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07-lesson-07-just-enough-statistics-slides.html
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<meta name="author" content="Finn Catling & Ahmed Al-Hindawi" />
<meta name="date" content="2018-03-12" />
<title>Just Enough Statistics</title>
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<script src="data:application/x-javascript;base64,/* slidy.js

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

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

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

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

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

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

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

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

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

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


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

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

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

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

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

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

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

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

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

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

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

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

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

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

    this.attach_touch_handers(this.slides);

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

    this.single_slide_view();

    //this.set_location();

    this.resized();

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

    this.show_toolbar();

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

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

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

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

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

      toc.appendChild(num);

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

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

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

      if (previous)
        previous.next = a;

      toc.appendChild(a);

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

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

      previous = a;
    }

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

    toc.onmouseup = w3c_slidy.mouse_button_up;

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

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

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

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

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

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

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

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

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

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

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

    var target = w3c_slidy.get_target(e);

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

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

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

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

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

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

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

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

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

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

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

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

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

      w3c_slidy.hide_table_of_contents(true);

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

      return w3c_slidy.cancel(event);
    }

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

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

    return true;
  },

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

    var tap_delay = this.last_tap - this.prev_tap;

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

    var touch = e.touches[0];

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    var heading = this.find_heading(slide);

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

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

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

    return name;
  },

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

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

    var child = node.firstChild;

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

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

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

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

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

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

      return text;
    }

    return "";
  },

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

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

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

    return null;
  },

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

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

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

    return 1;
  },

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

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

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

    return null;
  },

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

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

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

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

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

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

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

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

    var node = item.firstChild;

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

      node = node.nextSibling;
    }

    return false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = true;
  },

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

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

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

    if (!target)
      return true;

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

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

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

    return false;
  },

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

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

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

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

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

  add_toolbar: function () {
    var counter, page;

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

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

           var target = e.target;

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

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

           w3c_slidy.stop_propagation(e);

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

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

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

    if (!headings)
      return;

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

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

      node = heading.nextSibling;

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

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

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

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

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

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

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

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

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

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

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

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

    this.slides = slides;
  },

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

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

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

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

    this.notes = notes;
  },

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

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

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

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

    this.backgrounds = backgrounds;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return timer;
  },

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

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

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

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

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

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

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

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

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

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

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

    this.observers.push(observer);
  },

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

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

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

    // check if anchor is entire page

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        return num;
      }

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

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

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

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

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

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

      // otherwise try parent element if any

      target = target.parentNode;

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

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

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

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

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

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

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

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


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

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


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

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

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

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

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

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

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

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

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

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

        var bgClass = this.get_class_list(background);

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

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

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

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

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

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

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

      ++count;
    }

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

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

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

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

    return false;
  },

  resized: function () {
     var width = 0;

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

     var height = 0;

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    w3c_slidy.scrollhack = 0;


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

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

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

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

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

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

    return 0;
  },

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

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

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

    return 0;
  },

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

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

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

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

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

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

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

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

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

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

  document_height: function () {
    var sh, oh;

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

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

    // no idea!
    return 0;
  },

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

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

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    return document.createElement(name);
  },

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

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

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

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

    return false;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return node;
  },

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

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

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

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

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

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

    return node;
  },

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

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

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

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

    return node;
  },

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

    return this.previous_incremental_item(node);
  },

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

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

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

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

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

    return null;
  },

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

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

      return node;
    }

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

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

      return node;
    }

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

    return null;
  },

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

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

    return el;
  },

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

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

    return el;
  },

  first_child_element: function (el) {
    var node;

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

    return node;
  },

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

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

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

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
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    "table of contents":"spis treści",
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    "restart?":"restart?"
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    "table of contents":"table des matières",
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    "restart presentation":"Recommencer l'exposé",
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  },
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    "Table of Contents":"目录",
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    "contents?":"содержание?",
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"></script>
</head>
<body>
<div class="slide titlepage">
<h1 class="title">Just Enough Statistics</h1>
<p class="author">
Finn Catling & Ahmed Al-Hindawi
</p>
<p class="date">12 March 2018</p>
</div>
<div id="before-we-start" class="slide section level1">
<h1>Before we start…</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(readr)
<span class="kw">library</span>(dplyr)
<span class="kw">library</span>(ggplot2)
RCT <-<span class="st"> </span><span class="kw">read_csv</span>(<span class="st">"https://raw.githubusercontent.com/datascibc/Data-Science-for-Docs/master/data/breast-rct-clean-fakeage.csv"</span>)</code></pre></div>
</div>
<div id="the-big-picture" class="slide section level1">
<h1>The big picture</h1>
<p>Our RCT attempts to answer a research question by collecting data from a <em>sample</em> of a <em>population</em>.</p>
<p>Data collection consists in measuring the values of several <em>variables</em> for each member of the population.</p>
</div>
<div id="descriptive-statistics" class="slide section level1">
<h1>Descriptive statistics</h1>
<ul>
<li>Inspect the data</li>
<li>Organise the data</li>
<li>Summarise the data</li>
</ul>
<h2 id="inferential-statistics">Inferential statistics</h2>
<ul>
<li>Draw conclusions about the population from the sample</li>
<li>Test the reliability of those conclusions</li>
</ul>
<h2 id="variables">Variables</h2>
<ul>
<li>Variables may be <em>continuous</em> or <em>discrete</em></li>
<li>Consider these:
<ul>
<li><strong>age</strong></li>
<li><strong>random</strong>, <strong>satisfaction</strong></li>
</ul></li>
</ul>
</div>
<div id="distributions" class="slide section level1">
<h1>Distributions</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">RCT <span class="op">%>%</span><span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(<span class="dt">x=</span>RCT<span class="op">$</span>age)) <span class="op">+</span><span class="st"> </span><span class="kw">geom_histogram</span>(<span class="dt">binwidth=</span><span class="dv">8</span>)</code></pre></div>
<p><img 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" width="768" /></p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">RCT <span class="op">%>%</span><span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(<span class="dt">x=</span>RCT<span class="op">$</span>id)) <span class="op">+</span><span class="st"> </span><span class="kw">geom_bar</span>()</code></pre></div>
<p><img 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" width="768" /></p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">RCT <span class="op">%>%</span><span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(<span class="dt">x=</span>RCT<span class="op">$</span>ps12)) <span class="op">+</span><span class="st"> </span><span class="kw">geom_bar</span>()</code></pre></div>
<p><img 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" width="768" /></p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">RCT <span class="op">%>%</span><span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(<span class="dt">x=</span>RCT<span class="op">$</span>binary_satisfaction)) <span class="op">+</span><span class="st"> </span><span class="kw">geom_bar</span>()</code></pre></div>
<p><img 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" width="768" /></p>
<p>Do our variables looks like this?</p>
<p><img src="data:image/png;base64,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" width="800px" /></p>
</div>
<div id="means-medians-and-modes" class="slide section level1">
<h1>Means, medians and modes</h1>
<ul>
<li>Mean: sum of all datapoints / number of datapoints</li>
<li>Median: middle datapoint</li>
<li>Mode: most common datapoint</li>
</ul>
<p><img 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zdv7tWrF8dpG8b0qaeeSk9Pb7jcpJubG2daB41pYGCguR9dc801SmUzr/UqlWrChAmSPzp48CBhtXVYs7KyzH1Feu7cuYsXL3Z1dW1iU25ubosXL37ggQfMfV06KyuLg503HlqHM6dJDoE0SX5Ik+SKTElmVyvSJDIQmaVJFNwd/kNacXFxC1s214K1Cu7200Ni2gojtn379ptuuknytiQ+Pj6bNm3q378/x2kbxvTPP/9ctGjRZRtnzJgxbtw4TrOOe5w28kly8ODBLemkud1PnDhBWG0d1jfffFPyC7DDhw//6KOPmtG3jz/+ePjw4Q23l5aWvvXWWxzsvPHQCpw8TbJ/pEmyRJokV2RKMrtakSaRgcgsTaLg7jDatWsnuT0vL6+FLefm5lr0io7bQ2Jq6xHbt2/ftddeW1NT0/BHnp6eGzZsiIuL4zht25jee++9l33rMyAg4N133+Uc69DHaSO7DBgwoCWdHDhwoOT2c+fOEVabhrWsrOyrr74y9/FSrVY3o29qtfqNN96Q/NFXX31lbnVLcN0HaZLzIE1yqnMvaZJDI1OS39WKNMnJMxD5pUkU3B1GdHS05PacnBwbnX3MvaLj9pCY2nTEDh8+PGnSJMmva7m7u69bt27EiBEcp20e0+Tk5IYpaXBwMOdYhz5OO3bsaO5HLQxuUFCQjRJfwtq49evXV1ZWNtw+cuTIlpxLR44cOXLkyIbbKyoqNmzYwPHOGw+kSU6ONEmWSJNkiUxJflcr0iRnzkBkmSZRcHf4ROHs2bMtbDk1NdXS1MRBe0hMbTdiJ0+eHD9+fElJScMfubm5rV69esyYMRyn9hnTe++9V9Es5hq09PnEtOUxjYmJMfcjPz+/lnTS3O7V1dUcqjYN6/bt2yW3T548uYU9nDRpkkWvCK77IE1yZqRJMkCaJEtkSvK7WpEmOW0GItc0iYK7w+jcubPk9oYTMSyVkpJi0Ss6bg+JqY1GLCkpKT4+vrCwsOGPNBrNqlWrxo8fz3HKUUBMbRfTrl27mvuRl5dXSzrp7e0tub2uro6w2jSs+/fvl9ze8nTTXAvmXhFcI0CaBDg00iRZIlOS39WKNMk5MxAZp0kU3B1GbGys5Pbjx4+3sOVjx45Z9IqO20NiaosRS0tLGzdunOT3vFxcXFasWGFujgDHKUcBMbVWTGNjY81NjpP8sm3TSX6tTwjh6upKWG0a1vz8fMntERERLeyhuRbMvSK4RoA0CXD0cy9pkvyQKcnvakWa5IQZiLzTJAruDiMwMDAqKqrh9qSkpJYkCmVlZZLfr4mOjvb395dZD4mp1UcsKytr3LhxkvcFUqvVy5cvv/766zlOOQqIqa1j6u3tbW72VmlpaUt+fXO7e3p6ElabhrWoqEhyu7nlYpvO3Hq15l4RXCNAmgQ4NNIkWSJTkt/VijTJ2TIQ2adJFNwdydChQxtuNJlMe/bsaXabu3fvNplMDbcPGTJElj0kplaUl5c3btw4yauXSqX67rvvpk6dynHKUUBMWyemw4cPl9xeUFDQkt/d3O7h4eGE1aZh1ev1rTwgrf+KnE+4RsgbaRJgP0iT5IdMSZZXK9Ik58lAnCFNouDuSMaNGye5fevWrc1u09y+zVsmyf57SEytpbi4ePz48adPn5Y4rSiV33777a233spxylFATFstpuZ2PHjwYEt+d3O7R0dHE1abhtXc5DjJ9Q2tUh1gOh5vPJAmAXJFmiQ/ZEqyvFqRJjlJBuIkaRIFdzkkCqtXr252m+b2bd7Zx/57SEytory8fMKECZJLoSmVyqVLl06fPp3j1D5jarIeS1+CmNr0OB0/frxSKXFNP3DgQEt+d3O79+vXj0PVpmE194XorKysFv7ikl/bFOa/QA2u+yBNch6kSTI+95ImyQyZkiyvVqRJzpCBOFGaZIJD6d+/v2Qcjxw50ozWzP1NfvDgwTLuITFtocrKyhEjRki+ikKh+OqrrzhOneQocKrLikPEVHJKSGRkpF6vb16Der3e3G2j1q1bR1htGtb4+HjJ1l577bUW/tYvvfSSZMsTJkxwtnN1W53EyJTkfWEiTSLZcMI0ySEGhzRJZjElU5Lr1Yo0Sd4ZiFOlScxwdzB33nmn5PZPP/20Ga198sknFr2KPHpITFuitrb2+uuv37Vrl+T5cfHixXfffTfHKUcBMW2TmM6aNavhxszMzI0bNzavwXXr1knOEnJ3d7/66qsJq03DGhsbK7m92dG8aP369Ra9IrhGgDQJkAHSJJkhU5Lr1Yo0ScYZiNOlSfyB3bHk5ua6urpKXtfPnTtnUVNpaWmSTbm5ueXn58u4h8S02bRa7ZQpUyTPJAqF4rPPPuMIdaqjwKkuKw4R06qqqsDAwIYtX3311c1rcNSoUZIhvummmwirrcP666+/mjvEdu3a1exfOSEhwVyza9asYTpe65zEyJTkemEiTSLZcNo0ySEGhzRJZjElU5Lr1Yo0Sa4ZiBOmSVzyHc+9994r+R6dPn26Re1MmzZNsp25c+e28CLaVj0kpraLqclk0uv15toXQnz88cccmw4XUz5JOkRMLRrqF198UfKZzfh23ueff27udTdv3kxYbX2oVlVVmbs318iRI5v3/fe6urqBAwdKtunl5VVTU0N1oCUnMYtaI1OSX0xJkxylitdq2QsFdzs8VEmT5BRTMqXmaaurFWmS/GJqUVidM03iku94zpw54+LiIvk2XbZsWRMb+frrryVb0Gg0KSkpLTyW2qqHxNR2MTUajbNnzzb3/Pfff58D0+FiyidJR4mpRUNdXFwcEBDQ8Jl+fn7Hjx9v+i975MgRHx8fyRcdOHCg0WgkrK1wqDbyncp58+Y145eV/DZ9vXvuuYfqQGsWZ8mUZBZT0iRHiamJgrtzH6qkSTKLKZmSpdrwakWaJL+YNj2sTpsmccl3SI899pjkO9XV1fW333674u7r16/XaDSSLSxYsMAqp8g26SExtV1M582bZ+7J77zzDoekgx6nfJJ0iJhaOtTmplwFBwc38V5Dhw4dkvzOdb1t27YR1tY5VE+ePKlUmr3XzkMPPVRXV9fE37GqqmrGjBnmmlIqlYmJiVQHWrPgTqYks5iSJjlKTE0U3J3+9EuaJKeYkilZqg2vVqRJ8otp08PqtGkSl3yHVFZWFhUVJfl+VavVr7/+ularldyxrq7ulVdeUalUkvtGR0dXVFRY5RTZJj0kpjaK6dNPP23umW+88QbHo+Mep3ySdIiYWjrUBoPB3KKiHh4er732WiOfPer76e7ubu4VH3jgAcLamodqI+mpEGLAgAEbN25s/LczGAwrV67s0aNHI+3Mnz+f6kDrF9zJlGQTU9IkB4qpiYK7059+SZNkFlMypaZr26sVaZL8YtrEsDpzmsQl31Ht2rVLrVabe+PGxMS8+uqre/fuLSkp0el0JSUle/bsefnll6Ojo83t4uLism/fPiueIlu/h8TURjEVreiXX34hpq15nPJJ0v5j2oyhzsrKateunbm9IiIi5s+fv3nz5qSkpIqKioqKiqSkpE2bNs2fPz8iIqKRwzM2NrayspKwtuahWl5e3q1bt8ZPm7169VqwYMGGDRuSk5OLi4t1Ol1RUdGZM2fWrFnz+OOPd+3atfHdu3fvXl5e7iQf+62r5adEMiV5xJQ0yYFiSsGd0y9pksxiSqZkb6E0d7UiTZJfTJsYVmdOkyi4O7BFixZZ632pUCi++OILq2eNrdxDYmqjmPJJUt7HKZ8k7TymzRvq3bt3e3l5WfHY7NChQ1ZWFmFt/UP11KlTISEhNjrlhoSEnD59mupAWxXcyZQouFNwp+DOodomp1/SJDnFlExJrgV30iQK7hTc0Zbeeecdq5x6PvjgAxtlja3ZQ2Jqo5jySVL2xymfJO05ps0e6u3bt5u7o5elunfvfu7cOcLaVofqyZMn27dvb/XzbVRU1MmTJ6kOtG3BnUyJgjsFdwruHKptcvolTZJTTMmU5FpwJ02i4E7BHW1pxYoVnp6ezX5Henl5rVy50qZZY6v1kJjaKKZ8knSG45RPknYb05YM9alTpxpfkrIpbr755tLSUsLatodqQUHBlClTrHiyvfbaawsLC6kO2EPBnUyJgjsFdwruhLVNTr+kSXKKKZmSXAvupEkU3Cm4oy2dOXNmwoQJzXg7Tpw4MTk5uRWyxtbpITG1UUz5JOkkxymfJO0zpi0c6qqqqmeffdbV1bUZ/Wzfvv2PP/7I6dd+DtWff/655aWBnj17Upy1t4I7mRIFdwruFNwJa5ucfkmTZBZTMiVZFtxJkyi4U3BHG9u8efOkSZMUCsUV34VKpXLSpElbtmxp5azR1j0kpjaKKZ8kneo45ZOkvcXUKkOdkZGxYMGCoKCgJh6JQ4YMWbJkSV1dHadfeztUjUbj2rVrp02b5uHhYdHZ1cPD49Zbb123bp3RaKQ6YIcFdzIlCu4U3Cm4E9a2Ov2SJskppmRKsiy4kyZRcHfENEnRyr8/bC0/P3/jxo27du06ceJEWlpaeXl5dXW1h4eHj49PdHR0r169RowYMWnSJNvdV0QGPSSmIKaQZUwNBsOePXsSEhKOHj166tSpgoKCiooKvV7v7u7u7+8fHR3dvXv3oUOHxsfHR0VFEVM7D6tWq92zZ8++ffuOHz+ekpKSk5NTXFxcU1Oj0+lcXFzc3d0DAwPDwsI6derUq1evoUOHDh06VKPREFPeeAAA0iRnQKZEmsRYoW1RcAcAAAAAAAAAwAqUDAEAAAAAAAAAAC1HwR0AAAAAAAAAACug4A4AAAAAAAAAgBVQcAcAAAAAAAAAwAoouAMAAAAAAAAAYAUU3AEAAAAAAAAAsAIK7gAAAAAAAAAAWAEFdwAAAAAAAAAArICCOwAAAAAAAAAAVkDBHQAAAAAAAAAAK6DgDgAAAAAAAACAFVBwBwAAAAAAAADACii4AwAAAAAAAABgBRTcAQAAAAAAAACwAgruAAAAAAAAAABYAQV3AAAAAAAAAACsgII7AAAAAAAAAABWQMEdAAAAAAAAAAAroOAOAAAAAAAAAIAVUHAHAAAAAAAAAMAKKLgDAAAAAAAAAGAFFNwBAAAAAAAAALACCu4AAAAAAAAAAFgBBXcAAAAAAAAAAKyAgjsAAAAAAAAAAFZAwR0AAAAAAAAAACug4A4AAAAAAAAAgBVQcAcAAAAAAAAAwAoouAMAAAAAAAAAYAUU3AEAAAAAAAAAsAIK7gAAAAAAAAAAWAEFdwAAAAAAAAAArICCOwAAAAAAAAAAVkDBHQAAAAAAAAAAK6DgDgAAAAAAAACAFVBwBwAAAAAAAADACii4AwAAAAAAAABgBRTcAQAAAAAAAACwAgruAAAAAAAAAABYAQV3AAAAAAAAAACsgII7AAAAAAAAAABWQMEdAAAAAAAAAAAroOAOAAAAAAAAAIAVUHAHAAAAAAAAAMAKKLgDAAAAAAAAAGAFFNwBAAAAAAAAALACCu4AAAAAAAAAAFgBBXcAAAAAAAAAAKyAgjsAAAAAAAAAAFbw/z7UhWfALzfvAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE3LTA4LTExVDA4OjMwOjA4KzAwOjAwz8Hd0wAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxNy0wOC0xMVQwODozMDowOCswMDowML6cZW8AAAAASUVORK5CYII=" width="800px" /></p>
<p>Have a go with these variables: <strong>age</strong>, <strong>ps12</strong>, <strong>move24h</strong></p>
<p>You can use the functions <code>mean()</code> and <code>median()</code>, for example:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">mean</span>(RCT<span class="op">$</span>ps12, <span class="dt">na.rm=</span><span class="ot">TRUE</span>)</code></pre></div>
<pre><code>## [1] 1.40625</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">median</span>(RCT<span class="op">$</span>ps12, <span class="dt">na.rm=</span><span class="ot">TRUE</span>)</code></pre></div>
<pre><code>## [1] 1</code></pre>
</div>
<div id="measuring-spread" class="slide section level1">
<h1>Measuring ‘spread’</h1>
<ul>
<li>For normally-distibuted data, use standard deviation</li>
<li>For non normally-distributed data, use interquartile range</li>
</ul>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">IQR</span>(RCT<span class="op">$</span>age, <span class="dt">na.rm=</span><span class="ot">TRUE</span>)</code></pre></div>
<pre><code>## [1] 22</code></pre>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">sd</span>(RCT<span class="op">$</span>age, <span class="dt">na.rm=</span><span class="ot">TRUE</span>)</code></pre></div>
<pre><code>## [1] 14.55191</code></pre>
</div>
<div id="calculate-it-all-at-once" class="slide section level1">
<h1>Calculate it all at once</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">summary</span>(RCT)</code></pre></div>
<pre><code>## X1 id recruit age
## Min. : 0.00 Min. : 1.00 Length:64 Min. :29.00
## 1st Qu.:15.75 1st Qu.:16.75 Class :character 1st Qu.:55.00
## Median :31.50 Median :32.50 Mode :character Median :70.50
## Mean :31.50 Mean :32.50 Mean :66.27
## 3rd Qu.:47.25 3rd Qu.:48.25 3rd Qu.:77.00
## Max. :63.00 Max. :64.00 Max. :95.00
## NA's :4
## gender random ps0h ps3h
## Length:64 Length:64 Min. :0.0000 Min. :0.000
## Class :character Class :character 1st Qu.:0.0000 1st Qu.:0.000
## Mode :character Mode :character Median :0.0000 Median :1.000
## Mean :0.1905 Mean :1.125
## 3rd Qu.:0.0000 3rd Qu.:2.000
## Max. :3.0000 Max. :5.000
## NA's :1
## ps12 ps24h ps168h move12h
## Min. :0.000 Min. :0.00 Min. :0.0000 Min. :0.000
## 1st Qu.:0.000 1st Qu.:0.00 1st Qu.:0.0000 1st Qu.:0.000
## Median :1.000 Median :1.00 Median :0.0000 Median :1.000
## Mean :1.406 Mean :1.25 Mean :0.6275 Mean :1.078
## 3rd Qu.:2.000 3rd Qu.:2.00 3rd Qu.:1.0000 3rd Qu.:2.000
## Max. :5.000 Max. :5.00 Max. :3.0000 Max. :5.000
## NA's :13
## move24h move168h tylenol codeine
## Min. :0.0000 Min. :0.0000 Length:64 Length:64
## 1st Qu.:0.0000 1st Qu.:0.0000 Class :character Class :character
## Median :1.0000 Median :0.0000 Mode :character Mode :character
## Mean :0.9375 Mean :0.6078
## 3rd Qu.:1.2500 3rd Qu.:1.0000
## Max. :5.0000 Max. :4.0000
## NA's :13
## oramorph other los los_reason
## Length:64 Length:64 Min. : 0.000 Length:64
## Class :character Class :character 1st Qu.: 2.000 Class :character
## Mode :character Mode :character Median : 3.000 Mode :character
## Mean : 3.431
## 3rd Qu.: 4.000
## Max. :10.000
## NA's :13
## satisfaction fake_age binary_satisfaction
## Length:64 Min. :43.98 Min. :0.0000
## Class :character 1st Qu.:63.13 1st Qu.:0.0000
## Mode :character Median :76.99 Median :1.0000
## Mean :73.49 Mean :0.6562
## 3rd Qu.:83.01 3rd Qu.:1.0000
## Max. :92.50 Max. :1.0000
## </code></pre>
</div>
<div id="testing-here-be-dragons" class="slide section level1">
<h1>Testing (here be dragons)</h1>
<ul>
<li>best_option <- “<strong>Ask a statistician</strong>”</li>
<li>pragmatic_option <- “Do it yourself, <strong>carefully</strong> and <strong>simply</strong>”</li>
</ul>
<h2 id="think-about">Think about</h2>
<ol style="list-style-type: decimal">
<li>The hypothesis you want to test</li>
<li>Where your observations come from</li>
<li>The type of variables you are dealing with</li>
<li>The assumptions that different tests use</li>
<li>Interpreting the test results</li>
</ol>
</div>
<div id="hypothesis-1" class="slide section level1">
<h1>Hypothesis 1</h1>
<blockquote>
<p>‘Mean age differs between the two treatment arms’</p>
</blockquote>
<blockquote>
<p>Recall: The treatment arms are 1) patients receiving local anaesthetic via drain, and 2) patients receiving local anaesthetic via injection to the skin flaps’</p>
</blockquote>
<ul>
<li>What sort of variables are these?</li>
<li>What is the <em>independent variable</em>?</li>
<li>What is the <em>dependent variable</em>?</li>
<li>What is the <em>null hypothesis</em>?</li>
<li><strong>Which test should we use?</strong></li>
</ul>
</div>
<div id="unpaired-2-tail-t-test-assumptions" class="slide section level1">
<h1>Unpaired 2-tail t test: Assumptions</h1>
<ul>
<li>Values within each group are independent</li>
<li>The two groups are independent of one another</li>
<li>(Values in each group should be approximately normally-distributed)</li>
</ul>
</div>
<div id="lets-look-at-our-data" class="slide section level1">
<h1>Let’s look at our data…</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">RCT <span class="op">%>%</span><span class="st"> </span><span class="kw">ggplot</span>(<span class="kw">aes</span>(<span class="dt">x=</span>fake_age, <span class="dt">group=</span>random, <span class="dt">fill=</span>random)) <span class="op">+</span><span class="st"> </span><span class="kw">geom_histogram</span>(<span class="dt">position=</span><span class="st">"identity"</span>, <span class="dt">alpha=</span><span class="fl">0.5</span>, <span class="dt">binwidth=</span><span class="dv">6</span>) <span class="op">+</span><span class="st"> </span><span class="kw">theme_bw</span>()</code></pre></div>
<p><img 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" width="768" /></p>
<p>Note that the ‘spread’ of the groups is different - a problem for the standard t test, but R takes care of this for us behind the scenes.</p>
</div>
<div id="lets-run-the-test" class="slide section level1">
<h1>Let’s run the test!</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">t.test</span>(RCT<span class="op">$</span>fake_age<span class="op">~</span>RCT<span class="op">$</span>random)</code></pre></div>
<pre><code>##
## Welch Two Sample t-test
##
## data: RCT$fake_age by RCT$random
## t = -9.6394, df = 48.021, p-value = 8.275e-13
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -21.19970 -13.88222
## sample estimates:
## mean in group drain mean in group skin
## 65.54566 83.08662</code></pre>
</div>
<div id="hypothesis-2" class="slide section level1">
<h1>Hypothesis 2</h1>
<blockquote>
<p>‘Patient satisfaction after axillary node dissection depends on treatment arm.’</p>
</blockquote>
</div>
<div id="hypothesis-2-1" class="slide section level1">
<h1>Hypothesis 2</h1>
<blockquote>
<p>‘Patient satisfaction after axillary node dissection depends on treatment arm.’</p>
</blockquote>
<ul>
<li>What sort of variables are these?</li>
<li>What is the <em>independent variable</em>?</li>
<li>What is the <em>dependent variable</em>?</li>
<li>What is the <em>null hypothesis</em>?</li>
<li><strong>Which test should we use?</strong></li>
</ul>
</div>
<div id="chi-squared-test-for-independence-assumptions" class="slide section level1">
<h1>Chi-squared test for independence: Assumptions</h1>
<ul>
<li>The two groups are independent of one another</li>
<li>Count in each cell of the table should be 5 or more</li>
</ul>
</div>
<div id="lets-look-at-our-data-1" class="slide section level1">
<h1>Let’s look at our data</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">tbl =<span class="st"> </span><span class="kw">table</span>(RCT<span class="op">$</span>random, RCT<span class="op">$</span>binary_satisfaction)</code></pre></div>
<pre><code>##
## 0 1
## drain 8 27
## skin 14 15</code></pre>
<h2 id="lets-run-the-test-1">Let’s run the test!</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">chisq.test</span>(tbl)</code></pre></div>
<pre><code>##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: tbl
## X-squared = 3.4854, df = 1, p-value = 0.06191</code></pre>
</div>
<div id="picking-the-right-test" class="slide section level1">
<h1>Picking the right test</h1>
<p><a href="https://stats.idre.ucla.edu/other/mult-pkg/whatstat/">UCLA Which test?</a></p>
</div>
<div id="a-gentle-and-pretty-intro-to-probabilitystats" class="slide section level1">
<h1>A gentle (and pretty!) intro to probability/stats</h1>
<p><a href="http://students.brown.edu/seeing-theory/">Seeing theory</a></p>
</div>
<div id="questions" class="slide section level1">
<h1>Questions</h1>
</div>
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