diff --git a/session_1/img/software_carpentry_logo.svg b/session_1/img/software_carpentry_logo.svg
new file mode 100644
index 0000000000000000000000000000000000000000..ebf55843c55d2d366050a752618334cb0cb8a9a7
--- /dev/null
+++ b/session_1/img/software_carpentry_logo.svg
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+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   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)
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      node = node.parentNode;

      if (!node || node == root)
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      if (node && node.nextSibling)
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  // right to left traversal of root's content
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        while (node.lastChild)
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      node = node.previousSibling;

      while (node.lastChild)
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  previous_sibling_element: function (el) {
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    while (el && el.nodeType != 1)
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    return el;
  },

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

    while (el && el.nodeType != 1)
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  first_child_element: function (el) {
    var node;

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

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

    return node;
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  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
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        var range = selection.getRangeAt(0);
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      if (window.getSelection)
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      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
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    {
    }

    return "";
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  // make note of length of selected text
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    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
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  mouse_button_down: function (e) {
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    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
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  // right mouse button click is reserved for context menus
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      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
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    var leftclick = false;
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    if (e.which) // all browsers except IE
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      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
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    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
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    // check if target is something that probably want's clicks
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      tag == "canvas" ||
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      tag == "textarea" ||
      tag == "select" ||
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  slidy_chrome: function (el) {
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  get_key: function (e)
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    if (!e)
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    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
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    if (event.stopPropagation)
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       event.returnValue = false;

      if (event.preventDefault)
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// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

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    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "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 " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "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 " +
    "les touches S et B pour modifier la taille de la police.",

  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?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "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. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
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       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
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  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#1: Introduction to R and RStudio</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">10 Oct 2019</p>
+</div>
+<div id="r1-introduction-to-r-and-rstudio" class="slide section level2">
+<h1>R#1: Introduction to R and RStudio</h1>
+<p>The goal of this practical is to familiarize yourself with R and the RStudio environment.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Understand the purpose of each pane in RStudio</li>
+<li>Do basic computation with R</li>
+<li>Define variables and assign data to variables</li>
+<li>Manage a workspace in R</li>
+<li>Call functions</li>
+<li>Manage packages</li>
+</ul>
+</div>
+<div id="acknowledgments" class="slide section level2">
+<h1>Acknowledgments</h1>
+
+</div>
+<div id="some-r-background" class="slide section level2">
+<h1>Some R background</h1>
+<p> is a programming language and free software environment for statistical computing and graphics supported by the <em>R Foundation for Statistical Computing</em>.</p>
+</div>
+<div id="some-r-background-1" class="slide section level2">
+<h1>Some R background</h1>
+<p></p>
+<ul>
+<li>Created by <strong>Ross Ihaka</strong> and <strong>Robert Gentleman</strong></li>
+<li>initial version released in 1995</li>
+<li>free and open-source implementation the S programming language</li>
+<li>currently developed by the <strong>R Development Core Team</strong>.</li>
+</ul>
+</div>
+<div id="some-r-background-2" class="slide section level2">
+<h1>Some R background</h1>
+<p>Reasons to use </p>
+<ul>
+<li><p>It’s free, well documented, and runs almost everywhere</p></li>
+<li><p>it has a large (and growing) user base among scientists</p></li>
+<li><p>it has a large library of external packages available for performing diverse tasks.</p></li>
+<li><p><strong>15,068</strong> available packages on <a href="https://cran.r-project.org/" class="uri">https://cran.r-project.org/</a></p></li>
+<li><p><strong>3,087</strong> available packages on <a href="http://www.bioconductor.org" class="uri">http://www.bioconductor.org</a></p></li>
+<li><p><strong>122,720</strong> available repository on <a href="https://github.com/" class="uri">https://github.com/</a></p></li>
+</ul>
+</div>
+<div id="some-r-background-3" class="slide section level2">
+<h1>Some R background</h1>
+<p></p>
+</div>
+<div id="rstudio-the-r-ide" class="slide section level2">
+<h1>RStudio, the R IDE</h1>
+
+<ul>
+<li>free</li>
+<li>open source</li>
+</ul>
+</div>
+<div id="an-interface" class="slide section level2">
+<h1>An interface</h1>
+<p></p>
+</div>
+<div id="the-same-console-as-before" class="slide section level2">
+<h1>The same console as before</h1>
+<p></p>
+</div>
+<div id="r-as-a-calculator" class="slide section level2">
+<h1>R as a calculator</h1>
+<ul>
+<li>Add: <code>+</code></li>
+<li>Divide: <code>/</code></li>
+<li>Multiply: <code>*</code></li>
+<li>Subtract: <code>-</code></li>
+<li>Exponents: <code>^</code> or <code>**</code></li>
+<li>Parentheses: <code>(</code>, <code>)</code></li>
+</ul>
+</div>
+<div id="r-as-a-calculator-1" class="slide section level2">
+<h1>R as a calculator</h1>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="dv">1</span> <span class="op">+</span><span class="st"> </span><span class="dv">100</span></span>
+<span id="cb1-2"><a href="#cb1-2"></a><span class="dv">1</span> <span class="op">+</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>(<span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span>) <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>(<span class="dv">3</span> <span class="op">+</span><span class="st"> </span>(<span class="dv">5</span> <span class="op">*</span><span class="st"> </span>(<span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>))) <span class="co"># hard to read</span></span>
+<span id="cb4-2"><a href="#cb4-2"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span><span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>       <span class="co"># clear, if you remember the rules</span></span>
+<span id="cb4-3"><a href="#cb4-3"></a><span class="dv">3</span> <span class="op">+</span><span class="st"> </span><span class="dv">5</span> <span class="op">*</span><span class="st"> </span>(<span class="dv">2</span> <span class="op">^</span><span class="st"> </span><span class="dv">2</span>)     <span class="co"># if you forget some rules, this might help</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="dv">2</span><span class="op">/</span><span class="dv">10000</span></span></code></pre></div>
+
+<p><code>2e-4</code> is shorthand for <code>2 * 10^(-4)</code></p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="fl">5e3</span></span></code></pre></div>
+</div>
+<div id="mathematical-functions" class="slide section level2">
+<h1>Mathematical functions</h1>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="kw">log</span>(<span class="dv">1</span>)  <span class="co"># natural logarithm</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="kw">log10</span>(<span class="dv">10</span>) <span class="co"># base-10 logarithm</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">exp</span>(<span class="fl">0.5</span>)</span></code></pre></div>
+
+<p>Compute the factorial of <code>9</code></p>
+
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">factorial</span>(<span class="dv">9</span>)</span></code></pre></div>
+</div>
+<div id="comparing-things" class="slide section level2">
+<h1>Comparing things</h1>
+<p>equality (note two equal signs read as “is equal to”)</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="dv">1</span> <span class="op">==</span><span class="st"> </span><span class="dv">1</span></span></code></pre></div>
+
+<p>inequality (read as “is not equal to”)</p>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="dv">1</span> <span class="op">!=</span><span class="st"> </span><span class="dv">2</span> </span></code></pre></div>
+
+<p>less than</p>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="dv">1</span> <span class="op">&lt;</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<p>less than or equal to</p>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="dv">1</span> <span class="op">&lt;=</span><span class="st"> </span><span class="dv">1</span></span></code></pre></div>
+
+<p>greater than</p>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="dv">1</span> <span class="op">&gt;</span><span class="st"> </span><span class="dv">0</span></span></code></pre></div>
+</div>
+<div id="variables-and-assignment" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p><code>&lt;-</code> is the assignment operator in R. (read as left member take right member value)</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a>x &lt;-<span class="st"> </span><span class="dv">1</span><span class="op">/</span><span class="dv">40</span></span></code></pre></div>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a>x</span></code></pre></div>
+</div>
+<div id="the-environment" class="slide section level2">
+<h1>The environment</h1>
+<p></p>
+</div>
+<div id="variables-and-assignment-1" class="slide section level2">
+<h1>Variables and assignment</h1>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">log</span>(x)</span>
+<span id="cb18-2"><a href="#cb18-2"></a>x &lt;-<span class="st"> </span><span class="dv">100</span></span>
+<span id="cb18-3"><a href="#cb18-3"></a><span class="kw">log</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a>x &lt;-<span class="st"> </span>x <span class="op">+</span><span class="st"> </span><span class="dv">1</span></span>
+<span id="cb19-2"><a href="#cb19-2"></a>y &lt;-<span class="st"> </span>x <span class="op">*</span><span class="st"> </span><span class="dv">2</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>z &lt;-<span class="st"> &quot;x&quot;</span></span>
+<span id="cb20-2"><a href="#cb20-2"></a>x <span class="op">+</span><span class="st"> </span>z</span></code></pre></div>
+</div>
+<div id="variables-and-assignment-2" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p>Variable names can contain letters, numbers, underscores and periods.</p>
+<p>They cannot start with a number nor contain spaces at all.</p>
+<p>Different people use different conventions for long variable names, these include</p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a>periods.between.words</span>
+<span id="cb21-2"><a href="#cb21-2"></a>underscores_between_words</span>
+<span id="cb21-3"><a href="#cb21-3"></a>camelCaseToSeparateWords</span></code></pre></div>
+<p>What you use is up to you, but be consistent.</p>
+
+<p>It is also possible to use the <code>=</code> operator for assignment but <strong>don’t do it !</strong></p>
+</div>
+<div id="variables-and-assignment-3" class="slide section level2">
+<h1>Variables and assignment</h1>
+<p>Which of the following are valid R variable names?</p>
+<pre><code>min_height
+max.height
+_age
+.mass
+MaxLength
+min-length
+2widths
+celsius2kelvin</code></pre>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_a</a></strong></p>
+</div>
+<div id="functions-are-also-variables" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a>logarithm &lt;-<span class="st"> </span>log</span></code></pre></div>
+
+<p>A R function can have different arguments</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="cf">function</span> (x, <span class="dt">base =</span> <span class="kw">exp</span>(<span class="dv">1</span>))</span></code></pre></div>
+<ul>
+<li><code>base</code> is a named argument are read from left to right</li>
+<li>named arguments breaks the reading order</li>
+<li>named arguments make your code more readable</li>
+</ul>
+
+<p>To know more about the <code>log</code> function we can read its manual.</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">help</span>(log)</span></code></pre></div>
+
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a>?log</span></code></pre></div>
+</div>
+<div id="various-output" class="slide section level2">
+<h1>Various output</h1>
+<p></p>
+</div>
+<div id="functions-are-also-variables-1" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>Test that your <code>logarithm</code> function can work in base 10</p>
+
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="dv">10</span><span class="op">^</span><span class="kw">logarithm</span>(<span class="dv">12</span>, <span class="dt">base =</span> <span class="dv">10</span>)</span></code></pre></div>
+</div>
+<div id="functions-are-also-variables-2" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>We can also define our own function with</p>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a><span class="op">&lt;</span>FUNCTION_NAME<span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="cf">function</span>(a, b){</span>
+<span id="cb28-2"><a href="#cb28-2"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">1</span><span class="op">&gt;</span>(a, b)</span>
+<span id="cb28-3"><a href="#cb28-3"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">2</span><span class="op">&gt;</span>(<span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span>, b)</span>
+<span id="cb28-4"><a href="#cb28-4"></a>  <span class="kw">return</span>(<span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span>)</span>
+<span id="cb28-5"><a href="#cb28-5"></a>}</span></code></pre></div>
+
+<p>write a function to test the base of the logarithm function</p>
+</div>
+
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+list-style-type: circle;
+background: transparent;
+padding: 0 0 0 0;
+}
+li li li ul li {
+list-style-type: disc;
+background: transparent;
+padding: 0 0 0 0;
+}
+li ol li {
+list-style-type: decimal;
+}
+li li ol li {
+list-style-type: decimal;
+}
+
+ol.outline li:hover { cursor: pointer }
+ol.outline li.nofold:hover { cursor: default }
+ul.outline li:hover { cursor: pointer }
+ul.outline li.nofold:hover { cursor: default }
+ol.outline { list-style:decimal; }
+ol.outline ol { list-style-type:lower-alpha }
+ol.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ol.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+
+a.titleslide { font-weight: bold; font-style: italic }
+
+img.hidden { display: none; visibility: hidden }
+div.initial_prompt { display: none; visibility: hidden }
+div.slide {
+visibility: visible;
+position: inherit;
+}
+div.handout {
+border-top-style: solid;
+border-top-width: thin;
+border-top-color: black;
+}
+@media screen {
+.hidden { display: none; visibility: visible }
+div.slide.hidden { display: block; visibility: visible }
+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   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
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

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

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

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

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "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 " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "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 " +
    "les touches S et B pour modifier la taille de la police.",

  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?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "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. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = "en";
  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#1: Introduction to R and RStudio</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">10 Oct 2019</p>
+</div>
+<div id="r1-introduction-to-r-and-rstudio" class="slide section level2">
+<h1>R#1: Introduction to R and RStudio</h1>
+<p>The goal of this practical is to familiarize yourself with R and the RStudio environment.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Understand the purpose of each pane in RStudio</li>
+<li>Do basic computation with R</li>
+<li>Define variables and assign data to variables</li>
+<li>Manage a workspace in R</li>
+<li>Call functions</li>
+<li>Manage packages</li>
+</ul>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/session_1_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/session_1_a</a></strong></p>
+<p>Press <strong>[alt] + [shift] + k</strong></p>
+</div>
+<div id="functions-are-also-variables" class="slide section level2">
+<h1>Functions are also variables</h1>
+<p>We can also define our own function with</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="op">&lt;</span>FUNCTION_NAME<span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="cf">function</span>(a, b){</span>
+<span id="cb1-2"><a href="#cb1-2"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">1</span><span class="op">&gt;</span>(a, b)</span>
+<span id="cb1-3"><a href="#cb1-3"></a>  <span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span><span class="st"> </span><span class="er">&lt;</span><span class="op">-</span><span class="st"> </span><span class="er">&lt;</span>OPERATION_<span class="dv">2</span><span class="op">&gt;</span>(<span class="op">&lt;</span>RESULT_<span class="dv">1</span><span class="op">&gt;</span>, b)</span>
+<span id="cb1-4"><a href="#cb1-4"></a>  <span class="kw">return</span>(<span class="op">&lt;</span>RESULT_<span class="dv">2</span><span class="op">&gt;</span>)</span>
+<span id="cb1-5"><a href="#cb1-5"></a>}</span></code></pre></div>
+
+<p>write a function to test the base of the logarithm function</p>
+
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb2-2"><a href="#cb2-2"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb2-3"><a href="#cb2-3"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb2-4"><a href="#cb2-4"></a>  test_result &lt;-<span class="st"> </span>x <span class="op">==</span><span class="st"> </span>exp_result</span>
+<span id="cb2-5"><a href="#cb2-5"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb2-6"><a href="#cb2-6"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_b" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_b</a></strong></p>
+</div>
+<div id="functions-are-also-variables-1" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb3-2"><a href="#cb3-2"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb3-3"><a href="#cb3-3"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb3-4"><a href="#cb3-4"></a>  <span class="kw">print</span>(log_result)</span>
+<span id="cb3-5"><a href="#cb3-5"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb3-6"><a href="#cb3-6"></a>  <span class="kw">print</span>(exp_result)</span>
+<span id="cb3-7"><a href="#cb3-7"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb3-8"><a href="#cb3-8"></a>  test_result &lt;-<span class="st"> </span>x <span class="op">==</span><span class="st"> </span>exp_result</span>
+<span id="cb3-9"><a href="#cb3-9"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb3-10"><a href="#cb3-10"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_c" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_c</a></strong></p>
+</div>
+<div id="functions-are-also-variables-2" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb4-2"><a href="#cb4-2"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb4-3"><a href="#cb4-3"></a>  log_result &lt;-<span class="st"> </span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base)</span>
+<span id="cb4-4"><a href="#cb4-4"></a>  <span class="kw">print</span>(log_result)</span>
+<span id="cb4-5"><a href="#cb4-5"></a>  exp_result &lt;-<span class="st"> </span>base<span class="op">^</span>log_result</span>
+<span id="cb4-6"><a href="#cb4-6"></a>  <span class="kw">print</span>(exp_result)</span>
+<span id="cb4-7"><a href="#cb4-7"></a>  <span class="kw">print</span>(x)</span>
+<span id="cb4-8"><a href="#cb4-8"></a>  test_result &lt;-<span class="st"> </span><span class="kw">isTRUE</span>(<span class="kw">all.equal</span>(x, exp_result))</span>
+<span id="cb4-9"><a href="#cb4-9"></a>  <span class="kw">return</span>(test_result)</span>
+<span id="cb4-10"><a href="#cb4-10"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_d" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_d</a></strong></p>
+</div>
+<div id="functions-are-also-variables-3" class="slide section level2">
+<h1>Functions are also variables</h1>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a>base_test &lt;-<span class="st"> </span><span class="cf">function</span>(x, base){</span>
+<span id="cb5-2"><a href="#cb5-2"></a>  <span class="kw">return</span>(<span class="kw">isTRUE</span>(<span class="kw">all.equal</span>(x, base<span class="op">^</span><span class="kw">logarithm</span>(x, <span class="dt">base=</span>base))))</span>
+<span id="cb5-3"><a href="#cb5-3"></a>}</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/1_e" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/1_e</a></strong></p>
+</div>
+<div id="the-environment" class="slide section level2">
+<h1>The environment</h1>
+<p></p>
+</div>
+<div id="a-code-editor" class="slide section level2">
+<h1>A code editor</h1>
+<p></p>
+</div>
+<div id="a-code-editor-1" class="slide section level2">
+<h1>A code editor</h1>
+<p>RStudio offers you great flexibility in running code from within the editor window. There are buttons, menu choices, and keyboard shortcuts. To run the current line, you can</p>
+<ul>
+<li>Click on the Run button above the editor panel, or</li>
+<li>select “Run Lines” from the “Code” menu, or</li>
+<li>hit Ctrl+Return in Windows or Linux or Cmd+Return on OS X. To run a block of code, select it and then Run.</li>
+</ul>
+<p>If you have modified a line of code within a block of code you have just run, there is no need to reselect the section and Run, you can use the next button along, Rerun the previous region. This will run the previous code block including the modifications you have made.</p>
+</div>
+<div id="a-code-editor-2" class="slide section level2">
+<h1>A code editor</h1>
+<p>Copy your <code>logarithm</code> and <code>base_test</code> into a <code>tp_1.R</code> file</p>
+
+<p>We can now clean your environment</p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="kw">rm</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a>?rm</span></code></pre></div>
+
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a><span class="kw">ls</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="kw">rm</span>(<span class="dt">list =</span> <span class="kw">ls</span>())</span></code></pre></div>
+</div>
+<div id="installing-packages" class="slide section level2">
+<h1>Installing packages</h1>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;ggplot2&quot;</span>)</span></code></pre></div>
+</div>
+<div id="installing-packages-1" class="slide section level2">
+<h1>Installing packages</h1>
+<p></p>
+</div>
+<div id="loading-packages" class="slide section level2">
+<h1>Loading packages</h1>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">library</span>(tidyverse)</span></code></pre></div>
+
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="kw">unloadNamespace</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a><span class="kw">sessionInfo</span>()</span></code></pre></div>
+</div>
+<div id="complex-variable-type" class="slide section level2">
+<h1>Complex variable type</h1>
+</div>
+<div id="vector-aka-list" class="slide section level2">
+<h1>Vector (aka list)</h1>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="kw">c</span>(<span class="dv">1</span>, <span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">4</span>, <span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="dv">1</span><span class="op">:</span><span class="dv">5</span></span></code></pre></div>
+
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="dv">2</span><span class="op">^</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a>x &lt;-<span class="st"> </span><span class="dv">1</span><span class="op">:</span><span class="dv">5</span></span>
+<span id="cb20-2"><a href="#cb20-2"></a><span class="dv">2</span><span class="op">^</span>x</span></code></pre></div>
+
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">log</span>(x)</span>
+<span id="cb21-2"><a href="#cb21-2"></a><span class="kw">logarithm</span>(x)</span>
+<span id="cb21-3"><a href="#cb21-3"></a><span class="kw">base_test</span>(x, <span class="dt">base =</span> <span class="dv">10</span>)</span></code></pre></div>
+</div>
+<div id="vector-aka-list-1" class="slide section level2">
+<h1>Vector (aka list)</h1>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">typeof</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">typeof</span>(x <span class="op">+</span><span class="st"> </span><span class="fl">0.5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">is.vector</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">length</span>(x)</span></code></pre></div>
+
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a>x[<span class="dv">5</span>]</span></code></pre></div>
+
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a>y &lt;-<span class="st"> </span><span class="kw">c</span>(<span class="dt">a =</span> <span class="dv">1</span>, <span class="dt">b =</span> <span class="dv">2</span>, <span class="dt">c =</span> <span class="dv">3</span>, <span class="dt">d =</span> <span class="dv">4</span>, <span class="dt">e =</span> <span class="dv">5</span>)</span>
+<span id="cb27-2"><a href="#cb27-2"></a><span class="kw">typeof</span>(y)</span>
+<span id="cb27-3"><a href="#cb27-3"></a><span class="kw">is.vector</span>(y)</span>
+<span id="cb27-4"><a href="#cb27-4"></a><span class="kw">names</span>(y)</span>
+<span id="cb27-5"><a href="#cb27-5"></a>y[<span class="dv">1</span>]</span>
+<span id="cb27-6"><a href="#cb27-6"></a>y[<span class="st">&quot;a&quot;</span>]</span>
+<span id="cb27-7"><a href="#cb27-7"></a><span class="kw">names</span>(y) &lt;-<span class="st"> </span><span class="kw">c</span>(<span class="st">&quot;b&quot;</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a>x <span class="op">==</span><span class="st"> </span>y</span>
+<span id="cb28-2"><a href="#cb28-2"></a><span class="kw">all.equal</span>(x, y)</span></code></pre></div>
+</div>
+<div id="vector-challenge" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-1" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+</ul>
+<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1"></a><span class="kw">seq</span>(<span class="dt">from=</span><span class="dv">2</span>, <span class="dt">to=</span><span class="dv">10</span>, <span class="dt">by=</span><span class="dv">2</span>)</span></code></pre></div>
+<ul>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-2" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+</ul>
+<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1"></a><span class="kw">seq</span>(<span class="dt">from=</span><span class="dv">2</span>, <span class="dt">to=</span><span class="dv">10</span>, <span class="dt">by=</span><span class="dv">2</span>)</span></code></pre></div>
+<ul>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-3" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+</ul>
+<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1"></a><span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="st">&quot;a&quot;</span>, <span class="st">&quot;b&quot;</span>, <span class="st">&quot;c&quot;</span>)</span>
+<span id="cb31-2"><a href="#cb31-2"></a><span class="kw">typeof</span>(<span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="st">&quot;a&quot;</span>, <span class="st">&quot;b&quot;</span>, <span class="st">&quot;c&quot;</span>))</span></code></pre></div>
+<ul>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-4" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+</ul>
+<div class="sourceCode" id="cb32"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb32-1"><a href="#cb32-1"></a><span class="kw">c</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, letters[<span class="dv">1</span><span class="op">:</span><span class="dv">3</span>])</span></code></pre></div>
+<ul>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+</div>
+<div id="vector-challenge-5" class="slide section level2">
+<h1>Vector challenge</h1>
+<ul>
+<li>use the <code>seq()</code> function to create a vector of even numbers</li>
+<li>You can concatenate vector with <code>c(&lt;VECTOR_1&gt;, &lt;VECTOR_2&gt;)</code>, concatenate a vector of integers with a vector of the first 5 letters of the alphabet. What is the type of this vector.</li>
+<li>Check the default vectors <code>letters</code> and <code>LETTERS</code>, rewrite your previous command using them.</li>
+<li>Create a vector giving you the correspondence between small case letters and upper case letters.</li>
+</ul>
+<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1"></a>rosette &lt;-<span class="st"> </span>LETTERS</span>
+<span id="cb33-2"><a href="#cb33-2"></a><span class="kw">names</span>(rosette) &lt;-<span class="st"> </span>letters</span>
+<span id="cb33-3"><a href="#cb33-3"></a>rosette[<span class="st">&quot;b&quot;</span>]</span>
+<span id="cb33-4"><a href="#cb33-4"></a>rosette[<span class="dv">13</span>]</span></code></pre></div>
+</div>
+<div id="matrix" class="slide section level2">
+<h1>Matrix</h1>
+<p>In R matrix are two dimensional vectors</p>
+<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb34-1"><a href="#cb34-1"></a>matrix_example &lt;-<span class="st"> </span><span class="kw">matrix</span>(<span class="dv">1</span><span class="op">:</span>(<span class="dv">6</span><span class="op">*</span><span class="dv">3</span>), <span class="dt">ncol=</span><span class="dv">6</span>, <span class="dt">nrow=</span><span class="dv">3</span>)</span>
+<span id="cb34-2"><a href="#cb34-2"></a>matrix_example</span></code></pre></div>
+
+<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1"></a><span class="kw">class</span>(matrix_example)</span>
+<span id="cb35-2"><a href="#cb35-2"></a><span class="kw">nrow</span>(matrix_example)</span>
+<span id="cb35-3"><a href="#cb35-3"></a><span class="kw">ncol</span>(matrix_example)</span></code></pre></div>
+
+<div class="sourceCode" id="cb36"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1"></a>matrix_example[<span class="dv">2</span>, <span class="dv">3</span>]</span></code></pre></div>
+</div>
+<div id="dataframe" class="slide section level2">
+<h1>DataFrame</h1>
+<p>In R <code>data.frame</code> are table type with mixed type</p>
+<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1"></a>data_frame_example &lt;-<span class="st"> </span><span class="kw">data.frame</span>(<span class="dt">numbers=</span><span class="dv">1</span><span class="op">:</span><span class="dv">26</span>, <span class="dt">letters=</span>letters, <span class="dt">LETTERS=</span>LETTERS)</span>
+<span id="cb37-2"><a href="#cb37-2"></a>data_frame_example</span></code></pre></div>
+
+<div class="sourceCode" id="cb38"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1"></a><span class="kw">class</span>(data_frame_example)</span>
+<span id="cb38-2"><a href="#cb38-2"></a><span class="kw">nrow</span>(data_frame_example)</span>
+<span id="cb38-3"><a href="#cb38-3"></a><span class="kw">ncol</span>(data_frame_example)</span>
+<span id="cb38-4"><a href="#cb38-4"></a><span class="kw">names</span>(data_frame_example)</span></code></pre></div>
+
+<div class="sourceCode" id="cb39"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb39-1"><a href="#cb39-1"></a>data_frame_example[<span class="dv">2</span>, <span class="dv">3</span>]</span>
+<span id="cb39-2"><a href="#cb39-2"></a>data_frame_example[<span class="st">&quot;numbers&quot;</span>]</span></code></pre></div>
+</div>
+<div id="list" class="slide section level2">
+<h1>List</h1>
+<p>In R <code>list</code> are multitypes object</p>
+<div class="sourceCode" id="cb40"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1"></a><span class="kw">list</span>(<span class="dt">a =</span> <span class="st">&quot;test&quot;</span>, <span class="dt">b =</span> <span class="dv">1</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb41"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb41-1"><a href="#cb41-1"></a><span class="kw">list</span>(<span class="dt">a =</span> <span class="st">&quot;test&quot;</span>, <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1"></a>z &lt;-<span class="st"> </span><span class="kw">list</span>(</span>
+<span id="cb42-2"><a href="#cb42-2"></a>  <span class="dt">a =</span> <span class="st">&quot;test&quot;</span>,</span>
+<span id="cb42-3"><a href="#cb42-3"></a>  <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>,</span>
+<span id="cb42-4"><a href="#cb42-4"></a>  <span class="dt">c =</span> <span class="kw">data.frame</span>(<span class="dt">numbers=</span><span class="dv">1</span><span class="op">:</span><span class="dv">26</span>, <span class="dt">letters=</span>letters, <span class="dt">LETTERS=</span>LETTERS)</span>
+<span id="cb42-5"><a href="#cb42-5"></a>)</span></code></pre></div>
+
+<div class="sourceCode" id="cb43"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1"></a><span class="kw">list</span>(</span>
+<span id="cb43-2"><a href="#cb43-2"></a>  <span class="dt">a =</span> <span class="st">&quot;test&quot;</span>,</span>
+<span id="cb43-3"><a href="#cb43-3"></a>  <span class="dt">b =</span> <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>,</span>
+<span id="cb43-4"><a href="#cb43-4"></a>  <span class="dt">c =</span> z</span>
+<span id="cb43-5"><a href="#cb43-5"></a>)</span></code></pre></div>
+</div>
+
+  <!-- dynamically load mathjax for compatibility with self-contained -->
+  <script>
+    (function () {
+      var script = document.createElement("script");
+      script.type = "text/javascript";
+      script.src  = "https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML";
+      document.getElementsByTagName("head")[0].appendChild(script);
+    })();
+  </script>
+
+</body>
+</html>
diff --git a/web/slides_2.html b/web/slides_2.html
new file mode 100644
index 0000000000000000000000000000000000000000..6baee1e704047e19d082db432de4499d84c708b4
--- /dev/null
+++ b/web/slides_2.html
@@ -0,0 +1,702 @@
+<?xml version="1.0" encoding="utf-8" ?>
+<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
+<html xmlns="http://www.w3.org/1999/xhtml">
+<head>
+  <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
+  <meta http-equiv="Content-Style-Type" content="text/css" />
+  <meta name="generator" content="pandoc" />
+  <meta name="author" content="Laurent Modolo laurent.modolo@ens-lyon.fr" />
+  <meta name="date" content="2019-10-24" />
+  <title>R#2: introduction to Tidyverse</title>
+  <style type="text/css">code{white-space: pre;}</style>
+  <style type="text/css">
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+code.sourceCode > span { color: inherit; text-decoration: inherit; }
+div.sourceCode { margin: 1em 0; }
+pre.sourceCode { margin: 0; }
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+}
+@media print {
+pre > code.sourceCode { white-space: pre-wrap; }
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+}
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+  { counter-reset: source-line 0; }
+pre.numberSource code > span
+  { position: relative; left: -4em; counter-increment: source-line; }
+pre.numberSource code > span > a:first-child::before
+  { content: counter(source-line);
+    position: relative; left: -1em; text-align: right; vertical-align: baseline;
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+    -webkit-touch-callout: none; -webkit-user-select: none;
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+    -ms-user-select: none; user-select: none;
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+pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa;  padding-left: 4px; }
+div.sourceCode
+  {  background-color: #f8f8f8; }
+@media screen {
+pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
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+code span.al { color: #ef2929; } /* Alert */
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+code span.cv { color: #8f5902; font-weight: bold; font-style: italic; } /* CommentVar */
+code span.do { color: #8f5902; font-weight: bold; font-style: italic; } /* Documentation */
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+code span.ot { color: #8f5902; } /* Other */
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+code span.vs { color: #4e9a06; } /* VerbatimString */
+code span.wa { color: #8f5902; font-weight: bold; font-style: italic; } /* Warning */
+  </style>
+  <style type="text/css">
+body
+{
+margin: 0 0 0 0;
+padding: 0 0 0 0;
+width: 100%;
+height: 100%;
+color: black;
+background-color: white;
+font-family: "Gill Sans MT", "Gill Sans", GillSans, sans-serif;
+font-size: 14pt;
+}
+div.toolbar {
+position: fixed; z-index: 200;
+top: auto; bottom: 0; left: 0; right: 0;
+height: 1.2em; text-align: right;
+padding-left: 1em;
+padding-right: 1em; font-size: 60%;
+color: DimGray;
+background-color: rgb(240,240,240);
+border-top: solid 1px rgb(180,180,180);
+}
+div.toolbar span.copyright {
+color: DimGray;
+margin-left: 0.5em;
+}
+div.initial_prompt {
+position: absolute;
+z-index: 1000;
+bottom: 1.2em;
+width: 100%;
+background-color: rgb(200,200,200);
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+}
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+}
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+}
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+margin: 0;
+margin-bottom: 1em;
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+border-bottom-color: rgb(180,180,180);
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+}
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+clear: both;
+top: 0;
+bottom: 0;
+left: 0;
+right: 0;
+line-height: 120%;
+background-color: transparent;
+}
+div.background {
+display: none;
+}
+div.handout {
+margin-left: 20px;
+margin-right: 20px;
+}
+div.slide.titlepage {
+text-align: center;
+}
+div.slide.titlepage h1 {
+padding-top: 10%;
+margin-right: 0;
+}
+div.slide h1 {
+padding-left: 0;
+padding-right: 20pt;
+padding-top: 4pt;
+padding-bottom: 4pt;
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+margin-left: 0;
+margin-right: 60pt;
+margin-bottom: 0.5em;
+display: block; font-size: 160%;
+line-height: 1.2em;
+background: transparent;
+}
+@media screen and (max-device-width: 1024px)
+{
+div.slide { font-size: 100%; }
+}
+@media screen and (max-device-width: 800px)
+{
+div.slide { font-size: 200%; }
+div.slidy_toc {
+top: 1em;
+left: 1em;
+right: auto;
+width: 80%;
+font-size: 180%;
+}
+}
+div.toc-heading {
+width: 100%;
+border-bottom: solid 1px rgb(180,180,180);
+margin-bottom: 1em;
+text-align: center;
+}
+img {
+image-rendering: optimize-quality;
+}
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+border-right-width: thin;
+border-bottom-width: thin;
+border-color: #95ABD0;
+color: #00428C;
+background-color: #E4E5E7;
+}
+li pre { margin-left: 0; }
+blockquote { font-style: italic }
+img { background-color: transparent }
+p.copyright { font-size: smaller }
+.center { text-align: center }
+.footnote { font-size: smaller; margin-left: 2em; }
+a img { border-width: 0; border-style: none }
+a:visited { color: navy }
+a:link { color: navy }
+a:hover { color: red; text-decoration: underline }
+a:active { color: red; text-decoration: underline }
+a {text-decoration: none}
+.toolbar a:link {color: blue}
+.toolbar a:visited {color: blue}
+.toolbar a:active {color: red}
+.toolbar a:hover {color: red}
+ul { list-style-type: square; }
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+li li { font-size: 85%; font-style: italic }
+li li li { font-size: 85%; font-style: normal }
+div dt
+{
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+margin-top: 1em;
+margin-bottom: 0.5em;
+font-weight: bold;
+}
+div dd
+{
+margin-left: 2em;
+margin-bottom: 0.5em;
+}
+p,pre,ul,ol,blockquote,h2,h3,h4,h5,h6,dl,table {
+margin-left: 1em;
+margin-right: 1em;
+}
+p.subhead { font-weight: bold; margin-top: 2em; }
+.smaller { font-size: smaller }
+.bigger { font-size: 130% }
+td,th { padding: 0.2em }
+ul {
+margin: 0.5em 1.5em 0.5em 1.5em;
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+}
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+margin: 0.5em 1.5em 0.5em 1.5em;
+padding: 0;
+}
+ul { list-style-type: square; }
+ul ul { list-style-type: disc; }
+ul ul ul { list-style-type: circle; }
+ul ul ul ul { list-style-type: disc; }
+ul li { list-style: square;
+margin: 0.1em 0em 0.6em 0;
+padding: 0 0 0 0;
+line-height: 140%;
+}
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+}
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+}
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+}
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+padding: 0 0 0 0;
+}
+li ol li {
+list-style-type: decimal;
+}
+li li ol li {
+list-style-type: decimal;
+}
+
+ol.outline li:hover { cursor: pointer }
+ol.outline li.nofold:hover { cursor: default }
+ul.outline li:hover { cursor: pointer }
+ul.outline li.nofold:hover { cursor: default }
+ol.outline { list-style:decimal; }
+ol.outline ol { list-style-type:lower-alpha }
+ol.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
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+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
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+}
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+}
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+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.nofold {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.unfolded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
+}
+ul.outline li.folded:hover {
+padding: 0 0 0 20px;
+background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
+}
+
+a.titleslide { font-weight: bold; font-style: italic }
+
+img.hidden { display: none; visibility: hidden }
+div.initial_prompt { display: none; visibility: hidden }
+div.slide {
+visibility: visible;
+position: inherit;
+}
+div.handout {
+border-top-style: solid;
+border-top-width: thin;
+border-top-color: black;
+}
+@media screen {
+.hidden { display: none; visibility: visible }
+div.slide.hidden { display: block; visibility: visible }
+div.handout.hidden { display: block; visibility: visible }
+div.background { display: none; visibility: hidden }
+body.single_slide div.initial_prompt { display: block; visibility: visible }
+body.single_slide div.background { display: block; visibility: visible }
+body.single_slide div.background.hidden { display: none; visibility: hidden }
+body.single_slide .invisible { visibility: hidden }
+body.single_slide .hidden { display: none; visibility: hidden }
+body.single_slide div.slide { position: absolute }
+body.single_slide div.handout { display: none; visibility: hidden }
+}
+@media print {
+.hidden { display: block; visibility: visible }
+div.slide pre { font-size: 60%; padding-left: 0.5em; }
+div.toolbar { display: none; visibility: hidden; }
+div.slidy_toc { display: none; visibility: hidden; }
+div.background { display: none; visibility: hidden; }
+div.slide { page-break-before: always }
+
+div.slide.first-slide { page-break-before: avoid }
+}
+
+
+.jslider table {
+margin-left: 0em;
+margin-right: 0em;
+}
+
+table.dataTable, .shiny-datatable-output div {
+font-size: 14pt;
+}
+
+.dataTables_info, .dataTables_paginate {
+font-size: 19px;
+}
+
+pre.sourceCode, code.sourceCode {
+font-size: 80%;
+}
+
+label, button, input, select, textarea {
+font-size: 14pt;
+}
+
+ul.nav, ul.nav li {
+list-style-type: none;
+}
+</style>
+  <script src="data:application/javascript;base64,/* slidy.js

   Copyright (c) 2005-2013 W3C (MIT, ERCIM, Keio), All Rights Reserved.
   W3C liability, trademark, document use and software licensing
   rules apply, see:

   http://www.w3.org/Consortium/Legal/copyright-documents
   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
    {
      var selection = window.getSelection();

      if (selection.rangeCount > 0)
      {
        var range = selection.getRangeAt(0);
        range.collapse (false);
      }
    }
    else // Internet Explorer
    {
      var textRange = document.selection.createRange ();
      textRange.collapse (false);
    }
  },

  get_selected_text: function () {
    try
    {
      if (window.getSelection)
        return window.getSelection().toString();

      if (document.getSelection)
        return document.getSelection().toString();

      if (document.selection)
        return document.selection.createRange().text;
    }
    catch (e)
    {
    }

    return "";
  },

  // make note of length of selected text
  // as this evaluates to zero in click event
  mouse_button_up: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
  },

  mouse_button_down: function (e) {
    w3c_slidy.selected_text_len = w3c_slidy.get_selected_text().length;
    w3c_slidy.mouse_x = e.clientX;
    w3c_slidy.mouse_y = e.clientY;
  },

  // right mouse button click is reserved for context menus
  // it is more reliable to detect rightclick than leftclick
  mouse_button_click: function (e) {
    if (!e)
      var e = window.event;

    if (Math.abs(e.clientX -w3c_slidy.mouse_x) +
        Math.abs(e.clientY -w3c_slidy.mouse_y) > 10)
      return true;

    if (w3c_slidy.selected_text_len > 0)
      return true;

    var rightclick = false;
    var leftclick = false;
    var middleclick = false;
    var target;

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

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

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

    if (e.which) // all browsers except IE
    {
      leftclick = (e.which == 1);
      middleclick = (e.which == 2);
      rightclick = (e.which == 3);
    }
    else if (e.button)
    {
      // Konqueror gives 1 for left, 4 for middle
      // IE6 gives 0 for left and not 1 as I expected

      if (e.button == 4)
        middleclick = true;

      // all browsers agree on 2 for right button
      rightclick = (e.button == 2);
    }
    else
      leftclick = true;

    if (w3c_slidy.selected_text_len > 0)
    {
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    // dismiss table of contents
    w3c_slidy.hide_table_of_contents(false);

    // check if target is something that probably want's clicks
    // e.g. a, embed, object, input, textarea, select, option
    var tag = target.nodeName.toLowerCase();

    if (w3c_slidy.mouse_click_enabled && leftclick &&
        !w3c_slidy.special_element(target) &&
        !target.onclick)
    {
      w3c_slidy.next_slide(true);
      w3c_slidy.stop_propagation(e);
      e.cancel = true;
      e.returnValue = false;
      return false;
    }

    return true;
  },

  special_element: function (element) {
    if (this.has_class(element, "non-interactive"))
      return false;

    var tag = element.nodeName.toLowerCase();

    return element.onkeydown ||
      element.onclick ||
      tag == "a" ||
      tag == "embed" ||
      tag == "object" ||
      tag == "video" ||
      tag == "audio" ||
      tag == "svg" ||
      tag == "canvas" ||
      tag == "input" ||
      tag == "textarea" ||
      tag == "select" ||
      tag == "option";
  },

  slidy_chrome: function (el) {
    while (el)
    {
      if (el == w3c_slidy.toc ||
          el == w3c_slidy.toolbar ||
          w3c_slidy.has_class(el, "outline"))
        return true;

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
    if (typeof window.event != "undefined")
      key = window.event.keyCode;
    else if (e.which)
      key = e.which;

    return key;
  },

  get_target: function (e) {
    var target;

    if (!e)
      e = window.event;

    if (e.target)
      target = e.target;
    else if (e.srcElement)
      target = e.srcElement;

    if (target.nodeType != 1)
      target = target.parentNode;

    return target;
  },

  // does display property provide correct defaults?
  is_block: function (elem) {
    var tag = elem.nodeName.toLowerCase();

    return tag == "ol" || tag == "ul" || tag == "p" || tag == "dl" ||
           tag == "li" || tag == "table" || tag == "pre" ||
           tag == "h1" || tag == "h2" || tag == "h3" ||
           tag == "h4" || tag == "h5" || tag == "h6" ||
           tag == "blockquote" || tag == "address"; 
  },

  add_listener: function (element, event, handler) {
    if (window.addEventListener)
      element.addEventListener(event, handler, false);
    else
      element.attachEvent("on"+event, handler);
  },

  // used to prevent event propagation from field controls
  stop_propagation: function (event) {
    event = event ? event : window.event;
    event.cancelBubble = true;  // for IE

    if (event.stopPropagation)
      event.stopPropagation();

    return true;
  },

  cancel: function (event) {
    if (event)
    {
       event.cancel = true;
       event.returnValue = false;

      if (event.preventDefault)
        event.preventDefault();
    }

    w3c_slidy.key_wanted = false;
    return false;
  },

// for each language define an associative array
// and also the help text which is longer

  strings_es: {
    "slide":"pág.",
    "help?":"Ayuda",
    "contents?":"Índice",
    "table of contents":"tabla de contenidos",
    "Table of Contents":"Tabla de Contenidos",
    "restart presentation":"Reiniciar presentación",
    "restart?":"Inicio"
  },
  help_es:
    "Utilice el ratón, barra espaciadora, teclas Izda/Dcha, " +
    "o Re pág y Av pág. Use S y B para cambiar el tamaño de fuente.",

  strings_ca: {
    "slide":"pàg..",
    "help?":"Ajuda",
    "contents?":"Índex",
    "table of contents":"taula de continguts",
    "Table of Contents":"Taula de Continguts",
    "restart presentation":"Reiniciar presentació",
    "restart?":"Inici"
  },
  help_ca:
    "Utilitzi el ratolí, barra espaiadora, tecles Esq./Dta. " +
    "o Re pàg y Av pàg. Usi S i B per canviar grandària de font.",

  strings_cs: {
    "slide":"snímek",
    "help?":"nápověda",
    "contents?":"obsah",
    "table of contents":"obsah prezentace",
    "Table of Contents":"Obsah prezentace",
    "restart presentation":"znovu spustit prezentaci",
    "restart?":"restart"
  },
  help_cs:
    "Prezentaci můžete procházet pomocí kliknutí myši, mezerníku, " +
    "šipek vlevo a vpravo nebo kláves PageUp a PageDown. Písmo se " +
    "dá zvětšit a zmenšit pomocí kláves B a S.",

  strings_nl: {
    "slide":"pagina",
    "help?":"Help?",
    "contents?":"Inhoud?",
    "table of contents":"inhoudsopgave",
    "Table of Contents":"Inhoudsopgave",
    "restart presentation":"herstart presentatie",
    "restart?":"Herstart?"
  },
  help_nl:
     "Navigeer d.m.v. het muis, spatiebar, Links/Rechts toetsen, " +
     "of PgUp en PgDn. Gebruik S en B om de karaktergrootte te veranderen.",

  strings_de: {
    "slide":"Seite",
    "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 " +
    "Page up/Page Down zum Wechseln der Seiten und S und B für die Schriftgrösse.",

  strings_pl: {
    "slide":"slajd",
    "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 " +
    "les touches S et B pour modifier la taille de la police.",

  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?"
  },
  help_ru:
    "Перемещайтесь кликая мышкой, используя клавишу пробел, стрелки" +
    "влево/вправо или Pg Up и Pg Dn. Клавиши S и B меняют размер шрифта.",

  strings_sv: {
    "slide":"sida",
    "help?":"hjälp",
    "contents?":"innehåll",
    "table of contents":"innehållsförteckning",
    "Table of Contents":"Innehållsförteckning",
    "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. " +
    "Använd tangenterna S och B för att ändra textens storlek.",

  strings: { },

  localize: function (src) {
    if (src == "")
      return src;

     // try full language code, e.g. en-US
     var s, lookup = w3c_slidy.strings[w3c_slidy.lang];

     if (lookup)
     {
       s = lookup[src];

       if (s)
        return s;
     }

     // strip country code suffix, e.g.
     // try en if undefined for en-US
     var lg = w3c_slidy.lang.split("-");

     if (lg.length > 1)
     {
       lookup = w3c_slidy.strings[lg[0]];

       if (lookup)
       {
         s = lookup[src];

         if (s)
          return s;
       }
     }

     // otherwise string as is
     return src;
  },

  init_localization: function () {
    var i18n = w3c_slidy;
    var help_text = w3c_slidy.help_text;

    // each such language array is declared in the localize array
    // this is used as in  w3c_slidy.localize("foo");
    this.strings = {
      "es":this.strings_es,
      "ca":this.strings_ca,
      "cs":this.strings_cs,
      "nl":this.strings_nl,
      "de":this.strings_de,
      "pl":this.strings_pl,
      "fr":this.strings_fr,
      "hu":this.strings_hu,
      "it":this.strings_it,
      "el":this.strings_el,
      "jp":this.strings_ja,
      "zh":this.strings_zh,
      "ru":this.strings_ru,
      "sv":this.strings_sv
    },

    i18n.strings_es[help_text] = i18n.help_es;
    i18n.strings_ca[help_text] = i18n.help_ca;
    i18n.strings_cs[help_text] = i18n.help_cs;
    i18n.strings_nl[help_text] = i18n.help_nl;
    i18n.strings_de[help_text] = i18n.help_de;
    i18n.strings_pl[help_text] = i18n.help_pl;
    i18n.strings_fr[help_text] = i18n.help_fr;
    i18n.strings_hu[help_text] = i18n.help_hu;
    i18n.strings_it[help_text] = i18n.help_it;
    i18n.strings_el[help_text] = i18n.help_el;
    i18n.strings_ja[help_text] = i18n.help_ja;
    i18n.strings_zh[help_text] = i18n.help_zh;
    i18n.strings_ru[help_text] = i18n.help_ru;
    i18n.strings_sv[help_text] = i18n.help_sv;

    w3c_slidy.lang = document.body.parentNode.getAttribute("lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = document.body.parentNode.getAttribute("xml:lang");

    if (!w3c_slidy.lang)
      w3c_slidy.lang = "en";
  }
};

// hack for back button behavior
if (w3c_slidy.ie6 || w3c_slidy.ie7)
{
  document.write("<iframe id='historyFrame' " +
  "src='javascript:\"<html"+"></"+"html>\"' " +
  "height='1' width='1' " +
  "style='position:absolute;left:-800px'></iframe>");
}

// attach event listeners for initialization
w3c_slidy.set_up();

// hide the slides as soon as body element is available
// to reduce annoying screen mess before the onload event
setTimeout(w3c_slidy.hide_slides, 50);

"></script>
+</head>
+<body>
+<div class="slide titlepage">
+  <h1 class="title">R#2: introduction to Tidyverse</h1>
+  <p class="author">
+Laurent Modolo <a href="mailto:laurent.modolo@ens-lyon.fr">laurent.modolo@ens-lyon.fr</a>
+  </p>
+  <p class="date">24 Oct 2019</p>
+</div>
+<div id="r2-introduction-to-tidyverse" class="slide section level2">
+<h1>R#2: introduction to Tidyverse</h1>
+<p>The goal of this practical is to familiarize yourself with <code>ggplot2</code>.</p>
+<p>The objectives of this session will be to:</p>
+<ul>
+<li>Create basic plot with <code>ggplot2</code></li>
+<li>Understand the <code>tibble</code> type</li>
+<li>Learn the different aesthetics in R plots</li>
+<li>Compose graphics</li>
+</ul>
+</div>
+<div id="tidyverse" class="slide section level2">
+<h1>Tidyverse</h1>
+<p>The tidyverse is a collection of R packages designed for data science.</p>
+<p>All packages share an underlying design philosophy, grammar, and data structures.</p>
+<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">install.packages</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1"></a><span class="kw">library</span>(<span class="st">&quot;tidyverse&quot;</span>)</span></code></pre></div>
+</div>
+<div id="toy-data-set-mpg" class="slide section level2">
+<h1>Toy data set <code>mpg</code></h1>
+<p>This dataset contains a subset of the fuel economy data that the EPA makes available on <strong><a href="http://fueleconomy.gov" class="uri">http://fueleconomy.gov</a></strong>. It contains only models which had a new release every year between 1999 and 2008.</p>
+<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>?mpg</span>
+<span id="cb3-2"><a href="#cb3-2"></a>mpg</span>
+<span id="cb3-3"><a href="#cb3-3"></a><span class="kw">dim</span>(mpg)</span>
+<span id="cb3-4"><a href="#cb3-4"></a><span class="kw">View</span>(mpg)</span></code></pre></div>
+</div>
+<div id="updated-version-of-the-data" class="slide section level2">
+<h1>Updated version of the data</h1>
+<p><code>mpg</code> is loaded with tidyverse, we want to be able to read our own data from <strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv</a></strong></p>
+<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1"></a>new_mpg &lt;-<span class="st"> </span><span class="kw">read_csv</span>(</span>
+<span id="cb4-2"><a href="#cb4-2"></a>  <span class="st">&quot;http://perso.ens-lyon.fr/laurent.modolo/R/2_data.csv&quot;</span></span>
+<span id="cb4-3"><a href="#cb4-3"></a>  )</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_a" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_a</a></strong></p>
+</div>
+<div id="first-plot-with-ggplot2" class="slide section level2">
+<h1>First plot with <code>ggplot2</code></h1>
+<p>Relationship between engine size <code>displ</code> and fuel efficiency <code>hwy</code>.</p>
+<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb5-2"><a href="#cb5-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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mV8n5s3b6q52ZyQIAXW56YSkiupdR49esTb5/79+zqIRMeSkpJ4P2YpKSm6CQYAAAAAABgttRJAudGHj15LfV+NECKtm/QcOW9z+K3Xea/vnPpl/ihfD2vcuUVmZiYIIZN27XjunQBG4MOHD0K6FRQUqDMLpkqLEvWLOjUZxKWqqor6vU4HCzeYZYNZubm5KR8LSXCoGfnatWuFdAsLC1NnFlW9ffuWWm2XVWVlJe3GNG2gXt5du3YJGRIXF6e1cPQGU+tKpT61jpDMV3V1Ne/HFQAAAAAAAHWouQ+XyL5538+GDhk65PNAb2eVyjn7hF19Mh2ZODQ12C3hgc4QhKBaVA4ODurMorhPFU8kEqnUnzZEB5hlqllRoxI4RB0C9/C2sLDQdiRUAt8agW+0pjRu3FhINx28a0BnTExMhHTT8UcRAAAAAAAYG7X+3PScdzN3maWgP2wZbBq2aaPO3KAOcXFxycjI0PYsTZs25Z2FejOakNrAJiYmZmb/P4cpMJOlKmouwMrKSkjx1FevXikf29nZ8RbWVTPdsHXr1kGDBvF2O3DggDqzqMrW1tbBwQG/cMzMzExI5SY1US9vYGCgkCH9+vXTWjh6IxKJeGtF1ckkCK0IFCvaLxMAAAAAAAA0Tq1bwCSWNcz+AEAVGxvL20f9BRG8xWWbNWvWqlUr5aG7u7u9vT1+CK0QspA1SiT5rx86Ia/r559/Vj6uQaGQLVu28PZp3ry5qlFRr2f37t2FRNKsWTPlY3d3d97+6r/pAwYMwHcIDAwUuHyJC+0NZUWrsS3E3r17axSOQeN9OxBCoaGhOohEx9zd3am77LFq166dboIBAAAAAABGS60EUOL6T71DJizaciI6+Q1/8VsAuPF+ix4+fLiaU4wZM4aW5qAiCGLFihW0xlWrVmFOSJLkjh07qC1Pnz7lDSM3N5d6OHToUHx/giBGjRpFmxc/hHa/SUBAgEQiwQ+5ceMG9ZC3YDZBEPv376e22NnZ4YfQ9v++d+8eb37n+PHj+A685syZY2try/Wsubm5+mWJaG8oE0EQ4eHh1BZvb2/8EIF3DNU6e/bs4e3z22+/6SAS3eP9ZVJXXzgAAAAAADAcaiWA5CU5sRcOrP12hF+LBg5Nuw+ZsXL3uXuvi+pgCU+gbbm5uZh0gJmZGe8myrwkEsnRo0dZdxwTi8Vr1qxh3pszfPjwadOmsZ6NJMnt27cz67lcuHABE0Pfvn1pLdu3b8fc80IQBG1/LsR3rUiSZFY1TktLwwz5448/aC0dOnTA54yYUT1//hwzBUEQiYmJvCehkkgkffr0wXQQwsXF5dChQ6yLL6ytrffv3+/p6anmFAihMWPGYJ5NSkqitfzzzz/4N10Hdan15datW5hnHzx4oLNIdGzYsGH4XyZNmzbVcUgAAAAAAMDYqJUAspC6O5opvvJVv0+7dXr7sskDu7g7OLX1Hz1vwx+Xn8jKNBIjMA4ymYy1BEZAQICQDbyEaNSo0ZUrVxYvXtyixf92n7O1tQ0NDb148eKXX37JOmTlypXh4eEeHh7KdTdisbhTp063bt0aMmQIs3+nTp3y8vKYqRCCIC5cuMC6pCU7O9vJyYk5hCRJrhSJTCZjrXBsYmLCuiBFIpHIZDJm8svS0jIhISE4OJg5JDMz09fXlzUqropCMpnM1dWV2e7u7s71QvLy8pgLmgiC8Pf3z8zMZB2iqk8++SQ6Onrq1KnK2JycnCZMmHDt2jV/f3+NTLF58+bIyEjWNz0vL481/ZSdnc26DsjOzg6fF6vtmjVrlpGRYW1tTWu3sbHJy8tr1KiRXqLSDdZfJj4+Ply/TAAAAAAAANAstWvWluUn3b1+Lfpa9LXo6JjHGR+py38IC1fvvsHBwf2Cg/0/8bCrBaU9CwoKdLCTN+A1Z86c1q1bcyVlNKK8vLysrIz5RRRDJpNJJBLee52U0tPTBw8evG7dOubCHy7BwcEJCQkqJbwaN25sYWHBXF+DcebMmR49ejg6OgrsP3v27NOnT1MLS/NatmyZmZnZwoULBfa3tbW1trbu3bv3kSNHtLcReElJiVwu1+pmZDExMVu2bDl27JjwIT///HNOTs6PP/6ovagMU3Fx8eXLlwMCAnS8PZwhUPWXSd1AkqQiH1pRUSGkmD2oGywtLSUSydu3b/UdCNARc3NzS0tLhFBRUVFpaam+wwE64uDgUFJSUlxcrO9AgI7Y2dkp1rPn5+frOxaA6tevL7yzRjctqnz34sENRTLo2o0Hae8odYFEts26fTpmybZlgUK/c+oFJID0a968eQcPHqS+BQRB3L17V+DO2ULI5fIrV66Eh4cnJCSUlZW5urr26dNn7NixmHrPiYmJo0aNys7OVgQmEolatWp17tw5KysrriF+fn60jIyDgwPzViAqR0dH2gs3MTHBrILx8PD48OEDbYiPjw/mHrQffvhh27Ztym2YCILo0qVLREQEJionJydaOsbExARzg9L169eHDBlCiyoiIgKzpZqzs3Nl5b9qiJEkyVtYRyXR0dFDhw6lRbV7924hO5cJx7xWpqammI3nwsPDp0+fTotqwIAB+/bt02BUhunZs2cHDx68d+/eu3fv7OzsOnfuPG7cOEyJrjojPT19/PjxSUlJis+8qalpjx499u/fb25uru/QdAESQMYJEkDGBhJAxgkSQMYGEkAGRX8JIKrqjxmPY6Kjo/45eeDYzaxyhBBCbZc/iV9m0Ju/QwJIj5iJAKXevXufPHlS/Sk+fPgwZcqUS5cu0dodHBx27NjRu3dv5pDvvvuOdfNygiB27drFumMRLZVDFR8fL5VKaY1NmjQpKipi7c9aAwix5RqUxGJxdnY2s71p06YfPnxgnSIpKYl5m1JISMi9e/dUiqpXr15cSa527dpdvXqV2Y65Vo0bN+YKQCU9evRITk5mfcrJyenJkyfqTxEbG8u1uTvXtWrcuPHHjx9Zh2g8/2VoNmzYsGHDBtp+8GKxeP78+bNnz9ZXVDqwefPmNWvWMNtFItHRo0fVr3hl+CABZJwgAWRsIAFknCABZGwgAWRQVEoAqVUDiEN1Ufqji8f27ti5Y8fOXcf/L/sDAIanpydX9gchFBUVdf/+fTWnkMvlEydOZGZ/EEIFBQVjx459/PgxrX3fvn2s2R/F2b766qucnBxaOyajgTh2eubK/ihmcXJyojU6OztjbpKqrKxkLphq3bo1a/ZHMUXLli2Z7Zjki1wuZ94+tnDhQswSp/j4eOYtTvhr9fLlS66nhFu9ejVX9gchlJubO3bsWPVn4cr+II5rNXPmTK7sD0Kourq6DpfC2bp167p162jZH4RQZWXlmjVraNvq1SURERGs2R+EUFVV1YgRI7hKawEAAAAAAKApmloBVPE29cGN6Ojoa9HR0Tce/uvuL4RENo079vDr3XvAuKlD29loYjptgRVA+kLbI5yJayWFcOfOnZs4cSKmQ9euXWn3Q2EWJSk4OjomJCQoD/fv3z9//nx8GJ6enjExMdQz8H7kaN8MVb1Wr1696tSpE35IUFDQoUOHlIeYFUZK+/fvHzBggPCo0L9fyNatW1esWIHvr/5aGFWjqgGpVMpMZ9CMHTt206ZNysMavOl1Q15eno+PT0lJCVcHCwuLBw8eqPSfGLUFZs2XQosWLW7cuKGzePQCVgAZJ1gBZGxgBZBxghVAxgZWABkUlf54Vqswc2n6rYiIy9HR0deuxcRnF//rC43YtqlPr95+fn69e/v17OhuzbJjEQAK48aN4+2jfmKO9yayO3fupKenN2zYUHGYmpqKz/4gxkbmYWFhvGGkpKRQD4W8LicnJ2UepF+/frz9aeccNmwY7xDawighZZgnTZqkjEpgbu7jx4+KPwoRQj/88ANvf+1Vg6ZKSEho06bmt6byZn8QQocOHaImgIS86TNnzty6dWuNozJMERERmOwPQqi4uPj8+fNCfiHULpmZmfjsD0Lo+fPnugkGAAAAAAAYLbUSQKn7Jg9bTqmgYWLv2bmXn19vPz+/3j06uFlp4/4yUAex3palcUL2yUpMTFQmgA4ePCjktKWlpcrd64UkLGqQyaIOiY2NFTKkefPmylufhOynXoNUCzWqpUuXChmyatWqtWvXModryc6dO4V0mzFjRlRUlJZj+f8EznXy5Mm6lwB6+vQpbx+V9rOrLfCl1hWqq6vLy8slEokO4gEAAAAAAMZJU1uzmzf59KsFC2YM69W8Hvz5ClQkZA0FQqiwsFCdXZOFrEql/i+9wHtw8vPz3dzcahyVqgTmTagvRAfraF68eCGkm0YqLgt37do1Id10cLMV9V3btWuXtqczWKr+DNYZAldHv3nzhlkkHgAAAAAAAE1Ra5GOqZ2D5f9OUJJ2acvUgBb17aTt+gybtuSXIxcfvv4g6Fs9AMrbgvDUyf4ghIR8s3J2dlY+5q2bo0DN/hAEUYPAVKK425bXtm3blI9NTU21Fs7/jB8/Xki3b775RtuRUK1atUpINyF31amJ+sE4cuSIkCE6eNd0j1nRnKlOZkC8vLyEdKuTrx0AAAAAABgOtRJAzb6NKnyTdu/CH5sWTxns28bRjJCX5D6JCt+xatboIB93e7tGPkGjv/1hR3jUE1qFIAAoIiMjdTCLr68vvoOVlZWPj4/yEF8xWkEk+ldxKyH1t0hS5R865S1mSNj9XAgh6v70w4cP5+1vZWVFPRSSyTIxMVE+Hj16tJCoPv30U+VjIZksNRNqTZs2FdJtw4YN6swiJMgavOmvX7+uUTgGjfdnECHk5+eng0h0bMCAAbyfE3Nzc90EAwAAAAAAjJa6ZXrEto07BY+ZvWrHqWtPct/lJ8f8tXf9/AmfdfesJ0FVRekPLx7ZsnTasD7tXOwcPLtNOZ6hkaBBHdO4cWPeb0e0DEUNfPnll9RMCtPkyZNpBTjc3d3x5xwzZgz1UEj5kjNnzlAPqWkULrRcAO+1oqUb1q9fzztFeHg49VBIIRJaKoo3oUM7Z1ZWFu8U6q+C4Y1K/UVbkydP5u2Tk5NDPeTNB+lgKZle9OrVC78WxsfHp0ePHjqLR5eoyWVWM2bM0E0kAAAAAADAaGm0TrOknme3zyZ+t27fXzeT89/lJFw7tXPFhJ4uEoQQqnibcjsmCbZ9BezOnz+PeZYgiLS0NDWncHNz++WXX2hrdpR69eo1d+5cWuONGzcwGYQGDRowF4/06dMHE4ODg0P37t2pLVlZWfhv+8zMF76IDEEQzK3T8YtcOnfuTPt2mpGRoWpU2dnZmP6Ibe0SPr9DEER6ejr+nLx4oxK4fxnGqlWr8Akd5rqw3Nxc/OV9+PChmlEZJpIkd+7cybVQztHRcceOHXU1+XX27FkLCwuuZ5s3b75gwQJdxgMAAAAAAIyQNjbqqvrw6sGFP7Zt/Gn9j2s2HryRVa6FOUAd06lTpwsXLrB+9yMIQv1v6QqDBw8+depU69atqY2WlpazZs06duwYc9mLmZlZWlpagwYNmKfy9vZmXe9z4sSJkSNHss7eokWLpKQkZrtMJuPKINjY2DAzX6Ghobt371bpWo0fP37//v2sQwYNGsSafcNEVb9+fdZ8XF5eHldUrIWWMzIyuG57IUlSU286JiqBtat55ebmciUWPTw8WLe+kslkXFHFxsbqsqy4jnl4eFy+fDkkJIT68kmSHDBgwOXLlxs3bqy/0LRLIpE8f/68RYsWtHaCIPr163fz5k29RAUAAAAAAIwKoaHNmKuL0h/fiIqMioqKioy+n/aOWv9ZZNOki39QUFDQgEEhPlKD3iSsoKBAB7tTA4xffvll9erViscSieTGjRsa/04ol8ufPn0aHx9fXl7u5ubWpUsX3irUGRkZCxcufPbsmUgk6tq166pVq3hvSZswYcL58+cVH6d27dpduXKFNzAnJyflx8/MzIy3CoyXl1dOTo5iCEEQ48eP573b68iRI+vWrXv37p2pqemgQYOE3B0mlUqV+4hJJJKMDJ4bOePi4gYOHKjY78nS0vLs2bPt27fHD3Fzcysv/1+imCRJ2g1TGpGQkBAcHFxWVoYQMjExOXr0qJB6NKpydXWtqKhQPHZ2dn78+DG+f1RU1IgRI5Rv+hdffCHkHakbsrOzHzx4oNj4vFOnTsZT/zgvL++nn35KSEgQiUTdu3f/9ttvjaf6D0mS9erVQwhVVFS8ewcrgo2FpaWlRCJ5+/atvgMBOmJubq74s6qoqKi0tFTf4QAdcXBwKCkpEbLdJ6gb7OzsFPdJCNzqFGiVkEK0SmolgCry4iMvXomKjIyMir6fWlj5rxNbNvTpHRgUFBwUHNDN005T281rGSSA9O7BgwcHDhzIyMgQiUTt27efOnWqo6OjvoOqCV9f3+Tk5KqqKpIkHR0dr1+/jt/FbNCgQbdu3UIIyeVygiCE5EFcXFwqKyuVCSAh2ZnWrVvn5+crphCSX+vXr9+DBw9Uiqphw4ZlZWXKqMzNzV+9eoUfosh8KaZACDVq1Oj+/fv4IQYoOjp66NCh6P+uFeu9eDSTJk06d+6c8lo1a9YsJiZGF7EaBrFYbGdnV1hYWFlZyd+7rlD8pCvf9G+//Xbx4sX6DkpHIAFknCABZGwgAWScIAFkbCABZFB0lwBKWNGu7fIn1BYzaXvfwKDgoOCgwJ6t6xv0Yh9WkADSI5lMFhoa+vz5c2ojQRChoaH4qjeGZvjw4az7mrm5ucXGxrIOcXR0ZP3gSSQS1m2/WrRo8ebNG2Y7QRC+vr60is4K/v7+cXFxzHZTU1OutBFXVGKxmLW2zrJly7Zv3856qiVLlrDuAe/s7Mz65V+D9/3phpOTk3KdFJVIJGJNmb1586Zly5asl3f16tVCCkvXAcaWADp+/PjMmTOZ7QRBpKamWltb6z4kHYMEkHGCBJCxgQSQcYIEkLGBBJBB0XkCSOLQqsenwUHBQUGBfl7OZrW5gickgPTlzZs33t7eHz9+ZH22S5cu//3vf3UcUs0MGDDgzp07XM86ODgwywBx5VkUmDmgTp064dfUMAvu9OrVi7X8kAJrkgIfFTMHFBUVNWzYMExU0dHRrVq1orZwZX8UalEOCH+tWC8va2EppcOHDwcGBmomOANmVAmgf/75h7ZpIA1rnaw6BhJAxgkSQMYGEkDGCRJAxgYSQAZFpQSQWkWgHXxn7/7r7usCWeLVo5sWjA/qULuzP0CPxo0bx5X9QQjdvXv34MGDuoynZkpLSzHZH4RQQUFBREQEtUUqleJzjsriOEq8tYGYN81hsj8IoaqqKtoORM7OzviomN/Yhw8fjo/Kz8+P9yRUcrncxcUFf05D4OXlhb9WVVVVz549o7bw3tWIzxSA2mjs2LH4Ds7OzrqJBAAAAAAAGC21EkDSPhO//KxzQyttbCUGjEhpaendu3fxfTZv3qybYNTRq1cv3j5TpkyhHlZVVXH1VHJ1daUe8i5So3Vo164d7xT79+9XNSra91VVoxJS9LdWLAzh3WkeIUQrOC3kWrHe4gdqqQ8fPvC+6bXi0w4AAAAAAGo1TRRnrpDFX79x99HTjA88f7869p4+zQ934wMwTsrdsjCysrJ0E4w6eNfmILYVPbyUG0shwcsEhg4dqqwExFuKGDFSEkJuhKQmiYTkmBBC/v7+yt3QWCvm4KMyTEKCrMEL6d69O37dFqhF/P399R0CAAAAAAAAaieAKtPOzBo2cduDQiGd2y4fCgkgwCQkb1JdXV1dXU2SBr3cTEhSQzdTKDYUU9BBGkVg+ZKEhARtR2KYqG9BWFiYkCFQL6MuEbJMDCF04MCBL774QsuxAAAAAAAA46VmAihj58TR2x6UKA5IUytrczGmCpC1mUF/ewf6gi+Iq6DYg1wHwaiDINSqqi5wCiHdbG1tqUO0HZWJiYmQu8ZsbGy0GobBor5rX3755d69e3mHmJubazMioFO2trZCKqEOGTJEB8EAAAAAAACjpd436rtb1kWVIITsu849FZ/7ofhD4VucmAWteE8JjNCnn37K28fe3l4HkaiJmnbhUoM0FnVIixYthAxJTExUPjY1NVV1RiH+H3vnHRfF9f39ma1UaUpZuoAFFUVRsWOLJUZNRI1KjLGX2EnUYO9fu2KLqEnEgiWoQY01alTsBQsWbCAdxIaCtH3+2N9rn8mdmTt3d9llYc/7r5m75+49e2d24H723HOYosbJkydJujx58oSze6VG0w/i6+tLYrZlyxat3AGMkY0bN5KYmUIleAAAAAAAAKAC0UkA+vDgwSuKoiy6rv5rxTf1HS2MPT4DMFIcHR09PT3xNqGhoYZxRhf+/PNPQZvBgwczT0n0IGYR8fPnzwvaI5LEhQsXBLvUqVNHU6+YqYWQ+u4kXs2cOVOwi/HHfFEUJRaLBW3Gjx/PPCXRjEyhDLzpgGQB56TKSKIAAAAAAACA0aLT+ur/1qXNv/pKoKgxAAiwfft2zEK6Ro0aCxYsMKQ/2hEQEGBra4sxEIvFy5cvZ7YIZmhmiyBmZmb4LkiBLS8vL3wXmqYRkUgLrwRDk5o1a8Y8HT9+vKC+Q5K+usLJyMjAL91pmp41axaz5dChQ/j3bNeuXTl4BhgTX3/9Nd7gypUrhvEEAAAAAAAAMFl0EoBqOILwA5QPAQEBu3fv5tQpvLy8Ll68WCmCQSiKSkpKsrKy4nxJLBYzY3nUzJkzh+/dRCIRWwR59eqVRMKbvUsul9+9e5e8C03T2dnZ7PaFCxdq5NXFixelUinGqyNHjiCNWVlZGOlk9uzZfC8ZG9nZ2XwfhHN6W7Zs2bNnT753c3R0VFdwA6oMW7ZsqVWrFt+rkyZNqlmzpiH9AQAAAAAAAEwQnRbVth06NqEo6sbly8WCtgAgQIcOHZ49e/bjjz/6+vra2tpWr169cePGmzdvvn79ur29fUV7pwEvXrzYsGEDM6BJJBKNGjWKU/2hKOrHH3/MyclBAqBomu7atStfCExGRsbs2bMR0UEkEuXk5KSmpvJ1WbhwIbMLTdPNmzfnVH8oiho1ahSnV3Z2dnxepaen5+TkIF7RNI3xKjs7u1q1aohXYrE4JycH2TZl5GRnZ0skEuSDeHh48E3vtm3bcnJyEFmTpunHjx+bbK20Ks+lS5cSEhKQi25hYZGTkxMREVFRXgEAAAAAAACmg47lgd4eGdLgqz8yav944mpkR+H8t0bP69evDVAzW0+8ffv2yJEjhYWF7dq18/Pzq2h3tCctLe3Zs2disTgwMNDCwkIfQyQnJ0+YMOHNmzehoaETJkwg6ZKRkXHnzh25XN6sWTO+GB8EhUJRWloqEokIi0CHhYWdPn1aqVRKJJK0tDSSLp6enp8/f6YoysrK6unTpyRdjh07dunSpVq1ag0aNAgTSaRm3759EyZM0MirwMBA1Uf29PS8evUqSRdXV9eSkhKaplu3bq2n+JfevXurdtnUqVPn3LlzJF2ePXuWmJjo4ODQrFkzkrlKSUlp3rx5WVmZhYXFixcvSIb4/vvvT5w4QVGUk5NTQkICSZcqw7lz5549e+bj4xMSEqKnIdLS0hISEszMzIKDg/X0MNGCsWPHxsXFSSSSBQsWhIWFkXRJTEx88uSJm5tbUFCQvt3THyKRSKXmFxcXv3v3rqLdAQyEpaWlTCZ78+ZNRTsCGAhzc3NLS0uKovLz80kKIAJVAwcHh4KCgk+fPlW0I4CBsLW1Vf1vnJubW9G+AFT16tXJjXWuD51/a1mvrtP+KazXL3zBnIm9/W0qdR7LSioAHThwIDw8/OPHj+oWiUTy/fffL126tAK90oLIyMg1a9a8f/9e3eLl5bV+Ihs/7wAAIABJREFU/frmzZuX1xATJkzYs2cP0mhubp6SksLXZevWrf/73//evn2rbnFzc1uzZg1fopZjx44NGTKEfSPVqlXr0qVLnF1cXV2LioqQRr7NWSqcnJzKysqQRr5dZhRFlZSUBAcHJycnMxutrKzi4uLq16/P2cXNzU2lLunoFeeWMTWOjo7suZLL5XxBQ1qghVcRERHR0dEFB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width="768" /></p>
+</div>
+<div id="composition-of-plot-with-ggplot2" class="slide section level2">
+<h1>Composition of plot with <code>ggplot2</code></h1>
+<p>Composition of plot with <code>ggplot2</code></p>
+<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> <span class="op">&lt;</span>DATA<span class="op">&gt;</span>) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb6-2"><a href="#cb6-2"></a><span class="st">  </span><span class="er">&lt;</span>GEOM_FUNCTION<span class="op">&gt;</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="op">&lt;</span>MAPPINGS<span class="op">&gt;</span>))</span></code></pre></div>
+<ul>
+<li>you begin a plot with the function <code>ggplot()</code></li>
+<li>you complete your graph by adding one or more layers</li>
+<li><code>geom_point()</code> adds a layer with a scatterplot</li>
+<li>each geom function in <code>ggplot2</code> takes a <code>mapping</code> argument</li>
+<li>the <code>mapping</code> argument is always paired with <code>aes()</code></li>
+</ul>
+</div>
+<div id="first-challenge" class="slide section level2">
+<h1>First challenge</h1>
+<ul>
+<li>Run <code>ggplot(data = new_mpg)</code>. What do you see?</li>
+<li>How many rows are in <code>new_mpg</code>? How many columns?</li>
+<li>What does the <code>cty</code> variable describe? Read the help for <code>?mpg</code> to find out.</li>
+<li>Make a scatterplot of <code>hwy</code> vs. <code>cyl</code>.</li>
+<li>What happens if you make a scatterplot of <code>class</code> vs. <code>drive</code>? Why is the plot not useful?</li>
+</ul>
+</div>
+<div id="run-ggplotdata-mpg.-what-do-you-see" class="slide section level2">
+<h1>Run <code>ggplot(data = mpg)</code>. What do you see?</h1>
+<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg)</span></code></pre></div>
+<p><img src="data:image/png;base64,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" width="768" /></p>
+</div>
+<div id="how-many-rows-are-in-new_mpg-how-many-columns" class="slide section level2">
+<h1>How many rows are in <code>new_mpg</code>? How many columns?</h1>
+<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1"></a>new_mpg</span></code></pre></div>
+<pre><code>## # A tibble: 40,440 x 12
+##       id make  model   year class trans drive   cyl displ fuel    hwy   cty
+##    &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt;  &lt;dbl&gt; &lt;chr&gt; &lt;chr&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt; &lt;chr&gt; &lt;dbl&gt; &lt;dbl&gt;
+##  1 13309 Acura 2.2CL…  1997 Subc… Auto… Fron…     4   2.2 Regu…    26    20
+##  2 13310 Acura 2.2CL…  1997 Subc… Manu… Fron…     4   2.2 Regu…    28    22
+##  3 13311 Acura 2.2CL…  1997 Subc… Auto… Fron…     6   3   Regu…    26    18
+##  4 14038 Acura 2.3CL…  1998 Subc… Auto… Fron…     4   2.3 Regu…    27    19
+##  5 14039 Acura 2.3CL…  1998 Subc… Manu… Fron…     4   2.3 Regu…    29    21
+##  6 14040 Acura 2.3CL…  1998 Subc… Auto… Fron…     6   3   Regu…    26    17
+##  7 14834 Acura 2.3CL…  1999 Subc… Auto… Fron…     4   2.3 Regu…    27    20
+##  8 14835 Acura 2.3CL…  1999 Subc… Manu… Fron…     4   2.3 Regu…    29    21
+##  9 14836 Acura 2.3CL…  1999 Subc… Auto… Fron…     6   3   Regu…    26    17
+## 10 11789 Acura 2.5TL   1995 Comp… Auto… Fron…     5   2.5 Prem…    23    18
+## # … with 40,430 more rows</code></pre>
+</div>
+<div id="make-a-scatterplot-of-hwy-vs.-cyl." class="slide section level2">
+<h1>Make a scatterplot of <code>hwy</code> vs. <code>cyl</code>.</h1>
+<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb10-2"><a href="#cb10-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> hwy, <span class="dt">y =</span> cyl))</span></code></pre></div>
+<p><img 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IicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHJF7T1AHtb88cov/2zl566/+oTBTdy7fu6z0x588sU35i5dtbFbvyFDh4/7xOTPH7VLbxUXAAAA0MV1ogJo+TNPvrxu44i6Ju7Krnju2m//+JlldSGEoh0G9s3+/f2ZS+bMfGX6Hz7371d+YZdu23tUAAAAgA6kcxRA2fULX77vurtmNlX+hBBW//GG655ZVpcaeNA53z7z0LF9u6XqVs18+KZrp744+5c/nrrbDV/dvcf2nbdzmzZt2re+9a21a9dms9mSkpKTTjrp2muvbe+hwjXXXHP11Vdns9kQQiqVGjp06F/+8pfWRR1//PEvvPDC5qhUKrV06dLWRU2aNGnWrFkFiRo1atS6des6WtTYsWM//PDDgkSNGzdu5cqVBYmaOHHivHnzChJ1zjnn/OY3vylI1BlnnPHII48UJOqtt9469NBDa2trG6K6dev25ptvlpWVtS4NAAAghJBqeLvSYX3w1PVTn3hnzvvzV25qmHP0abdeN/mjh4AtvP+b59z1XmaX02++4sTBmc0317x1+/n/9uDCzP4X/PJ7k0qSPdyKFSs6+BOyTVVXV48aNaq6urrxXVOnTj322GO3/0ghhLVr144ePbrJn8spp5xyww035JU2cODAJqP69+//5ptvFiSquLh40aJFBYkqKipavHhxR4vKZDJLliwRtY2ihgwZ0uS/wUGDBs2YMSOvKGgsnU737dt3zZo1mzZtau9ZYNsqKyvr3r17CGH16tU1NTXtPQ5sW+Xl5ZlMZtWqVe09CGxbDa9kQgg1NTWrV69u73E6hP79+yffuKOfIWfV3BnvLlpV1618hx16lqSa3KR+zuz3Qwi7Tjp8i/YnhFC88wET+4ZQN3v23O0waBSGDh3a5DvPEMIZZ5wxffr07TxPg1GjRjXXyt13330XXnhh8qjm3qWHEJYvX7733nsXJKqmpmb48OEFiaqtra2srCxUVEVFRUGi6urqChg1eHBT5/SKKGrQoEHJowYPHtzcv8GlS5fuvPPOyaMAAAC21NELoN3PuvWef7jo8PImN1m9vrZv//6VY4b22vqe4qLiEEJdff22njIKhxxySO7VTyeffPJ2G2azMWPG5N7g1ltvTRg1aNCg3N/g/PnzCxW1YcOGhFGDBw/OHZX8Q8sWoxoOKUqioqJiu0XV1TVzaGcjlZWVhYoaMmRIoaKGDh2aO6q+vv7FF19MEnXNNdfkftwVK1bku54IAACgQUcvgBLo8+mLbr/99p+d8bGtbs/OfemVpSEUjxk9rF3m6mxmzZqVe4P6+vp58+Ztn2E2+/DDD1vcZurUqUmi6hM0gUceeWShosaNG5ckKknRkHARUJKohCt3kvQ7CdfIJJkqYVSSqRIut0lSqyWMam7BzpaOP/74JFFXX311i9tMnDgxSRQAAMBWOvo5gLYw4+Z//t6jHzZxDqCmZFe/dttFlz00r6bfMT+49SsfK97q7lmzZn33u99t/GV33HHHDjvsUJh5O5uiopbPCH7YYYc98cQT22GYzZJM1b1797Vr1xYkKpVKJakGRInq4FHQnFQqlU6n6+vrO89ff2ildDqdSqVCCHZ4uoJ0Oh2SfUgJnV0mkwkhZLNZO3yDhickoc5xFbD8bFr4/C9/dssDr62s7z7u1O+e3qj9CSFs2rRp4cKFjW9Pp9N5PX1dzdy5czvg81NdXV3AqUSJapDNZuOOoitreJ8AXYQdnq7DiwS6jlQqZYdvhcgKoOqFf/rFz2777WvLa0P34YefecGXPz26W3vPFJO8Tv273RQXN9HxQRs1fG4ccRQAANClxFMAZT98+6Gbr7v7TwurQ4/hn/jCmacfv9fAZnuBvfba69VXX218+4oVK5YvX74tx+zcLr744g74/Jx22mmFmmrQoEGFispkMh0wKp1OFyoqlUp13qhUquWjXwsYFUIoVFQBdwa6JpeBp+twGXi6FJeBp4twGfjGoroMfELZZc/88P99+7Y/LUwPn/SVq2+5/t9OytH+0KQWT3mbSqX22Wef7TPMZklW9/zgBz9IEpVk6cQbb7yRJCrJYvLFixd3wKiE15BKErV06dIkUUlWZhYwKuEZwZNE3XvvvYWK+tKXvpQk6phjjmlxm9/85jdJogAAALYSRQG0fsbP//0/n1+RHvrJb91w7QXH7Nw7iu9qe5sxY0buDa666qrtM8mWFi1alHuDAw88MGHUsmXLcm/QrVvS4wVbLCySH4/aSaOSn09hyZIluau3wkYdffTRSaIWL17cYtThhx9eqKhrrrkmSdTUqVNzR3Xr1u2AAw5IEgUAALCVGKqSZU/d/fuFdaUTzv3++QcNsu6nDV544YXm3n+ec845U6ZM2c7zNHj88cebu2v06NEPPvhg8qhbbrmlubsymcyCBQuSR/385z9v7q50Op1woU2DG264oVBRP/zhD5v7CeYbdckll+SISrhmp8GyZcu6bFQqlSpUVHFxcV67KAAAwJYiKIAW/OGJN+tDr0NOOLR3fZNc+DOpsWPHLlu27DOf+czmpSKpVGr06NELFy687LLL2muqvffeu6qqascdd9zyjXFRUdEbb7zx0ksv5RV14oknVlVVFRUVbRmVSqUef/zxvMqREMIJJ5xQVVWVyWS2inrwwQfzesMfQjjllFOanOob3/hGvlFTpkxZtmxZ46iJEyfmG3Xeeec1GVVRUZFvVAhh2bJlxcXFW0UNHjy4UFG77rproaKOOOKI1kWVlJRsFbXLLru0uO6syagpU6ZsFXXLLbe0uBoOAAAgh0SnL+0YZtz8z9979MPRp9163eTBW9xc99yVk69+ob75r6s46T9v+dKoZI+xYsWKzvOEbFulpaUlJSUrV65s70Fg20qlUv369Qsh1NbWOnUi0XMSaLoOJ4GmS3ESaLoIJ4FurIudBLpq6dIc7Q8AAABAl9eJVgBtD1YAbWYFEF2EFUB0KVYA0XVYAUSXYgUQXYQVQI11sRVAAAAAAOSkAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiC2oerq6rvuuuurX/3qlClTrrjiioULF7b3RCGEUF1dfdVVVx111FGTJk067bTT3njjjVZHLV++fLfddhs4cODAgQMrKyuvuOKKVkfV1NRMmTJl5513HjNmzL777vvQQw+1OmrTpk1HHnnk0KFDKysrx4wZ89Of/rTVUSGEQYMGDfxfY8aMaUvU8ccfP2zYsMrKytGjR//kJz8p1FRDhgxpS9TAgQPT6XQ6nS4pKamoqGhL1Oc///nhw4dXVlaOHDny0ksvbUvUuHHjNn+DBx54YFuiOqbnnnvuggsuOP300//1X//1+eefb+9xAAAgfqlsNtveM3QgK1as8IQ0KC0tLSkpWblyZasTfvCDH9x44421tbVb3jhhwoT777+/tLS0zQO20vnnn3/fffdt9VPu37//008/PXjw4LyiRowYsX79+sa333bbbf/0T/+UV9Sxxx770ksvbXVjJpN55JFH9tlnn7yiPv7xj8+ePbvx7XffffeRRx6ZV9SgQYPq6+sb3z527NgXXnghr6jDDjusyaLtuuuuO/XUUwsyVd++fd9+++2CRJWUlORbVk6ePPnZZ59tfPvFF198/vnn5xW14447rlq1qvHt++yzz2OPPZZXVMf0wgsvnH766X//+9+3vLFfv3533nnnfvvt115TdR3pdLpv375r1qzZtGlTe88C21ZZWVn37t1DCKtXr66pqWnvcWDbKi8vz2QyTb6EgJg0vJIJIdTU1Kxevbq9x+kQ+vfvn3xjBdBHKIA2a2MBdOaZZza3hqVPnz5//etf26UDOu6441588cUm78pkMn/+85+TryUZPHhwXV1dc/fefPPNJ510UsKoffbZ54MPPmju3kceeWTfffdNGNVcd9DglltuOfHEExNGDRw4MMe/hYqKitdffz1h1G677bZ06dLm7r3iiivOPvvsgkzVo0ePHM/kVpprfxoUFxcvWrQoYdQBBxzw7rvvNnfvOeecc9lllyWMGjJkSHV1dXP3jho16uWXX04Y1TE9+uijp512WpM/xFQqdc899xxxxBHbf6ouRQFE16EAoktRANFFKIAay6sAcggYhff444/nOIJp5cqVX/ziF7fnPA0eeOCB5tqfEEJdXd2nP/3phFGnnHJKjvYnhHDOOeckjLr99ttzdxbJFxNdf/31uf/qf+UrX0kYNX78+NxN6OLFixNG/epXv8rR/oQQvve97yWMmjBhQu6pNmzYkDBq3333zdH+hBCSv1V49dVXc7Q/IYSbb745YdSDDz6Yo/0JIbz//vsJozqm6urqL3/5y839ELPZ7FlnnbXVmkEAAKBQFEAUXovrHZ577rmNGzdun2E2u+iii3JvsHTp0iVLliSJ+sMf/tDiNvfee2+SqEsuuST3BnV1dU0eW9RYkjMQ3XbbbUmili9f3uI2o0ePThL1jW98o8VtWnwSGiRZ3ZPwOL65c+cWKirJoqrJkycnifryl7/c4jbDhw9PEtUx3XTTTbn/4W/YsCF5XwYAAORFAUThzZkzJ/cG2Wy2LSc5bp0kpcZ1111XqIf7zne+k2SzJEdhXHjhhUmici9KanDVVVcliUpyIOTatWuTRCVZSnPHHXckiUoyVe51PdsiKsmyo4SnTEoy1fZvTgvo0UcfLcg2AABAKxS19wAdS9++fVOpVHtP0YHkdTzhZkkO4li8eHHrwlstybvr+fPnF2qq6urqQkWtWLGiUFHr168v4NPeAZ+rULipstlsoaJqa2s74FTbX5LjtP/+97933m+wEykvLy8vL2/vKWA76dWrV3uPANuJv6F0HcXFxXb4VlAAfcS6devae4SOolu3bplMpsmrXLUonU63uHqirKws4RKSQkmlWj7l+Q477FCoqdLpdKGiunfvXqiooqKiAj7tHfC5CoWbKpVKxf0Nbn/dunVrcZsePXp03m+wU0ilUqWlpRs3bnS6JaLXrVu34uLiEMKGDRuSLJKFTq179+6pVCr5+RChk2p4JRNCqKurs8M3KCsrS76xAugjNm3a5CpgDTKZTDqdbt3xJr17997qGs+NTZo0aTsfzNKtW7cWH/G4444r1FR77rlnkqgktdQnP/nJQk21++67FyoqlUoVKmrkyJEF3Bm2c1SSurNPnz6F2hkK+LRvf7vsssusWbNyb7Prrrt23m+wU0in0wp7ZicAACAASURBVKWlpTU1Na4CRvSKiooaCqDq6mpXASN6xcXFmUzG31Ci1/BKJoRQX19vh2+QVwHkHEAUXosXrhowYMCYMWO2zzCbHX744bk3KCoqOvroo5NENVxWNrff//73SaL23HPPFre5+uqrk0SNGjWqxW0efvjhJFHpdMu/GRJejzzJN/jYY48liUoyVZIzYYcQMplMi9skPHNzkn3ml7/8ZZKooUOHtrjNpZdemiSqY/rmN7+Z+xjbVCr1zW9+c7vNAwAAXYoCiMK78sorcxxvn0qlfvrTn27PeRrccccdJSUlOTa4+OKLE0bNnz8/9wZDhgxJGPXEE0/kfkt85JFHJoxqsZHZcccdE0blvnB7CCGdTo8YMSJJ1JNPPpl7g8rKyh122KEgU6VSqbPOOitJVIuXe0ulUgkvRzV16tTcP8HevXvvvvvuSaL+8pe/tDjVueeemySqYxo3btyxxx6bY4MTTjhh+1fDAADQRSiAKLyioqLp06c3eVKuTCZz7bXXHnroodt/qhDCiy++2NzinbPOOiuvt9b//d//3dxdZWVlf/vb3/KaqrkGYY899rj77ruTR+W42tTAgQOff/755FE5Ls2eSqVa7GK29Prrrzd3V+/evV977bXkUT//+c9zTLVs2bLkUffdd1+houbPn9/cT7BHjx7vvvtu8qjZs2cXaqqO6fbbb//Upz7V5F1HHnnkrbfeup3nAQCArkMBxDYxZMiQN99888ILLxw1alSPHj1KSkr69+9/wgknzJgx49RTT22vqYYNGzZ//vwzzjijvLw8nU6nUqni4uLx48e/9NJLV155ZV5RRxxxRFVV1VZLV1Kp1A9+8IP3338/r6jRo0cvW7bs4IMP3vIQp9LS0l/96ldPPfVUXlFjx46tqqraeeedt7wxk8n8+Mc/njlzZl5R5513XlVV1VZHXaVSqQEDBuRbQ1RUVFRVVe29995bTXXppZfmVY6EEE444YQmp+rRo0e+Ux1++OFNRhUXF+cb1a1bt4af4FZR559//gcffJBXVK9evaqqqnr37r3V7ePHj4+g/Wlw7733Tps2be+99y4rKyspKSkvL99nn31++9vf5tV1AgAA+Wr5nKNdyooVKzwhDUpLS0tKSlauXNneg8C2lUql+vXrF0Kora1dtWpVe48D21Y6ne7bt++aNWucBJrolZWVNSz7Xb16tZNAE73y8vJMJuOVDNFreCUTQqipqVm9enV7j9MhNHnkTXOsAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHJFyTfduHjmzEUb2/Jg3St33bWie1sSAAAAAMhXHgXQe7eeMuHSGW15sN0unfHGv+/algQAAAAA8uUQMAAAAIDI5bECaOSXfv7UJ9a15cFKR49sy5cDAAAA0Ap5FEClo/Y/fNS2mwQAAACAbcIhYAAAAACRa1MBNPdXl3zvZ7+fuaK2UNMAAAAAUHBtKoDWvTntynOO2a2icq/jv37Nr15cuKFQUwEAAABQMG0qgIqKi1MhhJqqvz3002997uPDB4057PRLbnvy7VV1BZoOAAAAgDZrUwE07nt/mvfCr6/5f5MnVHQPIdSvmfP0nZefdcTOg4dOOOmCa6f9efGmAk0JAAAAQKu18STQPYbtf9K/XHf/KwuWvfv0Xd//ytG79SsOIWxa8uffXHvBiROGDd75iLMvv/OZ99bUF2RYAAAAAPJXoKuApcvHTvrihT975I0lS2Y8eutFpx02dod0CHWr3n7yvy45/dCxg0Z8/HPfvvGh16tqCvNwAAAAACRW6MvAF/Xd9cizL7/jD+8uW/jqtOv/9XMHDOuZCmHDghd/dfV5x+9ROfhjx5xz1b3PfbAuW+DHBQAAAKAZhS6ANus2aNyeE/bd/4ADxg/IbL6x9u8zfv+z75560MjB4477t6l/+fu2enAAAAAANisqdGDtilnPPDztgQceePCJv2x5EugeQyZ++rj9ymc+/MBz89Zl1777ux9Neer3f/3ds9cf3rfQIwAAAACwhQIVQNkNC159/MEHpk174OHp76z8v6vAp8tGffzoEyefNHny0fsPL02FEK6/ac4z9113yUU3Pbd048wbvnLlqW//aL9M88EAAAAAtFHbCqC6Ve/8zyPTHnjggWmPvbJg/f+d1yfTa6eDj5s8+aTJJ356n4ruH/mSVNnoQ8+6/tkjR35i+L88n33viSfm/Gi/Hds0BAAAAAC5tKkAmvWDg3f99zf+7/+L++122PGTJ580+YTDPzagJNdXpoYe8PHh4fl5obi4uC0TAAAAANCSNhVA2Ww2hBC6Dd77iBMmTz7ppH+atFOfpIdzFY/6xEknTSw9/MiRbZkAAAAAgJa0qQDqNWHKj+6dMPnYA0eV5301sX2+ds+vv9aWBwcAAAAgkTYVQEOP+ea/NvxX7bLX/vj0C6+XTPrXz+y8+e5Xf/bVX6/9+CGTPnXYhMruzUQAAAAAsI3lvXKnsWV/uOyonUbt+elTzrn4gfe2vGPpS3de/a3Tj5m4416n3vKXVW1/IAAAAABaoa0F0MYXLjzsmH9/7P31IYSQyXzkDEC9hwwrS4cQ1r9171f3n/T912vb+FgAAAAAtEIbC6C3rjn36pmbQugx7os3PPXugv86css7D/z+OysWv/jzMz9WFkLNa1d8/afvt+3BAAAAAGiFthVAf7vnjr/VhtDrxNv+566vHz62d6MzCpUM3O+s/3r6jlP6hbDhf35218w2PRoAAAAArdCmAmjlK6+8F0Lo97mvf35Ajs36Tf7aKYNCCLPffLOmLQ8HAAAAQCu0qQBavnx5CCEMGz68hQ2HDh0aQqidM2d+Wx4OAAAAgFZoUwHUt2/fEEJ4Z9as3Od3rps5860QQujVq1dbHg4AAACAVmhTAdRv331HhxDWP3n3A0tybLbswXueWBdCGLH33v3a8nAAAAAAtELbTgK915fO3KsohKpfn3Hctx9fsKmJLWqWPPsfJ55x37IQuu119mkT2vRoAAAAALRCo+t25WfcBT/73i8Puez19a9efeSoO/c9+YzPHrTLyGHDKnrVr1gw9/13Xn749rv+MG9jCKHs4Gvu+874VEFmBgAAACAPbSyAQvd9/+OJh8IXz776yXkbl75871Uv39t4m0z/iV+/7d6v75Rp42MBAAAA0AptOwQshBDCoE/9xxNvv/PUtVMOGLFD8UfDe/Qff9x3f/Haey9d909D2v5AAAAAALRCW1cA/UO3YYd/47bDv3Fb3bpl896b/e7cFZlBo3faacywPt0d9QUAAADQvgpUAP2vTOnA0bsPHL17YVMBAAAAaL0CHAIGAAAAQEemAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiJwCCAAAACByCiAAAACAyCmAAAAAACKnAAIAAACInAIIAAAAIHIKIAAAAIDIKYAAAAAAIqcAAgAAAIicAggAAAAgcgogAAAAgMgpgAAAAAAipwACAAAAiFxRew9QOLXL33j66T/Pnr+gamPZoGHDx+33yUN22iHV3lMBAAAAtLdICqDaeY9fc+Vtzy/a+L83vBgeuf/+B48476JzP95fCQQAAAB0aVEUQJveuvOHP3t+Ubb/np/90mcP3GlAt/WL3njyv+9+9N3Hr71myPArTxjSNSqg448//uWXX85ms/37958xY0ZboiorK2tra0MIqVTqoYce2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width="768" /></p>
+</div>
+<div id="what-happens-if-you-make-a-scatterplot-of-class-vs.-drive" class="slide section level2">
+<h1>What happens if you make a scatterplot of <code>class</code> vs. <code>drive</code>?</h1>
+<p>Why is the plot not useful?</p>
+<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> new_mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb11-2"><a href="#cb11-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> class, <span class="dt">y =</span> drive))</span></code></pre></div>
+<p><img 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nrJyul4ZWWlIjvNZaycvFpUVHQ6grJ7bEaWNt+708revXutb2Al7bLfhg0b0tLSrGywdu3aQ4cOOV6QzT5w4MAB6xvYY82aNRs3buzq2aampsWLFzteSmxsrGuOA65h84qC2WxWJG28//77rTxbW1t7zz33OF6KawwcONA1fcDmYU2RSzU2q2o2mxUZ42zzOGAl7TrdZGRkWP/VXV9f/9hjjzlekJUgw6LjyMoeeOaZZ6xfwdqwYYMi0bbNPqBIl7Z5v5LNatijX79+No8DilyyvfXWW61fRZszZ47jpdhzHFBkfKvNnabUFeiOmANI3UyHf/z5gIhm4ITxLZ+7sm9fW5lWoRs0/aEHZycF60REzJUZ7/1n6cc5a5a/M/al2xI8RMScvvqTfY0SlLL4mQV/CTgxBXPDvrfvXpCa+8uGnFsTE1pNy7z3s5XeCbcsW3DRIK+u66IfGT9cs2l3fVbWIRltWe1rb1p6jUhc4igvCUxOjl65L2/79n1iGCoiIoeyso6LaIbHj2wzt1H179tKx9/x9MJzIt1FRK65fMITdzy2sXTjr3v+kRDfjQbau5kiNJFRkSKldYVF1ZLwxzxANvbbwIkTIz9KLdi2eZdxbLLu5KM1mzfuNIouaeqZgT1qRV1dXae/qENDQ93c7Dog/PLLLza3MZvNdr6a9RexuU1MTIyD9zDbkyI1Nzc72Jy5c+fa3MZlO+2RRx6ZP3++I6VkZ2fb3MZkMjnenM8++8z6BmvXrm1ubvbwcMo0YY7XvzV7zn5c1gfCwsK6umDbMxrNia8EnU6n1br62tJzzz139913O/IKNlNRs9n8/PPPOzhMz55kXJE+YPODs3v37oMHDw4dOtSRUuzJKxU5DrTW0ru0Wq2yr2zPd0F9fb2Dhe7YscPmAMmvvvpK2abpdCdOITQajbKvbM+AX8f7gJ1DSuvq6hycGM6eH8N1dXUONic4ONjmNoocB1pr6QOKf3DuvPNOm9u8/vrrS5YscaSUiRMn2rOZ40174403bG6zZMmS119/3ZFSXNYH7DkfiIyMdHC6LnuiN8ePA3V1dTYvkKSnpzu+0+w5DpSWljpYUFBQkM1tFD8OtCAAUomqI79nZLR6N81NdZUlB9O/XfPDPpNv/E0LLj05gMG8+5P3dzVqBs6af2NSy7JhmoCRV991Rdptb+/74attNydMchepMfobxozxHj2zJf0RkT5Dxib0Tc0tLyk5LtIqs2gwD7vxVqvpj4iIf3x8jOw+lJ+ZeUwG+YtIXnp6qciAxMRAEYlOTgr5KO9oWlreDUOjReRYdlahiAwwxLf7NtcnzJp7Iv0REfEff3aS58bva4qL60S87G6gvftBIT4hIR4i9UWFRSJ/BEC29tuAiRMiU1MLftu825w86sTbULN1406juI+ZMtHf/neztZycnJtvvrljYd9//72/v13rlNk5fMDBydjsvNG6vr7ewYLsaY7ZbHawlFWrVtmzmclk6tu3ryMF2cPx5rimDzQ1Ne3bt8/6NsePHy8vL3fGVCNarVbZCQVtXr20UHwWw0453ge6YudhxE523gfx2GOPOXihzJ4JRLOzsx3caXYOWnT8rdmzZ4/NbXJzc8eMGeNgQfZwUk/z9PT09PR0xitb4fgHZ+vWrTa3qaqqctJO0+v1p2SSaQeb88orr9iz2cqVK//1r385UpCdHGyOnWMueksfsDJKt0Vtba2DzbHnmCYi4eHhDt5BaU+unZGR0av7QDvNzc294kR6165dNgtqbm5WdpJQK3rFiXRXCIBUIvPjhxZ/3MnjmqCJC5+858w/VogvycmpEIkePymm7SVaTVRSYtjb+4qysvbLpOEivmOvXzK23YuZ637fmNbpTZFDx423nWNKdHx84HuHKvZmZjZfNN5NSnek54mEJiZawqlhyUk+n399aPv2siujg8SUlbVHRILjE9pPixo7flzbOaH9/HxFWm4BsLOB9u4HpXh6eYnUt79WZmu/DZ40MTz1k6KtW7JuGxWnETmZ/3iMmzLOW+x/N3uj3bt3n+oqKMnOH37ffPPNVVdd5ezK9Bb19fX2fEEqcgeQC9j5ZT9lypSffvrJyXXpNez5tSxK3NRmzwVMx3uay26+s6eqViYLg/PYM5ilF92k6Zqq2nn3peLrQHWqF707rtFxCtuOHN9pdr6C4zMD2BPN9K5ZulTDznvky8rKetGtx6cKAZBKBA4ZGxvcKgQwmxpryvIOHjhatnHFv/y9H52bdGIcTX5+gYgc/fLR237WtH0JY025iFSUt/p4GavzMtN2ZR7MLSwsLio8knukpKbTw7w+JLTVNd+6guwD5a220/j3PyPaT0RkWHy8x//W12dm7ZfxsXU70nJEvBMTh1g2056RNKrP1xv2pKVXX3KO78HsrHoRj3hD+wHqXmFhVtdSt7OB3doPjjOWlVZIh9tK2+63zgyaODHik08Lt2zec0tcrEakbuvGHUbxnDz1Lx4iPWtFQEDAOeec07Eok8nUevkGxzn4agUFBfbc16PVapWtdlccLCUoKMiem8YvvfTSXtEc15Si1+v9/Pxs/l4KDQ1Vtjl9+vQREbPZrMiEAi20Wq0956Zff/11r3h32nF3d7fcm9NxjTNH/Pjjj0OGDLG5Wf/+/R3/hNq8mTQ8PNzBUjQajT07x/G3JiIiwuZcmGFhYb2xp+l0OsuQ+ObmZkWmgesWjUbjYHPsWSFRr9cru9M0Go1l0IfRaLTn53q3XtkFXfq66657+eWXbW524403uqBLO94HXHYcaE2r1bq7u4sT+oCfn5/NOwHd3NwcbE6fPn3syaxDQkIcLMjDw8PmjI296LvAzsr0iuYMH27XFe2YmJje+NXmeCmWc1c7EQCpROzF9y2e0v6OJXNV5psPPbD6wLoXPpnyxo3DRUSaa6rrRTR9/PoGdrhPOjAwOFok0ssoohOp37d62X/f3VLUKCI6r5CofpGDxyVdHJqf+v6WDus5ent7t/rfgc8fWfxlq59sujMXfXbPBBER3cj4OO36tPLMzBIZdCA9wyj6UYlxJ3Mr94Qkg27Dtt+372w454yszGIRbZxhpE7astG/7Wyg2e79oIyyo0fNItrwiDYTQLTdb50aNHFi5KepBZs3758dO0Tqtm7c0SS+KVOS9SLdeTdbGThw4OOPP95JFcvKTswYbos956YajcbOV3NQYWGhgwXZ872l1WodLCUzMzMkJMTmZo7vNHua4+Hh4WBB7u7uNsMRRfpASkrKmjVrrGxwxhlneHp6KtvZ9Hq9ZTcq+7IPPPDA0qVLbW7mmj7g5eWlbOv8/f0tAVBNTY0ik0q2vKw9m/32228ONufcc8/dtWuX9W1mzJjhYCnz589ftmyZzc0cf2smT55sffCUj4/PGWec4WBBOp3O5i9Jxb8LPDw8fHx8RKShoUHZ0X/2fHAcb855552n1Wqtf0aGDRum7E5zc3OzBEDNzc3KvrI9ubbjO83Oyari4uJ6xflAWFiYPYujKftOubu7Ww6nTU1NNgOObrn66qufeuop69s4/tYcPnzYnpOoXbt2OVhQQkKClRn0LW655RYHSwkICLCyzlQL15xIn3nmmS744Dh+HAgKCvL29raeNoaEhDj+vWBPc3Q6nYPN8fb2tvlJ7NZOIwDCCRq/uGsuG/u/pzYdzcw8KsNDRMQtPDxIpHTwpUv+dZa10RWNaa89vHJLhceAs+b+fcakM/r56S0jTPa9+b/3bRUbPuFvsyNa/zaMijn5L6/4+CGStmd/Zmb9oKwdDaJJHBX/x53IXsnJI2Rbxo603Q3arP0iMjjeYGNeoQ7sbaCdmynk2K6duSISGhHR7UhpyMQJ4ampRVu25F4/JHjrrzuaJHDa1ATLy9jbWIUdOXLE5tdwtw5DXbF5ltwy76wjlixZYvNn+YMPPuh4QTa/URSZydieeC43N9fBUvLz8232AUWm57jjjjvWrl1rpRvcddddjpfiGvPmzXv44Yet94GWeTodYU88p8iCVq7hmuPA/Pnzn3/+eSsD+4OCgi677DIHS1m0aNHTTz/tgj4we/bsV155xcqJ49y5cx0/ShcWFto8Djg4Ka8r9e/f3+ZsJsXFxQ6Wotfrp02b9vXXX1vZptOLNKenoqIim33AnvlubYqMjCwoKLC+geOlBAcH2xyra3NZJZt27dplfflnUXoJAqe67777nn76aetH6U8++cTxgmyeRCmy/sDKlSuHDx9upSBvb++LL77YwVJycnJsfnAsI7YcpNPprEe0Go0mNTXVwVKKi4ttNmfEiBEOliIiN9544/Lly61ssGjRIsdL8fX1tTn23J4M17qDBw+6pg90imXgVU4fHtFXWmfIERERInJw7972hwNT3q8ff/DBRxsOm0REsn79tUIkZsa9d/01Mfpk+iP2jUQLTvjrJW2MiWp5LizeECpizMpcl55eLTJ0VKJPq78MTEoaKFK7PW1tZlaTSLjB0P21xO1soJ2bKcK8b/WnOxpFN+Tcswd1/68HT5oQLnJk8+b8+q2/pjVJcMrUkSc/t65sRRuWC7Bd0Wq1Nu8+sEdxcbH1n3YOLltgMW/ePOu/uNzc3ObNm+d4QdZXztJoNIrstCNHjljfaUrN0evlZS2d1Wq19kwMadOoUaOWLl3aVYtuuummSy65xPFSXMb6MigajcbxnxYikp+fb70PuGCicQW55jig1+vffvvtrn4/uLu7r1692vFSRGTBggVWnlWqD4SEhLzyyitdTfV61llnWa+G/aynSFqt1uY87qePbdu2Wf8uUGrq3JUrV1pZE3DOnDljx7afgvF0ZrMPZGZmOl7Kzp07rRwHNBrNzp07HS8lMzPTeoigyMUtEenfv7+VZzUajeM/L13pvffes/LsggULFJnI1vqhXqPROJ7Pikjfvn0feOABK6WsW7fO8VLk5Bm8lYKsJ552Kioqsv4FOnnyZMdLEVtRhU6nW79+veOlLFmyJCEhoatnp02bdt111zleyv79+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width="768" /></p>
+</div>
+<div id="aesthetic-mappings" class="slide section level2">
+<h1>Aesthetic mappings</h1>
+<p>How can you explain these cars?</p>
+<p><img 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zUyUQDdhQJI2yiAFEMBpAwKIMWUnQJI2wrewZhMJtaTftBKXwBBDk0WQGUTBZACKICURAGkgIpZAHEJGAAAAAAAgMZRAAEAAAAAAGgcBRAAAAAAAIDGUQABAAAAAABoHAUQAAAAAACAxlEAAQAAAAAAaBwFEAAAAAAAgMZRAAEAUP5YLBa1IzwQZe37Ig/wQJnNZrUj3MWOP2Imk8leUwGAvVAAAQBQPuTk5CxevLhdu3ZVqlQJCgpq2rTp1KlT4+Li1M5VWhaLZcuWLb179/b09NTpdAEBAYMGDfrtt99UjHTo0KEhQ4bUrl07KCgoLCysV69e33zzjYqfVC9cuDB58uTGjRsHBQVVrVq1Y8eOy5Ytu3nzplp5gFLavn17ixYtKleuHBwcHBgYGB4ePnjw4MzMTLXyJCUlzZw5s0WLFsHBwZUrV27duvXcuXNTU1Pvd54TJ040bdo0KCgoMDCwcuXKQUFB0dHRO3fufBCZAaAEJP6UdCe9Xq/KE+Ll5SVJUkZGhvIPXaH4+fnpdDqLxaLX69XOonFeXl5CCBXfyVUQ/v7+kiSZzeYSvEnFffH29jabzVlZWSpmuHDhwoABAy5dunTPdjc3t48++qhXr16qpCq9W7du/ec///nll18K7xo2bNi7774rSZLCkebMmbNkyZLC7wfatWu3Zs0aDw8PhfN88803kyZNunXr1j3bo6KiNm7cGBYWVoI5fXx8TCaTuod0RRAQECCEMBqN6enpamcpQ1566aWvv/668HYXF5etW7c2adKkBHP6+voaDIbs7OwSfO3+/fuHDh1a+DdpUFDQunXrHnroIZnzLF68eM6cOUXu6tev39KlS0uQrUyRJMnf319wSCvC19c3Pz8/JydH7SBaptPp/Pz8hBAGg6FcfxIv+F0jE2cAAQBQ1uXm5vbt27dw+yOEuHnz5ujRo48cOaJ8KruYMmVKke2PEOKzzz5bsGCBwnlWrly5ePHiIv8atGfPnrFjxyqcZ//+/ePGjSvc/gghzp8/369fvyJ3AWXWggULimx/hBC3bt3q2bNnbm6uknni4uKef/75Iv+OkpycPGDAgMTERDnzHD16tLj2Rwjx9ddfr169uuQpAcBOKIAAACjrVq1adeXKleL2GgyGt99+W8k89nL69OniPgoWWLRokZLnbObk5Lz33ntWBvz8888HDx5ULI8QYtasWVbuJBIbG7t27Vol8wClZL3VzcvLe+WVVxQLI4T44IMPrJw3lJaWJrOGfvHFF60PeOutt+4vGQA8ABRAAACUdVu2bLE+4NChQ0lJScqEsaMtW7ZYv/I6Ly9v+/btiuXZs2ePzWtXf/zxR2XCCCGuXr36119/WR+jZB6glHbs2GHznDUl75hjMBi2bdtmfYzNl6kCNl+Bb926pYFbtgEo7yiAAAAo6y5cuGB9gMVisTmmDJKTOTY2VoEk8h9LyedZTh4lnx+glA4dOmRzjJI3EExMTLR52yC9Xp+WlmZ9jMw78e3YsUNuMgB4MCiAAAAo6wwGg80x+fn5CiSxLznfl5wx9mI0Gm2OUfJ5lpNHyecHKCU5h6uS67HI+RETMmLLvFMvN/QFoDoKIAAAyrqQkBCbY0q2GpS6qlWrZnNMaGioAkkKlLU8cv7f5YwByojatWvbHOPm5qZAkgKVK1d2dHS0PsbNzc3mCjsyXxYee+wxuckA4MGgAAIAoKzr2LGj9QERERERERHKhLGjTp06WR8gSZLN792OOnTo4ODgYH2Mzcx2VKdOHZv9TpcuXZQJA5Tes88+q9PZ+PRRsmXgS8bNza1169bWx8h5WRBCeHh4WB+g0+nkrygPAA8IBRAAAGXd2LFj3d3drQyYOnWqYmHsqF27ds2bN7cyoHfv3pGRkYrlCQoKsr6UT926dbt3765YHkmSpkyZYmWAl5fXyJEjFcsDlJKzs7P1nyBJkhYuXKhYHiHE5MmTJUkqbq+Dg8PLL78sZ54ZM2ZYH/Dss8/eXzIAeAAogAAAKOuqVq26atUqFxeXIveOGTOmd+/eCkeyC0mSVq1aFR4eXuTepk2bfvjhhwpHmjVrVps2bYrcVaVKlbVr19q8YMS+Bg4cOHTo0CJ3ubm5rV69OjAwUMk8QCmtWrWquNMVJUl69913q1evrmSeli1bzp49u8gOyMHBYd68eQ0bNpQzz5AhQ9q2bVvc3ho1aixdurTkKQHATiiAAAAoBzp37rxz587OnTvfeTFCdHT06tWrZ82apWKwUqpateru3btHjBhx5wUUfn5+U6dO3bp1q6enp8J5XF1dv/nmm+nTpwcFBd258cUXX9yzZ4/CH00LvP/++5988klUVNTtLY6Ojo8//vivv/5q5QMnUDbpdLpDhw49//zzTk5Od26vUqXK999/P2zYMOUjjRw58ttvv23WrNntLZIktWzZcsuWLc8//7z8eb799tvJkyff0xHrdLq+ffsePnzYbnEBoBQkJe+0X/bp9XpVnhAvLy9JkjIyMpR/6ArFz89Pp9NZLBa9Xq92Fo3z8vISyq7kWjH5+/tLkmQ2m2UuQIsS8/b2NpvNWVlZagcRQoiMjIxz584ZDIbQ0FAlb0j8oBkMhsTERL1eHxwcHBQUJOemGw+U2WyOjY1NTEz09vaOjo52dnZWN48Q4urVq1evXnVycqpTp06lSpVKM5WPj4/JZCojh7SGFdw82Gg0pqenq52lLDpw4MCJEyc8PDy6dOlyZ+VaAr6+vgaDweaa7tYlJSVdunRJkqTIyEibN3624ujRo1u3bjUYDB06dFDyLmYPmiRJ/v7+gkNaEb6+vvn5+awc90DpdDo/Pz8hhMFgKNefxO/r9YoC6C4UQNpGAaQYCiBlUAAppkwVQBpW8A7GZDKlpaWpnUXjKICUQQGkGLsUQLCOAkhJFEAKqJgFEJeAAQAAAAAAaBwFEAAAAAAAgMZRAAEAAAAAAGgcBRAAAAAAAIDGUQABAAAAAABoHAUQAAAAAACAxlEAAQAAAAAAaJyj2gEAAPg/2dnZS5YsOX36tKenZ79+/dq3b1+yefLz87du3Xry5ElnZ+d27dq1bNnSvjlx28GDB9evX5+Wlla7du3Ro0cHBgaWbJ4TJ058+eWXiYmJNWrUGDp0aGhoqH1z3q/09PTNmzdfunTJz8+vR48ekZGR6uYpg7Zv3/7nn38KIZo2bfr444+XeJ6pU6du377dZDLVr19/1apVnp6e9suopri4uJUrV6akpFSvXr1bt25+fn7q5rl58+bff/+dkpLi5eXVqFEjX19fdfNkZ2cvXbr01KlTHh4evXv37ty5s7p57CgmJuaPP/4wmUyNGzfu3r27TqeRv7jr9fo///wzMzMzODg4MjLSxcVF7UTaZDKZTp48mZaWptPpatSoofpvQ2iMZLFY1M5Qhuj1elWeEC8vL0mSMjIylH/oCsXPz0+n01ksFr1er3YWjfPy8hJCZGZmqh1E4/z9/SVJMpvNqampamexg+zs7E6dOl24cOHOjY6OjtOmTRs7dqz8ecxm86hRo7Zs2WIymW5v9PDwmDFjxpAhQ0qWzdvb22w2Z2VllezLterbb7+dMGFCfn7+nRurVKny66+/3lcNtHfv3kGDBuXm5t650c/P76effoqKirJP1vuRmprar1+/48eP3/mWoHLlyp999tnDDz+sfJ4HwcfHx2QylfiQnj179ieffHLnf72Tk9OIESNmzZp1X/M8+uijZ86cuWejp6fnpUuXShasjPjrr78GDx58/fr1Ozc2bNjw66+/DggIUD5PTk7O3Llz169ff/PmzYItDg4OPXr0ePvtt6tUqaJ8nps3b3bs2PH8+fN3bnRwcHj11VcnTZpUsjl9fX0NBkN2drY9ApbcokWL5s+fn5eXd3uLo6PjwIED582bp2Kq0rt69eq0adP++9//ms3mgi0eHh5Dhw6dOnWqq6urutm0xGKxrF69euHChUlJSbc3NmvW7O23327evLmKwbRKp9MVVPMGg6FcfxK/r98sFEB3oQDSNgogxVAAKUNLBVB6enq9evXuqRJuGzBgwJIlS+TMYzabW7RoUdynx8GDB3/44YcliEcBVNh77703f/78InfpdLpDhw5Vr15dzjxfffXVhAkTitwlSdLPP/+s8Lve+Pj4li1b3v6cfE+eVatW9ezZU8k8D0hpCqBnn312z549Re5q1arVjz/+KHOeGjVqFPdxXZKka9euOTs7lyCe6rZt2/biiy8W+X7S1dV137594eHhSuZJTU196qmn/v3338K7/P39f/zxx9q1ayuZJzs7u06dOrdu3Spy79NPP/3pp5+WYNqyUAANGzZsy5YtRe5q0KDB7t27Fc5jL//8888zzzxT5OeUxo0bf//995UqVVI+lfaYzeaxY8d+++23hXc5OjouX7786aefVj6VtlXMAkgjZyQCAMq1Dh06FNf+CCE2bNhw5MgROfOMGTPGyrkDa9as+e2330qSD3eLj48vrv0RQpjN5k6dOsmZ5+bNmxMnTixur8Vieeqpp0qSrxR69epVZPtTkGfkyJGqn2KgrhUrVhTX/gghDhw4sGjRIjnzDB8+3MozabFYoqOjSxBPdbm5ucOHDy/ur4l5eXm9evVSONKUKVOKbH+EEHq9ftiwYUajUck8HTp0KK79EUJs3rx53759Suaxl++++6649kcIceLEibfeekvJPPZy69atIUOGFPfZ+O+//37jjTcUjqRVn3/+eZHtjxDCaDSOGzfu8uXLCkeCJlEAAQBUlpKScvXqVetjRo0aZXMes9ls8+yDGwT9swAAIABJREFU119//T6SoRjDhg2zPiAjI+PAgQM25xk/frz1E2/z8/NLdjpAyfz555/W32EbjcaZM2cqFacsWrBggfUBH330kZx5bP6oltNzSN955x0rXbYQIj4+XsmC4+LFi1u3brUy4OzZs9u2bVMsT2Zmps3r++7rmt+yY/bs2dYHfP7558oksa/NmzdfuXLFyoBNmzYlJCQol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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-color" class="slide section level2">
+<h1>Aesthetic mapping <code>color</code></h1>
+<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb12-2"><a href="#cb12-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> class))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mappings-1" class="slide section level2">
+<h1>Aesthetic mappings</h1>
+<p><code>ggplot2</code> will automatically assign a unique level of the aesthetic (here a unique color) to each unique value of the variable, a process known as scaling. <code>ggplot2</code> will also add a legend that explains which levels correspond to which values.</p>
+<p>Try the following aesthetic:</p>
+<ul>
+<li><code>size</code></li>
+<li><code>alpha</code></li>
+<li><code>shape</code></li>
+</ul>
+</div>
+<div id="aesthetic-mapping-size" class="slide section level2">
+<h1>Aesthetic mapping <code>size</code></h1>
+<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb13-2"><a href="#cb13-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">size =</span> class))</span></code></pre></div>
+<p><img 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cf2pbdv39rb2zeiHJC+vn5sbGxGRgaRQczNzXfv3v3x40cs+T42m/3kyZOjR48qKCh07NgRR3av6VFUVBScyMbhcKqrhZwdCBCFQlFWVoYLJZLgQiGoAYQN1ADCiMFgCH5pV1ZWQnE34RQUFBgMRkVFBVwo4QQXCiFUVVUF1f1FUlZWrqqqgr+AIgn+AvL5fHk736Y2IrcqJOJyueLWdOPz+fHx8cePHw8NDQ0ODj5+/HhMTExcXByPxzM2NhZ3pT+VSm0sBygDiaLI999Lbu7zE1t3XU4uqvXTQlVvM8B3uk9fc5XaLYsTTmz8J+x1cc2rUTRwmrxkjqc5U5z58vPzJX1B1NXVeTxevQc2lZaWzps37/Lly/hGptFoCxYs+Pvvv6lU/Au7AgMD9+zZg6WloaHh2bNn27Rpg3uukJCQBQsWELngQ4YMOXz4MO7uUlZQUGBvb487yUilUnGv8+rcufOhQ4dMTEzwdW8ylJSUVFRUEEJlZWXy/ElFHlAoFG1tbbhQIgkuFEKoqqqquLhY1uHIOxaLRaFQ4EKJxGKxBNnqwsJCKAItHIPBUFNTKygogCLQwgkuFEKIzWbDSXwiaWtrs9lsKXwx3Njp6OgghLhcLsbvrWVCEKTMcTgc7N9/cDic4ODgnTt3ZmZm1ttAVVXVx8dn8eLFgg8hWNBoNDnJhQHZkvMEEEIIIW7J51fxHzLyS7lKusYmJmaW5jr1Z3V+5L178fJjVkkVU8ukbedOZupiL3mQYQIoOzt79OjRb9++JTj+oEGDDhw4IPjgiM/p06cDAgKEnynu7Oy8f/9+fX193LMEBAQcPHgQd/carVu3fvDgAfFxBLhcbl5eXkFBgZaWlo6ODumrZl68eOHp6SmTD6na2tpnzpyxt7eX/tTyAxJA2OXn53M4HDqdrqamRuT3SZMHCSCxQAIII0gAYQcJIIwgASQWSABhBAkg7LAngB49ejR9+vSvX+uehPQ7NTW1tWvXTpo0CcuwkAACAo0hASRFskoA5ebmDhw48PPnz6RM0bdv35CQECJr/J4+fTpnzpzPnz/X/TilrKw8ePDgnTt3EllntHz58gMHDuDu/hsLC4snT54QGeH9+/eXL1++fv36mzdvaj5q02i0tm3benh4DBkyxMbGhoxIEUIoNjbW29tbQqe5CaeqqhoeHt6hQwfpTy0nIAEkXEZGhuAH4cWLF7XfohYWFu7u7oMGDXJ0dJRhePIJEkBigQQQRpAAwg4SQBhBAkgskADCCBJA2GFMAB0/fnz+/Pli3SlMnjx506ZNIm/9IAEEBCAB9AuZJIB+/PgxaNCghIQEEmcZP3781q1bcXT8/v371KlTHz9+LPw6qKioLF++HN/5X2fOnJk1axaOjkK4ubmdO3cOR8e0tLT169dfvHhRyAdHKpU6fPjwgIAAsrZQZWRkDB06FEten3Q6Ojp37twxMjKS/tTyABJADSksLNy2bdvhw4eFf+BwdXVduXKlnZ2d1AKTf5AAEgskgDCCBBB2kADCCBJAYoEEEEaQAMIOSwLozJkz06ZNwzH4uHHj9u3bJ7yN1BNA3Feng8I/MLtMWDxQaNXWz1c3h8SxbUYsH2OLce8F1pFBveT4FLBmIzAwkNzsD0LoxIkTYWFh4va6ffu2vb39o0ePRGbBysvLly5dOmDAAHHL4xUVFc2ZM0fcwESKiYk5c+aMuL2uXr3q4uISFhYm/FMjj8e7cOGCs7PzlStXCMT4k7GxcVxc3N69e/X09BpqQ6FQzMzMSN96k5eXN23aNLidALW9fPmyZ8+e+/btE/l1071799zd3TGWCQMAAAAAABg9e/YM93fkJ0+eFJkAkrrqhFOBgYEbrqSKaJd6ZVNgYOCZROw3lVhHBvWCBJCMPX/+XEJljAMCAgoKCrC3Dw4O/uOPP8Q6GCIuLs7e3l6s75Hc3d0l9B3dvHnzxGq/b9++iRMnlpeXY2zPZrMnTZq0e/du8UOrn6WlpYWFRUPPUqnU4uJiSewUe/r06bFjx0gfFjRS165dGzJkSHZ2Nsb2XC43MDBw7ty5sHoUAAAAAIAUXC539uzZRE7JDAwMTE9PJzEk4miKTCaToSCBfIPkRm4O4LLJ2IoVKyR0H1VQULBlyxaMjWNjY5ctW4YjkpycnH79+mFs/OTJE7LqHNVVXV2NsQQaQigyMnLVqlXivl4+n79mzZrw8HDxo/tdSEjIwIEDHz9+3FADLpcrVv5OLBs3bhRe5Bs0E69evfL398fxaePkyZObN2+WREgAAAAAAM3NyZMn37x5Q2SEioqKdevWkRUPGRg+FysqKrJ3uTWikZsFqAH0CynXAIqNjR05cqTk5lJSUoqPjxd5OiCbzba2tiaScvbx8dm2bZvIZvb29hkZGbhnEYlKpebk5IhslpKS0rt3b9wb4JWUlO7cuWNlZYWvO0Lo4MGDAQEBuLuTYuXKlaRXYpJ/UAOotrKyMicnp4aOFxWJQqGcPn26T58+5EbV6EANILFADSCMoAYQdlADCCOoASQWqAGEEdQAwk54DSAnJ6ekpCSCUygoKKSkpGhqatb7LL4aQCmRG0NfKvf0n+X0417Iiah3ZUrGrTt3d+rR2UpLESHEZ2e+jnsW9/JTqXore9eBPc2VfnblJ51dc/Hd75V6uKVpSXHPnr5KZ1g4dO/WyVqXGT1Dt+/+vGGhlZfGMWr6Fn24f//F+09pxQwDMyt7Fzc7PYWGRuYmnQ66+KH+8A36zp7u9PN6cApSk16+ePHqK0fbtE3Xvm5tNJvjahgF0U2AxJw4cUKi41dUVISFhU2fPl14M4ILDhFCp06dCggIEP7rtaKiQqLZH4QQj8fbu3fvn3/+KbxZUFAQkY8+FRUVa9euDQkJwdc9NjZ25cqVuGcnS2ho6MyZMykUiqwJEsPQAAAgAElEQVQDATKza9cu3NkfhBCfz1+5cqWrq6uCAvwdAQAAAADAKS0tjXj2ByFUXV1948aNsWPHEh+qxqeIDYHBOnMNipcuXvH059c3KnZzLkSvVts/0mvVncz/vqagm47YHxM20ezf2wte4pnAwHANf+eaBFD1tytLR43f8rzov2GoxkP3XP/9UCH2y12T/FacSyr+uSpDxWrYurOn53Rk1jdydeKpwMAGCrXaM33+SwAVv9g9ecz8Cyk/62uomA9eeuRYgKuW+JelUWuOSS85UVlZef36dUnPInK/UklJSWRkJMFZeDyeyLSLdLIeIk+XT0hIuHr1KsFZoqKiXrx4gaMjl8tdunSpPHydm5qampiYKOsogMzk5+fv37+f4CAfPnw4f/48KfEAAAAAADRPd+7cIWuo6Ohosoaq5dve2SviNQcFHLp440bYtqmdWKg8cccfXewHLH9pMm3b6aibEYcW9zWgcr5enL0krMEqE4XhEx2GbHlepNDSddKSLfv2rP97dIeKyzNcplyq3aUgfPrg2WeTOOYD/t4cfPJM6IH1/t31Kz6Gz/Naer/+2qj0/lue/OZh6FRrGkIU065d9BFCCP14tKBrj1kXUujtRizceCDk+J6gmf1Nq1Ijl/fvueRhc9sUQOibW/b3rGodQxYkkXB59uyZFDahxMfHFxcXq6urN9Rg3759pKyafvTokfAGN2/eJD6LSCJr2V64cIGUXX4XLlzo3LmzuL0uXrz44UMDSxSlLjY2tkOHDrKOAshGVFQUKVsALl686O3tTXwcAAAAAIDmKS0tTQ6HqoXDYY08/yxslC5CCLm7d6O+bzUntuBLuv2aF7Er7OgIIdSvj0G22eDj358+TUZe3eoZg/ty45KT3/kKdrOv397eR5eCEEJ/zpviPKzn7Bu1dqJwokPPZSKa6z8Prs0wEDw0boIjMu+7P+Vy5OttLp3qjkzRad31l20oFXGrpod84NLtVpzb1kcVIYQ+7vx7x3uOuvvOuIhZloJ9ZhP+nPXHEueeG5O2zNg6IXFZW6LXqBEhlLz5vM9d38TRa/6Oy/E55B9W1NSRfvR7vbhcrvAlhZcuXSJloh8/fty7d09Ig9zcXFImEo7H45WVlQlpcOPGDVImun79Oo5E0uXLl0mZnRTx8fGyDgHIzLVr10gZ5+HDh0VFRaLbAQAAAACA+mA/jFWkrKwssoaqzXpagCD7gxBCyNjZyQwhRB+yaKEg+4MQQsouLp0QQvn5+fWOwL+5Z897PtL3/WfDv9kfhBBitpn1z6xfci95mZkchBjaOmo/H2O6roy6e/fuUb+WWGItuDHTK+jVD1afbWGBjoKSRPe2bnpajToF7Psv+4MQQojVffWG8bqImxQWLi9fz0sH0dU7lZnPw7bOHdbJ2KCtx/R1J2I/l0FNaYw+ffoknYlSUlKEPEtiXR7ha3zEOmCeiIiIiIaeKiwsJOsYsrS0NHFP6eJyucJzZFImtXcgkEOvXr0iZZyqqiqCh1YAAAAAADRn8l+Us3Xr1rX/V3CmikW7dsxaD6qqqgoZIf3duzKEtIeN7av06xPtvMfa1fpfo+49WlEQ+6J/r8lbzj/4VFiFEEIKhh1cXV1d24qu5s3/dnj8uCNfeEZjD5/60+rfTMf35OQ8hEy6dVDJ+VVRKxsbhNCruLhqkSM3IYQSQEZ9p03p31ZLASHELXx74+DyCa7m+q2cvJfsvZKUJ6W7/cZLcod8/6ahRKwAh0Pa4i3JrDkUm5C8BpYzwrATN1ufl5cnVydPCX9jgCasurqaxH99Er+2AgAAAABobgwMDMgaytjYmKyhaqPRaHUfZDAYdR9siOAGzcLCos4zpmZmtfNfDoHntg2xUCqIO7JwtIuVtrqhrZv3/G1hL3Iw5Gg48eu8Zl7LV7CZe/bQKL2ahwUFONL29jf4XbvF9xFCvIKCZrWanVANIE2nWYeuz9qb9/pm2JkzZ85cvp9SymN/e3Rm46MzG+dq2/UfM27cOO8hPUzEPm+uWZDa0ZJCKn3weDwSj02VziYvkYRk1shNeYj7eqWW8sMIToFttoqKikisRJ6Xl0fWUAAAAAAAzY2JiQlZQ7Vo0YKsochFp9NR/Wud6CyWEkI/70pUHeZcTh79/NrFS5cjr0c/fPX67pnXd89sXd1p9smoHQP16vSvUXR77qhVzyqVu28J2+RcezWS4Ha3leciP8f60xImXZj1Pt5EkXB8r6JO+4H+QQP9gyozn189d+bMmXNXn6ZXVOUnXtmbeGXvElWznsP/GDdu3Ki+bTTrSR02X2IlTYlgMht8S1OpVAqFQkpRZISQpqYmKeMQJKTitYaGBokTiTsai8UicXbihLwxQNPGYrFI/MEn98cKAAAAAKBZ6dOnD1kfzPr27Ut8EEkwNzdHKD0lJQWhVr8+8/3LlzrfSTMMHYb/5TD8r/WIW/L5+Y3Tm5esuvhyp++KQdkH+tWfvuCnn/T9Y18qT2fogXPz2yn+8pylpSVCuWpdJ69aaU3aC2rEyDzBi2nkMHLuP+effPueGhv6vz8HddBTRIhf9vneiXXTPNoaGHcaMXfrheeZcrQHRqakdtckfCJBOpYUcpJyNjU1begpfX19EicyNDQUq72enp6CAgkpV7LIScIOSB+dTifxX5/EdcsAAAAAAM1NixYtbG1tiY+jqKjYr18/4uNIgoGNjTpCeZfPRv+WC8iOjIz7+X/su5vGjx/vu/PxfyvVaSyzbl7LQtYNVUEo/+XLr/WPXpW8cfT0iFyq+fTQYz51bkgNbWxYCL29fv3b790e/W+wm1ufJVHCThBqeiRxhDtF1cxl3JI9kQmZOUlnF/TUF6z74eTEX9oxf5SjiYF138lrTr7IbVa1luphbm4unYnq22z5k66urpBnxeLi4iLkWanlPgYPHtzQU9ra2np6QlYOikFHR0fcS6eoqNitW33HIsqI8DcGaNratiXnuEsqlWpjY0PKUAAAAAAAzdOMGTOID+Lt7S2367IpfWbOaktBWcfmB9zNr1nqVJ129u81t2uVRVFWzLodGhqy4cCt0lqdeXkZ2ZUIMays6t0rVxqzYOTyx+XMTivCdvSv5/VT+sya3Y5S/XiN38aXtVI9FQmb5q29cvc+sugsrHx10yOJBBBCldkvIw8sn+Tp3MtnS2zOr6UmeMUf7xxZ5dOllc2YA8k/JDJ940BKolckCoXSvn17IQ08PDxImUhBQUFI5gVJa8UThUIRkpehUCj9+/cnZSJ3d3cqVewfn4EDB5IyOymk8w4E8omsH/xOnTqRlVQFAAAAAGievL29hd+yiaSkpLRs2TKy4iEf1fbvdT56lKqEre5d+vmv3HE4eFuAX08H79Pf27ev9Z10lz8mtFFAWceH23nM3bQ/NCzs5P5103s5LXnIpVlMnNynnp0r+eEzvHe+5yq0nrzYk/f6xW/eZv9AiNZx0WY/I2p+zBK3bkNnrd578uyJXcvGOPRa/qxCyXHVxvHN7JMsmYsyeCWpD69dunjx0qWoR19rHQevqN3WbejIUSNHDumqlhwRcvzY8bDYL2x2yjn/vmotPwYPaF4ptxrdu3dXUFCorpbsSigbGxvhC1VmzpwZHBxMfCKR2QRnZ+fw8HDiEwmnpaUlvMHgwYNPnDhBfKIhQ4bg6DVu3LgdO3bIyalJwldsgabN09MzMDCQ+O8f4WlfAAAAAAAgEpVK3bVr14ABA3AfGbx27VojIyNyoyKX5rCjcRF6I8f/8/zOgbV3Dgge6zb/wol2+6wmpfzbiOGw9vyBjHELTr+6sWPxjf+60o2c/TcH7+xTX6HXL0+f5iCEqt/vGdN1T51nu2z49HyxBVIbcOjFrZbjfYJuR+xOjtgteE7FaujqvQdWNK8K0IiUBBAnN+lOxKVLFy+G336VW+tIcYa+fb/hI0eNHDmkVxvN/+bRnxjYe2LAuttB48asiS3IPrb99OYBU5tnJRIWi+Xq6nrnzh2JziLy9szY2Lh79+6PHz8mMguFQtm1a5fwNmvXrpVCAmjUqFHCG7i5uXXt2vXp06dEZnFwcOjduzeOjkpKSitWrPjrr7+IzE4KfX19R0dHWUcBZMbExOSPP/4ICQkhMoiBgYGfnx9JEQEAAAAANF+dO3fetWvX1KlTcfT18fGZNm0a6SEhhCyHLAlsUWlj90vSQKenf2BgtkFPndoPUtuPDgxsT7evqbNMtRsbGGjP7PKz6gnNZNCWx1/nJL14Hhf/sZjZwr7vIDdrde6r4sDALjVT0NtNCo0fufL+vRcfv6blVrGMW5m36+raybjW8Um/jGzUd3Ygs8Gjlo2c/10cQDPoHXjzk//bhBfxCW+zkL5l6449XNvryVF5VqkhVG88L2bD7NXBV++nlNQ6SVy5haPHiJGjRo4c5Gyh1uAWGW7UZF3PI4XIcknCx/91wB0B2fLz88k6Gach6urqPB6vtLQUIRQZGTlp0iTJzUWj0Z49e9ayZUvhzXJycuzs7IicB+/q6hoWFiaymZWVVVFREe5ZRKJQKFlZWTSaiNPm4uLiBg0ahPsYbCqVGhkZSSR7snTpUlJWXRExe/bsFStWyDYG6VNSUlJRUUEIlZWV4f6CpcnIycnp3r274HcRPtu3bx83bhyJITVGFApFW1sbIVRVVVVcXCzrcOSd4AQ6uFAisVgswRENhYWFuP9aNRMMBkNNTa2goIDIx5jmQHChEEJsNpvNrnPmDviVtrY2m82uqKgQ3bR509HRQQhxudzCwkJZx9IgQZAyx+FwfvwQXf4kNDR03rx5WFrWmDZt2oYNG0SWW6XRaMrK9R+DDpoVQjWAcmJPnr4nyP5Q1cycxy7YFvb4W+63pxd2LPLuKST7gxCiMZmKCCFFW9vWRCJo5Dw9PSVaiHf48OEisz8IIX19/c2bN+OeRVtb+9SpU1habty4EfcsWDg6OorM/iCEunTpEhAQgHuWpUuXElw7ExQUJKEkPUZMJnP69OkyDADIA319/b179+IoZSUwevRoyP4AAAAAAJDIx8cnMjLSzMwMS2N1dfVdu3Zt2bJFrg4aBnKO0Aqg5NX2Lqe0B48aOWrkcPdOhgzRPX4qSUtOK0GK2ubWBkq4AyCdlFcAIYSuXr0qoT0UTCbz4cOHWBJAAgsWLDh+/DiOWR49emRiUm9J9nq0bt26oKDBRXpEUCiU1NRUVVWsJaXmzZsXGhoq7ize3t47duygUCjidqzr4sWLq1evzszMbKgBg8EQK/2P3fz585csWSKJkeVc41oBVFJSEhcXl5OTk5WVpaysrKenZ2FhYWtriztlU6+9e/cGBgaK+3uve/fu58+fZzDE+q0vQV+/fk1OTs7MzCwpKVFXVzcyMmrfvj3230tEwAogscAKIIxgBRB2sAIII1gBJBZYAYQRrADCDuMKoJrGR48e3bFjR3p6er0NWCzW+PHjFy5cKLL+aQ1YAQQECCWAOOXlFBUVRRLDkTXpJ4AQQr6+vteuXSN9ohUrVsyePVusLtu3b1+/fj32K6Cvr3/nzh19fX3sU7x//97Z2VmsqDCaNWvWypUrsbfn8/k7duz43//+h/EjI4VCWbJkybx580jJ/ghUVlaePXv26tWrjx49qvmToKWl1bt372HDhjEYjDFjxpD+idbS0jImJobJbG71zhBqJAkgPp8fERERGhr66NEjDofz27P6+voeHh5//fUXxq+GsLh48eKcOXOwXxBvb+8tW7YI7k5lq7S09ODBg5cvX3779m3dZ21tbYcNGzZlyhSJftyBBJBYIAGEESSAsIMEEEaQABILJIAwggQQdmIlgAT4fH5iYuLNmzdTU1NzcnJ+/PhhZGRkZGTUq1cvJycncT+JQQIICBBKADU9MkkAFRYW9unTJy0tjcRZ3Nzczpw5g2OlwKNHj/z9/bOysoQ3o1Kpw4YN27NnD44Fhz4+Pjdu3BDdThwsFislJUV0uzoePHiwatWqxMRE4c1sbW3XrFkjodSVQH5+fllZmY6OjiBDIeDs7Pz+/XtyJ9q8eXOzLdwr/wmguLi4ZcuWxcfHC2+mqKjo6+sbEBCAfcmbcEePHg0MDBR5S0ChUAYOHHjw4EFFRRln/vl8/rFjxzZu3Jifny+8pb6+fkBAgLe3t4QigQSQWCABhBEkgLCDBBBGkAASCySAMIIEEHY4EkDkggQQECC0leDNpn6dPCcu23ku9kOBZA8zb9I0NTVPnz6tqUnaYWht27YNDg7Gt0+kR48eiYmJO3fubN26db31dNTV1QcOHJiUlHTgwAEc2Z/MzEyCJ47Vq6SkBN8qKmdn51u3bh05cmTIkCF176VVVFQGDx58+PDh27dvSzT7gxDS1tY2NTWtnf05e/Ys6dkfhNDGjRsltAsPEHTy5MmhQ4eKzP4ghKqqqoKDgz09Pb99+0ZwUj6fv2XLlsWLF2O5H+Dz+VeuXPHy8pLtW6iystLf33/RokUisz8IoZycnNmzZ8+bN6/ucioAAAAAAACaFYI1gGzbB75GCCFEZZl17TvAw8NjQH+3zi1VySxRIU0yWQEkkJiYOHbs2NzcXILjd+jQ4cyZM6Skunk83oMHDz5+/JiamspisSwtLR0dHQmW1Zg0aVJkZCTx2OoyNjZ++PBh7QSKuDgcTmpqalZWVlFRkYaGhqGhoZmZmayqnBQWFnbr1k1Ct9k+Pj7btm2TxMhyTp5XAO3evXv16tXi9tLW1r5+/XqrVq1wz7to0aKjR4+K28vc3DwqKgr7tnMScTgcLy+vR48eiduxd+/eJ0+eJL1KIqwAEgusAMIIVgBhByuAMIIVQGKBFUAYwQog7GAFEJAThBJAnw8M6jb32vfKX0eg67RzdvcY4OHh0d+lvZ681AjFRoYJIITQt2/fJk+enJCQgHvw4cOHb9u2jUgSRKISExP79OkjufFXrlw5a9YsyY0vTevXr5dcjoZGoz18+FCiJ9DJJ7lNAN24cWPChAn47l5at24dFRUl+FgvruDg4KVLl+LoiBBydnY+d+6c9PeCzZkzB+Oxg3VNnTp1/fr15MYDCSCxQAIII0gAYQcJIIwgASQWSABhBAkg7CABBOQEoaU6ZtOv5BR9fxt7cX/QnD/6dWyhQkUIIU5ecvSpfxZO6GdroNWiy+Apy/dceJBSBFvERGvZsuXVq1cXLlyIY9WJrq7u3r17Dx48KLfZH4TQ7t27JTr+/v37q6qqJDqFdFRUVBw5ckRy43O53H379klufCCWgoKCv/76C/ety/v378Uqf17j48eP+DoKPHjwYM+ePbi74xMZGYk7+4MQOnToUHR0NInxAAAAAAAA0IgQ3qvF0LFxGT49YPvJmy/TigpSnlw5smmh38CuZuoKCPHZGS+uHF43c5SLpY6OlYvX6pvfyYi5KaPT6YsWLXr8+LGfnx/Gc5p0dHSWLVv29OlTLy8vSYdHRHFxsSQOO6vt+/fvMTExEp1COq5duybpb8gvXbok228hQI3t27cT/Oc+ffo0jnJR69atI5gw3blzJ5YqPGSpqqoKCgoiOMjq1athmQAAAAAAAGieSC3Wo6Bu3nXgxIWbjl55klpQlPby5sntyyY4GdERQtziTw/Cwh4TLXDTTJiYmGzevPnNmze7du0aPny4kZHRbw1oNJqlpeWECRNCQ0MTExPnzZuHbwOINEVHR0sh4xAVFSXpKaRA0pkyhFBJScmDBw8kPQsQqaio6PDhwwQH4XK5O3bsEKvLu3fvrl69SnDe0tLSQ4cOERwEu/Dw8NTUVIKDvHnz5vr166TEAwAAAAAAQONCcjlMhBBCvLK0xEf3Y2Nj78XGxj57mwcnr+CjpqY2duzYsWPHIoTKysoyMzPZbDaFQlFTU2vRooWgOkAj8vDhQynM0jSSGlK7VhItyQSwuHXrFimnU924cYPD4WD/tUA8+yNw7dq1JUuWkDKUSCTG7OnpScpQAAAAAAAANCJkJYCqClNePPg35/Pg5efiX0r+0FitOjq59uo1aAShA6SaM1VVVWtra1lHQcibN2+kMMvXr1/Ly8vluRCSSDk5OdLZViOdfxEg3M2bN0kZp6Sk5NmzZ87Ozhjb37p1i5R53759++3bt5YtW5IymhAcDoesDZ63bt3i8/kUCoWU0QAAAAAARFJQUJDtZw/45AMECCWAKtMeX7lyOzY29t69R0lZ7F9Oz1JQN+/s0svV1bVXL1fnjqZqNGJxgkbvy5cvUpiFz+d/+fKlXbt2UphLQqRzoRBCnz9/ls5EQIiUlBSyhvr06RP2BNCnT5/ImjclJUUKCaDs7Gyyjq0pKCgoKCgQHN0FAAAAACAFVCqVSiW1+goAuBBKAKUcmeYV+Prn/ytqWjm4uLr2cnV17eVk30IV3uLgJ6md+1tSUiKdiSREavHDSczyICcnh6yhsrOzMbasrKwk8V8f+7xEkHihEELZ2dmQAAIAAAAAAM0NWVvAlMz6TV28+C8vF2utRlaaBkhJdXW16EZkaOyHW5FSEQYLgidAAVKUl5dLfygSJ0UIlZWVkTiadGaRTswAAAAAAAJcLldqd0P1olKpioqKMgwAyAlCCSCGhrYKFZXzEEIVn2/t9L+1c4aSfruuLs7Ozi4uLs7dO7SEnV/gP8rKytK56VJVVZXCLJKjrKwsnYkadaWkJkNXV5esdIyenh7GlpqamoqKimRlAPX19UkZR5qzSCdmAAAAAAABLpcrtW9560Wj0SABBBDBBJDlnLtFfl8SHj+4/+DBg/sPHjx7870i5/XdsNd3w/YjhGiqJh16uAiSQU6O7QyVofBUc6anpyedBFBjv7WTWvyN/UI1DYaGhmRVfTI0NMTYkkql6unpZWRkSHleIgwMDMgaikKhkDgaAAAAAAAAjQXRMj0K6q26ePjMC9p/4d7rnOK8D48iDm9aNHFwDystOuKWpb28eWrnyhlebrZGGtpW3aefTSclaNAYWVpaSmEWJpNpbGwshYkkx9zcXDol4qTzLwKE69q1K1lDOTo6SqixEEpKSu3btydlKOG0tLTIesd26NCByWSSMhQAAAAAAACNCKn3mXQtq+6DJy3ceCTi4Ye84uzkexcOrJ7obERHCKGqwk9PHr2DorPNl4ODgxRm6dy5c2MvsM9kMqVzR92lSxcpzAKE8/DwIGWc9u3bi3UU14ABA0iZt3fv3kpKSqQMJZKnpycp45B1zQEAAAAAAGhcJHGrzC39+iLqxJ5/Nm/asP6fkAeZstzsCORGz549pTBLr169pDCLpEnnVTSNa9XYdezY0cbGhvg43t7eYrV3d3cn5RissWPHEh8EIy8vLxqNaF05Op0+atQoUuIBAAAAAACgcSErAcQrS4u/fmLrkslDuplra7bq4um7YPOxq8+/lnARorHMug/3D9x/6dh0K5KmA41Px44dzc3NJToFhUIZMWKERKeQjpEjR0p6Cjs7O9gCJg+oVOqKFSsIDtKyZUs/Pz+xuqioqCxYsIDgvI6OjtJcTWNjYzN69GiCg0yYMMHU1JSUeAAAAAAAAGhcCBWBrspNirl5525MTMzd2LiUol/OtaOomHTu5d6/v0d/j77drTTIOm4eNFoUCsXPz2/lypWSm8LNzU2sXTByq23btg4ODs+fP5fcFBMnTpTc4EAs7u7u/fr1u3XrFr7uFAolKCiITqeL23HChAmhoaHJycn45qXT6evWrcPXF7elS5feuHGjoKAAX3cDAwPiaS8AAAAAAOkoLS19/vx5dnZ2VlYWh8MxNDQ0MDCwtbVt7DVPgQwRSsx82PtH/8DXtR9hGtj1dO/v0d+jv7tzWx2xb0hA0+br67tjx478/HxJDE6hUJrSrd38+fMlt7nGxMSE+EoKQKIDBw54enq+e/cOR98FCxbgK+hDp9NPnDjh7u6el5eHo/vGjRvt7e1xdCTC0NAwJCRkxIgROA5SZTAYx44dI2XjGwAAAACA5HA4nNOnT1+6dOnBgwd1P/NQKBR7e/tBgwZNnjxZS0tLJhGCxouMlTl07TZO/Tz6e/Tv7+7awZAJh72DBigrK69atWr27NmSGHzkyJFE6kx/+/YtKioqKSnp+/fvBQUFWlpaenp6tra2Hh4eEt0wEhUVdeTIkc+fPxcXF//48UNFRYXFYnXu3PnPP/90dXW9d++eJCZdu3YtjgUjQHLU1NROnDgxZsyY1NRUsTpOmjRp4cKFuOc1MTE5efKkj49Pbm4u9l5UKjUgIMDHxwf3vER07dp19+7ds2bN+vHjB/ZeysrKBw4c6Ny5s+QCAwAAAAAgiM/nX7hwYc2aNV++fBHSJj4+Pj4+fseOHX///feMGTOkdiIHaAIofD4fd+fsmCNXymz7u3U2UW3c5y7VyM/PJ3JBsFBXV+fxeKWlpRKdRW7x+fzRo0ffvXuX3GF1dXVjY2N1dHRw9L179+7//ve/ly9fNtSgY8eOS5cudXNzIxDg73g83ooVK44dOyZkIYOCgkJ1dXVDzxKxdevW8ePHS2JkOaekpKSiooIQKisrq6yslHU4vysqKpo2bVpMTAyWxnQ6PSgoiJStfOnp6b6+vomJiVgaq6mp7dmzh6xDxHB78eKFn59fdnY2lsYmJiYhISESOlyPQqEIVhVVVVUVF8NJlyKwWCwKhQIXSiQWiyVI0xcWFnK5XFmHI9cYDIaamlpBQQGPx5N1LHJNcKEQQmw2m81myzoceaetrc1msysqKmQdiLwTfPbmcrmFhYWyjqVB+G4QSMfhcER+d8Vms6dPn3758mWxRm7fvv2ZM2dE1sGg0WjKyspijQyaJEIrgAzcJk0hKxDQPFAoFEmU6VFXV2exWOL2Kigo+Ouvv27fvi28WXx8/OjRo/v06bN3715Sllk+fvzY29u7vLxceDMJZX8QQsuWLevRo4eFhYWExm9i2Gz23bt33759m5eXR6FQ9PX17ezsnJycSF9FpaGhcfbs2cjIyKCgoM+fP0uzemEAACAASURBVDfUjEKhDBs2LCAggKy1aXp6eh06dEhKSsKS/m7RooW1tTUp8xJhampqbW2NMQHUpk2bFi1aSDokAAAAAADcsrKyvLy8MH4hV9vr16979ep1+vTprl27SiIw0MQQWgH0r6rvSfcfPEt4m14q4n5Vr9efM1x1iU4nSbACSNIePHgwYsQISVzkefPmLVu2DHv7d+/e+fj4fP36FXuXli1bhoaGtmnTRvzofgoODl62bJmk32Yi9erV6/z587KNQfrEXQGUnp6+cePGS5cu1f3GhsVi+fj4zJ07V1NTk/Q4k5OTFy1aFBcXV/cLbRUVFV9f3yVLlpC11jc3N9fX11esiuMaGhqHDh3q1asXKQHg8ObNGx8fn7S0NOxdzM3NQ0NDrazIP4kSVgCJBVYAYQQrgLCDFUAYwQogscAKIIxgBRB2wlcAVVRUDBgwQMiOBJE0NDSio6OFHPILK4CAANEEUPXnS3O9Ju15UYSlcfvA10mr2hGZTtIgASRRXC63Z8+eHz58kMTgdDr94cOHrVq1wtI4Ozvb3d09KytL3Fm0tLRu3ryJe+VFeHj41KlT8fUl3YULF3r27CnrKKRKrATQ8ePHAwIChC/W1dDQ2LdvX9++fcmKkM/nb9q0adu2bcJv+YyNjY8ePdqxY0eC01VWVg4ePDghIUHcjnQ6PSwsrHv37gQDwCEtLQ1f4Wp9ff2bN28aGRmRGw8kgMQCCSCMIAGEHSSAMIIEkFggAYQRJICwE5IA4vP5fn5+ly5dIjiFtbV1dHR0Q7siIAEEBAjW7kk/MGlcTfaHylBV1xBGjdlESgUBfCIiIiSU/UEIcTicbdu2YWlZWVk5btw4HNkfhFBBQYGfnx++DwTv37/39/fH0VFCdu7cKesQ5NeaNWsWLFggcqt2UVGRj49PSEgIKZPyeLzp06dv2bJF5P1eRkbGkCFDcJ8cX2PGjBk4sj8IIQ6HM2XKlMzMTIIBiIvNZo8bNw7fsWU5OTl+fn44jg8DAAAAAJCciIgI4tkfhNCHDx/Wr19PfByS/Dg+mEKhaM64I4VeQAzEMjLPdm68W4EQ0uw6/0JSTim7tKhQmEeLCe2dAY3dwYMHJTp+WFgYlu8f9u/fj2N7bY3Xr1/v27cPR8eJEyfK1Re5sbGxYm2iaT6OHTu2a9cujI25XO7ixYtJqWseFBSE/c9/ZWXl1KlT3759i3u6qKioK1eu4O7+/fv31atX4+6Oz+7du4m85Pj4+EOHDpEYDwAAAAAAEdXV1UFBQWSNFhwcLKSOpJTRFJlMJkNBzHwDvl4AO0KXtjQ5OQ0hpOyxLWLLiPZ6yvDvBBqWmpoaFxcn0Sk4HI7IsvkFBQXY7+0bsnPnTrGOzUYI3b59++PHjwTnJRefzw8PD5d1FHInLS0tICBArC7V1dUzZswoKysjMm9cXNzu3bvF6lJeXu7v749v1wOXy123bh2OjrVdunQJ3wIifPLy8vDlXmvbtm1bQUEBKfEAAAAAABB0/vz59+/fkzUah8PZunUrWaMRw/C5WFFRkb1LvIOU8fUCYqAFBgbi7vzt+tZdd7KQ87zDfzqQU49U1qSw15fJZPL5/Ga4DeHChQt37kh8MZ+CgsLw4cOFNAgJCYmKiiI4S1VVlZ6enoODA/YukydP/v79O8F5SUelUr28vGQdhfQoKioKympwOJyGDllbunRpUlKSuCOz2Wwmk9mjRw/csU2dOjUjI0PcXrm5uWZmZu3aiV1b7d69e/v37xe3V11cLldqR8IHBweLPLNPpB8/frRo0aJTp06khIQQolAogh31PB5P5J5BwGAwKBQKXCiRGAwGjUZDCFVWVsr80AA5p6CgwGAwKioq4EIJJ7hQCKGqqqqqqipZhyPvlJWVq6qqJHcea5Mh+AvI5/OxnK0hK3JS+IbL5da7FWDdunXkfkmcnp4+a9YsKvX3pRlUKlVRUVHc0VIiN+46E89v09W44N7R3ftPRT1MTi+jqOjoayvREEJ8dubrx3euXbpy/23mD3UzU81aE/CTzq7Zf+FpuamzteYvQ5mhj9eP7T987sbD+PfpudWarUzUFert9Tly484zd36O8FPBg/2bjl69l67R3c5A0JedlfT8Ueytq1dvP3/3NatcybilFoNS3wsROnuzQOjl6urpkRUHaPKePn0qhVmePHkivMG1a9dImSgqKurPP//E3v7du3ekzEuuFy9eyDoE+VJaWipyEVlDTp48OX/+fAqFIrppHR8+fHj27Bm+eUNDQ0ePHi1uL+JpUIGbN29yuVzBnaqkkRXz9evXJ0+eTMpQAAAAAAC4VVRUxMTEkDtmfn7+kydPnJycSBntU8SGwGCduQbFSxevePrzCAcVuzkXoler7R/ptepO5n9pLbrpiP0xYRPN/v0szEs8ExgYruHvvHig2c+hArqZnZ47+tC7n6suGC0HbIkIn9mBXqeXbsmTDYHhlbaUwQNXtq0dVd7FoJmBN3jd/5m0CiH0IzUiyP+vjbfSa6W2Kaw23lsvH59s9V+2A9vszQKhXVsavft0RgjFPX4MXyQAUUhc3ChEYWGhkM1ZP378wH2b/Zvnz59jP0Tj3r178vklUklJiRyuS5Kh6Oho3Kvz0tPTX79+ja/v9evX8XVECD179gzHnqZ79+7hnrG2vLy85ORkUoYSrqysjMjZqLU9fPgQvv0GAAAAgMwlJCRIYgOKyG/ExfRt7+wV8ZqDAg5dvHEjbNvUTixUnrjjjy72A5a/NJm27XTUzYhDi/saUDlfL85eEib8qOv8k/7jDn1uMXL53nPXb0UcWz3SSunHt6i5Pv97U09j1cFeAxgIJYWHp/7yeGF4WDQX0Xr5eJsg9OPxsn7Dgm5lqHUav3znkVNnTh7ettTbTr3k7anpozf+NqpYszdZxBY8mU0J9N0x+Pjp+X/7Oe/qo05STKBJktqBQenp6bq6uvU+lZWVRVYihsvlZmVlWVhYYGlMpOa0pGVlZenBUr7/ECkwLOhua2uLoyORBWJcLvfjx49du3YVqxeJP4/p6el2dnZkjdaQjIwMss54rqqqysnJadGiBSmjAQAAAADgI6H7I3yHHTeMw2GNPP8sbJQuQgi5u3ejvm81J7bgS7r9mhexK+zoCCHUr49Bttng49+fPk1GXt0aHqrwyxfLmTHPdvXSQAgh1HeQq4az9ZxHr+/c/b6qbZ07EtZgr/7MSxHxly9/WzavZc0Yl8Oiq5Ci+/gxhgihhydOpPKRxezwBztc/itKM2lKV5rJsNCE6HsFAW218M7eVBGs26wxaPfljb213u8e7jRmzaU3xbD9GjSkvLxcOhOVljaYeCZ3tUt2djbGlt++fSNxXnIJuVzNUE5ODpHu2N8Ssp23qKiIxL36uF+1WGT1wwsAAAAAICESWolP+ucc62kBo35+vW7s7GSGEKIPWbTQrmbnlLKLSyeEUH5+vvChlActX/Nv/gUhhCit+ru3Rgg1sIVDbbBXfyZCz8Mv/8yUCfI/TM/xI7URQlz9fou3bNm+e45L7ZLEqtbWRgihgoLfzocWb/YmSowVQF9OTJ0a8qWeJ6q0NND75HOrRpxbzdRuYW7eylCdXm8ZjFYTDh0a3wpXnKDRw1cbBYe6Nc8kFAP2uidCQpI5eY5N+gheDdylcAjW0BG3O7n/6NIpANQYYwYAAAAAEEJCNSJIH7Z169a1/1dFRQUhZNGuHbPWg6qqqliGsunR49eCzsL7qQ7x8mBcDn94OSJvlr8OQggVXw67VYVURvgMYyGEEK3d8Pm/HIZSXZrxPi488HC9u7rEnL1pEiMBVJ765PZt4RUueJX5397kf2toE117ZymtAQFySFVVtbCwUHQ7wtTU1Bp6ysDAgMSJDA0NMbY0NzcncV5yNcdfew0j+A7B3V1fX5/IvOJ2Z7FYysrK2ItYCYf9B4EIWf3wAgAAAABIiIQ+kBgZGZE7YL3fnAkOFhSXuHvwWYO93BnhkffCrxT6+2kiVBwZdouDNEaPH/zzFqby691TJy7cfPAi+X1Katp3dj2HreGcvUkSIwGkZt1z0KBWRCZrad3gnTlo8oyNjaWTADIxMWnoKX19fTqdjrvKb22KiorY70ilUCEFN/g9WFv79u1l0p3IvHQ6/bevZbAwMTEhqy67kJ84EhkaGiooKJDyjRaTydTR0SE+DgAAAAAAEQS/ApTysKQQe003a/Aod0ZkZMzlayV+41iC/I+u7/j+/2af+OkXprj5HPlUiRja1p269Z0w0sq6rX0Pq8Q/e66qe3oIbH1AYiWAWnrvifSWXCSgibOxscF9RhJ2urq6WlpaDT1Lp9OdnJxIOW3RyckJe9q7e/fuZCWeyKWlpSXkcjVDvXr1UlJSwnccg7m5OY5EjMCAAQOWL1+Or2+PHj1YLJa4vdzc3EhJABkaGtrY2BAfRyRlZeWuXbs+fPiQ+FCurq4KCsQOQAAAAAAAIMzOzk5RUZH0w0k7d+5M7oAypTbUqz89MuJmeFTFuIGRYTc4yGCsT59/P8mVRy6acuRTpd6grRFHZnXVrfl89zUFMj0NgSsDpKR79+7yMIunpycpE3l4eIjVnuDSEglxcHCQdQjyRUlJaezYsfj6+vn54Z63ZcuWvXv3lua8AwYMwDdd3XGkVt6LrB9e4q+dzWZfvXp16dKlQ4YMadu2rYqKCoVC0dXVdXBw8Pb23rx58/Pnz8k6swwAAAAATZW6unqPHj3IHVNFRcXZ2ZncMWVLfYhXPzpiX798K+9K2I1KZPrHeJf/tqS9vn+/CCGbaRvm1cr+IAzFqJsxSAABKenTp48UFt3169dPeAMvLy/ip55raWl5eXmJ1WXt2rUEJ5UEV1dXWYcgdxYsWCCobCeWli1bTp48mci8K1euxFGZuGvXrgMHDsQxXffu3e3t7XF0rI1Go02aNIngINiNGTOG+II1fX394cOH4+7+4cOHOXPmtG3b1s/PLzg4+PHjx9+/fxdUUyouLv7y5cvt27c3bdrk6enZpUuX7du3FxcXEwwYAAAAAE3Y4MGDyR2wf//+TCZTdLtGRH2IlzsDlV0LmXfqRiWyHufjUPPlo4aGBkKoOC+v9iIq9ptdAYc+I4T4fDijvC5IAAEpMTY2dnJykugUysrKgwYNEt5GRUXl77//JjjRggULxN104+joSPx+m1w0Gm3IkCGyjkLu6Onp7dy5U6xVLQwGIzg4mE6ni27asHbt2om7C0xLS2vfvn34pqNQKKtWrcLXt4aPjw/uXW84qKurz507l+AgixYtUlZWxtExPz9/9uzZLi4up06dKi8XfaBBWlraunXrOnfuHBwczOU2XI0QAAAAAM2Yj48PiSddUKnUefPmkTWa3GAN9XKno+ILoZGVqN14n44/n7Fy97CgoqxDfsNXHbt693705ZDt8z3adprzpFodIfT+esjt+MwymcUtnyABBKTH399fouP7+PhgOdNKW1ubyFokCoWCr4JsSEgIwRwBudzd3eW5RJwMDRkyZPXq1RjfJAwGY//+/R07dhTdVJSZM2dOnToVY2MNDY2QkBAiBZidnZ19fX1xd2/VqtWyZctwd8fH0dGRyJdaKioqXbp0wdExJibG2dn59OnT4m7sKi4uXrp06dChQzMzM3HMCwAAAICmTVlZecmSJWSN5uXl1aFDB7JGkx8aQ736/p+9+w6E+v8fAP66O+6OOCsioxCV9iCjdKXsik8kbUV7qFTaEu29S3tHSxSyEi2jlFJZKSQ7DeO4u98f16+vjPO+973f7zu8Hn/V3Ws875zzfj/fr/fzRQUAANLQ6VN7N3iCbOh7fa+1lkTufV83+1HmFg4zlx9O677o9stHK/tTQM2TrWNN18eJKGhxRfHx8RF1DGIEXfFXgdDpdC6XK4b1gAmgo6MTHR1dWFiIx+CdOnUKCAhoNQG0Z8+eNWvWCLkeMCQkhMvlCnp7raysrKmp6fXr14WZGkNHjhzBfJNI5D5+/FhQUCAvL09kOV4ul/vkyZOcnBwVFRX+nwFDQ8M+ffrExcXV1NTwaaapqXn16lUmk4lVhBYWFsrKygkJCfy3u+rTp8/Nmzf79esn5HSjRo168eLFly9fBO0oIyNz8+ZNLS2tZp/9/v37mzdvJCQkkCRkkQsLC5syZUptbS3qEerq6oKCggYMGKCtrY2819mzZxcsWIBk1U9LCgoKbt++bW5uDlOuNBqNRCIJ80PsIGg0Gu+e0JqaGriAnT8JCQkajVZdXQ3fKP54bxQAoK6uDvOKs+2PtLR0XV0dJltPtm+8RbVcLpf/8ZJooVv5izk2m93SiuB+/fo9fvw4Pz9fyClUVFQuXLjQ0m0KZDJZUlJS0DFJJJJiz+FMJrNvF3LDB6W7DWUymUO7STd8kKTSh8lkjuil9PeBLn2ZTOZwfYUWhwKARCLRNAczmUyj7p2a6fUHXVtbja41hPnf7NlWOv9sLC7Z1XjaghlWRkOGDDW1meG5wX/vDi/HvgqqZi7OI/ro9Rnh6Gg1SFMG4ewdAgn+vWyorKwM7zdETk6Ow+H8/PkT11nEVmpqqrW1NR43RGzZsmXhwoX822zfvn3fvn1Yzbh8+XIUKyDu37/v7u4u8kOK8ePHnzlzhsgZORzOyZMnAwMDP3782PDQk0KhaGho2NnZLV++nHcbL7Z+/frl5eUVFRXVtBqLnJzc2LFjd+/e3VKeIj8/393dPTU1teknVlJScuTIkadPn0ZRMKhVhYWFe/bsuXv37o8fPxo91bNnz4ULF7q4uKAoGNSs379/L1iwICwsDHkXVVXVixcvNlr0lJ6efuDAgbi4uIqKiobfop06dTI0NJw3b96YMWOEiTM0NNTDwwOTXxwqlXrp0iWEVbdPnjyJeoO2RhgMxt27d4VP27VpDAaDRCLB0kitYjAYvBWjFRUV8BZC/mg0mqysbHl5Oay8zh/vjQIAVFVV8SqXQXwoKSlVVVURcGG4reMtimez2RUVFaKOpUXoVu5jjsVi8bn+UVJSwmQy8/LyUI9Po9FCQ0OHDRvWUgMKhSImuTBItGAC6B8wAUSA5cuXX758GdsxNTQ0kpOT+Z8SBwYGLlq0CNt5Dx8+jGLTqMzMzHHjxomwOL2kpGRycjKRy39Onjy5bds2/kecFArFxcVl9+7dWN0ox2az3dzcwsPD+f9Sk0gke3v7s2fPNnywvr5+3bp1ly5d4p9xoNPpK1euFL4wTbPq6uqeP3+enZ1dVFQkJSWlqqpqaGgo0NIVhDgczrZt244ePYokvWJsbHz69OmGK1ny8vI8PDxSUlL4d9TS0jp27Bif4xI+kpKSHBwcMFw4KS0tff/+/Vb35gsJCZkzZw6GfxSUlZWjoqJEuPJO5GACCCGYAEIOJoAQggkggcAEEEIwAYQc/wQQAODdu3f//fcfulsleBUJJk6cyKcNTABBPDAB9A+YAPqroqIiPDw8MjIyKyurtLSUd/5pZGRka2srzN7hNTU1vXr1EuZmimaRSKSQkBA+55YFBQVDhw7FfN2NhIREcnKyurq6QL0CAwNXrFgh2psgLly4gNWm2vzV1NRYWVmlp6cjbC8nJxcREaGrqyvkvHl5eaampsgXJEtJST179oz3o8zLyxszZkx5eTnCvrq6utHR0XgsBSLG+/fvp02bhvBGMCqVun379hkzZvD+e/369WXLliE/7/Lw8Ni2bZtA4X3//n3UqFHCr4tupNWfWm5u7ujRozH/rh42bFhwcDBWC7jaHJgAQggmgJCDCSCEYAJIIDABhBBMACHXagIIAFBYWOjq6vry5UuBRu7SpcuVK1eMjIz4N4MJIIgHFoGGGquurt6zZ8/gwYOXLl0aEhLy/v37kpKSL1++JCYmHjlyxNbW1tbWNjExEd3gHh4emGd/AABcLnfWrFl8GkyZMgWPu67q6+unTJkiUJdt27YtWrRI5CUwNmzYQEAM5eXl/fv3R579AQBUVlYOHz788ePHwsz79OnToUOHCnQ7enV19eDBg1NSUpKTk42NjZFnfwAA2dnZ/fr1w6m4Fd5iY2NtbW2RlwFisVgrV67k3RXl6+u7ZMkSgU66AgICHBwcBIrQ19cX8+wPACA7O3vXrl18Gnh5eeGRqX/x4sW5c+cwHxaCIAiCoLZOTU0tPDx83bp1CKsoUiiUadOmxcfHt5r9gaC/4Aqgf8AVQPn5+dOnT3/79i3/ZmQyeePGjYsXLxZo8NzcXCMjI/ze4bVr1za7xXtUVJSrqytOkwIArly5YmlpiaTl+fPnV61ahV8kAtm5c+fs2bPxG5/D4QwePLigoABFXyqV+vz5c3RbXJWXlxsYGKC7Zk6hUCQlJdEVMuzcuXNaWhqRNa2F9+HDB1tbW3RfRw4ODnfv3kU37+TJkw8fPoyk5bt370aPHo3ThX0JCYlnz55179696VPh4eHTp0/HY1IAgJyc3MuXL1uq0di+wRVACMEVQMjBFUAIwRVAAoErgBCCK4CQQ7IC6K+SkpJDhw7dvXv38+fPzTZQUFCwtrZetmyZgYEBwjHhCiCIByaA/tHBE0CFhYVWVlbIFzJ4enquX78e+fiOjo4JCQmoQkNEVlY2Jyen6eNGRkafPn3Cb95u3bolJye32iwlJWXcuHHis/VG9+7dExMTSSQSTuNPnTr14cOHqLurqKi8e/cORUd9fX1RHYWYmpoGBweLZGoUqqurzc3Nc3NzRTL7sWPHnJ2dW202d+7cO3fu4BfG9OnTmy0Mb21t3WpVI2GsX78ep9JRYg4mgBCCCSDkCE4A1dbWBgYGPnjwICsr6/fv3126dDE1NXV1dW21ppjIEZ8AKigouHz5clxcXF5eHplM1tbWtrCwmDp1qqKiIgGzCwkmgBCCCSDkBEoA/fX27dunT59++/atoKCgvr5eRUVFQ0Ojb9++ZmZmgl50hAkgiAcmgP7RkRNALBbLzs4uNTUVeRcSiXTy5ElHR0ckjevr6zU0NPA+kL18+bKVlVXDRwoKCgYOHIjrpACAly9f8l+uwuVy7ezskpKS8I5EIPw3CxDGx48fR4wYIeRv08aNG5cuXSpQl1OnTgmUlMRceHj4kCFDRBgAcvv37xe0HA+GGAxGdnY2/zbl5eX9+vXDsPZzU9LS0unp6Y0qAb17947JZOI3KQBAS0srOTkZv/Sr2IIJIIRgAgg5IhNAz549W7RoUdNteshk8tSpU7dv387bZ108EZkA4nK5hw4d2r17d9PTXTk5OX9/fxcXF1wDEB5MACEEE0DIoUsAYQgmgCAeWAMI+uP8+fMCZX8AAFwud/369b9+/UI4PgFHsUePHm30yN69e/GeFADQ6u7yERER4pb9AQA8ePAAp5Hnz58vfC51z549gnbx9fUVclIhYb7THE4qKioQ3oSFkx8/frT6uxkaGopr9gcAUFVV1XSdGq5rjni+fPmCZNkgBEHiIzIy0snJqdlNmjkczqVLlyZNmoT3V1ZbsXr1aj8/v2bPdSsrKxcvXnzkyBHio4IgCIIATABBPLW1tegSJSUlJadPn0bS8t69eyjGF1RaWlqjR4QsJ4xQq7MEBQUREIagcLojj8ViCVT4uSXV1dURERHI279580bk1bVzcnIQpkRFKyIiQuTrEK9cucK/QVxcHAFhNJ2FmHnj4+MJmAWCIEzk5+fPnTuXf37n6dOnmzdvJiwksXX16tXz58/zb7N161b4HQhBECQSMAEEAQDA48ePBdr2qCGEV8szMjLQjS+QX79+NTo+I2ZvJv6zsFismJgYAsIQ1IcPH/DYHO3KlStYLcU/c+YM8sbicOTN5XJPnTol6ihaFxYWJuoQQH5+Pv89AV+9ekVAGI02W2WxWK1WwccErjWGIAjC1q5du5Ak98+fP49rzUHxV1NT4+/v32ozDofj4+ODfzgQBEFQYzABBAEAQHR0NOq+6enp3759a7UZYUUfnj9//vffNTU1xKzHrqur43Mq+/HjR/FcFcJisZpdzS4kYT5OjQi0kgiTZUfCI2bRmZAaZT1Egsvl8llrU1NTg24LOUHl5OQ0zFd+/vwZj6xoU1lZWQTMAkGQ8GpraxGuYq6vr7916xbe8YizR48eFRcXI2n55s2b9+/f4x0PBEEQ1AhMAEEAACBkFuDLly+ttiGsjGXDXY3wyG60hM9FPyQJMlEpKyvDfMyioiKshhLoNiUx2de2pKRE1CG0gs1mi0mQfBYGlpWVEbanz48fP/7+t7S0lIBJiZwIgiAhvXv3jv9yxYYSExNxDUbMCVTuUAxrI0IQBLV7gu0eB7VXQp6KILnaQ9h+c9+/f//7b9T3taHAZy5xPtPDI2mC4U4QAtX0qaurw2peYYj/Dkfis68Qn9wxkem8qqoqeXl53r8J2/NFTPKVEAS1SqA/4mKSXhcVgV6+OB8dQRDmKBSKaDcKJJPhyg8IAJgAgngYDIYw3eXk5LCKRHgNd3Tm7XhKDD5zERmGoOh0OuZjNtpUWxgSEgJ8R1EoFHHIa0hJSYk6hFbIysqSSCTCcrJ88NmZFY9PJpK5eHtvE4CwiSAIEpJAx0hCHlC1dfC9gqCWUCgUCoUi6iggCN4CBgEAAFBVVRWmu5qaWqttCMs6Nwyma9euxEwKANDU1GzpKSHfXlzhkZxSUVHBaigZGRnkjYlMGfChrKws6hBaQaPRFBQURB0FAAD06NGjpacIOzGgUCgNP2aEpbPF5EcAQVCr9PX1kZ+2GRgY4BqMmOvduzfyxr169cIvEgiCIKhZMAEEAQCAmZkZ6r6qqqq6urqtNsNwVQh/pqamf/8tLy9PTK6dTCbzWcugq6sr0EoWwpBIpO7du2M+bP/+/bEaik9arSl1dXWs5hVGnz59RB1C6/T19UUdAgAAjBgxoqWn5OTklJSUCIhBQ0Oj4WIcbW1tEolEwLza2toEzAJBkPAUFRWRHyaNGzcO12DEnJWVFcLljcrKysbGxnjHjSX3PwAAIABJREFUA0Hig81ms0SKmD0uIPEHE0AQAABYWlpKSkqi62tjY4PkfElLSwvd+AKhUql/a3nwKCoqEjAv/1kUFBSGDRtGQBiC0tLSwuN+pQULFmA1lLOzM/LGS5cuxWpeYSxatEjUIbTOyspK1CEABQUF/osH+/btS0AYjWaRkZHp1q0b8fNCECTOVq9ejeRQx9zcvOFVqA6oc+fOc+bMQdJy5cqV4nltDIJwwmaza0WKmJ2RIfEHE0AQAAAoKipOnz4dRUcqlYrwdHf06NEoxhdU0ztKhg4dSsC8gwcP5t/A3t6egDAEhdNxaufOnTG5641MJs+YMQN5eycnJ5HXt1NQUMBjURXm7OzsRP5etfqdMHz4cALCaDoLn3VJGCJmFgiCMDFs2DBPT0/+bZSVlQ8dOkRMPOJs7dq1AwYM4N/G2trazc2NmHggCIKghmACCPrDy8sLxWKZ+fPnI7xavnDhQgJurHBxcWn0CDHLMVqdZdq0aUQWJEJo7NixOI28detW4QcZN26coGV97OzshJ9XGOvWrRNtAAhpa2sLtLoKcxISEnv27OHfhoC0KZlMtrW1JX5eBoMxcuRIvGeBIAhDa9euXb16dUup8x49ety7d09M7kQWLSkpqcDAQD4Z/IkTJwYEBIj8IgQEQVDHBL98oT+UlZXPnj0r0I1g5ubma9euRdi4c+fOOjo6qEJDSkJCYu7cuY0eHDZsWKObwjDHYDBaXUpDp9ORv1fEkJOTs7S0xGlwBwcHIRfCSEpKoriUevbsWRHusKCqqjpr1ixRzS4ob29vEW5YNmPGjFYrfPfo0cPQ0BDXMEaOHNk0Mzty5Ei8z+IcHR1FuxcsBEGCIpFIq1atioqKsre3b/jlqaent3nz5kePHvGpat/RKCoq3rp169ixY4MHD/578U9CQmLEiBHXr18/ceKEmGzaAEEQ1AHBBBD0P2ZmZmfPnkW479KoUaPOnTsn0P3bfn5+aENDZNy4cc3Gg/ciIITjT548uekCJRGaOnUqrqeg9+7dQ73RNYlEOnnypLS0NIq+58+fRzfp36nRdZSQkAgODhZmaoJpaGgcPHgQ9esVJkWiq6u7c+dOJC3xruu0bNmypg9SKJSFCxfiN6mEhESbKBQFQVBT/fr1O3fuXFZW1vPnz2NjY9PT058+fbp48WKY0m2ETCY7OztHRERkZGQ8fvw4ISEhKyvr9u3bFhYWog4NgtokFotVXV0t6iig9oDE5XJFHYMYKSsrw/sNkZOT43A4P3/+xHUWYbx//97LyysxMbGlBtLS0kuXLvX09ESx1MLExCQrK0u4AJtHpVIzMjJa2mtMX1+/oqICj3nl5eUzMzMRNq6trXVycnr+/DkekQhESkoqKSmpS5cuuM7y+PFjZ2dnDocjaEdPT8/169ejntfX1/fw4cMoOq5cuVJaWhrF/WskEunChQs2NjYoJhWt3bt379q1S9BeAwcODA4Otre3T0tLE7SvnJzc69evEW4LyOVyx48fj9OvzJgxY65du9bsU7W1tcOHD8/NzcVj3tmzZyPMf7U/DAaDRCJVVlaKOhBxx2AweAn0iooKNpst6nBaUV5e/u7du2/fvlVUVMjLy6upqRkYGBCzix8AgEajycrKlpeXo/hb06Hw3igAQFVVVVVVlajDEXdKSkpVVVXwfLtVvD1w2Ww2TofZmOCzUS+RWCxWbW0t8vbfv38PDQ2Ni4tLS0vLzs7m9aVQKJqamgYGBiNGjLC3txdo2woKhYLu2irUzsAE0D9gAuivhw8fBgUFRUdHNwzVwMDA1tbWzc1NRUUF3bA5OTkmJiZ4HKX5+fnNmzevpWdjYmJwWn1z48YNgepb19bWLl++PCgoCI9gkFu/fn2r9SwxkZyc7OjoWFNTg7A9mUz29/d3d3cXct5jx45t3rwZeXsSibRt2zbevFeuXFmxYgXyTymVSr1x4wYxFYvxcPHiRW9v77q6OoTtx40bd+TIEd4xxLRp0yIiIpDPpaOjEx0djXCZIc+HDx/GjBkj0DETEp06dYqLi+Nz5BQbG+vi4oL5XwQ1NbX4+Hg5OTlsh20rYAIIoTaRAGKxWJcuXbp7925SUlKjICkUytChQx0cHKZPn4730hiYAEIIJoAEAhNACMEEEHLIE0AFBQXbt2+/ceMG//YkEonJZG7evLnVvWh4YAII4oEJoH/ABFAjNTU16enpmZmZcnJyffr00dTUFH7Mo0eP+vj4CD9OQ8OGDQsNDeXfZtmyZVevXsV2XldXV3Rbfly9enXHjh2FhYXYxoMQiUR6//49YZdnS0tLp0+fnpyc3GpLDQ2NgIAArDZui4iImD17NpI9L6lU6pUrV5hM5t9HIiMj3d3dkRwiKykp3b17t1evXsKEKnIXLlzYtGlTq6+XRCLZ29sHBAQ0XP136tQpPz+/Vo+SKRTKlClT9u3bhyK82bNnh4SEoOjIx/Tp01sNBvVSspZISEjcvn3bxMQEwzHbFpgAQkj8E0D37t3z8fHJy8vj30xTU3Pjxo2Ojo74RQITQAjBBJBAYAIIIZgAQg5JAqi6unrHjh0nTpxA/tkjkUiOjo5+fn4aGhr8W8IEEMQDE0D/gAkgHi6XGxIScvPmzdjY2IZrN3R0dGxtbefMmdPqVwx/8+fPv3XrltBh/qGurp6cnIykGpG1tXVKSgpW8w4ePFigtQ+NVFdXX7p06d69e8nJyY2O76WkpGpqanD9KJqYmNy7dw+/8Zt69erVwoULs7Ozm31dSkpKvr6+kyZNwnC6GTNmfPv2DWF7dXX1S5cu9evXDwDw7NmzWbNmlZeXI+yrra19+fJlfX19lLGK2qlTpzZt2oT8JHPs2LEnT57knUjw1NfX+/j43L17t6ioqGl73o5X+/btQ1eOPS0tzdraGkkiTyB0Oj02NpZ/0VY2m+3u7t5qchkhEom0f//+qVOnYjJaGwUTQAiJcwKIzWZv2rTp1KlTyLvMmTPHz89PoKKByMEEEEIwASQQmABCCCaAkGs1AVRYWOjq6vry5UsUgyspKV28eHHEiBF82sAEEMQDE0D/gAkgAMDr169XrFjx5s2blhrQaLR58+Z5e3sLtGVYI1hd0ldXV3/y5AnCeiIcDsfKyio1NVX4eQcMGPDw4UNMNjEtKyvLysoqLCz88eOHsrKyiorK7t27o6OjhR+Zv4cPHw4aNAjvWXiKioocHBz4l3+Sl5c/d+4cJjdSPX361MXFBfl9ZzxSUlJBQUGVlZVubm6CphsYDEZwcHDfvn0F6iUOtm7dimIVm4GBQWhoaMMcEE95eXlYWFhubm5BQYGioqKurq65ubmuri7q8Dgcjo2NDbqDoVaZm5u3molmsVjz5s0TPgdEoVC2b9/u5uYm5DhtHUwAISS2CSAOhzN79uz79+8L2tHS0vLixYt47NIIE0AIwQSQQGACCCGYAEKOfwLo9evXzs7OyK9cNkWj0Q4fPjx58uSWGsAEEMQDE0D/gAmg4ODgxYsXIzlzNjU1PXfunKKiIuq5fH19jxw5IswbPmzYsLt37wp6UXHu3Ll37txBPSkAwMHBISAgQJgR+Pj+/XvPnj0JOJDt27dvbGws3rMAABITE//77z8ktz2TSKQtW7YsWLBAmOk+f/5saWmJfP1OQwoKCiwW6/fv3yj6amhoPHz4UFlZGUVfUbl+/fqSJUvQ9R07duylS5fwOJ1rKCQkZPbs2fiNHxgYOGrUKP5t2Gz2tm3bDh8+jPrLSkFB4ciRI5aWlui6tycwAYSQ2CaA/Pz8Dh48iK7vggULfH19sY0HwAQQYqJKABUXF+fl5UlISGhqagpz0EgwmABCCCaAkOOTAPr27RuTyfz69auQU1AolMDAwLFjx7b0LEwAQQBuAw81FBsbO2/ePITrJp4+fTpjxgxh7svYtGlTSEgIuko0VCrVz88vNDQUxZLyU6dOnTlzBuGioUY6dep05swZ/LI/AAB/f39ijmLfvXuHLksikLy8PEdHR4RF77hc7qZNm+7evYt6Oi6XO3/+fNSvq6KiAl32BwCQn59PTF1trHz+/HnlypWou0dGRuL6i8CDbQkedONTKJSNGzcGBQVpa2ujmMLKyiomJgZmf6B24PHjx6izPwCA48ePE7C4FRIT9fX1Fy9eHDlyZJ8+faytrceMGdO7d28bG5vQ0FB47RmCGqqurnZ1dRU++wMAYLPZc+bMyc7OFn4oqB2DCSDoj2/fvnl4eAh0pfHFixdCXs0bNmzYhw8fvL29ke8KJCEh4ejomJGRwWfPr1aNHz8+KyvL3d0d+e4kNBrN3d09Kytr/PjxqOdFgrDSPFwud8+ePXjPYmNjI2iWcMGCBaWlpeimCwkJQVJtGicPHz588uSJqGYXlL+/v5CFdfbt24frUo4PHz68evUKv/EBAE+ePGm1ii3PyJEj4+Pjt2/fjrwCmomJSVBQ0OXLl4UsmgZB4oDD4WzZskXIQbZs2SJWC5ognJSUlIwfP37lypXp6el/H+RwOMnJyW5ubm5ubqivtUBQ++Pv749hidLv37/PnTuX8DQrt+htXFzck8zvyLv8zH4eFxeXVgTXbhIOJoCgP3bt2oXiXO7s2bPCp5lXrlz56dOnixcvGhsbt5QJolKpvXv35u05curUKXTrdxqSkJDYvn17fn7+gQMHBg4cSKfTm21Gp9MHDhx44MCB/Pz87du341TD8q/v378TsCrnr6ioKFzHP3nyZLNVgfmrr69Hnd0jIKUl5gEglJWVJcxKK56KioozZ85gEk+zUNQZERSHwwkLC0PYmJcFTk5ODgoKmjVrVo8ePUgkUqM2VCrV0NBw1apVT548uXfvXsOt5SCoTYuMjORTHBCh9+/fP3jwAJN4ILH1+/dvJyenpKSklhrcv3/fzc0NpgIhCACQn58vUE19JJKSkgje6QUAVvhaJpNpv0+ARFb6EWcmk7k6HN5nSTh8z2ahtqKkpOTatWsoOtbV1R07dmzv3r3Cx2BjY2NjYwMAqKmpSUxMLCoq+vnzJ51Ol5OTMzMzQ7d/EBJTp07l7cvz+/dv3nKAqqoqaWlpTU1NMzMz4TNNAgkMDCRyOoRrH1Dbv38/uo7x8fG/f/8W9M3Pzs5+//49uhmx8uzZs7KyMnQ3NhLp/v37mFwdCgkJWbFihfDjNIuY5VQJCQlz585F3p5CoTCZTF5mp7q6Ojc3l8Ph1NXVUalUKSkpTU1NvNPEECQSWG2HFxoaOm7cOEyGgsSTn59fw4U/zYqNjQ0ICJg/fz4xIUGQ2PLz8xN00xIktmzZYmdnBw9IoGbBjwUEAADh4eH19fXo+j548GD37t2Y7IfFQ6fTzc3N5eXleV9bBFTm5unUqZPI63TwuWKGh/r6+uLiYhUVFTwGLygoKCsrQ9eXy+UGBAQIWlInIiIC3XQYYrPZkZGRfLZgEBNYvVdv374tKChQV1fHZLRG3r17h8ewjbx9+xZ1XykpKQMDA16+r66uDtY2htorDofz8OFDTIaKjo6ur6+HpyXtVXFx8YULF5C03L9//5w5c4TZTxaC2rqysrKbN2/iMXJWVlZUVJS1tTUegzeHarfn+fMNFJXeRE0ICQHeAgYBAMCLFy9Q9y0tLYXFxrCSm5tL8Iz4VcwJCgoSpjuK29MyMjKEmREr/He7FxMYBonT207Y7ZAFBQVC1kKCoHavvLwcq9/HyspKFLcGQ21FeHh4XV0dkpbl5eXPnj3DOx4IEmf37t3D7wjk1q1bWAxT9v5xXFzKlxoAQE3hq5iwh7EvPhbXNLkyT+LU19TU1NY3LejDrS7++Or1pwpE3wvg96fEuLi4uPj3pVwAAGAXvomLi3ue03j37Eb1gxAGCf0Br8D8A3lJYNTIZDKJRGqp4oyoFBcXC9O9rKysX79+WAXD87e4Bp1O7zgbRhC5MytPWVkZTp9GIe8vKykpETQw1KWjsVVcXCxuv+CN1NTUYLhda3l5OR6vF+HOccLjcDgsFovBYKDr/vebikwmi/nPXRyI519AMUShUHj/oNFo4rC7ObbZ2IqKCl1dXaxG4y0motFoHedQAZ2/q64kJCTw+x0U6Ipgdna2yFdet4REIuH6RrUz8Isdnbi4OLEfPMHXwuF6361P99Wvdd0a9yfjIiGvbTJ91/m9Tjr/v4SPHbmBOe2u/PyoiuMW/9+1Kv3sUo8tQYlfftQDQKJ17mE2dduZ3U7dW1z2V/Nm/3jmipjvqvanH98eAQAAv+6tZM6P0vB6nrd7WMOW6UecmQfyrc//CpvZCXmQ0B8wAfSPTp06NS3qiQfkm14RQ8jtGOrq6vB7RQRX4REt4msistlsnH52P382TtcLpKamRtDAxGRXkaqqKnH7BW8E2zxjbW0tHq+XyDtEJCQkhH8JFApFzH/u4gO+UchJS0uLOgQAAEB9k3iz8Dhm6FCHCkKiUqlUKhWnwQWqZoLTnw+s0Gg0Ai4Mtw9kMlmcf5Ri6/Xr1/gN/u3bt2/fvqmqqmIwVuGlWQ4ZGT+k1QeamvaSLniZkJQRf9h56MudkbGrhzSfXimPWsZ0PJT2i9alv4X10G7k/GcRkTEHnYcm+YfHrBvazC9WfcbpSWNXxFQojj4YGTRbT/CkDYogOyqYAPpHRUUF3leQGAwGl8sV8twYcwoKCsJ0p9PpqKu9tEROTo53BlheXt5xLusRfzM8lUrF/GfHo6ysLEx3BoMhaGBCfoyxIi8vj9NbiiEJCQmszuikpaXxeL2ErQACALBYLNQvgUQiKSoqAgDq6+thDaBWycrKkkikHz9+iDoQccdgMHh/DioqKsRhBRC2p8E0Gg3DLw0qlSorKysmb5Q4o9FovFP0qqqq6mq89t0RaDWljIyM2P65VFRUrK6uxu+Najd4VfDYbPb37wJsAE4w8dyag81mf/78GdcpcnJysEkAFWVkSOhMuRx+bqoeFQAAKp/vchq/JurJJq+zU2PnNVMHsv7FjoWH0n4pMf3DgtcZMgAAgFMascDE9tRTnzVnZ0YvaNSH8/n69DHzQooZJtsigpf2RbWaTOAgOy6YAPoHl8slINdAzCwC0dLSQt2XRCJpaWnh94rE8O3CD36bnbUEv59d3759hemOIrAuXboIMyNWVFVVxfwTSyaTlZWVCwsLMRlNTU0Nj9erpKREJpMJOKOj0+kyMjLCv4QO9U0lJPhGtarhWyQObxe23654fEnCX8BWEfOhGjZsWOuN/p+RkZE4/9Tgh0og8L0SVFVVFbaLK5vC8LqUyowjZ/4kVgAAcsarr+2M6z77waNte5/O22fauHXpFZ8jmYBsuO7sn+wPAIDc2WrXBtuzs0ITYhLqFrg0vOL9LWTemOnX8+iD1oY+WDsU/VIywYLswGARaAgAAMaOHYu6b79+/cTkxLsd6NWrF8EzGhkZ4TTyxIkThdkbbsaMGYJ2MTQ0RD0dhvB7SzE0dOhQTMah0+mY1//iodFoGhoaeIzciI6ODoabGEJQuyQjI9O7Nzabu+jo6PAWzUHtkrm5edeuXZG0HDx4sL6+Pt7xQJDYIqDsA3YJJvVp7jb/LsvpPG2hsywAX5KTm6kjm/rsWTUA5jNnav/zsNykU29SUxO3jW7wGLcsesXYSaez6oG0heeqEcJcCBcwyA4MrgCCAADAzMxMRUUFXSloR0dHzOPpsEaPHn3+/HnCppOWlha0EEB5efm+fftevHhRWFjIu9WfQqEoKir27t177ty5xsbGf1tSqdRevXqlp6ejCIxOp1tZWQnay8LCQlJSEuH+IziRk5MzMTERYQAI2djYhISECD+Oubk5fjVKhgwZ8uXLF5wG/wtdLozNZr99+/bt27efP3/mFZ+iUChycnI9evQYPHiwpqYm1mFCkIhZW1u/f/9e+HFsbW2FHwQSW1QqdePGjQsWLODfjEKh+Pr6EhMSBIknAkq8ycrKYjSSXtNsrWSvXroApGZnZwOg8u9TpVlZlQAwdHUb33onpdZ7gNq/D8Wtd4mokVRQqKuoCNm0Oc750EgpYoLsyGACCAIAACqV6uXltXr1akE7qqmpzZkzB4+QOiYrKytibnvhQb7giMVizZ07NyoqqtnKLOXl5VlZWSEhIWQyWU9P7+DBg0OGDAEAHD16dNSoUSgCW7ZsGYpecnJyVlZWoaGhKPpixdHRkfhCTihYWVnJy8sLf8e+i4sLJvE0a+TIkXfu3MFv/L+zCNT+6dOn165dCwsL47OyWltb+7///ps6dSrMBEHthpOT06FDh4S8ZE0mk52dnbEKCRJPTk5Or1+/PnHiREsNSCSSn5+fQDeLQVD7Q6VSu3TpUlRUhN8UwpT4+BeD0TSVxFvMWVpS0uQZ3pICRUSlOWtqyIPXP7g/5rrJqKO5x5bu8Hi5pR+FiCA7MrjuHfpj2rRpgt66QiKRduzYISWFOlMLNUYmk3v06EHYdNOnT0fSzMXFRUND4/79+63W5eVwOB8/frS2tu7bt29mZmbfvn3t7e0FjUpdXd3Ly0vQXjzr168ncveoRqSlpVFHTjAGg4Euy9bQwIEDx40bh0k8zbKzs8NvqxoeGRkZ5DfAPnnyxNraesKECdevX+d/X/2nT5/27t1rZGS0ZMkSrGotQZBo6evrC5/wnThxooGBASbxQOJs69at/v7+zW7NpqSkdPr0aXd3d+KjgiBxg+v3obS0NHYJoLy8/CaP5ebmAgC6de/e5Jlu3boBAAq/fkVQF6rbnFsRfsNVmVv3TeoM2G92LT2RiyCe79+bOQoTLMiODCaAoD8kJSXPnz8v0PXqNWvWwLXcQvr9+3dkZOSZM2d27Njh7e29Z8+eQYMGETM1lUqdNm0a/zaxsbFdu3aNiYkRtLZfUVGRqanpggULzp07J1BKS0pKKioqSqC5GurRo4eHhwfq7kJasWIFVvWwOBxOUFDQ8uXLJ02aNGrUKGtrazc3Nx8fn8zMTEzGBwB4eHjo6emh7i4hIeHv708ikbCKpyl5eXkHBwf8xgcATJo0CUkK+/fv30uWLHF0dExJSUE+eH19/fXr101NTYm8rxOC8OPt7S1M+R55efl169ZhGA8kzubOnZuYmLhhw4bhw4dra2vr6emNHj16+/btSUlJ48ePF3V0ECQWhg8fjt/gJiYm2F0TfR8fX9roodxHjz4DAPT0mh7ld9LTUwOgNjnxTaOzh/fbh8jKyhrvyPrfQ71HjOgMAAAKjnv8x0qDmkcbVwQ2nqpJLaMv7941s5+2YEF2ZPAWMOh/lJWVw8PDZ86cmZyczL+lpKSkn5/f7NmziQms/eFwOMHBwYGBgfHx8URud91Qq8WbfHx8jh49KswUN2/efPbs2YsXLyZOnPjixYtW2ysrK0dHR3fu3FmYSTdt2vT27dv4+HgUfc3NzX/9+vXy5UsUfe3s7JYsWYKiYyOxsbE+Pj4fP35s9laLo0ePysrKjho16uDBg7wNfVGj0WjXrl2ztLQsLy9H0d3Pz4+ActfLli27desWToUSqVQqkh9Zbm6uq6trVlZWqy2b9evXr1WrVj1//vzQoUN4L2iCIFypqalduHBh4sSJLBZL0L4UCuX48ePEVHaHxISKisqyZcuEX20KQe2Vvb391q1b8Rscu8Fq7u/ckeS8x/D/yxZxy+6t3/2UDTrZT7JtppTR0EkuOvsPZJzwD1wZ6PL3qL722enzL3/9Uh5s1Gw6RtP90LpT/Tek3PFaH2l/cqw0AADQpKTIABSlpRUDs781fGof7zmcJHyQHRhcAQT9Q0VFJTg4eMuWLQot37c5cuTIiIgImP1B7dGjR2PGjOFTUocAEhISO3fu5NNg6dKlQmZ/eAoKCvr06RMcHOzr68tnqQWFQnF1dX3z5o2amlpLbRCSkJA4ffo0ioVUQ4cOPXPmzIULF1BsdjNy5Mhjx44JuZnUhw8fRowYMWnSpPT0dD4pj58/f967d09PT8/Ly0vIclHdunU7d+6cvLzAey54enoSU/xLX1/fzc0Np8EXLVrU6unohw8f7OzsUGd//rp165arqyuvbjoEtV3GxsYHDhwQNJUpKSm5f//+MWPG4BQVBEFQW9S7d2+crqXJyMj8999/GA7Ifb93LHNxQFhSZs7buJs7nY2crxYCUm9Pv2nNrXynGm/wnygHvgfNMJmyP+RFZuG3Ty/v+DlOOpAB6IYrF5k3Pwe5l9fhpbokkHd66baXvB1d6IMH9waAG7156vaonJ/17J8FqUHeFo5HcjEIsgODCSCoMSqVunDhwpcvXwYEBDg5ORkaGmpqavbs2XPkyJGrVq2KjY29efMmThs/t3scDmfr1q3Ozs5paWmijcTLy6vZm/N5tm3bdu3aNazmqqys7N+/v6SkJJ97Bzp16iQvL//jxw9MZqyurkaxF1h9fX11dbWqqmpYWJhA9za6u7tfv35dyN0crly5MnLkyA8fPiBsX19ff+HChUGDBqFbv/OXqalpeHg48nvBaDTasWPH1q9fL8ykAlm3bl13HO7d7t2794oVK/i3yc/PnzRpErrtEZt6/Pixh4cHAdu+QhCunJ2db9++jXypppKS0s2bN11dXXGNCoIgqC3asmULHsMuW7aMz7V8gUmM37R3LDXl6FxbI33dfkxn71s5LNkB8wJDNg1ooWCz0uTTEfscunGzrq0Yb6zfVU1nyH8bw/Lp+lNOXlnVp8U7kGgmm/dPVwWcD3sWH87hAgBA3xWHFulTQXHUurG6DDpNXmPQpJ1PfvacM90MgyA7LJKgpT3at7KyMrzfEDk5OQ6H8/NnM3cuQg3Jy8vz7lwl4IdCjNra2jlz5kRERIg6EEAmk5OTk1uq9/TmzRsLCwuCQ+KRk5PbsmXL1KlThRnk1atXU6dOLUFV719VVfXq1au8/Ob9+/f9/Pz4L/0YOnSoj4+P8FuZbNiw4eTJk+j6SklJhYeHC1lHsLa2NiAg4ODBg3z2BSOTyRMnTly7di3xO1t/FxpTAAAgAElEQVS9efPG3t6+uroaqwEZDEZYWJh+0/1CG6irq5swYUJSUnOrjIWwevXqVatWYTtmG8JgMEgkEv8S2hAAgMFg8FbZVFRUiGfS8Pv37wcPHgwICOCzjpVKpc6ZM2f58uVYnoc0QaPRZGVly8vLCdtAs43ivVEAgKqqqqqqKlGHI+6UlJSqqqow/LvTXvFywWw2u6KiQtSxtEjI2gJYYbFYzX5hOjk5PXz4EMOJunTpkpqa2vRCL4VCEfxqZbCrpMN1MPlu3VWzV7dvhD5JeplV1aWPkdEoR1dL3f+t7OdEbbTwT5AZvzdk+eD/da5IC75x/+nLl+8KyWr6BkPs3GaP1vy7gPT90UkLb5YYeYfttKI3mPDbzYVTj77nMKy3B64xpgEAQHVO6Inj9xI/ZGZmZH7jdhs5e9u+ZTUHbXc8+9sXYZDQHzAB9A+YABIf7S8BtGzZsqtXr4o6ij+srKwuX77c7FNaWlqiPeKZMWPGjh070G2mnp+fb2lpiS77w6OiohIZGdm1a1cAQH19fXx8fFhY2OPHjwsKCnj370hLS3fv3t3CwsLa2trQ0FD4Ksjnzp1bvXq1MCNISUmlpqYKU5yV58ePHw8fPgwLC0tOTi4uLubV3FNUVNTT07OysrK3t9fW1hZyCtSioqJmzpyJovJIUzQa7caNG2ZmTS8e/WPnzp179uwRfrpGKBRKWFgYYbXexQ1MACEk/gkgnuLi4rCwsLCwsLdv35aUlHA4HBKJpKys3KdPHxsbG1tbW6zq4vMBE0AIwQSQQGACCCGYAEKupQRQdnY2k8nE6i8jiUS6ePHihAkTmj4lXALoWjMjios2EaQYgQmgf8AEkPhoZwmgw4cP+/r6ijqKf4SGhjZduuLp6XnlyhWRxNOQq6vroUOHBO1VXV1ta2v79u1bIWcfOHBgaGgojUZr9HhFRYWkpKSQpZcbSUxMHDdunPDnLd26dWu1drtAeL90uG7yJajY2Fg3N7ffv38LM4i8vPylS5eMjY35N8vNzTUzM8Mk39TUoEGDIiIixOq9JQxMACHUVhJADdXX11dWVjIYDHTpe9RgAgghmAASCEwAIQQTQMi1lAACAMTExEycOBGTb3tvb++W9luECSCIB9YAgiDcffnyZceOHaKOorEDBw40ffD69evER9LUtWvXTp8+LWivY8eOCZ/9AQCkpqaeOHGi6eMKCgrYZn8AAHPmzMHkpOXz58/N/kBRI5PJysrKdDq99aZEGTVqVERERK9evVCPMGDAgMjIyFazPwCAgwcP4pT9AQC8evUK28XeECQOJCQklJSUCM7+QBAkKrW1tVFRUf7+/t7e3nv27Hn69GlbyVaLodGjR+/atUv4K0NOTk5r167FJCSoHYMJIAjCnb+/P34nk6jFxMR8/fq14SM7duwQnz/evr6+hYWFyNuXlZVhsm0Zz6FDh4QsrozElStXvn37htVoe/fu5d201Y717NkzOjp6zZo1fHaUa5aMjIyPj09YWBiSetLl5eWBgYEoQ0QGdcknCIIgCBItNpt94sSJfv36ubq6btiwYefOnd7e3hMmTDA0NLx7966oo2urPDw8AgMDecv0UCCRSMuXLz99+nTHXF8MCQQmgCAIX58+fRLPP4ccDufevXsNHzl37pyogmmqurpaoGVTJ06cwPDOyh8/fqBYgiQoPz8/DEerqanZuXMnhgOKJyqV6uXl9fLlS09PT1VV1Vbba2horF69+uXLl4sWLUK4NiE4OBjvjO2TJ08apV8hCIIgSPzV1tbOmDFj48aNTe/5ysvL8/DwWLduXTso3SASVlZWERERffr0EbSjsrLy+fPnt2zZQiZjfmpv6Hnj5s0bnoZYj4upNhGkGIEJIAjC14MHD8S2MMHjx48b/lfc7t8OCgrisylVI/fv38d29tDQUGwHbKSgoKC0tBTbMcUz1YiHzp07r1+/PjU1NSQkZNWqVVZWVnp6erx79BQVFfX19W1sbLy9vR88eJCSkrJq1SqBNiGKjo7GL3IeDocTExOD9ywQBEEQhK3ly5fzv4s5ICAARRlHiKdv374JCQnHjh3T0NBA0l5aWtrb2/v169eOjo74RNR12H8TJ/43rCs+o2OkTQQpRiREHQAEtXMPHjwQdQgtarjFdWxsrLhdsamrq4uKinJycmq1ZU5OTmZmJrazv3//PicnR0dHB9th/zpy5AjmY37+/LmmpkasCvfgikKhGBsbI6npgxyXy33+/DmGA7bk2bNn06ZNI2AiCIIgCMLE48ePg4KCWm22a9eu//77T1NTk4CQ2h8KhTJt2jQnJ6fQ0NA7d+7Ex8c3vRpKp9ONjIzGjRvn5OSkpKQkkjihtgsmgCAIRxwOJzU1VdRRtOj79++lpaW8zREa3Q4mJh49eoQkAZSYmIjH7K9evcIvAfTixQvMx+RyuY8fP7a0tMR85I6jqKiImD2qMjIyCJgFgiAIgrDS7BYZTbFYrLNnz27evBnveNoxOp3u5OTk5OTEZrPz8vI+ffrESwNJS0tramrq6uo23awWghCCCSAIwlF5ebkYln9u6OvXr7wEkHiejubl5SFphmEpZQKG5SkrK8Nj2MzMTJgAEgbCj1wbmgiCIAiChFdXV9eodAAf0dHRMAGECQqF0r17dyRbWEAQQrAGEAThqKioSNQhtOJv4eRfv36JNpJmIdwIrLi4GI/ZcU0AYViyuqFPnz7hMWzHQdgvAk4fAAiCIAjCQ0lJSW1tLcLGX758wTUYCIJQgwkgCIIAAEDcCgAJBKfg2+J7IrYVxyEIgiAIarva4kERBEFNwQQQBOGoS5cuog6hFTIyMrx/yMrKijaSZqmpqSFphtP7jHB2dBgMBh7D6urq4jFsx/H3N6LdTARBEARBwlNRUaFSqQgba2lp4RoMBEGowRpAEIQjRUVFSUnJuro6UQfSInV1dd4/9PT0cCqlLAyEu2CqqqriMTtOw/IoKCgUFBRgPmyPHj0wH7NDQfiREx7cHgWCIAhqQyQlJc3NzaOiopA0Hj16NN7xtDlkMllSUlK0AYhwdkh8wAQQBOGITCYPHDiw4W7rYkVeXp5XARoAMG7cuCtXrog2nqZGjRqFpNmQIUPwmH3QoEF4DMtjbGz89u1bbMckkUgjR47EdsyORlVVlcFg/PjxA++JevbsifcUEARBEIShefPmIUkAUalUNzc3AuJpWyQkJCQk4Kk3JHowEQhB+LKxsRF1CC0aOnTo339bWFiQSCQRBtOUhISEhYUFkpZ6enqYr3zp3bs3fnvAAwAWL16M+ZhaWlp0Oh3zYTsUEolkbGxMwETEzNKmlZSUBAYGrly5cty4cUOGDNHT09PT0zM0NHRwcFizZs3du3fLy8tFHSMEQVAHwmQyJ06c2GozLy+vbt26ERAPBEEowDQkBOHLzs5u69at4lk5z9zcvOF/FRQUxOqEytnZWUFBAWFjOzu7gwcPYji7ra0thqM1pa6urqSkhO1m8OPHj8dwtA7LwsLi4cOHuE5BJpPh8ng+oqOjAwICHj16xGazGz31/fv33NzcJ0+enD17lkqljhkzZv78+SYmJiKJE4IgqKM5cOBARUVFTExMSw1mz57t6elJZEhtBZvNFu1OHSQSCS5BggBcAQRBeNPR0XFwcBB1FM0gk8kTJkxo+MjMmTNFFUxTdDp9zZo1yNsvWLAAwzrWMjIy7u7uWI3Wkg0bNmA4Go1GW7duHYYDdlgODg7I61yiY2pq+rf8FtTQ69evra2tJ0+eHB0d3TT70wiLxXrw4MH48eMnTpyYmZlJTIQQBEEdGZ1Ov3r16qZNm+Tk5Bo9pa6ufvz48Z07d4rbinIxwWaza0SKxWKJ+j2AxAJJPBcmiEpZWRneb4icnByHw/n58yeus7QD8vLyvCw1AT8UvH3+/NnU1FTcvnYtLCyuX7/e6EFVVdVWT7qI4e/vP3fuXIG67N69e9euXZjMvn79emKuX/Xt27eoqAiToby9vVeuXInJUAAAEomkpKT069evmpoarMbEQ01NzaNHj6KiovLy8goLCysrK+Xk5NTV1bW0tMaOHWtubo4ulePp6YlrSaxLly5ZW1vjN77YYjAYJBKpsrKy6VNsNnvfvn179+5F9xVEpVJ9fHzc3d3bx4kHg8HgfXQrKirE5DtZbNFoNFlZ2fLyctFeWhd/vDcKAFBVVVVVVSXqcMSdkpJSVVVVdXW1qAMRX9XV1TExMZ8+faqoqFBSUurTp4+ZmZl4LjD5W+9StFgsVm1trQgDoFAo0tLSIgwAEhMwAfQPmAASH+0pAQQAOHDggL+/v6ij+EdISEjTKiRLly69du2aSOJpaPLkyYcPHxa0V1VVlY2NTXp6upCz9+/f//79+8QU03n27NmECROE/4Rramq+fPkSk5B4xD8B9PXr1507d965c4fPAXqnTp0mTZrk5eWloqIi0OC5ublmZmY4JW0HDhz48OFD4fMULBaLxWK1re3kW0oA1dTUeHh4hIeHCzm+i4vL/v37RbvNCiZgAgg5mABCCCaABAITQAjxcitsNruiokLUsbQIJoB4YAII4oEJoH/ABJD4aGcJIC6Xu2DBglu3bok6kD8sLS1bWuCgqakp2nP+WbNmbdu2Dd0pXF5enqWlZWlpKerZlZWVIyMjibw959y5c6tXrxZmBCkpqdTUVEVFRaxCAuKdAKqrq9u1a9eJEycQxiYtLb106VJPT08KhYJ8lh07duzduxdtjC0ik8lhYWGDBw9G1/3jx49hYWERERG5ubm8zzmdTldTUzM1NbW2th41ahSNRsM0Xow1mwBisViTJ0+Oj4/HZAp7e/vTp08L9LMWQzABhBxMACEEE0ACgQkghGACCDl0CaCqqqqMjIwvX75UVlbW19fLycmpqan17NkTxVEfTABBPDAB9A+YABIf7SwBBACoqalxc3NDsn0m3iQkJF68eKGlpdXss0lJSXjXP26JrKzspk2bZs2aJcwgKSkpU6dORVdcWVlZ+erVqwMHDhQmABTWrl17+vRpdH3pdPr9+/f79++PbUhimwCqqKhwd3d//PixoB1HjRoVEBDQtGZBS+rq6iZMmJCUlCToRPx5eXkJVNzqr8zMTD8/vwcPHvBp07VrV29vbxcXFzJZTAv8NU0AcblcDw+P4OBgDGeZPXv2zp07MRyQeDABhBxMACEEE0ACgQkghGACCDmBEkB5eXnXrl0LDw9PTU2tr69v2kBfX9/CwsLFxQX5JSWYAIJ4xPQYEYLaHzqdfvny5UWLFok6EFBfX5+VldXSs4aGhkuWLMF2RmVl5a1bt6qpqbXUgFd0OSkpScjsDwBgyJAhkZGRBgYGgnbs169fZGQk8dkfAMD27dv37t2L4qRdVVU1JSUF8+yP2CopKbGyskKR/QEAxMbG2tnZIT9ClZSUPHnypKqqKoq5WmJpaenl5YWi48mTJ83NzflnfwAAX79+Xbp06fjx40tKSlAFKAJnzpzBNvsDADh79uydO3ewHROCIAiCCJCenj5z5sx+/fr5+fklJyc3m/0BAGRkZBw/fpzJZFpYWERGRhIcJNSmwQQQBBGHQqH4+PjcuHGjd+/eoo3E29ubT32TTZs2OTk5YTWXrKxsWlpa//79+SSAGAzGgAEDkG/6zp+mpmZYWNjq1as7deqEMMK1a9c+ePBAhBszzZgxIzY2Vk9PD2F7CoUyZcqU169fC1rdpu1isVgzZ8789OkT6hE+fvzo7u7e0rFUU5qamjdu3FBSUkI9Y0OmpqYobk3icDgrVqzYsGED8rBfvHhhaWn58eNHwWMkWl5enq+vLx4je3t7l5eX4zEyBEEQBOGhpqZm/fr1w4cPv3PnDvIljUlJSRMnTnR1df327Ruu4UHtBkwAQRDRRo8e/ejRo6NHjzKZTFEVK/306VNQUBCfBsePHxd0E65mde3aNSMjY8+ePQ4ODnyqFH/9+nXJkiWzZs369euX8JMCAKSlpVetWpWUlLRs2TJdXd2Wmunp6Xl6eiYlJa1YsYKYqs98GBgYPH369MqVK/r6+nxWA3Xq1MnW1vbDhw8HDx4U2zt98LBu3Trhb8h6/Pixn58f8vYGBgbIs3L82dnZSUlJCdpr+/btly5dErRXfn6+q6urMMWwiOHr64vTHRbl5eVY7QkIQRAEQXj78uXLmDFjDh8+jPx6T0P37983MzNDt0Qa6mhgDaB/wBpA4qP91QBq1o8fPxISEvLz8wsLC3/8+KGsrFxTU3P06FECptbT03v69Cn/NpGRkTNmzED3pwgA4ODgEBAQ4OXldeHCBYRdBg0aFBwcjOI8mb/MzMyUlJTS0lLeogBFRcXOnTsPHTq0R48e2E6Elfr6+hs3bjx79iw/P7+srExSUrJr165aWlpTpkzp27cvAQGIWw2g9PT0UaNGYVLjQ1JSMiEhQUdHB0njiIiIadOmCT8pAEBBQSExMVFeXh55l/v377u5uaH+AjQzM7tz545YbYvesAZQdna2mZkZfgVuaDRaSkpKly5dcBofV7AGEHIE1wCqr68PDQ0NCwvLyMiorq5WUVExNTV1cXHR1tYmYHZhwBpAAoE1gBCCNYCQ41MD6P379w4ODoWFhUJOQaPRTp065ejo2OyzsAYQxAMTQP+ACSDx0UESQE2tWrXq/PnzxMwVHh4+ZMgQ/m3YbPakSZPi4+MF+il07tz51q1bBgYGp0+fXrt2rUBR8dJGAnVBSEpKindTmPjkNcSWuCWAXFxcYmJisBpt3LhxZ8+ebbUZm81mMpkfPnzAat7Fixdv3rwZYWMWi2VsbJyXlyfMjAEBAQ4ODsKMgK2GCSAfHx+8k90bNmxYtmwZrlPgBCaAkCMyAZSamrpo0aKMjIxGj0tKSnp4eGzcuJF33CKeYAJIIDABhBBMACHXUgIoNzfX0tISqxu4JCUlr127Zmlp2fQpmACCeDrQ7QMQJP64XO79+/cJm67VmrIAAAqFcuvWrZycHEtLS94JCR8kEklXVzckJOT9+/cGBgbFxcVbt24VNKq7d+9GR0cL2gtqxz59+oRh9gcAEBoaiuRIKz4+HsPsDwDgwoULfGpvNXL+/Hkhsz8AAH9/f/FMH3C53Nu3b+M9CywFDWEoPj5+3LhxTbM/AIC6urpjx45Nnz4d9YJZCII6purq6smTJ2NYvqeurm7mzJl8NnuBIJgAgiAxkpGRQeT2PfHx8QhbysjIXLlypaCgIC0tbdasWX369FFUVJSRkZGWlpaTk+vevbulpWVgYGBxcfHz58+NjY15vQ4cOIDuMqO/vz+KXlB7hSRTKRAulxseHt5qs7CwMGzn/fnz55MnTxA2vnHjhvAz5ubmJiYmCj8O5jIyMoRf696q9PT04uJivGeBOoKioqI5c+bwXxEZFRW1fft2wkKCIKgd2LBhQ3p6OrZj/v79e9asWTAfDbUEJoAgSIykpaUROd27d+8EXR2gqqq6e/fuR48effz48dOnT58/f87KykpKSrpy5cqoUaMatuRwOHfv3kUXWFpaWmZmJrq+UPsTEREhkjFFNS8AID8/H6tvA8zTWJjgUxIeQ1wul5iJoHZvz549SO5wOXHihPAL9yAI6iBSUlLOnDmDx8hv3rw5deoUHiMLoez947i4hI/ie69ghwETQBAkRghesclisfLz83EaPDU1VZjVTJGRkRgGA7VpeGQDm72Po6GqqqqCggLi5+VJTk7GqvaZ8Fun4YGw7zq4DB4SHovFunXrFrYtIQiCtm7dil/xsj179ohZta8EXwsm02aHOC5LFhPpFxe5ubkdfoZ3QTuYAIIgMcLbo4pI+G0U/eXLF2G6f/78GatIoDatrq4Oj9+LoqIi/hmWoqIizCcFACC8zx/DcgAE3GmFAmF3ZsFbwCDhpaenI9+74/nz57gGA0FQ+5CWloZtfcNGSktLL1++jN/4EPYKn109f/58TA7emx/BBBAEiRHiU/W/f//GaWQhixnB0zaIp7S0FI/rY7W1tT9+/ODTAKdqXAg/2BjOTmRZMeQI+64Ts+ufUJsk0N8jnHLHEAS1M1euXMF7iqtXr+I9BdQWwQQQBImRVrfZwhyNRsNpZBkZGRF2h9oN3r7FmCOTyfw3Q8XpE4jw5WA4u3j+KuH3zdOIpKQkMRNB7ZhAv0Q4fWVBENTOYL7BRVMvX778+vUrRoPV/SjMfJWYnP6lrLrxVTl24Zu4uLjnOY0XSv7Mfh4XF5dW1NxVvJqSrNeJyemFv/ld4uNWF3989fpTRR3fwCpyX6ek5f1orlFFxpO4uMTc3wCwK7OehIdGxL3Krfy3ODar4lNq8ptPpY1fVdn7x3FxKV9qAAA1ha9iwh7GvvhYXMNvbQ6nqiTndWJSWvbX77V8XlXzL6oy82lc3Ouv9QCA0vdxcXFxb4vwWwcEE0AQJEaIP3BkMBg4jayqqipMdzU1Nawigdo0GRmZTp06YT5s586d+acGunTpgvmkAPEHW8hfn4ZweiFCwu+bpxF5eXliJoLaMT09PTIZ6QFzz549cQ0GgqB2ID8/Pzc3l4CJEhIShB6j7MWJJUxNWbmu+oOHGfbp1lm2i+Gcg08alJD4dW8lk8l0Pt54N7P0I85MJnN1ePU/j3LLnu50NlBV1Rs4zLBPVzk5jWHu5941XqxblX7W3aybPKNLr8EDdZRklfUtPG/mNkrx1GYHLhuloyCjqD1waH8teRnFHmNW3P3Eatgkcbc9kzn1dELECmNtveE246yZg7UV5dVNFgTm1HOLYnwdDJRkFXUGGQ7QUVbuPelQ4q//dU3wtWAy3S++ivVhdtcYbGFrNdq4VxdZRR3zpTdzGgVSlx+1bWI/JWkZFd2Bw4z691BXUNQZveBUyq9/m/F9Uan7JjCZK+/9AgAk+Fswmcy14SyAFwncRoYgSGBaWlpETkcikfCbcciQIVQqlcVC+fVlYmKCVSRVVVWvX7/OzMwsLS3lxSMpKamioqKnpzdgwAApKSmsJoJwoq6ujrB2skBj8m+gqKhIp9P57/qMQteuXZE069GjB1Yz6uvrYzUUhrS1tdvZRFA7pqysbGRkhLC4j52dHd7xQBDU1r17966NTFSXtmuCxZonvyVVBttZDtGk/8p5+iAy+aynbR79VcQ8HZKg47Hf7bSzfJTI1Rg41rKnVEFKQlJm4pnZwxI/3H++c+SfhdnlUcuYjofSftG69LewHtqNnP8sIjLmoPPQJP/wmHVDeQuIfyesG267PfUnidHd2M6st3zFu4T4xOj9joPifMISNps0PLYvOTd74tcSheFTp4/Q4qSHXAx++/zENIeiG+z7twt7TXBb06dTfuzVa88ygjwnaw39sMe0wd0YhZdmOWRk/JBWH2hq2ku64GVCUkb8YeehL3dGxq4e8ucqYt4Zu37ukZVAWnv4fyMMVGjVhW/jHj6LPTHPuoSRdnPy/1/Pa+VF9XY7fnl4ytm5O2Kqhiy4sNyMom6C3wJmmACCIDHSq1cvIqfT0NDAY20FD4PBMDMzi42NRdFXTk7OzMxMyAAqKipu37599+7dlJSUurrmV49SqdShQ4c6ODg4OjrClQJiy9zcHPME0MiRI/k3IJFI5ubmDx8+xHZeJpOJpNngwYM7d+6MSY12Kysr4QfBnIGBATET9enTh5iJoPZt1apVEydObLWZkZERwt9xCII6sk+fPrWNibix+7c9+Q16Ln+UtM+Ud5sC98tp2z4e4ZFHL2fO2yTwJabqpEev9GZeCw9w0ZEEAIDKZzudJnhHpe1dfnh2ypqeJADqX+xYeCjtlxLTPyx4nSEDAAA4pRELTGxPPfVZc3Zm9AJ1ALjpB5buTP1JN5hz9cFxx26SAABQl3Pd3WbGxZf+y4/OeO7V4OJP5deSAatjY3eaKQAAwOZpK/sZ78tMu3NbZeLFl9emd5cEAHCWDbPotfTRp7CIj3tM+/2va1FGhoTOlMvh56bqUQEAoPL5Lqfxa6KebPI6OzV2njoAACQd2RZZCRSsT6SEztOm8LrVZ+wd3d8rPvh6VPXkaVIAIHlRRk5TjRQSFu+IqdI0mzp1KkXQN1YQ8BYwCBIjvFUzhE1namqK6/hLlixB13H+/PnCvA8lJSUbNmwYOHCgt7f38+fPW8r+AABYLNbTp09Xr149cODAzZs3E78LG4SEjY0N5mNaW1sTPy+ZTLa0tETSkkKhYDI7jUYbM2aM8ONgztDQkIAyQIqKir1798Z7FqgjMDc3nzdvHv82CgoKR48eJSYeCILatMrKyrYxUUF6eiUAsiZWpn+LVJC0XHwO+Pj4uPQTePkPAAAA9TknTv3J/gAA5EzWXNtpKw3Yr3btecgBAJRe8TmSCciG687+SZQAAMidrXZtsJUAdQkxCXUAgJpQ/92vOEBj7oljf7I/AABJncknD09TBnUvduyMYjecsYvbbj9e9gcAQBs20V4TAEAavv4IL/sDACBrTXIaBgDIy8trFK3KjCNn/mR/AAByxquv7bTtBGofbdv7FAAAALtKro+9vYP3hjna/8vZSOiPt+kJQP3nz38qMCF5UQSCCSAIEiN0Oh3vpExDo0ePFrTL58+fL1265OXl5ezsPGbMmDFjxtjb28+bN2///v0vXryor/+nsNqIESOQnGY3oqmpuXDhQkF78XC53PPnz5uYmJw8eVKg3X9+//597NgxY2NjAjZlgARlYmKC8M4phHR0dAYNGtRqMxsbG/6FogU1YsQIFRUVhI2XLVsmfDp4zpw5CgoKrbcjHJ1Ot7CwwHsWW1tb5KVbIIi/LVu2LFiwoKVnNTQ0bt++3b17dwIjgiCorWp0wIwfPhdBEVHt0aMTAD+D1i+8lFxU++dB2WFzNm/evN5RD82IOjM9Rv97cNN52sJJsgCUv36dDwBIffasGgDzmTP/vYFbbtKpN6mpidtGAwBAzqtXlQDoTZ8z4t+R6JZuruoAlKWm/pPHGWho2JUzlY4AACAASURBVPB2KkVFRQCAtqlJw2qLSkpKAAAut1HlZfVp7jb0xtE6ywLwJTm5GAAAKCPX3QsJubParOFtVVVpgaH/FERC8qIIBG8BgyDx4uzs/OjRIwImkpGRQb7EgMPh3LlzJyAgICUlhU8zFRWVyZMnL1q0iPfdCgA4fPiwlZVVTk4OwomkpKTOnz+P7qz7x48fS5YsEWZXhYqKCk9Pz5iYmEOHDuF3cxxyLBbrw4cPOTk5UlJSffv2bbVsTXslKSnp7e29dOlSrAZcv349kryAkpLSggUL9u7di8mkJBJp/fr1yNt369bNzc3t5MmTqGdUUFDw9PRE3R1vkydPxnsPlMmTJ+M6PtShUCgUX19fGxubffv2JSQk/D1/U1NTc3V1Xbx4Mdz/C4IghAg7yBR2J1AJO98j/z2aezvl+AzDE/PVB5iOGD6caTnewXJQF5SrePX1m+SNJHv10gUgNTs7GwDprKxKABi6ukqNGkmp9R7wZxsNbnb2JwBAjx66TUbX1dUBoCAnJweA7v/r+m+5TxKJBJpsRsF7sAm9pnUUG0b755oe+0f2s8jIhJR3H7NzcrIy3r/PLqlumEkqRfCiiASvjEGQeBk/fnznzp0JmGjy5MkI6x8/evRozJgx8+fP55/9AQAUFxcfOnTIyMjo4MGDvOq58vLyQUFBCHdFkZeXv3TpUv/+/ZE0bqSkpGTChAmYnE/eu3fPwcGhrKxM+KHQuX79ur29vYaGhrq6uoWFhYeHx7Rp0wYOHKiiomJgYLB48eLMzExRxSYqkyZNwupeniFDhowbNw5h48WLF2P1+zhhwgQky44a2rBhw4ABA9BNR6FQjh8/Lp7Lf3isrKxwLVBtZGQ0bNgw/MaHOiYTE5OgoKCPHz9GRUUFBwe/ePHi9evXa9euhdkfCIKQw3CvT5wnIunMuvXhzd1dS51MtMiFqVHXj/jMHz+4q4bJsqBMNIuLJBiMprkv3sFKTU0NAMXFxQAARb5HLzXfv9cAICEr2/Q0hjdSeWkpRnuoMxhNv9p5V7lLS0oAAACw3l+YMVCzxwinBWu3n7iVkPNb1sB67vZdMxqmuZC8KCLBBBAEiRc6nc5nkTlWqFTq4sWLW23GZrM3bdrk7OyclpaGfPDKyko/Pz8bG5v8/Hzwf+zdZ0BTWdMA4HMDKfReFBClSBGxAILYQEVUXAtSLNgRV8WCui+62Bu6i12sWNm1YRexLiJioQgqqCCiIBZ6J0Agyfcj+7FIDcm9NwnM80vhZmYIBJLJOXMQ6tat2507d6ZMmdL6mgt7e/t79+61OZq3WcXFxa6urikpKQLctlmvXr1ydXUtKyvDKyCf/vrrL0NDwyVLlsTGxtbU1DT6LJfLzc/Pv3jxor29/ejRo5tuVO7ApKSkjh07JvxLLBUVlSNHjrTwPk8z5OXljx49Ki0t7GpZfX39nTt3tvdWDAbj7Nmzgm1/27RpEwl7rIRBoVDWrl1LUHAMw9avX09QcAAUFRX79Oljb29vYGDA/+8TAADgMTYWaPtU++HyRou86YTf9oU9yywuzIgNPxm4yMmAVvBi/zTXnW087y4paTqAqC47+0eTD2ZmZqJ/D0DV19dHCP34/r2VDo5Mjx5aCNVlZ+c0+RTvubF+jx44/V7Ozv7aQrX63bsjhDiJ6yfOCU1hGrnuuJH0vbTk2/uEqBtn9/p7WCo1uAU/XxSZoAEEgNhZsGAB0XMElixZ0uZ+orKysunTpx8+fFiwFCkpKU5OTnFxcQghBQWFAwcOREZGzpw5s9EMFFlZ2XHjxp07d+7GjRsGBgYCJKqrq5s5c2Zqaqpgdbbk3bt3c+bMYbPZbV+Kh7KyMltbWz8/Pz67Ti9fvrSystq+fTvRhYkPU1PTkJAQKSnBD0bgLYpp74Nr6NChW7duFTgpQkhOTi40NLR+X2S7dO3a9d69e+1aOkSn0w8dOtTmwFpxMGbMGCImfCOEpk+fDst/AAAAiCcLCws+l+ELacCAAcLcvPp9xIkTJ049ykQIISStbDDAZc7q4PvROwZLo7qUiPtfGlzbZK7Rl7dvy5uGfBMdXdLoQ58ePcpCSNrIqDtCcsbGXRCqSYh706hZ8j7QSkFBwW7HR4SQoaEhQij56dPGT5mLnj1LRQgZGxu18wttyfsnTxqfx5oZFZVVnyP52pUPXKSz4NQl//F9u8jWd1Z+HkTK1xdFImgAASB26HT6rl27iJtdampq2uZkkLq6ujlz5vzzzz/CJCooKPDw8Hj37t85aL169dq1a1dycvLr168jIiJu3boVFxeXnp5+6tQpJycngbPs2LHjxYsXwtTZkujoaLzmv7QuJSXF0tKS/0lJPFwud8+ePR4eHhwOh6DCxM3w4cP9/PwEe7+dN4JHsEUx8+bNCwwMFGwdkLa29pUrV4TZv6atrX3z5s1ly5YxGIw2L7a1tY2IiHB3dxc4HcnWrFmD+wIKDMP8/f3xjQkAAADghU6nDx48mOgsysrK/fv3FyYCPeuqn7f33CUn3/3UuVDr2pWOEEVVlbfMhS4jQ0EoNzk5r8E1NdFBB+KbCVl5LfCPV9X//Z9bcC3gzxccpD5j3i9UhJC1h6cBQh+ObLvUsPNS8zzkdGJFhUz/AUYIoS4TPIfQUcX1wF2vWA0uqorbuTOiCsmOdB+L12ar6ts7d8Q36OVwC28G/PmMjeTGeYyVRQjx3iiWV1b+6d1J5oszYWkNP8DPF/VfjsaTqHEHDSAAxNHQoUNXrFhBRGQ5ObmQkJA2X0kGBARER0cLn66ystLLy6vh8eoUCqVr1642NjZ2dnY9evQQ8pyj5OTkgwcPCl1mi/bu3Yv72qJGsrOznZ2dKysrBbv5o0ePJk6ciG9JYismJmbfvn2C/WXkcrk7d+5sc45VS7y9vc+fP9/eVTzW1tb379+3srISLGk9BoOxdu3a2NjYRYsW8RYSN71gzJgxoaGh4eHhgk3REpXp06fj/lSHy+VOnToV35gAAAAAjjw8PIhO4erqKuQedszW2UkZobdBrh47r8elfi0o+Jb69HzAL0vCKpHcsPHDeQ0gRv/+Zghx/9kwPfDhp/I6dvm3V2GrR0w6mNlsTM6bQMfhy07eTUjPSI66FOhq43khF1Ht1qwbK48QQjS7tdsmK6GSsJkDp+25FZv+I+dz4rWtkzz2fkAMm5WLhyKEEOr2687FPRAnafPwEavORL7O+pH56sGJZUOd/kjlYuZ+O2fjd3Is9/0uJwff43fi0z+lPL68032A+7kfCDNbvtVLCyGEzG1t5RFKO7Iy8FFmJZvLKvny6tYOj/4jdiazEULZqe/KuXx/Uf8v7VViJYfQN3cx4ntMkqSwsJDoO0RJSYnD4ZSXN7MkDjSkrKzM+51FwjdFPHG5XF9f30uXLuEYk0ql/v33346Ojq1fdu3aNR8fHxzzjhw58vz58zgGrDd+/Pjnz58TEbmeg4NDWFgYQcGrq6v79OnTsEEmmAULFgi5TakRDMPU1NQqKip4w7zFQVZW1qhRo4S8r7S0tO7fvy/wofKlpaX79+8/duxYm3eLnp7e6tWr3dzciFjKl5aW9vnz5x8/flRXV2toaOjo6PTt25ecxeRCUlRUxDCstPTfqQB79+7dtm0bQbmCg4NJeHpNEEVFRV5zvLi4mLSNqBKKTqcrKCgUFRV1nrWQguHdUQghJpP58+4E0Aw1NTUmk1lVVSXqQsQd75wENptdXFws6lpaRM7hKm1isVgNxztWVVX17t2bNx6YCBiGPXnypOF7QlJSUgIcs5tzdd6g6Sc//fysB1Mw/zX0n0MT/n/CdFmkr82Y4A8sXhoKm81BiGo6b4raidCno09X3JklhxC6MZU68YLJ1N96xu2/ltFgziWmPuT3S2GbHbXqny+VxO6Z4+l/PavhlGnZntMOh4fONP7/i6rTzvl5/nrk9U8vqZUHLD1+/g83g/8/oezefJXRISUT/6q+Nv2/Q8vStvUzXfuq79bUpID/zqhhX3SXnnJZfnZ4+SkXhP6/WjR+/c6qw789yG/w50Whz4KTV/a7Gf77BnZ26GSbOVdz2QghKSkpNpuNMBWbZScWly+YfSIfIYbmkpu5+534+6Ky9g00XP6CjZCUlNSYE5W3Zgl40lpb4Bh4AMQUhmF79+5FCOHVA2IwGMeOHWuz+8NisbZs2YJLxnoPHz58/PixYAOeW/H8+XOiuz8IoaioqISEBGtrayKCz5w5U/juD0Lo6NGjkydPbu8hUxKEy+XOnz9f+PsqNzd38eLF165dE+zmSkpK69at8/HxuXXr1t27d589e1Zb+9MhGCoqKk5OTqNHjx41ahSdTtAfbmRiYsLnyXrijMPhELrFMiAgQHIbQAAAADo2GRmZJUuWrFu3jqD4Y8eOxWVFsLbrifcZs8+GXItPz8rOr1XU6W7Qa8jUOZN7qzR4f0tx+MFX70cfOXwzLjU9/UN6Dld/2Nztu5dV78vIplpq/7s9St18mIOD+eQ1+49737t080nCy+SvUvr9bO2cXD0G6fzUk1C29buWNPLGxdvPEhPf/qB06Wlu5TJn7nC9hpsGGCbTDsfae164HpX06nVGmbJxn75WI1w9ButRG1ykajLYwaHCQuunt+Jk9a0dHJSN9H/qhWGavRwcCmRMGx3ULtt/xfV3jlcvhj+NT/zI1Oo1YIDjpKmjDBu846Y340pa30uHTt1/lZ7D0Tbvb2Xv4jHeUpWSq8XSColILFDq25XvL0p/0d/XygNPP/tSxVAfbiz4zMu2wAqgn8AKIPEBK4B4uFzuH3/8sXv3biHf2+zatWtISIiNjU2bVx4+fJiI03N69eoVGRmJ72oIb2/vGzdu4BiwJW5ubgIPw25FRkbGwIED8frxNjAwiI2NxSUUEr8VQPiuSvv7779HjRolfBwWi5WXl8dkMsvKytTU1OTk5DQ0NOBIoFY0XAFE6PIfHsldBAQrgPgHK4D4BCuA2gVWAPEJVgDxr9EKIIRQTU2Nvb19eno67rkYDEZsbGyPHj0aflCwFUCdFW8F0JTrtecniLoU3MEMIADEGm+aaVhYmDDngk2YMOHRo0f8dH/YbPahQ4cETtSKt2/fPn78GMeAZWVld+/exTFgK27fvi3wjJ5WLFiwAMfm5qdPn+7du4dXNLHCZrPxPe9s69atuNzzNBpNT0/P3t5+9OjRffv21dTUhO4P/06fPk10CkIHhAEAAADC4J3aSaVS2760nTZs2NCo+wNAPWgAASABhg4dGhMTs27duva+iWFjY3PlypWQkBA+h9c+efIkJydHoBrbduXKFRyjxcTENHojhThVVVXPnj3DN2ZdXV1ycjK+MQ8cOIBvQDERHx+fmZmJY8D379/jfueDdqmoqPj27RvRWdLS0mBVCAAAALFla2uL++CFiRMnLlq0CN+YoCOBBhAAkoFOpy9dujQxMfHgwYPDhg1r/fAsdXX1mTNnRkREREREDB06tJUrG4mKihK20JY9evQIxwUvuHdkSE4XGhqK+0vTV69e4RtQTEREROAe886dO7jHBPy7ePEiCVk4HM6DBw9ISAQAAAAIZtGiRcuXL8cr2pAhQ44dOwbrkUErYAg0AJJERkbG09PT09OzqqoqISGBdxhQdXU1i8Wi0Wjq6uoGBgaWlpampqaC/epPTEzEveZ6eXl5X79+1dPTwyUa0aezE51O4DnEraipqXn9+nWfPn1wjyxaRPQlo6Ki/P39cQ8L+PT06VNyEv3zzz/Ozs7k5AIAAAAEsHnzZjk5ue3btwv5Rum4ceNOnDjBYDDwKqwTs1l+8bIb0m17fIYEggYQABJJRkZmyJAhQ4YMQQgxGAx5eXlcpmVnZGTgUV2LPn78iFcDCN89QW36/PkzvgEJ2mrXIRtA2dnZEhET8O/Tp0/kJPrw4QM5iQAAAACB+fv7W1paLly4ULADT6lUakBAgJ+fH6z9wUlXW9fJtqIugiCwBQwA8B+iD3HA5chzHpKP0isrK8M3IO8gJNwR3cIjH5PJrKiowD1sQUFBXV0d7mEBn4j4njaLoAcaAAAAgK8xY8YkJCTMmDFDSqp9J4APGzYsJiZmxYoV0P0B/IAGEADgX2w2u7a2ltAUOI5tJvl4ctzTETTBurCwkIiwIkTQC3g2m01aDwI0RfSvmnosFoucRAAAAICQ1NXVg4ODX7586ePj0+b5LQwGY+LEiXfu3Ll165aZmRk5FYIOALaAAQD+JSUlRafTCT1aS1ZWFsdQTCYTr2htkpOTwzegrKwsEUfL6+jo4B5TtNTU1DAMw3F8OA+NRlNSUsI3JuAfnU4nJxGMQgAAACBZDAwMgoKCAgMD4+Linjx5kpqampWVVVJSwmazlZSUunTpYmJiMnDgwCFDhigoKIi6WCB5oAEEAPiPpqYmobNRtLW18QqlqqpaUFCAV7Q2qaio4B4wPz8f35gIISMjI9xjihaNRlNRUcFx8yCPlpYWrJQWIRUVFdznajVLQ0ODhCwAAAAAvqhU6qBBgwYNGiTqQkBHA1vAAAD/6dmzJ6HxjY2N8QplYGCAVyh+GBoa4huwe/fu+AbkGTBgABFhRQv3Ox91xE6ZZMHxV0HrzM3NyUkEAAAAACD+oAEEAPiPnZ0dccGNjY3V1NTwimZhYYFXKH707t0b34A+Pj74BkQIKSkp6evr4x5W5EaNGiURMQH/SDuafcKECeQkAgAAAAAQf9AAAgD8Z+TIkcQFd3JywjHa4MGDcYxGfrphw4bRaDR8Y9rb2+MbUEyMGTMG34AYhpHWgADNcnFxoVAIfwZCo9H69OlDdBYAAACgTRiGSYmaqO8DIBZgBhAA4D8WFhYWFhYpKSm4R8YwzNPTE8eAAwYMUFNTI+fQKw0Njf79++Me1snJ6fbt23hFwzBs3bp1eEUTKyYmJvb29s+ePcMr4MiRI/X09PCKBgRAoVDMzc2J+FXTUIfcEQkAAEASUalUKpUq6ioAgBVAAICf/fbbb0SEdXFxwXcYB5VKdXV1xTFgK9zd3aWl8W+XBwcH4xh2yJAhpM1VId/69evxmtksJSXVUTtlkmXVqlVEpwgICCA6BQAAAACABIEGEADgJ2PHjsX9bXNpaWkiXon5+PgQ0ZdphEqlent7ExFZTk7u119/xSWUtLT00aNHcQklnqysrNzc3HAJNWPGDDMzM1xCAWG4uLhoaWkRF9/Q0NDa2pq4+AAAAAD/OBwOW9REfR8AsQBbwAAAjW3dunXcuHEsFguvgD4+PkQcutS9e3d3d/fz58/jHrmhadOmEbddaMOGDc+ePUtMTBQmCIZhx44dU1dXx6sq8RQUFPT+/XshNw1ZW1tv3boVr5KAkA4cOODh4UFEZAzDQkJCiIgMAAAACKCurq6mpkaEBUhJScnKyoqwACAmYAUQAKCxfv36/fHHH3hFGzp0KHE7btatW6ekpERQcISQiorK77//Tlx8hNDt27eFXAexZMmSX375Ba96xJasrOzZs2e1tbUFjqCnp3f69Gk6nY5jVUAYjo6Ojo6ORET28PAg+aBAAAAAAADxByuAAADNmD59empq6pEjR4SM06NHj5CQEOI2amloaPz5559EHKmOEMIwbM+ePaqqqkQEryctLZ2YmDh+/PiXL1+297YYhm3YsGHx4sVEFCaGdHV1R44c+ddffwl28zFjxhC65wgIYN26dVFRUVwuF8eYFAqFoFlmAAAAAGlKSkri4+PT0tKys7OZTGZdXZ2cnJyWlpaxsbG1tbWurq6oCwQSCRpAAIDmbd68WVVVdceOHRwOR7AItra2p0+fVlFRwbewRiZNmhQXF0fEdo/Fixe7uLjgHrYpGo129+5dPz+/c+fO8X9vKykpnT17tqMe/d6soKAggbs/CKFjx47p6enhNXcJCI/FYi1cuBDf7g9CiMPhLFq0KDw8HK/B4QAAAABpCgsLL126dOnSpaSkpFaeFhoYGLi6uk6bNo2IMQugA4MtYACA5mEY5ufnd+rUKUVFRQFuPmPGjKtXr5IzmGbbtm0TJkzAN6abmxvJZ0Xt2bPn1atXtra2bb5qZTAY/v7+Hz9+7FTdn/Dw8D///FPIIBs3boyMjMSlHiC8Y8eOpaWlERE5Li7uwoULREQGAAAACFJQULB69epevXr5+/u/fPmy9TcFP336FBQUZG1t7eXl9f79e9KKBJIOGkAAgNaMHTs2Li5u/vz5NBqNz5vY2tpGRETs3r2b/5sIiUKhHDlyZOrUqXgFnDVr1sGDBykUsn9DdunSJTw8/PPnzwEBAWZmZgoKCrzdcxiG0el0NTW1kSNHXrp0KTs7m4QjtMVKeXn5qlWrhF8qwmaz/fz8qqurcakKCIPJZB44cIC4+EFBQbW1tcTFBwAAAHAUGhpqZWV16NAhJpPJ/604HM7NmzcHDx68bt060Q6ZBpICGkAAgDaoqalt37792bNnixcv1tHRaekyGRmZcePGnT9/Pjw83MbGhswKEULS0tL79u3btm2bkF0nOp2+c+fOoKAgKSkpvGprLzk5ueXLl0dHR3/69OnHjx/5+fl5eXlfv35NTU09f/48QUNzxdyBAwcKCwtxCfX9+/djx47hEgoI49KlS0VFRcTF//Lly507d4iLDwAAAOCiqqpq7ty5ixcvLi4uFixCbW3tvn37nJycvnz5gm9toOPBcN97L9EKCwuJvkOUlJQ4HE55eTmhWToAZWVl3toHEr4pko7BYMjLy5N2R6WnpycnJ2dkZJSVldXW1iooKOjo6Jiamvbv35+0JT+tePfu3W+//RYXFyfAbe3t7Xfu3Glqaop7VRIHwzA1NbWKigpxWCxTXl5uYWHRrjfEWqekpPT27VtcjgPj3VEIodra2tLSUuEDdmyKiooYhvHuqLFjx8bHxxOaztnZWZihUSKkqKjI+3VaXFzMZrNFXY5Yo9PpCgoKRUVFAo+r6yR4dxRCiMlk4vjrtKNSU1NjMplVVVWiLkTc8Xb6s9lsgTsXJCBnHEGbWCxWsyt0SkpK3N3dY2Njccmira199erVZs/BhGPgAQ8MgQYAtI+xsbGxsbGoq2iRubl5eHj43bt39+3bx/+5WjY2NsuXL3dycoKpsWIoMjIS35crpaWlT548GTlyJI4xQbsUFRUJcOxdez1+/JjFYolDYxoAAABoqrKy0tXVNSEhAa+AOTk548ePv3//PkyGBi2BLWAAgI4Gw7AxY8bcvXs3Ojraz8/P2tq62XPoqVSqjY3NypUrY2JiIiIiRo0aBd0f8RQREYF7TNgcJFqxsbEkrNeorq5OSkoiOgsAAAAgAC6XO2/ePBy7PzwFBQWurq6wKhm0BFYAAQA6LDMzMzMzM4RQbW1tZmZmYWEhi8VCCFGpVA0NDX19fSqVKuoaQduI2Cgk2CZBgBeCDv9qKjU11dbWlpxcAAAAAP8OHTpExFtcCKHMzMzFixdL6CZoQDRoAAEAOj4qlWpsbGxpaSknJ4cQEpPRNoAfXC43NzcX97A5OTm4xwT8y87O7mCJAAAAAP59+fJl8+bNxMW/efPmzZs3x48fT1wKIKFgCxgAAADxVVxczFu3ha+SkhJoAopQRUUFOYngyAUAAABiaMOGDURPGf/9999ra2sJTQEkETSAAAAAiC/ijkCCw5VEiLQDm+BkKAAAAOLm48eP169fJzrLly9fLl68SHQWIHGgAQQAAEB8qampETGqSUFBgbcfEIgEaXc+79xrAAAAQHycOHGCnHehjh8/TkIWIFlgBhAAoN2YTGZKSkp+fj6TydTR0enRo0eXLl1EXRTomCgUioaGxvfv3/ENq62tLXwQFov1+PHj4uLiwsLCrl276urqWllZCR+2M9DR0elgiTq5lJSUvLy8wsJCFRUVTU1NS0tLUVcEAABiis1mh4WFkZMrKSnpw4cPPXv2JCcdkAjQAAIA8KWsrCwoKOjhw4dZWVlNZ7JQKBQ1NTUbG5ulS5fCa2CAr759++LeAOrXr59gN6yqqvL3979//35xcXGz24ukpaX19PR8fHy8vb2Fq7EjMzExIScRPOslztmzZy9evPju3bvKykoul9vwUxiGycnJmZube3p6enl5USiw3hwAAP6VnJycl5dHWrqHDx/i8aewtuxHZkZ2KV27Rw9dNZmffqmzf7yJ+VBM1+tvZ/DTotvyjBeJX2tUTYf01qIUvo9OyePSdPsNNFT8OTDrW9Lzj2VIydi+b1c4m5cU8CcZANCGhIQER0dHIyOjw4cPp6enNzuRl8Ph5OfnR0REjB49umfPnvv37ye/TtBRjRkzRhxiJicnW1lZdevW7fz584WFhS0Nl6mrq/v8+fOaNWu0tLQ8PDyIHvEooQYMGEBCFhqNBv1o3JWVlc2fP79r164rV66Mi4urqKho1P1BCHG53IqKiri4uJUrV+rq6s6dO7ekpKTRNW/fvj169Kivr+/YsWNtbW2tra0HDhw4bty4ZcuWnTp1KiMjg6wvCAAASPX06VMy08XExAgXoDD2yBIHPQWlrj3729r00ldX0LKZt+9pwX8XVNxc6eDg4H74XaMbvjvo7uDg8L+7VQihmnu/Ozo4DJr/149GF1XfWT3UwcFh7vlc6P6QBVYAAQBaVFBQMH369MTExHbdqri4eMuWLfv37w8ODnZ2diaoNtB5jBo1ikql4niSBYPBcHBw4P/6iooKFxeXd+8aP7VpHYfDefTokb6+/rx58wIDA9tXYkenra3dq1evt2/fEprFzs5OVlaW0BSdzdq1a0NCQto1uqK2tvbWrVu3b9+eN2/e9u3by8vLT506df78+Y8fPza9+OPHj7GxsefOnUMIWVhYeHl5TZ8+ncFg4PYFAACAqKWmpkpOutrkPyaM8H9aSdXs7zLKSo9R8elZxIOEk8vHZjOS7i0wwPiN09XNfdCKpzHR128VLfJR/e/jrHuXb1UgZO7lJeDCbNB+sAIIANC8sLCw3r1719c/vQAAIABJREFUt7f7U6+0tNTLy2vWrFlwCg8Qkqqq6owZM3AMuGDBAnl5eT4vjoiIMDIyam/3px6Xyw0JCTEzM2u6AqKTc3d37wApOo9v375ZWloePXpUsMGlHA7n+PHjBgYGffr02bJlS7Pdn0ZSUlJWr15tZWV14cKFpouMAABAQmVmZpKZLisrS/BfodxHe7Y/rUQmflEfX4aHHjt8/Ny9lDfHRsujsgfBf6W3J5LuZHc7DLGjbtwubfBR1oPLt0oR6jPDq7eAFYL2gwYQAKAZGzZsWLRoUV1dnZBxIiIiBgwYwGQycakKdFqrVq3iv2XTOhUVlSVLlvB58fbt22fNmiX8UR0FBQWmpqYCd5E6pGnTpuH1PW2WhobGxIkTiYvfqcTGxtrY2Pz40XjpfnuVl5eXl5e36yZ5eXlLlizx8PDIz88XMjsAAIiDsrIyMtPV1tYKvhv927t3pQgpDHS2r5/ug3Xz3Lh348aNnr35Xv6DEEJId7KbHYZq/7ke8d9fAV7/B7ObMc1YwAKBAKABBABobNWqVYcOHcIrWlZWlrW1NfSAgDA0NDTWrVuHS6itW7cqKSnxc+WGDRv27NmDS1KEEJvNdnBwSE5OxiugpFNRUSF0TvbSpUth6xAunj17NmHCBBz3YAogKipqxIgR79+/F2ENAACAi2aHaRKqpqZGwFtqGxnJIVQeFrAoNCH3/4Mo2M7bsGFDwKR2Nm103NwHYqjm3o171f9+pPbB5RuliDLMa2o3AesDgoAGEADgJ0FBQWfOnME3Zn5+/rBhw/CNCTqbuXPnzpo1S8ggixYt8vDw4OfKY8eO4dgG5eFyuU5OTkVFRfiGlVx+fn4EHdNuZmY2b948IiJ3NmlpaZMnTxZ+EZzwfvz48csvv6SkpIi6EAAAEIqcnJzEZJR22XzQVYda+fLwTJsuqrr9nKYu2XT0VlKuQA2lbm7uAzBUGXH9Ia8DVht5+UYxoo6Y4dlVwPKAQKABBAD4T2xs7B9//EFE5MzMTDgVGwgpMDDQxcVF4JtPnjx5/fr1/FyZmZm5du1agRO1gs1m29nZERFZEsnKyh48eFBKSgrfsHQ6PTg4mEqFA0WEVVdXN378eOH3AuOltLTU09Pz69evoi4EAAAEp6qq2vZF+FFQUKDRaILeGjOYfSX1zfU/lroN7Eb58erhhYMbfx3fv6vuwGVh6e1eF6rn5m6LofLb1yPr0P/3fxijvSarC1odEAg0gAAA/+JwONOmTSNu1uaNGzceP35MUHDQGVCp1JMnT/r5+WFY+zaeUyiUgICAw4cP89lrcHJyIu6BUFxc7OvrS1BwiTN48GC8NvfxYBgWFBTUuzeMk8SBj4+PuC1Yy8vL8/HxEZ+eFAAAtJexMakDb4RPJ2864bd9Yc8yiwszYsNPBi5yMqAVvNg/zXVnGysyS0pKG31E183dDqGSWzcecxA78vL1YiQ7foYrX9vyAX6gAQQA+Je/vz/Rc+kWLFhAaHzQ4VEolN9///3ixYtmZmZ83qRPnz5Xr15dvnw5n22joKAgok/sunTpEhwKVm/x4sVLly7FK9r69eunTJmCV7TOLDU1NTw8XNRVNCM+Pv7o0aOirgIAAARkaWlJZro+ffoIfNvq9xEnTpw49SgTIYSQtLLBAJc5q4PvR+8YLI3qUiLuf2lwbZPO/Je3b5sM/dd3cx+Aobwb15/XRl2+XoCUJs34hcDjIECzpEVdAB+qc18/jXqRnJlXUkNT7arbzXSg0yADuabP46uyY+8/eP7+axlF09DMtK/toF6asP4bAD6xWKy///6b6CyFhYWnT5+ePXs20YlAx+bo6Dhs2LBLly6dP38+Nja22QEl0tLS9vb2Xl5eEydObNeKIRwHP7eEy+VOnTr1zp07RCeSFOvWrVNRUdm6dasws2ZoNNrOnTu9vLxwLKwzW7Zsmdgevv7nn39OmTJFTU1N1IUAAEC7DRkyhMx0Q4cOFfi29Kyrft4nynuts03ebP7fMym1rl3pCHFUVXlrd+gyMhSEcpOT89Agzf+/piY66EB804jd3NwHrIyLvXHlz9rrBUh9npcznNZAOnFvANVm3ftz67EXuQ33GN4Mu2LyyxL/eQMa7Besy3lyZOu++1/+HaqeEBNx8VyE2+qAGX2U2rdRAIBOavv27eQc8hIUFAQNICA8CoUyZcqUKVOmFBUVRUVFZWZm5uXl5efna2pqampqGhgYDBs2TFlZub1hT548Sc7xHC9fvmSz2biPv5Fcvr6+ffr08fX1/f79uwA3NzAwOHLkSL9+/XAvrHPKy8tLSkoSdRUtqqysPHLkSEBAgKgLAQCAduvatau1tXVCQgIJuWRkZJycnAS+OWbr7KR84urbIFcPuR2/TbA2UMcK0qJDN/qFVSI5x/HDeQ0gRv/+ZujW2382TA80OurroI9yk+8e8P31YGZzIfXc3G1/i31xaPPpGqTlO8MJlmuQDxPbt3cQQoj19uii32/ncWndhk1zH2ll1gUr+PDs6tmwuJxamd4L928do8Xr7tS8OrRw/d0CTN1qyswJtobyhe8ehZ26lcqUMpy+d7enPv8toMLCQqLvECUlJQ6HU17eZEkc+JmysrK0tDQi5Zsi6RgMhry8vJB3lLm5eX5+Po5VtSImJsbExIScXA3JyMjwzkGoqKiorq5u8/rODMMwNTW1TnhHWVhY5ObmkpNr8eLFGzduJCeXmFBUVMQwrLS08VSAepWVlbt27Tpx4gSTyeQzppKS0qJFixYvXkyn03EqU/QUFRV5MzuLi4tFcgKXn5/fX3/9RX5e/qmrq79584ZKpdLpdAUFhaKiIg6HI+qixBrvjkIIMZlM/h9fnZaamhqTyayqqhJ1IeJOXV0dIcRms4uLi0VdS4t4RYoci8WqP449JCRkxYoVJCR1c3M7efIk799SUlKysrLtjZBzdd6g6Sc//fxkEFMw/zX0n0MTtP/9f1mkr82Y4A8sXhoKm81BiGo6b4raidCno09X3JnV8BSyrN0Duq+MRwh1W/4ic48trNUgnVjPACqLvnI/j4s0HVdvXeE6rI++pmY388FT1u5YZC2PqpLPXHj574vdnIiz9wqQtMHUtWumOvQ10DOycZ6/zt9ZE7EzrvwdA3/jAGgLb+kEaekOHjxIWi4A2iUvL4+0XJcuXSItl6SQk5Nbv359YmJiQEBAm21iS0vLLVu2JCYmrlixoiN1f8TBvXv3RF1CGwoKCqKjo0VdBQAACGLatGnktKWEH7Gn7XrifUb08U1+Pl6uY5x/8Zy7ZM2uS6+zkv/r/iCEFIcffPX+1u5V86eMc+hr2EXH2H5a4IOoA9OHOjg4WGo3Wuus7754joODg8PkVXOg+yMS4rwFjPv29etahAxHe1orN/zpUB3+y6DjCfeYHz58RdZ6CH2Pif7IRVJ9xo03+O+IO4V+E0fo3zuflRAdxxzi0O5mJwCdyrlz58hM9/TpUzLTAcCniIgIMtcbFhYWkpZLsqipqS1fvnz58uVfv3598eJFWlrat2/fKisrMQyTk5PT09MzNTUdOHCglpaWqCvtmFgsVkFBgairaFtUVNSIESNEXQUAALSbrKzs8uXL165dS2gWFxeXvn37Ch+H1nWI9/oh3q1fJGMwzu/PcY0+uP2RczOX6s06+WiW8GUBQYlzA6isoKAWIWn9bl0afQJTVVVBiFlcXIyQHqp5/+4TQsjc2urnNo+OjU2X81k/3r9PRw6CDz8HoDMguSND2hYbANqF5CU5HA6npKREgEFFnYeurq6bm5uoq+h0nj59KhE7r8mZoAEAAERYuHDhX3/9lZqaSlB8GRmZnTt3EhQcSDRx3gIm77jy2LFjR+b2bbw4rCT1fQ5CSEdHByGEvmV/5SIkq6Or0ugyna46CKGyr19h3A4ArcvMzCQzHYvF6myTZYBESEtLIznjtWvXSM4IQJtevHgh6hL4kp6eLuoSAABAQFQq9fjx48TtX96xY0e3bt0ICg4kmjivAJKSV9eWb/JRbuHToxdesRHNerSjGkIIlZeXIYQU5JtcKqOoIIUQu6y8DCGFnz/1+fPno0ePNk3p7+8vwHCsdpGSkpKSkuLN4QOtoFD+7U7KN/3Wgp/xDhJSUFAQ+D3biooKXCtqW1FREflzoOtPXGIwGFQqHDvQGt656Z3tjiJ/PH9mZman+nPAG+3fqb5kwfDuKISQnJwc+YtxJGL/F0KotLSUSqXKyMgghOTl5SVi1ZII1T+totFocP5gmzAMo9Pp9Y9E0DoKhQK/2AXQp0+fXbt2+fr64h55xowZc+bMwT0s6Bgk6/daXX7i5QMHLr4qRErW830ceSfPVVfXoOa7BHLy8giVNrfSoKSk5OHDh00TrFmzhpxBkjCukn9wX/GJd2SMYMg5AL6h4uJiEX5npaWl4VkdPzrbHUXOAfANlZSUdMJfcZ3wSxaYML/YBUb+WwICY7FYSkpKSER3lITqbL/YBQZ3FP94/TJRVyGRZs6cmZubu2XLFhxjjh49et++fTgGBB2MxPxeq81LvHri+OXn32oQXW/Yr//zddb+950MGVkZhCrq6uqa3oZVixBi0BnklgqAxCH/zUCil9oBIADyHwjwjBmIIQn6sYS+DwBA0v3222/y8vJr1qzhcDjCR/Pw8Dh06BD0LkErJOGHg1uZfvfY3lOPsqsRTbOf21yfKfY6Df7gq6ioIFRRXtFk5T67vIKJEFJRbTwcCCETE5PQ0NCmqerq6kpKSvAsvgl5eXkOh8Nkwun0bVBQUOC9GCstLYV13a2j0WiysrLC3FHkP4dWUFAg+rHWFJ1O520WqKqqqqmpITm7ZMEwTElJiclkkr8oRoTIf92rqqpK/gNBhOTk5DAMk6AFJqIiJyfH231ZVlaGy0uCdpGUBr20tHRdXR2TyZSVlRXJHSVZeE8VEELV1dUwhq9NSkpK1dXV8FShTbxzDNhsNvl7qPkn/octLFy40NjY2MfHR5gduFQqddOmTYsXL+bt4gegJWLfAGJ9vrl908nEIg6tq/0M77kTrDUbv1BVUVFBKLu8tIyL0E8/7hXlZQghuqpK0ycysrKyZmZmTbMVFhY2t5QIT1wul8vlEp2lA6jvZdTV1UEDqHW8Nr8wd5SmpmZOTg6uRbUGwzB1dXXyHwX142zYbHYHfgxWVFS8e/fu48ePBQUFFRUVMjIysrKy3bt3NzEx6d69O59BeM8eOBwOOXdUYWHh27dvP336VFZWVlZWpqioKCcnZ2hoaGZmRuZR3127dv327Rtp6RBCI0aM6MA/ik3xfkfx/yUzmcw7d+4kJCRkZWXVHwPfo0cPW1tbZ2fn1jvXLBaL90D48eMHk8mUkpKSlZXV09MzNjbu2bNn/TwU8VT/y5zNZrPZbJKzm5ubk5xRMHp6elwul3f/1NXVQQOodfUrHEn7xS7p4I5qF7ivhDRy5MgXL16sW7fuwoULAjyft7Oz27VrV+/evYmoDXQw4t0A4uZFBm0MSSxmGIxZ9r95g7o2+1RPXktLFiHm+3cf0QDjBh+ve/f+I0KoS5fGp8gDABoxMzN78+YNaelgsDcRcnNzL1++HB4e/urVq5aeh2lrazs6Orq7uw8aNEgcXgB/+PAhLCzs7t27aWlpLT3dMTIyGjlypKenp4WFBdH12NnZxcfHE52lIRsbGzLTSYq8vLzAwMA7d+4UFhY2e8HRo0cxDNPU1Bw/fvz//ve/hu/ulpWV3bhx48aNG7GxsS0tc1BRURk0aJCbm5uTkxPsIWpq2LBhoi6BL7169RJ1CQAAgBtNTc2jR48uXrx49+7dt27d4nNAp52d3YoVK5ydnWHhD+ATJs5rK6qe/jFrZwxLd9y2IJ9eLa9Hrnn6x/SdMSw9z+Dg6Xr1H+W82j9j/cMKo7nHdk/k+/3jwsJCou8QJSUlDocjzuskxYSysjJvYQsJ3xRJx2Aw5OXlhbmjIiMjPT098a2qFba2tuHh4aSlqycjIyMnJ4cQqqio6EgL4D99+rRnz54rV67wP8zb2Nh42bJl7u7uLbWBMAxTU1Mj7o6Kj48PCgqKjIzk/yYDBw5cuXIloS9NST6cjsFgZGdnk5ZOHCgqKmIYVlpa2tIFmZmZvr6+cXFx/P82o1AoQ4cODQ4OplAoBw4cOHPmTGVlJZ+31dbWXrRo0dy5c8Vt6o2ioiKvM1VcXEz+CiCEkK6urvhvfgkMDPT29qbT6QoKCkVFRbACqHW8OwohxGQyYRBBm9TU1JhMZlVVlagLEXfq6uoIITabXVxcLOpaWsQrUuRYLBb/v1cLCgquXbv26NGjFy9eNN0XJisra21tPXTo0EmTJhkbGzcboSneSth2VAw6KHFeAVQcGfG8GtGHeM1qpfuDEKLbuoxUj4nIvhF8dfA2V30phBBiJp84/qgcSfcfPZy83QMASKrhw4fzhimQk27SpEnkJOrwWCxWUFBQcHBweyf1pKen+/r6njx5cteuXSSsrGmoqKho3bp1YWFh7e1XPn/+3M3NzcXFZceOHdra2kTUpqqqSqPRSBt71OxO5M7Mz8/v3Llz7X0Zz+FwoqKievfuTaVS29uzyMnJWb9+/cmTJ//44w9HR8d23bZjMzc3T0pKEnUVraFQKKNHjxZ1FQAAQAh1dfX58+fPnz8fIVRUVJSdnV1WVlZXV6esrKyhoaGrqyvqAoEEE+MGEDc9NZWNEDXt8obVN5u7QG3Yst/GdEEISfea7uv8ctO9d2d+X/rG1sZAJv99XPzbXDa958yZDooklw2AZLKysoqNjSUhkbS09Jw5c0hI1OF9+fJl3rx5r169EjhCYmKis7Pzli1b5s6di2NhrYiNjfXx8fn+/bvAEW7fvv3ixYvDhw8T9HJ90KBBjx49IiJyU0FBQeQkEn95eXnOzs5fv34VOAKHwxF4xUpmZqanp+fixYsDAgLg5BSeRYsW8V54iK1BgwbBSyAAQGegqqqqqqoq6ipAxyH6GRAtKsrNqUUIVed9fNe8j/n1OxMU+v8auGGKdRf218SHVy/fevK2gG7ouCBwk5sB7O0HgC/r168nJ9HQoUPFYfqMpEtJSRk9erQw3R8eFovl7++/bt06EjZahoeHu7q6CtP94SksLJw2bdq5c+dwqaqR4OBgIsI2JScnZ2lpSU4uMZeRkWFjYyNM90d4XC734MGDc+fO7UibQ4UxceJEMR/WtmTJElGXAAAA7YOJmqjvACAWxPidLjnb+dt7tLYQn6bRYLyzlHr/aeuPuJX++J5bWstQ7aKjKS9FeIkAdBwDBgzo0aPH58+fCc2CYdjevXsJTdEZvH//ftKkSTgeH37kyBE2m719+3a8AjYVERHh7e2N1zSTurq65cuXYxg2depUXALW09DQMDY2Tk9PxzdsUxs2bCA6hUTIzs52cHAQk7bLnTt3Zs+eHRoaWn9iYGe2cOHCP//8U9RVNG/w4MGwZQ8AIFloNBocOwDEgVgPgSYfDIEWHzAEmn/CD4Hmef36tZOTE6H39sSJE48fP05c/NZ1jCHQeXl5I0eO/PHjB+6RN2/evHDhQt6/MVyHQL98+XLChAm4z5SVlpY+f/68g4MDvmHz8/N79epF6ANBVVU1LS2NuPhiq9EQ6OrqagsLi1ZmQovE9OnTRd6nFvkQaB4TE5OioiJRZW8JnU6PjIzs2bNn/X9hCDQ/YAh0u8AQaD7BEGgAJA5sxAAA/KtPnz7jx48nLr68vDxp+2s6Kg6Hs3DhQiK6PwihLVu2EHEIemlp6fz584k4Uaiurm7hwoW5ubn4htXQ0CD6dPazZ88SGl9SuLm5iVv3ByH0999/X7x4UdRViIVdu3aJuoRmbN26tb77AwAAAIB2gQYQAOA/x44d69KlS9vXtR+GYZcvX4a1r0L666+/oqOjCQpeW1u7fPly3M/A2rJlC3GHnRcUFKxZswbfmCwWKyEhAd+YjSxdupTQ+BLh+vXr5AyeF0BAQEB+fr6oqxC9e/fuibqExubNmzd79mxRVwEAAABIKmgAAQD+Q6FQIiMjefuk8LV7924rKyvcw3Yq5eXl27ZtIzTFhw8fTp48iWPAt2/fhoaG4hiwqVu3bj19+hTHgB4eHkTvJfn06dPjx48JTSH+Vq5cKeoSWlRaWkroSCyJkJSUJG4roby8vOD7AgAAAAgDGkAAgJ+oq6s/fvwYx/NfMAzbtGmTl5cXXgE7rZMnT5Iwj+PgwYM4btfas2cPCYM5cDxPncViPXv2DK9orVi0aBEJWcRWSEhIWVmZqKtozcWLF4lbuSYR9uzZIz4D+KSkpAICAnbv3g2HSAIAAADCgL+jAIDG9PX1X758qaOjI3woaWnpY8eOdfLXurjgcDj4rs1pSW5u7o0bN3AJ9ePHj/DwcFxCtS4mJub9+/e4hPLz8yPnRW9eXl5OTg4JicTT/v37RV1CG2pra8+cOSPqKkQmOzv77t27oq7iX8bGxtevX+cd/CfqWgAAAADJBg0gAEAzVFVVX7165eHhIcwTbn19/bi4uIkTJ+JYWKcVExPz/ft3cnKFhYXhEufKlSukHWCEV83kdKx4li1bRlousZKVlUXQIHN8hYWFddqDpcLCwsRh+U/Xrl23b98eFRVlZ2cn6loAAACAjgAaQACAFgUHB0dHR5uamrb3hgoKCoGBgQkJCXp6ekQU1gk9ePCAtFzPnj3D5ZDghw8fCh+ET7jcPywWi8zTkcV2BDLRyFnLJrzv37+/e/dO1FWIBpkP3qY0NTXd3NxCQ0MTEhLmz58PpwcAAAAAeJEWdQEAALFmamr65MmTlJSULVu2PH36tPXpMBiGGRoaLliwAE5pwR05g2l4WCxWXFyckM07FotFxKHyLUlLSyssLFRTUxMmyNGjR/Gqhx+VlZVkphMfUVFRoi6BX8+ePbOwsBB1FWRjMplJSUmkpaNQKHv27Kmrq1NSUlJWVjY0NNTV1SUtOwAAANCpQAMIANA2CwsL3nEwb968uXjx4tu3b79//15dXV1XV8dgMFRVVXv27DlixIgJEyZIS8NvFfxxOJy0tDQyMwo/UicjIwP3E+VbweVyU1NTBw0aJEyQyMhIvOrh07t378zNzUlOKnJfv34VdQn8wmu2lGRJT0+vq6sjLR2Hw+nZs6e1tTVpGQEAAIBOC16qAQDawdLS0tLSUtRVdDrfv3/H8WQufnz+/FnkEdrr06dPQjaAsrKy8CqGT3fu3OmEDSAJWvpE/o+xOBDJgxcaQAAAAAAJYAYQAACIu/LycpIzlpSUCBmB/EO+S0tLhYxA5gAgHtIGe4sVCZqsLPwDQRKR/+AlPyMAAADQOUEDCAAAxF1VVRXJGaurq4WMQPKSJYRHzWRue+Ehv7UnDsTheCk+Cf9DJYnIf/CS/ysOAAAA6JygAQQAAOJORkaG5IyysrJCRpDEmqlUKi6V8E9ZWZnkjOIAwzBRl8Av4X+oJJEkPngBAAAAwA9oAAEAgLhTUVGRuIzktzaEr1lOTg6XSvinr69PckZxICUlJeoS+EX+Q08cSOKDFwAAAAD8gCHQAAAg7rS0tOTk5MgcnWtoaCjyCO1lYGAgZAQjIyOS50CPHz+e/4vr6uqSkpKeP3+enp7+5cuXysrK2tpaWVlZDQ0NIyOjPn36DBo0SF1dHfciq6ur4+Pj4+PjP3z48O3bNyaTyWazZWVltbW1DQ0Nra2tBw4cqKioyH9ABQWF4uJi3OskAvk/xuKA/K966dKly5Yto1AoMjIyWlpalpaW7u7uQ4cOxT0Rm81OTk5+/vz5hw8fsrKyysrKamtrGQyGurq6oaGhhYXFkCFDunTp0uxtKyoq9u3bd/v27ZycnKqqKg6Hw+VyMQyjUqnKysq9evVasmTJ4MGDca8ZAAAAwBE0gAAAQNxhGGZubh4fH09axl69egkZQV9fn8ymlZSUlKmpqZBBnJ2d//nnH1zq4QeGYXp6evxcmZKScubMmevXr7c+kxjDMDs7u2nTprm6utJoNOErfP78eWhoaHh4eOsjWqSlpR0dHadNmzZ27FgKpe2Vxfr6+pLSAOqEZ7QhhAwNDel0OpmTgOpzMZnMwsLCd+/eXbhwgUajDR48ODAwUPjeLkIoIyPj9OnTV65cyc/Pb/3Kfv36eXp6Tp06tX5j2tGjR3fv3l1UVNT0Yi6XW1NTk5ubm5ubGxkZKSUl1b9//zNnzmhoaAhfMwAAAIA72AIGAAASQMgDzttFRkbGyspKyCDS0tK2tra41MOP3r17KykpCRlk5syZuBTDJ35WzaSmpk6dOnX48OGnT59u80QqLpf7/PnzJUuWWFtbnzlzRpjDtuLi4saOHTt+/PiwsLA2B/TW1dU9ePBgzpw5gwYNunXrVpvBnZycBC6MZJ1zQQeNRrOxsRF1FYjFYkVGRtrZ2Y0ePTovL0/gONnZ2fPnz7e3tz9y5Eib3R+EUFJS0urVq/v163fgwIGzZ8/q6uquXbu22e5PU2w2Oz4+3tzcfPjw4TDZGgAAgBiCBhAAAEiA0aNHk5Zr+PDhuKwfIbNmXHJJSUkJ30Xi38iRI1v5bF1dXWBg4PDhwx8+fNjeY7N+/PixatWqMWPGZGRktLeqqqqqFStWjBs3ToAVZx8/fpw7d+6UKVNaf7nu7e0tEXOgjY2NjYyMRF2FaJD54G0dl8t9+fKlpaXl3r17Bbjt4cOHBw0adP369fb2Q4uKijZv3rxy5UrBVkIlJyd379795MmTAtwWAAAAIA40gAAAQAJYWVkZGxuTk8vDwwOXOBMnTsSlkdQmCoXi7u6OSygvLy9c4vAjKCiopU8VFRVNmjRp9+7dtbW1AsdPTEwcOXLk7du3+b9JVlaWk5NTaGioMCe1//PPP46OjnFxcS1doKqq2qNHD4HjkwavB4IkcnV1Jf9QvFaw2ext27ZNmDCB/z5OZWXljBkz1q9fL6qVOBwOx9/f39PTUyTZAQAAgGYCqYJ/AAAgAElEQVRBAwgAACTDggULSMjSo0cPZ2dnXEKpqKhMmTIFl1CtGzt2bLdu3XAJtXHjRn6m2AivR48e8vLyzX7q+/fv48aNe/HihfBZKioq5s2bFxoays/F79+/d3FxSUtLEz5vXl7e5MmTHzx40NIFa9euFT4LoWRlZUneEihWNDQ0Jk+eLOoqGnv27NmgQYPq6uravLKkpGTy5Mn37t0joarWRUZGOjo6iroKAAAA4F/QAAIAAMkwdepUPmcGC2PlypU4ntK9bNkyohcBSUlJrVy5EseAkyZNwjFaS1pqyhQVFXl4eKSnp+OViM1mr1y58sKFC61flpWV5e7unpubi1fe6urq2bNnP378uNnP/vLLL9ra2njlIoK3t7eqqqqoqxCl5cuXi9UiIJ6PHz+22U+prq728vJ6+fIlOSW1KSUlxcXFRdRVAAAAAAhBAwgAACQFjUbbsmULoSlsbGzw3fbSrVs3X19fHAM2NWvWLAsLCxwDHjlyhOim1YABA0xMTJp+nM1me3t747IGpyEul7ty5cpXr161dAGTyZw2bRqO3R8eFos1f/787OzsZj976tQpfNPhSEtLa/ny5aKuQsQMDQ3JWXXYXqmpqT4+Pq1csHTp0tjYWNLq4UdcXNzGjRtFXQUAAAAADSAAAJAcLi4ubm5uBAWXl5ffv38/7tN5V6xY0bt3b3xj1jMwMCBiM9Hp06dxj1mPRqPdvHmz2U/t37//yZMnRCRlsVje3t5MJrPZz/7+++8fPnwgIm9xcfGCBQuandtibW09YcIEIpIKiUKhHDhwQEFBQdSFiN7//vc/MzMzUVfRjGvXrkVERDT7qXPnzl27do3kevgRHByMe28XAAAAaC9oAAEAgCQJCgoi4iUZhmF79+4l4swjOp0eEhJCxG4aOTm5EydOEPFC3cnJaerUqbiHRQhhGHbz5s1mN9llZmbu2rWLiKQ8WVlZzY6dfvHixblz54jLGx8ff/bs2WY/FRISQsKuxvb67bffYGgLj4yMTEhICJlH4/HP19e3aWOxqKhInBfajB8/XtQlAAAA6OygAQQAAJJETk7u4sWLuL9s3rRpE3HLMQwMDHbs2IF72NWrV+O7+auh/fv39+zZE/ew27dvt7KyavZT27ZtE+zAaf4dPXr027dvjT64ceNGYc784seOHTtaWnz05MkTFRUVQrO3i5eXF74jpSRdz549Q0NDGQyGqAtprLy8vOmW2N27dxcXF4ukHn4UFRVdvnxZ1FUAAADo1KABBAAAEqZLly63bt1qdoiMACgUSmBg4MKFC3GJ1hIiNmWEh4fjHrNebW2tMEewtyQjI6PZj3/69OnWrVu4p2uExWIFBwc3/Eh0dDQJs3ILCwtbGnotJycXFxenpaVFdA38mD9//q5du3DfBSnpBg4cGBYWJobrgE6cONHwv0VFRXweeCdCq1evFnUJAAAAOjVoAAEAgOTR0dG5ffu28CfLqKqqnjt3ztvbG5eqWhIXF3fnzh3cw8bGxhJ3zPPZs2c/f/5MRNisrKymHz937hybzcY9XVOXLl1quM6ItBfMrSRSVlZOTEy0tbUlp5Jm0en0oKCg7du3UyjwvKgZdnZ2d+/eNTc3F3UhP6mqqrpy5Ur9f69cudLSQjPxUVpampmZKeoqAAAAdF7wRAcAACSSkpLSqVOn9u/fr6amJliEiRMnPn78eMSIEfgW1lSjN+pxFBISQlBkgmpmsVhnzpxp+vGGr2MJVVpa+vDhQ96/KysriWjMNSstLS0lJaWlz9JotPDw8MDAQDqdLlh8BoOhqakp2G0HDhz48OHDWbNmCXbzTsLIyOjevXsrVqwg+oy8djly5Ej9v0l7EAlp1apVoi4BAABA5wUNIAAAkFQYhk2dOjU2Ntbf35//KcsYhg0fPvz27dvHjx/X1tYmtEKEUE1NDXFdhidPnhQVFeEe9u3bt+np6biH5bl+/Xqjj3z8+PHr168EpWvq8ePHvH/ExcURPXWooaioqNYv8Pb2/vDhw9SpU6lUKv9hGQzG/PnzP3/+nJSUtHPnznaNx+rbt+/Zs2dv3LhhamrK/606LQaDsWbNmufPn8+cOVNM2kCpqam8f5SWlr569Uq0xfCJhE2XAAAAQEugAQQAAJJNSUlp1apVycnJp06dmjx5ckvrIKhU6oABA9asWRMfH3/x4sUBAwaQU15CQkJVVRVBwdls9tOnT3EPS9BZ7DzZ2dmN9oDEx8cTl66p2NjYRv8gR1xcXJvXyMrK7t+//+vXrzt27DAzM2uly0Cn0y0tLffu3Zudnb19+3ZpaWkajTZ37tyEhIQrV67MmDGje/fuzd6QQqFYWFj4+vo+evTowYMHY8aMgaE/7dKtW7ddu3a9ffs2KCjIyclJXl5ehMVUV1d///4dIZSQkEDOJkrhVVZWiroEAAAAnZe0qAsAAACAAxqNNm7cuHHjxiGEcnJy0tPTi4uLS0tLGQyGvLx89+7dDQ0NRfKmfXJyMqHx37x588svv+Abk+iak5OTG7YnPnz4QGi6RjIyMthstpSUFMl5+V9URaFQ5s2bN2/ePIRQVlbWkydPPnz4UFpaSqFQlJSUTE1Nhw0b1qVLl5ZuO3To0KFDhyKEioqKPn78mJOTU1FRQaFQ5OXl9fT0jIyM5OTk8PqiOi1lZeVZs2bNmjWLzWZnZ2dnZGSUlZWVl5c/fPiQtH2FPNHR0SYmJiT/MAuDy+UWFRXxv2YTAAAAwBE0gAAAoKPR1tYmYW8Xn4ieeEpEfCLGP7cSn8z9XwihmpqagoICLS2tpkfCEyo7O1uAW+nr6+vr6wuWUVVVlbSVbp2WlJRU9+7d6xuajx49IrkAXruW5AeRkKKiolxdXUVdBQAAgM4ItoABAAAgUFlZGaHxS0tLcY9ZXl6Oe8yGGt0nFRUVhKZripeR5K0oNTU1LBaLzIyAfEQ/dpoqKSlBongQCePHjx+iLgEAAEAnBQ0gAAAABCJ6MAeHw5GImA01uk+ITtdUXV1d0zJIIClTWoDAyP8Wi+qHWRjV1dWiLgEAAEAnBQ0gAAAABCJ6RqyCggLuMYmeEdPoPiF/JA3vTiM5L5VKlZGRITMjIB8Rj8fWKSsrI+J/z+BLR0dH1CUAAADopGAGEAAAiCkmk5mdnV1YWCglJaWrq9uu1wwsFqu0tJTJZFIoFGVlZfJfldXT1dUV8/iVlZWlpaW1tbUMBkNJSYnBYOjo6CQlJeFSXrMaHVWupaVFXK6mpKSk1NXVEUItHRhHEIHTcTickpIS3t4iRUVFZWVl/s/tqqioiI+P582ftrCwsLe3F6wGMlVUVHz9+rW0tJROpysqKpL8bRIS+a0NAwMDRPqDSEjkj6bicrklJSX5+fkIIRqNRqVSpaSkSK5BUvD+epaWlrJYLAaDIcK/ngAAQARoAAEAgBhJT0/ft2/fs2fPcnJyamtrG34KwzBZWVkTExMXF5dff/216ZFeubm5d+7ciYmJefPmzZcvXxruiVBRUTE2Nra3t3d0dLSzs6NQyFv+aWZmJobxX79+/eDBg+fPn797966goKD+4xiG6erqEn1cWqOaDQ0NCU3XSLdu3XhfoJGR0YMHD0jLa2RkxP/FlZWV9+/fj46OfvnyZUZGRsPhQTIyMkZGRjY2NkOGDHFycqLT6Y1u+/Lly2XLln369KnRI6geg8Ho16/fiRMnNDQ0BPhCiPD69euDBw/Gxsbm5+fz9jTVwzBMXl7e3Nx80qRJc+bMIfPBKwBra+uQkBAyMw4ZMgS186dL5HhNK6LV1NT8888/0dHRcXFxHz9+rKqqqv8UjUYzNDTs37//0KFDR40aJVnrp4jQyl9PZWXlnj17Dhw40NHRceDAgWL+AAQAgDZhXC5X1DWIkcLCQqLvECUlJQ6HQ/6URImjrKwsLS2NSPmmSDreOd9wR7VJRkaGt+eloqJCDEcwnD179s8//8zJyeHnYgqFYmtru3fvXt4LiZiYmEOHDkVGRvIzCENXV3fWrFlz585VVFRs6RoMw9TU1HC5o0pKSkxNTYmb0JGQkMD/KVE1NTXnz58PCQlJS0sjqJ42qaiovH//vuHb7y9fvhw9ejRpBUyePPnIkSMIoWvXrvn4+JCW18/Pb8eOHRiGtT63Oz09PTg4+Pr16/zMqFZUVHR3d1+8eDFvUdWGDRuOHTvWqIHSChkZmV27drm7u/N5PRH2798fHBxcVFTEz8XS0tIODg579+4V2wUvlZWV9SeCkUBKSqq4uFhBQSE5OdnS0pK0vMJgMBiCnYjHv69fvx46dCgsLIw3Ibt1MjIyEyZM8PX1NTExIbQq8fT06dPg4GA+/3rq6OjMmjVr3rx5rfz17Gx460nZbHZxcbGoa2kRr0gAAA80gH4CDSDxAQ0g/kEDiE9i2wCKjo5esGBBw3UofMIwzM7ODiH0/Pnz9t5WSUlp9erVc+bMaXYjAI4NIITQ5MmTo6OjhY/TVK9evaKiovi8+Nq1axs2bBD5+TtTpkw5cOBAw4/U1dWZmpoScZxZs/bu3Tt9+nSEUH5+voWFBWkjqK9everi4tJKA6ioqGjTpk0XLlxob0lUKnXIkCGPHz8WrM8oLy//8OFDktdhIYRu3bq1bNkyAZ4PYBg2adKk4OBg3l9JXOTk5Hz48KGwsLC8vFxWVlZVVdXIyKhbt24ChDIxMeGznyU8Q0PDpKQkBQWFoqIiGxubT58+kZNXGL17946MjCQoeEVFxR9//BESEtLS8reWUCgUDw+PDRs2dJ6XymlpaatXr46JiWnvDZWUlPz9/efOnQvb6BA0gACQQLCOEQAARGnBggWTJ08WoPuDEOJyuc+fPxeg+4MQKi0tXbNmzS+//PL161cBbt4uM2bMICiyl5cXP5cVFxfPnDnTx8dH5N0f1Ny9IS0t7eLiQk52Go02ZswY3r81NDRIm4mjqak5cODAVi54+PDhwIEDz507J0BDqra2ls838JtVUVFhZ2f322+/CXZzAdTV1Xl4eMydO1ewd4O4XO7Vq1d79uz5+vVrIStJTEz09/e3srLq3bv35MmTfXx8Vq5cuXDhQk9PTysrq169evn6+kZFRbXr3YVRo0YJWRX/PDw86v89YcIE0vIKY8OGDQRFjo+PHzJkyOHDh9vb/UEIcTicCxcuDBo06P79+0TUJla4XO6hQ4eGDx8uQPcHIVRaWvr777+PGzeO6JVcAABABGgAAQCAaFRXV9vZ2V29elWENcTHx48YMSI+Pp7QLOPHjydid4aent7MmTPbvOzTp08jR468c+cO7gUIYNSoUc3Of502bRo5BTg7O6uqqtb/d+rUqeTk9fDwaGW5yr59+6ZNm0baspFmnT592tHRkYREZWVlffv2ffTokZBxysvLR40adeHCBcFu/vbtW09PT2dn55MnT3758qXZa/Ly8i5evOju7u7s7Mz/S+XVq1fzP6VbGFJSUr6+vvX/nTJlivjPZ6HRaMOGDSMi8vnz58ePHy9kQ7+oqMjLy2vPnj14VSWGWCzW/PnzN2zY0HCymAASEhJGjBgRFxeHV2EAAEAOcf9LCQAAHVJ1dfWAAQMyMjJEXQgqKiqaPHnykydPiEtBoVDWrl2Le9iAgIA2pzWnpaWNGzeupde35Js9e3azH7e1tSXnYKClS5c2/O+kSZMaHUlGBDqdvmDBgpY+u23btq1bt4rDDtaUlBSivwslJSX9+/fPzc3FJRqHw1m6dOmJEyfadSsWi7Vq1arhw4fzvxEpKSlp0qRJM2bM4GeXh46OTr9+/dpVkmDGjBnT8DeAgYEBaSvpBObt7U1E2JCQkGXLlvE//aoVXC53+/btGzduFD6UGGKxWF5eXjdu3MAlWnFxsZubG0EbnAEAgCDQAAIAABFwcHAQh+1IPFVVVbNmzUpOTiYuhaOjI76jdkeOHDlp0qTWr/n27ZuHhwfv5GMxMWvWrLKysmY/FRAQQPS6iXHjxvXt27fhR6hU6v/+9z9CkyKEvL29tbW1m/3UoUOH9u7dS3QB/Pv8+TNxA7lZLJa9vT2+w564XO6aNWsiIiL4vD4/P3/ixIlnzpwRYKvd3bt3nZ2dP3z40OaVBw8eJPqHWVpauulCFX9/fyqVSmheYdBotE2bNuEe9vLly7///ju+LdTg4OD9+/fjGFAccLnchQsXCr/4riHeX883b97gGBMAAAgFDSAAACDbggULxGHtT0Pl5eVz5swhdA7xnj17+vfvj0uonj17Hj16tPXtHrW1tfPnz//+/TsuGfFSW1vb0tgde3t7Qo+jkpeX37p1a9OPe3p68kaJE0RHR6el8ToxMTGbN28mLrVgXr582WhKN17c3d2JaEdyuVxvb29+VhV9//591KhRwmz5/Pz585gxY169etX6ZcbGxkRP5PHz81NWVm70QRMTk19//ZXQvMLYt28f7jHfv3/v5+dHxAK6bdu2PX78GPewInTgwIGbN2/iHraiomL27Nn8HLgGAADiABpAAABAqujoaNHO/WlJVlZWQEAAcfHpdPrZs2d79OghZBxtbe3Q0ND/Y+++A2O+/weOv++SXPYOgliR2JWK1djUKmrVLKVarVVKtah+aVpVLYrWrr2JUC2lRYzaahQ1Y9MSsmXJuPv9kf5Uk0guuc+4O8/HX3L3udfr5XP7de9R4C683377rdxrGxVNVFTUuHHj8rzq66+/lm8vqqlTp5YuXTr35RqNZsGCBU8vDCQhW1vbBQsWZO++l0NSUtLQoUOLvHKzrD7//HPJNwpct27d4cOHpY35REZGRoED4lJTU9944w3TF31PTEzs169fgf2mpKQkExPl71mT0caNGxcUFCRr6qLRaDTVq1eXNmZGRsagQYNk2tRSr9cPGzbsWSMWLc758+enTJkiU/A7d+6MHz9epuAAIC0aQACgqHfffVftEp4pLCzs6NGj8sUvUaLEr7/+2qRJkyJHeOGFF3bs2OHv75//Ybdu3TKriUU5LF26NM+vxy4uLkuXLs2zXWKiYcOG5TO8qHTp0gsXLixwQaUimDx58rOGF02bNs18ZkHm1qhRIwmjZWZmjh07VsKAuUVGRq5ZsyafA0aMGCHVRJV79+71798/nzV0T58+vXv3bklyPcvSpUvzbELpdLply5Y9a8qhigwGg+SPgcWLF1+8eFHamE+Lior6+uuv5YuvGIPBMGbMGEnWSHqW8PBw+Tq8ACAhGkAAoJzly5fHxMSoXcUzZS//KWsKT0/PDRs2DBs2rLBLddjY2PTv33/Hjh1+fn4FHjxjxozHjx8XtUbZGQyGZ21gX61aNVdXV8kzdu7cOf8DmjVrNm/ePGnXTxkzZsxbb72V51VRUVGFXbpYYbdu3bp//75U0SZPnpyamipVtGfJZ32ZPXv2bNmyRcJcJ0+eXLly5bOuHTlypIS58pS9AHaeV5UpUyYsLMzb21vuGgrryJEjEi5Ak5KSokCbe/ny5eY2kbYIIiIi5N6uS4F3TwCQBA0gAFDO9OnT1S6hAEeOHDlx4oSsKWxtbUNDQw8dOtSpUycjV4pt3br1vn37pk+fbm9vX+DBUVFR4eHhJpcpr2f9Vrx161YJ+w5PGLMwSqdOnVauXOni4mJ6Oltb2ylTpjxr6R8hxOLFi825Q5dNwlVsli1bJlWofMTFxeU5vVSv1+e5/JOJpk+f/ujRo9yXX79+/cKFC5Kny23fvn3Jycl5XlW1atWff/65XLlyCpRRKBIuL7V27drY2Fipoj1Lenr6woUL5c4itzlz5iiQ5dixY+Y57xgAnkYDCAAUcvnyZam2f5bV+vXrFchSoUKFxYsXHzp0aNSoUTVr1sy9orNGo6latep77723f//+NWvWVKlSxcjI4eHh+UxOMRMGgyHPuRUyTRS6du2aMeu5tmzZcteuXTVq1DAlV8mSJTdv3pzPdtdZWVkbNmwwJYUybty4IUmcnTt3PqtPIbk8+ws//vijHHv8xcTEfP/997kvV2wchF6vz2cITMWKFSMiIjp06KBMMUY6dOjQnTt3JAm1bt06SeIUaOPGjbJOnpLb7du3FZucpdidAgBFRgMIABRiKbvqbtu2rQhbRBdNYGDg+PHjIyIibty4sWfPnrCwsCVLlmzYsGHXrl3Xr1//7bffPv3002rVqhUq5tatW2WqVlqrVq3KccnZs2fl27R+6tSpxhwWEBCwc+fO0NDQApfZzk2n0w0ePPjQoUMhISH5HHby5ElzXv3nCYPBsG3bNtPjLFiwwPQgRspz6E3+awOZYs2aNbn3n9q3b59M6XL74Ycf8rnW3d192bJly5cvL1u2rGIl5U+v1//888+mx7l9+7ZiW48/fPhQ1rXh5LZ161Y5dknL088//6zYuycAFA0NIABQiKWsEBkTE6PMDI6nOTk5vfDCC82bN+/YsWOLFi1efPHFos1FSkpKOnPmjOTlySF3r0fWToHxp8XOzm7YsGGnTp0aP358mTJljLmJl5fXoEGDjh8/PmnSpALXMDpw4ICRlahu2rRppgdR7Iu6EEKv1+dYfTkxMfHQoUMypbtz58758+dzpEtISJApXZ4FFHhM+/btjx49Onv27Fq1ailQUoEkefwr/CQ6ePCgkumkpeS5io2NzfGMAABzQwMIABRiEfO/sv3xxx9ql1BE586ds5TZCnq9PscWy8eOHZMv3ePHjyMjI40/3t3dfdSoUSdPnty+ffuYMWOaNWvm5+f39JpNPj4+ISEh7733XlhY2Llz57744os8t5nPzYIeXabPAst9L8vt119/ffrP48ePy/qMyNHX3r59u3y5ctPr9cZ0Nu3s7Hr16rVz587Dhw9/8cUX7du3r1ixoq2trQIV5nb69GnTgyj8JJKkZrUo/JOABb2+AXg+qfPmBwDPm+Tk5IyMDLWrMNbVq1fVLqGILKvyn3766entwB48eCBrur179wYGBhbqJhqNpm7dunXr1n1ySUJCgsFgcHNzy71sk5Es6D4yfaXqP//8U7HpJ9ly7At+6dIlWdPliH/y5ElZ0+V24MCBRo0aGXlwYGBgYGDgoEGDsv/MflmePn26kuscP3z4MCEhwd3d3ZQgCj+JLOg5m0N8fHx0dLSSGS33XAF4TtAAAgAlSLWgrDLkW4lGbgp/1jdRju/qcm+MdeXKFdODmPjFVVjUfWT6ch7KfxvMsTOU3Ht437179+k/5djDLn+3bt0q8m2dnZ1FrjOmgOjoaBOfRwo/iSz3HUH5yi33XAF4TjAFDACUEBMTo3YJhZCUlKR2CUWk2HZLksjxqJB7qIiSi7Pkw7LuIxMpf85TU1Of/lPus53jtUL5lw7Tz7DyD0jTz5LCNaelpWVlZSmZUSqWeOcCgKxoAAGAEhwcHNQuoRDs7OzULqGIbGxs1C6hEHQ6nRWnexa11l5RhfJPpRxPAbnPdo7/oPJ3rumPauVfNEx/VChcs1arLfKUT3Up/wR8rl7fAFgii3w1BwCLU6xYMbVLKIQCN3IyW0XbO0wtJUqUePpPub/U+fj4yBrfSBZ0Hz296HXReHt7S1KJ8bKnNT1h+pS9/Hl4eDz9p/IvHZ6eniZGUL5m0zMqXLOrq6vpzwVVKP9qY7nvngCeEzSAAEAJ/v7+FvQBumzZsmqXUESWVXnz5s2f/lPu7ypmsg22kVvLmwPTW3JPr5+tjBynt0KFCrKmyxG/sKuMmy4oKMjECAo/IO3s7Hx9fU0MonDNFvSczaFkyZIKD8kpV66ckukAoLBoAAGAQpycnNQuwVjKf4uTSqVKldQuoRAaNGjw9J/ly5eXNV3Lli1ljW8kC7qPTG/J+fj4KDxbp2bNmk//aXp/JH854jds2FDWdLk1adLExAgKPyArVKhg+rwkhWu2oOdsDjqdTu7X1Rws990TwHOCBhAAKCQgIEDtEoyi0WheeukltasoosqVK5s+JUQZ9vb2OS5p27atfOm8vLzMZO6VBT26JGlnlCpVyvQgxuvZs+fTf9aoUcPLy0umXFqttnHjxk9f0qhRIyUXi3FycipevLiJQerXr6/k8ExJHv8KP4nq16+vZDppKVm8RqOx6HMF4HlAAwgAFNKhQwe1SzBKjRo1zGSxmCLI/Y3UbFWuXDnHJUOGDJHvi6is3aVCadq0qaVMh/zqq69MD9K0aVPTgxjJ2dk5xwwUrVbbqVMnmdI1btw4x2uFVqtVchpmjRo1TA9SokSJKlWqmB7HSDkmfhbNSy+9pOTGApLUrBYli69WrZrpHUkAkBUNIABQyODBgy1iI5Vu3bqpXYJJLKX+3M0FZ2dnmX7Y12q1EyZMkCNyEfj5+VnEICBJ1moRQowZM8b0IEZ6+eWXc1/49ttvyzQN7Z133sl9YZ8+feTIlacRI0ZIEqd79+6SxCmQu7t7q1atTI/j7Oz8yiuvmB7HGHXq1FF4FpW02rRpo9jCzJby7gPgeWYBX0UAwDo4ODgovyJsYTk6Ovbo0UPtKkzSsmVLPz8/tasogKOjY54PhkWLFsnRJezSpYtZjerq37+/2iUUTKonQsmSJZWZ/qnRaPJs81WuXLlXr16SpwsJCWnTpk3uy4cOHarM3tuurq55FlAEPXv2zD0lUw4SJlLsSWQRz9Z8ODg45JgXaemJAMAUNIAAQDkzZ85Uu4QCvPHGG2bVKSgCOzu7YcOGqV1FAcaNG5fn5SVKlJB8qqBOp5s1a5a0MU3UuXNnuXenMpFGo5HwpEkylaxAtWrVetZIjTxHBpnoWQsk6XS61157TfJ0uUk1/EcIUbx48b59+0oV7Vl0Op2EL00NGzZU4BeFMmXKKHNvymrYsGE6nU7uLH379i1WrJjcWQDARDSAAEA5gYGB5ryYgpeX1+jRo9WuQgL9+vUz521r3Nzchg4d+qxrFy5cKO0qEvPnz1dyuRBj2NjYfPbZZ2pXkZ8hQ4ZIGK1p06aSrFaTD61Wu3jx4jyvunLlysiRIyXP+O233+7fv6RtsMQAACAASURBVD/Pq6ZNmyb3Q87b21va/9SHH37o4eEhYcDchg0bJu2K4JMmTZJ7WvHnn3+uzHguWfn5+Q0ePFjWFJ6enh999JGsKQBAEjSAAEBRy5YtM7dv4098/vnn8m0YpCSdTjd9+nSFt982XlhYWD7X2tra7t27V6p5IoMGDerYsaMkoaT1yiuvtG/fXu0q8ubs7Cx5f2r16tWyPiAHDhxYpkyZ3JenpqYOHDgwMTFR8owZGRlDhgyJiorKfZWDg8Mnn3wiecanzZs3T9qAPj4+oaGh0sZ8WkBAwKhRo6SNWbt27QEDBkgb82lt27a1lL0LCjR69GhZRx1azbsnAKtHAwgAFOXs7Lxs2TIz3AWpV69e1rR+QUhIyIcffqh2FXl4++23a9eunf8xxYsX37x5s+k9oK5du37xxRcmBpHPrFmz8uxZqEuj0Zw6dUrysKVLl546darkYbNVqlRp8uTJeV41Y8aMixcvypT34cOHH3/8cZ5XyXEOn3bgwAHJY/bp06dr166ShxVCODg4LFmyxNHRUfLIn332mUyDy/z8/L777js5IqvCyclp8eLFMq301LNnTzmW2QIAOdAAAgCltWzZUtafmougQYMG06dPV7sKiY0ePbp3795qV/EfNWvWNHI5mHr16p06dapEiRJFS6TRaCZOnLhw4cKi3VwZHh4e4eHh5jbBZPny5TL9kt+vX7+BAwdKHtbDw+PXX3/N86qbN29KPlImh61bt+buxRw5cuSHH36QNe/ChQuvXbsmedhvv/1W8i3qbGxs5s+fX61aNWnDZrO3t1+3bp3kjVQ3N7fVq1d7enpKG1ZdNWvWXLx4sa2trbRhQ0JCvvnmG2ljAoB8aAABgAqGDh06fPhwtav4R0hIyKpVq5TZBEdJGo3mm2++6dKli9qF/KNatWoRERHGH1+8ePE//vjj1VdfLex4sVKlSm3dutV8HmD5ePToUUZGhtpV/Eur1TZo0EC++FOmTJF2nJ2Hh8fBgwddXFzyvPa7775LT0+XMF2ecveOFfg+nJGRIcfS5g4ODqtXr65Xr55UAe3s7ObMmSPrRCpfX9/w8HAJe0BeXl5hYWHVq1eXKqD5aNu27bfffith0/mll16yyndPAFaMBhAAqGPixIlTpkyRewnPAnXr1m3jxo1ubm7qliETOzu7BQsWDB8+XPU5dy1btnzWirn5sLW1Xbp06ZkzZ+rXr2/Mf8HT03PWrFnZxxepTKUNGjRI7RL+Q6/XS7v8c25z5swZNWqUJA/IChUqnD59+lnDxOLj4/NfbUoqhw8f/vPPP5/8eenSpSI81Itg06ZNMTExkod1d3fftGlT586dTQ/l5eW1du3abt26mR4qf/7+/tu3by9wbqkxAgICtm3bJkko89SjRw+pBjd17dp148aN7u7upocCAMXQAAIA1QwcODAiIkKtbdfd3d1nzZo1f/586/71UqvVTpw4cfXq1SVLllSrgJkzZ65bt67IEUqWLLlt27br169/8MEHNWrUcHFxedI31Gg0Op2uZMmSHTt2/Pnnn69cudKnTx+JCpfdmTNn5JjFY6KIiIjk5GRZU4wfP37z5s2urq5FjqDRaN54443jx48/a+yPEOLHH398/PhxkVMUyoYNG578e+PGjcokzcjIkGmimYODw6JFi6ZPn25KZ7xp06Z79uxp1qyZdHXlx9fX96effhoxYkSRh7doNJo+ffrs3r07MDBQ2trMTYsWLSIiIho1alTkCG5ubjNmzFi4cKHZbukAAM9CAwgA1FSjRo2LFy+OGDGiCF2YChUq/PrrrwsXLqxYsWKhbqjT6fr373/kyBELahaYqHXr1ocPHx45cmQ+X5jz5OvrO2XKlCL36erVq3fnzp2+ffsW4bY5uLi4fPzxx3v37r1x40ZUVNTDhw8fPnz44MGDv/766+zZs0uWLJFw3ooy5FsU2RQGg2HGjBlyZ2nUqNHVq1f79+9fhBVJqlWrdujQoQKL3LlzZ1GrK7Rdu3apklfWXP379z98+HDfvn11Ol2hbhgYGLh48eLw8PDSpUvLVFuedDrdhAkTIiIiWrduXdghZi+99NK2bdtmzZrl7OwsU3lmpUyZMj/88MP3338fEBBQqBvqdLp+/fodOXLkjTfekKk2AJCVxmAwqF2DGYmJiZH7hLi7u+v1+kePHsmaxQp4eHhkfyxW4E6xdA4ODi4uLpyoAjk6OmZ/tE1KSkpLS1O7nJz0ev2MGTNWrlx57969/I+0tbWtXbv2J598EhIS8uS2O3bsWL9+/Z49e/Jf8sPf379bt259+vQpVapUPodpNBpvb2/zPFEmio+PX79+fVhY2Llz5/I5zMbGJiQkpGfPnl26dHnSmzt69OioUaOuXbtW4HPNzs6uQYMGS5cutda5dUXj5uam0WgSEhKy/wwMDIyPj1e3pDxVqlTp0KFDyuRKT0+fPHnyxo0bHz58mP+ROp2ufv36oaGhNWvWLDCsXq8PDAyUY/f3Zzl79mzJkiVjYmKqVq2q2JuRk5PT3bt3PT09Y2Nj9Xq9TFn++uuvNWvWhIeH37hxI5/DdDpdy5Yte/bs2bZtW9Xn9l64cGHVqlVbtmyJjo7O5zA3N7f27dv37dvX4trHUtHr9b/88sv69esjIiLyf/esUKFC9runwn09M5f900hWVlZcXJzatTyTWuOsAfNEA+g/aACZDxpAxqMBZCQzbwA9kZiYuGbNmgMHDly/fj0xMTEjI0Oj0Tg4OJQoUaJKlSpdunRp0aLFs26bmpp69OjRs2fPXrt2LTo6Oi0tTavVenh4lClTpnLlyiEhIeXKlTOmBituAD0RFRV16NChixcv3r59OzY2Nisry87Oztvbu2LFitWrVw8JCclnZYdffvnl+++/j4yMzL6DDAaDVqvV6XTFihULDg4eM2aMv7+/kv8XS/F0A0iv1xd5jzO5OTg43LlzR+Gk0dHRK1euPHr06M2bN5OSkjIzMzUajZOTU/HixatVq9arV69Cret0586d4OBg+arNLSwsrHnz5gcPHlR42fWTJ08GBwfL2gB64saNG0ePHr1y5crt27cTEhL0er2Dg4OPj09AQEDNmjXr168vx0bvptDr9RcuXDh+/HhkZOT9+/fT0tL0er2jo2OxYsUCAwODg4NffPFFyXfFslCpqanHjh07e/bs1atXo6Ojs7KyDAaDq6tr2bJlK1WqFBISUr58ebVrNEc0gACLQwPoP2gAmQ8aQMajAWQkS2kAmYPnoQEkiewTJYTIyMh4MrAFz/J0A+jkyZNt27ZVu6JnunfvnopfjN3c3LKnHcXFxWVlZRUhwr59+7p37y51XfmZMmXKwIEDV65cOXr0aCXzbty4sVu3bso0gCyavb199rJTKSkpKSkpapdj7ry9vVNSUlJTU9UuxNzRAAIsDmsAAQAApV2/fl3tEvJT4ExMM6fk5K9s2X095dug5jmLEAAA80QDCAAAKC0pKUntEvJjzr9mG0P5kQvZGZUfM8hgFgAAjEcDCAAAKK2w27EpLHtmn+VSfjGa7IzK74rt5OSkcEYAACwXDSAAAKA0M18n22wXqDZSPkuYy5rRw8ND4bzKZwQAwHKx8j8AAIVz8+bNI0eOXL58+caNG+np6SkpKY6Ojp6enhUqVHjhhRdCQkL4UlqgWrVqaTRmuhOFg4ODpW+NpHx/be3atZs3b85/I205VKxYUbFcV65cyd4F7NatWykpKWlpadnbtAUEBGQ/8bP3GZCWXq8/f/78sWPHIiMj7969m5KSkpmZ6ejoWLJkyYoVKwYHB9etW9fe3l7yvAAAq2TZn28AAFBMVFTU6tWrN27ceO3atXwOs7GxCQkJ6dmzZ9euXbP3ckJuWq3Ww8PDPJfasYL9nkuXLu3m5qbkUtDnzp1TLNcTzs7OCtxZt2/fXrVqVXh4+N27d/M5zM7OrlmzZr169WrXrp0kDcSLFy+uWrVq8+bNMTEx+Rzm4ODQpk2b119/vXnz5hqNxvS8AAArxhQwAAAKEBMTM3bs2Nq1a3/11Vf5d3+EEFlZWQcPHhw+fHidOnWWLl1atG28nwf169dXu4S8tWvXTu0STKXVahs0aKB2FbKrX7++rGO1/vrrr2HDhtWvX3/WrFn5d3+EEBkZGbt27Xr77bdDQkLCwsJMGd12+fLlvn37Nm3adNGiRfl3f4QQaWlpP/74Y8+ePVu0aLF79+4iJwUAPA9oAAEAkJ+wsLCQkJClS5c+fvy4UDe8d+/e2LFjW7VqdfHiRZlqs2hjx45Vu4Q8aLXaESNGqF2FBFq3bq12CbJr06aNTJENBsOiRYsaNmwYFhaWmZlZqNvevHlz2LBhnTp1un37dmHzZmZmTp48uXnz5r/++mthW0h//vln7969BwwYEBsbW9i8AIDnBA0gAADylp6e/v777w8bNsyUmUrnzp1r06bNxo0bJSzMOtSoUaNSpUpqV5FTq1at5FjJRXkdO3ZUfk8uJel0us6dO8sROSUlpX///uPHj09OTi5ykCNHjrRo0WLXrl3G3+Thw4cdO3acNWtWRkZGkfNu27atefPmp06dKnIEAIAVowEEAEAeUlNT+/btu3btWklCDRs2bO7cuaaHsjILFy5Uu4T/sLGxmTdvntpVSMPd3b1Xr15qVyGj7t27e3l5SR42Li6ua9euO3bsMD1UQkJCv3791q9fb8zBd+7cad++/e+//2563r///rtLly579+41PRQAwMrQAAIAIKeMjIy33npLwm9QBoMhNDTU3PodqrOxsTGr/bYcHR0fPXqkdhWSGTFihLUuQ67T6UaOHCl52Oy278mTJ6UKmJmZ+f777//444/5HxYTE9OjR48bN25IlTclJaVfv35Hjx6VKiAAwDrQAAIAIKcJEybIsZzqxIkT+Vn+idjY2F69ehV2gRVZJSUlDRgwQPm9zGVSpkyZ4cOHq12FLIYOHSrH/l/Dhg07fvy4tDH1ev3QoUPPnDnzrAMyMjL69u179epVafOmpaX179+/wLWrAQDPFRpAAAD8x/bt25csWSJH5OyvgtHR0XIEtzgjRoz4+++/1a4ip9OnT3/xxRdqVyGZUaNG1ahRQ+0qJFa1atXRo0dLHnb58uVbt26VPKwQIj09feDAgSkpKXleO2XKlBMnTsiRNzY2dtCgQXq9Xo7gAABLRAMIAIB/JSUljRs3Tr740dHRoaGh8sW3FFu3bv3111/VriJv33///blz59SuQhr29vaLFy/28PBQuxDJuLu7L126VPL1rR88eDBp0iRpYz7t5s2b06dPz335hQsX5s+fL1/e48ePr1y5Ur74AADLQgMIAIB/zZs37969e7KmCAsLs5r+QtFkZmaacxcsKyvr008/VbsKyVSsWHHixIlqVyGZb775JiAgQPKw06ZNS0xMlDzs0xYuXJh7QlZoaKjcsyCnTJnyrMFHAIDnDQ0gAAD+kZycvHjxYrmzGAyGmTNnyp3FnG3evPn27dtqV5GfAwcOSLIfk5mYPXu22iVI5pdffpE8ZlRUlCT7/eUvPT09x1aAZ86cUWBRsNjY2BUrVsidBQBgEWgAAQDwj59++ikuLk6BRDt27Hj48KECicyTRXwdtZqJM9u3b5dweynVbd68WfIBdOvWrVNm5e8NGzakpaU9+VOxJ4JFPOMAAAqgAQQAwD/Cw8OVSZSZmVngztDW6s6dOxYxuGbbtm2PHz9WuwoJTJ48We0SpKTX6yUfprdp0yZpAz7Lo0ePdu7cmf3vjIyMn376SZm8165dO336tDK5AADmjAYQAABCCJGWlnb06FHF0j23+8Hv27fPYDCoXUXBkpKSLKJRlb/09PTIyEi1q5DYtm3bMjIypIp2//79S5cuSRWtQE+e+KdPn05ISFAsb0REhGK5AABmiwYQAABCCHH69GllpoFkO3bsmGK5zMrx48fVLsFYVnAfbdmyxSLabYWSmJj4xx9/SBVN4Xv5STqF8x45ckTJdAAA80QDCAAAIYS4cuWKkukSEhIePHigZEYzcfnyZbVLMJYVjJ3Zt2+f2iXI4syZM1KFUviJf+PGjezhSwrntaDnHQBAPjSAAAAQQojcOzTL7datWwpnNAd37txRuwRjmflWZca4du2a2iXIQsJlrRV+QGZmZt67d0/5vHfv3tXr9UpmBACYIVu1CzAvjo6OGo1G1hQ2NjZardbZ2VnWLFZAq/2nO+ns7Gx9w9elZWtrK4RwcnJSuxBzl32ihBD29vY2NjbqFmMRdDrdc3Wint6dRxmZmZnP1duBjY2NRqNJTk5WuxBjJScnq3IHPXneOTo6mvgOaEFnu1BSUlKy75rsc+Xk5FTkE6XWEz8lJUXJpHq9Pikpyc3Nzc7O7rl62SkajUaj0+mefBZF/vhqA1gQGkD/odPp5G4AaTSa7DcVWbNYgSd3hJ2dnbqVmL/sc8WDqkBPHlTZfVh1i7EItra2z1UDSJVe83P1zM1+3mVmZqpdiLH0er0qd9CTFyjT3wGtddBHVlZW9l2T/cJuyolS/hRlfw7MyspSOG/2U493QCNxoozHVxvAgtAA+o+EhAS5vwC4u7vr9fpHjx7JmsUKeHh4ZI/XiI+PZwRQ/hwcHFxcXDhRBXJ0dMz+hSolJUX5n3wti0aj8fb2ft5O1JMxYkqKi4tTPqla3NzcNBqNs7NzfHy82rUYxcHBQZU7yM3NLfvbVGJiooltAnt7e4mKMi/29vbZd429vb2rq2tCQkKR+zjKf3HV6/VxcXEODg4K53V1dRVCpKWlKTz4yBJ5e3unpqampqaqXYi58/HxEUJkZWWZ83tZdpEAstHYBgBACCGKFSumcMbixYsrnNEcKH+ei8wK7qBSpUqpXYIsSpcuLVUo5R+Q2RkVfnR5enoWeZxUenp6fHx8fHy8kvskAgDkwAggAACEECIgIEDJdHZ2dmXLllUyo5kICAiwlN21FH5IyKF27do7d+5UuwrpValSRapQCt/LxYsXd3NzUz5vYGCg8QdnZGQcPHhw//79J0+evHLlSmxs7JOrvL29AwMD69Sp06RJk0aNGjFPHwAsCw0gAACEEOLFF19UMt0LL7zwfH53evHFF3fs2KF2FUapVauW2iWYqnfv3lOmTFG7ConZ2Ni89NJLUkVT+IkfHByc/Y+goCAl89auXduYw+7fv79gwYINGzZER0fneUBMTExMTMzRo0fnzJnj4+PTs2fPwYMH+/r6SlosAEAuTAEDAEAIIUqUKFGpUiXF0jVu3FixXGbFUv7jWq22UaNGaldhqpIlS3p5ealdhcRCQkI8PDykila9enUlT9GTx3/Dhg2VXGW/SZMm+R+QnJz82Wef1a5de+7cuc/q/uQQHR09d+7c2rVrT5o0iXWFAMAi0AACAOAfHTt2VCzXq6++qlgus1K7dm0JF3CRT0hIiHUsHdqzZ0+1S5BYnz59JIym1Wo7dOggYcD8c7Vv3z77356enoo1Q93c3Fq0aJHPAb///nvjxo3nzJlThFV+0tPTv/vuu8aNG586dcqEGgEASqABBADAP3r27KnMvr9Vq1ZVeAKI+dBqtRbRkujVq5faJUgjNDTU0dFR7SokU7Vq1S5dukgbU7H7ukmTJk93P3v37q1M3s6dO+fzGFi7dm2nTp3u3LljSorbt2+/+uqr69evNyUIAEBuNIAAAPhH+fLllRkLMGLECAWymK2BAwcqvwd2oZQuXbpr165qVyENrVb74Ycfql2FZCZOnCj5zKm6detKuKhQPoYPH/70nx07dlRgJXgbG5thw4Y969qFCxeOHDkyIyPD9ETp6ekjRoxYtGiR6aEAADKhAQQAwL/GjBkj99rMcgxhsCzFihV799131a4iP2PGjNHpdGpXIZkRI0aUKVNG7Sok0LFjx5YtW8oRefz48RqNRo7ITzRu3DjHQjy2trZjxoyRNakQolevXv7+/nletX79+gkTJhgMBqlyGQyGTz75ZOPGjVIFBABIiwYQAAD/qly58qBBg+SLr9Vqp02bpuTir+Zp9OjRfn5+aleRt7p161rN/K8n9uzZ4+TkpHYVJqlRo8bs2bNlCh4SEtK9e3eZggshdDrdV199lfvyHj16yDr4yMvLa+LEiXledeHChY8++kjC7k82g8EwatSoc+fOSRsWACAJGkAAAPzHxx9/XLNmTZmCv//++/Xr15cpuAVxcnJatGiR3IOtisDd3X3+/PnKLAWlJA8Pj59++snW1lbtQoqodOnSq1atkrWH9eWXX5YrV06m4J999lmemwxqNJoFCxbItA2ZRqOZOXNmnsHT09PffvvttLQ0OfI+fvx48ODBRVhPGgAgN2v7fAMAgIl0Ot3SpUuLFy8ueeSWLVuOHTtW8rAWqk6dOp9//rnaVfyHra3tggUL5OsCqCsoKOi3335zdXVVu5BCq1u37s6dO+UeMubu7r58+XI5zk+vXr0GDhz4rGtLly49f/58OZqhH374Ybt27fK8au7cuVevXpU84xNXrlyZP3++fPEBAEVDAwgAgJzKlSu3YcMGT09PCWPWq1dvyZIlTP562sCBAz/66CO1q/iHjY3NzJkzZVpixkwEBgaeO3euevXqahdiLBsbmwEDBmzZskWOhmxuNWrUWLlypbTjjNq0aTNjxoz8j2nRosXs2bOlHZ/11ltvPWuBoYSEhDlz5kiYK0+zZ89OTEyUOwsAoFBoAAEAkIcaNWps3bpVqkEHbdu2DQ8Pt/RFWOQwZsyYL774QvUpVw4ODkuWLLG+pX9yc3Z23rdv3+rVq4sVK6Z2LQVo2bLl3r17p06dquSC3I0aNdq0aZNUc7J69+69fPlyY0b3vPbaa8uWLctns3bjaTSa0aNH57nkULYVK1Yo0JpJSEhYsWKF3FkAAIVCAwgAgLxVrlw5IiKiVatWpgSxtbX95JNPVqxYIclXO6s0aNCgjRs3KjPEI0+BgYE7d+5s3769WgUor02bNhcuXFi4cOELL7xgbisx+fv7v/POO7t37163bl3VqlWVL6BOnTp79+41ca0ue3v7adOmfffdd8aP62nbtu3OnTsrV65sSl4PD4/ly5ePGzcun03N1q1bZ0oK4ymWCABgJI3ki/9btJiYGLlPiLu7u16vf/TokaxZrICHh0f2ZyYF7hRL5+Dg4OLiwokqkKOjo7OzsxAiKSlJppUvrYZGo/H29uZEPbFp06bQ0ND79+8X9oYvvfTS119/Xa1aNTmqsjhubm4ajSYhISHPa+Pj47/88stVq1ZlZmYWKqxOp+vfv398fPymTZv0en2hbuvo6Dh8+PARI0bY29sX6oaycnNzyx7zEhcXl5WVpUDGyMjI/fv33759OzY21sPD4+DBg+fPn1cgrxCifv367777bkJCgru7u4+PT6VKlXx8fIy/ub29vaura2xsbGHv+gLp9foVK1ZMmTIlLi6usLdt1arVl19+Wb58+SLkTU9Pnz179rfffpuamlqoG2q12u7du3/66ad5ju3KPlFCiOPHjyu5Dv1vv/2mShfPRN7e3ikpKYW9C55D2c/WrKysIjxNFFOolxTA6tEA+g8aQOaDBpDxaAAZiQaQ8WgA5fb48eM1a9YsXbr08uXLBR5sY2PTpEmToUOHNmvWTP7SLEb+DaBsN2/enDt37qZNm4x5o/T09OzZs+eQIUNKlSolhLhy5cqcOXN+/PHHlJSUAm9brFix3r17DxkyxAy/GyjfAHqawWCoWrVqTEyMMunc3d0vX75c5LWx5GsAZUtKSlq2bNmKFStu3bpV4MF2dnatWrV677336tata2LemJiYBQsWrF279sGDBwUe7Ojo2LFjx/fee69KlSrPOuZJA+jrr78eN26cieUZb/Lkye+++65i6aRCA8hINIAAi0MD6D9oAJkPGkDGowFkJBpAxqMBlI8zZ85EREQcOXLk4sWLUVFRTy63tbUtW7ZszZo1GzVq1KZNG19fXxWLNE/GNICypaWl7d69+8CBAydOnLh69erTDR1XV9eAgIC6des2a9asadOmuVeHSU5O3rVr12+//Xb69OmrV68+/Rh2d3cPDAysV69es2bNGjdubLZ7oqvbALp161adOnWUzHj48OHAwMCi3VbuBlA2g8Hw+++/79mz5+jRo5cuXXq6O6bT6cqXLx8UFNS4ceM2bdpIu6F7VlbWb7/9tn///uPHj0dGRsbHxz+5yt7ePiAgoFatWk2aNGnVqpWLi0v+oZ40gHr27BkWFiZhkfl77bXXFixYoFg6qdAAMhINIMDimOlHHwAAzFNQUFBQUFD2v1NTU+3s7FJSUpycnPR6vZJL1Vo3BweHDh06dOjQIfvP+Pj4R48eaTQaV1dXd3f3/G/r7OzcuXPnzp07CyEMBkNCQsKjR49sbGxcXFzc3NxkL93yybo7+LMyFrkBpAyNRlOvXr169epl/5mcnPzo0aPHjx+7ubm5urrK10m0sbFp3rx58+bNs/9MTExMSkrKyspydXV1c3Mr2tLpV65ckbTGAij/cAIA5IMGEAAAReTk5OTt7S2EyMjIMGZgC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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-alpha" class="slide section level2">
+<h1>Aesthetic mapping <code>alpha</code></h1>
+<div class="sourceCode" id="cb14"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb14-2"><a href="#cb14-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">alpha =</span> class))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="aesthetic-mapping-shape" class="slide section level2">
+<h1>Aesthetic mapping <code>shape</code></h1>
+<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb15-2"><a href="#cb15-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">shape =</span> class))</span></code></pre></div>
+<p><img 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" width="768" /></p>
+</div>
+<div id="aesthetic" class="slide section level2">
+<h1>Aesthetic</h1>
+<p>You can also set the aesthetic properties of your geom manually. For example, we can make all of the points in our plot blue:</p>
+<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb16-2"><a href="#cb16-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy), <span class="dt">color =</span> <span class="st">&quot;blue&quot;</span>)</span></code></pre></div>
+<p><img 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AQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJJwACAAAASDgBEAAAAEDCCYAAAAAAEk4ABAAAAJBwAiAAAACAhBMAAQAAACScAAgAAAAg4QRAAAAAAAknAAIAAABIOAEQAAAAQMIJgAAAAAASTgDE6OrtjYpdAgAAAEx0AiAKb2AgXHJJxX77NUyZMmnq1Obp05s/8pHau+4qKXZdAAAAMEEJgCiw1tZozpyGE06ouffekkwmhBDa26Mbbig/8MCGs86qKnZ1AAAAMBEJgCikXC58+MN1d9+9hsk+2Ww488yqX/yiIv6qAAAAYIITAFFIf/xj2Z13lg7T4JvfrOrvj60cAAAAIAQBEIV1ww3lwzdoaUkNnxABAAAABScAopCefDJdkDYAAABAAQmAKKTBwZG0cWF4AAAAiJUAiELaaKNs3jZTp2ZiqAQAAABYSQBEIe27b54dnisqcrvvPhBPMQAAAMAQARCFNHdu32abDTfB51Of6qmtzcVWDwAAABAEQBRWWVnu8stXTJ685oVgBxzQ/6UvdcdcEgAAACAAosC23DJz++1tRx/dW1n52kyfjTfOnHlm56WXrigpKWJpAAAAMEE5Hafw1lsv+/3vd373u12PPZbu6Ig22CC76aY2fgYAAICiEQAxWsrKctttN4LLwgMAAACjzBIwAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJJwACAAAASDgBEAAAAEDCCYAAAAAAEq6k2AWQWA8+WHLjjWVdXdHGG2ePPLKvoSFb7IoAAABgghIAUXh//GPZ/Pm1ra3RyiOnnlq9446Dv/rViro6MRAAAADEzRIwCuySSyo/+MG6VdOfEEIuF+65p+Qd72h86SVDDgAAAOLmbJxCWrYsddJJ1Wu7tasrOvTQ+jjrAQAAAIIAiML68pdrssOu8frXv9JPPpmOqxwAAAAgBAEQhfX3v+ffVeqSSypiqAQAAABYSQBEIXV2RnnbPPOMGUAAAAAQKwEQhZQeQbZTVZUb/UIAAACA1wiAKKS3vS3/Vd533nkwhkoAAACAlQRAFNLRR/cO36CkJBxzTE88xQAAAABDBEAU0ic/2TP8JKD587vLymIrBwAAAAhBAETBLVjQNmXKmjOgo47q+8pXumOuBwAAABAAUWANDdmHHmr90pe6N9ggW1ISoihUVOTe8Y7B3/ym/Qc/6Ch2dQAAADARlRS7AJLphBO6TzjBZB8AAAAYE8wAAgAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJV1LsAkimJ59Mf+c7VQ89VNLbGzU3Z/fZp/9LX+ouMdwAAACgGJyRU3gf/nDdjTeWrfzfpUtTDz5Y8qMfVZ13Xschh/QVsTAAAACYmARAFNgRR9TddlvZ6sf7+8PHP15bXp5773v7468KAAAAJjJ7AFFIt91Wtsb0Z0guFz796do46wEAAACCAIjCOuusquEbdHREN9+81oQIAAAAGA2WgL1OaWlpLpeL/3GjKIqiqLS0NP6HLqzHH0/nbfP731cceGAROjmEEEXR0H8koKvHuFQqFfRzjHT1aIuiKJVK6ed4JOMNcYxLzAePcUFXx8Or9Ghb+UHakI6BDx4xmJhDOipK3jFm5XK5leOAt6CqKvT05Glz4IHhhhtiqQYAAAAIIZgB9Abt7e1Fedzq6uooijo7O4vy6AVUUVHf05MnQWts7G9r646nnjeor6+PoiiXyxXrDz1xVFdXhxC6urqKXUjCDQ3pbDa7YsWKYteScDU1NblczpAebQ0NDSEEQzoGtbW1mUymu7s4b8cTx9CQzmQyHR0dxa4l4WprawcHB3vyfg/JOoiiqL6+PhjSsairqxsYGDCkR1UqlaqrqwshDA4Ojusz8aH3mhESAL1OJpMpypSooQcdHByM/6ELa+utB//2tzzT5w4+uKdYv+nKGV4J6OoxLjFDerzQ1aMtl8tls1n9HI9cLqerR1sul9PPsdHV8dDPo23lOgldHQMfPGIwtGdFmGBD2ibQFNLJJ+f5LrGxMbfnngPxFAMAAAAMEQBRSLvsMnDwwX1ruzWVChdfbFY/AAAAxE0ARIFddFHHMcf0rr6VdnV17sorV8ycafoPAAAAxM0eQBTeOed0nnRS9/e+V3X33SV9fdGkSdmDDuo/7jh7mAEAAEBxCIAYFZMnZ888cxxvpQ4AAABJYgkYAAAAQMIJgAAAAAASTgAEAAAAkHACIAAAAICEEwABAAAAJJwACAAAACDhBEAAAAAACScAAgAAAEg4ARCFl82Ga64pnzu3fostmjfYYNIOOzR97nM1ixaVFLsuAAAAmKAEQBRYR0d0+OH1n/xk7YIFpW1t0eBgeO651C9/WfGf/9nwk59UFrs6AAAAmIgEQBTYxz5Wu3Bh6erHBwfDqadW//rX5fGXBAAAABOcAIhCuu22sltuKRumwWmnVQ8MxFYOAAAAEIIAiMK67rrh0p8Qwosvpv7v/9YwPwgAAAAYPQIgCumJJ9J52zz2WP42AAAAQAEJgCik/v6oIG0AAACAAhIAUUgbbpjN22ajjfK3AQAAAApIAEQh/ed/9g/foKws7L57njYAAABAYQmAKKQjj+ybOnW4CT7HHddTX5+LrR4AAAAgCIAorIqK3GWXrWhoWHPEM2vWwMknd8dcEgAAACAAosC2337w1luXH3JIX0nJawcnTcqeemrXFVe0l5WZ/gMAAABxK8nfBN6kqVOzF17Y0dHR+c9/lnR2RhtskN1mm8G0i78DAABAkQiAGC21tbn3vGeg2FUAAAAAloABAAAAJJ0ACAAAACDhBEAAAAAACScAAgAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcCXFLoCCefHF1KOPpgcHo403zmy5ZabY5YT29uif/yzp7o4mT85ut91gOl3sggAAAGCiEgAlwd13l3z969V//3vpyiPTpmW+9KXuww/vK0o9S5akTzut6qabyjP/jqGamrKf/GTvZz7TXWLEAQAAQOwsARv3fv3r8oMOalg1/QkhPPVU+lOfqv3yl2vir+eBB0r22qvhhhteS39CCK2tqTPOqDriiPq+vij+kgAAAGCCEwCNb089lZ4/v3ZwcM23XnRRxdVXl8dZT09PNG9eXXv7mlOev/yl9PTTq+KsBwAAAAgCoPHuRz+q7O8frsE558QauFx1VfnSpcMNqosvrmxrMwkIAAAAYiUAGt9uuaVs+AZPPJF+5pn4tl++9dY89fT3h7/8JU8bAAAAoLAEQONYNhtefDH/X3D4KTmF9fzzY6seAAAAIAiAxrVUKpSU5PI2KyvL36ZQRvJYcdYDAAAABAHQeLfFFpnhG6TTYfPN87QpoLz1hBC22iq+egAAAIAgABrvDj64b/gGe+7Z39gY34ybQw4ZdkvqEKZMye6yy0A8xQAAAABDBEDj28c/3rvppmudUFNRkTvttO4469lrr/59911rBhRF4Zvf7CopibMiAAAAQAA0zlVV5a6+esUaF17V1+cuvbRj220HYy7pggs69txzDXN8SkvD6ad3HXJInilLAAAAQMGZjDHubbpp5pZb2n72s4rrry9ftCg9OBg22SQ7e3b/8cf3TJmSjb+emprcr37Vfv315VdcUfHAAyUdHdEGG2T32KP/+ON7ttnG7j8AAABQBAKgJKiszB1/fM/xx/cUu5BXpVLh0EP7Dj3UZB8AAAAYEywBAwAAAEg4ARAAAABAwgmAAAAAABJOAAQAAACQcAIgAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJV1LsAiiMBQvKTj+96tln09lsmDQp+6EP9R5/fE+xi2Iieuqp9M03lz33XEkUhY02qtx///5NNskUuygAAICJTgA07nV2hpkzm5YufW0yV1tb+pRTqk8/veq3v23bYQfn3sSkuzs65ZTqX/yiIptdeaz6tNOqjz229xvf6KqoyBWxNgAAgAnOErBxb/vtm1dNf1bq7Y32269x8eJ0/CUxAQ0MhGOOqbv88lXTnxBCyGTCJZdUzJtXmxFFAgAAFI8AaHz7xCdqOzujtd2ay4U5c+rjrIcJ67LLKhcuLF3brbfeWnb55RVx1gMAAMCqBEDj2w03lA3fYNmy1IoV8dTChHbppXnynUsuEQABAAAUjQBofOvvX+v0n5V+/vPKGCphImtri/71rzyLDR95pGSY2WoAAACMKgHQONYzsst8PfWUbYAYXcuXj+iVZITNAAAAKDjnY+NY5chm9my8sd13GV0NDdn8jUbcDAAAgIITAI1vpaX5L619zDEjmykEb1VjY27zzfPkjFtvnamtdSV4AACA4hAAjW/77NM/fIPm5mxDQzy1MKEde2zvOjYAAABg9AiAxref/ayjsnKtsyqiKPz61+1x1sOEddxxPTvvPLC2W3fbbeBDHzITDQAAoGgEQOPegw+2NDevYWuV0tLcr3+9YtttbQBEHMrKwhVXrHj/+/ui11/pK4rCEUf0/fznK0pLi1QZAAAAIZQUuwDWVUNDePTR1muuKT/nnKrnn0/lcqGhIXfYYX1f/WpXsUtjYqmry11wQcfnP9/zu9+VLVlSEUVh6tTe972vb5ttpJAAAABFJgBKiLlz++bO7St2FRC23XZw220H6+pKQggrVnQXuxwAAABCsAQMAAAAIPEEQAAAAAAJJwACAAAASDgBEAAAAEDCCYAAAAAAEk4ABAAAAJBwAiAAAACAhBMAAQAAACScAIgJ4d57S+bPr9lmm1RTU9h662j+/Np77ikpdlFjyI03lk6d2rzeepNW/rP11s3PPvumXx86O6Pzz6888MD6jTcu3Xjj0jlz6i+4oLK7OxqNmgEAABg558AkXC4XvvnN6h/9qDKXe/XI8uXhscfKr7qq/BOf6Pn617uiCZ9OHHJI/V//WvqGgy0t0YwZTSef3PX5z/eM8H4efrjk2GNrn302vfLIsmWlf/tb6YUXVvzsZyu22SZTsIoBAAB4k8wAIuG+//2qH/7wtfRnpVwunH9+5VlnVRWjqDHk5JNrVk9/VjrjjOqHH17rrat66aXU4YfXrZr+rPT00+nDD69vafFqAwAAUDROyUiyZctS55xTOUyDc8+tfP75Cf0suPDCiuEbHHBA3Uju5+yzq15+ea09mfcPAQAAwKia0Ke+JN5NN5X19Q23xKu/P/rd78pjq2es+cc/SlefG/UGI9nBJ5sN119fNnyb664rz/tYAAAAjBIBEEn22GP5d7l69NE1rFqaIC66KM/0nyHd3XkavPxyqrU1z4vJSNoAAAAwSpyPkWQ9I9i/uKdn4u4C3dY2oleAV17J06y3d0R9OJI/BwAAAKNBAESSbbBBNm+bDTfM3yapZs7sH0mzjTfO00WTJ2fT+eZRlZaGyZOtAQMAACgOARBJttdeA3nbzJo1ohAkkT772fxzcqIRTO6prMztskuert5114GyMgEQAABAcQiASLKddx54z3uGCyZ22mlg113zh0QJtv76eWb3HHVU30ju5/Ofz5Mlfe5z+XYSAgAAYNQIgEi488/v2GijNWccG26Y/elPO0YywyXB7ruvNbX2l4Hm5ty553aM5H722qv/C19Ya8Rz0kndu+8+oYM2AACA4hIAkXAbbpi95Za2D3ygt7T0tYOlpeHII/tuuaVt6tSJuwHQkNLS8NxzrzQ3r2Fx1g47DD76aMvI7+rLX+6+8MKOTTfNrHpw880zl1zS8T//Y/oPAABAMeW/SDaMd01N2R/+sPP007sef7yprS1qaMhNn97a0GA/mleVloZHH21pbw///d91992XLisL//mfA9/+dudbuKtDDuk7+OC+RYtKli6tiaKw4YadW289OMHnWAEAAIwFAiAmivr63OzZuVQqyuVCS4v0543q68PFF69Y9/uJorDttoPvfnc2hLBixeC63yEAAADrzhIwAAAAgIQTAAEAAAAknAAIAAAAIOEEQAAAAAAJJwACAAAASLjxcBWwXPeLjz/+1G5T9zsAACAASURBVHPPvdAeGqZstPH0raavV7HGhoNti++7Z9GSFan1N996qy03mVQh3gIAAAAY8wFQ75K/XP7DC258tP21q3anG99+wEc/M2+PDctWbTiw9PbzTv/RrUv7/32gavohXzrlwzOaohirBQAAABiDxnYA1P/IZd8463fLQtUmu+y16zu32KBsxVN3/+Gmvz98w9mnpyad+9Ft/x0B5Zbe9PUv/uTBrtLJ2++75y6b17yy6K+3LXzs+m9+of3EH/z3e+qK+jtMXP390WOPpTs6oilTstOmZYpdTshkwsMPh+XLQ1NTWG+9kE4Xu6Cx58EHS+6/vySdzs2aNbDhhtlilwMAAEDBjOkA6IUbL/79slCx1VHf/OZRWwyt+po1e/+dL/zsV25Y+ttf3Dr3jP3rQwghdNxx2c8e7Ar175n/rZNmTY5CCAccuNemp5x42aLbLrxi/52P38apfrxeein1rW9VXXtteW/vqxOwpk7NfPrTPR/+cG+qGMvyenujc86pvOyyytbWoXqixsbmefN6v/CF7srKXJ4fnhjOPLPqvPMqu7tfmzA3aVL2u9/tmjOnr4hVAQAAUChjeZecgX89+kQ2lO1y6NwtVtnzp+Lts/d4Wwi5xYuffvXIir/dcld3CFu+/7ih9CeEEEqnHfrhfZpCeGXBLQ8Uf+7JhPLoo+lZsxp+8YuKlelPCGHJkvRJJ9XMm1c3MBB3PcuXR/vvX//971f9O/159eD//m/lfvvVt7aO5adATA4+uP6ss6pWTX9CCK+8kvroR2u/8Y2qYlUFAABAAY3ls9+WjsG3bbTRtltsVPr64yUlJSGE3p7uobkbmYfufzATwqY77bTeqq2irXbeqT6EzvvvfyKuggn9/dExx9S9/PKax9Uf/lB25plxBwrz59c+/PCaZ7otWlTyqU/VxFzPWHPGGVV33lm6tlt/+MPhbgUAAGC8GMsB0JSDvvrjH//4G3Omvu5o/5K/3vVsCOmtt91yaMLCC88+OxhC+fTpr28Xos2nTwshvLxkSW9MBROuuab86aeHW3F3/vmVHR3xbcz90EMlN99cNkyDW24pu/feMb0QcrT99KeVwzf40pcmekYGAACQAOPl1Lf3+Yfuf6q14+VnHrj9poWLc9XbH/uxvZuHblreujyEUFtX+8afqamtjULILW9tC2HK6296/vnnr7322tUf5oMf/GBVVRHWvKTT6SiKqqur43/owrr11uHSlhBCX1/0j3/UzpkT07q822/PP8IXLKjZfffYV6aNDfffn+rpyZPHPflk+i2MzHQ6HUJIwJAe46IoGvq3rh5t6XQ6lUrp53jo6hikUikvHbExpGOQSqVKSkr0czwM6RikUqnS0lL9PKqGPkiHENLpt3K+M06NlwCoZcEF37rimaH/Lt/80C+fdMhm/04aenp7Qgi1NasFQFFtbU0IHUO3v96yZcsuu+yy1R/m2GOPrazMMyFi9BTxoQtl6dL8bV54oSy2X/SFF/K3ee65ksrK8fJEKLCHH87fJpMJmUxlzVuaBpSAIT0uRFGkq+Ohn+NhSMdGP8cjlUrp6hiUlJQM7RPBaDOk42FIx2ZCDenxMqQad/mvzzS1drYue/re2//yr1+f+qkn5n3tlEM3rwghlKRLQhhc+49GIb4VRxPeSF6jSmPcUmas1TPWVFTkbxNCKMszrwsAAICxbrwEQFWbvWf2ZiGEEI76r/de9IUv//bBy374m53+98ipITQ0NoTwYmdn5xt/JtfR0RlCaGpuWu3upk2b9p3vfGf1h8lkMh0dHQWvPq/Kysooirq7u+N/6MKaNq3i73/PE6hMndrd0RHTErBNNikLoXz4Nptu2tfR0R9PPWPNu96VCiHPdMeystDX19H3Ji8HPxSi9/SsPv2OQqqpqYmiKJfLreEVkIKqqqrKZrO9vfaUG121tbUhhGw229XVVexaEs6QjochHZvq6upMJmNIj6ooimpqakIImUwmAactY1x1dfXg4GDfm/0IzpuRmCE99F4zQuMlAFpFxTZHztn+tz9+YPH997cfObU+NDU1hfDiGnKb7s6uXAjpxsbV+6OhoWGfffZZ/b5bWlqK8jQrLy+PoigBz/D3vS93xRXDBUCTJmX/4z+6Y/tFZ88ePOWU8sG1TxBLp8N++3X39cUUSI01U6aEpqbK1tbhNoPfYYeBtzAyy8vLQwgJGNJj3NCbVi6X09WjraKiIpvN6ufRNvQJxpCOQWVlpSEdg5UBkK4ebVVVVZlMRj+PqpVny16lY2BIxyCVevUkaLy/Sr+pAGgMXwXsuRu/Pn/+/FN//cxqt9ROmlQWQng1pqtvai4Joffpp198Q7Onn346hNA8aZIlYLGZPbt/5szhNlQ+7bTuONcTTZ2aOe644SahfOQjPdOmTdD0Z8i3vjXcd5LpdDj//CLMiQMAAKCwxnAA1FSRffaZZx6499HVTj9fWrKkP4TyTTZZP4QQou22e3sUwhN33bX8da0W33V3awiTdt11i5gKJoQoChdfvGKnndYw5SaVCied1P2BD8Q9Nfe007rmzl1zoPv+9/d9/esTfUr2YYf1zZ/fHa0pJU2nw//7fx1Tp2ZjLwoAAIACG8MBUNWMnd+eDuHBa3/x4KqZQa797z+7/rEQyrd/x1ZD1dfvtveMipB75IYr71+5C0bu5duvuuXFEDaZvd9WJgDFqrEx99vftn3ve50zZgwO7cHc0JCbM6fvppva/ud/irC0sqQknH9+x+WXr9hrr4GqqhBCqKwMe+45cNllKy64oGMi7wC90le/2v2b37RvvXUmnX71SFlZ2G23gbvuan3f+8bxZEgAAABWGst7ADXuc+whN3352iU3nfap5/advfP09WuybUsfveMPtz3eEare+ZFP7N34asO6PeZ94KaHLn3092d9LXvoAbtsVvnyooU3XPu39lA/8wP7bVjU32FiKikJ8+b1zpvXG0Lo6YkqK3PFrijsv3///vv3NzU19famKitzLS3txa5obHnPewb+8pflIYTOzlRZWdZlvwAAABJmLAdAoXzro7/2ldw5P/zNww/+4ZcP/vtoqn6b9807/uh9Jr82sye1yaEnn9z13bOv+efNlz1289Cx0im7feKkz+7WuNq9EquxkP6sqqoq5MZWRWNLTY0FXwAAAAk0pgOgENLr7fShb19y6FMP3PfY0paOTOV6G06dOm36ZpMqVmtZ/65jvnXRex+9597HX1gxUNE0ddsZO06rT6/hLgEAAAAmmDEeAIUQQkjXTdtxz2k75m9YPmnrXWdvPfoFAQAAAIwnY3gTaAAAAAAKQQAEAAAAkHACIAAAAICEEwABAAAAJJwACAAAACDhxsNVwBiBtrboT38qe+yx9MBAtMkmmb33Hth440wR63nxxdRHP1q7aFFJJhOqq3MHH9z37W93FbGe7u6w3XZNnZ1RLheiKFRXN991V8ukSUWsKFx/ffk115S/9FKqvDz37ncPzJ/fW1eXLWI9S5ak//zn0meeSZeW5rbcMrPvvv0NDbm3cD8LFpSdeWbVkiUlIYRNNmk48cTumTP7C10sxOf551O33FK2dGk6lUptvHH5vvsONDcX86kKAABvTZTLvZVzvKRqaWkpSofU1dVFUdTe3v4WfjabDeedV3n22VVdXdHKg6lUOPLI3jPO6KqtLcKvs99+9ffeW/qGg1EUzjqrc9683vjr2X77phdfXMNkt/XWyz7ySGv89dxzT8lRR9UvXx6tejCVCscf3/ONbxQhJuvqik4+ufrKKysyq2SG1dW5z3+++7Of7UmNeJpga2tq990bXnrpjT8wZUr2L39pbWgoULmsorm5OYqibDbb2lqEkZx4vb3R179eddlllQMDrx2sqMh9+tM9X/xid4kvUEbBpEmTQgiZTGb58uXFriXhGhoaMplMR0dHsQtJuKEhPTg42NbWVuxaEq6xsXFgYKCzs7PYhSRZFEXNzc3BkI5FY2Njf39/V1cxv0FPvFQq1dTUFEIYGBh4a2fiY8SkNzOvYZ2WgHW/9MIK34MW28kn13zjG9Wrpj8hhGw2XHFFxRFH1Pf0RGv7wVGyyy5Nq6c/IYRcLnzxizWXX14Rcz1bbbXm9CeE8PLLqenTm2Ku5777St73voY3pD8hhGw2nH9+5ac+VRtzPb290RFH1P3iF69Lf0IIXV3RGWdUn3hizQjvp6cnbL994+rpTwjhxRdT22/f3G8aEOPKwEA49ti6iy56XfoTQujtjc4+u+ozn6n17QkAAOPLOgVAT50/e/2pOx/+P+f+5r5lTu6KYsGC0osuWmukcvfdJeeeWxlnPVddVbF48XCD6otfHGmgUBD33htaW4erp7099fe/x7oT1jHH1GXWvjjv6qvL//GPWOcVnHde5T/+sYbAbsill1bcemvZSO7n0EMb+vvXmjb29kZz55oCxHhy6aWVt9221qfGtdeW/+Y35XHWAwAA62hdT317n7/rmnM+f8iOG07Zdv/jz7h84VOdvhON08UX58l3LrnkjTM7RtUpp1QN3yCbDRddFF8mNWdOc942hx7aGEMlQ+65p2TZsjxPum9+szqeYkII2Wy4+OI8c7KGSRhXdc89eXKr//s/C2YYT/KO/BE+NQAAYIxYpwDobft8/Lj9tm0qCSFkli+6+YJTjt1zs/U33e2ok35840OvDOT9cdbd3/++1i+oh7S2ph57LL4T7/b2/CMqb+JQQH19+VfADQzEt0rummvy/+6PPBLf32vx4vQaF22t6m9/yzPGQgj/+lc673KYbDYsWZIeeW1QRC+9lFq8OM9wvfvu0gFvdAAAjB/rFAA17jb/wj88/OILD914/slH77l5bSqE0P3snVd+99MHveNtG7zzoE+feeWdS7oLVCmryWTC6lvJrO6VV+ILOEayKUZbW9zbEo0deaf/hBB6e+Prn5aW/PV0dkZ5c7QHHhhRaHXffSYBMT6M5KmRyYS2tlgXkAIAwLoowIfX0knbve8Tp19++xMvLfnHNd//wtxdNqoMIQy0PHjjj088ardN1t9s1rGnXHjzouXFvCh5MqXToaYmf+Ly1i7m/dZEI8guamLdBWhsaWrKv2t6WVl8f6+RXHi+oiJXXp6npM03H9HTe6utBkdUFhTbSJ4aURTq6y16BgBg3Cjkt5cVb9vpsM+fffXfn31p8cKff/tTB75zcmkIuc6nFlx+xsf333bKhjse+vlzrr3r+SJcBjy5dtghzxl1dXVuyy3jy96qqvKfDh14YF8MlQxJp/PXM5I2hbL//vl3S582Lb6/1+abZ+rq8vz6ecdYCGHGjMG82V8Uha22EgMzPmywQXbKlDwZ0LbbDsYZ1wIAwDoajenrUc203T940nk33P/8soeu+uIe6w/to9C/7L7rzv2fuTtPnbLlPh/9xi/uedlcgAL44Afz5GmHH96Xd/pGAX3sYz1523z1q10xVDLku9/NX8+pp+ZvUyj77NOfd9LWf/93fPWUlYUjjsiTx+UdY0M23TRPuDN9uvSHcSOVCkcdlWfkH310fFk2AACsu9HZv6D3xXtv+OkpHzlg5qyjv7dw2etP+7Ltj99y8WlH/8emWx/504d9fF5H739/3+zZa51UsskmmS9/OdZNmE4+ubu2driA4+Mfjy/dCCHMm9ddWjpcPSUluU9/OtYu+sEPOoeZLLPzzgMHHRTr0+KEE7qGmXO09979hx8+onp++9sVqbW/nKRS4cYb299CeVAsn/tczzbbrPWLine/e2DevFhfzQAAYB0VMgDKrlj8lyvP/u8jZm663ttmzPnEGZf88ZGWgRBCafO2sz9y6gW/u//FV5685eLTjt1j06oQQveTv/rEPp/+fWcBC5iAoihcdFHHUUf1rp4p7LTTwHXXtY9k05nCeuyxlsbGNT/okUf2nXFGfNN/hjz/fEtJyZozoHQ698ILLTHXc9BBfeee21Gypt2Qd9994IYb4k5JGhtz113Xvssub7yaURSFD3yg7+KLO4aJdVY1ZUrmppva1rgiprw896c/LY9/KMK6qK7OXXvtilmz1nChrzlz+n7xixWl+a+PBwAAY0iUG8l1m4bV//JDt/z2uut+/evr//zAy6tMRilf/137vv+wuYcdNmfWNo2vO90deO7Pp3/wyG8sbA3p2Re8fPPHGtexgsJpaWlZ9w55C+rq6qIoam9/6yf/jzxScv31ZY8+WjI4GDbZJDt7dv+sWf0j2ZJ5lFx1VcVpp1W1taWy2VBSErbYInPNNcvXW69o9VxwQdUpp1Tmcq/2SBTlTjutJ+a5P6vq7g6nn159661lbW1RWVnYZpvBE07onjGjaOsic7mwYEHpzTeXPfNMOp0OW289ePDB/dtt91bqOe20mquvLluxIhVCqK/PHnlkX5yL/iaa5ubmKIqy2Wxra2uxa0msO+8svemmsueeqwght9lmfQce2LfjjpYwj5ZJkyaFEDKZzPLly4tdS8I1NDRkMpmOjo5iF5JwQ0N6cHCwra2t2LUkXGNj48DAQGenr5ZHURRFzc3NwZCORWNjY39/f1eXT9GjKJVKNTU1hRAGBgbW5Uy86Ibea0ZonQKgV277zme/ftHv/vLkilW+2q/aaOf9Dz1s7mGHHThz6MLwa5T5/UfXO+Di5WH6Sfc//u13vuUKCm38BkCMRFNTUyqVyuVyLS1xT/yZaOrq6kIIK1asKHYhCScAik19fX02m3W2PNoEQLERAMVDABQbAVAMBEBxEgDFYGIGQGtaiDJiyxb+4ooFT4YQQkjVTtv1fYcdNveww967y9Sq/BNP0hUVpSGE0u2332pdKgAAAAAgn3UKgEJIN275nwfNPWzuYe+fveMG5W/mJ2ecdOs/PxVKmzerWLcKAAAAABjeOgVAW3zxr8tOq35r+2DWTX3729flsQEAAAAYmXUKgMqqqwtVBwAAAACjZJ0uA//ImfvueMCHv/KDXy18rNU1UQAAAADGpnWaAZTrefG+3//5vt9f+u2Qqpu2yz7v3X///d+7314zNq5Zp1wJAAAAgAJap6SmasomkyuGrviVXfHU337949M+PmfnTZrX327vD37xe5f/+Z8v9RWkRgAAAADWwToFQNOOv3FZ20uLFv76J6d/7r/23WGj6lQIIfS/8vCtvzz7S8fuu/2Upo3+46DjTjnv2juebLNEDAAAAKA4olwuV7A7G2xffM8dCxYuWLhg4YI77nmqfZXQJ10//T37Hn3qeafNnlywhxsFLS0theyQEaurq4uiqL29Pf6HniAuuaTizDOrWltTuVyIotDYmD3hhO6PfKS32HUlTX9/dPXV5b/7Xdkzz5RGUdh004EDD+w/9NDesrJiV5ZQzc3NURRls9nW1tZi11IYra2pn/2s/Pbby5YuTVVWhu22Gzz88N699hooVj29vdFVV5X/4Q9lzzxTmkqFzTYbOOigvkMO6St9a9e/HEtuu6306qsrHnqopLc3bLhhdtas/mOP7Wtqyha3qkmTJoUQMpnM8uXLi1tJ4jU0NGQymY6OjmIXknBDQ3pwcLCtra3YtSRcY2PjwMBAZ2dnsQtJsiiKmpubgyEdi8bGxv7+/q6urmIXkmSpVKqpqSmEMDAwMK7PxIfea0aooAHQqrJdzz1w58KFt9989aVX/vX5/hBCCNt97Z8PnTamL/4uAEqknXdufOqp9OrHN944c889zjEK5skn0/Pm1f3rX2/s6m22Gbzsso5p0zJFqSrZEhYA3XJL2Sc/Wbt8efSG4wcc0P/jH3dUV8f94vzoo+kPfajuySffOKTf8Y7BSy/tmDp1vA7p7u7ok5+svemmN+ayjY25H/+4Y599+otS1RABUGwEQPEQAMVGABQDAVCcBEAxmJgB0Gjs1pztXHL/H6/8fz/56U9+8tMLrvp3+gNFsccea05/QgjPPpveddfGmOtJqtbW6LDD6ldPf0IIixaVHHZYXXv7G8/qYVV3311y7LFrSH9CCDfdVPaxj9XGXM9LL6Xmzq1fPf0JITz4YMncuXVdXeN1SB933BrSnxDC8uXRvHm1d9+9TleHAABgzCrU57yB5U/ec8fChQsXLFy48I57X7f6K4R03aY77LbnrFkHHjq1QA8HI3LXXSWLFq05/Rny+OPpO+4omzlTSrmuvv/9qqVL1xooL1mSPvfcqq9+1ZcYrNXJJ9f09681UvnTn8r+8Iey/feP76l61llVy5atdUgvXpw+77zKE07ojq2eQrn55rI//WmtazL7+6OvfKXmj3/0vS4AQAKtUwDUu+RvN97454ULFy5YcOdDL3S/bnZ+Sf1mM3afteeee86atefMHTapHe4kHEbJV79ak7fN175W9ec/C4DWSTYbrr22fPg211xTfuqpXdF4nTPB6Fq8OH3vvXnej66+ujy2AGhwMFx/fZ4hffXV5eMxALr66jy/1333lTzxRHr69PG6wA0AgLVZpwDoyYs/fvjX/vna/5c2brHT7nvuOWvPPfectdu7NqoZjfVl8CYsXpx/ED79tHRyXbW0pF5+OU9Xv/BCavnyqKmpCHtsMfY98kj+p+Ejj8S3NOmFF9JtbXnSyqefTvf0RJWV42xIL1qUvxsXLSoRAAEAJE+hPk9XTtv3Yyee+OnDd9+yyeV+GDMGBvJPOBkczNuEPLq7RzSxp6tLAMSajWQIjXCYFcQIt1zs6hp/AdBIunH8bm8EAMAw1mmSTnlDc/Wrd9Dz1J9+8Il9tprUMGX7vQ7/5Knn/vKP9z7b4ftDiqyuLv+5WU3NODt/G4PWWy+byvdakk6HyZN1NWu2/vr5rz4+ZUp8VyifPDmbd7liWVmu6BdNfwtG0o1Tpnj7BgBIoHUKgKZ/7va21qfu+v3l55x8/KF7vH1yRZTrWfbP26/5yemf/+B+MzZpbNh4xn4f/Nw3f3LN7f98ww5BEIuR7BhS3GseJ0NVVW7GjIHh2+yyy0B5uZcB1mznnQfzTqXZY4/4nqpNT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width="768" /></p>
+</div>
+<div id="second-challenge" class="slide section level2">
+<h1>Second challenge</h1>
+<ul>
+<li>What’s gone wrong with this code? Why are the points not blue?</li>
+</ul>
+<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb17-2"><a href="#cb17-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> <span class="st">&quot;blue&quot;</span>))</span></code></pre></div>
+<ul>
+<li>Which variables in <code>mpg</code> are <strong>categorical</strong>? Which variables are <strong>continuous</strong>? (Hint: type <code>mpg</code>)</li>
+<li>Map a <strong>continuous</strong> variable to color, size, and shape.</li>
+<li>What does the <code>stroke</code> aesthetic do? What shapes does it work with? (Hint: use ?geom_point)</li>
+<li>What happens if you map an aesthetic to something other than a variable name, like <code>color = displ &lt; 5</code>?</li>
+</ul>
+</div>
+<div id="facets" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb18-2"><a href="#cb18-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb18-3"><a href="#cb18-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span>class)</span></code></pre></div>
+<p><img 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" width="768" /></p>
+</div>
+<div id="facets-1" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb19-2"><a href="#cb19-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb19-3"><a href="#cb19-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span>class, <span class="dt">nrow =</span> <span class="dv">2</span>)</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="facets-2" class="slide section level2">
+<h1>Facets</h1>
+<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb20-2"><a href="#cb20-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb20-3"><a href="#cb20-3"></a><span class="st">  </span><span class="kw">facet_wrap</span>(<span class="op">~</span><span class="st"> </span>fl <span class="op">+</span><span class="st"> </span>class, <span class="dt">nrow =</span> <span class="dv">2</span>)</span></code></pre></div>
+<p><img src="data:image/png;base64,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3CGSSQSSgy7LPYPzjC5XG5+xsGW+eqFTxhlWeaxckQiEWeYTCajXDWJxWL2D3qYRCLh/CbNC+UTZo/5vSKRSCwWU2Zlzpwexn4omUxmXo+UWcnlcnoYny+c8Fsv9Csc81R6mJA7gvlbsgpz6JrcvLLM64W+1bF/SKVSwTZO+pdguV5MJhM9TKFQUGLMn4gzrKjtCHRsiSb/rL4TJ05YdfRj67fffmvUqJH5vwqFYtu2bYSQ5OTkFy9ehIWFlSpVSqfTUeZjzpb+JZirNJ/1wieM8wsnXNVA4B2BZzWgM7+XYRiHNk6tVvv06VP6zFNTUw0Gg7e3t71ZcW7D9E/naJWmjExnuV44w/isFz5hPE9XrNZLPqu0+cvPM5j9gzNM+CrNJ4y+LMsqTQ9zSZVmw3hWaXoYnTkHFx49XX4u7ZIqTU/b0Sqd/x1B+HNp/qd2fDZOl1zjFM0qzfPoSVxXpa3C+IyCalZAVZr+hZvxCeNz8cIzzFXrxYVVmnMLZ/+gh9ExlNJWlDzbNHr4pgT2b3nluMlT+9Xz+f81cmF+3PST+rD3ly94r8x/33RzWZ+J+zLLvLdg+fth/51y9erVwYMH2y7m6NGjfn5+rk8fAJxlMBgoRxQrOp0Ov+17NpPJZHke89VXX02dOpX+lnfeeWfPnj0FnBcUvhs3boSHh3OGnTlzpkmTJgLkU3zo9Xr+jQWo0gAAAnOoSjsUDO7IXdZuQFTvUYEpWSmv4q+cOPXn9skjHvb7elJcZQUhRCKWEKK3/1aGONDmCQAA7oPPbxhu8jsH5JfTP4UBAAAAFBPu0gCkqtS4bSVCCCG9er+96uMJu26sW/TbG9/3CCHEP8CfkJdZWVnW7zFlZmYRQgJLBNrMrly5cqNHj7ZdjNFozM7OJoRIpVKpVJqTk2MVkJCQUKpUKfbeLYVCkZGR4evrq1bTehlSKpUGg4HycIH5ZjDOZxDkcnlubi7lHFehULD3SnCGEUIoaTMMo1KpCCEGg4EzTKPR6PV2W+BkMhn7W59arTYY7I7Ixt5sbPuFW1KpVAzDmEwmqzCe4/6y2PVLCFEqlUajMSsrKzs729/f3zZSJBKJRCKNRsN+RnszFIlESqWS/oWbH3jhDBOJRLm5ufYCzOvFaDRyhmm1Wp1OZy9GKpWyfaDQV5+9HcESu16IxXebJ6d3BPOn5kOv17PvZdeLqzZOsVhM+cLJPxuh7cZpRaVS6XQ6ynphd3NCCJ/Vl5OTQ2naUCqV7L27nOvFaDRybuGEEL1eX0A7gkO7sPkbZotGuXLlON8SFhbGfgkGgyEzM9PPz4/dYnU6XU5Ojp+fX2pqqlKppN+Uy79K09eLuUpzhhFqlTavF3qVLiI7Qn6qNGWrM68XduMMDQ1ljxH0+VeuXNl2p+BZpdnvh3JPoguPnjyrdH6OnrZh5hKaJ0qVdui3ZcsqzbnV8dk4OY+e5J+NkH70ZMN4Hj35hHGWX5dUaasdgR4mQJU2fxwhN07z0VPIKm0ymVx19HTJjsC/StvuCE5Xac5TO7VanZubGxQURH9eW6vV0p+5438uzTCMwNc4RadK29sRHKrSOp2O3WL5bJzm9YIqzadK0wuUYFXaXRqALChq9uhUd9eS64+vXUvvEeJHAgMDCXmZmZlpHZiTlW0iRBwQYNM7EClZsmS/fv1s5/369WvzNieVSs1/f/vtt8uXLzcPJyyXy319fdPT07VarUQiiYiI6NevX7du3fJ8wFKhUOj1esqmLJPJzEduephcLqfvXVKplD1ocYYRQijLEolEfBoa2DCNRkPZlEUiEbs4rVZLD+M8aLEpmUym/By02Pfq9fo1a9asWbPmxo0bRqNRqVQ2adJk2LBhLVq0IIRkZmYuX758+/btDx48IIT4+fm1bNly9OjRdevWtZ2hRCLhvL6SSCTsvsoZRqjrxdEGIHrTJFscdTodPcxyR8gTe6pku15sw5zbERx6WMB8OBeLxex6ccnG6aqDFtsARIlRKBTmIzclzGQyyWSy3Nxc+qkSe9BSq9X0MPp6YbdwQojBYOAMo2/hYrE4zx3BoV3Y/HHYs5lmzZrJZDL6aeXixYtXr17t4+OTkpJiMBhkMllISIher09MTLQ8dspkskaNGi1ZsqRMGavHiR2u0pQjt/kheXoYZ5Vmt3DCtV4E3hHYU9h8XlqY38tZNKRSKbteXr58+c033/z222+crT+lS5fO81hDr9J///33okWL9uzZw/YxVLJkyfbt248ZM6ZChQpWkY5Wacr5IsMw5lNYephEIqGvF6VSyZ6fcIYJUKXNF8PmjZNygi4Wi83XV5xhPFsnOcP4lF/Cu0pTlmWu0pxhPHcEPmHOna44twuz/WI4d2pnRalU0r9wuVzO5+jJhrmkSstkMvpubq7SfMJcsiPwP11xybk0oVbphISEkSNHXrlyhU2YYZgKFSpMmzbt7bffNscYjcatW7euW7fu2rVrer1eLpc3atRo0KBBHTp0sJ2huc7Qr3EkEgn9S3DoGoez/JqPnvQwzh2Bf5V2bkdwrkqbT+3oG6e5aHCGubABiM81Dp8wzosX9o98XuOYqzT9nI0N49zC82xxc2gXLsIjnjzdmP6EIAAAIABJREFUM2X06NGTtyfYTPEJCpIR8w/BfoElJISo4+NfWoXFx8cTQkoEBeXnETCj0di8efNZs2aZW38IIRqNJikpiT1R1uv1Fy5cGDlyZJ8+fSg7PxQdaWlpnTp1+vDDD69du8Ye2nNzc48ePdqtW7dJkyY9evSoZcuW33zzDdv6QwhJT0/fsWNH27Zt16xZU6iJA4C14ODgPDt0s6JWq5OSktgjpVarffToUUJCgtWZvVarPX36dERERJ5DBECRdfHixYYNG/7www+JiYmcwd98840T82/WrNmyZcvMPUz//fff69evb9as2YEDBxxOFwDA0+3bty8qKur8+fPmFgGTyZSQkPD++++PGTOGfSU3N7dnz56jR4++dOkS29qo0WhOnTrVr1+/kSNHUi6AASCfinADUKDC+FdCwvUr92xu7fk7MVFLiDw0tBQhhDB16tRmCHl48WLqf6IeX7yUQkhQkyZV85NFr1697ty5wyfy8OHDnAPQQlEwePDgixcv5jlp+fLlHTp0YJsOrej1+s8///zIkSMFmxwAOGjixImxsbGumpter+/Vq1daWpqrZggFKjk5+Z133nn16hWf4OHDh+f5wzLFy5cve/fu/fr1a9tJ2dnZgwYNunv3rkMzBADwbK9evRo4cKC9FpyNGzcuX76cEDJ27Njjx4/nGbN169ZZs2YVYIoAxVsRbgBSRTaqLSbkxq8bbljevGVKP7d+531C5HXrVWez94tuFakgpju7N18z9wNkSjqx5ehLQkLbtqvu/A1Az549s1eb8rRlyxacCxZxJ06cOHHiBCXA8lYvKyaTacqUKa7PCQDyQSqVrlmzZtGiRbVr13ZooFN7dDqd+SdKKOLmzJmTlJTEGVa+fPkNGzZwDhhna8GCBZTWQI1GM3v2bEfnCQDgwTjv35k1a9bNmze3b99OiVm6dOnLl9bPdgCASxThBiAS0Pr9ziFi8nLfVyMmLdm869DxYwd2/PT9uBGzfk8lqvCBw1oF/H+gb7N+PWvITS/3z/168a/HLl39Y//GOV8t+iOd+L3Vsx13B6H2LV261KHhY0wm0969e/OxQChw+RwN+t69e+ZHwwCgiGAYpmfPnidOnGjVqpVLZnjq1CmXzAcK2q+//koPEIvF9+7dS0xMdPTeH9bu3bvpAUeOHKF3DQAAUKxcuHCBHpCdnb1q1Sr6FZZWqz106JBL8wKA/1ekO4GW1+j79Rembxf9dvvGgY03/nlV5FfznX5D+7Yu+e8PvaLQuIkTs7+Zv+3WwXX3D7KvSUtHD/v8w+gAm7k64N69e46+5dGjR/lZIhS0J0+e5HMOjx8/rlo1X88VAkABefbsmUvmQx/uAYoIvV6f5xO7lgwGw6tXr6pXr+7E/HNycjgfLtNqtU+fPsVBAQCARe92l3Xz5k3OGFxSARSQIt0ARIg4+I3+s9bGPbl+9f6z15kGZXC5kJCwKpWCbAfr9av/v5mr3r53+cqDFxk6RWBIrciIMD+7A7Xy5EQPZOi0rIijDH4h2BwAoIC4qgI7dO8nFBaj0chnTTldtHm+EQcFAAAzV5VlXFIBFJAi3gBECCFE7BsW0TwsgjtQHlSjSdsaLlxyWFjY6dOnHXpLaGioCxMAl6tQocLZs2fzMwesYoAiq1y5cvfv38//fNixe6GIk8lkZcqUef78OSWGHXvYufn7+vr6+/vTewQXi8Xly5d3bv4AAJ5HJpOxAyVTVKtWjbPXVKdLNwDQFeU+gArfkCFDHH1L27ZtCyITcJV8rqDy5cvXrl3bVckAgGv973//c8l8GjRo4JL5QEHjHAAuIiIiODjY0dlmZ2cvXLiwZcuWGRkZ9EgfH5969eoFBwdXr169f//+jv5oBADgYerUqUMPkMlkAwcOpMcwDNOmTRvXJQUA/0IDEE2NGjXq1q3LP75ly5ZvvPFGweUD+dehQwf6OqX/8j9+/HiXDDMEAAWhY8eOZcuWzedMRCLRggULXJIPFLTPP/9cpVLZm8owzPjx4x2d56NHj1q2bDlt2rSbN28ajUZ6cFpaWlZWFiEkJSVl7969nTt3HjNmDB4hBIBia8GCBfRT5UGDBjVp0uStt96ixPTo0SMsLMzVqQEAIWgA4rRr164SJUrwDC5dunSBJgP5JxaL161bFxISkufUdu3abd261c/PL8+pw4cP79mzZ0FmBwD5tW/fPi8vL6ffzjDM3Llz8aSnuwgLC9u8eXOeDfcMw3z99dcxMTEOzTAnJ6d79+6PHz92OqWFCxfOnDnT6bcDALi10NDQgAC7g/AwDNOxY0dCSKlSpSgzyf9vOQBgDxqAOHh7e9+6datTp04SCXd/SZs3b8YY4UVfSEjI8ePHP/zwQ8uGnrCwsDlz5qxfv/7NN988fvx49+7dFYp/+xqvX7/+unXrpk6dWhj5AoADypUrd+vWrebNm4tE/x7gGIaRSqXm/3p7e1vu4GahoaF79ux5//33hUgUXKRjx46nT59+5513ZDIZ+4pIJGrcuPH27dtHjBjh6NxWrFjx119/5TOlGTNmJCcn53MmAADuaPXq1SkpKfammkymKVOm3L17d/v27ZSZLF68GFUUoIC4QyfQhU0ikaxevZoQMmXKlB9++IESaTQa9+zZM3bsWKFSAyf5+fnNnz9/5syZN27cyMnJCQ4OtvypISQkZPHixQsXLkxKStJoNKVLl5bL5YWYLQA4xNvbe9u2bYSQ69evv3jxomzZsmyXBPHx8ZmZmYGBgSEhIQaD4fHjxzk5OTk5OWlpaTKZLCoqytvbu7BzB2fUqlXrxx9/zMnJiY+PNxgMISEh/v7+zs1q586d+c8nNzd337597777bv5nBQDgXnbt2kUPOH/+/ObNm+mPymo0moMHD/bp08elqQEAIWgAcgifMQsfPnwoQCbgEmKxuGrVqvamyuVy9qJRrVazXTwAgHuJiYkRiUQmk+n169eEkEqVKpknWe7+gYGBarU6JyencLIEF1GpVLVq1crnTFx1G69LRqMDAHA7nJdCJpPp5s2b+Z8PADgHj4A5QKfTccZwDnwIAAAARZDJZOLzSw8fGo3GJfMBAHAvfC6F+MSgigIUEDQAOaBcuXKcMfZ6FwYAAICijGEYPgd6PtCPOAAUT+XLl+eM4TPCV4UKFVyRDgBYQwOQA1q3bs0Z06pVK5cv9/jx4wMGDKhZs2ZAQEBERMSHH35448YNly8FAMBTnTx5cuDAgeHh4VWqVImMjIyLi3v33XerV69eunTpkiVLisViHx+fatWqjRkzhueDYGfPnh0yZEiDBg2qVKkSERExYsSIixcvFvSnAHtyc3NXrVrVsWPH6tWrV61atUWLFlFRUaGhoSVLlixZsmT58uU7dOjw7NkzPrNq06ZN/vNhGKZ9+/b5nw8AgNvhvFyqWLFi165d6TEMwxTEJRUITK1Wr169umPHjiEhISVLlmzduvU333zDPpUPhQh9ADmgZs2asbGxe/bssRcQHR0dHR3twiXqdLqPPvpo69at5lfS0tLi4+O3bNnyySeffPbZZy5cFgCA59Hr9YMHD/7xxx/Nr6Snp9sO82Q0GlNTUzdu3Pjbb7/t27eP0pWM0Wj8/PPP165daznDxMTEbdu2jRw5cuHCha7+BMDh4cOHHTt2vHfvnvmVtLQ0y4CsrKz9+/cfOnRo8eLFnFcdo0eP/umnn3Jzc/OTUu/evatUqZKenp6fmQAAuKMRI0asX7+eUkU//fTT5s2bN2rU6MKFC/ZiOnfuTOmmE9xCfHx83759//zzT/Mrqamp169fX7t27apVq956661CzK2Ywx1Ajvnuu+/YjoFtVapUafny5a5d3BdffGHZ+mNmNBrnzp27atUq1y4OAMDDfPTRR5atP5yys7Pbt2+vVqvtBcyYMcOy9cfMZDL98MMPM2bMcCJJcFpmZmbbtm0tW3/sMRgMI0aMuHXrFj2sfPnyK1asMI8o7xx75wkAAB4vKCgoMDDQ3lSxWFyzZk2GYVauXGnvUdnw8PB58+YVWIIghJycnG7dulm2/pi9fv26b9++rhpyAZyABiDH+Pv779+//6OPPrIcYtbb23vYsGFHjhwpVaqUC5d19+7d9evXUwJmzpyZkZHhwiUCAHiSu3fvLl261NF35ebmjhs3Ls9JCQkJ9BnOmDHj77//dnSJ4LTvvvvuyZMnPIONRuPQoUM5w9q3b3/o0KGWLVuKRP+eI6lUKoZheC5o5syZqampPIMBADzJjz/+SHnk1mAwTJkyhRBStmzZo0ePDho0yMvLyzw1ICDgk08+2bt3r6+vrxC5QoFZvnx5fHy8vanZ2dnTp08XMB34DzwC5jCFQjFx4sTx48e/ePHi9evXAQEBZcuWlUqlLl/Qrl27jEYjJSAzM/PIkSNxcXEuXzQAgAf45Zdf6FXUnoMHD+b5+s6dO+nDQarV6r179/br18+JhYITtmzZ4lD8gwcPtFot5w0+tWvX3rJlS2pq6v379/V6fYUKFUJCQpKTk58/f24ymbZv375kyRLK2zMzM/fv3//OO+84lBsAgAfYuXMnPeDUqVNJSUnBwcF+fn6zZs2aMmXKgwcPdDqdQqGoWrWqWCwWJk8oUDt27KAHHDlyJDMz08fHR5h8wBIagJwkkUjCw8NFIpHJZCqgvqzyvGvOiRgAgOLp7t27zr3R3s2VKMtFisFgcPTbNplM9+7dq1evHp/ggICAqKgo83+DgoLCwsJEItEPP/zA+d67d++iAQgAiqH79+/TA4xG48OHD4ODg9n/ymSy+vXr+/n5paamGgyGgk8QCpzJZHr48CE9RqvVPnnyhOfhGFwLj4AVXRqNhjOG0lEFAEAx53SFNJlMTs+QT+kGl9DpdE5cLeT/0Wk+qzif3UgDALgpPtUP1y+eTa/X6/V6zjBsBoUFDUBFV9myZTljypcvL0AmAADuyOkKKZfL83y9XLlynO/lEwMuoVAogoKCHH0XZYg3nvgcnUNCQvK5FAAAd8SnQvKJAfcllUr5HJ2xGRQWNAAJSq/XT5kypV69emXLli1dunRYWFhcXJy9WyVjYmI4Z7hhw4bw8PCoqKgBAwbs2bPHud4uAAA8zO7du5s2bbpy5Urn3m5uI8jJyRk3blyVKlWkUqlEIlm2bBnne1u2bOncQsEJ7dq1cyjey8vLania06dPN2jQgO3jmWGYgICAkiVLhoWFde7c2fb5sps3b44ePfrQoUOcC2rbtq1DiQEAeAY+B8HY2Nj+/fv//fffmzZtevPNN0uVKiWRSMqWLduiRQs+BZa/ixcvfvjhh9HR0eHh4TExMQMGDOjTp0+NGjVCQkIaN248bdq0p0+funBxYMa5GVSvXh33MRQW9AEknISEhDZt2liODJKVlXXq1KlGjRpNmTJl8uTJVvHt2rWrVavWnTt3KPO8ffs2+8fjx4/37Nnz008/bdu2LSAgwOXJAwC4i3fffffs2bNOv51hmLlz5xJCrl692rlz55ycHPOk7Oxs+nvbtGkTERGBtnjBjB8/fsuWLXxuNWdlZ2d37dr1119/Zf87cODA3bt3W8WYTKasrKwzZ840bdp03Lhxn332Gfv6nDlz5s+fz2fldunSpWbNmunp6bw/BwCAhxgxYsTPP/+s1WopMWlpaXv37t23b5/lA9cGg+H27dt9+vRp1arV5s2b85mGwWCYMGHC2rVrza88f/781q1b5v8+ffr08uXLK1eunDNnTs+ePfO5OLAyevToX3/9lXJ0Hjt2rJD5gCXcASQQvV7fsmXLPMeFNZlMX3755bp166xeF4vF4eHhDi3l2LFjnTt3xrUHABRbvXv3zk/rDyFk7Nix9erVS0tLi42NtWz94VS5cuX169fnZ9HgqLp16y5dutRyvHZOv//+e//+/QkhX331lW3rjyWTyTR37twNGzYQQn744Ye5c+fyObzWrl3b6VvPAADcnbl3Z072uts7evTokCFD8pnGl19+adn6Y09ubu6YMWPsDf0JTgsNDaU8BSaTySIjI4XMByyhAUggkydPpnc8+eGHH1q98vDhw61btzq6oN9//z3/reYAAO7ozz//PHz4MGeYWCxmGMb2dT8/v2XLlk2YMIEQMnLkSPoPmJZzkMvlAwcOPHHiROnSpR3PGvJl0KBB+/btq1+/Pv+37Nu37/Hjx3we6COETJw4MTk5ec6cOZyRSqVy2LBh586dK1GiBP9kAAA8ydixY+lHTz527tyZmJjo9Nvv37+/evVqnsFGo3HChAkYgMy1Vq9e/fLlS3tTtVrt9OnThcwHLOERMIHs3LmTHpCRkXH27FnLW3527tzpXDHasGHD22+/7cQbAQDc2oIFCzhjoqOjN2/enJOTc+PGjbS0tPv37xuNRqVSGRMTYzkc6e+//06fj8lk+vHHHw0GQ3BwcHh4uEqlkslk+f0A4JTmzZsfPnw4ISGhdevWaWlpnPEmk2n06NE875bNzs5euHAh57g2Q4cOnTRpklKp9Pb25pU0AIAn4vMzDCeTybRo0SI+Le952rFjh0PXUImJiRcvXnzzzTedWxzY2rZtGz1g//792dnZXl5ewuQDltAAJBA+p6RHjx61bAC6d++ec8uyfMAVAKD4uHv3LmdMUlKSQqFQKBQtWrRgXwkMDFSr1ZZPexmNRp4jvsfFxTmbLLiYj48Pn0Mty6Ej7B9//MEZk5ubq1Ao+M8TAMAjZWVluWQ+N27ccPq9TlxD3blzBw1ArmIymeyNcWSm1WofP35ct25dYVICS3gETCB8fmm0ekbMob4nLHF2UwoA4JE4b9MghPBp2eEzH0IIevktUniuNRb/fqMJv8Ox04dsAABPYq9nH0fxOVjb40RBdugIAnQ6nU6n03GG4bhZWNAAJBA+jwZUq1bN8r9lypRxblnlypVz7o0AAG6NT9+TlF4Jzby8vPj0K2weLR6KguDgYImE733Nvr6+/OfMZ6hapw/ZAACehH8dpstPn3pOFGTUcBeSyWSBgYGcYWXLlhUgGbCFBiCB1KxZkzNmy5Yt0dHRHTp0mDx58r1795o3b+7cstq0aePcGylev379/fffd+nSJTo6un379uPHj7927ZrLlwJQdJhMpqNHj44aNapx48bh4eG9e/deu3YtfiAq4jp37swZExsby2dWnC3pUqk0KiqKV1ogCJlMxv8G/mHDhvGMZBhm6NChnGFOH7IBADxJWFiYS+bTrVs3p9/raEEWi8VNmzZ1enFgi3MVVKpUKSQkRJhkwAoagAQya9YszpizZ8/ev3//4sWLy5Yta968+fXr16tUqeLoglQqle2AYvm0Z8+eRo0azZgx4/Tp0/fv3798+fKaNWvatGkzbtw4h+6iB3AXaWlpPXr06Nmz55YtW65fv3779u3Dhw9/9tln0dHRV69eLezswK4BAwbQu+BVqVTDhw/nM6tJkybRA7p27epAZiAInoc/Pz+/kSNH8vy9980334yJiWnUqBElpkGDBrh4AAAghEydOjX/MwkICMjPQfadd96pVKkS//iePXvyH70e+Bg1ahT9TmqXX64Cf2gAEkhkZCSfnxDNjEbjwoULVSqVQ0sRi8Vr166tUKGCg9nRnDhxYvDgwXmOYb927dqRI0e6cFkARYHBYOjbt+/x48dtJyUmJnbv3v3JkyfCZwV8iESizZs3i8Vie1M3bNjA8+70uLg4yr1CYWFhfEYcA4HFxMR89NFH9BixWLxlyxbCb8y4wMDATZs2MQyzbNkyew1GJUuWXLFiBZ9nBgEAPF7r1q179uyZnzlIJBLOMaToZDJZ48aNeQaHh4dPmzYtP4sDW9WrV6f8yiKXy3HbbCHC+Ypwpk+fPmfOHKVSyf8tDnWAHx4efvjw4e7duzueml1Go/Hzzz+n3OazcuXKK1euuHCJAIVu69at58+ftzc1LS1typQpQuYDDomKijpx4oTtfcXlypU7fPjwW2+9xX9Wa9euHTdunFUPbiKRqGPHjufOncMFf9E0ceLEJUuW2LuxPDQ09NSpU5GRkYSQuXPn0mdVq1atq1evsoPUhoSEHD16tEePHpbNiyKR6N133z169GjFihVd9gEAANzcokWLJk+eLJfLKTEikahFixYlS5a0ej0sLOzMmTP16tXLTwJPnjzZunUrZ5hCoRg6dOiuXbt8fHzysziwtX79+mfPntmbqtFo+DwcAwUEw8ALasCAAQMGDDh06NDx48fVarVer9+8eXN+Zjh+/Pjy5cvLZLI6depUq1bNoV4t+bhw4cKjR48oASaTafPmzdOnT3ftcgEKEedJw6FDh9LS0vz9/YXJBxxVo0aNK1eu/Pnnn/v27UtMTAwJCXn77bdr1KjhxKzGjx//ySefHDhw4MKFCzqdrlatWnFxcWyLABRZ3bp1i4uLu379+sOHD589exYfHy8SicqUKdOlS5eqVauyMfHx8RcvXqTPp1q1apb34QYHB69bt27+/PnHjx9PSkoKDg6OjIzEUwMAALY+/PDDUaNGHTly5OzZsxqNpkaNGmxz+blz5wwGQ7169bp3784W2Fu3bu3atev169elSpV67733HHp0y57t27dzjkI1efLkgQMH0h8bB6dxnkvv3r173rx5Dt0YAa6CBqD/MLdVS6VShmEUCgUlmGEY9l/OMIlEYhnTqVOnTp06EUJmz56dz4RFIlH//v0t/8v+IZfLKQPPi0QietrsRyOE3Lp1izOH27dvU2Zl/rFUJpNRfjAXi8Wc36Q5Nz5h9pjfKxKJxGIxn8z5hMlkMspzJeZZyeVyephIJOKzXviESaVSewGWUznDCm5HsGL+lqzCHLrPwryy2HdJpVLK283rwirs9u3b9KXodLr4+Hjb7mbz/yVYrhfKQKpsGOdva+wfCoWCMivX7gicWzj7Bz2Mzvyp2TlQUgoPD2/SpAnDMCaTKTs7mzJPzvXSs2dPttJqtVqtVmsvjE1JLpfTv3DzB6GEicVik8lESck8H3o1yM+OYBvmqmpAZ34vwzD52TibNGnSpEkTdqpSqczJybE8LD548IAzkzt37ljNViwWly5dmtLXuKNV2hxvy3K9cIbxWS98wuhfuDklq7D8VGmZTGbvmU3y31MIepgLTyF4Vmk+YfRlWVZpepjwpyv0MDpzDnyKBiv/R09ztnzCXFKlOc+lHarSLtkRXPiF01lWafoX3qVLl969exNCdDqdRqPp06dPnz59rGIaNmwYFRVlW6Wt8LzGYavBvXv3OD+FWCymjArq2irN8+hJeFRp53YESnq28l+lTSbTnTt36EvJzc19+vRp3bp1rV6n7y8s+sWL5XrhDBPm6OnouTR9C2f/oIfRoQHoP7y8vCz3EJ6twpxhIpEoz02QciHBk0ajyXPpfDoP4vPp6FdN5hg+s+JzpOEzH4Zh8tNab/lee+vFilQq5Qzj2VsTn3ZuPp9OJBJxhsnlcnoDAf+wgt4RrFh94QaDgc/SWRKJxPJL5vnDglUYn81er9fbfl4XrheZTGb15JEtnuuF83YVnutFIpFwLtG5L9whTlRpPkWDzxfOM4zn/UF8wvh8OoHXi6sKFM9FFFyV5vxxmNg/uvH5dGKxmDOM5wWYkEdP53YEh4aDsFpZRXDj9JijZ554nq442gelJauPgyqNKk0E3zjVajVnDJ/rl+JZpa3af53YOLVarUaj4XyLwWAo0HNpVGl70AD0HykpKWxjv1KpVKlUr1+/pgQHBgaKRCKTyUQPCwgI0Gq1eV5S5v+JUz8/v+TkZPN/fX192b09NTWVctnMPimWZ7/OLJFIFBgYSAixfTTXVsmSJS1zsOLl5cVWhIyMDEqDl5eXl1wuT0lJoSyoRIkSDMMYjUarMEr7vS1zqv7+/nq9Pisry16kRCJhn/FRq9WcYWlpaZTa6uPjwxYgzjCxWJyWlmYvgGGYEiVKEEL0ej1nWFZWFuX4p1Qq2TMbzjDOHSEgIIC9W8HpHYElk8nYLTM3N9cyTCqV+vn5UeZsSaPRpKenE0LEYnFAQADnVpfnxlmyZMmnT5/SF6RUKi03e3YjNBgMqamplHeVKFEiJyeHMpa8QqFgjzHZ2dmcYa9fv6b8OOnv788evznDeO4IGo0mMzOTHkbfwr29vdmTJKswh3Zhc5VWqVRKpdIlVTowMFCtVufk5NgLsLdx5hmWkpJC+U3Gz8+PPfbTwzirNLuFE0K0Wi1nmHM7gm2YTCbj3MIZhrHdEZyr0gEBATqdjrJxmosDvUqzYVZbHZ8zJ9ujm4+Pj0gkYotMnsxVWqfTcYZlZmZSTpFVKhWbJGeYC3cEjUZT0FVarVZbVun09HRKY5y5aHCGSaVS+sbJs0oHBQXxKb+EX5WmnB0RiyrNGUav0vnZEazYO11xbhdWqVQKhcK5UzsrnFVaLpezJ9U5OTmcYS6p0n5+fkajkXJYdKhKu2RH4FOl7e0ITldp+qmdQxsn58ULn2sctkrzeUi/VKlSlF2PvRRyVZXm3BFcdbpib0dwqErn5uayH4c9tXNu4wwICKBvioQQhUJhey5Nv8Zhw1x1jePl5UUvv+w1DuGq0q49XeHcwtkqbRXm0C6MBiChXb16ddu2bbdv39ZqtfnvSKKgx51t0aIF+wAFJQa9uIOHadq06aZNmygBQUFBNWvWFCwfENiGDRtWrVqVmJhoMBj8/f1btGgxe/Zsl/ewBoWrUaNGCoWC/itxs2bNBMsHHJKZmblly5ZTp069evXKx8enYcOGAwYMsPeTVWJi4qZNm27evJmSklKyZMmGDRv26tVLJpNNnDjx5MmT6enpYrE4JCRk+PDhrh1GAwActXnz5lmzZiUlJRkMBqlUWrly5RUrVlSvXt3R+TRt2pSzl9W9e/fq9foePXqgG6CC0LRp0127dlECQkJCMH5CYUEDkHA0Gs24ceMc6vVZIpFQfqhp3ry57ZOTrlWmTJmuXbtSxmIMCgqyfZoXwK0NGzZgyW9YAAAgAElEQVRs69atlNb34cOHYwQoj5SSktKmTZu//vrL/EpWVtbPP/+8ZcuWdevW9erVqxBzA9dSqVT9+/dftmyZvQClUjlgwAAhUwKejh8/Pnz4cMvfyU+cOPHtt9+OGjVq4sSJVsV54cKFs2fPtvxdes+ePewrlkU+PT195MiR8+bNu3TpEp8nCwDAtQwGQ926dS3HjdJoNHfu3Hnrrbc6d+68cuVKh+bWqVOn2bNnJyYmUmKOHz9+/PjxefPmLVmyJCYmxsm8wY7hw4fv3r2bcg/ByJEjhcwHLOEaRjjDhg1zqPXHy8vr22+/tXeXULly5RYsWOCi1GhmzJhRrVq1PCfJZLKff/4ZYyGBh6lVqxZloPdWrVoNHz5cyHxAGEaj8a233rJs/THT6XR9+vQ5evSo8FlBwZkwYQI7HrwtkUj0/ffflytXTuCUgNO5c+f69u1r+5SE0WhcuHChVeleuHDhtGnTbB9eUKvVeTbxP3nyJJ+DTwOAc0JDQ+2NGr5z585PPvnEobkpFIoVK1bwedQ3OTm5b9++58+fd2j+wKl+/fqUY6hCoejQoYOQ+YAlNAAJ5NChQ3v27KEEWHXP3qRJk4MHD/bq1evgwYONGze2nCQSiTp16nTo0CFhzk0DAwP37dvXq1cvq/Eg6tevv3fv3nbt2gmQA4DAhg4dunbt2goVKli+6OXl9cknn/z00098unkDtzNt2rSkpCR7U00mU9++fYXMBwqaSqXasWPH4MGDrTrUrF69+rZt2+Li4gorMbDHZDJ9+umnlJ6qli1bZh565unTp3PmzHF0Ec+ePZs2bZrzKQKA49auXWuv9Yf1008/UbrcylPDhg0PHjxoO2CrLa1W++mnn9L7uwBHbdy4kdKfplqtdqI+g6vgETCBcN77wzDMd999l5mZ6e/vHxkZWbVqVfb16tWr79q168GDB9euXVOr1d7e3lFRUWXLli34lP/l5+e3cOHCyZMnnzlz5uXLl76+vuHh4bVr18ZTMODBYmNj33777cuXLz969MhgMAQHBzdp0iT/HbdDkbV161Z6wMuXLx88eCBw+YUCpVQqZ86cOW7cuKtXr758+VKlUlWpUqVOnToOjZgLgrl69Sp9dGej0bhlyxb2PqCdO3fyGYbG1vr168eNG+dkigDguHnz5tEDTCbTxIkTf/jhB4dmW6NGjd27dz948GDSpEnHjh2jRN69e/fatWsNGjRwaP5AwXnlu2PHjtmzZ+OR20KBBiCB3Lx5kx5gNBorVqwYHR2d59SqVavWrl3b19eX3jF4gQoODu7cuXOhLBqgUIjF4kaNGsXExHAOqwEegD70BmvPnj1DhgwRIBkQUmBgYOfOnfmM1QiFi/NUyjLmxo0bzi2FcicgABQEPjvdyZMnnZt51apV+bQF37hxAw1ALsRZgbOzsx89elSrVi1h8gFLuINDIJQBIM0oQ8YCAECBogz3a0YfBxQAChRlyG0z8+kWn+A8FdbPbADFFp+djjJ4NieHSgfkn1ar5dPohu+8sKABSCD2Rie1VKpUKQEyAQAAW1bdnOWpUqVKAmQCAHkKDg7mjDGfbvEJzpNVn1AAUND4dK0YFBTk9PwdKh2QfzKZzM/PjzMM33lhwSNgAomOjqY/uK5SqRo2bOiqHsjUavW2bdvOnj3LdtlTv3797t27o4EJwCF37tzZuXPn/fv3DQZDmTJlWrdu3bp1a3R95akqVqz44MEDSgDDMN26dRMsHwCw0qRJE4Zh6GdK5kfpo6OjN23a5MRSKleubP772rVru3fv/vPPPw0GQ8WKFStUqPDq1auEhARCSGhoaPv27fl0MQsAdFWrVuV8wHPQoEFOzz86Opo+jifDMLa9cFy8eHHjxo137941Go2hoaHt2rVr0aKF0zkUN9HR0fv27aMElC1bNiwsTLB8wBIagAQycODA9evX245FajZ06FCVSpWdnZ3/ZR07dqx3796vXr0yv7Jr167Zs2dPmjQJw1cD8KHRaMaPH79x40bLK421a9fWr19/xYoVOGJ5pAkTJgwcOJASEBUV5evr65IqDQBOCAkJ6dChw969e+0F+Pn59erVi/27Y8eOM2fOfP78uaNLmTp1KiEkOzv7448/3r59OyVy8eLFrVq1WrJkSWBgoKNLAQCzJUuWNG3alBIgk8kGDBjg9Px79er1/fffUx44euedd8qXL2/+b1ZW1tixY3fu3GkZs2rVqsaNGy9fvrxMmTJOZ1J8DBkyhN4ANGTIEIy3UFjwU7ZAqlWrxg5LkaeGDRuyJxz5d+rUqQ4dOli2/rC0Wu2XX365cOFClywFwIOZTKYhQ4Zs2LDB9nfma9eude7c2Xb/Ag/QsWPH0qVL25vKMMyyZcuEzAcAbH3zzTcVKlTIc5JYLF64cKG5LUalUi1ZssTRIWbi4uLat29vMBjef/99eusP6+jRo926dVOr1Q4tBQAs1a1bt3fv3pSAH3/8MT/zDwoKWrBggVgsznNqaGjoN998Y/6vXq/v27evVesP648//oiLi0OfrXxER0ePHj3a3tSWLVtiSI1ChAYg4QwePHjVqlVWQwhLJJJ+/fodO3bM29s7/4swGo3Dhg2jdLv1zTffsLcuA4A9e/fupfxq8fz58+nTpwuZDwjjyJEjL1++tDfVZDLNnDlTyHwAwFapUqUOHDjwzjvvWP10XL169W3btnXo0MHyxejo6N27d9epU8dqJtHR0RUrVrR6USwWDx069NdffyWEbNmy5ffff+eZ0o0bN5YuXerQpwAAKxs2bBg+fLjtLSFyuXzr1q1t2rTJ5/xjY2N/+eUXywc8CSEMw8TGxu7fv9+yM5qNGzeeOXPG3nwePnw4f/78fCZTTHz55Zdz5syxukFSLpePGjXqp59+4tPxExQQPAImqHffffftt98+c+bMnTt3cnNzy5cv37x589DQUB8fH5fM/9y5c3fu3KEEaLXaX375pW7dui5ZHIBH+vnnn+kBO3bsmD17tpeXlzD5gDA2bNhAD9ixY8f333+PUxaAwhUcHPzjjz/Gx8efOnXq5cuXPj4+jRs3btasWZ4/yzdo0ODYsWNXrly5d+9eWlpaUFBQgwYNqlWrRgi5fv06Ox+VSvXGG28MHjzYXNU5q4GVDRs2jB07Nv8fDaA4mzFjxqRJk2bOnHns2LHs7OwSJUoMHDiwZ8+erpp/06ZNz549e+HChQcPHmRkZJQqVaphw4a2bcEbN26kz2fLli1ffvkln4EjYMCAAT179vz999/j4+P1en2ZMmVatGiBZ2YLHbZdoclkspiYmJiYmIKY+ZUrVzhjrl69WhCLBvAY165dowdoNJo7d+688cYbwuQDwuBc7zqd7vr16w0bNhQmHwCgqFixovnKzdvbm9I9P8MwkZGR7dq1I4QYDIbU1FT29fDw8O+++8423mQycVYDKwkJCSkpKbiqAcgnmUz29ddff/311wU0f5FI1KRJk9jYWEKITqezbTU2Go3Xr1+nzyQlJSUhIcHqZiKwR6lUtmvXztvbWyKRpKWlFXY6QAgeAfMwfPYr7HsAdJRuAh2KAffC56l+1E8Aj5ebm6vVah19F7oFAfAA2dnZer2eMwz7O7g1NAB5lKCgIM6Y4OBgATIBcF8lSpTgjOGzr4F74bPeUT8BPJ5KpVKpVI6+CwcFAA/g7e3Np+d4nAyAW0MDkEd56623OGMaN24sQCYA7otzH/Hz86tVq5YwyYBg3nzzTXqAl5dXgwYNhEkGAAqU0WhctGhR27Zt69ev/8Ybb/zvf/+7fPmyeaqjZ0p16tRxVWeOQGE0Gg8dOjR58uQPPvhg9OjRq1atSk5OLuykwKMwDMO5+5cvX95yzHgAt4MGII9Sp06dFi1aUAL8/f27desmVDoAbumDDz6wHYfCUv/+/dETsOf54IMPKN2IEEIGDRqkVCoFywcACsjZs2crVao0derUq1evPnv2LD4+/sCBA+3bt4+NjWUf/ho0aJBDMxw8eHDBZAr/un37dvPmzfv06bNs2bJdu3Zt3rx5woQJDRo0wBBs4FoffPABPWDQoEH0s0SAIg4NQJ5m5cqVlmMZWhKLxd999x06KQSgi4qKGjVqlL2pERERH3/8sZD5gDDq16//ySefUKZOnTpVyHwAoCBcvXo1Li4uOzvbdtL58+cjIyMJIa1atQoJCeE5w9jYWBcOVAR5unv3btu2be/du2f1ulqt/vLLL+fNm1coWYFHat26NeUpMJFI1KVLFyHzAXA5NAB5mipVqpw9e7ZJkyZWr4eEhGzatInt9x4A6CZPnjxz5kxfX1/LF0UiUc+ePX/55RcnuocAt/DZZ5/NnTvX39/f8kWRSNStW7djx45ZbQ8A4I4GDhxoMBjsTb1169ayZct+/fXXxMREzlnJZLIPP/xw+fLl9JsHIf9GjRpF6YN//vz5tm1DAM759NNPNRqNvalGo9HROwQBihoMA++BKleuvGfPnsuXL585cyYpKcnb2zsiIqJZs2YSCVY3AC8MwwwePLhnz55Hjhx5/PixTqcrXbp0y5YtK1SoUNipQcHq37//e++9d+zYsTt37qjV6pCQkJYtW1avXh2tPwAe4MmTJ0+fPqXHLFq0qFy5cvQYpVI5b968mJgY9AUrgCdPnpw4cYISoNf/H3v3HdDE+f8B/MlmbwQFFEGWCg6Ge+Pee1XrqrMuXHVUrdpW+nVVbZ04W63bWrVSRawDxYV7goLsvSEkJPn9cW1+FMLlkgv7/foLks997sndPZ8kT+6eKz569Kivr29ltQhqs/Pnz9MHPHr0SCKRCIXCymkPgM5hRKDWatmyZcuWLau6FQA1mLGx8dChQw0NDYVCYWZmZlU3ByqJkZHRoEGDBg0aVNUNAQAdO3PmjNqYhISEpKQk+pjCwsL27dtj9KdylJyfuzwPHz6shJZArVdcXJyXl0cfI5fL792717lz58ppEoDO4ZxVAAAAAKj9EhMT1cYUFxfTXACilJGRoYsWgXo0F38pYXeATqSmpjIJi4+Pr+iWAFQcDAABAAAAQO3H5ObNfD6fyf3+rKysdNEiUI/J3UuwO0AnbGxsmIQ1atSoolsCUHEwAAQAAAAAtd+oUaPUxjRs2NDPz48+xtbWtnHjxjpqFKjh6+ur9q7bbdu2rZzGQO3G5XJNTU3pY3g8Ho43qNEwAAQAAAAAtZ+dnZ2TkxN9zOLFiydNmkQfM2PGDNz5q9I4ODj06dOHJkAoFE6YMKHS2gO125gxY+gD2rdvj+4PNRoOXwAAAACoE3755ReBQFDes+3atZswYcKAAQMcHBzKizE0NJw7d27FtA5U27lzJ821OWvXrlU7rgfA0DfffENzESiXy929e3dltgdA5zAABAAAAAB1gouLy5UrV8pOK8PhcHr37n379m1CyMWLF2NjY8vLkJ+fv3379optJfyXo6Pj1atXy97o3czMbPv27V988UWVtApqpT/++KOwsLC8Z+Vy+ZEjRyqzPQA6h9vAAwAAAEBd4eXl9fbt21OnTp08eTIhIUEgEHh6ei5cuNDJyYm6suPQoUP0Gfbu3bt48eLKaCv8y9nZ+fLly+Hh4Tdv3kxKStLX12/RokXfvn2NjIyqumlQq6jt/ocPHw4ICMBVYFBzYQAIAAAAAOqWkSNHjhw5UuVT4eHh9MsmJSV9/PixQYMGFdAuoNOmTZs2bdpUdSug1lIoFA8ePKCPSUpKio2NxY3AoOaqAQNABdE3z52/eu95dHKWWGRpZ9/QrePwsX09zEqPu4pjrv9y9OK917E53HrOHh4tu48c0daGVyVNBgAAAICap6CgQCwWqw1LS0vDABBALZOXlyeRSNSGpaenYwAIaq5qPgCkSL+9ddnmGykyQgjfpJ6FIuPjy6QPLx/8HTJ6zffjPET/xsnT7u9Zv+nPj2JC+MamwviX92Jfht97OmbF8rFNjauw/QAAAABQYxgYGIhEoqKiIvqwsrMIAUBNZ2hoKBAIpFIpfZi5uXnltAegIlTvAaDs6zu23UiRcep1mrVsarcmFiKOLOvlHz9vPXgv8sTmg813zPSiJmlPu7L1f39+LDJoNnbloqHNrYQFCfePfPvDny+Obwxy3rPAr9yZ3AGgjPfv34eGhiYkJIhEolatWg0ePLiqW1RXpKam/v3339HR0XK53NHRsXPnzra2tlXdKACAOsfHx+fOnTs0AdbW1k5OTkzOFADdunDhwsmTJ1NSUkQiUdu2befOnWtiYqLD/E+fPn3w4EF6erqBgYG7u3uXLl2EQqEO80M1x+VyW7duTX8RqLW1NU7/0dqbN2927dr19u1bhULh6ur6xRdfeHl56TD/s2fPDhw48P79ey6X6+rqOnXq1KZNm+owf0RExP79+9+/f8/j8dzd3WfPnu3i4qLD/JWjWg8AxV+9+FhCeB6fbwjoY0tdzMUzazZkyeKMeUvPxwdfDJ/i1VVIiOLNhdPPi4hRu7krxnoaE0KIYYO2M1d//nFm0JvQk1fH+w2yrtKXAVBDZGRkLFq06NKlSwqFQvmghYXFypUrJ06cWIUNq/WkUukPP/zw888/l/w6IRQKJ0+e/PXXX4tEIpplAQBAtyZMmEA/ADR16lQeD7MMVKoHDx4MGzYsIyND+ci9e/e2b98+Y8aMdevWsc//6dOnefPmldrv9evXDwwM7Nu3L/v8UFNMmDCBfgDos88+wwzQWigoKOjbt+/Dhw+Vjzx+/Pi3337z8vL6/fff2c/mnpeXN2TIkKdPnyofuXfv3pEjR7y9vc+cOWNoaMgyf1ZW1uDBg1+9eqV85OHDh7/88ku7du2uXr1as94RqvPhK/8Q+ZEQ0qxrD9v/bFKBe3tfC0JkkZHRhBBC3oWFpRGi79O9TYmrvTg2Xbt4cIjiXdi9tEpsM0BNlZmZOWjQoIsXL5Yc/SH/jgpt2bKlqhpW6ykUipkzZ27btq3Uj8kSiWTPnj2TJk0qLi6uqrYBANRBw4YN69evX3nPtmjRYuXKlZXZHnjw4EGPHj1Kjv5Q5HL5rl27Zs+ezTL/p0+f+vXrV3bULzEx8fPPPz958iTL/FCDjBw5slevXuU96+npuWDBgspsT+1QXFzctGnTkqM/Ss+ePfP19WV5QqVEIvHz8ys5+qP06NGjdu3asfwsXVBQ4OfnV3L0R+nu3bvNmzeXy+Vs8ley6jwAlF1QbGFl1cDZ3rT0MwK+gBAio7Z0bmRUCiEcr9Yt/ns6k2nr1s6EkA9RHxSllweA0r777ru3b9+W9+wPP/zw4sWLymxP3XHmzJkLFy6U9+y1a9eOHDlSme0BAKjjOBzO3r17p0yZUvZ3/r59+169ehW3Hq9kQ4cOlclk5T176tQptTduo7d48eLk5GSVTykUiqVLlyYlJbHJDzUIl8sNCgqaNGmSyu5/+vRpAwODKmlYjbZw4cL4+Pjynk1LS5s7dy6b/AsWLEhNTS3v2cTExCVLlrDJP2vWrMzMzPKejY6OXr58OZv8law6DwCZ91514MCB3ZM9Sz2uiA5/kEyIwNnJgRBCEhISCCHGVlZ6peIsrSwJIeL4hNK/FwDAf+Xn5x8/fpwmQCaTHTx4sNLaU6cEBQWxDAAAAN0SiUSBgYF3795dtWrVqFGjhg8fHhAQEBwcfPLkSWtrzCxQqSIiIhITE+lj1qxZo3X+Dx8+hIaG0gTk5+f/9ttvWueHGkdPT2/z5s2vXr1as2YN1f0XLVp09erVI0eOYPZ37dB/yyCEXLp0iU1+ml9SKWfPnmWT/6+//qIPOHz4MJv8lYxT6nKPak+R/TRo1boLMVLL/t/uneEpIOTxj6PWhojtxuzYNa7UhFwPt49Yd03iMOann8Y5/PeZV69eqRyoO3ToEDWZHJfL5XA4NL82EEKUF/upDVMoFDQnhnE4HGqMmUmYXC6n2WVUs9U2iVod/blq1KvTYZOYhGm3wTW66lK5rNqNUBH7RW0YfZMIs/1ChdGvS/nqqLAbN274+/vTJCSEuLu7qzwJqKI7glwuFwgE9G1TkkgkVHuqycFZNqzUqysqKjI2NlZ74mhiYmLJrxzUq1PbzXVSDSqhI2jdhVGldduk6lalq2S/VNsqTd/yqu0ItbtKl8Jwv6BKE93tlwULFuzcuZN+pWZmZtTv81pshIMHD37xxRf0+Xv37l3qCyqqNMG7ZzUuUKXCZDIZ8+nMdV6ls7KyrKys1K733bt3Li4uWrx7xsTEODs7q82fnJxsaWlZquVM9ktERETr1q3V5i8oKChvI1e3Kl2tJ4EurSg+7MTuPWefZsr13MYvn+RJfdqQSqSEEH39svf6MtA3IESi6k6eRUVFKs9D43K5JTcfw02pNozD4TBJxSSM4axjTFZXyU1iEqarDc582Rq6EXTepLLX1ZeVkpJCv9LK7AgMl62GB2epFmZlZTG5bDgjI6PsHcF02F+qYUegWZZ656OgSlfDAsU8TO2ylb9fqm2VZt8kJmHabXCNfkqscVW6OjSJYUw1qdJafNCiDyvv4qySCgsLqT+02AhMPgKlpqaqTFsN90utr9I1tL/UoCpd6usw+43w4cMHJhnev3/v4uKixX6Jiopikj8yMrJevXqlHmSyMSMjI5nkj4mJcXd3p4+pJlW6pgwASeLvHN8d9PvTtGKi17DH1IDpvZ3+vS+OsYkxIVmF4sIyCxUUFhBCjI2NyzwDACWZmpaZaasMc3PzSmhJXWNmZsYkDBsfAADqppI/2peHzc3ambwR410YQGsNGzbUYVhZDg4O6oMIadSokfogVezs7JiE2dvba5e/8tWAASBFztsLu7YdvRMvIfoNO46bOmlwq3olzzS2MLcgJCsvN6/0gtK8PAlRXbNbtWqlch7y9PT0tLQ0Qoi+vr6BgUF6ejpNwywsLLhcrkKhoA8zNzeXSCT5+fnlBQiFQuq6s8LCQrVhmZmZNOeqmZiYUG+BasMIITk5OeUFcLlc6hpXqVSanZ1NH5aTk0Mzc7uhoSF1dpbaMJFIRP8jjKWlJYfDkcvlpcKYnFWoRO1fQoiZmVlxcXFeXpnj5l98Pp/6TCAWi9WGZWVl0Uwvb2xsTN3JW20Yj8fLysoqL4DD4VAfg4qLi9WG5eXlicXi8mL09fWpGyJSYY6Ojjwej/40yBYtWii3Xknm5ubUKakV1BEEAgGT8SlKUVERdcTyeDxzc3NdHZxCoZBm7jfy70Eok8nowywtLQsKCpQ/VFLc3d3fvHlDs5SdnR2fzy+58fX09IyMjNLT02l+0jEzM+Pz+YQQtWEMO0JRUVFubi59GP0RbmRkpKenR8p0BI26cEZGBvVyDAwM9PX1dVKlLSwsxGJxQUFBeQEaVemMjAyas7pMTU2pi2Xow9RWaeoIJ4RIJBK1YZXWEagqXbYjaFelzc3NpVIpzcGpLA70VZoK01WV5nK5NG+LyipN/+5JheXm5qo6R/kfBgYG1FSjasN02BGKiooqukqLxeKSVTo7O1sqlZYXrCwaasMEAoFOqrSVlVV+fn6pKl0SVX4JIUzCVL5pKimrtNow+ipdCR1Buy5sYGCgp6en3Ue7krp06bJ79276lTo5OVF/FBQUlCrmGRkZoaGhMTExPB6vefPmAwYMKCoqkkgk9+7de/bsWUFBAf2HH4qnp2ep3WRqaiqXy3Nzc9++fbt///6oqCihUNiqVasZM2ZQb5oaVWmddAQ2H1e0rtL0H+00Ojh18h1HbZXW6DuOrqq02o6gq48rIpGIOvOhVEfQqEoXFhZSL4f6aMf+4OTxeEKhkP4+X3w+v2nTpkTVdxyJRBIWFvby5cvCwkI7O7shQ4aYm5uLxeJ3797dvn07IyOD+gJF35GFQqFIJCrZi/X19SMiInbu3BkXFycWiy0sLLy8vBwdHbt06VK/fn0qhvqO4+fnR12ZRZNfX19fLBaX981Lhx1BWaVLhWnUhav7AJAi5Ubgsm1h6XK9hl1nfDmlr7tZmbOdzMzNCCG5GRkSQv4z/J+ZmUEIMbK00P5HAYC6wcLCom/fvhcvXqSJGT9+fKW1p04ZP378119/TRMwbty4khc9AQAA1B3+/v4mJiY0YyiEkICAgLIPSiSSjRs37t27t+SXcwsLi8GDB4eEhHz69IlhA/h8/qhRo8o+npWV5e/vX3J6xJCQkM2bN48YMeLnn39mmBygLujZsyf9NM9t27ZVeU3TxYsXV65cSd3yibJw4cKBAwemp6ffunWLeQO6dOlS8t/o6Ojhw4eXKgJXr14lhPD5/DFjxqxfv155t0c+n+/t7f3gwQOa/P369WPemCpXne8CRkjBi31rfgxL59r7L9mxNaC/itEfQoieQ0NrQuTPn7z477hc/pOnUYRwGzfW8nQvgDpl3bp1NHc2GTduXOfOnSuzPXXHlClTfH19y3u2efPmX375ZWW2BwAAoFrZv38/zQ8hvr6+Q4cOLfWgVCqdOHHijh07Sp2akZGRcfDgQeajP4SQxYsXu7i4lHowJydH5c0xFArFqVOn+vfvzzw/QK134MAB5XhKWfr6+irveBsUFDR58uSSoz+EEJlMdv78eY1Gfzgczq5du5T/fvjwoUOHDuUVgeLi4l9++WXo0KElT20LCgqimXNHKBTu37+feXuqXLUeAEq5dvRyvMzQZ/aGeZ1syr+/hJufnxkhuQ9vPy1Z4XPuhT2XEaFP7y64XR+Aeg4ODufOnfPw8Cj1OJfLnTFjxqZNm6qkVXWBUCg8duyYyp8OunXrdurUKeoEYwAAgLpp+PDhu3btoq6YK6Vjx44qz18+cOBASEgIy/UKhcKvv/560aJFZZ8aM2YMzcX49+/fV/mFFqBuMjExefTokY2NTdmnLC0tQ0JCqOvySvrw4cPq1at1snaFQjFjxgzlv2PHjqW/Ho0Q8uTJk8DAQOW/wcHBNJeASSQS9tWmMlXnS8DiQv56LSemXYZ0M1O9yTlcLocQwmk+ZJhb8L2fsU0AACAASURBVIG317Zv9/pfQFcrHlEURZ/buO+xlJj492lnWNntBqih3NzcQkNDr1y5EhoaGhsbq6en17Jly4kTJzKZfxHYMDMzO3z48IMHD4KDg6OiohQKhaOjY+/evdu1a1fVTQMAAKh6EyZM6NOnz4YNG0JDQzMzM0Uikbu7+9KlS318fFTG79mzR4u1cDickSNHZmVlmZiYNG3adMSIEcrZQEoqLi6+fv06faqtW7cuXrxYizYA1EpOTk4vXrw4cuTI0aNHqZtx29rajh8/furUqSrjDxw4oHaYhrnQ0FDqj+joaIZ3JTt8+PAPP/xAnbi0d+9e+uCdO3eWusqsOqvGA0Cy6Og4Qkj25VVDL6sMqD/ixz0TGxNCiM2ggJlPl/706NaWqY9+bdJQP/VDdJaE8Bv0DpjsU/6ZQwBQGo/H69+/v/LUZSazoYOu+Pr6durUicn0ogAAAHWNoaHh999/zyQyNjY2NjZWi1UoFIqhQ4eOGTOG0E7VHxISQj8jLCEkMTFRiwYA1G4TJ06cOHEik8iwsDAdrlculyclJdna2h47dozhIgUFBY8ePerSpUtSUtL79+/pg+/cuSOTyZjcVL46qMaXgKUmJ6sprf+PW7/Xqh/XT+7VsqF+fkxkotysSdsh8zZtmdMad4AHAAAAAKgzUlNTtV42KSlJbUx0dLTaGIVCQXMzVgCgx6YXq0TdAbzUjEL0qGqQkpKiNlIqldJcE1rdVOMzgGyHb7swnHk4z8Jr6JdepaeAAwAAAACAOoO6E7Z2mNwtm8kdlzkcDnV7bADQgomJCZPRWOacnJwIIWZmZswXoaqBiYmJ2kgOh8Om7FSyajwABAAAFe/58+d3797Nzs6uV69e+/btVc53AAAAUFM0atRI7Z3jy5OcnLxlyxZTU9MmTZo0a9ZMZUy3bt3U5qlB3wYBqiFPT893797pMGFWVlZqairzASAej9eiRQtCiIODg6WlJf2EGM2aNRMKhREREVu2bImJidHT0+vSpcuSJUuEQqEOmq5rGAACAKijnj17tmzZMuqcWAqXyx0yZMh3332Hmb8BAKCGEgqFI0aMOHDggKYLcjic5cuXK//18vL64YcfvL29S4VZWFg4OztHRUXRpBo0aJCmawcApbFjx545c0aHCQcPHszhcBQKBcN4f3//evXqEUJ4PN6oUaNK3ki+rJiYGBcXl5JXgUVERPz444+jRo3auXMnm2ZXhGo8BxAAAFSYW7du9evXr+ToDyFELpefPXu2d+/eycnJVdUwAAAAlpYuXerg4KDpUqW+HD579mzQoEEqb/h1/PhxmglfzczMtmzZounaAUCpS5cuI0aM0G1O5qM/FhYW69evV/4bEBDQuHFjmvjc3NyycwApFIoTJ04MGDBA03ZWNAwAAQDUOXl5eTNnziwqKlL5bExMDG5eCwAANZelpeXZs2e9vLxY5pFIJLNmzSr71a5ly5ZnzpwRiURlF6lfv/7Nmzf5fFxmAcDKjz/+OHHiRA6HU+rxevXqlb3Eks/nc7m6GdlwcnI6ffp0yREfMzOzM2fOaFdPwsPDT58+rZOG6QpqEwBAnXPmzBn6mxpcuXLlw4cP1IR5AAAANY6jo+PVq1cvX7585cqV6OhoHo8nkUhKnffKREZGxokTJ2bMmFHq8T59+kRGRm7YsOHKlSvp6elcLtfe3n7y5MmTJk3SzQsAqNuEQuHmzZsnT5586tSpFy9eFBYW2tnZDRo0aNCgQVlZWSdOnLh9+3ZKSoqpqam3t/fYsWMbNGgwZ86cq1evajr/F4/HMzAwsLGx8fLy6tGjx5AhQ8rO3ePg4NCyZctnz55p8UKWL18+depULRasIBgAAgCoc27dusUkBgNAAABQc3G53AEDBigvwdD6ipKbN2+WHQAihOjp6W3YsGHDhg3aNxEAaDVv3rx58+bKf62srPLy8kxNTadPnz59+vRSwbt3705KSvL09NRoFY6Ojvfu3VMbxuTDs0ppaWnaLVhBcAkYAECdQ3/6DwXTAAEAQG2i9fsa3hABagoteivD+81rd2NBosncQ5UDA0AAAHWOoaGh2hgjI6NKaAkAAEDlYPLepxLeEAFqirLTA6nFsINrfU/3stMYVS1cAgYAUOc0b9782rVramMqpzEAAAAVRCKRPH78OCYmhsfj2dnZPXr0SIskeXl5ERERrVq1KvlgfHz8zZs3k5OTX758KRaLjYyMOnbsOGDAgLIz0SoUijdv3rx69Uoqldrb27du3ToyMvLdu3cymaxx48b+/v5UWHJy8qNHj9LT0+vVq+fj42NpaandSwaoHTIyMn799dfIyEipVGpjY+Pq6tqgQYM+ffqoDE5LS3v48GF8fPytW7d4PJ5MJmO+Irlc3q5dO0KIs7Pzt99+26hRI0JIVFTUxYsXP336VL9+/Z49e7Zo0cLFxSUxMVGLFyIUCo8dOyaVSuvXr9+sWTOVk8dXJgwAAQDUOcOGDduxYwfNu6ODgwP1XggAAFATKRSKoKCgLVu2pKamskz19OnTXr16WVlZBQUFtW/fPiYm5uuvv75y5UqpKzsOHjwoFAoXLlxY8k6aoaGhCxcufP36tfIRLpcrl8uV/9rY2EydOvXJkydXrlxRPs7n84cMGbJ+/XorKyuWjQeocfLz80ePHn3//v2yF08ZGxvPmjVr/vz5yvNxUlNTV65ceeHCBY0GfUpKTU2lqkRkZGRwcLCxsbGFhUVMTIwyIDAw0Nraet68eTdv3tQif1FR0fjx46m/zc3N58yZ8+WXX/J4PO1ayx4uAQMAqHM8PDxUzmdJ4fF4gYGBAoGgMpsEAACgKwqFYt68ecuXL2c/+qOUlpY2ZMiQHTt29OjR488//1Q5r4dEIgkMDJw2bRr178GDB/v161dy9IcQUnL0hxCSnJz83XffXb58ueTjxcXFp0+f9vf3j4uL01X7AWqEvLy8li1bhoeHq+xiubm5P/zww5gxY4qKigghsbGx/v7+586d03r0R+UqSo7+UFJTU1evXl2/fn2WyTMzMzds2DBlyhQdNlhTGAACAKiL1qxZM3PmzLKXJRsZGe3atatnz55V0ioAAAD2Tpw48dtvv+k8rUKhWL9+fXZ2Nn3Y77//fuHChffv38+cObPUcI9G4uPj58yZo/XiADXRmDFjsrKy6GNu3bq1adMmhUIxa9ashISEymmYQqHQ7hKwsi5fvrx3716dpNICBoAAAOoiLpe7fv36hw8fzpkzx8fHx9XVtWPHjsuXL79///7QoUOrunUAAADa27FjB32Ao6OjgYGBFpkZ3tBn7dq127Ztk0gkWqyipLCwsPv377NMAlBTZGVlMTzg9+3bFxYWFh4eziSYw+EMHTr0888/79q1azWZknnnzp1sRofZwBxAAAB1l5eX16ZNm/Ly8qq6IQAAALqRmJj47t07+pjMzMwK/fb16dMntTdbYOj69eudO3fWSSqAau7o0aMMx1jz8/OPHz/OMK1Codi4caOFhUVISMiNGze0b5/upKSkvH79ulmzZpW/apwBBAAAAAAAtURSUpLamOzsbPan59CQy+Xx8fE6SVVpV7gAVLnIyEjmwRp1sXv37hFmxaHS6OqCMk1hAAgAAAAAAGoJfX19tTE8Hq/s/dp1y9DQUCd5tLtUDaAmMjY2Zh6sURej5m9mUhwqTVV1bQwAAQDULTk5OTdv3rxw4cLdu3fz8/OrujkAAAC65OjoqPZrnqurq7m5ecW1wdDQsHnz5jpJpas8ANWfv78/82BfX1/mwV5eXoQQDw8PjdtUMXg8npubW5WsGgNAAAB1RWpq6uzZs93c3IYPHz516tRBgwbZ2touWLAgJyenqpsGAACgG3p6egMGDKCPGTFixJAhQyquDd27dx8/fjz7PMbGxv3792efB6BG6Nq1K8Pzelq3bj1hwgSGwTY2NjwejxDi4eHRtGlTVk3Uka5du1paWlbJqjEABABQJ0RHR3fv3v3UqVPFxcXKB8Vi8Z49e3r37p2WllaFbQMAANChFStWWFhYlPesu7v79OnTN2zYYGpqqmlmMzMztTE8Hu/nn3/+/PPPXV1dNc1fysqVKyv0TCWA6ub7779XGyMUCr/77jsLC4sVK1YwyVlyuuiNGzcKBALt26cLRkZG33zzTVWtHQNAAAC1n1wunzZtWnlT30VGRs6dO7eSmwQAAFBB7O3tT5w44eDgUPapVq1anThxQk9Pj8vlhoaGqhwnKu9G0U2bNi0sLFS7dplMFhYWFhcXFxMTw6S1xsbGZdfI5/NXrVo1depUJhkAao2xY8cuW7aM5mbtZmZmhw4d8vb2JoRMnz59+fLl1Nk9KnE4nB07dnh6eiofadeu3b59+zSabIgJoVCosqllH6xXr96xY8eq6vovggEgAIC6IDQ09OnTpzQB165de/HiRaW1BwAAoEK1bNny1q1b3377bZcuXezt7R0dHfv27Xv06NErV640aNCAinFwcHj9+vWCBQsaNGggFAp5PJ6JiYm/v//bt2/Pnj3r5eWlr6/P4/FEIpGzs/OOHTt69OhRVFTEZO0rV67cunUrfTCPx+vSpcu2bdvevHkTEhLy+eefe3h4NGjQoHnz5tOmTfv777/nz5+vgw0BUNMsXrz4zp07nTp1MjIy4nK5XC6Xz+cbGxv7+fmtW7cuIiKiZ8+eyuCAgIAbN25MmzbNzc1NIBAoR46EQqGPj8+bN2/GjBlTKn///v2fPHmyevVqHx+fkmcDcTgcc3Pz06dPnzx50tPTUyQSqW2qSCTy9va+cuXK8+fPly9f7ufn16BBgyZNmgwePPiXX3558+ZNUFDQgAEDXF1d7e3tO3XqtHr16rCwsHbt2uliO2mJX4XrBgCAyhEaGqo25vr165hpEgAAag1DQ8Pp06dPnz6d+lckEhkbG2dkZMjlcmUMl8tduXLlypUrqX9NTU2pL4SWlpYhISGlEnbs2JHhqj9+/BgcHEwfI5PJ1q9f36lTp+zsbE9Pz02bNjFMDlDrubi4nD17tuzjVlZWeXl5YrG45IPu7u7KC8f09fWpiYHKhpVkY2PzzTff0Jz/3q1bty1btqi9Hm3u3LkbN26USqV5eXkBAQEBAQGlAgYNGjR8+HDqalOxWJyXl0efsBLgDCAAgNovISFBJzEAAAB1VkZGBsNImUwWFxenNiw+Pp5diwCgotTWLowBIACA2k9PT08nMQAAAHUWn6/BxRNqb0VP8M4LUI0x6Z5Munl1g0vAAACqi6SkJOqXhPr169PcvoQSFRUVFxenp6fn7u5uYmJCH8zkRiTu7u7MmwoAAFDXODo6JiYmMonU19f38PBITU2lieFwODQz0YrF4pcvX+bl5Tk6OrZs2ZJmmlsAYCM7O/vNmzcSicTe3r5x48bKxz08PNQuW2ou56ioqPj4eOrDubGx8fv37xMTE01MTNq1a2dkZKT7pmsFZwABAFS9sLCwfv36ubi4dO3atWvXrm5ubj179lQ5cY9CoTh06JCTk1ObNm2GDx/ev39/V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width="768" /></p>
+</div>
+<div id="composition" class="slide section level2">
+<h1>Composition</h1>
+<p>There are different ways to represent the information</p>
+<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb21-2"><a href="#cb21-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-1" class="slide section level2">
+<h1>Composition</h1>
+<p>There are different ways to represent the information</p>
+<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb22-2"><a href="#cb22-2"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-2" class="slide section level2">
+<h1>Composition</h1>
+<p>We can add as many layers as we want</p>
+<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb23-2"><a href="#cb23-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span></span>
+<span id="cb23-3"><a href="#cb23-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-3" class="slide section level2">
+<h1>Composition</h1>
+<p>We can avoid code duplication</p>
+<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb24-2"><a href="#cb24-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span></span>
+<span id="cb24-3"><a href="#cb24-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-4" class="slide section level2">
+<h1>Composition</h1>
+<p>We can make <code>mapping</code> layer specific</p>
+<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb25-2"><a href="#cb25-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">color =</span> class)) <span class="op">+</span></span>
+<span id="cb25-3"><a href="#cb25-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>()</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="composition-5" class="slide section level2">
+<h1>Composition</h1>
+<p>We can use different <code>data</code> for different layer (You will lean more on <code>filter()</code> later)</p>
+<div class="sourceCode" id="cb26"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb26-1"><a href="#cb26-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb26-2"><a href="#cb26-2"></a><span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">color =</span> class)) <span class="op">+</span></span>
+<span id="cb26-3"><a href="#cb26-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">data =</span> <span class="kw">filter</span>(mpg, class <span class="op">==</span><span class="st"> &quot;subcompact&quot;</span>))</span></code></pre></div>
+<p><img 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width="768" /></p>
+</div>
+<div id="fird-challenge" class="slide section level2">
+<h1>Fird challenge</h1>
+<ul>
+<li>Run this code in your head and predict what the output will look like. Then, run the code in R and check your predictions.</li>
+</ul>
+<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> drv)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb27-2"><a href="#cb27-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span><span class="st"> </span></span>
+<span id="cb27-3"><a href="#cb27-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">se =</span> <span class="ot">FALSE</span>)</span></code></pre></div>
+<p><strong><a href="http://perso.ens-lyon.fr/laurent.modolo/R/2_d" class="uri">http://perso.ens-lyon.fr/laurent.modolo/R/2_d</a></strong></p>
+<ul>
+<li>What does <code>show.legend = FALSE</code> do?</li>
+<li>What does the <code>se</code> argument to <code>geom_smooth()</code> do?</li>
+</ul>
+</div>
+<div id="third-challenge" class="slide section level2">
+<h1>Third challenge</h1>
+<ul>
+<li>Recreate the R code necessary to generate the following graph</li>
+</ul>
+<p><img 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width="768" /></p>
+</div>
+<div id="third-challenge-1" class="slide section level2">
+<h1>Third challenge</h1>
+<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1"></a><span class="kw">ggplot</span>(<span class="dt">data =</span> mpg, <span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">x =</span> displ, <span class="dt">y =</span> hwy, <span class="dt">color =</span> drv)) <span class="op">+</span><span class="st"> </span></span>
+<span id="cb28-2"><a href="#cb28-2"></a><span class="st">  </span><span class="kw">geom_point</span>() <span class="op">+</span></span>
+<span id="cb28-3"><a href="#cb28-3"></a><span class="st">  </span><span class="kw">geom_smooth</span>(<span class="dt">mapping =</span> <span class="kw">aes</span>(<span class="dt">linetype =</span> drv))</span></code></pre></div>
+<p><img 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