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index.html
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<?xml version="1.0" encoding="utf-8" ?>
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta http-equiv="Content-Style-Type" content="text/css" />
<meta name="generator" content="pandoc" />
<meta name="author" content="Adhiraj Mandal" />
<meta name="author" content="Bhargob Kakoty" />
<meta name="author" content="Pritam Dey" />
<title>Project on Racial Composition - Insurance Policy</title>
<style type="text/css">code{white-space: pre;}</style>
<style type="text/css">
body
{
margin: 0 0 0 0;
padding: 0 0 0 0;
width: 100%;
height: 100%;
color: black;
background-color: white;
font-family: "Gill Sans MT", "Gill Sans", GillSans, sans-serif;
font-size: 14pt;
}
div.toolbar {
position: fixed; z-index: 200;
top: auto; bottom: 0; left: 0; right: 0;
height: 1.2em; text-align: right;
padding-left: 1em;
padding-right: 1em; font-size: 60%;
color: DimGray;
background-color: rgb(240,240,240);
border-top: solid 1px rgb(180,180,180);
}
div.toolbar span.copyright {
color: DimGray;
margin-left: 0.5em;
}
div.initial_prompt {
position: absolute;
z-index: 1000;
bottom: 1.2em;
width: 100%;
background-color: rgb(200,200,200);
opacity: 0.35;
background-color: rgb(200,200,200, 0.35);
cursor: pointer;
}
div.initial_prompt p.help {
text-align: center;
}
div.initial_prompt p.close {
text-align: right;
font-style: italic;
}
div.slidy_toc {
position: absolute;
z-index: 300;
width: 60%;
max-width: 30em;
height: 30em;
overflow: auto;
top: auto;
right: auto;
left: 4em;
bottom: 4em;
padding: 1em;
background: rgb(240,240,240);
border-style: solid;
border-width: 2px;
font-size: 60%;
}
div.slidy_toc .toc_heading {
text-align: center;
width: 100%;
margin: 0;
margin-bottom: 1em;
border-bottom-style: solid;
border-bottom-color: rgb(180,180,180);
border-bottom-width: 1px;
}
div.slide {
z-index: 20;
margin: 0 0 0 0;
padding-top: 0;
padding-bottom: 0;
padding-left: 20px;
padding-right: 20px;
border-width: 0;
clear: both;
top: 0;
bottom: 0;
left: 0;
right: 0;
line-height: 120%;
background-color: transparent;
}
div.background {
display: none;
}
div.handout {
margin-left: 20px;
margin-right: 20px;
}
div.slide.titlepage {
text-align: center;
}
div.slide.titlepage h1 {
padding-top: 10%;
margin-right: 0;
}
div.slide h1 {
padding-left: 0;
padding-right: 20pt;
padding-top: 4pt;
padding-bottom: 4pt;
margin-top: 0;
margin-left: 0;
margin-right: 60pt;
margin-bottom: 0.5em;
display: block; font-size: 160%;
line-height: 1.2em;
background: transparent;
}
@media screen and (max-device-width: 1024px)
{
div.slide { font-size: 100%; }
}
@media screen and (max-device-width: 800px)
{
div.slide { font-size: 200%; }
div.slidy_toc {
top: 1em;
left: 1em;
right: auto;
width: 80%;
font-size: 180%;
}
}
div.toc-heading {
width: 100%;
border-bottom: solid 1px rgb(180,180,180);
margin-bottom: 1em;
text-align: center;
}
img {
image-rendering: optimize-quality;
}
pre {
font-size: 80%;
font-weight: bold;
line-height: 120%;
padding-top: 0.2em;
padding-bottom: 0.2em;
padding-left: 1em;
padding-right: 1em;
border-style: solid;
border-left-width: 1em;
border-top-width: thin;
border-right-width: thin;
border-bottom-width: thin;
border-color: #95ABD0;
color: #00428C;
background-color: #E4E5E7;
}
li pre { margin-left: 0; }
blockquote { font-style: italic }
img { background-color: transparent }
p.copyright { font-size: smaller }
.center { text-align: center }
.footnote { font-size: smaller; margin-left: 2em; }
a img { border-width: 0; border-style: none }
a:visited { color: navy }
a:link { color: navy }
a:hover { color: red; text-decoration: underline }
a:active { color: red; text-decoration: underline }
a {text-decoration: none}
.toolbar a:link {color: blue}
.toolbar a:visited {color: blue}
.toolbar a:active {color: red}
.toolbar a:hover {color: red}
ul { list-style-type: square; }
ul ul { list-style-type: disc; }
ul ul ul { list-style-type: circle; }
ul ul ul ul { list-style-type: disc; }
li { margin-left: 0.5em; margin-top: 0.5em; }
li li { font-size: 85%; font-style: italic }
li li li { font-size: 85%; font-style: normal }
div dt
{
margin-left: 0;
margin-top: 1em;
margin-bottom: 0.5em;
font-weight: bold;
}
div dd
{
margin-left: 2em;
margin-bottom: 0.5em;
}
p,pre,ul,ol,blockquote,h2,h3,h4,h5,h6,dl,table {
margin-left: 1em;
margin-right: 1em;
}
p.subhead { font-weight: bold; margin-top: 2em; }
.smaller { font-size: smaller }
.bigger { font-size: 130% }
td,th { padding: 0.2em }
ul {
margin: 0.5em 1.5em 0.5em 1.5em;
padding: 0;
}
ol {
margin: 0.5em 1.5em 0.5em 1.5em;
padding: 0;
}
ul { list-style-type: square; }
ul ul { list-style-type: disc; }
ul ul ul { list-style-type: circle; }
ul ul ul ul { list-style-type: disc; }
ul li { list-style: square;
margin: 0.1em 0em 0.6em 0;
padding: 0 0 0 0;
line-height: 140%;
}
ol li { margin: 0.1em 0em 0.6em 1.5em;
padding: 0 0 0 0px;
line-height: 140%;
list-style-type: decimal;
}
li ul li { font-size: 85%; font-style: italic;
list-style-type: disc;
background: transparent;
padding: 0 0 0 0;
}
li li ul li { font-size: 85%; font-style: normal;
list-style-type: circle;
background: transparent;
padding: 0 0 0 0;
}
li li li ul li {
list-style-type: disc;
background: transparent;
padding: 0 0 0 0;
}
li ol li {
list-style-type: decimal;
}
li li ol li {
list-style-type: decimal;
}
ol.outline li:hover { cursor: pointer }
ol.outline li.nofold:hover { cursor: default }
ul.outline li:hover { cursor: pointer }
ul.outline li.nofold:hover { cursor: default }
ol.outline { list-style:decimal; }
ol.outline ol { list-style-type:lower-alpha }
ol.outline li.nofold {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
}
ol.outline li.unfolded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
}
ol.outline li.folded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ol.outline li.unfolded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
}
ol.outline li.folded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ul.outline li.nofold {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAIACAMzMzOvr/ywAAAAACQAJAAACD4SPoRvG614Dctb4MEMcFAA7) no-repeat 0px 0.5em;
}
ul.outline li.unfolded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACEYyPoivG614LAlg7ZZbxoR8UADs=) no-repeat 0px 0.5em;
}
ul.outline li.folded {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAMPD/8zMzOvr/////ywAAAAACQAJAAACFIyPoiu2sJyCyoF7W3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
ul.outline li.unfolded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACEYSPoivG614DIlg7ZZbxoQ8UADs=) no-repeat 0px 0.5em;
}
ul.outline li.folded:hover {
padding: 0 0 0 20px;
background: transparent url(data:image/gif;base64,R0lGODdhCQAJAKEDAAAAAAAA/8PD/////ywAAAAACQAJAAACFISPoiu2sZyCyoV7G3hxz850CFIAADs=) no-repeat 0px 0.5em;
}
a.titleslide { font-weight: bold; font-style: italic }
img.hidden { display: none; visibility: hidden }
div.initial_prompt { display: none; visibility: hidden }
div.slide {
visibility: visible;
position: inherit;
}
div.handout {
border-top-style: solid;
border-top-width: thin;
border-top-color: black;
}
@media screen {
.hidden { display: none; visibility: visible }
div.slide.hidden { display: block; visibility: visible }
div.handout.hidden { display: block; visibility: visible }
div.background { display: none; visibility: hidden }
body.single_slide div.initial_prompt { display: block; visibility: visible }
body.single_slide div.background { display: block; visibility: visible }
body.single_slide div.background.hidden { display: none; visibility: hidden }
body.single_slide .invisible { visibility: hidden }
body.single_slide .hidden { display: none; visibility: hidden }
body.single_slide div.slide { position: absolute }
body.single_slide div.handout { display: none; visibility: hidden }
}
@media print {
.hidden { display: block; visibility: visible }
div.slide pre { font-size: 60%; padding-left: 0.5em; }
div.toolbar { display: none; visibility: hidden; }
div.slidy_toc { display: none; visibility: hidden; }
div.background { display: none; visibility: hidden; }
div.slide { page-break-before: always }
div.slide.first-slide { page-break-before: avoid }
}
.jslider table {
margin-left: 0em;
margin-right: 0em;
}
table.dataTable, .shiny-datatable-output div {
font-size: 14pt;
}
.dataTables_info, .dataTables_paginate {
font-size: 19px;
}
pre.sourceCode, code.sourceCode {
font-size: 80%;
}
label, button, input, select, textarea {
font-size: 14pt;
}
ul.nav, ul.nav li {
list-style-type: none;
}
</style>
<script src="data:application/javascript;base64,/* slidy.js

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

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

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

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

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

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

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

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

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

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

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


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

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

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

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

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

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

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

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

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

    this.toc = this.table_of_contents();

    this.add_initial_prompt();

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

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

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

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

    this.attach_touch_handers(this.slides);

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

    this.single_slide_view();

    //this.set_location();

    this.resized();

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

    this.show_toolbar();

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

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

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

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

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

      toc.appendChild(num);

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

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

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

      if (previous)
        previous.next = a;

      toc.appendChild(a);

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

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

      previous = a;
    }

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

    toc.onmouseup = w3c_slidy.mouse_button_up;

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

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

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

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

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

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

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

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

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

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

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

    var target = w3c_slidy.get_target(e);

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

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

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

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

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

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

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

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

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

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

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

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

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

      w3c_slidy.hide_table_of_contents(true);

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

      return w3c_slidy.cancel(event);
    }

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

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

    return true;
  },

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

    var tap_delay = this.last_tap - this.prev_tap;

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

    var touch = e.touches[0];

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    var heading = this.find_heading(slide);

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

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

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

    return name;
  },

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

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

    var child = node.firstChild;

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

      if (node)
        return node;

      child = child.nextSibling;
    }

    return null;
  },

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

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

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

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

      return text;
    }

    return "";
  },

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

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

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

    return null;
  },

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

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

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

    return 1;
  },

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

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

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

    return null;
  },

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

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

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

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

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

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

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

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

    var node = item.firstChild;

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

      node = node.nextSibling;
    }

    return false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = false;
  },

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

    var node = item ? item.firstChild : null;

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

      node = node.nextSibling;
    }

    item.visible = true;
  },

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

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

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

    if (!target)
      return true;

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

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

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

    return false;
  },

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

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

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

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

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

  add_toolbar: function () {
    var counter, page;

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

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

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

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

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

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

       var copyright = this.find_copyright();

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

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

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

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

           var target = e.target;

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

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

           w3c_slidy.stop_propagation(e);

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

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

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

    if (!headings)
      return;

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

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

      node = heading.nextSibling;

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

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

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

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

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

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

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

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

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

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

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

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

    this.slides = slides;
  },

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

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

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

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

    this.notes = notes;
  },

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

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

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

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

    this.backgrounds = backgrounds;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return timer;
  },

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

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

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

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

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

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

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

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

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

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

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

    this.observers.push(observer);
  },

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

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

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

    // check if anchor is entire page

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        return num;
      }

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

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

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

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

         return num;
      }

      // oh dear unknown anchor
      return 0;
    }

    // search for enclosing slide

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

      // otherwise try parent element if any

      target = target.parentNode;

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

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

      w3c_slidy.set_location();

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

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

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

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

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

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

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

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

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

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

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


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

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


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

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

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

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

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

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

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

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

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

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

        var bgClass = this.get_class_list(background);

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

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

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

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

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

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

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

      ++count;
    }

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

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

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

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

    return false;
  },

  resized: function () {
     var width = 0;

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

     var height = 0;

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    w3c_slidy.scrollhack = 0;


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

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

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

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

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

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

    return 0;
  },

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

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

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

    return 0;
  },

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

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

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

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

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

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

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

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

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

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

  document_height: function () {
    var sh, oh;

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

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

    // no idea!
    return 0;
  },

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    w3c_slidy.key_wanted = true;

    if (!event)
      event = window.event;

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

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    return document.createElement(name);
  },

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

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

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

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

    return false;
  },

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

    return node;
  },

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

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

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

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

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

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

    return node;
  },

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

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

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

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

    return node;
  },

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

    return this.previous_incremental_item(node);
  },

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

    if (node.firstChild)
      return node.firstChild;

    if (node.nextSibling)
      return node.nextSibling;

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

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

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

    return null;
  },

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

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

      return node;
    }

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

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

      return node;
    }

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

    return null;
  },

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

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

    return el;
  },

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

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

    return el;
  },

  first_child_element: function (el) {
    var node;

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

    return node;
  },

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

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

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

    return node;
  },

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

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

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

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

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

    return "";
  },

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

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

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

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

    if (w3c_slidy.selected_text_len > 0)
      return true;

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

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

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

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

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

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

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

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

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

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

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

    return true;
  },

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

    var tag = element.nodeName.toLowerCase();

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

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

      el = el.parentNode;
    }

    return false;
  },

  get_key: function (e)
  {
    var key;

    // kludge around NS/IE differences 
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<body>
<div class="slide titlepage">
<h1 class="title">Project on Racial Composition - Insurance Policy</h1>
<p class="author">
Adhiraj Mandal<br />Bhargob Kakoty<br />Pritam Dey
</p>
</div>
<div id="data" class="slide section level1">
<h1><strong>DATA </strong></h1>
<h3 id="data-on-racial-composition-income-and-age-and-value-of-residential-units-for-each-zip-code-in-chicago">Data on racial composition, income and age and value of residential units for each ZIP code in Chicago</h3>
<p>In a study of insurance availability in Chicago, the U.S. Commission on Civil Rights attempted to examine charges by several community organizations that insurance companies were redlining their neighborhoods, ie. cancelling policies or refusing to insure or renew. Most FAIR plan policyholders secure such coverage only after they have been rejected by the voluntary market, rather than as a result of a preference for that type of insurance, the distribution of FAIR plan policies is another measure of insurance availability in the voluntary market.</p>
<p>The first few rows of our data is given below:</p>
<table>
<thead>
<tr class="header">
<th align="right">…1</th>
<th align="right">race</th>
<th align="right">fire</th>
<th align="right">theft</th>
<th align="right">age</th>
<th align="right">volact</th>
<th align="right">involact</th>
<th align="right">income</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">60626</td>
<td align="right">10.0</td>
<td align="right">6.2</td>
<td align="right">29</td>
<td align="right">60.4</td>
<td align="right">5.3</td>
<td align="right">0.0</td>
<td align="right">11744</td>
</tr>
<tr class="even">
<td align="right">60640</td>
<td align="right">22.2</td>
<td align="right">9.5</td>
<td align="right">44</td>
<td align="right">76.5</td>
<td align="right">3.1</td>
<td align="right">0.1</td>
<td align="right">9323</td>
</tr>
<tr class="odd">
<td align="right">60613</td>
<td align="right">19.6</td>
<td align="right">10.5</td>
<td align="right">36</td>
<td align="right">73.5</td>
<td align="right">4.8</td>
<td align="right">1.2</td>
<td align="right">9948</td>
</tr>
<tr class="even">
<td align="right">60657</td>
<td align="right">17.3</td>
<td align="right">7.7</td>
<td align="right">37</td>
<td align="right">66.9</td>
<td align="right">5.7</td>
<td align="right">0.5</td>
<td align="right">10656</td>
</tr>
<tr class="odd">
<td align="right">60614</td>
<td align="right">24.5</td>
<td align="right">8.6</td>
<td align="right">53</td>
<td align="right">81.4</td>
<td align="right">5.9</td>
<td align="right">0.7</td>
<td align="right">9730</td>
</tr>
<tr class="even">
<td align="right">60610</td>
<td align="right">54.0</td>
<td align="right">34.1</td>
<td align="right">68</td>
<td align="right">52.6</td>
<td align="right">4.0</td>
<td align="right">0.3</td>
<td align="right">8231</td>
</tr>
</tbody>
</table>
</div>
<div id="description" class="slide section level1">
<h1>DESCRIPTION</h1>
<p><strong>race</strong> : racial composition in percent minority</p>
<p><strong>fire</strong> : fire incidents per 100 housing units</p>
<p><strong>theft</strong> : theft per 1000 population</p>
<p><strong>age</strong> : percent of housing units built before 1939</p>
<p><strong>volact</strong> : new homeowner policies plus renewals minus cancellations and non renewals per 100 housing units</p>
<p><strong>involact</strong>: new FAIR plan policies and renewals per 100 housing units</p>
<p><strong>income</strong> : median family income</p>
</div>
<div id="analysis-of-the-problem" class="slide section level1">
<h1><strong>ANALYSIS OF THE PROBLEM </strong></h1>
<p>Homeowner’s insurance is a form of property insurance that covers losses and damages to an individual’s house and to assets in the home. Homeowner’s insurance also provides liability coverage against incidents in the home or on the property.<br />
These policies might get rejected under various circumstances, such as,</p>
<ul>
<li><p>If the building is very old.(High values in the <strong>age</strong> column)</p></li>
<li><p>If the building is prone to catch fire. (High values in the <strong>fire</strong> column)</p></li>
<li><p>If the locality is prone to theft incidents. (High values in the <strong>theft</strong> column)</p></li>
</ul>
<p>The <strong>volact</strong> column represents the net increase in the number of homeowner policies in different ZIP Codes. If the claim of the Community organizations is true, the percentage minority of a particular race in a region should impact the <strong>volact</strong> negatively. We would like to check if the other factors such as <strong>age, fire, theft, income</strong> depend on <strong>volact</strong>. The <strong>involact</strong> column which gives the number of FAIR plan policies (both new and renewal) can only reveals the number of rejected homwowner policies, but fails to give any information regarding the new policies. Therefore <strong>volact</strong> appears as the best candidate for response variable.</p>
</div>
<div id="objective" class="slide section level1">
<h1><strong>OBJECTIVE</strong></h1>
<p>To carry out a Statistical test to investigate if the claim of the Community Organizations is valid.<br />
The <strong>Null Hypothesis</strong> is that there is no significant impact of the race in availing policy from the voluntary market, against the <strong>Alternative Hypothesis</strong> that there is a negative impact of the race in availing the same.</p>
</div>
<div id="graphical-representation-of-the-data" class="slide section level1">
<h1><strong>GRAPHICAL REPRESENTATION OF THE DATA</strong></h1>
<p>Before going into the analysis, we try to have some overall idea about the data by looking at the <strong>Scatterplot</strong>.</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="graphical-representation-of-the-data-continued" class="slide section level1">
<h1><strong>GRAPHICAL REPRESENTATION OF THE DATA (continued)</strong></h1>
<ul>
<li><p>From the Scatter Plot Matrix, it can be seen that <strong>theft</strong> has no visible relationships with the other variables.<br />
</p></li>
<li><p>Apparently <strong>Volact</strong> is <em>negatively</em> related with all other variables except <strong>income</strong> and <strong>theft</strong>.It has a strong <em>positive</em> relationship with <strong>income</strong>.</p></li>
<li><p><strong>Involact</strong> shows exactly the opposite picure of <strong>volact</strong>.</p></li>
<li><p>There is a positive relationship between <strong>race</strong> and <strong>fire</strong>.</p></li>
<li><p><strong>fire</strong> has a slight positive relationship with <strong>age</strong>. It clearly incdicates that as the houses get old, the chance of catching fire incidents increases.</p></li>
<li><p><strong>income</strong> shows a linear relationship with every other variable except for <strong>theft</strong>.</p></li>
</ul>
</div>
<div id="selection-of-appropriate-model" class="slide section level1">
<h1><strong>SELECTION OF APPROPRIATE MODEL</strong></h1>
<p>We shall try to fit various linear models to the given data set by taking <strong><em>volact</em></strong> as response variable and selecting different subsets of explanatory variables from <em>race</em>, <em>age</em>, <em>fire</em>, <em>theft</em>, <em>income</em>, <em>involact</em>. The ultimate model selection will be based on some popularly used criteria such as <strong><em>Residual Sum of Squares (RSS), Adjusted <span class="math inline">\(R^2\)</span>, Akaike Information Criterion (AIC)</em></strong> and <strong><em>Mallow’s CP</em></strong>. Since the scatter plot shows relationships between most pairs of variables, we will also consider <strong>condition number(<span class="math inline">\(\kappa\)</span>)</strong> as one of the model selection criteria.</p>
<p>We shall investigate the measures of all such criteria for all possible subsets (<span class="math inline">\(2^6 - 1 = 63\)</span>) of these explanatory variables. Then we will sort different models based on <strong>adjusted <span class="math inline">\(R^2\)</span></strong> and choose such a model that has lower values of <strong>AIC</strong> and <strong>kappa</strong>.</p>
</div>
<div id="selecting-appropiate-subset" class="slide section level1">
<h1><strong>SELECTING APPROPIATE SUBSET</strong></h1>
<table>
<thead>
<tr class="header">
<th align="left">predictors</th>
<th align="right">adjr</th>
<th align="right">cp</th>
<th align="right">aic</th>
<th align="right">bic</th>
<th align="right">kappa</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">race age fire theft</td>
<td align="right">0.7719758</td>
<td align="right">3.541960</td>
<td align="right">200.1342</td>
<td align="right">68.29620</td>
<td align="right">8.546039</td>
</tr>
<tr class="even">
<td align="left">race age fire</td>
<td align="right">0.7707816</td>
<td align="right">2.724635</td>
<td align="right">199.4857</td>
<td align="right">67.08496</td>
<td align="right">7.657315</td>
</tr>
<tr class="odd">
<td align="left">race age fire income</td>
<td align="right">0.7704256</td>
<td align="right">3.817591</td>
<td align="right">200.4527</td>
<td align="right">68.54124</td>
<td align="right">24.802400</td>
</tr>
<tr class="even">
<td align="left">race age fire income theft</td>
<td align="right">0.7687606</td>
<td align="right">5.134724</td>
<td align="right">201.6597</td>
<td align="right">70.27367</td>
<td align="right">28.217151</td>
</tr>
<tr class="odd">
<td align="left">race age fire involact</td>
<td align="right">0.7687154</td>
<td align="right">4.121664</td>
<td align="right">200.8015</td>
<td align="right">68.80994</td>
<td align="right">9.289235</td>
</tr>
<tr class="even">
<td align="left">race age fire income involact</td>
<td align="right">0.7678592</td>
<td align="right">5.291182</td>
<td align="right">201.8426</td>
<td align="right">70.40504</td>
<td align="right">26.859473</td>
</tr>
</tbody>
</table>
</div>
<div id="selecting-appropiate-subset-continued" class="slide section level1">
<h1><strong>SELECTING APPROPIATE SUBSET (continued)</strong></h1>
<p>If <span class="math inline">\(Y\)</span> denote the values of the response variable <strong>volact</strong>, the considered model is given below:-</p>
<p><span class="math display">\[\begin{equation*}
Y=\beta_0+\beta_1X_{1}+\beta_2 X_{2}+\beta_3 X_{3}+ \epsilon
\end{equation*}\]</span></p>
<p>Here <span class="math inline">\(X_1,X_2,X_3\)</span> denote the values corresponding to the columns <em>race, age, fire</em> respectively and, we assume that, <span class="math inline">\(\epsilon\)</span> has the following properties :</p>
<ul>
<li>it has 0 expectation</li>
<li>variance covariance matrix of <span class="math inline">\(\epsilon\)</span> is <span class="math inline">\(\sigma^2I_n\)</span></li>
<li>It is normally distributed</li>
</ul>
</div>
<div id="detection-of-outliers" class="slide section level1">
<h1>DETECTION OF OUTLIERS</h1>
<p>We will try to detect influential points in our model with the help of <em>Cook’s D Bar Plot</em> and <em>DFFIT plot</em>.</p>
<p><img 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" 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" 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" width="672" /></p>
</div>
<div id="detection-of-outliers-continued" class="slide section level1">
<h1><strong>DETECTION OF OUTLIERS (continued)</strong></h1>
<p>We have seen that observations <span class="math inline">\(24\)</span> and <span class="math inline">\(39\)</span> appear as influential points in both <em>Cook’s D bar plot</em> and <em>DFFIT plot</em>. The studentized residual plot also suggests that the points <span class="math inline">\(24\)</span> and <span class="math inline">\(39\)</span> are outliers in both directions. So we will remove these two points and check if the fit improves anymore. We compare adjusted <span class="math inline">\(R^2\)</span> and <span class="math inline">\(\hat\sigma^2\)</span> values for these two models with and without outliers respectively.</p>
<p>These are the values for the original model</p>
<p>adjusted <span class="math inline">\(R^2\)</span>: 0.7707816</p>
<p><span class="math inline">\(\hat\sigma^2\)</span>: 3.606295</p>
</div>
<div id="detection-of-outliers-continued-1" class="slide section level1">
<h1><strong>DETECTION OF OUTLIERS (continued)</strong></h1>
<p>Here are the values after removing outliers</p>
<p>adjusted <span class="math inline">\(R^2\)</span>: 0.8135019</p>
<p><span class="math inline">\(\hat\sigma^2\)</span>: 3.059881</p>
<p><img 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zHJ6dDQdRwTzY7RFY6uaCAmOR0auo5jotkxusLRFQ3EJKdDQ9dxTDQ7Rlc4uqKBmOR0aOg6jolmx+gKR1c0EJMdHBonAAA8JYB4zqWPOQDYCdKV0QERz/mMvf7rrwnLsTlEs2N0hZNJNAhAAPGcIwAV6IpGWTiZRIMABBDPOQJQga5olIWTSTQIQADxnCMAFeiKRlk4mUSDAAQQzzkCUIGuaJSFk0k0CEAA8ZwjABXoikZZOJlEgwAEEM85AlCBrmiUhZNJNAhAAPGcIwAV6IpGWTiZRIMABBDPOQJQga5olIWTSTQIQADxnCMAFeiKRlk4mUSDAAQQzzkCUIGuaJSFk0k0CEAA8ZwjABXoikZZOJlEgwAEEM85AlCBrmiUhZNJNAhAAPGcIwAV6IpGWTiZRIMABBDPOQJQga5olIWTSTQIQACBnA8nAf8VAIDHAwiAAABgDyAAAcSTTBOQCnRFoyycTKKhxhdAPOcIQAW6olEWTibRIAABxHOOAFSgKxpl4WQSDQIQQDznCEAFuqJRFk4m0SAAAcRzjgBUoCsaZeFkEg0CEEA85whABbqiURZOJtEgAAHEc44AVKArGmXhZBINAhBAPOcIQAW6olEWTibRIAABxHOOAFSgKxpl4WQSDQIQQDznCEAFuqJRFk4m0SAAAcRzjgBUoCsaZeFkEg0CEEA85whABbqiURZOJtEgAAHEc44AVKArGmXhZBINAhBAPOcIQAW6olEWTibRIAABxHOOAFSgKxpl4WQSDQIQQDznCEAFuqJRFk4m0SAAAcRzjgBUoCsaZeFkEg0CEEA85whABbqiURZOJtEgAAHEc44AVKArGmXhZBINAhBAPOcIQAW6olEWTibRIAABxHOOAFSgKxpl4WQSDQIQQDznCEAFuqJRFk4m0SAAAcRzjgBUoCsaZeFkEg0CEEA85whABbqiURZOJtEgAAHEc44AVKArGmXhZBINAhBAPOcIQAW6olEWTibRIAABxHOOAFSgKxpl4WQSDQIQQDznCEAFuqJRFk4m0SAAAcRzjgBUoCsaZeFkEg0CEEA85whABbqiURZOJtEgAAHEc44AVKArGmXhZBINAhBAPOcIwM+5InFhVqNr3ygLJ5NoEIAA4jlHAF7O5zwMoGvfKAsnk2gQgADiOUcAPpqaf/cG0LVvlIWTSTQIQADxnCMAH229jwA2RVc4mUSDAAQQzzkC8GBU+zs3gK59oyycTKJBAAKI5xwBeEAAQugKJ5NoEIAA4jlHAG6qSt/8d7fo2jfKwskkGgQggHjOEYCHstY/1/+mLtAqdO0bZeFkEg0CEEA85wjAAwIQQlc4mUSDAAQQzzkC8FFU++fqn+QFWoWufaMsnEyiQQACiOccAfgoKv/m/7tG175RFk4m0SAAAcRzjgC8MBJYBF3hZBINAhBAPOcIwE8e9b+yfaMsnEyiQQACiOccAUyRQ/2vbN8oCyeTaBCAAOI5RwBTIIDt0RVOJtEgAAHEc44ApkAA26MrnEyiQQACiOccAUyBALZHVziZRIMABBDPOQKYAgFsj65wMokGAQggnnMEMEU5DCBpUSKga98oCyeTaBCAAOI5RwBTIIDt0RVOJtEgAAHEc44ApkAA26MrnEyiQQACiOccAUyBALZHVziZRIMABBDPOQKYAgFsj65wMokGAQggnnMEMAUC2B5d4WQSDQIQQDznCGCKHGaDVrZvlIWTSTQIQADxnCOAKRDA9ugKJ5NoEIAA4jlHAFMggO3RFU4m0SAAAcRzjgCmiC6AFDNM69o3ysLJJBoEIIB4zhHAFLEFkOQZM7r2jbJwMokGAQggnnMEMEXkZ8I3NX9cA+jaN8rCySQaBCCAeM4RwBTRBTB8EQNd+0ZZOJlEgwAEEM85ApgirgCMFcU0gK59oyycTKJBAAKI5xwBTIEAtkdXOJlEgwAEEM85ApgiqgCq9Zj/xkHXvlEWTibRIAABxHOOAKZIcAVwjnxfQdu+URZOJtEgAAHEc44Apoj7cx0BhKArnEyiQQACiOccAUwRub2mGlYQe3CZrn2jLJxMokEAAojnHAFMEV0A5/b/8dC1b5SFk0k0CEAA8ZwjgCli37FlJPA0usLJJBoEIIB4zhHAFNG77DAX0CS6wskkGgQggHjOEcAU8ftsRm7+KdC1b5SFk0k0CEAA8ZwjgCnauXvibRsBTKArnEyiQQACiOccAUzQ1NWR24CiraxC175RFk4m0SAAAcRzjgAmQAAC6Aonk2gQgADiOUcAEyAAAcTCua+Iu9JMdg4CEEA85whgAgQggFQ49/cpDJDJzkEAAojnHAFMgAAEEAqnqfkjGyCTnYMABBDPOQKYIMEDXMpxwLFWVqFr38gJYPgiCpnsHAQggHjOEcAECEAAmXCMaj+qATLZOQhAAPGcI4AJEIAACEAABCCAeM4RwATxBRB9KtCLtn0jE05V6Zv/RiKTnYMABBDPOQKYAAEIIHgFcF//G3G9mewcBCCAeM4RwARdVR3zmTAIwAsCEAABCCCecwQwAQIQQLAX0H31T8zVZrJzEIAA4jlHABMgAAEExwE0/49IJjsHAQggnnMEMAECEICRwAIgAAHEc44AJggWQHDVgQAmYS4gARCAAOI5RwAThAog/McjAphEMJzo1X82OwcBCCCecwQwgVFV+2rt8GlkyrUgAC8IQAAEIIB4zhHABMECGL7wrhABeEEAAiAAAcRzjgAmCBPAjFkEEjxjWNu+QQASIAABxHOOACZAAAIgAAEQgADiOUcAEwQJYM40MghgGgQgAAIQQDznCGCCGVcAYbMIIIBpEIAACEAA8ZwjgAnMmnriEgABxAIBCIAABBDPOQKYIEwAM6aRQQDTIAABEIAA4jlHABMECyBwGpl6HQjABwIQAAEIIJ5zBDBBoACCRwIjgAAQgAAIQADxnCOACUIFEDqNDAIIAAEIgAAEEM85ApigV1NPGiB4fQjABwIQAAEIIJ5zBDABAhAAAQiAAAQQzzkCmCBYAOUd4OD1IQAfmgRwroi70hQgAAHEc44AJkAAAigSwPmciwEQgADiOUcAE8wRQIgBEEAAegRQ1PxFNBkYAAEIIJ5zBDBBZAG0a4hbIejaN6oEUEeDAMCCeM4RwAT9E3dyLHDw6hCAB1kBRDRAuZeraHZvAAQggHjOEcAEoQIImgcIAYQhFs75XAgg3q5BAOBFPOcIwM/gtEUAmyAVzrkWQKx9Y877hABgjHjOEYAfBCCBUDjFndpKAFENcE7yFNDoIAABxHOOAPwgAAnEBFDfA0AAsA3iOUcAfkIFEPY0MAQQhkw45S6pbgJHNcC5+ifSGpOBAAQQzzkC8DM8b13nMQKIiSYBnNv/7xwEIIB4zhGAn8gC6L6OADyIhFPX/+eoAmAkMPgQzzkC8DNPAIHPg/StaBm69o3gFUB0ATAXEHgQzzkC8IMAJNAkgCymgShAAAKI5xwB+AkUQFPxI4AoyPUCqgQQd+fkcQGAACQQzzkC8IMAJJAbB1AKIHKFjQDAhXjOEYCf0alrP5fnCyCuAXTtG8GRwLUAIq8VAYAd8ZwjAD8IQAK5uYAqAUReKQIAB+I5RwB+wgTQ1vsIIApy4dQ3gaOCAMCFeM4RgJ+4AjC/jADcIAABEIAA4jlHAH4QgASqBHA+/4oAwI54zhGAn/GpazuZEUBctAkgg5mAEIAI4jlHAH5mCmDCAAggDAQgAAIQQDznCMBPkACMKgMBxAABCIAABBDPOQLwgwAkQAACIAABxHOOAPwgAAkQgAAIQADxnCMAPwhAAgQgAAIQQDznCMCP5cwdvWXWGN7ao/dNBOAGAQiAAAQQzzkC8IMAJBAVQGQD3Ffs3wAIQADxnCMAP+kEENUAuvaNJgHcN0RcZxoQgADiOUcAfhCABHoEUPz2P/9a/jfeStOAAAQQzzkC8IMAJNAkgPIewCX+DEPRQQACiOccAfgJEEDv1EYAMVAjgOrxkr9WTxqIttY0IAABxHOOAPzYaunBe/0z23eeI4BANAngWv8jAHAgnnME4AcBSKBFANUFQPfvrkEAAojnHAH4iSmAwfcQgBMtAqiuAMobwAgALIjnHAH4mRbA4MRGABFAAAIgAAHEc44A/CAACdQIoF7f/fTDQuVBAAKI5xwB+LHW0r03EUB8NAngvhQA4wDAhnjOEYAfBCCBHgF0I4F3PxcEAhBAPOcIwA8CkECRANq5gBAAjBHPOQLwMymAYW2BACIgKYDYt2ubm8AIAMaI5xwBeLGftgggMQhAAAQggHjOEYCX+QJwG2C0roh1gq59IxdO0VSfRgD7NwACEEA85wjAi+OsNd5GAAlAAAIgAAHEc44AvEwKYFxZIID1IAABEIAA4jlHAF4QgAgIQAAEIIB4zhGAFwQggiIBXHcyAgAX4jlHAF4QgAjqBJBDNyAEIIB4zhGAF1cvoJLiJQJIAQIQAAEIIJ5zBODFMQ6sNYClrkAA61ElgPv7X7NoA0IAAojnHAF4sU8Gei7fP5c/7kYfu6qP8aoQgAsEIAACEEA85wjAi2s26PJ9BJAKWQFENQACAA/iOUcAXlzPhK/et1cVjuoDAYSDAARAAAKI5xwBeJkQgLWmQACrERVA3DYgBAAexHOOALy4am0EkBQEIAACEEA85wjAi+sKoL4OWCeAiFWCrn2DACRAAAKI5xwBeEEAIqgUwN4NgAAEEM85AvDifCZ81RUIAaQBAQiAAAQQzzkC8OIaB1CNBrNXFPZ3nSqJgq59gwAkQAACiOccAXjxjwRGAInQI4ByrAgCAAfiOUcAXvxzASGARGgTwCWHu8AIQADxnCMAL55zFgGkAwEIgAAEEM85AvDiFYCrnrC+jwBmgAAEQAACiOccAXhBACLoFMDODYAABBDPOQLw4jtlEUAyNAngWv8jAHAgnnME4AUBiIAABEAAAojnHAF4iSYAR3/SkDKEoGvfIAAJEIAA4jlHAF58p2xZWdg/CFwRAnCAAARAAAKI5xwBeEkrgHg1gq59gwAkQAACiOccAXhBACIgAAEQgADiOUcAXiYEYP8UAaxFUAAXBADbIZ5zBODFc8pez2kEkAilAti3ARCAAOI5RwBeEIAICEAABCCAeM4RgBe/AGYYAAHMQSqc6rZORAFUA4F/veTQBoQABBDPOQLwEksAjgURgJ1xOPcVibdb39dHALAR4jlHAF4QgAijcO7vbQZopuWORi2AeJcASQQQPewKBCCAeM4RgI+J+t+1AAJYyTCcpubvG6B9ME+07WYhgPhhVyAAAcRzjgB8IAAZxgIYvrhcLk0VGLEqzEEACcKuQAACiOccAfhwNvE0zREIIAmDcIx8Gi/b5OUjgBhFTRB2BQIQQDznCMCHq36fMAACWEmIAIzcRUtjAgFcVxVVACnCrkAAAojnHAH4cFTv9+UJfe+8DRxJADOaenXtm0E4VTrNfwsQAALIH/GcIwAf7uq9lkBKAcy52adr31ivAO7bvJdUaTH/jcD+BdAEfI6xsj4IQADxnCMAH7ZTzPgl6jLAqP5wnqreR07OuNmna9+ECOBS14FRa8L9CyBJ2BUIQADxnCMAHwsFMDLAMgFML9Oia99YewE1LW8NBxfAGQFoQDznCMCH5RQbNkinEsC8tl5d+8Y6DqD5f0tVB0atCDMQQBP2mV5AGhDPOQLw4boCuDc0ENIGhADmETQSuKoEzzsfB9AXQJRLgLLujz8SDAEIIJ5zBODDUbl3A1Pdy0yuJ+SD4HucuvZN4FxA+x8JXA4DiCwARgJrQjznCMCHqxuoUf8nvQIIbuLWtW+s4Vjmgtv9XECdAGJOCI0A9CCecwTgwz0OoPsvAohPoACit4PkIYDmPkCMNRkgAAHEc44AfNgr90GDtPNOsX89/g9m3uPUtW8QwPR64xsAAQggnnME4MNat98PGqSnBRB0q3f80Yx7nLr2DQKYXm/gAJEZIAABxHOOAHyMTzFrLTT6XgwBMBK4DwLorTfauloQgADiOUcAPkanmPWhVDZNTCww/cll1j1OXfvGIQDbCOvcBBDpLnC8dXUgAAHEc44AfAzPMPtDCScvARYKYEb9pmvfIIDJ1UZbVwcCEEA85wjAx+AMczyUNqEAQs9xXfsmVADRh8NmJoC40SMAAcRzjgB8jAQQtNhoyYm+Pr4PEUDDhgJw7ui5lAOBEQA4Ec85AvDRP8Gc1QICiAwCmFjt+NV6EIAA4jlHAD5655ejAWi4WL2s//OQjxBADwRgrHb8aj0IQADxnCMAH+b55a7/rb2FfJ8GfoYATAazQRcggJjxIwABxHOOAHwYp5ev/kcAkZEWQKy7wAgA/IjnHAH4KE7gatCvt/5PJIAZM77o2jeCAqhXHEcAVSegOpqo84HaX68DAQggnnME4ON83+FfcKGqiMIAACAASURBVDRgwPOh74vDzxBAw1gAM/ITSJYCiJUBBCCAeM4RgI/BxJ9ukgkgsL7QtW9mCCCuATIUQLwEIAABxHOOAHx09f9MAfSqKgQwFwQwsVrPn4tBAAKI5xwBeKjvCd7bZiEY4LsEQABzsYRz3z2EswEBRFphBQIQQDznCMBDJYB7y+3HEQggJkICaDoB5SWAWClAAAKI5xwBuLnWB+em/X+FAKZ6evo/QwAVCMBcrffvhSAAAcRzjgA8lBWCpeaxMTgLIwig+ggBVIx3w5z8hLGJANaXeLSCODlAAAKI5xwBeNhAAJ5PEYAJAjBXO/HGIhCAAOI5RwA+2tb/6QoBAUQEAUysdvKdBSAAAcRzjgB8NP1/JruBXoYnYTQBhJ3cuvaNWwDjvO5bAOV6thBAhCwgAAHEc44AfJzDxgFXyyKAaCAA/2pD3poNAhBAPOcIwEN5CR9Y/yOAiCAA/2rD3psJAhBAPOcIwMO5GgYQtsL+I9wRwBp0CKC+BdBEE6sfqPX75/7htwQEIIB4zhGAhzkCOJ8dBpg4KZ0fNx8ggJKRAOb4MZBtBLC2yF4BrFg1AhBAPOcIwMMMATQnX3sKRhBA3fyEAAoQgLFay3vN9dDydSMAAcRzjgA8zBLAYGTqegHMuAGtbN94BDDKaxIBBLf7edlUAOtbxBCAAOI5RwAewgVg1P31KbhaAMFTURfo2jcIYGK1trdW5wMBCCCecwTgQVgAwxcedO0bBDCxWutbay8BEIAA4jlHAB6CBdA2wJ6jCaCrjEIapHXtGwQwsVrrOwggQ8RzjgA8zLwC6PUEXS+AdgkEcBkLYFYnqUByFYD5FgLICvGcIwAPcwXQdQZaLYDmUQQXBFChSAAry4wAFCGecwTgYWYvoPpF9TJ42I/TAJf6BjACKBjeEkEA1vfoBZQX4jlHAB7mjQNo/lspAAGsYIYAYhpg3n2XSTYVwLn33yUgAAHEc44APCwcCVz9p6y7A0ZnOj4+t7OQ0guoAAF4v8xI4DwRzzkC8DBHAL3Kvnhx/V7QWekWwP2l+f8kuvaNGgFUa9lCAEG/NfwgAAHEc44APMwSwPCrxROFz/UYTd956Tyh25HAAae1rn2DALxrXVcqJwhAAPGcIwAPKwRQ1ibN8JwFAqhuI1QzQSCA3l6ouka1OdmtAJoWoDaaOP1AEYAmxHOOADysFsD5bA7S9GzE8e79oLJzomvfIAD/atOAAAQQzzkC8BBBAGcEsADlAlhVZgSgCfGcIwAPZnfO2dT11OT4fI8A7u/rvkSTG9O1b+QE0K4UAcAWiOccAXhYKYCw4ZkIYAwC8K42DQhAAPGcIwAPCEAIBOBdbRoQgADiOUcAHtYKIKin4rQAAs55XfvGL4BLv2MUAogEAhBAPOcIwMMqAXQGWDAOoLkHjABqEECM73pBAAKI5xwBeFgvgKVzQSCAAQhg/VcnQAACiOccAXhYK4Cw8fkIYIR2AawoNAJQhXjOEYCH1QIIAgGMkBGAedseAcAWiOccAXgQFkA7FSgCQADrvzkFAhBAPOcIwMMOBBDYD1TXvpkQwKU3Px4CiAQCEEA85wjAAwIQYloA3R97FUBb/3fRxLgLjABUIZ5zBOBBTADtLYDQNiBd+wYBeFebCAQggHjOEYAHBCAEAvCtNhEIQADxnCMADwhACPUCWF5qBKAK8ZwjAA/rBBD6VQQwYo4A4lWJCAC2RjznCMADAhBiQgD9vw4lgHT1PwKQQDznCMBDGgE0T3o0t2LZcP11BFDSr/IRQAIQgADiOUcAboxqeBH2r7bPeu9tZrzh5utB/UB17RsE4FtrKhCAAOI5RwBukgjgvq3X3QZAAOICWD8Z0MYCGF5XzgcBCCCecwTgJpEARp9OC2CyvtC1bxCAb61WRteV80EAAojnHAG4SSEA4732JQIYMgqnn0oFAlhaasfXLNeVs0EAAojnHAG4QQBSTAngHKEqHbOhAILmCXes1YblunI2CEAA8ZwjADcJBGD07EEAbrQLIOxJQY61WrD9rJgNAhBAPOcIwE2yK4D7rod/u53RhhGAwbDNJ08BNG8UNX9R6gUGQAC6EM85AnCzchjAYgH06n8EUJCfAIyDxyKAutSRBGC9rpwNAhBAPOcIwM1aAbgMUHXWcPcCQgC6BWDU/bPL7rkCQAAZIp5zBOAmkQCq3nqecQB9AQQNBNC1b5QIoFlFRAH47gEjgAwRzzkCcJNEAJYe2wECmKopdO2baQHE6FI/YiMBmFV/JAFc2ktKegHlhXjOEYCbNAIYj9lEAEPkBbBux1+mrwCW3QTwjAOrJYAAskI85wjATaorgOEnCGCIVwDDzlkI4MJI4FyJnPOH023z8sePT6enX04XAAE4QQBSSAnA9ccCPALo6v5I94CrVTMXUIbEzfn7560AXp9KPposAAJwkqoX0PCTwVld/4kADLQJoKr8548D8Hxh9cAFBCBA1Jy/f3FqBHB3evLl5fGfTt0VgasACMDJVgIYnNaDCwAEcNEmgOUjgRGAMmLm/O3Nqanwm0uBu9MHf5koAAJwkkIA9VsIwMu0ADzDKBaznQAWzwWEAJQRL+eP355Oz17UAnioK/6rCF5OFAABOEEAUswSQDQDbCiAy8JSIwBlxMv525sn//HxVS2Au6bx//VUGxACcLNaAONvN2/MEUCIAXTtm0MIYFGxEYAyIgrgjz9cWgG87gQwcRsYAbhJKABfVYAAvAIY3iPPSQCrLwEQgDLi5rwRQCuC66XAh78MNzngV3BwPv/66/39mjUMv9393fuk2NDwL2OB8mV/maNhZKNOxPidmBtZu+Ndx4751oJie76ysrxXhhUDPtgABLBjZAQwruAQgK26796KlJr7+3Pvr1UrQwAQgoAABgWgCchJ9CagYbOOuaHhHzQBmVgafKJ3A+oNBF7bomIeO/GagFK2ANEEJAECkGLnAjA/RwAIYPIrCCBLEIAUAgIYVermhgZ/IIAeOQqgXQMCABdpBND1/qQXkIvcBOCvL3TtG58A2jQkFsDK+aADBLCg3AhAG4kEwDiASbYXgNsGEwIIuATQtW9G4dj6fCKAHgggSxIJgJHAk+xVAON7wAjA3unfmFchykazFsD6+h8BSJBIAMwFNMkmAnDe9nVXBQjgggA8a3WAAPIkkQCuNf+J2UC9IIAdgwCca3WAAPIklQAeeR7ABFsLYLgiBOABAbhW6gIB5EkqAfBEsCnCBLD2vFoqAMv9AgRQggCsIIA8Ec95tgJY+wi8jQUwWhEC8OAWgJGFtAJYuesRAIQgnvNcBbD6IdjSAnB1A3IKwFtf7GrfrCdIAO27GQlgnQGS3gJAABKI5zxTATQ1/3IDbCsAy3rsArDdAkAA2Qmgd/sIAYAL8ZxnK4Dhi7nkJIDpNqA97ZsIIADnWu0ggEwRz3meAnD3rgxmOpoInYAu7YWK86N2U71XCKAHAphYHgFkinjOEYATBCAGAnCu1Q4CyBTxnGcpgOpwN/+dzzYCqFZgXQsCcOMUQC8HkbsBIYD164CZiOc8SwE01aqzcg1g1wKwDhpAAMMcxL0EiCyA7vsIAFyI5xwBOIkmAMdKrKObEEDBQQQwt+DOxWPU/whAAvGc5ymAul51V67T7EoA7altbwGa7ge6p30TAQTgWKkDBJAr4jnPVgD37f+XsYkAvIPVEIATBOBYqQMEkCviOc9UAJcNRgKvF4C/kDMEMNkGtKt9sx4hAfj+nAcCgCAmc/7jzen02Q8JC5CpAPw/rgPYQAD1JYqrmAjACQJwrNQBAsgVd87fvCie5XJXTur85Jt0BchVAJUCln97EwHUhUQAM3EJYJiB+n0EgAAyxZnza81/FcDbm2pa/6nneq0oAAJwsVYAU12VEIATvQJY0w80bScgBCCBK+dFzX+t9UsNPL6afrDX8gIgABepBWDrB2rvBYoAMhNA/9BxC2BeyRGAPlw5v9b8H/5SPOCleKbXQ8CTvRYXAAG4WCmA6qvmv/Yl2m1d3BcACKD6LwKwggCyxZHza81ftPsX1wEvy0e8J2sDyloAa478ja4ARi/tCwQJwFNd7G3frGQQjuMecFoBrHkkGAKAMBw5r6v8u+r+LwKwggA69rZvVhIogKaLlWIBmL3IEIA+/AJ4Xd3+RQBW9i6A7svTAwEQQA+HAOz1//29XgH0RpIgAH14BVDfAihagj78JVUBEICLKOMAzP+OP+9t6+IRwNRNgL3tm5UECaDpYHs/GMK7lB0KoHcEJe4FigAkcN8DOL1sbgEUFwLcBB6zewH0f7/ZPu5t64IAGgIF0Pa0iiGA0Vp2IQDjReILAAQggacX0LM//+eyBejxn06VB9IUIGsBrDj25ecCMtdendzNKY4AAgRg9K+NUgPuUAD9u0gIQCGunL9/Xo0Au61eJbsAQABuzusfCTzB8BLAfQGAAApyEoDxbY8A/AZAAOpx5rwaA/zhL6UAfp/qDgAC8IAAxAgQgFn1KxXAIEQEoBB3zh/f/OGPf77+9/3/9tmfUxYgWwEYvwCXkKMA3HXAzvbNWoKvANYeBb317U0ATXB1iAhAIeI5RwBOEIAYdgHYpgJFAAggZ8RzjgCcIAAxQgTQHQBxBgJsJIDZd4HbB9+5Fo11kCIAAbw5/+377//ll8vjz0kLkLcAlh/9CGDHBArgvu4LrFgAxoPvEIBCPDn/8eNqHuj3z5/xQBgLCgQw6Afq6QU6dRd4Z/tmLUECuHTDLHYmgEEH4uUCuJgjSRCAQtw5/7Z5EMD75zwQxgYCMNjZvllLmAAubeWYrwACDeBbEAFkjO+BMKdn/+WmnhAi2UwQCMANAhAjUADtR3oFUCnAuyACyBjfA2G+vP74LyaBq+aFSFUABOBCSgD2jfprgZ3tm7WMBXCuGC2JABBAzrhyXk3/UwmAB8JYqY/7pYc/AtgxIwGczw4DqBdA0wcIAajE/0CYWgDMBmoDARjsbN+sxSKAMvaxARBAtGMUAQjgfx5ALQCeB2ADARjsbN+sZSyAS/82ifHR5YIAooAABEAAi9EggJ4BvPeADy6A4l9zqITto5UgAASwPTQBLeZgAvDXAjvbN2s5kACm+4EiAMV4bgLftgK44yawhebAX3gCIIAd0w/nbISeiwDML68WwMU31gEB5Iwr5w/1GLBCAA88EMZGagEMfsalAQFYsV0BIADPAjFAAAK4cl70/X/ydSGA8oFgDAQbo1UArm16q7qd7Zu1DKvMrvEHAdg+jwICEMCZ8+aRYCVMBWEBARjsbN+sZSSApgNQ0l5AgzeWPxXeK4B5d4Grhe/d0x0hgKzxPBDmVVv/MxmcDQRgsLN9s5axAM51L9ANBbB47w+PnPUCuLgnPEUAWePL+buvivlAnyR9IFi+AmgP/KwF0GzBGOeKACyNJpuMBJ5+JwwEAKGI5zx/ASw8BXYlALN+QwC2VnPXXED+e+NzQADildEBEc85AnCxoQDO9SwHZ982jy0A/03QnAXgLzwC0I14zhGAi00FUDdve7fpq+r2tW9WgwCGC4/6KLnWthwEIIBrJPCf/tDnj4wEHrCFANLX/10Hv3PTywUBzBdADAPkKYCIhygCEMA9F1Af5gIaolUA7m36qrp97ZvVIIDhwghAJwhgKcaRv+gk2I8AzBFOCKAEAQwXRgA6ceX8t781/PNXpydf/u3nZAVAAA62EcBgjA8CKEEAw2URgE5Ccv725vRlugIgAAcIQA4EMFrWURgEkDdBOb9LOBfEKgHcV0QtUCiKBNBVAd5tIgAb+QvAV/h2WdcPAwSQN0E5v14C7HI66Pt7QQPoEsC53iQCKBEQgKWNZYUAel9NKICYRygCECAo5zt9IlhT88sYwNzokgLsSQDmSGAEcFEugDltQAhAOaFXAPsUwPDFlqgSwGV6JohL6wrbRwhg7Sb3LgC7ARBA5gTeA9jjIyHXtsGsRJcAXH9aPrNWF/oF4J8KYU8CGF3HIQBwMZ3zx78VT4TZ4T0ABBCH/kYQQAECGC6KAHQSOBBsh72AqkPP/HdbEIAJAli7yV0KoFsSAegkTABP9jgOwKj7pQWwpAAIYMccSwDu0psCsBYHAWSOSwCff9Lx6RfJxgEjADcIQA4EMFzSfjRGPUARgADiOV/bC6j4R7z+RwAIYO0mEQACEEA852vHAVz/LzIOAAH0QABrN7lvAThGiCCA3BHPea4jgY8oAE9NqFkAE1W8Vw/hWAWwaK0IAIIRz3mucwHpEcCM/kzuqhABrN3k/gVgOTgQQO6Mcj56EsDenwcgU/8PNzu/FLkKwP50dASwdpO22n7Z/kcAEAwCWMhRBWDMGmSCANZuMkcBxD0+EYAAYwGYHUCNrqAIwLvZowigqPmLymBoAASwdpMbCiDYAL1OQAhAI+I5RwAudiqAujLYtwDW3hyaLYD1BogqgP4XYwlg9D0EkD3iOUcALvYpgEtTGfTrjH0JYHX3sJwFMO6wgwDAhXjO1z8Scg+9gBaUAgEkY/2DIhDAYDkEoJTQnP9tf9NBN+gVwFaRGdsJ7wa6awEMX8xFRABh702CACAcd84f//kPDZ98vONeQAhgNd12prZoVHb7FUCwz9wggMFy9QKrGz59IAABnDl/uMmkGygCWA0CGDIWwNSUyboF0Hze/2Lk4xMBCODK+dt+/X/6jCYg/1aPIoCm7t9vL6AqBvPf+RxNAI7iIwD1uHJ+V1T6//z89OQ/fffidHryMl0BlAhgdjGmqszN7gHPFEBV+e95HEAZxH3977JVIID+YghAK46cP746nW4vl9en08u0jwSOIAAZAxxXALsfCYwAEAAE4n4iWPEUyLtSA4UNkl0CIAAHOxVADnMBFVE0c4UvAwH0F2s/7n0TAeSPWwDFbd+H6mnwD7t8KHwLAlhLcL9JZ2W3MwHct/9fBgLoL4YAtOIXwNubsvHn+leyNqBMBTDeJgLYDwlGAiOA0TdjH54IQAD3PYBCAHXNX+sgTQEQgB0JAUxv0FUZ7ksAl/hzAakSQGA/UASgH1fOX5f3ADoPIIDJbc4sRsYCsFQXOxNAcxN4KYcTgLX8FgGY30QACvB0Ay2a/atuQA8JuwFFEICEARBAnwMLYPLzMBAAAhDAlfPiuTDXSv9a9X/w5//v+b5vAiOAtegTwMonhWYsAMvM/QsFYCyEALTingqinP6h6AFaULQHJSoAArCDANaQnQCsz/9d8lDg8QXAegEYHyIAXbhz/uZF2fz/oqz/v0xXAARgZ0sBNFtCADUI4OIQgPEuAlDAdM7f/OEPX/ycsABqBDCzGAggJREFMHmT96ACiH50IgABxHOOABwggDUgAAMEAC5c4wD+z2ST/wwLEEEAAgZQKYCA7eUjgFXZQwAXBHAI3COBn329iQMQgIN9CsBV2x1eAGsNYK/rF8SwUACW8iOAA+AWwJVP/7xBARCAnT0LYFxbIICjCGBGl7GZIAABXDl/86Lq/vnZD6kLoEcA84qBABJSlDKqAHzVOwKIAwIQwPNM4O8+rhzwRdKmIATgYFMBVJvSJIDieWrLq2QE0FvGJoD4BycCEMCb89++qx4MmfJ2AAJwgACWc64FsLhORgAI4BhM5fzdVzd7fyZwweYGQAB9diWA6mnK5dPLFq5BuwBCugE5WoDmtBfOAwEIEJDzn746nXY9G+hFqQC2DEqlAJZXyggAARyD6Zw/vvkcAQRucE4x9ieAoO1lIID62qn4/9JaOV8BWOaCCxPAKAAEcASmcl7W/invBOcpAMf2EMAeQAAIAALx5rxs/CluACQcD5CtAGwPRz+AABz14Y4EULWBVOlDAAWRBRDeXjgPBCCAO+fN7d9nX6ctQKYCOJ8tBshXAEXRZwhgVCfsSABV5o4sgOG3UgggwcGJAARwzQVUdwBNPAjgEksAWxug7WLYNwAC2AMIIIYAXL1ALwhAE76pINIPA75kLID6FQIo2ZMALpUA1gwEmCWAgCWmWd+roAIBwBzcAvg0bdNPW4BMBdC+XGoABJAMBNB/DwGAC1cT0L9kNR00AliNJgHUt2hWzAWRqQDq21LLBDCIwCOA8INlFghAAPGcZymAs3HKqxFA4OZyEsDiFeQpgDMCgJmI5zxLATSn/PmCACr2JoCLFgHMWGt5PF7/H1sAlvr/fuUT16wgAAHEcx5JABsbQJ0AZpzT1uoOAexBAJc19wCCBXB/n8YACECAoJy/f773qSC2F8C5uuL23DqbYFcCmHNO718AVQfQowmga5Ecfsu2cybvAjsFcF82AFX/jwoCEAABLKLsYLJuLPCeBDDrnLa2ASkXgL92P5oAqgMm+imHAARAAItwjATOVwAzzumDCSCgdt+FAIwuCTEE0Hw+OsrLD+7rf0MLFwQCECAs57/97edkBchUANbf/xEFcN7wcQDzzuksBBCvF1CoAFYaINIVQGwBjH/nIABViOc8WwFUHS7s98dCVoEAkoEAFgngMvqh33Usaj+q3jf/jQYCEEA857EEsOBoXNGXoa0Vhu2m4evcjwBmntMIwLK9yWWmiNQLyDYZ6CoBXIbHufFFBJA/4jmXE8Ca3mx2AVT3UZsf0xPsRwAzz+lMBDDuDj+DvQhg1jHQdEoLGQcQJgDjvsLgEmB24QJAAAKI51xMAE0tvcgALgG0zSnGu/abBQggHbUAVhggSwG4ZoKIK4Dum/QCUsAo54//+r2NZHMDCQpg4Rcv47PDeHfUkuLoLrQnAczMha1K3JMAqk5ABxTAJbIA6pp/cJyv+uXkAwEIMMp5ORH0mN13A51bXa66kp0hgKbmHxlgXwKYc04jAMsGVwrA1dg/NwTbQOA1VwDtT5fecc5IYDUggJUCGDaODjvTtB/vWQBzzulmwX48CECXANpOQM17fTkwF5AW3E1AXxVPhPmH77//+5vTky8yaAKad66s681mFYC5tnaVxnkz7zfztgIIP6dbVSCA/iIKBDA4ls2Gy5XD3IJAAAI4c353Ov3dL+3L23QFkBFAU0+PbtmGf9khgO5WcP/T2QLYsv4PxujohAB6i+QvAPNeVTfUvfloXjmWgAAEcOX84XT6qP3j9en0MlkBcheA7RJgUP+PWlELchVAmzoEMGsZP5sLYLyU2VuhfJraefBmahCAAK4ngr06Pfmm/evtzelDZU1AdT3d+7U+67t2ATS3Afq3ACzzRmcqAHtHpwsCmF7Gj7wA2lEE/Z5E29X/CEAC9zOBjdu+OUwGt0AAVav3krtZDgFY7qU2p9QFAWxGfYf6iAKwDgQOFUD3c0Xm4EMAAigSwEIDLDnU+ye8xQDdoudzLYDZvYB2KAD3rfMdCaC+AEAALSECaH6j1L/3EcBBcDcBGc3+D6ccmoBmH7QRZoIoGZ35fQFUl9bzxwHsUADWjk4lCECHAM4I4Fi4cn5ndP1/9zxhNyBRASw90Acn/KQBFo0ERgDLQAALBND0U2iuVRFAzsy4cePKeTEe7NnXxavHH28SjgMTbQKa/x3jq+4OnnYBDNeRpQC6pA0GAugWwNS5lFIAs9a68gqgfSly7CGASMzpuuXM+UM1AviT8l+jR1BshAWw7FCfEoC5Vlv7f0GuArhvOlDtXwDL6zH1ArDdqzJeahCA0XfxIeVIpt0xa/CGO+dvX7TzQDz7IVbZLAWQEkC9dAwB+C4BbB2ASvIUgHHrfO8CWJNC7QKwdIDo3dLSIACjK/vrlD9hd8es4du+nP/01cfX2v/pZ3+OUSpnAeIJYN5hm1QA3Wq1CaD77YgAesvkJADbgyt6vxs1CKCbweD983SdWPaHt2lihHizmwoBuC8BrIOAS3IVQMG4wkMA6wwQUQDjoC0CsNwCM1uOVQigbQM6WguQ7aWLwwqgXXbpOAC/AJrVIoCt6cqWlwBc7ycQgFH3WwzgK05Sot8Efl13Xrk7UguQv2VihDfnv5UPgnn8eXWhfAVQLQDLaOEGBJCGyAIIat3RIYCA4iQlugAeqsFMj6+O1AIU7wrgx4+r5wC8f57JTeA5h223aBQBuAyAADYHAUwJwKz6VQvg/fNyRsu3N0dqAYomgG+bB8Fc05hHN9DNBGCpFOwC8N2PRwBp6PKOAGqsVwDjmwDTpUlL/HEAVRvQoVqALrF6Ad0V3T//y801gcW0EOkuoWIKYMaBayw5/2i3VQpWA2gVwDgDCGAPAnDcwD2sAMo2oIO1AEUaB3C9bDp9ef3xXxi0PzFQZGQEYC64TADD5NoE0J28CGAzEEBYL6CuK1B4adISXwBlG9DBWoAu/f5cU7hy/rp8IEwlgP7TYSKjVwAXBCABAggRQGUA11SIWgRQtgEdrQXo0uvPNYX/gTC1APJ4IMwl/MDtLRdHAJbT36h/EMBm6BLAvKMzVACXianQ1Qjg7c2TfzxaC9A8/M8DqAWQyfMAFgpg/uEeJoAzAhDAKNl2AghcamoFsz6wESyAi7f+1yOA6w/Zf/f8aC1As0AACQXQrVmbAEYp2KcAFtdk6gUQcaPRSDEb6N3p6c3hWoDmoKsJKPDIHSwVRwC2bkEIYHMQAAIwKDqz0ALkwXMT+LYVwF0uN4H3JoB21QhgKxDAegEIHXkpBFD0YLyNv1o9uHL+UI8BKwRQPBogj26gYYfuaKG5B7xdAP23+nOqLBDAruv/LASwQqJ9AUzX7AggAkkeCHOsmaDn48p5Yc4nXxcCePynUzYDwXYnAI8B8heAGRQCyFAA+xoGkEQAx5oJegHOnBfPhGzJZCqIHQmgeb1UADtvAUIA7q0uIp4ALF84sADuaAHy4855cQ2Q1xPBLmGH7niZSAIw32tf1uvWJoBhDnYlgG4KPgRQcFwBvLlJ+DhzFfhy/q58ItiTfJ4Idgk6di2LzDzi7+/tJ3v3ZvcKAWxKrybWIYAZa50rAMdmlQigeqz5bdyVakPVA2EuIceubYlIAujeNT6u1o0AtiFTAbir+TkCcNwCOKoAii6gBA1+yQAAIABJREFU3AGYwDUO4F+LR8G0/Ot3X+QxDmAnAjA/dQ26RwApQAAIoOH9i9Pp99T/fvwjga1/RS7AUQQw3AQCSAECQAAwg8MJIMYh7xRANwLJWLaqHEYGyFwAgyQggMsaA0gJIMbPoWhsLoDHV9whHuf8r3+48u9vTk9+94eGFycEMFjYKYDhRKzXhavlEcAWIAAE0FI81Ko/hPV1d1f48c3nxcefft1++Pjdx6fTk98/vmpqu3fNZ+++vviZO9yg24Y045yXt05GZDIVxOTRG6Pjm7tOGD+JoVi2Xn6wDQUCMLKwUwEsrcwQgABpBGDWXOXgptvy5dsXTdXW1Nx1v/ePmsr58dt60faFG00CKC055Fmy0moSQF33mwYoV1z9WEYAG4AA5gkgQqfoaKQRgFnRPrT9Qs2fuXXVXfUaPd02lfND44qH6b6kqgTw+P333//zzenJP3zf8reEBdiFAGYd9B4BdP8zV4sAtqJfEUcQQODdXQQQgRQC+KTXBvS6+Pu2enV68sX/fPXBf//uplnibtBn9LACKEh523dQgE0F4BlvE1wMpwDK95qLgN56SwMggPQgAATQca3S/8ON0Qb0/vmTv68q82v99uSb6ibwQ1Pv3w3uF2QsAP/jfnqEjQNISJ4CcA8EPtf/9tarUQD9NCCAoOXc35cSgGV5TQL40qxpH04f/lhV5tUTTkoBtHWxHgFMPPCzh7aBYP6j1/1hBAE0XUB7AuhuAmjrBbRfAZgzciCAy6EF8NKo1q+17u3DSAAV7dyXt3XlXN8ROL1sX5Sr+PGTsudQWxu++6roOPTLQADGRpuHaf32XfHNJ3Wno1oA9XO3zOXG26j+fvrFz6FhNzV/kAG0jQPwH76ez2Yc9d4rgOHL+7ofkLpxAAjAs+G57EkAYgdeEgG87dqA3t588JeHURNQRZgA2lvHzfSYd/Vt5P/RF4Cx0doFd/1bzh4BDLfR3a6+DQy73YEIYMZnqQTgvB5DAAlAALaAjywAo7Hl7lorN805d/VN4FkCMLoOta1GFf+mL4Buo/Wrrv6vtu8WwHAb5rT8YU/lMvZfwK7UNhBscSUfQQDdu72P6/p/+A0EkIAkAgip11cLwP1J8EpdFwATO2f4DV0C6JpjrrXty1YAdaf/J/84WPrS1d6jewBFXfzs66JN5qYaXlC+cf2d/uNo1rl2o9W1QLHg74smnJ9eVAs6BTDaxnVNz4rpmN+9Cp3Ybq0AMh8I5gh68q5IHAGce/81vzJ6K3sB9PKAAC5pBDDjwEQAA8pquG2OKVqAulr98bu6nvv0B3Ppi0cAbX+hugWp6zg6evR8u9HX5Uof2gr07U1T89sFMNrGa8NfQb/Czd23SACZDwSzBx1wXzz8uHcKwDISuP0KAtiA4b1YBFByaAEYvXw+6vXoefzx46py+72x9MUjAOPxwg91W1HzxnAMwfWj8u9R43n9hlMAw22Ua573PK61VwCZDwSzBn1f98XxGSCGAC6O+h8BbAMCWCCA4VeUCaCp2MsWoH6XzsdXT/5td3d1SgBmT5/yF75Ru3d9eNpNlxV5vwfpb//6p5uTVwCjbVT3Ip787r+G98JcLYCCfAeCWaO+b3rjpxaA+ysIYAMQAAIwuGtu3RbtL2UL0FAAH/zl8dvmkecBAjD50Oz7ORoHcN1o8Z32B/3jm8+bpvUJAfS30TXIPAnuBxqjF1C+A8HcHZvrq4Dwr3mWnH2qK7wJnIUAFlZnCECARAKoK9vXpQZGAihr2NtuabcABjdHP/zF+Nk/EkDVBtS+bX7XJ4DRNoybFcH9QGOMA9iO3Qgg/MBfKIDBVyYEsP/6HwEMt4wAVpFIANV/3j8ft8lUAmhu2AYIoF/J+64AqjYgs//Q6fT00z/+w//w3wMYbaPkzVezDbB2JPB2bCCA5gaA9UPP99wLzj/TNQrADAoBXJIJIHStSwXQ/47cgZdKAGUN/1DVrHWV/Lq+NpgjANcN3cvFIofinZdtC9BdO6xr4iaws+n9t3/+6hT+gOM1cwFVRRi0ReU0DsB+BXCPAOKDAPpbFhfAosdPqxfAtR7+4C+v266ct9UnHzUCuAtsAiqGDvSGYhlvDHsBlR9+1FwXGPX8Q68JyOj0U63Bto2m6k1zX/YgAmjPiggCWNIChAA2YVgNH0wAywad6xfAtdb9T1ULkNGc00wF8baZD3qyG+h1gQ+6KSBujWq/qC6Hv87vTh/8X90a63r+3fOhAOoBAu/qNYy28bpt+NlKAJ9/8ulfin/7fJqPAGxtQAH1f/Chv0gA4/NYhQDaTOxCAMMLgIMJYOG0U4PNKxRA+XO2qqC7Pv318wB+vBlOB20IoP1O06n/9OTL66vf6p5D5bDdP18ub0YjgS/1fd+6xn5dNQFV93OLbzbbKKaI+P0v1bjfdiRwbxtFN9B2EHGC4bjjnD/G34i3AMkFYPwo8reLIYCZ7F4AiztTLRPAcgNEEkD9DwKoaCdk6B4F3L8tW3ew/Ka3dFM5Vz1yXhovHrrvtA1KFf/ueeuIpk2nnGyirrHNL/YE0BXjPz1vb1L0t2GMy03RDDPK+dbPqkkugLL2D7ovjgDm0rUBIYDhpmcRQwDuvm6HF8BDW8u37TrvXpgVsrl0+0zgV3Ul3L64PAx7ZP5YvdHOBmoIoPx137Tnf9ts64tXZtfUbo23bT+i4TbqWYuuPGvWHBP3PYBsB4INDufmvJi+L44A5oIA3JuehbAAzC9oFEDXS9PoBvrm3xdV7Sftk06GArg8Fh1vfm++uDx+N5ib/91XN+bzAEwB1NP+1Bv7vPzeL/W0QN3P7N++vSkm/zeKONrGT18VBTUeQhAT5QII7Qw1+qJ/KQRQgQDcm55FBAFUy1n7uh1VAFMYzwM4LDYBlMMm8hVA92N/XvWfVgAzG2YRwAIOLQDzt/8KAQgedwhAgHHOi5sOT4t58p7m2Quoa+6fW/8jgLkgAPemZ4EALghAhHHOe3esk96ArgoQWQBVzd/r+x8MApiJegGE1v9r+4HGEMC57QA0uxeQ8ZUjCQCsU0G8+ThvAVxaAcwuTNBXlgwEvoxPZA0C6ILagwDqlPUFsKxG21gAvkp+jgDa3z79TxAAuNA2HXTb9o8AtqDNBQKQF8DikcAXBHBY9ApgyaGcUgCzGmZzmA26AAH0Ni4sAFdn5+AT54IAjobreQB/+sMfc3weQNvp/7LoUEYAM9mhAHo752ACcBzBCABciOc8xRXA6GUwId9BAB0IoLdxcQHYg0UA4GIq5z99//33SS8FEICNXATQVk8IAAGsBQEIYM35u6/+1+oGQD3VxWcJFZCiF1D/xRwQwEwQgLnxjAVgH0GwKQhAAEvOi8ckV3eA79pOoD+kK0CCcQDmf+eRUgCDOh0BxEanAEIDcN8CQADgxJLz1023/2Ia1Gf/MOtZZAsKkG4k8BICvoYADHYkAEsnoMWJRAACIAAB7COB/66s75vH1bTPzElSgIRzAS1g+nsLBwIjgNQggFUCaHpQB20sCQhAAOtcQLfli24swPiJlxELEH820DWECGDhaa5VAGU2EEBCAQStFQHAAmwPhKlntL7+8K8faNOb2Tp2ARCAbdlcBNBUTwhgDwJwxIoAwMUw5+9ftPOA3pxOT6qpQKu5QdNMCLozAUyfAYsFcJkjgFzqfwRgbj3OkTH6cBsBlN9GAAfDI4BuRmgE0Ftg6Wner4sQQGQcAlhUpy0UwFIDIIACBCCA7YEwVRNQ94yyognoKPcAEMBMEIC59dwFIHrYIQAB3DeB77qnZ961j7dPUAAEMLnontmbAAY7BwFcEAC4Gef8WtsXlwDGjd/MuoGuZOocQAB9qpLKC8B6AYAACrboPx0BBCDAOOfFQ4GrZ0Leln//9FXK58HsTgCTZwEC6KNdAIF7O38BrBtBGQEEIIAl52+rCYDqZv/SB3XH0CQF2JcAps+CFQLoVesIIEU5xASwqhtQJAG4VhM6h0rzJO2QzSUAAQhgy/m7z4s6//fVbd9CAJ+lmwpoZwJo6n7PWYAA+lT1EwLIXwD1YY8AjoQj53/7uXn1+Kf/+rN9mUgF2JkAJgfEIIA+CMDYvpwAPC1Asx6lN1WahCAAAcRzvisBGMe/8ywInp53BAJIW47yPwhgDAIAF+I5RwDWRfMRQJUpnQII7wSUuwDMgx4BHAjxnO9JAEFnwXIB9A2AABIUY1wFL5sL4nACML+LAA7EOOe//c1GsvsAexKAWfcjgFD2IYAmYQhgDAIAF7apIGwcYzZQBLAABNAVQFQAzrVs8CzVGCAAARBAj7bu9/YCWrp2BJC4FBcEYGODZ6nGAAEIYBXAp38Y8cdjTAbXdIR2nwXLe4FqFUBZ1r0IYLRzlt0FPqAALowEPiL2K4AnXyTt+98rwK4EMH0WrBOAcZKqEcAFAbQFyFkAF+H6HwFIYMl5OfnP6ekXyZ4D3y/AvgRwrs8C5zmHAEYggLYAWQtAGgQggD3nlQOefb2BA/YlgHPdmeLsPJMRwAgE0BYAAawAAQjgzPmbYkKg06dfJy/AzgRQ/Osb/7niHjACSFyIi0oBhB1yCACW4Mn545sXGzhgVwKoz1/feY8ARuxBAK5OQFkIYOKYChSAO0zpnRMIAhDAn/PH74rnApw++3PCAhxLAF1tpEcARWGl65ijC8AbpvTOCQQBCDCZ88oBzeTQCQqwIwGUp++5+i2FAIJRLYDgKr3ayiIDIIASBCBASM7fvTjKQLBzRSoB9E5TBBATBIAAYAGBVwBHEsBlBwLIqf5HAEYJEMByEIAA/pz/VtX+KQeG7UgAVfVfVWhJegEFCyCrC4Cy7pOuY+QFsOImAAIoQQACeHL+23c3qWv/y44EUDf/nMvq1zsOYM02uqpKkQCuxZWuY5wCWDYZEAIQAAEI4Mr5NrX/RVQAbY3f/NG+5x8JvGaLCCANrmEAxxGAJ0rpnRMIAhDAmvPNav+LpADO3W/+S18EvpMJAYyRF4D7AmBZGxACEAABCDDO+bu/3672vwgKoKnyz70LgeotBDALBNCWAQEsBwEI4HgewHbTgQoKoH0xbPH3C2DlNhFAAnIXwMTHCAASYRXAs//w/ZB/0TYQrNfkM/wspQCaNSCAiCAABABLOOwTwaozddz8U4IAZlHUPggAAawEAQhwVAF09b/tpHWfTKtuASCAVKQRwJypgBDAahCAAKOcP/5p/DxIjY+ErDv/tC97IIB5IICLrAD8fV0RALgQz/kuBeA+ndYJwLwLjAAiggAQACxBPOeSvYBc9T8CmIn002TbTSMAGwgAXIjnXHIcQDMGbPxhSgHUK1ckgPt7YQMgAAQAixDP+T5GAg9BADO41vxlgeUMgAAQACxCPOd7mQuoDwKYQTF3XllgcQHYduY6Acyo0BHAShCAAOI5FxWA8yMEEE5ZTVYFliq2TwCLZoPbmwCm1ooAYBniOZdsAnJ/5hHA+m0igARFKHEIYH65shOAdxUIAFyI53yvAnB8GEMA1Uq0CKBqKEcACGAtCEAA8ZzLTwZnxXVCIYARhgEQwCIDTBVvut0RAcAyxHOOAGyLIYC5JSgRFcDySwAEUIIABBDPOQKwLZaTALqbANIXAAjADgIAF+I5l54O2kEiARh3gTUJoOoHKjMOwByDdlQBTHR0QgDgQjznuxWA/fMoAijXokcAoiOBe9tGAFYQALjw5Pz983STQBsFWCMAz1CuCaa+JCuAvOp/ybmA7uump3t37XsEAfjXgADARdYC8E3mMAECiMr5/KtMmdt7zwjADQIAFzkLwHis++zNIoCoSAnAGH5w75q4BwEgAHCRtwCGL4KZ/ob9lFpdyyGAqPQFYN+rCAABgIuMBWCcarPPuhABzJoldOaGr+tRJYBFE+6sxxx/nK8AJut3BACpOKYAApZHALOQEUDX+IMAPCAAcGHN+fvPP7ny8el0elq8+DSlBhYLwHycFwKQpbwTL3YJMC2A2QlFAAIgAAHsAnh+Mkl6HbD2CqB+qte8jSKAqJxrAayaKXsZbQcg5z3gRZcAmQlgIjwEAC4OKYCQxRFAMEUvrLKSXTQiYx335RiAejxAZAF4VukoywUBrAABCJDxPYCu7k9wAeCozmIJ4LoiTQK4iAmgNxI4vgBmRYQA1oEABMhbAFXNM3ccQNDiiQTQXQKoEUDj4bn1ZSSmZoJAAAgAnOQsgKUjgcOWt551CGBMeyEmcwlgZOuoApi6/44AwEXWAlg2F1Dg8gggjO5WjJAAumRlK4DJBRAApCFvARQkGARWIiiAvCYDLSP6VewmwDEE4F0rAoClIAAXtrMuQs1s3AV2L4MAZoAAEAAsxZfz3/728+L1Pr6q+5B++MtEAbYWQOjyCCCUIqRaABKbn7oFsJkAlhpgtQCmVoAAwEWqnLdDCRCAffOqBHBGAG1JEMBSEIAAqXL+9maq5m8KsLEAghdHAME0nbFkio0AEAAsJVXOH04fBRZg9SMh551xOxGA9xlauQngggC6kiCApSAAAVLl/O50G1iAvQrAdtpFE4D/KbrZCaDYNwuq2TiECGBu0fYlgKnGNQQAS0mV89dPvgkswLYCmLFwQgH0ZrCxLIMAwpnsBIQAEAC4SJTz988/+H8+P52efDF5I+CgAjDmsLQsgwDCQQAIABaTKOdvb+pOQM/GIwlOA35dyfmcZtlCAKO3wr/uKUK5mmpd1jWeY2xna4pkSZS726Zz5zYpn7/mOcdLXZR5X2m/NrGEb6X+T/NhWDHggw1IlOSH66//ry+XH28s3UARAAKICAJAALCYREm+qwcRX68EXk4UYHUT0JyL7jnX5+MWgChNM01nGfPf8ZZzo2wCEin4dBPQgm5AWTUBTX6fJiBwkTrnr6e6g24qgLkj+9MIoDpjf3XfBMhSAEt6W8YAASAAWIwj54//Emn9d1NDgRGAdcu5oVMAMytzBLAKBCCAI+fvn58+/XOM9e9KALPP50QCKE/ZX9uuQJYNr9/MxogJIKD+RwAIABy4BXDls/UO2IsAljw5YHQJEFEA96UAHOMAshWAQMmPIIBzURL3ehEALMaV8zcvyvvwTz77YclaH1/VA4HbF+4CrBdAwDm36Nlh6QQwMRIYAYRzAAGcawE4Vjw9Bx8CABfunD9+93HlgC8WTArd9AJ6OE2NCN5EANXJM9cACQXgnwsIAYSjXwDlJEvn5iC2fR0BwFK8OW8c8HR6QO+AtzenZz9cHv96Mzkn3EYCqP/djQCKaJxrQwDhpBPA7E5AyQRQ1/EIAKIzlfPfvqvG9D77ep4DHuqhwB9NfW0LAbT1/8qBAAjASbFvRO4CBwpgZsl2JICq8N0RbPk6AoClBOS8dkDAvD4m7766fuvpl9MF2LUA+svHmaOnXiUCiAICQACwnOmcv/mqGZkdOsHnvAKkF4BR/yOARNQC2L7oexLA+IgJ/paTus8AAoAkTOT8zed1A9BPXyUyQAwBBBlgvgCGVUCkJ54ggIgY28tVABMVeH0F4L58RQCwHF/O69/+ddtP8Zj3wKd8zSoAArBtNzcQQFua+V9aJYCAvkoIAFw4c/5T3fLTDQR4e1P37YxbgA0EUH4++xYAApjBrgUw/+7EjgRQ9wI6L78AQADgxDsS+PTs6/57+QrgXEtgrgDMVccWgLNSylQAEneBDyGAciCY6+BFALACjwCG3X6u701M67CoAFsIYNlIYAQQTiOArcsecg84cwFc/COBEQCswCkAyxwQf0tSgE0EcFlS/48EEKdyQwAROYIA/HMBIQBYgXjOowggyADB22lBAMEggLY08QXgLQoCgBWI5xwB2LebGUICCLsFsHcBhCyCACAF4jnfSABL6v+hARCAGwTQFieBADxlCZmxDgGAC/GcIwD7ZjNDpQAWjOmaKIjzS9PLIABIgHjOjyeAeo31j0zXZjOj2jebGyBcAPPKhQAEQAACiOc8HwFE6gWKACKCABAArEE853EEEDQWeD4IIBQE0BYHASwEAQggnvNtBLCs/u+f0JsJIMP6HwF0xUkkAPdMEAgAFiOecwRg32pmIIC2OAhgIQhAAPGcIwD7VjOjE8CWxTc3dUwBBBUSAYAL8ZzvWgC9Ew8BeKj3zcaXAIEXAPP7gSIAARCAAOI5jyQA/2m3tP5PLQD7yY8AQjmUAKwrRgCwCvGc718AzbcRgAcE0JYHASwEAQggnnMEYN9oZugTwIKZIHw3a/3fCVoGAUB0xHOOAOwbzQwE0BYIASwEAQggnvMtBLC4/jdPvLl1yFRx1Apgw/IfSwC2NSMAWIV4zg8ogGqFCGA1ob1AtxXA3K+tEUBYIREAuBDPeSwB+E6ElQKovh+tBUizALZtA5olgFnFQgACIAABxHO+bwEYZ3QSAVjPfgQQCAJAALAO8ZwjAPs2MwMBdCVCAMtAAAKI53wDAayo/xFAIKYANgsgsQAWHDdpBHBfYVkzAoB1iOccAdi3mRkIoCtRbAHcN9gEELIxBAAuxHOegwDKNSAAH9ICmNjHOQugqPmLZe4tJUIAsA7xnEcTgPu8QwDpaffNljcBjiKAeplxiQLvUyAAcCGe8/QCWFP/JxeA7fRHAGGEtwDlLIC67q9eDlaNAGAl4jlHAI5t5sXOBTB3JBgCEAABCCCe850LoD2lIw4EVi+AjSLQIYDrdibXeKk6ASEAiI14zrMQwHUdMQVQFgkBrOUQAjAMML4LjABgJeI5jycA17mAADYAAXRFSiGAWgEIAOIinvPkAlhX/yOAMBBAV6S4AujKXSlg8BECgDWI5zwLAZxLEICbbt9sdxd4pgDmlGqFAKpjJfyrAQK4b/5bDwg2toYAYBXiOc9BAOeEAhhXS5M1wh4REEBvI7sRwPk80wDBM0HU3YF6TUIMBIN1iOc8AwGcy05A54g1s3YBbGKAPQqg3HlVp+HQLweUyvjpX/wMaU0wbhOygwDAhXjOUwtgZf3fNLMiAD8IoCtU+b2YAjCpDNB0C23bh7wgAHAhnvOIArCedGsFUNfHtQAiVc0IIAJzbgFsJYBz1ywf+u3ZAqh//VdfDWqXRADgQjzn+QggsMtFCAggAscVQKOA8ogM+D4CABfiOc9AAPVqEIAHY99sdRc4rQAW7e3zpgK4RwCwFvGcJxbA+iq7rY8RgIeBALYwwA4FULfIzLoJMDdTbST1I2IQAKxAPOeHF8CoBkAAYaQWwJKdvZEAui8hAFiFeM5zEMC5/yIC1zUhgHXM6gS0lQC6ocCpegEhAIiJeM5jCsBy1sURwLl5sXZlDQhgNfMEMHMuiBUCqCr/qOMAejQHY/0XvYBgDeI5z0AA7UwQ8SpmBLCa3Qog+kjgPu1d4Iv5Xy8IAFyI5zytAGL8Zm8MELNOQwCr2bkAZnxj5ib6/YBCvo0AwIV4zrMQQO+/MfALIN52NsPcN9sYYL4AZpRp3T2AWYfdQgG0cwEFfAMBgAvxnCMABLCIowvA8ocLBAAuxHOOAIYrRgBBIIDgLSEAcCGe86gCGJ4PUbrtIIAANhfAzPpfkQB6a0cAsArxnCMABLAEBBC+IQQALsRzjgB0CiB1GAggfEMIAFyI5xwBqBPAJpcAuxbAnAMPATQgAAHEc55SAJFG7rZjbqKsrQQBrGW+AML7ze9cAMbaEQCsQzzncQWwoIvENAkEcC0aAljFbAHMGTm1XADz24AQQAMCEEA85whguGYEEMJcAdQPUAmbOwEBSIAABBDPeTYCiFuhIYCVzBdA/R0EsFcQgADiOUcASgWQNo7+yqd3dDlnQviORAACIAABxHOeUACR6v+NBZDlXHA5COA8VwBrCpZuNtDe2hEArEM85whAnwA2aAOaKYD7+wsC2DsIQADxnEcWwPxO0tMggGl2LoDqCiD8JgACEAABCCCe8wwEMOPmYTA9AfTWjQBCmH8PeKcCWLQdBACREM95OgFEq/8RwDQWASQ1wFwBdHeBw3oBLX7+5yYCaFePAGAd4jlHABcEMJ8FAqgq/8BxAHkIIHArCABciOccAVwQwGzm3gIovzJnJPBaAQQffcuShAAgDuI5P6gACgMMNtC+zl8AyW8CLBDAvLmAEMD2IAABxHMeWwBzb5CFgAAmkRNA6EPYZ00HigAEQAACiOc8mQDi1f8IYBqLAOb84p5Lt9rzOdAAs5y0dwHUq0cAsBLxnCOAdgvNSx0CmNXmPpd2rWXNf/3/tAEQwN5BAAKI5zwHAYR3HwxHuwDmzb45F0MA9T8IwA0CABfiOUcAzQbal0oEkObKqaJfzbYW8LGxAEKPPwTQggAEEM95dAHMOzfCQABTDAVg1P0pDHB4AYTFXIMAwIV4zhFAs4H2pQIBXNIKwFL/h7UBIYAdgwAEEM85Amg20L5UIIAqiOQCMKvBnQhg7k0ABNCCAAQQz3kuAohdjekWgFn3I4CQxeeCACAG4jlPJICo9X96ARirRwDTmMMAgnf4nJsA+xdAWNenCgQALsRzjgCaLbSvNAiguwuc8h5wPQ7scgkYBzBbAGvLFnYIrhFA6EGOAMCFeM7jC2DOb6NQEgxo6pdQoQDmzL45k/FMEIFzQSCAHYMABBDPOQKoN9C90iCAdu61tOPALuFzASGAvYMABBDPOQKoN9C90iGAWbNvzqO30uA9HS6AVSVHAEtBAAKI5zyNACLX/whgCosAin8TzwTUbSiAYAGsu3bZSgCXsOueAgQALsRzjgDqDYxf5YQiARS7umgCWrjLEcBSEIAA4jlP0QsosFF4BtEFMCpks/48LwB0CaC+B7BSAGElW9EEFHyYIwBwIZ7zBJPBJTBAbAGMC4kAwunfAw79VmCJygV+bZ8hv6JwSQUw5zBHAOBCPOfxHwl5bv8fj8gCONetVEYhEUA4CGDeYY4AwIV4zlM8E7h5SkhEYgtgNF5NmwDmzb45j5QCaIYwz5k4wlG4tAKYcZgjAHAhnvPIAjCGhUY0QOQejbYZbBCMDIVOAAAgAElEQVRAOL1xYMHfmnMFsHcBzDvMEQC4EM95DgKIPabpOAJIPBHEvJ0cpiQEIAUCEEA853EFYNaq0QRwX89oEMsA1kIigGDSCqCewOi8vhdQUOEWbWTmYY4AwIV4zlNcAYxerqOqESLOa1aW7Ff7TQAEMMmyFqAZArgvBbB2HEBCAcw8zBEAuBDP+f4FULcJNLNbRgABrCKxAGKNBEYAM0EAAojnPEUvoP6LtcQXQFm2Xwd9OLQJIN1d4FUCmGGA2QW7DNafTgDzDnMEAC7Ec55iHID539U0/QK7f9dTFO7XQS9uBBBKcgFcl/l1+eEz6y7w0t096zBHAOBCPOf7Hwls1BgR+wG55oJAAJPM7GfTMkcAKw6fTQTASGCIgnjO9z8XUAoBWAqpUwAJDLD0AmB7AQSUb91ccMwFBCsRz3mC2UBj056kUSuzX4etDO0Y1Igb2QwEYHx5sMXAhdOBAMCFeM6zEMB9779xQAALWdoChAB2DgIQQDznGQgg+kjgEgSwEAQwFwQALsRznoMA1vULdHCNpl8/aBNAqrvACGAuCABciOc8CwGkAAEsZKUAgsYCr+gFigCWggAEEM85AmjQKYD4VVy7wrmV9PYCmC4iAuhAAAKI5xwBNCCAMBDAXDI5cRCAAOI5RwAtzUTEMuVZx3YCWNwCFF4gBCACAhBAPOdHFoDtEgABTLD4AgAB7BwEIIB4zhFAizIB1ENVsxTAmrHkCGAhCEAA8ZwjgBZdAjhnK4C6/l9qAASwEAQggHjOEUBL9cyZiLMYbcho35zLyU6v/00lgAV5ChNAUeLhVK1z6K1/ah0IoAMBCCCe80MLoF8/KBNA8+TayHXcagFMVbqNAJY+UQIBLAQBCCCecwTQokkAVd2f4i5wagGcWwEsNAACWAgCEEA85wig4/4eAUyx4hYAAtg3CEAA8ZwjgA49AqiCSCmAJbeA6zu73gJdF7h+bpZ/aQmb1YUvnIpMThwEIIB4zhFAhx4BmDXoTgTQPUIr4ApgjQBmdQNCAB0IQADxnB9bAKObAAhggqUCaHslTXVMLT+OJoCpdSCADgQggHjOEUCHIgF0NwEi9wKq17ZoGoi6TBMFagUQYyAAAggHAQggnnME0KFLAFUdGnso2EIBGDX6tADaa4VFJUQAC0EAAojnHAF0aBJAcJv7TCIIYMIA7UDgGHNBIIBwEIAA4jlHAAbFY8e0CCCw181cqpUtmwl6pgCWFRABLAUBCCCe84MLYHgJkOlUQK59E/0u8JpbAIE3AcpOQGsONQSwDAQggHjOEYDxnjoBXKJeAXSPZs5HABNFRQAdCEAA8ZwjAOM9BODj/r41wMKZQOuuQN4CVatHANuDAAQQzzkCMN7TKYBItdx9NVfSZdl9knNd+U/elUYAUiAAAcRzjgCM9xCAh/pxCUsnzOt6JSGAfYIABBDP+dEF0Ksg9AkgXhtQtZIVD80x+vb4ClTdAkAA24MABBDPOQLoKojuJmd2bCyApSsJmA8UAUiBAAQQzzkCaCsI4yZndiQXgFH/71sAo33oM8A2+zqTEwcBCCCecwTQ1A/39Q3OLA2w0RVAegHUtwAWH2pjiyOAQBCAAOI5P7wA2gqiur95H3nqhI1w75tYc0HUfYCal8tILoDK4nWXpd42nVtLTyYnDgIQQDznCMCslKqbwBkawCuAaAZYewEQ8Iya1QIY3adAAIEgAAHEc44AEEAYTbvKqiayEAFcl1l6qNnaqRBAIAhAAPGcIwCzTqq6uCMAK23z+oqesghgvyAAAcRzjgD67dLqBBDtJsAlQv0/fRNglQDsXZU8BkAABghAAPGcI4D+r1IE4OLeyNBi0grAPlgBAYSBAAQQzzkC6FdKsR+gshGbCKBd33KmBFDPNIcABEAAAojnHAF0lVI10bGucQDRBBCl/p+8CVBdACw/1IwJiwabdC+enExOHAQggHjOEYAxEEDhSOBLLAPkIoC6MxcCmA0CEEA85wigNxY40/o/vQCCOtUEkFgANosjgDAQgADiOUcA/Roiz0cCIwBjDSOLu4uMAAwQgADiOUcACCCA+v7Iqoe1N4W5JBWAZfUIIAgEIIB4zhGAegFMPoV3mvo5kMkNUHcCWn2ocQWwAAQggHjOEQACmKau/y+1BdasakoA5ecIQAAEIIB4zhHApVdD6BTAypqubgC6tI91XwEC2CsIQADxnCOACwKYommZMSywGASwVxCAAOI5RwAX9QJY2wbUXQDkIoBQAyAAAwQggHjOEcAFAUwwuABAADPJ5MRBAAKI5xwBXBCAn3aSpOb+b4SbAAhgfyAAAcRzjgAKuhoCAQy5bwTQ9v9JJoCm/o9wqPU2gABCQAACiOccARQoF8BlnQDqdTSpSTcQAAFIggAEEM85AihQL4DlBjDq/+b3PwKYRyYnDgIQQDznCKAAATgxG4BijASWEIB9r56LrGyxvzM5cRCAAOI5RwAFCMBFV//HmQvo4rsJEFEA05cA5whPuAwjkxMHAQggnnMEUNLWEDoFsPwmQDML3LJv28viEUC9oQ0EcG4njk6+xzM5cRCAAOI5RwAlCMBOgvp/JwK4r58btsEDIDI5cRCAAOI5RwAlkXq4iJFIAPdlo0zkpDgF0LYAbSCAs/HwyNT7PJMTBwEIIJ5zBFCiXQCz+7u0D9aKXv9vJIDeFsYh3NseH5+ITE4cBCCAeM4RQIl6Acy8BOgayONnxNkNKJ0ARvv1XE1vgQAMEIAA4jlHABVRBrnKEVkA980P5CTtI65LgA0FUJrtbFwGpCSTEwcBCCCecwRQgQBMmppx9ZNk7GVxCqBJf5RDzdsGVBoAAZggAAHEc44AKrQLYFY1Vy9bVJIpakd5AZRDwJo+TgigAgEIIJ5zBFCBAEbLdnVkZBwC6FqAEgvgXDX/nDeq/3M5cRCAAOI5RwA1MWY6liOqANobAPO+Fsz2AuiNYa5eNbe4GQfQgAAEEM85AqjRLoA5v3SNqj/ZTYD0Aug2Yc5i1Iqg7egUY1NeMjlxEIAA4jlHADXaBTD7EkCPAM7lw2w6D7Qfb1P/53LiIAABxHOOAGoQQH/ZlH3k7W1AxtScsQXQPszYHNawzVzQl2xOHAQggHjOEUANAugtW90iTfQDeVsB1HX/oPrfrv7P5cRBAAKI5xwBNDT1RJZEFkDiBvKNBNA9zXjU/GPbfjIyOXEQgADiOUcADfoFMCe2tA3ktpsAxi2AqAJoLu3ahiDjs23I5MRBAAKI5xwBNCAAk7Td47cUgLlPEYAHBCCAeM4RQIN2Acyq8tIMATZWv4kAzEuAdrvmR9uQyYmDAAQQzzkCaEAABiIC6JIfVQDWp/1sWP/ncuIgAAHEc44AWgaNxFkRJoDw4BJPkLC1AJp5PhCABwQggHjOEUALAmhJfAFg7QaUTgC9kcC9D7YhkxMHAQggnnME0IIAWlILwHYJkEIAAwOM3t+GTE4cBCCAeM4RQAsCaBEQgHkPOLoAgt9PQiYnDgIQQDznCKCjnjImRwIFEBjddTkBARilSy2ATev/XE4cBCCAeM4RQIdyAYRfAiS/AEAAOwQBCCCecwTQgQAq0l8AbCYAeyDb1v+5nDgIQADxnCOADgRQsYEAxttAANIgAAHEc44AOg4ggKDwNhJAfyMIQBoEIIB4zhGAQb+rYE7EFID9cS2RGW6k1wko5qFmffh8tLUHkcmJgwAEEM85AjBAAAVbXABYBGCWDQEIgAAEEM85AjBQLoCwmwCbXABICmDr+j+XEwcBCCCecwTQMRovmg/BApiODgHEJpMTBwEIIJ5zBNAynjEmH7ITwLChKZkAbE8ei7fyIDI5cRCAAOI5RwAN5+qxsZcsDRBPAPbHNcZHTACb1/+5nDgIQADxnCOAhmoqoEznA4orgC3qSASwNxCAAOI5RwA1zaPDL1kaIFQA07FtKABjOwM1JRTA9vV/LicOAhBAPOcIoOYYApi8y7FVC9B2AhjPOro1mZw4CEAA8ZwjgIqq/jH/zYrAfTNtgM0E0G8DQgDyIAABxHOOAGrsjw7PhbB9c67rWbcBqg8UC0Cg/s/lxEEAAojnHAHUHEQAF38j13YXANsJYDjlxOZkcuIgAAHEc44AGtoaKMP6P2zfnFsBOGMUFID5WTIBSNT/uZw4CEAA8ZwjgIamXUTvOIBpAWzYAtQTwLB/KgIQAAEIIJ5zBNCifSRwVeN6OzohgBRkcuIgAAHEc44AOvKt/2dcAXgHu23YAtQzQFoBmKKJut5AMjlxEIAA4jlHACoIFMClMYBdAFteACCAvYEABBDPOQJQQWAvoOph787LHO0CkKn/cznUEIAA4jlHACqYJQDXfe76XRkB9D5CAAIgAAHEc44AVBAYzdk7FFitAJrtIAAfCEAA8ZwjABWERlMLwH4PYNsWoO6CZDxLaRoBCNX/uRxqCEAA8ZwjABWEC6D6r+0aYOMLAASwMxCAAOI5RwAqCI7GYwDFAiiDkqr/cznUEIAA4jlHACqYLYCxAZq/txRA+9M8+RVASdyVBpPJoYYABBDPOQJQwXwBjAwgK4D+J9F7AYkaIJNDDQEIIJ5zBKCCBQIYGmDzFqCuDSixAKq6X84AmRxqCEAA8ZwjABUsEUDfANtfAGwogEoCdAP1ggAEEM85AlDBIgH0DCAogPGz6uM/EOa+/jfieoPJ5FBDAAKI5xwBqGCZAEwDIIBkZHKoIQABxHOOAFQQPg6g3xTeGqCtgtUJwBwDgAA8IAABxHOOAFQQ/FD4sQH6s2BvWkV2Ahh8kOqZwAjAAwIQQDznCEAFYdE0N0IH1wCmAbatIisDIIBdgAAEEM85AlBBqADaFvH2veYJYeetZwKqNr6BAKQfB5DLoYYABBDPOQJQQVA0Rt3fGw92rluC+h9sQSmA8S2A+OMAev/dmkwONQQggHjOEYAKFguguQdw2fh5kM3WtxAAI4GDQAACiOccAaggJBprd5jq538rgI3ryEYAw/eZC0gABCCAeM4RgArCrwD6NwGq397dv1tXkhsJQJZMokEAAojnHAGoYKkALoOxwAggAZlEgwAEEM85AlBBeC+g8l/zHvDFfIkAEpBJNAhAAPGcIwAVhI8DaCbHbGgNIHAPuLoJgAD2AQIQQDznCEAFi0cCt5NBnCUuAFx3Zw+5c6RBAAKI5xwBqGDpXEAXYyjwZXsBuPpnHnPnCIMABBDPOQJQwaxoBvWtMRPExgIoWn/q//c/OPDOkQMBCCCecwSggnnROOv5zQVwKQUw2u6Rd44YCEAA8ZwjABVkKYBia5UAhhs+8s4RAwEIIJ5zBKCCmdE4KvrtLwAQwH5AAAKI5xwBqCBHAZT1/7mYCWjUBnTonSMFAhBAPOcIQAU5CqCcBa4GAciDAAQQzzkCUMHcaOxVvYAAyvEHCGAPIAABxHOOAFQQRQACw8AcA9COvXOEQAACiOccAahgdjS2yl5gIqD7S3UHYDAbxMF3jgwIQADxnCMAFeQpgHM7EviMAMRBAAKI5xwBqGB+NJbafvOnwXRTUyAAeRCAAOI5RwAqyFEAw6moDY6+c0RAAAKI5xwBqCCGADa/B4wAdgUCEEA85whABQuiGdX32z8zt/8sAoPD7xwJEIAA4jlHACrIVQDn3n9bDr9zJEAAAojnHAGoYEk0wwp/ewH0nkVgws4RAAEIIJ5zBKCCTAVwsdf/7BwJEIAA4jlHACqIIACJ+t8FO0cABCCAeM4RgAoWRdOv8hFAKjKJBgEIIJ5zBKACBLBjMokGAQggnnMEoIJl0fTqfASQikyiQQACiOccAagAAeyYTKJBAAKI5xwBqGBhNEalv6f6n50jAQIQQDznCEAFCGDHZBINAhBAPOcIQAUIYMdkEg0CEEA85whABUuj6ap9BJCMTKJBAAKI5xwBqAAB7JhMokEAAojnHAGoYHE0Tb2/q/qfnSMBAhBAPOcIQAUIYMdkEg0CECBdzn/8+HR6+uV0ARCABhDAjskkGgQgQLKcvz6VfDRZAASggeXR1DU/AkhHJtEgAAFS5fzu9OTLy+M/nU63UwVAABpAADsmk2gQgACJcv7+eVXz350++MtEARCABlZEU1b9+6r/2TkSIAABEuX8oa74ryJ4OVEABKABBLBjMokGAQiQKOd3TeP/66k2IASggjXRFJU/AkhIJtEgAAES5fx1J4CJ28AIQAXrBFASrzDrYecIgAAESJPzx1fND/+704e/DDc54Fc4NPcN0gUBWYYVAz7YAAQAsjS1PwY4OghAAAEBDApAE5AGVnUDrRqA9tQIxM4RgBpfAAQgBdGU1H2AdtYTiJ0jAAIQAAFIQTQlCCA9mUSDAARI1gvotnlBLyA7RFNQVfrmv7uAnSMAAhCAcQBSEE3JPp8Jxs4RAAEIwEhgKYimBAGkJ5NoEIAAzAUkBdFUtNX+jup/do4ECECAdLOBnpgN1AvRVNy304EigERkEg0CECBVzh95HsAERFPTjgSOWJy1sHMEQAAC8EQwKYimYX/1PztHAgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOccAahAVzTKwskkGgQggHjOEYAKdEWjLJxMokEAAojnHAGoQFc0ysLJJBoEIIB4zhGACnRFoyycTKJBAAKI5xwBqEBXNMrCySQaBCCAeM4RgAp0RaMsnEyiQQACiOf8BABQIF0ZHRDxnEsfcwCwE6QrowOSU851HSBEs2N0haMrGohJToeGruOYaHaMrnB0RQMxyenQ0HUcE82O0RWOrmggJjkdGrqOY6LZMbrC0RUNxCSnQ0PXcUw0O0ZXOLqigZjkdGjoOo6JZsfoCkdXNBCTnA4NXccx0ewYXeHoigZiktOhoes4JpodoyscXdFATHI6NHQdx0SzY3SFoysaiElOh4au45hodoyucHRFAzHJ6dDQdRwTzY7RFY6uaCAmOR0auo5jotkxusLRFQ3EJKdDQ9dxTDQ7Rlc4uqKBmOR0aOg6jolmx+gKR1c0EJOcDg1dxzHR7Bhd4eiKBmLCoQEAcFAQAADAQUEAAAAHBQEAABwUBAAAcFAQAADAQUEAAAAHBQEAABwUBAAAcFAQAADAQUEAAAAHBQEAABwUBAAAcFAQAADAQUEAAAAHBQEAAByUfATw48en09MvpUsRg4fTbfMy86DefXVTlP+X+s/Mo7k8fnsN59M/N3/mHk7B3emj+pWGaCA62Qjg9anko+kl9877560AMg/qrir+6cPKAJlHc3n3vArgtvoz93AK3t405dcQDcQnFwHcnZ58eXn8p1P34zlX3r9og8g8qIfT6fc/Xx7/WlcymUdzeXx1evZDGcDL4s/cwym4hlRX+RqigQRkIoDmV/Pd6YO/CBdlJdffZM1ZmHtQr7vK5Zv8o7n6rAijCSv7cArumt/8KqKBBGQigIf6wL0eyC+ly7KGx29Pp2cvagFkHlRb7OpF5tGYPiuatLIP51KU/YP/vQpKQzSQgkwEcNc1Zd6KFmQlb2+e/Mfrdflt+YeWoKpaRUs0tQA0hPP69PJ10zyXfzSQgkwE8Lo7gLO+jfX2jz9cWgGoCeqmEICWaK67pyi/gnAeriWvS68gGkhCHgJo68z651nWNMGoCapsWNYSzbtXZWuJgnDeP3/yTV3hK4gG0oAANkebAK4XALdaonkoOrUWreUKwilbexAAeEEAm6NMAO9flKXXEc3D009Op2ffaAjnoSw3AgAvCGBzdAngGkXZe1JHNFceXxcBZR/O46tytyAA8IIANkeVAK6//6ve8yqiKSnvAmcfzp159zf7aCAVeQig672moBeD0Quo+m/GQb17Xtf/KqKpKSvJzMN5e1N1/G97Ad1W7+cZDSQjEwFo6sesaBzA25vTBz/Ur/OPpqEUQObhNNM01VM1ZR4NJCMTAWgaydgKIPugrvX/s3Zmgdyj6ZpJyl/JmYczEEDm0UAyMhGAprlM2pom96Cu5TcalHOPpi141a01+3AqXjMXEPjIRADFLxotsxmad+SyDmpQm2QeTVFJPvvhcvnxptJa7uFUdBMcaYgGopOLAB71zGfeCSDvoN4/71oZbi+5R3OpJ2q9UjVrZR9OSSMAHdFAdHIRgKInGnUCyDuopr7snqGSczQFv32r6gFnBV2vHw3RQHTyEQAAAEQFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAAAAcFAQAAHBQEAABwUBAAAMBBQQAH5s1XH59Op6effd2+8/bm9FHKLb4rN/X46vTBX2Z+8+7U+87D6XQ7d+OpgwPIDgRwWH68OTU8+bJ+L20d+fhtVWsvFIBZNAQAEAEEcFCulbHJh7+U76atI5tae6kATi9Hq5oDAgAYgAAOyuvih//v/3Z99dt3N60BthHAEkoBdNpAAAARQADHpKhPf/9L/Ud5NXBbvNq5ALrCIQCACCCAQ/L+eb8CvVavT7657FwAv7vpGoEQAEAEEMAhuWtb/SseX1W/rss68t3np9PTL9rLgx8/KboKffHzpffGp1/XC7y+runNx9c3vuqq5+tqytX/9l2x6JNPy74/D/XthpfGPYDHN58b6yrff/zuurInn/0wLvGt0ROoFsD1G6W4um1e1fbhL48/XtfxrNjqY9G+9fTLZolhcM5ghpsHUAkCOCJFff+y985DVbcWdeTbqndQXbG+bfsK3V76bzyrKslrnfljufz/0f3AvqtWf9e7x2wRwLsXvXUV7//fN+1iPQoBNJq6TAjgf75qStxs4KN6iUFw7mC+iZBlgN2DAI7Itd4bdMO51ptFpXf94N88b/qGflO93/Ky/mrD/9/e3b02DYVxHE/dRhmIuEHGvJChm1VEJUPQG70IVIYyKKvt//+vmHPOc96S7DTMCdLn+7mxzdI0x4vnl5yX1B2iqQ7spnlyXe9exfpvq/UwAJKD2/ebq+QTvRpsAsB+uQuGYgC88Yf4FA54uR1pXKEx/+A/Hfj/EAAarXo9QOGewFZEczVsFgmYKtjV3cNv3b93V5Wvr7ZvZeN3sNOJjuz1c+urs+tsN7uemo6jm3P5uv400O6js4tb100zl5OoZq9vk1HpwAZAXA5WCgB3yndn/sp+eRz6t/LGlRoDaEAAaLQaXuM2tqKaGhkmhJrS2viiLkU7RofcM5g9+osI3Ifil/gbjl4AyFfELzMBIDcRbf8MXQCYPertdkcAuPMxdxzhlXkxaFypMYAGBIBGg/KaBIAvqI2/5M6uiJvYNSM1uAnX6l01ttWzq6Z5B5Pf0AuA5CyavLzHYeT0lOttPMFiAFz6b5W/yfcPGldqDKABAaBR6Q7A1123j+24nz1/LxvtHBv5hFzwN3G8ts2Ks1j/eHtcjQZAk00bmo+V80gCwM9fKgWApM/gVb9x5cYAChAAGg3HAKT0JVPlY0l0o6Z2Hmg6Jiw9LMlldPeRepts2Sxf+FHWkQBIirfU5ikBIHcJDwyArHHlxgAKEAAalWYBJTXSlEQ7Qhtm8iTTZkZqpusDChfW6c7jARBOwn1mSgBIR87fB8DRbbkxgAIEgEbFdQCyJb5cLkICDOpyXjPbpDbLBfbBs5cffo2OATzsDkA6gR7jDmBHY4D9RwCoVFgJnI8BiPXXhb1GHozv5jWz+/hl2NCG5VX3DAI32ZMdJo4BSCfQI40BlBoD7D8CQCVzdZ4OAyfPAvI1sckf2uDK5fDWIauZ3Z/nvgcoqc2r8UHgsVlAEwLAdgK9k7fx29tqQgD0G1dqDLD/CACd7n8aqBTlVeXXAdRuJ1dFzUqs7+EQ5k9ZzWyrJ1+kqsZqbpZkTV0HMCUAZImxfdv48707mxIAeeN2NAbYewSAUvb3AC5Gfg+gqk5+xsW5ZhpoWM4ry3vNWt3t+rrya6eSmmk/L2W3cV1AbhTZzw/1NweDlcB2wHliALjRhVo2myCza3mnBEDWuB2NAfYeAaDVfb8IFh6X45+OM5jJE9Ruh6Rm2oc5xOe1Rb6DqdrxLKBJAeAObW3O8CkAAAEySURBVN/GQ7w6mxAAvcaVGwPsPQJAreV5KH7ZbwLL7EgZwI0PaDt0pXHVezxoXjPbKvar+4iZXUhnuztWXXoa6LQAsLFUZ6dT/54SAL3G7WgMsO8IAMVuFk+70ndw8jFscY/MP88emX+zMFUyPDJ/u/mc/UBAXjOzFQb2Yf/mSH5G0cbMJTod+T0AOfLkAEh+0GZ9fWyPMC0A+o0rNgbYdwQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUgQAAChFAACAUn8AvOp4Y2zc3sgAAAAASUVORK5CYII=" width="768" /></p>
<p>We can see from the <em>Observed vs Fitted</em> plot that the fit is pretty good. The <span class="math inline">\(\hat\sigma^2\)</span> and adjusted <span class="math inline">\(R^2\)</span> values have also improved. Next we will like to check the normality and homoscadasticity assumptions for our model.</p>
</div>
<div id="checking-for-assumptions" class="slide section level1">
<h1><strong>CHECKING FOR ASSUMPTIONS</strong></h1>
<h2 id="normality">NORMALITY:</h2>
<p>The normal qqplot of the model after removal of the outliers is presented below</p>
<p><img src="data:image/png;base64,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" width="768" /></p>
</div>
<div id="checking-for-normality-continued" class="slide section level1">
<h1><strong>CHECKING FOR NORMALITY (continued)</strong></h1>
<p>From the qqplot it can be observed that almost all the points are within the 95% confidence band, but still we will perform <strong>Shapiro-Wilk test</strong> for normality to have a better idea.</p>
<pre><code>##
## Shapiro-Wilk normality test
##
## data: y
## W = 0.98026, p-value = 0.6301</code></pre>
<p>It shows that we do not have any strong evidence for rejecting the null hypothesis that the errors are normally distributed.</p>
</div>
<div id="checking-for-homoscedasticity" class="slide section level1">
<h1>CHECKING FOR HOMOSCEDASTICITY:</h1>
<p>We will perform <em>Breusch-Pagan</em> test to check for homoscedasticity. The p-value for this test statistic is given below.</p>
<pre><code>##
## Breusch Pagan Test for Heteroskedasticity
## -----------------------------------------
## Ho: the variance is constant
## Ha: the variance is not constant
##
## Data
## -----------------------------
## Response : y
## Variables: fitted values of y
##
## Test Summary
## -----------------------------
## DF = 1
## Chi2 = 4.960035
## Prob > Chi2 = 0.02593968</code></pre>
<p>The p-value is very small which indicates the presence of heteroscedasticity in our data. We present the <strong>Residual vs Fitted</strong> plot which will enable us to visualize heteroscedasticity more clearly.</p>
<p><img 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" width="768" /></p>
</div>
<div id="applying-transformations" class="slide section level1">
<h1>APPLYING TRANSFORMATIONS</h1>
<p>Now, we are going to make various transformations on the response variable, to make the data homoscedastic. We will try a series of transformations using the <em>trafo</em> package in <em>R</em>. We will select that transformation which gives the lowest value of <span class="math inline">\(\hat\sigma^2\)</span>.</p>
<p>The different transformations used in this project are listed below</p>
<p><img 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" alt="Different Transformations" /> <img src="data:image/png;base64,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" alt="." /></p>
</div>
<div id="results-of-the-transformations" class="slide section level1">
<h1>RESULTS OF THE TRANSFORMATIONS</h1>
<table>
<thead>
<tr class="header">
<th align="left">transf</th>
<th align="left"><span class="math inline">\(\hat\sigma^2\)</span></th>
<th align="left">adjusted <span class="math inline">\(R^2\)</span></th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">boxcox</td>
<td align="left">0.392533983400502</td>
<td align="left">0.844690804896685</td>
</tr>
<tr class="even">
<td align="left">bickeldoksum</td>
<td align="left">0.392542263660149</td>
<td align="left">0.84469073599327</td>
</tr>
<tr class="odd">
<td align="left">logshiftopt</td>
<td align="left">0.0322775273743844</td>
<td align="left">0.845775593107643</td>
</tr>
<tr class="even">
<td align="left">yeojohnson</td>
<td align="left">0.193158702455696</td>
<td align="left">0.845128277358805</td>
</tr>
<tr class="odd">
<td align="left">sqrtshift</td>
<td align="left">0.102309110555102</td>
<td align="left">0.842665331030252</td>
</tr>
<tr class="even">
<td align="left">manly</td>
<td align="left">0.862633918402704</td>
<td align="left">0.841536277834518</td>
</tr>
<tr class="odd">
<td align="left">modulus</td>
<td align="left">0.193158702454934</td>
<td align="left">0.845128277358819</td>
</tr>
<tr class="even">
<td align="left">dual</td>
<td align="left">0.301305212779837</td>
<td align="left">0.840926657790193</td>
</tr>
<tr class="odd">
<td align="left">gpower</td>
<td align="left">0.482662677877516</td>
<td align="left">0.845529147090464</td>
</tr>
<tr class="even">
<td align="left">log</td>
<td align="left">0.122766241167932</td>
<td align="left">0.819631633760822</td>
</tr>
<tr class="odd">
<td align="left">glog</td>
<td align="left">0.0956508240768469</td>
<td align="left">0.835858386257998</td>
</tr>
<tr class="even">
<td align="left">neglog</td>
<td align="left">0.0626816745949788</td>
<td align="left">0.842286764937687</td>
</tr>
<tr class="odd">
<td align="left">reciprocal</td>
<td align="left">0.0598542147478041</td>
<td align="left">0.519946364857671</td>
</tr>
</tbody>
</table>
</div>
<div id="model-with-the-transformed-variable" class="slide section level1">
<h1>MODEL WITH THE TRANSFORMED VARIABLE</h1>
<p>So, our new response variable will be changed from <span class="math inline">\(Y\)</span> to <span class="math inline">\(Y^\star\)</span> such that <span class="math display">\[\begin{equation}
Y^\star= log(Y+\lambda)
\end{equation}\]</span></p>
<p>The value of lambda which is estimated using maximum likelihood method has been extracted from <em>R</em> and shown below</p>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABgAAAASACAMAAAAOH3aoAAAA51BMVEUAAAAAADoAAGYAOjoAOmYAOpAAZrY6AAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtmAABmAGZmOgBmOjpmOpBmZjpmZmZmZpBmZrZmkJBmkLZmkNtmtttmtv+QOgCQOjqQZgCQZjqQZmaQZpCQkDqQkGaQkJCQkLaQtraQttuQtv+Q2/+2ZgC2Zjq2kDq2kGa2kJC2kLa2tpC2tra2ttu227a229u22/+2///bkDrbkGbbtmbbtpDbtrbb25Db27bb29vb2//b/9vb////AAD/tmb/25D/27b/29v//7b//9v///+JbF3tAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3dfZsbxb6Yaw0YBpNtgmPOnpXNAifmJNmwPd6cMATwMsQmZPyi+f6f56g1b9J4POpqdVfXr+q+/1jL9kVLVRp1PSO11L04A6BJi7kHAMA8BACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANCosgOwAODC+Evs6Lc4orkfbYCSjL7Gjn2DY5ogeABBCQBAowQAoFECANAoAQBolAAANEoAmubxgJYJQNM8HtAyAWiaxwNaJgBN83hAywSgaR4PaJkANM3jAS0TgKZ5PKBlAtA0jwe0TACa5vGAlgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRKApnk8oGUC0DSPB7RMAJrm8YCWCUDTPB7QMgFomscDWiYATfN4QMuaC8D/vXD5L63+fXHhQ3+fe3z+7u/+nuPvZyMrOwD/98YD0NLfN9f3DwWgpPH6u7/7++R/PxtZ2QEoenQTWgwx96CBaTX3FtDcI8gvaVUXAWiIAFRu2GKuAtACAajYnmu4CEDlBKBW4yzdGgAVE4A6jbpqiwDUSQBqNMFqLQFQHwGozmQLtQZAZQSgMmlrdPLjIQJQEQGoS+LqPODxkACohgBUJXVhHvZ4aADUQQAqkr4mD388JADiE4BqDFmQ93k8JACiE4BaDFqN93w8JABCE4A6DFyJ9348vAyAwASgBoMX4REeDwmAsASgAsNX4FHPFDHCTQE5CUB8Bay+EgARCUB4Zay8XgZAPAIQXDmrrgRANAIQWllLrgRALAEDsHz1x8nJyc+v/hqwbWWLU3nrrQRAINEC8PLJ9YloFg9+Sd28rqWpyLXWywAII1YA3jxabLv3NO0GqlqXSl1mJQCCCBWA08NuXbl/dO6z7i8H3ybdQk2r0hhr7ESPhwRACJEC8O7hasH/YeMffl8F4aPfUm6iojVplAV2usdDA6B8kQLw/L3lvkvClyk3Uc+CNM7iOuXjIQFQukABWD5eLG6+4XO6WHyS8mmgapajkVbWaR8PCYCyBQrA6tf9997vue3f7lLJYjTasjr54yEBUDABiGi0NTXD46EAUKxAAVg+Xhw8vfFvbb4FNN6KmuXxkAAoVKAAnB2/t9p3hwU+TbmJKtahEZfTTI+HBECRIgXg9eGqAL9u/MOb1fr/3ouCO9WwCo25luZ6PBwKgBJFCkD3OdDVin/0/Unnp/NvgiV9CrSGAARdSCUAyhMqAGcvDm+cCuLgm7QbqGAFCruKSgCUJlYAzpY/bibg4OvUM4LGX38ir6EKAGUJFoCV5cuTH4+Ojr4++WXA+aDDLz/BV1AJgJLEC8Beoi8+8ZdPCYByCEAgVaydDgVAMQQgkEoWTgWAQghAHBMsmzM9HhIARQgegJbOBTTFmjnb4yEBUAABCGOKBXO+x8OhAJifAEQxyXI55+MhATC34AE4e/vqz5T/PO56M81aOe/joQAwr+gBSBR3uZlmpZz78ZAAmJMAxDDROjn/4yEBMB8BCGGqRbKAx0MBYDZxA7B8+XPS2/9rQVeayZbIIh4PBYCZRAvAHycn60vCvHm0Ph3o3xM3j7nQVL9ASgDMIlYAzq8H8MlfZ6eXZ4VOuiJw0AA0sDp6HwjmECoAzy9W/U/fPeyuDLa+JFjSJYHDBmDuIUxOAWAGkQLQXRP43vc/PVos/vniUpBdEb5NuYmIa0wjK6MEQHaRAnB8/o7P8vH1L/7HiS8BAq4w7SyLEgCZBQpAt/Cvf90/XSwOnp7/2+pFQdJRgIDrS0NropNDQF6BAnB13p+NEwDVfy6gtlZEBYCcqg7A4hZTjW4iEw+5vMcj5E8JggoUgOXji3d+Xh/2fAuojgBMe/NT3vowEX9MEFOgAFwd8V39//mHgNYfA6r6IPDUa2GRj4cCQCaRAnC6Whe+ePXq2WJx//q1QN0fA516JSz08ZAAyCJSANa/+q+//vu/Vwv/g5OTJ8lfBQ62rEy+Dpb6eMR8vw6iCRWA5bP1srD67f/yO8FpnwEqd8G73fRrYLGPhwJABqECcHb28rv7n3/d/c7/j/OTAT1IOxVQuQvebTKsgAU/HgoAkwsWgGvLP747+j75fNCRVpQc61/Zj4cEwLTCBmCYSOtJjsWv8MfDqwCYlACUytJ3pgAwLQEolYVvTQJgOgJQKMveJQWAqQhAoSx6VxQAJiIAZbLmbZIAmIQAlMmCt8WRAJhCoAB0FwK+RZXXA7Dc3aAAMAEBKFKuxS7K43EmATCBQAE4e/OolQBkW+qCPB7nFABGFikA66sCf7nXLcRYQPItdDEej0sKAOMKFYDr68IPFWL9yLjMhXg8NkgAjClWAJIvAn9TiNUj4xoX4vHY5EgAjChYALqrgu3zJlCEtSPnChfh8di2kAAYTbQALB/v9RIgwsqRc3mL8HjcpAAwlmgBOHt9dPRvw7eOsHAIwC4KAOMIF4D9BFg3si5uAR6PWykAjEEASmNp68OLABiBABTGwtaPIwGwPwEojFWtJwWAvUUNwLuv7n8+4NNAxa8YFrX+JAD2FDYAw74RVvx6YUVLoQCwFwEoigUtjQLAPgSgKJazVBIAwwlAUXIvZqU/Hj04EgCDCUBJsi9lhT8evSgADCUAJcm+kBX+ePQkATCMABQk/zJW9uPRnwLAEAJQjhkWsaIfjxQKAANEDcBAJS8ScyxhJT8eiSQAkglAMeZYv0p+PFI5EgCpBKAUs6xeBT8e6RQAEglAKWZZuwp+PIaQAEgiAKWwco1BASCBABTCwjUOBYD+BKAQlq2xSAD0JQBlsGiNRwGgJwEogyVrRI4FQz8CUAYL1qgUAPoQgCJYr0amANCDABRhrtWq1MdjBBIAOwlACWZbqwp9PEbhSADsIgAlmG2hKvTxGIcCwA4CUAIBmIYEwJ0EoADzrVJlPh4jUgC4gwAUYL41qszHY0wKAB8mAAUQgCkpAHyIAMxvxhWqyMdjbAoAHyAAs5tzfSrx8Rift4HgdgIwO4vT5HwaCG4lAHOzNGWgAHAbAZibhSkLCYD3CcDMLEu5KADcJAAzsyhlowBwgwDMzJqUkQTAFgGYlxUpK0cCYJMAzGvm5ai4x2NqCgAbBGBeApCbAsAVAZjV3ItRaY9HFnM/6FAMAZjV3EtRaY9HHl4EwDkBmNXcC1Fpj0cmjgTAmgDMafZlqLDHIxsFgI4AzGn2RWju+5+PBIAAzGv2JWju+5+TAoAAzGj+FWju+5+VAtA8AZiR9WdmCkDjBGBGlp+5KQBtE4D5WH3m520gmiYA87H0FMCngWiZAMzHwlMCBaBhAjAb604hJIBmCcBsLDrFUAAaJQBzKWLNKWAIRVAA2iQAcylixSlhDGWQAFokAHMpYr0pYQyFUAAaJAAzKWO5KWEMpXAsmPYIwEzKWGuKGEQxFIDWCMA8CllqihhEORSAxgjAPApZaMoYRUEkgKYIwDwKWWbKGEVJHAmgJQIwi1IWmTJGURQFoCECMAtLTMEUgGYIwCysMEVTABohALOwwJTNiwDaIABzsLyUzpEAmiAAc7C2FE8BaIEAzMHSEoACUD8BmIGVJQY/J2onADMoZ10pZiBl8iKAygnADMpZVYoZSKEUgLoJwAzKWVSKGUipFICqCUB+Ba0pxQykXBJAxQQgv4IWlHJGUi4fCKVeApBfQctJOSMpmAJQLQGYYQwljOJcOSMpmgJQKQGYYQwFDOJCQUMpmwJQJQGYYQwFDOJCQUMpnBcB1EgA8g+hgEGQzJEAKiQA+Ycw/xgYQAGojwDkH8L8Y2AQCaA2ApB9BPOPgaEUgLoIQPYRzD4EhlMAqiIA2Ucw+xDYhwJQEQHIPYDZh8B+/AiphwDkHsDcI9hS1miC8DYQ1RCA3AOYewRbyhpNFD4NRC0EIPP9zz2CbWWNJgwFoBICkPn+y3p4ChtOHBJAFQQg8/2X9fAUNpxIFIAKCEDeuy9szShsOKEoAPEJQN67L+zRKW08sUgA0UUNwPKPk5//TN9MALaVNp5gFIDgIgXg7avLJf/3R+td7+CLvxJvQgC2lTaeaBwLJrZAAXj3cPHRb90fls8Wlw6+TbuNeXdWi0V9FIDIIgbguFv5/+no6Ktu30srwOwBmPPumYICEFjAAJyudrjz937ePF5cNKEvAWB0CkBYAQOwegHw6cU/LVcF+DLlNgSA8SkAUcULQLfoX73vs3o18EnKgeBZd1TrRK28DURQ8QJwdShg4996mzsAM947E/JpIGISgHwsEfVSAEKKF4Cz48XB08t/e30oAPsob0RhSQABBQvA07P1+/5XB34jHQMocX0ob0SBKQDhxArAysf/8st/vXoJ0P1TmE8Blbg6FDikwBSAaMIF4Nz6fZ/lPw4jfQ+gxMWhwCGFJgHEEigAqxX/5Y9fHV4HoCvC9eGAXgRgW4FDik0BCCVUANbWFbgMwL1f0zYWgG0FDik4x4KJJF4Ari3/Z+LyP+uCV+S6UOCQwlMA4ogcgAHmDcBs9/1BJY4pPAUgDAHId9cFPjIljqkCEkAQApDtni0J7XAkgBgEINs9F/3AMC4FIITgAYhzLiDLQWMUgAAEIA+rQXv8zCmeAORhLWiQFwGULngAzt6++jPlPxcAMnIkgMJFD0CiufZG60CbFICyCUCm+y3zYSl0WBWRAEomAJnut8yHpdBhVUUBKFfcACxf/pz09v/aTHtisUtAocOqiwJQrGgB+OPkZH0GuDePur3q4O+Jm88XgFnud6dSx1UZBaBQsQLwYn01gE/+Ojs9vLgyTNIFIQXgplLHVRsFoEyhAvD8YtX/dH0pmKOjz7o/J92CAGwrdVzV8TYQRYoUgNerX/vvff/To8Xiny8uBdwV4duUmxCAbaWOqz4+DUSJIgXg+Pwdn+Xj61/8jxNfAsyzC5a765c6rgopAAUKFIBu4V//un96fSng1YuCpKMAswVgjrvtodiB1UgCKE6gAFyd92fjBEAxzgVkt2dNAShM1QFY3GKq0d3FXs85BaAsgQKwfHzxzs/rw55vARUSADs9VySAkgQKwNUR39X/n38IaP0xoPIPAtvjuaYAFCRSAE5Xe84Xr149WyzuX78WCPAxUDs8GxwLphyRArD+1X/99d//vVr4H5ycPEn+KrAAMD8FoBShArB8tt51Vr/9X34nOO0zQAJAERSAQoQKwNnZy+/uf/519zv/P85PBvQg7VRAswSg5J293JFVTgIoQrAAXFv+8d3R98nng54pAPnvtKeCh1Y5RwIoQdgADCMA2woeWu0UgAIIQIb7LPchKXho9ZMAZicA099lwTt5wUNrgQIwMwGY/i4LfkRKHlsLFIB5CcD0d1nwI1Ly2NqgAMxJAKa/y4IfkZLH1ggFYEYCMP1dFvyIlDy2VngbiPkECkB3IeBbFH49AHs3O/g0ELOZNgDLP05u83Pi93fPhQ1A7rskGAVgLtMGYIw1+9qbRwJAlSSAeUQKwPqqwF/uNzgBoEgKwBwyvQX0ZLE4ePD9ycl/P1wcfD3wLaCzjevCDx6cAFAmBWAGeQ4CP18s/uNfV3/c45f41IvA35R9F7NX05cEkF2WAJxuXrjxeK9f4k/3exNojgBkvkfCUgByyxGAq6u5r919HfddVre1z0sAAdhW9uia41gwmeUIwPb7Nnu+i/P66Ojfhm+de+8qfX8ue3QNUgCyCheA/cwQgLx3mKjw4TVIAcgp01tAG2/7n6ZeyH1MArCt8OE1SQLIJ8tB4OcbH/1/83Dfz/LvI/OeVfyuXPjw2uRIANlkCUD3fbB7P3R/Wr44HP49sBHkD0DW+0tW+vjapADkkud7AKfnT+n76//d+ETQcO++uv/5gI4IwLbSx9cqCSCPTGcDfX19Gp97v45xLwMPJQvAttLH1y4FIIdsp4N++eSz1TP64we/jHMvIQJQ/j5c+vgapgBkEOh6AFuiBCDn3VEXCWByAjAh+y/7cCSAqeULwNv1pWD+HOleBID6KQATyxWAF59dHAM++GaUexEAWqAATCpTAJ5tXA7mizG+BxwhAPZd9udZxISyXQ9gcfDg5OSnJ4eLzVNDDxckABnvjUp5EcB0sgTg9eHV7/3LZyN9E2wYASAcRwKYTJYAHN+4IMwYLwGGEYBt5Y8QBWA60S4IsycB2Fb+COlIANNwPYAp76z4Xbb8EXJOAZiCAEx4X+XvseWPkAsKwAS8BTThfZW/vwYYIpckgNE5CDzhfZW/twYYIlccCWBsWQLQXQ7g8gvALxab14fMTQC2BRgi1xSAkeX5Ithxdx2A71+9evXTo5G+CDaQAGwLMEQ2SQCjyhOA7rLwV+Y7ApB1wQuxowYYItsUgBFlOhfQ8upkQAejnApoqLwByHZfNEQBGE++00H/8d3R0dHffh777tIIAPEpAGOJekGYgQSACigAIxGA6e6q6EeCyLwNxDiiXhFsoHx7jT2UCfk0EKOIekWwgbIGINdd0SAFYAxRrwg2kABQCwlgf1GvCDZQth0myL4ZYpB8gAKwL1cEm+qOQuyZMUbJBygAe3IyuKnuKMSOGWOUfJAEsBeng57qjkLsljFGyYc5EsA+XBBmovuJsVPGGCV3UAD2IAAT3U+MXTLIMLmLBDCYt4Amup8YO2SQYXI3BWAgB4Enup8Y+2OQYbKDAjCMK4JNdD8xdscgw2QnCWAIVwSb5m7sjOTlSAADuCLYNHdjTyQzBSCdK4JNczd2RLKTAFK5Itg0d2M3ZAYSQBoXhJnmbop+FKiWApBEACa5F/sgM5EAEgjAJPdS9INA3RSA3nIF4OWPR9f+Vvk3gePsf2EGSgIFoK88AXj9aLGp9nMBxdn9wgyUJBJAP1kC8O7hQgCKFGagpHEkgF6yBKC7IuTn3ReBL/w59n32JgDbwgyURApAH5nOBjrn6R82ZdklAu15YQZKMglgt0zXA5jxMsBbcgUgw72MIs5ISacA7JL/gjCzEoBtcUbKAArADpneAhKAMsUZKYNIAHfKdRB4vksAbBGAbXFGyjCOBHCXLAEo5yWAANAYBeAOma4H8GRx8PWrse9pgBx7gv2NokgAHzRtAG5+A6yJL4LZ2SiMAvABAjDBfdjXKIsCcLuJA/DV/dt8LgCQlQRwG6eDnuA+in4IaJMjAdxCACa4j6IfAhqlALxPAMa/i0B7WaChsjcJ4CYBGP8uin4EtkUaK/tTALZN/imgj357/7NAVX8KKNQeFmmsjEAB2CIA499FoB0s0lgZhQSwYfKPgX7+2/sfBq36Y6Chdq9IY2UcjgRwzTGA8e+i6EdgW6SxMhIF4IoAjH4PkfatSGNlNBLABQEY/R6KfgBuCDVYxqMArAnA6PdQ9ANwQ6jBMiIFoONkcKPfg92KCCQAAZjgHuxUhOBIAM4GOvod2KUIQgFwDGDsOyh6/rBJAlonAGPfQdHzh20K0DYBGPsOip4/3KAATcsXgLcnJz//dbb8c+z7SzL1U93ORDgS0LBcAXjx2fmnf949vPfr2PeYIEMApr2DkQUbLpNwJKBdmQLw7PLjn+8eLg6ejn2X/QnAtmDDZRoK0Kw8AXi+enrd+x+HqwAsHy8Wn/w19n32JgDbgg2XqUhAo7IE4PXhYvHN6pf/7gtgXQG+Hfs+exOAbcGGy3QkoElZAnC8WHx6dhGAs9P1X2Yy8TM83C4UbLhMaCEBDcoRgNUv/d37/hcBWL0cmO89oOkDMOntjy7aeJmSArQnRwDOLwx5GYCLv81DALZFGy/TkoDWCMC4Nx9s54k2XqamAG3xFtC4Nx9s34k2XianAE3JdRD4y6sAPK/3ILBdhwpIQEOyBOD04jtgXQBWf672Y6D2G2rgSEA7sgSg++z/wQ9dAJb/vqj4i2D2GqqgAM3I803grSuD1XsqCDsNlZCARmQ6F1D3GuBCxSeDs8tQDQVoQrbTQb950p0P9ODBL2PfXxIBgH4UoAUuCDPqrRc9eUgiAfWbIwDL/6/OL4IF3F3CDZicHAmoXpZvAv/nrY/9vHm03zeBl6/+ODk5+fnVkM8STR2ACW99EvFGTE5OEFe7PKeC+PR6se4+CLpHAF4+2fg8UfoBBQHYFm/E5KUAdct0LqCrArx+1H0RYGgA3jxabLv3NHFwArAl3ojJTQJqlulcQBcFWK4vDfnF0C+CnR52m98/OvfZ+ksFad8qFoBt8UZMfgpQr2zfBO4K8PvhXt8D6L5OdvDDxj90t5f2dpIAbIs3YmagANXK8ymgdQH+T/fr/8Hfh9/y8/eW+y4JXyYNbsKnccSdJN6ImYUEVCrzN4Ef7PE14NuuJnyaeGahiQMw3Y1PJOCQmYUjAXXK9T2A5XH36/83+9zwbVeSSb26jABsCzhk5qEAVcr2RbCuAJ/udRpQAYAZSUCFMn4T+NmeBbi4sNgWbwFBNhJQnWkD8O6r+9fWJ4Nb/+nzYd8DOH5vtV8fXE4anADAYL4ZXJuJA7B5HYBrA78J/PpwVYDNo8hvHqdeXUAAYB8KUJdIAeg+B7pa8Y++P+n8dP5NsKRPgU4ZAPsFTZCAmsQ6HfSLwxspSf1c0bQBmOy2oSAKUI9YAThb/riZgIOvUw8qCwDsTQGqESwAK8uXJz8eHR19ffLLgI8UCcC2iGOmABJQiXgB2IsAbIs4ZkrgSEAdJj8I/NFv7x8K3u+CMHsNTgC2RBwzRVCAKgjAeDcdcG+IOGYKIQEVmPyLYJ//tv11sD2+CDbG4CZ7vsbcFyKOmWJIQHjBjwGUcy6gmDtCyEFTDAWITgBGEnM/CDloCqIAsQnASGLuBiEHTVEkILLgATh7++rPlP9cALaFHDRl8T5QYKHOBTTC4AQARqYAcQnAaLdsD6BVEhBVxusBVP0xUM9/miYBMQU8BvD2ZXc26LT3/i9NGYCJbhkiWEhARNEC8Puj63eSPv46OQICABNRgIBiBeDNxvK/9kXiGUEFACYjAeFkDMD5eSH20V0TcvFxd3Hhg3/57vyCYEmXhBcAmJQCBJMzAIlf2npPdwn49TWBV3/oLgW8vjpM0jXhBeCGmKOmXAoQS6QAPL/6hX9VgPVNdS8Jvk0a3ETPzajP+pijpmQSEEmgAHQvAC5X+9OLq8E/T3wJMGEAprnhiQUdNiXzeaBAAgVgc/vVn9cvBlYvAZKOAgjAtqDDpmgKEEfcAKz/fPdt3vYt5D0GcIeoT/egw6ZwChBFrAB0h37XVr/5C8AIgg6b8klACIECcHZ8/Yb/5fHg08QPgk70lAz7XA86bALwKiCCSAFYrfbnh36v/vT74eW/9B3cZAGY5HYnF3XcBOBQQACRvgncfQxoce9fT356slifUfTdo0XqmUUFYFvUcROCAhQvUgDOV/xz3dGA7mTT935NugUBgIwkoHChAnC2fHax/j/o3vh/9/Dg6zLOBeQ5DrdTgKLlCMDyj5MbXg2/+T9+PPrbz4nL/sbgJnkqeorDhyhAyXIE4Lbrgj1Ie+tmLJMFYIqbhSpIQLnmCsD1R/qzEgDIzueBipXnLaB/71b8B9+fnHx3uPrD1z89OUw+kfNIgxMAyE4BSpXlIHD3EuA/Xqz3z88/wfkw8TSeIxEAmIMClClLALbO2Xm8/u7WaeqZ/MchANvCDpx4JKBAWd4Cerz5jv/5CTxTT+M5EgHYFnbgBORVQHkyHQTe+L7u+d/2Pi/EMJM8/QI/q8MOnIgcCihOoADc+mGixHNBTBWACW41i7gjJyQFKEymt4A2jvien8Dz8nzOCQRgfHFHTlASUJRcB4E3L+XSHQROvZZj580jARhZ3JETlgQUJNvHQA++Wf/xxeF6yX6Reh7nte6lRPpWW4MTgC1xR05cDgWUI8/J4E4P1z/x++ffAf52XYQhx4C330waMjgB2BJ35ESmAKXIdDbQ19fv3nQncN68umOSfT88JADb4o6c2CSgDNlOB/3yyWerH/jHD37p/rL87l8HfgngdL83gaZ4ynkiQzoJKEGs6wGs3wTa5yXARAEY/0ahdgpQgGgBOHt9dPRvw7cWACiGAswuXwDedleC+fnPse8ujQBAQSRgZrkC8OKzi2PAFx8HnYkAQEl8JHRemQJweS3fzhdzXAjgggBAURRgVnkC8Lz71f/Bycn6SjCznAf6ggBAYRRgRlkC8Prw6vf+5bNxrgb57qv7nw/4NJAAbAs8dCoiAXPJEoDjGxeEGeElwMBvhE3wLAv91A08dGriVcBM5rogzL6KCsDot5lN5LFTEweApyYAAB+/SURBVIcC5jHX9QD2JQCjiDx26qIAcxCAfYV+0kYeO7WRgPy8BbSv0E/ZyGOnPhKQm4PA+wr9hI08dirkUEBmWQJwuvqRXn4B+MViz1P6nxOAUUQeO1VSgKzyfBHsuLsOwPevXr366dFIXwQTgFFEHjuVkoCM8gSgu5LXlRGOAAw2wXQ9V2FcEpBNpnMBLa9OBnQw56mApgnA2DcJjXMoIJd8p4P+47ujo6O//Tz23aURAIhAAfIId0GY/QgAxCABOQjA3rdY9IQhLAmYngDsfYtFTxjiUoDJTRuAdw8XtxnhVBBDBycAEIcCTEwA9r7FyM/P0IOnBRIwqYkD8NX92wy5lMtIgxt7usGfnaEHTxN8JHRKjgHse4NFz3eX2KOnCQowIQHY9waLnu8usUdPIxRgMgKw7w0WPd9dYo+edkjANARg3xsser67xB49DfEqYBICsO8NFj3fXWKPnpYsHAuYgADse4NFz3eX2KOnLQowPgHY9waLnu8usUdPaxRgbAKw7w0WPV+ojASMSgD2vD1PRsjJq4AxCcCet1f0dKE+DgWMSAD2vL2ipws1UoDRCMCet1f0dKFOEjCSfAF4e3Ly819nyz/Hvr8kAgBVkIBR5ArAi8/OTwP97uG9X8e+xwQCAHVwKGAMmQLw7PI6AO8eLg6ejn2X/QnAtuDDp2kSsL88AXi++jHd+x+HqwAsHy8Wn/w19n32NvJ0wz/9gg+fxinAvrIE4PXhYvHN6pf/7kpgXQG+Hfs+exs/AKPeXnbRx0/rJGA/WQJwvFh8enYRgLPT9V9mIgDboo8fJGAfOQKw+qW/e9//IgCrlwPzvQckANuijx8cCthHjgC8e7i+DPxFAC7+Ng8B2BZ9/HAmAXsQgL1uLfqTLvr4YU0BBvIW0F63Fv0pF34CcE4CBsl1EPjLqwA8r+cgcPwnXPgJwCUJGCBLAE4vvgPWBWD152o+BurpBuVw0ch0WQLQffb/4IcuAMt/X1T0RTDPNSiJAqTK803gdw8X1+o5FYSnGpRFAdJkOhdQ9xrgQj0ng/NMg/JIQIJsp4N+86Q7H+jBg1/Gvr8kYwdgxFsDRuFVQH8uCLPPjRU9V2iUo8G9CcA+N1b0XKFZCtCTAOxzY0XPtY/4M4BbKUAv0wZg69M/1yo5FUQFz6/4M4APkYDdBGCfGwv/7Io/A/ggrwJ2mjgAX92/zedVBKCG51b8GcCHORq8i2MAe9xW0VPtpYIpwB0U4G4CsMdtFT3VXiqYAtxJAe4iAHvcVtFT7aWCKcAuEvBBArDHbRU91V4qmALs5FXAh0z+KaD1eaCr/BRQDc+oCqYAuzka/AECsMdteTpBEApwq8k/Bvr5b+9/GLSaj4GOd2PAtBTgFhMfA1iOfet7EgBolwTcNG0Alo9nfLvnNiNO11MJovEq4IZMxwBKycC4ARjttoAsHA3eJgDDb8qTCMJRgE3TnwzuWwEAyqEA1yY+CHy8eqA/7q4F+XF1nwKq4ilUwxwgmQRcmDgAp7ecDLqS7wFU8QSqYQ6QzquAc1OfCuL3zwSgYDXMAQZwNHgtx7mAHAMoVg1zgEEk4EwA9rmpCp45NcwBBlKALAFYfnf0t7/GvpthBGBbDXOA4VovgNNBD76lGp43NcwB9tF2AvIF4O3Jys9/jn13aUYNwFg3NaMqJgH7aPqNoFwBeHH5aaCDb8a+wxQCsK2KScBeWj4anCkAzzY+BPrFjMcDBAC4qd0E5AnA8+5X/wcnJz89OVz96dOx77I/AQBu0WgCsgTg9eHV7/3L1WuBg6dj32dvAgDcqskCZAnA8eZv/cdzvgQQAOADGkxAlu8BPN78pX/1cuCT2Y4CCADwQc0lIP83gWf9XrAAAB/W2qEAARh6Qw09SaAdbX0iyFtAQ2+oiidIHbOAMbVUAAeBh95QFc+POmYB42qnAFkC0F0W5vILwC8W3VUi5yIA2+qYBYyukQTk+SJYd2XIe9+/evXqp0eVfBGskidHHbOA8bXxKiBPAJaPN04FMd8RAAG4qY5ZwASaOBqc6VxAy6uTAR3MeSogAbihjlnAJBpIQL7TQf/x3dHR0d9+Hvvu0gjAtjpmAROpPgEuCDP0hoqeZ191zAKmU3cCsgTg2b0fxr6XgQRgWx2zgCnVXID8XwSb1VjTrfcJAdxUbwLynwpiViMGYJwbAgKoNQGZXgGMHoDlH4OuLywAwACVHgrIcgzg+Thf/nr76nLJ//3RwI+UCgAwSJUJyPMpoBeH3ReB97zhq3eSrr9UsDhIPKuEAAADVfih0CxvAX139M+LTcPeELoKQHdiiYN/Ojr6apF8XiEBAAarrgCZDgIvRgxAd2q58/d+3jxOvS0BAPZQWQGyBOCr+9s+3ysAG+eT7s4x9GXS4ARgSyXTgIxqSkCgbwJfBKBb9K/e9zlNPLecAGyrZBqQU0WvAuIFYOtbBalfMRhpun780LB6jgYLwBBV/Og7tcwD8qolAdMH4M2Tw8Xi468HfGvrhutjANcnlnh9KAD7qGUekFsdCZg6AFef2T/4+7433AXg6dn6ff+rA78zHQMI/2O/VMs8YAYVJGDqABxff/gz6eM6tzj/NOnH//LLf716CdD90xyfAgr+Q79WyzxgFuELMHEAXh8uFvd+ePWqO3fDvmcE3fw6wfp9n+U/Dmf6HkDsn/mGWuYBMwmegIkDcHz5Fk3y7+q3Wb788avD6wB0t5lYFQHYVss8YDahEzBtADY+sz/SCeEuKnAZgHu/Jg5OAIBRRT4UMG0AVkv05a/orw/TDtf2sPyficv/WNMN+9MGJhD3E0GTB+DyPfoyrgozWgDGuBmgElETIACDbiXczxmYVMwECMCgWwn2UwamFzABAjDoVkL9jIE8wiUgeADmORdQqJ8wkE+wAgjAAJF+wHerZiJQilAJEIB0gX68u1QzEShHoARM/z2A70/Wfjq8+uPJz+N9IeDtq6TTjI4VgBFupQj1zATKEedQwOQBuM18R4MFYFs9M4GSRPlQqAAMuZHif6x91TMTKEuMBEx8LqA/Tm4z4ltAqYMTgC31zARKEyEBgS4Jeentyy4iae/9XxKAbfXMBApUfAKiBaC7sMClAdeZFIBt9cwEilR4AmIF4M3G8r/2ReKbSWNMt+QfZ6p6ZgKFKroAoQLQXV9s8fH9zxaLg3/57uiz7mFNPMX0SAHY/0aAVhScgEgB6C4v88mv53/oLjOw/PEw9SozAgBkV2wCIgXg+dUv/KsCrD9K2r0k+DblJgQAyK/UQwGBArBxfcmz04srDKdeaFIAgDmU+aHQQAHYPO/P6s/rFwOpF5oUAGAeJSYgbgAurwt/x9eKb/sW8v7jKOwnCARRXgJiBeDyCvPdb/4CAERTWAICBeDs+PoN/8vjwaeJHwQdYbol/fT2VtFUIIaiXgZECsBqtT8/9Hv1p98PL/+lp3ECsPdtFKOmuUAQBRUgUgC6jwEt7v3ryU9PFuszir57tEg9s6gAbKtpLhBGMQWIFIDzFf9cdzSgO9n0vV+TbkEAttU0F4ikjASECsDZ8tnF+v+ge+P/3cODr/OfC6iEn9poapoLhFLEq4BYAVj548ejvw2/noAAbKtpLhBLCUeDwwVgPwKwraa5QDTzJ0AA0m+i6BmmqWkuEM/cCRCA9JsoeoZpapoLhDRrAwQg/SaKniEQzIwJEID0myh6hkA4syVAAJJvQQCAsc2TAAFIvoWiJwgENcfLgEAB6L74e4ukc0EIAFCq/AkQgEQCAEwldwECBeDszSMBAOqWtQCRArA+HWjS2Z/fIwDbqpoM1CFjAkIFYOu68IMIwLaqJgOVyPdGUKwA7LgE5G4CsK2qyUAtsh0NDhaA7lpg+7wJJADbqpoM1CNTAqIFYPl4r5cAArCtqslAVXIkIFoAzl4fHf3b8K33nm5lXwSuajJQmelfBoQLwH7GCMAoAylEXbOB2kydAAFIvYGi55eqrtlAfaZNgACk3kDR80tV12ygShMmQABSb6Do+QEVmuxlQNQAvPvq/ucDPg0kAEBAEyUgbACGfSNMAICQJkmAAKTegAAAsxg/AQKQegMCAMxk7JcBApB6AwIAzGbcBAhA6g0IADCjMRMgAInb1xWAumYDjRgtAQKQuH1dK2Zl04FWjFQAAUjcvq4Vs7LpQDtGSUDUAAwkANsqmw60ZIQECEDi9kVPL1ll04Gm7H8oQAASty96eskqmw40Zt8ECEDi9kVPL1ll04Hm7PehUAFI3L7o6SWrbDrQoH0SIACJ2xc9vWSVTQeaNDwBApC4fdHTA9o0sAECkLh90dMDWjWoAAKQtrkAAGUaUAABSNu86NkBbfMK4E4CAHBJANI2L3p2ACkEIG3zomcHkEIA0jYvenbpapsPkEIA0jYvenbpapsPkEIA0jYvenbpapsPkEIA0jYvenbpapsPkEIA0jYvenbpapsPkEIA0jYvenbpapsPkEIAkraubcGsbT5ACgFI2rroyQ1Q3YSABAKQtHXRkxugugkBCQQgaeuiJweQRACSti56cgBJBCBp66InB5BEAJK2LnpyAEkEIGnroicHkEQAkrYuenIASQQgaeuiJweQRABSNq4uANVNCEggACkbFz23IeqbEdCfAKRsXPTchqhvRkB/ApCycdFzG6K+GQH9CUDKxkXPbYj6ZgT0JwApGxc9tyHqmxHQnwCkbFz03Iaob0ZAfwKQsnHRcxuivhkB/QlAwrb1LZf1zQjoTwASti16agCJBCBh26KnBpBIABK2LXpqAIkEIGHboqcGkEgAErYtemoAiQQgYduipwaQSAASti16agCJBKD/phUGoMIpAb0JQP9Ni57ZMDXOCehLAPpvWvTMhqlxTkBfAtB/06JnNkyNcwL6EoD+mxY9s2FqnBPQlwD037TomQ1T45yAvgSg/6ZFz2yYGucE9CUA/TctembD1DgnoC8B6L9p0TMbpsY5AX0JQP9Ni54ZQCoB6L2lAAB1EYDeWxY9MYBkAtB7y6InBpBMAHpvWfTEAJIJQO8ti54YQDIB6L1l0RMDSCYAvbcsemIDVTkpoCcB6L1l0RMbqMpJAT0JQO8ti57YQFVOCuhJAHpvWfTEBqpyUkBPAtB7y6InNlCVkwJ6EoDeWxY9sYGqnBTQkwD03rLoiQ1U5aSAngSg74ZVrpVVTgroSQD6blj0vIaqc1ZAPwLQd8Oi5wWQTgD6blj0vADSCUDfDYueF0A6Aei7YdHzAkgnAH03LHpeAOkEoO+GRc8LIJ0A9N2w6HkBpBOAvhsWPa+h6pwV0I8A9N2w6HkNVeesgH4EoO+GRc9rqDpnBfQjAD23q3OprHNWQD8BA7B89cfJycnPr/4asO0eARi2YeEqnRbQS7QAvHyyuPbgl9TNBWBbpdMCeokVgDePFtvuPU27AQHYVum0gF5CBeD0sFv07x+d+6z7y8G3SbcgANsqnRbQS6QAvHu4WvB/2PiH31dB+Oi3lJsQgG2VTgvoJVIAnr+33HdJ+DLlJgQA4FKgACwfLxY33/A5XSw+Sfk0kAAAXAoUgNWv+++933Pbv91FAAAuCUDP7QQAqE2gACwfLw6e3vg3bwEBDBUoAGfH76323WGBT1NuQgAALkUKwOvDVQF+3fiHN6v1/70XBXcSAIBLkQLQfQ50teIffX/S+en8m2BJnwIdOt1azwXnewDQtFABOHtxeONUEAffpN3A8AAM2q54tc4L6CNWAM6WP24m4ODr1DOCCsC2WucF9BEsACvLlyc/Hh0dfX3yy4DzQQvAtlrnBfQRLwB7EYBttc4L6EMA+m1W9KyGq3VeQB8C0G+zomc1XK3zAvoQgH6bFT2r4WqdF9BH8ABkOheQAAAVEoB+m1kogeoIQL/NBACoTvAAnL199WfKfy4AAJeiByCRAABcEoBeWwkAUB8B6LVV0ZMCGCRgAJav/jg5Ofn51YBTAQkAwJVoAXj5ZONsoA9+Sd1cALZVOzGgh1gBePPoxvUA7j1NuwEB2FbtxIAeQgXgdH0xgPtH59YXBDv4NukWBGBbtRMDeogUgHcPVwv+Dxv/8PsqCEnfAxOAG6qdGNBDpAA8f2+575KQdFFgAdhW7cSAHgIFYPl4sbj5hs/pYvFJyqeBBGBbtRMDeggUgNvO+5PnXEACANSo6gAsbjHkngUAqFGgACwfLw6e3vi3u98CEoBdqp0Y0EOgAJwdv7fad4cFPk25CQEAuBQpAK8PVwX4deMf3qzW//deFNxp0HSdCw6oUqQAdJ8DXa34R9+fdH46/yZY0qdABwdgwFYAhQsVgLMXhzfe0T/4Ju0GBADgUqwAnC1/3EzAwdepZwQVAIBLwQKwsnx58uPR0dHXJ78MOB+0AABciheAvQgAwCUB6LNR0XPaR70zA3YTgD4bFT2nfdQ7M2C3YAFY/vjV/X/61+s3/7OcC0gAgCrFCsA/Dm98+kcA9lPvzIDdQgXg+dUHQC9PCSEA+6l3ZsBukQLQnQri3g+vXj3r/v982ReA/dQ7M2C3SAF4fvmbf3dt+PMC5AhAzacCqndmwG6BArBxRbDuj+sWZApA+kZBVDw1YKdAAdhc7C/PAy0A+6l4asBOQQNweTl4AQAYKmoAuiPCB08FAGCwQAHYOAbQOV0sPvpVAACGChSA7lNAn27/9aP/JQAAA0UKQPc9gAd/Xv/9eP2dMAEAGCRSANbfBN5c758JAMBgoQLQXRJya73vLhE5dQBq/h4Y0LRYAThb/v63reuALZ8dZghA8jZh1Dw3YJdgAdiXAGyreW7ALgKwe5OiZ7SfmucG7BI1AO++uv95yns/FwRgW81zA3YJG4DELwBcEIBtNc8N2EUAdm9S8SJZ89yAXQRg9yYVL5I1zw3YRQB2b1LxIlnz3IBdBGDnFjUvkjXPDdhFAHZuYY0E6iQAO7cQAKBOArBzCwEA6hQ1AAMJAMAlAdi5RdETAhhMAHZuUfSEAAYTgJ1bFD0hgMEEYOcWRU9oT1VPDthBAHZuUfSE9lT15IAdBGDnFkVPaE9VTw7YQQB2blH0hPZU9eSAHQRg1wZVr5FVTw7YQQB2bVD0fPZV9+yAuwnArg2Kns++6p4dcDcB2LVB0fPZV92zA+4mALs2KHo++6p7dsDdBGDXBkXPB2A4Adi1QdHzARhOAHZtUPR8AIYTgF0bFD0fgOEEYNcGRc8HYDgB2LVB0fMBGE4Adm1Q9HwAhhOAXRsUPZ991T074G4CsGuDouezr7pnB9xNAHZtUPR89lX37IC7CcCO/77uJbLu2QF3E4Ad/33R09lb5dMD7iQAO/77oqezt8qnB9xJAHb890VPZ2+VTw+4kwDs+O+Lns7eKp8ecCcB2PHfFz2dvVU+PeBOArDjvy96OgB7EIAd/33R0wHYgwDs2GCSYQAUQAAAGiUAAI0SAIBGCQBAowSgaR4PaJkANM3jAS0TgKZ5PKBlAtA0jwe0TACa5vGAlglA0zwe0DIBaJrHA1omAE3zeEDLBKBpHg9omQAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAFomscDWiYATfN4QMsEoGkeD2iZADTN4wEtE4CmeTygZQLQNI8HtEwAmubxgJY1FwAALo2+xo59g2Oa+8EGKMnoa+zYNziykO96RBx0xDEbdC4Rx2zQve4v790l80PMJOKYDTqXiGM26F73l/fukvkhZhJxzAadS8QxG3Sv+8t7d8n8EDOJOGaDziXimA261/3lvbtkfoiZRByzQecSccwG3ev+8t5dMj/ETCKO2aBziThmg+51f3nvLpkfYiYRx2zQuUQcs0H3ur+8d5fMDzGTiGM26Fwijtmge91f3rtL5oeYScQxG3QuEcds0L3uL+/dJfNDzCTimA06l4hjNuhe95f37pL5IWYSccwGnUvEMRt0r/vLe3fJ/BAziThmg84l4pgNutf95b27ZH6ImUQcs0HnEnHMBt3r/vLeXTI/xEwijtmgc4k4ZoPudX957y6ZH2ImEcds0LlEHLNB97q/vHeXzA8xk4hjNuhcIo7ZoHvdX967S+aHmEnEMRt0LhHHbNC97i/v3SXzQ8wk4pgNOpeIYzboXveX9+6S+SFmEnHMBp1LxDEbdK/7y3t3AJRCAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjSo6AG+eHC4WBw9+nXscKZY/3l8sFh/HGvTa68PFt3OPIcXyRfdI3//mr7kHkuJlrKf0u4cf/Xb9tyD749ago+yP24/0WpYdsuQAvFg93ToHf597JP1djnmx+GLuoSR693ARKgCvLx/pezd3nHItn10+O76ceyi9LB8vNpalIPvj1qCj7I/bj/Ranh2y4ACcLq6EWZg2xrz4dO7BpDmO9DhvrP+LxSdhXgMcXz87IhRguRrv9bIUZH/cGnSU/XH7kT6XZ4csNwBdAO+tXri9fPT+Y1Oq9Zh/OTsf9MHTuYeT4rT0HXtb90gffNO9wj+MsZh2umh170W8eRzi2bH6rXRj1wuyP24NOsr+uP1In8u0Q5YbgOeXv9p1j06QXfz06veMbtAl/8pxU7erRArA86sd5jTOS4DnV8+J4wBP6d/Xr7GulqUY++P2oIPsjzce6bVcO2SxAVj9xC6TvfrFKcgufnz9I4sz6E73FuR/CxSAjWfHxh9Ld3w10tOCl6Nzb1a/My8ePLpalkLsjzcHHWJ/vDnotWw7ZLEBWBXw8gcWaBe/tjH+AFa/3n37PFAAVrtz4QvobSIF4Hn3FtvGockQ++PNQW8od3+8ddDZdshiA7C5ixwHWpoulfuEu8VqPf3yLFIATgt+F+LDtt4CKvyxfn7wxV+bn00JsT/eHPSGcvfH2wadb4csOQBXu3ikpelS+b/jXVs9+1Y7R6RHeT3W9cfSP/5m7rH0172vuz4I/KT84xZvu/FtB6D8/fHmoDeUuz/eMuiMO2SxAdicfcDf91b7eqEvk29x/tZEsbv1LboRP4/3PYD1272BBr2xLMXZH28NQOn74/agM+6QAjCJ7nO9hf7C8b6LhzdYAP756gPeBX8o8abuA6CdB4X//n+hmgAUvz9uDTrnDikAU7jtex3Funx3NFAA1p+bXr+b8vZZ4V/x2fL8KloHId65qiUA5e+Pm4POukMKwASWMb7oc+H44qkXLQAXT4nTOI91t/5/8edFtSI81pUEIMD+uDnorDukAIzvTdlfO7zh6oEOFIDucyhXR1GL/UzKTRsnd3lR+m+k5+oIQIT98bZHuu0AhPjUwa2680/FOMbXuf5EfaRHefObtGUvRxtCfJJyS7RPAa3dDECI/fF60Jl3yJIDEGxvubB+nR/jGF/n+m3pOCcpW486XgA2d+jnIQYd7XsAazcCEGN/vB505h2y2ACE+ObhLZ6FWUTPxQzA5nIUYy09i/QuyqVo3wRe2w5AkP1RAG4Kce6R9z0v/+3GbTEDsHpKbBwzK/n30Q1xfom+tLGWxtkftwIQZX8UgPfEOPvgDat9/KPSrz30IWW/s3tD97nu80UoyPHUs/OzQV88wkE+urS5lobZHzcHHWZ/vO3LC20fA7g6l3fh5x/fUvr3De8UKgDdYto9O94GeYm/drz5MdAIX1648en0GPvj9vtWQfZHAXhfkCsQbdp++RbkuXcpVAA2H+qS34/Ycn6O93PFfy6lc/P7qSH2x+1PVAbZHwXgFv+IcQ3Sa8vHYZ5wt4gVgKtnR5TTKnSunyAxorW9LAXZH68HHWh/FIDbrE/3ePAgxJt4nc3f8Ap/wt0iWADO3v742eox/vyXuceR5OVX66d0kEHfWJZi7I/Xgw60PwoAAHkJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgDgDqeHiy/mHgNMRQDgw14fLhaLL+ceBUxEAODDjr/4a/nso9/mHgZMQwDgg5b/71+r/3n87dzjgGkIAHzQu//c/e/pp3OPA6YhALDDu//nr7mHAJMQANhh+V+ezj0EmIQAwC7HDgJQJwGAHZaPHQSgTgIAO5wuPnEQgCoJANxt+Xhx8HTuQcAUBADudrpYLBwEoEoCAHdavQD46L85GwRVEgC40+oFwJev/4ODANRIAOAu3QuA3979J6cDokYCAHfpXgA4HRCVEgC4w/oFwNnZcwcBqJEAwB1Ozy8H4HxwVEkA4MMuXgCcnR8EeO3iYNRFAODDXh+eXw9s+Xj9OsAbQdRFAODDjhcXlwN7fvDD2ZuHDgVTFwGAD7p8AXB29u7hYuGUQNRGAOCDrl4AnJ29ebS49+usg4HRCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAowQAoFECANAoAQBolAAANEoAABolAACNEgCARgkAQKMEAKBRAgDQKAEAaJQAADRKAAAaJQAAjRIAgEYJAECjBACgUQIA0CgBAGiUAAA0SgAAGiUAAI0SAIBGCQBAo/5/AA4bKxrE0nwAAAAASUVORK5CYII=" width="768" /></p>
<pre><code>## [1] "lambda_hat -> 2.98380544833067"</code></pre>
</div>
<div id="transformed-model" class="slide section level1">
<h1>TRANSFORMED MODEL</h1>
<p>Thus, after the transformation our model will be as follows:- <span class="math display">\[\begin{equation*}
Y^{\star}=\beta_0+\beta_1X_{1}+\beta_2X_{2}+\beta_3X_{3}+ \epsilon
\end{equation*}\]</span></p>
<p>where <span class="math inline">\(Y^* =\log(Y+2.983805)\)</span></p>
<p>Now we test for all the assumptions for this transformed model. First, we check for normality using the <em>qqplot</em> and <em>Breusch-Pagan</em> test.</p>
</div>
<div id="testing-for-normality" class="slide section level1">
<h1>TESTING FOR NORMALITY</h1>
<p><img 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" width="768" /></p>
<pre><code>##
## Shapiro-Wilk normality test
##
## data: y
## W = 0.98577, p-value = 0.8475</code></pre>
<p>Neither the plot nor the p-value of the test statistic give strong evidence to reject the null hypothesis of normality. Next we will check for homoscedasticity.</p>
</div>
<div id="testing-for-heteroscedasticity" class="slide section level1">
<h1>TESTING FOR HETEROSCEDASTICITY</h1>
<p><img 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IA6AgABCAB1BAACEADqCAAEIADUEQAIQACoIwAQgABQx26gEIAAUMuBYDB8AkA9p4KAwRMAtjD/w9AJALRLSUmWAECrrEsjXQIAbbI1nYQJALTI/rSkTACgRY6oI2UCAC0SAFImANAiASBlAgAtEgBSJgDQIgEgZQIALRIAUiYA0CK7gZIyAYA2ORCMhAkAtMqpIEiXAEC7zP8kSwAAghIAgKAEACCozAJw9frR2R//9dPi+68Pilu/Nfh7AQCYyysAfz2dbE07+XGeAAHohc2aMAhZBeB8sUPdt7MCCEAf7NgIw5BTAD6PX//ffv7x46vy/9NpXwB64NAmGIicAnA+f+V/+XBeAAHonpMbwFBkFICrp0XxZPnlpAUC0D2nN4OhyCgA1cm+LMCd0a4AFDXaGl0cAgBDkWkAym+K+wLQBwGAocg1AOUW4ZMXVgH1QABgKDIKQGUbQOmiKG69FYDuCQAMRUYBKPcCurP67a3/FIDOCUCLrKlsiTu2Xk4BKI8DuPf78vuXk0dUADpmN9D22FbVEnfsFjkFYHIkcHW+fyUAfXAgWFvcsy1xx26TVQBG705X5/vx9wLQPS+n2uG9VUvcsVvlFYDR1fsfPq18/+pUALpn/m+FrSstccdulVkAbsqjT7rMUy1xx24lAJAI81RL3LFbCQAkwjzVEnfsVgIAiTBPtcQdu5UAQCLMUy1xx24lAJAIeyu2xB27lQBAKhyv1BJ37DYCAMlwiF1L3LFbCACkwzTVEndsPQEACEoAAIISAICgBAAgKAEACEoAAIISAICgBAAgKAEACEoAAIISAICgBAAgKAEgA07lBW0QANLnZL7QCgEgeT7OA9ohAKTOB/pBSwSA1PlIb2iJAJA6AYCWCACpEwBoiQCQOgGAlggAqRMAaIkAkDoBgJYIAKmzGyi0RABIngPBoB0CQPqcCgJaIQBkwPwPbRAAgKAEACAoAQAISgAAghIAgKAEAEiV3b9aJgBAohwA0jYBANLkEPDWCQCQJCeBap8AAElyGtj2CQCQpIQCMNhNEQIAJCmdAAx3Y7QAAElKJgAD3hgtAECSUgnAkDdGCwCQpHQCkMY42iAAQJJSeeUtAI0u8dgXeExDe/hgwBJZ9y4AjS7x2Bd4TEN7+GDI0tj7RgAaXeKxL/CYhvbwwaClMP8LQLNLPPYFHtPQHj6gbQLQ6BKPfYHHNLSHD2hbKhuj2yAAANdJZGN0GwQA4FppbIxugwAAXG+o878AAEQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQCwh2Km73FwTAIA7FYUCjBAAgDstJj4FWBQBADYpTLtew4NiQAAu1SfOJ5EAyIAwC4CMFAZBeDrg6LOrd+aDM6yC80JwEAJALCLAAxURgEYXT5sGIC6X29tdDAYG88WARionAIwunpaFPcb/L4AwAE2ny4CMFBZBWBSgCc3uQDLLuxSs8+/3UAHKq8AlNsBGq3zX2fhhR1qJ3sHgg1TZgEYXTRbCbTOwgs71K/usRZ1kHILwNXTG70FsPTCDlvW95v/hyi3AIw+P378b4f/tcUXdrDBN5DsAnAzlmfYQQACEQCgSgACEQCgSgACEQCgyj7/gQgAsMI+/3EIALDKPv9hCACwxvwfhQAABCUAAEEJAEBQAgAQlAAABCUAAEEJAAyf/TqpJQAweI7sop4AwNAN6dwOSnZUAgADN6Szu3kvc1wCAAM3oPM7D+m9TBIEAAZuOAEY0nuZNAgADNyQAlD/NYcSABi44Uybw7klqRAAGLjhTJvDuSWpEAAYuOFMm8O5JakQABi44Ww6FYBjEwAYusHsPCkAxyYAMHhDOXxqOO9lUtFtAN6dFsW9t8e+xgYsNYQ0jPl/QO9lUtFRAN4/vPXbaHQ+WQZPXhz7KvdnqYGcDeW9TCq6CcB45h8H4PPp9JErW9ATiw1kzfx/VJ0EoJz5x7P+JANXT4vi/rGvc2+WG4C5TgIwnvm//TQqp/47o9HF5L89EQCAuS4CMJ75y/X+5fuAJ6PR1wc9rgMSAIC5LgIwm/LPp9t/BQAgCR0G4OV0868AACShuwDMNgGUa4K+/XTsK92XAADMdbQNoHgy3wRQvhGwERigf13tBXT7zT9P1gBd/Xsx7UA/BABgrpMAfH0wPXbj/vSr/t4ApBcAh7UAvenmSODpMcDffpoE4PvetgCkFwAHtgP96ehcQFfvH//wZvz/r39/782xr7CJxCZap7YCeuR00D1yclugTwLQIx9vAfRJAHokAECf2g3AfPefNY4EnhIAoE8C0CMBAPrUcgAendW5KwATAgD0yTaAHgkA0CcB6JHdQIE+CUCfHAgG9KiXAHx0OugZp4IA+tPVqSB+fjx39p29gJbM/0BvugnAxandQAES00kAPq/O/8U9q4AAetfVB8IU935+UJz84+uHRXHS3+fBCADAQlcfCXl/8lmQTyYx6O8jgQUAYKGjD4U/eTGZ+u/PPyC4LwIAMNdRAMrNvhfTD4O88KHwQBfsZLdLhwH4fDpZ+TP+rr91QBYFCMNhNjt1tA2gDMBs5p/loB+WBIjCgfa7dbIX0MvJNoBlBwQAaJlTbe2hq91Ay9X+092ALvrcDciCAEE42e4eOglA+bkw40l/PPXfevP/HtgIDCusqW6DAOyho1NBTE7/UO4BWirXB/XEckB6bKtshQDsoaOTwb1/OFn9/3Ay//907Kvcn+WA5NhW2Q4B2EPHp4N+//jxj78f+xobsByQGtsqWyIAe/CBMNAr81RL3LF7EADolXmqJd5a7UEAoFcC0BYbV3br5EjgPz9e9YPjAGBGAFpj96qdOjoX0CpHAsOcALTH/L+LAECvBID+dLIN4MvHuZ+fFSc/fexvR1BPMFJjWyX96Xwj8OfTwoFgsGRbJb3pfi+gc6eCgCrbKulL9wEYvwVwMjioMP/Tk+4D4PMAAJLQyzsAAQDoXx/bAHwgDEACOg7A1cd/L3wgDEAK+jgQzF5AAAnoIQA+EAYgBZ0E4NHZ0l0fCAOQBKeDBqiIdFiGAAAshTowWwAAFmKdmkkAAOaCnZy13QBc/e2XOr86EAxIUbCPZ2g3ABsfBeMDYYCECcBNL7HytQAAORGAm15i5evFKqBnRXFy7y+//PIvp8XJj1YBAWkSgJteYs3Pzovi7z4tvrx/7KvcX4BHFDicANz0Ejd/dFE9/9vLonhy7OvcW4BHlIQE2qF8KATgppe48ZOrp9Xzv30+dTpoYgh1SNFA7L8b6CAe245OBlfZ7OsTwQgi1iFFQ7HvozaMugsAtCPYIUWDsd/MPpC6d7QKqLLa/8InghFCsLXJw9Fo/s/8se1kI/B5Zdf/ywd97gaU9WNFXgRgwIby4HYSgPJ4sNvPy6+u3p3e+Diwq4/l0QW/fjzkbUTODxWZGcocQY2hPLjdHAdwMX1LdXbzT4T88KxyRPG9N40Hl/FDRWaGMkdQYygPbkdnA/38cDFr3357+GVfPixW3X7RcHAZP1RkZihzBDWG8uB2djroD8++G0/Y3zR/0V5xcTp5H/F46rvJ24lmB5Xl/FCRmaHMEdQYyoOb0+cBlJsSTp5XfvC+8QaFnB8qMjOUHUWoIQBbL/HYF7hwvjHdf226S1HODxW5Gciu4tQYSt0zCsDq4QRTTQ8qyPqxIjfDOFiUOgOpe+ufBzB+zb7xqQCH7Qdadwjx9YcVFzUOuWY4jKVuuIYxpwgAQHODmFJaDsCjs7u/lf9ddfegAKyeVHTKKiCAQ2W0DaD8JIG12b7cLHBny2/XEgCAuZwC8Pl0XIDqYWSXT5seVywAAHM5BaDcD3Q84z/+y+Rjhn+eHgnW7MRyAgAw120AylPB3bvBqSDena5t0j35qeHgBABgpqMAvH9Y7qxzPp20Xxx+4Vevqwk4+bHpGUEFAGCumwBMj+H9fHqTvUDnrj788vrx48c//vLmgPNBCwDAXCcB+Dw9Z88kA+WOOz4QBqB/XX0i2Lef5vtsXjTcc/OoBABgrqPPBC7X+5fvA574UHiARHQRgNmUfz7d/isAMHiDOE9CAB0G4OV0868AwNA5+VYmugvA/LQNn0+bnb7nqAIuj56IdG6xvFnwEtfRNoDiyXwTQPlGIJONwIOYOr0Uo3OVpc1yl7au9gK6/eafJ2uArv692PxYl+40ubmDmDq9FKN7Q/m8xAA6CcD8AwHuT7/q7w1Ak5s7iKnTSzF6IADZ6OZI4OkxwN9+mgTg+962ADS5ucOYOj0T6YHFbn89r2bo6FxAV+8f//Bm/P+vf3/vzbGvsIkmATjkr1IzjFtBZix2e+t7RXNWp4O+OQGA1lns9tX7imYB2OM3812Gh3EryIzFbk/9r2juLgBffvnl10+jq9+PfX2NCAC0rv95LRP9Pz+7CsC776bngf764PYNPhDmxgQA2tf7mo1M9P/87CgAr+YfBPD1wY0+EOam4gWg75diAziWgub63raZif5nmc4+EKa4/b9OZyeE6O9MEOF2A+39pZiJICgP+z6CBKA8DOCn8Yv/8iRw0/NC9CXagWB9z8ADuROhFUECMD39zzQA+XwgzEBevCYx/+f9Nop9DeIZ06EYAbh6OvsggEkA8jkbqKX5pvpfvunSQF4zdaf/V0hdBGD2CQCzAPg8gDgEIBQr/Brr/S4TANojAJH0/3I2Q32/abIKiPYIQCQe7UNEOBncy/JM0PMAnOeyEZgbMyVE4tHOUCcBuJgdA1YGYPx1HruBcnOmhFwd8rrUo52hTgJQ7vt/8rwMwOQDwbI4EIwjsFY4UwetmRaADHVzJPD8I8Em8jgVBMfQ+04OHOKwh00AMtTRuYDK9wAzmZwMjqPoeycHDnDgGzcByFBnp4O+fFaeD/Sk3w8Es1x2zvyfnwNnciv8MtRZANKQ1oLZ2eRoFqaBQ1/KW+GXn14C8DfHAZQ6Wz1iPQxNHLwux4KWnR4CcPnMkcClzl4veWFGI4evzDf/56b9AHx5fXZ29uPykyDfnToVRKmzNaa5r5o1qXTN1tw42g7A1avZvp9/mn3/rCgEoNTZsyzzp7PVCp3LfImhgbYD8HLx9L1ffjt++b+MQQ8SWpwFYC/WX3Uv9/eM7K/lAJQnfjj58ZfXp9OX/a/6PhAgoeVZAPZhLuqD6obRcgBeztb3XD4o3wK86vfl/yipSUQA9pH14PNlvVsU7QagPAB4eua386L49l3fxwEnNYcIwD6yHnzGzP9BtBuArw/mZ/75fFqcfFcUf9ffeeAmElqi4wagyeSS3OBhSFoPwGyPn8np4E76Ow/0TEJzSNjdQButXhAAaFGXAejzNKAzKc0hQQ8EazYaAYAWdRmA+8e+quaSmkNCngqi4fsRAYAWdRiABN4AJDaHdDYtpzP/N53RU1t/BYPSYQD6O/53ySTSt6Yv6dNafwXDIgB0qvE6nZTWX8HACACdar5S3/wPbREAOmWrLqSj/QPB/vJL6efT+Vdjv/pAmLAEANLRegDqOB10XHbrgXQIAN2yWw8ko+WTwf3tlzpWAWXmqNth7dYDqWj7A2ESY9I5xJGnbPM/JEIA2MVKGxgoAWAHm21hqASAHey4CUMlAOwgADBUAsAOAgBDJQDsIAAwVALADgIAQyUA7CAAMFQCwA52A4WhEgB2cSAYDJQAsJOz98AwCQC7mf9hkAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBICHFTN/jgBgEgHQUhQJAhwSAZCwmfgWATggAqahM+x4n6IIAkIrqg+OBgg5kFICvD4o6t35rMjjzSroEADomAKRCAKBjGQVgdPlQAIZMAKBjOQVgdPW0KO7f6BLMKwkTAOhYVgGYFODJTS7AvJIwAYCO5RWAcjtAo1U+68wrCbMbKHQsswCMLm62EsjEkjIHgkG3cgvA1dMGbwHqthm3OThuyMMEncotAKPPjx//276/KwC58ShBl7ILwM2YWiAvXhS0SQCAdHnz3ioBAJJlx4B2CQCQKrsGtyzXAHx9dHb3gAMCLESQEQcHtizbABx2RJhlCDIiAE0csLVEAMCuJqkSgAYO2V4uAGBXk1QJwP4O2l4uAGBXk1QJwN4O214uAIRnV5NkCcDeDrurBIDwzDLJ0ua9CcAeLERsEoB0WTu3LwHYg4WITQKQMDZ9JwcAABSoSURBVNvn9xQrAAeyFLFJAFJm/t+PAOzBYsQmASB/ArAHT282CQD5i7Ub6IE8vdlkVxMGINSBYAfy/KaGXU0YgEingjiQ5zd17GrCAAQ6GdyBPMGpZf4nJAEACEoAIDbvfgITAAjN9o/IBAAiswdUaAIAgTkGIjYBgMAcBR2bAEBgAhCbAEBgAhCbAEBgAhCbAEBgAhCbAEBgAhCbAEB2jnfolt1AYxMAyM0xD951IFhoAgCZOe6c7VQQkQkA5OXYa23M/4EJAOTFdluORgAgLwLA0QgA5EUAOBoBgLwIAEcjAJAXAeBoBADyIgAcjQBAXhy8y9EIAGTGwbsciwBAbhy8y5EIAGTH/M9xCABAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUALQ6rX53CYgXQLQ5pUpAJAwAWjxuoq1LwBSIgDtXVWx/LKzawXYmwB0cVUKACRIALq4KgEAEiQAXVyVAAAJEoAurkoAgAQJQBdXJQBAggSgi6sSACBBAtDeVdkNFEiaALR4XQ4EA1ImAG1emVNBAAkTgFavzfwPpEsAAIISAICgBAAgKAEACEoAAIISAIAmBrR7nwAANDCkA3wEAGB/gzrEXwAA9jask3wJAMDehnWaXwEA2JsA7LjEY1/gMeX/gAF9EoAdl3jsCzym/B8woE8CsOMSj32Bx5T/Awb0SQB2XOKxL/CY8n/AgD4JwI5LPPYFHlP+DxjQJ7uB7rjEY1/gMQ3gEQP65ECw6y/x2Bd4TAN4xIBeORXEtZd47As8piE8ZPRiOM95bmpAy4IAwB6G9KoP5gQAdhvUel+YEwDYaVh7fsBcZgG4ev3o7I//+mnx/dcHxa3fGvy9Zy+HGNa+3zCXVwD+ejpZC3vy4zwBAkAXBIBhyioA54sNcd/OCiAAdEEAGKacAvB5/Pr/9vOPH1+V/59O+wJAFwSAYcopAOfzV/6XD+cFEAC6IAAMU0YBuHpaFE+WX05aIAB0QQAYpowCUJ3sywLcGQkA3bAbKMOUaQDKb4r7AkBHHAjGIOUagHKL8MkLAaAjTgXBEGUUgMo2gNJFUdx6KwB0xPzPAGUUgHIvoDur3976TwEAOFBOASiPA7j3+/L7l5NXZNcEoKjR2ugGzH0Hw5RTACZHAlfn+1cC0AV3HgxUVgEYvTtdne/H31sF1DY7wMBQ5RWA0dX7Hz6tfP/qVADaZRd4GKzMAnBTprDGHAQLgyUAXE8AYLByDcDXR2d3m6z7mTGDNSYAMFjZBqDhAQAzZrDGBAAGSwC4ngBAqm68g7YAcD0BgETd/BAdAeB6dgOFNB3hEB0BYAcHgkGKjvHaTADYxakgIEHHWDsrAOxk/of0CEBjJjFgGCIH4EACAAyDADQmAMAwCEBjAgAMgwA0JgDAMETeDfRAAgAMROADwQ4kAMBQxD0VxIEEABiMsCeDO5AAAMwJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAABCUAAEEJAEBQAgAQlAAA7Slm+h4HtQQAaE1RKEDKBABoy2LiV4A0CQDQksq076mXJAEAWlJ9vnnupUgAgJYIQOoEAGiJAKROAICWCEDqBABoiQCkTgCAlghA6gQAaIndQFMnAEBbHAiWOAEAWuNUEGkTAKA95v+kCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAASVbwA+/PLr743/SAAA5rILwMdP5X+vXp+WJ5i6/bzhXwsAwFxeAbh8Vs76L0ajl/NzDH7f7AIEAGAuqwB8nrzsL05eXIz/e/fx4/Lb+40uQQAA5nIKwNcH4wn/7Lvxe4CH4wiMf3D1qph+sTcBAJjLKQDnRXHr7ex9wJPJT66eNnwLIAAAcxkFoJztJ/P+OATffpr+7GL55V4EAGAuowB8fVDc+q38YvwW4M76z/YkAABzOQZg/IUAANxUXgGYbvG9+qezP8zW+4zfDAgAwEEyCkC58//6Ft/zYvFmYC8CADCXUwAuNnb6vHxgLyCAA+UUgHI3oOIPy51+JueDuG4noKJGa6MDyExOARh9fVhUV/mXB4ZdexyYAABsl1UAytf8qwG4/bbZBQgAwFxeAVh19R8Np38BAFjKOQAHEACAOQEACCrXAHx9dHa3yRFgMwIAMJdtABqeA2JGAADmBAAgKAEACEoAAIISAICgBAAgKAEACEoAAILKNQAHEgCAOQEACEoAAIISAICgBAAgKAEACEoAAIISAICgBACSVsz0PQ6GSAAgZUWhALRGACBhi4lfAWiBAEC6KtO+ZZfjEwBIV3WBtfBydAIA6RIAWiUAkC4BoFUCAOkSAFolAJAuAaBVAgDpEgBaJQCQLruB0ioBgIQ5EIw2CQCkzKkgaJEAQNLM/7RHAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoAQAICgBAAhKAACCEgCAoMIFAIC5o8+xx77AY+r7zgZIydHn2GNfYJJyXJdkzN0w5m7kOOY8B93I4G/gRI6PozF3w5i7keOY8xx0I4O/gRM5Po7G3A1j7kaOY85z0I0M/gZO5Pg4GnM3jLkbOY45z0E3MvgbOJHj42jM3TDmbuQ45jwH3cjgb+BEjo+jMXfDmLuR45jzHHQjg7+BEzk+jsbcDWPuRo5jznPQjQz+Bk7k+DgaczeMuRs5jjnPQTcy+Bs4kePjaMzdMOZu5DjmPAfdyOBv4ESOj6Mxd8OYu5HjmPMcdCODv4ETOT6OxtwNY+5GjmPOc9CNDP4GTuT4OBpzN4y5GzmOOc9BNzL4GziR4+NozN0w5m7kOOY8B93I4G/gRI6PozF3w5i7keOY8xx0I4O/gRM5Po7G3A1j7kaOY85z0I0M/gZO5Pg4GnM3jLkbOY45z0E3MvgbOJHj42jM3TDmbuQ45jwH3cjgb+BEjo+jMXfDmLuR45jzHHQjg7+BEzk+jsbcDWPuRo5jznPQjQz+BgJQTwAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKCGHYCvD279tvjm6vVZURTf3Hvb44D2sDLmqc+nxZNexrKv1TFfvSvv6LOfPvU3oD2sjvnDs9OiOEl42ahZei/zG3MGz8FtQ0z+SXiYQQfg6mmxfJK/Gz9bpr7vc0y7rIx56uuDIu1lb3XMn+d39O31kKVkZcxXr+bLxv0+x3SNmqV3/qOTP/U5sGtsjjmD5+C2ISb/JDzQkANw9bJYPskviqU7vQ7rWitjnhn/KOllb3XMi/m/KL5N9z3A6phfLpeNNAtQs/RWfpTmwrE55gyeg1uHmPqT8FADDsD4Nd7ySV4G/Pab8RcfHo5fM73oc1zXWRnzzEW6z/GJ1TGXd/TJT+U76dNUZ9PR+pjLZpVv+S+fJrps1Cy9kx+9nf5kY51hCjbHnMFzcOsQU38SHmy4AXg/eSU6f25cLIJePvcTffmxNuapcplMedlbG/P54uuLdN8CbI55tkS8TDNaNUvv+fzeLX+Sx5gzeA5uG2LqT8LDDTUAl+OCF/ceLp7kL5cP3/j1XpoT0/qYJ8p11f8z3WVvfczj4c5fOFW+TMvG/fxyMdCLNCemzaW3cucmujxvjjmD5+CWISb+JLyJoQbgvFwRUbNBdTSpeZILX/2Yxz98cp7usrc+5vHTJsUZdMXG/Zx8ACpmS29lIU42tAubz7hkn4NL1SEm/iS8icEG4OT7T3V71IwSXvjqxjyeUO+PEl721sd8keb6iBUb9/PKKqBU7+mZ2dJbLVXyg849AKk/CW9iqAH4Uj529QFI9lVezZjH342XwoSXvfUxT4Y62UH9m596Hdg1Nu7ncg3vZCPws3Q3W8xdLNanL0Kb8OIxtfmMS/Y5uLSyOSDtJ+FNDDUAE7UBGD/bU37HvDrm6cqJ1Je9ypjLAZ/PdqPL5ziAyVaB9Mc8Wi691UUi9Xddm8+4xJ+DpcoQ83gSHihcAModwFN+8bEy5tlTO/VlbzUA/7DYkTrJ3RNnVpeNcgfQ0r3EX/8vlt6MArD5jEv9OThaGWImT8IDRQtA3YFWSVlbNTFZI5H6srcc82T/+snqlC+v0j3ap7SybJwvmnWS7Iqr0nLpzScAm8+45J+DK0PM5Ul4oGABuEr1UJ+F1b1TNp/tKVoLwGw2ukj6rl7bCFx8//ssWgnf05WlN5sAbD7j0n8OrgwxlyfhgWIF4DLZQxAX1jeornyRqJVVQMvNqEnvnVIZc+U0L+9Sfm1aXXpzCcDmMy6D52DtHZ36k/BAoQJQnugp9a18yzEvd6lPfdlbDcBiMkp5YlrbdTWHXSpXlt5M9gLafMZl8BysDjGfJ+GBIgVg8k4/8a18lTEvV0xPZTGZnmcYgOpT+zzZMa8uvXlEa/MZl8FzcGWI+TwJDxQoAK+yePwyD0B1Ykp3Mh1tDUCy0VpberM4EnjzGZfBc3B1iPk8CQ8UJwDnya96nMg8AOO3zJVt2Km+Mh1ltwpofelN/1xAdc+4DJ6Da0PM50l4oDABGD/LbyX8OUQLdccupL76cXXPpeLOdDpKeoPqWrTm92+qey5tLr3Jnw20ZswZPAe3DzH1J+GBogQgg2MPp3IPQDmblmdU/5L4u/21aC13A03x2IWapXd+5vqUPw8g6+N/16X+JDxQlACsvpVLeDnMPQDVezrNNRNT6+cCmktyD5W6pTf1TwTbHHMGz8Frhpj6k/BAQQIwPUI17YVvKvsAjP46/0zIpM+rsPqZwIvFI8lm1S+9f036M4E3x5zBc/C6Iab+JDxQkABUX+MluvDN5B+A0ZfX343v4rtv+hvQHtbG/OHReDo9uZfmmLcsvZOTrp7cS3Ot+uaYM3gOXjfE1J+EBxp0AADYTgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAgKAEACAoAQAISgAAghIAhuSiWHV/NLp6Wtz6bfKPl89nv7X4YpuvD4pvPzW42uV1QE4EgCG5JgBXr8rvql9sJwDEIAAMyTUBuChm8/7ii+0EgBgEgCG5ZnIXAFgnAAyJAEADAsCQCAA0IAAMSc3kPp2c5xsHniy+mPzbu7Pxl3efLyb7y2dFcfL9p7UAnM9+fezz6fRfvrwu//Lk7vPKdZT/O3mx+nub1zH9/psffz/yTYfmBIAhaRaA8Sw9dfvt9HfPp99++1+rARj/3p3R4jeeLH+x/N1Po2sDsH4di+93vg2B1gkAQ9IoAMu5eLYCZzGt/7fVACzX8My+Ws7/0+vbHoD16xi/t1h4MoJ+CQBDsjUANdsAyrn49vNyncx4kr4z/8H4dXr5/eo2gMU6oOl7gfIXvy9X4Xx4OP3FrQHYuI7xJd1+M/7/5dOi2WYGaIEAMCSrxwFM1ttsDcDFYgoeT9PlxH1eVFbbrMzOi3VALycluCjmq4TG/zCb+esDsHEdL+cpsd2YBAgAQ9IkAC8Xs/X0R5Xp+3wtAON/mnw/nsVXZ+3ZD7YGYP06Jpf89ti3Gg4kAAxJgwBU9/SZvMKvzO7LfXhmzqcT+eoapi9/+/NpcW0ANq5jOsCTP/6rtT+kQAAYkgbbAKqbYyfr/Cuz9cZxAOPZu/ybxQv6q/eP5lt3dwRg9Tom64AmTuwHSv8EgCFpEIDK/jnTybnysn8jANN1QIsfV//2ugBsXMf4d17bD5RkCABD0iwAq5P8de8ApuuAqvsPFcU3d3/4y39dvw1g4zom3j9TANIgAAxJs1VAtRt0S5sT9/gnTxZrgM4Xh3Xt2Ai8cR1zX35+tr6rKXRPABiSBgEY/3z1UKzKD9b3Apr84535+4LKPH+xsgqostPP9BLqrmNehK1xgM4IAEPS5ECw8Rx9a3kKiPuVab9cxbP+6vy8uPV/52cQWgTg8sF6AGYHCFzOLmHjOl4uBigA9E8AGJLrAzCd1OdflNP8yU/jr768KiYz+uSw3Tej0fuNI4FHs+2+sxn75XQV0HR7bvmX8+soTxHx/afpcb+LI4FXrqPcDXRxEPGdEfRKABiSawIw3SPnSeWL6kED82ODp/7H5umgy7U58xl75WiDagCWu33+4+wSNq7j5fJ7bwDomwAwJNcEYDKDzz4jcjYbX6zvkflu+oP1s4FOnBfL9fmvFjvzT1fyL1btzy/x/mI/ovXrmF576faLVu4C2J8AMCTXBGB0Ve548331i9HV67Vz818+O635PICJ2Wl/pt4/mvzdp9lpgZbbdr+8Oi1P/l/ZkXTjOj48K5tQ+RAC6IsAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAQlAABBCQBAUAIAEJQAAAT1/wGD+XaLkl1U0QAAAABJRU5ErkJggg==" width="768" /></p>
<pre><code>##
## Breusch Pagan Test for Heteroskedasticity
## -----------------------------------------
## Ho: the variance is constant
## Ha: the variance is not constant
##
## Data
## ----------------------------------
## Response : y_star
## Variables: fitted values of y_star
##
## Test Summary
## ----------------------------
## DF = 1
## Chi2 = 0.2277682
## Prob > Chi2 = 0.6331837</code></pre>
<p>Now it can be seen that this transformation has reduced the heteroscedasticity in our data.</p>
</div>
<div id="testing-for-collinearity-in-our-transformed-model" class="slide section level1">
<h1>TESTING FOR COLLINEARITY IN OUR TRANSFORMED MODEL:</h1>
<p>Firstly we present the scatter plot matrix of our transformed variable against all the explanatory variables.</p>
<p><img 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" width="768" /></p>
<pre><code>## [1] "condition number -> 7.47483697130222"</code></pre>
<pre><code>## [1] "VIF"</code></pre>
<pre><code>## race age fire
## 1.764425 1.179141 1.939215</code></pre>
<p>Both <span class="math inline">\(\kappa\)</span> and <em>vif</em> values are sufficiently lower than their respective cut off points(30 and 5 respectively). So there is no indication of severe multi collinearity in our data.</p>
</div>
<div id="summary-of-the-transformed-model" class="slide section level1">
<h1>SUMMARY OF THE TRANSFORMED MODEL</h1>
<pre><code>##
## Call:
## lm(formula = y_star ~ race + age + fire, data = data[-c(24, 39),
## ])
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.2616 -1.0681 -0.1921 0.9459 3.4301
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 25.693009 0.665591 38.602 < 2e-16 ***
## race -0.071998 0.009745 -7.388 4.69e-09 ***
## age -0.052614 0.011167 -4.712 2.82e-05 ***
## fire -0.122859 0.038246 -3.212 0.00256 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.556 on 41 degrees of freedom
## Multiple R-squared: 0.8563, Adjusted R-squared: 0.8458
## F-statistic: 81.43 on 3 and 41 DF, p-value: < 2.2e-16</code></pre>
<p>We have seen that all the coefficients are significant and the p-value of the <span class="math inline">\(F\)</span> statistic is very low. The adjusted <span class="math inline">\(R^2\)</span> value is pretty satisfactory. Now we will make a partial residual plot in order to check for possible curvature in the explanatory variables.</p>
</div>
<div id="partial-residual-plot" class="slide section level1">
<h1>PARTIAL RESIDUAL PLOT</h1>
<p><img 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" width="768" /></p>
</div>
<div id="observed-vs-predicted" class="slide section level1">
<h1>OBSERVED VS PREDICTED</h1>
<p><img 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" width="768" /></p>
</div>
<div id="conclusion" class="slide section level1">
<h1>CONCLUSION:</h1>
<p>We can clearly see from the summary that coefficient of race is significant(p-value: 4.69e-09) for predicting volact. We note that the coefficient is negative, hence race has a negative impact over volact. So the claim of the organisation that insurance companies are redlining neighbourhood of this particular race is correct. We also note that the areas having old houses and the areas more prone to fire incidents are getting redlined by different insurance companies in Chicago.</p>
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