2uHW+Ah5SEBf0RsBWX3y8MmN3oOKkGojVZAt4ksmiDQw/cjZBgFKeRqgDOjZJUlNljIKSxLmPl6q4eGX/V5fefzlm0HO5U/oHTy0wK0+aJigLyBzQS0wKuOObQ4zG/r/Rbv39f1YTww3sJwESczOELoLHAPG1sfB9IE7xX9bCl5kWAMALOLQgSJVXN7waOgEyyM8D7NgD3MPtEIDK4aPoQYM1Yn41xupwOwyZXQskAMKl2ujawmPVeYdClRe40MNoxL+vUGn80F7gcGRUzOeQxfGXaMzBcRiGQzKsipqgVJxrSNofSDmuVcQDSOSARcPQq6zvIYwfBkPGwN23jLKKjYiEQwacYTZQzKGAReGCjhvehlHZ+ljj6mW97JJxDcSC0g13xwdYNRePCuvirMHX+VTw27hFWHaEDVfIdAV0pp3CaMnb6u3hkgs16Yfr805qtSyTgieXQyw9iG9xQRRaC1QG3cWKb6zRRobHZAUHw5kGSBhmBBSzQzUhlBPlMA8To0nrgspLrNwOTIXHJgnA6xCJXDoPn8FMF2sirFIAxgA244GWZfQRcjkEcBHZzmHSBRi5HjmX+rem8ve33weopL12vK0CdkOCLILmYAFUiiACzqBvZ/7S4flDm13t+MD1NveWdrg/r99TZV8NUM4vNspPMirLEL9dZ2lQBjR4TRg63CLVIRSARc3ae33b+MLx7XN6P5jX+vby9veWdm9aNq5zYM9Xet4R2r3uCrLEPL6eCASSdK9k+OChuPsz80Dtd2Nzuzxe2ubBvF5P507sHzyz3CiBTZOn4+EFlQMttRISbqyOqCp5GbkhBgZqjNXn0wwp1VB8TCqpj9Vj19V+NSTt9SfdnR9KH/pq+fdjw+6tekMsnp/GxOgE0BTzNpE+zoDbsmt18Tz0hkem+OQwjx/i3IZ7gscMxYTKjzdk7peLz1KbcphFRgxfB8ILNoRn8JhViWY1egbKNdEMXq47OTf/gza5fZ7IHPp80YK3IN+N6xdV2R7kOVPoUrjdZE7L+gQeFcf1bI8ishapcTE3Ki4F9n6T/2bz3A4P+Ho3Tfqyc/3xOXrRCbhXTXWDACqKjaeLgKlApXE+oK/Ab8A0XWqQ4QcNriSy/sEXIZqy4fVveIrfC6jC0UiZh31L33dN6n19/9dK0VFKYYBiyGc0YHqgK4RMJMHEA0DQ+4xwMhQDuLCGQRSOgBwIqIOHhB/Ed/H6GJ0GyEqMO0CRFUFZlQJ4Y7i5WzSyI4hrLYCBSJyWqdTsQ8mpSqxarMiJYQwihtvwMPCgs1w+04WYT0AfLVZPRSlHcBEeVwmLYjyNH/BD1AL2RJAQir9BFNvjGeZedLLKLTpO8C3oksimBVbXAuARpJkCilfWYeGyMxCyhVkpTCR3ROQdxAfRmvjEUeBmUJfMfc9OWRc0n3AiRgrXiexKpLoSXlJzwebr1YRa09ZgOoOKLRxMgDHj4koIflyoZN4FPcn+UVRvCLiu83glfh1v1GCvTtya/tMXebtn1Pt2QHBQzGFO4fHCuBFEKv4Vg4uvRBoHWqDpfw2m8hZ42USuI4A8QQWqHmb2GclEmitnq60br8SsqMn9WWUOlxhBxavqvrDh5RGeGAgwM0YdOcfBvIGmMmZBBBTFq/FlyYrQ/0AOKComv4APXXNuS1g28vLiocWxK5ivS88DO8H1b3wXLTKD0DAokaHB07KuhUjFENNKgdWRLYn5VRNffXaVd8a72V+P9F/6iem+/DpYnSjMqWBA3bLmVhhhZpCZ7Fzk/Ypt4jCwJLHZiZvIuZAJtRqIV/KP1lxeff3IEilus1l6iZwA9I7Uma6SuhZ3Z+SZPJKBZfgrJg1FVjcw1uQKeBe18GzJoYUJ84Z5fvw4nLjVrIslOcMz4+sNFtED8G9imrD5tLBb5nG5HpnpuG5AIK4TrjzfUHgkVHZSA8wDTTF8YZIMNWhR8IMuMhtwHdwRz09tDZeOq8En4F8n1/514CXjKxgR7vGlME2iTlVSMTcVEFZo/f9ZgMrwhV1SLbJuBbAZcPd+sIB07sSAlqqz1Zxf7h7dNrXj/SWt7i1ud3/xkJevLf9Icm0zay9CAMkm8AaU365q8aoGQEoQ5d0xKiCGsFqbWXU5cGFZ0sftnF3uzOzwt9xOdxf0f6py1lCWZIscLmimoE8jDpTbEBWLSIOEe0KfsratGr+xcuY76cPa580bFbBuN6ttppHJHdCYzyA+oWgpFG3qMAUbD5pnPMcO9xcy7RI8IKHRy7R4OUVVkjX4IIwciGrp+eoD8x0TeidPfqNi11wp7SgTkuFz0ciDxEkpQQsRUbWpEigqzM7NXK0g7NKnNdi0enGoPTOwbCqXvrwaK7CgQToA4+FzE2B5oJPQWKzJDo/GoLrbYB0JPKRFzT1UvW9WyvyhedvGhzJ3sXAEd+snK9DowACYlO4VwUMLRCR4n6wkhrmv0afokCYOw5+geXbVff9JypjOvrmDr1lXGlx2TWZkWErTJLwyhCxUFGOGdBMQNKoo5RiZ2+CSmGN0B8Id3/AF/GRktov2G1P5jzQRK4MOvh5dm7q31rdTLb9ALDTTiHMBiHUMBJPm1bBFHPsK14PRSeOZaEGrGojSlXjdSNR0MdNwQYH64qkYEGNpN3ApAKHhBuQEYcPwjKZPRKLAHlw8fZoIDeSjZhWbIhjHhgvWAWmKW2URfAZmuEqKBmnOMYqE2ugT+QPRiy/SeFgv5j8GBb3khyJ0s7huQBR5UFM0WAWPvGYqH7fJSlaF1TbgjjEL0LEALXAp/MuLR27Ko5vxMAzNiRUmrq3yvnQoeFTobIkxcFm1y7RDzFPxSDc/JqCRP+CyrK4ALeJUTa9k+iT0CUsDOmF1kbUb/swE0WSV5TJ8EMqQJjxtO+LO4GFFrFu5FhMsOh2quAjpA2FHoaDwfUVVQkA4IEoM7k1AjWBqpP3XYCoeWLKrQA7ZpnDoPRrrTSab9Ym6a1/2ik8Tv3278Ngi+co59ox4qbDkrFfdQQ0qB7YkdmSy32AD7AQiE2yvscEvM3dJN5xBKS4sAUVs9EJ1lrJDC868+9Kp918sODFbnNOHi+B50CHogUjjyDY2/C9DDgA5lntjRIT4J06HxLyjDYBdJZnXbZU751kGvpr+TvvA4WUsSMSKEG7YBqsIcWMrj0xQeUQHM3tB08WCAqtAcPUqgCmAd0+lbGAqQKJRG1WVsMYzf5hnYv/6HbPN/DPiCW/MZc70G4BK7REZeuFqcJ3Gd4F3Yr0OJf9E8aZJF0e3s0/rJ1/+0ay+RB+LrgAdiSyRMOYB0SwK9XBxxKNyH4tXg+TgUqjbrIprSNyetPEL9+qPGmLWmVcvC/vnlOTWcHQXPBJ3c7CWLSFWtoGwmgY39elMNXDhBa9n7C+LXVXv2a5di8KMgCma3PGcYqhpBu4F3a9YeCw5B+4WI/l97XeHfLnULNbS8EqYOWABzMEBrDpNvy2Ysrvghw/d/Z/P6PRExbje1dumh7L3A4MN0y2ZrFfH5QEFM9+iaAm6jn6J12SwhkTiCnq/OiYQt9YztU9s9/t9Xe4tHPFqxQ/vh5ybRHFa9DvVhoHhoTXbDNnCxR4OPG0UFzHAdOpjAo4tRSeXXE/ZB3GmmKkS/QIsD1YLMRcXDsahZ+m8yECZ/Q8GJ4lD8Kk1uVyEacN0cxiiWEeBrPTUF57OO/vD1Zh1WmkU/bgE3PWIM0N8XPwIWXUqPKi9BEWKh1+TFB4mo7MKl6gdzwgYZ6DGk3ASQ2C7RkrYSJVBESCn8BhA3ABja7iaCtBlgoxLo+cC6otngA1dPVvi3VJTdtI0k6gmYYWMCnhN1j1mr1L3q1aDm7e83EdoUIrxGFSuskDvRmvp+66cX1bp3QqhzACDChefYjYk09fjOgEAKkCCIKRzmIjuYLgks5xOhE/hAoRTxr9Akcj0uzkJf20q/5EmwkoiDU8EbdIMHuEk1gKYooUhFqlnQdY0BgKJDEZIcC+TREL4fSw376O70JMBdBfglnFRdCYL3ODhdeGk2NwMH4VscI5QKix9BwCgEhWnjOFJ6IJF6eYIb7gZ1mMMXIAT009EI/pGFIZowsnyi1CNdQl8DIgeE/DJ5H49CKfm0TirPSozX5j6RH4NtI6sC9DX4B0FBLKJ6+PikQbnJcg41/k440TIMQSzFyQdoBuwaXwpwqTwhmgCQRuvINAr4ruJHPi8gycEM2NALBPgIrqPcjxswxV0btrxRQBVVckn+F0+EsgWNx40hgT5LQi+FJ54A2Pghukk1nGEHGRPCtiI/PCbhl/yedBj4gP/aQ1mr8tWSBNJd0gm90dCzHGaX7fq0Vu8n/e/8FaLrLUTpewT7CIosFAizx5QkyQjFWyDkXPqMAIq16EZU8W8w2MLmCFpY/xf1SHxLWE5ngnbgQSzKr5i34LLb75w4e2nig7PNOuh3SnjBAiJ1QFCEbol8pA0G6g9HdIWF2QgTTRmurHWdOM4wvVdt1zbNds55KWCke2Vk98ZIPFQxsy3YigFpi7YGBfRuI5GrSmoD0GR5sqScFyVS+LViGqJetW58jPz4z/umPBm8+ofPjUzj3HWcO2G7lT4VXxX7KDFlfHivBfxm4FWGJUG7Mef4k3FqhQeyd/46fkRLzsm91IBqDUXNYNhP9pSJIcZbgQem/luXP4ElRR77cQcD3pIl0su1J36Pv6znhdHtK3d/jXXwljlDQ2mIuJMXJcVdD+ciMkiU5kwNZqElVv8k/WrCbn7FyRMH5i2clwobT/tXEwEnU412YCvw9SAh4E++R8FqHxKcChYAFCEC90U/nooXg/EseKJYlPTfs5YMDpn4jva8VXGtcshwxZSEhgPYbozj7hjPaMwl0413Rdk9QALC5dIVkZNQw617Hzp2e8d097wfdSt9qeJRsZuZhvCp4OtNDh1UEuhaOEoSYRhdngkzgRROBf4ocJd2jXZrRq+kOkJ6k5/2CqBleAK7Ee3HgaXgeqnLxPpcIlcFY6s5jLmAywB7OG9YEmYHnHQjpQIqk8NJsr1NpXxOkC78FNMgYNCFabPGghWTbOAbcDd+EN2Ca4qlMSkHgkyK5l2CcqGizNmbpckpxyGG8JEFYkDcJGQ+GyYRR5dd0pSgizFkyXw3e2cddzq49X0FFNP0ekTeTwcfBzslVEarr3BVnALt1YX5y88Hq44a0DI4uvw7Lg7CARGgckF4MLwj+xtBjmJ+i6qYVIEUTOFSRkcSuZD4itgFZyZwr/TBhi8Ep4F8zziHG8xj7+zwaGAPCaozInwSHqKKqcaQfQe+hADx4cRzUkXg4EDEEqOEBylbGViJGWoy8CwQuUHYJbAFSIoZqAWsLFWMxQAHhLzk6CFF8cdIewENQZKgT9xr1dkXVOIEpgK31egI8wSjXE/rk79gqYRfEITPiiS2c/v4it+O24KoaBz1wQshFEHSXOEeaaVXQrZxNImfJbAFXARalkR9IMT8ZMWgO0xXEbQ4seoNfFXUjS7Ws/4ByyWz4Ougw0TjMWaAi6C/oHjJtwK4+S6l5PVGEBqYQmglewHAaVgKhj3eoc44JOvgE/yJH+8O/uBy3Jo1GR4jEhXhByazLcImTxIK6KMxURAJ7h13S2L6JFY1oXZECp+O9A3AfW/pNHhwEeJk78U8kuQJ7All3ktQY/5yTOh17nBL2au+1wqOMlpwk0gmBrowDRDScPwhSUbuBcBGD0JJyByi8j5GoGKywr0RcwRSyYRxJ8arGad4/qJH6OHtTr31jOF+6aLotPodtgbhIdPNHi/CAcVsWIoJ+aUWBjtR3/SMASI4kkMHh1K4ot/ayy1+2Ynv/9y2SftzAuLuV0wshpKZoxbC8rORFEfFQ7zAODZ8LIcNY44JzssH+OCgYO6sOnXT1w/N8f3eafkIS/WL/rQTDvIFR+WvoLleIVx4k1F6JWvzz9pGiMlOpmceLZICqpm1wr3568fc/Gd5z0TupmXfjTrWFpBJzNOMfRkhvE4p2DPcEEsHEH4Z2+kGqwvyHUWVss5uTBxfFf7hx1Ce2abGJEACTQMjCEZ8DaAPV9BoDuXjeFICUB8TuiKUKpWGJO08suDg567NKl7vXuzWNSjesbT6iGevCTwVbiy/1mAivGAM+KuADAOaHnWWwnpUUEtNqRbVYM6NZR2PJx0DJRK1bl8LWmAQLG8DxhgTDXV9GeYwVxNygwrDtmwcutuKLInASPnU67FXYldf+XiKrX4jAgpsLo9qTEdkwuGLilOSfEogGTiGbo4zgjFqBJr57KsqyzOc9dSdK51sVaDjosERSIZvKeUxEi1mqobSYpOBcYK5kFo3ySoBx4aJVLgyLyge4JxGAAlYFNgkSynni1pKUGuTIBnAW7hasHxqUI00Ha8vmblYa4MmnmZDxlK1cMp+IGATTQF84jTA2CyYG1M4yS6E8Ij4lvEA1k0EVdzqppNBTzLCSAKzGTDBXVM8kwjnCb2UGNWJBK/NcZ4hfbC/MQMt5lF56oOLbbOH557eI5WcZZhGXQRz7WAhWGW8lhNOFYdngImHtnmDBWietG3ClwG407wvML60W80WeE7OBXpBfABlubXuFRDNkCDhlWI9htT+Q80DI0tkvUqgo2phpIqcimBN4m6bld0Hl6BoRfpx/QOEArcU69aYWPoGVVKUiABmf7gkBQbKBRTcpgtSeYuYOkGFsL1aDASN0uTc01IxFRBqkQfMpqCO97MsRQ/s4twZcmhkL6IhXO4QhqbiLjIwmvjK/QUQt0qeAwXM8nxdXyXT5IoGU6/6QwbAFomK1FM08HxK4rqVMD9QctU2D+eIRGwxKCWiOjwIF44brwCsJl9zmoPkpwo47I0JMAGxgiDSEquVMcErpzXKuPMOsw1t6K7wCnrdbtfdCBmBIcJXokxBsZjSArh1KBguLWXhJIplGiRbRu4LDskEp9ATxJlGVdkpFHgJbxtiG/BvAHJSluFveGVI2Zz03PBgeL6EZQl0N469P9pTdgknlnYJ/qHRIHKDw66JsG0b/JO731uRLPMrV/IpadZQk+KFTtqksyGFLOeC+pUY7QcfJ0xG42SC72BzmFkSzQm/jAqS3QBcgimVee8emLFmRFtj7/9Yv7Bb0Tt7gi/AUoJGgcigoHjVKJ0oyYRsCp6DIgOB+tpTHRiDCylEVDrrDUHvvW892LBh6/IZ+ZwL59pl+HfgBOkUE7BxsDO4eJ8mJtM7dG4gMopgM8wl0eMC+3EQZdbc7L6wrdpX3bOfusleelYM+MwsFkjBWx8SH4eT8XO5MPrYvQN7v5M4Q4LdBT/hGli1woOlv70ieW95injexrnVpmVUTBF5orqyaz5TPYmgiWyxZBjdDmekwKiU01irgaeHINSe6nywqKEL7rYxrWX9s82r5wAsug8nYy59/QzNB5OZOE8HUxZ4rOhwxPNOhuYt1YS417x2c6Bj52Z1rkudZOpxppSlNBREMFpht/HlGC+OB4D7/WHGeHvDvlCCkTYMdkZRAOcYIKsJciKyJho1PJis4EJYLAoUrQmxxnoGgk82mMGM81wnillq+H0UDgpBNfM4CQ38DHvF2anpKEFa60N9VbFTJYMSAf0HUi9RQtDxAA8GJhSwwAtsWUQPEVlKVFWDAkkQKZoQa8WStYlMEGqPYo8bniH0OTXReiMu48hN4OhBJXiVcRO/QymaUEnz+imO4C/Y4F7DKHWYNXqIPW8iplWY7irRLK40DGwsyS1NrGh5HR9+QlVESV7lFgW+ACfkpIApYqSIstJKqcQuDxkB9DUahhOJcxkIq6coxthKNBkAVdVwam60jOqP57xHyK9RQ8maIotJFnC8NQaZmwKiwTVg804NfhKMzHAer+iw+GOFZuSsaN2y6d5H7ay9HwweWyb2qPfmmVnmawI302nRi1COUJpTlQQ+tXNYp5MsUnU8DPwsiYmePWiVg9KEfGtGOjIhEfPRAQ9fboQqRTo/FcEsjhvYSTCkf224a+4IzkN9XEEhBrtm+FlygjgB/5XLL+Jna+URDR9uBt8WAAk6TPzIdFpmkvTHZJq4/HUmleWmJTB/EyKJFgIE7lNw6YaLO6jsOiBQwmCwYDyZ+lmhqb7KDjkeC0co4diGf/H63CR0qFDxzBF1s6lATwVmApwiLlaiWpQrHRC3wPFwZxCCbgIeoxUGoQaN6UkchjMknNLQfAwQBFdiRG0wy8oPAaY67igXCJKYVfkxMhx+rwLPSlTlkDvdClZU30gLgrejns/WGpAYzE2DLdNA3WT4rlsH8Y0BBu7QeGLj9cen52y+sOsvbPqMg4bIYpOpkeCYWD6wKIw3BFuRGVJG9DoIn0YO+Z141GBr/5EbgrEvJCtpj+Wq/WUuS5xTD18cbLBOqPw2ry4hq6IuF3wM54JAQYmRAAXKXAFWBdlCv7VmYGVSKeMhm6he0XDTTm+kdU+Ehc4O5iZeDyBvpGP/V0NUEprx7xIM40MsGHTzOGmDjOVf0ralfl1f9vol6t2TzYrzoj9VC5R0C7LVLNZZ7QB1A0zi7sYQD4IUWigv5EOBHBCpErW2trzGSU/p1bsT686mH51T37J3urcgxl7v94xouVPb7+UuGXatZyjBUWHs0oOZpUdyr5yOL/syLXaCxLRgiENcrLIK1OwMnyl8xhtR8W1U57kn1zpW705Ox1pm5ypm1KStl5e/eWans229WkZ+9MkT+4mS+H62JzV1oz1nuStmUl768vhrFLDijWkxYcNW1C3BVkW0UmAhG0wORxcObJxGc1t1sYGL65O/3Jw5lvdlWXTzGyuJYl9NfgreiOJLoXsB+CHMXLoAXgkF2hledW59OJ9vrztvpytqVnbc3MPpsb/dHTeqO9ff27HiK5pexfm+3am5+30Fm1zF+9wFWzPKNp//dolBXiP12QFKOjUSFen0hvj2cwMODT/xTW+Lwakje1jHlxuXouN5OuKBjUMv4QuogFTOWBwAdJSqimnKiG3yqLETu3qOe+qkfsHNbk8s2N9+mYTOk2xMMFTyTDDWWYwlVE9uju4KVrdr0zld7Tfv4YquBUb/SD9LB4O/c51HQ/EnyHxJHAG4jS8JybkRSMcpatWOqmQRw2kGzIsOx2+T4azgHPR4Ti47UENuLmBUhJlpjVf2PQFdE9Qd3F1E8QEtyAltBghHmfGMBenogBUGSiVoIH4BGKBQGIvs1eD6gJTw2XJLrkDmh8AL0Nvll4sv7A6c9/sK5YNanUMEQUXZ2Uijwam4xcRHjAGKGb6WcxJm9kQz4MGdUedkViv2RX80sBw+ozC05UXViRt+Czn0DcaWJUUq6pxmgEqBGrMNTMoaQlITJIlQBqyTwGRt0khFtkiQgBRYOU1cXW2zRmbvkzfMqHattasugwnZYRt8NHw40HJHkInR8gy4410FlAJQc0dRO8xLpRqVMf6rasrlr+TO+zx9C5/SuvwZ0/XO4vmDjFT9zPoJPZpMMMogm1wpkEe0coT3SGI6c2pb8yq6HrX9pz9s3OOLpTyT/JGVFHsavQhl1SBasTUCOfAYxBTdYAcw4O3ACrc5a8b+xPaC2AsgJNJuYzW2g2AqM5fEs4j74iGi0D0YJ4ERO40X5m+lWZA9U9EF3lSibLI91YjW0SYhwxgSOTJPGxWXYmTjbiQaQnptjDASU/V5QyjIUmtjFer4yCqDHAgKUqX4tjbABXyM05XPKfGZCVmc4jINi2ES6GM1pIHoDNh4UrIwm1XYOLwrWQehCh+RQXeuHU8g+TTZdA7px4ghLATJAcXyBVuA5C4a4t8gg0CQvdww6uWbspZbGoaZgGMXxF8QpdZW0DSLLISDwprsqKhVSUywQOmwR6kzAP+7ZMLRr0a9/qDjkm9rsWtbwxLoGeY5sYlN0Ys+agi9C028MA/Mo4HXiuC3szP4vIqZTcP5A8lwFY1prYlhUKJPLo4EkoBZ8Ud+Qou1upjQp/YpNuo2zDxoQjdZoMlmHes0r2jIee4US/S0UV2Apg3BTesRVA0XbE1VuDiHBG8DaBFQP3F7fw9DahJwuetq7Nl5B+ypG1JyNkak7U+NnOdI3mD69jcjSPbLezR9MDsAQkXF9ozNiVkb4zL2RiXsd6etjm36KjUgGdIZjQoAIHFuSyrSWEFo+midXE0bbpuSS7atuz4mK8Ovzvr9IhZJ95bemTk7gOfrPi6/zsdmw5s89BXE/tt3Pv5osPjZh8f/e2JMd8e+HDJ/rHR6ev98IeGGHd0FF8WaAGLskuyJWzYr+tx5zNWfbX1rfEbBkzcPvjzzQMmbRowc8OQ98d0bvX4Qx1feHz0hJ5Tt701YXffCTv7TN4yYNqawUs3fGRPOiCZ6UEjPqhfkow4ScfVMKcYj5FkV3nVRXfmjouuFRd9y2JSVsSnrImOW75v3eeLBnde3LnF4Unvxp+cG5e+6mLmirMpyy54vk/wrM3K3heoiSX4GSCRYvuQnFzbEHvcvWTOkeET9w6a/POQGbvfW7L3s9nLx/Qb0OKFR+7u1/G5hXOHfbd99Kz9wyYeGjzhwMDPdw9YefIzR9aOQBAiwacxhSqxpj6q8OrxrKL9mQV7Mgv2ZhUfyUzdZ909e8ewrjv7t/OsnJrj2Z5ZcTC5Ym9y6e60kj25ZQev1pwNSnDg3BAhVnCgjzNMPZv1PmFLoAtXz2WsHH6kz92WiZ311N1UdFzjT+VpBwrmFCQ1nBWFgQDUf2Utf2/73SFfgak3XKcgHSKkAAYnYkHwrWB24pSxAAQZa1MRTcVZYLLkDMPRgDEFbWrZabn4mFEXI+aVg5MfMzmicjCpNCcmaggMywAMOKUQvHmKISfBT8HtCrGCThRxCXoHmx6ChotjNSID+oARFcbZw265PlEL+pjlBb4P1xCI0/KPBPd/4/q489kBT/i+GRxybDdqgfqwGMBeckhJlsDBtSRVcipBK6t6QoyCO4etzC9V7JAXXO7C2DQkaumHwtumZHza5UKvRxzjuoaOf2+UXeDSN0YX9CLMPSeynIgXURSrwog0ustq1Mdq9RA6eKpUkdPh0movBc5/Xzp9UMqQlyz9nsye+7bOag8J0KAK3FwDSHGKrqTgTXU/yYRgmkl4O54fAEMJ2PVr0fUXlhdM7JnV97GMLndldL8rdcAjng9bFP/0hZl9jHtw4Qh4ag3lDqYxYElrSFADVln1yJB3GD70WPlF5fSy3BmDooY8Y/28U+2phfrVC1ymxdCEIMh8/LDqUlTCYWM5XzH6N00i0hrthHD7S4MQBwkzINHQh4oNs4K7ROQbNd7g6AViEThvNoABAVUAgOwCk6UyBkzijpxRwAZbhFdhRhEFVSdjp3DQAjAM2FjIAriVNadsunUWc/DpVy82WDdVHVngv7yWeeMNcaS9EOiGiHiHHMBj4jfXokBfQO8a03aY/xy0k9VxTZHbZvAuoPPcqaKCwAFW3XgAEYDl/hnGVFUIx2QGihld8ELZ6HgX4ATBJgKfmPDAFbscig8EYvzBmEA4zh+MvV59oajoaFn5mRB0uebltMJ4CR4DJkQaFAD8g4l6QgxCAjXjQsnbrqwak/nOS6md7s8a/FL5snFhz16R6cbEPcVIDBj2sMFz8Siw8I4N6FU8Ibfzo4tCqiPMtEEX7gjdjMmlhOyYAoaRpBhexUjWzDTVTAK6Q7gLzLMrYasMANDdQcUZlJ2KLDqKukFoVthYQ1zYsyNv3WcXx/fI3DjZLDqHeQpeqxoOzAgeRYCPRbCEViQa/zfCnCidf6Fof1ejjjGSYLHe/D1f7Xi729ynuy5/odOqlzr/8OqbS7u8N6Xr8y83+dOd/+upznf3mty+3w89O//Ypu3K5u2XPdfvh1eXnf6kvOECN9j4YYQ0CZIP5moxGCM4IkbEphqJl1JXv7u4Q8evnm23oFnbBS++vqjlBws69Br69F/u/V//cPv/atbv0YFzO3Zb1Krjdy26LGnZceYLvac33xk/z2+6FdPFgBnIhyCLcIMEVM0eNJ0F8uVtzgVDvu/c4ZsXOy96tfuSFq8vbdlr9kvP9bn/n+/533c88Q+thj/Wd17L3ote6rvo5Tfmteg3q+XwBb332VfXmUkayyfFGUo85S/cI1iF6q0JW89k/vTZjmEdv32p9bfPdVrQvPuS1l1nv9J8ZNO/PvOPdz30T53feLjv9GY9lrbo/P2rHRe/1HF2sze+bbtox7is0mOGmaRzFQzcF8iaUR6IXXluUt/v2rSZ93ybxc07LH514JKu/b5s+/DLf/mHf7rtqWfvfueTVoPmtu605KW2y5q3Wvh826+f+mRt//PeNXVhm26kymZynWZPyNu24tSEqTuGTtzz1sSf35m0e/ikje+O+bpHh45NWj37p7EfvPTVmkEzDr33xeG3P/15yPidQxYe/vi0a9XV+ijd9NB1qPayyjOZxQfzK44DmK8UHqgpOHrNvfvUzKGL29yz/f12hRfX1BafKss/UHjlSE7pkfSi/QVlx0LheHQ4Rk0Y22+t5e9ufwCg3pCktCr8qwu1xKkVWSKCswCcNDiNWjtztbloBwoPX8DlTM2EQ0kwfdtKV3+U8f37IccmppUrmKJcetFCcUr9JSPEpE0jGA8YBp2XdI9f8dSH3WHZhyExzVQ4L5Fc7oaKp+ditSO3JNt4mIBOF6MF43TmdHh5ZGMoWQdD0dMx2wOenSXLR+WOaJ792n0pHW9PefOpq8tGyik7maRjJkPByGqqoqapegqYQVi2i+Q9xsoYpWRgilsvCOS1tkDsxquLhl8Z9mJOp7tSXvlLevcnyme+J3kPmlAkXJyDU4a0xTyELQI2EiQpLoTX4VIuwMPHdVzuTXSZJafK9k7N/qRjweuPF3Zq4m31t+xhLbT935pl51XFozBfP01VMrhgTNQRsTgSW7w7ehVo6jFzjlbumpbzaefC3o8Wtr47r+09+X2fvDLx9arjC4JFJ7Q6YDAgAXrdq+sePWjVGqJZrFUcIMUwqQjHGfkn/Hu+vvJxl9zXmqZ2vN3b576cSV3qY37gKVdw3yGvLqeB04AtARc1zarocaoWKxabIxkooNjkVf+6ReIZLG+E/zW98BoaXkEEkUT0BjghghyaGzAJDcccQroYyAshDQGlMDmhXAXoMuuKwSgGSNEPVGD4ATgB3GLtJIUSUGQr4JdercEFScFzJ3SnWXw0cOjr9Cm9LMOa5ywcrrv3mLUJupYk62BRtGGdW6HwGGKZTRYrXgzAMsAuJC+YASAQwMzsbgYzDR8DuYAfxmY9CgklV93E/lTyKjRqejwhsVOE3ahE4egZdjMMR0CNL284l1L286WMtfts89dfnLr4+EfTdg2dsOb19Se+zKs4oenJhpHKhCmSDIxjslmfZDQkm1K6bqZqZqJZf84fvTRvdv+kwc84uzbJHdE6uG6SattmVsXxRRgrtrH8DfeqcbcMl6wwPeuBEyAieEKnJFmCil3h8TJuSbLKoQQOCmY3OJyRxQyXAHoDzM9HmGS1h1gzEKWHonXAucFjAZUGtxL0aWqqAbnA0KLdvH6+/tySojmD3cNePtnjwbRZQ0zvbrMhRpcTNNXCGpYhi84FBZEsExGjaCKYEfEnYkvl7wNUdJrublASrPmbR2/o0fTLf276zd8ennPPozPuf2XSM21HNf9z07/dhv9e/MdnRzd/5euWj3zz6APf3PPwN7c3n//AlMNv5TWcgk/QQhYjzArJcAKq4VKZXY95TWMwiLJOa9qWSWsHj1je6901fQavfO3D1f1mrRn6wdiWjz522+1Nbuv6zlMTVg0es37gqJ8GfLC+//Dveo5Z0uuY84egAFSwE3YCiBq5Gt2LYjhk01OhxJ/P3jj/8McTd7w76ecRU/a9P23/8Olbh773ycttXv7n1zreOWFW12/3jJq2b+SU3cNn7Hx/5vZR837+9HLmrhCPQ4DdWhtTRtAPcNS6t0627fOtGLKmzzOTH3t84gPPTW3a8utnW057+tG377it6W233Xtbsz53tf/04VemPPb8zMee/uqxp6Y+1mraCxN/etddeihk+vyGVdZYXB7DfS0Uvzdh4cQdwz7YPHD45gF4r6+2vffN0oED+zzU4uHbhna4f943r89YO2jMlgEf7Bz44ZaBo9f2W3LgY1vG1hp/nKYm6WZGreY85vlh9KoeHWc83m7Ok+0XPN/+22btZjR7ZcyTf232L/9w/23Ne9/ec/JTPRa92GHh069++3iLmY+/u7TLtjOzyq5dMsxUTKVaOXZX7KyPNvQeu/n10Zv6jNvQ98uNQ8YvfbPLa0890eQfX2l/39hv+0/Z/N4nGweM3dRnzJY+H6zptuTghznXDotsfxg2NcAf1X5/UhL+hQONACqxU+e+b27vC+sOJj7A3VM4esyAz5DTVDmFqUOK2zAAWolG9cnaqIVVC4dkD3jK+fpjRfPfC9q3mjWxpmJTTTjEeC1wyQxF84COQLQZStBB8FUeCBqUMeFTFMkZqI5SA0xehQmCqrOmgZmm68kaFFtIBBUlClY1ZNXwtJA18IBqslkRG7i8oWL+iPyBT+e0+ZeS9v+c3/X2nBEvVG36VMnbT4ji4pxXb/AZoRRdTwXMQHZIuiOsJkrhRBXWCTxgRQ+HefWs//R3pdMH5vd7NLfdn/Jb/nNp1/srP+hSvW66nHkSPpf7n7iKLoJgkAj+BKCgqieGJStAUSxUwO94zYYE2bOz4sdP8t97Nb9Lk/w2t2e1/mv+oCdrFr9rxK8xr0VBg6phL1dhtQxJ9UmgVyquA1nJhVgKoLrEsGvHtbXjsoa9kNPx7tI29+S/fOeVAc3qF4ySzq4wr0eBfEBYGFCxDR6zQUAU+icYr/MAS7obss6aeMm+tWrlJ0XvtcrteF9x29sL2v0lq9/9Jd/2CbjXceEZkiXsNaQ0ZpMFkgAwkJhhIz5kxio6nC8XWRsB9RapGsHRmw0Yw2VXJv6IRaMIEDILP1H1x9OhAC+ZcQN55xQLbMy/ZUokpY9Qq4xekm5DgGqBiDBlvNRgqRCW+ACYaSxuzsi2AlcFQw15WcNWS8LHgqnbrq8fVzSyhbvrvfZ+jxX+OM7IPQGkVGVfWPbKkhCXbEI+EhUiO+1EvWjmo2Vw+c1ICoYTa2pjSktPZWbsTU/bU1Mdxc2mqpsLiswnolAWr8zX5G5UXtABPdfgj62svpBXetiTtz02bd0J93fb47/+8cKkeSc/mnJg+OgtA95c0bHbvOavzHz08S/ufPSjv3yw+rW4nG1+cA7uS3GJ8uLofLHNyQ+TFju/i45cPzQ9e0KHpB73Jfd8MG9yz/qT88zC4yZok+lTTa+ARpFUSbgScSDob2hoyFy/jev3mlg7J0sD6rtF1qhYteJaY5appSrVif4rUeX5J/OzDxTk7quvPmNq8aIqIecsM5t4xlSaFEjxK9xdDbpg5B+sO/BV4WddU7re733t4fRJvaoOzTbzDpjBaK7OsLi0TeWKAyiCkPIgT42N7gWIhaHktrHfq1CZ5yGFLKU1Z48kLlxy7MNlZ8f9cOajVSc/23Ro8pYVH33Wp+Wglx7+9MPOa7ZP3npu9qqT45edHLfs7NhVFz895VlS1XCR3kPCCFrBiRXdJnEBGyYKu0KDf0NzV5SdtyVtjkn+KSr1pwtJ62JTNnl8O06uGz+l10NjOt3709Lhie7NlqRN8ckb41M2xnjWxXvXF5Qfl1UeLyNyAkgZYdJ8Wqb3uzBHMNMrai6kF+5PytuTlL/Hl7vDl7c9Oe2ni+vHru/3+N4hzRO3T0kv2Oe5csiR/7M7b58v/2By4f6rdVFcDkcHBpmazu2FnJUsDiwr9rSSg4dtyzZdmPXTmSlbzkzdffHrPcenr1w89KNez45r+/iaz3vt2fbpzpMztpyZvuHi9PWXZm65PPu8a1Vp3WUqJdWiwPMoNsiJsJyYX3bClbPXkr0rNn0zXio5Y0dy1A+Hvu6/7LX7d49ombL7K59jvTVjsyVrizVrmy1tS2rez5XV58NBK9M/9fSw5rNnbfv+wJjP1/f5Ylu/SbsHT93+1qR1Q0Z/1a1j94fbvnrX6A9fmbW871c7B0/cOeCjrX3GbeyzYNeoi/HL66rjhVmmVCox3xwY/vSEvzb94s8PffGXJyc3eXnGM89/9PRtL/3jbXfcdluz254Y8dir0557ZupDj02889Epf31g7P9+c9Gr9qId9L2gtr/DqP51+0MBFYQdYgvCEeweblSmE6Ef4XqbR9PSdCNbldKUMAwF3NyuFR+qOzilaELb4tcfLGx7R3q7u5PfeuXaLqixKLjLxtAcNK5iUYGsKnBIhMjgE6HnAomB/GP55xZnnZwdZiV3CxfJQolEPiNFVpK0UBKwkHWORN1quAlRzgl8xKoWHqnf//WVT3qW9X7qaqcmhe3/mtPjnuyxr5Rv/1TLF5eCnAVhr3OYtZAjcOJoXOOBiSu6JxyCQxR+OWBRcvbV7J1S+FGb/J7353b4W2an2/MGPVE5rU/o8AKz8LxZb+PypO4zDLy+Q4tUL/MDPxj905m/6tS57O/UKk6FLKuvLn4vs8+TZR3vr+r8cH7XhzLfala1ZrSZvlUNRmmYxiwE4ZZCUDz4rk+CyGOyaGSjUbx69VTDxRUl84akDmya3fFPV9rdUdTxofzBrWtWTjS9B41qC5c2MUUBDPB6kFmRQ2MgSjgWGD6AfYJZdlq6+EPVN4Pzez+e3fLO4g5NCns0zRn6fOmiIUriGsMfpWk2BmYFOLFn/KLchMQdrmGDZ1PoDP/iBSkThW2wMQB7A0ppGLBgxsqcOkPr6FiMqZUPwP05iaBHnPysKQGLgn/BA4tnxg8AVHQ7EVFscREbCeAvVMhukBX6CyYaNAYPWIzCxyOPeJo64+2M0OJNay6FrKuvLHk75Y0nfF2aFI1oWb3qI8m1nSiOz0vcFcolQG5aAE0R+ZAYprDFXx9VVXOxou58ce3ZjGvHPeX7o3K2HHEt3x0zb+3RSfM2Dv9u0yhv1g4RhgJcia0UAhJEyNoOJDO4QTnRMNxV9ZdjvGu3np255PDHn29/a9i63q9917rFN0+9MO2RF6c90urrp7vNf6nv0lYDv287eGWnd9b1GLWhzw9nvvSU7q9RLJpBqgET0kNucD4aJ7RXfazs2+lf91nGWy94utyT8/YLpXOHhBJWmX6wKIdqusM6jxGMRL8bw9cskZ/IE7vIXVwaeg9jwf0eKXhfwx8TboiqD0RV1l0ouX48r/JIcsmeuLQNJxNX7IlauOLwxHk7xqw9/GVS7nadafkYdAyZ1WiA70425SxFT/drTiUUp6btrF37Ufaw5pndm+b2f/7K9DfkuFVm7XkjHC22MYiMcVhjkAuTIkTsEZvWxEagG05GMJvGn39PE8veoFxeOewIgb82JOi10WZ9vHkt2rRsdn715okxbTO3fKnlHuYGuZrLSk2UVBcTro8PN1i54Yo4B96WaPDYL7tkOADzfDBqCdYeF7vAGVkRmX0il8fgpvPyEz8cH9HmyLuv5B9awOkP0oBvgaXhr9xd46QwBYFgSg5Yo5d79mDbzKCBr4PxiOg3vsJxh0WJMHt9XN2BuclDXyl6r4NyTJwQDpJn8IBLsXLkNDQQX7vegHkEB+jhAgp0AhUOs68ZSYowRUzVkI13KY+qO7XSO3GIa3jPuuVTzdQTYkQE2WVmA3yFk/AscmVAuTQRqOfrc1amiuVJ8cCwpYJjBZsmXBrV0jOxj3FxLWutQzCQE8PVwPXBeXImkttBgCneqtqojIKf3ZmbPbmbkwu2ZxTuTvFturBr8o+j261+u0X8yk8zravT87a7C7bZ8zdbczYl5+yqKD2pYMLSGyTXa7a91rnjN/f9ZFu/8TsGTNk19Ns9H85cPeK1wc8+/tw/dez9wOcLB83ePWbarne+2DFo/K7+o9d1W3jgg6zK42JhlY6dvfoHtT8k5CscKBmlsCpuexKGReJGU1DlxLDqCjGlIkVH12vJ3FSUua9m/cdFw5uVv/ZAZae7i9rfkdH7keyJvWsvrjZrgWeQJkmqmiLpSSz9ZXgUmAhYM9yu34oJoLl2ZCwefm7ok/YJ7RrOzDPKz7CkMpwXTyBxhyW3pKRooO3hTLMh1WxAx0G54nkum1nbqzeNzRr+QlGX+6+3b1LSoUla30eLprzecHaJWiG25cCG8OSscC0oM0k3C3yA3kJzSAyNeg0jzQg4Ddeua99/kDH0mZzOfy3u8C+ZXe9Ieuf58u9HybYNRvVlsRaIqWLXIsUiNG5s4IoLj0lPM6UUPeiR/BYuppafqD80veDzzuiBgvb3Xml/f+FrT5VMeD2wb65WeEyT4/xqbECJYz194AQsQEQCDNnLbBfYN65Qeqx637Ssj9sn97w3o/0/FXX+U/7rDxZ80r3+wHd6UYzR4BMhOIyLy2hIMPCOjFpzAgM/dE4/r1kbbWQfCB6YVfZF1/LXm5a2/EtxmzuK+z1bOLZ75eZpajaP41clPG088xHgPSOLPZQUcIJwAT5MDI1ESiwKNkYsbjT4MoGjjQoDw0Rchxu106Dx14BVD1qo3tBpAsDEFzE5k0T9JpiTQwnaFAwBuhRiRXUG6uOqKy/UV0cr3JrmEZJLKGM0ghnoi0MNAESTDA3qLZ02CR1//WTgxKyiT9vl9mkKDZc2rn1g3zdG7nG91sKyfxpPqcMrKMy+SaDrURLkQFTV9RNZRXsS0tcfdSzZGDVjzrGPPtk+9O01Pft+36HXd+37Lu3Qd0HbXtObj5zf+ZxvZdC0KaoV2Enj5zuCmYmFZ7y7wjKEqukrqj+/ZP/Hg+a07jW3RZd5r7ab/3LLec1azX2x08KX+3/fbvTGPl/vH7H6/Jd7Er49l/Sjp3hfbtXZykAsa6Vy5wA3mBqqRwo5AAzsq4aLDdblRXPeyO3zRF6n+wuGv1qx4RM542exSMlCObrmlsM2BTbM3Rc0HlI6jJfigjZSdC4Ac1OZCilvk8IJ16vPpRfsjklafcC6YNX5yd8eHDlx2xsfrOky6IfW3Ze36biifavFLdstbPXhT4PPpa6TgKZ4NSohB6sTA+DhW81kYHzQurZ8/pCsfo9ldLy36N0WdasmqK6dZn2MYSYqpp1ZUWGAnIdn2YK5NuCpQMdFPSBR7i6ygUQMKKYk/v2Fov09TZA5GVMYTp9ZvjnMT5F8xDC4DscGz9e9Ln70YvGuj83Cn00lgR1rYKrCX2WberYc9khi4V+8LJE1EnsgxhAggYWAEzSG8VkViLtCcV+bWRdfcWzhxfdbRL3/csWhb83aOLJzIBl1P+gLfToLFOAFYSpsuP4NEon3ZS2CRLFiJQQ65gsYMJC1Lr52/+zkt5tdHdPRPLOS7BZGrqYx/IYXNJ26jvliZUhGSjflZLJJDrRDVS0YYlYIIpUX+2X5g9esjq678GPK9KHJH/SsXznFzDotIjGRRN/GTzJlIWyDF5IlqwyZjsY1SC+7kaVAwXQBlk6t6Ej+tgmXx7X2Tu9nXIY/jyc5gNXBVxB9PVwd4BnPCUowgSUEJKequFT8G7Ix4U53qtWXy04vjvu8h3Vsd//eRXrxBVVhdBCNVUKZtGjlLo+QHfasS66qhqgr1acr6s5V1p2/du1EVcXZysyjpxeM+r7H47s/651n215VG3ut6kyl+EAZPsnMagFYjND82k5+X/tDkpKE3fNnDB6YJtwfHhQ/uDgNwAoZf3Mq6AvILIxQyK4krL+yaHjOm8+XdryvosO9+R3vzhvyzPWl7zbEr5Aqz2gYezXVDKcbwXQ1nCaHksMMIztMuBLQ7asnqo5+Wzx9QHqvx5Nb/y2z14OFn3etv7icVSJpf4w0qhowOC2gpoXCqWoQIhWkO8WsvhyOXVa1bGjxe0/ldf5rSbvbc1vdnjPwuWvLxwQsm8xaq2mkySwsAjIVoWasV6IFRUFEpmYwyQXjCl6jV8TUnV5x7ZthJQNeKGx355XOf83p+uecD1+5vmN6OOkABskwvTJGHVNLdXG1mNHdRIE3SaqcLEvJqppmGOmG5A4m7762/tPqT9qXd7037+U/5XS4N6Pvk0XfvBWMWW9evYQuVXWPKDZr09R4HmUqA88E5LOHk8xKayh2S9n346582LqkZ5PcNv+c0/GfCgY/VL5gYP3llXpZtBlKNUJZWjjLCHjYRdz2kGDC6WtMFVbgBUy4FaeWtLti9cd5w17J73J3Uct/KWzzp8IBj1+d8WbdkWVKcQwciqSnhVkK0c5DOfgkPMqYLlh1i4p0Yi8aT/WCvxZoiif8NaDeNBj+hh/DK8CaxQIGg5A8CYRr0pi3jZFGzGG4Zl9AtZU1XEirOGLJ33kyac2uhIXrz878bt9nC7Z88NOhyWllR2UzSWLtC26PoeMguMJJgc2IOcN9e1APNjPvQM2eL7JHv5TR9c68nveXfvNGXdyPZsUFZgYambqoqgHxoStWjdtvLJ6iXRsvTV1ydMxXe4d9sfXNsT/1G7a2++vL2rSd80Kz6Y8/M+mhZyY9/PKMp7oteHXoyu5j1vSbs/cDa/5Wv2EJy3FaMB7jTpmOKcCCG4ymYhyDBrAkpTgQ9cPB8SPmdx6z/PUp24fNOfTR8vNTdtjnH09ZEZW1wVGwPb18X1H1sWv150PcfAIhnsttHqD2mEHgQ7gmDINZuHaz+ET42JyrM1739b7f2eGOyk+7hg7OlguP0GXrGHpxzpqSTCmAEaFtc4sL9+Or8GtuzRBrpbqzOhznLdi7+/Kc7w588s2eURN3vDNm44C3VnZ/fUmbrnNebDP1oeaf3/Hc5Duf+7ZpyxWv9NzY7b1dgxdcmOK4cljWk1h2XAYw+Bif5zx1maVnwofmlUzsm9zrwbQe91yf0Dm4/2s9/ziGBgJdZ/w5mUlt3AKQpIWTianclMKpx4AWM93AkyB8hRr7QwAVRqiJ2cRsbeAoYYYzHfBWG6vbNrmn9L487LnCDWOV7L2s4kI952WpgTAZsKb4VG4OpGmJIBmwgbu2hJCAebtERMTNDHnNwTp/upgm/iizLrrs5KKz7zc79+5TxfunmrVReCke7c7N5SKNHNSW0hPXFPQLjbPbwewnvC8z/5ngRkSR7TJgHlODGwGiK3fPsA95vmhMR+38KsxuTfKJLZ7wutCUNgAq+hCUVFdSWdsSD8lIoV3l2XNwTSJzWzADhoiAtTWXrl38PvHz1+1DW9d8P8FIPy7SAiKlcho5DfdqE9odEAn0adCpTEH1MiOSu+9ETii8SvHxvE2fXhz+suuLXuqFVWZVLCNh3B8lDm5j0Q/IXAvYqiYKO5DT6GAD6bQBKDEwhrrLtecW+iZ0TRndRdu3yCyLMY1kjXoU+hswnwIggP/hFMP7BsCQ8EvMkUz+CW8EHVxny9vw5ek3nrJNG2DknOSf4IJYcgefzGGDxfp5pMrvNKrftD8EUJlR0vi/eDgmbkQCOMJEoGPwhmhQRXK8VH6s7tyS8lmD0vs8mdX+vqJO92d1eyhndNvKTeP1lG2mzlJ5GtN2vEaIizFmQ4ZRn6JizEwoqlgpd1fV7i+Kx7Xh8t6rd5Z1fKDkjeeKJ/arj15DuRNK1PwWxuuYUpQSDLtDGGm4S+invJOBA7Mrp72e1/fhnI5/ye9yR8ZrTTJGvlqxcYKZcZCPqmfoUrosp4YVrywzc0zs32C1WG4V4CKHk4duynYl72j1rq9KPumZ1+Ox/Db3FnS4J2dA07wpXauPzjVLLvN4AD0NpEn2W8iy4T5kGw88IUvgzlE1BLnAbc6m3xJ0bi9fOKpowPPXujQpb/mX/PZ35Y1sWbRydL1zCwNomKIKvFUyUQFf5x4bbpBojAdAQ9e5zdyomg3fePq/lN3+3rIOd/J48FHNKla8F3ZvhJqHINbrnKY/1ZSzxZFSCaKUicVU4hU5PqzaDDNFu879Z9Xfj80b0jyt1d+y2vw1tdPtucOfv7ZiZCBmnVEZD4Zu6LlhKV2Bx4wUx9DidD1W1eKByjLUj8q6dAbcE+ez8AUUrxHgbLTX3wIqA48RFcs4LVdPNe4irQ3FXam7kHPtRErpPmf+ttis9cd932+zfrv88uTZJz8d//Pwt9f36bGwTeupzzb7+OFmHzwwZHb7sxkbQ2Zy0PQEdCcPMeUCqohE4fq4C25herWGqDrLmmvLR6cNftbZ+a78ka9c/36E5PmJ6w6siY9ZivmWoocS1VAchCl8Vsi0b7XMaT37uYcm3/fQ5CZPTX24xbfPdVvSot/yDm+t6TFuyxtT97437+i4FWe+3Bo966jru8tp67yFuyoDF2Wu/Vs1CXZogceh/xLGA23qVyxBnk6fUhtOcKZuORf7XWzi6qSMHflFh65fP6fAiZNGQBOg4QdwC/B9cNMksyHZwOTn6yQyQtNg5XtpkCkx4XPLC0d1zmjTJOONZ/MXDAnF/GDWXOJhHejzMKhtshHwGZFQJPydSJ4y4PcZhBdOHE11ybqzPBS9z7Zk8IJOT41t8sRnDzT/6pn281/ptaTt0OVdRq/t/eXmAV/tHjL/6Ijvz3+82TbzcMr30dmbU0qPVAeBHOAiqUoYehcY4zD90eG07dc3ji8Z3ja1bZO0/k9ULh5qRC8zq86J1Y0U7u5lUTAwyyQmBChJYWCVnswgJ6wanEYmQRf7UG8sH9CbRxaVbrGiv6MxuC0EH4GE96JfAkJcj9Utu7xfDrr85ssFK8fL2ccoBCUbHwOyKQirSCTmMTgk/FsA/YmXFRFaXFayi2eGOidKsRMIkHYjGGf6482Avfjk0n1DntnV9/6M3ZM4B8H8JDu3R7OcJ0eKm5X57kKSclKgiUmEX2KY4Cs0gDcLJapEC8wXh1l1sWzHtJhBL6aN7Bg8udwIOlRR91T0Er4ryrAwU8EjK15F9cLh6FCBkIDgKIBJXJB55oKmMLPPYdRHVV1eFvdRx+g+z9Ys/chMO9rINujSMWHtrMVGLpKoYThwF744b6cTI2FUoiwi08XdSv7J3JUfn+v3XOIHXdXjK03QesaH3OzMiMrX0JNgmQnifBRcB/4NCiqV69ANuKbNuH66+vx8x/hOzpFtwru+NYvOabJbgTcL4y7iLHcmP8KpklmyFAkkuJJCGg236Y/DFbTSc2krx5wY8Ej8pB5+7050hRGI1wIJzHAEHET2E5MYiRe8aSG/u/0hId9bGh6ONoEHFWoVPcWlL/zJZtbHqDk/V26fkD22VWbvpvldHijs2TTzjadTP+lWfWCeUcw0evgRw4ScZ/orF9iCXiNIqWqCBYdjw0kby797u3Dwk6Wd76lof8+VTg/kvtnsyvyRUvxWnfsIOdhSwKLARFj7xssKpWH0o0XJ+Ll6w/iSD1oXvf5odru7MjrdkzHoyZQvu147+q1RdpoCgqPi46kyanpQcvilBBUEU0tksUrNrUhOseXOqTfESWm7K9Z9VDjipcKeD+a3uyuvU5OMN59LmTGgKm69QVMA5wV+e2F5RohFixSNgRcNr4YOwSiCGsM6MbSlR+svLsqb0jvntceudLg/v83tGd3uzfukffXuKQrkBaYovgXnogELU5gj7cekxXuxRAtrndDQXWZ9oll8ue7wUt+YLu6u96d1a5I/tn3VtikqKALoBYgt1ynRCWJJRoSMdPBiRkvQXeB3CWrZmdp9c6981LO473PFXR7I73xPRv+mKZ+2rdjxhZG1jxeRWIPQlKF12KXMPJQsior+sag6lBxkt0vlObKsFS42pOJNRaLvDT2Bm/K+kXhvBFbplQTg8TMM82qmSzKdftPhu3JgV/S81Wemzto/avTGPm+u6NB1wUttZj/bZs7z7ec377zk1W5LWvVc2qbf4naDFnYYtrDzN1uGJxbvVYxkmRUKXVx358GQ3KnJGRuIM+uitMozdVHLsmb2Sez9mLtb07yPu1Zvn6rmHoZNGjxbEd4NT4V39GC2q1DJeEjuD/EccC3r/0PnTsta91vbbcSW/pP2j1hy+vOtcd+e9K5w5G/Pv3bseuAyMDIsWWTJooKBaQ6eXgn1wIIYTp1O08YDZXWXarjCCiuHcMsyXFtYnBbHmoJi+43ggjc6RPyLsYZfpusB1WPeNTfUhvBFH4eDrhaO2waUqj2+yDeyc8qAFtXLx+uZ+8i6TAZFFH8CCxSrPt1v1+otYo1ZZIGJuoYcFJgQbJLpyhgCj1+zn01eN25l/16zWw5a0X309sHTD49efn7Snvhvz3uW+wp2ldScqQldCoUvq3IM5EWjOKDBp2lSciiYyOPk/NGybfWVhW+mDno8vefDOUNfqlr5kZGy26yNUbhhiYecQMhqfofGyQJJmqwonhARHRMNrgP2IyQpk+EbqwSDHtHU6VJ+r+8Ti3bc3spVdgWYKm6HuXktVrfv9n7z3oUxnbO3TJFKThNvMH/xGDoPAZTDVu5picgGKi1gA2aTUJYMSoslSV5NKGmqTJfeQD3HLvK7yy6sPTmh15GPOuacXMT1I6pPMeK8iEcN2ZWGBI27CvEbMWs4VYGv4rH5GzToP25c5rcY+bCBNlWcWeqeOThr7gh/9HrSLAYwxDPAeLieHQ8eD2coqbWCa4AAAP/0SURBVNzcD2YGBckYu0BuAyiIC+IHeGkYAN604VJ9/HLnjF6W91vWrpnAWr7oc26Q8+gG8BjAD4YBYWqXWXwGvp1q2Agkqn6WMzMMUH8n/tcIuaSCU0W7v7Z82T919vvqpU1meQzDRfTPdpV1vkR8G41JmvAV8FEeIJyhplDxs1sAqGdrLi2xTepuHdsh9PNcbmnD8DHx3sN93ugifJEpdXhybhrkDohQZKFdzAswidwTvkXvH+rdNO7zng32bfQ50BK6g+kCYeA6qBUpkeBVv1jI729/RFLSDVvXRYKlCP/if/GsXgpNLirAgKJV58aKZcPyhjyT3/HuwvZ35Xe6t2DQ0+VzhzZcWq2VxJh+4FAqAECWYhXMWJWF3UHwFV7Ka1ZEBy/8UPT1gKz+jxS0+0tpu7+WdmtydUSr2jVfSMmHwGtUzSthBjLrDDwOKC6q89NwLUrqzsLlw1Peeian5wNF3e7P7Ngko/+zZfPerY9fq9ZcFjUeYaNcdTOY5cEsRxXSjemseACgF8YPcJ4MBSPlHs9d8WHaO08X9rijuMNfcjv8rfTtFxvWfOZPPiz7fYaWaSipjK0B8ADGeH7NhktpnL3g3R6GFxpgQ3az+qL/8uLkKZ1dPe7N63B3Qdf7fK8/UPDVa6GLi7Urxzk54ZehtLiHkpMTZIpVpcRpr2HdE9BcEneGiLnXYJHT9xZv/9w2rmX65NdCp39Qiy+zXDBL9ruBwXAfmmJVGQJi1a6g7qrXHZIOs0s0ik5f3zgp/51WhZ2blra9r6jDXZDvJVN71J5dqFw9wz4hT+cQi/2OTKvBt+BZxOYf5h9FYBJ2zD2RZPSsk8WmoAMd+BM+EFkPo1iPwGrEbFQRAgKi4JeGM6zb/WZinek66lk5YlGPPl+36j7vlTZzn20269FnZzZ9efaT3b5rMXhdt3G7Bn1zfPTa6OmHXUsTMjam5u8uLjnS4I9jpNFv0wN2XlNysaozfB/eUYs3Sg9W7/qyZGy7rL6PO3s/UjjjDen8Sq0I8xNmyUwNUc0AA81twVR1fF8SQUNNKiw7ecm5KiZlva9od3bZoaKK41evna6uvhBoiFXg1ODoGUFi3R8uCUe2wXDFC0AIJAMlpyagaqEr5HgxqyXCJICg8MVUosmG6VV58olb0tyS6gLi0uUxtEPaQQyQLLAlQ/Ooakoo6JNBy7RkQrIcY8qXQ/k/Fxydd/XkD3rOKV4ZFwRuhaxMSGE+ILuCRIedj6nBmKHMNTDm+gqgcomydonwU6XXzp+3rbjkXeMt25967VDWtSOldadrA5eCgVgZVwa3Y2KzN6JvOIgK5EKqGUrBBOFyhuGRCg/kz+mf1rtJeu8mWeNa1uydrhWeFrHcNF1KojH7rXSsLKkILMd9uSNZRv+TvDLYzhUNMCG+HU/wDhhOiflrHpH1g+79He6Pnkp0BeUgG3+DR4KrrU8wMvZn755sXfN+zuX5Uu0ZU2OlJ+7uE/tfxW5dugjKLMWtMmYOpIcSBcTauHsNc/YG3Io4jVcPJ2lyEk93DnjlvPNV8Vuv27aGis8IwMDH+GHMBRYzxzBhsoes3DCmYkJR5mo8Q0mMIH7J3ziBuzROAgCuAPVpka+d9WfsCeYe1K5fYlofl+0ZkuW+BjURTA4cjkCoww/D1PGyYAAgQMlGg1MLQGgC5Nw85gh/wivUn1PSfrq678vSDePk88uIYfhT2BNW3QGMLCsKkaRyylDb+UTEC/bpVjCCTA5wwgNrPBvAEQ7E+EtP1KXuDaYdMK5e4hqfZAuGE+B2dB29Z5cB9ngXBcIU1MQjhUE3udNSgQMJwarjjdoLNXErXfOGuGYOCp363iw9j1vrsjVowFGwBAqFJnPZBPtUnbwmFAiLf4GQMcNLK7rgWfbRvj5PX/qyX71nv1hNsOGvPOc8zEM1hDLG18Vw3Gonv6/9EYAasQ8uXtKHNjb8CR4H8zloMQuPhU4vqpw1qLjPkyUt7s5vcXd614eLPmhXvXKsbFtnNsTStfFcF1b7UzHSEd4B323Aa8epBftq9kwp/6TTlV5Ni9vcmfPqnzN7P1Q0rVfDodlG3glmORrpLIHEag8QGTACjpMosMewgJK+I3fx284+j3tb3ZfZ5dGCD7tUrvtc8uxgWg1cAzoUY8PN2txVzToJsBtIDW4OgQeEf3Rrsk/lnlefWnGmfPfU9GGvpLe4q6Br04oJPYN7pps5B00jWTczZLAkVvv0MFtdHOVGPgjMgNzEBcEqcMeAhfG62riQZX361D72rg/42t2d807zkh/fD7hXmXXnTKb8YLC5Mq8odilohb2Cl4hlf8xPn6J6uEsSUx29hD6HEfuj/QX7C6OXXbWvN6vjTT3TUDMwn2mvcPFw6EGLxkp4DlwnpLhrFBtclWm4jILjVd+PKez9bN4r92a/ck/B4OaVy94Pxawwr10Qvh53FD4Csoa9ISa82P5Brcyxxs8RG8Do42GIsoaKycxY2U0zoEoWDT+zCfMVSMPgm6qIs5pVe8BwBE3PGdePn8zrNfKbLhN+HPjVrhHzD41beW7yDuvcY77lFzLWWXO3pl7Zf6X6jD8UJzZ1pLBFWC3oaiR/kh5N2B5X3G1G2bGSJaN8PZ7KfLtN2cpxIc8m3R/NTfSmCNbhK6wQZKPmZonpxuAKrVHxYs4z/ZK5r7hRZOVGFGDTvAIv8TFR85acTzh6xc16mYJ0E2LR/4x8CK8dcdx4PKbhMHBCeqFxQ0hYSZQ0B9FUc8uGTzN8wBstLOo0sT6fTWMSmR2ArWs+OcRTrkxuhwCDSTB1eJmEYM1lFQJFY0YMN6RFhoOdL0QYk7yopSB6WC5RhA1VcLXI4OLh8WAwfnxRdgXreKxvZDeCSFdBwyvDEkS+IaNtEUiLgDRgNbKyIxI4FY9ccDRn3ceJX/ZIW/RO9dlF2lWeschTmPhFZpYxuQ9fhFmCTwiZQtCKoBFTkG4smoq1PRiGqB6FBxPxarbfB6i4jgByGCGrJ8IC2QliglSdry3YV5Gzs7bisCpFsyAocF0G84DyFpSIchPDyqqcIEli3xfkDr7O8hoCa0V4FppPKFd6ABXDJFbpIMeD/C6NR0Am31dMEMg1skwupoppJfbaYpg00A5MFjAAOCj8AF3VyFBFMB+PDSPkGCVzQzDeLtB4NganocgbEmkr+BhXDTCyJHOwOpV5/iwGIqgkl4RwC3xdxVjE6FWn5cL94dyflSsn1Pp4fkv2yIA6cAhMKApfOEm8LNie0MpsLPulhj0qPiNDPCRouqguEMljMpIYJwOD1yxBJQGgi25BZ6oQ0LwpzQAERQrbw5JNBMBBGkTV6AabVHi6wrqxImG9mneUmVzcxGEFZoc1hxJJB6Ppwm+zLDxHBF3ESjWUYbiyfjW28Oh3CfOHe7dMDuafgv8EOdDV5LDsDIOhRnQUKAiISONE+GPaHxLyZcRA8CZYLe1euE4MHlSRlcvyjs1ls4Z4Oj5U2Oah8raP5PR4OnN87+qfvzHzj4ocGYthJKh6Aov0hn1mMI2lqBuocc26GMW9vuqnD/OGP5fX4W/l7e8s6XBf7sDnC+a/XRW7XK2F3xeLTGGPEcD8JOqQiMFBwPgCsYY/xlAtet2F2ugVmVPe9PRtkTe2f+3eedqVU6YBh4tb2HkmCc/Pw2PDTK2cSCwkC2vGb3BlDIMXMMlzM3h6TKxZduL6+sm5w3qWTxqmnF1lQuMaiQbLP9kV1SazgIhPl5O0YDIj1eDmPC0EIA2faBUb9RgRohS+GlV/bmXKtDdcH3YoX/eZnrvX1OMMNY6rpDAIPoMdekKCpNBdGrwSvDOYL50XibbgAWicPEJSOxTTw5MsmdKZpMG+MQqYSJjhEQlSJxKnwQwkdwhsDoBt2I36i4p9Q/m376b1aZbzbsdr6ycp2QdvnFHDfGlaLSYSsxbFzOfEpv6mBI/86beW8K9aI9/6beM6lnATcO6K4pCYwudQTV920ZET5xedu/yd3flTZvb+8opzElgI0Z2Jo8IfQfzBfQvPCPfKduOyt96OT2iF6DHqYq8fX5k995OSzbPV7KOmbgublqBpk3QqAJG/jTmcyE1NZFEUhfg63Bbmp05nFLkdfOWtTXAF4fggVfkxwhXDs5RfVBKif4QwFeMVsUk2/J5QKoQ7s28i2EZVKoLzDOd4KZrDcIg8zFIVXyE/uNmlN1vjm+K+Ap/wYLf+9e9pkRgm+haXutnEXW55C76aeAXxYEQUmiKjQQ69Kr4u72S2bXNR8m7MLLpyTDFMK0Yv4CL+SM/1H27sK7hgHkOEh1dMTBaugOD54amhCEVCnMfUgZd4Zj6toUJ1JcKD84jAoJ2+hR0Cd0fwEz0gugieCnNToDW8PFABAlGkjEDSieWPyFSlS8T0xGziFYSJNvZkpBEhhFUz4gLaxCkvoAvdLoLA8Es8Uw+AxM1FycxAZmU0D/cjgF7DLVB54zlxU2F45B+kI7gyb0Qiy83rmmrXQHkJ3oIr433RFUoiz9zGNDTA7ZiAqbMsCf053U5kotEAQAWARqTOBjwVIJYl+MFrweAhHmLB8LjrmsYpwsIsKWWTDYui46a4CLw0fsluZ//gk+BMPCsMHc4VCpE0x0w6gB8zWMWI8MP4ALqRL4X/jXQXzAk9nECVgq7TWWcmHLIqcLO6x6i3BnOPX/dsrcnao9ZFg9Lp4SxdzZUUYCo6gQ6WRz0y4RRPwmv+Ie0PSUoCtbwxVdDv3DBDvy9riZJpY/3enP1FP4yJff3J5J5P5rzR/Mq0QaEzS/XS4wxqQ2fIxF3ZsMoAYI6fCCbUWbVrMeGoNZWzBucOei6v830FHe7O7NYkc9iLles/UtN26bUXdClO19B33AoGQsdqvXoyUx85SLC8eCVwWVPimOhUcabi8IKiFRPCp1cbpecNPVE3KX8Njfno3GEGem64NQ2QyRNOaDSELsHKQ0lG0A1VIYcTQkqMEY7VU3YrZ1Zq1m3m1Qss7MC9rZw5LAupURMoDVa5AcaaRiPDdCIBF7EsKmBwxhRF9ighq1p9qTRm5ZVzS9TCo9zkTpFk1XXQKxH1At+kugVai0R5WAzmDBniL4tMtCdB5/nAeH6DhY5VzQOlzikq27kUTavFnMQ04M4ZRcJrskiFrMarepwpW8qjl2cu+9B/dIlWdJpZu0xQ5GItZiBmLxc8xLSXg1aVvFj47ltG//+1cYLd2gSj18R5KSprL8DKdcPXELRdrb7kD1lC/I2ozh/RSaDhkVtzt0/Ey98CpZF26+2I+lZN4ZFPeslFNeO0VnTJrLfAC2iGXTPJUmWQOeHsGvEP8ICLiBkb+V/+5ubt/s0Gf4QPMGGEqiXy783GiP0t5PfmNW82cQVyFBBqil0/l1TFM9AfGegcLnb+X3sb18fn8YT/l4f8DzVe59+61I0exmNHvH8khs8oBRcRhb8jO0lkdkydRa0HUUbPoOEFQTt4nKJA319f9r+4kd+Q8UAMscgRa6zfwAnGA7g1C56d4gm/xFRlEgM+5tF1ljgFpoIICndHjyfQlCBKmQ6cwL/cPivOvFNA12yRA32pYjHWIpgBLGRa768B9ZcmJCMvSCAUSU8RiCXsObSQTUWT7LgCS5AqXipgNrBMfJh2QnQEwwOgNhoeLxgBVP4vHph5v6wpz5Kf4thpyEqoOvyr8lh7C2CVaISGr3CKCTSNAKroQ7w413pUu6paIYHwvkBBQ04CC+Sxyhr3m9FXMPDAd8F7iTRGRvXpZgmo+D0DWmy4HYxEPKqI+ngZm5E9mpEa0r3QEpQ9YLqNfS6QL2KKHDW8IxrDfowmaimGlqzAn/MIE2p9PWBVay/r/sv8jJTMg1iCWWrIywC1niipVplpg1BQ/8MAlYtPXKqhTbBffgFUR8i065rFrI9qiF+XOufd+A875CwbG/bsxG+MSP0qgA06RYc+sEuKNSRbFfayW78ee+X4kowv+mb3fjqvTZPiNk2Kej5a9HGnqoPTlCv7eBYPVwFh/fFMy1Q4WpghmukFsVIUFkbXWAw6XlLidQCe4VZKz4YzD5jXLsNcQE4bNEu9GgfSxLQjIAeGAf6XGlRQaU68XwCV2dV+GjT3F5pgSbFmwyUwI3pnLvxEhhlDC1pqU3HTUDws3uApnk6VMWRWJ9HDVr0hgalleoas+fxaYth0NtRdCtVdZngE85ZxpEQGPbhNHgiNJhA0YKPTD8ImmIzHxHdmVZAkCkAV7gwNBhc5mynkZDYWN+wDUZjNq3LFBbMakyRJk31hxRPiVhzoWgvYQLD6XG3+AQMkTvcaho9r/kJviVgca/iJeehWRQUAakT82zhd/yPt5jS4ORl4ESGJGPYhpoo9pjd3y6BxgyxosjiKxwZ8EjZGWv3bi/+6CTvEvyA3NgpuPnYSIxl0YZECQB70oYoR4Wfo2vjFWx/v1gv+e79Hw8OD6+CRBILyvmD9ImpHTMXTip9vbb/6Oi4IV86uoAoh2aILwwwSgiNyR/7119+6taEP/46x+Hsbnp9oqrKIP3d9cGkcRFZ4OriwiLnCs2MEVbcSSNBCVrH30SVjqpLY/faC/9WNA8Q4beRAAoZh0NUBdCDoWjor0mDuwOProMLJDNUGYBuiLLPQsuCm3CV5830JOULAUYo1AirJPYk1t/3IEhyaRWKaN+ycW4eBMWLTKr57w+p+1fAnAUIwBtYhEQYAG2Pkw66iP8HaGTV1M7lMAaY6wzJDO4JGuxrPhADS/8rqcM3IfMHt4AQab80VKDhGk6yCDhyAiunQuBIsNDHkONPf4Abxv3jTxgtylVRLBCCFdXtIs8u4l5msQRoGrZAcjAmx2BaISLKu+YS1EIDF6cUO0oWbgIpewuvAp+HZYOS8nVMLJUp+4JxDM5NChlOituHT4tUknTfF3SlMYfORJ8R3cVkui2CAUkwjDTwAOAqZBMcuiDh6I04PxzPkzhpeKXqQvacarhAAleIBLyV6pnEIfm/7QwAVXRYBVDF4EUbDoz0diiaEFNMRL9U5N+cen1eTvItp3zxv1g2VEPAnyCRcIpQhO8Mgj34LvVJNzJX9X/uGt0pqfW9mi3vz33ixfM6QwLlFZtU500RnAaUE2QzGa8EYQ45neFkYPZcfgoyuwFBU3QlrljEN4KYhcVhaD3TJJWmOBtXqlxMUPBv6XXOB1vFEXzniYQWgSiCbHtYrkHwGV79p3JwnsCEWJ7LJZqKkWSXZwtwEpqS71bBNhizm7vtEmTfibzAHyIJhWAAkVtaGSaWoanJYxWNwXAVN9jKwEwQRYSwUj6RpDkkmbSSO1jOfDdNJVSGt3LLuUCJTOmJYVFfw5jRQSmGqWO6oMXh0TIKuWzSdZQ5pN/gwpHbYF5I8QVUs90bqE7Gki5cNrhBTiNnOLNLGz2MyiyFmDB//C6xlhirXvW6O/v9ri3iHXxqRI7JERMchMAkEnCZkJqFLuRcZFiV0HiuzM+CMNxUATDPDNf/dOQBTbPwZnYMrGO6wySRbVnKnayN34cXFatYv0wmPEXnTG9dp/OWt7dY/oeFJ0HiXX2En2TF9Fivm3MzGQvvlwYijogVv1v8TzjQiSkSEkIN780b/XsNn/l8+9gc1PL9wkb8C1EjeE+cjJgiMHApP7NBQAjyRyeDxtDyADB/7zdX+6xug1NBB36kBgKkcDvY/7Nmjq9ysqYZcatirM5SaJNY+xbojA4yJ+CLmPqXn/x1QJeAuCbSmO0OKNSBbAqxT6OZqosqKRRGx0QiovzWqCPiJ+D/uy+09REeybQB50MJ+xqXw2LQxmBbP+g3K1rACYINbcCgYHVodaSgM7xbzplujZ8N9YTAYo/oYufJc+OoZtTaKO5vB0SPaBvMLb8ScEiCWm84kYqgEVA6i2EELheeQTWdYS5RwCzNZN3yyOCABDpbMleXGfKpCPwa+RclB0o+LiI66BVDFIeoQDHY6rhDeN5GHfhIg3IbJHQ3i1jyBI2QkojF+xqtFAJWxSbE8hwa+kmJqYEJeuJTIsgsdGkBBtajBOCYesiAoBpeLGjrPOALRoT4W8/0PM84/JOTb2OgRGi0sgqmCesD5QiUw4GNv3DXPI0thoF5FcQVDieGwOxyGCsHnfazd5ccQ2vVAlJS9u2Tl6JRBzbLeblm8fHR9yhZDiac9kc7jw8x6xScNRaxQ4vqQdOxokWEEl0T1wOUo2W9Xg8zHMfQk9KMqAbzJoTjGfDZ0PXiZGPIQtSB/gDeUG0/LUbgnBP6RlBCOWAomhKSEoGBnIQkICjXMM3hV2R0O2kDTdMWDkZMxWryOIJiYZngk8cxGPSwVE8/HvqIDFfAQTDTqrJi9EfOFPwprjnpw28a8U24HEhswEmXDBUdGwksuDMLLOm3cygZzx+sHbTz/NQTBlwLTYfKkbgUPBacJ10WRqeAZQjzGTpF96HBOWlxfxOU45bjVDC5GxJbRD+gigV70ksB1vAsXZV2Mif07gHrTEm62X/4a8R03m8hhYcZgwMZDVzBwmEhkQnx9KWCVSTMFqBO0RC/dbLzavwEkv70vbY8kQDW9DXpivQT2Awtk9F5vsHI9DJeFid74OqCCBXgFZvA3v3ng37Qb32p8EjwVV1KZLMbsEpFCQgTV6NcIQr+5LKeGaBSjdjwnXxyfh+ExH4eOD96fHBEq6tZu/O9uN9/l5ntFejsSrIY+iJTog+Uw1Gng9R2NR6NHytT9tzYDAo6pnni8CFBhJjL9VQ0mykGnHOYxVuGgQyGvBa0RjY4Cc5AgCjTV8HVyWboI8Scxi28J+fLDmIlMrQertvN0LK7FeBjagclxsVNA1K2AerPdfE4ul8JHMc+f3ct8VKZM0vuH7FrFRa30rHE9ygzx8CvwbAgDclBm5UAGuA26oEZAFTdiGAbymmul/F+X2WDVsg5ePb0k9+A3lQlr5PIzwhlyXgtZDC9xA0cjjc8GbE6E38aA4src6s1EKocKz0A4FP/y4Rmh1AMuSRzPFwFU9hinCbrLa7AYFp4QjIQADyXDV2NXkC5TVupuvTZKyjuo5B3Rr8XQyfOAdKeis7KpgGdOFjwSdwHhARiPhH9IMsMpjCbSqYpnDtgpReBa0ZNhK1fTTGA/Bh1PCC+HK8A/iDXgW3r+97f/NECNBH6FUXLHBYaWZwklyaZY8YZuCMNigAdJejhZV9IMKZUV2wPQScmwJClw2QhGXbeuzl//Sf2ReXLeoch2e0NNNsNpPO83BBaZBmKiKhZDYxYPBxVIQCvHTUVVMz4PJgxkmUcNuRVRywMgZEigimI/KDcCQmJauM0DsAqTFd4t8lKRgqKAVYlbGhhgAbCpAavGtFtuUsasY0K/4sNjsBY/E9DdzOgj5xWRUtax82hBh8HCubijl2DP+EnEleP6nDmcPCLeAn/KHYeyJwyqAeDkSUke6kvwMsOpcsGDSB+xS01JUlU0GChzpOmaQxBzDn/IGVJTFDNVBsUD1ai+KCXtvnZ5TajoNM/XBJaHPIacoulpYqsGJq04jCIEjW4lCQDM0PrxeBG+7ATmaay8GPEg8Pi/RbKb7aYl3Gy/+QAbZyyaGCb8EIG9xl/iA4RP0pfGuzNWdnOJSDyYaLdc8Dd3jDTxYVwcV2PStWb4VJ1ER6ziiHhDAMQL/4rAEQiWkFwyLDOCYfj6TVfyb7bI3SO9gYGO6GbQXh5zBokG3sayTXBzjZATeaTINW9tuBRlBFxPIiNpkBrw2pHFLcUuhS2yyGBspBH/je3Wd4+0X/+ebAw/MAsJ7yXW2g0vl1fCNokVjPEnKvhfLvhf3/hgmH2ghvDg6E8MmcfUuMYBVSSH4fq9hpGs6zy5Dw3ETiwT0JmwMbsqkqxEiBKAGrmyuNTNxpFyQHgxDwuQpsPniHgD3FGDzWjAD/zArwD1VmPABXEF3pq5BSQlkdvhvty05pSvRVU5tpaeWNIQu94sZalUg0uMcAu4rMB1sHY4IkF9fgFUgYWigdl4zdoENX5T5oLh0Z/3yFg/PpC2j2+BWYCZzrwNPEMjOUDDdyPtFmkuHhW0iSdFRqnp+zTPNrPgJGdTEA4Q88urQ+hzboLCUkqJjuKSkw5viWnIS9mZtwV442sywCO4LNx4gj9xY/6P4678+EnQtotF7pQ0PIwIGlvxL9e2xLTCdGZiMLUZ/EMyD+rwQ2KBf+AJ8QzwwxHgBNuz6XUX9GvHjKrTLDPpTySzgcSC0bK+nnijP6j9IYB6M7AgvORNckdNRnAlJWEGNkgT1Z6kOEOiqCYz2cJJZr2Hp+EHk4ygVwq6g4pX0twKIwnOcP0lf9Fhs/I8RxE0BL0jp5tyjhHM0ELpcjhF4odZH5XiHWwOmApz1L0YHspQYir6OokliniwM55KBDECokYGyEvYxrQ3PVFWeRqRwFQSbb4XLYZvoUs86UJipRsXTIHuWBJJfRgSnsjGGI4hTiMXewMwqARUTgkzWTG9IR544uVmfD/uSFTgBMOjhgF+NjlsV0SOLp7BYHiceKkDJjWvojl0XfAp5gaz/jhzATCpSFOSRRZciqqhJWtqEvBVdLUTQjmoekKKRzF9uuk2r54LHl5UNPXt/C+Hho7+YJbHmA1AEfaDoXiZxKRCSSdwPZgLisxToIE2DmVkhuOZGYPiCPJIELFI9q/8+00k+037zcduNggaahrchVcTU5c/g5c4eOA+Oln8UsSE2cQH8Dy/oOkvd6EhsUV+39giFyR2iogFbFJlHJIpIXAoWjLNoB7zilMOb6eozpDuDAtM/RWgRi4VufutLfJLkT3E5TF2EaZoRPQ7GBqByBAbFX5hBvhW5Jo3G70VyD5FhqY7VUPk8ak2buABi8LvWbQSNAsd9a8e4L+4Rd6Xr/zLw//2fyNDyW7neHHWsx6FnduCG5HmX132v7JFHpg/gMNxxZoPxpwjZt7yuA5W2ksyDZ9heDXoJAOY6uK2KNg8AJXMT3w3Mn8jcX7B/LhVSUwTXpzUARYF3ZNo+BPCV05XJ+2uzzxkVMcBUHkd6DBAAlXjvwOouCD8jMDUSOiId4z8G3aECk9mH5gd/9WgghXjTPd2sy6GsETMxuPBM0AHE1MBZiBzdMtkAJizcC8i4KE7DcNn1lj0S+syP+9zadAL6QuGB317BBhD/kY2dDG5F/+Kh+EKaKQRTekZxHPCN2Jm1Vsl3+7MVePcs94oPTRPr0og+AUhG8Rj4KlA6FXuURFdxO0PuoLmuYHNAholsQcJqpdTD1MyvurYPM97r2YMa11/aLnpzzCVLKazwDnDDcrgQ/wWPg+pI94xkes4LDyQLG4qeiwyWMzb8oJP45mvW1YlLXs75ccP6pP2UJCE3DK0PtOhI+4u0vN/QPtDAFX0Dqe98Hd4GfR1YxQL8EAaSNIEmOFmSp8SdoW4CwVzDMDmpF+rtYLdGFoSALJBdoU0r2qmAMZ0E7AEqBApr/h6g1MHlsiZppylKemS5ON2YI0LCZrmYMJOyMrEVMPDgza1xvpquoafvXwMBfLXh2cz6m3cVQZboZExGEV3JvJ9yKoi74XxoC/Gu/A3HD/dze0rJK08QYJKNEIa8ApowDnBHgQCOdWayzVXjjcEY8Omj9/CV/gB4ASmIreBY0bxTFCR9YfG2hewFQ4wNRNnFOAwGKdkHmiIXh9M3KpfO8+D8gGu7F5BRFhtK1XTUhQ9CS8oSCXMC+/CpEQSsdT94e2zSt/vlt76kaxuzxVPGFh3YqVZwcQo1l3ijkC8L1OZGH4B+xZrJEypiEx1znBRvBRekitAHhJYoN2/5Rx/gbdft9987GajP4Kp0B8RzxpjTbiF5FAbuGWW7gkmFOIp3JFwIm8q7ovHw3cZ+fn3boEP32y4VEAkoHIzjEOR7eBqPNMeYxERqQJQVZW7xcXZ4OKa/KL49zdXvtkary86SuToNlINmBk6DQ8fUdX8OWISosdwzZuNr8+3UHhwr51nyJgu6lSJa/lk2YxJUuQJT/o/AFPRIt3ybzamaLIf+BkME6hMCMaDt2ZYNRIG+O3V/osbH0A8j4gPwajgT7lKB/unC7aHik5Xe3cB/LSaOLHiyJUpZrmj8yNRN0xwqgX6a9iMxhph8Oki7CFmPa9D6OK/GFzlypniU0vtP4zN2PONngcBx3CxIUoqCp8p/PitXSq6iN4GAMPJGHELMN3GoCjMIJB9KGn9+BMjXk2b1t+MX2/WRXOvBGQ38zOEVAD2sKKO2OwQAVQRgmbGIneCiWJV1RbzwprCCb0sb76Qv3ikBEAlHtOSuaVe9cJFaxxHPI+DD/wLoN544Aig1sYHolfFj2l3ott9ad+NVCuiTDOT1Y8hHuDuuCgbxyoNjJZ7NVb8BvWHAwcBFSSAE5nrndx0C5EK9qDjypZrB2a5+jyS3vuJ+l2LzHp4+1wGFBlXEAU0Gj0VUZ++GtfhVPKyWjuIsooxsnGnIt5a82iGVzWSMNZXdkyK6n5P1IAnr5/+njFFntYlEuUi851j98e0PwBQBZT+qol1IAa7xdq4m4ndYbfhxzRLZjmkkEfl2icGDPTERp/OrmdeFtiTonol2Svj3zA5CHMywxDpcfS5slsJJKoYMD2dhb8hzmRXY1UwGB84juQIS0wIMljMBTOZ/loVtegUPBIgR0/GVNf9Vs4lDSQUeE9L1UN4EgpQ9SY1g5ePqChGe/iamD/iyGguUQgyKDwp/he2ThcMi8RbWDGWeumpynNLfJsmVLi2UFPSNPE8wCT47kgxXm4hYLfIolQhFwDg2UWtE4jsujiujgTilZTd5as+z/jo9YI5I4L2n4xwnKmJ7TeMXKFbQDV4jpuiuVXME/QAQytAXIteE6XYt4SXjCkb+HJe6yZ57ZpkvvaI+92XC7ZPM6/HUrWDigZsOmY4HB9mERwN8w+dN+LkMGvYKAcuVMuzqxgrBtfDt270xm9aBNtutt/89d9oQAvRz3oYfo270JhHEJE4vH6jQiUcsvcYTcWACp7LwDubYA+/uhc+GWnCPfEED3gT0nwyAIaVuNZgk0IWUBnC+c1PiufXReMFb/yeP9x4tV/u8puGz+CpIoCKxzaT1bATncZ9zKy0QFcrWqNRNV4ZDTNFMFGNCTJ2PVIXTbayEAo9uMtosCvX45Rqng77qzv+lzY8Np/8V52At/jXjTnkEOj4GYMlSk/AzFQffZwMDyuipr9c9r+j4cEIihHIAd3BMycSsUI8otiojCo8sTR+/nuedZ/7Uw+aDfGmX4g/Ea7gu3DWeAhaZM/4jUsVtTjoEMT4wssLpLSxLqPEQQxnHEpd+enR91rbvnlX8+6F9tJVi6aIDMpI9DVibJEWsTcaIUmtKJLArP5GROSUp8UGsw+nrfn0wohXc2e+Ydo2mqFY00THitUu8Gw0qjTqB2gAQmDk60BWhrvAz6DCU80am3lxVemXPR3DmhWvGK0lA1BF0kmkgImeSo/EviKpFQI3gqkw18ijwvuhH+xmbUw4+sfk0W1tXe4pXjpCq7homCkqiRS6Fz0GXxRjSnF4DBUgrSbfOELjVo4o7kL3CGsBgYC/jas+PNP7xsPprzet3znfrM8x5QJTSWFkW0OHiNU9asqbFAfPw6QkXUsCfBggpjI6P96AOAFRVjwyBEZtQt3WL7N63Z/+5rMNJ5dyBGGfOrw3hkC81K128vva7wZU9C/Zk2Acot95/j4bl4XwrFyJBErJbk3yamEvy1YFuAvFbIA3t0q6NWBaFdOqawlqOIFuDp8JMrdWD3uoWjAqCiAzXlEtqpGoag5Ao8KAkpgVcPEsdRHZnQmPydQylVk86GVh+oxgJHLRXsC8SJxjuofGoq8iUIyebXDWZp/2F19k4VOVeUzASPhWHo8DihoR37iOBDHhUOHQyUY9LHGnu8PiCAjdEKYAtJNi9LwD13dOTR3byf7Wq9nzRzYk7qQEx9jjW9SCCaYqDlXmnlRYQ4opZxishsooDS8Ci1Ht5vULgeiVufOHJQ9qkdT+sdQ3X722YYKas9cMRsNATYqYRJAJXYImiMg7AaVcrkgwK89cP7sge2a//IHPFnW4r7j9Xdnd70p594niNe/6M34yw5dVxSKIOb8rAtcYRC5dM34AkJaShJimzemKp7zoZHnRKY04Cscq3oIT+7fOEQN9a/vNX9F+8wGiFzqZxEvIcQAeRg0vIrCTxBN3YUPXEbHwS5Ju7osFURN43JhVK54En4k0zq4bjRSK+4vovCLZhjca9yYx5YcCkQmcmFf/5kXw86+f/ObrNDZ++MYD8AfWVPLXxFUUnpTrLLRPrpG7wSnBxvjYN79FA8bjiewY7pm2qqynAQck6BfcRLXFn3oo++T3mRdXS1Uxpg5rv+W+f0fD3f+tcfl3Gz8vSA9DlKKCNPypcKkcst98GHQTig3sAdOncbK7VKKOCAvR/8L9CUrx39kigIqehE5iNWPCFWZcMI6nSVbEpK7/8kD/Z8580qPavkOUio0Vk5obB8S7AKh8DE0JTMX0lzV3SHeDzgqpFAFUG4tEqglABXgkOeNY3rJPzg5onjhxkGbfZdbHGlqCBken8bQZajI8gzAGMegRq8B0gB8TvS3uTvwAU2d6BxyRW8o9lrN+fOwHLYu+fsO0rzMDl0yDYVW+oAJnkkz/ybpFHlXDLBOpTL8AaoTipFChXl51ZeprlpEv5K4apabvIrdgUckkjfLRx41DkTxn3BRfv4GpwoTQh0JRAIAb4uQLy7I+aJnS5Z5rS97Tr57TeCpJEnep4Xm4lgRAjcUsk9UkWUnVJZH7wrg0SImgCHDR9D94MGHhis0MRNUdn5n87qOpbzxcu2ueWZ9vykWmlqqaTsXEQ2LKYI6ABokVNH6RC8ay5ArL7rDqDGs2TU/gvn9cnGeAeg0QCL+9Ycek7N73pQx6sv7MdzQD3g72AC0kGhH6VlP5+9vvB1Q8iuBB+AG0WnLzEGyYmsakaiAr831CCXrIAu/J/UkQOlKS1uDR6kErXIrpChnMuMGY6ZChQQg4uFE4bpgvKyrofpipG9is6FaVZyja1aBFa7Dz/D+eHO4SpRW8hoY5DMWZohlMCeOGeoxZAP8SacgZWYEo1lDiWcxBZEUpTM5OMq/FhM8sz186unDzlGDGAapSeBCgHRAL0gGWjb4GnHCh1K0HXayCxMUAH/Wx6gmFbQHJJvO4sRSzIVpK+LF69ZjC91ukdbgnqc1dnj6Pla7+1Cw8gyugW3helY5/HWrIYgQSDMp0no7Cw21YoU3ULoCLLz1Ve2xu/uReSa8/kdn2/qxX70ru3rRs4dtq8hZOVMlq8rs2vCamOnP0CflctyO9zT1w7edJGRPapPS6L7PdXdlt7819/fGC8V3Kt46Xc3eZRpxsxCu6mNI6boorQKfiajBT3J2OBt1IpYieqbOq1u056yamb/yi1vGTXhfNqusaT7dlKC8yqYg3xC3hSljNnNvFxCa838APHfGtjWjKRpfNeS4uxSAE/TiDwHBhuD6JCN6O0p8hOG6CsgXkRInFK+A40GmpYKZQCaIamegHNLyOiBLjLlrQGqlNgY5iWVRcH0jMqBHYFQ+M08UOBz6w6mIdRJZCFSjOVGc8HtcsRHoFPR1cQwSkxVZgcbugcApACwNOxKtmHivdNyf9p8+vXlgslxw2w6DnMD+GatireB36dLQb537o9J4a5AiDNHh46lr96uX6c8tLFr9vf7+l66tBId/PdDrQBMAnFisGdIloioa3dimKUwVa8/qi4VFFa+xYPBU0h5FpmlmNlXgxXiJuRgaMboc/Iq2BZOfzaNzOiL7CvagyhRcmUeOsURxiu7YgQBqMJDKyjc6Iyb3odkYRRLezhhS4C8/k17iBjZSCT/Xf3NhFqgT/y4ATQxfAVIpRm14Rk7zio/1dmpx9v0113E9cYAKmwmwad23RC4n+T+KhKMEkLYzOh1OifhCWgItTGtLFE3IwK11K3tGCH8deGvK8e2o/zbnN9MfpPAg2UdNxtYgrF9Yu4jSYC7BAsEaWbsCEYnHjRF3nvwBpPQzUZ+BKzzmSuf7zsyNaZ389zLTvNOuiIEVkwyqb3NfOVA8V6OXggY8GJrhLUuyF5ccvulbsjvpmZ/TsXXHf7omZc+j0N6fWfbZiaMtPW989e0yLHTs+PhK7YF/cnK3RszZfmLH38rcxvg0VNZeZwAhbjUAXA3JwmMk3alKKwoewk9gN5WM75nZ70L90NOuemgXC0tLEBxwEe5kySaPbTBZVHSBFOMsix+yE62JrKs5UVZ2qbjhV1XDqeu2Z2rKThXu+jhv8cvzrzUo2zQtfdVVX2yurL15rOH3Nf/p63dmGQIwQOZihsGGLqVsMQAO8qOSSwi74Uho5HkBNN5UMcaBbDlidsvfrvL5PpA1pLl1eIyprQoiniIN78Rk8rY92SywDygpyjH/xMyFfeINIE1bET/66RX4fab8/5IvZCPihvmYiazDVCKXwyE8eIoFxteoq7CDKDMWwujHVYZKupirhJCXkhSuk4w7alaxjDbGbAu6dRt0l0wSMWZmUpPj0kA/Qa4QglTCB7bgLnCBdbcirhTCcaXBMetXZusKD/usXVc2n6UmUAmLFW2ThCuVBB2E1lDhDj9H0OM2ws/gDXInkkEvO1B/49urHHdJ7NnEPfiZ/1Tgl5wgnElQvuolhSbo/g0Eej4ioYLYkayAEEt8Cd1QwbXS4NodScSFwdlnltP4YtoLO9xZ2vDu9053pw56p3PyxmXcAM0FRvWFuP02V5GRMaeAia3RpsbIaJSlxOmPUyWaNRfbsqd44Me/D9undH8zreF9hx3vy+jxSNLF77bGvtdJj9LyAIj5PJPLJkofcoA1yUBUvefZVbZiQOvy5tG5/Lex8R0HHJnl9ny+cNqT25A9m2SWQMlX3SHDuTMe3STw0xgpk1RRMVwu3QjM1A1hoBzFXrl9sOPvD9SlD8/o09/R/NnP+kJBvsymj9yxhgDHwgzQTmIoe5mqTKYOysFJHkDu+uVntN3b2H2xgnV6x4oIZCGCLN0IxhowRtMiKtR4kBjMEfAuE18xVjRRJdXKLEZ8cUwJ4bxU8j/voNXYUaFxjuJgxD04Sppmw6iSYE3e2cK+6Ybrhg7hdFdMVviPs0EOsNcHtdLIgGXR8NhZgUtF7olImQIud4OO9/Amh1J8rl3+SOrCZ883nila+F07fZIbhleIFIcDzwOTAJr2a5FHDTpn1evDMXEMlnIOTGXBbdj3/VP2BeXnje/hee8DX7e6S6X3VxK1mNViUADkWEwfwu+CPZO6odnNTvw4CJLINWKoNTdSW0uC57OGApaE2vup6XOmVi2Wl5+r80Qo4JWNirNsF18ZLEYBpS3iSsOGQTDfLa1yLbUjZf929uaFgr1F/ib0adKp+dCZkqIgWkCUIkUfvhjESZIW1IcEt4NEgU0AOHGHZWi8lBGEzmpiM/70NAK/a5XAC+LToKLHkBmMAQayIyVj16Ynej8aM61wfv0UwGLwaGQz/5XvBeNBLYFdwceIMDJBIokUc+xMX53pWhqlmiIqATG4yCw7nr/3g/HvPJs8aYHqgeq2NG75ZTg+XBZqyoVu0MEMvgrGxjAnomqG7GkJxaSX74tI2XExaedH3fbT7O7vr+5jTszbOGjCpy1NrR/a2/jzXYl9zIWX9yfS1J9J+PJWywp67pbTujGTYuMkEU9v0NGj2iynrP1s/oM2Ux5tPfaTZrEebf/VoxynPD/ik1bPNHrztH2/78wu3NR/VtMOs5i/PeuL5mQ81m/ZQxxlPfrauv6NoD4CH57KFmO+jhdwNddFFZYczi3ZmlWxDyyzanZm1y7f/m5NvvXqswwO22W9nJu3IKD/lKT/gvbI7o2xXduHWsoqDksyawDc2ClohpjXFIsk2SXcHdWdGyYGDUd9sO//5rviJO61TtsVO//n812tmj5jc4oXprzy/6asRxy4t3BEz+6eoadtipm+LmbEjepajcHfASNQM4I7FkGIMNcrQ40FrOE+5TOurr00oLT1TXHKqqOx0QeXxwupjV4oPpqz78mS3Zw/1aZ5ycP6VyrNFV48VlR4pKT1WUnqitOJMbSAOjpF7gTCjMZSNa1uY3RGN3hg/iFjRrVAaaZHfR9rvBVRQLeHlgVh4Ai9jmGEwEbHZiKtcpLe6ChJBc1ECdrXBQWGhgRGgfx1cV0jfV/7jpykfdsqdNyyUukPXrUHVGoAIYDK0lzsj/UJzwBzroeXdpp6m6alhzQtY0otO1R2Z4134TvGJRUYdqRAjwEELvLwiO2UZ0jaZu33h9agC7SE5IaQlKCaM2G5k7i9d+2nq8Feyez2Y2flOe6e7kz7pFr60RhyHS8HBs0jp030acxAoR+h3gOhA8bBXCrkksG9MSyitzCPV6yeVjO5U1PfJrDZ3FXRqUtDn8cwPWlXt+lLN32PWX4D/givHJORJakACLRm6Rw6yOgmpKLxSyGrUxoftW8rmvZv9xnO5He6/0vn+kp4PZwx8vGDOANm6Sq8+r4UTQqGEACizlqpLyehMaikFNC3BqDgTOvv9ldlvZbz1Ylb3+wq73F3Q/f7Ct5rVLxqlJGzSq6PZ1QylMpGPJ94EnQZPmAKiwD/ydDCpIQEu0jRAVmL10qNXD89M/bhDds8nSzo+mtLhIfewlv4Ds82Ks7phl3QwEiElSaGEFmSDVxK5QiJKIXKhf2sq/5EG6SB2HMGyKTdtejBeURLQuEFbLJlE1ABuxHps3KUAh47egK61c9MCERSQDC0FjuVVFG4pFjoJH4A5YYbAo0GEicgPY2LcjM/KyRBwYscC5As6hOeyceshsZApwdzZxqQt3JGdHznxGM6iKiYQvypn4dC0t5/3dWmS+n7rhsNz9fJzjZs08GwhkUAuu6ApA5ozqDlUg6Vz1JA9HEyARObpp8FoI2tf/bpJxe+0T3/tKeebT+Vh6C9/Z1Sca5TLdO6YNSy7wbV2XJbLTvglGACXYHWNeyVBleqDsRVV57Ly91o8a47FLvzp3My5u0cvO/DJ5dS110OXMMp8qpBdbrBIQXwLExbsxMuaJ+BYpt2ovRyMWuGaMzRuUs+CPTO0wjPcJO2HbYgQLh5AEuu+fGyIYMY5GL7WKP11nhpm1ULWYM3lytITaek7kjJ2VNRcYBEVxtZuHeX/8gaazmCAhTMuEg1i5MPGn6/GpK4af7D3E+fGda2172JXs4KdCP9AyILvctOkRQlbZZIqYK3wvBiFeivMSZNdtVXRVVWXqxuiK6rOV1Wcka+dr3VvS1jy/o7BzaInDgxHbVIKToeunqu9fr6i+nxZ9dnq2ssKC8kytgcz5vpLQEwimC7g1kwurDqz/syUkd/16De35cDv2r35Xdu3lrQZPOuFNgPvufuBf3jxlbve/Lz5m4s691ne7bVlnXrPb/XW/PYLt4/yZGzVNa5oGJgFmiskWxNSf/pqy7s9v27WcuZTL81+qsXcZ3vMfnnwly1ebPHAbX+67V9evO3F0U07znu1xcJmL8979tXZT3eZ/eKEn950FP9smGkMHUseCJV61WHL2zl7x/vvLev0/oaewzf1em9z33dX93rj42YdnvvzG8//+dMPm4/9vu87GwcN3dRv+MY+o9b0+vC7butPTS4JXVYMaCc3e5LpIwksAkwZ7aw2bCdTVo36rluf6S8OmvvKoMUvD1j60pBlLdu9/dQdd//jfQ/9n/ZvPzJwccs+P7zadVnLzkvadZnfuv/iNrudC+tMZ9B0qDpj2ipmKDebOcOaWzWSZMMTl7p+8b4Pvz4watrhUV8cemfy0XfnHhg1+Yvug565u+9zd06e1X/h0c+mHXhv2t7B3/781rdbh67cNc6eurVOssqGW9Gc1BUgmgH4eYzyjayOSLvVltD+rd//fkBl3j+DRYRPF2u4E1bhTyML2vRxIKeMRYBBhFw6N0EKgmY4zOrzoejvcxcMTnnr6ZQud6UOerpw2SjwYpYd4KkIIjTHU2RBqBNYRp9eCcICv+fRlbUpu4vWfZbxQVt3/ydyJvepP7fcqLhEA8VNoVOJuD4tmGoGM0x/uulPNoJeRfaoplOtv9CQsKJsyTvZg5/N6XBPUYe7strflTbw6dLFI1TnduKNOC5b9nuVIFgnMFXglgIeGk+KAMcBqGYpKBdgXnNtu754ZNngl652frCk3V2Zre/I7ftU+bfDai+t0crOmgrMWqyCQPii0atiJicBEbVQMs/LNVO55HDlVOWRORlTehX0f6K0w935re/I6npf4chXKzaM8/s2mXUXGRtU3UrYEQq5ZEjkcBJ7ElLVn6Bm/1z989Qrk7rl9X0or+3txa3vLOhwX/Hotg17pxo5PzNS1JhbEVlQgV/28czqQLIZTDP8qUYgWQ9yTxGAxAzGSkkbCla/l/bB8/m97i9r36SkVZOC3s9VzH5PidtkVkcZ4XhVitNUzAqeIgBewgtyIURkGAaEiGcS8u8DVPgXqkmueasSmCNz3xXI0LBFxfgCQoQkkgtOVMavDeYeYvdSKuHVIE9hM2iwEx7NyMrJkjsctEuyg2Ux9MjmcZEEAQ1hisPXONsdgbro8isnG2qiub7CfDSGhUURbRuLaJOoMp/FaHAa9fDLAkoxdoDk0rPhE/OuTOqa3OcBb99786f3qD+5xMi/aAZSuTrORSm8VIRz2GTFBn4dhgpkxMwHEQxxTDStv6wlrCr/bnj2Gy/mtH245O02FevHB1K3mQ2XdN2mkIAz1CyuY+Phl7AlIjr6ylpXfbbwykFPzpbz3uU/J8xbd2HqohOfzNj//qfb3xz1U58hq7t0X/pyq68fH7Kk9cZzUwqvn4QaZkYMA7MuzBFdStFDKQZ0lYl/rWrR/upD03Mmdkl4/eH4fo/nL/9Iyz1jBqjXmYCDzkfD/KXTF0rUdAfl+LLaM2ml+ywZP520fbf38pwNJ6cs3Tvu220jJq4eOH/3h9FZm6oxdyjLBA79tzQapNDTamJdzcWiksP5JQdyy/cXVR65Xnn6evLecwtHzOty/6p3X8k9v7Ku4mxx2cGCysP5Vw8Vlh6+WnEqWBdlyFZNS5C1aF2LpdgKQA9gysB+Mq4G4n9OWPj1z+9P2vfu5wfe/WLfO7P3fzjtx7f6DHmm7VN3Dunx7MIl7y7eMWb27lEzdo6Yvn3E19tH7rgwO/3KoQBkFhNNxaoebAyYCoYH2md6syqOf3d4fN9ZLV/98rFWs55pN/u5zrOebTfhgaav/cNtTW67p9n/bv3h/S1nPPPi7Oee++qZlyY/1WPGS7M2vuNI+Yl5+5DUnOlOXbJXXD1l860/aFmw2zZvh3PBfteic7ELLm2esPadDhPbPjZvdLv9OydcSPz+hPf7A57vdtsX7rMtiknfWNFwCdNEHIjklEzXVS3haNqagYs6Pv7JfU/PfOzRmY8+MevxJyc+dE+vP932l9vuv+9/d+jfpMWnTzwz5cknpz72wuTHmn/+6MsfPTpj55iccIxkJqlc+4TFxjMFhC7UKauJ1w3rsdQ1o77vNeCrVkO+bTN4QYu3fmgx8se2nd599M+333bPA7d1eu/hN39o2e/HFv1+7Nj/u269v2kzZG7bg44lAdPl16EruIDIdCRoHgm+nQU0ZNO+5/LUfjOfbv/1U6/OffKFuQ+/vOixLnNeePmNh//8t//v//zl/3v17Wd7LWrdZs6Trb55sNPXD3eb9PAHczqetC6vki0BWLLmUFiNxKlw1U/s1QS3/teGFGm/Vq6R9gcAKpeIMDnFHoBG/QsGzSweZvQAdUQurlMJQxCkkOHCuSsWpeRQw4lvyqZ0T+pxd2bHf8nu+C/Jr91XOHOg37rD9CfRKQecRgDKw2JqNnhw7pg00INiWbTsghK95urC4VlvPp/W4a60jnf7+j9WsGyElnuEJJQV0dy6kawrKXp9klmVzNzrhgwzlM6wTMkp//Fviqd2y+j7QG77vxW3u6uw64NX3m9bvfYT1b3RrL0sKEmy4U+S6j0KT1FIpoJhFDHehHqT4g2eC0bJaxafCl1cUTH3rfw+j5a2vbO0zR357e8qeeelysXvB+M3MyiqpfIkXtXHSYJ3CcSriiWs2IDrhpQi9iynAnukrMO1O6fnfNg6rdOdZe1uRyvs17Rwao/rP09WCg+IRSzGuplppfpUJUkKexSwFnSm3y0l7ataO75oVKuCHncXt/2n4jZ/LnrtseIJr9cemmdePambDt0kL4GGYBSBy5A8DVjDswVTDClbC2biHTU9neGdyguBi0uuLnozbcB9Oe3/z9WOfyvtcG/Zm6/UL/3ItG83q+MAyQZPJo/jUrSSoKsWRbfJGlUpcTSAUUvCW0PrUKH+2k7+Yw2cPVKTjDuSQRtTNSNDUX1clqMqcpo150MJ64qWjU2a1L9090yp7CT0GRylqI8BykLpbEA6+PFLnh5KyhKpD2x4FclW13C5pPJEatE+R97OuJytp1LW7LEuXn9mxo/7P4/xbvBDxGA6+QX5IADgrRO0cDzEn86zvpM0P1RvpmnmwqXKyTuqd3ye80Hz9M5/LRnyeNnigfWOlSYeXs0wwplaOFWTuSva1LnoqPnjlUC8wgR4t6jFAXACJrnlsuOBE/OrJvdP7fZwSpcHr3zSPbh9hpl/TFSFdGkMCXBzKjOBubbCNBNZtlVUn3OmbTocPXfjmckLD4+bsGPIW2t6dF/W5tV5zz014+GmU5s8NvPBFxc83f6Hl19b1WrI2g4z9rx10r6ksvqcAZehOQwmoXBDsxH0kR+YmWCrsndb1caP0kc87+z8l7w3nyqb81bd+ZV6+SXcEZbDmnOqzR+MLb92OrtwnydrW3TK2mOeZVutcxaf/3zSkZEf7h78xrqenZe0ennm08998XDziY+8+vmjb3/XZa9zaVk4imHt/0ZAjeSH666wnnjJ++Pinz+Yf/CDBcdGf3f8o/XHJmzYNu6jMS1bPvfPPTrc99337+w8PfWHk58uPDF27pEP5+0bteXstJTCvSHFqpm2sBktmwDXeEYswEppCfnZdRen7xv10tRHHvjyjntm3nn3jHue/PrJRz5+5LZmt932v277X4/8U4sPnmox9ZknpzzyyIT7Hx93X7MxD45bOeBc+sZrWrxkOiXwJJA8eAlgKhp4oe4sr78Ylb5x66XZy099ufLcxI0Xp229OH3drg+nTGjzVsf7prz90oa17687OWnlxak/nJ/8w5nJ68/POGX/obD8KPPvWK0QrlKkFHEnhU2GFTGvR8RCamPMS2vzpwyMG94qd/lYM2Uf+0cYm6Im8lhT3SXKKhH5dECXnlinxHuK96w+8sWMTcO+2jVyyrZhM3cOn73l3fFfdun57AMDHr9n+qh2S9aOmLd3zPSdw6fhr9ven7lp5M9xyyrh7gyvBtMF/w4DUOPpzYBbuqPeSEy5evyo7YdDsYuOxs4/HDv7ZOK88/ZFWxa8PemlJjNbPLB14dvHrHP32b854lh0MmHZ4bNzTpybm1N4QGMmCvePNKIdvA0TKr2m7NVNd1Ti99NX9v109etjf+rz4daeH+/oOXF973dHNX/pkb883/T298Z3nrpt6Mdb+47d1POjjT0/+bHn/K0jE9K31qh2v+EMNFaNhVgSy/+yUxyD82tD+k8FVDR4ihsNEx7WIASZZFcUW0iFMnCyfhA3SIHUJ2NGGTVR4dQdldvGF45rld/9vuI2fynp+Les3vfljO8QPLPYLL9o1iWaNYlmvUtEmZgNEdISA6ZHAR0GrJafbDgx7+rn3a681rSs/d0lHe/O7vmQ78NXC3dO0EuO475aKJH4rfs0PdkActTh7smmlGHUu6TUg/7NE6+OaZ3X4568Dn8p6HxHbr9H8if0CByYZxadIHvSExmpppL2aWFcIUXXkrWAXQ8wlxhyWfNHcy7JcVrePv/PXxVP6Jn5+qNFne4pand7Zvf78sa2C26dbKbtN+ugp6HRk8V24ySx7zhRDyVImqVBjgtDWGhJkMJ62aWQ5aer33+YO7RZUYd7K9rfXdbpnry+j1799g3VutKoPa/ylHL4Po84+CXR0Dyq4Q2J9EJGm0Puhgvri8cPyOnxRG6rvxZ1+lvR0KdK5gxtsGxmcBIaDjjKLepeiUW6EzTdqqoWKZwAZBL7rFM1KVXRUxTNK187X3fom7KPOxS+dn9ph7+UdfhzXvd7cka2rN88zcg8ZgTgTBkPYc0B1qWiWAeghg1b0GBtboOHLiXpsldjUitzK7g+9Gs7+Y80roMyLA+bVsAefLKcBEA1TB+mpV56XI76vmRaX0/nh5P6PVfw3ciGtB2MBAAIuf4EhkdrJKXzW0N1sfV10TX1UZW1F6+UH0/L3R2TtO6AdcHqC1OmHxg1atugwT/16bis7UuzX3hlxrOdZjT74dzkQuki7I2uH0I5KAgcrE6Lk6XL0Jc6TELPUqUM9bozHLf56oK3UoY+7uxxR96o5vKmj83M3ZpkVQ0PBKgadisBZvpwDx+rB3jxv3q9qOeMBrwP2kCz9OzD13dMzfmgfUanpjm9ni79alDg4lLj6ikGRSCmmctDD0vfgX4GX9Sduump1S1xudumbXmv25QXOn71Yvu5L7da8EqbpS3aL2/TeWXbHivaDVjd+f3Nfb7YP2zR2c+22+ac8i135m6trDkb2Ywh8pzhwUXJEQW96tJqY4Jx6yq+HZoz8Omk7vdlv/di6MfRhm+nUZ+g8zBdBmyhpQJyQlrxvn2X58zdOerjNQPeXNqx07zmL3/77Itzn3tpSfOWP7Ro92ObDivadF3Wuv8PHUete338hoFLD3wcl7G5Jhz736xQQWjkRM301hq2FWe+6PjVUx3mPNd9QbPX5jQbMKfFoJmtnulzz//34G1/ee4fun384jtLOvZb0KLL3Bfazn2u1ddPjVzd61za2lrFIhv2kBErGbFMNRApI3AsppFzpSF286VZn6zv+86aLoM2dnxzfZcPNg94b1GPl3rfe++9/9SyRdPxX70+ftWA91e9NmxFt3d/6Dbyu55LDn1mL9xTo1lCmiMEa4fFwjWHYG9UloBDWbEHDbTEeiWhIRSthRN0yRrMOpi+9vOzw9tnzRqh23brtXGwLkW1+JX4mnBMXShOkqwMGYatrKQPKJXA7ewCLD087NJgQVazJs6MXpU9o1fUyJdyf/xQTvuZ0MsICnqJywp62CVKwuG7QHq4HbsuJUgNUTXlZ66VnLxedKIy/1hV4fH6vCPFRxafGt5pf5dnffPHBtIP11dfvlJ6vODKkaKrx/OvHLl6/QztjXbrMVgZRkxqzaEy35PFzIOSIwQxxpIOVk2KNeRYoyG26sBizxvtkvu2qf55kR6Mk8NRWiiOEaN6C5vY7GcoPJtSly06+D1EjorrJ+uhJENPu15xOSVpuyt5iytjmzt3c1L+hjTfyvM/jPih52NLXn/m/LaJKdnbEnO32HM227I2JaRsdGbsuFJ1Psj6+yzwoop8SS6uG0lqOFH1W0Sy0r8yJ7QIrP7hgNoYaObPAk2Zr8gaUYpqD6mJ4QigkkF46ETqLYHELfnz3sp4u1lhz4fKO95d1OGu7P6PlcweGLq03Kg4T/2Koa2zmCGPHvIoDTYpYA8o7rCZYshuM+dQ1eYJGaNeSut+V26HPxd2vL3wtYfKP+5cs39muOQwd3li2ktuTYIXFiVvxOk/jHY2JAQSt2YvGZ793ktXXnugpMPf8tv/uWDAwxVzBgajVhiVl5nTyOqydiUYL8k2RWfletX0yKonGIS89kROLOEabfUlxbOpct3Y7A9apXV7MKfDPcWd78/u8WDhlN7BSz8YJSfZxWYKhSlDx0lawG0w1R6e0QVqJstQ2wmGCQl1ue70osIve+f1fbK0/T2Vbe4q6twkZ9hL/z977wFlVbVlDdvdX3/9+rXPF8w55xzIkrM5iwJGFFEwIQqCWREUJCNBVHLOOVS+OVeuoqiichVFxZtOPuefc58CUV93P8V+3f/4mrFHjeLWuefss/daa8619tprH539gupfbLXsB2HUrBAQlOICCGT2BHd9SKo7rrskk9mYWsnuxq8nRB7t4Oh9bsFTN7d8/YIc/pbbAa0CSw4ZUS88IfgiGmAPDiUwVXcawtdp3+Kd9JrRTClvRfn8kWXDb6/vcVZDx9Nq7/xzyYBzyt7oG90zTa/bb8iBpBZu0yNRPZhUfSoTXJ0CU51MumaxbJaRYg6z7gfxFCm+8O1+LCS/oImVArFzgEZB8uoJn5YAYaSXaZRubVk8tmJM//y7rywaeHnta4NiOydrDazBBjKOqTcUlv0DyzaMUGMsLT1n3vcpE6dtH/POmqef+/qeh2f2uXdGz0FfdR0wo0uPqbd3+vj6Dh9ce9Pbl9/+9lX9PrxtyJQei9InlMm7Ezzdj8eMsEAmF02dppFlqBkqXVX0MMdscDVvn3P4jfuLBl+a1+fMyjd7Svs+tY7sYABGzVO1CMYE5EnR0jU1XZXSefykYe/DyxMH5UYY3GtJ0z1LWj9/rvKJzsFeFwbvu7Z5+gg1sMSMHhCpeR5VhiHDaEC5xL4CVWzW0iAV4WbDlXlw6dsLhvZ77ca73uswZOagl5Y+MXHby1+ljV/q+3xXwTx/+fLi2g3l9Vtrj+xubsyIt7iVBBBRhGrRmYTTaHWwEh5TpfxW3c6jW94vfLV38eDLi7ufW/ViD2n9B9bBDVYC5CCkMQVdRHrNUFTN2p89d9yixwdNuq3L+Otvn3D1TROuuP29a/pO7fTE1wPfWPnE1J2vfJM2YbPvc0fRwvzKVYdq1lXVb21LZMKGUip+Otd/18bscSsimd7vUt59fGq3YbN7vzh/4KgZ/V6fPnjc1HsHPXb5xVefcnPnf3tu7J3vzL7/5Zn9n53V58m5fR6d0X38sic9h76XFO5+5hEaTMOEh5BDpt4WspI5shSsqdl+8NDy/Irl2dXL8iu/L6lam+v6euPHw2bcc9vaVx44tGdOWdHK4jJcsCK3enVu9drDR7dHkxgWFv3RuZDvM6JuAwSOqeCifAQUgSiYw9A6KDhrhgStgi11c9/0Du9eO2m45V5J3mznoDH/FgoSEqkS4KMujjaDyQwtwEGERshAWS69BxhtSptZPK7vgSeuKZ42TMpeYUESWpz0ZGDolDCcAe7H4x08pglVcilqpgRHgp4AExfYE8lvNWcZqfOKXuoR6H9R3dTnrdpUmh2xBZyhdQN4nMadM7xPDgk3tFhkeMEys3gF3hr6wlRbvCM67+fGv3hGbOPk3Ac7Ftx1R2zNZ3yiJQL14AG8LFtXvTKTov1qwqUk0zUtQ9OzNPiserYkhWCodZGKqERdaptLizMv3TiaUv/dGNd9F6QPuebI7il6wikl3ErSC2TBL5LkkURFIJE8AQgQSYt4R1GohFb3GGqe4DqynShax9tvAagAc6bDcQWLEQagl8okBebZ26lTjGsBUD1W2bbW7V+Uj3+4dNBVZZ3PLul4enGvc8qe6lA7ZxTLX8VEoqkJSwpfkJRNpKUE4KBoVnEy6T2a+fWRz56qf+C62i5/rOhyam7n/1v80GUtU56Udn9h1e+FMGGsdeiMBkc2wk2NkEgDcplu1W1K7P28cuKDBfddVdjtjJKOp5X2OL1++M2tM55R3F8z18nKt4xC7pFqw2S4NG7RcehGpq45NAUjHtC0PEvPZ2GtaFB1LGn4YEjxA9cWdDmzqOOfS3qdWzrklpopw+JO3CpDZf0UsH5u9oftUw14hwEFLq8MWYejDEF0mlqGaaWb9Rtqpw8t6H1u6R1/qep25uF+55eO6nFk7UStbDNH1QAFCxrcIB8wmQsjajM1Z8LGwemB949G3yXpj4VX53w92jP1yYqNk/TyzZwOK99UmRomcnHtOBJTdQyOKveTgXmYmjhnpumAvH963cQHS++6sqbL6Q0d/1Bx559Ln7ihcsoTbRlzrZZMnqIKB1HLl8yDCTUXQ8GUV0ImaJOdcUMrA1rHJsoUiKW+kzGdECR+HWRWdJj7VbiYkfQm/Ctbpo+ue7RrXqfzC+6//ui0Z9Ss2RacuWQmmRypvcjLT7Kao2llFzVvnbL5pYemduv8/nVXjr/kjDfOOP3tsy/94PLbJt8waGbXZxcNHr/8sS/WPLN4y+gNKe/t8X6ZEZxVXLEyKqeqlkc1RAlAzUdIo/eAYWSlZRgRK7S6bcnbh57rFe55YcG9Vx356HHVMdeKca1IpxQVcE2afmq6bqUbeoYOb575BNmWWqApBSp4dNRnHU09mjKjYNz9Bf2uKul2SdlzPeqWv22UbYA/YfKojSDLOMvcqWKIcjwcdjkgYidg0AFZ9tUdPeAOfbN1/+e7HdMzsxcHS1cX122pbNzVHE2DjRYh7kLLzLPkXCtRbEll8KVYuMN2fHE3oileym3lrmxZPPrg87cH+5wZHnRR9Tv3KftmWg2phhbm0blaWNUjGrgFGIYVjpmezKIlU9aMHDP/oXeWD5+8fcyclPGrPJ/uCn7lyPk67+CyyooNLfU7lbZ0JvLQyqMbYXAseIcnJxUn3WATgQEwDnr4YPm6VP9XWTlzvIVf+yJzgv6vwxnzlr376ISe500dclvKyonhwEJvYKYrd05Wwby07Jm+gsVNLSlUXipUSCydipBbIsRanjzPI9vS8KZiPwaxQQBh+e7q+a+7hnc++P5QK7KBKwjtWb6khhwcIHQCxBT+EOSW4RDuTVfEzt2ECLGI9BR6mUwN8Vtxn5qzoWzu6xnP9ix97wkra5F19IBFl9QJAmeYPAxKMCTxviymCHClEtFigPjCx2DYLGQdybB2zzg4pveBh64snvyEBNub8IuaqRgluAER7ouzb0Jj7jR13N8p2yd6sWCcPbMghQ45dXreizcH+51a++VjZh18gGKTqbbwg0G/Mi1lt5Xcy4CT2IRKQkktwCN8hHwoLDyNGAtBw4aYBqAELpmrYePHnnuvC999XdPqj9AH6AJcbTIDM6CYgYTul3RWi9Rll8YDXHn6rKL5ZSOc1IOS6tQNNwfZxIPwuALLKLOi2bHvXi8a9Mecxy6JH5hGO4yewKSjM/jdyAZ9YQ0fJtyJkWeBPPQN1lUoPrSeNLodR7mHXjT7v2hioNrbyQOqX2zMF7PIpVMR9QWhACuxIRbigteTHUrhiujqd0tG3Fl05/lHul9c1eW8gn4XF43uc3T1JL1sl6UXmGYeEFGTs7iRgxXhga/C1QO7qU9v3TH90Nh7i/peVNPpL809zqzse3bxE9fVzRlhFazkLhcATyKgt3k0WBxGAyBYGAuv1ZRqZH8fW/FW2ageBX0vLO9+blmHv5T0OK96VG9p1Xjr0HqRLRkWfkOBmcw3gan4Li1puimnWFIGKILYmplLw4S/NofkvQtqRt+b0+Pi/A5nlvW/tOqlHnWLXpZK1oBMQSwkmYJLZUg6JdkpGV5JVPRV0CvulQ5aUSdvq6eZdRual795cPgdkX6X5D9yfemEe5q2T7aOpjEaDJnjHgl0LMTkmlanyWoYfrPFoUezOIVM4neyaT6pLaOudH198ZpkUxo3V6kRMxliOjGQFQoGUWh1Wi2iMhmcfnh7DARl8UjaknXx7Z9VvTGwpOd5VZ3OrOxyelm/88pf6FKzcHSycI2QJL/Z6sLAcnbUAj0RMnAT9ArcTaUbSsqC6cak22s/pNXcs3SyphNqD2lGozqBH3ito7uT+2fXjHvsUP/rSntfdXhI1/q5r8iFy02NS+wMikACuVscfcYri5CJFTl4dNP0dS8+NaXXY1/0fHLeoKe/v3/0xmHv7R711d7Xl2W+lxKaUVT8XUPlerPtgCDCQTIMsARwBdOvqg5NyuAyEoYaQyqJ2Zdz1JLtR+eOLrj/6vxuZ5YO71C34BUtbzWxVosk5YiWzGaWCmxTUmy3B0mnN++lKU+CdEYkJSQxYcpt1R8oXvDq7nuu9txzY+XrD0jbvrAa93PbktgfrBmkZRAkVilR/cJRFuptv539prDvzEgI03bQQOe0H8PeHjEiAIuRDDI9KlFoJHLg6LMolepnQVfZazbslxwLGqc+nXf/FTk9zyh56tayGU/Hgt+ITOaQloBDDFGM6JJfVViUUddp0aqb9vqLvnfnLS6oXFfXujeuOtpxguFEPN22xfBooTXwiQOG4Y8nshRJ7DL6yUT/fZuB8ZR8Kp0PdNXeawSXXVjSekfJ7Le2D74hbeTguGc1hRxYQtkT14i8IVZfkcI8zCMmYk4MG+B9xS5SzIiWAyrPU4yYcgGu6VOK1pdMe3bfQ9cG37rb8Cyx2lIN06mYWbKWZfDcUBgrh5Z00TqzOgTAHlYLdBCzBrPOuYM9UcHvE1lMYgenlP1SwYaCea/uGda5+J2HrIyvrcYU9BOQqchuHooFrecXAVe0+ILHwPdyaLpHtwK6FYaUwlNk/dGUReXvPeF+qXfpvJel/HV8rtjMreg8C0RiRUw7IQZIIwo/MbERhFKQeKbqiLlOZCVSPvc+c3VWn3+p+uJho2YXOJymRlTYDSbKpFryTkvdz8NWk2FdyTd10M1sGiKig5sWwz5KhLXSgPpwQyOQ6vrVk7L6nx8YeGHTqvfBWnQ9TywhYaDciuqXtLAGIdeF2wqOggFP+LUERDSoc1nQIespqg6PBTMb5s465ZDVnN34zeuR/qcFHr6kde80cTIK5hc+3rFdMfZP6otIsbRVrM3Jn4AD/Ant7wKokCqQIDYyLFiKdkCFPYURQedgFh1G0/5kcHHN3BGFT92a1/3Msi5nVve96OA9V1e+c39i31dGQxr5gpJnUCLhyWXqShZzgGHXWHQw0zi0JbrwrYYnO9f2uaSs2+klfc7Mv++i7JEdj66ZoJdvp9kF6wTwgOkAcrhRzyv28qMDLuvwLmXDZ0XPdfffeVZ+tzMOwZscdGnDm/fpu2cyvGxSlE3Wto0YiWxNzkEfqF3ouQTYy7IU8Ee8EawhhjjIklptPrN8X+u6T3NG9fM9eOPh1+6SN3ykl6+DqmiWn/v9Me5C2sAGJNmRBHm0uGVQkf2szg9hgrsZY/q4FU8zDm2s/GZs5qsDC6Y9G3UtMprggOJBIiELWqGFxG5aWDfYUwZvAe3JKJxm5nZrPIqVOy4Mu5Y3pQGUOduMorcUaB72a0ABRKkUrtjnWcl8PZGtaEF4G9aRPdqOyYdG94r0PZfD0u/C8F2XFr/WP7nxY710O5maFcF0MNGa+4W8ejTTaEWfYdYD4m5BTLqQKoyVKJbLPxFKfyJhv6bhEVxoBALhWZlm3ab4lkllL95Z0vfSwoGXF73SJ7rpI6Nmp6G5eNAmFJvh+hAdODFKQh6gTqHW1v0Oz6wtuz/cm/lFMO+bw9UbG1v2RaMp8Zb9UjRdjWeZmAgego2XDWms8OCFh033juWXfUacy4fQfO4+BJ0yiqCE0ciywi+G+Z64seyFLsk1442araLoBOhLvmEUmRiZqEvsfyAboB5SRUlNADOgGrLhVkwYDriGrortUz0THymcOSrm/tZqA09ySwmmLMG3w89ENFOOA4yhWRgKL8sv4+3wmgzAshqDKLPAOBU6b5o8scvAxSwvx+UlTfJqSTA8MTjwcZNQCvD6HE0KqglwRKdZt0veMbn6jcE5d18RHnjhwWc7NH33ulq9jdwf4JEIGFG7hhzEieWURU0uHyddwc3xdLw1VA9jxTCyWNn1azyv16fiDtyc7VdIRiGrLFrSvsPvv7FxtcITTzpjSSctMuOHIAE+mmaIUH1a0exXNg24ZN9z3Vu9S+kycoc3LkMjXVBsrqzAcPtVCYPpFTFwvLuP5wIBM8RJ+AqEClyK+2E8SuH64mnP7Xroev9b9+oA1NZUEwqrZWmqQ9e4lMj8XgPKG5I0b1Jxswo3Js7OToehgNho9A1E1rrTZq5S0YaihW+kPN310PiHrcyFVks6gyhc9hPLiiRzQYC9HudeMk0RnqXhSprupOWRTB93T4ArtHitwh3NW6YdXjqxPnW2Ur0TN1eYleNuMdytujsGN4CxaDpLusRzqLhvUPXq3Lvs5nI+VB6/xNITaV/5X+zouvv8mulPGxXwi3J1KaTFBRYoWaaebhiZKhA9ge7lWVqhGY+YAFFihNgFzuPVghgEVvRlGmDAanE0rHnX8/iVoSHXNG38xIpn60yVxzgwYg8rRzFOuLnpQ8I4g8fT7pl8a4g6FMGlKgdk6YCuw58GmoA45lqN3iPfjfPed6Hnyeub984QmxHAOMVbxJ0iPwBDLdK4qLkCRGFA8DuUF5bwmAgdR1C7Hf/8xPYbAKoI+kPDKa+qIkYco89XFWt+R/Y3bP+8eOID+Y/fUNTzzNIufyru8Zfix6468uVwyb3Iakqn042xTmbDFDKbX2eEgbw+lmHV75UdX1dNGV726PV13U+v7/yH0i7/Vnz3BRXv39OY8oXWfEDsFmXGP5iXovpk2D5GI8mqiIjwXBszlMyFea/2d/U4M6fn6aWPXtM8/SnVs9BqTGWSiJWrmGFV0DHqiRqCxWGSKoOHPPpA07hdAdSMG+8kpwoMo8viildtLN396cEVbzWnzrbq99FJsuBSe2hiYEm5vE+B00VNToGykHifyTx7hiW59glTSLn0tR3cUule0lqylX8VJTQhi2SmujdhumTWeMITwVWDuhLRlBxwPfBQDK/Bk5tgGrgfH6IDUebiXDwH5FpXfYrmiFsZMStVMeANQ3y5g0iHm6KWqGaBDnvRmq655x0a2zvc409F3c44eO+VVZOHRZ2LrQbMSI5l5KmqP8kiLJmalqpK+wxpv0jSY+jJoHwDwIKsk0C4xQuyzr5I8wa7AtE+OesJiVJzuEe+zWdlr2r5Zkz+c3cEe/6laNB5tR/f2+aaarZsF0XIYB1CmhTRWGcjYhoRmG8NKooOMMwQMiRvtCm1ufFAFPAJdsWCA1yGEagTYahHaA6r52h+RfHJ8MM0MCHMAtOVQZaFOQOWeEQeBJpLPbr9qGfm4XXjmg98blVvJuWy/AA2WYJJCkKoOHdwK3XIc8hIwCHI10HXkgHT8OtaumqkoOlKqilnStW7WvLWxMu2GtBqC7Ln0ZNZcAJgubgTDrAndFvsuqFUazx/lxtvhDnmajo4O4Ydus2Meh5b66WHBBEi7MHOsiqe8C0yTSlVlzGbYc0Ac42YLSmqc27T+PtKu5xZfOfZR94ZHN/9qVa1jSzKKlThlaLDJMouU05niXMWV4KV9BuQUlg9DBGX9MTCHos8i3NtucEJrBE9gVfNAhSMTicAwwAnwVNPnOL/joYeCjWH6w9OAAcaYwvVhkh7zOqdeXNGrLvvwl0vdW52fi02mDk4EaQRDMNymxyD7faYA2AET8VlUHONVRQU0yvrzA9i+U9oStIl5a/N/fK5TQ/d5Hz7IR0g3YKRZOYB17NsK5Fg5iAInGT44ppHMvyawFSOcEzsv4dZ57BDApkiYGGEa/e0pM6sWPJqy6YPrNK1ppwW0x0tmjNugMrkGApztrm5i4MPeXDw/GkdYO9S8BOkB8xPFGqw2vxa9YFk+Q6lKQUOLpxIVXUqhjhAkJl9eFmfXdBG1CwTkU+OFZQdxsTOleF6pxL4vuyzZw6Nuad12ftmzQEBByBPuWoioCpuxXDKmkORs3SMvwqNEKvOPOrKZeBzLSOhZSVUN/fFJUIMwsENS6RLuYsaN7zZvOkdJW8ZYz9qJCmFY0okqeckwVoUrliJ2CG5C5Ee0igBU3kTxl3wyqoTplvsDcO8+63mzMb1H4ae6+B9uUdz2jyGbWDhSRc8uuxWFDcoIBssGDQXciIcUBHmYXbYiSCK1i5OEH40jAya/YloJw+oohEG/AynSDw0jcjKrRqQLZdZtaN2+si8wdfkdTm7uPOZpX0uKH2+U92SV7QippYJ4wujg7HGoJAjgLhZJihDhhVLsfJWtc0ZnXPPNbkd/lza6U8Hu59eNvTGI9OHy+55Vlsq4zAkkrnc5aKFVMOHoWEpPkYgXaQ/GGvZp1fvadg6OTLu3tDofg3fjTMYzIQHzFKcki7yaLiThIf0qhrdHUIC5cZnGDwpHiaMMVLWzmXVPfoEmlNWMtuiB1qP7orH0lRxuLwF00MWCXPDpxPLoWycAOgkNYESSWcFE8mKwTA9XAAXdodROy7isnA/RhXgxOR105sAWEJwMWEw7tx4Cjcao5Qj9hQJhUSHVUaEmGsAswU9kYErYZDNpJKZ1DMTOmsg0+GO+42WgBED+ShU1GyNocKg0bivaetHuW8MCD3bvXbai1p4Gdi6CbwxIJd0cUQ1Jcxjlp7k7jG+CyOQ0Hl7lMQb4eas5OfmkjkPD8CrsaCrEOVf24Sl1o6kRPfPbfzkuaL7b3Z3Py/y5C01c55RIvMtaa9lYWxhj7wYGSMe1pNBgfHZuhTUEkx2wAhzPQnm3sDYRiwrbMKJ18HYAIpws0A8RdwPP2kxhRbBiMAMAWLVsAhIANTDXEqg5tCCiHV9h2XAhmbIjbu1OJgHZocRXTAnJemg+HF1JyBO04RUA4zRqxx2D3QKHrCaZajphpKmJ9O4Lwi+o5UHUgh5Aw2l5AP8aKbFghlYhQgDMAZAoskN3yprCwhWh4t1el0UOUgXZgFzYQsYzR/+JEg3L3CxWpOUZsiZKlO+Rbpcc6oa/P7QF89Enu9e/+lwI3OuFU1jWIUTFxZlqtBhiKjTkOEDwXvmaxpgHhgreNsQNiYq44lC/YXt5qhiwOFawVeAgbOj0+A3ccY/27t64iz/nZtt/mBwTNZxS8heSfWBJXMVM+k1K/ZkTxuxou/5W5/q2Jg6n95JgtVCZMmVgK+JYSH3gsyDZ8PC4sU9POCFyQ2sVkZttdgUC/adZBrPkst2HFr5Qda7j+fPecPI24griW1ylgBjMVMxF8+oEDROUf2KxlRwKiYMIyP8YmapYjZTR+cDVtRh1O7SyjfqddvMRKppOhJ6VqucGQcQws/Tw/DhWECGG/Mo2/QmNQID12KJhZBqMBs+hWpuhS0TakJCRlERS7nsGJxjLiWiD7YyQmvglDORXggeqL9t6LxGTVrCuSyxd6GWvVFvY8aJqgVUM1uW/QocFc3DWDRjbJBnOxzNdUoBqFmqmSkZmUk5U8ezEtk8wZPcBQ/NtNr2c/M9IIDZHr6EEmhVI3EzN66zdCurCitZLGkuMZxpGPiEmclGImAmw+TiYITQOHrVdIWtaKaUv7Ju+6eVOz6Pl203IOEySTCXqMFTWbsfU8BjVETIjfZBjAbGyv+fAKrdjsvYb5KUJPAcNMoO07E0s6x5k7pb0zJJ1up2xVe+d/iZnpF+V+Q/cGP563e3bPjYbNhHwq76hAmLkBHDOUMjd8AQOLl1WtpvFa1oW/B69uN3+LpdmN33yuIXex9d/rZ2eANLPSSyrLZMuJJwtihDIgoqdNteUmbROAZCocNRp1WXWpOy8NCuOUoNuDYsplczfaJIXvtBqnbODtdu4cwBVFi5UCSkqKAIHhV/pRcuGFAiaMTgHXoNM6xYwZjpTuhuQC8k3gCCQhp+Nj7/SePygGjoPL09kiYVc6wL454MWjEYrwiJJ2EV9FMQ2B+yBoTWYdYJDKyHABGBEwMeJ9BdmDzGmb1Wq9eMgbcGZMmrQa/goqkBre5A+b45RZunyqW70HnDcGqmC6yW2e0siAMxDRsgj6A7aq4uR1QpoBNNxSoIXpaGg6cOUOEBSCoPf0VjNQO+0Qmv+YsaQEVxSrnflX0+1HfXdaEeVx0aeXfNivekqu1cCACS0TRAlIWVsQcE+MfZod+sczVIFI+l9B8f2x8/4t9rYjB/aD/5q91wQyib0Lef/ulHjUPELDDRqNv4kBoowBKYxBQqmjAj5oQ/wRAil8bpEONKOhminXDDX9s4UPSoiHnoc0JEuqKu0uDS3LQ5bYe3m8AGmx5B+/B0XM+eCye4vXHtgIEWgbgiSzlM4ITxFVn90B1dJx/VZViAXFPJ58mXEAMGitK5+5C4/su147dtUAc0hUHpBKvtuMGM9Xgm8MOszTr4zXu7hvXIGPdYq3c19Y6LzS6YiKjFgprgi0ACqCRYowFMgrzRieQ9MT6y7kmYnrjpUWjcMb/ED73ZGc3b1JC+qM2zHN4bdIoemx3v5cI8Zhb4IcCPCRNcRiGFknws9YWxwjWYBYa7MG5CyAmTAcEXoWvc5c+YM2YnkWXEM/kVGA2lPbZB1stIO9htmItHrBLMr7Dsg+KEfynKRaEP9DrEncEYBNZSm2xFgBpCdAGiFABmtzCK62GRGXYMRD/C7BNZ7OBg/jlP803qaG5wejFigsTY6omG3/ksGFiMAAili6elsm4PPs+Gq2AkcvREtsGqKaxMTjuvOvhoHd4/oBS2hQXsxLjRRBjoEvAY1zDrxUMU4Gk2hRYkkEuh4kPNxeIBGHMzoBshXcvRtTxdCZNLsXLTbyyWJwuohBxuhoWNxstw7MCpdVhqoj2mzQFX0jy4vnzJ666xA0pnPRd3zjdaUi3Dq4Brk5UHFdmfUIKKKbKtgBNgbVKWrqWaEhjKgUTo+9zJQ9Oe6pQ34eHkri/1qi1WMpX0xGDWA/hjWzwroXolw6+IT4TksSd04a0gMJVGJO7WmrLkoxlGKxeldDPE3V1wNHUX98ah2zGnxf1G8HsEqRHBHPIUrkv5uGYJ6Uz49Da4KeTdMH9MarVCeAQZkz0l0BCKyy9skJt21iMqMIAG0h3h4cbMUAftSgIYwhpGFV6XEeGaGTSW3xI8ERrCoWYpODSm88ku7lgFGEM/6cOx87CD0DFqWhL6z3O8uQ5B6hpUjqTK3LmPx8FFy1JUh6pzG7jCWiRw+llymntAjTxdA/WB12KjqZ3LzYL1MBBoYO5QKoI6ZAB3O/Edf2mDQdfcUunqkoUvZz7VpWjMg8rOeVptinhx7gZm2E1UbBbXi0WHY0pLEgAudSxr4Ee3/VvaiWiK9pO/2s0GVBrE//Q1jwPqMaWlqf1xI+7aU4lfgKbiJDvYfcyaEmRe8Q93+3UNZAuTRSdYj2fBF7E/xCskm9PjTWnCKbczL2w0hani2NqAyrRtDjX8cif/St+Fma4sVagGxTiLDEyd3FSVvRqLFecYai7XayF1wIbkcUD9d8bz79OgmxhtwECUZVJ0k4u+3FAAag7QinvactbW7vqq0blEO5pJiUpwB6fBXB5IlPCzoU2sy3PM/6NfhUGDnHCsuM2JpR+JT6wCjZ8YHHDxVofZ4jTbHGo0XZVtd8qea8y+EF0Bq9RW+79QIqa14+teGH0tyTrbvCeNbYAL0mbYMAOMq8ms4SfslYupAPhFWAZcz4iIiCSpSa+c8GjosJnNXeySU09m2vmMPLCEQReeq8GL4x4jLlIQ7J5wsniMlY4rBaYCSukacnMBz3IQh5hyG4IOMwV/V0ffuEym869k5EKDxLDbGsp72nNBj0UoBWuA04OETWON2FxdzZXliASDI4ZUJPQxzInhEiEx0A7mafKGZKj4K4NG3Blv4N3F43heVq7AZnpTGtePs5JGumI4MGhM31NyTDlXbJoH5LMC+f8sQIXNoiQZkCfhLwMVMHlomBgMKHkxR62lbE2lZ1a0dIWRSDEsr2mwBqPOEGtIUQKSHpKMkAyhwYgkuAJqqqBCWZbl0+LpDf4Fpds/OuqaZx3dYxkuU4c9zTKhDFYgqbpaZEfc9CdMfxJ3I8cXfjqjKEyVFKnkwmYx7hehqOmBpBloU51Jwo+wIAxx4Cd+PyYBNlVH/+Hl8LRRZlhQPZglyDi7cAT94BAMIRLFRco72fpPx+cXNZg8ni8ttvMzcYkL5hgrqFC2ongk2S2DN1g+jjYBTDg9pJyMk+sYUt2pctHXa3DZA8IHN4IBHHhsjG8bfpVCH7JMmDwGiqGxZJEYMZN5K1yqSQIdPZLpAXlPGk5Jcaj05plWJyd9soRZZuiSkUnaRyfmyNAduuHUDR7xSCDkSGLef/pqv7BBk7O0tr1tB1fV7p4WTVtk1aVhEqHYNN9gY6pLhkFhxBsSKIDtB3zCJ1A/th/f829rNo4ebz/562/QcE/7zhhDMWIwPYwiemjdoC/0UAWgckWA/srP7vCLG5cJKcBeLZ5J64zBIXWDnWLqFoWNXWJ/hKVjw2zaaGo3Hk+EwcdljCERTTUtpIINU6ggjR7N9MqKU0rgmmy4p2YiYsYZexSxRPgieEc7jPHTvv39GlUblMtvtbrB2vkJiRH+BELA2j0cJYCozD1XpPvxDMyIuEy4Vjx/BgNl5wdQzPghvTTbXHBOScGhRMyR5n65uBVos3ySFTRhfFQ/XGHekObIFrNjgPpDswWYgMrJkt2K5FRV+mcYZBnuMmtNw8pBB73EgySYgYg64Ib4eZw+cgXBXgvkyQc87xLeNj5nyiewFn4hYdjmeeDH3BLKfSMYAXB6ESimT2IrkTiQClyKhgJ3hruMoYMjxIKyquFTTbgu6JJYgECjBbCT8oQRQCO0wyWwG/FCKKaQMR7hzqCgqkF4cMMQy6GYERm2TspS+ScwBgcVBMMFjp4E7YMDzSkQUgoBphUSWQJUK67dUOQiojY1YN6vmI6YlZqw0lUji9IL/zsWsqIi8keziQ5g9n9LsTz5kC/9MxEhxE/8bgNqiAadzpy4xgQgwYUCQLoN015F4AwBjexVN2impPoFoGI6MXDCRxQ4QVnn4jNYVRbJEXO3yIUBJyCDmEtgjGoEFMWrsjIIBEVIJEZW7I+ktQVgAC3Y/AxJ4VmKNwk954IB8yfpw9ERBJ2EGEGsMdzC4xGdh3Brhk8Rs06QhnhhAphZygICOvpJehVmlXlgyY9G5hc3DCBJBm4I5WcRDCfxiUsO3JKoJJyy5EzqbjT41qrGPHIaZco6GiCWRVIMRTi1UoQHGElhvBFwVFK9IBw6EzKDMJQwjjCCIMua4oQ6McAC/YEhgPQztOKRdaiuG3rIwA7r6fjlVqcSxxPpDYs1DIgyZBHUhw2PpnxT9NEEF/nZ2/2SBsXI1EGbTNgdmDl0w60nMjVmQgbAk8TxMswjaI/r2qaERkrolYAEobe/vBv2TY63n/z1FzfB96HG/EVYUnaJ0GUPoGDfAmwo5yJGQlJIcwY7zgVUWOof3fDXNVpbDJTIYGIH4DjqCQeP9DeCGn4X2Xz/QePpJWRszPyE32OIwD78Ho35XDxcSOgId9xrcWgTq4MZbbDRLI4BrOVZgQTU3+Rdfn0jYECv7aRrYEZcEBrmJPtk1aECpayQbvmTclZSxM+IWKy/DUmgQeBWNM6juBUapI7kW/ipaPiFECLEBqNqhdtMf4PubDU8Kg/wEaEyChW+dQL/sy2e3fD7sZsDEWFemLSBvlm+pMmDEWUWRfIwqAbookOGEcaokhkQrvBF8G/cX0AXTJOOt8MU69xbLxa5xUIJlIvrStBiWGbgSkCPO9Fox4wwT/uPOdBPGE+wVS6rUxqFncFPXMaFLYgT3hFf9+uWTzfgl8OM0I/kZbDedFEEyWgHVBub0Y4DKv/Lik66S9c9iuKSJRf8E1FeOxsehaK5ZM0BD4Hb5W1AJZPDLABTjgMqQAdaA9Jjdw9MlOWpRUowrB+Uzge4Mawsw8rkBjZ0GzgKNI0KI09/2j7W5X8QoHJSGTBhHrOwpLQaBFRDDpvc7iPWBvSIpgRYbphJ9hgOyB8T8XUJBt2vKT7mlWGgDXHEDwQL0snTLdxGHDxabAxgfib3BsAHFXLjaQ+L2a4JZg5yz8nGsNrMUdQVIjBjRsn+DMnHo0ugUYBPzI0S5pIt0+ECPFpS8StJQDLmQ6gN3WuuCkA9TAAzEcgtSw45yaO5mawBksjFdhf33beLHWZRGPcfjc8vbMB+ZsFw/377egZeLZrFiDSYAUQzwTQlmWc1eAnwkEuil/CtAe2M/OCt8fp+liA2WZmd2fxWUNF9igjywPtX41k8oQy6xHNAuWRri77BQ1vxCnh3DClJBuPbYOVRDC80hCMJdeUrQ4IphYL32I0qR8JrOzS28vz07X5Jwx3AXTDmrLwIIqy64aDrOjOeMFMGc3FD8LwZBMPItD/LBio0oWDt7Yd7/t0bdYHzKHNbl8BUfCiMzrGAlcWTN2DaQLFFsAFTSX4WJKAKq8q1VfH7STVIDjQC92HOCyaR55VygsAvweKTLhUWVocwiCilaMdsX3sDi9IZ/ACt9PH4VYaIRYkDRgjtR+DmAFp/siUNNwQymfCJYcqtgGx4uXmM4vHjXv19G57O0qyQcAwCtcwvkqJBiLnonohnJpJZQCxZdScTWSqEiuFBcFNcAz+BNXRorOi32QPCxjvDwpwIqOJBmEqAFvgfvPb2fUQYcKiVsEVCEtAEfNr2ym743e6tuAy6RlTT/JLuSRouRoYAWgmx1wsNoqLRJnBy0U+x3M6lUzwFs8PD+0CbBMjB6qJLx6UIrwDDy4i0GAdokC0bDIz5tFimGsuk/nKVV1gkEfMTaGQDqseMOdTqncmSjVLpZr1+r5VI15KZ3CyLKbbXhkFWyEIE2LO1K6M9dLytGCXQBdhV4TUxNma2ZBh1B8yGdBhz8EtxuhTsLQysoGLkHLafIwyUfUO4Nzag2mYQKoOhwBsBTfF2MZd+ZLdcvVatXme27hPBSMwUQ8fi8GkIA2PX4lZ2P3+DdtKAit7QiIvGBRgKDeWvHVMj3ELLfdABI2lDLJxCSA9oeIglYGTuXMbEc8ggo9zJKsYOLBIMNwqzTudPi0MCAKs5ov5FgABADKDdF7l2TnEkGXoiOCC6xPEVv9tCzGwdseoOYABCMM6OnkCjPJLsiqs8nE9j2Vg/ZgIcR016GHzGCzIKSusM+GS0BHeGiyZzY5Ylo89EI6bPkaSLk7dtHfuVDVICNYP9DRt2QSIDEo/eurgLiOMjMJWawLN0DNBJLYjeUnYpKB6yCvzkK+NbfjPujh/ZH2/er8FqW0BKaqMVzzK4WiyeKEGa6biLLBimWgCADTs3gXtzvXqMZTO5rdNO/9O42MYURG4yQ2/5FDELovH4HbgpDAHBNB/TpV/bBOMm2QJdtYIyvFLux/DBCGpRnomLp7MP6JUthD9qxxUM7ce3/bs29M0GVMgbeKTAHhARoinQhUuP+KnJTo35L+RSDJPAGMEoYIRt0yPMxEk12lwolIjGky0Juok7m8A8TDpkiSc7GQJN+VAYux++KBpsvY0rolYU1+eooVBDwKoABlxg6yDYnprVpmfELIdpeS14Zgb3OaDpJ82xTrLh6TagGix9xzwPLhwyqEadUuNOUZTKb+Aa0H0MlBkhsyGHCwB+GEsjoGLoKFewV8cAVRirJKQRIAQcdemJTAOK1pxu1eyzavezABx0GYOPUYKVV0MihhcQpl/cAWYK1J/s37ZXGE/bFROTBeCRuWGPsc0ju5XsZVHfEunQBiOaSajjq9HEkf4qMKeQHGFGgLXUQRhJkGzAqs/ELDMi6oOYsX4WizoVmFq2nb6EN6WySE6YGhg6AjCGCAoopJGKj0ZJgFr5tIYDNWlzXV88F/jsqZZd08263Vx1omDT8VUB5Hg1fF2cVNMuw/gijQxaO66L3or6WTbeN6er2asat0+L7Z5tFW60YhnwTYGmDL/TeeASHuWTw3Vs0ISpp7/LNQvRiP34q3gE3vRoxpGdU7M/faR83ggpZxnZpI45jbBkCncSM9bIr5/Qq5NvJwuojPWrzOnCTxBqvq0AVJgS7mQgboVZOyaZzZPu8Xvcz+weqLHBnQz0aTAoGFMNrNklwffHJyyEwV00rO+FLyYjejKsSSFuGWZCL25OUePyEkQQkko0tYk8A5I6F3W8mE5uUdcD0ASRSwyBCFL0GX8LgXjCv0zKjrjiSJosmc0d3NzunQ2lUlnaEfbumKxTxMUMibdmMJlrXcItQ8/F6qxpuHX4fyc1MQKWYKe0bFnxx5JOHV1ilc6AZWGQXSoD3UJbMKparqXnmWqOpoS4qQ7SSWMhMgK4KRbj5tL8yw4tfffQyonxnBXEWq5xHstqw3slnGYcWkpOp5FAYLgiBveKATUxREGeMQACaEUMK1+z4A7a0wRV51DQjeZhy8BgMCdG+MH7uOX/eELQT9/ulzRIESBci8DkSbI3qfk1uBGY+oSP5+OCPdjmxp4USl27dolXw8/jgPqfTcfx7/LrP/vryTZMlpA6NgE8jHTBWB9r6CdFLpcVUK1iHl9j5PMsYR64KwBVoaTRbf3pnX9Jo0qKBhYCZeFeCPGy0AtWqIEMY8bRt59dbw8vGr5IybTbsf+KZRFgAzSLBhScIJ5pqJmG5VasjKbipZU7pySCq8wmB3RNmLn/5obxtBEFCCGiqX7TjMBB56YOCoDQLMwXOSLE2y6l6cM1BnxTCUgJrIUXCBMslre49oHb4mKxIAcdZNwbxge022VKLjlvbe3y9w/OHXt07zyr5gC9CKbaBjUoGvCVYXNWMqJBJ97Y3ggmmugoZkpYP0iOCk8A3N1hRdPU4JLDX78SnvZM7f5pGlxDvBdnihPBnwKq+YIyXtNl6iKiCxsVpztLDxt0TctOxP2HS3cWF29paYb45bNOAt4aAsCdfk6xFOqnyIn1VwUUCsMCawybQLAH+AXkqp2FKybsGNYx6/EO0cVvm4e3iRC0AFTFqzJNNaDoQVkcp8FRwqsdD2G2KxoewfQu8kg8GgyvbHvjmo8j4x4ufW+YsmeWdTRFVAvx4w6S4U/qPlauF4la7UrNFxdCC5MI3kOOAgMOo4GbiwAV5Lxqf/XcMa67Lit5upO0bwZHQITiFTMo032Ha8vXFF2ye/UbtJNdQ4X1TBremOXFT/wuPsR7spGXYZq5Oz4bpp/uKSZeJXNRdEYsmcZCXoNJIsswzYBseJKmV7aCuhUGFvLr/BYMaw4Mt5bwKjD9uLkGTabctLtrDHpQNAHP8BQVwyMbXlHdPqDinjwCDMIBP0yUH8IICi9TNVwJ0ylbXAnQmvYr5VuNuv0cXPRE5pIA8QMXQ8Eg1tAZurZ8O7p0dp9ll9JyoKVqS3P5erlpL8ngSdk+8SwOUUhSvTHNDbdSb0tTarZrR3crcrpsAiwhKzBnIpNNyTXlXF2cHauaaAEmK1lZupUqx3cmggtav3wx++FOvoc61EwfrYfXWm0gfQ7NdKsmN3qDh3JNBYAq+bQk85joiar2tmu8IHMfgOiK7G5u2N1wZIck85R4IaztaizyPEOqFlY09AGIK1aYbPuLC354r1/eMKFMyQFO+zDjKicaxg4qjQb7QhPAsDwtu7D44itCXW2rZLe/QUloSY+1n/zpN2i2jbYbfscjhDlmo0WGG6QkAs1HHXWVKdWlexpqMuRkDle+QVBgLOgtcTeXWMH6yZ1/ScNgghRCkqGPMbEiyN8haV4j7tJjTuEY2QN4QrOhVDQRexTlk9gYiGaEg3pBQKUMwICyTBJc0kyrbYecs6hi2rOBxzo3vD/S9G0g9II3tBuH/9aGcRCeIpkE3sKAADNnhzxVIxQZ/CvGBwLmg+TD7MJ9p7XBh+2ybUcXxPTxnkIs4TmASsKL0j2G4TYM3MEdTZ0XeWnw3ntuOThlpJm/kfZdD8MKsaAubEg7oOI+Qqdkmg44A2SiwBjItl0pDGhNNoaHuqzWNDllRujNQbue63xw+duwVyIuCMYvrkc3NJhZSI5YEUs4ITxcbYURg12SPEJrQP1L83O3ffj+M2+8+dju3V8bWoGp5jF7lq8mzBecHPiCwGPBjOHJiehoNgEbg8OtAUG5akfJ0nGZwzsVDutqLRlvlW9j9yRmDzFPRQvBBZTVAIswnAioaCQNGEmhF+TfbOx81GXkr6uZOybzsQ45z/ZJbJhsHQGgshaKqvslA9gMyMDw4m7H9JpSCoMjwlQYTEmE1uiDYvCZns3elu9tmPVK3sDLaofcru2cBpjgochGAIBK9LE9IvtWtnj8Fu03AFQgVsIISDqVTbwnDceJps0A1+PZAtyFYppBnTjnY8EXektiBU7EKgmNZkC3/DLh2ZNUnVzqgxWIe6D28KKYWKSLmD4eLegSOZTmU4z2sYYMwVEWjaJJkVX9KvOeICUAAB/ruYCYAMgNr2m5TIt+gF6xu2H7tMol7zTv/Moo28YsNegMr4FZB1pz7sVWAZGxzaNsuGIvIhWeo/lL3YtHpUwbWuNZYBupXz89/CLeLsRS0ei/5TOa9rXsm1mz4M3GjZ+q1ZtN02nqDuoe/QMIIvz+CLxVYo8RNAyIMsYzxTy6rn73+NIJA6oeuKms8yXhjhcUPdtH2TjVqtutGc6YkdWmZcU0p6L7WfTAPmMH5I6N+8lMbu11i1t5zeb0VteSou/fzt/wQaJC7AGVM/mT84sOk2BSefRQkmQI03E8eHVM7n9tow+BcYAhwMTBxNBw0KhxxpMuOeGCAy2sAF1hmABSHBsAxPjjv/zkZ7f9K40ES9Dkn3x+Ug33PH5b+840ssIW2w26ELTMotqKAyuXfvDFpy9+NPGpBbPGFefuNKU87smDoTGAQwRgoUS/dDDtDogGNUmwjBF+53jiE8KbwHgaX+9fB9QfbkJ3CmYo2d58jJRAMXFNu5PKLb8gpqrlNZp3yTs/LR93d/bgq4v7X9s08n5t1zzKg8VKnCcVtDj5xg6L9SkSAtFYyqM99QaN9RSh+7jSCLEEGwwaabqQEHyIn/g6LxAzQhKG22Jw4HfalUxwsVtXM1TooJImHZhV8vwA1103V09/xSrZbK96csGSyTL0aPF0AZ/gOlArlr+nM6B7Ne5CYekfsc1XmJSkgyARSzNTZhW9NvDA8NsPfvOaXMpKEQKoxETIUORcUwkLgEGHvabEwzDYWzptmOuQaRRaVu2WLfPPP/+Pf/jDv06aNFLh2XMlDHexS8JRJsbwBaFTsOdgANzNaAMqOAEImRYw6vbUrHnX81zX4qc6W8vesep2WhZEVGT90IxEYEkwJgo3FzAZjffEsOPmvDOuQffwuLDBtS0BqHG3VbT+6Ndj3I/fVvxCH23rF1ZjGrvNQCPcXGZLUKM5j/bIC2+NEVBYdfFqjGXCmkVYFU7PYhk1PKVqX8Psl3MHXVw3/HZj71eW2I8LU8kyme3AbLdjEvJbtJMEVL4YqIEusZG38m3FCHJ8RRNrRcBOjT4fcIg1X5g6KInyXRhu3EcNtVbsrsheLQNZzZAhO+FCqTbiCmA2gMrtwW5xPexmjAUcQCoB50mLmZ+kjRBZbjnA/EH0mWkGl5R8EBhMGBZJ7ZhUQgJg1QHINA5ua1g4sXDUg64hd+ZOeEzeP8c6Aj+VHTNY+hKWHRNmh6xZh0hnZQPcEJ0BsDmag994Pnts96juFdumMKqD59Jy/WSU/saGLwqcBqNU3UbD7qPbPy99/YGCwbeUPNcvuWuK1brbUtNF5ylSQhChcjBq6CGaGPbStW3fvlT5wm1lfc6t7HBmeadz8/peemjc3WrmXNbm5nngDkVxsTYe0UjEDyDcUHI9LKq/gkl4ddNpWT6zZm909eTqsU+GHusaHjkgvuZjq3aXqWeZahozrvEsW7Jl0L1A0vRKhkcHDEOH7Xj4SUgqlEfkjtJw0422jRePXuGiQFL3SLZNp62hYDChBmOOawioQibhZPznOWJECxGxz2V6Ic2Q3X5y2S9t4rYYUvAVbkqBeGMoIHXQhWOAimu0bMuqygmsf+KRTldfetZFF5zeq+tNuzZ/rcVZ8hQmSbhBTrFP7hcOJl4E0g7UbO8Ax4EZ6Yw6cMmcZIWKIPoJyQFTsYmI3exBEJE0G1osIwJLxEVE7i+HQjGlgLEBeFFiJVWE7/yJsi11KyceHtE7r8u5hQMua5x0v7z1I7Nsg6Vm6SbmCK/w60Xi5BuJFzGPTqFY86OlAqyyV6DpFIM8lqVkiBUjYJMh4C5T8Bh7F8uEzLuxKU47C4GYwdwztYef0LHLNIxUS0uV9k87/Hy/4L231M8ZbZVvshIZjMZhYKG2XLAAokDOofL4EBrtwJ0Vw5OwfJIZ1IwIE1CY0Ql88ptSlqFkWNEU68CMstcGZD11R8V3r2vlm6loMJhkCZD8kKVmGwwYMJPfMqHXbjMuSlVDALj1HP3Mt6yj6zfNP0X8e/31Zw29xLIOmWq+yNBk3XWLp98w85k5ZWBgGAfuEM1m+ArkG/3HzY/sbdzwnn9Ul/zn7zBWv2U17uCZ/6xQnW0ZBUJ6gdARrj0zRVFgAb1km1BiwG23Hs7AscNn8ArF644ufMX95C0HX+pl7JzKI9BNMBsIIZd+MCkcbbJqvC83I3APtMaSXvwTDx2Bfcb0ofksi/stWbimPq3h65eDD1xY/dIdZuoM1r80QSBybP7Uvkb+W8vkyXqobHhVxiptmy68E/sXu+ECBgO5VqEwJMv8MRpcUDYIkxWy4k4lZ+XBr0f7PxvaBrvflMKgv+BWXKvAC9NAQAS9JsNTLpHZRX02Ym4Dfi2rj2Icc2zezbgNWtLLvzJ7hSFckTkJLuPR4w7qg4VBzLKO7kz4F9XOeblkaLf8ftemdTg3696bogvGWcUbhPSz+gYEgksCYOhKSBGkgWVHYKeYs84M8pbQ9/7Ph+57pU/Vti9ZeDZmL1AJhBPGndKD6Ze4VKyp9NS5sqv5RGlGD6NJ9Bugt+JKjAwYluLUi1Y3fvv64ZF9KnpdWXrtGfndLq6bPFzO+95KprH4FGUU4uWHOTPhIjDQEbKa98cCCyrmPl8y5NrK7qdX3v6nQx3OqH74lvrPh7WkTdMbgIVObgfk7myeM6onnCIIIxwUzqOon46p5FpyhlS+7Mj3r1YMv7Om1zUlt59f2OWStjEPGI5vaZJkB9OyQDXAGQl1JKEKoNqgYy2E3haGHwvJL2mwfcwWwWgYoC9uFQQLtowesEuRHIrm0SwYHRaGZBxCRiOrY6aSBCNFKCWLwqjaMTEVAx4EGMDTYsyfE4SnMK3RTGS2Fa+q98xrPbgaZouTzoo/UFdYTyF1+BYNH6YGessFC2ET8SC8pphfchHWo28HZmGUDc3XFk2rq9txpH57Irbf4EGSGHkGCQ1MOsyEWHe3rJqwf03XDhfbBu6Cs8/cuGYGjxG0DvKvlDEIsD1H9pDahh7c3MesUbyCDXtgA7AOvGFOOzlQPMm29LoadGC3zIUxAp6oUw9N9KkJh8wqr9zd0R7vacfOsLiDKHdshpSks7FxX039zqON+5IJKI7QdFxMpPHrCbSgAVMLC9Xi1DxL6qc9n/vILcGuZx66/+qW6c+o4a81KRVuK8RD15kHZE/uf1ejoqGBzfMcOtBlUmodU6M6tSP7m9zf1+3/ui17tdW030ykm3ImN6HpzNTVBKaCLHLPogLhF5CDQSAdCWiYF1BSDALGzQzyaBp7ctPn178woPD+26Lz3rCq94qxtecIE1RgGcAw4CWrlIg9hEAasZWAx+iGFBX+MQQJYnBILK7jW/DAnLhn6+t35w7v3LZ0ItdlzTxLx0PtY+MK+LvwegVgQAWcBmtUAV3waFuoDltWbPfOb3/3u3+GvE2a+Ipl1VlWvWVV8CkQy0SmmYQW2CFoNzBVkT1VR/bklqwLFq3yHVwVKFweLloedM3ZOfeFWUNunP/I9ekzns/zzM4r+TZStCBS/E2k8LvcohVVNdslaB9zMrhMoMHc0VyA0omaDwJcqYlyiBWLoLmSRzu0oXLRaNeTt5a90MvaMcWKHjANhyxlMggvA+xFWS4QOAbAoUdug2UPPCbGBFgA6ZIDLY0ph6s2l9SuO1S/prR+3eGaDZV5y73Tntt815WZT3ct3fhRZd2WksYtRY3riutWH6pZW1e/Q4pl0uT+TFROpp1sUpJgfGRt3BMJY4FxhFETqS4AUTZ65WFTCkHyZCMomSEN8EaGy/KBRsMeyTGn9sMHcgZfGLn74qoJd0v0pTIhPUyx0SAfIHQiD4UbaVhTl3somVjrg79iZ/8nm1JlFp72cVOdGuA5Pgoex2w9YJVg6H5Dg0FxqzHwR7dluvS6Terez6on3pN/72XFvc852POccO+L857uFVsy0SrawOJ2Uqaojg1b4Evq3hia6klqPp3CDftln4AfOpqzLHPKkzve6Fe5fxZZHqwGlSpsGMH2nWQi8qxKHogmNyzDnTICquZPSi4FdIHVZZmnwNpjIGLAp6O7pcji+lnPlj10bUW3c2tvP6um6wUVj99RPX1ELLKUVS6FCSDVwKthbGErdZ+GYUz94vD7d/nvuSC/51/K7jz9YJ/zDz3dOTrvVSt/jSgz5hGnKjJIoBsuWclQ5CxD5BkRIyHfcOhBFdEaU+XwgqrZjxQ8dsmhnmfVdjm7tuv5tXffFB3/pJ7xvRXFbGKQg5IRkrjpApwAdsep6TxsnLSAFemyxXYpGJqfSMvf3GD6AfYM8gd1wy9pbrikoqCECGQlXRg31YRbzPQHLq+KBHJxII+wm5AEDE7czlbjoWNJM5hg4CjbSAR1AKEB4+60mvbG3XOKvnw8bVSHvEUv6HVbLCVDU7JYgBRQzZ4QObhxglwHmix+AnjImkGxGYhWE04pmhFrOdDUvLe2eVdZ47ZI7dqU4kWrPJNnb3t95f53i8qXSQnYPp7OrfOsDGChD1iViKeoasSZ+V2XjtfYgHrxheeuXvFlrM0nJdyJtgwF5I/ITYeGByIxlRQjYLuM6AA4og/TCraRSGS0Rg80tuypa9pV2bA9v2JNVu7Cbc6pCza9uXzv+znl65KwjzDfMP3QJsIhlMLL09ZAZw04r46klB6NH2iO7muI7a1q3FZYs85fumxvaPayfe8t3P7WVufUiqM7uGON/Jg0l6trSlDVw4YeMo+mSGlz68ffX9L3wsLe5xY/d2vL0pfNslWm5kpa4SRcW+6yh8si/JsTZ/nv3Vg3m1nxsCq6yzAyTSNTVVJNw5XMXV04cVjmfXcc/OwZs2SVJe03jTTdzFJM8Gku+kCwTQVommUmM7gtnvQOqhcGvVaTgXg0q6l5/5HmXXWNm2uPbq5r2d3QnFKz/cvg0z0ODLo2//MXGyPrG+r21TXsqGvcVt+480jD7pZopgxuza2uThGNF3SNwVtYqkhSDTclvJWNaSU1u4srtxXVbCo5srmiZHXF2vedT/dYf/9Nnq9GHvYtqazYWlm5tax666HqLWXV2+oa9ibjWdRoCAahKxN0wdTdUjyrqSGloSrlaI2jqTH32wWTf//P/wfyNubloXU13qMNgSN1mQ31Ka1NKQrTyuhHwqUx45mWFWhOpm/1zZi08sUXFj727KLHRix87NVFj70+/b4nR3W8444z77jpnGHPdH/ry8fGLXpszIK7xizsP3pe74nfPrjO8XFN4oBp5RrwU+VsWctOwlzQkfAAUOOx/eU16wL5izNyFqTlLUrLWewp+NaR9dX6z4fOHXTN6gdu8S94KTdndubBebuzv0oPzQ3kfpdfuKa+Zh+cbMvIw0CJ0CY8rgwrkWYls0zT1ySnpOTMmLZ+5GfrX5iy9ZUpW0ZO2/TCnBUj3hvZ74UbLx/X59bpnz02Y+dLH+5/dtK+Ye9te/LT9cO/3z62pHwdI8BgpT8VlV/fTt5DFVGLdjQFjwaYBRTNJxteuCy67gYrUZNObkQB7TILNJXn+/AdQPRK17atebv4tR45A845dOfpJf0u8D90XfWScVZdKtReMgIyy3PjnsLTFbEmSXbh5gysizAyECJZsi5nzdsluz5SaRCdwp5GTI0ZsEyDghliiROvlvCoQHdYIsOrVq1vXD+u8tUe5f3Oq+jw57I7/lJ05znVrwxIrvtUz11ntWaQgXJ9AkyKgR3YVjjWgNWo6Y7pTkVKp6eI/ifTW8MLgtOHpLzVs3rXp/RrWd3JkdQz42pm0nA365ktepZm0ok0uEsHyhkSThLuKdIj6bn6TTOb4RQ8q2qHtmdy0fhBkfsuK+9zfnmXc3K6nlUyvGNy8Vg5tEwHaWCAyLZodgycybpaydqjK8cdHNntYN/zq+88q7LbWYU9zil9uWd8+ydG7U5SMFtiRHlFjKSpgd+5NG6588ose4spQ5fctNFHU6U9Xxx6Z2DuPReV9Tm7os95hT3PLXvi9ti8MXrge7MpDS6pyqURP5BM4zZQzL4dwzwuAGJxF9jzIyH5ZQ0kScyj2C4pc9cpi4bD7oiIOtfC8SfQCMOnYBwYnmINPLuIFYcRM85MYMYzgYWK4YsbJEMwVZaWywAD/MWm3Yldn1aNHZD7wFX7B14Qev9BPXslKLARC+lt8EgwIA6rLYMjRj8eXMGjJekf87QAywdT2yZnljds9x38bn9kzhrnZ7N2vvnu6mdGfvPAY/P6D57Ro9eXnbt9dMtLCx5MCc+LRnnatmn4meGpRqrL96ft/3r3rpnpad/N+Oqd665t91DPPuv0d8e/tGXzvC2bZu3ePrsof0MyCuoQErkzAQyFKHIkHEQ2byKeVnVka+jQ99vC0791vv/lvjfGb3xu1LLHnpg/+P5pve6ZcufAjzs+M++e712fVST2m+gAJguSgFlGo7vpVuLpDc07C6vX7C+Yu8L36ZzM8R/ufuXlVY8PWTD4odl9753WfdDkTg983u295c/kVW+AfRTU1qG1HVCT6cw/0D3Woc2xZZOKRw7M6XtFSf/L618fmNj1sX50i6FnyhpPvYZvyrzxqNjZ9bOJ/rs2uNeQBxBH0KwoplX4SQySRZSclWVvDHZ0PaNg3GCzaBUTBQzWtGNwGzyApeyEetprGXQhuMSggQqbObpRUFCzbdHeCe+teXrC+qHvbBk2dsuwDzY9/9nk+94YeOlTN5/2zvNdpi0e8emqFz/ePOL9TU+NW/Xoe2uHrfR9UtS6VTK8JktqR3gCTCLbiolNhmZ23PS4D337xcYXn5/V/7HpPR+a3++RJfcMmXX3wy/f1q3jn2+55dR7Rlz11Bfdhs/rN/zr/sO+Hjjkqz4vz71vyf5Jh8B7eJgjuseaM6YZ1pSwO3PJtMkj337t8YlvPffJx2Mfefju//NP/wh569bxtonjXpkw7sU3X3vi44+e37Zt+tGjAKc8IR7w/9yGFaqK71+YNunRaX26TLi+y3s3dP/ghkEf3nD3uCs6PPzn0y76p38965+vH3hOr7du7f1Zxzs/ubHHh9f0eveKxz/vPGf32EOxXfA9uNFDyTZkwCp3Z7BoohGqaNm5yvHB6Hl3PfR5h0emd378q+5PfzXgmckDBw27+YrL/3Dldb/v/fyVD33V+8GF/e6e3+OeWV0en9H9rSUP7wzNbDMYj+Q+H8YmoZUABcaZZMtX0Lpl1v43H5jctdv7t3T75I5+n91x/yd3PDbx9jv6XHzmn3533U2n9Rtx5V2f3trvixv7Tb2h/yfXDZp4/fNT+qfkLtatXJ3h8Z9Jy69tJwuolC04PXAd4JGI7TG6Gpb1gARyZ2YZerqhpuuyg+ZACSlKribnW3ohcFfKWXlkwYslz92U2+ePRV3+cKjbGQfvv6b0gyea0xdbzTDT2aoMbiuoNHPhIPouSD8Io6aHdXqiTiueqmd/UzvrKc+zN7vHdKjeONao2cZ1wUSOFcsxYmGx8xUqxGUGBoH1HEvNiYdWVM0dWTyiY2GvM6o6nVp95+mld19W++6Dyt6vrNq9tNdmQFG9yaRLon9JoyzCmJDRkNKalQgsrf9mXN2nT8cmj0h89nTLuHvLh91W+PBVNa/2bflseMOnT9VMee7wnJfr934lNaYkTE9CZ4VFGndW6AhZ8ZDZCnMPkWXhYuZwqi6GieD+Fq+p/f71yleAi2cf7vSnmq7nlPa7rHTC/Y37plgVmxiEYUwbjUcIsOSYCUB1GMEl0S+frX/i9srOZ1TdfGp11zNL77+m8sPH2lLn8KxyIwI3QtJCCtg0KbCLyySwC9xTFFSlgIJBNiMGTzTzKqVrG1aNKx/T+2CfC8rvOLOs0zn5/S4pHXt305ZP9MqNiulMWJ646UyaPFpOrJdDAEg42OhLwYOhOy5SLWD3fyQnv6jh68wx5vEJfr3NYUY9VjJotEGFApaRy+N64KRKDobuLaCp09AchilCQGAPAJsEKQu8WwPES7KD9twaxPpqYFRgSyVrG8HkRnbN73luyaArS8c9dGTLNLPsgBXPtxIFVgyTDuTOJP9NZHIJU8TJY2pmUd2GfTlzVjk+nrtv3KdbRr2z+qlXvn/kmUX3PDizd8+PbrnlrcuuGHP2pWPOunrcRbd/cn3vKR3eXPZ0es7S1lY3oJRhFW4BLNu365t77+rSu9cd/ft3vfXW60774+9tQP3d7/7lxhuu6dGj053dbh84oOvixZPqjxxgPROdo2EYPklzVDdud2XP35T68fK9E2ZtGf3B6qdf/e7hJ74ecNfsO7t9fsv1E6+4YtyFl7527lVvXNjxvesGftF51IpHV4SmVCT3sFQnqKTubk1k5Jat3uH4YtXeifO2vvbp+uffWvHEs0vuvX9e797TO972yXWXjbvggjFnXfHmBbdNvLrnZ7c9MrvP5C1jSo7utqwisegOpyoDSm0l9sqRBdGZL9Y8fEek4/k5995UN+V51bGIq1+GV+RAeHQABrhLEqrqtLOBfjLRf9dGcRWx+jgoV8BqE/ooZ1tmvhpZVvVWD0+P3xW/05eAynxX8OlMM+7UlYii5ctqtgI/FaJFsAE9DcCe6HEPy2tbhZkHlz4/c1CHcZfeMOHCaz++6MpPzuvw0eVdn7v0sut+/4fTTrml7/l3j7vlzneu6vrRVbd/eMm1b5/Z+YNL3976pOvIsgTjwwWmkmvEc6x4HgyXKQfhF8at9F05k5+d1fn6l39/7gv/5+zX/nze2xef+/Klv+t36ilnnXLK6af8ru8pF7zwLxe9euqFr/3xwtF/vvC5P3R9/YqPV7+QV7cRKEgdlHwMaZjFSixn4Zx3br/hgj/87p9O+7d//ctf/vRvp556yikA1H/83T//7o+/P/XU3//r7/7lny699MzxE56qqMiwrDJmw6gh1k6xwo1S2u6c2Z9tfOGNbx8au+zh8csfnLzq4c++HjBy9FW97vh9r1v++NyLN4+d/9Cr654atebJ11Y9+dbSIZ+se3FTYHpVMoWl1EHgVG5q51F0cWZBqmYwr2HztJ2vDXz/xhtf/dMd40/vOuGCHmOv6jn6pqsGX4JXO+Wif7j4wXNvfuOamydedeMHF18/6cyb3jn9vik3L3V/cNRyShZMFqxfhBUO5AgjBCzx6C+J7lnh/GzMgoeHzhz05Ny7n/367pe/vvuVaf173HXROaefcsdtpw599dZRswe8uGDgS4vvGrXw7hdmDh779RPpxSt0q4AnjJ0oJyfXThZQGc/kXn5Qb7gm2VYy15RzNDXMzB0V/lC6JaWZEk+cx5USd/tmGw3OxIHFDZ89Xzrk+oI+f8jv8a9F/c8qHnZL9ZfPaOHlQAtTiRjxkJUAcgQYIgdPTLgg3HwiPBUrh+cG1G2PpU87+tlDNfdffKjLqZ6uv8sb21PzLLKaocA5PDC8xWdE6coYBkgoENprNqRHs76r+OjpovtvONj9nEOdTivvfXrFszfVzhuezF6kx9Pp9jEjwJ9Q3FHFnTD8KqWTe+y4LxuyXnNA2vZV5WsPlg++pXXQrbGB1zf1u6yqzwWl/c6tufeyxvuuqx54w6HBNxc90b1u3lijYq+ICopMvJjfioZNYHw8qMcBPCBufi4V8yj1LKtlj+pbWDfrheInbjrU7Y91HU5ruPOc2gdurHtviOT9xjLEoq/BBUumRGk8aNNqzTIqtkTTZx794LHGgVe2dDrrSIc/lfc8u/SpWytnPZvMW8llf/CJaEiVIkkjJwkWYoYJcrFMM4bp8IoM+7AB6m1g1txy/rLa+c8VDLsur9cZZZ3OrOt+yeH7bzn49v2x1Nn4imX5kpa3zXDEDIds0sclPRQgCpBjTgrTUqA/YFeiUD4915+Kyt/eyNK4oVZsbIh7jBa3GQ3o8aCaDGkgIiD1uExy6s372g6uimUv0So38sBhbh1mFB1mDggKmWS5UVbegGSShRBu2w7o3vnR6c8UPHyNt8dZBY/f3vj584ZzKTicIYEL5ihQUS6gukRcHfd04HfNcKuWr8FI31Ew583vnxgw6dZbX7/kmjHn3/DWJR0+uK77p7f2/6LT/TO6D53b74VF94xd/uinG5+bu/+NZVkfHIgsPFx7IBEHOwyqiotlSazaxV9PthH0P/437u2nyyt2MjpNR8pnWeFmLSO9eOGEZU8OmHhzx3FXXv/mRde8deEtE6/o8dktg6Z3fuCrbk/M6v3SonvHLX30w7VPzdw95lvHpJ0FMwuPbohBDSE/ui+mOw9H9yxMmXjfJ106jbvm5rcuv27cJTeOv7zrxzf1m3LHPV92fnx272fnDhi96P73Vj81bceY+anvwHPNLP2+AY6plk0/wwwyfH10t5r+Zf1njxTcc1n+nedUDetyZP6ribw1lAcNysvjUU3dr/OQlkxLzjCZd/PfDag0Vh5WneWqjZ07U2gZ3P5r5qysebtXuP8fK9+/xyrZRN1hbJxVq+CXK1ahZOYneZISl8C5BwmmAPDQ5qHzbWbnlK6auuzZF2b1f2JOj0cXdnvkm64jFvcbPrZLp5vPveiP/3b3fTe+OW3wCzP7PL2g5xOLejw8t8vTC/rMTnsj7+gG1YBByzZBFrnllKnd3MOqO2UrPVL9zcJ9o97+7q5Xvhn42vJH3179/FuLn3tqTL/Ot15405V/uXf4dWNmDHhn6cNvLn34tW8efv3rhz5bPmKn66v6pn20kCK7gjBmFqvR8NJv3h/U95arLr/g8ssuvPLKi886+4xT/uGfAKh//stfrrr6squuuuTyyy7o3OnayZNH1dZkEVATQZOGl1FoLemsb9pbULkuXLYsfOjb3IOLSsu+P+ifuW/20HmPXPbdI1e75jwX8c/xVSx3lS3zla4KlqzJLl17+Mj2uOoiIYYvBM6dtHNIQUQ4hlXNe/bmzJu149XPNjw5bduw2dtHzNrwyleLRr45auDdN5//dPerp7z7yMxlL3+5YeQXm56ZunnolE1D5+0Z4yr7PmoFE2ZI0WCy8i0tB4OvJXyy7JP1YFT1Hare6vDPT/XPSQ3OTY3MSs+enpr5yfy3B71x2xlfDr5x54LRztCs9Mj01JwZKbmz94fmpIUWVTammEYuU1Z/Jiq/uv0GSUnCKQEKAudF4paEBhsdZpCHK2EOLQmsYiFfS8kwarfHNnxS9Vy/qr5X1fQ893Dvv+TdfU72S3dUrR6nV21lpo8Fv8SrxDywbjzZDt5Jm4f1rDEfepgRYExV9bbolg8LX+tdNODco53/eOSOUwv7nFX27t26c77VmCJSkLK50QVfhN234LVkGNWbo1s+LXn9roN3XV115/k13c6tGHDR4WfvaPzuZbV6jWKkJUB/TJ+KCdPhocIcB4FAhhFmkRSJ+zeI600p8bzlLdsnJ75921jwpjn35egnjxS+1MH77LXVn95rLH9NWTa2ddm4hlXjWx3zjKZUZpm3gZsHxYDk6MmwooQ1PcJyE3KWKcEB2msc3SKlT6+dcG/ZoMuru551pMtfqu48s/yJ247Of1XJW8+QI6NSQabnyF5Z8krCR7eaM6W9s/JHD8jteUEd0LTb2UWDLioe07Np7QT18CaSaA0oEuRBs2q2IUMxxAZt5r4zV8uI4o3ENXGPWbNPSp9T89HDRQ9eerD7aaXd/1TY67yyYZ1b5r2mRpbbAXBDgyWN0F8kwIiaeaDwDIJB8eD7RlQtAieY2840EQFmWOykrKfBw5WcLBSFqQSBADnQ8xJRXyIOegHHwmNW723aPi37wycPffF0PHWWdWQvMFWXMlXFoxhhyQgrEEt0BuNmMOhEt7U5Xcua2ThxcPGAcwu7n3Hw2a41341Xi7cxt0sJKwYP42vW0qOQFgOeN7dpir0HDlnJkiwPATV31usLHx40/pb+7958z+QuT84dMPL7hyesf+arfW+uCX6efmhhfv3qmpZtrdE9Uny/HE9T4i41EeZuPyZouBhxtSq+W/TF7/4PLNop/2AjJ92Ff+B/GIdr/3fqqf/6wYcjKyt30R7ZOGSFGpT0vQVfj/n2sR7v39Lt41u7T+kwaOadTy+5b9KG5+fue2ud46OMyKySilVHGrc1t+6MJfa1SSlxNVPX8BYgQFTSmOGuVFJnH5jYa9JtHd69sfvkjgNm9Biy4K43Vw79YuvLS1MmpARn5B78rrJmY1PL7mgipTlxoElKAQzHFXcy6VVYbZzlP638tfHZo4qevM0x6IL8Md3lTe+ZFVuBNNwfrOeYwFTJqyfBSCgtaCJ2irf4bwVUlXkxkuZKai6uHEluVeH6haZnx0IrCt+8K6vvhUXvPqrkbtKiPjXuVpNOiFAs4UlIQd3I0TSfqJififfiYjAkn3GmCIhp29EDRYXLA/kLHXlzUvO+yjg4I1w0P23ZuBkPdnn7jkuXvvNIIOMLd2RWWsGM/cUz9+TP3BuZEylf2xKHZokVioRgG1ya8UDYDB6P4U6oGfVte8qPbis/srW2aVdrW0qsZm/1jtnbX7p/0SOdM+a9diR/baw5pbF5b82R3ZV1u+uP7o+2ZumAUm5JgIIwuwJsQJMCuZE1G9Z+9t3i975d9PGyZdNefOmJfxIh33sf6L9y1ZwVK6YtXvj+6pWf+r3LEvDdzTxmDHCLBBg/syxN7muIgKSyLEZblhn3aeV7a5ZOcgy9PfvJW7VlbxtV25i9xc2vISOebbQxmCT2UzBvg7s5SL5FKgAdiRDMiKK541Jma/JANHkgmUxPxjKa89dH5o7d/liPwHP3tq2flqzek2hLSbTsTrTtTcTTo4mspAJ+lqvq2bqdbwzOHc/SYg4W7VFCJvy0pE9rztBiWVo8Q4sf0BJ7tJqNZQteS7/3jpzhA1t3zwNH15Ip0bY90WiKlHRwFRK9Yh71z0TlJNpJAyrcFFA2TAAkA7PIHfdh4kciR7SICWuue3XLY2kHrKJvoktG1TzToarbOXW3nV56x18O3n15wwePtOz7QmrcC9jQTZ6iyorJmk9jOcqQFQuK4AzePMRtRjFHMvhN9ewRxc93yut7ftHt/1bW4Q/VD1zZ9MXQpGueeWSXkUw3lCzMJcEDMsHkEbdSsOzoNy8ffr5jae9za7ucUdv59MMDL62dcF/rzslqzTZLHOSkml7V9Gs88S3EvWJqmJwR/Y8FDFFxzdICpuaVk+lq616rfjvDsGUbYnun5H1wb9arXWs2TbBqNlr1G5TGzYmmLcm2PTyXO+Zk4EUDHS4wBaDKcIB4kKpPMeD9HLAOLW9eO7bw1Z6hfucUdjytpMtfivuff2R039jGT5Ta/fQd4UeCl6giyTnp1lSvxJM9oM9eKWtx5MU+we7nFnQ/L/euKyo/HdKWNVuv32eBc5n5hhYx4ZXCZZSyuB0NLg5eATwxGbHUfJ6PzzUtv1WxpXX1hIMv9yoacOHhTqdVdvi3w33PrXilR/PK8XrpJgaZrXxNDsgxn5nEaICVZ9JhZaIjq0VC98RBSNmaFtF4cDqcS9AmBhVO0nqKHVCiSBDnAkIlNoyDMsNjM7x62ebGbyaWPDUg++5bc0b2qd/6qdV8wFKhJOnJpIMLw1AwfpEJ3poRMqywVbMntnpi1cg7c3udmd3vjIY3+iS3fq5U7zeUHN3IM3RMirfVTGkzDqgG9+BbsRCm3pJ9XLHWPLoVkEz3weoN29Inr9j57g7PtIzCRYHDK/Jr1h86srmqeWdT/IDEUwXhADFbjfWtuK0+SEGCwsPcMMcNuHhoz+av+915w+03Xdyj8w03XXv5v/3L72wQ/Zff/d9rr7m0e7fbu3a6afCADt99O6m+bi8lGaOB2Ve8ccV5sG7LJteXi/dNXO//cmfBvMzS77Kr15bUbqxp3NnSuk+JpnFViU6kSDhiCxLFhYZChmXNlzRDnoMrvt4xfmn6J1tz5qQe+tZfuaqgal157abGo7ulaDpXBDBudj6qnYJnhQ3Tx+RnI6AAKRMeqzYtsXN2aOx92R891Ob8ymrcKVb3mQOvm7mKEVEUPA4uqVtPelgcQGWpnd8wsPYrmgldMANH4+m+4qW7/V/s8E/eFflid/4szOOBDe8vGtLtw2vPmDOk+771n6Z6F+0JzN8dmrMvMn+Xa4Y/7/vmWLooAZ+lQZu4VVSU0YYXa4RV8Iw2hxFz6wmX2pYpt/GMNjPhjO2dlTOiz767ri6eNkItWa/G0iU5K5rMaMOf4FdJYTEm0EqMkmCogqQShxI+A4qmYPAPssEbY1guyEpGWQsqx93neqZb4/IPrWqHZeKCQtGKmOiriu3LNMIBXWMKi2LyULl4LLOlKa21KbO10RON5i39ZvLv/5l87t13no/F82LRSEuTq63FIQGcFDezmkWWhvDRYTzZT13L5lILGqitHDErU+tXf+J/tsvBp263Vr5l1W2jtJshUZOk0Irn0lzjFYij3JRBVwRwmPSpCa8OHk+rYueTF7Dneh5J8+FtRxa/4Xumc+nL/a2d05jwYYrdMkxgPsym5GkxIgID77ghMII5+cwl5sY/ZnWBTICXuMWJbxmWlmYd3d6w5A3vQ7cVP99fTpkvHhowmZQK7RDJ8KCqUI2ficrJtJMGVNkGVIwdLSlmQmT2hk0JLnkBm5wL+qA27Imnfh79/JEjD19R2+UPtZ1OK+t6+qHHbzkyY6Tp+Z4RdqvQtMKw/nrygInh0F2QS0lyK0pEU3NMpobnWo1piQMz6j54pPTBa4rvPP1g5z8V9TmnBF7mwpf1gtWUACvbsOCKpZvJNBFi4m5fvXhH7czRxQ9ff6jbnyo6/v5wtz9UDrnu6Izn4q6FWmuWiXnVMLJALNtsiUU4/lfs8owKRIeLKbNsmA5LDehtLwrjhcVs9Hzj+/CxjLcG16XNoWcMrbM8+KtmMWVG43HEOYqWpyQjPDhXztZJ0HyaKfZ61myWv32z/tHbDnY4I/+OP+T1+EvhkOsrJz8ppcHPzjSFBDOtHBwF4pIEZyRQicN2eASgXru9Zs2E8Gv9AyN6lk17MRlYSvmA/GmFpoIGxw5uaIYmH1DUVFnPYtUFqLGSr6mF3E8NC1u76+ja8Qdf6FTQ65ySDn8s6/jHqrsvb3r3wcTuz82a7dwibGHwI7IUUpJBTRzaxZgeCDWzhXnQm8aDjkk8DdyZ6UgQid8GUGlruC2Hp4zpcBMVp2kK3zThNP3f188cnX1/x5zOV1Q+2bt23qutBSsYPFcduFJlsREAGOY0x1JzGdhozlALVh799vVDj92Sd+tpRfddVTd9uOacazVlWGaBoWGQqaVwCyQjXTUzQZu0hN+MhrnoQGaNngREZm9AjTlb6/fBI2HYmTtkIJYwCnmM5UKKqNUB0QClIgHeHg2oPTdICM9Gz6sq3r1j3Rdrl368ZcP8qR+/fs0l59uu6XnnnP7uOy9u2jB/47pZO7fOKMpbm2zLEJlE5BNMYNaCquxratjfeGQvZ7PdKnGjjtjoEuH9MXT2krYgE8y3T4Ka+IHrorw2LghLbc7GI/ulKHcoCsgUL4JX4BZ+3ATCb2/Rsdfsg6YGA+3RdZY+1xMBIwrjnq0dyap2LGrJW2mpbk3nKbyUUj2C8ZdlGGWRMMIaihFVztOlXMwIXZ8Tp/jv2wzND4+ttHnfrE2vj5jRe+isTk/M6zxkca/nl9w9YlLvQV0vuPbf/s8d158z5K1+z8x59PH5Dzw8d/CTcwYPn9J7+tqRudWrJRMS6DUMl6F7ZNmhyDy2ASRDkVnF0DJgRrKFyOXZAUkrbU7DS11y772oYdYzVuVWbmXBOONzBfhRQBTRIjoTX7n2z+V/5vRh4sJgrkYi20wWWmqxpRaI7GinpWdYrbus1CnVr/fyDb+18dt3rNLdrE2IIdXhn7ECOSsLitR6QQHdspIhq5n0ZExRg5DIBACu3rhyxr/9X2b5fvrBSMsqt6xKsTknXygsdC0LTSSsiDo8oqiCwkKMPhOQKdI41IpdlSsnep7tVDz8duP7sVb1Js3yyLB4THtGz8NGzG/ExKY1ACr35qI/PlX1KdBN5smHIVEgIkz/xmgkYDe8RsnamgUvOobeWDiiq0x+nKaDusV9hpJr6EWmWWAqYebncy0Jhl0cKWH40SVxYIYPyMqyYkxKFWiqpltKmlWzqfrrl9wPXFv8XPf43q+YjoNOWl6FdQuC1M2Eg0tyJ2mpftxOOimJIV9bJtxiEzr71+64yHmw7FYs2yzbH9/0ec3rA8sHXFDZ6dTKLn8oHXjewZGdG1eMM8u2wO82IWegV7DXcSe3rCS5a0WVspKqJ2HBdYCwBvSqnW3bPyt7s9/Buy8u731ORfczy+++rOLNAY0b3tfLtwnMY4FDopqaZUkAVCcFtNWv+TdWfvBcwYCrSrqcWdrvvOLnbqpfMtIsWw/ro2nZqsTFP269gJMdd7OBHzCY6WHEgzyLaApqZkgUWU32yrpX0UGFMA3B+szFGeMf3vP6XdUHvhZ+uShuIvtFabGQYeZpRl4yEUi2wEaDcOXQQMP3MjwGQPHQhviUlxq6X1d587llfS8pGdGpfsHLRt5qgjdwtNVlJIO6ng0Hi5nAUFpiKqDFoSnpupZmqmnqke2luz4vWfexVryVvQXnZWwTIwmHOGi2ppjxFNPIVMyMuJqmUAR58rOSDGkMJ3j08o3lC1/Mffz6kp4XlPe+uGzIbfXTnrW831htIp1YxGrkuFuRA7qVLWtBGWwAVoPn6sA8iSqPoOoYB1hwvDWgC14v45N2+6mo/IKGG5IgB+Dl8IxlUH4j07IytaYd0v4ZrROezOt/Y7DfdYfH3Bdb8b55eIvYVO5i8gsMCiGB5zFYSRivAqsuS0ldUP/B4zn3XRnufcGhJztFF71pFW8UzJRRcTEjeAXILTwz2jUt6ZYTXk1ieIrLUTzgT3Aspi4HxK4wUDcYzTBnBNhjB454K/B3NFwp+DJfBMrvoPJDO/gI7iJjUE7PJ9+36vzOdZ1uucKO/V59+YW7t35jmWWiqG8uvs76CcA8DWQFmBrgE01YWx5a0E7JeXgw+iyGC71ifzBxdm9FZ5LghaC88FNzLT2XC8lR2BFYJfaTmQFkabizWDVkn8Vr2i+Ft+ZPJuAoskuWMzU4rwoELMIMO9zcyDatPNUMJ2SXpHo0k46RmgAndogXR09wZ1CWYiUe0dEH3PzEWf77Np2Eu7C0cd+n3494+INb7/nkmgGfX9Vr2vUDp99x9xs3d+56xnmn/uNFV/zpzpduHzC1f89pvbpO7tjrk9sHT7r5w6VDg+VLJd0JAs2K7bJLTTjsYxzFTx/ZDLgv1FbONrR8DeOshbW0mZUv3O4ffHbtrGFW1WYhY5A3ULRskRoCmwlP169yO7WfJ7GDBaqwmaDdOUQRWDMyVEyl29IzLTPdat1h7fu8fHQv1xM31y5+3Ty0kWddSFlwcA3FxZ7Au7V9GyZVuY1kppbMNOCxsehNgNE+gL11eOmSqULcThn/zjOWVkrnT84nqsVg+jBraLCcorG6L2YcmuKhgqCBZKPPFdtqlr3je6Zr8fA7jW/ftSq2GybQlJvNWHObG6XE+SLoD7sBV9KrGX7d9Gtil6BpMHFdlQMqjCrESeW2fq10bdW8F90P3lA+rLu1YSo8CjgSMM46nBA5zE3M3KnoM3QHyxqzS5ClMEw3CBw3xDMbkTatvf9EIodVublq5vPegZeWPtlZ2jGN2gEHgGdZ+mTJhUHjxkieO/JbOqknC6hgB7CqSZbPtTks9NM2puAyIPXZVpNL3T2/cfyQQ/dfX9z97MLup+cOPr/ozZ4tez/Tj+yG/yFZERVuu635UVHUmAuWIEdhwwwZRoD1HHJWtcwfnf9sh5zB5xX1PaOg9xlF91zaNPFhdd9MvfaA2ABaQAMKbxKIiGHCmJKA0HaYDRly5qKStx8K3X191ZhBsS0fqhXr9Ggq3B2uMeghlSfzgY7BygjROQ4GtlmBoYQtiPp44inPY8GUgENAaiF/gWbPct+Hw/a8dlfl3q+tOAwNPocOCEOWgDXJBlcw4uBrflH3JMSbax5Vcyh6ltWWZmR8Wzv2Cc/dN2eP7n904/ta2Vbm9MOAMlobkHniPDPlVKaJA1BxH6cS50Ghmu5QDBerH0czpcY09pMxajhwGEZ0O6RLPjUBlpdhssgiswMgeaoMAQVOgEBAMVymnCLnLSr7+BH/4GsqnukbX/6BdhjALOLDsOPoqtiqAZOhMxcgGIu6klE4XjmmBirq5xk7utvghjCxvZpEBOMmwv7/eZWi/7DBptPL9AM5GEY2oNj7zKo1DevHFY/qUdT3isK+V9W/97jqnm+27LcgdbrYRASbxcy4oBkFBELfuB/cLNlZO/XF7H6XhfteXDSmT/PmT8yq3RwimUuzjLDBZHCnOfDYZcU8RptXB4To2cAJhpfRGZtgAWyg1cyO9nNSzBDUWOORk3gu+owrxfxSWoBzfpHWKOCNZxM51Gi6GgfxZ+ERXkmnFq5hrd+9+ubrzrUN3JWXXpi6Z6kIcJUwjgfGAxMGgoghTXi57gC6wD0/cAQZYdONoKJ6Jdkt8TgXsXEWnUFvbQlkEEKILqVXDAgkRPJpPAMcGBAx+HW3Cg6B14GVFEaZFZTo4ELYRNRO/DSZIc8LlARegU8xMC/4q5mnWnkxI5w0wpoJ0+aUEuk6qAPGDT3B6zNAl6PLEY2lVm3APmGW/76NlNTKb2zO2rp/6tzVL83Z9PyM7c9P2T1i5p7RcxYMnfj4TcOvOXXk4GumzB4xc8e70/eMm7r9lWlbR83YOGq7Y0p1ww4dKo+XSrhZSoX1xfDTZ8YBMz5wOPhPasKnJgOK2DQI9y6ROqtgZPfM+y6vmvO8Vb7BiqaLBUg4G9BBHgTCYtp0rWhCWYWKSelhwKoGpGHpTbc4gQMN+phFTG3cbe39qvTVu7OGd6r65k2jdBPBIAlMBWPjFnzyPBjPNogx5Bm99ejxLCWWQQzTsnXmPYHDVa5dO/u0P/3ff/zHf/zo01css4ryFs8RGzR8RjSLD4UqUSlgPHErPAImHZLgZv42qDagqGpX05YpORMeLxk3RF031arcTSYqZQHCDdnJ1TotqNKjCPNl4WjiNZkTxwNetJiDJUXVoKmDY/EYMUGdXUrp6sMLXvY+3rHi2YHW+mnWkXTYQFOLgFVwcQqvY0BQ3YqUoSczORG0sWEjSYPMWgWQLlwW81jgi60OFpBC/2t2ln/9suPBa4pH9EzsmkUWKOVgEPR4UIth8KHUuOx/GKDCQ9UVD9SSVaZg10jGPQKZ3CySh9aWrodXVE151jHoUtedZxc/dkv91GHNWdOM5l0gHQbPSRU1XOjXiq0pSljhqTLZlppPf6t6v3xg7tFPh1U8fENp9zMOd/7Doa6nlj5+1dFZw1XvQqspi16IVmTCGwZi8ZRvbqgwFZeuwbVyKkzRZGprRfqc/BUTo84l1tF0WCju1mdYDLPOhFLwOJ1rqCBZLrwOg42aX1H9MtNwhElKQDL8oo6JTzbcmgbM5la2ZMH6ivXvFy57qzl7RXutS64VhXgoCuyaBgrm18GMRPkeKImuusA5eB4vV028VmNGS8bC4pXv1WXOVev20O0At43Drjl0CxzFKWkOWYFhhUCzYILJugQeOG0KrJvmNezAIzc7g+UB791cMYU/h1ngFkA3o1Jw7pWgQT8jAC+BxIUI4TS1DNVM09V9tYE5Baveadk/x6raTwKkQeZEoI/pssK1UniOkJH0K1GfGoNRzrNk5vdjvkQ2bAZupWsOFUNHHIUWcVWD9utn0vI3NgHJYaYwEEKgTul6ZFHD7KeLht0Y7H1G3sNXH53xtB762krusSzQBXAdD+tfAuYNZqJqURYnY5lskIbaHUcWv1kyqn/1R8NaU77Umvcyb5ZzyhCoqmOKvTx3jyjCQwbNeJBHDcILZE0rdIaGiY1axwpTmoJRhQ4D3rjtlRUkML9sYq+OKNQFedZkrwg+Q8IpABp4uixWnWV/e6lO2vcyj2N5106X/v5fCag3XHve/t3fWvohSymC2uM+LHrHcDGsFR/EulT2qMJY8FRalrDWVGYy2w4Tq3YAv9Ex7lv1KXF42xRC8RVQB+EuEHo9/AV8SPXofATDS5riVGUHQNHQhfCAzAm6IFZwWEILbwRNMTWY70xdyeL520pQg7bCqMlh9NPAh2qmarg0XWA/ozWgLAAekDC24/P739RAK0NSIlB/JK2yamtVzfqKug2Hjqyvatxx2D3b8Vrv9d3POPDaXYedS6uq9lbWbK6sXlVZu/pw3Ybaln0x7qATK8SyyCvUItxV2e4OUtMx9bAP0FMdWmAy6hhLn1847onA84Prvxlrla22YvtMiDEGWeeJhCowhuwH38XMgtrS8WICF2yRsF0GDIXwCqh9XCx0WNEMK7i8dt7rOZ8/d2TndB4dqgYU0imPbIZkM1tG9zDdEEUMOMfcQ89VyoJBY7gbM0KFKjhUuHvx4vdnz33P5V+na8WGnGsy6AqwcZuJLD5dhz1nVTt0UpZ9Cckra8ytlSW3lHQAHeHhyKVbmwPLm73LpKKNRjTdMgBLoPXpZjKTeXxMFMpmNY9khOkaeDRn32MmnEbMIahhCIPJrQEYAYBlMlOv23w07cuChaMql41VIt+Z8XTD9GpwfEE1gA6w1SyvwaosQhGoYpwCmCmGakKgCzabSSr+qOxOQGi1HLPV0Zq9uHbXxOb9n6jkH3lWssiKF1hRODngfzDjtMYErJ+Kyq9vv8UaKkYEDeMFlRZNrKKBWzlYbwiEIp5Z75jn+uwJ9/j7aha9aeWuYp0LE1YMPBdMFneA3waSxdA2PCFF9msYNQhHU5aSvvDwOw/n97+8uMMZZV3OKh98afXITq3fvWyVrWQxXswukEbioWO0iSyKxIUrGgidB9zLmks14WD5m9vSG+ERcqkJgCEEyE6koj9KBmDoXhVf4fmUAlCJpkzioOFjeAFWwyerbp6br7tUyLeoW6sf3SeVb5QqNunN++nlQEkMninB0u3gTXoAVoknq8MEw35JThY0Pm6jaR+9WjRTbk0X3g8hCtKjJt0aTzJ36rpLljJlCCh8CAU0P9ugy4t7MizJknuwVly8BI8L8BEGPJUsTckyWOgOiML1f9YEgLbTJ+NbQPNJPAGoMH9KumJmRZW0tmSawQwa4dZw8y7ENAAlZDYZY5VuLofQ34JpzhE7wMJiTDAyTAEwNXjMsBQQUMa6ySdOFlAx/h7GlySnVbnNODD7yAdPRvpeVtj74sox/erXjlMq17CksI5uZwFIOOB2bU9yfI4PB1l3cXt+Il0qWB3PXKDmrrbiGRbQl7eF0QFt53FOMuaIOerCxRQNggdnQgS7IN4QZiEk+AUYBosAMOMqu30TiC5tIg1re/QVVgwkhlDXXvtCuOzMTmqvNIRnhZiawcWkgvKSnXNnvfbO2EdGj7prymfPFeZt4bIZLBGoJLoEOWRSAnQK5M+GUlhhD6MIMXjtkDGYKnaScySiLCKpBADJ05uVJOwpz/0mh4BeJFlkijqC8bFPqMZ7MbSAN+VaLw/3pX/JE93BjyGrcMu4kAYpTYJMCCWF0dccBtMGRa8kkWoQhxqCWrktGEGNVbsJqHa8hGyS+iVINkbyp3P9d2x+hSocbF/21kNMPTNC+K+Zv7bqjb7h3mdXfvgE1yaZLoTeZlgm94jrFsMzmhIytBxNz5FgoPhfaB+uEQaQGSTC09KgcRhAh6U7pENbj2yfV7t+esL9rVW/g4tQhkvnAp5ftlgaBXIiJIdrjaIAodhEB4fpeBwSvATYZsCIwTFwMpOgYV8yb3VTaFn08HYm+BgRkH5AiKQGZCUog0pC6TBf4EOsmSoAgwVBXTrvT3mG0RApToWiomE+90GhA5wsTCXFAASa9VZ1r6R6JNUnGcGE6kvqQYlxiGDS8IusQJ41Ipbe8+mJahAMp8mSqHiK6DzVgZyVkWSitRBdmDsiBbSG6M56q1QKAjnrbLRkKEd2H6lcV1+3LpHca1rwdB2a6uQZPuSgRFNDYmkqaroCtkraISK9tM9wFVQ5JOuRpBZsUz0JlkMpZIUf7jnEJGYYGHwjrKk5WjJbhyGVw6ogx1AZiPcxCfkN2kkDKhsE68cNukqLQxvEn7JXbkqtL9lQkbu8rRqy5aaGW4AotxoHNYNRYFyL/hkvhg5jelIt6YDVuCu+e2rkxZ7+7hfldb04796biz98rCXtC5Zj1gFpTkghN1fgiQRykDIo/F9rLGEIIROVnRlDEwKECYZFwIe0j6R1P3svWvb/4L+infAt8SA0VhzE6+NBegBap8Nptp8IC8jniia+YvcNWMiLNT+4JIygDmTVQO2FU0Jl88CZSLJUk081A3Cb2A3a8QDNmShBQtTkwUk8wpD56+CDtv21nwIDioHVGImlFfjhTcUI4EqoB1r7sJA7Q9vb+yYGkNt52xt/tz9EO/6I37qBOaaa6j69cp208v36F+7K631DZMDNdeOe1FMWGq0Z4vxdYIPbEGUCJaLXsWHh29lyeOw1j08u4edvg/m/Jgz/BY3On5aAFjiVmEONu1gpE7Pw08v+C9rf6QX/JzWWS/TK8KQZMwcLB3cEKQxYZrYaWFYxqk+wxznl7z1slawn1zcYRgK3ADEVzBUjRsMNosnMedFgUtrvfIJGQ3foEepcq8PjWOoLWo8GvQNvA8eihwrEAs4JKZVI2VVoLomLEOC422qFH+IxuYvPlTAdku4E0ZclLtziLQzNJ2leHu4Eo6HCUfabcXAsseaCx4mkdM2AW+mWFaepk2bpSScaLCR4M9w+OBjMdNXh4Z3QfzQ8nW/KpoO1ww7AqLKuCIi1CGaIdTGRYYeXgvHJEVlFIFWESYsJViJXANgM1s635g1N2CiG6OzH4Ur00y1WZLm9nh2I+q1YGE5tQvO2aY6k4ca7EyZ4ExH7QU80vpcqznFT8btKVx6NHhR4HkBa7C7haDAsj+kWpzsrYcGcwAPcMkbSdEm6V2GJN5FsaBvDY3P3m7T/GkC1mw2raLwGJNeZiKarXGOH6BBvDMy9Pc0K9xIJSiumk7OSaiopVjJNzV9R+fUY97DOkSHdmqeNjruX6K0HRIq5qLVLvxZgKTySH3XpZ82GB272wsSL/xInqBX4+deQ8m9rMNDUzyB+AdKIfDPGwKFIgq4y3mXAvaMd97f7NHYTXycs2ZcJ6GKegsogLeUv6WF5LXzRCEKgoRtAES5FwMGCEFDO2hvDOwyYEzb4u4xr6O+KhxJNjYQLrgnfka7Y8c6LLtmNhIYX281eAWWze9g+VgxyEptP5BDt7Yfv/jZNdetaqhbf2uyeERwzMKv7lflDejXMfkP1LrMa0qyY24hDZ6DeXGhIGl4JxgVzCvWgr0DZE5ESLiKwbxgKU/gifyOaov0XcoUTm33OiZ2pm89UW7I9DK/dfnLx/7aTbYwfQIYhBmqQZQGSfol7aUJqeFn1mEHBO88rHf+AeXAt/GwdTqTp00woAvwqiBahl5rFr/+gFD+o8zEcou8FgExyVVtkUOdwPyj/SjJnJL1qEl4XHUFbYfFFXfWL8z5JiHkZlJroSwhRFIekZIE7slQWGLOtmwwdocFcCOVlzMmWfIoNN/EDbnU3MJi1RAiBUGSaBVxMO8NQlrCE9itgZE58i2MvwuHCBbgMmGcQKQ0RxiAWAurgM4AIsvMM3YnoIGwOHuRirIJNADzfhasGYpEYzgAdaIZ/BZkwmEgFpwjdhgnNNcxcyfDHVaekwu7Z7qyAZHaGEWwuaXGBFg8FZAjkxjDqRHqNR8eHeHYNlB2gQAuMEYuIXNcgRlXXXKqRqRqsW8cs1PYA21+1ZifV/isB9cSGASJsYNwx+m7DjmnQ5DFEpqoBVQ1xj1ECLCPCbJQ4XE8HE77jDrlgzeGVEyuXTbIia0nEwK3w9XgGpk1YfHqf7Thhi4Ldfuie/ad24KGtFL4jZEu4XGxENbSffOUXNkFOwX8FOuJBAikpxJAYgWT85cfdO66ZdsNX8FOJO1WgBf1UICvxnnqCuSf1swXaFjUh2e2fiJ8Ud4w2Hi0AFT/51hzhds+ScimehUf/vB3vBrqNnoAK2OZDDI7QSYHlfzss/eqmegyIvpLSmv+d95Mn/a/f37z6E6NsM+PYEJuWdC5XM3BE86EyN0p0G2NiuwLHAdW2F//b/rexwXRCNqAmNNNmIqDLAQVs1QzroeW1r93nvuPsgtF3mznrGcGGCYLWwGoRGCDwYfqCtL+4wwn3tBHoxEYzDfPl0uKMrrfzWuojt12Jk5Fo9NgN4B+uxyfM62RyBtACEgtVBR0nKbcbZNi2G1pQ1DsUe1WBUseNCe8jjBuDcDwfWiagesSxtYRYdkkVydsJJlXxeoHKVG1bQez78Fai2b+z28wVoFdKN1c4pjAyaDTmcMGZoiwb3rjqSihOFdjGxRQXE7W4miZy/sWyGoCfyQq4XnyLKIBeocPcnC32vAJoTR7ZpInTdpn/RV3G4/gKghkLx0ywefFf2iLxV54CpLM6G6wud96LXeCAT7cMp5x5cGF60vBxmSjj4DHPpCxiyY/0wj6V79hs/hbt7wKotPX2fnNIFewgxtHFucHEkIj5INaSFlKZx4/3zzYTIW6Uljw6xN0KwRdR6/aqtfvAwgwwHXAlpqLx0fC9KGHog23lj0sG2g/dE43yJxq+KACVPRGOFweU/8Xo/+xbv6TRvuNu7VFl8SHuiY7hoeKv1IETrueHxzDMbuJinxpzqgmPye1lINFujYfW4WLIwY8CO+SMEGK7icUPe4Gd+6uoRfbdxPti2K0wXWcBrj956M9b+1DYgWL7PvYndv/tof6vbSBbbqixFk2t8i5ocC9kISSomYXxxDBSfwyFesIGgmx3m3gv2jFA/dlt/7f9v9ygC0KuQEyhRAnQzTBjv3pIP7i5afEbBW/eVbHgDa6htvpNJmlD17wmbA53wYWgcULLIFTHkAzNRqATG+w1PxeYJ/xFEj7Db5jk2YRYWysJDwQb3A2iCyBUmT/IcC6+oskeUGouWhMLQxRyxlSZHACIpXnBU/h1+6E0LGTeArGAzfBQmfRE42PrCBQ2KDK3PSIcio6doOzHx+f4S9kNdxAWg8l0HDdhxm2jLfwi4X9HVMsX191R1SGpTm7RwQXwleOAUrvZgMpSGDZpYDE1DGA798VT0Ekf860a9pnNKXyKIUwN9ZruhE7MEzyGX+G4CROHzojhVXhECsGe1XjCwsDC+sFgZqmMcoMPAde5kM+50/Aigh7F7Wg/o30CUH9LQ/EbAOrxuTnefnIBGkG0HU7IjyATdJuEA0Q5sIKSziIsrCuUEG+bZB6XrPolM6iaYUALRN80I5Lqi0oOCcItdhmbSbcAVIgdhOzHAnG82X2gELMDJ/aTfRANv9sIfTJNEC4Pw61ogn/xcxt+7Ke3j8AJXzmhMz98qPiZ4ZmAH+9RE9ArfB3DAn0Qe3jECr/ORRRuVVJFZjUXGHTur9fwO4Mh4tEcdvFqAlBBdbmic8IT/2qzv8iuQmP/nW7/e+2nN/nVDf0HjUhwz19bNCWWTDdNGCP0RKwh6eGE7JHpOgilPQ6oULMftd9ST/63/f+/wfK4mUvIfElYZChpiGl9XIbMUI9sUGrX6K27eZmWbbCsrh9mR9EDMs9b9GoJh8Gig7ZoiRueaGTasY3wxgvoKng02R2NZ5TVb4uUrymu3YzfmS8JuSUW2jybdxPkz26C7ILo63h6QBd7pdphCdgAPw9IafL0DloV+3EQfjv+pAYMnuTI4jM6es4kO3ilouYwTIeE/8JI8qhUAxb1mDf8I1W1X+TYfwVccQ1YZKeLt6ZfJFay0PPWDLM53WhJM6IZMD5Mx+XeeoG7sHvsto1/4lbi7WCyuPwJ/cXXSWhwAf4asqIuJWdF654pUdc8HbwZJotACCuaY7BoA10F8XRBIPALP7GjbsRC0TdmvDP/oDXTrNqp5a9Si9cZTamgDsIfxUDZZIhfFK6zgBjaRnaM9zw+CCfd/ksA9cdNrAKqYgMcXgyvoQcAjTpQgan/XHfU6ekzTb99KAEb3ObMujAKw3o8Eo5NDzHIrnvxUzNAwUTGOQQUsoKGEbdl4ifteFchPUQ7AhIgB1zPhlIIjZp0oTM/XPnrGt6O7qN4qCCDlJv2bvwNxp1bdLxgpvZKg72rxzRydC2iJX1iH06InJr7VYKqFkgafjQVV0J/VGYRQ2TR8Ea8m8B1Uld7zDHOwHvYEe6uaY/2/NWG79oxpfahwy/kkuJFOG4kCvjJP/2snXiTk2siGwsKbAR1KxvNtMBAfRrrQoNmBkTSKZQE/aFp0OwMEVpJNltPbPP0szv/b/t/tglA1eFjCQPNvIGQzupCPtNym1aaZbHeuKLDQOWYTKcPmmZYNkMJ068AHRMOM/FjQBWtfbkEv9P+QDtYigQwYIkyF+V1277dMf71mQ9+tXpUYdU6eMOwfjBETKKhvth3Q39El9BoK6C5IbEPW1TzoH/JCC24smS4ZNMltvvbCkh/F0LOTeGgBRqTyU05wG/JIUY77ayUOLMxuMkYyGf5ZdMXV+0I7Y8VxLZUx/+LTsK20LzYHQMPEEQE9jzuUku31e2YVrXq/UTWQqt+n8WtgC5VBH5hz4VTARsugJ9OOakD7kMDxQiT8FAButyel62X7z08/1XPi10Lpg6V81dymjAC8aAZC3DbLle18FxGhoVG27jIMDL9KLqtGDpMGTe2mg2pbXtm5U9+JvurF5rdi62WDOFo0foZwGBxaAez7mlFYUvxoGPDfvytT7r91wMqBlQc4qox5I2554IlPHRyCoYuxaICzR/dEY61baxt4YCrHsOQia17PByYoQPNCqApupvVv5LiMDJ+BV+0xfHfb7gtJpiKJLxJPpcSg55o8HQ5MT96r1/VjjFHCY+woQgdw9P/OgL9qHGrg1tSsnTWNYQn6tPboMDA1DCGjqgpB4wkfgJQw5oaknXAqih3TMIlOJdI+hUvKBgGiSohhyhIqRKaT0H88QT9uKEnAjLRH9wKPA5ALl7EviHukwDU/fXXOfEmJ9N4E5HCwOo2sAsgWOiGEdS0oIaxJWHHZeAQ3J0ik40dA1QC//8C6v+2v9psD1UAKm0FrDlL21Ozmg9IuYurdr5XtWtyMm+DedR9bLMHvT04VTxnBgYd9pcQ2C78lFKYrx8yfmma4QkBTXXdZ1lh0/QXVq57e95jtz9zwVOf9PYdWmZZefaJ1nQoiYK4Fb4FC+ayRVfwV+FQwuizNm/YYEKNX7eYp6pbbh71aAGuRDeAW2JJ0gZUuqRocEgY5LSbsDxg1QqL+homeuWDeZENr67/TEFopn74L/8E7DcwSqKTePek6CTsQFtWMrAs94Nhkef7ti0YZx7cxHx71aWoTubQwqGHowyrpR/LQmo3zvRf8VA6NrSTMC8RSy/QSnYVjrvvwO2/D43omgwsEckfEUvKMWNhcUaNiwWbZObzo4mwLRoAUuxGgzWgxw+I5anSZm1Ky5IJrgdvSxverXHbFPNoig3nYo4A5wR7RQupWjbrUmFk+F3O2vG3Pvn2m6yh/rRR1H7e8G4YYoomwxe2ibcZhGAKLr5YO5fh+jaXuGHHo+AyGBSWfwR2Mp7JEo7gjEwK121mh3HhHf66lW8XFEiqjW022Ni/EDNsBLJB6IRv/dKGG+I+OvRQACqgCDTTfjQfR7Fm+8m3ftRA35yqkQW+bMXSE3mrag7MastZwWOuMSw8HBTAD8oGWeReT56XpwBHIXbHWlwcNIF3wUMBe0wSFl3iO4LWwMkDJGOs2rvx0wkS7Vhn7DHBrQRFsN8ODb8wkvPTF/l3bvIrG+9gsIioGvfwMNRWjxWDtEC9c1n/KM5gEf7LlSeNCR12/EqovWgks0J1f3bn/23/DzfIA4Rf2BkgDQioGjHMCMi9dXhr7Nu3PE/c7nm+d9vG6WZZiihdCWYJPYL9wXeZGEEEOsH4QuRgzSB7JwIqmjghTmwL1N0FVWvf/ubJ216+9KnpAwOVaywrR+QZgQsGBQra3wKgilpjMGKQXvSN6zvworjrQ5VEng4PoMzSjuxMlK1PVm03eAaUDagCU8mSoZtiHx3QlF8XPYeyQwuA7lzB9ehtaUrNNrVuB3ch08z+R4zTjt7xEeyh6BsBFd0IWK2ZCefiyJh7wvfcHJ860ipc177RyPCoZkAxQ4rKGgsys5GFYtpaiYbOcP0VlgQUWcTbjEK98kDlhPtDN/9zyXOd5PBSJuQzOzffUgt5AcsfOhgq15j2bGosKwjtJqDSC+dSKDqmJ50GhqJ6v7JkYuGDHSLP9pL3zrCaUuyHCkD1cjeR5pP1sKxnwyH5HwyoNmygHfsEg3hiYy4M/AYBqIzLU3Rso2z7izDZAu0IaZAMsdQMlqdws4cdiwcM6AlRIFTMMSQbThtooFhJFQXk0P5TU45H2C4jHsqIhE1wbHeHDvFPr/9FDa8PBNVCrJYXBxEOsX46I/iQJKCRjdaU0RPbj++AuXeaerrVskt1zSuf9lzWK/0Kv3pBDi+3qABcUWeCHPoPDSeHhVCK8HgiyM31dp05fC5eykQ3Yi4T3dAhlPb5lDw0mAfg2F06Yb5+aPwQpBJDAYPiNeP2QbCYJvGJmKBj7Udf/I/e69c1FogQIS9MDaQ/6ePrcMWU+8w4a9zfJhqebls3Ydfan26TgBNv+L/t//lmSm6dSwZCfRJ+OH+yGVCtsFW7Q/nuzdBjNzmHd6pf+6lek2rp2QYP/oNoCZcRuqbRBFP2IFrHpMuWunZAFZjBSr+yg4f/m35Jysw+vOqt74feNvaq4XPv8lev5i4aiij8ChY/Eb0SgKo40QyNJduEofeLMzlAhVlRyzA8puUxm/Y2bP00NPHh7Okvxgs2CJWEqtLmtBNfNoGp+EnQghKJ6ijwyFW3cXRfi++bQysnVK6epAWXWk3pXFf691W1fYWIg8aIK9+O8APjGbRaHbLzm+zRgwODrmn95Ckrf4Wl82gKekFmyDQiBsvgBDX41iJWJMCYkMwLWHCGGk2w5GHMBWb1vpqJ92Xf+o9lL9yh5nzPIx/gubKqUS73CuO7rCGF+8Dm4OkOFmLEoBGPI6ISi/icJCZk1e03l75fOqRrwYv91P0zrIa9rO+NdyT08DxgQwvoLA3BNXJ+izcXLtnPXv9Xt98UUNsb7C8ape14I9/hC4gVOJCC40JJv8eGAXIWuF9ghazRY8LzAJXjCzPLV3YpRFkBunDRAIFMvWN9HIompgeEBQ+yV9qFhT2hh/gWZkL8jnkF2kHgADM84c+vJbx63Mv6QehM+8X4+ddh48dN3Pb49XgLI1vXQ8moQ2rJoh/JmuY+aiD+am9ioYizHR8Wftf+iYZZ19xWw7bW3R9Wv3t/8f03eXtc7L7/xsOzRhlF661omn1oGkUE96R/zwUJQojCeg5Ml+eWZ2AM8ZKPBuoY2aoaamtKb6o/IINx6xEzYXvqx5uYr+Pvy0FAb8NAXx63FHOBH/A+0FjMFwO/NsH86cgcf6Mf3utkGrpBCeFiEhwIncFeUS5D4gZfJjXYF+Bd4qw1g98xDorB8C9IKP+KCbUFrP2ex98Rv584cf9eO369/RW0n3zrxD/9/K9///bjjtG2Hv/8P+7V39hn8bI/jOf/DxuYvSiSysIOAMgYSKeXEgX6WLNdXv5G5NlbPS92ObL+Y70egBoyFJcKhOPeygAr9fBMKj+jI1AfCqftA1DadeGqCsjxMDlD5UYO5qgrroLK9W8uHXrj2MufnDfYV7uKe44ZhAQYZLcXw8L4M4bp1HWnYjpl0w1figYqKk6bEM4DUcRwmnW7jnz1sq/nFYHhPWOuZaJWMzoA08eSuVyU5cFtLMUH2FCZTwuXAxgGtGYBfa1ie92ajzxjBue8fr+6eZpVncLqMejMj0fpBy22rSh0Df4P3k5Hn4VcYRzaPIb3+7yxd/vvu7ppyjCrZCWrERlOusK6OAIEryaHRX9gMQDDwmpJLtpz5gYXsFSTUWyZhyyrwjqS1vzxfQVdTql++RarYKk4iq7E0g9bRpko5xSxTJFMRJXHT6BppuAuMOD5ouRT3rGd3EVcNF33ScUz3YtG9TEOfGVFM8Wf7L+i5YrDlXMI1XKEcWPWWhI3//EgnEw7aUDFe7avaZGpaVx2JhmBtHFxgqtufsycrtMmAgCYCiRgUqx9igkw7APUBJRi/gCNekjj4ZfwqIiUPHJEc2uWR9Nd3DDDWllBDW67laua2dAHg7UweDgUl0WB3AAVLtoLS8FpgNRCdLJ5FBrdGsCMKMbWnNoU+vbg3inlrjlS3S6CBOSYtBESDxmCINrkRbiVuNtx+LF/tpeRBLow6sL9tdW7m9PmlW/+tDkCcXeCGxpJhwHnEnJAsGTeEMYHKo1BEOEjCCv9bz4Ug5D0acVrWtaMLX+tW2n/C8rvOLukw7mhwVcdmjrcyFthxdN0JUNTMlnzk+fAOFlRzPCohhdAIpmBpOWXTL+CAY8HGPtVxXlecQfeMX/N+MKNk2KH1pLH8bnQIhA0jLkI4ZKmicKh+AW2xoRH64oVry5PmV6ePjtRvlMs6thBJFxMdklPl7VdYEcwOOg/eShHnmNlf/JjIfmrjY8+4b/tqwDoIUbYyzrXAEsML0mlSDvSuTVQZ81FfC66RMET1k2mrZR1j6RzlwLvI6p9itgaaTJz69mEacB84cVtIs/78Ol0GlgjEJ/QxrGiqQp3gVEBxqkonILz2eLBJW0nTRXETNzQhBCCn8GW0QzxQzEauIzDYs8+fmERXRbuEM40F9I4gKREtv3CrfChyBUna4ExxYf0EvC+7avg7cDGZj8FF4ihwLxQFHGNy6B1ZulNDa+PWdaE4SaLhRmyxZhNdExIL/5LjoU7iwHBpNhogV/4duJZ6AbGgSt2zO/gFIO4cKLF3cTU2+/CV2OvxFfEVmah8lSiYz3/b2oEVAy+n3pBux9h2WoQa/y3cre1YkLhs11zR/ZSNk2xjmQIwi0O9oc5NjCAQXGKETCMYmDE/SZrzYMxU2Y4fVRkWAwunVpMowsBCUwrfLBx81vLHr/ltQuenjMoVLtOHJQGOBGIYuZS1GkG4XXBPXUqmkPWHARjmHiJ1YiEbGBGXNwJ2rCv/quRwV4XZj/dPeH4TmyFwNfRHyiOh0VyONSwfgFDDyiKV1EgALaxhZfmUSu2VXw/LmvYHZGnu2mrPrYq9jLrimJ5TPzsZAv7v5gsroBC9XAfVzKZFYulx1tTEq2pSjxTadjXkjHX98bAzAeurpw8VClcpumOhJwei2Ym2txSq1dtg0pihDFEkF4IM/QoS1eyolpqbsWKtOy5mXkLs/IWOwqX+A8t86Z/tXlMn/k3/W7pQ1c7No73F3zjzV/iyfvenbc0M3dRsHxpXWyPDM5ByQzQI2INA/TKX9eSWlS1Kbt0VaB0qa/8u0j1yrzIosyZoxfdffPix271r3qjKH9BzuGlkbLlodJV/kPL8yrX1rXuk6EsPCPPD8kUOw+Fhp4oJyfXThpQYY+4dEzsVAxPwoBYZFpSpggUQFdDZjKkSxFViyhmWDWCsuFRDAdP44LnnnAaDalK5S6jJQ02XZfFxlsWigzriYgRy7EkUIls4Y9mmnqGpWUYiQxT8up6TkLLaY4HYgl6sSQagDc5pCdg+DyCdADUARLwhiH6EVPO19VCWc6RANJQEtNtHNmmp00/9MED+5+82vFOz6a0L8yWTGYisCg/bJkDz4IQiMqlLtgmPIUru7whXCJMCQApR1dYXJe6F083KtbHVo4vfaZr8IFrK+aOUCvWmMn9lpxhxTOBaiZTz2njkronwXQ4YaahhAkR05aDZotbC69tmP1S4ZBryvqeXn/n6VVdzy6799qaT4bEnbPMlr2W6VSMrKTmAKsAPOjJLEKgwcNZE6Y3Kcogs4guT7zJtaL5PBq9cb/qmn34g3tcd58bHHr10VVj9LqN4KqiUAiPTRVEEobGYapA61QihB4yWzO18DcVs4dlPHtj1qge9RsmGzWpPDsFqivKJsOOaGpI0gOS4WUFNXyLhyUdWwQSLETAartm2u0HgbFxlFZbGG77Q1gNACdr3JN8MDOZyQgcbZEPKXKegZ1xBhh+CFnbjXAFW+nWmGHImWL9ehgC1Scx1BGSWQ01XYfwsAQ5nhVufxGaVNgjGhFdDWr2UTxoCnyLLEVP14w0DWIAmq/Ahmab8RyWYqGkOXU5xdDTycppekKGkaPxqL4c1pCD7GluQjLr1HOZ3wQOcQmcHQPeK2K/oCoWgLkRQuArTyCBLTNCLP6ccHGfGCwjwRWiwlHlsT/svB0eEBiGLwIyMS+Q2wSmElwHspGm6mmSmZEwHUmGcPItvVDEzFnCxmS2JO5GeIb9BXNlHAUMFQ33oWBAtsWSQfviCJ6CqcTMwui7TCazwG9z2h4YbSWBRAAnBo17Ln0s4iNWeSgPoMKKS1JdMqfmfwCmMgWSZYwSbekxwEMyPSGlJ2KpycL10W8muYd0Tx/es27VR8lD25KtqYnY/oSckUhmxFtSk9EsXQ+DnejJkClla1FMTcTU8nSJuUWcDihy3GU0Z2h1e+XqHcnKLUr91njDpnBk1uuT+3Z4/PQXx98ZyJpj1MFQ7JfLd0mVO9WGvVZrihVL5xohKRpmwWkSLaCPGRaMJM0ObJE4r8LMtxrTK+e/kHn32b6RXeLeb2h2MH2cL0gIzCawAcLG9UUyPMIGvBEYNEyrD0ZVrd1WturNzOduy36hs7F6klUBF4KyRMCmPwBvxM+6vph9OrssqKRawZjuqYrtc5d8v8v/1e7AtH3B6Rk5Mx2+L/aseHXB0Dtm3XnRxlcHuHZ+7Cxasjt3wfbA/H2Bxem+b/IK1iVBdnUYXgacoUGqmSWbWVXKts/XDh8w4ar+k2/q88XN/b664f5Ztz40qWP3Plde8ee/3HD1OfeNvuOhqR0HT73p7i9vuWfKLYMmXfv6ovsySr9pgd3j2irPxzTjPsjtUTVrS+6s8WufenrhXUMXDXx8Ua/nvh84cvYDdz3W+YqLzuh4+7mvT+r1zry+L8zr+dSiwU8suvfReQPfXD10U/5XtdI+1jfGONsRbDK/nwrJybSTD/nCVwuTuyW9RtypJbJ0OUtXs1R4kzzuA9MZApsz4iEjGTGkkK4EVFaByrIsp1W+qX71hMAXQ2tTvrSAlBoPxBBF2HliiThfEKwEDfIKNz8LnJHL6Uk4oLlqbWbRjulFOz+X67YCm4UXAiSGI+8HMBObVacqO8HUNC0iKxEFN2T0HN6kR6vc0LL6ndrR/Q73u6yw0xn5gy8/+v7jmvM7i8QK78Iwi6gbyUamz1LgWZqOlxIHC1PmckwpR03AUYswABv5tu7rEYXP3Frc77yD/S+IDL/14KKXQQkFTrDgkQbbCirEEwFZ1kfsuRauAFwcy2827W/eN73swyFFj9xU2v3Mis5/LrnzjENDb21d9Kqau9Ro3avDMTV5+Ikmu1mqF1wSD0UzIswBTjhVrowCn1jdHoNgmXlG+Y6WZW9VjulVMvDCwo6n5fc6q3BUtyPbP7eanGYbXFjgYj7P51ECYs91lqE7mElxJCW668vD799X8PhVkT5ne3pekD+iX/O2r6xWuMUe7ooDL07AmgS464l7ywioIlOACy20C4RP2/f6AU1/ZEltFLTtNUfA9sOIrPiFdpmhXZHgDpWGjRaf6O3eFbVdOFIgv8DCY74Ubks3EaKImwiXCGDDw8hcPFfA9OkGwYDAHPOh8S0wSizzTUtEqGAk2a8kvBq8cDiaOl4BrjCE2YHXNGgass0YCKJdwhBvmmnIGRR1UCXWxgrShOH+rA3ptJKZZtLZTvbpLoudS3TXaNBty8UT0EAgWHQTRi0AQFWSUJmAYcDThUH06DDiQFYOHTGVcRemn2C4AKJeQwJYctOhSO/kUBgJp87zsyj56JiWzOIyWNxrRJ0QY8nwJ3Uf+JxqeDEmIoVehByYwIKeB+Fea5JfZekA4VJDcxkzwLALkiQKrMsJvLKDBVQJpeA3TBYTd2BFWXTJfh2eFwZCwOn2os+a4TtWhxYPOkES/r4NAmkZ4ZjsDpWuXJ3+4ZydY2buHTNz36sL9o39fvWYBe/cO7r7BSP6XjTlo4cXrX9r4d7x8/eNnZ/y1vzdbyxLeddZvKRJcapGhIk2HHMyJB4oRjHgmWUMErQFmrOWl00fWT5uQO2rd9a/1evQhEH7Rvd9qvNFV53zz4/dcNauF/s0TLz/6Ct9Gl7qU/P6wMavX9FCS60oVC8sq9mSlqNLIquDWwHhIrsY7eRBUvmWkmuZRVaj48icl3z9zw2P6CIFvhPJOyBzMCBwi5kDZVHCXdxnwqAFpg9cP1vIBuxw0Diyu2rN+KxnO2aP6GGtn2xV7hMODy6jMHAhFrQeksDGBSMVZMgMt2jezNKlH65+YdgXfZ+a0W/4jL7DZvR+fmbvZyd17dzhnOvO/t2gu84Z9nHPIV/f9+CcQUNmDn7qi4EvTB44Z82rVU17hAvu1RNZchL01K1YgdLY9gmLHrnlmdOvHXXmVW+effG4P1058fTrX7vwtA5/OuUf/u8/nPP765++7OYJl1w69vQr3jr92rfOvnrkXx6Zeue24q+Pmi4NHr8GXogO84itI3Lat2mTHvy8601vX3LDe5dd/9Glt39ydcc3rjuv859P+ed/+MOF/9r3+cvumnBx17fPv33C5bdMuObWt696dHqfxZnvl7btMCyvaXjgjbRHFgU9/Ym0/Or2G6yhMvKJibFPM4WCKX7dECdlwvVhIBE6KUh0LEz/Sc619Bwj7kjmLj268KWCZ27KuPf80ITBTc6veY5d1Ge1ACr4qrrh1nUn2A2tNjm1SA2HLUi4tZxVRxaNDY3sFRzTq27tO9rhjYbk4jktjEa2V6+GRdYSDh6hxYONPHAFGI1JOrTgNy1zR1U93e1Ql/MrbzmrpuOF1YNubJswVM9cZMUy6VopAUOJaGquqsHhCGkM1ToNNUNT0hQtHfRc0cEJRLxIyzaOpEb3zaj+6OG8By7L7XbawW5/LOh5Rs6QGysWva5VpTDKr+SBzMJ1NljF3i/Bypt+w+QhMJR19LZ6W9PGdw+N7ZV7zwUFPc881Ou8gwMuOzSqd8Oad83Dm9rdAnoJdsSDbigfLYV5yCWGCwMec7M6NtAOigQ7KGXF87+vmzeicsgN1d3OqO3wl4ou55QMuqZs/CPNqQutZljAkB71aTGYS+hkGJ6cwiLgfu3Q5ujyd+tGDyjuc35p5z9XdD27uOeFh1/s27b9S5Yyod/PySWQM1NMeCdwv2DreYgbftJh4r5yLmwTU20otdsPAnMioOJuAlDpfuFuepCLwQAGfN0Masy/pxvHeC8jdUE7nsZm4mcu10XMHJoAkDD8JN7DHh0jYTwqMoNIjztzFy+oUh7PfZSZxxGv2FqT9VW9d7bauJvBEjTDw+NWcAcFV2aLo9z8RjKoxFw8xMOAY8rzWFjTnK8DmujX46ykQVsWy1T939Xv/iJxcA3XePDoJNihXxQqEblddmgaPeSir0AyeNsYAbypKLClKR4VrAsTbYoQYtxhtGWYcaoPN1vjoTwOCPAMZx1fCfHgZTWbp+vQ2eVpgKbiFEUDCG+0pzGXWbS2fut7pRvHt5WuwSzLekBWQekCpgHpBfcKEG5hPbnqJmL4YtYY9uc424tPGGeYdSiOS2M1UCArHTJQAT3h0eJeuGi6EtLE4YAcWAgnPV06vu1hUoZM8Tv6bJOhEyTh79uoQVa4JnpgRfpHz87q2/39Kzt9dHnnj67q/9ktD0y4rc+DF5994T+edtk/3fjElb3e7dr34869Prq5z0c39J509bAZ3b/NfLcmvl+3QhhqVc80LIduZepmmqanS1q6jBkHJkWzG9bNzH/k9qKb/6H2mlNqbzgl/7bTdt1y/rB/+f3lp5zy4CmnbLjpz+Vdf1d59SkVl5+Sd+0ppc93Su6fCf01rIOKdlDRD+pKPlwOE3ZMdh5t2VtWs7WkctvBw1sLK7aUNuyuKlzv+3Dops5n736iY8m+LytrNxdWri6qWn2wZv3Bqg1V9TuSiax2YJB8cltmW3NaS0tKU+PuloadUktKvGxj7ndvrh1yy67h3RpWfRIv2dLScuBo6/6jLfuPNO5tajqQjME5FkYm7jVjbtB004rENN/+goWvLXh0wPhbBrx/W7/3b+016Yb+H97Y980b/nTNv53y+1Mu7f77Lq9e3+XDOzp/eEu/T267a9JN90+48cOlTx5q2mRYLMsA8VZlv65nG1Z+g+Tc6prxxapXvlj38tRNo6ZuGTFz16hZK55/7pEbe575rw93unT6rKcX7Bw7bdPIaRtHfLX5pcmrR3yz772Co9sTsJkgMTAadgaMkZNQHK7sBbPWjhr/3aPvrH5y/MZhH2x89sP5Q1548tY+V5xxT+cL3/2w39Rlj368csik5U++u2z4u98+NWfDmxmRRQ2xdBMKq3vBOzUlU2c8wF5V+anA/Lp28muo4CDk2iKrSETSlIjYOygiGAl41k6DngcYa9hQc1lZsC4rmbG45pOhBx+8orgXnKc/eR644tD8V83KA0xVZdgBPgH8QqdBN9ejqi7VDBoWzAec4HQ5sqRx+tDCBy4v6nl2bp9z817sltg5zWrMMJJeGZQfkg17ocJjBtjA82AmMPmI5jAbdycyZh795PHKh24o63lhaadzS+68sOyhWxveH6runW3W7TDUFN0AwYcHBskuMuRCnpuP+SMtyDCT6WCjuuFLmn6ZUxJQy3e0rf246pX+uX3PhxdY1uW04l6n5z5+3ZGvX7KK14MWmHKuEcsxozlWgocOqnF3XHLK4iwIIAf6rIZXNc9/9fAzdxwceMbBXv9WOODMvKE3l3zwaOve6dwuzfVXmDAOnZkIiGUbDEKOrufyIAUY6xaH1SY8IeCoCWvlMet2JjO/Kv/4gcJ7Lzrc9Y8N3f5S1/v8sodurnnvSSljsdXsoMHV0BOXHHPqZgQ6o+s+PZaVLFjXMOflysdvre59UW3nM6o7/KWy/yVH3hyobP3YqtxsJdPgworS/AA/no0stuUJ94U/KZHtaArTDFpzDFB/Ki1oNqAC8AAnwjElqABRJDdPulZJjVnaCQQclp2na8Eo06wbVlDSPM2JjLqWfVUNOw/Xbiup2pRfstofWpxfsKL5yF4VZD8JL9CvA3IALTLMXBoP4Yq5raag2ZptGoWE4ZhLyltTtmCM46WuoQ8fSoS+4zmOWroOH52xTSAWoyk6YyrZhpSjROExu7gxQHcqahaMnU4vM8eUufYPumO07FUy5tW+N8T7TJea5eOMI7vo0mEoWJJagChBmmucZtzF0/IJz5AfuJssayUOXHMxMqzBv8cXQSyAaoI+c10ATNHJRBX8F8wAVIbFfXIMLR/aZGphTfVJSpYK6onZAUvjjuSw2ehMBpYfmfuCf+jVjhduadn7pdXqtF1JRoYh0kB3YCoPOReQSQTFT3rtiuRqi6Y1Nu+tb9pVWb+lpHJdTuHSTPfs/OKVScUDr4XQq/g0YDN8Na4UZsOrJmq2UxyuIyjRzFhzamtzakPNjsaaHQokhFktP5aEv3MjoAbrW/ZtyvjkjQX3PPDlbfd8dfu90zsMndnj+Y97PvDYtZdecOrZl57adfiND38yaMi0QY9NvfOxKR0f+ey2VxcO2uj+sCm2n5QOrEXN0LUMVU+XzSzJ8iYsr8QAOBdEYlnf1X06tGF0t8QrXeOv9a554y7ny/e83PnKm8/53dDbztk5skfDhAFNr3VpGN2x9OUOVbOGy9nfk1ppeaYE5l1oSTk8t1gPRg33gbx50za89PGa5z7e8MKH20ZO2fP6rJWvvPl4hycu+cMrvS6b8dWQuTtf+2zbSx9uHPHJuhc/WT7i250Ti6u3yJrXMMOS5MotWbHDMXV1yvtLUyYsT5mwNeOjTVve+vzdgU/1OG/MgCu//2L4+p0Tlzo+XOT8AE7bNwcmbXROiRxeFQW6YCpB/ng4IMuqqKrnYO2mDRmT52x8dc6WV+dsfX3Wjtdmb33l83lPPjLwyj7X/GnUsI5TF7wwc9u46Ttenb3zlfk7Ri3c8fL2wGdHkrt106lJTgZ+jTzDyNONfEnPaYy7G6KOliRkLEOLpoL9W8UbfO88+v0tZ+4d3ivphMvuMVvT9dZUueVAU+P+prZMzeCeSTPJLrE0XtIF22LovnhLSm3lxsPlqw9XrimrXltdt7k2siwy85XVD9664unOoQ3vVh9aVlW7rqxyTUnFuuLS9eXl21sbM5nfq4dhxNRkqpw8AEwVgPozafm17eQAFS+meFUe8ykUBs54IiI2ROIXYCrccwbilKQD7JvOJVD28I74hs/KX727aMCV5d3OqOn+p4N9z8p9+vbaFZOs2hQqPNCXlS19UEIeGykxNiVrftXy6U27Wg9MLv/43kOPX3m4158ru/wxr8ufc4fdHl/zoVW1G54T4ZNQGrTaxAZWiXlcmsHDtM3qjbG17xx8qdvBey8r7Xd+Uc9zDw669NDTnY/MGalFvjfjAIxMxUxRDYw4/Ok8K15oxfOtRLZIQwDxB5FxAVFkw8uqlUqmdmhNzawRpY/dXNP7orpu51T3OPfQXReXvt6rdeuHetU2K+GAU6LF/WoyYqoFllFkJENaXGQZJF1mPMs8ss/IWlj3/pDSwVdXdT+3pvsfi3udmjP06tK5z7blLTMSLLwnjssHZ8zheDKNPgyAl+RgUg5I4sgncXAEz3gia9azzNptsc2TDr56Z8Hg8w73PKO82+klfc87+Gzn+gVj5OxVDAAwoETv0Ey4NNWlWF7dchuxtKR/SfnUZ4oeu6H0zjOqupxR0/uCsvuuqX7vQdk102rdaelphpomJ1OlZJYmu1TFI+k+yeBud2Jqu6/JkJrAUQYh4Q381DE93mxAxQV0dDCwTMCBwnBJD1+hsRY76OmZQX+cBiONmY3RAyUNW7xly7aGZizO+GD6zrETVz3/0rwHhk7uM+SDbp+seN5ZtrRBzZRMf0J3xxWnAsOnZQEmLQVvHbLiBWYyX9PDppSVcM4tn/Rw5P7rMvtfEB47IOleYLWlGMk0JZEh+B98Zb8qhzTAlQLUhDKHxRlYPKFWM9wsl6oEFBleHXib36zaGt00qWJ0/+xelwbvurZq1ijl4DomY5sBzfCr4qQEvCDwxtTgybFwFf8LxmAEodWsTAKwZHITHF+8OI+YBqAa8CZFlqluQuQ8KsFSLNSBHEBH7ACJnVsheTEj3Leu09NlIZT6jMSBBUUTHgk+eIVvwOn5r3RKpM6yWlzEdfruPjJd+L64oRVi0lbCoUtORXa0Rg8crtvkO7hkR2DakrR3p25/ZezKJ5+eN/iRz+58eFLn6RteLW7cGdU8PDqXxSyBvkGe9cRyXR5FccmyM6Y4GuT0woYt6cXfbA7NWOH4bMb60Uu2j8PcaRYD8j8Vhr9zM0Oy7Dp0eO1+/7S17g/W+D5c5/1ot3dKys4PV3345NieV7/c75p5U5/Ztf+LA/5Z252fbsr6YEPm+/uCXxysWq0wzVDsR0j64cBBdO3lcDAMrghwDcKvNx5QSjfopavN6k1m3bZ41eZI7qKxcx7o8NIlz0ztlx6arTTs0eu2a3UblfKVau0mM5ZJhhQT0wrFtFOIrUij6Vywf/wDH97W5/2r+0+9vs9XN/abftvA8bddccsZp/3zP155+e8Hj7rxkRndB07v1GPyHX0+69R3wh2jZj+WWry8UXerVuSIlLEq65OX595z/6cdB0++fdDndzzweefB42669u4/nXr+P1147WmDXrjx3o86953aqdfUjn3wp086vbTggeXuyWWJfTqoFagb4/xcgDMSDjXpiMXSW5v2tjTubm3e1xJLbTmyszJtzs4x96+9t3Nw8isNeetb4llN0T0NzVsamjY1tmyNxvfpuliwB4NMQrWDihKSlbAsh3S4W0a+ZRZaeh7DGJCiqp2HJj2c1vG03Bd7GeF1jOpp2SKgDXYeUswcxYxAwg2oBl0RX1LzSBoX7I2ks31LD9Q27iBNrD6gfP9u9hO3OV/o1rj7C6s5lfsmZIdIHQAJBo4yBQQ+Epf2wYqYzcOSEb9hXtLJeqgwowzJ8ogfTIPfivnNaNBMZJtSriHl6lK2LgWZbGaBa2dY+d+3Lhld/nyXQ70uKOt4RknHPx8aeGHdm/1bN0yUyzYy4hqlURP5uiE9HjET+ZZUZCXyGXk7vKlx3biiMZ3zBp8FNK3p9ueyrqeXD7+j+ds3tNzlVit8EZoqXfIxamfH/WDFrIAR35/MXVy1eGTxCDiC51V0P7O445+z+557+K3+zZsnKaXrmHBheeGBMW8FHA3fBYDFAaWgBSKVDjZI4RlhCSsAXDeb98tZM6snP1p0zyWVHf94tMsZ1V3Pqrz3uvqPn4xlzbWaDwhnggU+DJln78la0LTyTDjorEgAu+ayyjbHNrxf8c69xYMuL+1wennnMw72PqNiZIfGlW/GildqAGx0m0YW4AevImRJgqDA80iGNRm0MQhIi5tu2fKqllOzMgz5gBRZVD//pdLnOhX3PLO042mHup1ZfO9VNW8/0LzpE/nwJmG1YQu4DAlnCH4/R8ZyKbUb6re8WzxuYPF9V1b0Putw5z8UdTm9cnjn5gVjY9krpMSBJAi45ZXVLCWZqTEvjoFBLsiZAtGPOZow9yKT08vcir8qne2O6bFmA2qCR2ewY3oQzIwZSfD7JVd1zbbIwaXpufO2+j5fmvLuzG1jPlr33JvLhzz/zf0Pz+03YNqdd356++0Tr7v2tYuvfPHsm0ed/8qSh/ZVfFNrZcUtX0zPSsgZmiaycLm4BWc6aBgFlp5j1e1p2/d50TsDA/3Pz+93fsW4QU27P9NrtuMa6JsugwUzEmsmuR6viWVFskDAhuQ0E2SyphnU9TAoM9M4VY8eWdo888XKYZ2yu5ydM+jahikvxT3L1IZUPeHUNJdkOOO6M6G6kzxPyc/0SyYSY0LdtKFcv4DxArjaIdaIaXpb2vYB0iKlyw8E56xL/cRRuKRZc6hWQIfvLnu5h9LeXM+bMNRvRd1mAiQmzBxjK2TqHq18U9ua96te7J/b48LcQRdUTOgf3faeXrGRr6B5iX8MzrtlKaO6bmtOyTJn9vydzinL9k+YtfWV91c/Nfrbh55eeNej8/oOmtG166c3X//u5Ze/ed4Vr5x966iL3vluWKR2g6R77dLQaHIio7JmY/jg0oz/j7n/gLKq2tZF4f3effeee3c2Aoo554DknEEQUDELYgLFjAETkiRKBhWRKJJzzhVWrZwr50RFqqi00sxz/t83Vulx73Pbff+9+rantdGqVa1aa645x+i9f1/vo/c+ctce9i7elPLZkuPvfnbktdd2Pfv0xkfGrh328PL+vT++c8LSwWcL10ZA3WAiftdtVH67ygP8o9H0pui5pujZlsiZeCxNKt7fsPHTs8/3OjKpV8nOGfHqoyAHsdi51rbTrZGUtpgtnnAokltJwLZkWok8K5pNZYTYw44zxJ1rxrP0aMBUsyyrULcKVKsAPyUrM7vt4PSdT/X46JrJ3z0cvnDYsi5YVoXKLN9c5voaYQoDSBXLK22mlG5KdshDzHDvsy18b/WYyd8OeWXzkIlbBrywefBLXw3qP+Dam//yX3rfdemr0/u9s2HMC+tGPPvtw5PWPTpp+SOzN7/mK9/TCpk0g42J1J0Zc19bNXL07C4Pz+8yelG3Rxf0HPH+PbeP/Osfr/7D1bf994cn3T3+i16j5vUc/mXXEXO6jZrZ9fWvx/zonFceP61BikwRGgERTOYGcgtAxP8ZVgERzLTaXJZ9U/H7j2U+/lDrsqlW9VHiIvu7gbL4mC2lwniCxWL44dhwgwC8jfEnJhhyawBcUA4pKsxpUKs5VjFjrL/rfy95tbcS3G6pWQwRqUGqrRbWtSyNVa3c+IBRZUQHl4JFZeAwYOp+3fLxeFdqU7bVkG78OD3/ubsDr/ciiWwDWwX79DBbwsq04CgzsMQAKnw2TQOa2nkg/H8iD5VIIzJrcE/snkWeZSghRctS1BxVztUTwFQaCz1yJmpf0rr0qZrn7ijvd2nlQ38t635p0fh7qhZMkPDkzWeYm6M7uBsPJgjTBjc3kmvJxZZSajWFdM+OtuWvnX/2voI+fy3u8cfK/peVPXxj1TsjogfnWheOGYZDh//Kwi+3xrwPTCLDO5zEi2fVU1+1znu2ZPxdOf0uLx/YsbjflQWP3HJ+5qOtZxaYbSdEHy+gArhhcuB3wJiAZPzSnggDkxqUzSxZC+qVR6VD8xreG1bSv0Nl1z/Vdv/L+cGdQBEaVk1VAtu5VFY2XTSsvZRh6U5Nd8oK7DXAzM/NTj6d3crd2rT0ee+oa/0P/bW4d8fSMbeXfzI6cmyuVXecTn8yOxTgbcLKsyaavfIxJxhMkYfIBjTTJ+l2RcswtFSj8aCcvrR53jPnx95V0f3KC90ur+3RoWzs3TVfTlRSvrWa0mmydawXiBjpGHwFE+qhurTczc2b3yx96YH8Xn+t7PrX873+VjbymvNvDGne+oVZcdYycxKaJ6J6YppPwV1pQWYRw/uXeO6VpvCnCAmwViqZvcWIpSKCwCA3v5QTjF+iKQZTkJinQ0gWPhwAlamhZjAaSU/1rVmwe/JL348as6pP77n33PPRdbe+2+m2aVfd88mNPebeM3hJz1Er+z2zbsRrP4yfvvP5+fsn7/MvLG49GFFtsgrfNEPn7qnYvE+CvQXv0Kvk72pb917Rc138gzoWPn/PxUVP6c7VVmsK3D64pIyigzir3KqgGDBHiZUzumj5zV1MBsG4yytQMGhFbHH7N1Uznyh4+Ja8Pp2LJvRsWP+RlX+Ym686SCRE0aGo6QnVFtfccQAqQzjQatidbAt/NqdGW1NqL54sPL87WLLJUfjdydzV273zvz738YLDb3z64/OvLhvx+Gfdv9wxJffCAZXZEyGDx0UkE2VBy+xgn1ZMVGSpgDdRhBf3KFlbGze+U/jM/fldL6sbd0/zoucU92qr5RS4LKutsEAmnF2nZvnrE2cOuObP2Pzsq6tGPLl0QP/Z99z94bU3vtvhummd7vz8pl4L7x++ote4NQOeXTd86tbHPts9ccn+1495vqprO6WZnoqq/TbviuPOhT+c/XTBvsnv/vD0yxsffWzVwL5z7r/roxtumHb1DR90vvPzm3t8ee/wxT3GLug5/YdnXZVbYgRUAWn/JBj/ypGgcad/b8INwkJgKWGdMq2qE8aWT3Jf7B6a0iOy7xOr/pBlAhvAdfBfhpd0JUuWfLLk1WSWDFgyvCvYZTiXaeyNB6cnEdYiQQ1ehFmoWLkx0GjTK1mO7PptH20c1/X1K15ePDCvbL9lVRoSL6UDlowcZkJAoQAGGvQFjM1mqHaQXV3zVpQfcgc22LPWpeSsOZ6/9EzRyjTv/M0fDJt739/XjLs3ZffHzszVZwJLz2StSc1dd87/jTdzc1OLTYd0NH4eAAD/9ElEQVSjrPrkhL2gYsdR16LtKZ/vzPhir2vOQceCXQc+XvLpqNf6d/5w2G075k06cnTO/owFu9Nn706dvePMjGPOxTmVO9tUu66DMeNmqJUiuYE3oxnAMKgqbBFkz2M1pJhp3xS9MTh75LVt8580S7caVrpi2HQrrGlZRiLbiuZYzWErAlgNMeVCxdI7CWBqBnf6mZ0Hy+aTNABqllZzvPKT0b67/++i57vKni0AVLhPaow4wmJCJSzyz7F8bh6eisHOP15xFCuobUAyPbLhA/2lX1tzJr7xndCTt3gnd0+cXWldFHQHtABGBuQYvFMK8hxyJk4D1OHzAG7g2v5nAtR21Ik7qN70MIK6mSkZ4YSWrcGp17MtMOiqE23H5ldMH1Y45ho4l1X9Lysd0KH4ibsbv3vHLD7I3R0yR8yyk7E1Q5QQxEH3IPFZVo1NTd9wcdbzVSNvre5+WXX3vwPAyp+5t3zukxH7Wib9Gh4FjhocJtUNXqmBvGDusIoxu1Z9NL7vy5apI5uG3dHQ4+rqHh1KBlyT9ey9579+xczfasVSwargFohiwQA8SPGTOTLJvMr2gT8lZlQZTT4l80Bk3Se1L/Wr6Nex6qG/X+h7ecXIziVv928++IVad8LQMzU9TzHydStbhwjKkJ40FqWAXgFKQesgi7Apks2q2R89+Fl4ag/niGtyHr+n/ssJSmAT2S5UFCYSfpvMI5+SBTamzHwQRXaposoC8KyDPxIgHfDLtZJ9sd0zL7w1rHb07fV9O+MxGwfceOGpHi1Lphq+LVZzukjhE9mDBEWWpoGRaa22hGNd8/znap66t7bflY3d/1bT69LCMTdUzXpMT/3abLAxzgwWKQWUmFeN47vClpptxPxGq5usMzninCuN4V9PwnQrwJ5/ANR/9FN/iaYc4r/avweHRcQYVizU3HT2YMq815c/PHDmvf3n3T9wYZdhC7uNXdL72a+Hvrll/JeHp3yX9uku/8KUorW5DbsvJE61yikSFFWDBAqMIY4KZo2vABRhAttSpNDGumUv5Y66LbPLpeef7yptedcq2Gq1pVltTrPJqUXBGMKKBnPAWmGmWYkqEQCqqjqYrA6GSyF3QtiggUbpAeXwVyVvjXANvS742F3F00a2HhWNQ8HDuFf6k4mE26FBpHFN0GefprlaW8/WNRwtrNhpz1l30L9k9emPPto56aUtj45eM7DXgi4PzLqny6x7es1+YOjcrqNmdxv92UMzf3jRX7GNW3TcQwIF4ZlLnFg8adzGwDLuh8QxbERc8Yz1dbMn5I+/L3PwNRUTu6nr3rbytjE9CiuS3EHgfrxDMRyKFSiJHlt+9J1Hv+zR//O7h8zvOnjxQ0MWd3tkRd/n1j/87u7n5h9/43vbJ/uDCzKKvy1o2NUQO5FQ0zSYe8sTMe0702ZPmNt3yMd39/7sru6z7+k+7/7ei7v2+6rbwIXdhs7vOmZBr4mrhk/b/NSCvZM3nP34oGehp2RTQ+IckJh+zy9F4l8+zLhLZy5YgOIdz7SiQaZ96GGr7HBi3bvh5+4LTO7StneaVfGjFU9h3Z0GZyvHkvMMKUenW+NnQA6WXfcYdIw8Gg/jFB2OVJcuCysv+w0tIEkOVcvQrPS8hq3Ttz7W5a1OE5cOyqzcBceUpFa01QWomNzHyWZxYBQuBLfPNdMlaw5GOJnRFjbi2WqrPyG5VCugR0+eX/OCe+iVWZN7xf0bTMllxG3cwtc8Chxo8EJQXqajM25kqG5FdsiyTVVtupphqB6l+kT1j1+kTRjgfXGEvHuZUXWOMSHAG5iflKFwS4v79Lrk1mJMPREcFwTCLasMscoK9/LJ58ApW9P0jK/zXuuXNaRT7MvHreIfDNMmEulzNDVXk/MsKd+KZmF6mZcHBTRdip6WkM4Y0jm6EyDQepDuAeySma1Xn6iY84y79xV5k/tLvq0AUUMOalE8Qib+y2hlwsN6WdOvMz0T1s/F+AEemRl2wusFarJ9cdCqOB7dOC3w/D2e1/vFTqy0Ltj5InMA6RfBOW7P6aOdZ6N4bhWLvL9/kpNfM359UhJ+etgIg9EP8BoGylQFlD9kmkHqfPHe5u/eqX6x1/kRN5T0uTy3zyWhkVflvtW3ae8MreqYiM3ibeQyZpvbiLuVuF2GzaKT7rVqDit7Zp5/b2ThwzeV9OlQ0uuKvP5XlU/s0brunUTuj4qcoQGA6Ux4WYEgOXTNLSlYPDqXZuHB6nUfFE3qVzvs9tquV1V1ufL8oBtqXh3QvONjuWIPkz+tENZDktyy4lG0gKyFZR1WlTkXorAVzlwyGoCrBa1YSHL+WDtrUun4h0oHXVPa5/KivlcWPnJT7Zwn47bV8oWjCSsQtXLjaqaqZprcMPOY8FATNpEE72KmKCdHUC24F3GbUrrz/K4Pshc8WbHuHTX8I6bRsHI1zhjm06cl3IrkYIENgZMZQArEmvlQ3jgJrAgJJJxW3Zmm7bNKJ/UvHXxTUfcr87tdlj/k+pIpA1t2zDHKjvKLQBdErYWoa6LkmYmQVZdat3te4dRh1WNuv9CnU323S8/3uaLsqbsvfPe6XLCNmGSGNSmoxYBGYSa7RgWlADECLYBowqzHAlYbHG46zSoLUn3cTILQQ98APMIv/Hfx+J8NRnrxX0Z6uQ0v7BTVxjKCLS3nbO7VK7ZM/mLt0yv2vr49/YvTWSu9JRtzKreX1uytbTh8sflUWywNQsLQAqsFREAC5iD5paJftCazxw3DD40nI4fnnJ/+cP7424NDr658Y4CybxZkkooEPYyBqMKnzNWNLHjhMcUR052y5oSJoQON2wPV00HRoI3wbDDtDi3/h8avXyt6rkeg79Xex+7MX/ZCa3C9AYQDeLevL2bJyVAe7ge6Kqo/LctX33ryiG3hnI0TXl064qklg8csHzBgcfcu8+67b/49N8+46Ybp19814/be8x4atbj/y9+O+2LnKyuOTDsZXl3VdlLSIQA8y09UOISpMqxdFuSMNCLVqj/aeHxB3vujckbcljPw+ur3H5ZPzLdKd9FNh/sFwMBHGHShLKl4Ost/PnZqV/rc2Zsnzvph4qoj725Jm3HItzijcF1uza6KxkO1TUcbm09GIuegYhCh9mCP5VMsb4Pp2JA+a8ys7l2n3dz783tGLes/cf2YabsmLjz29paMmaeDy4P5G4vO76msOVhXfaip8UQsngFzHFNdEGCKR1IqfpcBwQPTwrqAbSdof0WWn0hILj0SXf9B4IVugbf7Ro58YVXtseKpIsjhM6SQkQjDARXJXF6yW9mm6faE5YxY7pjlTVhuSXdqLFgHNYdgwxhy65GumJZWVLv1802P9nj9ypcW9wlV/MBYnepQTVfccCTA/qGScHalXDpzAFfNpxjOmJKeUB0iHa/AUoutGH6KCEQ0rXnNhOzBfyl45UHNv45hJ24WYF38PD2Nq4PB8+bAvHnEG//F/5LbQUfqTjb8+KlnQs+8V4ZYB5dbNefoxvBt4faILtxx3D+7jULO4R2GDcWvJVi3RrdV8+gwZZhGoGBTmpT+TWDqYNfIGy/Of84s2G7pDlN2GHGfGgvorPAGbwAu+llUrdhVw6EZdnqouBPaB9h8MAnYIv5u1J1p2DWn4LMnKr59WynZT8DGPLPwPZP2Kpphgg6KyBCnV3aJ1iI8zoRAy0WB++RrP4G1+mTs+ILceeNDS15otq83mrCCIjsVcACOAr6igR84E4pLxhV48g9z0RmF/qWc/LrxmwAqfAIezaZqAcUIAU05UxDchpOqfWXdsudLnr6rrM/lZd0vLeh1RfHYOytnPXEhZYnedAa2j/IHW89s2LDe5odLrslebiJGT7Zlr2rY+ELjq/dV9/t71QN/qux6afGImyo+Gt28D2hxEC6aCZLIwLqLbfYYpmNvIzVuB6uCL2jm7cma+WTGwM7FfToVdb+0cOxNNXPGxk/MsRqOUYyACoksI5KtRkMq+y4FFQNomqnJmQyuCgdL9LKBCwXvhFtWiv2b+o+GZw7rEOjxx9wBl5U8d1/N6smJ0A9WBMQtoKhBSfGr4IZ0McUmucSD/bQYbsmjqkFVDxlYQkwOtBoXj2VIlQebsjbHKg4SD0xWH+pUSLhrpF3wTTXYdOCEGIbsxp+qBm0Rt4Snhpw1p0f2zC2e0NPXr6Or25/zHrmhdubjjce/UurPcnIsuBTpBkSZ6V0Bqm4Cqhu0as6UfTvV//B1Zd3+WvvgX8oHdSp+o2/jjk+0imPcaDSzDJ19OFXVq0KR4L7ji7j1azdkVjSqoOcwzTxnEYAa0JWApgaZ2auI9qRMe0mOf4fP/zhEEIbbijr4kJhqACr0BL8kEva6CyfyinZkF24tr97XFDmjGgCkkEgixRCdawAS7K4ldrgxAI0kvEEeoMhKpyD4nKX49bJDF7Z/UvJKz/w+fyt+pFPNvFGS6yur5RScCUXlroSsZie0zIQWUA2vrrvkeBrILyiCxg1LnyGLKi9menuJXrGUmH1Z7cLxeU/e6u53SeELXS5smdaav41bOLBctNSM87NaTHHrzD8CPeJOmw5qbwVLmo4u2DN1wId33jT5ijvev7773HuGruj1JGOqj3+6a+KyI29tTZ2x37XwuG9FRta67PIdpQ1HLkqpCW6TwyrZdNh3hq0yjTjbnsBg0SBGUqzsTa0bX897+T73kMuyHr+ldu5TSsbXVksKq4FZVIPVzDZVxs1I5FnRBBfKH4vbKiv35xXvKCzfU1V9oLn5NBwashPu7eVwnyyZ96Qy5sawJGt1PJiZmOHxl23fdm7WplOf7nbMPxFclZH7Xbh8W1n9gaY2TCwuIsKkuA4/C/8P65UNy8AUtn8yHf/iQb6F4VQT6bLslHSfpAMtnIT5ipPy1jmZU4b73xvVcmyRWX+SNi3hMBNO5jPTV4OYiRTruNeIiywb1SGpqYqSrkJV1SxdzgLocn+OFpzWA+xKlVy5Vbve/37s3a/++ekF3byVWy0rH2qiqX4ZFJmhJpY/aBKHwVOkPJpi5zWNdE1PZ80JJpC1XqBEYbM25eKKV0KDrwy/2CXmXAvEFYSPndcUkCQdPrETjwMrocGAEEVo5cDDmGqHp67eX/bjO6kv3hue0l3bN9OqPsJWMxqMtpdsGDSUDhw+hbUOcTB5JwgtgC6wiMAAt6BvQLrcalfz9lX/OKN8+euRo4vNupMs7ZNYtcXNDsmrgSUb4rQo9m9ihxNWx2JO6JgGDTws9QLfgll1ma02uexwJPxjtGi3GjmrA3eZZwS+DicSblK6jqF6aGGIxPDjxTqyUBA3HNJ4fgCbqcH5MdrOqRW7m/1rG0IbEnUnqYNMaBfmiLtdTt0AoXTI8MihldALPc9Ssmi1/klUfsX4tYAKJdFVBhJhfCUzKJkhaJ2lea2oTbGtqf/kkeyR1+T3ubSo56W5/a8qfaFn6/KplncrpwN0ngbIScdfygSgaomwAU0GY1JtWu53JYsfyXm0Q02fP1586I913S+tGn17w4wn5IzVViSNlJnRCUiPSzM8ik7qQSKGZUvKPdyCxuOle6bbXuziGX5t4TP316x+MRr+1oqd5rY5DFPUr7cG9EiSe4r8ZA12M1PQoiA7JzDfKhkHFqV1uGb1kfjBz71vdE0Zd03um72at7xtnt/HlmCUwrAVzzRifsgxt0sZcAabY/MRJe5SwUPVbEPOZKsKRqSBmk7Cv+bS2MDTreNxMJlxHnpqxAC33LyBEKsJlwosTOb+kKOIwAVwV4WUAybTGfUt2Xfhu7cdL3d1vvpg/ZqJVnAdZlWHi4mZ0W2mYROA6gSus2YJmMpKX1uTfXXehyPD/TtXjrilZsaYhnNfaq2naUNjDIUR1Jl/71ZMh2oAR21WLN0CVGguYBtMCWs8uAOaBE7qLUiACJhjgI7glf8XQOXzMtjLEBNwlAk7NC7AVIIrYxtWCCDEjWS252XXYo0pzcwH5nfBdYAfD9nDhGhwMphmqSlMmNIxP5jwJqfi+bFh8eTMx+/PGnptxTN3tSx50sr52jJTNcsr60FJy5P0goSWFZW80YRNAQrCEWRjBKdphNheMeE3WMQVMmOYf7928VzL6a+K3hkSHnJN9tibCz8e0nZ8JsiZaXp5XhWbLbBOTsMs6bgCX9Fk0WSDxbVu0wjURs7tsi/8dMvzb68f//mel5edfu8H9+yT2SuCxRtqavZp0RQW6UN3QMYx6KxjHrw6j27GnNs1NsFhyZMm+RUeNxS2Im45tK1u+SuBcbcEBl9ZPPmhug2vqIWb2VaC0gsZCKpKUIcMazBkeAp8HFcGfyVBpKExhWuCP0HR8NQGg9WEPbwCmRcbTnDR9DgNNKeaLjK8FpcSc2ClqKomtBWfDcJbMv792B/YL3wc7oXbjAh3EErEMMm/243fY5CYmvCVZVtCc8RMT8x0KYodUmc12gznD9UbZ5RtmdHm/cG4CM3CDMA62VXdpWAJGHDCg0BJkzqSxa2ZxDlGhpm0mG/KBUYs04AdAARCvGEAtZCiBCsaT6079dHUb0d+dej1/MZDppHHhB0QFH6KYRWAB/vPqGzhy+opMBI2LMvQ1RRVTtMYHGaHczph589eWPqms/+1jue7R1wbweHImeJwJwTAgG8B7aIOMw4DkpRen5E8UgK3qnvV8/tLNr95ZuJdvpcfVHd/atUdh5ax54Yqonrk3PCwcUuwh6GfjiVn7k8ygGSymVcyJ449Ea2oU79wVq46JjecUVWXZgHFBdQJR1aNZ7A2nX+KaYewJcuvcTVScLBeyCRMK7wLsRPBeCT0HQ66XWLFP9CXzZbxL8NwgE2qsGBM02Umo/DfgLjwoCCrlHAZSgG812DiMtiqhScTeA120aFB4LcQp1y8JR0wgQlxCK8GK8WNLSGuv5STXzV+LaCCGrCHKneG4TyJ8LSgM1Yio/nI/KJX+mQNvi63d6fcQdeXThkc3z3bLDvMNq3MXBUpLfDEwYDiQTMOyAlDJw3LbcXOao7l+e8MyOpzRXXPjlX9ry14vmvVN1O0zE1W61nuCbGXW0BSXVHNwZCLRUAVbiVMRnLSsSRpcuWuvA1T7e8Na9g4XS84aEbhwsKVwVfTvtD31+yqhnfibvEiFjiMe2ChOksqcW+wQYKvAXRjmP3MWOkR/6b3vKsn1aUtMhoPW1qqCSKpwccCOc1RE9mSlGUY+RbrRCF/eDQ3Vy7uYTwnAtMsHDjVzV59GtbeJllpbVZ63IQo4AagqDwZRuzAAWLx7V5Z8cLxZRMosjmWqUB8ZcMl6TZVSTGVDCvmiPh/KNw6vfLUfOn8HksCvQ3IdE0yTTgHya/ToAPwmEVaDS4S9xtN7tqDKzxvPVa/aKoe2KhJJzQrzVCcYmc0CGAwYWh0u2YQHsgKYw6mv9J75vQa7JEEIIRMi7oXwf1hSf+pbOafROV/Y0CETD+zDXUoIVQRqoVbYj0VA/L4CoXdShOqS9W9QC8oJOy7rDiYGIWPRDKs4oP1y17LHHZzzpAbKt4a2rZ7hlGylzuIViBuBBUtbIA5JTIheAZIDGgyCCyuRqbPwywJXQQVYafiGbAI0eD23FnPux+5Pzy6S80XL8j2b8y206bhhPDHePKzXzMydQO4LrCKrfhcYJnt+R2CQ6gxR0vjmbrao/X1x5ubz7ZFU2OJdIltxeAkJW0KmIHIljcFJQW+qpRq0vxkYBzADNBSaWI48y3Oi/uXuCf2P/PwXXnTHk0cXaxX7ze1NMNwskMpZJh7YPCPsTQQKiYE4BfyOcwww79AR5GVA5gkiyfgsT8UjA7D115dcmkyvB8vnLlEslAKd8VnITAbZsgAoDISwH4OoMWaEdBoo9lZhZteuELcrsfsQupgBCEk/7jKv8OgORZrLXppMUgLY0pFM+J2rSVNa0k32hwWBkSCB35BwFwK3DhYZIgEvTcxVxyYB64OjbWQeUigsDz8Clp8vM5Ij6u54UT9haOtsdQESDCWIOlgQaopXXwnMDWpUIro9Y0bE5YHC83jn3lwKfRX9xj1p+u/+8D52APOt0bCn6OCJLUPd0LEBWgJUi6zHFzR/eB5uHMlkUG91rxa+eHKLdNTX+3jf3OoenCxVXsWiyjUGV8ngtXtU8QJ4Son14tZsgy0svocRpUCyQ0IyKFi+qKGt03zxA03XBpRlYAncppxDEZrKKJkMLgy94YERaPg0eyLogASCAn+KCAwwMCGyea14DqgF6LAAQxGlM+x6p3X4f2IK2D2eLd4hbFJUmpck2/GK0lsNgNs5kOYgDQy2JscPyuCSI4Ruplcr/Zn/w3Gr01KwoNBf0CvGNFmwxp2ZqBFi9ql0oNVG6bZn38wfdxtRTOfiJ1baVUdY0mJlcnoPPucUWOZ+qwGVBmwgdXFgjmtuM0s2VO3flrwme6hIbfXTBnesv2z+Pndlm6zdDtTsxhQdYOzAMKpwGaAbi4dI+HqMS3Fwbp+1RE7f6DBs14rO2q1Ypmh5JlaAp4fxDQAv5C7ZTBnUK24i2euccvaD1cj6SppqhfXZ+IcwzghMxGQWxzN1SdaKvcrzSct3cHkycg5AyphZIF7GlqOoWSZaqaeYG0uFINmkZoj6B5PWINIQT7gvNrZT0dNV3SgqS2hg38BMoHcMMcQRCyw0EnRrA5oCmrG/csovWF282GzC4fKtsbc5tEb0+MVx5U2u2HBxgV1PUhnglAa0OFJSOmW6SBxS9jYKYKvZ1p6nlyXVu/fijWyIud05YyhpmLmkyFcFgEbbgksPpGu4Tbo0wRx/3qMPRPoIosVp3Tiv7xPWmohsknE/bWMj9hMcyYUAIoNicIQwkZPi1TMD0KtQi3hs4K4xJ3gLuxQ0b7B7LEazlasfyf4UrcLc56QTi82Gk9AXWXDG1E9cT2sG+AuoDhYFBAIJn+CgZkq8BiOAvuM0xdh0EyoH4BNsiuFu6p3zcz9cmLF6vcU1xYWR1ku0yLa0TPmZlvAALXHEvMEX1zQSZcXphBXgy0mQuPR8IsoPEiefcHtK9gRQBokxAn44d4bbBasJ2MAQuFhO2Ay4HMz+AFXAzbXrkiprIiPuaKuTeVr3i5d827rma+tC7glWBOfwebDYDk8bojciIAKOw6xcWk8IAyv4OlEEgdmMkmAaKQAkyQxmENmzcDtiNv0hENE2wiljE/ig5wuwAk4TUAUGmECmcGuysBdv2KFoIziI8xwoTxwOdxawi6aEv/DKv8eAzcDS5o0owIwaDGAGX52z+FWYibXgvvr7FDGXhnwdcDyuYIBPCw3s5KfTa4mTRbWBTOcbHoMQy9oNLSeLFNYarwTtAMXZwgU84klEJEYwhghWaA7AZVWFOqDhcDSME3JrQPX4VwarriWLkVOxnI2N575qtH5jdpwkukpQCw+QjsnoJyITB+4ZQwpQx1YJkCHjI/TdC6Rvb36yPy6I/ON3F1Wi018MDktvxztM0NPAI+AB6cRA5kW/SbpUouwIjdWA6rJVD6V4SVGm/C8FBgm4kIvSCjbW1UzOMFNmSQc4nlJUyCNmGGNqidSDQifSa1ns09YYE5jki6IOUyO5O/CRNBKcA4FuJKxwd6K6AsNBR6ck8mVbX8P7dVPZoocRXyv+Op2Sfhtxq8FVAEYYseURZb4E9jjt1odpsgvjZbtz9z8dtbGN5p9a622VCaaAgUVr6r6NTZ5CWjMfvbK4PjUdjf0nyV6vI5fqTxRsnVm5ryXI0eXs20QjJdlNzXR1JdJxcBdKHaQEVolU5HDKtuaiyONGAZx6YkMrKWwXLnQfDUKlXabokZYBttiiWqOrgWZCwPzIdsMkUCUXNckSIAtKrpH1bESXCGALjg7C06sbJKApOsZwW148AowLFF7PH7+kN6Woks2FZ6H5dNMH6UKbiUDm2J1uS/C5G+mcUFiKEDMx+HVAPN4p+ifDjMNkKBdhvESMWezxUFLLWPGBNJjAmHEYQopptxas4xcXc+mLwvKwgiB3SjeU3psbqVzmdZ2nA4xmCDWiDaUuziq4dOtkGoFE7pNip016SfRSmp6SLIwgrLhi8tujUe7ZxmMfIYMKayqIQVkSEizWPqfAZX2mpIKS0pzk7Q4/4fjJ0BlBiNfSSpV0jMgNRFGHOwNymOE8C8zAquBtQ5y9wE3A4dVcTXlbKo7M0/N/M5qOmZaLsPySKozwfTpTMvMonFkpASXpZ/Nx2dTYieNIO6c38KQAG/GgLGwG9EzifrDDdkbI6V7qYe6g0UOIEa0mzB/PqvFbUVwV+JTsCBwlA2otEu0QMJ9Buh241mSMwOnUPfTSUr+iUeIuUV0zmOBw0FmQMig6rQOwhhBxkj4yBUIdRAhBdDrMlpT9KrDRtURqzU1mVWgsU+neAoSEfGT80kLArqgGPgpyBb4BBOymEIIOkuIJQmjE0xzxpxVNo3jrCbjdZwoMZgzKXbQk5neGFEBqIovYfhlE66qnxmC8FFwTbY5BEKDBOCy1CPOwO85koAKG5okK1AuMb1it0L8BJkmfEL2BDljQq/gBJgfpoYky0jIlZPPkpwTDMzeTyY+mV4nQlPQcf5LpEHxG+l+KJgNdvzgFobAYAIqIQTLnbSleD8mFpNMjDQ0xtLiqk3WMyzTxVRNA+8kRvIe8EXJ7+XApcBg4Hf6CSd4QNwnL0tMpdlRnWo8RW47AwMlGNvP0/I/Ge2Ait+p0biImDdoCq8GOwndgYBBDCBIEKd2AprchlN5/pUngZ/iHAiaPkoy8ZszALtqeGTDw+QD08+nwPy0wToJmRHBGDbxJmsXs/fzJP9ynmkimOShGMz2EHrEdeRFRDQ4Oe3syYob473hKTjbsOc0sDQsYraTz/jbjV+flAQJcLD1KODBYHaPYXLPxmjJgO+vxDMidUfVljN0OmMwAQEdfl7ErcALNNioDGuvxuySlMGiC8wv1ilZq67lmFZhrC79YsEhJeKxTDi1LiWebmgOU5RncLHhLRFNw7qWnVDDCXwpGAomNAZZ8QHGYpJHhtdoFEmJkMx2hl7LhEDboScAe4X9KrE2WOkMCzit2UweXQtJFTk4DMXQuNAWCPLIonjdL0mQ70xVz1WUsCHa+dLKN6e0BL4v3jat7Md3pKz1bNRnOmTdIXMb0icpbkkCM6WvA80h0cPN0zABCxlqFu4Cvw5ilNB9CTOo6EGVaSAwu6xcNI1MI+EzgLiKX1F9cdUj6wHDCIvgJwwBQCWgM58Lf+LR7Fb0rJq1penbN2wvPOT85OGmtKVm7VFB4rh5A/CWFWdCw71546YrxpsMmAZPDuAWrx5UJCd7xXFTjXFjIxHU2+DrBE09RzWyJWB5cukhjgJQGZMRDhAAVWideEChG/9n4ycDwYHf+SL1ioa73YITU8HKecOClkKXwFcwY4ABkQeoOA3FxvinkqLLaboOCgUtSvKPYLtfwmvSRhgqy4WFeyo4Afm+SOFhwABkywWrqgGP9YyEkop3cgvfxFo4NDiUdLwEiYxgivwGXGeNfRgMAwoPng77wk5pYnNU3CTMCgQGvIfAydPohB3BzWARGTvFKkiKK86+wcIXxCBtYtMoSAjjY7AFYAw8B9BJjs8GHT4MOpewZfQFYWrJ7ulVYC1o/bEudL5VQ8TBGA6Bs8U8smRCmYhnuvWoQ4syvVk4IvCGGQ2mSYoJL1lYw6QnxLui0f9psBuOj+3MgKCEfx83wEACkvgBb8PgTtD/2oL/SwZM6i8BVbhN8AEw+XLIVEKiZYpftkKMl2J62WYSgpSUaryfsAfPj6QEa0r5+cXA9YXEivhNMg0V/PKnTWtYefIbBnhIZzntwG9xEeqLIKaM34qFY1wK1iZoGJmK5FEToHqCOzLdRFAriA3uhxydgAo4SSIoXWTcGF8XQEj8w/PC7GAVwNTdbPRmJOtKuZr/ODn/OPi8SbBJTldyEvC9EHi4qpAuF3dw8VCiwQg38rDiCeEyGX5J88KUKXA86EUkL/jveg0nKjlAF/hQWAXITJKrwdDB49K8Cu6TsvoP84w/k1fgwHs0n2TCUWZGJ3WQAI+bxLMHwE2NmMPAvSUvKxYIN4Dlk3hYrHh8vIg38xl/s/GrAZXDpSUy4PbBLseAB2BwYmdFT3hVTCJ9wTDTTChYeM6wLmPAIkBcYKOhn04jDjV2W+w/AMX26HGPFAfXzgLoykpQopUJMuSFZYPPJCcB2GvgmgyX+bGoWEXDCpH1w6AADvF+OajG/HIsKCs5uBTMkw5Ql9LZ3FVzaI1nGr2bY/kHRTvcc5aabph2Tc/Q4abgTkgSxQJjVcDZYWoNsbcEp5AJGpmanKNJWboiEq8bziROLSqaOdb+1B2ZEx+IffOaVbSb1V0xG2m+FaZi4DowVTwqB2qDy7KNiBnhxip3Z/Fd0CXAAHSVAVXRsBd+pBbSTep2nHIQlDQ/5hbGGv6uhvdDPtoY9xNRAcgx7tDBSHLDEcW2tHrOE1ljbg8N6uwffVvxF0+r7q1WM3PnwLKZCM2tMuihQ4tlMIqb7LYPc49ZbUmJhH9IZO+yWnC1gB5z6RGsDnhxUFH9Mm4PqwY1oJT/BKjCWGPQPU1K/68UU3yclJb2DqoCnWyPGjE7LImmTFiFQiYSTh3mA7YGNw/dBmvmn5A6r4AZgA3DmNzXh2mDVwrYaxUYRk0GVgFBHUwNM5yyQQcOxI4WE18KqWMOBYNFADDTAlOEd0uXhZaFWAXMAyWHd8tsKV2kSrKDleqOJhyJuE2jWwBx5Q4oNJlmBTMGo4PBwBe+hZEJ3gwdUHYZgyTIijeie2KGD/cgUjlYc8zpZV2sS1wT8ByGGZIlV0Jxq1ZQsYIwYdwxoYHDcnjEVqtLYeaaAGDeMJcGNkjkbYnEECWoakFFY160qFXw0D7ChsKZxsxgZemu4Q5hjlkTpdB+cfCsAsE52ikOBmhEwqMlMFf4bJiJLckNMwYwBWnA6mBdfrnEv8MgmopaONwPYYYCBk1MhC32P8q05ExZ8XNTwAyIXgEwBSJ43u6hgqux5TKj3wxjCimlLv9iCLHnymJd6GbhIsyLYTdTaFkclAvvCfCIQA4xRRxYHQIVvgsD3F02vDGd3FqF0knAZnwqyKBCq9uC9BJ18IrQCPJCMj/GojFwKWIec52w6LyaqCqkkcRgHn6YCR8JZhtxUf55in4xNKgM3iCyscTVxJWBphRIU4d/yW1UVZyCReiFrEa9JLtwcqQAfBWN28CCYFGdeU2qwC/mjR4CM6HwRUFhsX16DG69uFsicTtw8lM/3VVSj9pRVsE8e4CpcOF4hWTlDLTG8GONZM6k+BNzlRwCjwHVUFLGw5Mm5X89Cf/747cAVOEQsMur5pFUjwJnCwRWzzOUHIMZLiElHlDVMEOsSV4GENKBr/AnHPAXKa+AwIids8wu2zANEEdMBywjbDfTGnUYUDlTnNzCmKekumIWuyNZ8ZSod2357k+bvesYRG3fP4ckwfPj4eyqFJSwTiLgZsD1jAFQ7VLFvortn2R+/kTtijdNzxarNcVUbZpugz1lTQiMAtCF6XyiwglLLvSQkTRaJTiUWWYi21Ry4BrK5Ycu7Pyk4u2BhUM753f9e2mfq2qe6xk7vBj8CIIiy964HpTNsAKqjmmJO0VAGwIE1zbbUDCyDD2sm0HN8uoWvI1kgyexqdacZpYfkUPbGs6urj67OlF+FA+uQnBplJnrRL4cyxBp0lB43Fs6aIFVfaBt72fV7w0rHnFDYfdLS3p3DPftnPv6w0rqJuuC3YxCu/CADhPkAIrBumZcLcCcKfxU/Ebd8Yaj8/NmPXvhqymWa5PVlm7E08z4OctyW5ZfluxSNI0KRmOE8ZOOscZLhJuSvh10VYR3/s8HVQ4zD+UklGrs6gmLwN1Zhithm/DTCIFoRxP2BOAc1AoSJZwAzIw4E4bIwZ1pdkURidxMJ+EGAYUz7oQnp7I7qAOAqmPwhD6IHJMt1WREDoJHLBcHD1Dx6NeS1SWVE9wO4qqHcGOS6o4b7oQJQ+yW2HrXI8sOJS7SR0Whrbhz+na8QzDoJJEXiW8UcuajwRLhX9z1lDRPxPLFMNuqBzwMs8GNH92tw3gZXgWPRrvJ7Bg97lUT7BGji51vEy9CXCldfsMA/rmZpQXkIKASwsWUiiwBfEQUFwn3VGRow11meYPoh44ZkEkXtDiUGl/No3YVnTvQyQEuCzdX1ehp6Yo/aTSJFgzCM9HJUANs1AcPBvwYTgY4B3clhdj800L/SwcUGYJKQOVoB1Sh7MRUlqboKvhrUIPHw5gNb55qwgH+Sm9PYB7t8s+jHS0EQmDQMYIEAlPNgGT645o7wbIWMhKSMwoPTDy4nRBI+Bu8CENujPFobDem6B6JpyZ7wJZkBR8kvVbUQDTuiic8cTUQ1wOK0DUhlrgImaIIwEKuBNVrPxpINBXRoTgByhjeiS9NZFvxbNEYXCipgKVfjnbEAoYxHQnX/xlQMV2QeWdyERkpaT82Dj/pydBPbcHwcisBkxkP0RQkEYu2gsQUWikAVcRdeHa1zwBdkAiKqhkAH4WroNOtF1EZmFCSOcECfyYxSXBNTrhQRtbS0GKDZPN1mPqE7m2RM5qUjIQFVg0OIWwmtUa8QWUUGkOYFNwhXfyfH//Xj18LqBAIVgWACzCGIDKqadcwZZlsltEaNltDaiwIQFWtMHgfGA2XoTW9KbixKmVpS+5WwgxUOupkrxBMJTct7LrlMCyAhI35TZQ8aGmWqufJaggeEtw+xXJJ9fsSx2bVfTwq+MRdpbPHS/4NZmsGrR45YMiSw6aaqWieuJKuGTZCAr666Yzs31j/zZt5E3oEBlybM/L2hmVTjIqDppKhq3aqAe6EwTcw1myhZslwIlWRxJaxDiw2AA+P5pJCO+rWvlU48aGCPpdXPPSX6j4dKh+7t+qTJyNp35gJmOlgQglEE4GEBC8ZphliTZgxef85ppUnBnTYpbSejdcfiJduVXK+171r1LOLEvtnxjd/kFgxpfXzp0teGZI1bUzzmaUmPGmCOpvNUlj1oM4ibphaPJrPaklXg9sa106rmNirrF/nyu5XVvXscH7kbeVvPVy/Y5ZWfJhdgSCjsOCYYcXO6jTGQ4RaAo0SrkTW9gvrPyh5fWh46K2FD9/ZvHCSmrvZkk5Z+jmeV2U6VSldjabygwJExRDGmnZBBBK5CyV2sn8l76PCCGxIJAFV2COxpZocgD0DL7KU0JtQnCpMnij5gM4YCbcm6uFEHQsMB5aSXSl4NbBgPcwD/mSXkuBxuQZ3juGIiPwOOgrUOqA1XAqGQ2HOxL4UVRH8F+yblkhIRVQkCjHKEgCgSoZHMXlqgg4JYdYx1zo5J2IqxPjZ7OIXEf5iNhxNXpCmFl9NV4ZlvrLlVzCS+2qQPXh4MCsGt70ZbIRpiIAM4YmS+wXg5rAmwlzyJyCcDJ1bUCqtWNIG0XDTkAnnnlU3eJsItcG0YaLAX1WXbvjgiCsa5tMOR1yFC05SyxJSUd0I7fhpwGFlQO/nhh7Csid8BmNFbkyarLpk3QWf3gJHhFsPegE6K2zx7zhERJRxFA7KLRZFBEJgYZhNKdIGQZUaUs1WG6OmAFRqnIP4gbWAmOE6yXXk1QTwJAdep/DAcEM9XYxvmwFuJVo8mYr9FiC0jMPjbaSD9FChLOJODKbJ/ASoIheS9WBaCGRFZbUbhVbWfRHVHTHcUZItn0zejy8l8HCQwiblCjLM5hVaTET+cf8mKE67NDK3UcCz6GOafPb2mfl5JB/qp+cSWkwmBDcdb3aLvTA8pttsONMS3FifujQS2qg3pfDNcRH1hShKYVEiGCbVA2LhIoJ8C97AlBFSgWRsg46pX5Nd4KCKFdKY0eaHc8/sAcywIMeYn6TL3p5kzvv5yeOkSwpghkhDsMWzYPZg8HV3i+5qFZtZKvuhCkuVdEXwkyEEZlEl417/6QAV5kaC3y0EqH1acd+wI3D/mz1WC3Q+x+SJYwESWwPulN1sPBlPWRn+YnzG5H7Fa95QcvfRbmL2EzArMG2g9mmalqob8I1SzbY0zqAKGu5LyD6QPl30/lCrDzdt+7DmlZ7VA68p7Xl5wRN31a5/x6g6KerABODpmbriTchpMe2cbqUCFayGw4p9dc0X40vH3Hl+4PUl3TuGencqnj5GDW9mQyxGmzFww8JOSZmmEk7WoRIqIPqa29TB97nJal44Lad/Uz3r2eLH7i3tf3VZ979XDu5YMuGB0uUvxrK3m7EMPZoqxzMYE45n8rSAGBwIij7wTINT1Xom0XRcrTuoFu2Qnd/GDn3Zun5ay8KJbdNHtb7ao/HxW6uHX1015Oq6odc2DLy2sPsVgbF31G//wKg/YMAHhS4lMICCWZaRBXqhqm69MVX17Kyd92bW8HtLenSu73V1df9ry8fd3fD5U5LtGz2WLgra2g09xM6IZxjJzlZgMzQZGWr+1orFE3LG3Fk28Mbyvtdl97km/43B0fTFVvyYZaVhLVSNjUaFWaHgkqpTUpP2RWgICWmAXa1hAqDAv0ZMk9fEM0qU+HZ+KtLzuDGZHMxcZSIStRTGGkpI/cfTCa+IEII/uZp0K2kBgX8+cCbgBPw2+HDC9aSjTygFtScRhACLwa8OAOeY2Y8nxf3A/WrD28Jsh8myKxgCFqUYmAS4gKTq4mqYVTgKoFxw1BIeHZTlJ2rcDqu4PdgmDKILrIwLrqHGLXYWq9AHIjmAhOOd+BQYj5NfzeRzfJ2bHXBgQPEKrAmeDiaJZB/riHsWM8Y9cmJee5Sb00g0Bc03fjZkPw9YIloloXeGF8ZX0At2DIeYiUbn4j7xCMmn+NmWyVR8nlbLDFgwA3YmwSypbWlMxzOF74JJbk0xYumWCVfVKbjL7wyoyQHJxD0nB1+hsGHgGb1G1WnJvqHp6NKYb7PVdI4OmWw3E/T2OA98vzDc7QvafrXk4OpTnIQ/R9cWE+uge6czUUtPOOgyAk4ghJRnMGzA20/mvv2zyUkWcquz1bBwMzJYVZ9w6k1nWwq2teX9aF48w/XCt+MrhCzhmlwC/uRaC9gghnFAR+hYYwk8bN1n+lTLpxrQILEWPz3Fz+PfH0dgDwceBwtHZSFdSCqLUbg/a/4LKU89WDRvghzeyvdopJKmGTb1TE1jlxtJTe6h4iJiWsTGEPxvMjASTbgEAW75UQsE2mGIdEKetYU7x4scVHYgbsLgdoMI8yQ1NPkTwi+QFa/znlmAZBoQXdbdQXlVLB8doZ8dADHJ4qkFrBJZxdr9ZuNXA6rmkw1/TPgKDJJA8hJszCECTVDaoC4zrCQcCxpuq2xP9MePSl4bkPvIHd7B12W+0LPlh0+N8mOmyoRbDTKHh9cgAXZ2ZxXbcqAwzDRh4q4DIggRl4Mbq5e8VPZsl+oBnWu6XVba87Lsx++o/PYNo/IYaBeImK5iXXN4chBMleWyjAyram9i/+el7w8rGHVzSa8OhT2uzBnYuXJy/8jOGUb1UeF6CqVKWo0kQiRXnSAh4o0aruPgSdTnD8T2zCh5Z1jJqFvP9+1c0rtD9tCrKl7v1bL1/VjBLroaGuAzmYUEkxS25IDR6jR5nJzfupiquNY3bfqw7svnGz4ac2Hq0AuT+jQ80/Xi+AcuPnJn/bBrqwZcWtHjjxUP/Vt1tz819ri0uetlFXf/NX/ITc2rppiFO6ldMH9tbjMCYcLtBS0zU649Xbt/Xv6nT2aOezC/17WVva4q6d2p9PmuzevfUTN/MGM2UBDJ8qqmwCSh5GyPIKSZZrT+hHxyccXMx/Ieu7Wo75VFvTuE+3fOe75Hw/ppWsUeS8/gwXYyy23FFEFqBdtlyelPxiU5Y5h5xkgDGPzXrxPTJCKKL0p6FcQeEXNLxutE6ix0gzsFIoOGlVos1qIqwpMDanJzF7aJZAigqAt9NgwPLAsG1LhdtZKLTjT6ie0mB/6URfobZgmPkwR4OoVhUw1rOrOgAc/Ca3ElEulx2cblBoVvBabCuoXphVDnhaUQ5gmqC5Yt0jvxvTBMzC5hzzaF5/5aBmyx8ABanVZ9Ch8Nz4L3wF6wTt+rg7PzuI9kAICGAO4gq7Zgd3gnmPMAXhd5qoBkpjhxa5ZlPCy4wuuwZSr9YLFkNEncPhAkmE6w1ZSqFuwxK45YbSInHIYJ+gjrRnUQE5K0X0lzlnSy+fjCdTOgd041kqZDbeGV4uYLDsm275XsH61Eqmk6TTwdLdo/L/S/bmCtk/4o9zXZcUywgaQkCFqpeiLeLblzJrneHFW5/kOzaA93iHhsEQaFn9sl3Mr56WrUBTGEXwHpSiYwcjaw3HAua88kcnYrOXvN6lN0eeMZ7CpgeTUD76TjRTTFEkMS8P524yPErJ3oCOFkIa/DajgjpX2dOevpgs+fsk6vthrOCcqVXHexEJAo8Mik1yVIGzWI+U0uI2IzEhl8hES60XRSbT6l408WjQj5/+kRxGr+YojcKL5O8HZTtnmr4lMxpxHclv/2aGe3DuVvDFcCmywDkunAc3EvXxcNy5gCwkxm6gg+KDQXk8O6CTAJAWYqs+RAWRyQdiO8Tw/utGpPWxEbY2C4W3bWxB3SteVGDHc9xZwnJTA5+XBhwTgZwsFUCLzEeyC9taesmpOQZxNTp8BoYwXBZoQE8ik41QB1cRv/yQDVhA1Vw7IaUhhhgzkAmmZYqo0dLiwPc5pJx0DhQwDahG9dw+rJFc91Ke7VoabvVVk9L/GPv6116/tm+UFOjQLQZYxbdGgUeXdaiDk4WAn4RklzU308cXpZ9cwnC8bcUdCrY2H3S4sGXlnz4kP1qye3etebLam65pRVuwyBYH/gTPYGigflzF0X179fPblP/sCOxd3+XtLj0sIxN52fOU46tciqOSYE2s3McpXbaSa+SwYrFG0QGA0TCMHWmpmW6oxkb234/p3aF3uV9ruqottlZT0uKxl3c+XccS2nvzRrDnOnlilIkEWnoPlOw2DZKKgAJweKV3uiedfnpZP7lwy4pqbLJXX3/6nuvv/R8MCfGh/6W/2Df62+/0+VD/yP8gf+WN71z+f7XdYw4vrmx+9unND9wvSx8V0zzLIDtL/crMINc4MZ5lvP3tH23bTzr/TNH3RVfs9LivtdVjyyU9kbfRq3f6RX7KPfYIXZkDNBcYT/waQtBlJClpkD4yKXH27c8UX51MG5gzqX9vhrdc+/lA6/qvT9ERf3zDGL9zPhmWflu3V8qcIeUmztK7aadI3nKwn9/3fMSIZ06E0KPf+lnPxvDYg4LgLJSQoPORYYLiaQykPDx2ePuhsC2/IOLWrJ28OVijlEx0cb17G9ToN0VexOOXUdVIxOEjebk3QVKAI4IVQwOqKpQYX9IzHEQToKEAgqCm4nuqvQREJ7RVQwxv5BmhGSWY3OM61qy/YdPPXFnrTZpU2HJd0hNJzbqyb7NwHVaMEFnnlU1ZvQPQmTBfu0TbgHSoWDNc2mk0URAO9mR6v9h6Ltc+rSv1UvnKZwwnaICG2yVxFdK5B6oDJrclhXKgZ4hojLkYXgDQRU3gBUCaYZ9CvKoqyY6W2xvPiJieXmLp1vGCP4lyH1Ymr9iVWFi96oWfOx7NtOagI6y34guENcE9PiY1FWElxp+gVscFB9MLe8GRhBK2g0p8bOrK2b92bBlHH137xngZYpadAFvvM/rPW/bkBlwGgl5vRiuSXDD6eHIUEwANVmaWmWZm9L+To4adjpwXcWz55oZf3Izo6GXTfsGnUZ3JphCXhdgAqGTNu5BZYSj++WGWNk0xVmPMVcmPN45r6sNdOC81+pP7HGbMwQM5kO4Ek20yekQQYkljIDZmR4Jsz8guxBzIAKTlYGUvAACXaj5lDDzk9Sn70/8FQX88eZRAuICq9Af5GSTIpDugCQgPsLwyvpbhbZM87sxNDqTtSdWZa/9o3qvbONsuMMz3IRf0KmJKDSgRa/EFBBlYDZPgOWkHcuJJbQ5bdibsP/Y8V7Y0I9OlS8PkjJ2WJaePBUSbWrsOE0C0Ee38bwEmQMjyBMtwxZBaZ6xKY7I96y5pJMhxlNM907Gpd/Urnw7djZtVbdKZAb0/SoJk+naH9AbroJ6kMs9LCaSMRsVWbbUAVY3YuvwL1FPS2eHwu//xgj4tnKnFNiKg8z5hGtSQbDJaOmJL2C/1yASsbHhlvZViJgtmXAnJGtaHZdyZA1u2S4mToE6Wk6HUtfWfPFuJJHbirpcVlV9yvqh95Q9Pz9JcsmKjk/mNF0VgVg6k3As0eNw+sXaf2w3UqIKb5WAFRRLdkj7fi8bvKA4v5XlffpVNSnU86oG0o+GBzfPd0q20vxIgNyJlg1DLKWaUk5Vo1bObOlafaU8nEPFPW8rKT7X8r6X1757F0XVzyvh9eZiVSYAJ5JHgcbcMFLELUTGSYUDGYOljHCrh/c/ABjajkX93xXtviFnPH3FPfpVN2rU0W/q0sev7t+8XN6YK2l2DQ4giaD0pQqcgvIsUOXbTqW0wTFo900Lhxr3P1p3qRued0urb3/L01d/tzU/a9N/S9vHHlt3Zib6x+9u+nZ7hdf7Fc/dWjdJ2MbvprYvOnd6JG5Cdc3avFus5Xn5RoK5pbbfubFU5JrbdPc5xoevqOxR8f6bn873/fvpU9cVzZzcCRlrnXhKO9fz2Ev0EiIJz+AHMAzY3a0CBs22lT31osr3y1+rkd2v44F3S8p63dZ1aPXN84crdtW8Zga4G4SvRg5BMXJNLAi8QCQlRs8IBmw2j/bVsg990jao7JA1l8DqMAMbiXqbpmqAl2isaC3x7QXfKPHqDkVO7smOOuZA6/0K9k0XT9/kqSeO4L0VukMAZzgYGlYCJdBqpTsOgaEYKgDlIIn4iWYFgGs0tWArAckI5jQedSrwrPBxc4WIZnpOQQeDPpzIhcXbh88RSskqc6C8p3r97w7/qMHn1nYb3/e8kbTRo8WpgcugsE6LqaEwMSQDvOhJMMZ10H4RMoSvp1+MK4mIsZqhlF9SDmzsujzZ44929U3/7nW0BYBupiTELcwCPZeRWICIObEYBhNuA4grBhssQSMF80imPTHwW/HV7QCU+FBemOGp9lwtxkw35xkUUiG+XTplUcaD8wPvDXq3NA7814YFj+0HC4mMzkx/4ITkwfgFz1gMGgMTBLmUvLpEnFalFM7TAv34DGrD0UOfFn29pjQgNv8fW+tmfeyVSSOHKa3QTf9dxvEG4gxbx6cSdZ9GKIABkYWck6wl1NXl7/S2z2kc8Xsx82cTVaUGgd1Y6ckZlZnqhpzXuRkqwdMbIxiCfsOtpowwFfckuXU1AwzbrOirhbbhhOvD9/56L2Z375v1KcSk2QYFvB1GAcBTjDuKtlVHJ81/HEjIOkhBRYPWgZzyowEyDOmLkOr3Vu15/2MKQ/mTOlu7p5h1RynzEDLcBHGGEiyDcb24Z6yB6es+eMi05W6Q1/WF8vZ6Z7z9L5RN/o+Gq35tzGHH2rLqAbZnkA+gigHfyfeiEmDlAojwJCyYMlsDeu3MrfXfDQuq1/HyrcGGYU/WOwcDubhYUBOF9knrdAUgX8wC4oIMXL1KQA0RKyGxxK4MF1W6znz2IriyaNdz/a7sPFTs+QQvtQEIdAYsCXjFMdLMArFz0LqRAYAMwdBbtgjAjZcU5wauWnAanaV7Jx34Pnehyb0rt4138K0gxpCi2E5AboKcZ2TRmeJCigyp/6DqPyK8asBFVYVgKeFebYAjBeojc6O57RrDNiCrKWZlfsjez+peL1n2eCODX0ure91aUn/TtWTB0T2zlWrTsGuwVIwvRu4a3p00y4rqXIsTWTbh4gH7Mnnk3J31a99u3xC14pel9c8+JeqnpeVjb65ds74hGO12XBC+PWsX2a2uplpWrncgai3JQ6uaJgyunHg7Q1dO5Q/9Jfc/pcUT+nSvP1to3QbWLNieCR4/fBlmRIcEhLMAlaN5gmGw8lmFJEUM3rWqN6bOPh57XuDCx+5KW9gp7yBV+WOvLHk5X7N6z/Uc/dYrekGCC8PnPHHGbv305Vh6ixwmk4A+7vqcNwzrIZjyonF598blTvk5qoBNzYOv+3iY/c1Te7bNPvRxrWvtO75VElZqfl/0Ar3q7XH5aazUmuqHLVpcQcQmmCQyDBi57jL1XRaObOk9KNHCkfcVtPjmrqunSpAMp65u2HVBCl3rSmB5cHJ9ltyvhXP51kWsZCW8LIzH7Py3GbzaenM8gvTH69+5N7qnh0ruv29aGDH/BcfqPl+sp69ieeatSfNJ5c4qV3C9GOISKxQuZ9l4DcesHGYMU23a4pd6CGWJltnNhCryM2SI20/flr8Wl/3iM6ux28vX/xiIrDDasWEMwnOAhUjd0knz4X6YRVYjkJ7ygiPRveC4T78AooKM8HNoSRR9evAWuC3GSCWsAUSDyQQiax4A8+GZOORZIBUcyek9LScrz/a/PTIWV26Tbv5mdXDd+UubdTSYXdYIgUTYDCuzqbnoCOwdOD+LL7KkOVziUQaZJ7bsXFYn1xLLYCt14t3tG575/wbvbKGdXKNujbri3HMXY+6xP2HTTULH1EU7o9SOPFxAjyMAgbD4Krm4nnmhisqZzS1nG5uOCG3kRUxr5i7v8IMyWxWroFPJEk66xqdet72pjWvFT37oH/gVcFRNzfMfMZwrrciNp3I4YM8Rwxvq+FIWB4GnCMwlGEmRihZmhqKK7645tFMn2HYTSXVKN4eXfda5cQHsgd1KBx9Y9NHY9VTK62LNlHQjEX8/1Bm/v8ajIViHZOFACJCzgI/yAyMTKkll2mpq2pevyV77L9VLRpm5n/PLSq8AQ6DnG1pOZaWDeGRVIeqkm2I2WMBgs4W7WGVoSy/ZnpkM11Xz1mRc61pq1PeGLD7idtD30016k4mdwT5E5MPFxayBPFj10yvJruA2fAcDCVLj4fVtoCp5olO+mAAcI5dRt2B+j3TvK89UPjaQ9auT6zq45aZTfQCncVDgRmoLklx6tx9D5oxL3tqQmZicBVEArnijxXsss95bNfoTp5Ph2qhDbRs8EDMAOg1y7eI3H4j6sYQsX0IZ0AkATigjLrq0uQMQ4FU20zVYcbSjMCG0g9G+ft1Kn97qJy9CVZF1R0JyaHB+wREtSWPvgfCwe4xcV1i+kJQbJrwODYW+BpuybDDQ2XV4skFRa/3cT5334UN71lF+0QX3xD3CgmigEO7LmN4gDIsVpSyRWqLy4Tnw4AicylYg5uknhFnyd5Zh5+59+RTd9dtm2HVneXJwfCaQHBJPrgpLmxjBgsumEKFRfwPcvIrxq8EVBopRfUpMEbg4NzNIvWASwd0tOCWSWla9ubKryfnTXigbFCnmt6XVfb8e9nD19V+Njp2cqHVeI49hgxQb9BncBAn+KAJp9aEm9juFpActaRHz66qnvFU+eMPlPbqWN7172UDO5ZNfKBxzSuKd63VdJZb0NyUAvVzMO4Ehg5Iy97VtGF66SuDywbcUNcNmHFZycPXNXzycNvxmaB73Bo0eCaaxow7pkpqCZ/MQ0i8IHeKHmAeYzxDwzWB03VHGw/NKp4Kz7hzZc+O+b065Dxyc/WMcW0n5uvVR6ghJhv+KSJECemk3yOSBvmLzKClKHMEg3Ow50PprsZjX1ZteDey7RPp4Fz59CLZtSpRuDFSuzPafFiKnoOCYVrEkR35ppVjmFk85hA0hRmAoFqgDnar8UTi0Dzfsw95enTK73Vt3oDrq17rG/nhHTV/kyWfFSnN0LSQKWWZkbDZRjbNbWzcQCzFKt3dvG160Wv9i4fdWN23c0WPy0sHdWp4a1Dz/s8SNfsZmoPXgnv457Umu/zHX/6/G2AhgFIosGCdgNI4noW7AHrm7otLJxc/1zWjzyWuR66pX/RUzLZCu3BWmEUAasiIeBXZoUC9NacEOGQmYZi7ifBH6UyIDQVGYlngwS6AwpOjSwedFNtF3HNNUIF1WAFKeIBpmbgrYBjQHZJm+apiJ7bZZ09aMaz3x7f3mH7rG5vGH8xZUdx8OCalc19T8aoJh5KwA79NLUtNeNVYBhsv63ZYAVbpUOCDZiKLQRTwOchecHPtyknFrzwUGnJ53tjrmr58sjV1hVR/wkw4cCeJhEfBDbMZPT1j0SQPjoIX/420niuv2+8r2XQ4e+X64LwVzs9nHH3j7c1Pz9n5irdsC1MZGWRzYU40GHF42DxeI2SAGIEztaVL7m8rFj2b/+id+T2vLH/q3pavJ+uB762Gk/gX3CPmEur+hMpCNTAMLo3k53ErwBg9y9DCrI02vAZck1ha3PvN+UXPlT51b06vywofu6Vt5QuWe41Vf5KojyXAQvy+gKqyHkEF5+aJQGLXgA49RrZlFltqpaXVWLYt9a/3yB3bsWnZUwx68Q3JM45yLTOTxxwZAe6A8GRQERsQzhyL4CFUQFyyf3jtdjOeDscoYvvWPrXfofE3Z294w7h4DhMOC8l+HYzq4afIItZxV04aTJ5Ow7pMVnnByTPzof7i3jI56k5F9s3KfGtQ2VtDrQOLrIvp4r9ZlFuKRJCQJtqSEF+ZxEsaZ8D+QJEhtEYgVrwnY+7jO8Zc7fp0mBbayM0RmFzQKRnf7jVIK5k4ydzJ5E45CSibELXI6aGyH0/7lp8LrkgJrUgJLrN5l6Tt//i75x748u4/bpzQNfXIF7aiDady15zOWpWSuSbFvSIU/j4eTcfTKRqbXcdNb4Kl0rCxbhYa4OuA0KCAqhOkzWpKsY4vKH2jt3vSvY0/vmdVHiRrl8JM5wTaMfoCzxKq5MKSGRDdRMiM+/SYXZMyuAoiAmSKCh+OmK1s/2fHnrvzxJN31P34GXMR4nxAlvNKcPwyVcMnm2zZzb6z3POGR/5bGrRfD6g+RfYoTAUSlBkGC4jCskXM1CklbXnt4gmBJ+7y9rsyr3+nosFXFz/7QPWySbL/GzN2BsCpaew4CJ0nXSKDwEJy80nXYYk8ZuSsVry59fCn1e8NLB/QqaLL30u7XFox8paaD0Ze2PWhVLGTdTUMkSdnBFYYU5yutR2PelY3fzWxYvy9hT07lnS/srjvVQVP3Vu3ZILl/MZqS8EiiRJYyJ9QCREzgXciyy7F8CpmQBOlwQqkDW+wAmbDycZDX+ZOHpzZ/drCHteWPt2tdukLmn251XZct+xwpJhnS9OJq4ndPhCrZORE7EbgIoruFosHTurUpfRo47HohcNgG5blEYVcbEGgWl7JdEo6aKbIUoOIQLhhASHfEHQ2/GNSOKkxSFZbihL+oXjJy6lP3p/+6N2ln4yNHZ9r1e6zpBRTSQcpYScNIAErGVgYx6RN3W61HNf937aunlL29AP5va4o6dWhuF+n4nF31H3xqHpyMUBanLjODKB/CWr+L4aHe70y6C1cSbYg4FRcOBexf1c5++nc4deF+l8Rmnh/xdpXtewNLMA1IXWYc5p7WARVJsODd6Uy3VRsfmMkDRN3PcNmwhNvSmuoO1leuq8of3tD0xnFwop7YJKg5/Th4vSMoWlM+aGFYpyZHokVjutOb9WOpWnTRy3pe+97N4z8stvMXS+5SjYAwmFBDJnnR6qKT5ZciuTWNLZyVPAKfB0FTjMbmIg67BzwAx7BBifj4smI7auyOWNDj94QGnp1wYvdGte+aYV/pCvM03VceIo2zdEkpzfFU6qbjhbW7gmWb83I/e64f8ku++zvz05fePj1aT8+/dS3wweu6P3gwvuvn37dFa/+rdv023aFvmLBhuVUrHRFT9OYLArumGOaBYYZVquOxA5/WT1tuH/4Nf5h15a/MSS+Y4ZVdpDBTxG1Fs3nOKv/XhWTYPyTCTXt0Qs/20eDflUdiR9eWPv+mLzht4SH3FD46oDmLR9ZhTsoqDpYtdiEEyG733MQUH0qM7cZPGiOng0UfHfSv+hI1tJjuWuOh78+Hdp4ZPNnXz/a/YsHr/7+jeFnj885G1xxJmv52eylZ8JLzvgXZxVubGk7S5JEFg6WgCdytu/K01DkWlYRcc7IZitQNc90bfNMGXT6sTsqMBvwukCRAclJeMZPYCEDHg6yN7hZuocNujW7pGfUt57ML/4xlL0+VLQlWLw1VLDN7/j62JqpS5966Nunuju+eTfsXxcu3Ros3BAu3BjK25hXuq2u6biMO6EhJXyKyD9+JuVfHH1YfCh//qQzY+/M/Xi8FdrDJBVD1LvreJvgCjDgyQE/j0Fsj2b5I5Y/q/XQV8fem7Bk6KTVI1/8dvQLXw+f8s3I1+YN79O7w41/+0Pvvh0mzX/4ha1PPrZu+LPrhr34zbAXF/ZfuPXF0qYj+FIWVsk8qE7D5IOnynAGAA1JRogBn6GQxSCnv73w3iOZU/pE982wGk8KhaU7IUYOH8SA3RMbHJgxdrHgidEqJArqwwnHe/ARXBaGwtlwZF7ayz3PTujevHuB1QK7J7Sec16MYVjZsg6XySvrdsV0AIO4nfdPovIrxq8P+XL2k5TfADLBdoP4RFPVqsPKgXlNbwzPG3JT1sCrM4dfF3zk5vCLPRs3fmiWHeJBzXqGrNoUw6HrECbub+E6IkaRrctZkgKi57Aq9sZ3vFfw0t1Fgy6p7v3Xsl5/LX7kpgufP6adWmI1HNMMhwYASCZMcqPbp0fTLOWcUr21ZvPLWU/cWNTzkpo+HcsHXVf4TJf6b94w8ncwng6aAxYZY6Yrc3ZUj8FMFqHwNJpwBJOVtSB3hDFG6hSbWXukbsunwef6Zz3Xv2k9HmG3FTmpyudkPQMQmIja2LqIHxEp2lAP+uhEU7LyJCGFmCYzKhUPz90FyQVqQgjAlMnfxaFO5PJiW8tgBjzciGTfY+YQJUEF8oRHYK6v3Wo+J2f94P3mNceyiZJ3rRlPtUyHKdsouHqItSs8roAxTAO4wmhBunV+n7T3k/wJD+T2vqyif8eiYdfkPnV37ZJJZnATr8mUUei2qLz8pyX+1w7MG+tVwLTMQMIEODmM80eUYwsL3xzoHHBlaGTnkqk92vZ+YlYf5EkJIs9eFz0oDGgdpxTWKof2wgDVy4jFUlvbzjZHzjRGTle3HM+t3m3LXXfItXjj8Y8XbH557vcTTwRXNRj2uOVLGG5ZHE4neL3biNn1mNjaZwDcq2iuC3Lq6ZIN721/ofsX9z74xV1PfT18xYlpeRf2gsEwDozl04JYMinq0IDuRiYjhKBuOmkQA/Us78GlYG2zTJ3H5OkVB6XDswrf7eN6+ErfuOsK3ujXumuGWX6M9pfRdeY66qYvbjrz6nfvdc9bcfLd6XteeHHTuLGrBg5a0KXnjDt7fHZ7v1n3DJp7/8A59w+c++Cwhd0fWdz78QW931o9Oj1/rcZYnE3TzpmGTQSKQ1Y0ZEUCWsmRi5unF03oltvnioLRNxV/Oqrp3GIWisBvlvzsFMHGWG4dYgaaC2amsLmPIXmVRAY4B+NGDAgRD4zivZGtn5U+27O4R6fzo+8u/Whs08mlVmMKJN80M012QrZZcrpIrvl9WRrUE/rOIhbY6KzSjZ989+iQ2fc+MO+u+5bc+9CyB/ot7tXntftvuO/Sf/vL/3V99w4D339gwOwH+y28v9+ie/rNunXUF7d/ue2ZYOlmmdyU4WsGLbDomATNJ8kZZfUHC+r3V7Qdr246Vlt/rL7qVN6BZeuf7Llq+G0pK6bU5e++cOFo/YUDtRcPVTcfPn/hUFPTKdaHxEQGU9xJ2dCdcEXq4kePBRbM3vz0lOVDJn/78CvfjXlt3ROvLh/3yNSuN9375zvu/vPTr3SZumzUlHWPvLJu1NTvxk5d+cjsLS+eDK68mABBD1oaXDFnJHq2vulIfdPBprbDzS1HWxtONbo2+r54fv/Ie9LffKwpZXNr9cnmiyebW041t51rvniqrfGUErUxEh5nU3GYPt3wypbvouVyNuz6eOekwZ/dP2TuQ0MX9Bi84KFRi3qM+azXTQ92+B//9f++5t6/9v+gV//lAx6cf3+vBfcNmnf/4E/vfPe7RzMb9hPDVNHAKOKg1ZKcpuKQoueaGo/V1B+ubThW13iq/sLpCwX7LxxYkjH1kZ3P9PJ9905teOOF2gN1jYfOXzxU3nio8uLhxrZT4vwZP2PXEQAqnjEElYRoyXFHa+PZlgsnmpuPN7Uda2k61lZ1JH/nnL0v9v/hqR45m2e1VZxqaTzdFDnTHE9rbEutbzodjdhFHoDXiolUdlKQ/1SAmoxgqJmQVDXuZEv3qEvN3VO5+s2S53rW9L+hsnun/D4d88bddv6Lx1uPL9HKj1KAePpdgHkfyfyaBJ7NITacwgbrVvN5KnKbwwpvja14MeuRa7N7/7lowCWFT9zc9PWLavA76+IpkGjTCvEoeeA3aYvfigXYkEU+a0QOtZz6LPDsrcGefykefXPluyPbds5Siw5xEo1MeP0AVPhtvHlWbrl1OUOXbGbUJmowfLg9sy3DiAFimbTC1vZAI8PfkrerbN+XTWfW6BVwLgE/GTyUQ2xC6NyUYoA6WaDNnWO6y2JykhsSGGIVhbMYhPtoMB84IOLkfp7Jyn3isKjWByPhpXTVLameqO6LmTy23QCgxgNM1xT7EyKjwaHFUpuq9jed32vGUpg6yJRFH96p8zi5gKAItH2MnNOUO+HXyqnLC6b28w3o4BtxdeD17nW7PlQrDvBtpKuMUTNoT1P+Hxb6XzuM9uRecSZl8a6mTdPKX+6ZPaBj9pgbK+aMjZ6dbzYcoyPLZnseYAB+kaJnZDVVsVyK4dOsQFvCVn5hf6h00+nQ8h322V+f/mDOwSlvb3164jcPP7Zs0Liv+o2d33vkp13Gfd5t7ZlPK6SzAFTZ4O4Opwu0ndxF1BHK8D88huU9Hzu12Tt/0sbxvWd3eeCjW5/7euQO38Kq5mMsIdVhrOHFsu0LD5lniBgUkwikAnJknn6lw0HEo8HEMC/GD2ql52xr/Oa1gucfyB7aKevxG4vmjm2zLTcaz1hxcCm2OCeu42aYt+I8E1z2ytLBg2fe123W3XfPvvPO2XfcPfO2+z+/rffMe8Yu6fv6hkdn735p9eF3dqXNtIVX5xRsLi3e3tZ6zmRJrhM0i2cNgSjAd4n7NOePzV9OLnuiR6j/1QVP3N625HnJ+7XeeorRbC3bSmQp8UCUsVwfQ6MJhxm1y1E7/H4IiQGHNZLBM4klG4M97vUti17Jf7JrsF/notG3Nsx+Nu7bpEN32HUkU1MzxSZ0uqll0JP7nQFVbO+xvQ6cxWAwf8M7S0Z0/+DGGz7qfMOM6+6YfeNDn932wLPXXXnrH//w3/5w2T1/f+DVW+59/5a7Ztx82xfX3zytw4Pvdnpv/SOO4rXwIBlA4qXAccF0sywzu6jh4Jd7Xprw7ZBJ2x95YfvYl7eOf3P9s8+9O/iuOy+77bY/Pjrprg9XPvb+psfe2DJyytZRL2955NV1Y36wz23RAKIhYdxF/RIkzfJWxY5uTpv+wuLefT+6sednt/aYcWf/OV36f9blrqev/6+d/58/dfovD4y9qs/7t/WYfUe3OXf1mnlvzw/ufGb+4C0pc2qiqWJTwH+h+eR+2+yv9k9edHTKohOvLT4y5ZsDb37zzYR3n7tr1N1/fnnk7d+sevXrve8sOvTGVyfeXXby/UX7pv6YOiuv4UCb7uTZ0pAT7vcz5SKi2kubj+7JmL9o+6uL97y2ZN/rX+17beWe15avmTh5+D2PdPjrq4PuWLLy5RXHP5x56PU5h6bMO/Ta3F2vbD73RVXkLE/bpb8LURdJ+Jpb1TPCJZu/Pvzuu+ufmLL+sVc3Pj5145Pvf/vkB1+MHD3gpgdvv/SZiQ9++NXYD9c99tbmh1//YcTkjUM/+nH8dvvMmosnLS2XJ9FGwqJ2A5gKT9eVXbxh3YE3l++fvPT464uOTV1x4O2NOz9Y8OljT/Xp/PCDl858f8yGPR8uPzh18YkpS8++seDwq8sOvO7M2xCnA4briARD2GdY6X8Wlf/z8RsAKpOY417m+4n9J/B0ybs1Z9qYUK+ryu67tKJ7h4qn7q1f8rzs/pb5EVaeIQeVuNijxpOAucBBhJ+hOnhICOxIgk2OuCUmBa3alMThxdlvDnU9clve5H6NG97Ti360dJtusULZNIKwUHCLGWqPh6xYJj+lZljaOa1sa/26KfnvDC6e+2zrudXWhTSeJZtg8pHJElV+0EyAfePNLsNwKUqGmjxthijIrAFqHXQPzyWzey08D7k1Pdp4mv+FD6QDIN1mVJxmAOarB5l+yRgyHF/u/tLZJZQKNGVamshl5+a8SzEZ4CVzZz0Wu6KwZkPPlHkiMR5HZLVJPOtDUXkkFnvls3M9ABWkQRSo4SemHVSADllABDQAomzwy5JfJWSyNwVWhzuCvD2oa6uT3omVbdScbNk7J2/62OCsx86fnadcPApmA4+Weyf4FO6WaA3D97tiKiaZP71W/Rnz7IrY4hfKnron0P1v5ePvaVs1OeH5VhwyDz8vbDDjNMyojurnQcS6o7zt0IHgotXnPvjy6Osf7534xtbHn1v38OiV/fsv6HLPp7fe8Han69648s5pN/SZce9ji/q/vPzh6WufOuxZ0hBP0bgX6OWuLesEksElhhOw1gnFkV2967uUz59eNfK+D2/vP7PL57tePpO9phFWA7LBnXIPpFeDFyv2HS0dN+Y34WXywBC4aNzN0vEKvFItQNxqOC0fX9Qy84mCsbfZe15SPLFr6/q3I+ENeiyNCe0i3MIIhw4AhtfLFLn0wMpX5g18bE6viWsefvPHZz47NOWrU9PWpX2+0z3/ROYqT+nmwtq9tQ1Hoq1nKMbJ0KLi1xJubqQp4rjm1gyj5ujF01+VThtb0O+W4v43l70+4OL2aVbBVrqP4AQkhQFdDrGBth5SzaAmu3SoZ8KuSnZFAWPDkwaZ4tRm1+qOVx+fX/bZYwWjbvf26lAyuW/zlmmSf4NQkBx2H0z4VDw1N8y4Byak8fcEVJaSw60E1wFTsTLrG04dT1v09aH3lhx9d+Wpad+efG/7sQ82LH7mk2F3vHT7lZ893XvDuqkbDk5fffKjJafeX3z0rRWH3jzsnl/RsFfT4Ot7BFTAnmRbKiOT7rIfxs3vduXkf7v8w7/97aNLLv2www3vXn/5qA5/uOwPf+jwhw7D/vjAa9fd9W6Ha6f9ueP7f7783b9e9fqlH+59qcbK4DJB76IhKxo2o6BQwdaEzZa7dvXhNz/b+vQn25/+fMezC/a8tHDTxHenDxrV/erHu13zybuDZn//9Kf7X/jwwIvv737x/c0Tl+59LyN7cxtU3uSJIzUXj3/6/VP9pt/ea+7dD82/68E5dwyec/+Qt2/v3Oe//uHvf7jirr8Me6vrkFkPgZn1mHtv7zn39/z4ztc3jD9TuanBdCqWXxwRzSCNKXu0hEtKZDRcOFFxfl9F1f7KqgMYVaV7yk8vP/fK0F0PdEx7YVDF6dW1F06W1R8prT1SXHO0oPJgRe3xhOgayMA41AEyjNU3Yf3ST/mXvbh8+K1vd+7w5hVXvHN55/c63P7OdXdPvOa/3fxvf/jvf7isx5/um3TNPW9dfeN7f73ugz9d8/a/dfvs2hl7JhTUHLDMIksqsmKAVXA+TJTDsuwHXV+MnXV3n5m3dF9w5wNf3tXriwfHfdK37+M3//WqP/yXv/6h6+jbH53Zp+/sO7t8eXPXBbc88Nm1Q2fds9E284JsN+g9ZxlR+GD/CQE1QUeBNNz06hatgFZxqHrj+1nPdM0ZdEPVi31aNr2tFG0yZRAodgDR5bAU86mYFAolzJadbRwMF/f54BAIMAM8c/PMyFHOn6s+sDRv9bS6Q8ut6hS8Ae9ULY9kuGQd+CE0nO3lMk05y9CyyKnBx1vPWaUHmtO+bvJsoVen5QhADbE6Cl8Ki6a6jES6mUhjzpEhSh7ZmIK75SyjNEX5PL1VN4kMTDbzwQDhLEgQcWD4cyGTp9RlELqMoAq8ZP8BiA5uwEt/FAPfJVJgRHKpT9a8BFTWY8BywWV0QM6AwSp7a/nYBpYHyYnSK+Axvh1XYII425drmp8dyTFYhsUNWvEUIkRMGx1iZwwZHhIMB3xTfBaulZ2cF0gs4f5BNfIMvcCIBa3qs8227xt9m6E2PCVfcikJr5YQiRX4arZd/b0BVTy+UnO25ciS+rdGnB94VeGgjsWv9Ixs+cDK28PGe2aepeWZIveSrdSYv4oXfWDonsqNr30/4oGPOsOruPOz6+/94tau8+4bsKTnwyv7P7ZmyPPfjHhzw+Mzd72y5tj7u9LnnPGu8OdsqGk4qmI5gFv058SpW+29Wuh66lYgVL593rZXHpvRc/BH9z+xYMBXB97Oqd7NxsuaaGEKvgLI1AOqAg7k0wwWtgPGzOT+N9P0whBOE8ZXyYZZ11pOt6UurXlrYEmvy3MGX5P3zpDmnZ9blccsI5NNjhLELdP0GyBMrNvhwHOdrzl06MyXB1MX2MJrs0u2VdYdbm47q+rJHSmQquRWGeQ22WcOjC2sKeLoXwUMMt+S86z6DC1lVe67A1L6XBoYeVPd9LGJEwv1hhOEUg1CAonlabuQRjazNUKa4lPjTh2ChDfwmCYHTwJQ4FGBvAbknL3emU+eGH2Da/xtxdNHxo/OYf4R90c8eEYILb6aZ6BCmzReh7//zoAKDuoXGwFhA8xGDSsJT2urLRLLkBMOtS3NitjUlJW5rw9Ie+TW4vkTrcxdVpNdanNFIs5YwhWNZSSi6TooOMGGQVFuQ9JD5d58Yc3eL3dMen71oImbRj2/4eEX145+Z834l94Z3O3+Dl3v+9vEVx74ZNmj738zesq3Q15aN2Ti2sEvfT38h/SZTYqNu4Ds0ppjRXKIFnKuLoWaWtPK6w4WVO0sqtleWrW1tnpHTeY634a3tj3/0MEJvYo2fXw+Z0tJw8Hchv3ZtfuyK/eV1xyPgDGzYWoInlxba9qaPW9PWDTwyVWDH/168KOrB72y5uGXZgzsNrTjVR3+20PdOk/+fORrq8Y+vXLo+JWDnl4x9PklQ77c+5rz/I8tuks3mXUlCkuESwAxhjLCzMIkYgAdYRiha5nbKj56ODTwsuppg4ysLWLLNhMqybICSBpMMY/IdWmGSzPB+50G8E/3qIo9K3/zmv1vvbpu7HPfPTzh+9FTvh/37qpx70wfNKLXtfff+PdHn7rr7XnD3/l2zKvfD39p47BJ64a89+PjPzi+qGo6yV1VKYfuKR5TCZgw/pbnRObyKWtGPLGq/5i1A0d9O+Dp1cPeXjbmqZfuveXm/35tx3974pluH6x8dNKaYY+t7v/o1wMeXdbn1a9H7/YuqY/bDYP5XKydo637LcXyNwn5iu1GU6TVGA7VhMBlqPnbCtdMyZ4xPnF4gVl3SNPTVd3GAG8MSEZ9Y2RSCxKisITiXDOGSSXaNXhviuaKJRxSwqfHwlqjR6l36G2wFDlC7QFI7JsaUzIUaIiebcWCRpwnIinigFU6lwSzoBZxa3DqtVyTmY3wY4A6EBG4IBmmnGGodkNzJpNZWDCDW9LYfDwhuvyLagp4qC4eccO6BeAiJCaTEbMILAvQl8eks50bjFGylos4mhzCjLL0ENIZFD/ZnoZwCK2GZeHeic2KprF5imSHB8CMO+68MlZMecVFQDgo0LgNFmsD79lhR5wiwsQ84G4SvPFOZsYztgz2Le4HA5PpYAseOLvAVyPH0vMNJVeJZyptATPiN1s9BniGAg0J6UpAlryqzIw+5rxx0wu3+o+r/C8eeCjZ3xrcljXnOe+4u8JDO1e8O1g6tdCsF4fQqbmWWWIqBUYi05BCmuxT4k5QaS6ZFQ6Xb56+adzoufcN//L+x1f0f/H7MR/tnLTs5LRt7i/P5n2TWbWt4uLhhrbTbdGUWCQlEUtXZQCYB74pfoJLsYSAlpfrRZk0/ZLp3mdf+MKcAeM+ePD1hSN2nJt1/uIxDTNsUEJEIh6YDThNAAKgJNyKxAw1GO5koYiecLEtBrOBIKiZELZY2a7STW9lT+qSNezayg8eltJWmXUnuNxGPhCXj2MA0nAPLl1iqrAi2QGxzPVtSZcjdjid3GKQwN5IIGjIKC0QBtB2cRvAQviXsBcGoDSLNeJagaUVW7UO7fBX2W/0sz1/e/Gyp2XHCuviWeaUapmmyHoD8rEpo+6GDKiyW4o5VQHM9O2AlDLUE+wtTBSJBJSCwzkrp56c2se/9Nm4f6118STddCuT2dHgIlgLRnGg7E6VO688e0REsH/fAUvF/WAt4TdAxPVM4hlzxDAJjHMo9tVlb3UNjO9cveRpK38nFVmDK5NDAmfm8LMM5oO9QUfwL1wQYANb4ZXitrLq/bmVu0rqD1RUH6gr3tNScLB875Idz/bbOPZez+qpzZnbmkp2V5dtr6zaWXZ+W0Xl9uYLR42onWEnAGo824rnmGqBruarUqYszpdlVqYKY5XOHejKfY3bpztf6ZE1pb++d55Vcwac3hS14MxCx83DvkV8VovTivmUmDO3eMcZ78oj/mVHQ8tOB5cHQ2vdh+Z9/cawd7pftfLZvsHd83L836eG1hwLLDsVXJkS+jpQuKX24gmVOVZggUmTAlpP46YmXKoEHYHFw/24yTslu5WzpeCTwY6h/6Psk55q3lqWFXDXAxKeyzo9Jc9MBGBP4pYramTEdftPLSbcSktqfe3h/JrduTU7i+v219YeuZi9o3rn3OMvD17/+P2pq18t831dVbmzpGZPfu3enNo9+fV7q1qOJ4DHBiZf6JoSNHUerySbgbKLJ1Mzvz8WWHEgvPRw1lfpmcuzvCsOrZz06cM3fDig89EFk4qc33gC354Nrj4Z+vp0+Ftb1saiqiNxkGA6DCKhjKYS42cJ+bXjt0hKIpZ4mJ1vehTdrqkZbBIk2dvOH7hYtEO7eJqeEIw1YcAOV6C9ylPzJ2KuWMwt4mBhM8bj6xQVeAzr5tEku8rkt5BhFmhWgWkVGHquylOHgFWAHLYaUWW7jm/X4HoG1bhbgSkksw4z5gmfEl6pkWOaOYaVA6CFWLDnMgEYaEFAoi9rwgBBoD0MiMXxFEC+sCYKalXJJQAsSDsFPzXqMuNeI8H2bxjsbqgFZCyqFWAmcAygKwgdzCvhHNPC/GcYVtGKj6Vm7RCFe2APJid3NJnzRm1k2Jl5K8LjpNAw2syrESOJprwCLBoHs93go+uqXWObSgi9OI8QThI+AhcTJpVCz7YGsMKsqcUbWCKSqcp+GQ8IbhEHs84Gi9TxyNzQDQu8dyuyM6GyJwZw5R/W918/MAlAppKDFds+TX1veHDhhIRvvdVyhkcrQ6+ksA4KJWVisYw4Twdj5yAYa1hwI9DQeCwttPKEb0la9hpf8ebsyl3FtQdqGo61NJ+WQWLwaEwIzCYUsd4AfI75FzzIBWZRZZgdzpllZjEjVIKsuiXDmVW1a8PRT5b+MPmMfUlz2zlxBcCMaFCOCQTeJBcd5AmCEcf9eC0TqOZXxCGUbPTBeAOgKAwxUy+eu+hcm71kUsmKVyXXOqslhZ4lQ/oQtizTyNLBTVVAJk9/w7rzDDXQCJbN5Ig7x8iEJyEbvoThZYsGfB3WHW+g+GEqREgjwY1YUeoaNiNBMxa2Wr1G/p66PZ9WH/okXvaDFTtN2VNDPEJACTE1WoLM+JkyzTJ5Bzva6GHyrZhLikHemHJFS0TJ9BsNqZHgD/Xpq1tytzECz9RfFnDz5OoEC9hoqqBl4DpwfGEEiWS/7948nC2qsNApVuUSPPC8ZKXgIjmWkhs7u6r4tS7+RzuVL3xcy95CR83KBPuXMAmYVQCwwWQRWgDQYmbKQCChwoJ/M7kXFxE1WqDgbQEjfZNnyqAz4++s2PS+1ZTONQKrwDup8j8pO/iH2PQx9OyYEoypAUULa2S6kE8YMZBLxrGs6sNtOz72v9ytYHIfC4BanSK+C2wJLqlwFWBqZLfBTpasS4ExjMQzmqKpbYlUKZ5uSu54zl7HnIk/jrrN/sGjmneHFXFKCVtL9GxLPDWuOGTZqSRb63B9/SzmjrhY9cf0Rq8mieY2tJweJn5H7EZoS/YHQ9IH/qVkej8l9zvLtPNwftwGoxdwlLNY4ab645qrTbNHWDTo1XUIKtiwaPFm+hnMg3WFSF/MsE6sKH57mP2VrvW7P7LqDhMdDLGhI5wcTXVqmsNIhjCxjqKvtSK7ZcUjK344XfGIIxpNj8VT1USa1XK2fP/nhybed+Cpu6q2fm7VpehtDjnqkNogwwFZCcuw4QyWYNjZmF3/zwaokAkmhrnFYjgNKQODt8saAwb0NT1TBeGSeCqFzrMnM3QdSAApcckRVzwCUw5BzDbjfi3mhGOqGbAISZ0E6+FJCyo7LPNYbC3Os8E13SWrdrxTx5JgyWEO5KDo2ALGkUz3DQFTdRnELWDwgA6nYjg0xWbIGBA4IGiIzo2SyXNSQfQg5XGBiLEAYyY8CMKnqaxShbNCxMWjAQWjdlgHVoWDHOhwGX2M0/KsK7AH7hyz/AZLhdsWXiZJBjeQgKzcEhPWRLCBZJ0PYBi/k+eKBGnGdXnuFWva4MvS5xDxFvoNHPwIC3IcdKx1GHqbqqQbybP7I3aaUZ70FNAIjQKtmVbAjjCsbMNTmP6EZJMgQ4AQmBJYdrY9EqsGfoP1At1JuOQEMFi0QGq3ffiXEOL2X5K//9P45eviGds/+ysGZ8lpRWxS5eGi1NU1ObupYBoMIsUG4sFmpPTphbuPP3WnqmFanAwEyR48haEC8wA/uT+BEGyTeChGIzGfAXoYzPqhtwGLr0keDZwMjpSIbVCZwatgR4THpuruuobjRSU7o9E0XM0wQ7gI06FxTSPIVYblZewIX8E6ceArhIqHNYKgmHQ3DSxcHGLPkAM9pFbXhazdkdKjDD/QH4UwJ4+1h1RACP2M4gCGgU+gUIBMVijizrE0FEhWE6keWXZJiosdw8H88FxkIaIXHUgn0DQGow8kC/CDZIEgkZRJtfG02npat5yaxYgcKyAh/1pIk3h+sNihgNSJeAkD4JAfvyIFFKiwGmAOoJLBk9sV3K1QGTnL0vPAXwWKwztPN1UgR5oppzLRD9eBo89rUup+72Q34YXjNqCPWDLNYWoZhpbGAycob+DlBfHT3xe91M8x7JqSWY9p4U3s5as78ciS5JQYDydhxXLo4Drcr+FsY0VECAqolstQJ6k2k+2tqC2S/nUG61BvyVr/hsFggABUyIxQZ7JAcA5ePx1OCMQsIeOL7LwgPGCYKYoTbozbz0bt0Ybdn2a82CX8Undjz1yr6pwpZ5IJ8Z1uTXFKukM2RXyVbXVF5QzgiuZFILeZKRcf8s17/tDYm0OfjTWztjPSw1A/5iGJ8Xg0P80O5F+CBLImVZeYNWnyuCGPiqXkpSCfPqvVZXi25U19xNa1U/GbI+TMTZaFyUzRdJsBug/WEsN1wmYirCUCsuyXYLQN3piq4OlgjoKAW0MKyUpAhUvTlmqdWlD4Vh/nS/c3bJtmnT8khDDbTGQxOQbyqdj1RDonHGqrhFlbLwX1BNMVxYZXmBlGoCAMzwSxIlWH55yZdP+55+69sGsmC3ax9FR/vCeTeVI8lQ9IkSzlEoYr+fM3Gr8aUGFH4J8xngOgcphxWjo+J2hOFEwNzw8HMRzXfRKPogVMplngEVI6E4K4vZSlYXKxbEQCET/BwC+8CH7B8rSf9mAAQXUWrSq6O645okoGXArB6/0ULDJ0lxlNZ/kHwzJ+jdu6oFQwvulshmB6dcMlJexqxGPGsiwp15Az5URAwZtZ7oJ3BuH6mHHCM0sV4V7EbWosjfjEWAeLoLFaEF92kGGXQVHMJDkVEQ8xuPAO7gRbPm7m4ZrQh6SjyfAvYVKnz8rULYFYoHLwaPGeIL4UjwC7IwI4ogKMtYyQdfa+Jx6ArkLWSVxcwsu3qWq6rmeYpuBZURsPoxAAL6twj2Ds7CJpEMadz4Jn15pONPi/bsxYppftsuDamvCbk9m/8LwzDEaeXbxVOq+QPEwmaIHYDOOACWBwOKmigjn9JIIMGBBBaaEwhyQ0Scb3K2UUN49HgzD4dPgT1BbMgI/dTaFFBlYTzr3ot0wXwa1qGRIsODungMbiVvOYKgL+DqvEaAETUgz2avHA8xMDc5sUOTwd3MoATUCbm8vBVGoP410JvAHLwWgws+2w+uQoftXwg/6r9B0ZCIVbgP/iysRXNgiDIMFh9RpRJ0QFggEwNgioGXo0he1b8Y1xvx6DacjhNrAaZssYNU0BCEFK8S0tDh4FLwVhyBT4x7Id5pKGj8e78jxzfgvkMObAbDACSVPo1eIOTbRnEsZaEETBcVlci2+HAGhORXEYrFDMwiPEVEfCcMmmWzHBUHHnoCZi6bnvCwuLJ8VzOUQZLkQox9JzdDWEpyYhNtLZDw8zFgX7zLP0Ql3NYWQIzENOM41Uy0rXtXQ5kYY7ZwYQFIqtufHLL5f4Xz9IXrlTA94p2XUl1dTZ0kjXeYIT0+zl4oR9V8m74z1PdK1a9JIF1InaLNlmgiVAAPBx5uKy1zckDeYI1zRjHjUGDgrmCgYPToN5dskE6VQrnt5mW5P61sA97JT0ulF/EgDGqIbG4+hZrCyL3XGib7ohpfAnLgvdZEtqJ6NiDOPDwEKnvHrd8ep9X6RM6e2b0l/Zx456jOpxP4iAqijOBLxAC7gFO8AGe6CePEmTsS5cCibRG8/d4Zk59vCoq8PTR2je9VZTqsi5owFnBgy/BSDKHDqhNeCaYV0JKgkGLUDaYOjgjSRtghlzm3mHq1dOz31tfM2yD5TCg5YBs3NOVs7qRoahOnVIJvQoJjJypTC3JyBLqoPH4/OuhJ1RshXNr8CCRVOM04vyp/Z1THigEa58yQESNRguaD1UDAgNzgEIgEhL8ICzzEQuoVHFneAZM5jxIEKkooe2G2BUtn/2kWfvPfn0XXXbP7PqTzO/3YTbAOMp+vpCywxxbqOEj4hGFr+pWP4We6h4DEwT5hp0HoaG4CSWRAQtsTywNVhyhS3/yd2Y0wsvFjrJKLFPwkTLwDw73Aux/8c+jTqzdUjfwB81KQMmTNb8cPBJMMGaZbeagDJgatj1UI3DMoodIGAD46gCJ+C3wURGgmJds00lV9azYoo/wbMLRKgn4TAiWA9YK4Z2NZB0Fd4qzAr0n2xaiWXIUrqmOwzhQMC+ADBgYVXdKxm+mO6NUXnYm4JHVnGdxNorPGiTjSmAQDBPMVhz2GWwM4esQe75Efa/BrWnDmcacoipKHR8cX1RRAS3Q3XGTI9shQx4ZrilCHicnyf3SkFgALdRk338QbU0foS1Q4JsMuAGpGG/CxexAT6HEoQ2Nh2cWfD+kOKXu0XXTTFrdiuWPWamqyAKsL9x4AfeTNky4M3QQcEE2mG4VSOUMDIluGsSboNdCAS6CNXCoLqCzMKZC2lsL+XRdLiJWEobH4R86D9Iy//WSIYHRCIYrSEkjVxSUC561QwDJN+GG+aDJ4GcricAOKQpQUlmoinJPhYUzwXFZgY1hBCzBBj2gOSBGEmaT6FhEuQA2o7ZYAEVw62yjjfwVG1RNAyo9uviAGB4rmxgi5WSsNZejRFjl6q6VHa9we3BScUXcRJIofAnLHJyxuIeM+rhYUFCzOjOsuzdoYG8c/VhX9hBGreh6b6E7okrTg0iLaIv3N42oBpuus6EOvqs7OUEAZZ5gr1Oy0UvnC4X7QvmhA4uZUNlJ0XQRMtkyZYiHl/jxjwwAJ6lU/wXeoEBQMWnRKBI2FCyKBIpMgwIDCEcroOgy6IHegCXNQ1QCruupptmhmU5oc7wVhWZUsQ3Q4Yp8/9hif+Fg5wPusMu/4xmmXQxIQl20aANMlZgqUXxrENV66eXL3+99cAiq/go9RfTC7ee6QWMWLKYWEsTXjjmFsIAkgEHzk96KsO+Aw4zDBBc+BiJQKtj45k3h+4ef3v4u6lG/QnMKjRX5iaCVwLTArgSFZKSDMvpUgy3bLB1BhMDIYQAVEYdKOR67Yn6Y4t8c5/LmvtC7MQqqyFNJAclw7NssAwFFKcYYdXssACKYlNYR4d1h6rinp2x3I3uz4cfHXVt9vTHdOcW9oOk0cANUHdIHLnEkEYOoWvQFwbJBUeEZXAb8JcYtBOzF3PKtSmJ0tNqdbrZSowEPhnsXu4UXlCylBEXATUXUTdBuBl7o3nhn5BJkDyNrQdTtVOrcqaOsk3oc+GHT63yQ8wsEacIcG+L8SGPpIu9GFwNBg3GMA6BhGPjgoBpuCu2cHErdNVsEPvyfV8effr+40/dX7t9pnXhrBVN5eEHKnw5FoLD34Da8mQzMFQsHO4HduYfReXXjN9kD1X4E1geYiqpNHdfGGARRhBGBOwGa8bgFfi1nf0yqLQAJ2GD2I/eoSp2GXNkhnQLFtwbSdgUxQ61BKDyEBgFkAO8BPcXmRdQaRp96ANmOaglAipECpJNLxAiRYtGQ0CoAA5lWm2Z8Ep1OUuRxbaWame4QESVMZtsf2UF1ZbUSMHOttxtasNpmnJcShIOAe4c/MtwA6qZPcS2mTBAuGGaJPouSfNK58Ot1xytOLWo+twypeo4fUTSPaY9g7zrPN7IhYVnpSOTh8VGpmijBY2FbKm6HeBNqACfMHyKBSF2tmRuqzqytCnte63mHHfjueMCzggHwsveXTw7FsaL9o5dNeiVejU+oBNXYKBD9siZ2+u/fqtsUp+ifp0Lu19WOqlrw4HPEhePKRYvBQ+JOczMZKZC8txBzSknbDp0I9n21srSE0G95HSLf0fs/BGelWGSpNNThNrA+Zbh4YUg66JLH3QY5B0q/VsA6v98iLAhTfMv44c0fL94hV8NNeYRx/RuRWI2I2kQP1g9wBWwjUrF7G7Vp9LOMjwAo0nvk8iH98A6sMML20nSGW3/XiY9wvkTwVWYIQiPaYKQ0VZyP0IWwUBQunYoEhZKmCcx4NGyUJX9euhrAiaTskoPmOQdHwF7IKjjOvhqv8YtMVwN9+OgjEG88UFGGkHeuTGpi5T4n7LqAHjEVzqmslNWOFQQxzjQnWYxGXUEsRBOA/SRh8KSv9Jlx58MWnBbBG5Nku/TnxCqjanDjLHhNhysoKoGlLiXBfIY3L9n/E1UQgP+M3SgDlhXwsHSW64U6Cmt6k+r8/sMLoTYQ2XJOEwWZr59YjGrIVMv0OVcuSEtXrwjlrNZLT9otWIFwXpDZtSnxxmhpXhD8rV00eAeCCpa78KTow+ASzmoFLAqlC4ws2BbcLtj4QvnPhlVdmi2cfEMV5ln8bYf1c6oAItiYSEpG1BhWffGTY/CY8sYjUgojoTqSMh2wIbemiJVHmgK/9AS2qpWHjVjMER8IkHZQWrBOEMilI2HotnUYWfYMt5D+YFQGe5Y8Rbn0icOTHootHCyHt7PcnbcD+vmQRwxRJUL7F7yJ65MocW9wV8CrtONE0EasEP6BrAVupVtsjNUgQG7JCyzOIiCWiPmFjrYbgFESBwCAKMtXGoKG77XqYGBweLF7IZ3e/nCNwKfPHPx0AIe/yVngLXQksA/4aF44B8MvzGwB5MeEZuMBFQ3TDG7+OJmwOfg0mBd2jIqDi06MnXQwTcGnj+8gL1K4mm8ILwv0SEAH2F3WBgrUiWKBKfxtxu/AaBiFTkwfQzBw3zAsHLwRml9PIxgUILxolg82HojADuixV1KHF4d82I0Mywp/khrRkLySEYgKtnh0XKfA3MBygYZTTJ30WmI22C4vuhBxTPFpJAeD7F5usqG3aoW0MyAbgLGMINcYLoL3K4XBoKi7FKjGew4j4vAC1Q9Wt3xllMLy5Y9V7Dk6TbnCq4BjBd4K4NgotEB7KmIKhgJVujzNHwsJNaDGAbWn2lFXBqga9P7vjf6B94eUr9jpll+nOaGjAzoAnyCOELU4AvazUiGwQLWEBkccRfOh5d9LxN2De+HV2qGrYtn47ZVJfOeDb7Yu2jG49GMVVb0rKmk64qN58GZPhWOBRECT8TWIVrErUchu2FFC8pmyACaxjPi/u9rF08seeze4l5XlT7UobDX1YUv9K7f/rlSe1zsN+ABs9gpNwblEZvTpksyHDK8Lig57sH0G61pCceGi8vfKZnxTNPhOVbLEUtP4VlXEnvfiKWHbydUmiWhIo5KnaRI/JOc/B4D7hrzziCKAg/gPpKM01JAM+OiopfF3bhz3jywMwEHQpgYIiIRBQZFDLwZA8L8y4Hr4+KgZcnomQi3Jn1TcjX6zeK78C+hGvgF1iFhcsAdwTrSkMGDxHSxbT0oDhhhAEaf1cDCzuJbuJkqcI5QRy88+VyCWWLCedo8jILYQMJaAONpsuFU8bgeSXMqwHjiolBM3AzvXNxM0lyS7+JBKKj4F5PwubMgdBlvIGww7MQgMDukg+A6wC9V3SHx1CPx1Lha1KXGnTCy3G+LuXSWMvs5cHt6gAmZAHga2eSi/E6Dj8M9bC497QCeGggnvH8NTna2rmbpht+wHIp6TtfgZ4uNBqYXwYLhg5hAzD/9WuE/YHVCrIZSMpk7ieXAWkO6NJcqkrQZ3qg+VpWxuip9ebRktxWx0YLR5YXW42piFRg2Fz/xO8iWAiPgU+C8EkI8POdAd8TUDFmxg5GL4igMv2HCByAgURhwHYql2NxhMxCwIieZDaycAqYb1sCGGULwys3Hiu1LPds+Kjm1yqhNp3Th8eFn0wOhEwKca4fS9oE3JO8TukAyRKRktIOsUZNdbKiZPGQCKk8yDVoGrIJ+gXlwEBHEpZJeKf0rvsKR/FIGhxV4F06r+kzUtvHCyVVS/h7RRBrzzNBx8vbwLCS+TLwXm2h4XjYEppKCAvIrhGZxgAi2ZjSFt4X3zvTt+awx70exsUgE4TeKjARNZwYMozj4FIwwxn+qPVSsgchl9fNpqZ9iUHYxYE0EWsQcJs+1hslwG3AukxwcPmXcq8Yx3SFL5wZ7rORo5ZlVTYGtAE4uBnO6+HFBlp3JrT76iJJTj7vxQThG3Go28DNk8bTObFPKUbVsycxM6H4qPBxcM0O3bLqZputpOk89BHQFweU1yUPYgC7F7Frh3uYdn5e/NTA8spNnTOfqVRO1gm3sOKFmW5JozxEV+51ig1NpTdXxL26Piz0tbvsHzaYM1b+tYdkr2eNvDw/paO93RebUYap9MztJMibjMsRtk73GbABUPQEH16kaPo29tgXz0P3wPNSIXSGD9hnnj0cPfVn20cN5o2/K6nVp9qM3N377slH6o+gHSxcfbih5FjwMejAwZGFu5Eghw8gxzBw6jtUnpVNLKz8aVTj6hopBV5cPuLpwyA0lE3s3r52mFe0XK4LpFYUcEXGESwImG9zWZhpOE4yHroxbv3Ci9fTiqg8fKRp4U36/a+tnPqYHVluRY4x6KRlgCVwg6glNp0jmah/ixX8WlX/lIAumKsIECLIMQhZzkI1BLJNQBAnEmkb8GCTXzFUJ0B9VuMkKXkxCAEnGLOFtGDCFRAg8F0e7gcDVMG/wJmOAFgFpEAyZ4I2Pa1hicc4agQTvFHqRtA4KvV7aXDqswleGpwtLyl35uF2FiWEaqoehM+ZpA8loVsjqkvkjGPSYxcwze4CD3ytalTFRKzkJ9EFFHRSkC14ReCS5ILAEn0r6wS6S1CjMigjn4KdwZMlxoSY6N19EHZHIcwHJwIpr0AubIHZiw48duHCTHkXxKUbYNLJZBBIJ8qACNcfSMg3DL1nuuOEE//tHe/07DG6+QIsZjWSAQfwU+9YQDJIARtRlyxmz0hXLwQOuQSy4lwn6IvqIwSgRSvGpJN0BNBJQ2bGdTQ1Z6KJprrjuTlhew8JKuc14uiHxhBYaMbi80TCVDq4kDWOS0iWJWtJy4poBXfImYoAreF0BRg64ju2rjAlUVZfMrFcSdEYsSPuEkQEphGuB9+sQJ5cWddHB0AotKUeL8zqW5TUtjxxNl1rsBt5JnRUGtn38R1ARAibiGfgTz07vE+8kFoqtPd3Do/1gxEy/avrxU2cBpI9SDawVGxDtlyIWiPHz10ExxaVIcyMOM+o221xGBDyAOVCGgs+KULx4Mx+KNJ1RTzFLuBSMnvCtYQMBrkJuCfxRwDOBRotlKK3nmHmD2wNs/+SCc4ioTNJB4qJg8Ft+fupfO34loNKsCEClUy9Ym5DCZPgR8kp6y30mFWvPzoI+HYQ6KaNaFtTPgKTCVF10JBybS5dM8b05rHzeC7r9e6vNxjWGlPMoR3K3mO5s1WyKCn0Gr4RWBNgPiHtsTEsBd9PVYCLqVeSgbmaB5rMLK1TdcOpmqm6m6EYa8NUE05ExsGyZ4lAalxraVL9kUsWErqX9ryzo8m9Zff+eM6Vn/ZF5ZiucjCzaBZYPwoejwdJkpxpnBhBFDQvDTgKZVkta24mlpTOeKBh/Z+mgy4v6/s3e9Y+B57sqh5cwu50BGTEz0J+Y04zYdDADKIYZaDPczYzqwEpCMykoLC2AWBTva9j4Xu7LPYpH3VjR54r8B/+UNezq6i+fVPzfiywJ+EA8GomCDmMngS06TDNgmtmM3yphepx5B6Pfv1/xcs/yQZ0qu/61rOvfiodfVz19dOToAr3yMOygAWMB+8vNPMgoFC+T1IRKLmIjmE/w0OLdjZveLX2tT8XQ62q6Xl7W/fLip+9t2DrNbDwFrqPpbp4KSbNOt0ywzna5hyTQuPyu1rMdz0iqmM7GeAMmFpIWb+fyXBQsDYcvIXsihlcyg0w1EhhGTEpuXwFmIKuMNDBpXNOTg2XBKhm98FChBYAo8CosDaPHHuAfbI0msplEXFFYT7HEXOX2IRw4vB9oBMjEUsIqcRMBN+zR2FjYKRk8spsR2oQ4jRWwDQjEpZKWjgaR1Cc523BkWUEEwcDr0AvcEhQwDo+Ktk8z4E+0H0gH8YNCqQm3ToYh0IIbZiLikgxKS7gljwJNYUUHIzTMNog6yAzgNyTSzARbm7XXOsN84216WKc6Z/OkMxBQwKqRjXvWI6m6nKLr4rSQ39Ry/e8OTJGi+uKaNw7CRBwSIgHBgO9YdkwL7DDzDliNZxUlNWamKwbnDW8gYTWgXCHAG2YP4sGPYEEJD4AlQCm7mAFQuRbcVsDqw9YnD73ACJiWT9Mc3N6G4MUyebCa6oP66AAD3JiQGXojyVQgQKMEU5YJ51JwcYgrE/KFL+sh84PpI5z8hEm4GQqVkGrCJDxICjBsrMnswnyLWTwhYSvs4n7CppWl6cHkvr64QnII+fyHgVc4sL6kZQC/hNguwaPpePZkUFcALXRHc8dkJwsXKYoimw+yLfxacSmhAhj0OJNDEFbqjl9PsF25aoYUIxDX3DyEjh6qiCKQZ0DUMaCAHHxAod3J6zBwAhdZnNLDO0m41Lid/oCVZZmUak32JHRvgl3MmLfMKU2abtJZZkdzPxiT+Qs5+ZXjV3uooqiLqZIQL8Y9ksghOj5DZLl16oL0KAyFY66DmGg17pbhjcEHMkFjg1bVqfiRRfWfjisbd0d27w6ZAzrXfPmMUbwbnzUjbrMFti9b1kMtprvVcqmWz+B5qwBy9g8jx6nZ25S1NtZw0LTY/E9UiWAq4VMmFwNyYCOVxhLC6Cc8ahzGRRw+cCGtLWXV+TlPlo69uaL3pWVd/lTS85LqZx6oXv5as+8Hk3QSAg09CetsFy7yObmlCrIjesKJ3I1Y6d6qHz8se3tw4YjrS3r9vbL3XyuGdSid2rNu8zt6aJN1MZWnvcahJBB3PAjMVjIplEfzR1UPhkLmhX+56Xa0pcmu1c2rXyx99p68XpdW9Loyr/sluSNuqJvxRNuRJVrZCasVcyvsO6caAspNHWaCKHC+RfFWk0N1brz41SvlT99b3O+Sip5/Kenxl5JHbrow55lEyiqm9lkBGe4CVMuEEnKfDFqqy1DyTLIiElX4K2mx0PqKlZPyn7svv+8V5Q/+9ULXS5vH3nFh9lMtttUGuA4tSEhVw+RD9EchCZRvrDXIINM3RBjzl3LyLx4Mt8qM8RqAVZ2HCOngc+QrATOGZRWmij+p8Irll62wYWUCeMTuqYgCMbgElcZTJJOcg7iCxEQhDFgQLJwbAAz4hEGkQw9YZdqtIMKMxHjpGgKBcDVG9YX1gXEhlYazC0nguuMVI+7W8DN5BcC57tYsd8LIgKukW3ANhd1kAADrBYD/CVBBTOMOcjtYam5VupkuRBDFd0Ey2Q+Id45vxPfCMcWtCleV6SfgkYpLUp2S6kro7jjcYroafmAGPAzAhhp3qjEXK1mTNghEBNrUXokUUDQnDwSFt8oAAIFci7uY3MAMu7AGZYEcWtlW47mq1JVlR2dHM9dZzeLEYpjU/7BS/7KBtQAHErtxfgX0grl1kH+HXnG09eCSqvmvX1j6nmzfYCTSmejAgjTMJOw+3FY8EfuG8tQUIHE7khEOCY3cscasiqlOerQXUxNFMEqbWyv26HG68mo8DTyGTTYSQdg0Uh9SUqY3Qll0enUQFeGE0bKBumUSfbkxGdCkkCT745IbtE9hPqafzX2SaEdthajT/ALURdtRPKlwWwl4YHghA2YHGtpwVgp+32Bb2lTwgxxN0ZnrgEcTUPoTcCbZnsA/DjIJMdoBVeM2PwMS1Gu31Wpjvk/9Wf6i86xvSUqes4tJICdI7qG0Xw0qQIbabiLEoN8poDdkaCFFDyTMQNzwxxW7LNm4KQN1oLTjs/hFUA2Bqe1eJpOlBTAzPcXHpARwRC4Tfofz5sCLJLhx+m+4uGjdCpKHKcXVxNOxPzYwyMkDMf9TAaogVoIcSTCy3ELjdGP6mGEoZlBnuxkQNIVn1QZMPSRr3ihsugF3224WHojtnHX+zX7lIzrU9ruksutf8vpcVjHjET1/MxP39aAqwdAXSEpmXIbOi7ZhzM7yGOxP7VTztl7c/Hbe3LE1+6brDUcZpYEkxSEHAV0JsVyacS1YRrw5hBdNrBDQVM/USo/LO76sfG1owdBrq/pfUdH7b6Ujrqt5Y1h03YdW/kE+FLuuu0QlH7+OhfaiYItJHzwl0W+1pqihLdUrXs598q7SwR2rewG9/lYysvOF9wcrJ7+0cDOJVCyVDvIl+djYD7MkOEeyPJRF9FhjWD2IDgP6LrXmaNuJuRc+HVo+5prynn+r7nppRd+rs59+sHzZZIsn7MNuZptRFvboShC2jyFxzWHpgLc0K5EC59WoPhU9taL2i8fyxtyY0++SskGXlo26qviV++u+fVkP/2A1Y8JDmAFZhXMpKsN05rKD1mkxcIWAbuXSca8+GU9ZWTHz8ezRNxQO6FDa+/KKQVc1TuiiLZ1kZW2xdLfKjImwruQYUi7zqsigQVygMPBC7PBFmLhPd4Ta/rsNWkNBciX2eoxbfsmCkwET46cMEEdBSgASLtalxR16zbFExUG9LRUE3JSdzMmC5HDgPQHuKTAG41MUj6S4ZdIg7lPCvGrwCIFhNKZubpIB6rCaDCUJFwd3gtfBWoRfiEH0paHxQzDIYGBAKa6wpBA5fCrD0O2qBbKfqtYcTAQ3xrN/NFrT6CER8lkEyfQoPclcAa5JgwjJDIpy22zSMpmuaiJia2043XrxTAKCgSvjNnAzDBvg6xjT5un6ujuqZLRJNngGquk3k/0LId6srhHdgDFAeRNeWfa2JtwNbWm1kZQmzSVBoxX68fDa6Y5EnSYb62CK/CqNpseoOt66e47rrWHnJvcq3fSmWr6bOTu/K6BikNCAZOhh1fRJEH6oT8Kh5e2uWfFW6PGeJc8Oju9exIQPuHHgQxRpcFa6RCwrkOiI09ZDZtrdLKeuMaeSdUd4HW+GF9Fi1/P2lW75yLnw2fwDM+Tao+SaTC71kpZhuRmfIxbiI9waZJa1AAl8CxPKmHeqc/8Fpgaa7pUVT9wKxKzMhJUlWX4FxAjTDtkGdAm/AlCqaEFJdD/lbSgQQrvJXEVIBV0xkB4rf1fT2jdC00cU//BWonKnKaexoUE7oAoc/XngTzFIF3CTHHhSmBo8uDDs0OtIhlpyoOX08pZDC+XQjyYYNg8yEjoFzeIWCXgYoAuiLq72z4DKACwAlTlBfMwQoz5m0GS/FDBXUh+uFz+Fn8J/+AlT/wlQRW6Bh5nbIskZNIW5gaBKzDMNi+oAwjAdOTUEs2mwfAPXFO4sayUYQP1PBajiaQFXnEH645gpCBlnjUmPnDvxNvbmps9HfPLIhksB+5bOGblbo2vfKXz+ofzBHUv7/q2471/Kx3ZumjFSPTffbD7CvktmSNazFClHi2UZMbA2uKRBUiRMQVuq7v2uYeFzOY/dHh5xXeHU/k2H5pmtGfivEc+A9yCbobgZVpL1vDx7EsYIrgbnV8rd27jmvaoX+lf0vb62V8e6wZ0KR3au+mScdu5bs/KM1WoHVJumWzXA4u2yTL5D7o/BhpYwWE6r8ZTq+q5m1tPlY++oH9T5Qr8rynr9rXDcjdXzn5DTl/NgUdbY4PG9ppkJwi56+0FGGeJgPp4YItDKlBlYQLPyyIVt04smd68Y3rG6559ruv2tsv81FRN7N+2YqdaehiTh/XoipMlhVc+Oq4E49Apzq8HupxnxFLMtxSjZ37zt07zX+2WOvC5vwOX5/S7NG371+bf7RQ59qtfuNRJpBmlvjhUFqAfBteOJtLicJik2VoIDVEjhQ0b1ubZdXxZOGZg36Krq3lde6N3x/NDrLnw4XDs1x6rYbinphhWKW6GIkRXTcxUlh0dkR8NWVKRWsWGF3WDjjgxDg1b/roCatA6wXAnGOSXDK5sBcGEmbsAdxMMyLuRmQXo01XBurF/+duGyqZHMbTwuTXHEo2kK3sNQPGYGA/pMaEwebgVQJKpB7YXN4n4M/6SVFAIGgyK6bTCBDosOUoXFYvHMz4AKMWAGNSygLnb0I3a9LY1p/Wq6paeaWpp2fl/z5o9K3hhdsfh1peQg2DcLLXgYNYQfpDDAiFbSigEg6XSyDZkkZ1yMnK1oOBws+eGEd/mOlNn77AsCpVujUgbukJ0l4H8nryBwQtBfmDxx51Qr3D+MHdUWIAG4bZHSa1tP5dcfSC/bst275Puzc/a7VpRcPK1aOboS0KJuHfMDCIftY/yNIRMzkqLn/tj0zTt5T/XyDbjFOf7+3NUvyxV7uQX7OwMqLJWH9JqF77DmTt4SFqV0f92qqcFH76+aONDY95XV6sDcivihSD4COVBc7H6Fz7LjBxw+7s0zJ0gjJJM+Jr09TALAsjFdcax3fzh67+O3eZdOTJQfFKS5ncoIZ0NELETQQvi4P8UtuHvNYhI4hQRmAajMROMZ4G4NYhxzGBKtCt+A98dpe8FgNC0g6QRUSJTABjvPcMSADrLrHKbdaXk3NH3xuPfJOyuWPmeUbCX/pp/9k4b+dAPtA3/iRVyN5YtYYrFZS2D+SVouprQ6v3PNfNI+dUj9lk/0sv10i3G1ZFlLMrAHB4ZIJtAR6052QugiFhIRSQXgapMZ4G34JeIwWmz4KXQWzgyMsMgWbof8n2CVQovBkK+YTHhuuFvRhRHsNmHn3bJ3JhRTyDNnm7s2uhZUzKCsY7o4z9RrEm4xks/7G41fB6jJR2XoDICKOWJStWK4JZM14/gdr/ANEY/VlnQT4aF7DctrtpxsTf+qbO74ovF3Fw3oVNjrsrwBHYon3d+87hUja60VPWUZdlW2q1G7HvPpgAEtz0iElIhXtIXzWxWHtP1zWz4ZVznmtoLuV2T37OgbdlPh3Bf0gkPwDDQ5PWG6JCuoWFmalaMZWZrsY/4RDGg8vSV9RfmsJ4ufeLCk37WlXTsU9+xQ/MSdtctfSbg3WRehS0UwcBBH1XTELUfUzJAgl5j9iEi8xCPDgFYciO/7vPLjUflDr6/sdnl1nw7w5Cpf7Nay8R0pfzuLqPAexv2FLTZChhGQJDyOg0JJa4u1ZCTZiGPG8Cf7eNUue7n42QcrBl1d0eNvRV3/XPnILS0zn4keWWLUnAbVSljBhOIGJGtGSDYCiu6XZK+cYONAtvuKZcQyt5Stmpz13IPZg67K6X15Tr8r8h+7reqLx6InF5s8sNdnWL6I4orwRCAGn40EU+pVDc5Whmbaec55PE12fV+/ZErZ872L+1xd2e2y8j5XFo668cLM8YptldVyUrNYOZ6wvBEr0GYFYyYDACz+iQSTlWHCQMBlEbnZvynp+z8ZNA1QJBJ5FktA8KiTIEPccRTp33ZLtxsXjzWfXFQ+fbxvxD2eZ3tfPDjPajsHG6Ro3pjkStAECPiBnMPDY7m92LKCaRZmgo9pwbFL+nZw6cI8K8YExhBugV6q7JQMV8JiLd1PplOYBphLbjbDSRUnMEfTdJ42j6vhhlPi/rVFSyZljX8w0O2aosmjFM82MwJ7CksqYsvtHRMD0UT6+YbDWeXbbXnfHfQs2nzu01XH3v1y3+SPtk94Zd24R78a+PDivi9tHr/Rt7BaSsWNqXB/4b4kN8BEXwhKox6mxadn4I61nTlfty9UvOlc5qo9rvnfnftkwaGp07dPmLr5iQnrRz+ypO+4uX2/WD8pVLTTtPJNPdeIBQ1oPfOkgEzplpFuNZ9Q01bUL3g+a8w9gZ7XVj/T/+Lqd1vca/WmU8Jz+smC/y4Ds8dgO+wyo6ncjQbjSTj0ol2Va17NePLO4lf7qIcWMZBjZGGVGU6H4TZ9GugFTDwMd3IDnoFHuJIw95BzSDuQFZIAu4y1A6CmKba13reH7h91rX/B01LhXmIns8ywdhAAJxsRkH0KEcVdtUuXGElmA/gBDDCiIPzCqCPq3lK6dnrR1x9EnOutiOjrRNmme0dAVYMY8FMFWcen4FRkmLqo4FQdLD4Ei/JtapsxPvDo7ecXPGPlb2VppvA7233BdrEU84Of+BMv0v3wAf9Y4w5sw83wzfyvWX/64pllKa8PTBt/b9M3b5ple9lrNrmbG8XEAgswS+z7JnxucspfAiqj6LhVqACfF697rCZbi3tL4a45pUcWRwr3i/M5oJ6e9u7ByTtMrh1+4e2J14mXMFyw6vgv5010nnJbptuIpijl+62yQ+1B6Rj+5dMsn2z6FLYV47dTDXFBPrJ43t9o/GpAxUguBt1TEFu3bMDsskiZ2fYUFMKtLgXYNsGkG26WH2nbNeP8u8Pyh3XO7/6Xkj6XFY28seztEU07Z5kVhy0D1j/IQ0YTdoNHQDjp+7LZd0DlRHik4r0Xtrx/fkq/iqHXVvS4rKLHFaVDbyqcOrx6+xy99BjwCZxRtjwyk6RB/0M6I65Y6Qzj/N6W47PL3h9UMOSqoh6XFna/pGTotaWT+1ZveEcpAckCjmaaegH8GF3O0GSbpNkkPIju0+heg3kFjMa0aGjLxU1vl7/eLXvw5cUP/el8l7+WDr+ubNrwtv1zrWrwgGzTZE8ZHvGhhtWEixlDmkODg5hI4zYS5oTbYAETgNriNstPJU6vqZ/1dP6I68u6X1LT64rivleWPHl/49KXDd8mvtMIgApIil1SbQY7Adk1KAzEFK5qJNOUYdcKoVcx9/qcN/oHu/2ltMdlxf07lT3XtX75awn3RrbdYRY0TJ43qmZEVPBWqCLWK2zqOboeZgKFbDMbD0VS5td89nDZiOvKu19a3f2SqgEdSyc8UL5yUjy4kecDyz6GqXlgjkuS7bJq17iLxoQ6UUsH6QRWhUwm+jLuR6LA8R8E5rcZ4uIQBvAJPJ2VyZ9JZ+vnAespjA5ZsxyyEgEzyiIrAJJpQJxcVizNyt8V2/hx6cuDvAOu8424pfzTx2Jpy6yWE/D7MWNy3J2AtQXPhS+bTAvkN/IIPA6W1buj0dTqlhMFFw4EqnamF208mbnmgGthanhNxcXDcRMWzauoTll3QSPY7YGawhujHWx/BHgALpItTKaFb/Fa1cekU8vPf/q4c+j1rn4d8yd0b/x2mp63n5Ubcb8sueqazmSVbEsJrtptn7f23Cfzj775wZ6JL24aM2Zl//5fPtDl01vveu+au9695v4Pb+r2yR2D53Wd8sOT20NL6uOpgD1NAnnn9j9kUklkqJKzJZFeXHvAlbPuTGDZfte8709/NH//q9O2PjVx7YhRS3p0n3nn7R9dd8O0Tjd+0Onuz67rM+f2Jxf3nvfDpKzibWIG8iw5h7WYmBkLTnOGUr2r8eBnNe8Nyxt4Taj/1RVvDFF3zrJKDhNO6Af83hyLBBcCg+UrsKx8y8wlcGJRSvY2ff9a8IU7K97saZ38ilm41nm+x8xq71tpBJKp0YYc0GRYoTBNGS7I7XawBLEpQGoLmuWzWmya8/vghyOPPHqTf/FziaL9wi0G3iTfkIRMLwRAVxnsFclBQjBA+1QmCYsYsltVMjTNZlguK2pv2TovPLqXe1T3hh2zreg5S7OJjDAiovD2YBWDTEWkV4P7tFumONURxIuKH2C+YXhHy5znAs/cX/XVC1bBHgI2g20YIWEfoCM/AQzZHoWTURwgKIPGHgIqM6JFsBoC3HCu9fQK9xuD/M/cn/j+Latqv2XBRCSbyUDvoBpMqVH0gGQAwBhcpZcsQr5EcaKpyCnh1IlGTlWny7fMOjF5aOrHj9Wnf8vqF2iE6TJ4Ug3ERmA8rswHbGceAFRBdoWaR0USNV4x3ZoFVXKplQcvbPuicumbzceXW41nRMsBECD2qlM1Dg2riRsA8DNj9D+Iyq8Yv3oPFQMLwGg+g706GxRwf5TBXjwqQ8FY17BqYn69Vixdy9/e+t27Vc90r+x1VXWPSysHXFEy7rbKTx9vO73GbIQPl61rmaowyoKvQc7A7xyG6tbhB0TSVd/3NStfDk/sEhx6VW7fy0sHdKwad0fjB49IJ1eaF9O5oqA8ps8w4MDZVQkL7CRDibq0/L3N371d+GKXosGdzve8rKL35UWPXF/90bDEiXlm8xl8RAdgA0oVkavJrgUZPPacWQN+OebS4/TG5PCu4nkTguNvzxp8RWG/SyoGXlE59uYLMx/VHGu40cUsgLAuZ0lqpmxkqWZWVHLGJRsNNC4YtzGmpwCEQGwhqSHrQnp8z+LzrwwvGHhDeZ8rzvf6e9GQq0um9ItsnG5m77IiPMeYISCGnuwWj2hOs6QUJlhiZiRx5FM0V4+FWXBWdfLimteKHr8j75FbSifzClbeARHdCkNDRAKnaL4PNJXc7LTHgt1MWaTYGZVHons/K32rV9GIjuf7AkovLx97Q/nrvZu2vK9XHSaQMJIjBhMN3OyEzl5X4AfpDHkxeV28ByAts0Myy/JYyPGPCPf/NniH+MkdPqEneDEpAPg9aRcMcXQUTADcKRoLny675Zg91pomRWyMhYhP8ePQEOZ3YOrwSxhCZciZajwATkDfDvPQcFIJbm5ZPvX86AcKe12f/9i9dV9NNF1fW43HLDlV9FsBUaAQGswccSmqQ06kxyIpLS1nGi6eqK4/VFC501uy6Vh4xbq0GfOPvv3+9okT1zw8elb3wR/cOXn5yL2+xVXyGdUK8tAYWhPYI6A7B1UakqbT4sDXgVWF8wofl+Ymd098w8cVLw7IHnhj3qg7iqcNbTo606o9ZEVSuQpW5kU5PS1//extr4yd1aPXR3d0+fSOh+bc223hA92/6tJj8UP9vuo6dEnPR77q9fyKIR9sfHLR3infH3//uHtx8fndClvPCKuk+7BeCc0eNV0Ry1cUO7nJMfvF5SOGf3Z//0/u6vPZXb2+uLPv3PsGLHhw4MIHBy54cOjSHuO+GTBh08i3dzy66OSr210zUsIraxqO85AomGkNBDTAjomxs1r5juqt77hfeMA/+JqCYbfUTx+rnF1iXTgu6lJcNNnU6H9e9H/pUP2S5GpsPldZd7TywpGapmM1DYdrK3bXeb4OLp+4b/ytpyc+WLTtk7rzh2ubT1fXH6mpPlBTe6i+/kik9Rz9KjOo6UFJC0rsqgZCDMvuJOVlAJ8Hcuh4QIyWDMv+XXDa8ANjrg8selYvPcRdqhiMIeYfIgqnkzsOgNJklRTD+KrAVMWrsomSi9E105Uw7JJp0wCoCWd86+ziYfdmjbi7ad9s5kxYNkMXBycoooiZlVoBIx7gcYF0tpy6ZFMSNilhk8GcdI+m+BKeH4q/eO7cM13zF7+oZ+8wWzP0BFi+XcVPWFcwHggnARVXwH0SU/UEC6O5rQBsBqeEyUq6s1oQz6infZv59pDMZ+9VN7xl1RxgcAVWDk/KI0nyeKiiFJJVf0L3y8yDY6Y6FFPEe0XnsmSQhqUsdvbyLTtWsvr9g+PuOzl5UO2ZNUJ/7fAfdB2MlhgsLB7ujQkQzIH4CVBFPRhcDg9z7jS7oqdK5jmwECV3W+n7j9sG3Jo390Wz5hj5h+w0BZ3VZa8ie2Qm4gRYQ0X28JOE/BbjN0lKAtQze4oBDcUuWk7bGaPHFBCHggarCJxG5ITlXVKzaGzxkzfXDehY89DlBd0uL3nqgcjKN2XfVj3iNK0sw8oEfVAYWxdLC7IDPMYvIHdNZxLnvqr+fHTxuJuL+3fM63VZZr8riyY81LRmqurZYDWliSWnvOLNcA4k+Kmqw5DSrfg5q/nMxd1fFD7zUEHfzqXdO5b26Vz21IO1SyfE3GusltOWyQR3g1X2LjZDEZXR3DYAlvMZIbgsD7AazsaPLM6e1CfQo0Npz6vKh9xUOLFb7bdTtNxNwDnVghqwqYfO8yJAzYKSGYqBo8EoM4nXzzxJ0A7No0rsdGqZTrPqQO2CCQV9rqnodkX1oE75IzoWThscPbvCPH+SfjnjipgBWGFxJ0Kgk8mrmE/hAgYsiFebw4RWR51a1rbc79+0L5vUmLrSqD7OBBnu54mjrdnXG3qCmYQT6cctJVgKicfklkwsbfX5t4YVDrmuvO+Vxf2uyBx3S8mC51rS1uh1Z4j60B+oGXMNSE45IbwfEhch0+35BckwjkjbYxiKf/LFfx//LjDJgUdL4h/+xWQKLwvXICfM/nALLi++CO/E79Bq069bImhjeaOWs9mwVbQcyyzbnh74et/JmRm+NS3RFHYsAvEC/8CkiRwiahrURsvUlExVDrKBlxmwGs6oJxeXfD7ON+bW7MHXnZ/QPbL2TS3vRzIeyWlEM4yEx8RHwK4Mv645GpqP5lRsTctZs8c7f83ZDz7f9+LUzY8+993wx78ZNHpV34HLuvda1KXnwgcemnP3PR/cdP871z+zZPBW1/yKxBnFCqrihF0RowO7Z4xRVTyyGWT/KS3LkMNMj9cxDy4z/GN06esVz3YP9u2c88hdjV8+L2Ws1iNnaKpgDgi6wYtyalred9O+Gd/nrVt7vHNrn0/uHbGoz3Pfj3lnz6SZx99abftsT2hpWuH3mZXby+sOXGg82nTxRLT5jBYF+yE9h9Vmub3BJIaI6YxZviot9fu0L0Z93KX7a9f3mXbHiJkPPb100BsbH5+1++U1x97baZt1NrwyVLq5uG53RcPeuuYjrZFzsdYM9tAHTcG6KHaGeWOHVd9XtUueDD1+u23QNc5nu1cvf0vz/Gg1A8UhG+xGaZh2U4dOCYb0uwzImBkobj22wTn79U2PTlw3dPIPD09eP+LNb0a+/9WoZyd2eeDWv/e7/9oXpw54++uHX9805JX1g19eO2LyN6M/2/zsmczVMdOrsmxGcCyR8mrB0Mv2RCytriW1sOFsdt2p3NoT1bWn5dIj0rGvMqb0/2F4Z+esR+XAeqn6cE3Fvqq6o1UXjpZXH6yrO67EnUk1gXOPwURf7oJ7dIW9O/ALJoqtEhhNgQ8diOz6OH9sp9Cj1zQd+Iz5UCajfaoE7i4K3swsVfUmpAwdkmaEpTZ7ZdHucM46V+7qjOJV9spv/KXfe47O2/fu+NUPd9n34WM5J+YVBL8NZ3/rz/sumLsuFF5bUbQj3nSOs0TcwqAXaMZc7O8BDxVqxb1Yl6XDLRb7yo1n9dRVwbcHeZ65K7r+Tav2MEEXnI/5iTniPNRcK54JjIcXyGMqVNxqUJECGo8ACbAXDcwpqKrplg3ReLziSNnqN46Mu+v0KwNqT30tvEZY3WRfKkAJQ+smPF09IMc9bNFFks14OOZQU0KqGpJZG5ORMFIUK8203HJofdmUgZ4eHUtnPG2VH2V0gV023XQq8PGo15CZEizpLplbVL9l7OQ3AVRm+dLswq9XMqA/mmHTdBcpG3vxhExgZOPxptNz6z4fXjKyU2mPP53vfUlB/yuLpvRr2vE5j4zGygFNNb+quIhJIlNRoAiIuThwoGRPdNvHdW8PPj+kc03XS853uzR/QIeKyb2bt7yvFuwUXikoz8+bNMxBhy1jX3Ilg+34W85ETy0pe3O4d+AN/gE3lE8e2rLpYyn3R3p+ljBnCisvGX/gpogLfomIwwAI8VBYBgdbsbecUz3rq+c87x95e+7Q25rfGXdx24x4yR7uH1gMNai6HTItlCHZXcxPAUr2B/7/sfcWYFZd2bZw7u3ud+W1u1u0O+l0xxOiECAQglsSQkKMQAju7u7u7lRReBVQfuq4lbtCuVFydPs/xjpACN33vvea3NvJ/cO3vvoOR/Zee6255hhzrrnmBLHwe8UxMpsipcm6STVMRvOF1pi5he92cHb8ec4bD1asGNyStt5oSeG2KGAscq6XrIomF/fwuXkDyfAoRB1Y7cAbmO9pPJwqbPGG0piKnENSW4pglHgcjAZ/BYrK2juBdMPPMHpJdkqaQ9OxQqDyTOGMAzVLhrm732t77gd5Q/9Stfb9FusOrR0PlUfMpssd+IepFDzxpilJyLwNNQUB500jEPuZ9qnARBqJKgtQA0FFGoF0FeMGtcIzzWIPkp7VPEP3wDSsbTqfd/VYWtHOs5lr99sWrE2asjB21LSoYWP2DnxvXbdBc5+Zv/8de/mBJpnZiYEZBGNwsoBdJP2BAe1UdQ+3OSVruPhE25FZzaO7ZT/3cwx76bRuvjOzjKtRetgkcYMH1oaX4TYB1u+ECm4KJcZ71y45+u4HG17pv+aFl5c/9sjse34//qe/HvPDe8b+5NHpv395ySN91jz/4Z5e00+9t/T86I1xk07Zl+dVn2xjtKEbHWByIvpvYJfgNQMLmJ0fYhACFwH3TzeuJV9LWHt19uCS3g9nvvALsLTm7Z8oHrFbhj5zKukr0zSHTzUX158+kbxw3YlP9lyedcS8+Gz6elPRbk/F4YKaqJqWuAAQDuvFyBJNmPIRNyPdrZg1cb5WZaJEOWxRVEfQcNjyd687MnJTzLiDqQuinCsv5Wyxlu7LqTp+tf5sG7gmlB0jfnG1TLFxm2louYaUK442OhgucPWken5O1dQu3q4/T3/+p2UfvVxzZG6w7LzYRcsEj9SCqYqUoKnJOmtM/eO8vgr3uTNqjs889vaTk3/z61Hf/O2E7/527PfuH/uTP4781Xdf+v5d37zrrp/+6496/uS3437wi2n/+6dTvvnzcd///eifdpr9552muY2GNaTTT8g8R1ALAci5PSSlFdZF70yYNebA0JFH3x576sNp0cNXHnxv3ZI+wzr+rsvvv/lW3/tXbXxjzYmPph8ZNvHY2+OPvDVx7+t7Ls+oA0/ioSaR+o6oCeF3ySzmITQe454gGJD/QsMoNuTs0Kk5xW/8Nnvw73yn5lDfGvks/6AV8At0XGdqPOufAvhRDG9J7YWDsXOm7ho8fHu3Dw50f//Iq6MO9PpocedePf/w5H0/7tnrgbHLO0/Y1nPU7p4fom3tMWF7vz1x0/KqooKaXQP/A6hHMBVyC3NcdhTWnYpNX3/ANG9f2uyD5jmHTXOOXZq6b/vQKQPuHfPSTzZO6Xbw7NSDjuX7rYsOpsw/cGnO8cRFlrz9TX4Lc8Ey7Y9HZRIll1CGUIACMngOLf26wwkPe/VS1ebRiQP+ZB7xUlP8FvrVmLEHzUPFrsMOEVl6NDsT2sDEV10MsGdCN0CjRw26lRDse55EYvYuxS15dlaN7JD14g+uLgCgxhlypsZwJCvsGfreA27Nz7RfkpIGpf35iuWdAqpQ9DzIAUolsl4xyFPWgC48McLtK4yOmh6uiaveNymjx/35D3+74tmfFPa+r3BKl2sJS432BJUJafFIPNOitFu1ANhHutACYDFpeuBiMHtr86b3at58pPr5nzU8/oO6J35U/uo9FdNeDZxfZFSdZVop4abXJeunDAv4wWPXN5Kb+C1GzaW2CyvcM/tlzup7LWaRcQVrHvSHYX70htEaJhIIvcOHIkUAAgWgOECsIBZix7s1WXbuKVjzft7819ULq4yai4Q0AHkISCx+DoUV2VkBGyAQis7QUucGgO4Xh6M1p2TYAiy3nmY0XKo5Od8yu3f+zo+DBQB4kbcFAwtKAZgRNhybgC4acEAdzSOHbFLATOSAtOEv9FrATFYBIMHDiqSvFB0RnIxZ4Nl8iBF0nM/DZI3gxapTxfoh5Uwz2k1B+66s+YMc41+q3j/ayDtsXIO5Dx7j1dpFtCpGQ+f6jzwUvTd/CzLRrvdW2J23vfPXDYCqhuzM3QNLWpyGAhHBApMkR2X12dzSo57iAymZG06kzdt8YdyC4++N3tv/9Y0vv7z4sUem3nv/uF88OOHXT06//8VZD/WY9/isI8OSSndVSQkSj65juYqgGyaqpF9OD4JhYIgSFNeWpg0flL3xeNGzv7zS/U91895oT12ttcXhJ4piD/rTFIyzlsWUSe1mxqQY3qpA/MGUee+v7Np56kNd5j7aa+3zA7d2eWt795F7+8w4NGTNqY8PxE89m7bIkrW5uPpEU+tlGAr08eKJoDIw6XRLRCIeGaAB/QJZ1SWLEkpRw0lGKNEoj/KfnFv8cSf3S79If+X3JaM7+6JmGVeiKQnoTECEQTKBBpDYKmn2gGyubY6taYoNYfrwpIRP6CbICcSPPgwxtngtXAgKphh8BYsLE3fdROY8ouEF/qu6fW0pVytPt7QlKrpDNlyq4dUMr254mLSEigZNCDYlE5KAeef2vx5K19rsSnmc/9D82reez3n657mdf18zqad8erFRdwnQC5wQ6aXcetimslqLSbDVz1Nz/b81LCXdU9l47mTq/Dl7B4/Y8uqHO18bsbv3+D39P1nTo9ebf3rkvu8/9+hP3hrz5Mc7X/3g4Kvv73v1ox09R2/ru+Dge/E521sNuySyCRJQA1mGL1OX0sGZrOX7hm/qcv+Ibz0w5YcPLfr1g3N+9eSU33b44J5/v/vf7vrnu+568GsPfXj/03MefXDm/XdP/83vJ//87o+//+GW7oUtMOlyoGRYeT6MlZ6lwYADoCrOQCClvuZMbc2ZuqbLda3JddcSm6rjyg5NSx74h/O9f5+3b3xj9fn6psu1dRfqGi7WNV5sqDvnb43XsYolxmqEDKejOmp+1Kge859+ZvoDHRY8+NSiPz634OHnxtx/9/Pf/fr37/pph28+PfneDgseenzJw3+a/8BD0+/pNP/RmSfeT7tysMWwKVwIoj48bRKnbmReC5tB2j7e2r/jzL88N+dPzy3880sL/9x5zoMdhv/+hw/9r//983/+Y9dfPTv+seeWPNNh2SPPLXrguZm/7bHgwcVn38/3nQkZ7qABoTVL4VSqGh1rgfFZis/R7nM0X7O0XEvztaSFGlLUwjOF6z4+2feBuOEdKi8sV5tTQi2p/ra09lZTe0taoN0sqgOZWZkAUoQVJDt4VJrJmCLeMlBwEL4CQ89nQXijyMg60Ty+a37nn9Yue9eos/AdcYRaBPSxpKMedirByAWFWXKbtNxBu0NAZY4PWXGHVQ/3A1g8SMSqAOSgCBhDlcH6xgGnHnT4rXsLRnTN7Pjb/MF/qVjxpt+9RQ8ma7o9qPCkIM8hgLn43UzX1y6eMGzRoTjMKyuW9C7qf+/V535U2+GHlS/8vLT3AzVLXpe8O3XW5aETj/QnzIM61wGM9wV+iDq3MJFxWZp6Dqk6tsm925+1T6u/CNRRQ2kM/dU8uopO0n1KUsYve/gr/NyfhaaHMmTFG1ZdsgJFiecy+0pPtOcc0hsTqba4KwnAhrbirgBfQ/WIHXh+CgECCH3a8A6N6bBqb5dgEgE7bcGr5xpzDgWbLlP9wRCRMRTghmAVBBgSAvo3GBSD1xFMhX3DFDxQeXh8FcoO+A39G0li4uDBD6bpgS1LbxJ34BlPL9zO7W5qeYkpn0JhM7e6WQDOplbH+pw7/em71NozRjCVJENL5+aEXxyyFLE/3IiFCo6whM/IwP9d49iKdvMd9EpY26BTWL1ySNRC17ytrUmxphWTt/TvvfCprgsfeWnen9BeXviXLosf67Lksc6LH+my8JHuCx99fdWLn+zqO+/4u5tjJ17O3lTRdsGnmdVItWeQm6CNwM9hxOwkaDUnQ8nL66f3qOh5X2HHX+f1/3PrhtFa1lGtPVk2nKqRqelZPMcS4AEJahNu/DCCtzWclpazY2vM+CUH3197eux+64LzBZtsVQcKW081BC77AsmhQLIcSFEDqRr4GSZFc9MoBHGGrgT1VjJ0hZvckZNw4NEkDUA4DfgUrxbubt32XuHgB/M7/iKv170ls3oGktcaDXEMiGWkVSbIpSgC74FNyQN2+KvYw6E0iV8Af/dep48yzEHhTYHlxAjSiJax4/typBorqRXWBdQZPoIACH8SVhlknlaXoEr4CeadZ6xFY6AyJjoCqLgmyyGAAzErjcAA3ecMuA4XzXzL0/G+0h4Pt88doiVtMOriIISq7pYU8GwmFtAVL/1sXBE3HUj/oMaYFGtre3xZTXRe1Yn82pPldacbqk9XOXamLv/wUJ/Hzr3xXPHeKdeKDtVWHqusOFZdHlVVdrK6/FRra6qiexUWYLaSbcNClbM1PcenurNropcde3vI4offWffYsG1Pv73hqRGrXho+9eWHHvnpv37/aw+89KNBs7q8v6nvkI1dXt/c8Y3NHfsueWLuwSHlLRfogMGSBN+CxgM7kdKZvdVwZZfv33N+/IazYzfGT1+fOHND/LR9cdM2Lewz7qWfvP/Ud5bNfXXPpamb4ietuzh2Y9y4jWc+2XN+nKdke0BJ0nWroluDhiv/Wuxh07IFB96fuuP1yften3Bw0PSDb81b1f+j/g+/cO+/9+r52wnre0w98sbYY2+OODjw4739px8auj9lXk7tSZ9hUw03N2UxVqJ4Ebh7U8h0Pn392O0Du816rPPcv3RZ+FiPhY/3mvXnTu/e+5O7v/mdH/zLI51+33XMM90XvdhlyZOdl/yp68IHBi1/dOX59wp8UZJhl3WzopiksAlDB8HQQzalPbXkysnzni3HHGuPOVfFOFbEW1a6Li8/NKPf2Jd+Nn3gfae2f+iyrk6wLLtgW37WuvKMaVWyY3t9Y7xOaYccisYkAfRsgYVLvpRAS4Lfn+ILmHxtSf721EDI3eI4kjWm98UXf++Z906gJBaQ7A+ktAcSW9ouNbcn+ENWFQqNexZCLd8qJHfc7txCZW0ZUHtZdUistmNhCpUIxkBWWDpNJNOBvVV92X92+ZUV717ZMzZQsI9H7jS7DsISdofDdhnCSvdUFs9gtEJxcwHIGfsal75RNOAPRR1/kv/M99Jf/FHRiGcaD00MFxwxgiZdHNXn0fiQOCAfsRHxQ+6uQ2UIUGQTbmcGl0Nrk7YbZOIu+gcUevaYTxhmBDoJRJTAqT2iiBuoKDCVuUlV2QNAlTQn1FNQt4dZy9qhGxmgAmFgGOxpYJVPYFUYZhl0nx3LT6xAYOSnjfuyBFoHQVHhESANujLE7FkgTZqRKTFjAEso8PiXdD0NHscZX6C572ShaRipAFfdw4Izkk0OC9+vBgiku0YWxVlVjSxHFvkoJMUhM1SPWh5Gg+6za+1pWtjG5CYwemQzE/0zlJ+FblTDIxmuMJPJAZZg14pbw1yWWEOb/wW6/01MvYmX/3eNaIdLiercoJlo19PVGhnN1xKOXpw7YH6H+0b//L4pv3l0zgMvL3ti8ObOnxwYsODUB9sSp5x0LE3K2egq3JVbdqi86mRtw/m2tkSZ9eZAd0QcNZ3GrFAWkknvjGBKQ8qqjHEdc1/+TclTP61878XW6HlKKaxAOyaROWj8VlWBTeZl3r7WNPAGGGph3SPpHMOWawmVlacqrp6sqj3XeO2yP2hSiIgYGUw9OI04xMJSGDzwqqikMrLkDIHAKR7FyJB0TwiCJwNacvVAOtOWYsDBBatOVuz/OG3wvbYXf1DS5/7Gde8GcvcYgXgyAHomvJBqPci/mHRIAtmVwEVR5ohTzCSC5A3Mu6aIPILcTUfD7GAk6VZxsqIqMFgEvzAdCk1MkAxMKMRVRJ/iL/fXgaliHiFakEz8VnKIPIUQQnQYBi4RGh1j0mNYaSJboVITX7hvhntyn9bdk4z0vQY9mRRFcCMWztOyZC1bkj0yxhlrk8vzszLz39zoMhFxEroDVjgZiZ5B9lx4tm7LWPeQx0qHv2CcXcpgQI4PRikDvCGS0yMsO/ySKaSmSZoVqwaMgQn89Axf2Fp89UR6/rbsou1ZRdsyC3bkZu/znl65YejLE5773fZpve2mjVklh9MLtnuLdmSU73cW7M4tPezD7HMPRUSu+jxau5uVmI1sGIix3qXDVjzXbf5jLy/t8OLyZzoue6rfsudfefvuu3/39R/+5J+fffO+3ivx/mPPr36s46rHO87905vLn43yLKpT4v16Wki1yJrTH7RUV8eWlsUUl0QVVZworD5RciW6PHaDa8zrRzs/cm5i7+y01cXVxwpqjudVHsuvOlF8Nbqm9rzPl4oZ5wJHr8DShCxBIQdlW1Hd6VjP+gOJcw8kzTpumn/evDju0uxDm9+f2PPPozvct2PSoAtR82PT1p5IXXooed6R1HkxloXWgq3NwcssZcrqeLC8PRr9vVQsda0Xj6bOe3vdy6+tfrr75me7b3l24IaOI1f16N7vTz//5f/67aP/1m/0Ix+v6/r66mcGrH1m0NoXBi57cfSmQWlFx1SjRJOgjcFCHHqA5Q4lwwFac6Up4cDl+YtPvLfgzNvzz72z5Pz7a2LHLl//3qgej/X4zXeG9f3z8v3vLT03fGHcBwvjPpp/+v1Fx947aV5W1ZLIE5ghrw5Og7Vwq5zcWbvzPdQIgHFLjDHfmkjcLEVyeQhgAzJx4wGM2GI0JYWKT7RfPSkZHA6aWUx1m67COlEsOrSSnK4GvZofCgUy7VWKzjZunZA+8FH7C7/I6PWHkim96uMWhxtjxbldHifSQi7unEMdUE2IfVA0aBMai7iygFV6br1aCMoRys6rGOmy4Wa0CG6nc5oVhsMAjQiHeCKGAxBLxBXw2yA0iIhxB6aqjqBsDikWDVTOSA8oNj9zIYGJi11korJAboDZ9VznjutNY110FboSigkGBJYTFmrIrXHbH2s7G3YMiL8igZowthu3o3xTlwmKwL4JlcesAsIhDMNasctBs8TNVAerdcIkZQJ0B+PoJO5VwJwVh00xLzwwTrbBnUWb5rfA2NUUFsqWuLGH4aKnQdK8ASPdp7kCAt4ElKKfMDWouKlYVVjzYBsiEPdWGUATMPl/3/houAhuwSNAwpUNVc6ymuk+v8mSuXPT6fFzjr+/NHbMNtOs4+7lcbmbrKV7CqqP17fEybTP0q9v7HFXD2pRwAPGip0Rjm7JFQ4zjThd32FbbcJq6ycvuwc/cWXS4EDcZqPNAlNMhX2seEMBW9hnUkPCmwQrigWFwJNcPt0TxJAKV4GYI7GpA6m4Dj8wB+0EMD4Fek64kiSW4FAUFySNiXBZf80Z1mwBVuDCdXKNUI7uhzQ6GTJWeb5w39jEkR2ypr3atGcs6zEYLtjE3MRiqnrhKcEqAFPkjcCrcAU8l6gko7rCLJVqC/LYt0sicHKimR4WsEFQxIqgqQEZkDgOYIFMdKfxyBA9H6qgwpgF5tMHKtNbIOq4AUopgbwLXzAklRvAeEzuvwJZmRPVQ180bmF4m66crkzfGao7LWspWNSyZgbPwKqUIcx6lqznhEMuCfLG5fl5qq2/q7moZ8jkuMXAuCroB4BZ3qmGDSM8rz9Q+sGj0tn5ht+s61k8cceTnV5ufIDxh2wsoyabZTUtrJlkxaRBWqBnKBj5wqOIv7lsoSzDG505ZWDcgIcKNn5k1MQJZ4NDmP454pt5WLwKK3xAeKCjMvR2rx4AuoNSuxIzl4/e0GXwqhf7ruvca12nAes7vb+2W793HvrDr//1Vz/+X6+9/efh67sMWPt8n40v9tnYqeeyZz/c+Or5nPUNcrIvZKK1wMUF5clyI+LYT3bEw2k4ouSpw8sGdapfPdIoj+ZxZ+4XZIguZVLMiO4g3DD+Ik4+XIfWBZYqSLlfMrcEklt8CQF/Mk9A1F1svLQ6dUzn5CGPNWwdaxSdwteC7ba2FpvP5w6EvKGQSxEVUukvATroOaqaFZY9Ps1REby8+fLEV2bc/9ys3z6//P5nVz7w8qI/D5z9wmMv//5r37rr3++569l37uk3/4lO8+95ack9nZY++OKshwYseTk294BqXNXUIp5uCEC5WYNaaothkoxCb238e2sHPDj6p/dM+c69s3/w4JyfPDnr7sfeuednf/zeXV+769//8K+Pjvn1w3N+ft+8n90/7zcPTP3VX0b/YuL2gZ6K4xI0sIT1CKX9hQJUzgQsUap7GGEySzsx0woXNpciNAKEhpmSDHBzLGPdKRt2n2b1qVYJJpqSI7KAgvJD98FSgcQzNzQTh4Yz9XBWIPdM9tpPUkd0KVr8vm7ea7SmQWFJPPsBCBcaB2uV/l4YuKLgNmtuA7GEpxSyRT8Yu6cGeBpVBa1WWLoZWM5NMmAMrTeWzGUZSwA8AAaqRKgVYe8K8RIN8kHnJMPccXcr2K6qOsIwF7BEYd8oIvlRiEVvtHCmSHyYLpzhTtYT1pnvIrIRKxK2weL0MEC33cwxAYMLuhn1DiGWPWLHXmRQoi9O3B3yzb9CQGl/kECQbnOfzBlRkSJlNt7H2hBPzSVB9QqURaPHj49z/ecAM9o9jMuFysgA6ZFFXYGwmhFk9jg3e0g0pUlEP3PEPI1UIIlg4a0y8Nfts/D5t5oY20hnBAbgdtDjAAwpZLvWklRTd76+IdbnT1FBnmBPwBDU2B/hooRQYaC8HCi8pjogpeOQUg96mC+aVUJhb4F5sChssOhU5YXVxUfmN7uO6/4sQ8o15GwlnK6ASai4NQTGZEgpDCmk490RDjsDgGQya9Ap0WGMLTmWU5TlYdycqjNlWiQ+U8wI54tb1JwsTiWonhamz0aSTFCg5FvBTChcPZyhY0UEnc35x8ovr2ywb1fqLvEW+JWcwZrVQTBFIhzFmNsEQjAiNZxFjBVwUVJdQdkRgBXONLweVibRmXKWvISk8MbwkrtQNkQaaoeYQTfL11AIRZZaIeoYhOtoKrBWnEG8MdRs6IBD86epvjQBwx41IJBJhF6HDGvAMAf0tKBiCvGAMrgRhYqJt8LpWpBx5qISAAbwr+Tkv7NhhCHwkkcNutArUm2Qm3avkXOqae2HzgH3FLz7cPDUHL3dohq5ioaJcCkBOxam2AXHXOApYCqkGZpZDaWogWS6wYNY0ZmymhOWwYlzGYfVbFUse9LHd4/t9ZuM5YPCJSciGxB8fBD0MK1eTfeEJCtAmjIcyqAnLJhFo1+zVVQdvGhdeMq+JNqxIsqx/Lx7VZJlzeGl703rcPfYx391eOk7ZsvqOPPiM5alpyzLo1KXnLetLm24EAbN8oGp46Gw8DnpnHfoBGbR4caQ4TrUPnVI9oAnqta9b5QfNsLxDEiko0VMCpCPJ+ugycngmU+YaCo0CRQOuLhI8c8kstxR8hpNyW0XV2eM6Zj91h+DWz8wKk7wIDI38oHNhYZWqiuFSiBLE9YIL8Jc/K4QM4A6mg1LYt72NcdHro0ZteXimC1xI3edHnP00JQ573fu9of/PfClny9b1P/AqfFbzn248eLwTZc+WXtq9LYzM7KvnDf0EkPJ55T5QMEdYdXaypNFOfkNCQuPjBq47Lleqx/rte7J/hufHbah61vjnnnhkR//7ptff7rDL99Z+MIbG0BBOvTZ+HyfVc8OWvrsquhRudWnJB4dzmGUzxcLUNGwWtAY503MAKwSmXi0A9YSvoCBpsrT/HYpCBB1KoZH1j1h2RmEzhJVwUVgrVmTzAQbLEU1G2gK+qCGM8PNaW0l52pse69lnjCabUY7xNqrqZlARwUKC/oOzDrIDVHWteY5EBH7ANzi3jX7IDwY4Nd0VTEjOcRFJLtigbb2NJ1VUcEAGEh5A1CZnoIRwjR2I9EckUZvLeUJajpg1dvTIs9IGwhKTbLJMCz8wkscyNKDTJSoSQxso8Wpoqs8YaKpDpJT2KnQVmT9ViVgZoQRtP915XUDU4kWYiUTR7Em0YTo0wmMRrAk5sFUhVqEMcr9P1GTBF+LADDWMO4CdITGxPcjGpa6UjRMHIaC+VZASrJ0KUtXsnWsdhBz8gPinDDO+HN+GY2gQuMycp2/btevzEn/qyYW+aeNOlq8gMlLk5qYhE7KkBBmcsdH4kEwCLBBVWGDRnAFY0LiInyh10PP2ACiTLwMHMVASUwZHQFXXgEKvdWqNFukNkhgugpI82UZwRzwHlAK6hQQdt3CwCUFjVuJzL0QgJBgOsR2I67J0YZRyyrQQc3p1xytis3HCvkOBR3mQUOoS1ifYmMMWhi6kqzIQceXJnye+E6rDfRODXvkkEvVMiTZ7fOl+X1WVc81lDyDyUOAQ7mg88JLjHHg+X3hcRF9gHYjoxLUgbzBhUdmpOgNhQi047jxv+iPUKxUFnjTJbZghFqX6BdhCTPMpu5lmosbu/WQEOpTSA6UIFY0g6pEKmw8keJWJKvEutaQNyxMd9iHhUPnsIJVD8MauptJFh2BsBX2vYhL8BqtuE46j6vC+oFk3ioP/+2NkgkyLbkCfmuYBcPTucEU8GrZJ2vXjrC/+VDeB0/6Ty4wWmy6nqvrmSwyA/knBcFivO6qUUGMZAwUOGUkTgL8A8zGG1QyMGuUzCaznLrd/UmXs6/80rVwQLAgSpAhrB0hSH6mrlQUZ5j1fxj3xxEGzZJyhBY1KwFYgZf9gcQ2X2KbPzkoWcJtaRVHl17u+8y5Xk+UH18itZhCLcnBlpRAi8l/LTXQkqYw8ku4xxRcBxehbcC9ds3p02ytkUoYWUdaZ79p6/lg2cqhRtkRI5gIA0bTWX8NdBxrHBRN0aCmwK5cCgN2SLiFIDH2nuW7dawRNBGf2Jzqv7Q+4+OOOYMfkrZ9ZFQeMwwTERojHEoHlCqBHDWYqwezOfvc0U/VpSRNS1V1kBVXm99WW2tqana0tJhaGuPa6i62F5zzrB23p9efTnzUsfD8iraGSy3XYq+1xDW3XGpsim9uSApBesH7sb7a7UabFSPJSFjZrcmu1rak/NIjjpwdlpxtaTnbbXl7CwuPZUUvODb48bUPfz/mkx55ps0ZOXvteTuseVvTsjaZc7bnV8a0QeWqQn8KnfY5tjveQ2W+D1FmFhYG1EcEwLhvTBDicRSBampkp4df5p5rRCNIIZgCdigpmQk1sBoFYkGNYvmB2kiZDH4TdRYlJVOSMxQoynaH0YorEyEk2c76D7gLMRK3ZoyPSGnNjVLWcxc5R0TiK/wEVxZqAg23YBNdpRknDFxucPK/AFTxWwKqiKgWG9ei6QGb4oe8UisJ94jw30pgA2ASsANEt5kDAesEoCssJ/KJCHjgC5FamxBZuxwE9juEPYQHF8APhRiGfiRDJKaiAepu9pYYJtQ6t+4IqFzeaEAjsgoPD1xifPBb8RTi+zfsKlgVQldGYBg/FDYrTRl6s7l+oEPFvdhhZrulVYpBg8DRNKQbgE5aDDXR9HYZQIvgKDWsaJH/3to+/TKHghjA/uA196sEUcAtxPkBRu5FDFbFJasQLZAVsBA7LE5BnGH9AFB5jF3jhApWzkPigFVABeeInsywQ6F3lO5fQUqgEDOFw62AyW58GL3ICAsgV/BNG3NIcSsB3RPSGxkNzDLWMP6K3rLqmeqWDG/Q8LSpdj+dqAA2h8h4LkwZ/BXKiF5ZFmZxyCFYvQRjLgqRPR/WZEhzMp2kkRU0ssN6tqrn6eFso82tt+Du6bqRHoZChFpk1JugNZxHPKyAOgI8RALWA6AOOE3fD3tIeRbYSTiMMKpIEzKA/jN14o34c8hSRJzwFzOLTyM/4a84nkLwRJSyuIUSjuwdCIdzENJrV5nT0cV4wwiBYFQ8uuSQZbeip/N5gcTt+DmAGU1c+aYM/CMabWse23BL6CRwAj1EPwFvhSdrjszOmTfo6vJhUso24xr0AKwWDLvYPwIVDltVTFwQP8+UQ17JT/cYvxBksIgGc5/ucS4QUpYGk5y4w/ZR1+iXf+uYNyRYcEb4lgWfwEXQQHzxK/AYIwPyrLZZaS7DVMK6C4hzBzfPO2l4wXRObadXZA5+3PX6Y63nV3GriAdOQFNACDLICfxekD9FyZDVdEgyc/nKZk0DYIuqaqyQY9e9B2tmDU589d78uYP0nCMM3YeSpNMCJIOcG0yImwK6S9U9iiKMnIic4LnAmRhUAWIHZQ7xcBt1ycGLG10fvuzu90ho21haqEqyEU7irSEY7U7Nh8UI4y9TLCIMXYKhJBi6iX4grG58pF8xjGpDK6IDCXylPrly5+QLr/85ZdzL19K2it2cbP6l1zqP7nRmcYmgA6M9IHV4ZIERmAULzw3iiXAvujbxq3zDe6h89Iv2Tj+4umQoa2jiTYIOlLxVB4nUM7BC1UCaHmLtcbEWbpeWv7t9PoAqAVDFCUL6DbA4rwMqSByjT1XFGhZcHqqfCjHCfGksktVysCSvEma2Ea58/Mpv1sD6Md9QpoY3oHtkLVOFVQrVjIdvSzVaEw0ZZMcRlmwhLG9QYEUYMREVwMN/NkmxBjRrUBdJEAGrmEiqWiAWLVRyQ4A6hBivuVGELwglJVL8w+ikNXkTUDniBCEl5JD8FjA4cTuRAMXPs9iSbJF1WN4uRWW9MII6bkdrW5gmkEssJz8jP2UoelWcBA1ZaDJCQLGw0XgLwCp6IuwMoqBAAmo3oRaJvmhO2Lg0dgnDzMfL3V/ACb2dYuNEhX2JSWHMs2AzuLvQsOQTlBvgqNgkY+NxIIytbA8xgBPkAMIKueRYXfcQYkIjpip+CNgIsl2nCJ8VgwiO3rxy5L9o/yGgRi5FlIpgALQzVJhw4eJN2vRuSWVhHNAmWoF4cKxtuuzwlx0gJONSkkdjUSAbxlBXMXQYfIsuWdRgmsiULdgJZhwWYdgJlGLdLtUqMccTCLWoghCEXetWAulKCNZ5tk60BtiD7jDimnLIE+7kcJhE1lQBNoQZZCFrXoXmC4Yd9oGAt4h7gDLGcjQh9t8lBV1yAJzAqaqQ/+sZ1Vl3AZjKjV4Q7Qwa2SRPLo3SBVmig0ThvjWpFYeRNp+YCCpux43UNhEIxEgSEXHTCFWKDLsAS1JJiAGUEewMCIMWiiRYB05grK6bWQx8gyiicTrwdFjFsADIHsSWLbeHw4xic+m6G/wg3J6sspYOCZ8WdGP0RHHidJ3WOaYmsrJYiodhcdymJeUVnOAWMfjvb1hN3P3BmsoArQ9hCgxbWDKHmi615h5tMm0PWPfq5RfJAzCJEhSXSQun6uFU1n8EEPoxR7lQU2FgBq15MAkQKZJgseJAuVIZId+cqriO5K8aYZrUM//gtPDVM5rCo+cUSL+FZwJ5av86Y9ZCzusEnejoZgVvXAcIh1mgIMHoZBhOS9SM7AG/cg/8bdPpOeRDCnMMqSyHgJ64VL8D5EaRveCdatiky8k0FgHMEIwAzBhx7DI/qv7g5Kwlr1cemq4VnTXaIa4uca4MU089AyaKmcKwMExS8XIziKtSiIRQSrgXJYccwskUb4nb3BN7u95/0b9/mlEew6UUMomQQBJlukBEZhXaOZA6OY2nSBWhFRkH59JY+TFTkQAZ6KfFKD9duuHDs33vSRjxTG3iOnYJH7GSCjNlwtCKFAnnpXjBiN+eedAYQApKTc4HuBXsFja0kSFl7rk69lnvy9+vWPyGURlvaDm6ns4DEYxdF7VSfMwAo4V53Eho+M+Kyh20z8Ply7BYghOjhDCIWLpcyXhC5kOABpE1a5g6AorJxiVHsRZmKDQjlhlmyIdByeJ+PoaS6UahAkxyMAWDqBpeZufCD6GtuLGHOU4xfAlGmEHCquYOqsLfAoQDHtNA5MUZVyJb/RqaLajZed6fUTmMkgX5UsHvtEwaND4bGvsQUeX4ORr6cB0GCKh4nAgkMCiJO1WggXQ2CvOFVi8eOSxbgiJnWFAX6R0Ui0jEZdVYyIxKjYLri3wZStaBFoGH68YEtRjRi7Yg3a0ASEZF8Qs3oYtoSvcyxQuEEboewkGvlKivy80eXITuaEb5MquGqJ1Ls1sQhYiu56PhJ+KgkXgiRYMVaJcwNTquj65aSGiIxMIwwlgFbeqtNavZ1RvzTni+3iJ6nJtwokX+i3bzCzd/cv0KXK6kPmzESCxp4pYeAIABEcWv0A2WUcPdRZe4Vrmbi7V9/bKEGTy+RcWaVEEyLGo4TcXa1sQ+OqOXwRIEcoPtaS6fnNoeTpCUJF0FoUZLYR4P+skx77lGqEAN5qqhDDqK6Z+AFrComuAH4BbssJDbNtisYjBl6h0RpE0IEVMspBRfo5ICeqFL4Dc5Yb8nELSGNZumYw0naX5Ibxr7j4tEvg8xIH0h4oYVc1C10LPCT1lFX8V1QKEEkYJSgNnK6nIkWLDjaUDgfa4UBcySgiGK24gtD/zF+7ItHMKziC1PppWwqIoNn5IuiD14ahmuDiGo1KGM7MUgg8qEWXPGiSZhWnkvlyIBAIQvB9MHJR52hcARNa8KLQySSrrM4GEQsqBq86tYfWCQ3KCNTNmnYvDf3zApWIPtDtCXkOpoVU0telqrbgnpGCXhY8DMQjthaXNMMDJpqpSsSincRYLwS5laMJO7DBoex8ad5lC6Frqe64p7RhoEL42Hi2ov+bz7G2xbWosPKW0XFCUhpCaHNUtQdspMdp0J0sY9BXoyuNAwOKS2wpNMj5dwC3MLQ87UYbn6Xa1HJ+f2+rG718+boqaT9WpuutAUK6Zb4gtijHDVQAmkaHKSocEWxHWAXnjqTPRcb02WK6PC5cfkmnN6K8BP7JtQwDDpAt1JOklqyQ8wsxRIXNAp8rqgkyLgEQsNd8e9fPZQ9vHSQ9NKto8KpKzVeVaKqzUS3QZNK4EUitp2eK2JavzhMH4OokbXtHDUMVeBqlt0HYs0zSiOKV/9YVyP+1Le7VAft546nBxROBrltLA/gaduVA8gVgnh+qy/KbxrIBDA3XTWctbcGOGAmizpLDIhpe+6OuKl9Od+VjF3iFF+gdwFC4fhNWLxtmL9urnZoQmOS6vpr6Tl7213DqgQNchHhhZMJ9HGcJNAQQeJHSBGeZjBUCIbnCz0jXWL1QV1gyGLmFaYPLqMhIeTEAtVjsGi5ScIjliKkDxhuAjejfVM764w2uhAVq9jD7QYtB41Na9Pd2ikXdfs6C3FBX+xPLhCcNmIIxSqQUAXfo52E8M+23AF6gXiijCSgAoCC4VZeeNewnbkDJFVkJ0JehGh/wJIxJe5Rxhx4l1HF3EL4rpgGPzo0/tebzeUEcdEtOuYh85wDQhzTXReaK4b32G7cQveRdyU/RfjIIaFQcIcycgtRFcjt7s+YoQx8Y74rejDX7frF/y04e7C2X69iWve2thn2C6CY/FZ0PA12GQWGAQ0NCUL5UfFSOK1OP0iQ01b5EiFJtAL/oSNIeVQ8XSbQ2AEh8Cy4dWEzEQeHI8c8VyFcVlwHdxUiBD6ieflvGOpQ4xBDYUkcGQEnaLxwScS3RYkAPAcsQ7FaHDY+QJXwJuR290YKI4kfSEwQcShIIFwkbM9UJ1iED7tIQcB/STOcQsAryOXor0oZlNMKzt2c/ZvtMhHaLyF+DTyzRvjw70GMcWUDcHxI9fhpcTX+LxijiKd4ZjwV8LevelyYJciP4mMBvt83ZAVbgw2Pi+eKITH5HKgLxQDKO57/Vf/6IahkEKWcMgsyRbwyLBiVcDRDZEfQ9BTPgjXAkYmIlFCz/DRhBcBMys+FaN3nfVenxpS3ojUAczMIoelmedGJAs4jUYqjMGnJy+suUOKkx47zAXjwJ1+nXHapFBtDlYWCtsCmj2g04EEfL12ZEFmn0fsvf/SGDWPabQ1sCV6vzDdYvGKGaSoYPq4BITwC2mklAoezInGuhDTzXGIaEvOtfhvRFw/2yjSkE8gLr7DL4idY6wsvq+1mkI1caHK82pTgkhMz8tyKVEM8JiRw+URoaXJwVhxrgveV4gWs76zziOM6WCaceVi8aYJMT0fvvj2C7UXNoqjHzZNMsuaJYQG+OCCFW4tojK3C8U+I5Q/rHwALSuchw2MWJqkAlCdsudQ5Yc90p+6+8qcYUbFOfJXJVVnkAQwCPwbQ0eXD/X5DcH4vNqdAyrNO3AuleF8AKp0XUmn9ymyAoWWFK4AmzA9YXRjcdqVQJoSsEAZYaBhYOH719fzrZe9Oc2fvhlpkY/Ep9fbX//8P283vswe3vbR/6ldF8G/1SiIt3Xslvb/eqP/5vY3xvlOGkZJKJfr7W8MGrUJXkA9YZ0zytoMBCXTZzAh9AWRDwhEZgathBVFyYF9ZodOJNmiC4TS9dkb3dpuzPKn7abk3Gw3P4p8+daf3PrpLe0/kZm//f4tfYjoqdtvfVv7Tz76u5u45uc8xf9x+8KKOl2aLsYxRIBB8wJseLIgCB4m+BP/kmqI79+cptsE42b76zfFT+hqYi4UbuVEmPr167BBhmWFp8OBr5gRmIOy7Azz2BXsRSdsSsCqotiCujWkW0U1U0coPbru4JLKffODGYeEZw6GCrngzWve0iL3unE7ToToJB5WofeL/bk+O3/z53/V/qOpxKMxG2U296H5jH/1hf9DA+46ROU7AGqqUZ/UfHlr7vpxRbtmtmdEsXg2GAn30Vipif5F9JbbLoLwwXgAjaOPDRfxwBLTAhxMVXcp/CYrmkjpJ65Mf8fT97mKdWONmlgOmsJ0abpqURWLAq0S8aIR5v+Ozv9n7XNw+UZ4FvuHRyWgehkor2REomppv5LciWhM4I0ivAf0X9OqgLrkkRWqv9sv+1X7Mjcs19uw7bNfEGRWbHyCJNr1kBXW5/X6yRpkSWwAC3VDnyoUBLflhKagM9ylgcBGTNvbbyQa+ezN/372vl+1//82mlY8yKdnGSq0EwwdAKpXDTklvzg3fxOHPtP+T5L8dzS61oX7BAga2fyCbXrT3cWtEzsT5ZMscoeb0Y74FT06aZpk4snAiA166zX/IQ1L+LZ3/q8bLWxuSYg4m9Y0ozreqIgzapMYxOu36v40PntkmwMNDxsZHwB8BOMxJhwWmrx8wffxHeG8BL5ciWs4u6ps17SGpE0GbGhW67LoGsxijCrhJmI9M2AlMrafX7tDQKU/Sg2aGY6oUTMKXxa0HiQ1Sw160XieXc3VQhmKz6n4bMyZoIlgfSZpg+5Li3jzvhDy8VX73NpNNXTb+9fbTTeyFrKpAbERQHMBi4TxRBIzLeALHu4FyDy6BzbGfWK/2PKJIOunV7tN5d1sX0nUV+3W5hb8DDQuE0Kl+l2Kz87/3oxX4F74TXvlv0aoIjBwE1C5i3mjkTgy/kBRGQvG/cgQ0VTxp4Uki8yToBmSZJWCJhGecsc9+QI0JWxVgJriEIGI4nQwtpnnWelsv/GYnw47IJDxGdwQFPxDQCxxFF/AePotLIyKb2pMPqO0pMhNiWpLiuFLYziFOLKogqlfP+8E6IGlS5/ErV2683bnFirmXsQNAlBhZ/hNWhC99xhKuhp0MfszDFO0ELMawcSGrMgBiwyqRSqBZ0vT2az/A+Tjq/bZhgn9D+cUgEpM5VY6ZMZCnz8BFRyTYbqMShWbLrofX6Nbhl4dfA1WaYSfcvMYLyK3uHXV3do+vd1X7asWIWFQtXSkCelipkkheLrqYbBbEP+9KUU3heq29jnIldjsoJeSgYHAlcg+tPgIxiglHxgfQQseh3OEQmnBsJnpaJj8hKbqf7bx9OVpJNMhm6YyHzueLqTYg7ozbHBDVBG+d36NO8HC04vXNwGVzDsCqI7IriLHJBA5FeZQwvYgLmV4Q0aGrHs4sGDhsggcIZX5ogOqaHTNu9FdRnJjmMQhSxr1zOXIWCQtJMKmDciHTfalommBND5Y2Kbjy6AnX2nA/z81hn5cD34RxDxoUwKQE0g5KSc1TliE+dGHw3hdnfEdFoPOH6sWTGPw0Wf8umiQn5vGq3AEfcaK/ap91Rh5B7FR/MmaZGaaAiZJZeAb3wzAEqCb8bMSdWu77Wp/fwMeoAE2QpozoLOFdEIFQcIvWpBBRowvkV0a67C65EgYv5rBgJXg/xBApVHOA812XfOqujekOAKMLfJKAFfYZgxi91y3RCP0QrjE2cQAitcMvwCC0Oin6mCTAaiS3a+6/RpLU9Oxz5BDEUtP17oYOvwcNiv96lApf9WxO2h3DqjQXIyQZKfRdS2d28VBE2PNNRsT0KgsOa6GU+Rwqs5iIHhyHoMTIosHE0P2P0M+vmr/940HhMDAIA88hgtADbWlgadzV5WbCKBZIsZdw6ICCRXODAYrgaKlUSGGTFSFJKc3dR8uG8FRj1g/YgndvN1X7asGIYEsaTYtnMJYGMNu6DZRwEvE+ECWQNdul6hbW0S6Ph+WBiUO8zQCqP6bgApN6GOgL3OJ8OS0KxS0yfgySz9l6EGYrWxMAB6x2L7UjQDp1oNOejEVpqrQeCwV1moG/oZhlSk8FEe0ixijN5vYSVWYoovWKqCUEUwiV4ZqeGQY8VQpXh5wEqH7VAUhrzgS6WajtSqOovDkmADUiCn8ObU73UOlkKHrATb0W2OGP48oYuVi3hlmYWbOKk21qCSDQqZFDnQ6N/BsaiZPy3Bj7LYrf9X+RzboKaGwyCVvSDZURtjBhBuKWFTQF3hfFXGSRgbD7kVcH8GVNV6o9cSxmb/WfV8B6lftP20yANUVqXsoxEmcgcF/mSY+i8GS4oAv2u0/ZPucABWQADuJSQki8UfXGyUcks9cMSJ5CLBTHOvn0SPmvPQqYZfit6kws5gFAt34m5388jQCKg1x7l4DWZmuRJxKx/viwUUaOI4MRomhQ2LQIgFcmsTSI2GVNZciR8DlkC2kOoO60yfZJbpLvczSxfwVERCFeSpeMCYDeoZNbBt9/mN454BKTCV7opvCCyZlqLmipnw2ix9pWeJFjqjGUMIC9HyRo8le2W9XMZRahg7DP2KGf9X+57SIYKBF/ov5jbTrKKgGrIBJ7puKbPtiDzWD2RN5htjLbCZKjqEUGGqxGs5lUuzrwlMgWj6rQQmUpRr69OKRe6Hdeuuv2lct0sDeMgw9l6np0LQ8air8FxpJy9OgphRIXaaI+fDcwE60G9J1XfneJmn/7w2AyhyNLvp1hb11/ZpYAoxUEi3sVP1WNWiDWaKpTmZf0d2q7mGwEvFGRPHcYTe+IE1Yh9AGasjGh8LT+UU+Fh6/Fom68PgCU6+bpxFADfNNJvwBOtKR64AdH9bdkuEJs/aJ8JX6HEabDVjLfSX8nJAsxpw55wHYgh4BaAnqn+3SnbU7BFQhCqRXIrEAzE2juLzkUvSR5Xt3Lt61beH2zfO3b5q/bdOCvbuXRx3dEB+780pJgibl6jKz26uQVxUDx2A2cbWIBN96/VvbraIc+eaNL9PWEe3Tn3/2C59557b3v2r/FQ0jHGH0kf9i4q5D6XVADdlYcF9yMQsxa6E4dDVd5FDMCLbZXeb9xw4s37192Y6ty7ZuWrRr+9JDB9YcPbTmwumN+TlnZUJsrhoWx7Go+25e33qj2W5sht3szF/P+N+Ugb/1Jtd85Ao3xCxiXt/6hc/IXqTdKq6RdtsXIu/c2m57/z//QuS+NxW9aOgGE4/g9V/f/bPt0+/8zW/+zZt+mRt9IdmVZQlnT2/ZtWv5rh1Ld21bvGMrRGvx7h1Ltm2CmpptStx7rd6mSzk6yFwkDSrVLgZHCK1yU7Tw39sG5z8axr/VoCeZG4tbetCZJIVM0XCjPodo3NMNmuWgmamseHRE5MdgQitGHlzfBfxMu9mZW3tys5ORjyKfRl5EXkN4bo3vw9/bvn/r61v/G7lFpN18/+anf91u/b5okfuqeHaeY5HDZpl1ap1MqcHUs7aIPQpYAaDykC6/yf/yfcFCxLiJ7E4BcBFWhYIdzzIG11ciGsiHTcFIakzqrsnC9mXMF2EYqkY4gb0iodBtvb2jdueAyj1RAYoOQ882jCsnjy67//ff+da3/vd3v/2tH3zn2z/6zrfx9zvf/tb3vvXNRx769fzZH+VnnWepWDVD5EKy6vItASafImuEu91c+ZE3xftst8wNGnSKygrb/Ev98jcbrnzj9U01JIZYvPgfsS3xBWqYqf8MUEGklLBd8kFlUNmRZsIwhRYziuquXJoz9fX7f//jb33zm9/59re/D/n57re/+51vffub//7A3T8ZO6q/KXlfsA3UrUAcJcSNcEGBoGGLSKGFZhHbrnjzlhmP9OTTWY58dPO/bJThz7xDeRNvRmRGxARizWtuUUtOCNut//30ghFZxePzCqIJE4RfuO2abCLU8OZvRfKmyKd885ZB45viUnjNW0cSCNywV/AOC2hElkykA9cv+OmLGw9I+nu9h5FO3vyyeMGL44J83r8aky9jE74Qoyju7JbnOjwE1fStb33ze9/+JjTS9/H329/89rf+/Sff/98fD+/ndZzQw3mGBtESB1U5dBGQs3C3lS2CqZyyGwGikdETjVtXN9vNj25242aLQDUTkdKrScBg7YFIkjXiK6MHnJpqlyVmO+EdgyLzPuGEBpkQYzEvQh4wR2KacK9bZxPvoN2QnOvvRz4SP4TY0DvKbZfrInTzy0Is8fpG2DN/IqymyGtxnU8f9uYPP/3yZxu+I24UQbtP7wsEBau2Ai8lWOEyeLYItObXAKjAFIuqMrdDWMP4wE4VifBuYCqvyRfgGZm6ks6s5kGH7rMyUX7Aoqt2RXeE2VhUlOk2maMRA86yGRqv42UJv5D389X8dxqUxFP23A3FAHno4DWuHtqz8N//5S78+/a3vvPwH//wyIN/fPRPD/7+N7/6l69/HW/+6hc/XjxvuL/ZZhiZhGHJpmLU5FRNSdbkZDWYyrgAlc+p+UVeKCa/YE4llhJEo3vdrjEXnQnNUC2abAkEk9tCiT41JaSZNJY4TjOkNMatMPexWABM+25iC6XoSpKhp+gaY0qvlywgzbGifYWpn2vD0rp1dUXWXoS7RLwaNh644ne4DS8SWAImy6sr4j8Z0evfhAj9+Ps/evD+ex790333/uYX3/zGN/DOj3747T49X7DbonUjV5EthpbCQhZyEtGUEZJePYiFZ2JWVY1gIM50pRm6WVetLCYaxPLzGKpVVUyqZGGlnRD0mpfBk2GHHGBeQ6gSoUew7JmZRPFBVEyGnqZrpoAvMRhIg62gqnZVt0mKLQR1oIBHgwunaTBiuC0HfgDam22Ec4wArgAyDrJs1oIpIlCZleZkv5UVqtFJNcVQ05RQshpKo14D0Q7a5IBJDeN2NnykS4lG+LIRThCZh20iPR66naSEzcGQNyjlh5U8WQJDBw23+ELJTdfiAz5o/BxmxoYZxCVGegHNhaHQfHiRroW9ig+LK4s146RcFroJi8yuGByZiW901awaSWiylKrwbMmtzODL2CKAWnIyau3d9/wUUvT1f/7ab3/243t/9bP7f/ez+37349/86lt/uP/7UyYOznJHGYEcQy4w5GyMkgq9DBnT8dek+E1MvQulrJgxL3I4MRxM0lRIrygPHshm7Wso6CDEOF0NeRWxCQqtCPWohoC+bmZapZyLEBPKCcTMqgEL1QxVypT9Xg0/B6eEvYUVwcgaQGyqLqWSHcIqZdZ+1k/VgyK7U4h1JyHkMJ2VQCor60mgpJh3Fjmn6SZBoiBdiYaSpIWsajBDh0BCpJkqAcZPhixnXLvmqKu3+QOZupqpMh9ZqialMHeEZjV0K14rwSTmMmTxeYccMkn+VG7iytlGMJvZ1/EXal+BKr6shy/rIVEjlgY0npSsEfciOkJvS8xGwAzqfNgcEOLGGpuvBV/wqmGXGs7UwvlaOE8PQcnjghgcXCdJD8YTFHSrJNtkxlhkMi+Sj+UWrntiIjSCPnBxR9yaCZXEKRpmYorsT0cSNEbIqDBtI4SSzl7h8r1dWu6o3eke6g1AdXHVsUJW5Ykja374g3+F1Pbt98rRI+vPnt524ezO6OM7Zs4Y+dOffRfvv9bt6dqyy6zOQ5bErI9MMicimMkyMBkYIEgV49zAX8xa2CLqNgtAZXQWZtoklKbd0NND7a7C/PiomP1bd2+/cDGmsdbNTCiyDb+SAxaFMlpoBPKN9gxRCsOmYoaUREUxy0GXGswywqIbECZRKuGvHvCr9vc1jGSEsUb+i5G/YQxRlCNfiJzdFksCWoYZwwmoNVeTJowZ8L3vfOOnP/nJx8PfObRvzblT204cXrt2+ZTnO/wJ8vNv//qNxYsmVtekqhoYbqoOsAkBUO1GKMfw5eh+tyqnyVIKD3EDaUJYS0ARE97kuuIRfocqpSmgXEwxmgkJgepkDJTqBpoqIcgbs3KD7QF9IXWq3wslwvxfck5TXbop8ezebZsO7d9ZmO9qrL+Slpp09OCeqOM7MtPPB9ppN0PDqj6rGnCyirg/XQ9mQsawgDVqRrA9lxZ0yz6nrmVpsocVSELglGhQrxiEDE1OVyS30LNAYpG2E1QPQyc0iMbSTEBca32VNTE+bvv2w0eOHi8oSNP1isry9D279q1YvDY1/oIaKKLW44BDs0Ah0rHGc5ZAejlHC2WoAYwDVFuGQs85lDhP1otcqVBnmZJkb/EltAWTWV0xhEcQau5LjakE1OKYmDUP/PFnIPadXnxi3fIpx/YuizqKtuDwwemHj0wzp21pqkkEB2LF71A2pFHzsxSBBmiRzWLXnzIMi0oHhsnMBswMcQGX1u7hr2gtkb5orNBgUxSQNpHrTgJ1M2E2hZLkJoWo3sjishL4DWZcSpcDYH7Q8iKYjq5gDLtJA4VSTYacCvNALCUgh9C3MLAkB1PVY/lAKniwwiqHkvATenoCwDnKm4hehryxaJq4oEcJilKDtFgydLW0oswVdWzvurUrEhMutDUVKH7W7KKpBwGGBLIslcjRSGMpHeRACeEuVlxHB2ZDo/rBFyEYGF70MwldZTU0kDmQMwUyBn5gJ2skb3BLPmew3RwOm1TNVVvluXT6wqblG2Ojj1yrBXxkCR4AkAYFzMA4aAFoYzy1aFwyNilglnEjGGxYRwEsGRAUQU0iKuVWvU1MuSGoEVXDHv5H7fNX+HdqoaLRlBalBpjUxqg6fnj1d79LY3TS1PfafC4RRVIEoLXYjzz48K/x/isvP1VVfNEwcoTTjJmisIx1jKaUb6h5rOEQcDBI2PAaOgaOViYurgZAW9JZLFB3MvmWbmN5ZCU/0FyUbnOPG7npuSemTh69tygz3zDKKExa5CxsnqFWGaFqw19sBEnQQFhgXmiqS5GgIrNYLzdyQfyEgaO3P91X7e9qdwKoiRPG9PnuN//pvnt+s23rgrYWTHoFtKEqZW3eOP43v/n2N77xtVe6PJuYeAByBWUErUeqBAKOueaahAUA4LEycbTGMzlUQzzSCvrlYRp0On+Y2MtQ0zVWJgeU4ha4NYvfiYoWIuEZDLsQoAiKOM/QctRQjhK82lrfvHPDiecfff3Vl0ZeOuWtL9d3b7T07zppcK9Rxw9FtTVe0bWrStDLVNXBRC2USOezAi2ZCW7OUFIdIxBxWOE1MK9QhRYLpfN8oe7lQmBOea+u5eCOfBMdg4gG8/RwkabkgWjS68U6fSW1FYUbVhzv+PSYAT0nXLwQZxi+DEfBB2+s7vrMxD2bohR/GUt8wz7Q7YZh4xER0lCYJoKVYrQ5ONT4KqxkHSZXiiElizMkHnSsoiw5zXS0tsata+W0Ynn2IKK5IrP5JWyMGC+Ojlrx+3u/941v3DX8gwFlRUlQSoZxRYRJZhuGW9O5kUmjh1WkMGssYKWrXh0yA8m5XoI0EzMiisyIOYX8BNx0GzKVDTQSBjMZ5pqmJuu6SddSxTsmNlZAAiJiTvPCgazi/LiczNPNDXZVyVMkD4w/MU1AR8gGeA/kJ0WRkg011QBllNAA3pgyWJZiNg1oSBtxBXRQyWVCXQP2aBKdc2SWYnFBtXJxoWNQpG7DAC1I0VgIC4ZsAVRirtu2cMbcAT0Hb1m7taGiRPeXG1oZm1SkBnJUgKWGYcHsexkKhEvx1AajCLnE+CAZwhThPgs0rYYRAOuCARMJSmXqWVhKuB2eOrM475TLsb217QIUeFG+Y+W8XQO7jloxe2Vlsc1QszUwY/AGFXJIGdMDFvoUeUdo+2wMO8MsaFW7xONzawMYofmFK4ha5bNz/Q9tnwOgClwUeRQxecaVY/uXfeub/wTgfPf9Pt6M4+VXLpSUnc3IOrFm3cSf/eL7X/vaPw97q1tLTZph5IrcWkxLrQVsKn1xmKF0MhRoHJHllfJNkiVIH7QzTE8tV/K5gu0mTSX70yHQoSs1pdXTxu1//KHJE0YdKM4FfufpEizgBF1LkcNmiTWwsrE89KBdCVhk2anomZqRpWiecNgaZvWS61m+bn+ur9rf3/5uQK0goI7t/Z3//U/3/O4XmzfOaGuDUJUJlZfpsO0eNPCFr33trl/87Hv79i4l0OqF5En+PDTNl05w0nGRdMZGMs2Y0I9ht+73qD6PGvTALCOOapGKkmYF1gP9ZpmKlBP2pysBMPEsTYHdRh8RDFkplKRrFqgwRbYrUoGqBKOOnHv+qb5dX3o7/rxN8RvnThT27Tq5V7cPTxyN8bVUa0pZmJWhnLqaRm+bkWDo8XLokhwy60qOLuWqfpaR0MPpSgiWtNBZOoidRYPeVFNhZ4T8qfRuqRlyyCmTpAL4YRzYw1gjshv6RVeygHO+toYDuxK6PD+5d/cxcXHnJOVqfr577epdUyauuHT+si5VqeEsVnzTYRYkSgBLOpBF9c12m+a3KmGzplp13apqJkVO1NFV2BlU2fkhX0HUoa0LZk8rysvQtUYW1Ly+o4YWmc0vXROq2SiNObn+nvt+9k//dNfAfq/aTWdCrQUhX05zo6WxKaWtHcaTE9ya9WHI8oX08tSKV1IyVUFx1LBHDoCB5WqhbCFL5GTEDzlPC2QqPqHfyeFg2JllOh5Y6RmUHfRdCllk2lVZ4PdNjVf379u7fcu6gnxLe1uuquaxtD6L7jFlkuIjVACwWRWOxU1TuT8F8ZPdqsLDM7iyYIQ2imjQLYsMr1rQRRsXBis30WkeAJLD7Ykyi5bz+KKmmsKBJBWwpxWpoUI9WF5T6jm+b9usyRPORB0NNJca4XwwAyXgUUOZsBrlIEwObsnrgVQ2KVUF5hk2CJIWNnPxSpGKb4A39MEi+WD5AN6YIE+BRYTB0Xg6RQ7ktNeXH961e/XyGbV1qbpeWXU198Cek1PHLT62b39rI8YnXZaTZOmSocEot9NMBxBowh8DuixxeA01SwnZsDQwSiS+mlcNWBXW80E3bpvrf3C7Y5cvhCbkoMMqIJIxGmXRR1f9/GffBqD+9nc/7db18e7dnurW5YmOLz58732//MY3vt6x43Ono7cS4Wi/w7SFyc8Z0mSotlQlnEROLWfVXbE5TTHWlKNXSi4rWNJgRoZXkXNqrrodabGmpKP5eadCGE0D6i+3vrZ41vSdTz0+afrEE6X51YbRaISzWq85cnPPpabs9zijAq1QyrlqyNLSmFBekZBblFJeaW/xZWCCCwvOXi2ND7ZAoYv9gNsf8Kv29zWsqL8fUCeO6f3tf7/r3t//auvG2U11dkMrFNmh06sqLk0a/zYU4v/6xl0bN04Rng9ogRzDl2/48vQAbQhVyahrMDlcx8ymEwWZqQ3lmUprWVttRnFmQkmuqa4yq646PS/notN6qKzknKJkBANZOdnJFtPlojx7WxOLxULSNC29rc2el3sqNWmXNe3Q1SvJslSoG/W6rkYdO9O5Y++ePd68fDFNV4zkywVvDBjbr/dbUccPt7eW6loRGBv0MuBKnMB2NTYmeD1H0lIOZrjiygrslaXuhuqslvq8iiJLXlZieYmtuSGzqc5dUnCxKD/WB/agF/h96aXFCebUE2mJJ8qKEhXFo2v2YMgckr0hqai81OG0pdnTsndvSxnYd/7ggePjLsfUNTlyCi/HJcScPh+dk2+T5DJVLkRnGhptNuuR5IS9V8tBC6r1UGHTFWtJdmJJoa2mJre2LicnN97ljKmpxOK9YoQbm2uvxJ06/+GQMa/3+fjsyeTqqyVtjXaJFWq5KXXL/H65GgAVCqT0dMzmBx+6B6rplz//+SudXnxzQK/XB/To06dz/36dpk8bmpURTYNMginJXDRKKLX1WnJxcXxuXmplZVZjXW5uVrw59WhudlygHbwNll+KsPvTa6+mudKizYnHC7MSA21gSHlqOL2u0lSQk1Scb6mpzmhozLx6NS0/92x9tbP6aunhw/FDhswdOXJR7IWEosL0sFQeCGRlpp9KTjjisVxqKM/QfLAgc2F9MpOD5JYx8gYt7KaGdJct1pQYU5id5L+WqXNXMgOarbUuM8uSaomPzc9J9PsBnzmGktdcYy7JO1Vaerq+Pqm2Ni0/+7Lbeu5KqSMUKpMCxcHW3IpCU2p89Pkzx3MyXbL/arA1vaLgTEH2qbpqW1tLdm21raToUnnJpcaqZKnN42txl1XEFxZdLC9Lqq201F2xZ7vicz2pvsYcQ81k/XAGJGc21lk9tpPm+COlOSlKsNAwKitLCo/sTHy737KP3pmfknS54kpWboHjYvzFE1HHHY649jaXzkfIbm215mScsSYey3FdbG3A8OaDa9ZWY9ASr5Ta66rdNVetRTmJbvvFojyHvzVPl0lD6Ub6VMl8IdqdA6pbCbLQKyvJQFEaxQDUX//ie5Daf/+3f/3pD3/4kx/8+Kff/9EPv/v9f/lf3Fh9+eUXYqI2B67BroWKdGNcwOOYEUNjLVlFSQ1L1pzMuGN7D0bvP7tj3cE1izclX4xvbyuVlKKszIR9u3Yf3Rd9Nipu15a9l2LP1dV5FS2rstYxddbSp5/9eNqUQ4U5VYYh1VXknTwWvW9X9JH95w/uOXYuJqq0ME1T869dS4+NPbN4yZa1aw9dirWdOHx60exF29aur8jLMPQ6se102wN+1f6+9jkA6h/u/f2ebUsbq2Cl5TOoQclrqLZMnzQcUvS/vn7X5i2TRfUo0GQ34yMCWWILP7+0KPHI4W2HDx88d+bC2eizF0+fgTDUVaTHHNm7buWWnVtOnzpmP7wzYdH0jWuXbY+PS01NdO7afmbW9C3r1+1K916WpfRgIKOw0BIbe+pMzOmY46dWLl67dcP2DE+GHNY0xTh66ELXToN69Bhy/oIpFDIS43OGDB4HQD125GD7NVjSlZqWpUkuye8MtmdkexP37d6zb9eJqMMJB3ae2bRmz94d+1w2a2V5RdKltHXLd29edfhclPnI3thZU5auXrahoqS8pqoy8fKlMzHnoo5d2rBq/5qVa1NTY9raslSjorElPynl/JaN27atP350j33R7NjuXeYMHjT14qXYxuY8hzN1w6YDy1fsSE5NkNRyRS3JyUk9dTJq/+5je3dEHT94PtOVFW5rqi0rPHno9MrFB7ZsuBAdZdu+I3rmzOVbNh0syLyitBsFGY3zp+184cl3e3abtHHtqXS3u7HOLXHDVcSAfDq/X64WAdSSUyfXPfTwb//5a5Cgu+hDu/EPr5947PeXLuykLwTSqDh0zaHIrroa28ULZ9as2rVh9YGowxeiDp9ds2zLsoXrL8deam0uMLS81jpzWvzhc9HH4k5d3Ln5yKqlW85ERzfU5upKdXFexqG9MWuWHziw91LMKfPmjQdmTpp55vgZS2rx6FF7n3568uuvL9u3J9Zu9RYV5plSLu3btSvm2Plje86cOXyipSrDCOfpvkxR9D5fkXMDUkZxWerpmKP7dhzZtzVmw9J9F6ISr9XXaWp1Sak5+ui+/Zv3nzt2+cCe41HRJ8vLi5RgQ0151oXTxzZt3LJt88HoI0kHd1xcOGPj+lUbHc6UYLA66KtMd8bv3r5p44btKcl2X8u1a/VFCbEH166cu2fXDo87PT+/OCb69JoVq04cPFhZlN9+rd5u927btn/5svUHdh8/dyJl3dIT86buPn00trkeY5sbCntyC5JjYk7s3xm9e93pDQsPJp5LbqiqtacWjnh752N/mPnWwHUH9p/xZtlNVvPuA9FrNuxkyEtzhhSGzBefPRW7Y8P+UwfPH91+9NThIyUFzkDgamV1/tnz59ev27Rhzfroo9HRhy8tm3dk2dxjSRct/rY87qFo0DBfLJ53p4AKLclAD6CjSPgEqT26f/H3v8uAzGeeeWLWtHFLFkxbPH/K3FkT33y9749//INvfOMbA/o8l2k/JEq5sZ6zGvZoaraqgOnk63pRYUHCqmWLxn8yx5xQeHSPrVfXqdPGb8/Lqaq4Ur5m7Zp3hn588uilPG/TvCnRw99eG3X8nC9YXN3onTF/6TMvDp80ZUduTrHkqzl9/Mg7b4xet/K0x9p6YIftg6Gz1q9Z39ZWEQheO7D/0qtdZ3TvPHfRrHMLpx8Z2nfilJGz853gRK3U2nyiLy8T/+K0vxtQuYc6cUwfAOoD9/xu15bFDVVmQ4ZscGOmojRh7Mg3of5+8N1/27NnHgBV18ys5k/71cMkIXrZ+ZgTb78+YfO6Cy5n2fnYs3v2ri3KT22oyt66YUvvV8f06bFi1SLPwa0Vo9461OWZKSPeXbd1Q+KmDaa3hq7s2WvUvn372lrLq6+Wb998evi7qw7tMedl1M+ZtuG1V4atWbGnsVYyDCMmKqVbl2Hdug09e56AmnCx6K1BM/r3HnHsUEx7cz2kSFVKlVBB2FdQlGNetmDxgD4jt21O9NqVXZs9/XtOG/b22IsXL1ZVNpyJdg4bvGzAq3PnTDk0feKOvr1Gjh8zLyfzavQxy4j3V21Yc9HtbN288Uy3Lm9MmjAlLzdDVfV0b+H4sXOGvvnxnu0xKZfLFs66+MzjMwb2nRd/OU3TgpbUgkH91jz92IQtW04qWn1do3f5yoWTJi4+G5ORdKly5qS9MyevLisobKmv27jq8ItPj+nZffHqNQmr1sf07DuyS9d3D+yNDbUbhbmBOTP2dnjq7T59J+7fH1dUlN/WlqOpsHjSGXL/5W1iDzUmesUDD/74n79+129/873Xujz8Zr/n3xrUeXC/Tm8M6Dh92lsZ7igGfITpCxHbhxVtzVejjiS80X9+t47jZk3aduaYc/3yi31fXTp82FZTQp4a9Gc7LWOHj5s3dYvX7juyP3dAn/nDhk41p5kUqb2sqHbFwpjXus59e8jWObPPf/zRlr7dR21fezItoW7CuJgOz81+Z9jqUzGp2RnFsWcsc6Zvmz11hyW59Gx08vrlq67kmwy1iIHioVwtDDuvurDcvnbjsikTp57YfyE2yvP+oIWTRm7L9lyrrWnbuHHb0CFvbd+0oTj3ytpVpwYPWrprV3J9TcO1hiu7t0f16r6ke6cty+Y6d260Dx00u3PHQWvWbWoLtOm67rBbP/l4Uteub69dG9VQLzc2NEcfOz6g31uDBo6KPukoKgpv2nS2S8e3Pxo23ZkKjqg7HLXDP1rx3LNDRn+0bPfmlBkTzr741NxhbyzKTLcbRn1xmXn1hk2TJq87diA7Zn/Z0NcWTRm13GXLtqaVfPjuzof/OHnYO+vPXki5Ul2RZs2eNG1v1+4TFy/dWlldUt9Yc+jQpQ/fXbV0bnSOrfHgljMfDZu4efPe4rK69pB2PMbWo8eHHV8csHT+loM7zCPeOdrx6eVzZx6pupovghscn2/iwDtvd7yHyj0eF+MnQzYBqJXHj6z4znfI/0Z98k5ZeXJdbVp1dUp9ncdiiRo0uBvY4B/v+8WJA/P9bRZuCIUczAEtuWVIj1alhFpPHY95543hk8bPy8+ttKYVf/LxujkzD7icjZcuZb0xZFT/AcPi4lJqqoxNq509Oi2ePnlLaXlhVUP53CW7nnlx4oRJh4vyG3LSPZ98NKbLS28e2p/Q3mLEnqns99q0d4aMtlnM15rbTxyzv9Z9bpdOk1YsPXopNi0xLtaWdPZajddQChmzftvTfdX+znZHgDoBgMo91F9v2TinqdEM/suYcNVrSd3Vr9dzX/+nf/7j/b87GbWB/l7drqkQPAePlKheJVh8dE/My09Per3XpmPH0l1Z2SbHpZqa/Nqr5ds2H+vWbUrf/puPH69Md/nnzzj49KMDh783Pc1cZHY2jJqw/cWXP1w4f0tVaW15fvPc6dGdnp+9ZUPS1XLfkoU7Hn/k1VEjZpeVtBJQTyV26Tr4le79L8QlyTIANf+tgVMH9vn4xOFzbQ2NmtQkBUt1rUaTGhLOn3pr0Fvdu799PMrd2GAcP5rf/ZUxQ98Zk5xmrq0LXThV8vaADV1fHDt75uqLly7Gp5xKNJ2urLm6cf2pbh1nzZ8ZW1osHzkW+9yzPV4f9L41zdtUaxzY6ej96sSPPphksaRUVzcc2GPv3nnxwH4A1BRND9rMJW8M2PLow1M3boxraW2ELfvGm+9+Mmp5bla4KEef8Mn2NwZ8nJIQW1dTsnbVwaceHT3kjW2XUq5etnqGDB/91HPd163fh8dpbtaWLtvx2OPdBr7xsdWRHgw2h8I5aiQY6ktvoRafjll7/wM/gwrq2ePp86eWF+eeKik6X5B9qiA35sqV8/72NJaVlF1awKlJWQCJsL8t5phtQK+FPbtN2bU95kp506W44kEDNnZ4auqWTecba2swnoP6Df14+FKHLXQqpn7goFU9e38cHXOsrf1qVWXt2hUnO780tkfP6eu2xMUnZ104d6EwO6Mov3b23OgOL04aPXZNbm5+e0vbmRP2of1XD+q5dOuW2PgksyXtcnONV5cKiOuy29AKFa35YmLSO++Omjh2hssEG69wxrjlc6dttZkrU0zF730wvf+AN8+diW6sb9l/wNql27z3PlybnpHv8zXu2nGu04tLu3c9cvxwvctaPXHMqscefXXytEX1zT5Ist3mGjly2vMvvb1kaVR1tdbQ2H7i+Mn+A94f9Pqkk6ezr1Qam7de7PDM60NfH29NyTB0w5PRMGTYrCee7L1k0dZMT9W+XTkvPbf8tW6zTal2Xb8We+n0wCFjPx672W67lm6vm/TJwjnTZ+TnuUrLKseM2/rHP300ZsLGwvIiSfa5M4rHTTr8zHMTps/Ykp9f6EnPHjdx3Ws95+7aZmm4Il86lfR6/w+GDp14OamwNWgcP5PduftHnbsMPnEkJtNdO3Fc7J8fWjB27O4rAlB1lRvJfzXd/8h254AKjmBTQ2maH6wKUlsbdWL1d3g65q75C8eJILpa0WRfIGvEqIFf+/rXfvfrn2xZO7axOp4WBneeLaqcpipOQ61sa/Ctw4vkLQAA//RJREFUXrC/24tvzJuzqLSsoKGpMtWaYra58wtad+5I7NLlnSHvvJ9qS2m6phze7+nRedY7Q2anptmLK6rmLjryxLNTxk08UVrki7+Q2OWl3p06Djh33qQZRkpy3VuvL+jR9YPD+07VVrafPpndt8+SPr0nHz5ysrmlBD3Uwjl6OENsoEKz/9UDftX+nnangPrNf7/r3nt+t3vXElnKMIyreN+QMzavHvvrX/3wX7/x9X69uprTjnMPVffyVAyPWtoMxaWGii+fSRn02rInHpr6xhurt+85584s8PuCtVcad24707PP7PdG7Le62+ubQitWbHz6yY5jP5lSXNxUUW3MWxrbrcekOTPXFaRntNRfNZlTt+zcv/fA6WNHkseP2vj0Y2+NHL60qNCna8bxE5c7vjyg26v9Ll5K0lUj8WLeG30n9H/tg+hjp30tDZpSKwXyDL1Cl6riYg4O7N27R8/B5+KcgbBx5kxe715jR4ycbnel19VJl8+XfvDW2j49Rm/dur2qPls3KgJabkApdXgsO3dG7dpx6dzpzAVzD73YYfgbA6aZk3LKC9RFMxO7vjRj2pTlpWWZgVDrmdPp/XotHtBvyuX4i4rWZLFmDXtr0/PPzNm9M62qsnnnjsPdugz/YNiGi2er4i+ULpy9e9a0Bakp52qqS7asP/lSh5mjRkRl5QezKspGTJ701HNdVqzcqchGMGCsWbPzySe7DXt3fFERFm8wGMhm4PHNowhfynZjDzVqy713/waq6b13elUUXRD5LCtIyxjjDRPWqqvAVLsWtPK8slYR8jWdPWl/Y8DCgf3Hnz57UjGacgqujBq9s8Oz4+fP21FSmF1c4D0VfWHH9ot796YvW2HpO2Bl/0ETjxw92FhfXFNZt3Xd6Z7dR7/9wbSLJlNIb5J1ZmCtrSlcvOTAM8+PHDd+WdXVQkP3e2x5Y0dueu7pkb37TFm0fFdKSoq/Jd/QcrFANNkuy3mNLdV7D5x9tcewSWNm5qZntDVXO22XXY7k7NyiPQcu9e47ZtiwUebUxNaW9qiYjJe7zenaY/yFixebrpUeOBTTrefcwW8dNFta62quLVqw6rHHOo+dML+2MQBAdbmyJk1c2rnLyKVLz1ZX683NgejoM4MGj3xz6JwzF4ora43tOxNeemnoB+9OsqVhcIzsgsZhw2c890Kv7dv3NjUFLsSWde+x/LWeMy5eNDc1Ve7cfaBrj5ETp+/MzKtoaCx02I44nLvaffaquoKJUzf/6ZERk6ZubmrFaLdm5mRMm72/8yuT5i/YmZmRHReXOGjIpG69Jh+Lsrdf89lNiW8PGfZKt6EHjtqqmowT57N7Dvx4wKAhKcmX6msDCxddfvSxaaNGr71yFV3K1FUzTwHdPt3/yHbHgCrZmek/bGVNU8UNfDp+ZPn3vvfPkNq33u5jthzJzTmbl3M+3Ru7/8CKJ576I97/04O/iTm8uLU2iYHXLK8DOU5h7L5Seq2ydfGUPc/+ud/E0TPyczFkjRqFvq6hsXn92ujOHd9+74OPbS5rQ0PwwO7Uvt2nv/PG9AvnkvILqmYvOPxoh4njJkeVFPliT8W/2OG1F1/ucyYuRTKMxJSrbw9d8Eqnd3dtiaqu8J2Mynq1x7y+fSddiLskSVAZPHpB/zOf5StA/bza3w2oFeIcat9vf+trv/jFz2ZOH2lK2pubcybTGXPy0IauLz0K+fn5T7+9ZtXUqiqzpufoqlcLORgWjovAhFLyK4pzdm49M+T1ZY88MrzrK9M2brhYU+Frrm7aue1Yt54T3/t4lzOjrbahfemSJU8/9uyYj6blZtaXVxgLl6a++uqU+TOX5XtNeriiuTU32Xr+4JGo9WtPjXhvzUsdPhw/Zn1JcQCAeuxYfMeOg7p3G3jpYrKmGIlxRW/2nTbgteFRR2P8rSCO1SoYAIPVM/MzLi1fMPftIR/v2B5ntdRs35L44btz167ZXFpacK3p2qUz3vffWPRm/3Enjh6rq89WtCLFyIO0N7cWWW3mIwcv7NuZPGnM7pef/WTIwDmOtILS/OCMSac6vTBh5oxl5RVZPn/LyWhn79cW9O876eLl85rRYLN7h7y+4tmnpu/dZa0ou7Z+zb5XOo986/Xle3emXThnio8757RduFJmbaop2772TOdn5n807Ljb0+YtKBoxbsJTz3RbsXSf5DeCrcaGVXuff7rfh8NmFmRdNTR/OJBpqExqI2YqMptfunY9yvf0ia333f1b6KZ333qtID3GCIGr5WiSWw5aFXB6nipJNVSLEbYweFUr9rXUnI22D+63oHevkdGnD4T08pyi/AlTdnZ8edKcWVtL8/MD1xqL8ipORjnWrIufOedcr76LBw6afOLIiaaqq7WlLdtWx/XtPn7cpAW2LHNIL9OYgj+vuix70fz9zz03ZtyYZeWFXkOrbblWEnXq9HsfznnymdEdOkyfNX1PXqZTkXiqUJPdoWB+eWX5xi0xr3R9/8O3x9pSkgzjmqCYV2vqSrZsPdnrtQkfvjM5LT6prdF/Iiqj4ytzu7w6/uSp0/V1uYePHO3eZ9LrwzabLLWVV+oXzF786CMvjZuwqL4xBID0ejKmTlnS5eXhSxefrq3WWpr9p06eHTjgw0GDpp49V1hdZ+zcmdTppaHD359kN3lgoeYXNH0wfMaLL7y2ddPO6srWmFNZr/SY1avPlIsX0iqKSzeuO9T91ckjR29OtdpVIw94zZM8RnZlZdaE8VsfeXj85AnbG+ugzBvycj1z5+7u9sqEJQsPZHmKT0UlDBg8pUefqcdOpLU2XrOnXHpvyPvdX/lg5x5rWbURdT6z98ARAwe+mXAxtqqidcniuMceHzdy5JIr5R7htfqfZ6GyKK5LBy6KVJPApyP7Fn7323T5/vxnP3r5pSd7v9qxd49OLz772O9+/dN/+cbXvv71r731RpfS3LMaHRrp1KSUG1FQSSsJNbZtXHT4mT/2G/zaJykX7brephqlYb24qaV6x/ZjXTsN/uD9MXabp+aqvGuDtX+3BaPeXWxKtFRU1M5bfOixZydNmH6quNifeNHU/ZXBL3TqE30uSTaMhJSqgYNmdOs25MihEzXV16JPOrr3mNS77+j4xARJKtPUTMYVKyZDMn11DvXza383oJbXXEkcP7rPd7/zjX/6p39+4N5fd37xsb49XuzS4anf/+iX//KNr//7v/xz3z5Pe7zHNC1fUZk+m/lowul6wK2H7JrkDfjy8gvTDx4+986wVU89PnFAryXW5Bxfc+3uXXu6vjpi2PDNDs+12rrWVSuWPffkc+NGTiktqK+qNObOj32548jZkxeW52a3N/hijlg/fGflyqUxJlPJ3HmbXnih7yej5xcUNUENnYxJ6NR5wCtd+8bFJauykRBb+s6g+a/3GX384MmWehDwCpF6227IHjlUZEtNnj9zy7KFMVvWX16z4siuHQeyc1NU9WowUBV30vregEVD+407dfxg6zVqB9XIlMJll86lTBi5dfbEI2nJZXv3nuzSue/AAR9YzekVpf5ZM4+89NIHkyZPKyq1tfuajx629ei6eGC/WbGXYGxd83hy33x95dNPTN2x3XzlSsvOnQe7dR86ZOiUC3Gmmoa8YDAjGLC1tzgaq3O3rjzapcPMj989kpHZklVUNGr8pOef7716+ZGwzwi1GhtX7erw+GtDB0/MckH9tbOKlpJiyGlf5tVxPSjp7MmND9z9S3L9QV1zPcd4vlaFIZily5m64mLKtpDZCKUZIQt3sozSQGvd2Sj34L4r+vWZfOb8mZBW483J/2Tctg7Pjlk4b191eXVJdt6iuasmjF917Lh338H0N99e3rffqOOHjjVXVdcWt29debFPt/Fjx84zOZP8Uim9LEbt1dySeTOOv/T8jMnj15XkuTS5uKXdk1tqPXc5bdSYo088tqTfaytOHDx9rT7DAF/U0hW1uLKuZvuui91f+aT/qx+ePhitttcIw7q4pqbsyMHkgb2nv/vGxJS4xJY6f9TxrC7dF/fqOyfhssV3rebQweiu3Se88dZmk6m+orhx3vQVTzzabfzE5bX1BFS3yzx54vTur7y7anl0dWW4qbH57KlTQwZ/+ObgKWfP5GFRbN92sdMLbwx/b4LD5Aag5ubUDv9gaueXeuzcuqumsjUqyvtK95n9+s9IuuRouFq3c8uZTi/N7PHasuMnUiDGRDum5y1rqLk67uMdD983ftrY3fVXMQKtJfkF82cfBjVcMPNgjrv6wmnnkCGL+/ZbHHXce63Gl3Yx/p1BH/XsPvbQoZyqOuPk2ey+/UcN7DcsMTaxpsy3eN6lxx6b/Mmo1VfLcumggglH7XHbdP8j2+exh6p5FNmlwEpgLt+qg7vm/zvzOvyNf7/80XeGDemdELdXDolzXSEnsyNJFkVOZWiJXqSFm6IPnnqt4/sdnxq+cMaRdFdFSUWhxXm5rLLo/MVLg15/8+133zGZzbVVxuYVntdeWjZ94oayioz6lsIFizc9+fTosRMP5xY3ZeRnjRg77qUu/Q4cTmj3GRfOX+nTZ9LQYcMtjotNrTXRUaYeXSf26TkqISlO0vLDmiOsm2XNrKkWnu667em+an9/A1LeSh4h97eIPouysag4fYmqV2e4ON4ErhRVl58fM7LbN//tuszc+u/XP/veyPf6xsdtDQXxzTyN5/NSDSVNV6xa2KqGbZrkKSk6n5J8sKQoM+Gi972hK3p2HU/l4qvbuWtnt+7vD/9gvdt5rbbWv2zpuice7zxq1PTSkoaaKmPunHMvvfDRtClLysuvFOY3jvxw82MPjZo25diZC9ljJiz/y2M933t/kTejRdON6Jj4Fzv2f7lzv9jYVE01Ei8VDB08uV+vd44eOtjeCqVZLEl2TYM6zg0GixIunV+yYFPceVdxcQVQsPGaE6gJze5vL798xvbugPmDe46KiTrW1JyhGbmqkVPdkD1vzran/zLxvSGHTsVcXbX2VIfn+/ft/27sRfPVK9Kunck9Xh09ZOjHCamJdY3+rZtMzz4xo1+fWRfiL2lGq82dO3jQqqefnLZle2pNk+/cpYRBb47r+PKIlauO5hUWVFVn5+RdLikz19YWb1p/5MUOo0d+uCsjsykzv3zkmLlPPzto2bIT/oDR7tfWrtv8xBOdBvb/2G7NaQ/WNreZwlKqpkSSRN6czS9Xu+7yPXV83W9+9gMI0sC+nbK9J8Sh5GwDf5VMQ87QQy4tIArxyjYVBMLIDPqvnI22vtlv+YDe046fjGmT6izOrLeGrnju2XHbtp+7UnPl6Iljr/YYNmjQot27clatMvfqM69Xv9F7Dxyrqq4pL21au/JEz24fTRg/z+Y0+YOlql4AIKwoLF4wI/qFp2aM+2RjVmZ6ZU16ivlYUtrpyuq67Mxrk8fsfrXz+3t2bq2vt8tGelh3KEZeKNx8Md7ap9cnT/3l9enjtliTc8vKirNzrdlZ2ebU/OHvzh404O3Y2OiWlmsHD5i6dJ7x3nsrXN6sgFR34NDxV14ZO+TNDWZzffmVxhmzFj7yeNexE1ZV1YTp8nUnTJowsecrH65Zdra6UmlquXbuwrnBg0b17zPn+JEih611wYL9L7ww4L0PxpnNWG4A1Kb33p32/PNdtm7bXFvXciwq/eWuc/r0nxkfnyKHW+LirN26zX/kL9OmTz3ksLnLyjyZmecqKt3V1XVjPtnzh3vHjRu9u7iwJCA1utxZ02bsf7HjmNnzNhaXF3kzcz4Zvap3zwWHD3ibGuTYC3H9+w994/WxScnF/qBx6rS7d+/hffq+GRt7qbIisGR+3JOPjv945KqisnzFKFVUpnD6q+n+R7bPYw9VsctBi+y3aEq6rpV5HEenTXh9xPDBI94f+NG7/Ye/O/DD9wZ9MvLNGZPfXbd8nMt6VJHyuJ8se1TJxsSkTKkKPM7WpEJVLi/Kc65burtPl9k9X1o0c8KBAwfPnYuLrayrKLlSuHHLxpEfj9u+7fj509mzJ0RNGLH3/GlTS1tJbqFp5vRlLz8/dtSIrRZHSc21pmMxp0Z8PGP5kqNno7M2rUwZM2LDrp1HGq+VNTVV7d12rl/XGW/1m3b88JGGBq+k5QbCGSEpQ1W8X7SAsf/JDWac5FSDNpELjUCL/3LvQPG2NiacPDZ72qSBH43o8+HwPu+91+P99179eHivyeP7bV0/NtN1XJezDS2TmcSZltIkUuu5dTVbV4q1YIXpctSqRbMun4uNPWmeM2Xn4rn7MzPKyq9UrFmztX/v0SOGrb50tjAnq2nBvG3PPff6qE8Wm9NKHOaGWVOie706ZcLEFe6MYm9G7aiPt3R6fsq40Xt37EidM/dQj+6T3nlrdey5ippq6dCB+Fe6DOvT68Po48nlhdeO708b9vq0Ab3e3bV1h/Bo1UpSgQpJDl8tyktfs2LLu0NnrV99Lvac99SpuPPnTqVZztbUZzXUVkUdTHp30KK3+k7dseVgSUm2qpcrRkF1U+aSJTte6jD1rUF7tm3OWbHycp++UwYNHH/oYHxtjZ7urZ09c2vf3qNnTt8ZdTRzwczz3TvOHvL67MPHoytqSmMvet8csPHl5xauWnW2rLqmsOLK6jUnu3We07vbgkVzDh/ZfyEhPrG4NKugKHPF8p2vdJrw0bs7kuJrU1KuDP9o+Usdh81fuKessqm5PXTqbNyQIeMG9p68Z/ul/Lz8xmuesOyinfoFMwX+X5pDpOjLzXQfnjtryMgRPfbvm1ldeUEJO5hVQ3KoAYsomsak81TQmleVzYbhCQUqzkbb3+q77rXOs5cs3Xc+zrR69fGBfRZMGnvQ6bpa09xw6HjU4MFTBvRdtWRe2rqVrvff3dK776QVq3fnF1VlZVUvmLtnQM9Pxo6clXDpUqD9qqqXGlpZQ+2V4wfMbw1c8s6Q2cePnsnOzIk5cX7T6sPxZ7JcSZVr5x2eOHJ6WvIZXzBd1m1BNVliuona8vLydSuP9e42p0enJZNHH9297XLceVNJYXl9XfPB/UdHj5qwauWmS3GO5YsOjnx/6eEDCTV1TVX1VZs2H+796rShg9adO5PrTs+fNGPmM8/3GTd2U252uyobGZme6ZMX9Ow8asWCU1fKA/6wPz0nY8rkdT26zJ869tyebZmzph/s9soHb709Pu6Sq7XFMCVXDX9/xcsd31qxbEdOdtOePd5XX102ePCC4yfO+duby8rrliyNee3VRT27LpgyZueBHecS489X1rgammq2bE7p8cq6YW9tiolOLi0tjU9wjRu/5ZUe4yZOX+TOtNQ3VUdHJYwZsW7h7GNx5/PWrzs+4qMpW7ftrqqqb24M7d+V8nq/yf37vXPs+MnszBpwkY5PTR790Rqbw+0Llalavk43p5jiz8z4P6zducvXpobMaFoY0GjTVA+T+akQU68ksnjoUrYuZ+lajqZlS0EXM1QZgC6boVi4XaEyeb0eSleDeUogVwmCKpaUZGZsXnZs4gcbJ3+8Ytf2ffn56ZJcIynVxcXevTv3b15zcOemqHXLdiTFJfta6v1t5W775e0bt8+btn7jmkMue3og0FpZWXLm1Mntm/dsWXNo+5roM0dTrhSWGWpTc23xqcOnls3avGnZzjPHjlwtsWtyiRTMlUNZ3EmlT/K2p/uq/Zc1aK5IMVSmXwctcysByJIdL+SwVZHMqm5RNEsonCIzW7dDV5nzmft5ulcJWZRAihpMU0M2nSEzubpUqst1WqA502bbuWHb7k37tq7Zv2vzCZc191rTtYL8zIMH9q5Ysmbt8h0Xz6elewr27zk2a9qiLZv2pyZ5ky97d22OXr54y5Ytu1xub3lZ/emTacsX7t+87vjlOFtqonfn5qi1yw7En3cX5VbHnk1cNGfZmmXrEi6keCwFMYeS1i/du2Lu6lOHj9SU5xharaZWqIESqa0i1+1dNn9X145TX3xm4asvb+z64qruHed/8M7i06eSrpQ1no02rVq0d92SnUf2HS4tTNe0CtgiwVBuavLFFQu3r1y4P+60MzXRs3PLoWUL18WeSWhrafe1N6elJC+Zv37GhA0bV8Ts2HB63fI9G9ZuPX36SFa2IzXRsWrRkblTdx/ae7K0LBNmTXZGycaVJ8cNXzl9zIoD248WZmcE28vyc1P279q9ePa29ctOpiWWWlLz1q7cPnfW/IMH9hUUZra1VV4pL4o+en7p7J3b1hzLdDrkcIGuwQ74rIPhy9hkhyanKWqSpqcyRZRkUyBsqsis60/RJROznMoOJtJiRmWoqcKQr+bcCdfbfTf16LRg5rQDG9afnDd7+5J5e6zJeSFfIOhryM3x7N5+YOHsLQd2XnZarkQdTZo3e+XunXtLi8rzs8p3bz6xcv6G9SvXpCacDrUX60qJLhXJgcorxSVHDpyYO3Pevh3bKgoKsx35x3bEHthwYe+ac7tWR106GdvawIqtumpVlBRFsUnBvGB7/ZXiuv3bYyd8tHrqqDWbV+13W1xSoAFYW1eVcero8TWLd+7ZFLN17e6z0dHN9TWaHCopKjmy//SSOTtWLTpw8bzJbkvbvn3jrBnzd2yJzs2oDfjUrMyiWdPXdH/5o6ULDpWV1sh6kz9UdTH2MqRr2tgtB3fHHz90ccmCdUsXr7aYXDVXfSmXc7esO7lw1paDu8567OUxUc6F8w6sXrY39vSFhqoyOdien1e0Z8eJCSNWTBq+dteaY4WZZkPPlcNFWelFOzbGL5697+i+mPysHLfdu3nj3vnzV21Yv95miQ/561sba89Fn129aOueTee2rYo+cSCmsiLbUBuqystPH41ft2T38oUrLp4/k+3J2bfl1JwJG7et3e+ymdpb8w21QBzNgGT+zwFUqEIYHKJ+iOriAQbDLULm8NcVyXBkGE7xGm9m4IUuA4BTYV7osgUwbLAmjImOO1XUcZPdqs/dVGu9WmotK7DWVHjDgRLmBNE9oMmNdabKstSqCkttld3fms7cv0om9ExdZWLN1dSGOpu/3S1Sx7lamhPrauKrylOqy2ztjTl6OBeaOuw3N9em1F1JbaxMu1ZrCvuYNBhWMtPLqbj1l9ep9SVrxFG80NNpqoZYbxxQCi3GREUMbcvmHgxbrojAxIt8kRQ6i/v0rCpl0cMmXaaz1wDQshKcXQpAD5b42wqqyh1XS2xVFfbGOmfQn6EqOYGAq6E+ubYmvqY6obnJ0t7mqqtJu1KeUFttbW3Jam3x1FYnX6m4XFOX7PN5JCm/vS2nutJeU2Vta/G2t3ibap0N1a7WxgzfNW9TfVpNZWJDTWpbk7u9Ja+pPh8iWltuba61BFqEPGt2XfNqoYzaMuf+nYeGDlkwdOj2sWNOjf7k+Htvb+ny0tg5M7aXlzQ01ldWXnHWVJoa61NDAZehZWlqFuTW1woxvlyHftbZ2psymmrsV0svNTda8BSqlNF+zVFTaakotVwttdRcNTfUWRvqLA11KW1tTvFQybWVSQ21qf52CHa+EipoqvVcKU4uK7hcfyVVagN9yWhvttVcNVWVW+urHO2tnrZWc1VV7NUrsY0NpkAAVMYZDjjaWnAXc0VxQksDqAxWrljgX2KX742mQxdBooq5/SblUSeEMzRYpcwTa1fDqVrQpIWcYb9TCUNTVQTaqs5GmYYOWDS474xDhy9k52eWlnvrarzh9kw97IKBGw67GupSr5bHN9XbQsHsa8228tKL1ZXJwUCBv62w9oq9rtJSX5vU1pqoycly4DJuoaugg1ltzZ6K0ssVpeeCfkfY72muNtWWJ9WUpzRUQYqczGjIKDCrrjKboOR3SoFMTS1sbEguLTpRURpTU3mBNYU0KEBWcWhrtFSXpVWXmmorEtuvmenHVvP9Ld76amtdta2+1trUYGtutNXX2WqrLI21nuamoquVJcnJ5hnTV3Tr+s7aVftrqivCapFh5F27Zi8tTigvSaytTmysT0Tna2tTfK2ZIX9xc31uXVV6XZWjod7W2GSvqbVdvYo1YmuqSwv7MYBZqpLV3GitKE4qz0uuK00NtwFQodLNvjZzfZ21ptLaWG0Ltmf52zPqalIqKy9VVl641pysq5m64m29llZ9lboaq6atEUogw9BdIb+luS61oSatvjqtpd7Z3piOK1SVJdVeTfS1mOWQQ5yN/mKJ5R0CKrSbm8fqJa8eYsokLYgJtorcpBZdNbPQAet+pCihJCWUQtBSWeVOFG5zMhUk0zuAPCYZoQu6FG/IFj1kZYpnQ2RuM3IMo9RQikRV2ERDTzQMs3g/AtXAb2Hp8vuW6+/rdpYtpMfGxkzo+BoD/LINDdrEZEjJN36OBk2NheFQAyYtnCZqst72dF+1/6qG2b+OqaqHiUzDDtlnJpoSiuxqyKEEoeAgG5m6lKEFMXfgodm6lKmHXDoTeLJq1fViGlqqLicrwUQpmKIqdgHGkXTngOFMSoiGNyPEDi8gV1bxDmYf0iWyhlIk8E5EftAijBAqFc3N8lUUJFwTcC5+zvdx8XSRIrxQBJuUiXxvdiWQqIUgY/h5gd10fNmiyYuXL4hNSsopKPfk5J2PS3532LhpkxbVVdUYRgtlm32AWnRoYa8eZjpi5mJlT/B0KcyozktBVvHIXDVCmPPE06GTeCLxmOwzfoWGpxDJ05nH2C4eDY8Z+Y7HAF+RMw0dP4/QFDSsmsiawgMyCa3OCk64CC6Fi2M6HCJXO9ZUJJ3v7fP4pWpCnORcJZilBbOZxYX1ZMjGmG9LsWkYYTYbj8WHoOUr/K21Z46nDHptSr/XRp47f8YvA4nRAFdmPRCvhzHRIlc7G0YMw4j5wrhlGWoWyxtQZvAXs2A2tGQ1FK8xYTKEFvoK84hZgHUBRojfYi6EuOLnqp0Z50PQhDYGGzMhsFsh6uPiuAV+m2oYKUy7D0JJpYr5EoouchGQVEwWDRXgGSQHHUBnmJVX3LHQkDOz0+O3bty9blX03JkHenb/ePvm463X6iQJgApRwXXQNzTcCA+Ii4sFogm5osCgGybNiBev0WfcEReHZOJB8A6+gzdxIzfNJAwRHpndxkXcXD7MsI/eiv/isjrk3MaKeBxJ3DqysrCsrPyhlGTouCbex5i7mLmXj4NRTaeUMhgbX/tixcp9HoDKsovpeihD8TlUn0MPCJhUmVnQAL7ia6oXNFAJAETF99FAwWCqhzw6i/95IcR6IIUnWVkgKZMRK3KqFo5n7aqwKKXEqklMZS5mzimyOKaA+xiyXQ/aNX8EpFNVfzJjClg81s2MdBKuD4yHMor0ExoBWsYhTOQ0DW/KUNCZis+rBqDOQAu+cvn+dzUFQOWEYcpQFz2DnrfIa7GxqoqKZvwvrFXFI6JFQL/wOgPsjVqGVwAPs+usepvKEHHVrElpahgvsPg9vAJUEk85O2mC8FiUS1RiYHEMVkzEXCvpRtipAchD0HcsdalBhRHsXXIgjcUmYR+E7MysyRpwos+KXWfRLugOB0RL8TllH0ycPAaLKhm67AYzUCHzSramlpqTT6xfNXPfgbWu9KQrV/JLK7LT0y0H9285f+ZQoK1Mk0s1mZnxoWFV1kOFwNu1IKRUFITBI7PgZZqqgJsC0swGg2VAXsVpaXyT2hZCjtFwCu2ZxqzuEZ5KFWPGk6o8TwndCihlUTA2FQwjkxUSyUi4aa0GeH5XZ21ns4LxwbLVMnBNMGPmiVW8ht+uw/4IXy8n+aVuFLmQQw6w8A7lRLJyGJkA1a35ue8ASsRCy6oVGKYrRa0NV6L2X3qn/5x3Bk8+cuhAZbWD9QwgfkGx58pr4iIRTg8pStExC6zlCWXoJQtksTa8iKggbnCwil8IgmpSIa6qC6OtBlxKG0Yb8wKAT9d9Ds1nYZVsFk3zsKAeJ4ieG9kPlSW6HU7DRajo2A0IvJDMMNhSFrVlAL/C0oCGBNzatKBX9aWziCkZg0lXnMG2DEfqxRkTl04dt2PNsrNzZm5IvJwshxo0pVhTKBsaFguB3ExExHrBjVgrGnw3SZXiVDnO0BJZTgfXZ0ERoVQ5blY1mKoFAPMghfmiCh5+nkibSpTZwTiE21NkDBE9kege5BmiC12Nv4AJ7v1RzHhaBGAJME6Dbr+eKx8WWjBeCaADmKw8BmYH7KLoKdb1Z6b4H97u3OWLxoID4M60MDBAVF4s7MfkzqyCBIDMZtlRqAlJFFZEA6CKaYM5AqBlQV1KqqgcKeVp4Wwl4FT8WORY+eksnEtnoFvjGZtsVcpWgJf0+2EN4HaZLDkpZ+hUiJgnCBPvq/o8egAYCW3C1BOcLaFECKiaDQY0Kw6GMLX0G+tKLkP+iLu3PdpX7b+mYSVQC1DXaFRkgDeyGbwDDBO5nakCyN9hJClOWKViqxW/FWX6SYbwfYZlqgGLRujF3Il0Xay4QPYGYMZKBlSzeIPPCt0kZA/QAp7nMPxCJ2JJQ9kxGsXFWpLoFWu/OMK+VJXkF/2BZQAt41GDYGxWnvon/sEmZsENFklVs5UQVCeThbHmMzc+oJLcaijLfy27KMty+ezZU0dPnT1xLjbmXOKFc8W5prCPZWekgFuBUuDGx2VDjdO1s6pyTtdSeM1AjhbI1XFl2RHypUosbS2QkvXdwCHQW5ZkV/0uLBAxdBjDNDVgVqF/lSysFG4HanYlZFX8eDqsGqwCDBqWgFmj2KdRZwFFArhXts7lxsKftGi5EkEuXSpJKn6Ce+GbQmlSdYq5+5I2GfrBpIaSdBhSrMAh5p3xvTlQIJofOASNZNXCSWoogQ42PftaXUbsybMbl+3bufHQ2ZjjJUUmJQBVRm1DagJCRjYjMFWYSuSCwD/Gq7sgMCwqgO9gRoLpWhA/yaCnLWilFzdkk3y4F3keS2ABIJntS4AKZgqiCMyAjcu54ODD5FCDaUrQQnuawi/MFRApmHGyieoxlKO2Z2l+vIkvgPDBPAWxc7HwLUuqpWuqTQokQqp1raClPvviuZO7tu8+GR1ld16+dg3ErkRXM5QgLQ2IE90hfpNwBYna6e05hh80S1yZUgSpIHGEioYCp92pAkcJgWIp5RjBYiOYzxHWEyHSCiTTn85xVryixqqZ4hpKEwSa65HAKVM50wfDtQysTabzCXKrsngii7vJFzUlUfaZlTawn3SWoWU84xdOJu8YUDEQmk1krOABBnqNmIYQFIP2BAma38VKyyypCHClZiQfIfiBRJsFtmH4MIjk0dBEYW4qQD15NXG2VdecqgSqzgJGjMcL479AVlGjBlMLbUIezYsL3CX0ir9ZejhXCwImoV88LMZL7HSqYbsimgpyqoCSm1Q8gp6rSlkqOgltcuujfdX+yxrWIeNcQMJCsPOg5UG9sXgwd7DM7LIfFiqNS4XWnghzI8w42Fj0m+4HlvljQWwBM2S1WI1W6jVqGbBpSosWgI5zQpYgG7rfY/jA33ONYDYxlcWRhPIiscvQ2tPlVhewU9cZfK7QwGVhZI0Frbwqfk74tyohkwJyDfM0sqcIY07NDPtsrMyluSBUKrCN+17gf9mGWqj485prnJVl1islqZWFl2tKLks+YDZLf2tyOmGYxcMh/2ZDTtVkmNq4FEwomEdZmpqhQi9D1KlWYGR4JKwLnvSAKoc5AjWERwZYQr9n8iQlg7McMGKIjoAHGUjpoaEJcxZUANY8PoU2xxoU2EzvsZKlBrJkf44aAqcsYBGCYBZLfqqYoBQ1kASGCvUdse9vm8EvY6OokH+AuGezoII/x8CDB7K0QEZkuOhllWg/qZIZYiAFXHWVtsoSZ91VT11lWmuTWfF7WV5bKTSUPBhPmp8CSeUewBzlgyfxvxAMjLZqV1kBEOSGHmaMs67lAl+F5yxbDmTIAQhVuqF5ddWpKhZFMkWK+EbsOZUF/jCJXBQQNpUaDMLMqwl3CCY9oq943gwKVg9lwIoQMONi3VwSQS/3uQBRWBqwRkCS8IBoUoYWzmxtdlVWplZWJbe0WjRIgp4J3agF6djQVVjASTrsS9AFPGywwmirMnxXDKlU/BejB7sI5hNwLps0VGHAIIEAjxbO0AOZWiCT9cS4D8pKsSBnmh9IgZ7jJ5kajB+VssqAagibFGlCdUPw6Da4XkOGhJukB78FvQMGY1IgzBBgmE/ZYZ9DhikvBuHWWf7HtjsFVFIn2cxqjnKyHk7k7oJi1YKMl2M5+4hvCrYCNCZRFipMZF7VoLBS0HQNMmQFm4MCpXqV7XLAJAetgpvAundAyDQBqDBWeC+Gg0LOSAB5Chua1IBicqp+GKz4SYZCscMtIKk5ajhThYGreKEfgam4ONSNHLTJAbsGhaLjr0kNp+E1KxeSj3/V/psaLVG8AILSCSY2UwGlWD+UKOKooEoeOmxlWplCI4CE8Vcs+RcE04cuAxyK+AX6gQG04r+4FEvzEvCYQy6C3KB34OlhaM9czeeBXcsVS78FFqSTQebAlUCmLHlVbjV5xLaTW6b0utVA5CgF/mI980Qmlj3PvMJSFMAms7yolQaBioWQhuWgyqCJ6LOIP+S2rtgZgnLRRA0J9gdLA6oNhgu4NnRQlsGSvZm6lKmEuGGGn4PqAU0h7axhqUODeGQ8suxR0Qj2GCKsJlg5GBYsAdZhpqkaTIbhq4VztFCWIUwuKiPSC5g4Fi2Izru5HRW2KHgExQPtprA2e4EWzlNphUADos9mQ0kR9ajJWXXpuu6+OX1fzkagMoB5gRzdl4tG2wuqGQo6DHpNuRJe9HQ9nAHTnx4O/IqbdqKwCXeUqTc0QF0QX+CYgNnTZgh4FJ9HCYPEZ4Gf8bxDKEXU7wNtckB+1CA5mcLdUHQDNlm2Fs7XWfIBcsV9RE1JUWAWM8gON4U96lJDaBA5zAVr94ISCYyEGGQRFyHbtChcrM6N2Yf2gzwTPrE0MF+wa53EYKAjzRWwKIgEOiaYZZg1vsRD5UKqIdK6KDKvhlLp4AU0KhaY8sKd6wF8aoE83V9ghPJBv7iJBkbLUQLXZBMomK7g6fAmrCYlAwpfDqYKiyVdk3L0UJYeoFOXOwuwmCWHQnc69/vAj4WLBXQZbIB6wNA9mAhcQSwcLC48I3rFqukakxaAguMiGAqKrhwSiiIys9en+B/f7hhQYfCFrOBirGYMW55+MKhFrEM6YMUChqTauXtMNBXufhYPd5NwhTBeEFC37MPQAALBjjH9qYZqMjDNoTR6/6AiadpiPQubgAvbI7LNEba5+Sp7lIBTZnABJ0wKmmX8ULVDF3BSoY45rxB92Dr4MgNeNMi0mkWSDoEDoDJeFCYCZhHtM0/3H7cIZ785kZG+RRqxgXhAm/u270Re/De0m/e6efdIu7UPt33039s4MsJdRgYqaDjkwY85BRkCnqVLAXOwLZmYoTsM1UYKz+RwZl0DboH4Y7rFWiKCgg5Dp0R2HzONULrBnUjoGpAtfBnLz6LTUIPU5YGbqz4wcSga7nsxrAPmCDCJtmmeqqZfa0msrjrT0HAuGEqmY5DoAgUENZdiKKkMkVCtOlQVuhrAIwAy6biGHNLJhi/IJk2CBJqxKKigIy4+LnsQ8GySdL6gEaP6IXuYDhg3sKQh5GT9dPShgeZDTUNp4r64Dn6O4WJciVmXTUowTfaBsINZ4r8wIpPJGwLgE5G9VbBPDC+0PH4omD5UHrUwSAOewqSrqazkLJmk9hRBPWlD4Ptq0C77sRBMhppiMEABT4oxFO7i65L8V5P4JWucLz2UyfLdjPOga1HXwIFSoLXJ1AGlIVirmWA5MMox8kJOoECg4jGb3DiHQocmCQfMMpQPhVOwPbrfoYLAZugRxSBzty9s4pRBDQa55YmplPz02Roy0AjjmWkogDfhTYFtGk5lXCSVJFeE2IqyQ3OKKAERjEbNyTKXimRThB2Ja8JOIGiF3XQ8MCSYm8E0Gelzhu2RrEA2KLrUe1R9ATOTdMK65fYWDE0sOpgukIdU/NV5pJuuF0YPsBHOAXIiFgFfg7JNNBSxdYrbiW0U1W+GSsF9JckFthfxZED+FSlJkZMVGaTNybAAEjuaXrpqwvvQz6TCrPlvx4DwSYECQaxKGkvC8qaJH7G7uD8dNkOSSW7AR0FosPoCqVooVWc8DVZQBFO/KO3O91CBVemqlKWQ1oE7w6rgoJD3cUMLMyFGh2NE0gFSo/hdSgBkCrojV5dywBn1cDaVCOkVpi3FUBMNKc4IX8Ls6nK+HszjDgdpCy+oBUzg2gwoh5RARILcglXRSGGg2uhs0VSLHEpWeRoH05OlQ9VCfEHMRSgHVJsuZWsBug1Fx7AMQIIg3HeOeRQp8aSiEbO/sO2vHhbdphPmv1V10nXB+7qIEFjDeJMhac6c7APmtPXV1WcVUGyD5XIVKU0Op6r0uGJ+YSvYSFQZLsQgcy5agCv+Yk7xFBh8Hl2lV1+44MS2esBLkg46rEJosZKhE4GmFrrmVK9mZCl6pjNj36ZdH207+KErb2uYG1HgXrAjoTuSuUUEFRy26cynAwmHfZNDFBfGCrctiNw0GVnQEGKG99UMxjAzPyKpJG1xSGCYAVMayAF3hpJ0JdmQU3hx9JOPkEFjGk+k4REseigl2JrcWHOxpeGCGkoUm1W0YLjuGOWYImJDINXQWYJ6qlmkj740Aw26BjQ/mMFN2XCBQHRoXrE7hdEjVIsNP1wNfWZAE9ZLkqGnAqqBtdqNnRo+Cxntf6tg/Jc0irfYlQwDQpJ1PUUJJ0i+ywqMUbXIkEqMINQRGAbmC8iRgHmBtqGTAyTej0mHrOI6EUrHIAwMmiD3wiikdUFA5QRxjuwitAdvQreAo2C6Id4YSQwjwBuCBPi00ptCCAS85eiBLD0IGxdjTjMRDUaFFqBdwegwGIJBiww0pWBwLtSAnd4IOV14aBzcQReCIVAZkMzc+oRDaGCYwlCPAQfpppRFUcEyQfcgcgyvs9HGpRhnAgKlkAn6k05E2iQRNMWDA0QjShJ6GP2BbZ0DgsgghrBJ0bjJYvgcRitWNNYdzFMTA0tlCCG+79V8brWdXSIhxuBQ8Wbiieh0xBNRwKClQWhcegBGFFWTsKao8xmaSuUPugCjlgYYkJ6jiotDOXwOSvvzbHcIqJg/TEMGmV0Q0pApqszfiPsgz+J8cOXTQHRxICSArpvxwNSAkaAhBhmC12iUHtAxXBPaAcJkURWXomUqarokO0KKRYKEKdQmwGw27mYzloT6i7juZBU5Sg8tBhWCyH0ydAYqL4NxImA3+BRXCENfUM/SfqUFnG2EoBlzKdNSBnfv8L7qlUIWKQRBYZQyuk1Rg4CSH2AZmIxgqhpixkQdvEmDvQuQhoTlQCeqvtRwc2y4+ZzmTzAYnwlxhBxn6nK6orqDIasMQQH9VF065BhSiD6AgkguRXZLmkfWvDID90GNwciEdY4lh8UQsHPnDyQ3SHta15ySapM0u6o7FcUhh6z0WsPQ8WUY3MNgXDSdORrHX/VhPNEHPGk6VpccNkv0t8MKsYFISjDlac+JIHjh3GOYAO4FqCMBB3+kSURbTaF1pQuE+E/apxLCLv2NRvjkRVywNVXFqWpuRXOHVbxIDymu7KtRy4+PeHfFy0uiPrSV7wkyQB9SYYN4cNORe/DcN9UUp0IvMeCTQXBC5LBcnSHZ1tSeUFIVfbUuRgWN1T0cQLHnqiq4kVdWnJgC5lqiZsQLh667g5o1szZqadTIV6f/ufvsB8fu7X06c1VdMJHuPizvtlTGOvqthg/LG3OXqQG6wsBpXNyDkVfwHcUtKy7IKicC8yVBhGy1LRebA/EqDxUIHcFOcqNLUp0h1SrD6ITVK5v0QLIehIIg6YROga4klhtZjf74U47li46+v+38uJwrB8SxhAyqdUFYua0rWYNhaxjzwrh6TC6NYM4dLFTZIcvQjy7GB4hVQEnD4op4qkN2SXJI6DBDEwRUCL1JywBTA/zwYwYhluCd7DPICn13WGuqV1GckBkZKpu71xAYvE9VIDixwHs6tzG50LZW4cZEE6z6pmD8oxr5IrqBMTfTt8lgLliQeHZAaTalCF/gOIjD8VBfVERY8gy4vY5AMA8gjVBZmC9BShhoLawIXh9Tj8fna8baAG+E9hMOMNoAwFQxCOJSxGA6lkG8hNVIFwXsCmg2si5SNPEdfJ/2CaaJsipMFDY39/h96G0ut29DXtUHaGf3oN+0QCpNaqhc9If5+TJUv1sN0FehK+mMrhe34Fpm4JIdv6W7Rc1SgjC1oWadED/Yi3QUi2ACscQwueiPizENzDJbKA7hwER2cGsAYoNFjQVCqxeTDs0v7G+CohcWkdrOYcRloYS5sxvZB4GmZfg6EJrjqQZMwmjGLGRCdYsDI3hSIZkwwQn8+IuhBuLw8YWyujGzX4x254CKOaNXXWg0NPocQMllrjeLwgS5AlChBMMOBTKhp6tquvCYUTNSS4ZNPKiqpqgKRh+zgpUPeMsGs1ZCLugLBXpHg8owS5geDC53NQros2WVGEIytTMahRVN8BpcGXLAABbgJZk7d92gzjDrKozgBDWcoCppGtBI8oQD2VK4UNVLNaNINbKBapqIpJf8aRIWG3AXOiXkUSSPBFZIFWZi8mEpVZZTZcWML3MrPpjDeG6wtra0oHVr7Z7R9YfHybm7jUACw8dlrBZQMC/0V0CyhYBwEBFNWAABEFImadIg/YZXNzJUAxrfJWNUoRlDWMluA4os0qjQTTTTFVtYSgsqlpBqkxUHFBz0o0pFlmOokPJcmuyKWVGTVc2kKlYlYFV8Ts0vuIUKHZom8bSJGRIPQJV50tEdarjsLzmpVcYaUKYhJ1Qq51ck2iWggiZjrqG4hQUZAc7/qH0qITcQ9LZGBYFvwlLEkypgS46A6vArdtnIKKuPW31idPc5jz408RfPzf3j5MODL2WtrW+7SPcOhlowa+I9eqV6VXqlsMihv9INn7AhjPSGcMp5x5rlhz7ceW5S5pUjoGLU71BA5BxWRXbKsluRmSdEAUNi8CePx/mU5HMZK95a+9JDY3/64PRfPjbn7iGbu+5Lm1fSeEaFQcBbg9DYMTjUhqr4OcP98ZjcvwC0wxiVdXdIsoHc0EowvMVVUfsuTd4bPzm9bB+WAz2oXCYgnRmS7A0q7pDqxtwxQIOKO3LmB8JswXxhNtt8juS8XcN39Hpqxr2vLXly+cmPbPm7WoKphi6Ck0nhHUrIGoREaa6w5pLCPOQD7kj9LsK1MLYAeEUFd4RxbJd99ra65HAb1BnknPIcVt2SIrgm5Txiw3k4+0ACGOJEWdgEIsiA1r87cqqVXj7ZBkDllbEk8bDAG3yKhSbCERTZJWu4u12RLOTKwuv4hQDU602w9ki77pJB927t4S1fuP4OwRi6hbHcET8qzSY75ZmQg4ECHIIM4b/CWQIdgiFlfAD5H9EUBh8WPrUTbppOnxkWFL8A3QVLFxaF8H9yLrD2aSdwG0tgBkSXEUNUGrg1pAtWHRARoJKhhXI0aEusa1oXgGGAN136mhTZEXOrYa8Sgi4VgU6YF8miwE6gGS12JVUvVrQK7OdrKCLuQRCuuNsKEKVRSPUOkKNjliIRDtorik6djlpkMe2mKtZyxXYvRgB9w02h7qBYhLFOtS+IbJA7uFCkxG/ZFvSnBn0mGQsKy5b6Fuo0XpOTNPSczmqPGgSxyNLD19Ea7+tSMk80gfrjguget7rBQjDmt0zQF6Dd8R6q7CQP5bLBNFPCFMUe1G0+3RrUgYXcTCXvDkJBA2Vdkp4uKWDuRCmY8ABj6nqgpu7UDG5XkP4HYKGmE57BkXm8QVwZRAbiIsxcpdUsNSWL/TaoZtxaiDh9blA0WNiMbISOICxRWQj5hkxEtCG3dWHe2eQww+pk1dUuOQO6N6g6A4EUyZ/CDWAIB6hQuxWsXAOo+6FchD0NneKzwmwN4ueaU0HD3dvNBsgXkBv2U+2psHldw+z+JR1/V9r7oZZd49SKE4Y/mauLvm6goE3RXbLM2ChcWRxyABKDDGIkzXJrnL/2pALwUAUPhegwrlXYB1g8EB0IKIx4yRUOO/y+VBmjDbuW/hOx0YXvt6eF2lIB2AoGE5arZA5JabJm52t/murDQoLlagOK8Pv4oY9eQQPquPJ0edS0grVDW2Lm6BXnIhSbc4EWgcDrMIZlw1WBef9P2qcSIn77N1rkUzpmPYrsCAQt/rAVRptqpGeVHJ25flCXCX94ato9T0y759lp932wqdthy8KSxlMyzU26c6nu0R/0XHHTCMAQYQQYpmQPKDbblUPjtw54fsx9veY/Nef4e6mF29ulNDJi/AT2JdQZFIeSDptSop3qVLnXaA1JqfaC7XP2vdF91p+emnnvX2be/fi0+/ouf37lubGeq0eD4OB0tQFvMCaMsFNDNgX6lAYNJlecF8T4SxhzB6NzdVdN66V9SbP6LXyq09QH5hwa6ije09waLx4/XXjeaPzJYbsEEVJhEEDJQs7RYDxhUlxyyFZRc37v5Tl9F3d4bMrvn5xxf9f5j43a3jfGuaKmLU7m8QbIg8vgzqhT09wgJf6gORSwqMB7vM8x4Qjj4jJm33A3h1JcBfvPxC+2e7YHAmbmAVDpFxEGq5OREDT9qb4FDNBsFd5OIIEnDOwHCxERUopPHEw0vBgNyD+dkBgQsg2aMoxpCDmDIXtQdeCm3JMTfFpg1RcHUP+uhmkN2cL+NDwyYZJeFswmrUBacjIPKQi3Km01YfETR68blOBM4B8hKzfXyf7pKsALXBOX4pEnnnqCxUy/gs6ta0bhMYMYTViCvY6PMJIQEkZ7mNXIYSoaJ261Hd2AVYdrQgjTdCVNZ90IpoOFeMsBsC63oWG6vVIwLRxMjgTW0V8IDazC3OTxU2gngndEjQRsIqABipSRfeQNsCDp7+UxtvaWpEsXlnXp+JthQ16sLgcvzwNUCwJh5cENbgyjG5GG2XfB5OUWNbM8AikgY96m+sSUhPWxp1cW5cQoQQ/5aCiFSR6AArIDtE9ux5BmMlgJmjyYqgYTNCmRsTUGHXtcdBiiyADeOkFfgHbne6gwjGDlpIpA3zQNdqRmCRiWgA7LSehf0jEvOIUawEKF8eqClRbWPSHDHcYyZnCXSwo6JYwRVB5MlqBF95kNv8MIwCYA5414G4QWEwo0dOVMZeyKoqi5bfknxMylaCJtIWedYMwGKxlQGtTRnJIGeo5+QvU4jVab3o5lwMAomNGEFtWmGDbVsLQVHaiNnd+WslqtPQ/p0QNpRF/60Og+ZU+A7m2AZC4eEDpyOsgQdHG7iaoNwlR0oPngxwWfPFPU8ReVD3+//JlfVozs2nJptQHEVQFjduBcSLao3NuDzedUWi3hduC6EBEYkTUny89Mdawb1JSy1Gi5yKPNasRJjk9ZVIGRpVB5PCVpDvmsqgxUyFRlrxJZBtBWtRcbTRu8J6ZW5+wTJ0lcuuaRghYpkKrzpjZG4oB5gJfQcM/kwd8giItLKooq3fWx8/1H7K/9onDMC6GENQbIBFYalIXPKkxVTIRQ35yITzXjrSB6a7tFPG40AsmnDQjEzW+sB+a1d6uqS9Xw1w0bvcWfmujePGX7gFdmP/TsrAcenXr3M7P+8Pr6zivPj3VXH20zrGEdtiCdirqGNewkzAM80DcBz8X1ZzZcmNRn4bMPj//9n2fc12nJ4yN3AoRWNoZg2MEsEKZbGFrGCsSCfUyzg2a3Hbqm3Z+YdeXQhvNjey1+6pFp9+Dnj836Q8f5j40/8Oblgm2tmllwPqEr/TAo7YxIhKYgCLk4Ym1kYLqWySOMsvWkfdW7G159evYfHpz8mxdnPzRuR/9TluV1zXHc0EI3MLySB4PAXQOoCd0JTaQHzQagDvCjeVXN0+BPPe1a++66V56aeu+fp9/z5zl/eGrew29s6LojaWbZtTP4iTB5MZiYWaemu1XNiZHEeFJ9o4cBqjZNdYQNh2xkumpOTN079I1FL03f+vpF6+oWXxJBEVPJnVSbMCIxHcQMKD5d92gqQZ2bqYo7rHtDesY1yVJQdtzj3lFVdpL0wvDCbFLaU0h2uS3tVH1W5sGA9a95FeGTJ0WGDkVPcJfbROJL2LhJwY0GrH1h2wF7oHMUGHmeYHuaRIoPI4HWJOEHyEcdyGAlEdYEVQlDgr40jipddARUiJPYEXNitQJ4ZBBfkmZakNwWIWnjvJBmEaKg6NDMTCJB6k8TljvoESUgHNFMsBBmamKx/Sk2sEj7MBfi0ITGY7iC6DiAtWgabGVQJTAzeozBG0CM8JodJgkIpGqyVYOeDJko/EY6SFVe1pFe3R988L7vb98451q9y9BLMBoiCEv8kO4TDBfE2yVDUwn5pC8aMoYH0SsqKy6PfL/jk3/+9Yr577Y3wrwp0hQ8KZ4aIwZBAl6AcYqTviQi4BlJejiBcX+GW1BqwVFwNWHC3TZH/9h254AKEbGogDTFzNOoCl5bFJm5pxl2GPAaATpmlTDjhshiwMi4Z2YLhk0hejmY6kjkcCDuknRgMiLzEXHVhmHBeBQVEwmhsSjZB+t2jvV83NE+/LmmfVOMslMGqQ0UEK1S/ko4pvQQfuWWVJekOiTVTv8qRAq46Mc1s9Vwlhz0wEChZWDYDd/FNsfqwmX9M997vGL6q6HUdYY/lWLhxwW9hpLNfYKAC8ScO1uc40zAqt5mpeeTUeZQo6Z295bK1YPLhz5Q9uJ3r/7lm9V/+WFl1z/WzRnit+2mn5YHBIUPHIAqzvYZUrraDiKWphseaMZg9t6qnSPcHz5m7/vb+vl9dedWPZCkaA5ZdigkvwBUcYaESxpLzkyrVM2B2CkYT6hF3a6UnmiKnpU74zXre0/VbRplFMTQc4t1AuznBirWHtch93SxbHzAgGwm8Wqz+izbKla9kzP0z4Udf5j9yDecnX9StOrdluxjjNgCkANT8QJ/A3buFQEOBW+NzP5NBL2t3SIeN9pfASobuYIIMcCvGKENkANL9fhkq7V099LTHwxa9Twsswcn//aR6fd1XfrM+CNDz+RuqFGSZahyAxo/oq9Fl7gT41ANV3VrQoxn7cgd/Z+Y8ccHZtz9yPw/dpjz0JC1XXYlzipvOo9f6arY/4N2A30mOYBmdHNfh0PkwFyUNJ3ZkTrr9Y2vPDbjgQen3f2n6fc8N+/h4bv6HHYsrmg7rxiw3myGqE9Cj6twglGXQYDBAmHxQwKV9DbFealg99hDQzosfPieKb+6Z/wvnpn+hw829dh5cUre1aMKk9WlYxgZvqjYNOaLsEZOi2JBYUVwroFhhrf42sWo9JWTjr7ZeekTD0y/+57pv/3LjPv7rHpx6emPzfk720Lg7GAJ0I8MCqXujuAiLgItFlHiqj2oWUvqzm6Km/zyzL88Mv7uzjP+MmJ19z0XppY2nKaGYjQpnh2SDOXlkILmcNii6B7VwCKitQq1HiIqZxRcO7ch6pOJq3quP/iRLWuLL5wiIBnjbwPbo/1BpAFDAjOGFQ6ZEb5QPhEd1J8Kw5e3MRgnHc/InXvuPRVxN5HZaDPCbWkQBgwIJzSUJhKdmhnLAzMRs0zpAhuDPvFSB4JQEsCEXsJlobuIeTw/ykQlIFWEFtwONyWgYh4ZysvBpJuKuIW7ALlxBZAqOsCAhXSfwEzkaQsscxn4hNc2sExwLCVkVpmMEBIOXLfQwqbB7WQGDy4B9ApEE3excAcEcEXbGlapVaULEJNrpV0OUdczDKNMl7MXzP7gJ9//104vPJnuOmsYVXg0EZfAxxSqGzrTq/i4QctLweAJpYpIIlyh3OuIfuyhX37v3+5aMvttf5Mdw0hdSoCEjsJ9Mxk3GkqHrQX+YUCBh0ysK8Xcivm1leeTL69KTVjVUH2BpvwXzO1x54AqdGiEtkMIIs4fNCoXL4/S+7m9zGXGxJIAMJfREh90bqs6u7DVvctoTYZuorRBWdNbAulxAwYUycXAHMkry14ZqGBgYhICzk1Ny98sH/hg1vM/zuz48+oRncLnluvtJk2jhUEtfwOGuSvJ01qgb2L3CBqHkObW5ExVz5eVXCnkoSsYGqTmtO/s7IrJHXNf+VnmE9/O6vzLujXvyYXHDfq13Ho7s8nwDEPYFQ7bQ5pLMdKpL2DhwVQFIwPXqzvvu7S8fPpr+d1/VdHh2w3Pfrf2xV9UDXyiecmHinm30ZKGIRJnGKjxwTF1v5kWlYjNg1EltSU02TZVLnm9oM8D2c/8oOTZn1QP+LP/0HS9LVGWrRJsqXC6ynMUMGi8muTinp/gB9yrDlg1OklMvrzdtTs+Knz/yezOvyh64Rf1g58M7p+l1ydhfTLICwOCsWVKMxgK0GuQQjyCS62M9cUtLZvySlb3X5a98IPqZ7535fkfF731RMG2cY3Zx1Uf1ga3qEVUlFNvh/0E2cVr+qI/nfq/1SKffqbdgNLrDWsYE82/UC4sOENnWsASDsBig5kF9W3Lazy+LX7iu5u7Pz/7Tw9PuftPU+97fMYf39vZ96h3VWZjdBMIBwM9QFehR7gXJYcsYaw9I7NRs5zL3DB+3xvdlj75zLwHn5jzwCNT7u2x6Ok158c6rxxokJIlw6sa4CIwFLjHw+6hz+iJDwai1TA8NXLycc+qD7f36TT/Lx3mPfj47PufmvHAoNUvbro4IafqmCTD+CCK6NzpdCiSncCDtQ112W7TWxgNJ6veetVysXTnlOhhwMJHZtz3l1kPPDHjge4Lnpgf9UFa6a5G/2WBgpAEIjR0HDgoXcowcYLQtgBXl6J5wrq71bC6ag6vjB3TZ/Xzj8984M8z7n946r1PT3tw1K6BMd7VpdfOhZhDlbio+s0qlgPAHpImHNQgCpCioGwCim86M7bf4mefmHzfI5PufWrK/T0WPLXs9MfOK/uuhRL5czQZeGzF40iyPSzb8Be2qXAkuiTFXudLOG5dOmDRs4998puuM/88fmffM86lda0XeUATjx+0hoMWKWzX9XTGNoOEtUMJgFKD4AolG0GOL3vjgwiWH3DWVV7OzTjWUBUvssvCRMvm4VECAPAP4GcSYah00oqoDq6dGxuTFH6sAm75YwlAbETmOLXdIuCHaoEBsSBYNEYBny4tbFfaAWz4SGwccicbDYhezF1MPZMb52AwQZq/XBQcbXJEOo2pNIRLH33TQN85X8KTL7rBJmYHtiNgm85nEZSEPgAg0UMFNjdMRo+h4Y6lupRZVX4p/sL2t4f0/qe77vruN/913epJba3QhDlh8Cqa2hgfCECm2u5VA+lMfsK91WQ9lKyxno9H9qUfP7Dmnl/9osOj914+t14NZQCkGesboXRgmUxJm6ECj6GjMOYYED5pbnuzzZm2b+HMdwb1fXjWtD6FOSd4mvYLJld3vIfKfWYeRRBa22X4wNOxhLCQPEaA4aZGMJNixITjYOXJmv9COG1N9Yw+rr5/Lp39uureq7emkIiBFvnBquyGnq6o6b6gszXg8isZMuQGxlndZf+l5ZUzXivvfXfFs9+70uH7FV1/W/ZOh6Zj87UWmxx28YSv0NQ6t6YgnQAML2EPC5vUGDrLzohHxRNU0iUtizsKPotWHN22f2L5sMcqO/+86bmf1Dz944JOvy2b1b/dtsVow9x7Fb9b9jmYm0nzSronYLiDGhQobgSY8RjtJr0sxnd8dsmHLxR3+k11h59Vd/hRWadfln3wfOO+GUrxOe6typm6mqW0MzCdi4cOCjqC2EIWvf5iw+m5GSOfK+p+d+WzPy9/6ieFnX5f9O4LTcfnG02JYq8F4pgronMz9YCIJtVcqg6WYNVFpLHWntDu2Fi8tH/u4D8UP/+jiqe/X/nCz0t7/7Fuw8daVSz4BPGGzluvjqkJAn64MwF8VXOPtu4cVfz+Y7mdflD6zDcrnvlW8Us/qx7eUT44Ry4+JzZF0g30mWY6j5HRAU63KkwxsUX0WTH4P7ebUBppWKVY5xEvE4YF78COgbWqZWiKV8KqhjVv2Kraz5/yrBy/e1Dn2Y88OvWBx2c/+Oycv7yxpuvW+BkFdadkSAt1AYwGr6q6g2EL9L6muyXd4ZetGVePrjs9evCSZ5+b9eDjc/746Iz7O817dOLht+KKtteFzW2qLcigcdz65uOI0HRoNNgfhqdFtiQX75x7fFi/pU89O/MPT8184IWZf+w//+lDyfOCOqQ0gzv6QZumusOy3c84Wwd9raSSfCg57PArtmYtLbs5enPC5Lc2dX1u0SMPzbzvj1PvfmHBX0bvHRDjXlHbdpGcDPqX3jCKaATXrw8RlCBDYOgQlnVH6bWzRywLRmzp/dKcR/4yHabz/8fde4BZVWXZ4073/Hq620QUzAqSc85ZUBFUzGLOWUzkLIgoRkRRSRIEkZwzlV6sFyvnXFRRRajw0s33v9a5BaL29My0Pe345ztffY8X7j33nL332mufffZp229u1weWjll6eErOqZ3wKXl3jCT6jz6QajPRTFNdsmRTZJus2NLLNn28/dV7FgzqM61993kde8zrOGhu1xdX3rUz8OFJoLvY70uurPswmHLMJoWTGDdi2kjAMPzZhd8v3vj82AX9e8zo0GNuxyHvdnvo0xHfHJmcX7VV4RI116Qj9YkqEcVanoeDK3IXuGQgTPaF8vA7bZQ3H4YlVu86tPfDF54e+sUnr5YXHFZjsPiFupqusAwIGiYUbo2d4StVhCWJE3A7PGjC7xdiD+MpASy9BkZY9kt1diXiFDm0fk12cCeCtaAOismQLDykTHJiJctUs5VoWqQ+UFfjKy08cvpkIpM0ub/AKpVAZ13Ek8AoktUoj5oQVjqlsuxwQc7O2tNJsCSQN/IQXBwMOGpnPNmKbVAZgabwdAH5gP9U3M7U8029QIrmBtw75kx9vHeXa5s2vrzJZZfccHWjW0Z13LvzY13LMnj6DUg2y1xo4RRuAQLR1INMxYrGMdWZDCSnvDhh7rQXWja+/KF7RuRk7jT1DPSBJ5RwgZbojiHSYkBTkCLWfID1k6XM8qKE9SsX3jGm1w0tGg3pe+OS914oLThEVwbq/7M5+k3brwRUTJhf4/GBYOgpDKiG4bmDM3k1BTIR5DZqKSDDNICYGjaz4vuq7W8WvTmicmzbwt4tg6Pa5C18XE7dzBR/SVS90pM13ReTvRHJG1NTFTODywNZ2+u+evPEIwNOjLj+xICmeX0uzh11ZdVro+q+nRLL2MZtdkqaRhyFY8guCUblZ2OiEEwM05TIUOHCa8lSLEmlM+7RfWvLlzydcV+3osEtq/s1r+h7Rdktbc9Ovad+73vyiV3g3KpKlqypAV0PKKonqrqBphJT7W28S43ddKypX/JCycSBpcNuKO97VW6flpm33XRi6l31+z5UKo/qRppmZkDHRLFQ4BkwCXoFhXHppkNVjkkFG86sfK3i0f6Vw/BcV+YNaJExvn3hrPvPHPxEKtln1iYRwJjAAtudIopNM01O1UT2Fmy6HGdW7Tqzc1buq8Nzb29VNrjFib5Nioa2KHikx8llz0Z8K4yzh5nFQJ+U5b7UiBdMl2nAIXfY8c2J9x8ufahT6fAmZQP+WjTokoJx11XOvS92+HOzcD9NIV1mmEJYZxgReA/JrEbNaB4rMPwTcgEA84K4E57xGjiN/4Kq0iViiXnMF4OZpr+q/rAta8X7W1++bV6/Pm+37/F6mzGzei/Z9Ubuqb18NBERgR8N4FE0prOCtjIFRvXpmrv05I4t8fOe+HhM/5kd+8zt3H1au8Fzur2w4t4NSYtyqndFFBsXC2H+JLcatquwZcBUMnLBNc1gTHemn9j09YE3J74/rPekGwdPbvfK13cfzv46AtcQ7jwYatQJbsoNMDob82m5IQEYGaD1hJCYKYbpKTm95zvHgqdW3tlnTueOM2/qOqft0Pldn1526+oj07NObGGmFR6EQVo+CMOAHB8QAlo6EYgWdtzwnAkfi0tbPnXNw6Pm9Oo9q0vXGe07T27z0Cdjdnk/qjp9QA4nnRN+rqqy9gVQVhcLmTpMtjsaTciv3L4xaeETX47rOrt96xmtO83tMOzdnk9+Mfbrg1NyK7YInuqPRJKioUQuD0PyY15unoGNNvw1dccPBD5/c93EQXO7t5veutP8dr0XdLzjg/7vbn3KXbg6ooMlB8nXow6G6XSxLMf0YPzc0sFfLTP/FxrX6f2G5g/V2rdsmjNqyLXtWzd7+L7Rm9YtPFOdbJrlpplDdOSUwUOya9ZCJnALYwLZBvdiZQ8vJxqSZqSr4eSc1E2pvvXhsw5N8muEQGsFhPvpua0rBpS1ixWxVMFHS/VodkHmsSP7Vn3x2ZTnnr51+JDeyz6ZRvqop+lyiialgAbooDdkwwBsXCqgwTnWM9RoyvKlrz/x8ID1a2adOZVk6GkKz7EWVDjKODOXMBnygY4DUNHVFEMSJ/OYRaZamJV28NMlb48e3qd5o4ubXfrH+yaMXvbJnLcnPXbD1U1efPaO8pKDmHEKPOCANb8yBQ3gE3EZgnmgGLogLuV1bLtn3NAmf/nDvBnPRHkqQABQaoiyi2SoNAI+g0UKgcfA8ozTJ+zfr3//4fvG3HTjNf/vjxeNGtj/uzWf5uUkxOrT8LAiw/8X0/TbtV8NqEyGBmoKQOXipVNTnJLhks1kFRPDIxc8ADBVTpIz1oTWvFT0RPecYc3Lh7QsHnRVcPiNWdMeUIJbYbUhQLCAVlhfkfETDH0a46WJX9V98GzZhG5lvZpV9mx2YmDLkjvbV8y8K7J/oVl5AOaPPpSMoYcQi3AHegWLBhNgxSrBydAi4n2xKmDKSWrVnrrjH1UufCjjjg6pA64oGnxl3uAr8+/vceqjZw3HN+apw1xS4i46twYIgYel+SXZLSmwng49mmBKSXrV/pqjn1S982jRuK4Ffa6q7n9tWf9rcu7qWvrBk1Hb12ZNomECTTM1BeIo4FAOMgZen0R31fSbocMR5yflyx7PvLdDYb9mVYOvLhx6dd4Dvco+ea42eRWzNPH4zGq2VoWTmZ8Fxh8DyPlorUw4Cgla2sozGyblPdM3d0jz8v5XlPRvXjrmxspXb6767k25ZItpgAfbGGxh/MfPemnwYeG6lhw4s/u9oul35N7ROn/g5eUDLysdeUXRw12rPnpC9q4BgvJQUoFSYhhhBWCjBWeCsdYDXIxh7QJh9H9FU6NODXeBBooFVKZ4nIv9Cohl3ikxFR4rGKfuyjyx7auD05/44JZb3+r+wsfj9wSW1Uh2HT9HPwWwaZIT3pKmusnzSI9wccCDr6rmwM7kJW+snXjbuwP6Tm3f863WwyZ3fPWzO9x5axR8XwKBwH2daghsDPbLx2p8MF4M6Qs6bnrKTu/elPDOy5/f8cJn47b7P6lSbBLIXMwBkIC1UiW3orpxKVn3KCznK2I2sk+tt9MFobYDC/0V9cd2pnw2ZfPjY97v22PGTb0mtxr01k2PLR62KWF+jZzA6YYlJSfg7jqYVK6lccuBNc7MLeeTmgFJdSbnrPtw56SJH44Z8HaHnpNueubz8YfTvjxTc0zB0IlhFIbbJZYz8QjCWdEDRPoIT8I6I8XvSf38lQ0TBy/o3X1Op56zOvSZ2u6edwd9uO0lZ87qk3VHQ5GEWJRpdILlCDqFDuC/pr9GSYrPXTV/+4u3LxncbU7bznPbdJvRevT87tM2TNzlWiTCv2QbSsyOudBNv8Sd3OiVIO5MHPtRAH6vTXgnuuqNht3pabtWLJ/er8dNf/njRb263vj2qxMP7l9RecKhACQYAwtoqkuFrQDxouURPyew4SNrtytMXGb4jOOTxa9Mff2+7JRthBAeVuhm7iGgRU+GSdRiDvBLTU6VQ36fff3qL2fNmfbiEw9PGDtmcP9erbt1aNq9S6vPP5lMMFbg+qcBisBluUdTBbB51Ijd4CIaj+1TI+mff/R6906N7xzb3WVbD0oN+yaWZt1C+/CCWsMlXuI95DCILulyemHOge/WLHrswXEtm/75sr9eNHxwn3mzXva4dkqRXGfSpgm3D3ztxfF5mZuZnwXIVLiLVJy0KBYv4Bzj2bn8mQtvwDRrD+xe0bn9Vddc8Ze1K+aL0znhQ4hj3TBKjDnDsfAYLFiNYcyqPnHsm2Vv3Ty4TafWLTu2a3Pxn/807ubBjoQdplmNq2kgKnSCL5ig37r9WkBlLFFK0WNpOpwRQI6aKOsJMSNBMSBJThEt9JpnEqKOFScXP156X6cTg5qXDWiSPeKKrPs7lcx7oP7Q59opuyFsvY6ZIP5Be30mJKlid3TfwjPTxhWMbV0M+jWoZcnwa8sf7h/6+EXTudqsizNMeF4erd5mwP/lskTD6h3jnGz01oWfJWpN4Jo6IC1OLdh8dvOU/BcHZd16Xe7gFkXDry4Y3yb9mYGV3042i3YTwyDN3AkgkhJFFh83QmDWMd+S3aw9puRuPvvDjLw3RqeNa5M9+KrCQVcV33xD8cN9znzxiplNto1eKbDL0BxwHeAo7DsklVQDJM8VqzocOrDk1JTxueNaZwxolDOwcfYt12Q93e/MyrfM7J3ATo25u8DyRF1OEFuvbCK7z0NUllMwnlrVcSlxee3iR3LvbZ8ztHnZ0BbFI6/Kvrtd6ay75INLzMp9zCmgP8gUG5EHC1TmHiQld3vNt29lPNU7bVSLgsFNC/tdXjz62uLnh1WvmqJlbSfVM3yqCbXkYFLn8dsYc2T4AtxU575PcbQAfZcG9+XCBotptZ+9/4smR2BqXQZPKPIQC3F9IisjVNYX4DhrLNfM9FHgomF6T4fjdscv/mj1sz8cfqe85pBh+NET68uGikHzKlwvF3yXjhQ6z5X1iJQUMrmRZs7GpycsGDjs7fZ3TO8xf9UjmWWb6NmABzAnk4d46Cq3ckaBjtBnDFfIS6aOZ9G9Z2Pxzrw1+5I/Ljq1TzeCYG+iyIYlYHABXcyGxWiwxEcANFcPO6S6BG6Q58jDmAZMIzWkOb3l332w5+UJ7w0Y/PZNA99o9eiSERvtC6ukeMMMNmyllYCs3JSssRAgq4FDYIivEVFng8yPJKDk7IF1B2a9tPjWVz68fVPCwvLIUd1MBYBpGh+ZYyhgVYwDfA4xIPgvPBV00vBFDbe3/Pv3d75253tDek9t321q2z4zO4yc1W3a6onJhesV5q34Tcmt17GgK7RMEFyhVroXznHu2d0rEmc+8uXogXOBx236zGgzdEaHx5eMWHdsZvHZvWHJFpNtsmRXNbck2RW4LCKQKELrDZP7O24KczKY5Us4LAudTZk86aGml/z7ZX/961VNLx05pNOXn047WWYzDYBHOrxPzKCIZEIZWUKZA8vyKfitIAxmZm110gN3jerW/objB5cztVVN4/YbZnpCyxxo5Ak60Kig/rT7o0XP9u7c8pormjS5/LI//Nsfbri2xcwpTxzc+3lp0QE5mqyIfQeUQPzFUDNzyq1yz4lIBeL5/MVB9/aH7h5xw5WXLJ7/XO1pB9/knr0AYyoNYSc3U9usdDa8A2DT0/ft+mDsmE7NGv1H6xtavvbKvQnx34XrMkyzBHSz5lTi3p0Ljxz48HTlUe6GAMOB+sSStaibCzq4AnfZ+UI1tvKSI2XF8aeq0z/7aGaL5n8dMaxbwrFvCahcdIeOQDy4YEyvWsRX+BRmdn7OlmlT7rxnfO+PFk3bsPKTUYN7tGz85zdfm1hVkcSyEtz39dMJ+q3br11DpQ8uYpKqDHuUFDPiFO2Yrh5jBUHW3HKbJ+Ojuz478fp9ebd2Kh14ZdWgK4qHXZH7QPszS59W0tar4aSI4pV5OAwPUaLyw+MI283sjWfXv579Sv/U267KHdG0ZGjzouFXlT7WP/ztdB2mvw6iEJTNoATcVSCyNvpW8I+Af4AikF1AFy2IT5P9iurXwHgg0OF4I3VN1bIncyd2zht6RcmAJsUDmhXdeuPJt2+r3/u+cuIwUcdI1zSfKtu5mYF0Fpd1QS7h5Qm74DCrD1evn5IzsWf+yGsLBrXIH9oye9yNOa8NPr19hla6wwwnCB/Wp6mshc14HSCBeyESmV4ru5XSvbnrpqU8P6LolrYn+l9R2ffyilEtql4dHNo7Tzuxh0xayuDZXqonrMfHjOOydkRTjpgKkBWGMkCyW5l4evenhW/dXTy+Y9nAFsX9m2YNvyJzYsdTy56S/SvNs3G0nrGAEWnYhQ0PEXTHrLPryWurPnw68+Hu2be0yBtyWR646S3X178xXtr5kVp2jNbcCOiGF5hK1wEzKzBVBNKh3tyVyCxcmBKu6Iio1IWAiltc2M6/f65Z3z/fgF46txLBCjBXgiOGwcFrAUtc2tQ84vCyJKImMBVAonlrTh2pKN9bVxNHigw/GmYa3wSaym5ZQJrBMhRerv1IXl0BYUVvkzXTG9IdwYrNy/ZNfvSdYW8tvcuW+XWdDBhDN5xKOIF77XU/blcn2UNqsgovG8DGkABADlcDy3fLmjscS4wR44X3BsAOgQcnw2ECajJEdp7QCxcE7FDVuQeahV2IlABvsFhHQe2eNfGznlwycsK8Ph8deiOzfn+t7tZgZ+FN4jtAcTBj5iVw/7vOsI1VnCFZ5NDRxWGOhuE7c/qQzfW5LXlZxekDYd0pm96Y7o7IjpgkxpDrweiblysFkGq6FxBgH6aGwKx5VcNTWL179fHZjyy9deCcrt1mtOs2+abnv7oruXSDzq1+IvUsZMPUM9cXdJMRC+Gs6F48RWl0/+6sjyetvXf43M69Z9zUb0a7EbM7P/DeoMWbn/MWrosxaTlZithUCC2wBE8BG43X1KCfSMXvrhHnuIcE+JShK9mB5O233Nz/quaNJ9437oWnHujT9fp7x/dP9e7UlSxDS8NwCf7H3KJYbdyZE3urS3efrjh4uvLwyfKD1RVHaqoT0wNbbhnZr1Ob648e+EqX00wDIJEK4cFwcW8987eTNdhYMycaCq78atorz94xa/ILzz7xUIvmzbp0bLNnx1ehs4zNcm8Md9kJ3wXWD5YHUs0AFRwakaRmZppytu3YhrtvH3Hxv180tF/rQ7s+MbVs08gAodR5MBE0XXjSIEIiPY36ZYDaBmwJy96cdMuTjw/7/rvFpSVx4TAAnifqs06Wlhypj4/UJTIobYk6JI0LN5amk/uaWtCfvP79Rc9MfuuB9959bfzYYY0u++tTT0xIC+wmoqsQftwUuiNcRvyQ9lYkmhj++rq4tOCG9MDO06eyK4s8i+ZOurJ5o949bjqw/yMpxoiLMMs/TtBv3n49oHpJAZWgongjqk0yHLoOHHKKmj4uOXdX2drpuS+Myh99Q/GApiV9Ly8d2fLEy0Nqv5+qF2zFwCm6X1IDCoux+ejIR+xmzXE5+auT7z9U+nj33JEtg30uzxjWMuuuDiXT7grtftco32XoTg12XwNMBlXmYthY0TuWxN+KJBcGGSxmHPPBqqqanQfll21TDiw49c6E0nvblAxsUtDr8qz+TYvv7XL2vcekxM/N2kT6YtGgqUJK/JKUJMUSmAIOLgKfgEn/YtqgSDUJNetnFNzXM3XYNY5BV6Td37Vy8SNnjyxRwAvxfUI7xBfmlWdQkBmTJTgItKcOyq4vT37yRNbEbtkjrywY3ISQdtcNNQvuVuM/NmuPkx0qPl1NUSSvFLPJWiJYvirHabE4FvEHtIedWuaW0yvfLHp2aOHN15YMalTc/7LcUS3zXxoCjNcyf4A118xMXQuqYbcShlwGGWICvAESCnee/uDJkjE3lA9sVj64cfaQy+DT1Hz6tJG43Dxl44HAcioDrTB/eEwunfqhG1xcjDk0uAiah6WvWObbyle0Gm4hlnyIIriLGCsM/rlPL2xUsAsaTTO3rrM8AhQPFhyzhtc6PoLXiXe4N5SR4QvCyzDN5GdsDD8IvmV9U/yW5gCPgP6IDTlCLUmqSFu5zcZfUrX3cOKHSe5lYUiLqDmAL4AHs8MaY+mS5AB0AZXFegGGAj3xaJg+DL7FKrjQK6IFxFSRl85IJr4pGCGExGp4jacQdaBEf7hTnsEPrgoHT5zaF+f+dG/i4oyyHyTDo3C/JgwZzND5tUZip8i0BPkGlMJrxH8xYhhqN31HzQczp4RscigJQ8edkapLUVyy5KTHY40VpoP5L3gQrqry4rgFi/Vzc0tDT2oP7/Uvnb/uqQlT+jw8d+jao3PL648aGCsxpNZUwllh9gqGFJaRnRRepumpU+ISc75etPulez4Z2WtKu16T2/aZ1PqRxSOT8ldqGCh0uy6BawdMfhYbvv9/AKgQBtkpx5LgKICeVpXZp0x64LK//HnUkC6O+LVZGbs3rZm9cdXMyuI4PZKhR7maSKuipZ45eXDrprnPPTn27juH3HfXsHsnjJhw17C7J4y4757RY28dfFXLZn16do47ulZTRM6RmiaiNYBSIiLQkSrAPa/+/Kyd6cFt5QXxxw+uH9S/d9vW12z+bkmsHpKZo0YhwEAXQBp8TYfILoZhdAp9KTK1ghTfgY8XTxs9cuDVLZtc8peL/vLvF7096eGzVVCQXJMnTDOSJ0qowoMEBhMLhWJi+jynKg+m+FanBtYo3BeUy7QpngQFu5pg6syKpzhBPjlKTE9pUH9IEd1xLzA72blu0qvj+vW/5oYbLv3DHy7Cv949282f/Vzc4RVVpce1MOwkdzFwTxHsA6MaeAQQfVbg4couw8WVppaX7t97x20D//ofFz315Ojc7P1kydyJwKlpaFQQNtoHa9b+te1XAyqogIxR8GmSh3n2zC2EGHnMqmMx9/qKpZMyHuyVNbRFwYDL84dennvP9WUzx4QPLjTPHsYcqCKNFrbbYMqZyDGrS4wkry5f9FDGuBuLBzcv7d08r8+VRff3K/ngmVrXCjOSYGpJmpao6phszAEMKzQ8iVtRpQQeMU9GKFYcMUMCzMSW5HgzdDB8YH7ZS4Pyx1xTNqhZeb+mecOvyX164KlvJhnpGwF4Oow7ADjiN2IBlp5gzCqJkX1IBnzzkFMsmInFgIhDT91U9elLyU8Psr88rPDrl1T/auIxTRiEGL+yM0ZKfpPK0yUj6AZMm03L33xq6VM5t157YkDj8kGNM29ukvd0lxPLH4umfgP+yp1C3K3L/UWsf4RnYaU6F8OhYSctY8SjZG8/9fWr2Q92zB1yefGAi4sGX1xy53Xl02+tPfCeefIIJFJTUhVxiKYStanoj5HByg8xLsMYRTtPffRM8ZhWhX2b5gxvmfdsv6pvX1VzNvEBzXQephjyis08AgzCHiMU0LmB2AuCKLP8hVvVRB1ReIVc5oRVpbwK3PopoHJ/W8On//xGXRWQ/99pRFyxfGC9xgsYF/gcwDYAc4P+o/3ygv/UzrPWDPw8iDc6A5MnyB/6wCbWqn/2/f9+41Pg6f6rAYFZxHfEwioNHOip4pbAtAwMSGpYcvpTv1357avbds45cfKAavo0zSczqs8YAA2T6KEK5wbojkfA1DPfG9zFJ+nulFPblyXMeeyLO4ZN6z52Vt/F214uqN3HnRKwiZATriKzNiFFGqLFnvyeGwHVpUAd1BQpVrhn6/JON7Vo0eiSj959jtEFUEBDRFzldCOcZoSDZBpaiqGnlZXs/PCDZ7t2ur5x48uaNW3cpEmjJk0bN23auFmzRo0bX/rvf/xD/37dE+I2qjKukC2OthWACjgkuQS6wFMXK1B0g7LADk9VeiY+MLbxpX+a8vo9pQWwpUVqNEWFIeUOnGRd4jmD3PrJYrkZ+VnHNn67bOKD9ze9/OJLL/3z2NsHP//cnR3aXd2nV6tvV82tO+0F3KpSCs8j4jmsYNWW03yBXFm6A8MOAsN1KwerlrJv+IsmPE5qzTnFwc/RGuJYPsNIrSg/snvnh++88/TEiTePGDGgV89OnTpc3bVjsxeeGuOI+1aqh9tBXMeIcfkWVFVziRKGibpikyMJrGpAZzrL1PJXLJ953VWNr7u66ZqVH0VCOWI/oegqNNoC1JjI7OMjnOv/v7D9OkClJQUiAorgsLsYXjDshhqnVW2NJiwpm39v9u0dSgZdW9HvqqKBV2c+0LXw80fr077SI8e45VmCxACJRZiXwSjglsOsdVXt/zTj+ZGZw68v6teiaOj1Jx4dJH35hp62yYjZTN2pR+P0KODHT7Fj1QjYcR6DwLq1psvQ0SviIgGV54F4VC7r2sy6IxUbpwTv65I54rqcwVdljbmx+PXRsd0L9PLdPCFE4fKDdZ6fFhZrhEYyMwIUp6hcA8MHHOVCvQqzGLWbYXuNe0XO6lfPHluslW8zQ4d1OQmehG7AdsArtIt8IqhfkMMCtkeq4ZAKt5R/+mzmLW1KB12TPfqGjJcHRrZN1cu36FKcFo7XeHx/Co/uiuC+JDegpKRHkpfp8oDnkDdkX100+760O25KH9w0Y2jz/Hs7hBY/rLuWG/XHRT66KAjMDa92Ub4OEAIS74Xp5I6OiF0PfFe+8PGke7sGXrv5zO6F+om9ZjjJMAKawfMAyKKi+C3Ug86KGkpW6t06zUFAkZwsj8e9vHCWG8IyxF20HyWBTZDC/01A/Z82oBd3rHswLDQTMHawC3S6LT/6598X+v+T9rMv/IPNsi8Wugsgh8tlrUz/zW78dxt++9/5Ob4DYwSfVWz2tXgzuSyJJmbfX1MfX16572xtHCBWM7xSlBuCGTc+54tgACWBwYwBQgUsts217UC97swO7duf8eWMFQ8v3vBcesUWSVAKsfgNpxbWDfCDn///AVDpO0KiuPZZFPTufvyBsc0u+8vjD96W6tnKUzH4vp9ZOXD04UnHwBNcGjxp2Xb2zAFb4hdLP3193uwX3l3wxsIFr7+z4PV3331z8XtvTp38xE03XtmnZ8f4Y+s0Kd3UM7lTrgFQAV2Mvgo0FQoF4VEhw2CcpbOmPn3Zn//ttlEdAu4fTPOEoacwEUEURFOjCTJ3oXhCp92JR9a+/MzdN13XvFGjy1rf2PStNx9KTd1dVpbw/uIX+vRu/tzTo0oLj+LnupouhVxyRKybwvJAzS8EJIouo/0CIyEPToJ9A4ha34EcQsZAHkhjGgQedg/MSoSaSLcivmi9t/aMJzfr6O5dX72/6OV77+zx/FPDE45+FYW51nMwbnrEywIykBMek2c3wKDAagxuvudSi869STnZh1949t7Gl/1lwrgRtrhvRWhT3PG8Olh3t7ptvfMvbL+aoUaTudsyBgzwqGqCqR5TytZXbZuUNXl4zrgbyvo1K+nRLKffNSVPja7/fkG0eLusOVgIjaFRACEL+DEACPixIl1Scix/Z+WyV7Nu65Q7+Pqqt8ZJhxabxT+YkThrX50k21nQXA3EQl4ZpAqjCQOhu2OGM2q6FObgAH7AUH0MWkoi5IspqYuLOleUzplov629fWzbwgUPRh1fmGcOGqYLLjlARVeCOvy7iIdVoSE0BvPrZBVWAEYEfjqTOwyrbAfsgpGs1h6OFH1v1u43TbthOmOGI6q5RKlFELgkgK7YE22V4AKwAe3cWiiu9uDHOS+N9d/ZM3/mA/UJn5snD/Aj0wd+rMZ4QLGipMTk5IjkUvAr+BnhgBGBn5tqamlm1Kme2HN2y9ycR3p5BzTLfaxfaP1UPWuzGbJRynWfEHdIOf4LW4Z+QuhdGrNPvZLh5d7ZM0l19tXFWxacdq1WKw/TJhoBWffDVmpQXSaegFgnGdEkNeaSY245imnCaFiFXRxcSsRFWI1BwKf11yKmDOzg2WkCeJGfaNpv1zCGaOI1FzXDcFkET2U04tzuFOvTX+Do+Xb+O/94s9T7pxpOJxrv4LXA1//1hkcWG1oIqBQVP5kWAzOMJxmMZotAuulnVYeoQ8WEGmJNXfXAkOG/gEM0aBMnF0MH9gnZxn9Nr2om18bi0/PX55VsVayDniD/+AiPxkHGpXyqxop9/5zx/O0ao5cqRilHimZ98v5bVze5pFPrlls2fCJLBUYsnXvxrRUTGCVm8zLXhmedqsdVNS4cijtZcbi0+OiJ0qSKMtuJ8qSTJxxVla5A8tbRw/t269g67sgqQ07jTlNSLksqqMUCUM/rFAQJiJ5raiXffrOg1TWN21zf7Oi+VaZZBjRVJXG6lEZWB1c4WufdtuGjYX26XvLX/7iu5V+fe/quHVs/LS4GnQXwZ6SnbV654u0fNi2oOe1kuQY1qEaTmfQLsafT/KN2/KJZTrOlWUAy4GhANJF5wBd4h0xRZDaRXnMVDBekmGWwAoaZH40GyoqPeJ1rg571p04el8OgK2KNiTu1PFRVen4wvE6e3casDmb/6eTQ6apavHf3F106Nm98yf97751nWNFC5ND9JvD5y/arARX2lEm2rMkiy/G6fEzN/fbUsscCd1yf2vuvJf0bF9/SqmTKhLq9n5gVIFIpmp7C7XoqFDtZlx1KJBG6zc1S3KDCjXem6o6lrCte+kLFp89JSZ+Z9ZAAh2EAR52y5olpyZKSLEk+KRpU5aCm+GQ1WdJdYd0Z0R2yhkuxSLco0SKiviBtfMdmnjoeOf5l6pKns1e+Hkpdb0o2xXTXG46wBuxMMeU0vT6ZtYGY8QHe7GQBNtWtmn6dcCvqm8AFwxxzuQuIBb8JTjpegJfzLDCZh71AvFjuBPaaMM80dHBcFvbkTwDDZftPH/ys5Lv5de61ZK64oAzXLNUw02JyIBzzhjR/yPSHNI8MY4ReQUBj4J1BVpYAUpoOrXRr1do3ShY/XLtzoXnyMHeLKvga+p/ChEwWZ+G90H+eXgLyjb5ppBcqs++C+lm3Vm0nPGspGlwHLaiqPoW7g0TJOglW0o4fcsWL5SOsynOYX06xwarLDIwzwAshFt6PBVqAUqbPMIHi/xKgQqhYckj4NFxb9Vr1vuEQEFDxBfKAH7Hzwkazcq79/LL/03YeUM8v7aD97Dv/y41PJDLL0GCbTCiaWEwVuV0ACdau4zfBYmEH8X3hounksg0/FLyEjbQDf8FTwyISg7nGf9G4kBbkkIZtXGbGIMOhxA8FjjJPGNf8aa9+d81aDlSkVFvcmqH9Ovz5ootef+H+stx4EkQpDZ9C73RxQjNrI4Cc6S5TTdSUI7p2XJS1SRWptrkCVPA3D3yrrtr23ONjRg5qk3j0Kx6vpqQRk2gZLEzFSApM/RFZPaaRbio5ice+vXVUz5ZNLvvy01mhOtoo7rFR4nXpmCgokSaF0javeX9wrw7jbhu27JMpWanbxd3z4d8okkuKuutrnWh05XmkJrgNM4rpBDSo8HktBkpdCFSW92y9DyS7EErRBEOln83FfgCqIdkYMGNKpoO5aQxMWrFrgGuOGIcMXfHxABLqJiST6VF8Td+deZ1iPBlv01VYQj8Graz48AeLnnrkgRHrVs3QYY7gI1o6dSGg/ka69uuTkqzH4N6pBie08oCy5938V0f4brk2+/4uVe89oiavYelwiEjMx2O9IZrc0eEBBqusxO0hYrHANGSIgCrVHasr3yaf3mfG4lgjXnXoikuR3LLiU1S/FE2WSIgzTTVVldxWxfmY6pBVB4CB7hXwjAkjPjbuGcCwMqSunDpaU7BVqj0OlwfWP6w4alRnBPQLQhD165FkQLvOTDkGx5Swg+e4cecl/PQAD6aGlMNekDtCsmFEcAuurTLoXe8yQzBGcPADCs9IgqslVsskURsTtA90XOW6FJ6XRx3hUjGfGfYaIZG+pAZBTMOyO6L7YzwCLKibKbrijp4+pNTFQS7VqA2PRkiOxUeqdivVe41Ikq4BI31GJKBHU/Vois6NHJRdXRwRpcVAR1h5BPRCYa1t9CfVjKaA9UL6dTUVNyU0MrWP2zdVnoMPDE4WcVE0kCfYSmoOT6QK41mCLB0cAWXx8Qx54T0IQMV3iKaqhan/dwAVCsk4J88DZ+BXD6phBzBVfCSoIeNXwtz/ov2TAdXyncXqDoXTegcDa73zs+//LzQiIhxBuPl4NGZ9n7sprF7ECULAas8YJcw+12UxbufoLB4fAMzsYgGi+KFV5RWWV+gUGzMGuJfREM/I9/lokHwbDDQTmrgVUujLBV36fTb4GWnROvfeHR+OG9Pz9psHxB9eq4TSTSmDJ3TyqUGt0FifRJgyONxJmnpciR1VYvGsz0rAEOMJM4UBMYKRs0kbV7312eLHc1M3q6ABQCYmylqAimEX2vQjoArLA1Mp+8sK97/xyv2N/vqnZx4bn5O+xzQAlumaBDiPw9eYDqnklGQf3rX5o5TkrVqMteEMkXUIK61gZlm6JB1vqlG3HLEz95AWIEmDF27tbji/uMOeWJ2xBgFvnhdaGAGAmdWs71zoZ0N9AKvoufiLBrSWHEp9ghpOoghZZcLEniLCRximEgLmF5XdvNxyJjFFA8LJ9RpIJnfZMWYWqXOWF+/Py9xWfeIIjRi1SXRVqFWDWJ5vDV39F7V/BqAKw8TUJB0gl2GGPFrO9vJNMzMXTCz7+nUluJH1GRSxrG0EWf+Pm6vESVW0xQCqVJYsIPLBzIEv8gQYXRcLosBdTF7EIcq5AQXTgARcPKcTh58kA9vOJZeLKMT5hvGNMZFHLLLSgnDPvsGTpTXWCmAeY1R2S6pXg+MDsQD4GT4DiKXa1ajY48/kMb8e9uroGOaYbhdkRayJchOC2IpQ72IdGbFyYEQ8cPoiql8zsjU1DWLKfRQYHK4i0EBrqkc2/VEzGDGDih40eRB0qlrn1GptjGbAuzSSdebOeVmUoOpYNPBt2d4FNcEVZvg4HT0VdCEgKZ6ImiybXkVnbWF6djFfrN4l1UOH4dCxRjbJpRlQdLEv09riAiYRdYsFXcbn9bCbW35VDKDLqIcKOXWD+yhUZuXxCnpdgnHmsFkjTnKF9WShc3wZqs5SLErUCx+Ii0lUHhpQAKqmuhQeQgCr+lPZ+A0bjRo1HJjKIviKT0R68QIT+pM1VPT5P2vnv/OPN9yI4H3BHa136Jxx192P3/zfa7Dg3AcJFXOrEXpODdiJ8aEfBuWi8aJ9FG/CfqkgmrRi57K66KSKUyto36liHBySXQgS01ik2kQZesqIuojiWJjBPWNWdpKVyPaLjv3emi5OSzxbFXf84Of7d39Sd9plGllWuga5uzitgfnYDB1hPAEhbsNwaYpNgVVhiIJTYMRsRiSegVDYHMVbX320pvKgEoYewayJzHzKLW5nQddPG0aefrkd7s43X0y56brmj95/i9+xxZByTCWT8U9+B5MbgCnWosFYjYubqrn7Bb1C/8UaFgya1biexRVTQ4MJ8ilRmxSKgwHELRqsKLvxNwH1fPtbnRRIxiwB2EwMhQ5fHK4t3sfPxR2ZZQLXllXntJioWMDnEtdn4p6wrjDvFEi6d8LIQIvBE5idBOeYDyiSYTnO5xt+boGo1Ro6/C9tvxZQ8bR0ypheH1CioOSZppZtRPzR8iP1Wdul4n2EBxkqx83viuGWeKybiADUJYqwZ9BgNqyIGCh+hSW57WCuYr8H7DhYJp1o+Cmy7Ikwyg+Bw/cBbw46gIy7YjIc3HoFHYYkUZgaFJ69AurQJWcJNJY90lIMJYXZvFF4ah6Fx007DYbg7Xr4mC7F6ZpNZ8Y55lWEW+s8Rj1MA5iumGCCNPqDu6Ab6Uo4OVrviMoeckqN523JRkCNEpZU3SvJYrM/5En26SGeqKppqYqeEpV5tKSmc3cshgX8QPhuDsNKzNN9ZukB9YeFla+Pz3psQMWy59WcDaSeaooeDioR8Nd0FWQr6uS+adWn8qjnZEX2grjLYh3aIL9k45Z8bguxqVzDEAxD2ESDG0XEcDF642YGLys+4odBELhq/7e+9W+XHnrfPH0UI8noMSmI16jDXKfBZ9LlANdahBclaIpIQiFDdYsQBS5rtZ+Lyr+4GQxpwidLIZTyzFQROGKYl8mrfP2Ln/yvNAzIeUA93/Bf9PBfBqh8auEfQBeYcoybohsiNAeZARjAQ4pAFAWywqliTYBkGjh0FX+JpqLBHYGAwTuUqc7M+4ULSD1yKjG4jNztrdC7EhUM8Ol5HA1zS9uP/fndNoo3fAioecQehQUDTwAAECO5YqLDNxUGh0ZfSla5FiiW7ekoQ+rE2ir+q0FrEs1YItdlMCxcvc7gsBMOic1CONEwdBc2603IsLW84sxI2fDdmneOH1xz6oRHD2crdSAbrNDE8AAQCAAPY8JSEkz9BYHRonax/yrIyBYMGl0o4fdgpgCo3GLr1GRRB+28T0lF/s8A1WLMML/2c+3cO+g/6QdkIM00gAjpPCo8jE5C70g0CZNRBx0LHmVjx93ZT4bcmB1JIaQcirHFR7gXOsl0FpccTmJFMIyhIU40wvhbCmV1D/e1mtXVho+sbv+L2j8BUGGydcWtqz457CJ3BElVRf63mS2baSoeG+wQaBpKUFSbagh6ikGpg7KBPzHbWwXpEeUXFNmpYHwxCrGgGg5wfxIX7VyqlhzW3XU8gxpKC27nNc8cOZO6oiZrjRk+IrbN2NgfigiDxgZAwnApOsBbbICTWdGQXDOWYoYCZq0gr5pX40l7ibjUadcX5YcX1qWt1Ot58oaueUjCYkEzHOReeyAo7A7NCg8YIYdTQBZTJCkQk71RxR1VXTxDDUw0Z3vpvverfStVOVE2GQOnYIW9Zm2yWcskIzPq16LJMdkV04Fk6DAQTgCqbDfhZ4TjlKwNNeunVD47vKD/lek9m2U+0Kd63XSj9BAGRI+IzCnoAx4fesjtNGLTLR2FgCyxlixVKJRQl7H+tH+NWnHQ5PmUTrgpPCkTA8vsX4gmxkrU7cT3gYtwWvEC6Hv6+Nm4pcH3H9n3aA/35Ntrjn+q1xzBZDFtGG4Eo9MApzSDRc68MJr8FXouABUazvU2AiqNwgXq95s1+HnMDBQ70yEVhC5SBy4fMuUB32FXf/6rf347r95oloafU/J/Ha4LHIX3xtfsgAB4ORk+mYY3BdjjCxoPeYVIeDliJAqwicI8MVnXqhUAb9XLulTcoMzz1WmIWfLarSgsZiJewy6LlVqYY65uCCDHby1k/Z03mCZWXYCJJwZw0dRa49BjAAYqoxhnqCTXAtWIWwOEME8iBXRQHKLCwn7MkgWjABGMOsDbeIaaKC3EIxrFcdzMpSc4Wbh1vkFshORgYDW3IiVBoxm2NQtMLd+IZivhDCWWIpDbrscSuO0E3IDmlN4zcFqpc7BGhA4OA18H0yoCtnwc7qxjIX5R+ZmaYvmdaIRSqDPaeWW5EFDF3x8BFf/Fp2heI+aX6z1nKuKqS4/J9T5TzTKloBaCERYclElGtBssVUb7A1qP7whngrE9XAFSyv3ozO3AUIgiShA2HhfB2Al6yBVWQu8FCtUgrpZOWe+f/+hf1X59yNfNZ1bBsTAuIq0LwxGF75AWU1Pr1NSokaYZAbF+QC+D3DGabIQFXGlpzIthHYNkKcY9/paDA41V9NRILChJYmcVtFd2Sppbhv/L09P8xsnj0rEvUufcl/LufWHnZ3rVHpFbi/sKbxq+jO6STEfMcChkfpgMcAJcKkUHLNW5jXpMPKwGhNumlm0P712YNuMO54tDiz9/QQ2CDuJXnggcBcGejaiPAQcGlh0GhDiaSKuheMNcZE0xtQzuHJXsal2c6ltb//GLvicHBefefda1zAhzMYNH6NBZA5D7zTq3WHN1y7I9qjl40jiUCj1H9yLJ2hl7xL2q6oOHsh5smzWiedHgK7IHX5V6V7eyzybpefvNMJTZp+ugDlASG3Eu5uAh0vUOsx5PDT+UWZrmmcNK4qe57z8YmHHHyU1z1YIDTN9HD1mZwckDEcUhGAZPTBRxP2hUGGDvUMoP125bWPTazcHxbYKjrvWOviF35p1KxhpTF2coYqLhb7IAE9geHt/D6jlca4GhFJiK8WFUABqI4WIo6adC8g+1Bn34Ry+FTkadoBEaeLlgCeQW1joi/D+8EKDyk8YBuaBRbOAmw+j8o9DLR8BvzyHT+fcvVPvzb/6X7R+2DvAmw07mZ6En6I8FqNwtBmbJuC5MFZcGgHzWmHNkxN5iWC6MA1GElfCIH/ARrVgx1ByPwEtxnUKKcNMF7S9lAEZZwLDIGmXRHwaNftGr32ED2MALYekMhrVhagS9gw/Bw+qFsbJGmPDA1VBhPeBqi3KSdF+4yKpFbDrNAnCO0Us1Bi6LS4nXrMrJaoWswk3f9zysQlpwKXE1SSQ8wqxZm/5x0xhENNXQMpWoRyxP2k0NgBrHM8aBzQBOJi2mqyE/d9tbpphrQD5WplQA/HgoFrWGl6BEHSyZiQckYqGJBzFANGHrKDPnoFTQUBHbOAeiQp75EyZU6rGUgHvD8qVvrFo+pbzwiGkWG0oaUxoJgbgCbDLuCCpPF0QN2+nYUXgsX1wIIV9giIgsXPMCpjKoDiRO5vIqOsZVuXOKaSmUpVNWsySZ1zn3zr+k/UpAxQMIAOMBsHGGmmBKx81YAt7XYx4N1DOWpinpSozBVTGRaPDCgnIsRcH4suQVBsgDv4zRAFAuIShgWmE9GNUzYkqKQi9euLogSfgOwKniWHjHktJXxmfc3N51600ps+4IJ39j1oHeQf+B0+DKIH8umWgKX0+s4uDnql9W/SHJEwNbpQWBStiV4i2nNk7Jf2l42i03uQddnfHwIGnDArNkv6q6Jd3HA3OAH4B/3a0bTlWz6VqSoTs0lnvlviim/oa4Q9SoddQlfHVizoOld3XJGXa195Ybst95QE3faIZ4JpEGv4+nGkENOGLCKjk0zaGiA6pNg8RAKCttp/Z+mTXtnqz7WucMv6R40CVlw1uU3tPl1JKnYp61Rg38WRH30KDACZp8TFESZN0layxLZjBgzlPQzeoj0sH3Tkwbk3HH9Z5brkt75dbQga/MaqcR9SpqAG4NRoa6yr0NLob+uBSdbtb75ZQtZV++XvB4/7JhLU/2bVLd74riIdecmDxODa4w5eOmDgyG3GMKPGK5yK+qXlmUeuCmWzqP1HwLUIXa/1MA1TJMNNC/+Oi/1wx/fU1cZur6orwtsZCNgCpKtwjDwVwtFgyyvnkeQTFBFzb0AR2AcURP/rEnQucbfi503nqTS7mYTcEFCV0//cl/1izr8D8dDTwUX4i1Utos/NwDVMA4kGgyeMvNMHxBlkBMZczD6h7EsmEceEyTrDrhCGq0pzCjXi6CMHKDL3jRKN4w93gdwtOBWwQYPolx45mqu9EYvbiwY7/LRsZGwGBBSjwdOJZYgOQKn1uNwgxiijlBHGGMHovPWNwOMoA3HaQcTKMVwXZxogswhvn2VlFo1tMQNRoFmp5rJCFizOnRMsYWg6OPC0K0oM7koFBA9IGZurCfik3UGErSleNq6DijDhK+n6GHM3UJNBGsVOwFgJfJnbJBPeJGw90pGKyihZniohXJIlOo4A2A+aSQZANQ0egbiS5RBkRqBTHeAnvqPq2Kka3HUr/+fFLnts2GDWydeGy1aRbqPAYuADU0VLD5OB4WS3cBtogoCyMv0FTgJYdOxL0ZtQbvx/cF+jISAICwBhaWwVpJFZpltQsn62+++b/ffj2g4rHd4G1aKE4U72WiKYRAQA6AEE8e1KI+jfVO6bRyYsx03UhhydyYQ42JeqFRjx7B0AQhnXo0XoklySp0GD8MavVeIxwkA9OCZshh+FfXff1q+bND8odfVdDviuS+Tez3d6nfusCsPG5EXKxUB9OgsRIbwIOLf0RZPxdNJb8ieyOqO2q6NdNjho+Zri/qP36ibGL3/MHNC/o0DvZpkv5gH2nDPLPkAMyKBh7MuL9fJ9sOQFUorBAm3aOxHB2mKlns4/boxdtPbZ1Z/PaY/HE3Zg+4PL33JWlDWpZNvUfzfGeGnZLhqTM9EZaV8cuaryERWphF7k5BT3SXkb+1avW03GdH5oy5Nm/IxRn9/pA5ulnZqyPrV0/TU3eatX5m50KFoL1cLcaIMRmPuwOh2HpQHAoYVNI3n1nzVtlrw4vHXl0w4DJvr0vdd3SqWT3PzD9k1jnouNB9Fi6nxkUUHkXCU2uSYgnLqmffd+KujhUDm5X2uiR3QLPce7tXzn80dvgzo/KgGU1idSTYDq71wuDCBIhdiZpLI6AKNKWRhQm2rDAtRQM+/c12XnJoEdAfRj6t13D84elz2Rtvah4pagvXQfFYz53Pjj5AfuDUa2I6wIeEFWjAXYIBVQ6WhVEQ3XNWt8flrli47okF3zx8wLGkqv6wBqrNHbpUVLHWhfFkvpiqeGQ21gMi0lBQMUfe+lB8ZvEPnqxvK88eJBVgWgfDfSp6gjvCuOBB0Ac2PJHX0PycFF5WILHmj4USSyt2l5/cI8dsXNhGV6MuI2QnWVT9kDGFYgDLJR6Ez4IGYGMFdhpWXIqoL1DZ+oKZisuKVTqCH8ZKBWgJLtgQzRbGHUNKm86kvwZhYylQZjjDq/BDekXiNwOYDDsTG0hhmZ3Eu3PrtsyawMJDwlCQenJvPo+/BoJappN7G4AoxBhgCUQR80ITDK/LOsUh5GLqAIbUIBhzrzOB4bwA/N6aJdsScBH/5TKzEF3IZJLYPmdXonG6DDATvoUSBCYxY5ZUDHKSIpJC8BpfdnGmoEoRmEQBpdbB4BGx+ErjwCwQxpCj1nlqoGV8U0wuGhARlxKb5TBrYC8s9J2kRxK0UCLFgFs5cSmbLiVosXhdStQUm4arwR3X4UoCaxO5h4fXhN/jZ36Q8CwpBmKixZZ0kBzGdeSoJzdr54Hdnx7et7w4/5gmZYsj6tAKTCNDE7ZdsFhYFSbBaFGvHmGVBiOWeXD3JwN6t7vkTxfNnPxwadFhU03n+i43lYKmHzck8C4RJaZ8QryDYgcgfQWBr/hOYnHe92nBVWer9+tqIlwE0G4d/j03IKWJPUhZ/GvNDi5C6kVfsMGeNEzZ7wxQKWFQYJoneLUkbdy1BrdUVj0KFykBS9C9AIt0AxKi7nD53rM5G6XyXUY4UVedqmxTZScprJKqa2m0IBBQJtFwud4Iec1wqhnLMNVUrSah1rGs+oP7iu9rlT300pxBF2cNa5Jxf+eiRY9Kx74wK45yrwt8QO6f86hMEHCLDZRw69LNSBor+MMSmR7DtCk1u8PH36uffVfVrTeW9Ly0sO+lBWOuzH+2f8VXL6vBdTyIlCYVbEx0OxwgBeQBapA5em0aVAXOFGQomhjL/65q7Ys5j3XIG94of/BlGcMaZdzZumLGXereJWYJ0MgTU3x1ii+qpUhaUILpwXDR+otAIl6cPqp4Vpz98vnM+ztlDW5cMrhRwdBLcsZfnTfztlOHluiVx81whlmbadanQ0UVPVlS7NANKgDNHDpJPwNQFw6sPfnhUwX3dS4Y2bJsWNO8gY1Sx7bKn3Vf9ODnZulhLleTTzDgDJdT1bgth9btxI7IkQXlk0fmj2hWNaBRZf9G+SOvzHxqYOZXk85mbmUmMxp+xVi6ywhzF4SBOWUOmlPXLtwkIxoF4HwTmHQeRC9sQmwoM7ARuBo8ayIQ/wsoQtNV1uupOHvwuPfzHUffScvdoAAF0WHgBDwkWAGYjAgBVYdPLQHhhI9CT4U4ZAGqYrjtpWun/PDoqNmdB0y64ZmPx6xPnJdZvTVKg0JcFPAviIXilnVPzPDHdC8PdMNFqJBeXUv25q1dvPmFqasf2pAwr+jsXpWaDEcEzqJTHPSGuwvXHl2iW82T/gCQLJiAZ4TRNAO5pVtX7Z36+fZJcb7Pz9YdY+YFJEdkHcO/URSfzHQ5D+MuPzoHyRhb7gxGY111Lk4riruocKvT81VJ5T5ZZzEQ0ROeq68w3Q8ojp57MJ4cDfYKngG8E2tsGZMUy/9iGVUHgYBrL6g/xo2yBKMjKGwI7hpNrao4YrKDm8WtaaUMJGvhZB1gKfmiZ+JjNfFMG2b5fqamK6xP6VZUjwYPCYZVFf5fvcus57KrAYYqsl1+/4AKCeQuIy74YRiJqYBAm6EliZURq6ptigaWpqXp8J6VJIAHsRMOMfCPj58ITAVMNhhMui8wKUBTh5WcQTCg+EEIeeSLoCv0FPFf6J0owOIzjVQeyi2lCv8St443lGN69KgRA6ACjYJaCFzT8lPdXK9huV2rejNwyCfH4urOHpIiSQzVCPBmWJWegXBYITCUGcyXHV8O1dn27fnkuafGjL+1/9tvvrDym0/271vrdG3JzTt06rQtGgO7oBxynx4v5QfbZokGJdOUsqP1aV8unXldy8u7tL9i/Zr5LP2vpdD68bwE8OMkDgUzQOmpi/1CqYy0xVK4JsgE4KTv1709+Y2xcUc/VzAO3ESbBie+vi6urGSv1/ntkX2fZAW/J7WlLSWCAk1F4E0A6nlMvXAS//fbrwRUOLBge+h0gAsAwFE5SVHtCre+uHUjaKhpDNOTJnpNuKv5O3LWvel85+6itW/LOdvhu2EyZHBZUjcQVswofD3oJFTUKUcxSQAe1ibUK4+e2fNexpujMu6+IXdM04zhlwdGN099qGPFFy9qmduMU4ncwQKdh7/MPH74d+RwXLmBL2nFSTR4NADXRL30h9PbJudMGlI4rlXJgOY5A5ql3dE6/+3RNTvmaWV7rAAOFz65Q4BWxgjZmGtu8IAwle4CX2iaxzgbryUuL1/wYPrd7YuHtywb0CR3SLPch7vWf/6sHlgl9pwkcbdPCBIGnzFAv5XeE/xTSLmLYZmqA/Le96reHpd3Z7v8UVflDW+RMbJl1oOdaj5+QvWu1EPxjHhEPUY9lCQgaZ6w6QypNgmPANYI/5H64DcqjoX3f1I8897c8e2KBzc7MaR54c0tMia0Lv3gYSW4zqg+RrsGEYdzwIPkHJrsimhOBU5iwdbQ6rcKnh6QORq3viJnaPP0m68qfWm4vGmOkrOdO02htyBSMLIYVehMOEmL2olbPJCAaGo1YKrVfkRWNNqFcwj6syYkB1AkmChzWyxMZdYoLAuASgvWyEm7kj969uOxE2b1nbv28eT89RKDP9AQQrvwJOiTwhgBgPFDJtNbWmSxRsUdUx3bnIseXjx4+LR2fafc1Hdy27sWDfpw32vJJevrwBJIeYWXAHoHMcNsGn4WH8ALQZ1x5eqaIyv2Trl9Zs9R0zs/smTEsn1vplf+EJETRZSCaKRFndysiQEx/IyLwD7CdNJ64kWyqnlOho9vSnr3wYXDRrzV6flPbt+S9G557UGdFXThwjPvnYSAfht6gidq0Hxaz/OeCql2cp1qy6jcunTLq88vHPPZ9tcD5T+ENadI3YRLx5AseIkUsccidmAbkZJmETYrAIdDlMLHwDrxEVQsGk4K1ceF6o7HQgm0pPAt6Ii4eLYzGp4dcsVFcYvmQqfsVElgs+KWpOQ6yVl0Zv8xz1KHf3k4dFxk18McM0ynSTzwB7DKowW4qgfRdUP+dQ4R/A84EHiof7V1+2c2ijSmSfgf3GvnYYBX80MeAD9y2F5Vfqgkf9+ZyjgVZt3y7SCxhp/VQ8OYFJgyyKfTUEReKxdfMb/Ohtf4csyuhhI0ZlSIFUp8GWJG38jFYlURNzwnALmuwAf1ikVNwKrHNCEJCaZ21FSOmQrThvUw5EqEQ9GI4hmmnKVEMiK1afVngkV5RwGQG9bOyMn4gd4bUJBRXPqXnGh6mYxtUKEggQDUmsSE48vfmjShZ5drmzdp3KRRozZtmt82ttPUqXfv2b24svIQzD5QPFZvl8KYX7wOioWkFKammiWpvi0T7x986V8veuShsUV5R0wVoJgtOh9gFgi1KYmxX/J4jLCPhjoKQLUyHlIWz3uyS9sms6c8k5NxPBIurDzhcTu2b1z30czJz9wxpn+P9i0/eOd5bt6FcyPUtmGa8FcAqvAs/9Ui96sZakzU+ZNSNTUQkpPqleOSkcRdpAy+wTzhUUW0KmxX/d+e+OCxlIld7bffkPzcoJrv55nFB80wfOoUDb6tzA1JIiriU9VAWPfGYFvBS2CCs7ZWffN67nMDCsffWDC8afaQy9PHX5P91rCqrdPlwh2kocK7YUUhFu+FlbdjnphDZIjdn+iG4qdXDpgMflu57MmMRzpljbyieFDTgv5Ncu/qWLbo0bq4Zdqpozxg1UwDG1B52hrAQ7hR4XidZ0o7oybrNMkgDSAHVUdD2xedeOuO/LHtigZeWTmwZfHgK4qf7Fu34W0zexPr/+nQvUSxfAs49EqgEZhyKAnENGrDNc38TeFN08peGp4/6tqSwVeUDWuZO+LKvMf71ayYrKduZRKyEWAhCNB3PIKeHFWSYppNxRPpAHUbno4KWb6vZt30wscGl9zcunpoy5J+l6YNvjz76R6Va1+L5XyPMafHai29RCCskDmmWOv1xyT/ypNLn8l9pFfO8KuLBjQvHNwy57bW5TPuih5aYpbtJ2jpfjAbHaw0Yme3DTwFjKOd08raUj8C6vnWsBu4AQyEHP8CR883A/ZIrGKSQjFz288tszq93ZqzcZ7sb6etfazvtA49prYZ807vN1bct8P5QVX9Ye4Ejzi4BwPPQm6UrKgYIuGm8C5isYo8D5TOmVK64cOdL9z73oCBczt3mdWu89Sbxrzb7+11Dx8ILg1JSQx5CWUTB2wx4ZAxLvSNsVNvNJzoTPn67S/uGfTmTX2ntRk4o8P4d/vP3/KMLeebcCxecFwfgJOFatEHM1lWGAdmr6LQamZ1RlX34eAXL39598Bpnbq83WrgrC6PLb3li0Nvp5/cKpvsOdcpwyJVG14LHQKMmwg4W1YAl8JfsBPTWxQ9+Pmht8fN7TvwrfbjFwyctfHJo2nL6zUQCJAk3I7PC34AMJMJhBhebvEy4D+xWCZjAIpkj2kuxfTXKQ5bytdfb37t+32zSk/tMYDKzGl3xRS7InZ+qzEWBOUwYjDRN66huEVKAfzjtIK6I58dnPLcsnHTv3lgd9z806d2My8GMAlawAotwiXSIbde5leLPGE1apdFhQfM1/nZ/102TAfEDGMrlk6UkE2BdhBZ4Xqml+YfenfO009NHPnd6lnR+niS8pgN/r2uBFhBRQ3Q58Bg4gpiXdDUAZnQJsHSoM4KY3I6KCZ9ZdhARnoxaGoYbzKYgYvoakCOePKzt3kcKyrL94n83hwemoTfMmiRQlYDKOWZ2ynoFdcRYsFYXaA49/ihPWuWLpnz9ivPjL9lZMcOrfr1vHH/zo9NbtuDzENlMN3QBdyUzqLY8yMC2tCjiOt0VXxayq5Vy+ePHNz3oosuatL4j337Nu/R/a+TXhvudn6hQFqMNE1J0cAv5VQ96lO51wO+WsAwMiL17h82LWrTqtk1VzZa/vksOZxrmmei9f6qyqNwAVlJShPl9WEwgan4FdwOrhIKb97I+eazWb06tLpt2OA509+cM3Py/XePHdK/V7tWNza79LLL/vRvN7a87MN3X5XqqLNUGUb+RNzlJ1P2ewNUgxrrV6WAIvuiijOq2VXYegkmD7YbYw0b5zTL90qHP6qYd2/G7TdkDmriG3i5Y+yNZz590UzfZtbj+VMYOIJs8dwYJ4imIiVHTL9mZkFRNdvXdR8+k39Px7zBTSqGXZE/uHHhna1PLry7Nv49te4wzA08fSYMKxmGlKJFPbLikA2HZqAPADMGSRT6eh6z4kD04Ic1ix4uuLttdr+LC/pcnDuocckjvc4snySnAHuSTTXI8160VACYIoOV2ljJL5LA7HaVu2MlzamasIMJavbGupVvVTwxJH/YdQX9rygacmX+2NZlk8eG9i4yK/Yx6cCEQ2ozQTFhow2fpiVHZUcMbizhEB6uLepfVfXh4+UP9y4Y0jK/X+PiYVcUjW9V+uaYuu3vmsVHTTnTVDOhG1o9CSVAVAWnBDGVgW0undEbUOfjsuerM1+9VPxw78J+zU70aVo0sFHe+GuKp91ctWuacmoPrK3OaEyQW8Eg6zD08Cci8Wbp9vpd71RMvaPw9jY5uHW/pqUjri2d2PPU4sdU5zcmWI7Jk0GBLgw2ygQ89AETRGcWhAkNAGa9ONfoj6s/NrzzXwIqGjgQA1+4Gs/+9MAWM4iqeOrrErx566asf7TP7A5d57TtNqNNv6ntnvh09HeJcwtP7aIxEkuqquRQABIw9FwNEggECAmJPGryJLdkOrJObf06fuojX9/Wd2HXTrPaAFMHzezy4vK7tiQtKqnejdlkjA4UDbIasbGgD1cTSc6kmDO9YPNXB95+/LPRA6e37fj2dZ2mtxq+oMfra+/f7nqvrFoACVx7RncxQR5u5MUokd4BDgFRAUn3uHLXz/nh2THv9es+u23HGa27T28zbnH/d3e9YCtcfTp6TNwa8yjWp0UqCiuA0zkQz2LRVvBg05MV2jXj+8f6v90G7kWPKW2Gz+z2ytd3b3UvPlEDqwpfB24rCQ34kIrp45IYc4WMeieT+FiGzKMBEVV7jZIUqN4+//tnb5vcbeI7Q5fufsOV/21NLAGiouERNDIq7oai6UcDPWLqB8+pVV1R3XU6nLQrsPTeD4Z1nnTd0Ckdnl0ycs3eN3JLN9K3w4xQha0lWJ8cc0nQXJB+E9ydRbjgsnDS/5YY/G6asM7MoFHFYiHD6XjwVNMsqCxKem/Oy1c1/Wubaxp9s/StaF0cJhcuphrzyCHIdoDuKSPwcD6CPJSGRQcBhyls0J2oTSyXOri8Ci+Zy4fCc5XcwGCuUuOO+L6WUpK/+8P3nhk3ptvTT9726Udv79j6iS1uZUnefikSFKewZRBKJZ8S5bmHhppZVnzksyWvT7zvtuEDerS74ZpGf/nL9Ve3GDNm4KSX7/U6v9VJRqEsILJoeEaYF9grwBJrAHAxhXEOuFxpplldmH388Qdub3bZXx+8f/S3385d9O5jq1e9nJmxVsUPNfQtQ4R5Cajk04oDKMDibmbWifL4l164u9FlfxozasDBPev37l47d+YTSxY/XVKwm7tvAeH4GvCCDeojMjDgCoD/mNnH9q+5b/zo61teeVWLlk0b/+Wyiy+6/trLBg7sfP+9N7/x6gNffDrZ59ogQc6tXAELUK2ZumDKGl7/q9qvDfly04jqkQhCcIdFhBbeTb3IZAGuqElK1rrYhrcrXxyWNerq7KFX5IxomT6+Vd4bYyIAj5JDoGIwQMKtANJAkpwa40vJStQuVR+OHvqodvIdpWNvKh7YrHRgs4IRV+Y+1PXUx0+Y/pWmlKCYuK8Imkd9oiA+L6XonpjpkcGiIk6jjpFb2Eq1cFvo+xmVr4wquq1V8aBm5UOaFd92fd7zA85+N80s3isy2VKMsJdlHGKsbqVpbg0ElwfLCL9JEx5cfZxxco/s//rMh4+U39m2dGDzkn7Nikdek/dQt7yF99W6vybX4dHNAQ0QTjgXRSxFvAuYGpNcEYC96TRVe+2xj3NfHJ469KrMPk0LRlxb9FD30oX31id9ptfZdC1D17NYPSrsFedXCx4jSAwcZF1KUsNHlTMHpKRPz8ybkHdXm/whzcuGtswfdVXgnptK3r/X9H1phuBnuFXDK2tB+AeGmsGVCXgMYZtWuSe0d0HBc4PzBrYo79noRK/Ly0dcVfbioNMbJmk5m8hBzVTFSJEUntoGnGPASqFyMgSE6eZCxQUO4LmGj5h7cq7BqvJ9aNp/bkAxa2INicFV/ESOOqSwjSQPQ20Ez8QSdgU/eXXdfWMW9+k1o133qW0Gzer44JJhnx98K6Xi+4icpIMBqC6JgOrCZIEWc3wwWfX4KwAJEGsAjZLLYgc2eha9/O19t70/sPeMDt2nthswvfO9i4d/fmhqcvmmqthx+CsMfoL4ilAtYJV7G4xAzPDm1e7+zj7/2c9vGTi7Q+c5bbrMvqnnzLYPfDrqm6PTM8u+h9eFH3IrIbwKFpqBzIgEgoiDx0bqPsnwJVduWrjnpXuXDu87t0Onqa17Tm978/yek9dP3Jf2aUXoAI/yRif5Q1bGQKMPCkk7D6hysqw7i0J7v/csemXV3fht76ltemE0ZnZ68OMRy49OSTv5Q40ar8HHgp9hpa4wrU9UhmLwGY8jDIrm0w1PZejQZt/7934wtNukGwfN6jJmfp+3Vz90IPDZydARA4iIBhdBBDOVsF2KoD9BTfEz40mDQrmLT+/dkDD/kY9Gdnv9+q5vXD9kVofx7/Re+MNTyQWramPHqeyMhGMEXIrMJVXZKvTBhQlYSREp/d0DKlyWZDkCPyxDtBRw06pS+/vz3mzVovEVjS5//cXHMgK7KMaAJcOLkZRC0B1GGohMWmq4xlmSuzc9sDk7fXtVRYIcSyMUEWLTuXwDdeAMwqaJuo+4I0GCGwTIcWVfbtaW+bMf69r++itbNmvZtFHX9jc8MGHEO7Ne3PLdxxn+nVJd0DSyNMUrhZOYaWEWpAQ333tnr3atr+7duU2b66/8jz/+8f77xrhcG8Mht0qAd3JFX01nqj+kBXxGTiD/YdkHP4AZ3gMjHIrXNIuPH1rTs1Or61s0+nrZXGYkmWmqbFNkh67B6woY0RQjkiaKqQVgNHTdJcfiNSiImW3q2YcPrhk8uFejyy+/bczwoQM6t2196TNPjcjJ3G4aecwmgUnh2ELyhZAAU4EF3BGUmp914K1Xn7zs4oubNm00bHjnF18c99nS147GfVlSdiAMx9HAsAjXAT8Hglj0lJcSMn8hVf0Xtl8d8oU91dwYQbps5HmpBuh/yMlTUKJJcvqak589lv9w57zhVxQOalZw8zU593QqX/CglLRUL9ttEnfFWguXgpjiwdQGlgAMaCV7S1e9kfVYX/Cnyn7NywdekTfmusLnh9Rumqnl7+BPzDTFDMqal+55KMmojTO5AYuJITAEshKU5QC97LBby91W8c0r+U/0KRl1bWn/Znn9muWNbVM1555I/Kda1UEjnKRGXNyeFfM3ZB7BD6W/76dwRAPMZlJSGNkuPyTte79w+u25d7YqG960dFDjgpEtTjzZJ7zqtVjOJkkChfUqik+VAzpzFkCL8Vw28YyMoCqqV4a5gUcWSVJLdld/NyPpwe7HR1yb89TQ0NdvyBkb5VC8BCKr+WO8CFwtSqpZl2yedpi1kBI/o5ERh16yp3rz7MLXR5XeeVPJ8CsKBjfJGH1V5pN9qtdMkjO/MzEOgvPJuI4eiKkBFf2v85lniVXh0h2ly1/Mu7dLWd/mJ/o3Lx57fdWbIyK7Z2pVO0wdVN4vSUFVTdf1VK4Tk+d52TDFkFHKumjwW+lIXtD+54ZSizisuBDgU6xfihwf3FFArKI4a6VET+n6D3e/MuG9AX2nt+s1s13vqW1veafX1A0PH0hdejJ2TDY8suHWDMgeDLeLp8E3BH6hVGIhE2qpuw3TVR9L8hat/2D7S+Pe6dd7ctueMzr0nNlh5MK+kzc8dij9y7OSCOHCuODRaNEACU44amHVETLsldHDx3O+BEEc9U7P7tNv6ji9de/ZHe9aMuSdLc84CleHdbum2NVwosZSVpQZuINK1AGTyoC2lhw2nPm1e7Z4F7+8asLwud16T2vX/a3WQ6Z3eu7L29cmzs07sztmJkdNl6w7NJ6yIPwAPALUgdvbMSAeSXGcjR0/GT2amLdi9nePjp3bs+/Utr1md+wzp9PN7/aZse2puLJVZ7R4E9jMyDystkeFdwKqCtPM9S0/M4ox1Kb/bPjoVvd7j3w0qtfbbXvO7tRzduehc3s8+8W4tcdnF1bupFdB5IMR92H2pZgjEnNImCkG5NGS0ZP08s3L9r3+wPtDBsxq33N+hx7z2w9d0PWlVXd+715YHjpATLWCFhgHLcAl1ZBNWG0IjCU5PxeD31lT/HXV8fnZO09VYsDB29JPlB5eOOf5a5s1bnnpxZNffSozeFiRcwh+FGMMhbXyBR8anhP33GembH7/3acnjO/x1GOjl30yDShVVpAgR8Ass7Voihr2albmo8ot1GJvKNyUAKu8QZ4VfyzqLS87fuzAqulvP93quqv+9IeLWl3T9Iarmg/s3enTxVOqSgFC5YaeodOPSYJInKzYuXfXggN7lyYcWzdz+gstmjW5Y/xQn3+riBVn0dchnqWxAVkVmyElsHgTjWEA1g8MlTs1SBZz13yz4Mqmlw/p0+3w3pXi5wBvMB/6wXoMfCPdjKY1ZJ5qEDyHKidochLsnqakZWcdefSRCRdddNFf/vLnHp1vmPLWRFvi2nAtJBa3hpVjCJ2NmotxBhziwWmvlGjaV0sXXNW86QP335rk2FheEX+mxhYCMTBcFHgTzwtnWqAp14PPISj/K16fB9d/Yfv1gIrncXAlALY+4mNOLNge5uD00dCh9ytmji+/u23xkCbZfS9JH9Ei77kBVatej6WsN88e5a9EcocB6CWr8OnM9eWqp1lvU50rM18bnTq4RfnAlkV9m+eObVM65+76Qx8aJ4/BK9S1dFb0ZZV2DJ+duXPwkWPxtKFRvxlK1WIZip6jGRlmxC25V6ZPGhkc1LS4b9PiQS0KHupV8dHTkusbLsWZ8MGTyYmZaA5f0q4QX2065ThdVPfIMqNw31K4Bll6NPzdXN+d7QJ9L8sb2iRrdIuKt4ZHt88wS7bBWpHbabAjQZbRp/kQnDIkCkJFgHDw2gKs/g/rVpOIv9H8bSnr307+/Nny3YvMgj2mnmLgCoobDFsWyc/gi8Qq+gReI8zkPUJ7vcdI2ZYz477koS1yBjXNG9o0Z9x1BW/efHrLbL10nwD+FPiJhpymyamaxHMkdFWEdCjoPvns0TP73i9+4ea0wVdlPdCp6qvHY76PzZq94lgMrxbzq/A04TUrLG3IJSJAFBwLNPQcnUHnQZdFIszPG5HsgvYTCfkbzYrSGNw65QKf06EAovYYPwI5hg0SnK/g5La18bMe+2x0v2kdekxv131am2Gzury4/M5N9oX5p/bEdFHzmYfXAsxEegWugAbrwK0I6CqXHkwjBR5SbtkP3x6b8/gnt/Wf0aXbrI7t3259+8KBK47MrAwfpXHEfetsGhPQYIySFYWHyGpACNNbryWmnvh++cHJE98f1n9q+25T2vSa3m7kOz2f+/rOH5IXn4ocox8ALcBTY6LDgFIWiJYxgHgKplYCyY4cT1825/snbpnTo9trN3R7/UZg6iMfjlqy4+WE3FXVaoJk8Pwloql1nRhdFqYUKR4VPjjUxPTFlKTU4vXfHHgbTL3H1DZdZrbtNLPNoAXdX1p779bk9ytrgWcAYKeoNOlSFA/wTGHkALwHA8LtXpJsy6/avi/42VvrHgZD7TqtbZfpbfvP7vLARyOXbH4+mLcOrolAdFooXXVjEBTdJ8MtU1gDCxRWVhxFJ3fsdL730sq7esxrd9PcVu3nten3TqeHl435+uCUvBPbmSplpsgxVyRsV6lZIDqiAGHYQbfyF2Lwe2oQUT3T51z9+su3vv7yWKdtTXnZ0cULn2l5RaPGf714ymtPZ/r3knKZObqcakDj8H14SEAdya5G7UBTYGph3t7PPnptzIgu3TtfN7B3h1GDe985duQLT9/95dIpHufGcA38uTTuG5EZeKdSsGahm94nxpD/TTHNUi2avvqrhTdee+WN1129cO6rH773xsK5z+7Z/lHtaSd6CLFh9FhJMNVENWaTyKdBKM8cPbSxY9tru3RusWnzu4oCbwD9hN1z69xSyEJOIkkKlhyzD31PIWNmfDto6sGK0iOTJ01sfvllLzw5MS/jsK6laeLQTE22ywBUHgyQplvlY2Wfwb2zSYZmg0qeqT6wY9t7zz97d9tWV7VpdcVTj9+9Yc2HBXnHDSOHVX1wfdEEnANWxco9YdVJTCUzPrFvx4qbrm189x0DMjP2mWaVaZaZGjx+OOJeVYLnKnwOfPPCaTpHVWlk/uVS96sBlbTAzrXGiF0s1wcZXSzeG961qPC1UZkjWhQByQY2Lrjl2oJJoyq3TFdO7ofWwYUn9dGhbw4D/BKWSOLaODw7XvNsgu5dW7HkqbR7uqTdfGP+A73LljxZn/w1vskMMSVDj6So9T4D9JGSl6QpCYaeaGoizhzymHUAlUxNy9a1VDPqUnK+L/n8Gd+EDqkjr694fuTZddOk3B+Adkwo4PllflWB5XKril1REmXZJtKafBAyPZqmM44BlBInmZ9OjMV/lf3m7d5x7dLu7148555o/IdG7QHNEGdMWtKAqaXTl0zgYfjRQ4CXAIeYYC+JtdgOiGmW6uNPndhTdWJ3qD5BHGgDDWSJSyb4ACdYksKGwWG9X/q2zCZnraWaZCNzV9lnLyff0Q6Ymntvx4p37wnHfWCePiw2usGBSDfD6HMqvUVmwzo1HkIHs55qhd2ME4fObp6XPfe+gpUvSIVrTTORxAJWrx58WmSuA78jySqruoh1L+CTtVsUXoIVh7Tg82cg+jNYtWTj7zfSQY8ativkMSL8K9BUOJUiBgvjbnqrwkd2eJZMWnH/rQv69Z3RsddbbQa91eGxxSN3uD6ojSWwTDHTbrkeyaQe8EteVkxHg1uDPgvmqiVX1x/dkfzRqyseGD2/38CpnZ/7csKB1C/qWOkihds365N4vhvtEZNj4QMx4s1kdZikQOXZ/VuPzntj2YRbZvTs82abnpPb9pvSYd7W50vCRzQumMH1cZkhsUYAMVb9clhQcA0aAc7niiqJnsL1H2x7+f73hg2d1mXQ5A6D32x/x6zen+yeVBw5rJhentp7PuQFmwIsVD00WxQJcQShRpccwPld0rwnvrht2LzuveZ07DytdZ+32zy5ZPQP8e9UnNmrxhI1HsIFX8QLVIOnojFayIVMXYFvhCt4ddOHnszd9NRd7w3uP7tz95nt4R/cMqvH7LWPHEv5vOLUHo4/7gjGr3t1wy+pLK5JN5f5OOAEwZCUcDDts1e+u2/w4h6d5rbrNKdtn5kd7nt38GfbXvXlrT9THx8JJ0Wg1OC1GFiMJ1PzxNLJzwTg99Xw7EZW0LPh8YcHXXfVRfffM2Ta1Cc7tGl2zVVXTH79yYKsIwzeavDyvTpcUilDbPV2EVDhH4vd9hiNSMiTlb7/hw2fPf/0fVe3bAzS1rJZ4/atGo+/tfO3q2afqYaLn0MoJR+19oOKwq4QY7JJVpMAWTx1ImnyGxMvv+T/Tbhz2JkqvFMcizhDtfEAGG7fjMJ02EXFFTANgHqGKeea5tms1OM3D+/W+PKLZsx4OAY2aRZCPlmMIuph3iIj0jBf1sNCfcgaaY1hb9UUZ/w3d4zpeWWTRss+nBepzwClMfQA8FJXuc8YMM+TSmEheRFYTtg3WGOQyPTC/G3z5zzYt+e1I4Z0Wfbp5PzsI6aSj1szys160cwlZsoFbmRhKndkiBRxYioAtcLv3vnAhIGPPjjk+OFvDDXH0HLhT5hKliFnKuGAGgGUCl4L6bIEDGh6HlChxb83QMVjkE8YQDLoDAaoPkn1fRdd+lrRowPTR12bMbxFxqgrM+5sVTnzDv3wh0Y1/GifbgZZuEcHhUpWwyyOBUdJgxHhRmPuTWTA5PQx3bs66/3Hkl4adXrVVL1gu67Ymf2PyY4EWY8X1l8F0gCbbVI0XlXhEIlETXr3KVwel/xiW4LTiCTqeZtzlj3vm3ZnZOdio+IQY4xmUIfQKCmq5IuG4E17dKaWABohHwFDCWhhj1KfrAFdmKvsZBVcSHbZ/ppDn6Z/8FzOl5OV1O3AGK7jwuZC3MHe6hKNSJIV8mJ6M6AUPWFEBQQ3mWw1bGPZP9ZodKmSU5aSFc0HXos+KCwrQ5dKiyQJW8ZaTiCssuJVQV4hweD9EcCe3ThzTA2szf/4CdeLQ6s/e04PrjJi4FgEJDMqFjPCfqOe1QMMnuQQF4sdi6o2Xcen4rC5qEc/c1Qu2SaV7zC48wGWGpAf1CMYfOFWg7gDNa2ddhZlFLu7rCVPgiv+/lwMzuGoBasWsv7sC79smGVL9IUO4C6sQMa7CAGAJFDTmIIkqS5n7to5G566452BA6d07vtm+7Gz+66Jm3cqelyJJllU3ojy+CeGW8XWJrq9uAUuy8qlbkJdzKkqzjrFlpC5cv63T0769K5NCQtPw5U2Aly5DycJ0GX+iB51K/UOlklTfRoknIYGwumqrz2eFFg+d+Vjd0zrPXp6jye/GP+D/5NqzRHVnVI0UaTpottuoQ6s88dyqXS3gZEOkBXV8BSd3f9t3LznPh0/dkbvoW90uGfewOWHp5fFjmqmhxkupNQuDr4YPcbAIRtKssSa5pgRDDuJZo2ScDjry6lrH75tYd9+Mzv0efumkW91nP3tI56CtRIpux+chiaYg0xPTuNeVYfYJogrEJgNw1tweufKw9Of/mLssPnduk+7CZg6aHqHhz8aufrYjOJT+xWe8AUMYJ6UIrtYphGG0grKUTB8Md3mrdjw3p4Xx74/oMes9t1mth84o9Pts3rP+GaiK2t1THXyfHLVy/Py0BNDxA8ajPXvuakBJRpw2Dc89OCwJpf/9Q//9ofL//KnmVOfKi06yCiO6TcAMLDvPNM0DaZDuGVuw3DwyA0ZkglG5TeMEimUv+Krha1vvOqals3emfvq0o/fnD/7kT07lpw9Be8WVhHWhqXHeA5j1EZx4gqUiL5g8M2i/Iw9t9/SuUnjP0yb+lAswnfg5UD2MNGslAvLo0JzMdfQC+5Z16Jwg0rKi5Neeu6Oy/4KV2D4qQoui7I2BSaFso0GIQcWct1dNKheMqUIxFpJ/37NnM6tGre+quneLd8wqsz8zWRYMA1jAu0Q+6YIXXBt8bwxgLrgl0ZmRdnhHVsWrv5mssu2VoGXb2azNlMMz4I7OrnZVLGJXUPoNqRLWHWussGAwBsAJGdXlyft2bZk9/ZFBTnbGPqWvBojzGBKYAjpDelU59G04VlEw3/Pv/8vbL+WocL5ZUYSPHQIQfWR0LHPS+c8VHBnl4IhVxcOuCJnSIucBzpVf/GM7P/GPHWAPrjiAygqgBDZzy3tGA5ho2Gv9ZhDkZ0xzc3C8YrDDCWEsr6vdq9SSvdzXAw4/mAwIH+gL9YSI+yF2HohwmKSmswTzSjQ+EiUpIG3Ljt0FUhvj5zYczb7e6USTA7ClM5jZzAxEdZLU2UvJAPSQ5kglfSbUa+VIcltkbpb0RIU9biuJMIo67W2MwUHT5fE61K2rueocirPrWM+CJf0DcXGMk/ARR6JmqaDTMdSdbhdnHVQhySdl0rUhMdKTik2tNCZVVkal0fRMWrt4jOiDyIMrkoYXp8MrsBosAMiaIbiwlnrquxL5cLtZixRNWyy7uBODJgwxSurQKDkmJIoKUc1Da5GnCwdV+nn4omAEH7NwAh4GG8XG7+MaKoRSQUjx891lfupqYpQXRIjenmw4wb4HxoIk+ZR4TUDNrh/8cfWIA98TDZyzQvf/1vNEDveOLPwP+h9u/QIhggQGOAxt6zezKJXQj38suRKP7H1i4PT7lk0fOSc3pO3PJ1QtqFOFzXJ0MOQ06x3MNyKW0OcCIQeEjvNhwHhvkDcheANb8kTjSQVlm1LzV5XWb2PeQ1Ksha18zGphFzL4XTEAmL7Mt0pigTtFFezopLdn7/hs82vvLzk9tVxs0six+vN5KjhxLyoGuTELaMpDg0eGNwU/DBCB5lyhYvDhzP95aEj2z0fv7H8/jtn9pv3w3O+09vO6nZVp+fHL4fFX3gAdAt4fouqeiTFxTQ3XAHXQT9NX0R1+kq/+2DXKxPeHTh0cocJCwcuT5pVED4SM4G+DiVi4xXgw8GSgqGycA8e04ufM88Oesr6A8kn6g7sTvnk9XX3D53TucuMNp1mt+05s93dS4auTJhTVLdfAcMAe+CRIHRxuP0Rf/FE6CHsne5TNWfR2V2r7bMfXH5L7zmdu05r2/3Nmx75YHR8+jfM8xIBfC3CA1gMJl4xnfv3janQBQiDmaMouQkJP4y/bTT45Y1Xtdy2+X0uKJoO07QxzkmxT9GjrFoqsh2TFSlOlo8aWpIqJWnQOLPa0IqmT3+80eV/vvWWngHPzlPVgcL8vdWVx+BVQ8voT8MjAdLEkliwXsM78DVFRXj4uGZOwpHVXdpf0+bGK1evXCABgYw0YDC+Rt1hYrZYG+LUi9UT7rZAt7Mqy4999tGr11/VaMiArn7PVlVJFQgN/QLkMIQjlk5pVOk2QX7IIuAMpRux1LmTJzb+j4tGDmzjSfrBNCvFhgi4gHhSoblRzDIQFKIO6WKghTt2WIMwRar3nqlKgqOg48rM6fXT0EFnQWFZ1QHkAQxEZDLT6gZFXA2KA1FJNNUEUwXBcNWfPlZ7Zn8setBQj+rKMQMfWVqPfhKGfz5NDQ2vaToEsv4L268H1GRFZ869CXKWu6X046fTbmuT16tZUc9mBaNbF71y85l1b+v5WzlzgJA6m1nnNECSJDeMJqcEyMcIA/kTEywlh6zCksI8wdeGWsKKQTO5oY0TD2El7EHJQZjIA2gjIOii0oIMPgefGi4SPHGMsohPwhywrA+DXUHD9CsMUwhnHw4da8jxjAgiOkw5l3JdPGwOPxSxR/Qkprtk06kYMHk2UGQ+hZlqmOmqmaGZmXosaNR5eRwN19Uh0PDlXarMjXcw4lQnNEg2DBCkU07UlQRVjY/F4tSYKFOi+WNhZzjkVOneghYna6xkBIEGANNbVCRXRLZFVIeielQZmulVAd6k4Lggq50xWmu6NdmmSPD1ABiMYEc1T9RIlg2XoiWJjW5AC5segqtLZNK5VZcOhHBloPBBJeKRw8By2FxwLJuu2TVRJTimumJ8IugMEY4/4b5yjxLjmXfAANjcHw8VpxALNKVUiOAtJuunomI1YXG4Z4aAirnDm4xJcBkbbwIF4d+oMmCJa3gi5ADNgSTAZgVKTh/cfGzhF9vecBSsO6tDSIQ5wGjQxxIv4GUzks9qVuw5ADXiRCPKwjeCzMB3hh3hjoUgnWtu3RHkm30TdoRj6xO+jk/MnUBT/LW01wwC4wtKtiW6Py8+uQv/RR+Ypsvz71jwUlG5yYQOB+YU4yCgsWEcIMNkGMHT9cdtwW+2Hl3gyVsXMQnDlEkMIL4Moyl+Yv0K3qG1jMoQCPmlKKmD3pophhnMrdi+ds+091Y/ueHI3Mzq7VHTqxpeFjeHf4CfU/hxX0IpqTPkXFAfNgiPiGNXS8fjsr/+aNdr9y8ePmhyhwGvtxk/u++3iQsqIvFhE14CCRa6TSWiHsHqYTSAsqLKDzDeTK2MHtvh/3jG2sfHTe1159TeH295Lbdqt2EGdJ5bIsRAbL7iIOOhfv+AysMfzTxDL0o4tmni3aPaXHfpow8NS4j7GGBJJ5VeJkabNehZ2ZgbbDxKNEGJxRkqjJudSGMUlZe7x40b8ue/XPTmGxNOVwOJq87lDPsMhQJJc8GMcSc8b5ovhhwwm7AYKaFa9+qv5l975RXDBveOP/adKmWYRgrU34BPBk3kLENovWLzGOMl9N0xiWZquM5xaP/S3j3a3njdVetWL6g9ncQ9P0KoBKCK69Mao1kgJBwgI1WPeFYue/3+O3u/O/fBwqydppELu0EIxNegbvBcmWeLL+PWQFMRGoEtgieHC3KbUBabFtAjzF6mCWVOPk/pYFFfhXUtaA2EIyvqDuIFRAUIbWfVPDj3XLFym1q8qcaZajwXaMm8Raod+tBgc36cpobGbtDO/+TT//3265OSMED46zSjiXrJthNrXg0+0DVj0NXFt3YsnX7v6cMfG6eO8LHJGn2ihD1GXARRWSWEuEgTRvDDKGNeaZ3FFgLubmzIPMTo0GNio8MrM+wOOsviumLZiebDuqDYe0CMxChDqqLwuTjisNeskKDYWX5WhcsGHLXJapLC008xMaAFDsZsLfOHW4OVqs6IYg9rLlkXdgEXkcHMYCsdoqgC5ptwDgw2Qm4t4tdiKfDCcGsmyKCHeBwmnROzqUg83SVBjyZokk2W7A3nqWnuetlRKzuYq6zRNdPrPMwR0NKhJEw9N2x1ZkLISFIwFED6Oq8RSjFCwonDkOrwH4Hx3BguxAukKlWNBSQ4KxBZBiq5N1+sT0PoYdTwCJb8efWQUwuJYwhNr6I4JCmJbiP1AZzeqcoOoGlEc8e4tBzQJL/MOsmYCyg8D82AQwqPR9ac+Csq+mJO6eSKJtSS8CP+e6GciGYBKgcKL5jZy7/iBZOK4Z/RFxEeD0UC5hsiYX0KMTACUn3S6bJ9agieOzyPC+/YkOBALgWvWZAqYhK3KQufiTExbilhHzDLDM/+QtkaLnhBo0jgI3xTDJ2lqxY0YnjP/dB6qL/ReE2h279sUrIedmjWvqz/XO0pe+euxkGAayVKSgkrEzxVcSA3Y+PZqsOCC4roNKsPiipUAPVzv4KfSoIo6IjAVB6QoBseSXOFNUfBqb3r989+9d1bX5g/6vMtk7Ird0tGSshwwZuElFq6RhQXA8I+sG6GKwZzz6pPqSHJ4U9f+8WKF1asfTUr/4eYlqzrAXyBe2oxyBhqzKM1mL94ut9b84CjayBbOmAs0xb31cR7e3Xv1OT9hQ/LYTgoOYYc0Fid1BJFCFjD+NOlwHBBv1htLdWWtLVvn57XXtP0q+VTamsAqFks3QcLBjsAUYeIYsSskn4gqXD68SZIhZpiapnZKTtefWFCo0v//PhjE4qLEkw9m/mMmCbDpUmJumQTTBFWkSpJQFUw9XYdgmGmFRUevuuOYVe3uGzJotdOlsWJhcz/Cm9EmKo49wf78Y/9rq9qq48wX+Fn3/lHm/DgrWVUdpXD1TB0Fq7z1hw6uClUf5g4ZjLSlJHzCOiFef/FZX/b9usBFbZPODVAvphNzd2Y8ekTcU8NOPnB06pjhS4OqW4gl1R18VcD37KKbwHe7ATjhoZhJeW1miWOaLgLl5cJUZZ5EvYRomllltMewSjDzbfYkrCABA9rVsSIizU2UFt8E5KtSjY0ipqB/oiwMwEACkBCLBveqOaSKIteJgRBjkVVUsyurDpAGRVRC5s1TRgnZJQ1DCpJlgycI0kShZ7TDD0jpvvrFHsIcIWHBfZH0NAxPyx+THJEI4kymBngBE8BMhRlEX9Bdv3q2fjYiV3qqb2aFK+oNimSBBjDd/SoCJXrQa6pENShb/GiBDa6FAD4yZFkwfstH4XPpckMyMsqixUAq8SUcRh1iXRKN7wGmoZBE0rITjrNuiQOFyQ75FLPJGkhCL3fAGJhfNCAMQwMCK5DfRBVZznyHHbxIA1+zH9hQ0XIVwUScNi508Ca1gacsyy4xo0ogBCuAqJvqohYWMHbc7Lxy2aJjRZjXhX7LNZo4YwT3vCpjCFyyWJzi/XNv9l+vOD5BzlvffACl+VHDWD5s99e2Bp+cmGzfo6GmaKn+IsvXNjw5QY/gzUaz/kc7Dk4DQYnUhMvTtAU4y8AFS9gxEk+8MjiNbeWQQ3hP9H3xcCKjGLNw1JTujuk2MtrDx6wf7T1yDt5VbvOKraQwvN9DcOnSnZmOeBqVm+Z5QSdhX33yJJTVFgNgo/W1MUXlGw/UblfBpk2ffgoFrFz+ZkzJXg/7cP/Odv3P294BFJPuJimnhardwWS13259MVdW99RYz7TyFIlr8Ia95A0UjcMvmiACgIqLZ4ZPFttW7ViQasbrhnYv2tiwrdSNGDqqeI7MIDCtYJQQfjpycF/coG2cl8vUz65fSXp6Ne3jmjX6OJ/W7zwTU0rAq7zdtypQjKKu4gBh0PPSB51hHnCTq4CmKmqmvbeu8/fcVv39WvmnT6ZKDa//uwBL2jshgiu6H4IXqwuAb4sIyUQMOrmfyW3/62Giwj45wvrnfNGWzQNznGyFErUonZL5VkKJgLLg+HigSs8pOTHq/2faL8SUDH9wAM3GwYCXrPsPJu9qSzpcylns1l3nGWlAJkqqSHr5+memO6FbxuLgBK5yLH0JHwKzsflwwYnRTQhi+eRleMIKcEEwz0JO0g7SEGEyDIyBvAjMuHL7BXRVPzXsqGYe4w7qABwC9ZZAq4w0ku6JoNvuaWwU1F9ksbKgrAOMc0ThrEg7wlw9ZsHkoOM8uIKq/OQWfJQHZYnhPfnlBRnRHeFTa6fiXvBrUszzOyonhYygnVacghIr4lewY3lVq1UI+JTQwAJEYFkMhcD12TquCkeoT6pLml53hcvl307RcrcbPJ8GxdUAiOgqf6o4pUMv2z6JN2hKlChJK61RJJYOQigrjI8DgjUWJcc5tXPU310r8o9D3h2DCYsAjkfNI2KGnUwdZDw4LVYuGU1+Bf9CbuNM0kGLsW9N8zWoVuD9wWmCsyjJ8RDDjT0jcMuYqTnALVBSH7aGvAJdyGcsNS4iNOCq6l4jS+AWWJ+wSY5rbDdPvjXGHyW+wCoAAkMHtpjnTtmyYnVzt0Cj8DGMCP+y0PruDVTbcBj5tTg2S1psX6IF79s4iNiktVVNvzXanjN+frRrFjX+Zut4bc/a9ZFzl/t7zaLoBNQ8Vyi5jBe44kMxq7hWolUPtyIaCoQVOjReXAlDFsIKhhqg+dEBsN36Ibq5Ls14bjK0wckM1kyXTEYd/wcn0btOkw5ukG6D5MtQB1jaPhVCg/JE/qgmwGD64gpuA6mBu8zzADXhwchc31HqNvPn+v32Bjs4Va0gKGBLwYBnNUVB6srjmiSR4lBPrlaT9pgmaYfG5kWYBWksDB376sv3XXZJX966IExp6qchp4njhqFpWLdY9oB3MgK2kHAMGWmT4WRCSeK9YIcV+LKJyb2Hzm01bYtH5lmuSYH5JADwkDAxiAztCPiQzQm6C2r8kIReDIBwwnp+dm7HImri/P2SyGx4vPTp/ubjVpgrZKIRLOGHv5zGi4lABXXtMwCre4FpkMMHY/KoXNAF1Ck0ZB6iRFjqOmCq/2faP8EhsokjoiHJ1EoQW7/4IFiqdR8FYY4UZcTNCUJrE7WkiU9IClBKeJVYKlhtRktjNfVBFWzKxqtp4hJstG/Ey6eZdqY94/hQ4MJtoJ4+CY0lv4XTIZblM2EVyhW1MU3+RNYFow4zQfpKZxrvAOLrGPCYPHDXrPeq4U9kuSRCVEecZyIV1OcAmYglwEj4jfquY0EvYWqMHUF3cYtyBdhpFy64lBEVcKoapNVeA8kedHygzXFB2IRVleQNS94qgJ7xAAFOGjQCPtZ/RivwWUjZLoaCLHu0HF3w2Ge2H7mwKKcaXcFxnfNfGBg9ZdvynnbAWC0ZWi4IABV8kqqV9KTZdkhuD4kUqQHCyOrG75YzCXhAfUUTg2PboDN9TMKKsIpHEnVxwVRKVkJO7SQg+ttGHxoI/OVAorplwwXnotODxQ7Aj+Aw2WAqobgAYgYO800lIGAiolWVReX+oQ8EMjPg9Avm9AcgjfVBl+DuorqPHVJar2NAqByIy9ugedVQszywBcwofyv5FbgLgBNxeQ2TPG5dg5KLZ9XxIrFb9ErFYQJrE6AKAtWWMhKNmxJ199o/Ej448A8S3V/1N5fAKF1nb/ZLvzaP9LEfWErOWuWaYN7YRlKziNgDw8igJ90ULiefHDRc4ut0sqLVS5rfPAUIpbOBpONW6CTaNxCCkHlVDaYLUg43SZrOUb0QUA1WHKD3jEbRbgp7IPPGhMrTEdx0kW9DnSAnefPf3yo323DXEBraKmgPhwBrmebZhqeWuF+FTou5wXyvAywYRIhomZ+suPbvj1a/PtFF02f+hjrBZqFlOoYCD0mFM6HCJhZRoZOD5ULZAOfEly1lLLCfXu2L/ph46y8nJ3AV03xKzGPBtImkgPgLnPhnCsg3IVCrYmK4w2YWSKmgFWZCgQ3FSsmv3jA8w2/teScS6Swn0ILrNdUHOsLv7ZZCitk8mfNep/yyYUMOsfQXw3ejOUdog/CQWmQ6p9d9rdsvxJQGW7VtQB3cLMuc5DZzGB1SqrObVjJhg5RSFRjCbD7rJagpptSphlJN2IphhIEwqnR44qSIGkOwINK9wfkxlr7hEzQLjeII2YUphZQDSTAm/SYoP8Ab4o1RZBfhoiI1fIGKyaGG01EMnXVLU7kdosTOQKMTNYls0m4TopheNXTB2M5G2JZ6/RTB4VFhoUK6HguACFAiCvqvA4RBUSTgdmAoFagUG5ZtsuyTddsZuy4Urqt6PsZuV+9HvNsMGoSWGFVC8hRn8aTH1KZOAr0QlfPPQv6r2iuqOmQ1Dil5LvQ5rcyn+8fHHZ1Xr+rc4e0Lnt5bGj/R+aZBDwRRIp50UpADfu0CHrlVyJuYL/G2F0A3dNDiRhSxfDKZlA1U7m9NeTS61zcm1svcJGeCmYBWO4nk2bAhLoh1mlgGrzwBGur91ee3HE6fDhq2OHoiGgwSLPDxHWYe0xxZ9qhWK7mQrJoDGo14BBvwb9i4n4UFc7Rj01wUDHIXBzyYQZpFGC7BdJbQAvToIbsoLC05uJYf/pMKgNQNNDngvxWQweoYOfQFI0Ou4WCuCxVlN3QIg5ue7Xswrm+NcjYBe0coAqbIswoJRA/adD2c5gqPv1HmnWd81f7O03cmjciXjI/qKHneA2fQ2z55zNanTnfT3yB6galoO5wxKgL1r04tmQwXICAdnCPBJ0qDLju56Yjfk3clHGIhvwGXhazSdpKusyrNXQvmafChexckg9DQdAx3pd9owsoEhosvL9QGH7HDSPjUMNJIvQt4ArCpmFIIW8iMedHCfzpzFqDb+T5XOvH39J5SP/rN6x9x9SYsBML26OheEKmHuSmYYw5fEqoqgBUXRInYYiaG1ATNZoshd1QfNYjhBbjJ1qA1g+/4lnFyXoYrpIgDDAydHRwa/aH2WExa9M23az/EocYEcSLhv0XgnmjXfAmpe6C7/8j7bxBYGfOj9sFjbeA2Pu4I4i39mDA6eUz4AfaatWIxjd/etnftP06QKX76ZKiNnGUSpBrh5EUM5RihoNGxGdAXSX4RzYjKur+AISiaWY43Yxk6EqGrASjUUcskqipTkV3y6yQfg5Nic0Wpp4zWMwYAn8KMss06pAVFwgl9/+RBAuLCQoVZbYOORnmG+4Y1ySEuSeLYgocvG8Zng73GqbwyphIywfH38pDNbsWZE6/PW3W+Jqkz4UI0jMCMHCrAOmshcrJEswxkElLN9UMVQqIjfNocNuBN8fVjNWla17yPdUn5c72FbPulVPWcUcppDzq11mECEgGreNmHsoByJbCIm2GDiRLqg9+Vbr04fzHuhSObFE5qEXpwCvTh99QOe8hzbPKPHuMB31zGDGkfnE+Kysi6RG6MormkxRPLGxToeQalDxJA7qAL/KsGK68Ek1rndyciqe2ih5IPiPsMuptMH9gtKoucoYlZ13Kd2nfTk5Z81ZVYC2dQd2h6lwf5bE55KaYDsyLW1VAqVlHl1vXKdANqsXhYij+vwbUBkstEFTYdwEJoNcC8/iYhBB4LT7ODq4vQBdf494YPBduCkuBHjaksP0tWMX04YL4OQYBt2BYW+TIoJ/WHdkB0ZPzvTrf24YGE3YORP+z9vOf/PfaOeT7b1kldIzEFCPgFh6G3Ror2jXmxos0gh+//NOOideWr4PWQGTJJgVB4b5kDoIw3+ReBoMBwpTjU64O8BRxvOagkZhyQUGNAFHsDXOHUY3Qy+TORWqrdXF2TA3Z2Dd0VYcbdE6Rf++NE+dgOXtBGUlDY8zjwwvrLCaK5U+V4sLfmkqgrjopOem7Y4dW5GbuUWEQYNN4cipL7UNrMFwkFSAbUQ/3ZFPIIb0AQowkg7p0QFlYPxUzooVxR9IJ/oSxKEwcGjRULMNRnoWVw615ZbwDqgo1caiRRAZRL+zbLxo15bx8Qtgw9ULkOALiIz7OT3/yP240whZxwqUwYuJJaRvxAlInrs/vMP/I4jCUW4wA9VqgaUNc6hdX/u3ar2WouuJUZEZ0Ne5I8egReKx+1uoL++j/NgwNRh+Wy6tF4GsEDDVDN7MVIxUwoNLt9YBjqZAkGmvgokego4AxC/bQuHrH3EUFwqqnRLRkb/HG747Mifctk+m+Aap9ZsiHm0K2NJWcT5zJyuU9NAoilRx0DdLPgyEVyaEZTma6A3FztlSvervgqUFZI64Ojrkh792JNWnf0eZiRkGbYNMxixQgVltFhxXZK6spqpYOn0CVqRL03KsORo58WPbOvVkPds4d1iK79yWZt19fu/5ts/qQMDRpRjiFO/259ybJlImOuLiORzbTzLNJkQMfn5w5oWh8m8J+jSr7NykffEXB3R1PLHok6lxm1OyVpWM661aTq5Fo8nimVDkaNJRMU8/R5aAccsmwfaDs8CTyt5bsWVRy/FPjjMgI41MAEfGkftI72avSvQXggUaAdttY6cl0m3WH6+OX5s97xHNff++EftUfvG6m7wbEqoZLMbhJRoXV4FwQijSeQOJW6bX8zHYIekqnErf7u4DKuYao4LfWFMM6c1FcjrCYGcdTRCBNA4MPCBQZSfgmrHa9jRuccEcBqGgA9XOAasXZRGyNFFZsnLXUUhBfOrmEamtCBZxYgHq+XdhD0SthUDBr56FIkC0+zgXm5u+3C78jLCbbzwzWf9nwExFng7dBhENPhHXjRc5f4dyV2fCm9b71l74F16Hp5aD/JJpijqzHxMAyVEi+SwQVm6MYN2YMn2SUv7KuL351DsU5qpaDJYZOQDJLqeCOEAMunbJvoldUwPP9/F03jh6G3akxp0G4xTzSg0nUHCv8JWdCu1ApzjVOCoYx1TTzTSVLDvuBmhwZSDLMFAEVw4XxhBFrqE1/Dp4BnEkGyIlIHWA5eIi6BjnHDwMiYZA72nl2m0VCMPK4HS6F17CcTHCBvgt6B76rOXT69Ojk350RIV3CneIkns8WhNDyzZ99+R9p6KdAUzZLUAGQcBbR6D3gHRBTlYYrXdTKSDV1EPp82H85CtyBNAqH5kIj83+g/do1VJhUVQOPsYPl6KAssihGBW6BqcUX8MwwbbSJ0C5xQBVLfnDLvFljI+2DqhOV6UQL3gDstEwbxlcoIZpQUUCaLjtATKslx7HsNXM2PjNhZp/pX9zny/s2Ss/LzzVRFjbiTlMAqqQ7Zd3CVBGmAOUNedh4fgIIsV03bXrocMS/4vTnL+Tc2zW3f/OS/s0zh12V8/Ko04c/ZQIRKTVXH1VqiyC7TEvmPk4p5lWUgGoEDXiLskfL3xLaPKvktZuzRl1T1K9ZSZ/GeSNbFr00uP6H6Wb5LiHcQREPhwGCoIhTaKByeDTw3YKdtT+8U/HszRWDr6/sdUVpn2alN99Q+OSAiq9f1vI2mXqSbCaEjXhVB5vEb+mdgALKEvrgN/RsXc1g+BdPB6c1bIu6V5xe/prziQGOyWNrHF+otUctp49pOHqAh4dIXpVV12lkxcI+cP24XvpD3e75ha/fknVz65w+12Z0u6by/tHa5o9ZA9JMlg07l1QN2lZiM/0DYZopyoS0HzWTynxOqxu+cK5Ztvt8Iw2C/RUgTd2glVcxL3g6zasY3ryyra6MFYVVO2UepeJRAfykApANlygMK8RD3B0SiBlnE3cUDT3k2eMsD2QE+KQG4DlV2BSR0Wb1wQLRC5v1/vmGxxSJsvxr4ZDIaWoAs18DqOzhBd/5+034AbyXhYJoFrCJQNyPl8Kb57+A/56/L/WRH2H0GCqnPoqpwRM1XI0XxPXBeLjSzP27fg1GWXxNE0f4oQNWN8RPcBfxLNYkYjyhnngddZIzRfEdDDhrTvE76MaFqP87b5YwQBEIqFGRRovXFjc1AiK+Au22NOJvPTIVhBUPxNHfopQK9/5xv7ges9F3gfsOQIWhUFOZ9MSor+CmUpIWTTLAPaAjYW5yA09gGqCeYuppRiygg06A7xKlBKJzvxMXVqiPSgoL50L3w07cxdAwxVYg5+9OCt0grojzBZDV8uQwAufeFALwi1/9D9p5NBXmghJyHlDReC+4/oLE57EalJ5zqiLRFvf1+lXTjx3+lDkiRjpglZL88yv/lu1Xhny5oCJL3OlvsDyKm7F+UhnBA0DMwUG5OR2cBsDmYIU8zW6U7VUTV8j7PtMzfmA9P+bcQmjE7ApDBp0H51DBOSwCRAHlvTTVWSod2ej78KmvJgyZ063f5HZ3z+v32Q8vFlXtJJvBxEQJz4aIAYKh8ohHS24w+iHwIfjpaQYr6kEUHHrlzvqDC4qm3ZZ5241FQ1qUDbkia1iLtAe6nPriZT31B7MG9ivLVLO1iD8SSlBkmyghlqTGEkVNCQA8jBTTZ5T0jWe+ein/iT7Zo64uHdKifEjLzJHX5L12s7T/faNslxGN4+YwKoafla+ZOQy5p7eh1yWoaeuqlz2b/UDX0iFXn+rdorz/VQXj2pe8MbZ257t61WHSTdMr6ywbJMqL2InEOtOFZDrFXkPlrlOJF082TsWFD35SNvmurNs7BIdc7burfdbiB8KZ3/IIX9Wma04p6pDhqypBA34AbCgUL2Y3QglayvrQFy/mPNo7e9Q1JYNblgy+pvCWTpUv3Rndstg4dcgwnYqWhDvSKYbCC3OpMz4vjDKmRpgPai8lG5f9bwEq/VxhoEWKEHTDp5s+ldvpggD+gopdn2588ZUPx644PC3t1NaI7lbNZEl2sH4IOLdV8p73ZYO7Bii10FTcS/RB9jLXAx695iuv2FdavoexELNhyaDhpjT3P+3Y+d5aDV8AsaMFOYed+JUFq4Ao/Pfv4MQvr4mrWYBnvT7fzn/hP2kcJZgzgBmA/Dxk0jk4V28Z7fzVrHbBz8WAnPcYOIl4nAuXNi1fAVaSS8u8Bd0F6yIYUowV3ocx5VppBCYPfphASvEFjRWDIYpcH+Gl8ALvo5P0OSAGcGQhIaIP4vu/94ZZ4FxY/8UD6ikkf1AljCHTrelmXfj9hsYx4VBzHACZMoyAiF6yIqMd6mmo8BcBmXYuMHFDecBU03U1yOUPXhxAawOgwmuEprAum+pQIvFSKIHYJge0iE8JAf/wK9zIYXJfn1MDBov66oaeQW6nguRhcj1EYlwKJORnnfxZaxB4TiVAlPtw8A7+i3b+03+g4ecN0WMR3mhouBoMC1AAtAHNqvaALwdNPRN2WKpPyc8+vOrrWbff0rZX12aLFz5aVws0AVuFUf3FLX7T9usZKkvS8FALmg9h9C17ZzE5xRfTA5LuFdlAAIN48+T2+h9mF7x4a/ajw89+O92s3m+oLG9rcvULF4QHTSiNGa4oWBHLf8BkwIzSjpSc2PHNoWkPf3ZLv7ld2826qeOstsNmdZm1ZmLmyS2G6dc0WFWIC/gKU+MM0DLIIvQZlDfi06WApPrDql+B5sMxLNxVveatoueHFN56XfGAy8sGXFYwqmnhs73ObHhTzf6eBSiiQSOSbtSnG+EUnh2o2hQ9QTLiFC3OIEB6SDerE8KJXxctejTnvs5Fw64oG9SkZEjT/DtalS98KGT/2jx1VJBaSAkcWBu3vsgBWc7SlTzIt34m4WzSsrz370+9v1X20Msr+jcGNy26o9Op958MJ32tVyfQRYVSSUEN7mc0IHKIYJugBjadAOlSNXdMAncU1duLd9asnnriqRGVI246AZrbq1n2yKty3xgRSfoUBNRQEjTZpsIsxiDHQRbctzT8TFwoaXnF/EfLxnc5MeDKE4Oa5g+7POuu608uui92/BO1fKfKMrNJOnwgTKhIOcF0q4pH0pNjTCKjey6C4dy2xJpBuKZwPEWI6e8BKuCQWqoC9pykkrpH0T0SZtAMnDh1eN2eGY/MHTLyrQ4PfjBs7uYn4wpW1JmumIn7Onl8vcXU4c+eA9RzNxLeLuCciO4FKZd0T3HF3jXfvbXs62e9/pUhSKYZNDSvYfi4z8ryA9CN8030+XwT5onbnZWQDY2lhmlMWYDCEsgfn+58+9lj4h18jQ0/Ecs/hJnzxui/gTHi53Q+aM5o2ohtBDBh5n5m10DcL3zHmmXcJSISyiC0NF74K0KCfDpOE56IU4ApI089ly/GRDBoH9eh4TVSuxk8FIAqM+pL2krrzIpj8GZE3rWg8sLJFoFfMQLn2f/5Xv2em4BPDHvDhIqTfBq8B+GmUGB+9hM2C0W4SIEJAmRaPh8mFM5ugqgBlAgTAdNnAPPkVFNO02NQfIYNGEYCoJLFAmbwE1wNf52sbc5S+JgmHyivJgc1RonhKdp1JdFQE1nVDyoZ8+Tl7CgrPMgSEKo4dZVRQyFCP+vkz9o5QQJmC9vO/8KToOTgMS+Ubev7P2/4/vl2wftwRs1UpkYzQwKDYDV8h4AKx0I0PKkIRxlpppl96kTixm/n3X/PsK6dru/b68qpb93ndqyNkR2lG6Jm00+u/1u3Xw+oII4+jRuZKVVQQo3bzOEieWTJFZVcihlUeLpZCtiVlrKifs0rpc8OTO3XLLlH4/SnB1XvXaDVHmddWcwWK5eKQm4GF0FZE1VKordleuulOGf2N0u2vTB+Yf8+M9p3n9mu89RWt34wYMb3j+/1fXSS53V4YuRSkGmxihMF4F2Q3wSZ0wKy6Y9BHOsS5eCGyi9eyZrYJ2tQi8K+jUoGNSofd8PJaePq935gVhzRmSXrUwwvE/lCDiIZ1w9caswmy3ZNbNqDemhl+09vnV/4xi05t91Y0Peysj6XFI+6uuCpARVLn5dSv6M3qgJm7Iqo8spKbLJLiThlCn1AK9wT+n522Vu3Zdx2XUb/S/IHNsoffnXJYwPPfDlJDW4kHujpLPIQTdGiAUXyqzKcVvEglGyInVOHt2E6FPgo4Tg9sOrsZ0+X39+1on+Lil7Nino3Lb2tbdXkcbXbZql5m81oAgCYjJ8ngnH/nAqODvUuPxDa+s6J18cW3nJjUf8mJQMuzxvRJOeJzieWPxUNfG3GkkzTp+l2oCkVGKgZBnDS5gKKZDVZhq7CgELNRKNJ5W4WYb6JptyggvajqLDnFzRcEKOq+xXJBWsOMI6pbgCqangzC3945+tHb57cuevkG7vMaD1wfueXN963O+ezE7HDDSdpQ/1Cdu4qFiSVx+mogqFSzxuW3tEBxfRmnt356a5J987sO35y96lfPbA1adHJ8DEWQtN9esQtKokzhYqrhkA7NnHIM4PqDHKoqlM1kmOmy1f83brDc74/9k52yRZrZxGfmmsQ4owzjWsZAr2gAoyPUQL5jJBDhughPLLuPll3JLP4h1pIO3TBGihr9KBBkA34kSKLigbasrnEIdoyC/M41DTisMtAZRgjfJOUiPZOMCcMI4//o9TBCILXij4IBGVxK0Kah5OIHzJ/kDeib6R6OJuyU2QzMO+JZUaYAyh+DiRAs7K3MKqShwfDQQBkHl1sVaOE4htRj8ZCymQwXL6BvWbmDtOP0UQkk1ZV2OL/I61BUAlsVmt4Bx9RwLhPg9QQI8BlTpFtxE+NGJ4CYxIkHQTLjAZqTsbXVieZsqCq+JomMMYScuGQYbSjdfaaUxC8AHetwGtkeiooB64PNpbIvfg60JRRX84ypcgHpGTAAM6ijkHG1OPL+IuZJVXgeYsmw4GEOlgGJWjyxCSfFoNv5IClQhPJOxl5Gfumvj7x1WfvdMevN6Vs08xhqIPoJf6KmRKBZfGAlF4hPGI08IKeHMaEz44x4Woxk0xZYZjxHrEJJ4tJJNbo4U1ch9LLkbEOKTElv7iI03IBC7K3HDu0JNmxLFqPBw9CNQjwIgKE0WNtCvQcT8qP0k6WJuz84fPXXnigd9erL7rooj9cdNELz43LzthhmgW6mgYH4sdjMP7PtF8Z8qWqyyxqb5U45xmlSjRZZczWA/LBIyENH2yQVhMXsn1Z/d4jxfd3Lhh2ReGAxpmDrwhO7FG46k2l/JBlIHTVLytMdRFZ0SCXrPcIUauu27Mv/cNJG+4ZMrdj1+mte85uN3hW5wfeG/L57tdTy76PcAenRzacMW7zEFsvuJgKfpnCzTkxTC0oC7oH58iun9wTjf+0YsFDmXd2yB5yVU7fZjlDWxQ/3PXMogdV22qzFhKQIWt+kGPJsGl6gqHGmRJr4otUKcAz+pkCiNXytp7+bkrWM/2yhjcvG9i4bOBlJWOuKnplVOX385XiQwyt4CeSHRY5qjpjABsNV4bdccBtNOsPhXbMKn+0V9mQK0/0aVbar0X+La3zXxtTs3W+WbJP4DerKIhu0+SBC5K6QW4E8dLpc7h0QItpV6v3RI8uOTPrrsLbbigZ2KS8f+O8oVdk3N+l7N1HYravzHCiycwF2n24ljKUDbYY7mE0WcndfnbNlNLH+pcMbVk8qFH+qEbp41umv9T75Ma3zJJdhAEYBRr9X8z4f68RA0SzqB7aj58KWyMMBxOklRhXOnXdKwF1WBTXW1q5f8PhuU8tu63vOx3azbmxw5xWved1eOLrW79zzyus3iYzROZhNXxmHdMoQGAwPgrA2LoLrozn1dxR03W4cPlDHw/rPaVVr9ntBs3uPHHJ8PUJc0+cPSAWusQmK0wKPAw1RZHh6vJQZTHRoKEORbPLuj2kJWWd3fHunleGze429p3+n+x+I6N0c4w6TzjUJIekQfCYQI5BhgowRhIV0IL5wl+ivlPXnYV1ezd5P1i09aWd9g9OnT0M1OGyLv7CJwD2S05JBuj6NCPAZDHQDroFnG5gGLggy/jBrJMIek5VHqoo2BE9E0fLK0Je9HJiLimKziRLhpcH3UugJgIFmfaZzDAAdAoWNuyMVB0Ln45nXqgeBJpG1GRJ9zI2zusLn4CwAZnhZXnxmJP7YehOQfbgknqiuAU8ThhfmlFR2ytsQTXxo2FnsEjbwV/LNaHEMmXsAjH4zRqhXQAADDFGWPS/YRUGDTPCLFP4BKwFCGqIzksOTXawGhF8hRjZAjO84JFEfWfKEzZ9u2jbpo8jZ/0sjcuVPxGr5NxBwrnTT476E4+vXPrp68eOLz91KgH0g8hqiK0BAGyW/wQyedVoohpJ0GVALDrAvAeeNoPbAflAUjERQosZCaAwOEwDP4QL6BTHpWHwCataxKtEIDA+Fd6PlmrImV7b1rGjBl76p3+bePcox7FNKtMYU6A1PGENvYV3iNciY5a3gCbC7aY/CvADo/CoTElBV8kHRC1i4LrI5TSDobrEjLTvUwIbQ3VQySBBER8xQgmpSzF58GWmGcsyomlgyULgUzXZe+zwJ08/OfCZJ4dkpG4yzXRdZSVXi9xD/LSoA40qoMPzyHXFf//Uw3e2vf6aIX26dG5zXfPL//TyC+OzMrYDUEFPVZknhv3/C1BFE14GUxb1uiQ95DbUVF1NkSMelYsEAIYks+rAmV3zMl8anDn2xryhLQqHtCgadX3hA72rv5wkZW4xznKTJdkt5o91GmEowfcdmubQDFdB7Y6vDr/x5Bejh7/TtefUVv1ntBs2o+PTS2/93r6w6Ow+mVXvPTwfSnMyMslgIOyIz2DAJKhJARoOwEMkwYwe10u/r98+NW/SsIwx1xYOalE86MrsodcUPTMotnGKlr7OPBvHU8TBZaMQKUwwJAxTC9sK+wizAg2BrfGZZ5OMxG9qFjyad0830MryoVcWjmiZcef1lbPHyYfeV0/sZ90T6Ex9Esw9GJimeuWoW+UpiWLzgOE2aw6e2Tg5775uBUOuKRx6TeFdHStmTwgnfqLXHhTxYWFJBXZCSQR/oqgJygInzq0aMNA2Q7drJ/dUb52V+/Ko3DGtSwa2zOvXNHVw05wn+9StnawENxgwuCaXW5hJW+8ya+1GxA7rYNYmGMnrTrz7ZMadnQtGXlc64qrsYc3Tx19fNuO2+uOL1TP7zFiC5QtfOMX/02Yp54Xtx08t5x1PRD6ULEfsVmVaHm8AK6b4FNVfWndoe+CD19fdPXphl17Tb+w+rVV/HoQycMneV92l6+vo1APvcTUCKnQVdNlqYMnCJtIBB50Nlm2Yu/6RsXN79JnWtve0toOmd7h7Qf8Pt7yYVroJtNLUeYKKoacpciAWdqsRsYcPUA1EVJySYtfN5FOhw5uPz31o0fBek9sOnN11zJw+k1dNPJ7xdYSuHiaImxEBFVqUtg+vufmScVGBTGJZEd6hpNl3+z9+ctm4cQsGPrZ49Dd7p2af3F6v2MSB3oKGcsuKMJegvDGnEuFZqgwsc70fqOZGf1TNFVbs+Sd3fbPtrYUrn4hL+ep0OM6ASaV19hP2QlyBA+apKrdRyQy9kq+T6wDe8LxmSizmirMv3RP3fv7JPfWai44IrbNg1da+F3bbZ5V75OopGuCcSQMAVIwtY7y6KY4f4KIanD/B7AWUiq7SyeZ/CecABjgZXsNIVsQJPL9SqP4ZTVA9ITbnkJVaJpr1BVAlgBnLXHMHuWxToolKzMY9LQRX0CybocXr8nFT56pWinfj7aP73zN+VG76AVNLxcOCQfKYB8gVgxaY/bTqiqRF81+98Zpmvbrf8N67r2Wk7GdFe5MBWD0WjNQ4608lRM4mKiFIHbgv5gIAiYtz0iFXDLnD06JU2BlmN4KxsKsge3t54T5YS1Oza3K8GklkFFpNU8MpKriEno7O6yp4pOdsZdKqL+f26dq2ycV/uW/8cEfiOtPIMk2/FrWxKgV3KMCPZI43oFSzDpHkbPqotnCPNJ8acysR7oCnQ2YFt9TAqcq4LZvem3j/wCcfH5qVvpkVEGNJGhyCMOwe5l14VxhVVrOBDGdoaoahphtaMCtz86OPjLrpxhYrv5oTDXFJGDPCVWHmJeCOLoapuTaP/2Ym2zctXvDKR+9NcSXs+uqzeW1vuLjdTZevWjHNUOEWZOgM+TIwcG7u/k+0XwmoZAO0v7JdjyTxsCeoJY/VTNdY5D2NUansjSdXv1T4Qq+yW68o63dZUe/Lcm++rujlW86un6PnCTIEdWUcA3aWAQeDW9wcAIOw6U4s+Xb2zmfv+GRIz5ntuk1rPXBmh/Hze8/4duKhlM9PRY7CQIDZRKOJoowIplAcHkSvHJY6oMoB0A6eFg5SGDka8S2r/Oyhkqd65A9rWtj74uKBzfJuv6ls2p3hPe+ZxTv5c91tRBLNSJI4A5xFd4Gg3OXJY+YCPOtN8xuRhLBr+ak591eNblPdp0VF7+a5A5tnP9il8vOnY56vzVp0CQAPmm7XauNZVokZoSKr1hIsxtnAWhJiKd+VfPBM4l0dAo/3PfX1qzHfN1rokGoCA4A9XPTlfjKWR4CfCN85IOgUngsAb9ehybGESGBl6dJn8p8ZnDOyVX7fKwsGXpVy87VZb46q3bfQLLYoJs0EiQ4cxoibOBFJUou3nN02u/ztcbk3tyro1bR8QMu8wS0LHux5+rMXYu4VZhQQ4o/oNvCthhyxf7T9pzh6rtGCixc01viUSaE+YgkMtzhY5qx03F+48qt9r949v2evN67vMeOmLjNvGvlBv7e3PrU3Z3mVnsBis5x0UjdQYVVEocHDhCABG4AQ9rrawymF6z/f9/o9iwf3ndKmz4x2faa2uW1ej1mbHj2a9UUNgNlMVWSPJLlUrhWhV/wtrgB7hEEAEtRGjh9wLXnh09sHTO3QZ2anHjM6DJrb/flv7v7BvqgCDpAJ4wJyBq+cGQDCzbfiAYR5FfyMSe+O0pM7Fn73dK/XWnd966ZBM7re897wORufPpD2xRl2ADqCCcKku3ERjSVwQebgjLqiERtIJz+FSOg8eTevbt+auLkPvjtsxNSuL3x99zr7gryzu1WIHL5TbzfrHOKsJA8YBuijJM7yEyyTOGfo7hrZ7izZOPPbJx5dNGrhlpeOZH9zWkoQLAcmiXJCSGYlSLEyykh1Mr0cVYwqACbm1EM2PWpXwJwUdyySVFyyHWybqV6GR+dynVOuTxTVxMQFOaR8FlEr0cFjMM4Lw2/TINLwtCDbGFWxEm+ZL36E3gqUhU3X3BoQlIVoHEosUZNs5NZ4H7SbVsJuGPGmIcbNLAJY3j66b5e2V+/YsjRS5zWNDA41yRwjFhx8yRc649+1+esxQwb8x79ddEXzJg/cNWbVV+8U5cWb5ildyjmw69NZk+9ZvXxy6DT4Yr6ppoq9pBRFXkqBM43pEwsouBp8LDOrKHfPlDcmPPHI8L07PqBnafogY2JJMlWPpumRVB2+uJpo6McNFnb1nDrpXPXlgu4d21z6H/9+390D4hOWi8NtSipLj6QFv689bRMHIQd5oqUstpYBxYVNFrLnZRgZXdJ5Jrlpltaesu/ZseSt1+4a2Ldd144tXn3xrrysnRBjcg+eapXIxEnNocaOq5FjejSRkRsj3QCKa5l0I8ycpZ/NuubK5uNuGeRK3MiyTSxCB8WBHQDT5TlI9FAhLYr/VFVCbtae6hM206woK4h/5bk7G138hwm39wv6fjD0bHgGwN3//wEqBNEJpNGiCTySkwm0YA9BLoCfsUcdK6o+fSrjnlb5Qy8+PbJxxYDLK25rVTHjrtMHliin4nR4XhxKuEWMztPUitHRJPuJ2gOHcpe/tvnhXvM6d5zbru301r1ndnjkszEf73jFm7OG9Ry4SdEPchONOhXFDQecYRkAKvAj7DWiPhVYqHhl0twEM3I4vGVq6b3tC/o2Lu19GVOH7m9fuuSBsGeZWXeM9tcIGjAKSqIhJ4qohQuUVJNTJCVNZoJAqhGl6TTCR0LOz4rfHp07oGlJ/+b5N1+X/eygym/fMgq281N4hZRseHN2VWxT0yAZerIOpm4tKkTguYvVC8ldF1jr/fr53B+myqU7QVs11SZLSTCjpPtcs4EuQZECBsMaQcAqtIsJ9KE4s2RH7NgnJ2ffWzC6demAqwv7XJkz6LrCh/oUvfdgjeNTMxwnjELAgIKB5sYwwskq5gjzEk08e2xx6ssDgkMal/W7/NTgFkWjrit8Znjtmhlm3h7m6JvpMT25XrPL/zyG+uOb56DUagaLpWEo4GEwMZILgRpXZxuWCbiIAjbvPHFyy5pDkx//9OZBc7p0mN22zayb+i7o8cya+zd43y+pPchT0wn8bOd5qiCpyYSHsLDgpi//zK6VCTOf/PK2gbM6dJ/RqtfMm4bM7fjsyvHfOd/Nq95ZF4sX6+JitzjLHQMLPQzeCn9ZVZ0QxW3e919YcdfQud17zO3ccXaHnjM6PPTxqK8OTcmu+EGWbWJjA7gI3BeHRiqJzuCJYFN4HKEWSyqr3PXNoenjFw3q8nbrXjM79ZvZZcj0ri+uuHej8738aiAi7Li12gqqCibkZt0u3R2NJEmhJGHlmWcX0RyO8vUvf3V33zfadHnrxh5T205YevPiw5Ns+StiPCjeynJ3GUBE2EQe1eCTQTQxMsBLjInpSTuxefbmp0fP69N1Uqshs7q9+u2D2zxLymv2GzwcV3hsUYdVNIOhSEwicF1jphj+MtsIn4YSuf4ne6rqjx0OLPv0+5e/Pzq/5Ox+lccI+nSxh5iiy8gkwDhZ4mwKuiYQgrc4Lw+/QRPGioB6bqcjbReahaniNXHLijcACeA3iKgvQwWwNgGBQ7miZdSddeflJsYf3TRmeO9rrrh43qyXTla4ADkibQecHqPk4AYVXFPNjJxJizuw4c2XJ3bv2qbxX/7Q6tpmLz77UMLRTccPbXhgwvDObRu/O/fp0BmfaRQblqkRm1AZOcDVIBKMHlM7GOIys0ry9k96dcKNN1x857heRw8tl2LpppkPKyFOM2UWix6ON2LHDPm4JiVCEoCdZ6sDX38xt2f3m/7854sm3NM3Pn5Vfn7CF0unvfjs+GMHl0dq3SbYnp5KfaRDKRiOlVvKbVGA1RRdyag66bIlbHhn9rN9e7f68x8vuv6ay6dMftjr3h6qDTLng8t28JId5OiSQ4nEqZHjupxoMAkG4gdanFNVlWRL2vzSCw9f8tf/96c/XrRw9ut1NWkAWjymzloTCSa0iWMudsFhXrjqnMYYtZ6hyTnHD67u1aX1FZf9aeGcZ+tr8FG+GuVA/XSWf+P260O+gAenwagI6/GCMtK4RBx65dHYwY9PTL0jY1yr3EGXFw+6LH9ks7wHO9YsedzwrjRiSarpj+k8xJSoQ5+OkV4uPRq+U3WHt9oXvfDF+KHzuneZ077dzJv6zO70+LKxq+PnFJzezS06+Bp0nk5cQDfSFN0nw/aJ8+AYa2JdCHg9Hk12qxooXaIZPqYf/qj25bH5I2/KHtM69+n+pV8+HctebajHNe7vxFMwxAGzZTV0SVF9MS0lqqYpMkQ8haunEShJglF74NS2qcGnetrvbZs+7baawx/op4/DPdS1oBpL1sKg6bggAQzWWWbGCuCNizRGxGNEuKyocTuQQ4skRGsORuqPKHQOKMdcFMS4KYzOcckBdFYKGlKQ+XsKrk/f2Tx5QNu9qPyVMUXDrj/T55pTva7KHXRN1mP9T6+YpORtNOR4Jp0zB9VKouO6ixRzRuFc4xay7WT8+8mTBgXGtDhxc4sT97bNn3xr3aFPzKp4xrrVNE3xyZJDltGHXwuoP7ZzCPpjYwjByli2AoZeTVTeof6w+ACPJ+P8RuwmdEyKPyMf2+n/6Nnldw59p2e32R07TW4zeEb3KRue8BRv1GHHYWIkXIqOCIa6gaSi87gFNFwLAHE13VUZPbIr+OHzX98+ZF7HvvPb95rXtteMNne+1/+TPS+nVWySqPM+2E0l6pQjgECMG3dtUrYh0ob7tBp3KOvLKesfvWXRgF6zOvWY2aH/7C63vtN3zqYnHQWr6+Q4ZojA8sr2mGSDtyfcSlpn0hpgquYuqDuw0vnOw8tuHTan+8BZXfrN6DR4Vte73x/2/u5XPCc2nFGOKzyMD7jFaLPCc1Wdmo7/og9ctQJVCkvx/hPfzfnuidGze/Se2b7b7Pbd53cauqjX62vvi0v/oi4ar/PwYIwG7C8xwDB8CiPqLAHNzpg+X/7a1768a+Ss7r2md+g2re3AOV0f+mT0l0emZlRvrZfgDcN++eh4UaPp82FGmOXEPW+g+4yE03ExkqOK73Dmyqc+GzdyStdHF9+88sjMnKodKl3JBuCBOkOKYlpyFHoED5LrFwLvMeMXysZv0ETI90coRfvJF+CLcLsz5Z8E3VoShkOsy/5InSN0xn620lmQE5cYt/WbLxe/9tITt4wc3LTRpUCXifeOKcgDbS3lEVgYf7qk8C3ief4HNFFNN5Ss2lOufTs+fvTBkdde1bzJZZfePKTr3eNGXNXs8gcmjPK7t6nhTEPK0iNB1lMDLipekEWuQ8O/Rx8kpwxvBsJgphhKakbGgcefuL1xo38bM7rfgT3r5GiBqWZzY14MUHrExH1jdj0EtQLBBWJlgPuerratWDG9Z+82La5sMv6Owa+/PnHQgM6A2A3rFtachvSma1H4PVR8EANaVzIcBwwI3jeVjPozyXt2Ln3w3kFtbmzSpMnl//5vFw0f3nXnzk8MrcA0y0wl24wFqIYa6KxLqccPoZvkPHBVddMZisalZny/dOnU4cO6NWt6ceNGl/31L3++fdTAfdu/kqNwUzLJbmOJ5Km8qYtRDa5k23XVxpA7wbWoqtw2/Y2JTf7y/wb17hB/ZA0j53oW7eRPJ/G3bb8eUIXxZTjCr4PnwYqFXEbutpp1U8pfGFIy+urS/o1LBzQtGHVt0YvDan+YqRZsZUzA9MqKUwIK6qx1DqrKXBuxIdUwvVkntiz+/vm75vQfOKVj3xkdh8zu9sqq+3b5PzlRf0gsGgXpScXcatihyj5NT4nFkmWxTQoNVoA6gF4xGAgP0UECEbaZ5cdqf/jQ/9IdmdMfPLPnQ6l0j6EkwQ7CXOqSnXHmCL4POfYpmlfiqTieKHx8IKUsTlWLeFn0Dj1XneqJnZX75mesfa06+Uu97ihkDgCmS0F0hqpIzw5KC4vs1yVRjx4KCZoouWOyKwSqobtlg/tDTB5U7pNhwnTIIm7BlSedGRyQJAg0CEcAgKrLAR1XBpoayUbxzvDXr2ff3TW9T/OyAdcUDb/xxCujQttmqYWbDQmM306KTBMGw5qM3srRJFkCfWcQ1dSTpcpdFVumJD/VM3h3m4r3Hwz7vtLDCeLu8BiCrE0IBeZa13m3/R9t5+HzP2sMRTDCL/7SXnOVTvyWb2pQEjcT03gOtr9WSorPWTl387N3zB/Y+6Ub75o3aKN3yclIgopP8TVgMxoXrgQxgiCJpF8RRmauBEFCTz4bOeIuX7Ng1zOjF/boMbt115mt+kxrPXHJ0NXHZxaf3avrGC43D+xTfQbMWUQUneA8CvpoesNqckbl9uUHpjzywciBUzt2nd6268z2g+Z1e2Hl3fuyl53REgweBegCNkc1IiLxmGvhfArMacx0lUWPHS1YOWvD47fN6DFwcvs+09r3m9PllsUDXln3wK6czyvNhJjpVhVYECYtSzEb+Td8IzgWIhFGUx31UnxGxQ+fHXzz7k+GDXina4+57bvPbjNobqdHPx+9Iml2Zs2uiCEiZgrwDDeFW8DCmbCSonJ6cm0k/ljmlzO/e2z03J49p7XtNqNtjxntblnUb9a2pxMKV+ERGD02IIRchYFSw6BzRY2SLEpv4lkMX73h8Jdvmb/jpQEzOnd+48ahs3s89OHIBRueTM5apZKpwxowIwneLZRINUSpbR7/ztXcH8Xjt2wQbEu2KYFiMUU0ayUVPjo+Za1EaC4Ioo9BRT0zUuexx3+z6sspU157cOzN/bt2an/dNVc3u/zS5pdffOO1LZtf/ufB/W7yuDaBM3G44MZRgJ0s4UL85pKk2CuSKUVtmalb169Zcv+EMde0uPzSP/9H62sbrVw+V5by9VimFqa+Q2jxEx0sGd45aAZXMZzEG2A8RILbTjJralNmzHzuT3+66I9//MPooYMP7FpnmsWmkWZIIKaHub4rB7jrT8ox1MxwnUuKQobTa2rsK1cuGjio75///KdGjS7u27vt+4teK8w7oigFupqhROD/4akh+Yk8mxLeBmCVgbc04HFladxXy96+c1z3V1+6f8GCyX16tb2y5WUzpj5efwZ2rNiU0rm6BPwDU4rY9SgGlilRJs/Sya6ujlu3YfL48V2vvfqKyy/5t9E395wz+9Wnn7irW/srnnv0lsqiRCYZcb2voc6PiF3RLHArrcLatCyqqmYYWl6Ke/ttw/tf8sc/vvT07QVZB0G+BTO+cH5/4/brAdUjwk1wjgI66wH5w75NFR8+V/5Qr/JBzct7/rW8f5OSOzqcmH5v/Z4PzYqjzNmBcefKM/MUuDADz1flGozKTSku3fRV1B7b7vnwuSW3jXy1w4MLhr77wwsJWStqo/HCg/aLOKHPiAIIkzXdr2r+WMSlhmFSyUsYscFFdEgD/FDItEhTwgSrGZHShKIDX1U7Nhln4Epn0pTDcHDTKmxWEhcaWSA3VZMCquoRpfXAFOmqW5twjBjRUTA/t1J9sL50J/PIgY5Aa579m0ZF0qEJojYeWTJHw4wBTT0qN0UQR6O6W4ITp8GBYLUUPeZnVl6EdMrg+RUiWgjNYeo5A7YM47Dhv9BMh1F1KHbk06xpE+LGtXXd37Vs/v2x4x+ZZ/azdEM0geE4ZspgKFiYF14t166gzHoqPQ8AFaxkya7yLbNL1k8Np67lBU0mPTFXk6exApmsKk7kIr+Y6P9Js1Dz7zTYHUB+yC7gE/IAESI/ALJyjyPdZC9EQuEaJNhVqmJ6Uwo3rtjx9pzlE7/eMyW3Zq/KnceCS1mAyhJOvDVhlbUnPRHZFeZ+Hjyah+wfIGe606o2fXTglXs/GzJgVrser19736KBG5wLT9QfZWRe5JIIcxYwGsqiCibNLDnICQyHv/z0vt1JiyZ9OaH/zE5tp9/UYUbbvjM7Pf3luENpX8g63HOXrDmjulOGUAF+wow8wzSIZVHGrwCrgcL1X+58/ZmPbxk8pUO3KW26zWzfe3bnR1besdL+/7H3H2BWVdnWMGz3ezt4W9uEYupWiZJzziBmREUxK+ackJyDiKgIgiQxICASRHKmoKpOqpNP5QCVSVVQ8YSd9/7GWLtAtG/f736/fa963/951lNP1al99l57rTnnmGOuueaakXVsQ0ICMDO8r5KO0KwwTxjeHoa0IXIbKqnevcHz3uurRg6c0a7TxCYdpzRvP6npnR/3m73zlaS8FXU63MQIRRdyC02BP5eAOEESnKBNipUWKl27YOebj34ytPuUNi3HN2k54aZeMzu8/PWDG4LziqO7Sfphsm1cxCvQ/Ydg+KwYz/PXNG/cTMs9s2O5Y9qDn9zSfVKrThNbdpt485BJ7cesGLHPP7+qbj+VFLxEYWYy7CPomhITs8ys4B8LyS/QBIgSR0WOIRttF5sNqBAAFX2GdwVuB5VM52n/VsmpskNzpj/euc1Vl/75gisuuqDZDY0H9+/x/FMPvjvtrWWLp98xpNdN113y7dppKl6ZOTsRPebXo/AhwqJ6UboJn5ibehknsKwCXcnfv/vLvj3b//n//O6V54cX5e0G/TK1LIMVBxnZYlxEZYFA/CK2wfAcG0gFkxOtnNrT7s+WT+nWvV3jqy7p3KndtY0uvbV/py3fza+tcjK7R00hkWAlwhzuk1Ez5bhPgUFgBeDy9Miu+4bfdsEFFzS98ZqP5489edxlmQWmVmCo6TwaHVrJBTinAFSmRKkAdainmVt3xu11rd6y6cPcnH0VJwMfzXvnyssu7tDq77u3LFPiEZJgDczysBEHojvoCAJQtaKTpb6Naz957eVHb2519Z//7YJunZuPG/No0oGl5WUHfO6vH32g64PDOuaFtoK+i8wbYdglnu5Fi0dPjpmhcPIMKBEmyygw43mL5o5pdu1fB3T7m2P/5wJQw2JOfzLRv1j72YBKu8/zyIwYBJFpXXV7PjnyZL/C/n8v6nZFUZ+ryx/pcmr+c3HPF9YZgBbZHkwVYcPeG1PvtOpZvpwLD1qaavjg1ZpWRoWSvHbP5BmfPrRm58Tc8u9UJmpD+lmuRdTcZ86OAdHXApqdfAGNFYBKgdBp2mhAGbfhGhI5ogoSmanFMnU524DrJGVwG0yMSwXcR8yE7yBTvaOZVgwAJugRHEzmrwtIZtgKTC7COiZw5WJumlo+2icnPCrgiucjhoQvKaqvMW6TzpqcEvWT1eqZVgpVETaaj45YdRi3dCMeUWN+FTZUt+vlNuz5a1B7CBawmUXMYVgxgC7z9IHyAx+6F4wKff5qPPIVk6gtGD78V5xSDviEswLPTkLncRMaCPgBatyrsV42nuu1Ticze4XIAbcGiMX9DIQT4ijGwU7S+3mAeq5hXv7DZgOqOADVFLXu0FsupTDBL43nO7K8sy8RdeB3YglstOY/Xr4tJ++bslM74F2pOte3hPcgGsecd8ZNdM2v6IE6yV0HbIbjggGs495KVkO10oqjO752Tntp8V2Pzen30eZXs05vUa0Il/OZbQs1DrNhupkOJrZg2i3qoqzqgUQ85XD6p++sfXzgu906T2zVZ1K7B97tsyn1XXBTmDMgGbelMukdgCpcMWIShAezSWAD2a2oP7DN88E7Kx64dUqnLhNatpvYElTvxU+HuXJWSoqTFhlX8oQAkXaLsaI7BeH3YfaZamBlJFTPoexl0zeOuvfD3r2nt+k89eaOE5oPmtr+7S8fOpj/WW081dA5fRxPDLLEmA1MqgL5Ia77wci/cc955YsHBszu0nZyizbjm3Uc0+yxhbeuTJ7iL1lbE09h9JhBPyEw1Av+DudMld1wdFQzWBjdvc4797WVI/pPbtt+TJOuE1r2HtvimYW3fuuaXXh6C3wLvCY1iIf5p8nwJww/05p+Ihu/QBMawek4D0rPB1SNqfjkWJAoI2zqETi+JvlZ0vy5z90+uN2dt3Sd8M5DX62Y4jy0+hTRqMgyiz+Y83abFlct/PjZ2qqdzP2WQ2p9UIulW1IWTYqSZ6p5eiIsjoXH9GXrSt2q+c0AAP/0SURBVPbObYuH9G/VveNNe7Z9arJWbcSEx8azs9JYxohQmmYx5uFToALQTYNHeFlaZs2plC+XTbq56WUXX3Th00/e+82qj19/cUT3jo1Hv37n8UIAcz7e0YCmJ4J6DI2xQ3pIPEI4ePpUyqKPJ3Zrf3P3dk0XffB2RSU6U6QnQmoMdhL6xVxiunGwUZATzF3cIdWnqmIfi+AMWQ3VdK2ivOx999416K9/+uPzT95bWLATL2UaqaZ6yFIPmzojtwRI61hayqZ7bu192b9feOPfr3/8wSHffzevpgq8CGQd7Muzc8usL5e9VVawi+XftUxyEinIpTFqHwFVTBnMLM2aDt+UeZ05Iffa96c9MWvCIxlp37I/ZKj/ewAVXhgr6LJskBYyWX0wzchcUzPvuawHu3pubZb//OD4VxP1I9+TCxIq/Ga9T69zywmnorHsHHU1HhRlXJgUx+3tsO9QWsV18uSO8vItdbVJGqaHnh1kPY0HW8ZBF+CtAIfcUp1D7LjCfGD0BV+BJuAnd7+JvYmsfklE0dD0dNPKVeSQjDljUSvIaMiIiUoUsMXc0hRhRgCpqsviVkUefi5kC5Ya7xjixKO3tDIwl1zbAJ/QVH+s1gGWTGyAvWP/oRtw0DJ0NazJARg1sWwjyB9cRSBfFG8dadA3OcvQMhOyR1IcOi4jK+IOIjiqaEz6Jch5GElGrxLwJ5zxE7uqi7+PVexhOrEB/GCsmwAQ85t1kP40RXIqXH0BSwYYA79FoooeMvSQRgcQr5BJCaYFYe6iITuUaLIKgkvNAUOyVxD/OxvTF6kGjNIztCj4JSbRhBVjdQX6AbJfjXNDZAO6Q6miLq3ewSUWm8eLJuDfnnrhUXHohKdl8H0FJIiv4yY0Z+Cp/lOxg/t8C7enzssu2VgD+DHTDS2ssuI2xVgE2ymQtt/G6Ya0YHjrxZE7sicqp/pPbnhv62v3TO3xyLsDVuybcLRyKyYCqM/EzgZfRHyR44+5FqDID0kxIcm10uFg8eoPNr44bFq3XuNb9Z/Y9v3Nr5RX72FMD0MhJNw+HZP9gW3illnmBDBjS+eqh6K6j9ZuXZky8fGPBg2a0q7XhJu7j2l25/SuH2x7I7N0vSp2yoIdavRXwtyHwHRf++ieNF33nogdSC74fPL6p4fO7NpzUpuu41r2ntD6/nf7TP96VNrRrxXAoQlqy3PZSLJh60XGFhwvEQr2aJqnOnEoOWvpuC9G3jKlfZ8pbbpNadVtUsth7/d+b+uLaSWrorCqoqYV8InOispziLk2ZA/CL9/OIusPTXwO283gP5SIezkAgXLMDUxNxIIF2VvS/etLjuyqrjxYX3NYioLxYyrzQfuS9i59+7Vbv1075syp7UQjVrnJJEzCBY8CrbMtvQCfABeZKWLlRmt940ff36ntRRPfub8obzsTdiDt0FCYGgNukFsDpsJQ4E9oIhSW9fSB3CXRqtDnn07ocPPll130+1FP3OlP21R3xl+Qs3XNVxPWr51UXZGC/nCRCM9lSQCvGndgFkwNjqAnXp/sTF42/LYeXVs3WfnJxIqSgyC7lhnR4izBQTKgA1mdGrwuzJQOBbTzBIMyj7GC9WA0mH4t16py1ERk2aKpN13buMnfrl67enaCyeG4iQsPMhSW3bZAMKwyb+rapx8ZPPKePp8vnVmUt7++ynbpcAf4/d5YzcG60/s0luaGimVaRjb3hSfsfTtiJcg2Cwqdb67iwywY6bE6Z0XprqrjSXIt/sU9P+dN6y/f/kUMVQlDGjQ9yTAOWLG9Ce+K4IfPhOc9X7t/uVWSxHcG79TSFOay8pQxcAjgnMqNw2FTgSsXFG44pAqjCXhIo+XCsBIpufMEHq5spEkGS+ow6Q7/inmNerce445gYo9YMSVRA/Zw4QfX+xWTT4HLw2VdGBfNLcmpiuIED0ioDp1rVCybyUSAeLquRmQjKOtAF6eVSEUzeY1LOPv0OvGaLAxGsgtXINVSUiyVgREG6GQ0mD8BfroXxoubbZigS5IqZAKGmF8x1FRFciiAEBa/zjHi6SZVLqipbp01t9B5oGAIHoCie0V9f5dmOA0eUOMkd2QEkn6JoYZ0K11hXm44gZGEQjK2CecGM8K31vFcOAdAbiqqiymLBibIpzCSmWklckGOhZVH/1MNNVlTHSoXLUBbMxnzpMX58UT/vCYCVj80e5sjl0wAqGL9W4QE2YRnCqFiqrYJ8cCbsvQB+iYmAqiA8YSmYaIBq8yAZSOy8nO+Pi5ryIngmABiYQ5gHXya6lJZe0tsS6931FclawlITphB/kRAl7iAKtZQcRMiNKRI04IKvTER+STQCvC2grLly6vYsunQrG92Tzl6cpsO+MHn7BumD+8LIQkZdE24Om5G/dzcDOoDJw8+E2yuFVQ0V+GJ71ftn/TikmFjVz96KGeZqorQrk21xf56VYVgBDU5BBqhK0HVQPMrqkcHrEJ6rbST9bt2hz8au+bhodM7dn3rphHv9VmTNudEXRJ9LMZmSNbh8OlM3+PaMDwSjhIpi69eTokcX79o7zsj5w3oNaF1xzFN+4xv88KS4YePfCVbYbBM6hTGnKSfFIEzRZYvEpQw/po3kUjOKFuzaNeb977Xq+OkFi2nNW09rfmguV3eWD1yS/CDE3V7GJKBXQbvYe4ops92NX7Bhg7YHpjdmfMa5IcN8OOyDI+uOpVEisZ0GEwct89xAxuzfHMIBkxbxTAG4JcbakH1CU9u+nfHirbL9cm8Ce4GMcAQwQlmcgDEiV44t7YzAzEjVuP5fNk7c2c+7nd/KYFNwuPBEImnswPAcoVbUbnuw0BoNlN+9NLqivSVn05p3fT6i/90wTOP3+lzrjEYjs7BbFZV7jt5bLcK+TSyDDldg6VS6ZUyUiUfMrTDluEESJcf2bJiwTvLPhpXUQLoxRfRyVQWUhWRPJGRzoQgghljV6LiihpgwFn0nElDCloKq9cZ4WPFh15+duSF/3bBsDs6pzlWWWYel/Og3cS/CA8AUHNOnzjkSV3mc39afWYfn0jTjaHGS8FHBChAhtHopekJP1N2WcKWacbUEeA6pkyGSyFUHiLNoJTDMl3iW+nM/oXG/Wh+f/n2L1lDtWHGoyqHNC1Js1yx2KHCjK9P525iCRWbCWHODACqQ9WcmgEfmbvOdQktxPECG2hAC7HwAISLwRJlWlLEqifNgnMka0xioqXgmp+PWRJicUhXnIbqMFT8tCtAkgpDFlXYQfg7uH88oMdhTL2S5ojG9kNVdMMjq6k6L8bkofOAFp5rpsBaWV5NwA9uhXvqKn4XBi4Bm+glezbhtbk0OYWnsKlOE/zGrhBrhBi2BTHSgaZelSfi0qix4Q7CQKNj4Fuqwr4ZMLVaBKxIgXOHf8HOanYyDgYEnQkpWkjBPTWuQoliF1wWhS1gUIjFV33QH1WJyFpY0nGlyHOG0BP+cTfBbAgAcFOgHkQjagi/iKeHNSVdl4O67NITKbqaapogNC6CHGCYR72mU4KJ3GdpFhqzq+ilcj2YRwxxjZlhantSbOlHIxpxgsjXz7af/Immi2RIvDJUl5oDHWY5GGYzkq1ywO1MFthx+AcM/3Jvnz2MNFXCpguGyuUDDjKafXNyX1GxCOOGXgFW0R9eCdOgxhw6Y8jw0vCOYXpy8OiBpnHgrnhBMCpCPsSMZYlYac+uOmQjtCCgfFniWSgWT6ms2EPPwMCsQfAAhBg09AHqwCUJxvHsFVn5LKDSbAE40Xm66pW1+w+FP03L++JM3QF+aKMpRkxAFxwjjcfmoAPkChpLKcF5StO4UxAuGgQvKBsuV/7Kjze9MnHZyJXbxxw9A8aTwYC5xGRjAwIZ97DiK3oVT+Mp7gxCwHGBDqbpVrC4dtc3h2e+9en9w8Z1fnL24C8PTiuuOQByL8GmQyANLlCx9pNd4YG12inGXNmNg44AVwKFNdtWHpr85NI7e8/sAFjtOLZZrzEtxq56OHh8bcKCBjmNeApFlxICsLGNxi/V0IdzzUbWs80GVLy1gveCprhA75hVaycoYWYxbvhdceuJwyaomCjKAZkx4LZquZZ1RKyh4EPcGSAKKE1liEvHbeH3p2rRVKY06jwHRo17jpfsOFGyU4N8wnQQTlwmbsildwcderFhgavgDLQCTUtOH3MvXTChxQ1XXvhv/2fUY3cF0zbwUDMzk0ER5tzZJez9JgsyBHWW1cS78Ia0jVoqvQQGcoO1p5JqTgBf4RlkopPMSSQtFvJgn1pNKwSz7NFYtMglIJaeqx1jY0lhYrCDCxNW8e4di9vdfMW//+GCOVNfkWLAy1xBGdFAUQSnFGrCNSkWSiTR1Om5wl+3mSUAksfJoQ/osBaHQYC24jK4FKInXM6nItMbYwlGkOlD3GqhQYlsSf5fCKgNDbYMaAGTIRm+uOVPgB0y+gHzSitJimDQCYLAwf4q3BuOGYLdZL4DhU9KsSRQQ5jvTDORoyu5uoKfmQZGH9cQURj5NGJOGlzKDcwfFwtVCS5YsqE7dN2p04Uh6ojbBhhvSYQNBbAUkvRAAj41zBlnUTjvEHSmZZNTYgqNuAv2mnsnGChmUgznlbFfIjd+wg6CQ/CIOsZI8SLEA34Yd5hiiUhR/ZJGhNMhCqCkisNUMfcpLK8FWYfXlsiwEhlmItOIidPXFZ+iuiUgmQ6gxQUhBpHMIPVWR7czmDsXzzTrI2CxrD2rgNmjDymKQm9AkCGIPnwFv2b4QGdlw6FpeCiQXqyDEqcBGEEORdw+LhFOqxe2UjI8qgU4TFWlZB1dRYd5HCYchTTDCJsWJB76gGEBnoVEzUVIP8tOaQmPJHvA4/E4yXBLpks23Dx6FsMIU0JEAQoCdUTYwI5a2xLCf53XiLsiFAEh4egBPJgNyzVdjK3deSgkgRNABTgUXAf+E0/kwHji1c7aRMGi0HCN/USMv6Z5YRE0KY0nN2BsRfyWoQtWtYUfhuvx5z90Cf08ewdKiEARsjR8rkF74Reei0SRUtufCMAW3/1P2tnL7K//cAfS8R9fydc5r+ErgtP/YwPI4Sf6gF9OlG3PzVxzrGSrCk2xIDxeACqzB/BfkCT6Rj+8I2YEr6ZCDTHsVrA24XD5ly9a/txXa986dnIXTDzeXeVyGkwYDBZL8wsvimHbH7xDvgLmyw0f9JSWvCOyaOznj947tfuAN1vePq797A3Phiu/rbVSFAOcxtGQi0AY+/HL/rYaxhwSBadExG84iZxTTJMQUdgQ+G1QJfqXDJiR2MFNZMkLlxx30PLA+eNOTRcrycD3FT9FcIX2hHxAdhrALQYhbEsVEkm2JfnZ219+/vYbr7/ykZG3B72bDVYQzKK/Cz6gwzUPwkaJjARRt1VsPKPLhcmCHWP0Dg+CMLCCIGSDvwN3JXqK9D6FWOKNhGrQ9QSOUsvwk068kF5xAX5ClUAVWA7ayi8t3vHu9Md7drlp9pSX6yoxRLnk03BhGdtwGFIyD35mzVfBE0hbM7REiGsrmggawZDCQeGA2AqOweQiC3EX40zxgzLC8Dq5EYPuDlgKMBU3F4pDd/+/oHr/s+3nh3wFKKJRXRmyU4GpQFOxU57Mhim4Tq72gdDAaOqs98G9pBxQmkhBvKBvTqicWDeKGHKGrmYo4F5GgGV1dVaOtuBM1afSwmphHmwkMaoGewGVVhOpGngq/BeCtHDNbAsLzsFgC1AhaO9g4f1hGmSXLHHLICgdfSgGInx61IUGJeGuGxhKfAi5AezBGEGYGJaEfENAIUzCD6UrB7tGm4LXIf8DCwE1wRM5MugJMZVuneqBnyFrIZ0VLyNqvV+qcStxFibkFn5N5HowrAR0dFp6qqWmCH+QCVxqPKQoGaqeldD9cd0tqQ4lcZgnI9KvpC5BK9QY9xrqRoDnCjBNl46eqYaYkNIQIw0IpwSNy8OQTrgFpgnPgLlgjK5HYRoyQE+leFpc8iaYHcYDUGXDC9YuSt5jNIJWfZpZB0DCMPpYBIcJTRxzBqmEuHOghOEmHp+1+z/IyfntrEnCF+nfYIhkl5pwqiyIwcVpDi8GXBgFahE+JPQGVcmdqE/mYXZ2oOL8O9t/om9ARBY0YOE0VU6TmdYBDylCZFVB9fwyq7gJjLS/aIMNGoVH6K3gvmSitp7b7ez9f3gcfeR/QMSfNNsSnbsD/rSb/SG5sqjohlud/5TzLjs3kj9psIw0jviKCTFIk2tTmTDPnaCYfV4gJASzj/ucfcGGbvO/mthmqpl+wwzGJXdxyZbiku8hqMBjYXl5mDlua3cJD+KQYkAaxgq/EFABD7rpk61AhZLqKVmz4LvXH57Ua/Sn9yflLq9UD6uWz9Bh5UXtC1sx7bf7rTaIJfcH0u7DrBNXGLQw4LpBrcQhTjqmQMgMfZq4S2V+BiScC8mmOOMIfp4ggsLsEKF5WjvJXILVjxm9gGpz2xWTIYDHGgiJGqk5k5p8cOlXn09PPfyVCr/c4EErfIqNLrB1gHm4/ugk5gszzlgXT6gVwXaIOh4HvRD+q4VX8KFvGr6lR/Bfud6hxPDcs/6i/RW70RJys7i4My4APIvZh7GSfdCj8qIdzsOf56Zv12IgADkMKzKtDxfApKfSqlOJMEQB1s6T01mpBnYJ9s32J+A0yB4BEHjZIBPoWEmbYXb47ko0VZNYBhIAT8uGgbXX+4ijeHeM3q9Oov51gGo3ZrRyfz2cXCpeFA0eDT70atyllyaDOjA6R+3SZY+qsLIM/gW4ZZyNE8ZwGSiCAsplOiUrRTUP62qSGT/E7aQ0CqBK6ZoU0ZSIaWbAUGqsCANswOAyOEBbI/oAogkbSs4U87OeLWBDpnyw/gt3rOO/mBKIOKFXpBIAeu33oowKKLXFCH8Kl5yunPA9gaA2ihgBwwgAETnxuAAjwA0z54wXTbOmsey7XfldnB8QUKWAonGTqx2coemHL6bjEcnWsfWnUt87HV5G1q56cVnMzEiYmZIaUBQeJ0KWACVMiLJKTOEJ8yb1bi4Vi3AxSzKp6bqeSY+EYUNoBaBLxEjRwLmFE2NSsTFiQXY4ivdK5wEOZpZmhKJV+xLRA5rljhspUd3Bqrb8InyjkBULs4Gw2u9Iw4pRIgixQZP54VnDfX778SfQc6o6VVeMp/CFSU9tbxrjJgK8jLvCAQIrRYdF3q8iudHoT4iVHsLGudviEWcb78yIawj2SGWubxByAnAFKphAZZ7owARUAj+/eA69zr6I3WgLBA0VBoVePK8RNkvATMOf/3n7T645dx/7F7vZT7G/JX7ar/mPzQbUBqhjNg2hFA4r/7S1gEREdJu3EvNiP5dP5OeQJVWk73FFyso0zAi+zu/CbBkhsgQYenydU4zrYW3P0XrxIRptn48BEssftdLyjn//XdLspNDiM3D7LAwd81TpN8edZkL4Sec68FtsHDTB6uwGzcWo6kIH4deKRHqmN8JiiA8NsEByDAxmGI1mjYUjILrMfaNVjGES4f2EqYaAB95Q+HAwhty9BpCDRrAEN4QWxipamyJFAUVEQZt04kMV/iITJAVVBb2Dpx6HWtGgiVkjKALRQQQFOPH4GlVyarFUfEI+LdaPCK5QScw4rufCJGkip5u5bAE6vrAANp7hp/B0GUmi5ICqZlh6pqVkiZYhABVSDcmBqRGrGxASgh++i3FIR2c0GXwdNAndtt+iwRpwcQHUhTKP56LPsJ8i14//wq2E1sNE2GLJAIxQn19T+xeEfPG2gDHqIeaA+YTnASqQTBh6zATXkPSAzOg8PCkwHvJ6usmaX9XBa7nuRcBjoiYwxq3rDl1LMdRkU03WlUMsyQv9ZEk5aHWGoWapUkjDxFtBoyFsQs9FTAYjz2BXKj7HHAAXo16rnmex0TnSQwaEG/6dKAfIrHEpqChA2bCOf3Fe0WF2g42hywA6RrOL++DpEFa4UfYWT8iKCSsWZrgSPjiACq/Gbey4mORY1YIJM5Aw8IKQDDfpOG8LA810fCURUOvxRkHqmw41SFJyv6z++uXIW73y5j2ohD83aw/reljW02U13YgHLe5sg1AyV1OPplArgDEwfHQA/WJY4LTCQ8zigcOSX7NCsg7YsLOZXAybc5UasIqLvWYUbwotDStqSOHaYYBrb3Ffddb6o5umVh38yKrYqchJcT1FVh0APAYbpLApRcxYyEjwwD5ycVpYOh/gLg0rqbbhxk+7/VhU0IQt8HFBDgJDfUA3BBPF4EBmdOgwLLXb4CGAYOEYW78G48VvidQk3EQXZa2IGVwu/eHm9qPZOOmmRG+JGwq5Pxh+sV+V4MM12BdFTmNUs2H1F+3HUGo3IC4NnMBUdMD2SPAgfGI/F/899/R/1v4r15zfcL3dzn5CUPwPG0YAaCqlqSywRZ7K2E+CtfVpGYXDKhjMP+mAeAqV134cV4jJdGnRcHOm9Qpt4ltjRoTssYkZZ7MnmkOB62V4xpy+QFxyxRkCQX/wOSM3DPkQULnc89M+/LYaGaFHi7K8IrkprLzYIGASJEJKnVOrF5aN+YmwGzB6ERErEtsr8Ym93EDkY7qcAQCOYZwz2ZinwwOpOKTkvvDOXQJTHabq5GFtJp7I8BjrfnBbKvrAHEb4Kyr4MaYMLiPMF3ArhhkEN4VW4rmAIuoIfFNVcsFhtUxu71ZY589hn+PNADVYATHPdmEB9lBz/GlbQuaO8F8Qgwb1hAqgb4RDRuzwCUaDkgAYZrYR44L0tNCgQRgQTjqhgVoMoswaNZoM6pnCFVnovoBMruIJ2KbFZvOLjbO5ovSgiN8IkgM0BYmnOWJoEEIu9PHX1H4uoGI4DC0NFFNsvxPLV+IsLe7N5xAIJaQtxsUAA25CZaO0MZVUjCCzK8kh6KYxfVds0hcOjiT2ikAQYRoMPwgZj0HGDeNh64w7mr25OmuNdHqboSRx1RDPkkO4J5waNlJe2sQGFGH80weLzDLo6EkiwHQnsSVZ1LCNJGAUJLfKNVpoDvelsWMyLK9X8DzcHN3DFyE3wvXDPWHRYLxqk81oakNQC7jFNVdIGCAnkjAi9WZEYh0odMDNyvt1qVZdQ9kHMwpggHOXDvwwq/bJoWWnFj2e+0iL8KDLs0fcfGrBC1rmZgvX4Erumo3gdzL+erdVz+rVuKekpsVAf0F8TYgyNJwjYNWl1eVsroqsVip3i/VUJ6Pl8dSzgIpXiDDtS840jGxZCddr3rjlZQS4an/toQVZMx5yjOxc+Pqd2o4PzMo9pukxDUafOICxNPjgmhKU9VDCYNoUHWHoj8JyVwwJsDoPVOtso5qJdh4q2LPD3xmGgjmGNReMWazZCA0Usw+lsqkh4JA+BOMfzPFhYrZPj3t0ptdzjqhptjTaT4Qyc9KBAVwGBn1nSWSVPJ5xCEogPTmCMZ28hgxhuzXgKBu6BPUWJaZx57OAygbs+f8EqD9pNnr9VxouPveg/7CJy9AlcfALewWrxyPQSSb4LbvD+P3c4J/3XTFQ9BGpbgbD/pBPzjI+hwFl/pGt3ZgI3s1G0/PbOVgV3RD7fKgUsMiwgGQ2+CJX45hCxd//+Yv8hhrnhXEpJjrgpSS3HnORs+L1bTsjBkGtd2hcPxIs1g7GYiIg1fgKEUh4ZvR1IFohJrjGIeeZtDAxVmPWoyIfijzVqXO7Aagk8MPePQiQhg46NCVVrLbiX1zJYgIRZw0zDplhbrlYtuT2TUI+sB8SDkPBvWSYU2i0i068QTaM72rwePBqBjfP0O7xK7iPoKpER3qx8JZIi5ni4EQDqAPSoETCscPnImJBFu7VmWiJ4YL9h2yIXwRg40HUcaI4aCj4q5sFoaIuuoN0MhqEFtfDma6uTKo8sU+CuTMyxBZH4AUYP91EjDy0VY6lqjGHDdi/nvYvA1QRtqUDRYcUn4OFcNcBqy5opAsYLLGvQw7pQCk4woyB+LWYkyoNKaTGii3kMZ+oY2CreoBlFuJhTQqrWkQ3001DBPSPHzB2Lzoy/bHQjHtO7pukVX3P9DnCGKVB2A7ck2ZarGVypZAxVVBkgaamEjYTASOaBpZGIQYwcL9EQAdLphkluYFAcC+jHpQ0fwxIDP+d/Ydlxy+QMzqSVsxTl/99hecz6ch3Vu1hEkE2hizEMWQRRUtX1XT8zsgGAyBOE44hRQoGOsLRYHTIZ53YFdv13vFp9xc82Cpv4BW5fS7J7N+46LU7lEOrrCqMAOs3MZDL1Dj0wW3GnJrqUUxvTPdImofb8E24IyIZrzpZd64omPekb9LdZRsnqsd2cJEYj2bABN5lOsMyiWwrkWNouYqZkWASmVs3HdaJ76s3jCl6pV/BXS3y+vwto/cNhaPv1UJfW5rb0KGr0GoMgj+h+uNGKGqFomZIsXd54i3oIRFNRZ69MNy0y6JRnSgMNo7ajRcATeHwUoQEMRXnXqkJB9PW4DKLzENYH5WlEEUMiovxuCFc+IAFbg2GTR+8Ac7FjONWAofs+LONFrT4QXB3kXMIP0yIFnqLoWDfSE/RWF3rPGQ9i6kwZwAnyI8AVDTeXDR2ScCD/fv/z+38G9p//uRDPOU/waGzVzbQdAGuNIv0Qpge2XDBPwNUNKoYB4rzaKcLwH2hywKbyDg/7BoBFZNlO5SU/IbGr4D94KFQBHyX022PKmQ7AMsu14EGgTn5GVeE2SXEnteB32rDeBLq9IRTS3CzL16Q4Rb4NBSVBi+QQ2cvlDKo5ja5qV0ACfx+NGbwwV4xM4BohIuBo1QiEfIhAONzQf50AAwwm0uMBrxJM120CIkmxZV7bETJDuAufodHhesxWbRR+MWgqIMRpltGBP1UZU8i5lDZbfg96KE4c1BkMEEriaYwyHEPK8CgJ4xYMOeWbw1x4km9fvANHawA5AEaaoIzpEnRFFtn+SF/wVsIv0oImAlfDX4DxoEV3PCmYrfCOa8Cn0B+gL4CRCmi+BNfNLJqzhz64rM3p0++b9+uj3QpYllFppppKBEtAb4UNPQACLcmgh/2fX48R79k+9mAykbqjZ8UAgwNbRmNKfBS0QOKHtTAPiEN0EPoG5RNFPYzzKBhAuG4fibcN6GQJCJMXjXkgC6HDZ69kG1KOaqcAXwyIUy6TynaXLd+av1bw/IH3+QacEXWuH6JlLlW1X5hcAVLo+0Q0sY670xApfAx+C5ycxh/pnhpsthjiikp33UmdVld5rdUBjiAmNQoBNSloJ+ADTOYALLC70b/AfDgiLyJ8EarnIU753s+efHE/o/0YztF3T4moEIydB7Pa69ocvsK+qMTmcCzPZrGU6lZ+4l1U51awYbadZMrXru9fEizo10b5fW+4uiwJqWjb6taP00v2GHV+khMwSm51oJugP17NY15Q1GgqeWDH2OXKLMMr3ZiR932d89MGn7knubeQdeEn+1Vs2G6eWwPsYFJKEGdAeE8Hvwr5xpKButSweeVU8zwitplzx9/suOJPlee6nZlSc/r8oa2LJ/5pJa7yVJdWiJZiafAvdWtSNygexHXAlwAlolVJPqMNtuSgJGnRonZFA2//AOgchkGwgNbT3IjEiUAqIzheOA+S6r7WMUOX2RFes5XsXgK0+4B1QkRLReywUZkFeB6PqD+mGjSosEucPeb2HHLAIMNqIJdNVRp4BfhbMEXtN1BG2KFitLvJj7hdWxAPR/bzsHVuU/+WTv/Gnzr/PYffm5/Yn/r/E/+sZ3XAWGJRFcZD+fSmnBE+F3+iy/1HwFqg9uB3+0pwx1gSQHGID0BLunBGjZYKwwyxFiMA2Pm4nfMNa2kfRPeR/xOC2AkfA1FOcwQyNy5Zd0fOvCbbPYI+xuYohHWRI6CSABkUBeOOEePa4rwNWFzgByYBRJN1vPj3hUgpcMAOxTlEXgTCBuGUfbrUXA+EVqwFYR+IUEOqGbAHiphNRbOiWzavWWe17mSm+6sXI3bmcQmeEZrfIz6MrZMMsAIKqYM0wrmp3OFS5d9Sswlx8loGUflmTlZZJNgz3goQTrECAcIN++GbsDi2SupcHADXAJIpIF2G7inmSEW3bOBsir7AHiGkIgUZabjilGi4uPr8GXx+kIxAbdgOBgffN08G84VsUBKl8zcQ/xkh62CY6U7Xnqu9w3XXfDg/T0P7l0qw2RZpYaSbUjprHmnhYCmOlxhShQe3aAFv4b2s9dQMXBQoXMNviorDRF1MJqgpyrInxmBW6FB2eCrCjrCxe36FCKQBQtL5KNpsE0wHCuWNQhJOuhdliHnGHKWroKbhqyoQ8lYdWr5S8VP9zw+tElJtyszel6R80zXxKZJVtlOxlFhZBmpgOoCRHmiIQsrA8Ywx/gcHAWmPwEr4DNNv2lB4VPk/G+r10wIv3VH3oIX5LzvuJsFApRww/liOV8jgAZk5Tn7mHu8V71YKOUNvVZFamTFuC2vDMpfO1Yt2UIfDc/F0zEm6AyexUQe9MrP7A/mXqF5ZMUZN5yy5bJiB5XQF6c/ean4kR7l/W861rVxca9rC0d0ODnzIcn5qSmnGhZgxksvT+KmRnRJVtwy6zMEZM0f57Klj+UaTLcVT1YKNlSvGV/+fN/iQdcd733V0X5XZ97f5syCl6wcgKLf0MOKElSldFZ1kNJZQ5HG0WnW71fdi+tmP1h8d9MTvRtV9bjyWJ9rih7qeuajFyzfKmaBqW5dSlG5Y4dnGCiaT06k6ZwmsZem3mfVidQzejPCLlM9yF0aZpN69SNAbbCqwv6SNBO3uEmAZXvNoGIGjlRs+3bftDEf3j1zxcMp2UsrEkmqKaAO3jovxvziET8AKm8ibmujqQ2ouKep+xOKu7J6fwyaDP2HiWHswZYEsY9ZRDjxRbtjfMGG+5wVbN5ZNFvU7d/P/Xkenv1nzb7MvhLftbHZhudzd7N/Of/zc1//T9rZO5PiiFQOMgmDeQAM2MJJJewxesZxO/de5ze8IxtZJgeWUX2uXpOgGBkcLmi06IyYQdovOqaiCfqFrp69FZ6Fr8M6802BvqARsON4Iz6X+5dgdv+xA7+xBreVZ2AcL991rGx3fR34WZoKq2LA3B8RCIGWTZavRaD1PMORCIHh8nLVU3VaBlxGr5JwHi/bdrRgU+XJfSrkEPRRjxgJr2EnDPJ6Ea4Xk8IFCw3wU5ioDq79fMrdQ9s8/mCf1KTPNHGMDKviGDmmnslVWy6XQh0IgWcFiaKFWwF6NTAccAkzKx71lhVuL8jedPpUiqlnMSsKXimQmLjeIKj8RQAVcU6IVkMcmECehyfWnDqUemCZ171aAWcw4O4DRHEZ/AaH2FIoHCwYTPAoKh1TeVmTFTJpZFafdhdkbi0r2BcHW7ArPFBQvWRWEC0jbBrZpyuSlix6pVP7Rpdf8rsR9/Q4uOdzRS5k5V69gDtzzGx4AxBI8PLzZudX0f6lgEp6KhgqPqQ95XonZ0s4R1LcxcPdTLFOULJPca9Ss9czl1UTMZAGL4P8HRQ2YQTiLGvACvJcD8ANaw5p3mUn5jyQf3/Lo4OvK+p3dU6/awoe7Vq95FU9/I1VIxKA4ROpRC/gqK67dJ0hEbrYYCSMJMNkMBeAlXgBVFJqIvRZ2bzHIiPaBG65ITyqd9EXY9WC7ey/HsC84j6a7NEUrwJrAr8JwkFbLNwxkEsIa6UzvPit75/qkb/qLfXYdn6oA7pENAxeBU8px7BwNGivuWGD2cjcZ6K5zardmmPhyRkPFNzVorDX1UU9GuX2a1z0VI/oire1wNdW9WHd9IGASqaP+wUVD+vjcM0D0MI8eygPU6jwC7eip+pZXx9///GiEW2PDbq+pNtlhb0aFY5odWz2SClliVXrNM2IrqKlmwqsJHwOEX+WHOaJrdFtU06+c2vZ3S1K+l5d1u/qo7f+/ejT3etWjTUKvrPqHYJze5izoPkVFn2ke8u0hXN4Sf9JvCNDC2JpDUQQ84UBx38xa1BFYcptrGowqfZ3GUtA8xmSS0o46mVnwgqc0Zx7wotfmXfHwJebDnm75Quf3Lo2bWZh/R7JDCiWVwXLZxgf/cdUCjQ9j6Ge46Zo4LuqGYic2PDZtrF7A4uqFIeGO8huTCidORsJaD4aeojusYe2N0CHQLwLYBuGCRdAqjHvwtb8V9Hu/GbbqXNft1vDf21f/mz76X//X5u40r45vmWbUbvDEHviWcMnP2lnR6yhcTR4BGxAjTqV+lQdF4AYMYkGN2HcT0TF4VRhYAmuvAn7KWZQuB24CTgoaSj36jDTWGGdEKieoLlAaGHrf+MN3DSntsq16otxc2c/cShpqRwHwBRZap6p5OiJDEPOPHMiNTd9U/WpZECdlvCi0XRwIxPXnhjptTKVhPfLlW+98EyvFZ++WlF+kBAF1NQjpIMMq8D5gFIDhFiIQ4t5dQWAekyLZ29YPbtXpyaN/vrHh+7v5XZ8bZklllHAgmt8FuZCxPmJbWgAYxA+kkJ78wzrCpET5+Vnfzdv9pNPjuz87VdTLD0fdNCQQsw3xlzjHaFETDWCDRT8B3ejxuEXEFbc4SieeKrk4PpV04f2b/Xai/efOQm2nU0x0/Et2AoYN/Rc+HOYccaNBX3i2YL4BUOR7XetmTnxibnTno2krbPUDDMGb0MYVTyOR1z71YRf0zKrzviXLxnftmWjK/76h4fvH5J66FtLKwWmxmtDNZUuqT6N+TS/PqH614R8ufMBHByUTmwRkQ3uRiUbiHlJX7hR0k2KZvm5Ny5/Z9XKGQVjnyhbNkbKX8+TXowGJ5pUkqLQkMnNTS9cDPdbx7bXbZlWOG5o0d1/O9br4iPdLsoY1Kj0tYH1304xcjfzRHG4ePg6E4m5QYXHSYKhqqIcBCw+z/1g/EEFqsGfggt5cn/tvo+Kp47Iv6d5Qe9Lj/S6LHTrjVmTH5KD60XVQ0yw34g7meJhZ/kyACLMKxwCK2Ja8MsCVpUn89Mxu57pU/TtOL1ytwiDsBiYZkVEH0SeHlOB4OjB+wsZrKEfYkSocJfy5cTTr9xWfluz4p5XFHS/OHvo5SWje9dtnWIWb+H1WoahRFSJmwU1DaQ2VVWd3IzLVGeRvwMrbGbQvys/qO1acHLaQ0fuvflIn8sLe12a179R6WPta5c/L+V8qdQfkJmQHDDkDIstLAJWbstI0o58dfrLV4qe7VE06LrCnlfl9b46e3jLwun31uydY5zgyivrysaAqQASlm9kZT6x3oZBgMfNieZcs8iDCjtLZ1asgp+NchPzhOG2sYqG2EZT9NxGU9s7ScB2YKy89bq7xkorlpO+ds65a2LX9q9c32l8k24Tmz3wcb+Pdr3hLlldZYGyB2nZYSkoJ4AiNkpgw83PAio10593cuuCXe88NnvQCx/cufrgjCMV20WJ2iB6Tr7LIJXtw9kyjClGh+G6iYZX4GI5sAT+wVkPgN22UURAFBHlP8Cqf9ps2MPdCDOCoJMICmmkjyIcU/yLGPlfuC0ebdo7FsTXVYg3HHax6wD/4gKH+BN2Dd7Dj2+I97WngxklcAE1H4v90ucTy4FcN+W+Jm5tRK/EXjJ76YSluGBeoVO4Lf5lr7EJ8IYHw6C95lUNHwVDoe9CQUV/6FMK3D2vD7/FRn/LOlpd4Z455bFB/a5//91nlAT0vbr6pNfv+ub79e+/P/vZh+6/Zdgdvb7+fEZNpdNQMgxulxfL0riDCLwD0jQpfcWnY/t0v/KJh7seydlhWeWGFNZgH+i1Y5TAAVxitVVgasKnJSK6UmBphSWFqZ/MG9O5zU2X/PvvH7i3jyNlNeEcTcsUZREzBATyizxEnVk/TPwREAswg3XKs6yyrPC3ox7t3vz6C+a/+yw5n1ViqVkms3MhmURTbq1h1NAp1nox0faSHMSeRDl6Om3dymlDerfr1PpvCz8YG6/JsMxcuF/M3VUcBsv54mJ80d5Rg6+gb3A78Dt+AX5XHN63ctjQDiOH9Ty0Y6llwJlIh5Sa4K9wOIwgS7klABPg+ifPnM76bOn0dq3/9pc//5+R993qOrzBUI64kr+aMfmhlUteLy3cwdDx/ycd/O9vPx9QaYlM1ub1yqpLMdyS4Y5pLoXLUbBK6Wa9KChP5Q9ZsQPRjM9OLn2l8LG+kUEtgw91L1nxhlb4PZgQ08SZHgLTLNSYdlnsrJI9Ut666q/fKHm+S9agy4p6XnSs96WFdzUpHn93fM986/gBEiMrzzRzdFWsE2ge9EE3Ma8O5nZDn0FMExFLyzD1MPAJIqKVfV+1flzxqwOO3HJDce8rj/W/uvTO5kWv335y/Uy1eLfJdEd4dvCsoRJMYxNiSquh16fEi7eoRZutou+sjLWW56vi959xPNO98NMnE675Rt4aPWednLteOrlDAQQarK7HGLId/uVKqk+LHqrJXXNq5eulD3XO79qorNuVJ/tdX3xPy9Kpd8eS5lpVByBSBp2DCKOyUXgkGA2XLgFNGdlj0xj+Zf19wHPJnvo1M0+NGlQ04Pqyvo2K+12af/s1pW8Prv92glXynWl546Y7HnfoPPYkSMcCmma6rfpdUmD+yQUjjz7cqnDANYXdrjja+5qSh7qVvv9krXcZ66VZuD8MLr4F0ym8IjQRnLE3j5siDU1hvSQ0RrMJUbCYhEkRjLXxElfahvtso8xQb7nMQ3+LGdHQPYB3UDF8MdN7SkpOzf1yzoaX7p/Xt/v0lu0m39R+wo23zOk0dsOjW7LnH0/AnYdDQ9vUgE+CFTEmIbwxPoUJjX5ZS1vnnH33u927jW3e5e2bRszts3DnW97C1TFShDDNBFCBsVB7uVF0214RiNMtgPOrKD5FnIx7qmafJ7zc4f/0WOVOg0VcefQx34W2T7wRVVoQTQHwguPC/wAto/MhwAmuIZ5idxXAg5t7K6v3h3JW7Xd8dMAx3xf57NipnQqXhbjvFg47KQUR6PyUKzxI/IQMs2p5WnHxd9m5ayqr9hms7gZ65FXqHcyOodsuluW44QHX442A1iKKINwCyhIdJswyUBnqE1SVNNB3urO4P5fiAjpoJd4ITqRYHWR4DZOOF2fGA+1sNJZSdmxbXQ1mhF4aSBWV1/RrEAlueRR2HPLPrHsW5fkV7sH//9oEoBbUV/uWLh7TrfN1twxsv/qLjzasWTx+zHP3D+vfveMN117+uz9ccEGTvzX+8L23TpUlWVo2YAxgI5J6ILfAFcBeYaI+snHdR72739Sr200+1yZgjCFna/EQE03oWmF47eYmWYRIJHxwZ03czSo+fdL52ZIJHds1+fMfLnjwvn5eB75+UqrLch76fPt3c4tytzDxkJEJjLbNie30kZAaDdSfSautyXAcWvXAPV1vvOZ30yc9c6YiXFMRitWlG1qOIQfpfulwsyB+DgPuO483wO8wQcDjXMssrDqetubz2f17tb3kz7+f+M6TVSfdlpkPem3AyTZAgfAtuAJwNENaPFheuCfi/yYjuCHs/zbsX58Z3pyVtSM9/dCCj8d373LDvXd1T9q91F5JpTWA90YXEwLP9XudPwEZx+tq05cvmdT25r9fcfGFj4647bNPpz0+cmD71v8+a9rIkqNbCdj/ywC1wYayMKxXTqSI+n9OWUqhRdCyTSVfr880E5k0x6f3K84PC2ffFrn/uoLBVxb0uzIw+Nrcsfco3q+tmmRGF0X9OW6vhOHQSafMMw7Z8+WpD0YVPNiyoP9fiwdcenTI1QUPtT/1wbOab41VA6QUFfXgoKnZLE3AUnwuQ3OYpsMwUlQ5VeW+WExYjqXncGHj9EE18lnFiqfynry5cMDlJ7pfdrzfdcUjOh2b/Fjs0DKzJoVhK1pqWkZhRGCdPUwikOGveRPF2458+c7xec8oH7ygTXtMm/xgxfO9sx9sUfRil+qptyXmDK+fNfzUew/WbZtmHtsGC6vLIaaoyelildFj1RxQfZ/kzRsWeOSmrCFXZHf/69FB1x17tGfN3BfVtLVWLZRHbOQCJ+DYAszAbu29LsCJkF1AiufEwWLWOLTwmpqlrxU91iW/d6PS3pcdH3RV6T03nph4u3JgvlWVCg9G1wKS5FEgrDDN3H102Izt08s2KrtnHRtzS9at1x4ZcFXpoGuPDrmh9IneyvJ3zPRvecYOaBxz8P57zR+IFLWXuseVGxGi5DoczG6iPrXk1PbPD4x/ZEH/fjNbd5zarOO05v1mt3t86a1fp80ord+mapgLCB56iDsQTVU1TVFBmrnUbcgBNeGriqd8lTz5rvc6dp56Y/vpN3ac2uSW2R3GrnroUPayKHfg4XEQG5YQadhGBScAaFrH6h/oj6K76y1njekpjO/bHPzw5QW3j3p/wBfJk7OrvqszUmTDZTLmD5YJm0X3H1aARofOBG+F39WEi9BoBHSeAAHmx91c6KqkexQzUGOkecrWTFvz5B1vt7lnTIcxn96/N/3TOtOjWgGWR5Y93IlBMYD8+OEF6lyJxBPx1gyOGYa3sGLrovWvjF9839rkGXlV2xJGwDAD3BuNyyC9jCWIQtYMv8OjxSd2/rzYoagFdMtXm0jOL95QWLIxITt0A/eE0sHto/AbeCiX3GCIMZ5c7MBt0XmG5mhz/VVSclL+yoXb3t7h+TAWP8zycjbp503QVUyoWJeliQxpeljmAQNn3YLfcAuAEiViodSUr+++s9+Ff/jjzTfd2OS6ay679OKrr7ys5Q3XDOje7umH71ow95201G/qzwAOgaAgcBmaFIjVOmqr9546uSUz89stWxa/M3rU9dc1+vv112zdtMLQiy39iCmL02lkLnk2BFrINYFPZKtMCoE3A/JnZVZVOpYtmdyhbZPLLr7w8ZF3u1O2bdu48t47ejwwrPuh3Z8xDgwqia5ShYGmPlYdkiOFBXu/WT1vyeKZ4955oUv75pdf8se77uj/0QfTFi+clXxwXXVlQJXSeQYAV0Ng8ewUKm5QgfQaWrauFx0v93627L1+vTv/8Q//9te/XDBnxkvVJzH1cAIg2+S1VCsaTxChnFhVcMWiyQ/cO+jxkXc+/vA9j4y897GH73/88REPPzysW7dW199wyfDh3Q8lLSFzhSqht1zaEyE06BEXxdABRi4tKydWG1q18t3enVtd9G8XNLr4/1x75YWPP9I/6F8jipkEz3qZv5b2swEVekIW6EJjJhscK91nkNVFLCXTApRGw6xSVLYjsXV64Zv9s29vXDjo0iODrwgPuir/+d7R9dON0r30ndWgaYZlzZMAt9Pd3AZz+kB827wTr95x4rZWJ3s3Lu5+ae6ga4683Ldy7Ttq3nqSSAO8EwPKdRo64JgVBqCAQKyVH9McdapLgodo5FvRdCsWtM4cVp2LS+bcl/VAk8LBjcp7XlbSo1HpyE5nFr0iBdaYdUyCp+WCTNhLgAkR9WLgC/eEWIdi2ZuDEx/y3tup6P4elcO7nx7WoXxo05Jbbjw9rGXdA22q72t1clirksd6VC56SQd/jbpNPj2X4QtYtHq3lfOduvytoyM7FPRrfHzAtUVDri96qd+ZbyfoRzbxuM2GZVpyO7IZDdIsBJSmUOx/lZnoy1rSdfuUQx9VTLinGMS671VF/Rvn3/q3glFdKhY/pwZWWtVJTA40wlwG0yOqClURqylSqla86czGiUdeHZR3y40F/a7JG3xt6Pa/Fb59i7x1llW4haCL1xdc/CdT/C9vBFH8QlcaaCTW/PCmpFZ4fZ8iu8rqd27NeP+tVff1m9yq84RmvWe06T2l9Yh5fT7a9nKgaFWM+R3w2RndbQhagqGCWunidBrJH004c06s/ypl7DNLB/ed1bL15BvbTmoy+N3Ozy+7Z3XyrPK6fSaYLrcSCpwTJFKwTOAQySu8KM3yVqmpB/OWv7V8xOB3WvUb3fy+d3vO/u45d/mqmOU2TOAu96oSgfgVeuWs1xFLM6L4HGgEXHSLYkzwGMSyulho5H4ny3vGdCSXffn2lw/0euWGAW82f+7j27YEPqwz4M2AysDZJzGlJEgBLZ6WiDtVOBDQKTwIYm+GKuoOrj08Y9SHtwwe3/bhDwbO2/5aWunamAXyzf2RuMyEsMW9RhSdgYETsWuGsgVVhYyZkRo5xZXz+YzPHp+84pHk3JX1aioDSGBROhDULoJPUNRiHi0OIGTUl3oBrqx4FcPrKvx69KrH7pzR89mPblufNP1E9S4+GkgfczBCyKkBJKdxsweAmScYcsGFJP48GfjNNTJUI9Mwck8dd7/8/MMXXHBBo4v+0L/Hzc8+dfcH77258/vFEe+GorydZ04eitY4mP5K1QvHasJHsw/t3Lz8w/deG/Vo/349m7do8ferrrz8d7/73ZWNLvvkw/GVx12mmscdDTJsJtRceIoN/BKYKmK/BFQXq8foAOmC6tPB5Z/O6tTh5kaX/XVArzZd2jRpddNVs6e8WJJ7wNKO8nBvujI+oikw1Yxoanj3zk/79W5/7bWNr2p0xV/+/Oc//P73l1z0l8aNr/r7ddeMG/10XuZOQ8k0zSwx0S5TYVSMNYcZ9QmZZsGZyrTPV0zr1vHm1i1v6tOr46V/+bdmN1334bvPVZ2E5OSQATN4BqVm4rFlZseq3a+9cP+f/vBvl//lT1de9udL/3LhX/504V/+fOFll/zpD3+44N//8oe77+6RfGiZAFSMLWQDaJr5Y0BNNXVoRLpllUTr896b9uaFv7vgdxdc8NhDQ1yOb5gMBWfFoE79ZJp+2fYzAdVmCW6eTYamQYU8PAkWbJ2lkMUSEbQoY3Xt8pePjepW1LdRWbeLi/pfkXV/k6OT7qrbM886cYCAEQ+AaKpALMObMNy6nGwUrT+1ZnTJs31O9ru+otNVpR0vL7q1xakJD1Tv/kCr3IM5AOhq4iAFQ0ux1GQjcchAB+DBwU0WaiypoQS3gZLzcX9qwZbYt5Mqxt9ZcNcNuT0uPtrrsiODryt/cUDN6gla/iaG78yQxfUeT0NwjLnKzLgRe6pgMZmBppzaX777/aKv3j61emzt1xPrlo/Je2mo/76W5eNvj694Pr7mrbo1Yyo2Tq52L1FP7uJXaMIipopugKN4reMH1V0L8l+5w9/n70dvb109/sG6HXOUym2WBccTkiGcUCoS/VMBMzCOrPZnJrhWz9qEiWSzZF3VlrElo/uW3nZ1eY+/Fnf/a9FtNxx//dbKtZMShd/TnlqsTKbH06DPlpkJ+gXdZq684dOLNp9e/mb6sLbpHa/M7ve3yMPtCuY9XOMEo91h2eYY0kmOQtP5D3P9r27gUujVWYbKxufyEx2ehOWv05Oc+cve3fTc8Dm9eoxt0Wlc8+4TW949p9eMDc85jn5ZpaRoPKBD8CoSOEZ6mTCl0+0Q7NBzun73Hv/ct766t/fMtm2mNG07s1Wn6W3u/XjwJ/vHZpzaFDN4LIGIsftVFob0gaXprL+PiYNRCMV09/6sJaPmDen9dvOe41t2Gd3ktpmdx3/z2N7MhdVKkqDy4kXoe2Gy4GgHBS2DEAJdaMsY5wQjrPNatS7mFWvCClg5hhUKVKyb+M2j/d9uesu4Vq98evfBTHjr+JfYS2CFxcI/FwuMhKgPRd4pMpMhFVYkvfTbsSse6je+TZt3mnQY1+KWWd1Gr350Z8YnZ6RDtFDwLVjNh1FfsX7JclHcxQhbrHhVyVObcHiLVs/65rmhY9sPGt9u9KpHNrvnHq/eI4xXiEFdSKCIUjDrjZso6OVw9RSjbQTKKncu2PJmv3Ft273ZpP/EtqM+Grpkx+iMkm8UcCmxwZErAvAbFA/P1cecUpV+SFL77TYOKdNc83U1b/a0Fxtf8cfbBrVZ/fm0nMzt1VUpYvRyxE8/VyXMANypguxt89+fMOLeu7t06HDtFZde+sffXX3ZRR3btXj4obvuuL1XqxZXvPrCHWHvOlPPN7iljbn3NEEwOGftAE0BUQ3iLZYMIGY6nnKsrqZgxZJZN15/CXD96kv/OHH0k/lZ+0xVJMHS9mLWWB2Q9sTKMI10r2v16y+PfPqp++65a8B1V1/813+/oFf3Ns8+/eCLzz745Wezyo7uNxVRPwHvSAEgNyXvpBHzQSyL8rfPmv7E0AFtpk16fue2Fa+/9Mglf/nD9Vdf/PF7b50qd3FPi54F95QwDDEw/Uo8Zet3c8aPe3LS2CemTnx66sQXJo17efKEN2bPGvfQg/c0bXLtPXf1Orx/qQ2KHF5CKcACbh98U4gQGaq4VVCKh4CgDw0fePVlv3vy4du97k1i5ThbrI+wn+fP0S/efi6gAgZ0w20YTlNnoUj4KSrXLEWUSfXq9Qfq/Euq5j9eOrzFkU4XV3S/vGLw9UWPdShe8KgUXGHGHdyOAtyN+cwovuuTdL9m+q14qpa2Iu+NQRm9LzvWq1Fp38a597U59v4o0/OVVQsPPQMMWFbcqubQ1CRV2mvqSbp6UJOTLJ3VKekLowPwd5Rs3Nk4tS+Ruabqs9ePP9apZMDVRd0vLezVqOCe5sWT7q7fP886A58OlhE+OMw6AZXRKtGAK/a6l8i2AD7h5phgOE2iGS7rTHL2sjf2vNSjcMObauVGy3IYljtmOcBgNGgUrC0sYK0HJknhjk+oWUirOVyyda5v0oMFc57RDq+0qg7xeD80pmWl8fQb1cWTmaFI0BzWzo1YsUxTSlfBng2PFTtkhJbnT74lbfBFuf3/vXjIpcUjbjox6U5l2xzr2AE4hoaVzfwsOaBJPlGxT2QJAZjBn4yAVXdYPryk7J0R2be3z3is99FlLyWOfmvpKaaSZAp6ZBohRngws/8DgEpPvOEXgBCzadCgvQRa4IcHY2JY3tzKzUv2jn3kwyH9prTvPqVN9/FtHpl/68bQguPSIQUeBtSJXWV+PxNqYAWIr5Q9gQreROLw4exlkzc+c9f8vh1ntm4zvWWHKS2HzOoyc8sLh46sKK3ZLWse04LUeQHPPPVMTuOhWgpLxmhmoOD09uUHJo769PZBMzt2n9Sy24TmfSa0eG7xrZt97x2r3anTExKsDqSWO0ZgjNATLp0KjOdqKCGtPg2AqtSlnKnaX3h8c0bpBnfp6tWhd5/+/K4uY5v0mnzzw4uHLDs8yV+6LqPk26yCr08c28qKXQket8BsOJtZCmjUdZ7ym3ti86c7xzz68dAeU9u2Gde89bjmnca3eGrJnd965xSd3qoK+i6ydmlxwDMYf8aoGiGMlRJ3VkQPbo0sePj9IT1Gt+g54eZ+E9s8+fGtKw9MyD31naThuz5D52iYEGCG1oWPReMlcuZ1X/HxrZ/tGDtiTt9uY1t2n9S695R2Q6d1nrT2iUN5y87IQPQQJF8XJ0/wSDL43HAO4FX8xtFUNO6Pt0zgWeEXyyd1bnvZyHu7hT3rLKucOMq4GkhVsq4egq+v60zpjwS+GXFv/yuuuLhli5v69+w46uF73ps5+vtNi4sKU7dtmX/H0CZ9e16xad1MgRA53PvLBRo8SEjvjwCVAXOxHh805AxDzq2rzV+3al7bllddd/UVE995quTIAcs4CmBuoLm8GMwE9oSHcMCxjtX7Sov215wJHty7clC/JtdeecHsac/UVoWiNaH6Kp8SDRs8mhpfRIMYA6h8Bnf7ANchOZETxTt3b39/2/dzSwrheBUW5h9865WHL7/krzdec/H7018/XgrrUWzB8ggjpivJoDri1LYAXXme2yo2vVgVliXt2v5V/z4tht3Wcf+uT+g+QlbxyoRSUasAjyOgOgioihOAWnls/+jX72z2twufemhQ0LPZssrEYXkhSLXGmCiG6Pw5+oXbzwNUqJnmiWuOOJ39NBgjwy7MAU+8LtU8tbPmwOyMd/pl3/G30p5XlvZoVHrrjeUv9q/+erRWBDvO801jsVQDBlFnAi0XooAiGNmE38j77tQnz+Te3yJj0DW5j7Y99dVriaINPChNCjB4mwiYPL3BryspSmy/ISebPMEtxTTQB68eDwhEF3UYTierrmXF7z6U/WAre7NN7sDr8kZ2OPHBU1LgMzORzFUfyCuX9Fj/AT61Cv+aiaCYJ2IqAFXRvLLOo6G55G6Ks/3A5xS3dfxA9uI3D7w06NTGSWbFLvwLJj5meuPQJbwUTBgskQhmmjpPKGM0Ne7WTh5IFGyRj+4wqlLNhJs4rYIWO5kSSe/ezWNzNA9TbOAZ8HTYDCvOE1tpkhJus2Rz8dKnPSNu8Ay9PPTgjacWP6xnLLPO7KEs6nmWnMUXV0TkMw6GAWsoFnF5JGcaIySVSfU755d99PLxdVOV8m0WQFpz6bFkrj0bQVWPSGLNj2L9k7n+lzbhvogw77kP8YmdpEpXRiQAY/ytoGR4yqJ7vw99/PLy+weNb3/LlK6TN7wYqNwaNwMqpsC+CXCLxe5d+ETHYNqWiGlHPE1I0XxZJ75fvHfsyPmD+kxt03XSzZ3GNRs4pe3kdU+kHll5OnGQZ+8whw5TxlgrzYqWrsm4vy+h+8qkgxtC817+bPhtMzt1n9C82/im/Sbe/PDcPkv2vpNZ+V2t4VQMr8bnYpaDOlAwBqcemOpFf5SEgyyN8BauShw+GFky45tRjy68ZcTiIcOWDuz9Qac2M1p0mNOm14edb/uk74hPb3nik9tfWXjnNwemVSsuxQzFIc9wEaIek0lhQcMIxFRPVHMndO+xWNIW/0evr7h/8LROHae2ajW5eeeprUZ8PHDetpcDxV8rPAI6TUmkJKRkVXXxtEQMCD0VnksYN7yOkq/HfPXY7VO79BrXsuuY5oNmdhr+fu9pG572HV9TZziiujOmOg3AIdgDRpjbtNzwKTG2MGFQhJLK7V8lTX78gyG9JrTqNLllu/HNek5p8/znwzeGPzgRP2ByjwSETSysNrgamOL/Xon6H2l4BUZ9LKsgae/ykcO73jHo5sO7l9PEs4ytAAaCgSceTZbiqabhrz596IuV46dPe3rr94uz0redPJZSc8YrQ6OtsvzcHWNH39Wv9+VffTaa21GsHDXuYTBJ+D3nM1SBr+wA3E0iup5lyNn7dn067PZOzW64YuLYUUV5uy0tx1Ky1GgAWi+6wX0vsDlwgzD1XAoxskQycHkwbf2Ie9o1v+F3Cz94QTy30FIyeR64EmYRYFXUBI57tKiDR99wx0sExlmp44H8iThvRSKu5mSGdr720qONLv7D9Y3+MnvaC8eKD3FTrJmpyl45BmvspmvFFhC5vnlM6KXfcPrQvpX3D2v/xEPdkw8sFgzVBlQuaYmlXxtQwStczIoyA5XH986eNnLcm8NDng1qLNMim8eDAsw8bzjW7dwE/fLt566h6povYfjqIEMJtx7zsYA77JHktvLW1a56o+i5bvkDrzra7ZLCHlccGdaifNr9tbvf18t3UNOsMKBLZtEAh6rZRYsC5GT14GRB88whNfzF8U+fz590z5n1E9Xy7zQrLWGFdSODCAGkFEafDBL2Fy6wRHcM/Fjnjq5MsYLrZ12CnG/l5a/lPtAm1P/KyKDG7luuy37jltPrp8o5G3kOK7wnroSxaDCAzdC515Mnl4lDT/mCwmFUAaiaKLWveXlog8Yjq0iDju0Pffzq1ucGlq+fapXstOp8Rl1ET2TpPPRULFlBMXgfdM9rRT1WnZuJIeCLEG4rVzIjMpREC5paSK1P1WKpjFeLqK+meyQzTQJnghFMgMHz0HVRgzdoVSXHI6sKlryQNvHOsrVvK0VrLS1J01O5iV7K4Iq1zUfh2dj19tSIqUa0OOvfUj00v3p6f7xki1Kxm4n1GHY8kUFyrxr3KYkAB5B+4k8n+l/fbDSllUevRIMDLmK/IjwIW+zW4+ghmH2kSkk9lPPZe2ufn7fxFWfxmtM8pp51Is8CKhrP/0GDmnHAMa1cHw2osCxG0DAD5Wd2bfXMfXPJPUPHte05ulmXV69/bflwR9Hn1ephE04SvsKUYzhA6Bs4VoYuBxSYFZUnhp6RklPyV76/+aX73u3ed0KLflNa9xrf8o5Z3SZtfGZP/rJyOUnmIWh8EUwl6+YofpWn5wKEgNNgGCCy4erE4c3O9x6fP6Tj2KYdJ7foOrNV99mtusy8ucOMlmgd8cu0ll1w2wkdl259u1pz6laGwrMN3Aa6xA1UQtEUoKlIVMaY1BzwZK6Yv+X1O+f26jy9TfuZbdpMaj5gdqfRqx7aE/74jHJAMVyylqrrcNpgoWArWZgMcAj2WS2lBMu++Xjnm/e936f7uBZdJrToOK7pgBkd3t7w+PbCZWVGUtxyY1i4DCG7Te68cuncdB8i5QXzNr2n6vbsCS14a+WIfpPbdJjQrM2kZp2ntx6xaMjCfWOyKjeLeAw0lHMB1gIywcJVv3lMFQaHMQz/scJ9uzd/su6L2UczdlraEVPJ5uYTOZ1nXShcoIFhtEy/JnlOlO89VrpPgTVgSN9u2eBYdTUev+eLvTvnHcnZxOo/YpOCnvAwP5wgiuGCWNqNjxZPRwPCZWlSeNknrw67rcX0SU9kBDcK0pxrsrQcZpk6zq2M3PqCu7G4IO8MqTYAqIV5md9PHX//I/e327huGjwDbmVRBTWUA0YMLjhdNzyIu4ehXFRMP/x+4d1GGI9hZjgLRJhKXmZ457i3n2z0199f1eiv7818qqbShbupUlBjuWxYNio1czzpagS5AqgDPrML87Zs/GbSd+unFOZtElTKlgpe0wCoeJZIcrar/8sxV07GuqO5W5nnrGOQRX1Z4bAS8jlW5ybol28/F1C5XqVFJDUs4z3hYtR5rPK9unNF/cLnSka0Lux6yfEeVxT2uerIyA6nFj5f7/3MqANssFIPIIc0BYZDS9a0ZF13wngpUkiNp3PTJEuN+GI566vcy8yTe0Fndd3DE2kMwIN95Lhf7HAIW2qGkQibUhDCpEYh7mHKDb08D3e4lmyWv52Y/UzP5CHXOEe0yJh4z6m9HxpnDonVggyWzatzmokUS3OYPLgRYMbtdEDTHxwfeIWssQ7xomToqk9Wya2JBBXOwMLR3z09qHj9DLNsrxkNavEMVc5V5ExIlS6BQItAMXoCqQJZBLHm7tKgLIdlI1uysmQtqPIUFL8Kd4TLFTDotOmgNbLhlg2SZnZAAluKKEqmDgKaAGqG6nO3HvN9oVXut0yfoTl0JRWqzp05UAl4OfQz+DiGLjWeoqOB30BSMeD4F3eeiJWeeCp8DjBXEZaBKxDQY7hGhIzOm+L/lobRQzv3O3cbi1iTIK8cB9bP82gxB98Ls2mFMey5R9fnl34nWQHNgMZifsX6JRkt7iNKKTFKKWyQnEbCbYTikkfFlbi5FY4mUhzhJXO+eOLJmf2eerf/5/vGl9fvVeFBg1FJYIEuroDSjgAaI8ywTfhUyctkQitDtwK5xzes3PfOqPmDBk5s3X1iy/ZjmvaZ1PaNrx7anbe8goUjxOswoYyVTFR4A8x6xUh6DdgjK1QdO7T+8MwRc/q0euP6tuOadJ7UrOfUFn1ntO4zo023qS3bTWractwNrd76+y1j2i75/s0qORn2SwP4kV5AbHyq7JHUNAkAb78jXgpDpHkLj29esXf800vv7j+7a5vJLVpOaNpjSuvnl9/9rffd4/V7uM+Hssr1P55kJwCVAsm19vDRM1u+TJ7y4vJhvSe1aje+afspLbpMb/PEV/d+HZybf2arxD2FInCNd0Hj4WLM55RlpwpXzPJLutOZu2Lm2ifve7cXBqTdhGadJrW6bW6vqVteOHzk88roAWaN8Qi5NB6Q8r8BUDGMrLoAO67F/GptWK4JafVwXtNZ2l5j1RRgEvOoQeN0lrrV4fcT7Vjnz9TTNDVV05wG5FOPaCx6A9HCv3IIYKxpRYcSCESZb2h4KAatoTUAKlXVn7x/4XffTCk9us1QMkwtg2dQcnkV3jkdTWbM0bP08BcGir1EOBWImF1dediTsmzf9rkFORsNlmESm4mFlSMeo0uQeYC6ytJI4ohoYRg17mnUJAc393NPHdwFsIKC7Iytb79+X5dOTcePvuf0iRR8ossYihwjHtbjuEOAQTLCJHMj4NDDP5OjybG6g3XV++RoCsjoubE9703x4nQpcDGMgKC5eFYWQ8oavVWxvuMWtXzxLXuUfi3t5wIqeVg8zEijydKO5KaZG+XFbx25t0NGx8uKelxVdkfTI8/1OvX5G1b+Jib7AE0TmVYsy6pL5+5GhUdqm0aKrqXKmjum+RN6hmrkWmaBZeRriYAcTSXnsNERfIUkBmQLP8MGj2HhKZ4a/DtuJgkbcb8RFbk8sGtxB7Ol4OMXbSr66g3H24Mz5j2hpH3JLSXwldR0fFfHrMfSeF43T2URG+yYsQkMsxvtowUh42FnaVwJg3BoYZbfA5sEEld5i7Yt8n30yplDS63TyeBDrKRvhGN6UFJ9Cowg7JfYnwdJMinrgLeIooaicW8iETBAg/SwnPAkYjC+kFE+i/ySVREwtvAK7aR5HowVNUN1VmbcyFW1PDORa8WzRJQpqMtpqgxfRBylxKipW5VdCuM8AKoAtQLOMoCKKcQhwg94GBDCZK0vqoo4hA6YwRRZ5hiHmFGMy86f4v+Odg5QgZ32JwB1+xPRuFzEJCNxGSdCNMaBAb10tkRYwh4x8S/oIa4UDjW+DpOEQcMs8KQgvDjmkQQ9aBr+nIK1a7eO27x/xpFj3+lMqYWLxkQMmB4m/ZKC4IaYAm6oNZWwSL0WNzd9J+p3r0uZ/uyCW4dM69hrUtvuo5vfP6v316mzyqIHBaBCVDw8uQWoDAvFNEtOATgHAKwmnrLHt2DsypEPftT/gUWD7/moz5AZ7QdMbTN0Vqfb5nS588NewxcOfOjjIa99Mmxj0szqRLJpBjVVrApzKRT+uAhXcGWEyed8fbysAfOadrr+4Na0j978bOQdc3t3mdym/djmQ2d1n7np+dyTm4SvQMavx7xaFAzex5okIE/QU6Cy5T8TO7A3svCt1Q8Nntety4w2bcY37zSm+cj3By7bNS7v5PcawFsHWWHhG6PepdU5uEhm+JjBILswILqVllO2btn3r496f9Atkzv0ndK+++S2GJkJa5/KPbXZ3lwk1uHgITXM7G+5iZxHE9PKnEG6nirMTpA8nglZUFg3zI7BUvjEJHrhSrqp5JpSriFlG2qEBTSY+A3IZJYi2ZsZEWl0FBUN9BQqLDzLHx6K38//k434BPgkr1DhGGXBXZbrHaztB12m6wMvGRCIe4rr6S4L9dfCsAOksGhM54ZIOI0EDQK8WO5gZrXIoBZzo8FuaPE0pS6VcSCD5kLEV3Fbm/u6LZMV8+trUrMyvt2xbZ4zeXmiDo4CnAOQ9RxTyjTiIWAqrDGT46ihkAGQe6cmOywDqGwXoIBsQKl/Aor4kw2CB0/O1IHEfjhk8KG54VULkMfHnYIGgFuf/8Vfvv1MQIWxC9AEx5iabwh/1irZKa+dkflIL1efazPualX6zl11u2drxzdbscNCFDIsKcuKZ1r1rEHIJHvVpckpqpKq6W5glaZB7EDFsk0tX9eyJDWgmn7dBJd1WBKwEL55yIiF1Ch4XkTXs0wzSzfCZF0cdNgaO2fYL86f4iKQUX84UbCh1v9ZAoiOJ0Z9Vk2aGQ8qcjAq+xKwoZBg3Jb5vWmi4XfRyH7oFdK4o8U9ZhS4zmU2SmGMBw9JlQfj5bv0yoPc90IbSvTSIaxmEMaaB7BAAyHWVAk/c5SiIMEhHUDIs4ipPIYR4rGm0AT0QYYFj3BxnjiBZ/FAREtzaronYfpjVnqdll4LgsuEwByy8wQfF9PTalWHWFAkzDBPVROn3bECnAiiMp+lQSfBwAx4nfBGWYvKzcxh+9SI+hRRbDkkkl9+It//DY0v29BgrBlcOv+hUHXoDH6Biwav1r6ATi4DU2IfkZissxc3kFQ2vibzKVRQOnApDytBGhFm4da7OD5GWIm5Kir21NYeUqHezHpNE+EBEXIwwiK2gcH3WnEeGQvXjSccwPMDTAIbLN+Z+KEDuUvGffXw3RO73DO+65SVjznzvorpXtMUnj7wHp20C5+iq2QqIeKfxN2lFZV70o+uTiv+Mrn488+dk59fevvAMc2HjG/11MdDViSP95xYHS5bl1O0rqJiFwsjwB/CTZialMZlMAASBFULwppoEEU+i2vqlC4rUp9wOXK/mLXhhWEze/V8s8XTi4ftzltaoyQz9I2xisO/JFfgGbRmEHrKE0K4zIYeeusSSa7jX0/d+eIts7v2GN+qz/hWA0a3GvX+0B3+j6vih0j6MSCyz+TJYuyGaYYNPQD2zFVSK6Ab7mMVW7enznl7wd1DR7fpM6Fd74ntJ657prh2t2XBans0sP+fWszfaCMkGBqcCQfkk5FS+PFWSFdS5dh+A6Otu1iCO5EKSoeLoWVmArqcY8Zz9ViWqWYSzxiDAR64MBeME2jQUB6Wx53Z0FaBxAJ+zjYMPqbeTrKzGwVVpIsDJhleoqYzqg83OuEkAjH9QpzBJxw7KjUEG4oAFz+Gntul+fF12DFRPRj3JKllWEiJOqU6h64yrKoDVkV0R7BnTD38AI/BR8B7QOdhXjxKwqWpfknySlEPCC6zN2CfE2TtrL7E9aOQFndrUeI9nsU8Axh5VqqBBJ59o5+Kh7CWaPZJgkB6vJ3ho2fJndY87pOQD0tFQDn/i798+9khX0YhfJg5biqH8wJ3pt4lp3+bs/Blz+i78uc/X3d4sVV9wLIw8U4wpwR5G8wiU08NCWoJSIBlZ21CelUQU2CYFNJiQTWRrqmZmh7RMHO6yzAOm1oyvCRdhrVK1+IRTc4wwEpJsJymwawwuE7CRhOWdNxEAnRFBPESnM9mPPC1Yy4ouabA0fapzGqLmIkgAzWUdWZmqrJXgTkGy2QtQwAkRBavKQw3sVawWDqDEE2xNEJ2ItxwPIU5KUCpgGH4mFHCUfKTmttGmf/lBn+NmwrgkLqJo1xpgOlE34CmGcKrhVuHR4CeplpMH+fRgxo3aAYSPKKVhQLgzCqyG0MqaWkJFg0ImhI32JCVcuHNrjwFPGCxAnoSlD+/oeJbHonF+sWmW+gqrHbMA/KhxZz44nmLNz+a6H9t+wFByQ6Jqef+5E/hvHNMxBo2xhDWR+cMgm+Ba4qJIO3mhJLZY37xOVcBcDewbTpJwFTIBo0RvhgVWzMxCyS4XIC0rHTdCiu6XwX5g+1jKELcFk+nA8QMMrrwoAIgqYyle0xufQaEpNdbbtfRLxauf+WTNS+5Iytq4i4TdyP5AJCHTSOdVABdEofMwxjROYBhwm3pa4MXBqKW83DpyjfXPNhjdNN+41q+vHzY4fwlXKCCLJF0MqeJ8In5Ev6QnTxM9wj6Ijqsw1XHiLHsuABaK0vWfaHSb7/YO/nd1c99kzz7mHSQUX0AM9dHMD4hXQ4mJI/MdHEMkTBkhG0PLpMtT3rFxk+Txj62cOjAiW0GjW/7+vIHUo+siisiU5eTIsJ3FFGMNlwH1oCEQ6aCmVEFQrX1B1ODi2d98cTdk7q9sHLEnqMrazWmaHIBFVTDnikx9b/lJjY1qAwIsfAF1A2qChdHdmqJZFYGhXuqwwZ6iE+AAfg9XHbJtORMOjRQSY3qbEkg+l4ambiLS9TQU6YLOOmsALoIqLb24ScEGONvNxt7bPXkjGDq4a8ISgp4pnAaADzhvuAOdJ3hQdp01lYl0lCx7kj0ZcMNaXUbbBeblnArcTfrkIjroT6gqlAE8TuhHayRSxj83KPKLogBl1StdPq+tJ/sOT0DpmXgtlAloAMw2MkKOcAIbiIIa0qYZ1XR/RXv+EOzx5l9ppiJOvDCJoOnMs1NvCxTX1nTn0VUcAdhMX417eevofoacsnsg3tgkrSAWu88lf5NafKnNdkbiCJwhJkWAWV2xUVyr1in9KsaY6T4KUrV2MwDdh8jGFAlnywBkOBbRTCREFldTTF1l6pyJVXXYL/SjUTY4Hl7KZaSYmopBi7QGCDlxGsRU04XNTAzTSPbUDN0JQijpsUdpuHRLdyEE0wxhT3CtBHF8Tu8MAGosDtqmmQwDUTmbgoRPBGRB4bvIVIQQXxItw4q5NN5FqxYmsKfPOGVBS645KDwYBaubcT9oqYxRRZyDO9e1T2g3YrkADVkGgJDeegGBChEWYGHyGgnYEYUacLYQk+I4hjJEIw7/A/N8iV0t5xwQHPEUal4ZX5RUDqXwYg3Q80kbTE8miVyyEpVr8yy+17V8hoGJVWPOvQ4vGOmEoDVMagiHIsGhPvvaXgXqhx+J0nCSxFEhXaJXzBKwEtxGQQMbgH9D9gO/M7VIA8HxxB1aDk1NC58TWIqeu7jubZMrA0AlsyEm7Uk4VIQDChmdL31oKz5ZLgUPFGZtI9GR3hatEeQCnyRDb4wDyfnUjT8P9wcSKanaaZfsXxHj32Xf2SdFEvlEZVwmRMs46ACPoHl4obMrIaLTXFya5B/7ufB20FyvHVqyv6iz5774r7Wr/2t8+hmzy4ftjdzkarBJqKH3OjCSA9GAMrFAeF72a46DLHtRmDo6AyJUWoYECuiWv5T1fuPlH1fXrFLErvyKd6QbfBsOQCXKyGlSTB2IEZ4EOY6YZ+3xR1KgPPj8X0bXXPGLX9w8heP7Qx+UpFIBsCbQF/MAl2xgI4RwDACoXFP+GSSW7HPQBT1CyHVGUe+WbF59K7wojorTWeWFjrJqpANrs/Z2f/NNsbAuKHczDS1LD0WEatOIjeVcVSIDcQSDjqRgKYpjtnn6hI3mAIYEg5DSjblFCo1iBr842gqLAklHLJNYLNBSyCE0ALqBe0AgYdYhYZ/UVmETw8hIYdxaTEesAgH3a4YClGxgY290kIgjugMSz3Am2QlHCgCph5kmmgtlkiJZDQjtN5gI+SmVD0GXW2qI3AdfbD9V0qdH7xTxJBCgGRYGxgoKhFkFffUgZ0phnTIkg/jffEIeLGmnq7H/Xo9DGDEMnPIXwmHttbjTe2GT+CxCRcZ1owBQm59JjOWHKLEsUBlfKiniypg4nr8+atpP3sNlYoNgIQ02C4GRjwA9xk8kuEyAAlem5fhX7gGjgbwyQvHVtU8LKLNUzBtfsAlKzGOXJ9XRKlYjWsVECM/2L3G9JCQboRVLaioPLdc5WEOAsZESpuhCdMg/hTmVdyQ4k6DyCUBUk+XTiTz6Nzn4zIUpwm4soEwIQrZ43GQJFaKAbR4WRmYuZow/cLv48Zq2E03rCpwlPItkpV4TCk3FYhVT1go20jB6tEV8OtgKuhJnNttufSFIYJ9YbE3vL4rITlkxWWYHBbdXjMjmEEuSVAEbaLHatefo4bAqEWpMIaBUcKwoOdcJGN4kNbWyyOimPhAL5LjaQ+CDJcwoPE+7CdcE8Nw6HqKZjhk1SHB2TQiqpauKhm6mgXnscEntdXyHxoN/X+t/fAtOi6i2XdQfJgOricBZswA/RW+tUcEujkdZKiYCyiw4YelUEVBfDrFCacSB2UHgcP96QD9hw3eDAObDC5B2zE+0DqqH3gqzxqCzwEwPtcx8UZiEr2qxnAxg8OEDY7q2TEUYRVItUSJZaAP9yextvUfA8XnqqK+sQaaQiHEXMMzAP/gdkA6ZOg2xEz31WvOlKJV49aOumVC5zum9Rj79RNJuZ/FbEDlOIjtQMw6xu+4M5e46E6RQNsWRBgRYXkpCRxGLtITbu3P0RKQHHSeB1IaUTADrqXhv7yAK82wfXRNMD6YBX4Rb20EpLgzK3N1RvqqutrDCm8bNA14WryG4mSP2HmN6nnuT9hZKU2OOuBbiL4J+TnXzl32G25wquBVhAwt31BzjDiLO9LZErut6D0wqZtKCkxifSggk4RrMNSgXFwLYPjEXlKhdjSAEyUKOo5JEbPJB2G6bVAk/kHqhGfGQA76IOaOVg6D3NBY7jvhUOOpMFlQKEwrRQI9oRMDUwzARqMvLvL/YY4Y2zgb7IXNtOXEi0ZNocCzDw28mVEraB8ug5xQ0gQfzaDrj7vBJZVxTarARbxgkAtMXKg6bBlJpnZAl5L4ODXHVHKNeLoZZ3gDkkZOJaKSQlw5OALvhXdikxCMYQLuS5rJAl4wR2DzIAkuC9QFr4nuwRJyQH5d7V/AUIE35FtcrCZaYD6YIa1mMPMN3pkchuXiLj063YRVzCLAgyaPM8TQhFB+GibcDQZI072SScMES8qlTRhEQAjk0siAm6NEPYl6l25w9ZHmGAaUkQROueiAaMQDijVFuaEJ0wYQkkFznabl1XgcmEuTUs2EU4gX5EBYcNElSKSmkUcyjg0xirutepcVdZkgMVwJYMYabbEdR4Utg0XjNLuMWCoExYIQGMAwv2YXthbcyLa8FAXGe90mCCLQQlQwBqKId2eZeI4qKGNDXjHJMUaJCAeCEuMmfVni6aEw6CZGAHoIEhazV3B94oxut6Y4tZjDwodgZqyzgUfTpQDAgO2xjjl4LV6cQI6pAXHHSwVhIIxowEykC34M9RNWG8OCR0PhadAxtsJuCrD8rzRbSMR9zjb7T9wEQ030EiX6bNXCOINs2WstmAXhDsM6UKmANFwEgpKTqmIqRWuAT7tx3s8KAP4U5w75FFZjhl9iB4r9RtTDxEXiNKyS/YINXSIPFo3dhqIKdRWBL8wdvk5aRmOkwk/y6fg6F8DEnArrYz8XWgA0xU/+iW5jOpghSYHHRDOWCz/MDMiyq7By+/7I0jVJM79OmrEnuKiocqfGd8Qrg3YwHMIRwLDAOAots1GQk0JrKNq58cT1HCvhCpgioA2bbq+fCVliw7/IxYXVJkFhwINxEYwqmphT+7tSbWqiNpU3MUIQGPBL3Bb/JRL/J41ygm4EaW25tmd/cl77yfW/yYZRChhaQEmkqTEnfSYOnVuNJynxJENLNbUUXUqm3YdvRI5Bi6TFU9VYsmBXTlMVZ6rAzoChqj6VeR6g75wCziwHyn4QhUfoPhNwDKAabkXZgEgwqEuFxfXMMKBSwKQIgIHYc6YYQiM3oDrwizygyaMx9VIkVRGM0dBDSCmtCjEMeMalAShImh7D58JgUo9geWBaISoQA1ohjU8BpubAvHM1DdCoJIsygT5AvkFrg/u4TCnFVA6barJYhoNtiehAUwW0Et6hh0UwMBogM+gGI0xcrjISYWYCskFE4U+QOqMDuEDEseHwMf9LlVKVBJ02BrShfT/Mzq+i/QsAFRYEwIOfAnuE+Y6LNCW4ckzACSmaX4X1BwhBkmJOGnrbOsMoCB5gqxzNJQsacIcMy0QwmoFrgKlMmxSLl0wV0WNenlAvEjKJH6ywxSqXrISA0YeI2B3j4i6bwHi/8Pi4WwDQrkouZu6wnLpIusMjcD2MizDx+AkLoippEgDVgOjj6+Jc8VoXf1LaaN1wDa0SxRHOKVGQkgH3MMEof8N+xLifR/lrEQPcCFICYmQQ8zTZqTWwWEAL5K+hzhy9XZZ394neUty58EBHgVktFtQPugQOpHsURax3QqmgQriVncNCNozrMSxe9EEMl4+0mEQHMwVA9XMdjrE+uAjUH7Iu/IzCa8HUiG7gelpGwXLwUvbUCExlH3Afji0Hmc02tf/Y7P+KiWhotLCiiT/5LzwC/ZFcDBvQG6NHTCOFMYGc4Fli7hg3g4RA4W3HWawmijvYmIohYhNTj6+cbSSLcMv8Ck98C/Lt4FswUBnggYvcVeyzV5EJQuySLTls/N1+a0wxpoxBMKakGTE3pQV9Vn0KpIjQK2TjPECF6YGLQMtFoilcPUiXGdAMnnauAFktOPVBPe5K1KdEY6m1sdSq+sM1dYcUXKYHwdqZQAs3ywpypVNwAiasYaxMfvEsoArdEQYFctVAR9hVP0UaJpW0lR5Jg5mGYOMVGiCWfBeiy8+pRPi6GNKGieOqP2PCVhj2Wk14lBj8D8GK7Hn8Z02M2H/WfnL9b7RRx73U33gK2aGJAUxV4wc11WGagC6HkUjhIds8Z5uH84NO6ZIDXjuplS7K6cnwZV2YSoiWyjOGXfTMzBAhhG49zRFDGhKhF66YqKnrFPVkIHgOPZGMm/NbmEc9Qt/XJgzkdoAlohpFwjZ31AtaD0N16QAwHTYn1ZAPG3IK78m9c9zPg69zdZz3CcFecb8fqCHmnchHkwixF04tCEx6Yf7332+YjlZRvs+y8hmuA2oaKYyKMRoEmsv7MHuAThttFHqI+4uSFEH4l6zLyEdDSQG6GBloStCMpxuxiAVMZV499BQ+RAr9EmhowqtG4XMHdCUcr3Mk6pJVWm/mz/90dn4F7V8Q8qXac84EoIrhYzpGIqQrIUUPSXpI1qnnlEXoVczNhFgYODSiKRQVfgfuQzMEECWOih0gwgeHCRCSgT/jHqvOQVABmMFVAVOJOdSEk5hKk4puYBrQaBfYsQZLZ3eS0KswhwJiIRYJ6j3wxeg6aSFVC6hwxmGP7PU53IRJjD7ZNpqgnjBbMdFh4iIkTFgu0BFQQxomvBcDawAzru/SLJKYMh8hAU6QbuqZKvwA0ALc1uBJoszChaBD2vBqeE1gWB1+YihAark0xeguOC5T1Um+bVpPc4/PYWfhu4Dgkswx/swR4ykfXLdjTEkB2MN1jXC/hxKE8SXRweOA5fB+YFUZwIyw+lIsbMUYxRLGN01kl2DEuAYssPPHRhB/ikZkPfsve7T/sf3wrX/SSI/QmG0E3UD//Xgv/K4qeB3678xLhM6QFAq/FePPKYATgIG1ZaPhWWLq7d/PB1RCZsL0y0YALh2dPDoWEEIYMoilT1JF9SudYyLQFC/1w9fpkuOnYJN0g/AIifPLALJ4HEEOWEWG+lNAtZsNqHBl2Fs9CMGIS24JLyt4LcUGXg4sgkkiKAaWr6AkPJLklkGUGegmt4Y0wreDJ8SVJGqQ/SwMCx5N5o37c8ULnTHDEA814WbSMkRFDxCAGR6kbED8tDqYchFFZCCRyohu6HG3xkJIYmbhjaFjeCk71VnxqVGXEhX7EwS1/c+auMN/1n5y/W+08V2Ac/QF6aMIqaAHrIOrpbNOJGYEpp+etKB9pFD8hXaD2YKAB2o94xb2liRgJ3dbpjG4CoPAVEfySzabGkKWRDY1AJUrNTwRmTFedoPmERMqYrBo8D7PJiJhouk8CUcft6IJNekKAEd5NBuMRsJTfSa5vHTfqdJ9sTOpegIzzmgivH/uXI+liR01In0J0gg7A8PLIzhzMkLfvPXarf16XfnpgldrTuOCkGXC70zWlcPEbxkeMIxzuqXlmLgbNI5oKmKzkHZSTN/pk7uLj3xbW7nLkEBhD3PnpAyNyOChZFIm91VC/XXc+TAwlUcC0JyGT5YePLxv6eZvZ+VlbSI/tjKIOLSNP56gX7r9bEClQRE8kpQC0w+3WiweEE2DkhGQgSLk7CLKJICT9gv+FB0imKqQBgwQyIf/wsYlDB+uZ4CUS4/MaaR1wP3JBbkNRjXSEiorzDEGIva8MxbHQAHuGRI2SHQM/YHNsnsFnDb8cd1bJ7sU2kGm9ZJGJ4K6EkjogYQVUmF5oR6wTdABHYIVFJm0fB0dkkqUCuoa05K5y4V5kgzKUWEgKLinlJaoT62LOTT6cRG8lMAtQBoXz9V6l8gc4WEj7DnxD8JHh5Rax/L96D9cMx6TLssu7v+zwkRQvAtujneHeSWEC7cR+CqQXlfSFDgKus8wRWoPBTFiEJUj8OZEqh6hV+cyMCPMjD1yqIGmGVYUgxAx5YiqBkF5VdNtmKmmfoiBGsnBcaMtONfsuf6nxhH9PL/95L//QYNlx+zQy2byPTMPdZ9p+hOSoy6WAqeEezMAtwkgvfAMAKVsGGfYCJGMYAdgOS+MKIjncq7ZCGZMTQJqJmALuG4UFofL2l4Rk04Vzcv1e7qAZ7/CV8aM0KPnQruI0zKQRdIAAgc8I1UldKF7GAR8iBexAVUIMGVYDEXDO/JfkEwiH0kD4w12P0VYgiglGCRhUtwK4EdmKdZB0Bj/4IvwTxGIJkvgJ/iWWIjCQxnYaOieQMqz+oL7E1CJplA93JxgCZcUxl0XYCkcI36If1Fs+EZ8KXQD/8VPMUGMG/M1zwrA//WNqRWs+gS3PqhDcercrFbP/BrIWAZrfMbDFtRKyTS1DAacuNADu8QLtJif+zIxd3CwEk5NYvVsZmJD/uNOQTqFVPBB+MnGABv3mvukuFOOOw3400xQZ7Vk1utgGoGn5vS+2sq9Wgx4DIiF2LDaEZGMq7ZiM0Xcx08gjbRUQgDMTFNNdyQvnzPr8U8+fCEvY7NpFlpGjpHgxfguLhYhH6iDmwDPuAVsIJ6bVVfl/nzFuPatLuvS7qrPl0yJ17DqAgumAumZnQ4rGtBjAlNZukd4FQR1eKhwHzOi1a5VK8e8+dLgQ3vma3F8xcGNDLQqcAiyRMtgtzUP0FRLHFTlw6TvxpEM/6Y3X7ynf4+/r1w6kVUMWXU8VQPdZz9/mKBfvP0rABVKbjehkDBwTErSghrhB/wAlihgSB45lpoAnoGicT8JgQpTyzyjBOgdMIPkT9aDMRP2PcSCR0AjplaLhXoCNixdmmn5FMubsNJky8foGRxDfJdbWinHFg+AFJ47Z4jGUXA7GkfV8OErkg648ioxL0McMNOEPa9hhjQDpJPMgznZlDzIIgwW/CZcIELH8PH1oELa6gOgkiLD/Ye1Bc7ZNURktyy5wC3EHq90vJcAgAATgkABY+CjGByCKBERRhzenMBFEgsjoioBBd4Dxgq4bvAcVnrBsIlQsHiaVecSq8joCWwuYQYYL7YDolcBhiUVLzQK92QAx8yCtmhxnxR1KpLT0IHfjPlwuYLIAUXFf8NSPCgpId3M0K104IdSsaMkeW65Y55ZtVusr2B8MAgYTGFb0Wxri2Yb3P+84Vt2O/uJDSQ09PZ/cWe8AtQMFoqbplwYQMPwa1pIkr2nqg8EslblHd2AqcFgQlpEN/CT2bZ2zirtxU8BlSMspp6iCOTDKHHLpgiENOAx5l2iWbSTy0RMRQAqUMcGVMbZuHau6mlc9cQ0RTH4GDpG1UygF6YDnceAMMSCkRGvcxZQf/S++AVXQpDsK2lZ4L8zbRLzxcAs7RRjreIrwjPDT/s+wGCIIgN3DNiyCZeUcRo+C76gj4H6ehHsgRLF09Racbo4zCWXMEXsWsyUWEN1U/wEN6VC0TflPDIkAwjnSgcXrvihCO02gCg+YZcCfGUMTkM//29uGFUih9inR6sCF4dTQ4KYzZOCgKzCxREulPCY+V9AYCYbV3O45qJwz55XxU9QQPrWFEg0fosWiR4/HXEpzEr3enbNaWcksNadsqIwf4em4FYlokB8rmUVSDHP8iUvThp3+8E98xJ1TrBkgYh2xoatI5CHdD0RUOtBFWByw9w+a6C3RYcOrHjkwS53DL1p/+7FlnXS0rJJLkUQSDiLwn7aiykQJO5MjRgyixcW5Ox++7WHrr3iwg4tb1r56exYDSxeIbRYjYPpOkE8DCUdmGpgKDg+EComguChhpK1d9sn/bs3aX79X9evmgPXnwtqZKjgozTIrN0YF5sYOXpOQ0k2jFSGu42cqhPexR9OuPnvlz754NC8rF3MUdXh8pLE/8M0/ZLtXxDyZXCMDr4wLsw1FSQV2EC1FyYMrJGEwCXpbsXya5ZflPLBPEF7g4yL2k0KakpYUcOqipljeUIRiycR1FS3pgNNMejumtLvT+SvS9QnMaMV2MlzoQOsYQtATQC9cCtYHy4eGJooccAGw8E8F5geTfZzoxX5onDxqg8l8jaquRut0wdIR3T6+ALC0XPgdID3Z1IPpCQI2FP5dgLqAKvAUZA/3WOYaRpwS4cuOeQTO5W6ZAbNYi7GtyGdGAfCs0jx5Z0xVrBoaeg/nqhrPlXxyopXASEzAnQ/NU997rfHU5aqBdvEsV+4Lcx3yEyEjUTIkEK6AgLKndciGR0+L16NEdRY2c4zmeuVYweAHCxFK3lUxcVeMYSOnogwo4Ruh2QtFNcCEp4FPZe8eta3FWsnBF8bnP327Ylt75vH97HDwv7SsNreEvr/D1P/TxtssRCGc5/8FFAFWpsxtxFNpdLqAUlyKuiqlVUdS912+P0ZSx5e+M3LvqOr67jNKazD7rA/GASfWU/f4seA2hDtFze3AVUMNZFJYIMZ4eYWQrj4kJaxIWfkB4bKJgBVbGoCoHKPHe5JwcYYBrmDC+AEs4V5JEaefUc+5Ww7+77AeLhoXLQW4RkxFJQBYhVQihXUhNuOP21UptAS7BvurAY1rtSmca0EwoZ72lhuPxHXAE1Z3QJ3C/LtZL8WhVQDHem/4nohw+Jl8VDyAziF0CafIXZEMJhhcKsuNyNRL8hdSIvFF+kKnANUKCC38P7/ARUNViXNMj0iAAsQzROHqIRqKg/mZ2/wu1YcL97OXcvw5OIOPZ5CC2P6Tx7bnp+ztvLUXlFWHtejEQt1NZQZXPP1Z5Ndhz8jE4WAYaYAh8wKFjRXyjB1gHR+xLd++uQn7x/W+9lR934w5+31az9wpq7Pz02KRwuOFacOv7N925v//OWKsbFqePNHYB8EoEIaaXiB6BAJwA9Tr4FeDeiOPpxOj2x77KG+TW648IsV0yzruKXnmwmWyOekS1xrIzeF3QAbhvDI4A+A4UJLP+J1b3zhmQcaX86T4zq1+vvKxVPKS8A109WEW0s46EPoERaugUJhBBRgnpsjZuafLHG++sy9F//bBYN6dXElbaRnoMFvcIujP13EXfgTYLegtvAD0A2SAXujc4llHtu+cWW7ptc3uf7qBe+/HYVh5KZtW3/Pn6NfuP0LkpKAK0zXxp8NdkE4R4zZitxIiAgXDCBbXFeHZTdJm8hLqPBABSkgdvuKmC35nFjew9TSQeP+DV11S6ZTsXB9ipaxtnDJG+H3nz6dtEA/sYcgAevQ4JThu2cBFd8CmtIsMouHphbGiLUDIWFM7uA0JA5rZ3ZXpy4smv/08QUvJBzLrFgqJk/TxG4c2jUAatCKAlMFsgpYZYP0kwzB2AHmiaY8swX+VNm22qT5R9eMOe1aatWniJVIewuNl/l4xH48lHaT0TwYcZMpvnLCKSWcOmQdbAwWvHa/Evmi8JPn/a/dcWrhW3poPW2ZGTGMLE2KaHU+A8iqZVLluKuVoK7roCkpSun2onVT/bMeK/tmupK3ldbZgg7AknK5hTdBBzBQoDKqVzED5PdWwKg5pLpW1Hz4Qt7DPXL63VDY/8bjr96luL6CpSYMQKZpUm2oAIbRUxG3wuv/SAx+1OzrbdMvPoFsnIt2ci7su+Enl3y4/qdrQUl1K6YvqqU5sla+NW/Yna+3um9S5zErH9yXt+yEnBznCT/wtdEZgUCAHM6y4E/Ce6MD12DxOTVER6Z4gCJ4JclRU5dUW39IUUXeIF0Z4RLxeoGmP264gOQDUs0FJMwdSwCqkGETiI7nCpoI8cB4Qnr5Lmeb/eKi2YDKYxUIitzM0ABIRsCkLc6gAcW7QCx5ZIL9RhgxzBGkFBLrF8sfXkVUvOKwQ3gwnoBPCtLZJVgjLJJOWa1GGMqwKioTCYcPhpVuFgVezKMh+zRutBW5qQJNOWICWdlEnIMcF73C3fAWZ/GYXaKqnvem/1c2EYCFOxuM1qWdqXCcLE8uzN/jOPTlskVj3njxtpdG9T24dxEPVDFyVBYsg8Tm6FJg1cqxLz435IP3XtyzY2lu5p4T5e6amnRVLag+7V6ycHSLGxtNHvukDnU2MuFyCf7AGhqiyH66ZeaZco7n8JcvP3d3sxuuaXTFJVdf9udm1180qG+H1199es2Xi1cu/bBj66ZD+ndwJa9RY9mmWWiwtjn5sYB/TKVHB8gZgkbrvnh98pnKfcfK9mZm7vzyy7mDB3b+60V/mj3tNTmeZRqF3Nyi8mwZKgLPbnOLsqx8F4YMrQJDPxr0ff/CcyMaX/HXTm2b3z6oa5tmjXp3vu6bL6fpehZ9VqAvTCv0DgRGEFNweh0E1MqU6oKb1sxv1+zGFjdc8+WyOTWn0k2z3FJBqYEIAFSn2FNrCzl4eabJxdQQ471KqOq07/Deta8++/A1l18EFL99cIdwYL1h8IKzWv9raf8KQD3bbHRsaIAfGgiOkaI6VdVhYV5PJ6uBdWrmRhHfwKB7GQ1OeDQFyIQ7QI1hUESGcIwnq4hi3G5TSzVMh1m7V09ddHLawznDO4fu6Zg57t661CUW+Y3TMHwq04ggRni0MPqMD7vEUWhkqBQsmAaYJDTaFwCkyzq1++T2GZnvDI3c1zIwrMWx+c9ZR7dACkkZJRc3cuB1YLXJUEM8RSd6zojbkR+eTmNaQoDOHLJyN9eunRp8aUDyw+1LPhplZa5h6XmwKzlVkZy0iXgoBoSpMVAYYazNIBmq5DIgvhYcQ59Vti2x/92jM+/JeLBd5pDm6cO7nPl6slV9CDadkWq6JqzmpcS8KisVwEVwoCeW4jCyVhd/PMr3aCfXfW29Lw2p3DjbOnVACDdVAqDF11cB6jSyovYvxdeq3F+zdU75O8NK7+1Y3P+m4l7X5fe5tuDZAfFDy6w6F4wvCE0DptpNBGkFxRHjifYP8sBm/+vsBZAQW0jsX9D4OUERNyHJVmUvXArF8IKJFlXuWrlt7EMTevZ59aZeY5sOmtLm2U9v+8b3bqm6X7K8Bsuo2ub+rN9mk1Ty1B8DKhvrFciGK3h09Zc7x6/dP62wdrdmhbi/mYF3XIAOCARlXEt07Gzn6R0yJMtdyLLhLT29K7NofdmZXXHVJfwe+G2klYC9c8J/9r1sXMSt2Ddd8akMLHPtn80M1Gvu47GkU3VJCrsnnDOgI68XfAJygkeLLBKVWcFwCgWS4RqgGkRIF9SWvo7IQrLCVbWHsvLXHS3fElM5gLLma7izGeY2BsB/w/QxwKvGXQzwGkGW2o85dXxuRnSRFo5HQ0q5YIye2Ct5BFH0ipEA/oJP/i9vGAotu7oykLR/9cKPxr7y3L23DurQsU3zJn9rfPONfxl5T9fkfZ9bRpEhZ2mJsMmwanF9le+lZ4dffNEfrm58WYc2Nw4d2OWpx4Z/MHfCoYMb9+366rmnbr/h2j9+MOdlghkPOIuIyYW9gix5mViOkdezak67fc5vvlg+Y9zoJ4bd2rnFjZdedOHvLrvsry2a33jTjTf8+U9/enbUg1WVeGKhLmdqcphUGMRUUEw76iCWOTPKCvfs3jb/g7nPPfvM0L592jZp8reLLvr3P//p96+9PDIva5ciZVtGrqGEyCxBTBmGdbNOluHnZnfgpZEfCW197ukRl15y0c1Nr1q+eGpGcMfCD98aOrDJB3Oerq8Bl+UqGFe16MumKTGHEneatkdolRzJ3vXgPb3/9PvfP/nwrSfLwEfzdTmDPgRJkb0GgUFmkJkqZoRUWHI1Q0tkpQe2Tpkwqmv7pjdde/nNTa+8tvGfWjW/5N0Zz5WXJVtmkZDPH0/TL9r+FSFfLnPSBtlcgUk9sHQknfDQPYrpTlgennpxYr+0aeGxMc8c+3C0lLmJkGb6WawHyKRw3ws4gWSkRfU0GdorkWhyldFys5Vvlb+bfvqtu0oHNC/tcF1+56sDtzU7vew1q/x70zgsW6lxyxU3vax9Q+yEsYYL77biaJwt2DvVCCU0f0LxGiAHUb8RXFfx+bj8FwbkDbk2v/tF4c4Xlj7XT9+xwDqZzJ0V6InuUQyfBLGAT8BFKbFBHlKOW2lpMgtTuEwGf4JWlUNP/rJi3utHRvbN6HldqFujrBGtT654WS/bYhkuVU9NaE6Z2cs0/Sw0w3QhYLYT5JKJ9UBEA3YtLBVtrVg7vvSNAQW3XVfSu1Fxlysiva+p+HCUVfSdFXOoMZcueU0jnLBCNYonBsIEuq96rGPblb0fVsx6OPfeFll9rgj1utI1+G/H54yy0r+16g4ZikNTPYoekMB4uJ4NifeTUusu5ciG41++U/Ti4NJbmpX3uLa4R+O8W68/+kbf0+tGqwUbrXogMVSRZhTweQ5BTcYP8WcD8JwvBj80fI4L7HbW5bI3qKA1AA/9HsAzs46VhEdV0xTTmzB9x+qS9oQ/nfj1E4Ond2gz4e/tJ9/YY/xNT3zc//Okcenl3/D8E/JUmz/Zzs0/AioeQd9c1z0Jw11YvW3B1jfum9rjsbmDF+4cEyzdGMWsiaLtDWFeAmpD3/h1dgyQRswG9iRM7ykp+bvkuTOXPv7Zd+9Ejn4j47tWBqUdsqQHVNLQ83avxuERNqwRNMgwGSfzsYGmuhXMPPn910kzVu2enF24nptryRsCIL6K6omqLokJk+iYEFrmkANZOfKiiF1DnFYsEKRpZlDhYbG+rKMblq567cNlz+xzLjhVewimUzfDcRmugNfQgswl4UI1vRBIL2vdAVDhfUoeHVbSiJw6tjvoXXH6xG4GtA34CjZ2inlnoJjRabov/2yu/1/a/y4YhktqFhUdSR315LDWLRu3aXHlv/8BfOmCdjc3WfD+Ozu3LT9edNhUc1haTw4wXVbPidf5N29a9Oabzw0bNrR96yaNLv33C//4b40uu6Rnj66DB/Zu0/Jvtw5su30zeG2pZeSxDDg8dQXOroPV36TDopyhiD2YWUq9v6xgj+vwqnVrPpr97pjnXny0e8/WF150wUUXXzBz5os8hc0CRDFvgCeqim3WoJWGlFl3xr9n2/K3X3vsgftv69G59bVXXvKXP//+sksu7tGj68ABvZo0uWL4sJ47t3wKkmqZR7jREcYThpcbZ3nkBtxKPN3QM9Pca54dNfyiC/9w0w2NF34w9kwFLHNxxcmD279/z5G8IlbH5GeReYuxCkI3NVbjsZPG06tP+5YvGn9do4taN2+yYe17TPWw0nm8NJeiIOERkY4UYvay7rBAn3SnLnmyQhsWzBt3zx2DLvv3311+0b89+sDtK5dNXzj/zYF9W7Ruef3Gb5eYWimzguFc0o3+8WT9Qu3nJyXZ8CkycnnuWMDQQ0wtUbySnqZYfjRDdWplm+s3TK944c78/q3S7+lSvOAFKX8T16swgiRqwp9S02Kap1b3xDVRkgMmz8JYH4rlr6754u1Tz/QtHXBDWeery7peUzS0Wcnrt0Q3TLZKvjOVVEV3SYRA2JcQmC5P0ZOdRizVqhfLXYT2gKKFYlY4YQT00wek1GVn5j2dc1/b/L5Xl/S6/EjPS8rvu7l29hPa/uXWiRTYaMPwyEBoywM+EWc6MWwKy3bQ5VdZPklSXZrmscB1ju2s3z6vauqjhXe0zet0ZVm3q0sH35j/eJfSla/qZVvh5emyk9tGde7ioPsPs6hFdDmkco0B1oqLHFZdqpb+deXK14880+vIwGuOdbvsePdGZbc0O/7abbHNM63SbWSiMZhF7omMGb460y8DyA2PWvZ9bP2kk88NKBjwt9J+V5f1vypn0DUFz/aqXTvRKths1R3Q5GTCvxmJA4llnwaLDO+v7rCauerk0hcyHmx1ZMh1Zf2uLex9VcGwpkcn3151cJZVuc1KpDKQDmMKBiN7yUrpl2AkMePC2uIXu/1EGOyGz88DVDieNlzZrQFQBYHDbZU6Vl5Er1Qds+/Ce1Ub7sNFX07e9twt87t1mtq026Qmfcc1fWBmt/c2PJOSs7yG55rRAT/XH6C+waCx2IIpYBuPIKCa3upE0v7IwsfnDWzzynU9J7a6fVb3id8+lZS7vCp6gDdhHB43gbRwHZFZafjJMCl6LvxCM3JGTd0RWvjSgjsHvtbigam93/v2xYNZy47X7+eZLVYEiKgaPkwuk8jwpvgikJiYynfkHgn4IpBAcPo4Vx+K6/csPTzlvrkDhs/qM3fjy+68z+vigED0JChLjjo5JW6IAmEMO9uVOHFPrjLQj4FPg+nQ/Cz6r3hUyx8zvRknNy36/q0R47oPfbXVqx8PW3t4VvHpPQndH5ddigx6EWZ1kXO7feDgAqFF+F1TvZoZOFlzYOPu6dPnP7h2+8S88k0s1YTO6H5m00gMRXCawInjaSxOKVBZzC8xnmKA/gjHgu6FnXgCnT1n2nAZ54jfYqgDv9if/3abGjSN/LKSg6PfHvHQQ33Hvv3gHUPbX/Sn3z/92L1q9KhlnQJ/NYEKduK6zJ3xjLpZeXIiIxLasnb1+1MnvfDYw3f17d2pefO//+lPf7jowj+9/NwD6YEtQDJLzVLjbg320ABLS7W4CyXF0p3cwIrpgNZomJoMsXO03LLKTp2OLFk2qXOXq7p0umLVl5N52BdoKAP7oroQJoK2JcOQM6tOeGZNePaSP19w2aUXtmlx46DeXR4eccf0qa/u2bNq83eLH7i/V/tWl8+d9aIUw80LDZXuPpWUZWrSgGqa5IvFwo7Ur594dMhf/vS7pjdctXD+mNMnYJxzufPHzsPQgY5BhhsVmG5IqUh/YdlOYUP09IO7F986qP31jf8yc8qLJ8pSWcuC9Y9AZPF2GNhMS82z5HSx45xrYfXVSft2fPj0E7df1+jCyy/6Y6/ON8+Y/HLYu83Sj8TrAwvnv3X70G7r18w35BzGhymH/2sAlYtYQVNlvgzrNCaARhlxI71K8cbga1sBoy5ZD391ZsGoIyNbFw+9tnhg4/RBV0ae7153cIFVnWJFPbheYd075gOLukJMhNOAtYrLrD8U9y89+v7I7AdbFQ66rqxv4yMDr825r2XZ7Adk12Lz9D7S3CiITqYZz2JTMhi2MsQZq/IhQ0oRksEEbivGgpbAv/jWKeVjB+QM/1v+wEuP9r00a9BVWY91qv30dTO8wayBbQ2JFNxUQ0+RTUfCdKsazAesW5BRX66cQdpgJtwm3guccvW43FFdCm9tfKLfJWV9Lz1yx9+LXxtQs26iVryV9A5MpRaePkvOGqxv6TCjDmKznK5LWZQhJd08k6I4l1bOHF52X5PyQY3L+zQ+2ueagrvbnJjxuHz4M/PkQSuBJ4a1mE9P8AA4bmDVwV1SlZw1p1a8fPSp7vn9ryvsdkV5v6uL7ryh6K2BdbtmGRU74WCaqkORU2TJyZxqM8JdHzDxxw8a+xdWTnsgb3iz/H6Xlgy+InfoVekjWxyb91DCt4IpQuTNIhx6bor/+6whBtO+M2wuDD0eCgNkBOO6J+PMd4uSRj/4Ud9+U1r3ntqq16SWA6a0e+mz4VsiH1coh1QeXiuO22OwKE1X0+A3sC6STrIobg7Z89dG925zzR61YHDnCc06zWjZaXrLXtNavbDkji3Od0/X7mX5ArypBPLH+mqmIc7fZvVwdIkLigDU0tod737z5NBJrbtNbtljetv+0zs8veTOtc53T9QfYAayIJTklBQJDJp4NFCE2RyihLrqhm2lwBiBqJp6MG/5kyvvaTahSaupLfrO6vDqynt2eufW1+zlgjoPM3CZpk9S0xIAeE3kM0NupXTmuShw6ej1W0RohtRMnrfv3pL+wYPv9+kw5qZOU2/uM6PtvXN7zt/xRqBkTS1wGsaONgveBhktxJh+BkabW6h9suY9rTo3eOaN+uDWW8a2v21yxynfPZ1yfNVp7bBhgQrzFVgXTAbdCauSX4q7VH4XHbCXVIGscLbEW4ssd/hDms7dzARjKB3mEf2McUMz7CxLnWBY7PH5DTduXZPijjOV+06fTi4v3rl00egm1ze6pV+fDN9+Sy6wDEAak+NEjASoxgQ3kVMTNhS/FHXVV7vOnHLlZe1Z+/Xcnt3bXHn5JR++/+ap4wBOAAPPNOXKKygpnHXVLZr4hXwRWglTxlVzkQ9F8Nu6eV6Xdo1GDu/tTFpjaXh6riGFWS83ASB0MXkCugyKKaV9v27mkw/1nTz20S0bP8jN2HTm5KFobYqmhY+X7Z8/7+VeXa4Z+9b98TqvaebQSmgBDYqpBcGzdYWx68Iju8eNfrzRJRc2ufbShR+Orj3ttYxs2nw4nZqoAQJP3dZloQUsLcD1joCoTRipr3FOHv/YRX+6oEunvx7cDzpejq4yEYTAIYAfjAVWWgGgZhgwjGbJscKkUY/0v+Lyv7ZuesUbLw53Hfo6WhMR/8oFfh8v3eV1rThRtpNP/5VFQX42oNKdxzjCIHJfoxULm/GwJodlPV2H83JmX/3BD0pm3HdkRMui/lce7XVFdu8rsh9odXzBKCVzNU+35pIeFB7+u9dgFSt4NBFukcbEnNhdv2NOydg7i+9rWTrg6qM9L88d2Dj/qU4nlr2YiHxp1SbRXhg8WlxPhPhoHtXCPXaichAQ0aPA3yd1CDJfKRpQszYdX/Zq8Us9iu6+uqD/RQW9L8oZePnR1/pXbZ2lH/meWyOMSEOqCHdYu3XdpZks28v04ITIH8HLQnSgIYnkRPjLwg9GZT/QoWjgteUDLs/vc1HOsL8dmzGsbt97xvHduFiLoycZlsyT9PGCiuoCU2eOuMqzr3VDVK08dbh25/yc0bdl3n5dYe+LC/pcEhncOO/p7pXLX5Wy1jBkzb09eK9M5vfGxQqihb4lJdI+KZ41Iu++Vkf7XVvc55rigdcdub/1sdkPxlM/MWuSuJLBiLcTDjIou66IgpwAjJJtp7+eWP7abcW3Ny/ufWVhr0sLhjQqfblb9do3pNzVPC0O40nO9w+z/N/XbNLzk0+skG6mldfu2OKf+9zi2/pOvLnHlFZdJrfqM63Dk4tv/zxpUn7lZs0QhoaxfRprsH/4YdyL0sCDofM+VUk5cmrD5vD7r68d2XdGmw6Tmnae1HzglLZPfzR4yZbX0ovX6gAPHg3r1hQXJpp1rERxaYt4Bpj01cQPbPe+9/KyO/tOa9NpSst2E5r3m9HxmU/vXrLznczS9Ypun/IhIg3oDGaWZbCApkBlp664DANg41VjDvCVhOb0FK56aeV9bcc3bT+9ZccpzfpPa/3Cwlu+3P52ftkGSJphgVUDUN0J7ugH2IfttDgWTWVSN2SbkRKuYnCLlEuz0oIn1kz/btTgWR06TWqO1mXMTXfN6jpl9eMH0xfXaim6BSbqhsxw9zMXcXFPYeuNsGaEj1TumvH1031fb9n9nZadxjcf9F7nN795eINvzqn4PppIDKDk1WIeRUrTdZ5Rz0MJGQcWfowRSKie8lM7amoPw76bQNOEk0v1Yrc0qxZAf0Xymu0naax+ICDhJ3P9G2uESZFcaTPFbL9nXe+ubVrc8Pe1n8+vq/DT3IN7cZBtTCWgElMBbITViEgMLrbMvOzMLfffO+DGv1+9fctiVcmztCxLzzJlmDImA9LB+o8bXD2IpYfczsr+dvWUNk0vGv/GI+UFyVYix0ik6zLmIoOgSGmEZGKmWBfiVOneiO/b0oI9cpTrqXZhBCCTKnnDvnVrv5yetHeJHPWoPGRQCIzEomDcxWemW0bmidJ9701/dlDvVgvff6fiuFNkKQMOAw3ecENkQkQj2EMf6xizxkDYNPN1NcPr/uLOWztfcMEFXTtfumvHh8BLYqp+RJe57R5fxxPhiHDbjJKuxdIt7UjVSdeCea+Me+fxjWvn5mduBQAz0RevBmPOFWIfS8biBZlhgGH5yTT9ku1nAqpwSTAHEtQJw5rdcNApgM2I6MWbq9eOLn97YO6t1xztc3lJ/2sy+92QO2pw5ecT9PRvmAeL4dCcunxYjx8w5GTTSINBMeB/4eu522JfTSt7un9h36tP9GxU1v2SwiHXHXtzyOmNE9VSpg41ZH8APo00Vr1SXZQzWZyxVQ8s8cI5UllkDj5dxDrjiKeuPDF3VNHI9oX9GxX1vLiw32WF9zYrnzysfv8HVnUSY86cGBHYZDpViFZMEzWJNJAhpyU7WPGZuhQwTu2uP/hR+fuPZQ5rnt/9itLejfMGXp33aMfyj55MuD+1YilcY5NDejSgS5m6lguRktVggizKXh1JNi2A6yE596sza8cVvTQkfcC1md3/mt3r4qx7rs+bdEvl9kn6sU0ATtMKMHu5DvQ6neaVnqDHKt9UtWNKwdhBmbdfk9/j8qOdLysZeEPl84Mqlr0Wy1iNSTG5whe26v0gxzTH0G3DadUfiIdWVi5+sfSxbkf7XF3W/crjfa8pubPZsbeGxrdMtU5thTVXgbjAbNaushfSfjLX/4ONxhdDHYopybvDC8asefT2ub06T2rdZmyzLu80f+HTu1OLv1Is8iFabTvXjO4O9Rnej07OhP/S7piWt85ypBR9MW3DM3fM6dFt4s1dAc8TW909u/uUtU8czFlao6eaFgPOqsaaUzqT47g7XiwWwBq6a6Wk5JxlU9c/ffecXp0n3NxxUsteU9vd816vmRueceQsq4smMeRlhbnKIIOSephexyUMBjO4AAl/3957qqdV1O7fGV4wYd0Tw9/v021C83bjbuwxqcXw93q9u/n5lOLPK81U2fIrOleUYRNZX4Z5cABUHvNCNgBnTmUQXmQtMWEkYbiyTm5ceWjS05/cMWBC2y5jmnYe3WTo1I5vfD5ijXtW7unNsiWW+bnZkYWWNFlUQuZ5OKHj1Qc2Oua+sPieAZM7tp/Usu2U5r2mtXlqwZBV+yeUndwK8o3H6QkP04ZZcVocY4nvQkfMEIv7F3yxaOvb36W8d7LmAPwGzpdAUKCpDvzGt8BQwVrg5che+Do2dfvpRP/mGuijGYDTpmEWrJzTJ1wPDBt4+YV/HP/mkydKU7kZRuLeYgbAfwBUUFW7QT5hjjLkRNDlWHn/vZ379LgxkPYNN5UqGboUggnlMsEPHq2NTzZmnGsEVGKJ6fd7vvzo/ZcP71sp14FOZBqxAPfMaBHqLzQIF1OQxFdMiGgxM5CtbDh/hiJsmgEkC0l1PrkOlorp4qrk1HiYqwu6I/ZuiNxJxatE3emBtbu3fnzmmAvMmNST8WQB7STBZwGVfWboAmjK8g4y7plvKDlZ6Zs/fO/NWwd27djmsvuGdVv08biQd0uiDj5EDnQNd8DriDU+SAiDlJbCkzePle49Wb7XUuCF5DMzgME5yjAVXOFOSAHD9pjYw/WraD8bUDEQGtyZFA2ToUcMLZOxqdpUJW9dxYoXih5rVTz4yrJel5T3bVR4V8uc1+6q2rLQKk+2ajENQdbQUpIs9YAl7bfiB00lVddceu1hxbcmuuCd8gf6lPa8/nj3RkXdL8m/7dqTk243979vndkvHG2QTpEGzCOEUi0jleehqg5TdhgxF0AIpFCL+Q3Yo3qvUbZP2rOgfPRdR4becGrQ9WU9Lyvoc1npYx1OL3hSCX9hxRzwuDUuwuFdXCKKCBOWoUPEOYV4R7clp1jxw/ZPo2hz7TdTSl64Jf/WZiX9rj3W/9r8oTdkPNOzatUYq2CTFXWyUL4RMU2IS7YWT1ejYV3ONI0cVQ8pZIrJVt0e89Rm2begYvETeY+0zevbuKTP1UX9r867r3n5u/fKro+sut3c6wZPHyY1FhBlK5hZakpuLXedtPKNo492yOh9SXG/y0r6X1Vw243lrw5R1021SnZaesQ00rlLVUo35CwrkWHV0Pjq8cOx0PLiGfcfvaPpib7XHO9yGX5WPNypcvYj0sEFZuU+E2we3IgpqZiUiEic+0UBFW4N8IxpODxpLu3YullbXr1n7sAeY1vfNq3bzO9eipz+XrECuh1gxGV2s40IFyCF/cK/wMuh8Hg1w5NxYtP83aPvnz+o+7R2naa36zK9fb+pHV5cNvz7yEfHowcVC1Q+TU44eM6a4jXqHSaIIAaBjMSnWf6sk5sXbn/74Y+HdJvcqt3E5l1ntOk/s/2bK+/bF5x/qnqXwqLnPHhZ13mCN5eIOIYM28JKsoY4Ix/gvmmS5QkfX/fR1tdHfNi/y+Sb201p0Xl6694z27+yduTWvMUFdbuAVYbFvBK93mlEwTPCGBAmfGJMbDaPn1ya8gO0RMZK+IycsiOwYPRnI++Y1aPHxNbdJrbqPbn1ve/1/mTPm5ET66oSSTwcCWY04VVZGokWH001A1WWe0/BitdXP9zvvS7tBGnuM775w7N6Lt/8SkHh13IsGe6jafll1S3LLlbABpoafkX1uwtXv7P6iaFTuz7+wS1fHJiSc2yTSvclhIkjQYdLoXkVUdEQJpJpMqLD/xsAFW+hMQNOg39jHZGjGWNfe/iyP/z+nqHd8rN3WdZRpn3BKsLuN0R9G2RSNFgYn2Wmg/mleVbMnHb/nOkjivM3W2Y+PGAt5tXj+AqpiFDAH5zac7c62wBjXCBgXAR2Rsu2lEyWgGASHI+RZ10kBg7TTBZWc/G5YHW0SBkALXHUplNPpPA+hlhKgNeOCWLADw+iJPP8NR0M1aVLqXATxfJBOg87gdVlDwGZLtZTE1EZtoYXxPjgViLeKwW1eFBLREw1F4yz7kzowO4Vr794V6c217RuetnzT92WcmCVVM/wsgBUiCUDG8wywcsSrZmniXHW6ZUGMaSMG8Hyw7cDexZeHb0W/GI/91fTfm7IlwkdEk9R0My0qOVVQDqBiGkriuY+nPXIzUeHNiruf2nxgEalw5pVTB0ZS/3cqAR9jFhaBims4tBj+6zEfktLtqQUqzbJrDiQSF5aOvnhzNvbFPW54VS/v5f0vzb3vqanFj6iZSyxqnaIzZ2QswhXHbg1M02JHjbUVMtkBRPGnTjfOZaWaURZDMHI31H92Zijz/U/OuSG472uKu/dOGNQ4/wXe0TXjdWPrmPdWo2bEAwIAaN2LCdEmVPTVTVDUzmjVAnQUxiXqgN68OvqRa+VPta7sM/fizs1Lu52deHQJsfG3Fl/YJ5euQuTDTyT6j3xeo8C38LM4omt0ZCZyDDUTHGyJuAtxarcmdgz89TYwcX3Ni0e0LiwT6P8QdcVPdKlatHLanCVVbmfJ3xBnSC7MbtcFBiq16pOTbhWnJj9WMmI9sf7XXe611Wn+l5VfHfTivceVDyfWKd2UJS1TFOKmImQEg0o+KKewRwZPRgv2ZK/+LmMBzGkVx/vdXVJ32tPPNYttuINLWedVp+sYQQgu0bEYJkIfIth85/M8v90gzmIigxtIJMViJme3DPb1znfe23+sCkrHnMVfl2lOwCBCnWeTrTdaCDQoGP22mrCzcbfGWxUdW9pdP9a/wdPLh/edVqHNhNbdZ3cdtCUjs98fNvu0CeymcYD9ey4JVQUXwQ8s0gC3Hk/7I5uBsqrdm/yvv/CiuG9prZpO7VFm6nNe06++Yl5/ZdtfT3v2AYwBm42BTlWvBqP6QVDDepxv1wPCwv7GDRjAqGtoGp6Cqq2rfbOGbV8WNfJrVpPatZ6cvNuU9s8uui2ZUkT809vBaBSliRm+dIa2q+DX8RiNugLSzToITnmVuF2wIvS/FHJ5T265r1NLw9/t3fnd5q1H9Ok+8QWw97tMnnNI/vDC6rrD9D4yrDyIRFMBuSzJpdqBc7oDseJNTN2vTJ0Xo/O45v2ntxy6PT2I6Z1mrT0Xkf20lo9BR6ADDcXrAj4jZExfCeq9izdPW7ItC5dJrbqOantPbN7z9n0or9wdYJV4J087tAAD4NVBa7AAsKk2pFMASe/7QYg8XGPKagkI0ZH1VjWykVTm13bqH3z6xxJX+ITlgoni2L7h68TdWyCFa09fLJ8R0X5DjXqxG2BQDxOg4tTcLxEhI/NhlXm69phZLgpYI0i9AJQTKW9sgjAZsLHszLpe4WAjnZFJCZMxEQaLaRXDSgxlwFxwtfh83E2BdbCxVEDatStRB10PeF46bg/cDRFiR3WZCArtEDEjfEgM2QkPKJKvp81gRsO6TrXbEClt2czVJHfFFbjYVYKNI8oicxjhUkb1rw3/I4OndtdPnvqkyUFOywjHd8SouJnDhQ8AMAkj+AVEUd7s5nwm0UYnMUi7AqLfBCDQL86ofrZgGo7FJhswyebXv3EztiO2cUT78oc1iSnX6O8PpdlD25c8ky3qkXPK+7PeFqLlc2lezOThQntg/Q0lwVzhuE7tsfau6hywoMZtzaL9Loyu3/jvDtuPPpiv8rVo9Wiby0rVbeYiik2NsCrgl1gEECT3NxYqbB2nQ5oZCoHhMnebOqp3/1hwdO98gdeV9arMVrBnc2Kpt9XfWieWQF3MshETa4EiGyjhBALppAwN0/HzXlkNxrE2gcLG/V9UTLrsYLh7Y/3v7Gy53Wl3a4tvLvdidmPS45Prdq9psWDRGA71FqPAkvHrRQQO+hDOldAowEewgDMg1t3bGvV4mePDr66pOslmV0uzrjtb+Vj7qjbMN3I+96qx5ACBdOtKEBUKJUOT81nVR/UnSuOT38049aWuT0al/S6tnTA30sf6Vq95GU18wtLSdIsnw4eE4UqZlhaGJ3XYct00E34sD6lYmfF5mmFz/bP7do4f+CNZW/fUb9lulG6BT6paeUqZpaEr2ghmntgeYKU/fwp/gXauTQosAGSsJBpBSur93t8S0OhlbF4CoSNB6JpPCtN1dO4WG6kaWLPcQOgcnObCAKTuUInYXeCmuE7FU/enb3inXWjhkzv1umNpv3Htnlp0bCU3JW6STRlZSuxzwpGR9N9spImKz6dRVkFxbSCFdH9B7KXTNn0zOA5ndtNbtZxQtM+41qM+nDInshCZgxY8H48RizNiPqMevCDoCGHlUQa0yZBUu0VUJgwK6hbwWOJA7szF49d8/ig6Z06T27VYeLNAMIRc/ps9X4gqdxFxjRLGFDJxfPsNFgcQVlYX9qrQeyNkCT5lDiGS5hRPayqvvzjW1Ynz3xi/i3d3iGgdh1z4+3T2s/f+nLZmR1kGOiAwnrlDGhrQRMuFMQDBNTy5pz5/vOUyaMW3dpv8s3dJjbrNr7pgEmtXv3sng3u2YUV3ye4714oCAZW91XFD61zvXv/+/27TLy5zfimbcc2HTyj8+srH9jinXesfg9AmgFwGASGRkTdR9j6GEbjfwOgAvM0GTYHPDViWQVaPOPwnq8G9uzc6OILly0aXVOVLACAgW7BL881++s2oMJlF3F4VivMhDzoMQfPhtIBV34dYsMUcRtW/2NAZXVurtCDQghuJ7lwB2795K6noBn38uRH+ExAfW5xtiHcqxNBwR8wg/gEVg5cCOAE2ke45f4Wu5Fu8nhH7l+HEIo/STNk4LGDzxLlk7gsgjeinqKJ4BAbphhYwKRu3pkrCwH4Hxp6ghfh+4LB+5IPLPps6ZsHds0/cyoJwyhqKvlEXhJMMToA4YQyOnjEJMeK+X1UagwdoRQDFWTYw65XDNVuGNtfS/vZgKoFdD1MH/x0ihX8xvx8/Jln+uT0v7Kgd6P83lfl3Hpj8eu3Vq+fbBRtZqaPLHae0FPmeR1csmKx+wCr48L6VySbuxaWvHRLWt8rw0Ovzh7Z8sikOyq2zzRP7sWsM+sMTpyVzuqAcLXibpPlpL1wCVn0QPLyUBE44FGfWScK5wKH4snR5I8Lx94RGfr3jL5XH3248/F5oxKhLzFJqhXW4dqfk1qY0Ti7ByeoIahCZhBiEXnAG4BN8te7luePu9Mz5LrMHlecGNK0ctTA00vekLPXU0/kVLJtclk0kEI4WR6eeErhgBWLmDG/CbCUGFGxTu+qXzex5JEumYOu9w9vfmTWiETKJ2bNIU0PqXJYU7JNJQ+4aCR8quIxuPPSbdXv11MXF4+7zzXopkDv67Nvb330tdtPfDNeKv7OUBmfgfUHK8JTRJEReLsMhtADZU9gmh3WiV21X00qfvGOsimP1R1cZNQkQaVNK0PVsxNKhiQHYaP5IvHDVjRJUOSfTvT/dIOtZ1VFZhg1lNOD1sEo23a5wTnlLiaNZ7GxaQ3bV2AvmKYkcg6hb8x04/EGkleKY0CCcS0trWj1gi1vPfXukJcWDNvs+6ginsRkXQgVVDRGemqY/oSeFpXdEjMVuSJObIaHZPqjhit4fN3Hu9985MNB/d9peduUjhO+fSq1aHW95VN4mBceLSqBsCwqkywMI6zxxJgAE3cVP/w/BUaQLkIgrjiDhasXbH3jiQW39ZvYvtvoFg/OG7g98LGkiJwmcaQr7CatDLmvWD2F7VN8ioz3tY9IAk7bvEQ4DVb4dP3Bbd55oz+7/67pXbq9fdP98/t+5ZlxPHbANEXN8bjfsKsy4WKdBQsFRpI3n67fvz0w761VI/rPaNthUrP2E5t3Hn3T5NWPZx/byEoReDrYcMzDJVIrcLR61xeO6aOWDes5ox0YdqtxTTqObf7Ep7evcs9MP74hpjlJaOCL1DkMli2EHymm7/z5/U02DDLIfZgLhLB4VpahZhXnJ00c/fyAnq2XLXr19MltpHRcUBQXEw5tULTtPgGV/9UBMAxyUsgxSqB9DKLwVBYdWiwJnLAbvwhr2QCoZC8QMFoVG4+zLNPP3DfGdYW1gUawBDSE3y+SIbjorvMIZ5u0MJdN0FPQULCOMJ4I8iAiKw1P5OZjGDE8i2SJ3aNeoHtUK5Bd7v3jyW6McwjBY64cXtBGVnSA5ErAMKCRrgPrv6puTXKwKqHuFZ5Ew6I+rboS5IEBYEEqnDBiqjCnYqleZRk1PYHOs7QZ+sMqJfRNQ7oc1GPooX2g1rnZ+VW0nwmo3OIpK34VdvzoHuvTcfUP9DjR7apjXa8o63dt3j0tSyffr+xfZJ46yPA3/fc0vfawVnPIjKcCtwADkuaLKaACICIiOn9s34lVo71Pd/I+1eH4eyNVzxKz7rDgGWGrPt2qA1EIq5pHwvRoHhU/MfRmWFVCOvx0HSYjXcRMMKmQCSdwzjyzN7b/Q8+rA5xPdz/5xWg9eyMoi2aFE2pQjoHSiegiDBbXt205xoxCLOjZcUNhLMwANe4Jh+jEnrpdszxv9tt39w35rwzWNs0yy3eRBZqQKjIhOFD0GU18glmH7RZZdpAqCigoNZiBhznDksMs2FT95Vj/27cXfvqilr3GiqUoli9qhaJGOMG0AuhJlqr7YlKqCiw0XaaWghep3D7X/9YdqY/2KJj4cCJpiVZ9ICYnS5RaVkjguRain4BDoz5Zrz+ky06GMU2vbnA1RTnyvexZpWd/b9a4cLEhwY9Jr5cCMbAHYADDgD4T+C07GCb66UT/jzeAKLwuyaPEXToUG8hB+8JYFp1Z8h54PPb0iQZ9s9FXJXPFT2ZLQv30EGtH1KXSylAVeSKerHmOnd61xz1/a8r7ZTV7VdOrQo0ZJQuIukVphgG087AMCOvO00jRL2Zg3K+ZPokZyHs2HJjx6pxb31o4fH/BZxV6WrXlqdfdmDV4fjSj0Ih4kEBiRACocsylxuHX+xLx1FjCxdA63pH5Qd4TtXu/TZr5zHtDH5875LPU6cXRvaYJH9/N0wbBucVeFBo4uOdwCADqzC1K445bM8RYPQ0NLgBAYlhogOKqw3/kqzmrnnpsTr/3d7+eq+yJmh6NcUiAImQ7KDYIQmjx59k9MPw8LaYku8pXTdn89JBZXbtPbH37rB4rD02uTCQz1ROWK+EH0eRJXrpPNUPlctK2zEVvf/Po0Pe6dZ10c8eJLXpMaX3fB31nbXg2Of+zasVhcH1OnGlD44vHQbl+PMW/ycZh5IZ7Wnmw/OxEXbozac2aL6aGvCul2CHgloATIasQA7hiP2AqAY+YYcHrtfGDoQXuhIGzRavFleYGeT6//fB03Bk3gblLl2KRRDRNBe9kMSOgC6eeKZl4ECSBDw1ZRoZlpIt4u30Uawr30sDQUT4zuGcPEJ5waolk1liAKQM1kvwkPBq0BpoCm5DBT8AENJ+FB0EyoWKsThMRDf6cQDVMMecXfQOa4h0xCIBtUEye5GqaIFEOXUo1mXIMNwIuvpvhZUIvBoEFhI04z0zlWgZFnastaFyMwz1ZcgS6STXEKMFwMb4NdwEGH6jxw+D8KtrPZaiQFRgdw8yyTqYY62aXPNIzG2ja97qTIzpUffS0FPrSqksFSsFVFwMHBXPS04GlUNwqvHXFq+LrlCfggdeKJsu5ayp2TC//bkLc/5lVfZjCQZjMtGJZTHaVQ4YekLW0Wik5qjo01hjKMHl8EhHLdr0xK8zvx7wCyRJu8/iuypSFlc7FSvkOK+qkj6nxEF2RlgxfCULMZWBRJVyoASTYZkLcoU/nmsENOPJxp1b0Xen2aXnfjD7jXmyd2UdPk/6ah6sXUsiIezW8oBU2wLwTYoUDkqS5tbhDeKMAg6BhBpn9lPCoxTsqHMvjuRtpVc2ApHvjll+1eCyrcA89qupSdVClNF11KrFkA+b1xL6Kg5/kfjO50vMFi+arfpYdNnh2JigL5EzssoCJdJtRhwmapQd0vJqehmskHjUqnF/QBSp5yIz7tJhbZdFjEYuWvRoeYceCqHK/dIO1Ap+LseA76SnVFZ9zaQoePWNZmCAbUM81YXp4AVCHOTtixQW/8FgP+LxissTWDuZfqN762qSqqn2JhEMXARIuj0Wd8L4JAyKmCtZuiNVQ3kSD1+jTMDi0LDA9gerqpMy8b/zZq47X7kuYAZmLo0FFTtO4zMkyICZzQ5gwDEPAwAzDOcx9U8Gq5TQj5mQQVZzGVXFm90HPgm3OeQVntssWZJhJs5g+Zgtr+BYLX2sxhxaFG8p9imKOcA2ITpqacCpxB89nRSMFB92MqJKzsGRjcuT/ae89wKwqtm1h/3PvufckEwLmSI5Kzlkxo6KYc84ByVkMgIIgioAgiIGcc+60c+zcTQc6N7nTDiuv9Y9Rq0H0nHvfOxffO+prvvn11+xee61aVbPmmGPWrFkLwuWro5ZPt8iM4ViQ2egh4IEC46XBngbMOgAqlByaT54aMz1pJzbM2fb2y/OHzd81JuPIesw1MSlELCcOB9qrqF5Zg7p6TyopwfKVn+98+8GPevcc3eLGsTd0m9Dqjg97vLXswXWemRXV9AxAxVh/DjDwa1CqcxY4xwxCcFXIw0xm1nvJiFeFq084JXp+SYaSwInPl0WXCkBl16EDTwMqPmTObYFlHTLEgd6APThYGg+kYmCTVovA+Y8E6KKH1UggL3vXji0Lkg8urqtO5Dmp3J1FJRF3EMFYVjTz0SbIgCjMd8Bbkqk5YO5YeiIeNOM8zUYgpcvURSld0F9AKTdohbWYX4tAb2EZGAKBL6iCAolMKDGUANEsnkmHC/A6UCo6kZiAYiWVYVu2VuRD8XAOFsIDi9DclhkgNZdE5NmO58HyiM2KdvEQznTbpVBhn/EJ2AijwZib+J2fA3FhwMVkt5Oizx6dX4Occ8gX9FT362Bp8KBzV5cuesn/Uvf0dwacWv6GmfMDqR78aCWkSmmqkqriehZg88eVFFlK0tC56FDOZxh6txlN0WOJFnhn3cG6k7slHjqI28LNT2MlBCVNV1NVNaCzHFIwFnfINJf2VMcdAHjJQGtACJ6ic1Up3VTgXoU0DAbjVD7DCnBQAecMPnM1iKTZSoN5pTFiY2CnMOQYP1CZkMZQIYYcFNDeNuPSY47o0V3Rk3sIddBjwFXMwW3U8LAkmKdUpq0DgGFDcX97AYB7HB2y5pRNr2bBdQiLoxPT6CXE8Av0lVseNcmrw0MEutfsP5625ETBD2S3pg/2FEZc5SIEKFqqWeWIHtmjxqCRoBfQV4aPNNUjKR5NRT+jDYR2gZrQcibjscK15lVwH7AZM93gyVD4K3DXaUaTRF4DLCn35OhaSFXSNC2DCRc0Bz8f6/+romLmMwBFNwvGiMiEKUpjwdxRWg2gJvMv6NrzgjOCT4IUJmn7WbIxLqqMqpiTcJvwO6gA7Fq9i8P9drinFoDDIcXhUgiTF4cd5Ol+jDIB0gClQHGQLdzfJscwUtzPlwGfTMXwoT/httN35j56NJI1IlQ3FI+kAeqtoFU0efDx0eHMtIzzAEtaXlgWC0jsqq05CJ+GS1CiB/DztHihh6rsZllghl6EJULDomAkfCNN1MLEnMITTUMMHJ4okkWpOXxNViLjweO4OXMmA6qM9w1DzxnYYHdx3Yu2DBPZChZWbHQEvyyq3ALgZJIBV/XEpAAAa0FF8bASExgGl419pcc2bkyY8saCO/tNbtN+3PVtJ7W4aWKr57+8Y0/o0yjYre6XFYfKBb/fB6aiQ+B0uk3drcPl5UngoJj5YlsqVC7BUA9wfx20iCDKOSsw1XYHgQdpJyv2bN3w4fKl433u77R42GCpwlTGkFnREzgkNBM2inIaXyn4XLiMZlbNMdeyxdPvuK37O28/UFa+CzOXXjt3nqCHISJ/B7YRPhwPALZBEfdMZFU/AKqcZkbTzBhPH6GjDzS1HGKbLMwRngJqGAZZNDDo3O+AcQ9Aw1UuoO435QNir2O6aaf7YuLYSXyMXeOV7ewk0WzhdqAluIDVidk2ESPhwgT8iSz+ws70sFIN/XgRVVJADMRCKZxFScw4fItlOB3MJMBbwJ2FiF6Cf0z+yt/PjM6/Xs4VUHXVF9NdEpwXHYYjIZr7TcHOyTkHpkePbOZpaGDoGA89HDNDEQZ4PQYcec1XF01UoDEGVz3Fyc9unnUcd2mgiXpAtfx1hjtqgX6RkXAyx8KalK6b2ZqVxeVPbnFxExdZ71T0OwdSGDIJWu7kXi7GtWwMDstGWNL8CsYM2qADh0Afky0psaZsY2nGNycOr4P/JaIZGFQfDxJXw5oWVnT4CnCaxPVSMpBVN3yy7mc5Ht2n6xh7+GseQwtqpKfplpJrKdmAf2gwPAxcwLMagFuaTzb9Ud0jcVXAa0Z9IkEplfWmWcVJ2GgYcbCxgnU126cGZ9yXvept9ehWM5bCcA3mpJrNgyCkDEAmo3zMVXGwSYR5LoqA+BpWhm5lGUYmoFp4oJjPMPHEIeHZhQXAAGX5i/BgGCewDI96alddwapY+RZihpWps4oYdP3/MKAK20rkwJSAHRduKVe+aXeE9UGfCFsvdoxgpoEKwEZgonJtlb4CfFiNMV5OOc7VM4AqBAihBjXFL0ecXKAS29foNjHTh6np9cYdDwLAyIwtg4AqYJC4OaY9BsgujIXpqgMv3QqPcPBrsl/HhzHcPyyOTAC4ovFhbsmPMB1JvAJ+chufChcK+saXJdum78VSG6ysZvGAemE+YBQ4EPDThRODwQLzhi3GuEdhrGmJgKbciMLNoKSkTP2NnhbAKnqAx/i7Y5pLEUyFqxV0ROBl2qfoi6FEX4E9Y4jxu4g3qngE3pThQbKB+sxJYarYORC8C4OQ0BYaWY1uMbo9qDE0wlEg3YcHYPpkOfFA+vyxPzx250c9bxzbsuOoG56Zf9t27yc13KQb0k2QWvgW4rZ4+m9Z6MnBRglAhcUDWnB9nWdNhkC/BCz5mZV62sozfbf+glQG4axDmaFVD93XtV2Lv33y4WtaPMeySnUpTYNNwGyF20dkAiCBL7IIjNiaAiDBU1wGLAmQxiqsLDr4wtN3/vk/zht+X9/S0v2WlWuIgpSiZCAgCqPG4aP3CU3gT2hRCoHTcNJlJxym6/ADmFeVDpfI0JIryjYezlkjVaeIUDAAOJWeFvdAhwxmYMFXgK4KSLYyTlQk7Nz0yb7ts8sLt8CDFMMq/Dy0HPpwZnKp4nQTTFtoEVROCaoRd+2JpFNHEupOuvVYGO4FYz9xpymJyIoRZCJblId5wBQzTgObbHh1/BV301MtEw1O4xKsBp4AxixIEcFbPO7XIecKqLBomMysbasSU0Hz1UiSXJeCuQe6oyjpipommYGo6YwZKRpHVCSSMJKGIbeNPpUJ/J2JWxhFmE6es5EkmUmy4YD3TQCIZ5i1mUZdOqvgqh5dTTbUBEM5oGspsDIyVzW4tZmXYfhlNCMF17A9uqAyZJAhFqaHAbVgIpOtqu1m9vK8pS/vHTPY98VTNVnL6s+5hcESMRN8S7drwzLkRbcLbhRPVwWOwijrfu6Ox9SKwRJB7eCKplvc+gnvLwDLK1nBuOVVoBl10OmwqWeqcpDLgXKyLqPlYn2e0V2afkptspn53anFL2c909F71+Vpb/So3DBOK99eX9ihFu5ktq7kyGqmZKbKJhNWgfSGlMTqS5gSujdWnSjVOalzQAUmPGNKo1Wi7GJchJ6IOrCqAQ2TxF7/ANxWJx7Z93HqrAfzv3oxmvW1pSWZGiaViIv+3Vj/E4J+tuX0J3Yk+YwQ4RixFHNeMEU0BthJQAKuwDuOAg8wtzPUOHNwNCAoboK/cn+q2HtKRxjtdJ3ZhC6mFoWJG4qHRQkAxiBY4hAVHSBnT1qxNAs8ZucTvQT6MkJrAza9ewpsIjBGBDOgcnHDGzH8tZo3jvYDh9C8iDjaD4CqBOF7xQyvZEBbxC6XqIOBd1g32i+AkHhTNElYPUZlRORKw3sx9oA7iNAZF6LsaI1AREHHgUMa6J2od0Mrw0iMOAmVhoz6AyddkGwv1RWgS40Fh4AIdERf8aWEkUUH4o3o1J/+Hb8QRH8cpnphC9Ee/InCkQJ8asztYl8xfwSqhTGCD834uWkF6zR3aum6LzeNenrKgGenDPhm5/jik9vhEDP9xB4RPvqnT/ltieg67huhi8zIEM0ChgkDB4oZDUg17mi1S45gQAPCRKSYRqKhO2CyDCnXlHN1zEQrP+RdPXRgxysa//mDKW/p0mHLKjfVdCPm1WPcv4vbmnERD9O4Z92I7TfVRMtM0eUkuTaBTolVnJO2eWCflhf99bzxY5+pORW2rBJTzTBUm+b6GKelXYU/hLYxIVGXDuhKAkylFMUdMF7wmMOqGjIZYsmJ1no9Kd9MGf/wmLeG5aVtYRmjeAatGbwxJuj5YOioS1AGA5CWGY2EVq2cMXhA8xHDbtqzfZ4pZ4jCdqLCA9fOknm+KWY0VAjNwE1kKBJmQRCIKNe53MmLli8evW3DnJOVbsa91TQD9hM6j3nKFRaCK+y/Lju4ZMtDG+H0w93M1uU8KZKuxHyaDHA5qEoHuFvSDh3/bKT+pXLOIV/GsmG8PAZDW2KvMZ0Inmany9yHpCsiy5E1aLhMza2fIHYn9p3KW1d7dBc7i1MdvB68DTOcNgKIqAMRdW6T12jZ4bula0eSKw8szF4x7qh7KeennqyrBxU1BXxX0+DpcAumHuMilqykKEoSVNliqq1HkTAGIS7ixsgCGUqN7Tc8n5/68NH8ezsEBl4ZfvjGEwteNrJXElCBc3gi1VHYDgoaAKELBr0xYSiZnwyXkDvlqTF6Gsus40Vqk4zs1Uf3z6nK/kEDuzW5Kxn4akhpwHsDXaH5NcOlm/A8yKcZ5caEBEWoTo4mzC//6JFDD3fIHtA4u3ejQL+m6W/fLoXXAAuNKMxuGLPRiGPOsLAqjTJVHO1xwinWZEdl2vLAd6OK9s3heQA8jYtwIk7MB9izUo8CukNqBZUNMofLBFaFrLzNJ76flPvqkOBdLVMf7Xzim3es4vVWNEGEm4S1/R8LOtCWn33+EyFgcLgZOLJDu4RM4VbbmRFwSLNYqoJYK/Zd8BVOx5QYeQOaElDtKBw/FALgYbABxA6PwNzWAiaQNQKEo7uGR4CSClIrKDKRVRgggqsYfXydMSioK1TFCSovUnO9shWUdKC7KBMvgaGGeVBujGs5MoDW8Cp0qPleAvLh1blBbVWANzkrXgoPBV/hMRICQUmsdcWnchs02iDSOtAGNgM3Ic4RLMmqPQBULocLh68e53CNTXwZw4AZ5U/udjegDy45nqzBMGGiwbrZlOXHbj9L6pkEn/XfCR0C4gStXtyrR906VIuuDwCAWyNkNNJKVczgoeIN2/Z/tOPAR/kl6yW02fBrGBeyDXGf/4U+/LqFg277ahwI2CjxofCGrbzYSc/XC8aOf+ehzWtmRWocphmg/bFcpglkhTefrsVTuUXeKgz5vr15QIurLvvjzPdf0RVAWj68c52V5pINxUnFg+Zw1RmdhgmOz1P4kwWrw4aSpsYy92xd2LrZ5W1aXLby2xlKNMvS8zXQCVYcDJFOAFBJLu3RYUDOUEAtHMcqtycdnJuZukqKhk2NlfxMKz8tfdOMj166ZWDnphf9qVfnJkl7v2JBJTWDZo2TBZPRdTohGch9SJZyVq2cPWhQuw7tmrw/+enDBTv5XGCzmFAsucB1N/igDNLY85SsGsYK09DKVOPBNd9PHTGs4+sv3VqYuweuAC0z7KfIyeJN6ucvYwAa/BViKqsWa9Khw4ccO7cs+WzOq+tWjS8t3sh8fl0YwHO0VL+0nHNSEpwLkgYoFtOCQDJYB9Lw1FsWGkqMLkhSWBAmr3Vyr+z/qmLFOxmfPF6560Or6gD7Hb0PdBFlVriFnLGCVLIrNZ375+Cnl2w+tnFS+N0hyfe1LJj2iBb6wapNwSTXlICmEasMltQng1R0T1xNkeQkhj5Ysy2oSCEuF+E+GBs8qGhjfMdHJycMLxp4Q+WNTcu6XJY75PqTUx8xAst5SLhJzRBtBvpChI3D0JK0EQWZaaLwhnIURMfHhU+uJHmMk1sjSR9Vzn4g4+2+ld+PtMq3W+CLjNZmmQDUmMhi14I62BJ0C92Fm+OvuFXl7uO7Pi6acHfuHTfk9Wxa0vPSwt5X5QzvUjL/dSV/M51izaNZTHgTtQ7sLhVCTA1YpburNs9Mn3B/4mMdsyfdHU/+wjiRACgC7zFiDkAjUAeIy4qsXNwNs0utNDPulFO/qfrileKHOxd3v6zkxqY5Pa89MvYh3b2c513bAPOzgf4npR6u/mupx05YZNWnw4iAY6k+la4uLFQot2SdI31x+cldTNuBa1wHbAPYkJDBOZM0jywO8AEhY3gNegUh2NQDKjqN3piOe/LQDHZdBMNH/KPfDWCQwF8dKuyUDvoFtBAUFrcCi2XWD+PDZNK8uceMOk24Ymg2htuGPWgIk8DpeMEWaGC9zB7CiOArHBcTzdNckuSQuQAh0Jr+DXPomHvJZBboOaMUGtWYiMU+j4sFWt6fZgKqCM+JSyeaODMYpk2kRDG/lF4IQzuky8L/oAuCmwiQFrlReB08Aq7naeC0heD9d3Lmr/+FkEMw/YSmU+eyNDfS4JXFCT9+phbC+BpBVffXxZJrY0mK5jYMkGZMSXyOa+jf/OyevzEhoLoJURZULgU4x15lqfq86pPupZ+Pbd3s0tbXXbJw3igAKjMSoEIadDsIrQDl0qQUEUzKDPuW3H7zdTdcc94nM57lkZ9MAncaTHx1G1AV7tz1G9wTwior9GNkKjDXsMwMS8+qOpr4+aejrmja+M7b+oa9awxQSTVVhcLwKbgSzpPwGu0zFhn7Ab3jHpuc9NUj37h1/LsjUn1bNbm4uMi1YsUnDz40tNEl5118/v83oHeXD6c9nZ2xkVXvjRAAXlNSGOFTHGw5bmIdjtSmrfzh065d25533nl33d4jK3UjT51jKWzgJQydWHnFpKY9TzGlRENOMFQRimMDMiyrwrIqD+5ZDH+iT89rnCnfgqGCMTNuJPLs2J94C6gWXlYPnzi6Ly20Yveu2d99M/XjGWPeeOXpO4Z063Zj04mj783N2qDJaSK7Ckr1v9be/5tyzoAqvGMG2c00UwurcR8siKo7MBgkfKCtTHEOsV5BLGBW7FYPfHp0yvC0O64P3Hxl8bhhcvKXZlUiNz7Cm9a8suSgSWVab7YVy7bUTBgX+dCa40tfyXumQ9otl6QPaFT8UIfIV++YZfuIDYArPUeLBdQIazuYLAbtg1OsskAB7F2Im16IzUzLRHuU/LV134yueLZfft+rD9/UpLLHlSV3tCp86+bI1g/MIzsBqCwdB/2gc8CthDSaBFQnD1GCEFn5LmY8Q4+HFVhDHkqapBevrN067vDovqm3Nwrf2ujw6FsiO2aZ5fstLccwcnW7OgRtJSOZZh0Ed061agNawbajKyemvTog687rCvs1Ke5zWfEtrUqeHlL1/VSzcocZZxEow/SYgHkY0zgcVWbNMeMcLalN1nI31i2ZUPZov6y+12QPvLTw4dYn5j2Le5paFmcyhkBHs8FZ0S1h5kPp8GRD+ql9cfeCyo8fyb2veXHfpke7NjnS46oj9/eumv2GGlrNdUGYznMDVAYJheAXW378K+7Mm5NaMYsPTJFJubA+PsAbTbPuL6vatWDTW298dteyPWMLy9ZqpDgis0MCdPmjurdG89SBLBqMQ4rPhWMnoFSgqVvX3YrqllWGKOixMXyCcbQvJjPW4k4llqLILoKuwfLxKn7nHTi3CcNos6h/C9RnYlFUKDP9JyYlEvbgMMGVZIqjuAxoireDtmCU8XamXzY8MrwZ3Aomg2BJmIzVJEeqk2h36EDQmgAdNTBR3Ny2DjCyUbcofOhjPSOu/toZc7yYAEZ8BWp6tTg+h2KHyUswuEpIrwPwCxWFC4Km8ko6ZETuM/3/vw2iPwoaz+4F1+emw/qeMUKy7MZk56Ymg0DLHkZvwHqaIaZBEf65i8wwApLsRPf+BNd/c0KnDcPNuhwUuCkGWVekLvT1l+NbX3vhBX/90zOPDAs414BHwm0CBOrxgBYTiRRqkqkn6fG9+GKqf/ndt7W+4Zo/zvrwFVVKN/UMDcyM++zh/cMJhrcdpuOrpIHRiv1RXsvEs/BcRowLCza//uodTS7609uvPVZ1HB2eieEGjpoKvJwUxjC4JMEVNFGAUMTnQQGt4vycbU890u+mtpdNHPvazm2rxo15pdkNV1xwwV9btrj0rdcedCSsjNXCRGRCnaAzqpSsxPfraqJpYHx5DmB1lW/92s/692n35z/9x1/+8udB/btt3ThXhq4ynzHVFGfFiI2hqXRG5SSePWfQsQCWSxF/7QlP1clQUX7S6u9m9+/XoVmzpmtWzzKgpQY0mYX2uHFRMATmKKjpihR2Jy+dPuWhO29t1rrZX/76H//25//8U+vrLn/k/gFrvv/gaGmCEgGJsqvuwIH4u8H618k5A6odmIINwmzXA2RgsBEGukY42lF4925FIccCQkRXjy9/qX/RoKvLezYu7nfZoce6lS8bo1XsEjFGB/QGloIZMVJYlApKtao9kmtx3vsPpA+/oWDAhUV9/5Y/pEnpk50iX480y/eIU/e4o8aUYFOYImTEUwQ2w3MH7Il8V64dQkcdYMZx9xcFHz+a9eiN+YOvLu59WXHvK4vvbnt8xmPxwJdazU5dTzKYFM54IyMe/C7pCAyfoQHsRfFMciA0LGxF0y0tS+PqkUcrXn1q6YvFz92UN6RRbq8/5Qy4KDS8Vf5nr2uVyZaZE9cDdcywhTECNvutupBVE7ZiaVa1S/F8U/7JszkP3Xho8JWFfZpk97o4/c7mRVMeqUtcZFTx5ABTTtHkJFV3aZZPNX2S7orrLsUA7XBaNQlacEX5zGcKHupSessNJf0uP9TnkoJ7mld9+oJ+eLcupysxd31RCABqnOyKHBfDVLnj2KaJBeOH5j7YIqffxXm9G+UMvvLwiwPj37+nZ24wTyQwKk4/9ywT/E8KDK6NpvWYeuZPtl2uF8x2vCB9UuAKkIxc0wwYZvqRqn3fbB//6Pt9Bo5r9cjHvWd+/2Tg0NcGbAomqgSwZCxdgo0G3YcpgbbE4awI0s+gMQEVaEqBy098FQuKrJDgjtQlKXFG1ZS4gxtgoKtw6nWfacH95zo0QJ1ABfLKOC16ANbQqdYB/7iQA92oiyZVxRIkgDRcE4bXSHbr8QnQjp/4BFQY2ojpwBVNAczEaRK42njytoMzVu2YfPjYNrwFtEICdyGVFDFh9DxgFeon9toaqh8toc9BrMWIAHoDigqfQ2xCRb/hKfDSoJBibwPUlYsmeHpEnBbAIDA61s3yIOiEn4EZ4aFeRDj6vx1uOM1QJ3gP4MGcaG7BhMCJRVCd8Qzhd+ICcQ1nTdyjRZ1cq2aelx+uEob4Nw+oSkCqcZ06lhivw3QGSmXGavxLvpzcvvnlF//pD88+caczYYVUi7HINhUYpRCXsdAD8WRuE4Cvr6SAzqaF1t0+pOPVTf804/2RplFqWaVcQ1WCGs8/gNWCTQOgBuuzSZjhT1cPHQi+C5qYmLB4cP9rL73k/5s/Z7RlljO7WAU7hAa6TXpOGCYXCy8wTMI60kB0Dbcy82pO+Vd+O7Nnt3ZNm1zSrlXzxpdcfPmlFz39xN1bNiwqKwYDybGMQ5aWQZeOLqAX5JLpFKDjuk+Nedet/KhvzxbtWjW57+7BtwwZcMWlTYYO6rBl/UwdttrKMeRUIx7U5YAJvYW5A0NVXXQ9zazqE96Ae/3a7+d9MPWNEcMHdWh7/fnn/6VJk4s/nftu1alEeBig7/AGmI/CFDwQ+nTLzK854f5+2cSH7r/plkHX3X5z+4v/9p+XNmoyYeQbQdfWUycDcgSzI9NkiVnGL39Vco6ASqNDl4TR8xTYLMs+Uo1VTKETaQzHMyTrqsldXvT18wUvd80b3KSg09/Kul585I5WR957tMqx0Kg9CCjVVGccBJHmKY3jCt0q2VW3YXrRm0Nyb70qv+eFBd0vKBxy+fG3h9R9O1INLrVqDpqGj4FNLsID/JjNQcefvj+GNqSw/ohLnF6UbJ3YVLv/vaKpt+fc3yyn98WHul5wePBVR1/sX73oTTntW1aatnyahckv1uFg7uknssAV68+BZ5guHsAp/gpLQV3XMeoZVo0j6lxUNvOJsoc6HOnTuLzzBaU9m1Tef1PZ9MePJS7So4A0n6Qmx3WnarjEqTUw7gLpy/YaW2YeGzPs0K3X5vU8v7R3o6J+lxc/1KVy9ks17mW0XBY6wWMqLhYZofg0LaSqYcVI1aGCJ3ZV81C8+7PuvD6nx4UFvRrl33xF4fM9ji94WfF8bZ5MMSTMT5hdF4/H4UoMzJwPdlbLXHNiyRsFL3bPHtoko+/56X0vyr6vRfHU+07tnWkc3cXsUwi+xVDh/2FABfAQTRk50GWPIgkmRx88K69s08TPHxzwVrObRl3dfcINd77faeyyEduCs4/F9uEC+GoME2miMCScHu4RsgEVInAaKMjS3jD6pJUGKBSsg5V2RD643Ttn3cEPMkvWyNxDFaKJZ8/A0NugS84hzAFgzM2IGXf3smgR8zKsjOPxg1ucH3+1fUxi1pJq3BzeNwY0TvpLrYDDBHJGTMWH6HO2hP8FGwYk696TsmNb+LNX59394LS+M9a/llzwzUk9xeBeC3S1CIcC2IBVkldnfUGYV5+ATBEr5polO5PIJLAZBBQPNeoYJITdFNwRXSEC2qeF4Vn4B4A9IJloiRiFH6HUFqIjxP7rPxRQKF6G37nQxfAjEfQ0fApKzV8g+IWRAF7GVCkuNDAVC84BAz+/YUAVHomRE3L/MGnM47M/evNw3n5w0+VfTWrX/Kq//dsfnhxxh/PgcgYMGM8XB1lyGRKzCb0Hu+FmqgQPTavOSdt955Bu111+wZxZY3kmuXUCwAxLpcSS6fdoYte78FGYtqmGdS3j6JHE9WtnjXv30Y/eH/nis/cDjLt2vHrX1iWWJfEOerYATkf9egcmvii9REdHD0IBoE7cc2zknTwRevvtJ88T/+64rd9XX07NCG8Sp9Act4w8nqihZRgxqCtuBTvMlrMxekhXQmtWTBs2tP3MaS95XFs3rFowpF/Xv/z7eTf37bBz45emmg8GrEY9SszBbCy4xbL3eMWBnVvnT5/84nNP3nPL4N5tWzdrcvFfG134x5bNrrzh+suvuOLC1167LyNtbb2hYxop1ZU7duQ0Q86K1wbDvlXrVn2wdfO83dsXDR3Y5ZpLG338/vhYdZZlHTGZcy42/dtDUz9Gvwo5d0CFPYI7nGLFkkA0DQMUM6BHYNAzDbo82dbxpHjygooP7su67+rswRfm9rsgf/BlpY91PTXzWTXwjYiy8lxlVXVHo8lMx7cyYAvkzJV1y0eWPdMtv+9F5b0vKunbNO/uNuXj71d2fWJVbGdFXCCcxWQNkhtR1oA7NaE3SthUUjU1KMlOQwM522flL4utH3n4rR7Zt15SMrBRSd9Gh2+5suLNm+Mbp/FWGEUonIRmY85TI2kRaJpZHEDVvZLpjZsewKpm2FtlmHHA8EvFbmXH3CPv3Js/6IbynpdWdGtS1v+G40/fKn0+3krbQDurOVU1EcTXMhxcdIklM6c87ojnra37fmz1S/1L+jc93OXPxb3OL7ntqopXBsW+mWjlbGWcWUvTZK8Kr00DE4IhwyQJmGqWpedZtam4Jr5ueulbN2fdfFlur78d6vm3Q7deWfzOzafWT9bKReUme1x0bszgPkgTLmSGdSpFdiw/8cHTpfe0Ke3fpKjnXw8NuCT/iU4Vc56WvEusaLJl+VlEwnAYBug4d2v8dKD/CfnvABViA6r4nX60WEPF3ACZE5uRgmXHd63YNfH5z4b2ndK6w7hru05t2Xtym0fnDfnGNS2vamtch3ny0lrZ2cv1P08DKlPHAbdwCFhXyIw4QKc0I3hMcm3PW/zq4uEPvN/3w3Wvug5/d0JK0HQXUxMBqGDwDGxwWZohVqALbgUXDc1jwM1vWKml1Xt+SHr/2dm33zWpx/gVTyUdWhblmZQCU2Mupvur0EY/oY5RaJFYAEF7JJ8ahUcV9JevfXXh8D7j2nUe1ar/xJtGfvvI1vR5lXV76/dagExjoOEroMHgdlGXWLaE+4UX9FsRrxm1kYnhVgogCt6D2ErESDV9EXAjfAXAia7AV+iy4HUEifxHgHpmXM786b8Wk5yYP3krUTO2flkazuUZQOXKNHP4eSXDoeDZAvXxLnar/u62vx0B1MHdzPMmf3f/sD5tbmgy6q1n58+Z1K3T9Y0v+NuTI8BNV8pR7kLhogM0il+BPRHZregxzafWecvz9uXnpmz+/sv+Xdtfeclf3n3jsYzglvxD208e3YcZpynJpgZD4WDpWvh2LEnoZSjVzC8rTf5kxjtd2l/XvsV1VzdtCjhscc0V0ya85k5eezj/gFQbYq4iXEA8F7aLYV44qV58AjQVtYVZ5MQ0AefFB/Z/3bdXm0su+PPcT0ZqmEQWsDCHFcsxj5R08B89FkJTzRj8JGYJ8Bc9DfzhcPq6fVs+OVZ6EHgGFr5x1dzBfbte/Oc/3Tm45/ZNX1RXkUeJugJOPlFPL87b+8qzd57/x/Mu/NO/X3355Td1bH/r4H5vvPzE0sUzp01+rVfPZn17X79u9YdwJpgTwHUNeBLorjCZbgzeYaZlHhK7e49ocvZbr4648M/nPTCsf0H2TngAhupWMX+lBFYnPgdL9X9Czj3kC1cIE4anpxmGS9PdXBKQMQa53JFZuCO24aOSVwaUDGp6ok+j0h4X5QxoWvLqIHnDdL14K6yVYXgliccvw5RQIYAf0eS4Z1HlRw8dur9l0aAmR4c0LRlyWfZ9bUtnPa8Ff7BOJVGz4debIDQeYABrELJOGzgumHEqNzPYO5yAKDV79cCX0ufPloxoe6jr30q6/KWs7yWHH2h5bPpw/eAco2qvaYGRiBMe6FFCpYR/8KMQDACruhZQdb9i+lUGQJxwHcy8derKyUdfGlI64IaKPteU9L86c+gNBW8Oi2/6wihOZsIRkzzhHyQZZoplMqZhwqwcT1R8K8rmPJ/z6E0FN19e0v/iooGNCu6+pnz0LdLOmdaRfQzcMZc9S9GCMdkho2OJ8TCCMGEZVm1Ad62Oz3jz2AO9y3pfXdGjMaAx//5m5R8OV1Lmm/g6LmOVOJhIUHPu2dBiLj3u00841P2LKt65p7Df1ZXdGh/rdUnZ4EsrXugV+3a0kb2G+T6Yt0Y65oMcT1CVJIMZWD8b5X9OzmAqfrHlx7/asCqML1xpZuHaK4UiMCjL7rjqrqjbuy197lsr7h8wrX3nSc07T2ndY2Kbuz7o8cm2N4Nlq2pjicQDAjN4kshprBcbqoEfYvhEJBMIZ1jpwfJ1U9a+OPS9bt1HtRw6ucubi4fvSJt7TN6nmugotErkm8AHYtDYbiEQSzAMkAbLr1iB/ekLn5sxdMDojr3Hdrj7/T7vr3s5VL6G9UwsluMwGIl1YryYYQFMhWngermdYeQz9KBkBg/kf/3MZ3f0ntC++5QOXSe0GTS543Pzb/smcVJh1RaZfoyLmY126Qb0BvCS/gFon9gGynQ/AqrJCBC6DhAOvwcTIQ1eyNG6ffnHt5bX7Y2ZHsbZ0Ld1Tg4reuO/AUu+3Wn52Z9+Khg+XWGkxM4tAmRyqsILwSiAeGnMDTExlHBl4BvZAXyMODw5CLqUtFXwV3Ts3938NyLCamtpserQ9s1LBvXtdPH5f73wz386/09/fPbJe/zOtboMuAI4pTMFjKd9uFjfitoI7woqFDpRtm/hp+++8/IjT424u+WVl1/4H//ev3v7t16+f/Tb9x7YPU/0FQaCFYXosjOLGE4hfBeShEi1L+BZu3DexLdefmTogC43XHHJpY0ubHndJcPv6vzlvLcrivYC6blfDuOIHqbOYE6FlJhTqk1k3Urdq0lODe23chQpY87Ho66+4qIXnhmcl7sKpgaQr0ecAG+omRnFyIZZ+pQZJJhQIe63hl2VAnqtU4s4uRjB2l7pSixt45ovbx/Yq8n5f+zd9do130+XpaBpgOP6RGZfVvVR7+QxT/S46eoXH793wZxpyfvWl+R7qo5lSlJRWnDX228+1PmmJl/Of4us3UxH4w2VxZKo89won8qlHNXeJluoSGnzZo+8sumfO3e4xutYgbfQVQfP69RT2NW2hfzVyLkCKliUZLhiBosBiVVMaBKc03R6ypkrYwvfKHmmV/6Ay0p6XFTap2nB0BaVY0bEd39uVe7nershCifBn7UzMqANlTurdnyQP+GOvPtbFA5skt/n4twhlx1+pvvx5SOlPNA+2JpUmH5DC8myS1adLI3L0lbwjGC+A6z1HIHPDtUMWccPVu2eXTRpeMn9HYu6NyntdFF5n0vLR3SoWviKkvWtVbuf1JP2KA3slg4aV0zxRlyHMDUgCuyFsLC01KnQM0bhDDiqLiuwpObDx0ofuLFk4JWFvS/N7HdF2gMdSj5+us69XD/lrJWDMS1EDgF2KINJOw3TKytOeItqeM2JD14ovrdzXu/LM3tenHpzk9Sn2xUtfFpKXWJVH+SymSikDvur6IGoylxWg2FYmFSvVbE3smNOxcSHyu/tXNzl8uIOl1T0ufroQ13wOnLmN1b1AUahpXSrRmyCxCsYXp2nLPml7A1HlozLe+XWgqHNSno2OdyrSfYtV1a+PVgGQYdPgzmviS/WBYyoWwetJ4rbsZRzEtzhv7kJ/yoqcpDEADzoSwXw4jpAAoBkpdUqLnfR8plbXxk2o0f3cS27T2zTfWzr26Z1G/PNoztC805KBy0zCFIo1rzrKddZjxNxSPq8Xll2ypbfdfjbkYsfHDi6XdeRzfuMa3PL5I7PA8ySp+RWb67Rkg0zQNYF+4V+Jjelvwx1gl/PzSe6W7eC6aVrpn/77B1Tuncb07b3uPb3ftjn892jco5tihuCp5oBVXHG48ncKQhyZgMqwB63irnkmANeQlnd3k3pn761fMSt07r0m9iu+7vN+4xu9cjH/T/e/IqrZHmN6dCsgMJ0KtpfGEelxqECFJlSQC+B+sMKHuglrxZL1mMppAJWannVztWJ701Z/sTiveNza3YoVpqq+qS6ZFFBFy2BubH753TnnI2g+Nz+5X8lhHAolRkAYDCZKwYWFeD6Ds1rGky/KrkYgmN5YRYHNelVc9keWCtw/VeXPPJPCxUMr5wbrUnfsHZBnx4dwBRvuLrxupWfioO7Cww1XQXwSPDnAKhu2iUGe6HqGNC0ssLtb7x4W9f2l/fp0rpT62Ytr7miU9vr+nS7bkCvq1YsHcN9vcBUPMIWOCvw5EgucQe4424p4jhWtjsrda0necWuLQvmfzru+advffLR3gvmvVZeAtKWy+guJxQGOgBaaYfcyFCBN1zIAGFNYTKwVeTzrHr4/h633Xz1ujXjOXxG2CSZxpQRixcYLKgc/QBuIWWB0gidcjYPeq6hExwiQyorUpu+7odP+/do9ed/O2/EsJ4ux1IZGAy0U0JqPKjFwjkZm1IOLs1J3XS8PFmLpoleqrSsstqTwd07Frw/7Yl9e+bjPobKYrFMy5K8MEFcTdC4HwzTmRmFVqqupu3btaRvz47XXHnJ9yvekySgRsgyYPbpedjM59cj5wyoqlcx3JLmUiS3Wee36qAWqVZ1Ysw9/8THD5aOaF7Y/4KC3hfmDLo85/HuFXPfkH1rrBqQwnQtJg6PhfUBo5I8RnWKlLW6esW7xS/2zBvYuKzHReW9GhXe1axgzJ2nNr1nHNtlkU3CeuK7YSMaUGI+RRY7zaEHTAxmqo6p8GghM+ZknmT57pLFbwfubZ/R87K8bo2Lb29e+c5tNd+PNQ5vhCHAtJfkgMziW2GRmG5nbZChMoNAS7LUZGYp0xzgiXDZMq1oqlFxoHr//OPTHjhyx7WHu/6loOufcgc1zn62c/FXL0s5K8m0rNQ62R0DfJpentCLX3gGQEBm3pZfzd5wavbL2Xe39nc+P23wlQWvDyr+/t3aw2sZ9IO+KkFMAz3KEmLgxAo3Y/hNdE40ycj5vu77kWWv9im89YrCvhdndv1bxtBrS0beWbdyinGYJ6Ga3MuIn34G4ngAr0dTRXiw1l279v38Bzpnd29c1KtR8ZBLDz3Stmj2QxHnXOvUPhG7C5txQCkGTrgOYBu4DwyHzSfOWOGfyP+GFba/e9bXbXylnKGttu2ACuFDmCHwG1xJDEAzmJhjmL7845vA4Z6bf3v/SR26TGjdbvQN3ce3fmbx3St87xdUb1fQyUzR4uiD2MEzAx6z8RwyRtugnFI8RTKcJVW7Nntmj13+2F3vde89tjURemyL+z/pP2v7WwfzllTB77EySLZsUqjQs1G1oMr1JwwHqxXGNJencMWobx/vN+mmbmNa9x7T5pFZA5ftn1BWvYtOj8VnKSzyArpfb4kI6lAJ8v4klQkp/qiV4ir46uONLz0xZ3DvMa1uHHV9t3HNb36v08jvH9uS/llZZJ84Ay5EhYx51QiAM8B0TZhXFm32xlSHbEKd4PekMIpg+k7V7tvmnPnCJ7cOGtnmwZkDPtn+jrP4+2qYPCIffILTEReoNw0lxEZTm8qIjCpwILJM5t+dGayfiA26ZD8CmHW/wr1tfln35RasDqZ9XXGU1e+E4YNzBhQXIrGSfr191MPc50Mg/7ub/4aE6upjkRnwPDlry4YFtw3p3uyai95544GM9E2GmgYg0eI+bk6D7kGFOAGTTLhrsEtGqPpk0rrV0z/56KUv5o5ZtGDqoi+mLpw/dv6nr30+92Wvc5FIGMSkg7aIvCQmB4hMe+52hX8M98VpWYAxuC/gwYWxukBa6vrEgwvTUr+L1CXpekCN8zRozCZwCR7eAmzTgH9BfMj4n84KIWoc9CPr1AnH3h1zv1rwljt5iamlsWQpCQBGTSRtxFJ4jiFTCjDiLOPFFVlgG6gnZhnrsjmBZNwEZeXU1nhWr/xg+D193379waB3jRLN1JR8Vc7QYKVxB2oFcBSzAz56MpRW0IyQGvVVHU84nL/l1PEEE3Au1tdhEDB3uDzBUCU0HKyGJpQzS0svPZz8wtOPNr7oglHvPFhatJ28FrNbGI3/LXP0f1HOFVCpZCQ0HhHjClmRdC1vd2zVe8dH31F4xzWHev2lYNAFucOuyX6lT8Xyd1U4U2amqWWY8VRTSiO1x3fha8tuOW995aLXCx7uWNKj0YmbLjrWpemRO9ucmP6I5F5kxmGMQprukmSnBs8F+hoTQVo5netnMZoMU8IY4zIwSI8ZSbYiKVZN0rG9n2a8eXvo1ja599xUOmlEzb45ZtV+y/SzwAJT4FLpAURs/x2oLCgpXoQ53EkklwwDwiyGTD4oQy9KiKz++PBLQ/MHXV3R5+KKgY3y7rj88Os9ateMNEs30KMkGEChfYbsUOUkTXMqjPUzFZNthoBzBL/J/PDBpKduyp14r7p9llW5B9MGcCLsHaaiz4zA58K8RfNglUJWzGscWlu7/M2ip2/MH3hhcb8L8gdenHXv9bnT7zuRMlevS+QGiXiQlVbi4BAigGnYldDFludTSZHV00sf6nmo15W5g68qeL77kcUvagXf8zx2KLoBM0fHFoQD841+ogr3wl5OhnHku1C/T6usTTvEa/5j40t0tMES//0ZoNqfnxZ7qwmQQ2zHhKnlvkw94uTBKTDB8LUxiBgOK3RcOrAlOPutpSPu+LBn9wltOr5z/YBJHcetfcZd/oM4TsALgOE+GZ6Nym2RLJJAb4CNxJ3hpAOKDCtYqzm9Rd/O2fzGgzP69QGmTmjVaWyLgdM6jV779LbM+aW1u1hmEm+KNmshXQ+pUBLRA1xklYBegVrduSV9/vNL7u09oX3P8W17j279/Ge3b/Z/Ulm3u/5IcGbkQoVoGVlpAcNKwu030ABWqgPD82iWO//E+mX7xr34xe1DpnXsPr7FjWOb9ZjQ9skFdyx3vpd7cktUdTI/hRVIwPxS9TqedolmaLo3qjniXFUBwLtgXnXTVVCxZsGmN24ff1OP0S37Tmw/eHKn0T88vi9n0cnoQY1bG9F+qBZLTMBUMVSL16HQfTRkT/WJvcUF68pLN0uwoVaIMWRGC2w7ZQ8fBhqqC8cO3p5XKKfHtAKS6U8/tmHOmtfemXPv4m1jsyo3KDpIDDDAy6UNuqF+RrzhnehpppnOKkv2o0/rw29P6PyxWiRXRg2Q0aytGxcM6d+mY9vzv/j0FRVvSqYOGEtl3flYGjPSue0kWVdTxOQKk4pxbSXTNDJFglI6e4xpgAQq4fpAbzHr00wpnWf/RQMMgXLlAkolBJ2sw2X0s4Yod3amC1/cpylOOG30/DT6xCLlG8AchBIqdUlqJBFYyMAPrArPcw3rElgpV0xhA5UonADoPNMFDMWtcwEuhfVSQFGAxCS4gDRhUlgRkJU7GfaHEO3S4lGnI/mr9PB6Xc611HwlkqHi9Y00sWNiv2XstawDlrXf0g6Y9rEBtCd8C3pyLJwu5ghcYXFSG7eH6H6Dz3Ia0F4zaBpBTUmVorkfTX/3wr+eN7j/DQl7F1jWIUtLN1ixC6/5dyP1L5VzZ6g+YXo4Htz9EnPXbv2k5JGeR/pcd7znVYd7XZ5xe/O8SXef2v2BVrmJZ/JZId3g7hpWGsJcxU0wmeOJEe9nRePvLBh8fcVNlx/p2axsRJ+6z0fqqSutuiRYQw1z2PDEVHdUhQGFMyU8uKhIvlDFLsa4i9n/ZpjjjcEAOoIankosWzsj8M6Dxz8bp3hX6lWJpLmwwppH5ZZ/kS4RQ7NBc+EQoBkChDC6sF8sjA48A2uBQWEwMJawoPKt24tvbV7c5ZKiro2K7m1VOmNEjWO2eWKngEOR3QdTDqsBsh510gDFYYPcgjUKSx3zmUcPVHmXlybMP5H1g1mdQMXCLBURHhNNkp1qHC4tZg7oBThrqhULSN5vKqaOyLu7WX6fi/MGXZbzcIfjc56Rg8v0aBKnEx8Ho8nieSJsjt/dJnxVOASaE8bUyN5yYv4YxyP9PW/cWbl1pla+i3szaBdA6dyq4ZUNj6Q6ZdkJPxTDYUKzWbXYpXP/K/e0MBeGYOnncix6g5u4BQWE0eR74aHCp+ENvTCsdr2FMxryj+WMbbVtt/iFjkW9KYeb5RSAGpQNd7WSHCxd+em61x+Z0Pvml1q+MOOWLeF5lUpS1GLKmGLguXw6N8mwGaeRA3fD4MLrN8IaeJXmlnV3WdWOVQlTn/94yC3j23ca27zdxGb9Pun68JLbPksZk1m3KWokc20e2Ey/Hs64aAx0LApzRn5wQnH+4J/10Lxbek5p33li6z6T2j3/5Z07MuefMqCleJZIbmLfMg2E6bVEaDJC7jI0AxrAlQnG3hM1uw+G5k5d8uAd4zp2G9PixvEtO09odd/cgfMTx+VUbZYNJ8/ehwVUA8Aw1pSApwU9NwCrHh2mCiNr4cWTKmo2r3dNf/ST/r0mtOw2pc2NE1v1f7/T84uHfZvyXlHtDrEsh/Y7VdWF6SOL6hCibB5G1lMnJ2xPmTl5/gOffPucu3DZCTM5YuDzEPMn7eVkaBSXstKMuF8kjWOOB7ht3woWRfd84Zl697zBN45pectHPSbAv8lfqsrJTEukawv3VCQnx9CAVPjNuhw0SL/+CxL8GxOxvm5lRaocu7d9PPbtoSu+elNDX5lp4gVFfCLOoDcsCfwwujJwzTEQ6EAyNnGmQr3gv4BYmEHhyqPTZExkP48nU0A2UvWoKHBPJIbjy9gvs0xoH+hRCTQVFAJqzzkovB+KHW/g9KRhJM0VF0CfibjUK0anRAKjiBJhoMkLbQSFaDREtpMN61rvBDPtnBwd+Co2EUATwDgN8HLAMJSKZWpMGCLaQLQB05khQyqhQcumSQ7oHg/1QleYIbaEs0PEF8W0Fd4ePhGN4RPhOgi1YTy8eNX305pfd1771n9c+8M01iw0s+EZGDwbB/f52QD9K+UXAFRFwTwXh4AqSaaUJKUsPPbWnZl9rgl2aXLo/i5HP3q25uCn+qkdpI8MfGNKw7kO8EwYOl9wZh2WfFCpXHNswzjfkz2Dt7YvH/lg7ZoZet4W/NW0fJLikKUUVXGpsluhoy18Z9hKzFiJxpQ77cgmyfMIY8AA3aeYXt1KjVbsPpqyVMvdxow1K6SYHkVzaXAJTb+hU5n4LWHy+Kw4DJlLUTyyCvsLjzKdx8JAxWUgU7KS+e2Jec+FH2jr7tPk0EOdq+e/FAstNqSDVGtG+dIsLY1nQBrcQcj8EXQOKzLSuHCrJTSGzfbop5Kk6kRJE7tE4JExm4N5KMADTU7RNYehuYBtmgLnAI6qVyveUrXxvdwXe6fdcmXhK/1O/vCulr+SM9BKJX1knAfT1Svq23FuYDIIhxT3BOd2WRGPlLu5cOecEvfSmuqDMlwKojia51YVZ0x31JnuGMu4s8IAp2KckR+xszuJO9swYWSfFnObzGgPiqku1sPIAjEQwn2unxLED+5Itjno36nK/1rO/pY9uziUAZgexfKnF69etnH0zMVPr9o9tah6p6iW7FEAMAJNaY9OC+sJ4OsYWeYE8fRKjKkKSwFjZPmP1u7dnTpn3PIHh0y9scP4Zu0mNOs0ptn9s3ov3juqrHor6JepugzgmVi7YugFLwuHCRijghAHi6P7l7rfv2tG785jWnYe1bzfmDbvLns4uWBp1HKJoxSg5AH4SXREaK1E+jFwRQnoVlAx/DwTgiHi1Gg8wZ/z1Zz1Lz8wo0/3MS1bv3r5Le91XuKZWhzfrVisTQHPhmtpeC5pCh1HfBE8VZYdquoAIuqGM64kFJ1Yvzk44+1l9w2c2rHTpFYdp7Tu+V6HEfMGz9r+elrZKhVeEWsieiWLifQsnoWesYJ18kFXzuIxix8Y9FbLuybc9O7SEev9M4vrRF0qM5V+ACZUTKx3QA+lgEgZBVkRVtgMhUtXvrPqia5T2jd/99qbxre45f3Oby+5b5Prg8qanVwA1gOsPMcgnk+P+gxWZ2QJTFKT37pA5wVWMayi+dVISl7mD4U5q7nPisGzM5t66XzALDDxwv5dhDTBw9C36AdezPvYt8X1QnUJiiLZG/eB2VG5G5XxW2YDMPJPfFIBkCIIDB1QnUz14HftVtloCjkdZmAjMY84SWHceGALLmZwCDOUdhLqDTrIBnCtBJYQoEv6CBtLkyV7VbjXLATr4sYnPaTEXTxgh+Wpg5xivB5qGRaJeOIt6IPagvf18vAlvIjAYPvUI1VyyjGHZqe2ET7huolXEJMdvcfwBl6Hu5zxUgFdDtBZMbJD/mWTJ9wzecJwr+cby8oztAydBWV/d4CKkYbBItdktA3DnGId3y3vmR0ee7fr1QHlX71ppX1v1RzgubumH7SDUSP4L2ZIZzkPoUZMAkqxLI98fFvG92PTv3i9OnmReeogzaJw54mm0WTyKvhB+C4ULuoUBo6b8RXVqag8wYphfRog3NOrad6o6a613DDEMHCmjvv4mRykOgHMwiOz9Y97n3n8FlQEvFlxKbJD4gHUXh1k10y19ynrGqZBshVPimesCH/+jG/qsCNrxlsFa834Ad1MNiz7zCwoGfew41aqAQEP9mnQS7GxXTIgPs1Ag8W8go4a3DFNfx8vwinH0KsuOXTwLd2jkgsy3U4s0Xv04zuK143OmfvIqd3TrFNbWOnQEowHHqhYbADywVKDhOERqu4BlYFrTLUWPE/XgZ0p+Ips+WNqsg64hd0X2wRl2R1DH5pBLqQBKUH6besf92pRB5VbDcEaChwNU+wANV1ICHALjbdF2BH8iWxeYO3fqco/Ifg6I7disjFXK8BjvS1/8fHtGYdXlZ7YHlEd4iwXslLx6HpjZIvAV0Agd62ALihRnuhnWmFFdkpcLg0DXZLzl0zf+OIDnw7qPrJ5pxeueHBSj2U7Rh+r2mUxbsntNGR1ihOdqaGfuZgEd5uVj3QrXBTbM2/nyPve7917ZKv+77a5dVzHKd895S36LgLmZ4XhOelxnhnHsQPDiwd5cA08dzOom0GubeP+OlDNr1me3OPrF+8d8+LcWx+Y2hM3CR1ZjTGCVjPMgLEDLIkOoQlmSjxUCDoMn08QTYwy7+OTTac796upK5+66+M+naa0bTupeYdJLQbP6DJx3dMHcxdWxvfGLLwFLCb8OeF3GsFjkT3fHZwy4qO+N71zfefRzXuOavXsZ7d+lzQ1q3ytwqyodNIpdKDY+YPGwywylq5yTRdYUnxk+4qEqS98effgqZ26jWvVaUzzbmNbPDp/yOKECZnl6+LQCgsvK9ZWSJLwOgyD1w/ub1lo8WG1NHhpPK2TSEnGyQCvxj1a0D3iGS8mweIpnriSaMTeA+JykyjBUmHezenbYkL9qL38L+AQl+FBuJsKsktExCwDg2QZYQGrQmADbQ3BrSDC060HVMEWiI5glqw4TwIKLIw5RSPRHvJs/BQrkWDPDAjbX0fDCGZ4RwBqHN45QBH80snMJtmhxBJ1xQEVpQaytfU98/cCM6vD1mEicCcVXEwABLd4AZVxN36dcSz71XAfTnbx1sIPAKCindxI7WculR6uOZWYn7OupGBrtA5sIdNQ4PbRZJ3Vjb8KOVdApe3joibHz+BWDQxeslq2qSxhzgnnF0bFNjMqiA5pnN+oc5m16DtuS2eWL7oS3aqLSm9Al5hLLtullO816pzsd8OrWT6TwCNcJ/YvbYoO2ACpxQDgi/C+RdwSF+MnTQwGScIFzrjuroELD95shoGv4DHCA8LgCesWcbF2vBrUtVBM9koqcIihYNg7GERyOOGyYVDpqRncnGPhudUHTub+UJv7g3FqH/6raCmSmqwZblIfqE7UpeEVIi5V8WtmSCaU1h8qIuk8wY0bb+D9gcFw7YRn09NMwwlAN8JtFA6sAq1FR4HWRNMsCYCaZvKglZTqqi2nTm2Qlb2mRedDB9eBteJqipg/ihdGVtJc6ARmTYMjiteEQUSn6bpXlMsh5jGhmmwe/AMazAVp5llAYChrXBCmy6upBstxgK36Wc3Yzp4HMOATPA4DQRbIlcv6HZ+c1RggYBhMNh4qosFnK8k/K1AqmIOYi56T4mGVZtzfTGXkFvSxvpyesD42lML0kBmIT+pFxCriMBxhTUZHoc/TTB3erpNaZ4Uipjf91KZFCROe+eTm+8Z0/uSHl/KPb6EjQlcDPooHaBpVXdAfALkEZwUmQGipBVfJ8hRUbZm3+Y37J/e4eUyHm8e0f2HeHRvdc2qA5WYoHk2W65IYmaBjgT7EUAZJ9YwQVJF+PbwE6iHUlZhaXLVjq+vj73ZPTMlYfLxun8EUX58ZEQkmjPxD4UVlfLyymCz0DtlFwn3Be8EO4jLDl1G+9uPtbw2fO+jGSa3aTm7e7cP2vae1fX7R7ZvCn1RG9nBjqAqL6TPQpbqvSk7akTr/3e8eH/Jh9xsntu4wvkWPSW1HfNzvo9UvePO+lmCs0Qz0JzgNexjwgKekoj+1mmRMCsNIrY4f3JM6f9x3jw/9qFuHcS06TGzRY2rbO2f1mrDmqYP5S08pyVHdKdL4YamhZqLBZ8b3Nys0CDD6mK3C4tP020EpxadEHJjppGuEQIGI7DcBvVHCGNGXmApeiAl7dgD8Z4AKZXb9qMxQVygkfgGwcfcL7R73T9teLAX3gRHA9BQ+sQBFqhC+BdcNvjvcdPwiuCO9+RiFR2XgYo25kPR1uHYLQoyvBw3Ml6hIGK735ADPwEUHcFTEmWEe8aaizCFb/mPn/Fxgim3IhFEFMY0ma7LLRF+Jg//IJU6/Xf2L0C4JZRPoDjeCVaPRb0YYc18UeAfQinUQ/NTITdnDP3vov1p+CUCF2Y0xdM7jQg2XqrnQ3ZFTu9WoYAO6NwZ7xOEMmqyOm2rKoKdemaefiqVvCX4T/L6wODMIOhHm1OUBnyHW3IoknQ5pOiUpJaqmRHQnt+jATcOowJGH7qp+ACHgkNFXkEVoEu4pVnZZ77TWaUTcZsTDRFbAg8albC3mUWMeA4BnppJEwpfEbLHDLFy9F5HYSLJZl0KfFBCFN8UYc/OyqMivh1U9pOtBHfQXBDHmsASfM2M+o44/gVIGT50Mw9tg6jl3pMBvYCV04RuKCB69SCjQmckjtvGhGZgPLL4YtmqDWg2cRA+c/ThzRPHTx7LjjCwFxLFHIihEDoHvitwcxo09KuYwNy1w8yLdYQMAGbbqPBbwkvXc8aasS0ejgNmI9nBtzKfEABvMntDVUDzmlqIATsy3UP35dPhdhZEFZHKWChx1iROB8FNgKqzJLwmofCk4BEaMp06ywWKGc2jsP1H4Lnwoe0AI/iQCzrRWGErWzAoaGAuICOzT54061Ag1U7aCeSe37g1/vmb/dEfmklrVAefJwFiIOxisFeyDJwQRJNWrRJL4VzpDgbiSkl70/czvnr93TOcnPhq8PHF6wak9NboLUETfhdEtaLIIjNMdSUVP4kPuiSIQAqhA/mA+QFUDhhU+Ub3/6PGd3HUDL4GKIQROp+aTFC79qjpcCqg6lAQ9gDuHmAMIlY54odh6ndMyUnUznFe1bU3o45e+vrfXxDadxjdvP+aaHuNueHfZ/emHvxffgmcGf9Glmz7F9B2NJvoqV8/a/fYtH3TvMLFlq/E3dBzX4s4Puo9d9uC+0LyInMjoIvfpCz8V2hIVgpajb7kfMVgXS/AUr/hk39v3zOnXeVwLPLH7lNb937/pha/vWx2YWVK7U9EcPCQDLgiIDh3H/9b+/haEAGOvOrEcQUCDb8H/cmkQPh/DmLIHoCXmtRhKIAGxgWFeDCg1E6P/03sKbScr/RFZgTGAIgAnrBxYKXCUsWJAMuFNJDTQXIiv4ycUW6Dpj4AKNYOVYJkw7nqAEw/hKg8GjnWe61dthAnirKGichOqHkHj/aIuNAyLUELJz5PEYHBwMZrERd90DD2nP4Hw9Cv8ROrfgohuo77OdCdae3iEcCJllxQVKVRnQr54d0EMRFfQCyFqwu7REUFXkDHXeyS6MM58BLr69Iz4NckvwlDF/nqZ3rRKPhcwraAKTqb543ooqvrjLBMFA2eX3k03pKDKQ9aYwwIYUKPJtAiEUgCqcJfgjMAxlz1a1KEB1dCn8Mp1j6I6o5ozZtLA0ecFPAAkANIRsFs3d31RidHvDMdTUQAAwLYqBwu+A0rxM87ov27w1BeGIOzACEyzfRymyGHhsEF1MP8jScwWptPE1Tgz5meZey1TN3NVLVuVROk7hh1wMc+kE/oBSocm8RdqJNCFzxWbUvA7tBYfsrvwRNsX43oGWs6ICr6O/3I+cLGdW62hWEyUT4Vbp8fgAvuUOE8zJbzx/Nc05kxFRQUAW90xpeNwSDG3/SyFr6GFfrF/A41MNeq8eh16CVaVJ94YRtAwWRsW9EtlOBEEHTQXI8IzNRXVJ6sB1QhpRkjVAiptMecYeonslgQLXg6glEmnqkGLz/o4PyrDOQMq3Xl0l5cHFOMTAUW05pTTUGrLGUDFt+ivsKYPHQUmLYd0eB4E1KBubxtn9Y+AWusQReSDOqHRdaLu4KloApdjqRJcfOJPoC8YLfqBWVqMWanoW1ZJ5YIT4E1WnP7sZYs3vbvBNau4dq9qpUoW4wSMs+FxuEY4AYaEF0mFjyi2Qnlhgvk6tu2wfQJiZ0gsRIkVSrwgPmdYBcyYZS5UsQrAzdZxCCwINUREkn1WLbgsTxcGC6fttlJPqEkJhxa9t/LpYVM6d3nziiFT2n608YWio5v54jHGKhQLE5PwDL0yLP+hY+uXJU558qu7O09r32p8886TWw9+76ZXF9y9OmHK4aPrVMupmm5JEdwCI0ueyv2CnJLwXK2gYrnzT25c53z/lYV395vU7qbxzTqMb957aoen5t+6ePu7hUfXG4ZXMz080pUL0jYG/JaFEy3AwWIRnzzADLgBo2v0hDDWLj2SLLadYEwZTYU3zFA5hhU/yVzJUG08OH1PgVu28ENhwVQYhBQI0yDgQDMrwisSgwssFjaCBcAXYWTE1ykiegQRaIrbEmwEC0TDMJ01zGvaxpBodhFvRZ4nYsKAfwjxSRxIXK9gwicGUxIV6ER93cxotcPnWnpw32cFhzbJEeCceKn6dzlbiKYQrtoCLGGNYV64Cutm9oDuBWNW48kMXMNk0VALX1xQTzSetIQiDDL6hI6gCAyIemQCxfE5fk9h7hvazyfaPfmrkF8CUEG948Jwc5kE/QK7kGoYqZISiEl+1U7Tgk1h3ecQjDvPuAYVEwX8TNhxaCHGnmMjtI22DHbHBa9Wh4eFIcFU1GEvmGKuMWTK+5OcAaXiMJoZBjcy44tAMgfVyGDZHZG+jyaxchs4FvEAY8PilrCbzAVn9CzmMKLJInjCh1JNAbGAJXpzGC1gJJ0gKlnUZ0T8WiRkxNMtNdfUDplyphkJkPDhK5pb05yq5mShKOgNI8bcBwK7zMUnGk0oqMiMFaGVekyF6sM8Ad1VrwpAJQUBZsAZDAHeQP4MNbn26I7aih2selPts074rGr4oWm0p8BIsNi4MKzQRSNEdGRk0iH4GfwG3AR2nGaU7JzH2/lVUnm6e4RtOM4w8Yo3LgMbWHQe+g1/kEyCq2jcaa4ZPkX3qoZf0f0grxqL1gqngUhATAUnxisrhls2PPWHqXEc62f1uQgD3bBWgB/iEzxT4ZxygNBvNvM7DajsXnvgBJoyRoqfDIbTdQCmqtyvLOJFIUtLY/ia9M5Nvwd3Rtcx7ZzwibFg78EdZmUikAnG5dSIk8vJ1MAQi1Ewr8fLITYC8XjK8dr9cdOrgvPJThoIdCPaHHVqcRY6EKUh4J6LouGAZ6AsfCa8i2qvckFvfQZTiOlEihehYw4BtMuqF8JcNvQAx9Sr8jQeUYnMZiTQAXhU+KmnqopPBilhlcSAZLqzS1ct3fz2K7MGT1/5RKhipWL6qVSwUFyNDnARS3iKNi5G5OSt6Z+99f2jQ2b0umly285T2vec0Hb4Bz2/2PHWoePr44YzGk/UoJxm2IRGwQuJcgeFjslogkWxK5RYUmLGF+O+e/S2D7p3m9C6y5jmg8e2e/fz+9KKv9ctX5w8FZdxiv1slH9rAq1m3mms1n04b1NuxsqaE6zHQn9XIBZDKUARGH2qKy2AAuVBP9Pu27oqsKoedex72p/YWCg+J6C61FiiEk+yuNvKC1aqxD0lRTuTE79OD25Qo2ERqhVqX//1M3J63kFFcSubESoecdJ+yFRSC3O3ZIRXRaqcgmhmYpoz847LGeCR+BZahaktnGZOMaZEWXqWpRPLj5YenDLuweF33bho/rtVRx2WmSMAtR4+/15oOXE37vNB59Dh5joCU/ZgfDC1eSYE5xHsNlk7HQ7OYgalMAXwOS5jzTtODTINsYCNvmXyo1uPJ9Ng2q9Z35O/CjlnQEWf0v336lHojWBs4GSw8nqWaWRyqxDj8pj2YkEOKsWO8zMuj54FoMJIwZChW9E17CwSebozmpj83IzMLFbGVYS1ondPkwomAYoJmhXWrDTFCmF6c8aK1SYSX43pAFoEHg0oYFiL+5hUbILtAYrcZgSEkm5g/blsJrTNgScymRuIq3pU2alpsCBe0/QxiMoYDkxemqmmcf9rHEY5XbBtvBdMlQ8Xx1RHrZYcMZ2KxWxSvo7mUw1f3OTqqQFvgBYTsAqlD8GyE/MYYYZB5+szhkO3S9huftdpVm2Phhf5Pn8u8PmrauYmsQ6XZtkQDhLMrTjQJOG+aCH4CrLpqzNdMTBFE66xW46mwPiaVhA3ByvihAclhcBvoH/gpcRhmuGRBIni0fpkP962NlEv3aIVb7QiB00FWMIlW5lnsIgncl0QQywMBMNcgFLWOhaYyp4nJgn5iZ78k2IwtM6dJ9wciXEnqAhjgZ9i4hHUz8JRCKD0jOC/jLGjh3kcFbwosZOS5dmgn+JIFtv5g2cD/srQN3GLvURuIT6PCQ8dwmOwGG2jQD+pjcJUif/SIsBM4ItUKmim6MCYk0nXUGyuc4M+ss4RHyFQmdFCfBIFmxF7q+jpQzH4RoKAktpKUYdG6IWCMTrCQAsDBgBLn8Rz7tBF6ASBppxfQQwxHFNSJXF8oSI7TlXtcYcWBLKXxjWXKULWdCnQJLGMx8eRr3OxCo2PyEmuwm/eX//KnTP6dpvYsfP4Nj3Gtn501qBtgTngoMyNYFQTzgF6m1nTKh1iqr3QW4wLfDVHWun3n2598/6Z/bq+ef1DH/Zfnfj+ich+zfRG5WRmMPw+AFVLVePhgkNbJ44d/tQjXZP3f6HJIUMLx+tgdqBgYi8vQzUiGom+NdNFqjMMEaACxo3WkmojnHhxT+FkM1prw6H4E3dGuZk+wnLcHiBf1YmExQtHduty3QvP3FtZkmDpGRw76j++LuRngAobaCsqzQtmfcgys5RIaM6M5594uMeGNTOOVx40jHS4YtR2wj8aBqslklpUeFqgj7ROdCvjcMXSLKv0xBHPy8/ddmmjPzz3xNDKYodlFYvHQWN/JqdHmaE+sdiMtzZAscJSxCnVpejgNnq6GvdhdpPVoK+43oznniHreBFyMJa5QM+AjBlpgqpi7tvTEFDNSLigW3iiPTq/CjlnQGV4QXj0GE4jlQBGS01CZkahQ3h59Ig99sAwuLQYOY46FA5WAO42zB+h1F5iod0UQwKlFEyfK2ci3FefAgBbCd8Hdg26awVVOUWqO8BlPANUiV4z95iSOfF8K26WgmUEXcbgAVRIdIJcu6pNYX0+zcWdPLrTqtkbK1onVW5jCwE5ug+ACjGYUgFL4ZGYKMtTnYWlJjTCJBkx7r7CUwD8uhHAc7l+bLlMJVkt3ijnA414lCBgBngv8/gw+H0+ciMZNCiExsgKLKNtwYHWsKcuuIrEdcNnlW1WNk8unnJP8r1tnI/0OLpkvFqy22KhRFYR45STYL4dVCYGnfyy7IvrXomFDvws0oTeUFLUWBKLgoJlGp646tLoc4AuQ3eJhUzLijhABEUQz63HnPaZKladw/AvK5z/Qs5nzxqpy62aBJ58wEr9cF9S2XIWagfMAFYxrJh1LIAATIWIHSyckD9Oqv+pAH64/UZgEuc21z7FVmPqAC04QRRadBpNf/yvENyBLgsFX8dN4Jx5FXAIKhgdOxPOBIYDP4mXXCLCg0BtxTIqlwAIY2SxMItQYLjqQA4umOECXkMAFiYAWMjtJXhiPSgKh69euPrOSr9eja5SCu0UG88r6W5Tt0lYgVXCYUeboZBQM6guqAmfK2rQi7V/vAscRyukknPA6YS3jvbjT6JiXJwrzcR7aCPtNUxVQIk5ZWZ1kQ2IVBoGbFUAOfiH2FavR9067g8TZobBhnMrNy5Lmv7E3Nu7v9Vi8PhO479/2nv4W1BMegyYg/QA0P9BLskbQSYzc22b3UJCw4njzT+yaZVzxuhlj87d8OaIJ7Z7AABKVElEQVThY1sMi8sKKnxcptb/ugzf/0TYUVmGdig/d+fDw/tfc+l/zP7oxWPl+009Q4n6gU+YICL848VYMweYHnwmBo44ah9bCw2hAqArzsyR04DKgC3+hA8xQx2iJhFmE1QO/Z8drfGs+HrKFZde0OXGVo6Eb7V4mBhDo3oGhITwhlAqaBG8QzdXXukJYQqAjx6qPuGe/dFzndo36XpTs9dfHrZ7x2eRarCaUu5CUcXWF+C35OAeaE5k0Aw4TDDCaDZepKzmVHDy+Ccu/Ot5/Xu3z0rdyVKC1H9Gqk6/0ZmXguBPJFpKnctQWOApWusKepZ6HYsrSnbrUqqhpgOw4TGQvFLo0YrImWClWpouhXQ4i0BTE0w6k7kvjDKCqsIvsR1cwYB/fOKvQn4ZQMVYYrpqcKJBBNlNoi4UHHBMY5oqjDEXA8B18FPAJ6Pkesynx0XCG0OjYgULX+ciFm5o59pgVDCZwaJgUoXTRz+X7hsXF2MppzwLD6+bXJPypX5sD3fN635d1MoSoTweXQRuKvSVEQMmLgkWyNxF6AHQ1PJY5Vvrts3Km/Ny2drpRskOrmDBoqE9ZA/wEPFS/ji+aB81w7AebIqbhZmYO+cEG9D5giJhB02KuyKhFYcXvXN43tuxhGXmiQRN8yqqV7E9TWA5vI0YIDAoGcGoLu7MCYCZIDgf1Fr2S7nrq74ZVfFi39zBV2V3a5LT++rCF4fGnV/DRGqGRzcdppliGkmmmmgoSZrqFGuffhVDIAJKTANRXVLO2vINM49t/lQp3KZbAdng5hnRcjjLtON4R65eY9qA02guYAmLWB13RfcuPDH9qdR72rruaVE864lYYJlVdcCKJtGVIZkL6bGAGQvxSFcWq4LbKJLvgTHEUTG4EE6tn+vJPyVErHpXQyAoARWNFwFnIhbx70co5VTEQJ8WAhtugt4Abrm5GK/6xGqxmwNhB51IyoWLE+VGCGqO4cc1KlATdwCacqS4vMS9TxgdPFrwZpXegyjJxCkNaPRbNQ4SWSMNeqvGeA4dbRPazyUf28MQq2twWWL2kfsCgAGWZAbwkMDFuU2WeeZ4ETYP7edKKpEe91dCmhSgJvMr5EDCN6fBNYSfzvV7mTl69ErZXcwwoC+rpVkwW7D1EbE2BlDUGO+V8ThTlIJieA3vRceIfoOVdiyWsMH18dgvH35v2bMped/Wcpkc7ecMQoeYLCsGGxfGiItyH/QYaL7hDQhn1DIDVbHk1MOrswrXKJhlgqPAH4I3TK1Dx/50lH9jgk5g8LO4+lTqmy8/dOFfznv8wR7pwVWWWWjqmWJnZJjbiuC74911v1KbVJq7Sqraz8o+RFZxLj1GFtMEvWpwpETnCx7GqUSNJaDyfFBYGBaYZNVGM8vUckO+jX173nTdFZcsnj+x7piT66Bskgj7ndF8ogszBLl0CiiFv844DSxhuqZkR6rDId+m9ye93Lb5VRf99Q/9+rSfOun1lKQ1J4/4dCmTR7zBSEpObmRn1icsTDJXcKGTGhCxIFoXXr1yRrs2V7Zqee22rYtUOY2r/rCHCrgQFA/CeOxphAtaQMRoAIQer68pqft2zHv+qZtHvX2PO+UrXUq3zBwApHBMmb5OV7U+iALSnA5KXXfKsX3Tp59/+pYrabEK7WUfglIDWcCygCOcOLbr/KuSXwBQBR6QTcoxnvqiG2F4ajowlSPBtCOWodIh4thnjBZQlpFSwGSqyIYNaSwHz6QYGC9VgqFHl3HlVWx8FMWBmUsipiXGD8xSSjKO7ognzsufNsL7SJf8kXdH9s8361JoUyIOGiwumzFjVgfGMOmUmcOa7o/FU1TFaZlw+jDwB5SC72tWji9/9Tbf4FbhF24+ueUjo3SnUPGAVeOx6qCsqYYSVoGIbDyeDvuVYsaTqT2AWNUtSw5mxgIIATNHEyTn18WzXgjc3y14500V4x5Vvcv1SIIUSTQYWAvBxhnxAOvOKH4ekW0GJbBhTAAuywNQA9bxZMX7zZE5LxQ80uVQ/8sLujUq63dlxT3tjk4YIXuXM/GYrmuioScZRrKuJ6lKEvM/7R0RXBcUmZ/H96nB5ZWzXw7c1yP94QGnVkzWK3ayLjF1XfAJmHWMl850O+ZR617Ngpvs1Q7vqlk9s/SNewtubZPX+/JQv8s8T3Q6sfk969R++C4sHhQHi4LrkMmIdywVvUqfERAuIK3+5lB9rrOemVf/Q6kPDxJKhSGG6bGtMxgAsY2k08bR+qdTCYm7gvwxml1PFmWPGnPycFw7kKB7MZoibVtcLLw3TmZgpO6Lxx1gsQzKiSgrn6J4ZOgMI8/wG+pZLHwg6BIDHmgVBi4C6uwFVsGExSWXDAOBEUH7RboHbCvQlK+Di2H7olBRUSOaJJtLGGgJZgpP4db9kupm2BwSd3BhApdpIdMIS6pfRq9S/GwYWCmdAFZVVKGWhpgX8GOA1mCcePd6Mw2Ph6lzXAxGC4VvAXKpmgF4cnG4sHgp3d44IfoZ7bGCtZIjs3B1MGtFFbP0Q0z9QDOA61EmQEFLuXlGopvIcwype3wL7mhCn2AgOEx4tJ8ZLmin3ewzRv+no/wbE6a7p1tGoWWWzZ898vJL/tCjU9ODuxdb1hHAA+iUDrMGvYIYaXLc7zzwxbRx961cNu5o2W4NfWgnncH/0ER4g6EXhuuFxy/sA8yO0FhOVa5biRIlRsggvzx8tNzz4PDBQPE3XhpWWbQbgMqCM5xodtuEE4mvCwInVs04FmyPnqZKqfE6eMO5lnUsI7TtsQdvuej8/zj//D9df2XjEff027jq05rjYDWZeAVWbGA+XbKpJFpakqWk6NyoBmqeIctp6emb7r57QJOmF388661jR/ZaVtCCm87lD3q9dP4YrcU72pNRoKOVqylhV+LiZx8f3PK6ps89OTTg/cEyDoHWa7QnYheQwWRAUX2Jjh3MKVpScyJp8rgnWl7/t6ce7bFl/Udlh/dJdSykjJZwCw3cQXvj5ZnR+XXIuQMqRlQwEoxi1G1EMJxwW+hi8Lx+FoZ26xqDn8JkhGQlLKtpqp4ha2FF59yWdXdMdclwhUStAxgXRXJLikfjwbZhPZ5qxjMsSpqw4NBLl1G2oWb1qMI3+mXdfmV23wszbruy4tMn1EM/WDABdJcY2ZPj4BZgt5lWLMOKAgMydS0tLnPth9y0drcV/KL800dyHmtXNvTqgt6NfYMvyxh3h+T/mjwS2hkFOIWsaDoeyvU8MjkYI7ccS2KZXCawhBTFJwkGQz2u2BXd+EHJW7cX39OupO/leT0uKrivRfTbN8zStUZdAhFdytTjaZIckpkCSiMOnRBOFjdc084e3x/fN7ts3K1Fd19X0bdpebfGhf0uL3ymx4mlr6qpS43qfcwlJha6gQegxRp8F9As6h/aCd4Dd9JpHdup7p5ZMeme7HuaZ/ZtlDm4SenIQdE9M6wT+wi6wnRylVp1GqL+gyq7uVYH7c/bcGTRKzlPdCwcelVJ30sP9WwSvrNZ7pR7Iq4vQE/hRcqyW+VsQYdAeH4yvqVz16wd6YUCiCkNtyAO5/RnSvJPCwgNSI8cSTl5dHdt1UGG1sWKO7EHJgNkiJv/uJ5HLxVUj/FMzOQAvC5OVBom0R6AokhzIJ7hSk5+jBejTDBqBsg9XHJAoMnoE9xzJqzhsoibCgADwVuhi7hNWcFg4UFAdJJaka8hYJtwgv7RPSrgTWNGq85FB/YJ1BUmoz4ACJjBYDF98bQVYHcJKkz3UTRA80i6WzLApJkWy8wvZmBivESwmmrpZQSYCwfgiPBBA5oR4rFCgDf6NH6LB7eBs+ICUbhVDbBsNQmlWxRPZ3lOzETux5VcMEliHxcRnYwfb2cGLSuMYY3HkkX5CNxTeGBxjxn1ohtZds4ISZovhnHnIgIwhgF5TQWgBjTcwQizvjSUDZ0DIdcXsGq/8m9boF1hS8uxrJLt6+d17XDllZf86YevZ1hWmaUDjWDfmVpIVbQKiosS3pv0crNrGl93dZO3Xr8/MWFpVXUit+NbaZqWUVGWUJi/vepEAov2cdUfw8foGlMC6REKD9JkziYDGIAZFsRPGzv6sQsvPG/oLc1zs1ZaVqouHQDgcYVIZ+VRnZtHBaRBx+DAEVAxuPglgDvIcQwxgLlg04a57dpefu3Vf37umVtfeu7Onp2uGD/y4cKcvZaca8rZjO4ywwPjlWKpySCpmpJk8MR+4HpGPJL65htP/eUv//b0E4OzM7+zLJ+hJXPErXxDztNqM41IlqWA7EL3YKZAo4OwMB7H0iceHnzNZefff3efPTu+ikV50Kmq+FmLTSYJxvyFKeORrlxZs6NT6ZqUun/3gice7dO6xV/bt7zilWcf3rN1ZbQKnV+sq2nM+CNVE5bn58P0r5RzBVQuhYK7SFyqob2GMQUjZCqQcCI0l6I4gKZ0msDPYkDZTF3Owi9SdYoUT9FNMKQUXkMNgHsC1wwGGn63T8fsjYCVplsY5ni6KWeI0/s8tVnLSha/UPpSz7wBl+Z1/Vthvwty7rnm2OfP6fnruDIqgT5y4VBjxizUKwOKYkVzzNo0PRbWMdUtv1G9rebAB0en3XN4WLOCXhcX92yU269x2oOti+Y/rR5azbgZ17dgTMEpQ1yWZxIsNB6EwwU3So2B+IZMPU3YMjBgp5W7tuq7sQUv9c8bfFV530tLu19c2OeSoy/1UvZMt6p3WmC0JBapRiysxgOs7w/Tb8D6sEygCPEFrcNbjq+bnPvO4Nzbrijuc1Fxj4uLB15z/JVbqtZNlsrXW0aKZQLmnUbMKYMDaXBN0nQ1w1QyTOA9zavX0l3x4lXlP7xd8sZAgGJBr4vye1+QMaRRyfibZddcq45TV2fIjpGl+swvw2taqVZVspSwsPyjp/IebJff/8LCPucfGtC46JGOx+c8HXF+bhzfYcopmuJWYJRVsVcHfkaMaTuYdSyywc2vDDHR3JPoMNTDX/5OVf4JgYdrpp6sO3jA89mXP7yxdu/04lM7dSsMTAW/5I5hZqjCaoitKSLfp35NEX3LVQN7cYWXwcrY0VoGfrmj1M/DYURCI6PfMacGAWLBzYJhYgBTNEDsoWJeG3PEwAV9GhSAeekZPHHWhoo4AIb5rgagHYZDVP+AquC2TPVEnzBFy8NFAW6LAkCKXf88goN5SeSLPC2LOb3MnYbyG/Bs3KrkVNmrHplRATtzGK8mdiCgYZKoZYhOhs+qp2twW7naIqLfeGsAcNwu2YEbhlTwSFh5PSi2IXJjothAzLVPvDWeaApOafcehYYMzRBZKgrdf5pjPlQEHkA6tYDKrbEeLlXgntA6uizw0gLEWoyFzg1pBsgKRtCmKWQqPr6jGIXfuEC70DkwRHkZgfWPjxjc+Py/fjj59WgtxjSTw2phOgN+UoAWJ485tm/+6tknRzS++G9/+o/zBg7oPH36qx7vKtMssqzSVT/MfPP1O5YtHXWici/oLCs2xBw61QYaiBmE/mQuD0MpDNphOhxSpMyvl05r1qxx2zZNEw8uFLtoQnYeJSAcGKzVOblMxt89WiyJq7CwojAaXHcIGEYWYC87a+Ojjwz+83+e9/STt6SFV2WkrV+2aNzOzZ+dqIRtyeCxWnIqBxQvq0JDHBDWv2OJt7A48bvys7lTGl/8x15dr/K5vrGsCgw0kE9XcrVYlloLW8Q0GlFflqty6AdX4pLHRgz6w/93Hv7dOqiDz7XWso5jHuk6NBP+R7IeA2wDL8T5mHSXMaeAlHhcjhTPPrBv4a1D2uK7/3bev/Xu0mX8qOf271tWdRKkOcD5ZVuen4zRv1jOHVBFvg+tm3BOuZ8dJNXJGBQXNb0yDAQmM6wJc1zBpUJW3u7ojgXH186IpX9nqQmWlkiOiz8BdbihEyzTwRBlxEGWoKWbTK/FncNWTUKNb0H2R8NT77uhdOAVlV2alPa9svSp7sdmPyO5llrVwjGPpVjxJGKqwn3NYlkx04qmmXUBLnPCHOR/d3LNW2WjBh2+5erKzpdUdLssd9D1Oc8PrFw+SslZbcUcBuCTsWWqKWwE3EbTdtVhU+pgVtIMKBCTAuDupRlVB6IpC+pmv1A8otOh3pcW92xa0OfSvLtbVY4brmybZR3ZxX6AmYONA+xhYrDTuP9BVj0KUF/3aJGkWMb3p756O/fJ7uEBl+X1aZrf77JD97WtmPKQunseaCvrGoJXMbzDbdpxxRU1fRJ4hprB8yJYIRq8JDmW8U3JF89mPdwmv2/jsq4Xlve9rGh4x8MTh1fvnWVV7TIt5ktz/2V9lYY0U4fqe5SKHdLWGVUj7yq4+brC7o3KejU+PPSawhd71Xz9ppXzA1wBU2OlFY0uRYixB3hLTEcSK76cqFw4sddsqAzC4ogjqM4BUOGqG/5a2bUvc+Fb8++9+e12j3w48IvdYz1F31cryVyohldU52KEnw0gMyMYRF0iwIg7MBLLQC5dPSCimytJuk8yPBVacvLhb5Myvzpeu4/RKjyrFsyeeIyBIL/EawKVRWwZFFmNOxXFqQMp8YK0Kd6ykk2lRet5GihsGWPmDq7KM3MqwMQKuGL2KwA87CQmFt5ys5CC4ZU0d1088VDByvzDaxT0G6Adf2W9LZ7drYqKHFA2fhdQJHvlumQ57gQWQgFYqzIGlQbqi61QoKfcXytW7hlYE6FXTjGR2YcJCOdJ9ilxL+ug4gKaaXyOMYIQPrlUDOQj+GHUMGGZZAf/wH46eo+JCBxNr737CxfwHfWAKrnluFu1AwDobRBQADw9LUGM0GnM4PPDw1B0nyyLFWXQDrEeXN85v2lhoNtvmuHqk87ZM965ssklTzx4R0HWXss6LEs+KZ5oWSmGkaAoB1j7U8/Ky94zZ9boAX26XNb4ossbX3T/vXd+u/zznduW3XNX9zYt/zp75vPHK/YDjDGvoWwcCPo3GK+QHmUtQ+Irj6lJs6xcU8v3ezfdcdvAqy5ruujzSdXHXdUnPcdKE2InMaZprBwCDw8cF8ZKdWrxg7qKlnDWQxOEE1AsxQ99MuvdK5qe37bFNZvWzRWrkrkMohrZuIMRDbC6jg6GGhA5bik8Flqnbyoy+4DHRywrum3z0s4dr7us8X9OGfvi1g2LlnwxZc/Wz4+W7GMFFRAnDW1OMpVE2ARdzXQlfffkiNtaXH1Vpxtv6tiiRdML//D8M/cHfat1wAQ35uFl4dvB5EKxuTDPCRt36XCUmSQF57Uk4F133119rmx6UYd2Lbt0aN6u5UVTJjxaVrLH4i5KADBe9vcFqHBnuNjJY7+4psUgA/euOHWZW0JxgaEGAB4qA62ATIdxaH1k2YTiZ27JfqBn5RevacWrrPh+AiqoLcsvOJn/Ej1gRvezADTIhIn7e8EkjIpt0V0fpL87wHv75QX9Gh/p0eRYv2uPPzOgbtlYPWejfZwnU3DRJFY4OqDLSaw5wPqTfgMAAIyMJqo531bOffTwiOaVAy873vWSY90uKxraKv+Nu2o2zTHK9xMnVPr1tBeCSTAqKwMRhaFhbQeGTXj6EiwIDHHlnuo9nxSOH5Z/W7PSLhcf6dqouO/l2fe1PTLnOSN9JViOFhMMCRYNP0F6YKpgHE1/LJYcrUngpk/gceK80inDc4e1zO/TtKT3pYWDrsp9oEPlnGf19O/xFV1LVeUQs965jsV1UO5gYZzczxQ4LjAHzBP7lZTPi6fem333DcX9Gx/peWFlv8blD3c6Oe9VKW0NYAYOgabBZDOFism6UFY104qnaoc2H1/6dvmzPU4MveZUv6YlPS7Ou/naI2/fJm2cZhZtZBYxYEYiZnD5Bxof8zOF23Zgue6L8UWT7GQEshmx+xPzSiSR2VTvfyB6QDF9uae2zd058rbJnbu827zb2NZDp3V7d9kj+7IW1uGJUCRADlN+7G3jMHMCw7jwCTVg1MuQWIeB+50MUXhS9x1XU3YULnn56wefn3vnFs8nx6t2c1OBDDDgkg+ATVJdMZBCACHzbOFli/2sJtAd3o8zbrgOH9n8xbcvf7LkaW/2shrZobNcLTkolxiiLq3OwXAudyUS8MSStiB2DLe4Y5b3iJqYkPvVe0se/2jpU95Dy+EcsFy+5YsbbtX0SrIrVgtv3c3IMIYbmiYDsAHqLh0UWZSqZtRX1JfWYx651ikO//HWnjx4DFOj7iBdBHFmMCm15FZqU3S+XYhDhm4hrILxwK8Pi6PEQAUwuG4d44g+J6EkIooDJzAKYm1Y9qM9atSBbsTFDLJhEsUw0GhhkCU+6GP5japkvRoeMBzQMO6gxgGo3GUeVd11sRT40/9zTfi1CTXcoetJIp8xd8Pa+dde3rRT25bLF872Jm/fuGae3/MdS4GaXtNwG0y5gEXKiNdlhH1b35v4Wqd211180QUtr7usV9dWlzX6z4eGD8jN2ML1USaaMT3b0vx61KnBNYT68VwNFtICwpmElhxTyystcr7w3KMXnf/XR0bctviLKYvmT1q+cEp+5i5LO2RpmYBeLe7QYqAoDpaANZyGmiLqE8GUFWpyritl3eABPS4+/8+j3n6iMHcnWTUj/JkYR+7XoobYq7w+I+aAow92yxiG7FOjAS2WHqvLqigJLFk4s2e39n/64x+uvfyi1tdd1qHlNZNGP3ooYw1Tmk0YiiTLSDb1FPiXcm1g4bwJN7W+/qUnH963bcPSz2ff2OaKv/z5P596fEhG6npNIUdiBoZSn7OGX1TYTIamRWavkVFRsm/6lBevvuziO4b03LJ+wa4ti0e9ef+iz0eeOHKQ8STDLY6Z+70BKkxnkHV5OCEBG6yySyfOIEtgGo7sl3S3AhWMHzD9CypnP57/eJeiW5pn97sm+FjXwu9Gqcf2kNDAAMGOMEyEGe7QtGTNdGgGnCzcMEXP/u7YV6/mvtgz85bL8/s0OtynceFt11WNG65u/4SpuVz6ztK0oGwngMWc4KkMCLAcvLfOdOlcNN0TPzCrdOqwivuaV/W46FjHvxZ3a1Q6vOPJmc9FHUvN40niYBkel2ZE0eYgqQAsI3O18V4eICIIhKx7JN2jQwvjbjNr1fFl7xS+ObhwWPPiXo1Ku1+QN6hJzgs9j60arxzeQofdzNSUkA74wa3gZ0hOJZosRZ2sGK564ZdZ5Tuq1kwofbV/2W3Xl/W4pKTrRUWDryx9qe+pHyYo+RvJlc1U3cpRlUw5FmR1X2AnmEfUwe0KzFbg2olVtD22akrRW0ML7riurG+Tot4XZw1sVPlKr/jK8dqhTXwjM9OI+5RoCmsWWl4Tgk4+6dAcy4/Peu7wg50Kejcq6vbn4gGNDg1vUfrhg7JjAbOQDIZGVcWtMCJK/5HmEqaWEVRCiFirFrt4TwMqiZEAVLG39RwAVfPD/SqXD6zwvj98Vt/u41vfNL5l53Gtbnmvy4tf3PXdwSlFJ7fJhjj5FWAGIGf6N9AdUMowrKDO4FgBcCwSPuihGVBNj7fkhze/ebjLmFY9x7R5bt7ti3eMyjy8io1kNjiTy1TVjXGhw6H4ZAAkXgdOlRFQZadiegqrty/bN/GJDwfdPubGtxYOX+2eVRLZYwLDAOewBRJoH7mdqgfiIJdRN7SIe124J5spvnWW03nk+3Grnr5ravfbJ3R+bcG9G/2zK2L7FSugWl7D9Om6WAvgDjRxYpe9sMoyAvDiAaj0VzhwakCNuuSI2+DmvIziI9vX7pg6/5sX93o+PakkypYPb6obaAkZp50hzA21YtkVTgY4qyx5WbAJd2OisojN4hGwaCRGjOSzDwGWQFamVePRfoiieriErOEC0Tb8lRHsYFR25Rev9wYXl1duZ0CbPMPHkLIEX5b7kpkbD4DnGP32GSqXG+CVMldL1TK/+/aTa65o9J///u/tm7fo1LFjqxuumTtrtFyXCkuoK3CDAGk8H5sLVWZORXnKji3zX3/l7ubX/O1PfzivfYurli6Yakg5gDqRCoBJhBH3cJGCh7S4MXxiQvl43IoUjNb4Sg4f2LX9q+HDbv7Deeed/7e/XHXlpTdc2WT4Hd28ySvB5AiorDAKNukATQQ91eRkTUqBz8RDWK3S8pLk8aOeOP/Pf+repbUrea0qg3HCOYPeQldTTNAGOM2AUubQcX2BaXGYVnqQh5tqWcfKE1Z999EjD9zSsvkNF53/l6suvaBPt+aP3j/w/UkvphxYUluVzHUHbvVxGLJdyyJVV7ICjlXLFkwOONbp0uET5YGvvpzUpsWlf/nzvz/7xG1h32bLKLDUDHvxSLjF6Icg439cUAOFzdyyfkbn9k2bXHTepzPfkaNZUm1afvaO0sJ9SsxPaguXVAE6/Lr06twBFdYE/gUz00CAwGa4fZDBqDRTSjXjYUMPwxOPVW87vndy2bTbc4Zdnd37gsN9G+cOvCLziR5l307QjyVyuwimsR5SrXBc5L4qujhLxHCZp3ZE3POOz3m8aETbQ70al/a8pLzfFSUP3Xhk9uOyb5EVSTKskMJKhwF8hRsNuZAGD1rQKfj4ViBuJscqVtdun3Bk5MCCgU1PdL+4puslpX0uLXqm54mvXtcyf4Aa6SCj+CLsDoQUJ8SyglwLTGMCDs9g8YHhRS2HYjmtuj2G+/O6ec+UPnpTYd9L83tclNP3ovzh1x+eeOuR7dP0k3stK13nkkBQB3E30kwtxEoRslOlRQtogEYjbFQn1O6amfdyr5y+jcp7X1LS46Ly264/MebO2s3TwThZM1NyslaAhjtkKTLulioSgkIGzBw+B4BJiUrG8tjiN0893rOw92XFvRoX9L8k457rCqbcXbdvhnV0N31bK8dQ0nUuXQcVxa2rSYwHlGyo2fphydhh+Xe1LOjTNLfHhdkDLzn8bOfKr1+py/lWVVI0S1Qc5CaogK4Kfow+gYtAdwcuCzxfl6HzVE7KGUClxcTc4AofY7/nwEsACTHLk121aYV72pvfPjhkeudOo5t1n9C625gW937Ua872N13Fy2v1ZForuG4wGfBORL4fl/FsbIDny8AvCxuZqlsxXIk5ix+dNajDm9feNKZFl7Et7/yw57Qfnk3OWhyBxwb9wRvB1YWrxFwnAo/OZT84Zy4dtNXypRQue/6zO3qManXj6Oa9J7Z/+NNbFuwdc+jIBro1IveYFsGgEkYll8Q8dpFeXuu26rgkX6MmrA9/fM+HvTuMvKHd6OZdx7R+esFdXx2YkFGxVrdYw4924XRSFbMH4MMxfA1NDrBkGNoG5wnvBZWOgywGZCNcVpPw7cHpT7w36O5RN70+f9gPrg+yqjdGLQ9uaOhcQyUxZXYVvFWuthhySJF8iiwKZjGvzcdCEzpgm5lZKrg+o3CpHGW8uM1WRbECRfEwSZBJqmF6VOCjQFwrrFohT+kPMze8PmrRQ4u3jTp0dKOov5MK/TQiKYJdwUrSGxClB2EifjLKvzmhv6jn1NX5Vq/+6PXXn+jft+slF/7xssYXtmt+bc/uHR4efsuWtXPjtTBBTp2JPMBdF4+UB0MwAGnFlnU4ef+C2wa3vOBP54187fGi/GRLyQFWsRoolDbu0utSOO7gizHocBCgwopU3K2QmRpY+9qLw/v37NCh9WWtbrisd68Ow+4a+PwTwz6b9UZxwT7LPGzIqYBeoprm5XY+2GFZbJTnoi888ozNGz5t2/KyC//2x/cmPxurBgPJp9cLp0omO+TWZ2HG0QzTXrnXYT/pJjIP3Mo5UrpvyaLR997VbegtPV5+YcTcj0duXDM74P7hRCUIMY/8E9kDoLlgt0E9msbULT0X9lOLY5LicRm4SfUp18L5o1q1uPqv/3beMw8N8zvW63EAKgwLIIOrhyZYjZ6jqxma5K4o3fb6y3de+Ofz7hraMeBZZVnlp+smFvAUd83DQ2/g09O5//lI/Qvl3AGVZMWUknU5WTE8shmUtbDKdJ40Ll5qGYAoo2Bj7aqxRa/3zL69SW7fv+T1PT/v1suLn+9Vt2KclbfVqPMC+eidyd6oHqw2UiO4gxQ0a73a4a2RTe9Vjhpaetf1Zb0uKe3WqOzm68qf61+95B3j0CqeCGjxYK+44pQAA7o4FQujK2ebsQyjGlwzYFWnqKlfH1/8fPGznYoGNS7udn5xz8bFd7SsGHVn7cZpetlmbrQyvaw/roD5ifqQNDH4rt+MAeYzrFi6FUm14kGdJ1QfVGu2SAc+qB5/a8Xd1x3p06S880U5vRtlPdaudM7Dcc8XVl0iFJG5Gypr0wjLHsT0kKtTtLjfMg5RXdA5WkA7sevYpkkZL3ZLHdQ495Yr8h5ud2rGI1bKl1ZVAsyracBNSTajCVxRhhnSQkxskzMMNYPLyXUuo2SbvP+T6mn3H7+39dGejUu7X5I/5Kq0xzrkz3lCDn8DGGB5IBaAzNTkNF0CqGfBC9ZjB6yq7ZZ3fv6E21xDmmQObJrdv2nO3c1LRt9eu3aiUbkdjkXM9MkG0DeEmWACxeFC4mdMrJZB7w2fqrlVw6UZTlEZ32nYh/vD4gNQgSscShEw/Lme/BMCbAPCaZa3xkpJzv9q+upn7vuwZ6+JbW4c36LDmBsGTu80du2Tu7O/qKjZhcsY9aUSejAnVZ6642HYDbiukyjrPFSLB/zlVK5fsGv043Nv6TOxQ/txzTtMaNF3SodXvr5/c9a8sshecFCiKQBGuAX0Y8AUa1NYzFl2a5bfV/rd2G8fH/Je165TOnSe0r7z2FZ3vNdj1oZXg4XfRaIH+UXgh0jTVUTAk1mRca9ZJ3bIaP6IlJiYvXDsN48NmNql/YRWHSe27jyh7Z0f9pqx/pVg4bdRDDQUjwPN+4jETroFphrUZa8C0kADJ/a8gnyztEKoRnG6Sn4Y/c0Tvd5q1XNUq77j2z40Z9C8fSOdZd8cVw/AA+BiM0wka5hgUMSquRLWWcg6VRwI4VVisPtuvLWsuvLKNjjSv0ovWl2nOsViR5CJRSCjWlDT/HGuJfsMnqMSZBwbDFULykagMLJ35q53+k64sdvoNnd/2Ovj7W+kVq6Ky8n1msCQlYvBQ64Q89iG3zygQqms0pMn/W++Mfz66664sX2z+4f1nTzmqeWLpqUcWH7qSAIwSYknGXBbjRSK7mSAhMkK6QAYUzm0avlHvbtc3afbNXu2cbONzp0qjORxZgE4o24tBqMB7ypoaqlwm+BLcbuqme9MWj6k/42d27d45rHBsz96bde2+UV5O+U6P3gL8JJ0MO5XY8BF+JGiYCeaCkvIYkNhU8+MVLt++HZK7x4tn3piUND7jQGqoNsVW6FvIrwn+6XqpPoEAjGVaMcUHkTINS8jHK1xZqWvSjr4ZXrqmkgtJkg2V16NDHrtXGQVX8FbSF6QKEvOZA4prQfz77hH0YReQSfDp46nLJw/tu0NTf5y3nlvvzS8rGCvqG4YgOEVu/JCJm5rFdScSlyy8G3Q2dY3XLZiyfs1VQF0AkPf3CwbZsEWFU8ki/udAapXJB+R+qhSAmM7KrAwJMWDYu9UhlXrMNzL6t5/qubeGyODrjne75LCARfmDr+2dNKtsa1Tzcrd6HE5ylMFQMgweLG4T9LSDTObKliRVPXtlMJHuh0ZdO2pvpeX92ycO+jKordvrdk+S6/cIzDDrzMfBPbXbQi2xM7lTvYMowb8OAujbmZuinz6UsmDNxb2bVrUq1FOvyahe1sWffio6lxknNwvBhu6y2UnVXfEjOS46dQt5pozuRf0VM7izpkIS+bCnTfqdkfds4sn3Z43+LLS7heWdW9UNODyshd6Rb57R835nsZXh6amcm0JziyT4B3cEgPCURcw4bXFMgHPphxmXTE1QSlfV7zoBf8j7TNe7FP93Uj90Epu+zFFIV+VhXwtiJTIRWVuAUqV1QxZTdMxVWqcsR2fHH1xwNHB11b2aHS418U5Q6/OfqFnxXejlcLNVg0YG2gW0DRdVUIqZmxc5OWC2spOC7Y7Y9nh6Xe5bm8auu2qwLBmxZOHqykLjZOJbDa8YyPVMDOZPxwNWXUBKyIyt7mixthjffIOM1q5W+a0YCYLfcCEZNxV/PyJnvyTwrxQuMngTCEY6EMVa5cnTHxk7pDuE9t0nNjixkktB0zr+MqCYasPTCmqWK9pLiaAQA10r6y6ZVA9LqUzVVJETVlqFey8Op5YEtm9xjPj2fl3AEo7TWndaWqbHtM63D934JcHxuVVbWMlKczSKOiXvZVTMHKVVRpU039CTvBVrJy7b/TwTwd3Hde2y8S23Se0vXlK55FfP7gv64s6FQY0xCwkWBYGmUOqHpS5nYa0FWLonpp4Qqh05ewd79zzcf+uE9q2H9+qy+S2t07v+u6i+w+E50diCcI6gKfiYu6xM/Qg92ej22GqSIJBNBmMZSld1Rc1vRmnNs/c+tatU7r3HN+m15R2fSa3u+ODru+ueGhn7ufHzcS4xRgPbyhj+BhuMeJ+RfLarQKD4S4api6Hyk7tWLJl9PMf3DxhyaMH85YeN1Lilk9WRMaywk1KjPpiokG3wXqZ2cf0glNS4r6sRa8vf6jb+LbtQPonthk6vcvoZQ8lZSyIScmcWeArEvfqyLKDe7h/H6UHjYy6GvfePfNXrXzfkbi08NC2k5UH6k6lqPA4hSNicsUKVsiO3sMIoNvTuPFPzY1Xhca89US7FpfOnP5SRdEBcFbTyGEcReyMYh6ckWbIYZ04FwSyKsx+oI+Fnj9+ZJ8r6eugd23Z4YMnKx3gwTQ1Ih5A2BPVWsg4DcCnyLONQ/PT4H+rsaAKMqCEiws2r105yeP8kikRDE7gsjQ0zy5FBHarwPWED2QEDVBbHpvqIrIKAbiCHkRrkiLViRomhZUjJIvrrzAXxDawcHiEDi2WzDIDcoBvoQR1ySdHUnTOUDwUzoHPMtOPVSR+/umotjdcPPzOLu7EZRpoD+MizGjTmEyH98rNy9p4562d/vMP5z376MDS/AOWWaQreBE3qDzZhYLbJovSYD8boH+9nDNDZW+6dDWlPpzN/eNeXRM0/0SCtuvTYxPvL72rdXn3JhWdLynt0eTYiA7Vc56Meeebp3Yw68fKUFk8jyTDZHgNCM2TDeiMH08+sXBU9oDriro2zep6SfY9rU/OerLOvVCpSzAwXXnkAlBTZOtQgwHJLOxg8FwzOEfZLD4QCZi526NfT8i8r6Ov68WZt1yX+2yv0sWvRdLB4RxiTT5dAADZla67o4YzYrjAs+kZwCHVw0wwhsPFwkCwzh6r9oCStqx4yn2p/S/N7ntpzt0tysfdHd/8vlWwgV0B31/E1pjqwggkGubmL0Qj3CRswbOr5WoW04vgvWrO+KFVx3bMOL53jlGyiUWgTB4bwFwY3UcdVV2mkmKSpOJPaaoSVkCb0FcxV8269w4Na5ff49KMno0y725WOWl41Y4ZypFdDMrBaY0Ghd8XYnkN/AJQhDOLSRgBujusY9trdk7LnHCb95W+hZ+9FA1+T0uN3lCAoF4r6jdi8JrFffhdwU25mwLui0+cbg1mI7ZYcI1H7JMDNaRbw9VErrHFxU+A69l68k8JvstcMBFGBvmzAkfr9m5J/fTNZQ8MnnZT1wmtOr17fc/Xrn/tk9sPhj6rjYsMBeiPyvAaV3y545O7iXS8jsJtkdw3wk0v4RPRhD3pX0xa8/St73W+aUyzjhOb3zi+2V2zen246RVH3tdR7oqDPojj63EfoAhr7PkkeHs8nTdYVLPje+f7Ly4Y1n9yh87jWtw4pkXvie2eX3zXiqQphyo3ce8NaRwDZTpYvhGIa14eVm9nTokkprwTm1akTH158X3937up47gWHUff0Hdcmxfm375i/4Sc0jVg/5gU8PC46GiGND0g0zyJzoSisldhdzwYCMX0HVMS/JWrFidOfGzukN7jWnYZfUP38S1u+aDLS0vv+do1Lbtmq8xdj2FYdj3ihnHnzgQ9oMgeTXYzudfgNsfyI1tX75/y5PsD+rzR7LYpXV79+oEV3g8L6/YIYx2Gq0pjjbnAzf5eUChukeQOimBMc+Qd2/KNY/qTX97ebXzrTuNbdB3XcvDEDu8svm+jZ0ZZzU4yEtOnKQ4ojImegUpzRvx0oH9rYsgOKXYwFkuQoXVMTTp0uoIPE7UITkCpaNjk/pMsMyZ+j4tYnZGjSunrV8369KNX8tI3abEwaCLLtTKohjHlxkJ6KvCDY0AjLgwZUGOoH6O+Lh5MyRHBs4oZ84Thgg3EpMNkJJ2grRCpwg64YgzUM98iaKjpuprBLQlcO/DHag6y1puF2QGnE/5iGqY5oVcNCVtHj5kcCbPbTlmH4nGVh6EpTkO6hnQ68Vc8WtTKhiOLtwChchga960asFdw43Q/D8vCn9SQWsfgM4GZ+Ec4BBIfLd+/buX7m9d8VFawCz6ESNFAP7DaDN5aing3r515zaV/bdv8ih0bPzYk7lMyuUdObP2ibQSbd4jduiJB8tck5wyotKHC8DHOBlYHVwVd45IOrzu1ZmLla0MOD73mcL+mOX0uSRt85eHn+8aXjLQyVgESxCI2d8oLzzdM201S6NP1EOFESrIiSbGEBSUjhwXuaed5snvx4tet7JWW7tEsv4oRkkKmQrYHQ8NlADjU6G74VrAXapAlYOCI1SVaNYlq1qqcOc8kv9AzNOHuY2sn6yVb0EI8F4NNmOT+faAgEAhkLizDoWPlGnjlLFjDwyP5amCofjPq5D2rE+t2zC54587Qs30KPnki6llknUpg6QA1DFLIA1/jrFQOI6IaPpnVAAI6lBUeBu4DHY072KoIqCeMI9dozbioZcMNfLA+LiZe0n7BqoqEFAl0GdCYKqqHQIOZmG5pjljw6+L3HvE90CHweJeyT5/THV9ZNcmYKrrmZ8ixPtlEYBvQMR7SY0GmxUfA/Ly64laP7zrm/KJg24ex/C2Wns5c0JhYtIM7woAB3xoMiTv9McEwUVU3T1k3Rbw37mQduzgIEx4BlzyoaQGZy94M1dKB4FIKV1N+oif/pGB608SQLLrIz6xwzHAk5y7+aMPLD88d0mt0yy6vXv3S53ftz1tUJfMYUbtqATUK7gt6TA0ZclBnXSo4BzA9XF5iRq6VqljecNGKzze/9vDHfXtMbtlxSvPW46/vMbntOyse8hxaIsnoXuEmcq8U92VqMZcasxM0WAf/ZPzAnvC8Cd8/dvv7XTuNa9lufLMO4264a2avT7a+6Sv+tjqWTDikd08QUhQPqB4zgNCNtkGxAsdi+3alfzZ53dO3fdSt45hmHSa06Dj2hts/6PbhhpdS8r+uhubr8ANgIsn7Gb7DIGJooAzC2WIZB+YeexXVqVveo/Hd6z3T3/zq7pun39hlUsubprbuPKnVsNn9Z+8Z7S9dFePrBJgPLAFQgaBBsfGUwEZuZHiLKtYt3Pb2XdO6dBrbvMuUNp3HtRwxd/DS/ZMOV2y1mAIaYvFnboqD7vGcOD2GiSbGCI20QpWxfZtCs0Z+M+KW6Z06jW8GJ6PvhLaPfzp40d7RmRWrFfASi/sFTS6m0lLbg/vbFYAWXARxDJlHZdky5g1RME+FM23KIRFKFYsO6GTMBXwR05/J1enRGlfdySQ6eVxTADyk8MRZcZww9yWzMgPNGogj+KWpp8EEqVKyeKLHMr3whFSoNw//BwEVmQpxkebKqqJJhnRQje3X5ESWSkCT4lC5oKmm81YMMoEIimKBaA8sg0zDwnxSsdZm6uDB0DegsqhNgf9yg4M4rQGWihkJInUIysO9+DywxF6j5efc8eXUWVrc5qCcbvwKGwksD/NZ9kZkTmqBgkwJTiNxMrLohXBpDADsMU0oVSBe40zYveStlx9eOG9czUn4cwzzEiMMkKVkQ05Cd7F7uZBBR8Eeml+JnDugorPQTTBhwDAGtY2ag3J4ydFFL+Y81Tl7QNPivk2KBlyafccNBaNvq9n1kXl012nGJs6lwZBwj0HQJlVAAgWQyeBtohU9aB3ZWbN/bnDOM6VbphvHdzJ3VxZlaDAwxBuYSBj9IEAUQMJN5Zi0cF6YT5uga0zgtvQUo3bPybSvc7e/V5j8qXp8t1imYgzTqHOadVB3tByojPaA0WZatek8E42FIul2qXISMFVE8/zc5QLPDjOkbHf17rmFK8bVpn7DZBxWlglq8PVA6agcQUX1xHR33PDVat6IHlSNMOv9MqoDbHCY0QNmJJEormRqsSwlmqWr2QzPApO4rYp7IXjoG98LeBC0JBDxsB4RmxZ0j6ElmXqSWbM/4lwYnv100TejzLyNVq2oZaN4FcMfMd1xEyTGT+ZdlWJF0DlBWQH35UKaroYVIyQbAdh6dBSmDWdarYsFaTE/TXgzcEUJjQBvTi1GdN2S4owrPJyOoILhg30HmsKCxNEzIV0Vmw55fBv6E94VfkL+5/E9OstCOIdBFoEomNvwNgz3oZNbFu8b/9ycoS/Ou2OFa3q+tEsyWe1BAebxiTBqUCoYGm4VN4w0jXmDXKYS9gvtB1PE4DqO1mz/wTHt8S9u7vv+je0ntWwz6vphH/ZafXDqqeq9Bj1xeFSsw0KLSUOABojscaKIP6okBEq/nbXplXtm9O4+pX3H8S06j24x4uOBC/aNzT2+iXUcDbpfbDnGHfAM86QAigQqkygHTqkHPeXffrz99Xs/7tdzWofOk9vc9O4Nd73XA3corNphAoSYdAZTwuCh/VLgqUBTWfXImkdDM/AiTLRmMC2qH3QWfjVl/dNDZ3btOLFF+0ktukxqM/S9bpNWPOnKXiJBqUyGAfUYt77QSULHRp16HStoxrVkT9Gy8eufGQR0n9y6/cQWXSa2uu/D3rPXvJRW9K2kJjNVlbwELxI0oMkMMIraXhA0z/LVqQmewqXT1jw9dHqnruNbdp7Yquv4Vnd+2OO99S84i5bXKsksIk2twM//uUr8OgT9ELLTLfETPrQWYXk48TldT+6vY947yFOCKR+0dLt6XzKQhnGFKFwK5mYLh4+EDMjHEJSSwl9UsC6njmmlZfCkS4boWbqLB2GpKQZuwlUtXkaTBXsLjEFjMOu5f8wBQOWefp0Wz5RTRIfzXCn4x0wqpIkTXwFB5BoQrK49xaDbHiibzkQqB6vDwkvDW0C7zCD3SoFFCCLIuGPEyUVWMGMYAXJNWnsB50Bibm4mTjPJH+QYjaS+6QxuoZ0AP05h9iEtoeguHQAJZs8wGKcYvXDMOLbBVEJSTeqpSl+smmu9ABeuNKPl4K9wL2IHCd54d4AI+4GOy69HzhVQMTBajAAgZjgGMiXqXFA27q7Se9qV972ypHvTvP5Xpj/YoXjmo1LKF8bJfXReRKcLM8dfgB8GuREMB1NDWYULExVcEOMKr606obZkq3rqAAMOJLVQhTMDA8srprr4RfhQ+JzMBm4UTRKGnKPuhi2Tqg5KtdBvgaZkb3SahPNlTwYMOXmqWC/Ef+kxoRlAFOGX0Qnio+2QPXSxKkk6uteAhbVP4xJawkQA3kos5qsQFhPm+aN2w3gfqq94Nag77gkXBG4Bvh6iq4h3FxYHXUoR9xTOB9fPyBKor2gGzDTpi1mXXFeyVT66B+3hS7Fh5DTcdglqZQdgwTuFF8kINtrGnAVQ8wDQur5qD4PnIugNwR3QP7awn4nQfBBmC/CAMVW7K9h7QkTz+OJ4R4F/uEC8wumf/3PBy7LTqC14fXuw6svmFZducni+CKQtPXpyt6S4xOZX9jm/yFYx4Czgx6/y6BW+O29Ih13MavQMzw31V8YObM/8YvyKJ+4c33XoqI6jv3rYU7AiSoxxmeLkLLrhdr6VDaiAEAwcvq57I3Jy4cmtPyRNf27Wrbe8067fay2en3fXpvTPiqX9EnOP4QA5jCh9FHYgbyUMH1SaC8MB3QpUqyn5VdtWp3z40id33DO2y82vtXrmg8F7cxZVq5645ZU1kXXMDsd72R2OgYBCekDHWeuRC/8w5fD2cMOgbDgzylct2jvm0U8G9xrTquuYFt3GtBw0vv30dc9nn9zIXeBcqxPV0hm9wHTjjlJ2qeqNScnpFWs/3f7OsFn9ur7Xoc2UljdOaXXrzG5vLr9vZ/rsWu2AabngyZEcs7KSPSkYECJGonlwBOWUgsr1X+0c/dCH/bqPa91ucusO09r1ntHl+RXDN6bNOSXvN3WBvuesFb8CwQS3TQRNOWclbQjNEX/ariQGrn5TGfBVOBM0aLZnxly5+osxChxc+ytUS+o8BrreHNGFIkVhpzECV39ZfTNwB2GmbIW3n0vLYCuM/S2hM0xQOn2xLZy2vAnNJi7j9fZk5/3rDSzaZhtb4hwfR4vEW9lT8uz2i4vrW8Ur+dO+v905tsX48YLTgs+FRRKvIN4Cj7Nbzl5KE6WguEcWF7NbcBM8CO3kgjEus2/7X9z8XyfnDKiKXwc6wkBz91uyJSfF9n5c/HSvQ32vyu7aJGfAtUVP961Y+GokbTnjnPgKsZNoofAERwAA7Tv+e/Y9KXYvo7PADq00sTR1Rid+euU/FvtKIfjijzc56+tUCPt3oRa2btkqUn+NfQf797MEKsUEhDPxkzN/Ovu7Z8vZH9pNsm8rrq9/4j/8oi32ZWf+e/oORMRMsX4DvTzz1zNdJ4Rae+ZP//WD2BWiST++y79aOMFEqxg+EqEzfMLQGbxyr1qVZEZgs+AD2RgpRtn+lj0zGR31qqwwDmUT78U1SFuITDpYuJVWY7jdh76Z+8OrH6948WDG4hNqsmoFFB3UkASRO5eAHLYbjjkMNAXpFDYOkGZYwcq6/Vsdn0z98tE3P7lrya6Jh2v311n+Os2tAvZYa0ZcLIs70FLgDiSdPLXUBNj7NCt4pG7/TuecD758fPLcEesPfnhETgAe12oOxfCyQpb4Sn1XiPeiiPaQPZOviNtCrKBh+YpP7dgamjtyyYjBo9r0fqf5HZM7z97xZn7dds2070Cnh7hI1wf/tbecoldJmouP7fgm5f2nlg7rPK1dy3HXtZ9wQ69JrV756o5NgQ9KajZLBhOLmHJFEWaXj0aHgKrCjnPnT+WJnSuT339u8b293+/SfnKbNuObdx/b6uOtrx6L7+F6KjyJf6h7vz05PRAci5/9yRYxQ38iZ//1Z53wDy/4X14DOfsa+4Kz5cyfbPnZDf+h/PRbf28K/vHLnov8wze1fxGG8SfW2Jb/6gV/LXLOgAoipYcMsDTSQdigFD1n9YmFb/kf75Y4rFXWu3fUrppoFa5lJET3mlGHGRFVf/WgEvcoMSdjDnYM4e/uXG8c6ab972jD/5Nio+DvUsSrEUdtKLV1AKafK+4BnVvgGdSqv9IW/H7mSqilCAz8HZoSUIFAwANNrMdLlj+nfH1G0apa3SFbXmKP7rXiTu5tJZgJZgCxAZWUDs3wGZpHVl2q5a/RHN6cZbs8czKKVsdUn2oGYopDkZ31ZJ2YCrzB1BDWgaxO8AxxB0l1qpYvortcaYuTQwuPxw7GDE9Uc8VVMELhCTHcffo1TwvuTIS2xX5EDHOKxRE1K1BneZPylk7++rEXZ9z86ZpXUktXyXgjE6QETyegaiKJDL/wbugKEcMQkfC0I9LBtaFZb3770JBpnTqNvK772Bb9xrd6/NOBSxMmFNcwhZA9Ke4jmiT6hC0UY4R3tEIn9ZStmQtG//DUbVO69RvZ+qmPb97snRVVk+lD0DL+5EUapEF+f3LugMqopgqfHUYKmBp1WLUp0bSV/tnPpM15ps71pXF0J4sIWl7T9DEbO+oSlDGoyV6WxRLRS2Gz/m6yceqelp/9qUF+96IFAIdMwYfJxn+Bl2c0gbAq4vb25z9DU/safmIHxM6GUiG8gBjJjbngWDwEGzrMWvaiSgOeLugpriHq4IYCOWxAxYciHREIxAV1Jmb7ZcUZiSZGIolyLAU3JHgADnENrrfDvNBwIBY+sREI8IPbMudILE9agWg8pS6eLOuemOJUNC5zMqDKK/F0vohYUBDvKGaciK6LXsLbkWUC+Jlayeir5qnTHFmlq3ckzUw/tIJFg+mt2j3DL6o6BTy13tUQESPxCK+sOo/J+52lKz7c8OJdU7v0GdOq2+hmfSa0eW3p/cGyVdwFx9WHM90oBC1EA+ijALbBdENVmst7+PsPv3nuhfcGrzz43kkpAb1qMP0eXdowkRvkdy6/BKDKmJ8BVtTDtOE2Prd+KuFU9uq6w6wHa7AsuEs2vIbJjFCeeyUHNMXLIz4AwDrsFHjtP5psZ+wjLeBP/9Qgv3uB1wWKaTNUoCNAlDmHbkIs9OEMiNo/IfZykZB6ham3+D9af7FoZN+fSsVV1ZibJ9+JQx1YfwoQyIotzBkWeMmlLKKFLTJIIYPJhCIbz8jP3ER3Kw0N1qM8Ud9uLa7RuQvTxWQNXKyhwXwFMkKbFKJJaE/cw5PdWEomzVAxKXh//omr2jZW4b94x8CZZTAbXAW+0mPgW+AV8LsW5N3QKiuMSVdbvZ9F/IGm7MPTj7NDvuTH4hXO9I+oHMu4tBWKaI7UspVL9417+uPBPV6/9r6P+3zt/6A0sp/njYjKEvU/2QBme4mlPnY4V7bwixWWFXd+0TpveFHZ0W26vWFGBL35avX93yAN8vuUXwBQDe60DXBPLv/LZa36GW7BTIR03S+rfgVQyixTiqEGFdWtKC5un4LEnQ2A2iD/UOrREWgKockWlQXPRs2zAfU0pgqdEWhhi30r8F0BJPWYSiwRKcFRIJyfRae5yRJQ7dNltxJ3aEz8EchRfx8uHILhUfALnyXQzr4DeB7Um7mUfjNK1MdluuJRxY5PG2L5E/chTJ4Gy7jPjHk0XI+nMIlRrBDjHQGxuDm3WvECPgJoSnZIWGUWZb2QVvLVZPiyPJmfSZh2h6DlRggCkIOPyz6xr7Tf/UwPQOxfGLblu8Of4G4xy1dRs3NT4vvTljz81d4xRcoexQrqbD+kviV2GwzVz/w7rqqiW1j6kZ3PvYbpcBFgHFQ42WLF1/ZFfnx6gzTI71HOFVA5gXnKgU+BXdC5UcHQQ5oaUONgrpjwQabDqWlWPNWKBFi0TA0ZZkgzuUVEF0eSCUB1/5fhIHuK/uzDBvl/QQRA8hcbUKFptsBwn42pZ8vZ2nIaMGDH6fadIWc/xksFUMEFjPlszQQSgHLprEvl/XGhEXL2HYiUXlYygtKq3JzDvJ46N6FUS8VPI+rUYqytD/CGN8nHadzVx4fWN0+0EABmU1XW7wUgMReBP0VpFFaEAb6C6ZKkChgD/J8GM1t4MVOI/YYRjsVd8ZiTtRrQaXBn8eIi1w/tFGUcxBonnovPbUpqi+gfCIHW7lubT5uYs55I7cGSsg2lRzfHZPB1XMPuYtU34mhAF+mEuuZnn3DFx2uA0NcnjePK0OlsWPYA2qDbd7b7s0Ea5Hcq5wyoYorCDBki3VeWfeCjmsm6dyy9qKRadT5RpsdnVbtpd2DCzJBpYh56DAUzX2xF+HvLeLb8939tkN+xYOgFguIXO65YDzM21p6tGDYenBHxYT2UChw9W+oxFT8ZRj5dOQHC2i4Bu6gFhZlN4tFgYOB8LJwUYAVKgakkrDwJGNwLyOE365x6xGWHfPFFRXIDegEw9W3AxXY4F/c54x+It+B7iWdpUacacRpK0NBCPLWN67XiMrwLZpkNfmK6/QiHaInqiyuemOJSNLFHENdExVmBsl+SWYjRAMrqeLTwWc/+Ou9Qj5H2qg04MXcfoT3k0GLpmpslzkS87U1ZYhVW/MSj8QkFTzntN+BKs9ZpRtyEVXB3PNEI8UoxHLxngzTI71d+EUDFfOPKlqH5ZcktSW7NCPNMdjmkRmCnQtzcGfNzgnEC4ytwzHmYJTMhaV9gAX8ajGqQBjkLFyEAHj3GgqX25/WAeuZiiH39GbG/ZYOZiPT+RMTngDFTDWg82QNfCehRtxrz6CzDxjIIDGmS5EEziZ3UUjAwiOCauAOeQkyFMvM+fq5BoknitrgbSCqIJluCCXJ6oZEPPes+vANbAhyy11w9wHJTC5paiGWJAMngwZgjzNoTgq//DBEVopoMeDMDBsCeby1gLOIGzCu6P656ALeaSAnGHX6cZaJVdgiXNVfVIKNKEqgk+bEIMgMa8QjQdz/9YACkaIxdwQMCZMXdKHw7vjVaorBwjwggQ1iJjEiMtyN/PfvpDdIgv1P5JQAVRoHbDOBci/pkmDwap6gSdUN0PazpLIGks0Q4JrDbijpYR4bbAVndnp9zE/Hf3blB/l+Ws3CRwEMq6a4HUSLZWR4YUNaWM5+cFrFuRzv+cxGAaoIXGmFNYIkOjVUCPN9YAsilMnWO/h9xjkjAmxN02SRCmoBY/C7AVRzPQJzmGdFASgFFJnAacGITX4ogeXbD7KfbrqQAV+4CYoxXLKPiWQKJgU8qA7ZiDVIcQkBwtRkkLrBvKEBaFCPE5GIknJ9HAKjoqICuByXWbXBppKcEVLudbCoagJbUr4mC14Z4XEkUj/Prip/FOw2wVYGUvCHmLAEVqKzqXln3KjwOQTTGbkmcnawpHll2a8x/tnsedxZ9JXvpKNAn+MnoNEiD/P7kFwFUOtEma1EKr5wudlBjzVi/YQQVzRfXXDHNKalOjQe9iaJlNBlMc5Dh82rceIMZ/vM7N8j/y2KjqQ2TpwOkP/73x1ioiJr+mIv0UyGKnJWjdBaxIw5BNBC7kKr6FdzNSOVhO6yXhr+GRNksQdTwdUKXgB98F/gREwxMYDPLXqpcPoSzaMeBxfV4igjJ8Ni705iKD3kTAsyZGCmzcFUf6KyOG2oM2JrwG1jDSMSBNT9XH+0ts6xVZBNNDxN3cT3dC9BrnjYqaifh0aL6MZuH53q4GAzIN0Jixw5DvnjoT+LefDuxOiuayopxcCy0gCx7JMWt4jLWdD3d+eJxeJAqGsOW4HFoBh7HTmMRDMPwK5qbh7XJeCOnGBTx1gBX3Afj1SAN8ruWcwZUWwiH9rKWbQr9zLPALzBYYouqprJ2HatyYxLS0uF6RqhELEg4yw3SIP+V2Nh59n/P/oR4KeTMJz8KPjzrc9u4Q8R/oXVUPKooV/gESINUQY3xFUE0T1/5k18oPz4OCMr72MFbG03PXF9/8Vli3+TMoyHCj2Q0mF8UT7Rvjl/Ea4r7k2eDEXKJxH6j+mvq/ysOh8AvuJWAPfvrmIBc37XfS/zJfi7aaUt9Y+yH1vsZfKI4/UlEm0m+f+xt8Ti7MX/fEs59/FdjDUgR3f1p1tjPhqxBGuR3Kr8QoDZIg/zm5bT1b5AGaZAG+R9JA6A2SIM0SIM0SIP8AtIAqA3SIA3SIA3SIL+ANABqgzRIgzRIgzTILyANgNogDdIgDdIgDfILSAOgNkiDNEiDNEiD/ALSAKgN0iAN0iAN0iC/gDQAaoM0SIM0SIM0yC8gDYDaIA3SIA3SIA3yC0gDoDZIgzRIgzRIg/wC0gCoDdIgDdIgDdIgv4A0AGqDNEiDNEiDNMgvIA2A2iAN0iAN0iANcs6i+P5/a41nejpwimQAAAAASUVORK5CYII=" alt="Figure from Hochstien & Ahissar, 2002" />
<p class="caption"><em>Figure from Hochstien & Ahissar, 2002</em></p>
</div>
</div>
<div id="color-can-also-be-mis-percieved" class="slide section level2">
<h2>Color can also be mis-percieved</h2>
<ul>
<li>Even a person with perfect color vision percieves green best.</li>
</ul>
<div class="figure">
<img 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alt="http://www.npl.co.uk/…/the-eyes-response-to-colour/" width="400" />
<p class="caption"><em><a href="http://www.npl.co.uk/" class="uri">http://www.npl.co.uk/</a>…/the-eyes-response-to-colour/</em></p>
</div>
<ul>
<li>And 8% of people have anomalous color vision.</li>
</ul>
<div class="figure">
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" alt="wikimedia commons: Color_blindness.png/" width="400" />
<p class="caption"><em>wikimedia commons: Color_blindness.png/</em></p>
</div>
</div>
<div id="so-what-to-do" class="slide section level2">
<h2>So, what to do?</h2>
<p>Make a plot that is as simple as possible but portrays the data <em>accurately</em></p>
<ul>
<li><p>Convey main trends, and also variability around them</p>
<ul>
<li>Use color to emphasize main points. Use grey to emphasize contrast set.</li>
</ul></li>
<li><p>Don’t make the reader use relational reasoning</p>
<ul>
<li><p>Portray changes as lines.</p></li>
<li><p>Make important comparisons nearby in the plot, so the relational reasoning is easier.</p></li>
</ul></li>
<li><p>Don’t force the reader to make impossible color contrasts</p>
<ul>
<li><p>Red vs blue, or light vs dark > red vs green, light vs also light</p></li>
<li><p>see <a href="http://colorbrewer2.org/#type=diverging&scheme=BrBG&n=3">colorbrewer</a> for pretty palettes that can be colorblind safe and printer friendly</p></li>
</ul></li>
</ul>
</div>
<div id="how-to-choose-your-plot" class="slide section level2">
<h2>How to choose your plot?</h2>
<p>Here’s a nice infographic of many plotting options:</p>
<pre><code>www.ft.com/vocabulary</code></pre>
<p>For our purposes, focus on graphs for:</p>
<ul>
<li><p>Correlation</p></li>
<li><p>Time series (change over time)</p></li>
<li><p>Distribution</p></li>
<li><p>Part-to-whole (bar plots and the like)</p></li>
</ul>
<p>Data are all in-built R datasets. See data() for more info! (If you have ggplot2 downloaded, you should be able to run this code)</p>
</div>
<div id="correlation-plots" class="slide section level2">
<h2>Correlation plots</h2>
<p>These ask the question:</p>
<p>“How does Y change as a function of X”?</p>
<p>(Relationship between two or more linear variables)</p>
</div>
<div id="scatterplot" class="slide section level2">
<h2>Scatterplot</h2>
<p>X vs Y</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>iris,<span class="kw">aes</span>(<span class="dt">x=</span>Sepal.Length,<span class="dt">y=</span>Sepal.Width,<span class="dt">color=</span>Species)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Sepal length and width by iris species"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Sepal Width"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Sepal Length"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="bubble-plot" class="slide section level2">
<h2>Bubble plot</h2>
<p>X vs Y and Z</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>iris,<span class="kw">aes</span>(<span class="dt">x=</span>Sepal.Length,<span class="dt">y=</span>Sepal.Width,
<span class="dt">size=</span>Petal.Length,<span class="dt">color=</span>Species)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Sepal length and width by iris species and petal length"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Sepal Width"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Sepal Length"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="heatmap" class="slide section level2">
<h2>Heatmap</h2>
<p>Z as a function of X and Y</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"> quakes2 <-<span class="st"> </span>quakes <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">group_by</span>(<span class="dt">lat=</span><span class="kw">round</span>(lat,<span class="dv">0</span>),<span class="dt">long=</span><span class="kw">round</span>(long,<span class="dv">0</span>)) <span class="op">%>%</span><span class="st"> </span>
<span class="st"> </span><span class="kw">summarise</span>( <span class="dt">n=</span><span class="kw">n</span>() )
<span class="kw">ggplot</span>(quakes2, <span class="kw">aes</span>(<span class="dt">y=</span>lat, <span class="dt">x=</span>long,<span class="dt">fill=</span>n)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_tile</span>()<span class="op">+</span><span class="st"> </span><span class="kw">theme_bw</span>() <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Earthquakes near Fiji"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Longitude"</span>) <span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Latitude"</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">scale_fill_gradient</span>(<span class="dt">low=</span><span class="st">"yellow"</span>, <span class="dt">high=</span><span class="st">"red"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="time-series" class="slide section level2">
<h2>Time series</h2>
<p>Asks the question “how does Y change over units of time X?”</p>
<p>Uses connected lines, sometimes also points underneath</p>
<p>A special case of the correlation plot</p>
</div>
<div id="time-series-1" class="slide section level2">
<h2>Time series</h2>
<p>Y over time X</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span><span class="kw">as.data.frame</span>(WorldPhones),
<span class="kw">aes</span>(<span class="dt">x=</span>Europe,<span class="dt">y=</span><span class="kw">as.numeric</span>(<span class="kw">row.names</span>(WorldPhones)))) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span><span class="kw">geom_line</span>() <span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Numbers of telephones in Europe by year, 1959-1961"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Year"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Number of phones in Europe"</span>)</code></pre></div>
<p><img 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QAESgEABGqCAtgoHYAZUAAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAy7DZ9ByfCgBgETabvhtAAQAswWbTewMoAIAF2Gz6bwAFALAACgAgUAoAIFAKACBQA+S/AgCYvyHe/ysAgNlLk9+FYABh6f2N/37Og8z18CIVAEBHw8W/AgCYsSHjXwEAzNeg8a8AAOZq4PhXAADzNOzoT7KIYWffuEgFAHDYCPGvAADmZ5T4VwAAczNS/CsAgJkZK/4VAMCsjBf/CgBgRkYb/UmWNtqS9otUAAANxo1/BQAwE2PHvwIAmIXx418BAMzBBPGvAACmN0n8KwCAqU0x+pMseIJFKgCAzGTxrwAApjRh/CsAgAlNGf8KAGAy08a/AgCYyKSjP8kaTLBIBQAEb/r4VwAAE5hD/CsAgNHNI/4VAMDYZhL/CgBgXLOJfwUAMKa5jP7EFADAWGYV/woAYCwzi38FADCO2cW/AgAYxfziXwEAjGCO8a8AAAY3w9GfmAIAGNRc418BAAxqvvGvAAAGNOf4VwAAw5l1/CsAgKHMPP4VAMAw5j36E1MAAP1bQPwrAID+LSL+FQBA75YR/woAoGdLiX8FANCrhYz+xBQAQG+WFP8KAKA3y4p/BQDQk6XFvwIA6Mfi4l8BAPRhgfGvAADOt7zRn5gCADjPQuNfAQCcZ7HxrwAAzrHg+FcAAGdYcvwrAICTLTv+FQDAiRY9+hNTAAAnWH78KwCAE6wh/hUAwNHWEf8KAOBYK4l/BQBwnNXEvwIAOMZaRn9iCgCgq1XFvwIA6Gpl8a8AADpaW/wrAIBO1hf/CgCgg9WN/sQUAMAl1hn/CgDgEmuNfwUAcNB6418BAByy4vhXAADtVh3/CgCgzZpHf2IKAKDJ6uNfAQA0CSD+FQBAXRDxrwAAasKIfwUAUBFK/CsAgJJARn9iCgAgF1L8KwCAPPTDin8FAARvk+Z+aPGvAIDQbQqmXpeRKQAgaOHGvwIAAhdw/isAIGwKYNxFBriZgblSAOMuMsDNDMxVwPmvAICQhfz+XwEAAStcADD1qkxCAQCBCvaNf04BAGEKPv4VABAm8X+hAIAQGf2JKQAgNOI/pQCAsIj/nAIAgiL+9xQAEBDxX6QAgGAY/SlTAEAgxH+VAgDCIP5rFAAQAvHfQAEA62f0p5ECANZO/LdQAMC6if9WCgBYNfHfTgEAKyb+D1EAwGoZ/TlMAQArJf4vowCAVRL/l1MAwBqJ/w4UALA+4r8TBQCsjdGfjhQAsC7ivzMFAKyK+O9OAQArIv6PoQCA1TD6cxwFAKyE+D+WAgBWQfwfTwEAayD+T6AAgOUT/ydRAMDSGf05kQIAlk38n0wBAIsm/k+nAIAFE//nUADAYhn9OY8CABZK/J9LAQCLJP7PpwCAJRL/PVAAwPKI/14oAGBpjP70RAEAyyL+e6MAgEUR//1RAMCCiP8+KQBgMYz+9EsBAAsh/vumAIBFEP/9UwDAEoj/ASgAYP7E/yAUADB3Rn8GogCAeRP/g1EAwKyJ/+EoAGDGxP+QFAAwW0Z/hqUAgJkS/0NTAMAsif/hKQBgjsT/CBQAMD/ifxQKAJgboz8jUQDAvIj/0SgAYFbE/3gUADAj4n9MCgCYDaM/41IAwEyI/7EpAGAWxP/4FAAwB+J/AgoAmJ74n4QCAKZm9GciCgCYlvifjAIApiT+J6QAgAmJ/ykpAGAy4n9aCgCYiNGfqSkAYBLif3oKAJiC+J8BBQCMT/zPggIAxmb0ZyYUADAu8T8bCgAYk/ifkVN/EV+88s30X5/9cLu98eOP0p9uY8/+oTqluEi/fAiW+J+TU38Vd7ZpAXyQRP5zceQ/vFUogNKU4iL9+iFQ4n9eTvtlPL6zTQtgF/nPv3Px+O3t89E7/QdZLdSmFBfpBQAhyVPf6M/cnPTb+PDVbVYAd9J8v7P9SfzfH+R3Kk8pLtIrAAKySXNf/M/PKb+Pe9vtyx8kBfD4zTTe4/f+j9+88cvsTuUppUV6DUA4NgVTrwsVJxXAc7/IYj2P/Ie3du/3v3jl+d/vPhx8753alNIivQogGOJ/zk79nTQWQHYMOHrv31AAX0l5HUAw5P+cnVkA+dlA8Yj/g+325Y8u/vzzbZT9dypHCRQABEgBzNm5BbB707/L/Mdvx6d+3ssz/weVKaVFeiFAMBTAnJ1bANER4ciPiiP9D+I3/U1T4kV6IUAw5P+cnV0A8Tmh33undKj34a34TX/DlHiRXgkQCvk/a+cXQMPth+WPA04DhTDtLwCYek1o1FcBRMP+zaf+Fy8OSxbptQBBkPxzd24B3Evi/eGtwok/SRGUppQW6SUBARD/83duATzY3njt4uLDW3HaJyf+fPZqfAy4NKW0SC8KWD/5vwBnDwG9nZzrkwz6pyf+PPtObUpxkV4VsHbifxHOPwbwwd9tt3/1Wnoj/hMAL3/UMKWwSK8LWDn5vwz+IhjQM/G/FAoA6JXT/pdDAQB9Ev8LogCA/oj/RVEAQG/k/7IoAKAn4n9pFADQD/m/OAoA6IP4XyAFAPRA/i+RAgDOJv6XSQEAZ3Lp11IpAOA84n+xFABwDvG/YAoAOIP8XzIFAJxM/C+bAgBOJf8XTgEApxH/i6cAgJPI/+VTAMAJxP8aKADgePJ/FRQAcCzxvxIKADiOb35YDQUAHEX8r4cCAI4g/tdEAQDdyf9VUQBAV+J/ZRQA0JH8XxsFAHQi/tdHAQBdyP8VUgDA5cT/KikA4DIu/VopBQBcQvyvlQIADhL/66UAgEPk/4opAKCd+F81BQC0kv/rpgCAFuJ/7RQA0Ez+r54CAJqI/wAoAKCB/A+BAgBqxH8YFABQ4ZsfQqEAgDLxHwwFABSJ/4AoAKBA/odEAQA58R8WBQBk5H9gFACQEP/BUQBATP6HRwEAF+I/TAoAcOlXoBQAIP4DpQAgdOI/WAoAAif/w6UAIGjiP2QKAEIm/4OmACBc4j9wCgCCJf9DpwAgUOIfBQBhkv8oAAiS+OdCAUCIfPMDMQUAwRH/JBQABEb8k1EAEBb5T04BQEjEPwUKAAIi/ylSABAM8U+ZAoBQyH8qFACEQfxTowAgBC79ooECgACIf5ooAFg98U8zBQBrJ/9poQBg3cQ/rRQArJr8p50CgBXKYl/8c4gCgPXZpGd9yn8OUgCwOpu9qVeFWVMAsDbyn44UAKyN/KcjBQBrowDoSAHA2igAOlIAsDbyn44UAKyL9/90pgBgTVwAwBEUAKyHN/4cRQHAaoh/jqMAYCXEP8dSALAKRn84ngKAFRD/nEIBwPKJf06iAGDpxD8nUgCwbEZ/OJkCgCUT/5xBAcCCiX/OoQBgscQ/51EAsFBGfziXAoBFEv+cTwHAEol/eqAAYHnEP71QALA0Rn/oiQKAZRH/9EYBwKKIf/qjAGBBxD99UgCwGEZ/6JcCgIUQ//RNAcAyiH96pwBgCcQ/A1AAMH9GfxiEAoC5E/8MRAHAvIl/BqMAYNbEP8NRADBj4p8hKQCYLaM/DEsBwEyJf4amAGCexD+DUwAwR+KfESgAmB+jP4xCAcDciH9GogBgZsQ/Y1EAMCvin/EoAJgRoz+MSQHAbIh/xqUAYC7EPyNTADAP4p/RKQCYA6M/TEABwPTEP5NQADA58c80FABMTPwzFQUAkzL6w3QUAExI/DMlBQDTEf9MSgHAVMQ/E1MAMA2jP0xOAcAUxD8zoABgAuKfOVAAMDrxzzwoABiZ0R/mQgHAqMQ/86EAYEzinxlRADAe8c+sKAAYi9EfZkYBwDjEP7OjAGAM4p8ZUgAwAvHPHCkAGJz4Z54UAAzM6A9zpQBgUOKf+VIAMCTxz4wpABiO+GfWFAAMxegPM6cAYBjin9lTADAI8c/8KQAYgPhnCRQA9M7oD8ugAKBn4p+lUADQL/HPYigA6JP4Z0EUAPTH6A+LogCgL+KfhVEA0BPxz9IoAOiF+Gd5FAD0wOgPS6QA4Gzin2VSAHAu8c9CKQA4j/hnsRQAnCBPfaM/LJgCgONt0twX/yyaAoCjbQqmXhc4nQKAY4l/VkIBwLHkPyuhAOBYCoCVUABwLAXASigAOJb8ZyUUABxJ/rMWCgCOsr8AYOo1gXMpADiCd/6siQKA7sQ/q6IAoCvxz8ooAOjG6A+rowCgE/HP+igA6ED8s0YKAC4n/1klBQCXEf+slAKAwxz8ZbUUABwk/lkvBQAHiH/WTAFAK6M/rJsCgDbin5VTANBM/LN6CgAayX/WTwFAA/FPCBQA1Dj4SxgUAFSJfwKhAKBM/BMMBQAl8p9wKAAoEP+ERAFAzsFfwqIAICP+CYwCgIT4JzgKACJGfwiQAoALb/8JkwIA8U+gFADIfwKlAAid+CdYCoCwOfhLwBQAQRP/hEwBEDDxT9gUAMEy+kPoFAChEv8ETwEQJvEPCoAwyX9QAARJ/ENEARAcB38hoQAIjfiHlAIgLOIfcgqAkBj9gQIFQEDEPxQpAIIh/qFMARAK+Q8VCoAwiH+oUQCEwMFfaKAACID4hyYKgNUT/9BMAbB28h9aKADWTfxDKwXAmjn4CwcoAFZM/MMhCoDVEv9wmAJgpYz+wGUUAOsk/uFSCoA1Ev/QgQJgheQ/dNGym9x++rfDLdKuyaDEP3TTvKN8/sLm5nCLtHMyIAd/oau2AvjS74ZbpL2T4Yh/6Kx5X3n0+pWfDbdI+ydDEf9whJa95e7mycEOAthDGYjRHzhKy+7y6a82mye+/u3UX7/f6yLtogxC/MNxWg8CF/V7QMBOyhDEPxxLAbAO8h+O5kIw1kD8wwkUAMvn4C+cRAGweOIfTnNgx3n0L6n3/o1jAMyW+IdTte06n/zUQWCWQP7DyVr2nfJpQE8qAOZJ/MMZWq8E3lz5+r+9Fv1vc+Wlnhdpj6UfDv7CWdq+C2jz5PvRf2/G3wrR64XACoCeiH84T9uFYPGXwd3dXN/993bPXw1tp6UP4h/OdfDroO9vvpz/t8dF2m05m9EfON8lBRCN/nz+Qr9jQPZbzib+oQcH/x7Ax9eiHuj7r8PYczmT+IdetP1N4Hj0PzkUkNRAj4u073IW+Q/9aNmRPr62efq30WlA16MyMATEfIh/6EvbrnQ7vv73/mZz5dom/jTQ4yLtvpzMwV/oT+u+9M/RwM+j2/GFwA0fAL545Zvpvz774XZ748cfpT/dxp79Q3Tr8du3ttu/eq22SPsvpxL/0KMDe9P/2eX+o3efeuo7TQNAd7ZpAXyQRP5zceQ/vFUogM/SNni5ukh7MKcR/9Cr0/anx3e2aQHsIv/5dy4ev719PvoM8CCrheg+b26f203539sbv6ws0j7MMbLYN/oDPTu4Qz36U/PPP3x1mxXAnST5d///k/i/P8jv9CAdCLpXKIVkkXZijrBJg1/8Q9/ad6n3vhUdB/78X9dHgO5tty9/kMT67m3+T+Kfxe/9H7+5f7efT6kv0m5Md4VvpZ16VWBt2naqR28lfwjg8xc2V6tXAdx77hfZYE8e+Q9v7T4JfPHK87/ffTj43jsX0fHg5ANAwyLtyHQm/2E4B04Dvfrvrn3pd4/+ffNZQI0FkB0Djt77Rz/44O+2211ZZL6SsifTmfyH4bTsVvc3m5fS74B491rTt4E+yI8BFI4FPNhuX/7o4s8/j4777grg50kb5IcFFABHUwAwnENfBZF+CdDdpm8DfbA/C2iX+Y/fjk/9vJe3wQ+iMkinOAuI0ykAGM6hL4NLC6Dxu4DyEz7vJW/zf3QrORsonfj8Rw+yt/53nAXEGeQ/DObQ10GnBdD4baD7M/4/jA/7PiwWwMNbz/7h4a3i0YHSIu3LdCf/YTDnF0DD7SjzoxJIb1ROB7Iz0538h+G0/k3gm5U/C1NRLYBo2L90UUB+ftCDrU8AnEj2w5Badq/4wG9SALsyOHAQ+F4y0p8M+NwpXh12p3BEuLxIuzTdyH8YVPvfA3jm/bgAPnlxE/91sIqsAB5sb7x2cfHhrTjlk1OCPns1fs+/u/H9+FuCnAXEacQ/DKttD7u72/meunbl61/dNP85gHwI6O3kLKBkmCc9JejZd+K7JJeF3ah+I4S9mk7kPwzswN8DyM6/a/xzMPtjANHlvvmX/sd/HODldMz/s5/fSr8XorxIuzUdyH8YWvs+9umvn9rtgk88/dveF2m/5nLyHwY3wU5mx+Zy8h+GV93LPv9Pvf4B+MZF2rO5jPyHEdQK4IWrDef89LtIuzaXkP8whnoBbDbfGPZDgH2bS8h/GEV1R4v/EMzV3g/8lhZp5+YQl3/BSOp72icvbjZXvjvkIu3dHCD/YSwNu9qjXw37IcDuzQHiH0bTuLPFHwJeGmyRdnBayX8YT8u3gf762lNeQLAAABgeSURBVGbz5EAfAuzhtJL/MKK23e2Tn+4+BHw79de9nhZkF6eN/Icxte9vb+3/GmvDH4Q5Z5H2cZrJfxhV2w738YsbBcC45D+Mq+UYQPT2f6jDwPZyGsl/GFnjLvde9Pb/maGuB7ab00T+w9iargOI3/6/Mdwi7efUyX8YXX2ne/fakG//LxQADVz+CxOofRfQT4d9+3+hAKiT/zCFpm8DHfLt/4UCoEb8wyQa/h7AoG//LxQAVfIfpuEvgjE1+Q8T8TeBmZj8h6koAKYl/2EyCoBJyX+YjgJgSvIfJqQAmJD8hykpAKYj/2FSCoCpuPwXJqYAmIj8h6kpAKYh/mFyCoBJyH+YngJgCvIfZkABMAH5D3OgABif/IdZUACMTv7DPCgAxib/YSYUACOT/zAXCoBRufwL5kMBMCb5DzOiABiR+Ic5UQCMR/7DrCgARiP/YV4UAGOR/zAzCoCRyH+YGwXAOOQ/zI4CYBTyH+ZHATAG+Q8zpAAYgfyHOVIADM7lvzBPCoChyX+YKQXAwMQ/zJUCYFjyH2ZLATAo+Q/zpQAYkvyHGVMADEj+w5wpAIYj/2HWFACDkf8wbwqAoch/mDkFwDBc/gWzpwAYhPyH+VMADEH8wwIoAAYg/2EJFAD9k/+wCAqA3sl/WAYFQN/kPyyEAqBn8h+WQgHQL/kPi6EA6JX8h+VQAPRJ/sOCKAD64/JfWBQFQG/kPyyLAqAv4h8WRgHQE/kPS6MA6If8h8VRAPRC/sPyKAD6IP9hgRQAPZD/sEQKgPPJf1gkBcDZ5D8skwLgXPIfFkoBcB6X/8JiKQDOIv9huRQA5xD/sGAKgDPIf1gyBcDp5D8smgLgZPIflk0BcCr5DwunADiR/IelUwCcRv7D4ikATiL/YfkUACdw+ResgQLgePIfVkEBcDTxD+ugADiW/IeVUAAcSf7DWigAjiP/YTUUAEeR/7AeCoBjyH9YEQXAEeQ/rIkCoDv5D6uiAOhM/sO6KAA6cvkvrI0CoBv5D6ujAOhE/MP6KAC6kP+wQgqADuQ/rJEC4HLyH1ZJAXAp+Q/rpAC4jPyHlVIAXEL+w1opAA6T/7BaCoBDXP4FK6YAOED+w5opANqJf1g1BUAr+Q/rpgBoI/9h5RQALeQ/rJ0CoJn8h9VTADSS/7B+CoAm8h8CoABoIP8hBAqAOvkPQVAAVLn8FwKhAKiQ/xAKBUCZ+IdgKABK5D+EQwFQJP8hIAqAAvkPIVEA7Ml/CIoCICf/ISwKgIz8h8AoAFLyH0KjAEjIfwiOAiDi8l8IkALgQv5DmBQAhn8gUAoA+Q+BUgDIfwiUAgie/IdQKYDQyX8IlgIInPyHcCmAsMl/CJgCCJr8h5ApgIC5/AvCpgDCJf8hcAogWOIfQqcAQiX/IXgKIFDyH1AAYZL/gAIIk/wHFECY5D9woQCCJP+BiAIIj/wHYgogOPIfSCiAwLj8F8gogLDIfyCnAIIi/oE9BRAS+Q8UKICAyH+gSAGEQ/4DJQogGPIfKFMAoZD/QIUCCIT8B6oUQBjkP1CjAELg8i+ggQIIgPwHmiiA9RP/QCMFsHryH2imANZO/gMtFMDKyX+gjQJYN/kPtFIAqyb/gXYKYM3kP3CAAlgx+Q8cogDWS/4DBymAtXL5L3AJBbBS8h+4jAJYJ/EPXEoBrJL8By6nANZI/gMdKIAVkv9AFwpgfeQ/0IkCWB35D3SjANZG/gMdKYCVkf9AVwpgXeQ/0JkCWBOX/wJHUAArIv+BYyiA9RD/wFEUwGrIf+A4CmAt5D9wJAWwEvIfOJYCWAf5DxxNAayC/AeOpwDWQP4DJ1AAKyD/gVMogMVz+RdwGgWwdPIfOJECWDjxD5xKASyb/AdOpgAWTf4Dp1MASyb/gTMogAWT/8A5FMByyX/gLApgseQ/cB4FsFTyHziTAlgo+Q+cSwEskst/gfMpgCWS/0APFMACiX+gDwpgeeQ/0AsFsDjyH+iHAlga+Q/0RAEsjPwH+qIAlkX+A71RAIsi/4H+KIAlkf9AjxTAcrj8C+iVAlgM+Q/0SwEshfgHeqYAFkL+A31TAMsg/4HeKYBFkP9A/xTAEsh/YAAKYAHkPzAEBTB/8h8YhAKYPfkPDEMBzJ38BwaiAObN5b/AYBTArMl/YDgKYM7EPzAgBTBj8h8YkgKYL/kPDEoBzJb8B4alAOZK/gMDUwAzJf+BoSmAeZL/wOAUwCzJf2B4CmCO5D8wAgUwPy7/BUahAGZH/gPjUABzI/6BkSiAmZH/wFgUwLzIf2A0CmBW5D8wHgUwJ/IfGJECmBH5D4xJAcyH/AdGpQBmQ/4D41IAM+HyL2BsCmAe5D8wOgUwC+IfGJ8CmAP5D0xAAcyA/AemoACmJ/+BSSiAycl/YBqnZs8Xr3wz/ddnP9xub/z4o/Sn29izf4huffjqfkpxkfKuSP4DEzk1fO5s0wL4IIn85+LIf3irUAD3ilOKixR4BfIfmMpp6fP4zjYtgF3kP//OxeO3t89H7/QfZLUQT7nx2u7zwauFH6WLlHh78h+YzEnxE43tpLl+J0n+3f//JP7vD/I7pf9+eOvZykcAkbcn/4HpnJI/97bblz9ICuDxm3Hwp+/9H79545fVO3/xigJo4/JfYEonFcBzv8gGe/LIf3hr90ngi1ee//3uw8H33incOZ5QXqTQS8h/YFKnJlBjAWTHgNNPBZEPbu1vfCUl9WLiH5jWmQWQnw0UHwt4sN2+/NHFn3++zUaC7my3N36RP0YBFMl/YGLnFsDuTf8u8x+/HZ/6eS9vg+RY8ON/+vtb2xv/UF2k4LuQ/8D0zi2A7Gz/HxWH+h9s9zc+LIwBpYuUfPIfmIGzCyA+J/R775SO9ZZO/Sy2QbJI0Sf/gRk4vwAablfaQAFUyX9gBvoqgGjYv3RRQH5DAdTIf2AOzi2Ae9n1vtGJP3eKV4fdqZwntF9k6Okn/4FZOLcAHmxvvBYf6Y16IDkl6LNX41H//Pyg6tXBocef/Afm4ewhoLeTs4CSYZ70lKBn30nuErtROQko8AJw+S8wF+cfA/jg77bbv3otvRH/cYCXPyrc+P471YcGHYDyH5gNfxFsVOIfmA8FMCb5D8yIAhiR/AfmRAGMR/4Ds6IARiP/gXlRAGOR/8DMKICRyH9gbhTAOOQ/MDsKYAwu/wJmSAGMQP4Dc6QAhif+gVlSAIOT/8A8KYChyX9gphTAwOQ/MFcKYFjyH5gtBTAo+Q/MlwIYkvwHZkwBDEj+A3OmAIYj/4FZUwBDcfkvMHMKYCDyH5g7BTAM8Q/MngIYhPwH5k8BDEH+AwugAAYg/4ElUAD9k//AIiiA3sl/YBkUQN/kP7AQCqBn8h9YCgXQK5d/AcuhAPok/4EFUQA9Ev/AkiiA/sh/YFEUQG/kP7AsCqAv8h9YGAXQE/kPLI0C6If8BxZHAfRC/gPLowD6IP+BBVIAPZD/wBIpgLO5/BdYJgVwLvkPLJQCOJP4B5ZKAZxH/gOLpQDOIv+B5VIA55D/wIIpgDPIf2DJFMDp5D+waArgZPIfWDYFcCr5DyycAjiR/AeWTgGcxOW/wPIpgFPIf2AFFMAJxD+wBgrgePIfWAUFcDT5D6yDAjiW/AdWQgEcSf4Da6EAjiP/gdVQAEeR/8B6KIBjyH9gRRRAdy7/AlZFAXQm/4F1UQBdiX9gZRRAR/IfWBsF0I38B1ZHAXQi/4H1UQBdyH9ghRRAB/IfWCMFcDn5D6ySAriU/AfWSQFcRv4DK6UADnP5L7BaCuAg+Q+slwI4RPwDK6YADpD/wJopgHbyH1g1BdBK/gPrpgDayH9g5RRAC/kPrJ0CaCb/gdVTAI3kP7B+CqCBy7+AECiAOvkPBEEB1Ih/IAwKoEr+A4FQABXyHwiFAiiT/0AwFECJ/AfCoQCK5D8QEAVQIP+BkCiAPfkPBEUB5OQ/EBYFkHL5LxAaBZCQ/0BwFEBM/APhUQAR+Q8ESAFcyH8gTApA/gOBUgDyHwiUApD/QKCCLwD5D4Qq9AKQ/0CwAi8A+Q+EK+gCcPkvELKQC0D+A0ELuADEPxC2cAtA/gOBC7YA5D8QulALQP4DwQu0AOQ/QJgFIP8BwiwA+Q8QZgHIf4CLEAvA5V8AseAKQP4DJEIrAPEPkAqsAOQ/QCasApD/ALmgCkD+A+yFVADyH6AgoAKQ/wBF4RSA/AcoCaYA5D9AWSgFIP8BKsIoAJf/AtQEUQDyH6AuhAIQ/wANAigA+Q/QZP0FIP8BGq2+AOQ/QLO1F4D8B2ix8gKQ/wBt1l0A8h+g1aoLQP4DtFtxAbj8C+CQ9RaA/Ac4aLUFIP4BDltrAch/gEustADkP8Bl1lkA8h/gUqssAPkPcLk1FoD8B+hghQUg/wG6WF8ByH+ATlZXAPIfoJuVFYDLfwG6WlcByH+AzlZVAOIfoLs1FYD8BzjCigpA/gMcYz0FIP8BjrKaApD/AMdZSwHIf4AjraQA5D/AsdZRAPIf4GirKAD5D3C8FRSAy38BTrH8ApD/ACdZfAGIf4DTLL0A5D/AiRZeAPIf4FTLLgD5D3CyRReA/Ac43ZILQP4DnGHBBSD/Ac6x3AKQ/wBnWWoBuPwL4EyLK4Ak+eU/wLmWVgCbTG+rAxCohRWA/Afoy7IKYKMAAPqiAAACpQAAAqUAAAK1rAK4kP8AfVlYAVzIf4CeLK0AXAIG0JPFFQAA/VAAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBUgAAgVIAAIFSAACBmqQAAJjA9AWgATJf+crUa7AMtlM3tlM3QW+nGRQAqa98Zeo1WAbbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BTMgLsRvbqRvbqRvbaU8BAARKAQAESgEABEoBAARKAQAESgEABEoBAARKAQAESgEM68Mfbrc3vv9O/O8vXtnGnv1DdOvxz29tt+mUAzcC8eGru+3044+SGx03TejbyevpsIe3nk82lNdTOwUwqLeTXfTGL6MbD28Vdth070123vYbgbiXbJnnLtkatlNxO3k9HfT4zW1SAF5PByiAIT3Y3njt4uKzN5NX1YPtN/eT7myffyeaEr9G22+E4eGtG6/tttOryQbquGmC305eTwftyjJ5yl5PByiAAe3eg/wk+v/de4vo/+9sf5BPengrfd8WfThovxGIdMskT73jpgl+O3k9HRR9Poqz3OvpEAUwoC9eST9Pxrvq4zcLL6176bu3e9GU9hthSbZXx00T/Hbyejpk9+brR8kxAK+nQxTAGOIC+OKV53//6nb7vXeSn8SfDZKP8e03wpIcteu4aYLfTl5Ph9zZfjM9COz1dIgCGEH2GTM5Zhe90PJ3b9GLtP3GZGs8iQ9uHbFpgt9OXk+HPNg+/1HyjL2eDlIAI0g+XT7Ybl/+6OLPP4/OCfJCrLmz3d74xYUd9jLZdvJ6OiB+y6UAOlAAw3uQnAaaDTJG40GFl9uzf2i/McnqTuPxP/39re2Nf7joummC305eTwfEY661AvB6qlMAg3tw68ZPSre33ok0+zAa2/CO7VIf3toWXlFeTzX34vN/fALoQAEM7d62cl5Z5f2GF+LeEVkW/HbKb3g9VT28FT9nBdCBAhjY29X8T15hzkZocsymCX47lW7YTgXp9dLpdb1eT4cogEE9vpNetr+/Kix5hWVnG6enILfdCEO+aeIs67hpQt9OXk+tygXg9XSIAhjUncJn9TvJW4tkx3VFYtGd/HjmN125eUBpO3k9XSL9nOT1dIgCGNK98lhtdNreZ69uk5HJ7XP5N4+03whEsmkeJ8NlHTdN8NvJ6+kSaQF4PR2iAAaUfV/vTvRmLf1k+mx86eZnxe8ebL8RiAfJpklOl+q4aYLfTl5Ph2VHSryeDlAAA3qwH4uMP61/Fv1xgJfTNxif/Xz34+9feiMQnxX+bkLXTWM7eT0dkh8q93pqpwAAAqUAAAKlAAACpQAAAqUAAAKlAAACpQAAAqUAAAKlAAACpQAAAqUAAAKlAAACpQAAAqUAAAKlAJjI7c3men7j8xc2Xz7mwbv7X7/8Xoc9+vW1zeZLPxtwCU1ub558/+Dkoi/9bohVgIwCYCK7qLuSp+8UBXD7YMQqAAKgAJhIFHV5Fk5QAB9f2/zFgShWAARAATCROOqyjJ2gAO5vNjeHXcIpLukH6JUCYCJxAWSDQJMUwJW28f+elnAKBcCYFAATub350v/IB4EUQEoBMCYFwER2BfC7/EygtAD2qXs3Hv9+9Prux++9uPuk8MwuFt/71u4zw9O/Te9//dFb1zabr72Rze+Tn+5uXkkmRw+8GT3uiWLGF+9xNxlkLx2Gvh6fF3T1jcLtr+5m8Z33m5Zw2fT0ZmEFs6cdJXzDo4uTixq2yf6pNazS/inUVwnKFAATiQpgF1lJBLcXwF/czo6HvlXI7N0dn34huZ0G5t3swOkz0a3dA79dPYqa3ePKdy+aC+Abrxfm2L6E+PHR9L98MfnB1d81rMHFu9nNq6UjuXkBVB5dmlzUsE3yp1ZbpdJTqK0SVCgAJhIVQHQkNovblgLYhdf7F4924f/E5uk/XTz61SYL0HzCl5P7x58NPn0rCbvogbtw/6Tw9nt3j6u/ubj444vpwd/KEFA8x2gJ6Ryj21d2b88/eT39lFJ5fDz9u+XpxTX4+Nrmyd3NaIVLg1t5AZQfvZ9ckHVdbZukT61hlYpPobpKUKUAmEhcAFHgpdnVVgDxD6Js+3LhYdHt6+kdo5jcxe2XLwq3oweWz/HZPSJ5W7ybFH8uaCiAbAnRhOj2zfT+aWSXHl+dXl2Du9mnj9vlkzn3BVB8dGFylwK42fiUqk+hukpQpQCYSBKMu5BKs6ulAPIYTSPsbhbP6YTkkXncJocNCg/M7DNwt8hoIfUCKM0xT9d0RauPr08vr0Fb5t4u10m9HzoUwJeyMafaKh3cKFClAJhImnx3N2ncthRANSfvZwXw5Xw+T75fDLg4YatvrItBmz62XgDFORZu300/qpQfX5leW4P70cHX3zQ97bQASnOvTC7qsE1qq9S8UaBKATCRNL6SEY1DZwEV710ogOuF+Xz+QvGNcyWPY4VGSP9ZL4DiHKurUnt8ZXptDS6SY9ZPfOdP1aednQVUfKKVyUWt2+TAKjVvFKhSAEwki/R4EOiEAsiG+O92LYDK2+F6ARTn2FAA5cdfWgDJWaub4kmZ+4X3VAC1VTq4UaBKATCRPNKjQaDzPwG05332g6E/ATSMsv/xP341Ct/i4ehRPwEY+OcwBcBE8kiPBoH+tloAt48ogHi4u5yb9aOeHY4BFOdYy92GAfeWgijLTlzdr8fJBdC6TWqr1LxRoEoBMJF9fH0cXTGbFUD+7vayAth/icT1wklCaRLXC+Bu/kb8/qblLKDSHKsRXX18vSBKa1BYgfJ5PqcUQMs2aVilgxsFqhQAEynk4t2sAPKgur+5tADS8MtPeU8TLvmSz3oBdLkO4HphjtWIbjjpvjS9ugb5OZqV8D26ANq3SdN1AMWnUF0lqFIATKRQAPEFv9m1q0/+Nv1bXZcVwOYb71988tPCdbpv7AdcGk58L1w2e30/o1x1jrWIrjy+cXphDaJvuXhp9/+fvH7kMYCS64e2ScMqHdwoUKUAmEhxZCQaBIpT7VH2XTa/urQA/jI9ySX9koP8a2/iqGu68qn8xTkNBfD1a/vUbYjo2hfvtExPw/bja8UULzztYwugdZs0rFLpKdRWCSoUABMpDY3fzb7EIPmKzJe6nAWUfBtofq3VJz+NzrhJv3yz8dLX5Ksxn0lPzG84CBy9dd4UvlozW7d00aXHN04vrEH0VJ7a3XzimfKFAMcXQOs2aVql4lOorxKUKQCIFE6hWaoVPAVGpgAgsoL0XMFTYGQKACIrSM8VPAVGpgAgsoL0XMFTYGQKACIrSM8VPAVGpgAgsoL0XMFTYGQKACBQCgAgUAoAIFAKACBQCgAgUAoAIFAKACBQCgAgUAoAIFAKACBQCgAgUAoAIFAKACBQCgAgUP8faPyVcWQD4j0AAAAASUVORK5CYII=" width="768" /></p>
</div>
<div id="distribution-plots" class="slide section level2">
<h2>Distribution plots</h2>
<p>Asks the question: “How does X affect the distribution of values of Y”</p>
<p>This is a really common scientific question.</p>
<p><em>When in doubt, choose a distribution plot.</em></p>
</div>
<div id="violin" class="slide section level2">
<h2>Violin</h2>
<p>Distribution of Y over X</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>sleep, <span class="kw">aes</span>(<span class="dt">x=</span>group,<span class="dt">y=</span>extra)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_violin</span>(<span class="dt">draw_quantiles=</span><span class="kw">c</span>(.<span class="dv">25</span>,.<span class="dv">5</span>,.<span class="dv">75</span>))<span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">geom_jitter</span>(<span class="dt">width=</span>.<span class="dv">01</span>,<span class="dt">alpha=</span>.<span class="dv">5</span>) <span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Improvement over baseline (hours)"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Drug condition"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="box-plot" class="slide section level2">
<h2>Box plot</h2>
<p>Distribution of Y over X</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>sleep, <span class="kw">aes</span>(<span class="dt">x=</span>group,<span class="dt">y=</span>extra)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_boxplot</span>()<span class="op">+</span><span class="st"> </span>
<span class="st"> </span><span class="kw">geom_jitter</span>(<span class="dt">width=</span>.<span class="dv">01</span>,<span class="dt">alpha=</span>.<span class="dv">5</span>) <span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Improvement over baseline (hours)"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Drug condition"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="density-plot" class="slide section level2">
<h2>Density plot</h2>
<p>Distribution of Y over X</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>sleep, <span class="kw">aes</span>(<span class="dt">x=</span>extra,<span class="dt">fill=</span>group)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_density</span>(<span class="dt">alpha=</span>.<span class="dv">5</span>)<span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_vline</span>(<span class="dt">xintercept=</span><span class="dv">0</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Improvement over baseline (hours)"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Density"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="histogram" class="slide section level2">
<h2>Histogram</h2>
<p>Distribution of Y over X</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="dt">data=</span>sleep, <span class="kw">aes</span>(<span class="dt">x=</span>extra,<span class="dt">fill=</span>group)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_histogram</span>(<span class="dt">alpha=</span>.<span class="dv">5</span>,<span class="dt">position=</span><span class="st">"identity"</span>,<span class="dt">binwidth=</span>.<span class="dv">5</span>)<span class="op">+</span><span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_vline</span>(<span class="dt">xintercept=</span><span class="dv">0</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Improvement over baseline (hours)"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Counts"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="part-to-whole" class="slide section level2">
<h2>Part to whole</h2>
<p>Question: “How does the value of Y change between categories of X”</p>
<p>(<em>Only</em> appropriate for categorical variables)</p>
<ul>
<li><p>Pie charts can be quite confusing, unless you’ve got one very clear majority.</p>
<ul>
<li>This is because they require relational comparisons</li>
</ul></li>
<li><p>Bar plots / stacked bar plots are OK for proportion data</p>
<ul>
<li><p>Ok to hide nuances</p></li>
<li><p>Simple plot is fast and easy to perceive</p></li>
</ul></li>
<li><p>Bar plots are not good for other types of data</p>
<ul>
<li><p>Sometime simple is not a good representation of the data</p></li>
<li><p>Overstates conclusions that aren’t really there</p></li>
</ul></li>
</ul>
</div>
<div id="barbarplots" class="slide section level2">
<h2>BarBarplots</h2>
<p>This plot isn’t terrible. The data have a meanigful zero, and the range does start around there. But, the boxplot is as easy to read and portrays more information!</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">sleep2 <-<span class="st"> </span>sleep <span class="op">%>%</span><span class="st"> </span><span class="kw">group_by</span>(group) <span class="op">%>%</span>
<span class="st"> </span><span class="kw">summarise</span>(<span class="dt">mExtra =</span> <span class="kw">mean</span>(extra),<span class="dt">seExtra=</span><span class="kw">sd</span>(extra)<span class="op">/</span><span class="kw">sqrt</span>(<span class="kw">n</span>()))<span class="op">%>%</span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">seD =</span> mExtra <span class="op">-</span><span class="st"> </span>seExtra,
<span class="dt">seU =</span> mExtra <span class="op">+</span><span class="st"> </span>seExtra)
<span class="kw">ggplot</span>(<span class="dt">data=</span>sleep2, <span class="kw">aes</span>(<span class="dt">x=</span>group,<span class="dt">y=</span>mExtra)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_bar</span>(<span class="dt">stat=</span><span class="st">"identity"</span>)<span class="op">+</span><span class="st"> </span><span class="kw">geom_errorbar</span>(<span class="kw">aes</span>(<span class="dt">ymin=</span>seD,<span class="dt">ymax=</span>seU),<span class="dt">width=</span>.<span class="dv">5</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Improvement over baseline (hours)"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Group"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="ok-barplots" class="slide section level2">
<h2>Ok Barplots</h2>
<p>Here’s a subtle improvement: tabulate the data so that we plot the proportion of individuals with improved sleep quality by group. If that’s the actual question we’re interested in, this might be the right plot. Why: The data all exist between 0 and 1, which are the limits on the scale.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">sleep3 <-<span class="st"> </span>sleep <span class="op">%>%</span><span class="st"> </span><span class="kw">group_by</span>(group) <span class="op">%>%</span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">Improved =</span> <span class="kw">ifelse</span>(extra <span class="op">></span><span class="st"> </span><span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>)) <span class="op">%>%</span>
<span class="st"> </span><span class="kw">summarise</span>(<span class="dt">mImp =</span> <span class="kw">mean</span>(Improved), <span class="dt">seImp=</span><span class="kw">sd</span>(Improved<span class="op">/</span><span class="kw">sqrt</span>(<span class="kw">n</span>()))) <span class="op">%>%</span>
<span class="st"> </span><span class="kw">mutate</span>(<span class="dt">seD =</span> mImp <span class="op">-</span><span class="st"> </span>seImp,
<span class="dt">seU =</span> mImp <span class="op">+</span><span class="st"> </span>seImp)
<span class="kw">ggplot</span>(<span class="dt">data=</span>sleep3, <span class="kw">aes</span>(<span class="dt">x=</span>group,<span class="dt">y=</span>mImp)) <span class="op">+</span>
<span class="st"> </span><span class="kw">geom_bar</span>(<span class="dt">stat=</span><span class="st">"identity"</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">geom_errorbar</span>(<span class="kw">aes</span>(<span class="dt">ymin=</span>seD,<span class="dt">ymax=</span>seU),<span class="dt">width=</span>.<span class="dv">5</span>)<span class="op">+</span>
<span class="st"> </span><span class="kw">theme_classic</span>() <span class="op">+</span>
<span class="st"> </span><span class="kw">ggtitle</span>(<span class="st">"Improvement in sleep quality with medication"</span>) <span class="op">+</span>
<span class="st"> </span><span class="kw">ylab</span>(<span class="st">"Proportion users with improvement over baseline"</span>) <span class="op">+</span><span class="st"> </span><span class="kw">xlab</span>(<span class="st">"Group"</span>)</code></pre></div>
<p><img 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" width="768" /></p>
</div>
<div id="sum-up" class="slide section level2">
<h2>Sum-up</h2>
<ul>
<li>There are many plot options, play around with them!</li>
<li>Portray variability when you can, but also tell a clear story
<ul>
<li>use greyscale, alter alphas, add trend lines, other ‘shorthands’</li>
<li>adding points is a great way to show variability, but sometimes can be overwheliming</li>
</ul></li>
<li>When in doubt: defualy to a density plot or a violin.</li>
</ul>
</div>
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