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BANA4090_Week4_Lab5_Data-Examples_German-Forecasts.html
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<title>Basic Tools For Forecasting</title>
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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;
    }

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</head>
<body>
<div class="slide titlepage">
<h1 class="title">Basic Tools For Forecasting</h1>
<p class="author">
Week 4 R-lab<br />Zhaohu(Jonathan) Fan
</p>
<p class="date">06/03/2021</p>
</div>
<div id="example-german-forecasts" class="slide section level1">
<h1>Example: German Forecasts</h1>
<p>R Environment Preparation</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="co">#Load the required packages to execute the Assignment.</span></span>
<span id="cb1-2"><a href="#cb1-2"></a><span class="kw">library</span>(zoo)</span>
<span id="cb1-3"><a href="#cb1-3"></a><span class="kw">library</span>(readxl)</span>
<span id="cb1-4"><a href="#cb1-4"></a><span class="kw">library</span>(forecast)</span>
<span id="cb1-5"><a href="#cb1-5"></a><span class="kw">library</span>(quantmod)</span>
<span id="cb1-6"><a href="#cb1-6"></a><span class="kw">library</span>(ggplot2)</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="co"># Set working directory</span></span>
<span id="cb2-2"><a href="#cb2-2"></a><span class="kw">setwd</span>(<span class="st">"C:/Users/fanzh/OneDrive - University of Cincinnati/UC_couse/000_Teaching_4090_SS21/DataSet"</span>)</span></code></pre></div>
</div>
<div id="example-german-forecasts-contd" class="slide section level1">
<h1>Example: German Forecasts (cont’d)</h1>
<p>There are several ways to load external data:</p>
<ul>
<li><a href="German_forecasts.xlsx">German Forecasts Excel</a></li>
<li>Read an Excel file in xlsx format into R/RStudio (<code>read_xlsx() function</code>)</li>
</ul>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1"></a>German <-<span class="kw">read_xlsx</span>(<span class="st">"German_forecasts.xlsx"</span>)</span>
<span id="cb3-2"><a href="#cb3-2"></a><span class="kw">str</span>(German)</span></code></pre></div>
<pre><code>## tibble [25 x 9] (S3: tbl_df/tbl/data.frame)
## $ Institutions: chr [1:25] "Bundesbank" "Commerzbank" "Deka" "Deutsche Bank" ...
## $ GDP : num [1:25] 0.4 0.5 0.7 0.3 0.9 0.4 1.2 1 1.1 0.6 ...
## $ Privcons : num [1:25] 1 1.3 1.1 0.6 1.1 0.9 1.2 1.1 1.2 1 ...
## $ GFCF : num [1:25] -0.1 0.1 -0.3 1.1 0.9 0.1 1.9 1.9 2.6 0.5 ...
## $ Exports : num [1:25] 1.9 2.8 3.3 3.2 4.2 3 4.1 3.8 5.5 2.9 ...
## $ Imports : num [1:25] 3 4.1 3.3 4.2 4.6 3.8 4.1 4.6 5 4.1 ...
## $ Govsurp : num [1:25] -0.75 -0.5 -0.3 -0.5 0 -0.7 -0.3 -0.2 0 -0.4 ...
## $ Consprix : num [1:25] 1.5 1.9 1.9 1.7 2.8 2.1 2 2.1 2 2 ...
## $ Unemp : num [1:25] 7.2 7.1 6.9 7 7 7.1 6.6 6.8 7 7 ...</code></pre>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1"></a><span class="co"># To read an Excel file in xls format into R, </span></span>
<span id="cb5-2"><a href="#cb5-2"></a><span class="co"># we would use read_xlsx()function with quotation marks (") to denote that Excel file .</span></span></code></pre></div>
</div>
<div id="example-german-forecasts-contd-1" class="slide section level1">
<h1>Example: German Forecasts (cont’d)</h1>
<ul>
<li><p><a href="data_German_forecasts.Rdata">German Forecasts R Data</a></p></li>
<li><p>Load an RData file into R/RStudio (<code>load() function</code>)</p></li>
</ul>
<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">load</span>(<span class="st">"data_German_forecasts.Rdata"</span>) </span>
<span id="cb6-2"><a href="#cb6-2"></a>German_<span class="dv">2</span><-<span class="st"> </span>data_German_forecasts</span>
<span id="cb6-3"><a href="#cb6-3"></a><span class="kw">str</span>(German_<span class="dv">2</span>)</span></code></pre></div>
<pre><code>## 'data.frame': 25 obs. of 9 variables:
## $ ï..Institutions: Factor w/ 25 levels "Bundesbank","Commerzbank",..: 1 2 3 4 5 6 7 8 9 10 ...
## $ GDP : num 0.4 0.5 0.7 0.3 0.9 0.4 1.2 1 1.1 0.6 ...
## $ Privcons : num 1 1.3 1.1 0.6 1.1 0.9 1.2 1.1 1.2 1 ...
## $ GFCF : num -0.1 0.1 -0.3 1.1 0.9 0.1 1.9 1.9 2.6 0.5 ...
## $ Exports : num 1.9 2.8 3.3 3.2 4.2 3 4.1 3.8 5.5 2.9 ...
## $ Imports : num 3 4.1 3.3 4.2 4.6 3.8 4.1 4.6 5 4.1 ...
## $ Govsurp : num -0.75 -0.5 -0.3 -0.5 0 -0.7 -0.3 -0.2 0 -0.4 ...
## $ Consprix : num 1.5 1.9 1.9 1.7 2.8 2.1 2 2.1 2 2 ...
## $ Unemp : num 7.2 7.1 6.9 7 7 7.1 6.6 6.8 7 7 ...</code></pre>
</div>
<div id="scatter-plot-matrices" class="slide section level1">
<h1>Scatter Plot Matrices</h1>
<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">pairs</span>(<span class="dt">x =</span> German[,<span class="kw">c</span>(<span class="st">"GDP"</span>, <span class="st">"GFCF"</span>, <span class="st">"Govsurp"</span>, <span class="st">"Unemp"</span>)], <span class="dt">pch =</span> <span class="dv">19</span>)</span></code></pre></div>
<p><img src="data:image/png;base64,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" width="768" /></p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1"></a><span class="co"># Use the c() function to combine character values into a vector (or a list)</span></span>
<span id="cb9-2"><a href="#cb9-2"></a><span class="co"># Use indexed character vectors to select named column(s) or row(s) </span></span></code></pre></div>
</div>
<div id="assessing-variability-the-standardized-score-z-score" class="slide section level1">
<h1>Assessing Variability: The standardized score (Z-score)</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">cbind</span>(German[,<span class="dv">1</span>], <span class="kw">round</span>(<span class="kw">scale</span>(German[,<span class="op">-</span><span class="dv">1</span>]),<span class="dv">3</span>))</span></code></pre></div>
<pre><code>## Institutions GDP Privcons GFCF Exports Imports Govsurp
## 1 Bundesbank -1.134 0.437 -0.840 -1.520 -0.713 -1.848
## 2 Commerzbank -0.732 1.429 -0.618 -0.573 0.421 -0.835
## 3 Deka 0.072 0.767 -1.062 -0.046 -0.404 -0.024
## 4 Deutsche Bank -1.536 -0.886 0.493 -0.152 0.524 -0.835
## 5 DIW 0.877 0.767 0.271 0.901 0.936 1.191
## 6 DZ Bank -1.134 0.106 -0.618 -0.362 0.111 -1.645
## 7 Feri 2.083 1.098 1.382 0.796 0.421 -0.024
## 8 Gemeinschaftsdiagnose 1.279 0.767 1.382 0.480 0.936 0.381
## 9 Helaba 1.681 1.098 2.160 2.269 1.349 1.191
## 10 HSBC -0.330 0.437 -0.173 -0.467 0.421 -0.430
## 11 HWWI -0.732 0.437 0.049 0.164 0.730 0.786
## 12 Ifo 0.072 -0.556 0.049 -0.362 -0.404 0.786
## 13 IfW -1.536 -0.886 -0.062 -0.467 0.214 -0.835
## 14 IKB 0.474 0.106 -1.395 1.006 0.318 0.786
## 15 IMK 0.474 -0.556 -0.729 0.164 -0.095 1.191
## 16 ING 0.474 -1.548 0.604 -2.888 -3.394 0.381
## 17 IW 0.273 -1.217 0.938 0.691 0.318 1.191
## 18 IWH 0.072 -1.548 -0.396 0.691 0.008 -0.024
## 19 Kiel Economics 1.279 1.759 0.382 0.269 0.421 0.786
## 20 Landesbank Berlin -0.732 0.437 0.049 -1.204 -0.817 -2.050
## 21 MM Wartburg -0.330 -0.556 -1.618 0.901 -2.157 1.191
## 22 Postbank -0.330 0.437 -0.284 0.375 0.627 -0.024
## 23 RWI -1.536 -2.209 -1.951 -0.362 -0.507 -0.835
## 24 UBS 0.474 0.106 1.160 -0.783 0.214 0.381
## 25 Wirtschaftsweise 0.474 -0.225 0.827 0.480 0.524 -0.835
## Consprix Unemp
## 1 -1.463 1.553
## 2 0.022 0.998
## 3 0.022 -0.111
## 4 -0.720 0.444
## 5 3.363 0.444
## 6 0.765 0.998
## 7 0.393 -1.775
## 8 0.765 -0.666
## 9 0.393 0.444
## 10 0.393 0.444
## 11 0.022 -1.775
## 12 -1.091 -0.111
## 13 0.393 0.444
## 14 0.022 -0.111
## 15 -0.720 0.444
## 16 0.393 -0.111
## 17 -0.535 -2.330
## 18 0.393 -1.220
## 19 -1.091 -0.666
## 20 -1.091 -0.666
## 21 -1.463 0.444
## 22 0.393 0.998
## 23 -0.720 0.444
## 24 0.765 1.553
## 25 0.393 -0.111</code></pre>
</div>
<div id="correlation" class="slide section level1">
<h1>Correlation</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">round</span>(<span class="kw">cor</span>(German[,<span class="op">-</span><span class="dv">1</span>]), <span class="dt">digits =</span> <span class="dv">3</span>)</span></code></pre></div>
<pre><code>## GDP Privcons GFCF Exports Imports Govsurp Consprix Unemp
## GDP 1.000 0.430 0.601 0.459 0.209 0.620 0.317 -0.363
## Privcons 0.430 1.000 0.295 0.262 0.469 0.033 0.192 0.073
## GFCF 0.601 0.295 1.000 0.192 0.371 0.223 0.336 -0.295
## Exports 0.459 0.262 0.192 1.000 0.641 0.518 0.210 -0.273
## Imports 0.209 0.469 0.371 0.641 1.000 0.085 0.382 -0.087
## Govsurp 0.620 0.033 0.223 0.518 0.085 1.000 0.179 -0.317
## Consprix 0.317 0.192 0.336 0.210 0.382 0.179 1.000 0.063
## Unemp -0.363 0.073 -0.295 -0.273 -0.087 -0.317 0.063 1.000</code></pre>
<blockquote>
<p><strong>Exercise:</strong></p>
<ul>
<li>Check correlation between GDP and GFCF</li>
</ul>
</blockquote>
<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">cov</span>(German<span class="op">$</span>GDP, German<span class="op">$</span>GFCF); <span class="kw">sd</span>(German<span class="op">$</span>GDP); <span class="kw">sd</span>(German<span class="op">$</span>GFCF)</span></code></pre></div>
<pre><code>## [1] 0.1345917</code></pre>
<pre><code>## [1] 0.2486966</code></pre>
<pre><code>## [1] 0.900037</code></pre>
<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">cov</span>(German<span class="op">$</span>GDP, German<span class="op">$</span>GFCF) <span class="op">/</span><span class="st"> </span>(<span class="kw">sd</span>(German<span class="op">$</span>GDP) <span class="op">*</span><span class="st"> </span><span class="kw">sd</span>(German<span class="op">$</span>GFCF))</span></code></pre></div>
<pre><code>## [1] 0.6012955</code></pre>
<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1"></a><span class="co"># What is the meaning of the dollar “$” in R function()?</span></span>
<span id="cb20-2"><a href="#cb20-2"></a><span class="co"># the $allows you extract elements by name from a named list.</span></span></code></pre></div>
</div>
<div id="correlation-contd" class="slide section level1">
<h1>Correlation (cont’d)</h1>
<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">library</span>(<span class="st">"PerformanceAnalytics"</span>)</span>
<span id="cb21-2"><a href="#cb21-2"></a>my_data <-<span class="st"> </span>German[,<span class="op">-</span><span class="dv">1</span>]</span>
<span id="cb21-3"><a href="#cb21-3"></a><span class="kw">chart.Correlation</span>(<span class="dt">R =</span> my_data, <span class="dt">histogram=</span><span class="ot">TRUE</span>, <span class="dt">pch=</span><span class="dv">19</span>)</span></code></pre></div>
<p><img 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" 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