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Final.html
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<title>Final Project - Is crime decreasing in the US according to the FBI Uniform Crime Reporting (UCR) Program</title>
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rel="stylesheet" />
<script src="data:application/javascript;base64,/* slidy.js

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

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

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

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

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

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

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

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

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

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

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


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

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

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

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

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

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

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

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

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

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

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

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

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

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

    this.attach_touch_handers(this.slides);

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

    this.single_slide_view();

    //this.set_location();

    this.resized();

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

    this.show_toolbar();

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

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

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

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

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

      toc.appendChild(num);

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

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

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

      if (previous)
        previous.next = a;

      toc.appendChild(a);

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

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

      previous = a;
    }

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

    toc.onmouseup = w3c_slidy.mouse_button_up;

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

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

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

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

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

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

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

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

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

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

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

    var target = w3c_slidy.get_target(e);

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

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

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

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

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

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

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

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

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

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

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

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

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

      w3c_slidy.hide_table_of_contents(true);

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

      return w3c_slidy.cancel(event);
    }

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

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

    return true;
  },

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

    var tap_delay = this.last_tap - this.prev_tap;

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

    var touch = e.touches[0];

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    var heading = this.find_heading(slide);

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

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

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

    return name;
  },

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

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

    var child = node.firstChild;

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

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

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

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

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

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

      return text;
    }

    return "";
  },

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

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

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

    return null;
  },

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

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

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

    return 1;
  },

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

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

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

    return null;
  },

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

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

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

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

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

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

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

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

    var node = item.firstChild;

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

      node = node.nextSibling;
    }

    return false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = true;
  },

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

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

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

    if (!target)
      return true;

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

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

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

    return false;
  },

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

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

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

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

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

  add_toolbar: function () {
    var counter, page;

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

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

           var target = e.target;

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

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

           w3c_slidy.stop_propagation(e);

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

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

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

    if (!headings)
      return;

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

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

      node = heading.nextSibling;

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

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

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

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

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

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

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

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

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

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

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

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

    this.slides = slides;
  },

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

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

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

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

    this.notes = notes;
  },

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

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

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

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

    this.backgrounds = backgrounds;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return timer;
  },

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

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

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

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

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

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

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

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

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

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

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

    this.observers.push(observer);
  },

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

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

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

    // check if anchor is entire page

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        return num;
      }

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

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

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

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

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

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

      // otherwise try parent element if any

      target = target.parentNode;

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

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

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

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

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

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

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

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


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

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


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

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

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

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

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

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

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

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

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

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

        var bgClass = this.get_class_list(background);

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

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

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

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

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

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

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

      ++count;
    }

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

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

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

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

    return false;
  },

  resized: function () {
     var width = 0;

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

     var height = 0;

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    w3c_slidy.scrollhack = 0;


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

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

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

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

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

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

    return 0;
  },

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

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

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

    return 0;
  },

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

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

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

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

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

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

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

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

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

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

  document_height: function () {
    var sh, oh;

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

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

    // no idea!
    return 0;
  },

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

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

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    return document.createElement(name);
  },

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

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

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

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

    return false;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return node;
  },

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

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

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

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

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

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

    return node;
  },

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

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

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

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

    return node;
  },

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

    return this.previous_incremental_item(node);
  },

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

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

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

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

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

    return null;
  },

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

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

      return node;
    }

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

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

      return node;
    }

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

    return null;
  },

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

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

    return el;
  },

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

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

    return el;
  },

  first_child_element: function (el) {
    var node;

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

    return node;
  },

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

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

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

    return node;
  },

  hide_selection: function () {
    if (window.getSelection) // Firefox, Chromium, Safari, Opera
    {
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  },
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    "restart?":"Inizio"
  },
  help_it:
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</head>
<body>
<div class="slide titlepage">
<h1 class="title">Final Project - Is crime decreasing in the US according to the FBI Uniform Crime Reporting (UCR) Program</h1>
<p class="author">
Dmitriy Burtsev
</p>
</div>
<div id="load-library" class="slide section level2">
<h1>Load library</h1>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span></code></pre></div>
<pre><code>## -- Attaching packages --------------------------------------- tidyverse 1.3.0 --</code></pre>
<pre><code>## v ggplot2 3.3.3 v purrr 0.3.4
## v tibble 3.0.6 v dplyr 1.0.4
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.4.0 v forcats 0.5.1</code></pre>
<pre><code>## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()</code></pre>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(htmltab)</span></code></pre></div>
<pre><code>## Warning: package 'htmltab' was built under R version 4.0.4</code></pre>
</div>
<div id="acquire-dataset-from-web-to-dataframe" class="slide section level2">
<h1>Acquire dataset from web to dataframe</h1>
<p><em>The FBI collects these data through the Uniform Crime Reporting (UCR) Program.</em> Crime in the United States, by Volume and Rate per 100,000 Inhabitants, 1997–2016 Violent crime includes the offenses of murder and nonnegligent manslaughter, rape (legacy definition), robbery, and aggravated assault. Property crime includes the offenses of burglary, larceny-theft, and motor vehicle theft. The UCR Program does not have sufficient data to estimate for arson.</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>url <span class="ot"><-</span> <span class="st">"https://ucr.fbi.gov/crime-in-the-u.s/2016/crime-in-the-u.s.-2016/topic-pages/tables/table-1"</span></span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>dfrm <span class="ot">=</span> <span class="fu">htmltab</span>(<span class="at">doc =</span> url, <span class="at">which =</span> <span class="dv">1</span>,<span class="at">rm_nodata_cols =</span> F)</span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="fu">class</span>(dfrm)</span></code></pre></div>
<pre><code>## [1] "data.frame"</code></pre>
</div>
<div id="convert-r-data-frame-to-tibble" class="slide section level2">
<h1>Convert R data frame to tibble</h1>
<p>I have to convert the original R data frame to Tibble data frame because our column names have spaces.</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>df <span class="ot">=</span> <span class="fu">as_tibble</span>(dfrm)</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="fu">class</span>(df)</span></code></pre></div>
<pre><code>## [1] "tbl_df" "tbl" "data.frame"</code></pre>
</div>
<div id="get-the-structure-of-the-data-frame." class="slide section level2">
<h1>Get the structure of the data frame.</h1>
<p>Function str Compactly Display the Structure of an Arbitrary R Object</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">str</span>(df)</span></code></pre></div>
<pre><code>## tibble [20 x 22] (S3: tbl_df/tbl/data.frame)
## $ Year : chr [1:20] "1997" "1998" "1999" "2000" ...
## $ Population : chr [1:20] "267,783,607" "270,248,003" "272,690,813" "281,421,906" ...
## $ Violentcrime : chr [1:20] "1,636,096" "1,533,887" "1,426,044" "1,425,486" ...
## $ Violent crime rate : chr [1:20] "611.0" "567.6" "523.0" "506.5" ...
## $ Murder andnonnegligent manslaughter : chr [1:20] "18,208" "16,974" "15,522" "15,586" ...
## $ Murder and nonnegligent manslaughter rate: chr [1:20] "6.8" "6.3" "5.7" "5.5" ...
## $ Rape(revised definition) : chr [1:20] NA NA NA NA ...
## $ Rape(revised definition) rate : chr [1:20] NA NA NA NA ...
## $ Rape(legacy definition) : chr [1:20] "96,153" "93,144" "89,411" "90,178" ...
## $ Rape(legacy definition) rate : chr [1:20] "35.9" "34.5" "32.8" "32.0" ...
## $ Robbery : chr [1:20] "498,534" "447,186" "409,371" "408,016" ...
## $ Robbery rate : chr [1:20] "186.2" "165.5" "150.1" "145.0" ...
## $ Aggravated assault : chr [1:20] "1,023,201" "976,583" "911,740" "911,706" ...
## $ Aggravated assault rate : chr [1:20] "382.1" "361.4" "334.3" "324.0" ...
## $ Property crime : chr [1:20] "11,558,475" "10,951,827" "10,208,334" "10,182,584" ...
## $ Property crime rate : chr [1:20] "4,316.3" "4,052.5" "3,743.6" "3,618.3" ...
## $ Burglary : chr [1:20] "2,460,526" "2,332,735" "2,100,739" "2,050,992" ...
## $ Burglary rate : chr [1:20] "918.8" "863.2" "770.4" "728.8" ...
## $ Larceny-theft : chr [1:20] "7,743,760" "7,376,311" "6,955,520" "6,971,590" ...
## $ Larceny-theft rate : chr [1:20] "2,891.8" "2,729.5" "2,550.7" "2,477.3" ...
## $ Motor vehicle theft : chr [1:20] "1,354,189" "1,242,781" "1,152,075" "1,160,002" ...
## $ Motor vehicle theft rate : chr [1:20] "505.7" "459.9" "422.5" "412.2" ...</code></pre>
</div>
<div id="data-clean-up-and-transformations---remove-rows-with-na" class="slide section level2">
<h1>Data clean up and transformations - Remove Rows with NA</h1>
<p>Show the number of NA’s in each column of the data frame</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">colSums</span>(<span class="fu">is.na</span>(df))</span></code></pre></div>
<pre><code>## Year
## 0
## Population
## 0
## Violentcrime
## 0
## Violent crime rate
## 0
## Murder andnonnegligent manslaughter
## 0
## Murder and nonnegligent manslaughter rate
## 0
## Rape(revised definition)
## 16
## Rape(revised definition) rate
## 16
## Rape(legacy definition)
## 0
## Rape(legacy definition) rate
## 0
## Robbery
## 0
## Robbery rate
## 0
## Aggravated assault
## 0
## Aggravated assault rate
## 0
## Property crime
## 0
## Property crime rate
## 0
## Burglary
## 0
## Burglary rate
## 0
## Larceny-theft
## 0
## Larceny-theft rate
## 0
## Motor vehicle theft
## 0
## Motor vehicle theft rate
## 0</code></pre>
</div>
<div id="there-are-two-colums-with-na-raperevised-definition-and-raperevised-definition-rate" class="slide section level2">
<h1>There are two colums with NA: Rape(revised definition) and Rape(revised definition) rate</h1>
<p>We should remove colums with NA</p>
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>df <span class="ot">=</span> <span class="fu">select</span>(df, <span class="sc">-</span><span class="fu">c</span>(<span class="st">`</span><span class="at">Rape(revised definition)</span><span class="st">`</span>,<span class="st">`</span><span class="at">Rape(revised definition) rate</span><span class="st">`</span>))</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">str</span>(df)</span></code></pre></div>
<pre><code>## tibble [20 x 20] (S3: tbl_df/tbl/data.frame)
## $ Year : chr [1:20] "1997" "1998" "1999" "2000" ...
## $ Population : chr [1:20] "267,783,607" "270,248,003" "272,690,813" "281,421,906" ...
## $ Violentcrime : chr [1:20] "1,636,096" "1,533,887" "1,426,044" "1,425,486" ...
## $ Violent crime rate : chr [1:20] "611.0" "567.6" "523.0" "506.5" ...
## $ Murder andnonnegligent manslaughter : chr [1:20] "18,208" "16,974" "15,522" "15,586" ...
## $ Murder and nonnegligent manslaughter rate: chr [1:20] "6.8" "6.3" "5.7" "5.5" ...
## $ Rape(legacy definition) : chr [1:20] "96,153" "93,144" "89,411" "90,178" ...
## $ Rape(legacy definition) rate : chr [1:20] "35.9" "34.5" "32.8" "32.0" ...
## $ Robbery : chr [1:20] "498,534" "447,186" "409,371" "408,016" ...
## $ Robbery rate : chr [1:20] "186.2" "165.5" "150.1" "145.0" ...
## $ Aggravated assault : chr [1:20] "1,023,201" "976,583" "911,740" "911,706" ...
## $ Aggravated assault rate : chr [1:20] "382.1" "361.4" "334.3" "324.0" ...
## $ Property crime : chr [1:20] "11,558,475" "10,951,827" "10,208,334" "10,182,584" ...
## $ Property crime rate : chr [1:20] "4,316.3" "4,052.5" "3,743.6" "3,618.3" ...
## $ Burglary : chr [1:20] "2,460,526" "2,332,735" "2,100,739" "2,050,992" ...
## $ Burglary rate : chr [1:20] "918.8" "863.2" "770.4" "728.8" ...
## $ Larceny-theft : chr [1:20] "7,743,760" "7,376,311" "6,955,520" "6,971,590" ...
## $ Larceny-theft rate : chr [1:20] "2,891.8" "2,729.5" "2,550.7" "2,477.3" ...
## $ Motor vehicle theft : chr [1:20] "1,354,189" "1,242,781" "1,152,075" "1,160,002" ...
## $ Motor vehicle theft rate : chr [1:20] "505.7" "459.9" "422.5" "412.2" ...</code></pre>
</div>
<div id="all-colums-in-dataframe-are-string.-we-should-change-some-to-integers-or-numbers" class="slide section level2">
<h1>All colums in dataframe are string. We should change some to integers or numbers</h1>
<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Year"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(df[[<span class="st">"Year"</span>]])</span>
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Population"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Population"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Violentcrime"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Violentcrime"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Violent crime rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Violent crime rate"</span>]])</span>
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Murder andnonnegligent manslaughter"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Murder andnonnegligent manslaughter"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Murder and nonnegligent manslaughter rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Murder and nonnegligent manslaughter rate"</span>]])</span>
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Rape(legacy definition)"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Rape(legacy definition)"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Rape(legacy definition) rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Rape(legacy definition) rate"</span>]])</span>
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Robbery"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Robbery"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Robbery rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Robbery rate"</span>]])</span>
<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Aggravated assault"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Aggravated assault"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Aggravated assault rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Aggravated assault rate"</span>]])</span>
<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Property crime"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Property crime"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-14"><a href="#cb17-14" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Property crime rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Property crime rate"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-15"><a href="#cb17-15" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Burglary"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Burglary"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-16"><a href="#cb17-16" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Burglary rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Burglary rate"</span>]])</span>
<span id="cb17-17"><a href="#cb17-17" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Larceny-theft"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Larceny-theft"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-18"><a href="#cb17-18" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Larceny-theft rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Larceny-theft rate"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-19"><a href="#cb17-19" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Motor vehicle theft"</span>]] <span class="ot">=</span> <span class="fu">as.integer</span>(<span class="fu">gsub</span>(<span class="st">","</span>, <span class="st">""</span>, df[[<span class="st">"Motor vehicle theft"</span>]], <span class="at">fixed =</span> <span class="cn">TRUE</span>))</span>
<span id="cb17-20"><a href="#cb17-20" aria-hidden="true" tabindex="-1"></a>df[[<span class="st">"Motor vehicle theft rate"</span>]] <span class="ot">=</span> <span class="fu">as.numeric</span>(df[[<span class="st">"Motor vehicle theft rate"</span>]])</span></code></pre></div>
</div>
<div id="create-a-table-directly-from-r-markdown" class="slide section level2">
<h1>Create a table directly from R Markdown</h1>
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(df, <span class="at">caption =</span> <span class="st">'Crime in the United States'</span>)</span></code></pre></div>
<table>
<caption>Crime in the United States</caption>
<colgroup>
<col width="1%" />
<col width="2%" />
<col width="3%" />
<col width="5%" />
<col width="9%" />
<col width="11%" />
<col width="6%" />
<col width="7%" />
<col width="2%" />
<col width="3%" />
<col width="5%" />
<col width="6%" />
<col width="3%" />
<col width="5%" />
<col width="2%" />
<col width="3%" />
<col width="3%" />
<col width="5%" />
<col width="5%" />
<col width="6%" />
</colgroup>
<thead>
<tr class="header">
<th align="right">Year</th>
<th align="right">Population</th>
<th align="right">Violentcrime</th>
<th align="right">Violent crime rate</th>
<th align="right">Murder andnonnegligent manslaughter</th>
<th align="right">Murder and nonnegligent manslaughter rate</th>
<th align="right">Rape(legacy definition)</th>
<th align="right">Rape(legacy definition) rate</th>
<th align="right">Robbery</th>
<th align="right">Robbery rate</th>
<th align="right">Aggravated assault</th>
<th align="right">Aggravated assault rate</th>
<th align="right">Property crime</th>
<th align="right">Property crime rate</th>
<th align="right">Burglary</th>
<th align="right">Burglary rate</th>
<th align="right">Larceny-theft</th>
<th align="right">Larceny-theft rate</th>
<th align="right">Motor vehicle theft</th>
<th align="right">Motor vehicle theft rate</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">1997</td>
<td align="right">267783607</td>
<td align="right">1636096</td>
<td align="right">611.0</td>
<td align="right">18208</td>
<td align="right">6.8</td>
<td align="right">96153</td>
<td align="right">35.9</td>
<td align="right">498534</td>
<td align="right">186.2</td>
<td align="right">1023201</td>
<td align="right">382.1</td>
<td align="right">11558475</td>
<td align="right">4316.3</td>
<td align="right">2460526</td>
<td align="right">918.8</td>
<td align="right">7743760</td>
<td align="right">2891.8</td>
<td align="right">1354189</td>
<td align="right">505.7</td>
</tr>
<tr class="even">
<td align="right">1998</td>
<td align="right">270248003</td>
<td align="right">1533887</td>
<td align="right">567.6</td>
<td align="right">16974</td>
<td align="right">6.3</td>
<td align="right">93144</td>
<td align="right">34.5</td>
<td align="right">447186</td>
<td align="right">165.5</td>
<td align="right">976583</td>
<td align="right">361.4</td>
<td align="right">10951827</td>
<td align="right">4052.5</td>
<td align="right">2332735</td>
<td align="right">863.2</td>
<td align="right">7376311</td>
<td align="right">2729.5</td>
<td align="right">1242781</td>
<td align="right">459.9</td>
</tr>
<tr class="odd">
<td align="right">1999</td>
<td align="right">272690813</td>
<td align="right">1426044</td>
<td align="right">523.0</td>
<td align="right">15522</td>
<td align="right">5.7</td>
<td align="right">89411</td>
<td align="right">32.8</td>
<td align="right">409371</td>
<td align="right">150.1</td>
<td align="right">911740</td>
<td align="right">334.3</td>
<td align="right">10208334</td>
<td align="right">3743.6</td>
<td align="right">2100739</td>
<td align="right">770.4</td>
<td align="right">6955520</td>
<td align="right">2550.7</td>
<td align="right">1152075</td>
<td align="right">422.5</td>
</tr>
<tr class="even">
<td align="right">2000</td>
<td align="right">281421906</td>
<td align="right">1425486</td>
<td align="right">506.5</td>
<td align="right">15586</td>
<td align="right">5.5</td>
<td align="right">90178</td>
<td align="right">32.0</td>
<td align="right">408016</td>
<td align="right">145.0</td>
<td align="right">911706</td>
<td align="right">324.0</td>
<td align="right">10182584</td>
<td align="right">3618.3</td>
<td align="right">2050992</td>
<td align="right">728.8</td>
<td align="right">6971590</td>
<td align="right">2477.3</td>
<td align="right">1160002</td>
<td align="right">412.2</td>
</tr>
<tr class="odd">
<td align="right">2001</td>
<td align="right">285317559</td>
<td align="right">1439480</td>
<td align="right">504.5</td>
<td align="right">16037</td>
<td align="right">5.6</td>
<td align="right">90863</td>
<td align="right">31.8</td>
<td align="right">423557</td>
<td align="right">148.5</td>
<td align="right">909023</td>
<td align="right">318.6</td>
<td align="right">10437189</td>
<td align="right">3658.1</td>
<td align="right">2116531</td>
<td align="right">741.8</td>
<td align="right">7092267</td>
<td align="right">2485.7</td>
<td align="right">1228391</td>
<td align="right">430.5</td>
</tr>
<tr class="even">
<td align="right">2002</td>
<td align="right">287973924</td>
<td align="right">1423677</td>
<td align="right">494.4</td>
<td align="right">16229</td>
<td align="right">5.6</td>
<td align="right">95235</td>
<td align="right">33.1</td>
<td align="right">420806</td>
<td align="right">146.1</td>
<td align="right">891407</td>
<td align="right">309.5</td>
<td align="right">10455277</td>
<td align="right">3630.6</td>
<td align="right">2151252</td>
<td align="right">747.0</td>
<td align="right">7057379</td>
<td align="right">2450.7</td>
<td align="right">1246646</td>
<td align="right">432.9</td>
</tr>
<tr class="odd">
<td align="right">2003</td>
<td align="right">290788976</td>
<td align="right">1383676</td>
<td align="right">475.8</td>
<td align="right">16528</td>
<td align="right">5.7</td>
<td align="right">93883</td>
<td align="right">32.3</td>
<td align="right">414235</td>
<td align="right">142.5</td>
<td align="right">859030</td>
<td align="right">295.4</td>
<td align="right">10442862</td>
<td align="right">3591.2</td>
<td align="right">2154834</td>
<td align="right">741.0</td>
<td align="right">7026802</td>
<td align="right">2416.5</td>
<td align="right">1261226</td>
<td align="right">433.7</td>
</tr>
<tr class="even">
<td align="right">2004</td>
<td align="right">293656842</td>
<td align="right">1360088</td>
<td align="right">463.2</td>
<td align="right">16148</td>
<td align="right">5.5</td>
<td align="right">95089</td>
<td align="right">32.4</td>
<td align="right">401470</td>
<td align="right">136.7</td>
<td align="right">847381</td>
<td align="right">288.6</td>
<td align="right">10319386</td>
<td align="right">3514.1</td>
<td align="right">2144446</td>
<td align="right">730.3</td>
<td align="right">6937089</td>
<td align="right">2362.3</td>
<td align="right">1237851</td>
<td align="right">421.5</td>
</tr>
<tr class="odd">
<td align="right">2005</td>
<td align="right">296507061</td>
<td align="right">1390745</td>
<td align="right">469.0</td>
<td align="right">16740</td>
<td align="right">5.6</td>
<td align="right">94347</td>
<td align="right">31.8</td>
<td align="right">417438</td>
<td align="right">140.8</td>
<td align="right">862220</td>
<td align="right">290.8</td>
<td align="right">10174754</td>
<td align="right">3431.5</td>
<td align="right">2155448</td>
<td align="right">726.9</td>
<td align="right">6783447</td>
<td align="right">2287.8</td>
<td align="right">1235859</td>
<td align="right">416.8</td>
</tr>
<tr class="even">
<td align="right">2006</td>
<td align="right">299398484</td>
<td align="right">1435123</td>
<td align="right">479.3</td>
<td align="right">17309</td>
<td align="right">5.8</td>
<td align="right">94472</td>
<td align="right">31.6</td>
<td align="right">449246</td>
<td align="right">150.0</td>
<td align="right">874096</td>
<td align="right">292.0</td>
<td align="right">10019601</td>
<td align="right">3346.6</td>
<td align="right">2194993</td>
<td align="right">733.1</td>
<td align="right">6626363</td>
<td align="right">2213.2</td>
<td align="right">1198245</td>
<td align="right">400.2</td>
</tr>
<tr class="odd">
<td align="right">2007</td>
<td align="right">301621157</td>
<td align="right">1422970</td>
<td align="right">471.8</td>
<td align="right">17128</td>
<td align="right">5.7</td>
<td align="right">92160</td>
<td align="right">30.6</td>
<td align="right">447324</td>
<td align="right">148.3</td>
<td align="right">866358</td>
<td align="right">287.2</td>
<td align="right">9882212</td>
<td align="right">3276.4</td>
<td align="right">2190198</td>
<td align="right">726.1</td>
<td align="right">6591542</td>
<td align="right">2185.4</td>
<td align="right">1100472</td>
<td align="right">364.9</td>
</tr>
<tr class="even">
<td align="right">2008</td>
<td align="right">304059724</td>
<td align="right">1394461</td>
<td align="right">458.6</td>
<td align="right">16465</td>
<td align="right">5.4</td>
<td align="right">90750</td>
<td align="right">29.8</td>
<td align="right">443563</td>
<td align="right">145.9</td>
<td align="right">843683</td>
<td align="right">277.5</td>
<td align="right">9774152</td>
<td align="right">3214.6</td>
<td align="right">2228887</td>
<td align="right">733.0</td>
<td align="right">6586206</td>
<td align="right">2166.1</td>
<td align="right">959059</td>
<td align="right">315.4</td>
</tr>
<tr class="odd">
<td align="right">2009</td>
<td align="right">307006550</td>
<td align="right">1325896</td>
<td align="right">431.9</td>
<td align="right">15399</td>
<td align="right">5.0</td>
<td align="right">89241</td>
<td align="right">29.1</td>
<td align="right">408742</td>
<td align="right">133.1</td>
<td align="right">812514</td>
<td align="right">264.7</td>
<td align="right">9337060</td>
<td align="right">3041.3</td>
<td align="right">2203313</td>
<td align="right">717.7</td>
<td align="right">6338095</td>
<td align="right">2064.5</td>
<td align="right">795652</td>
<td align="right">259.2</td>
</tr>
<tr class="even">
<td align="right">2010</td>
<td align="right">309330219</td>
<td align="right">1251248</td>
<td align="right">404.5</td>
<td align="right">14722</td>
<td align="right">4.8</td>
<td align="right">85593</td>
<td align="right">27.7</td>
<td align="right">369089</td>
<td align="right">119.3</td>
<td align="right">781844</td>
<td align="right">252.8</td>
<td align="right">9112625</td>
<td align="right">2945.9</td>
<td align="right">2168459</td>
<td align="right">701.0</td>
<td align="right">6204601</td>
<td align="right">2005.8</td>
<td align="right">739565</td>
<td align="right">239.1</td>
</tr>
<tr class="odd">
<td align="right">2011</td>
<td align="right">311587816</td>
<td align="right">1206005</td>
<td align="right">387.1</td>
<td align="right">14661</td>
<td align="right">4.7</td>
<td align="right">84175</td>
<td align="right">27.0</td>
<td align="right">354746</td>
<td align="right">113.9</td>
<td align="right">752423</td>
<td align="right">241.5</td>
<td align="right">9052743</td>
<td align="right">2905.4</td>
<td align="right">2185140</td>
<td align="right">701.3</td>
<td align="right">6151095</td>
<td align="right">1974.1</td>
<td align="right">716508</td>
<td align="right">230.0</td>
</tr>
<tr class="even">
<td align="right">2012</td>
<td align="right">313873685</td>
<td align="right">1217057</td>
<td align="right">387.8</td>
<td align="right">14856</td>
<td align="right">4.7</td>
<td align="right">85141</td>
<td align="right">27.1</td>
<td align="right">355051</td>
<td align="right">113.1</td>
<td align="right">762009</td>
<td align="right">242.8</td>
<td align="right">9001992</td>
<td align="right">2868.0</td>
<td align="right">2109932</td>
<td align="right">672.2</td>
<td align="right">6168874</td>
<td align="right">1965.4</td>
<td align="right">723186</td>
<td align="right">230.4</td>
</tr>
<tr class="odd">
<td align="right">2013</td>
<td align="right">316497531</td>
<td align="right">1168298</td>
<td align="right">369.1</td>
<td align="right">14319</td>
<td align="right">4.5</td>
<td align="right">82109</td>
<td align="right">25.9</td>
<td align="right">345093</td>
<td align="right">109.0</td>
<td align="right">726777</td>
<td align="right">229.6</td>
<td align="right">8651892</td>
<td align="right">2733.6</td>
<td align="right">1932139</td>
<td align="right">610.5</td>
<td align="right">6019465</td>
<td align="right">1901.9</td>
<td align="right">700288</td>
<td align="right">221.3</td>
</tr>
<tr class="even">
<td align="right">2014</td>
<td align="right">318907401</td>
<td align="right">1153022</td>
<td align="right">361.6</td>
<td align="right">14164</td>
<td align="right">4.4</td>
<td align="right">84864</td>
<td align="right">26.6</td>
<td align="right">322905</td>
<td align="right">101.3</td>
<td align="right">731089</td>
<td align="right">229.2</td>
<td align="right">8209010</td>
<td align="right">2574.1</td>
<td align="right">1713153</td>
<td align="right">537.2</td>
<td align="right">5809054</td>
<td align="right">1821.5</td>
<td align="right">686803</td>
<td align="right">215.4</td>
</tr>
<tr class="odd">
<td align="right">2015</td>
<td align="right">320896618</td>
<td align="right">1199310</td>
<td align="right">373.7</td>
<td align="right">15883</td>
<td align="right">4.9</td>
<td align="right">91261</td>
<td align="right">28.4</td>
<td align="right">328109</td>
<td align="right">102.2</td>
<td align="right">764057</td>
<td align="right">238.1</td>
<td align="right">8024115</td>
<td align="right">2500.5</td>
<td align="right">1587564</td>
<td align="right">494.7</td>
<td align="right">5723488</td>
<td align="right">1783.6</td>
<td align="right">713063</td>
<td align="right">222.2</td>
</tr>
<tr class="even">
<td align="right">2016</td>
<td align="right">323127513</td>
<td align="right">1248185</td>
<td align="right">386.3</td>
<td align="right">17250</td>
<td align="right">5.3</td>
<td align="right">95730</td>
<td align="right">29.6</td>
<td align="right">332198</td>
<td align="right">102.8</td>
<td align="right">803007</td>
<td align="right">248.5</td>
<td align="right">7919035</td>
<td align="right">2450.7</td>
<td align="right">1515096</td>
<td align="right">468.9</td>
<td align="right">5638455</td>
<td align="right">1745.0</td>
<td align="right">765484</td>
<td align="right">236.9</td>
</tr>
</tbody>
</table>
</div>
<div id="summary-of-data-in-data-frame" class="slide section level2">
<h1>Summary of Data in Data Frame</h1>
<p>The statistical summary and nature of the data can be obtained by applying summary() function</p>
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">print</span>(<span class="fu">summary</span>(df)) </span></code></pre></div>
<pre><code>## Year Population Violentcrime Violent crime rate
## Min. :1997 Min. :267783607 Min. :1153022 Min. :361.6
## 1st Qu.:2002 1st Qu.:287309833 1st Qu.:1240403 1st Qu.:387.6
## Median :2006 Median :300509820 Median :1387211 Median :466.1
## Mean :2006 Mean :298634769 Mean :1352038 Mean :456.3
## 3rd Qu.:2011 3rd Qu.:312159283 3rd Qu.:1425626 3rd Qu.:496.9
## Max. :2016 Max. :323127513 Max. :1636096 Max. :611.0
## Murder andnonnegligent manslaughter Murder and nonnegligent manslaughter rate
## Min. :14164 Min. :4.400
## 1st Qu.:15263 1st Qu.:4.875
## Median :16092 Median :5.500
## Mean :16006 Mean :5.375
## 3rd Qu.:16799 3rd Qu.:5.700
## Max. :18208 Max. :6.800
## Rape(legacy definition) Rape(legacy definition) rate Robbery
## Min. :82109 Min. :25.90 Min. :322905
## 1st Qu.:88329 1st Qu.:28.23 1st Qu.:354975
## Median :91062 Median :31.10 Median :409057
## Mean :90690 Mean :30.50 Mean :399834
## 3rd Qu.:94378 3rd Qu.:32.33 3rd Qu.:428559
## Max. :96153 Max. :35.90 Max. :498534
## Robbery rate Aggravated assault Aggravated assault rate Property crime
## Min. :101.3 Min. : 726777 Min. :229.2 Min. : 7919035
## 1st Qu.:113.7 1st Qu.: 777397 1st Qu.:247.1 1st Qu.: 9040055
## Median :141.7 Median : 853206 Median :287.9 Median : 9950906
## Mean :135.0 Mean : 845507 Mean :285.4 Mean : 9685756
## 3rd Qu.:148.3 3rd Qu.: 895811 3rd Qu.:311.8 3rd Qu.:10348837
## Max. :186.2 Max. :1023201 Max. :382.1 Max. :11558475
## Property crime rate Burglary Burglary rate Larceny-theft
## Min. :2451 Min. :1515096 Min. :468.9 Min. :5638455
## 1st Qu.:2896 1st Qu.:2088302 1st Qu.:693.8 1st Qu.:6164429
## Median :3312 Median :2153043 Median :727.9 Median :6608952
## Mean :3271 Mean :2084819 Mean :703.2 Mean :6590070
## 3rd Qu.:3621 3rd Qu.:2191397 3rd Qu.:741.2 3rd Qu.:6985393
## Max. :4316 Max. :2460526 Max. :918.8 Max. :7743760
## Larceny-theft rate Motor vehicle theft Motor vehicle theft rate
## Min. :1745 Min. : 686803 Min. :215.4
## 1st Qu.:1972 1st Qu.: 735470 1st Qu.:235.3
## Median :2199 Median :1126274 Median :382.6
## Mean :2224 Mean :1010867 Mean :343.5
## 3rd Qu.:2457 3rd Qu.:1236357 3rd Qu.:424.5
## Max. :2892 Max. :1354189 Max. :505.7</code></pre>
</div>
<div id="pivot-year-and-violentcrime-columns-from-dataframe" class="slide section level2">
<h1>Pivot Year and Violentcrime columns from dataFrame</h1>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a>df_year_violent <span class="ot">=</span> <span class="fu">select</span>(df, Year, Violentcrime)</span>
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>tbl2 <span class="ot">=</span> df_year_violent <span class="sc">%>%</span> <span class="fu">pivot_wider</span>(<span class="at">names_from =</span> Year, <span class="at">values_from =</span> <span class="fu">c</span>(Violentcrime))</span>
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>knitr<span class="sc">::</span><span class="fu">kable</span>(tbl2, <span class="at">caption =</span> <span class="st">'Crime in the United States by Year'</span>)</span></code></pre></div>
<table>
<caption>Crime in the United States by Year</caption>
<colgroup>
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
<col width="4%" />
</colgroup>
<thead>
<tr class="header">
<th align="right">1997</th>
<th align="right">1998</th>
<th align="right">1999</th>
<th align="right">2000</th>
<th align="right">2001</th>
<th align="right">2002</th>
<th align="right">2003</th>
<th align="right">2004</th>
<th align="right">2005</th>
<th align="right">2006</th>
<th align="right">2007</th>
<th align="right">2008</th>
<th align="right">2009</th>
<th align="right">2010</th>
<th align="right">2011</th>
<th align="right">2012</th>
<th align="right">2013</th>
<th align="right">2014</th>
<th align="right">2015</th>
<th align="right">2016</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">1636096</td>
<td align="right">1533887</td>
<td align="right">1426044</td>
<td align="right">1425486</td>
<td align="right">1439480</td>
<td align="right">1423677</td>
<td align="right">1383676</td>
<td align="right">1360088</td>
<td align="right">1390745</td>
<td align="right">1435123</td>
<td align="right">1422970</td>
<td align="right">1394461</td>
<td align="right">1325896</td>
<td align="right">1251248</td>
<td align="right">1206005</td>
<td align="right">1217057</td>
<td align="right">1168298</td>
<td align="right">1153022</td>
<td align="right">1199310</td>
<td align="right">1248185</td>
</tr>
</tbody>
</table>
</div>
<div id="statistical-analysys" class="slide section level2">
<h1>Statistical analysys</h1>
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(<span class="at">data =</span> df, <span class="fu">aes</span>(<span class="at">x=</span>Year)) <span class="sc">+</span> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Violent crime rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Violent crime rate"</span>)) <span class="sc">+</span> </span>
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Murder and nonnegligent manslaughter rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Murder and nonnegligent manslaughter rate"</span>)) <span class="sc">+</span></span>
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Rape(legacy definition) rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Rape(legacy definition) rate"</span>)) <span class="sc">+</span></span>
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Robbery rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Robbery rate"</span>)) <span class="sc">+</span></span>
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Aggravated assault rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Aggravated assault rate"</span>)) <span class="sc">+</span> </span>
<span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Property crime rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Property crime rate"</span>)) <span class="sc">+</span></span>
<span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Burglary rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Burglary rate"</span>)) <span class="sc">+</span> </span>
<span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Larceny-theft rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Larceny-theft rate"</span>)) <span class="sc">+</span></span>
<span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a><span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">y =</span> <span class="st">`</span><span class="at">Motor vehicle theft rate</span><span class="st">`</span>, <span class="at">color =</span> <span class="st">"Motor vehicle theft rate"</span>)) </span></code></pre></div>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<div id="i-visualize-the-results-of-your-simple-linear-regression." class="slide section level2">
<h1>I visualize the results of your simple linear regression.</h1>
<p>Add the regression line using geom_smooth() and typing in lm as method for creating the line. I used linear regression.</p>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>df.graph<span class="ot"><-</span><span class="fu">ggplot</span>(df, <span class="fu">aes</span>(<span class="at">x =</span> Year, <span class="at">y=</span><span class="st">`</span><span class="at">Violent crime rate</span><span class="st">`</span>)) <span class="sc">+</span> <span class="fu">geom_point</span>() <span class="sc">+</span> <span class="fu">geom_smooth</span>(<span class="at">method=</span><span class="st">"lm"</span>, <span class="at">col=</span><span class="st">"black"</span>)</span>
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>df.graph</span></code></pre></div>
<pre><code>## `geom_smooth()` using formula 'y ~ x'</code></pre>
<p><img 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" width="768" /></p>
</div>
<div id="conclusion" class="slide section level2">
<h1>Conclusion</h1>
<p>Violent crime is decreasing over the years (1997-2016). We have a lover Rate per 100,000 Inhabitants in 2016 than in 1997. There is a small increase in crime from 2014 to 2016. Unfortunately FBI doesn’t publish the data belong the 2016 year.</p>
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