notebook.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>DSPDProject</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
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  a[href]:after {
    content: " (" attr(href) ")";
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  abbr[title]:after {
    content: " (" attr(title) ")";
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  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
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  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
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  thead {
    display: table-header-group;
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  tr,
  img {
    page-break-inside: avoid;
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  img {
    max-width: 100% !important;
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  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
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  h2,
  h3 {
    page-break-after: avoid;
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  .navbar {
    display: none;
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  .dropup > .btn > .caret {
    border-top-color: #000 !important;
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  .label {
    border: 1px solid #000;
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  .table {
    border-collapse: collapse !important;
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  .table td,
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  .table-bordered th,
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    border: 1px solid #ddd !important;
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@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
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  content: "\002a";
}
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  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
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  content: "\2601";
}
.glyphicon-envelope:before {
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}
.glyphicon-pencil:before {
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}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
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}
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}
.glyphicon-heart:before {
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}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
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}
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  content: "\e008";
}
.glyphicon-film:before {
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}
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}
.glyphicon-th:before {
  content: "\e011";
}
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}
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  content: "\e013";
}
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}
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}
.glyphicon-zoom-out:before {
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}
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}
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}
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}
.glyphicon-home:before {
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}
.glyphicon-file:before {
  content: "\e022";
}
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  content: "\e023";
}
.glyphicon-road:before {
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}
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}
.glyphicon-download:before {
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}
.glyphicon-upload:before {
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}
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}
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}
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}
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}
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}
.glyphicon-play:before {
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}
.glyphicon-pause:before {
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}
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}
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}
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}
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}
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}
.glyphicon-chevron-left:before {
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}
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}
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}
.glyphicon-minus-sign:before {
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}
.glyphicon-remove-sign:before {
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}
.glyphicon-ok-sign:before {
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}
.glyphicon-question-sign:before {
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}
.glyphicon-screenshot:before {
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}
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}
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}
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}
.glyphicon-arrow-right:before {
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}
.glyphicon-arrow-up:before {
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}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
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}
.glyphicon-resize-full:before {
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}
.glyphicon-resize-small:before {
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}
.glyphicon-exclamation-sign:before {
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}
.glyphicon-gift:before {
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}
.glyphicon-leaf:before {
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}
.glyphicon-fire:before {
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}
.glyphicon-eye-open:before {
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}
.glyphicon-eye-close:before {
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}
.glyphicon-warning-sign:before {
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}
.glyphicon-plane:before {
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}
.glyphicon-calendar:before {
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}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
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}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
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}
.glyphicon-folder-close:before {
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}
.glyphicon-folder-open:before {
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}
.glyphicon-resize-vertical:before {
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}
.glyphicon-resize-horizontal:before {
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}
.glyphicon-hdd:before {
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}
.glyphicon-bullhorn:before {
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.glyphicon-bell:before {
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}
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}
.glyphicon-thumbs-up:before {
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}
.glyphicon-thumbs-down:before {
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}
.glyphicon-hand-right:before {
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}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
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}
.glyphicon-circle-arrow-right:before {
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.glyphicon-circle-arrow-left:before {
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.glyphicon-circle-arrow-up:before {
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}
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.glyphicon-globe:before {
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}
.glyphicon-wrench:before {
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.glyphicon-tasks:before {
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.glyphicon-filter:before {
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.glyphicon-briefcase:before {
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.glyphicon-paperclip:before {
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.glyphicon-heart-empty:before {
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}
.glyphicon-link:before {
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.glyphicon-phone:before {
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.glyphicon-ruble:before {
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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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/**
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 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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 * try to get back the less file by reverting somme commit in history
 **/
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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div#notebook {
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}
</style>

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<link rel="stylesheet" href="custom.css">

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<body>
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    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>FACIAL EXPRESSION RECOGNITION</p>
<p>Introduction</p>
<p>Detect face and classify the facial expression into seven universal facial expressions i.e anger, neutral, disgust, fear, joy, sadness, and surprise.</p>
<p>The dataset is sourced from Kaggle (<a href="https://www.kaggle.com/jonathanoheix/face-expression-recognition-dataset">https://www.kaggle.com/jonathanoheix/face-expression-recognition-dataset</a>) which has approximately 36000 greyscale images of 48x48 pixels spread across 7 expression categories. The dataset comes with training and testing data splitted with 80-20 distribution.</p>

</div>
</div>
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<p>First, lets do some data analysis:</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Import necessary libraries</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">keras.preprocessing.image</span> <span class="kn">import</span> <span class="n">load_img</span><span class="p">,</span> <span class="n">img_to_array</span><span class="p">,</span> <span class="n">ImageDataGenerator</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">os</span>

<span class="c1"># Define constants</span>
<span class="n">pic_size</span> <span class="o">=</span> <span class="mi">48</span>
<span class="n">base_path</span> <span class="o">=</span> <span class="s2">&quot;images/&quot;</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">categories</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">base_path</span><span class="o">+</span><span class="s2">&quot;/train&quot;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">categories</span><span class="p">)</span>
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<pre>[&#39;happy&#39;, &#39;sad&#39;, &#39;fear&#39;, &#39;surprise&#39;, &#39;neutral&#39;, &#39;angry&#39;, &#39;disgust&#39;]
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">categories_images_count</span> <span class="o">=</span> <span class="p">{}</span>

<span class="k">for</span> <span class="n">category</span> <span class="ow">in</span> <span class="n">categories</span><span class="p">:</span>
    <span class="n">count</span> <span class="o">=</span> <span class="nb">len</span><span class="p">([</span><span class="n">name</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">base_path</span><span class="o">+</span><span class="s2">&quot;/train/&quot;</span><span class="o">+</span><span class="n">category</span><span class="p">)])</span>
    <span class="n">categories_images_count</span><span class="p">[</span><span class="n">category</span><span class="p">]</span> <span class="o">=</span> <span class="n">count</span>
    
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">categories_images_count</span><span class="o">.</span><span class="n">keys</span><span class="p">(),</span> <span class="n">categories_images_count</span><span class="o">.</span><span class="n">values</span><span class="p">());</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
<span class="n">cpt</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">base_path</span> <span class="o">+</span> <span class="s2">&quot;train&quot;</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">6</span><span class="p">):</span>
        <span class="n">cpt</span> <span class="o">=</span> <span class="n">cpt</span> <span class="o">+</span> <span class="mi">1</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="n">cpt</span><span class="p">)</span>
        <span class="n">img</span> <span class="o">=</span> <span class="n">load_img</span><span class="p">(</span><span class="n">base_path</span> <span class="o">+</span> <span class="s2">&quot;train/&quot;</span> <span class="o">+</span> <span class="n">expression</span> <span class="o">+</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">base_path</span> <span class="o">+</span> <span class="s2">&quot;train/&quot;</span> <span class="o">+</span> <span class="n">expression</span><span class="p">)[</span><span class="n">i</span><span class="p">],</span> <span class="n">target_size</span><span class="o">=</span><span class="p">(</span><span class="n">pic_size</span><span class="p">,</span> <span class="n">pic_size</span><span class="p">))</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;gray&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

    </div>
</div>
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U2pn7o/5DXzfPYR68j9Mzk/qMAl1X308e6luRwWbYwxxhhjjDEnAH7AMsYYY4wxxpgFse1RBBMlS6ki4tG9pyJXKelIHldyIaLkW5ULfkpkPiWVqa43dm6Elu+MRV4iU/aAGSufug7biVFbUrKh6jVFKrOdrK2tzbiiE5YzXfB03Sv5xZS+qPIgau+WsaiE1R5u8+VTbvDMW40dtY+KkuBU+7VM2RuJMgOmU4ahpLMb2eNIsdmIg9tFa63bjJKLZN+oyFEKNSeNyeeUBHRsTlW2PCVSXhWlb0od1TjdyN6MSs5S2TPPVeNqEfsBLaOtcn9BJRHMurNtKOOh9JwyOUq5zznnnJ7O6zCPKfcNpJrb1HynjlMmdtFFF0XEkX38IiIuvfTSnt67d29PU0I1tiejksQqGTalUlU78HpT9lBSMvHqesv8icDhw4e7PbH9q3Zkv1KefsYZZ/T0/v37e5rns31zvuYx1bbVHmMR9X2oko9O2dOvgn2vxhHvnSjfy3Lv3r27H+MY5thmJFBKM6txzGNc93ic8lSWie1dRdslm5EO2oNljDHGGGOMMQvCD1jGGGOMMcYYsyC2XSI4JuVImQZdjnQjEiVzGts0V224NiZtmi/rfJnn81NR/RIV8WpKFK7KZa8i1xEVTYnly3IpaY5ylVayhYgj8g1Gg6s2Il4WuNGg2uQuXf08xvrTTT4m7cxrzjMWjW/+nEoWxmMqsqQaR3n+RqIgHqt81dhhpCpl38yDNpQyAsqNxuaBYzG24e0ysra21scS+4ltUm2OqmSrykYqGeaUCKzKztTm2xVTNkLOc6bM8xwTHLOVDSvbV2NGbWhfSQSPJ0LVmD0vo0Qw4kidWfeqTdSYp4yIUh/mV0U3U2NazY9jG0KrscHfcQzy/IsvvjgiIm6++eZ+7Nlnn+3pt73tbT396KOP9jTbhPNmRlbkNXhttWEw17Zqk1fmodZ2Nb6Zd56jrp15L8u8+7Of/SyeeuqpiJi1j0qmz3rQ7hg1knMIz68+L1BtxL5Q7V9t9quiPLI/WY4q2ir7heeq+3KezzZJO2WbcuNl5nfw4MGeZh2riIfMj58TsaxsG8qJuZF35vPMM8/0Y1M+pTgW9mAZY4wxxhhjzILwA5YxxhhjjDHGLIhtlQiqiFd0vaXsh1HoeK5yZ/IcuhHTXamio6jN8ZQcpNoUT8ldeE1u0Jb5KfkfN1Ckm5jHmXfKBVhvnkspBaV5auPRzI99wPIreYeSJWY0F7VB7rLJWU4++eQeiYpua0a2yTZSLn/KWnhcSTcStSGq2qBURdAZk7vxuNossYrAqWQGUyIbZp+r6zFvth/TVeQrld9GNxFfNjucAufUsY2kp0TmU9Kn+WtGaAmesmEln6uup+xpTNrKMaDaY0rUyUxPKf+UjWur6LhT5LtkLLLhlHLsJIwiqNb/TLO/uA5xU3FKfdiPlP1UksQpkSN5Dm078+F6qD4zIJV09fLLL+/H7r333p5mxLPrr7++p2+66abyOmlHbAO1thPWndHUUmbF/CrJ33y9lFytku9Wc86yzL+HDx/uaw7bkVR1oiyQ9wpKuq1srDqm5j3V5plWcwLrpfow7y2YL21Czflq0+Ec07z26aef3tPqXlxJy9MmOV5438v5gZJa1peSwhwD3CSaG5srWf2xsAfLGGOMMcYYYxaEH7CMMcYYY4wxZkFsq0RwbW2tu+Eo+6nkEXTvEbqq6Wqka7CSCyg3vpI5KSlHujkp+1JyFpaJ52d9q0h7EbMuUbWxGzesyzah+5RlZiQXplk+Si+qa3znO9/pacrS6Hpl3ixLpnkNShWXDW40rNqxkhBN2TSX0pIqUhXzU9Io5Y6v5ELMT9nS2KaUlXw0YtalT1tSG29WkY2U3JHjkn3AeSPLXR2bz3uz8qlllFrNMxbZNJlSFyWTGtsIXW06rWQ/lbxE2Y2KMlhJt5W0m0xph7zmWNTC+esoGXRVR/W7KfWtxtKySKwUwzCUstOxiH2UuHOdVFJUyrMyb84nU8uaVJK4KfOxks9n3pQy5ubDERGPP/54T3PT5CuvvLKnb7vttqPyVpFmlURNzd9ZB7VWKVka86iidirJcZZjWey3tdbHoJIQZ3uovue9grpXrNbBKhLwfN5q/azk/UqGqGR3VX1oB1Nk12NSb97DE47bJ554oqfVZ0FZPnXfS3nflMjXVeRYJTlXm8TPM+rBaq39x9bas621b+LY6a21z7XWHlj//+uOlYcx24Ft1awKtlWzCthOzapgWzXLxhSJ4Mcj4n1zx/4wIr4wDMPeiPjC+r+N2Wk+HrZVsxp8PGyrZvn5eNhOzWrw8bCtmiViVCI4DMOXW2t75g7/ekT88nr6ExHxxYj4F1MumG49tellui6VRJAuR7ouKS+iiy/dhJQ2Pf/88z3N6DmMRqJkJHm+chEq1zwZk4OpayvXaraVknLRdc92YhvTnfrYY49FxKyMT21KWG1QOF+HrBsjtlxwwQU9fTwbbpJF2WprrdxsmVSyB9ojXcsqEpHaTDdRLn3lgmf7Zz+rjVSnbGA9JoNgmm78sWiRKg+iJIwsa9aRUcbOPffco643/zvFmERlkXLBRdrq2GaqeXyKnGyK1KPqs7FNs49FFQVRycbGNt/e6MbxKp2oMk2R+pEqOp6K5EVUn2U+xyODnMKi1/+sp5IrZ7k5l3Ld4JrFNCN/UZ519913H5Uf5yoV7W0sEuaUKJxVxLOIOrLh+eefX+aXG95GzEYd5IbL991331HXYJl5L8DjLB/bJNuV5ePawjpS5kgque+UTZ2Ph0XaaiURrOxDyedURLyNbKo+5XOBjUizlcxQRcer1mu1Jqh5qhrntEfmwePq859qE/EpUVeV1JN1z76s5tlj1etYbDbIxdnDMOTIfzoizlYnttY+0lq7pbV2C7/jMWabmGSrtFO1Q7kxW8yGbbX6dtKYLWZT6z9fhBizTWx4Tl2F727NanDcQS6GYRhaa9Iih2H4aER8NCLi2muvHXC8n1PtKaW8IeoNJt/GkPTCPPfcc/2YCijBmxW+0WGwhzzO69FLoMpBT1k+cfPpmU/syhvHp2a+wcrr8+2C2gfrzDPP7GkuePRgZfmYx5SPx3l91ifbjG971IeJW8mxbJV2unfv3iHflLD9x95kqv6c8oazCiih7JvtqN6k8Jz5a8z/XQUXyPrwbdwUzxcZ+6hdtR9tT+2DlfDFzTPPPNPT9GatGlNtdf/+/UM1HscCIszl19NKWUAqFQLnQOWdGNtzSJVPvaUdexusUN62yi6neMGUR7Z6460+mlZvgMe8jjsdGGAj6//VV189ZBtyjavmCI5/lea88IY3vKGnH3jggZ5+9NFHI2LWw8V2ZxCJ3bt39zTX/7n6zPw/Qq+NTPOeYyzgBt/k877h6aef7ml6s7ItOQ+q/QCZd7XmRxxR8vD+gHmosa48KNU4neJBWTRT59S1tbU+p6pgZ9U+WIRrptontfKeT9lfT9lY5aFS507Zry3PUWVWZVJBsypPJs9VAViUKizT9GpVKp75tOqztEOeq/YOm8pmPVjPtNbOjYhY//+zm8zHmK3GtmpWBduqWQVsp2ZVsK2aHWOzD1ifjogPrac/FBGfWkxxjFk4tlWzKthWzSpgOzWrgm3V7BijEsHW2v8TL38keGZr7YmI+F8j4l9HxH9prf1ORDwaEf94ysUOHTo0I1dL6AavXPAKJceoXIYHDx6cKUdCt/o3vvGNnuaHtZQL5Eed1157bT/GgA28NvOo3ORKFqjc5/zgld8Jpav/2WePvJx55JFHelrJFikXoIQiP/x9/etf34/RZcv2oGSL5WZ/5PlqTyb1QehGWZStDsNQSnpY5uqDSAZJYVp9BF9JppSEkJI+SjR4nO2Y9jZFxqXkLtm36sN8wrKqD0qzLMrWOTeova1Yh6wvz6XM96yzzurpKXKsas7ZKj3+IufVKohF9Xcl6VTtoeSxmWY/K9timv1OeVIlc6Wd0a4r6THTUz4uH5MF8hwVYEXZONMsaxXIQ5VvSjCS7WKRdhpR789XSXaUrXDdUzIszgF5jrIL7jnF+Yf7UjHYU5af9yyEcxHrxbU766Yk4JQTVgG75q+TnzBU9wTz16GdcfzwXiXvcdS9DPPjdXg/Ua07tGX2x6JsfFG2ysBBKmjOWJArwnsBSlyrQCpKWjlFgl9J6Vj+KQGMSDVWVSAP1p15c5ykvan+5nzJ+0rem1ayRDWHExWMpEJJVtV99LGYEkXwN8Wf3rPhqxmzhdhWzapgWzWrgO3UrAq2VbNsbFYiaIwxxhhjjDFmjuOOIrgRWmvdPUfXZSWVU1Ga5vOroOwvZXN0d3PvC+ZN1+Cdd97Z03THZ2SdW2+99ahrRETs37+/p5W8JK/PfCkLYN3pmqecgb9N+SMjqCl3MKMIqnS6dZkf97ug9GrKfjApEVD7Z+20DKaiiiJEst60YyV7oHyKsgwVMTBRbaSilvE6OaZUm3M8KHlfuunp5p8S/YnlYLraW4TRPVU0Q0pPqr3l1N4uSi4wJhFctTC9m9m/S+1rNSXSVPbfWFTA+byVBCShjIPzm5LBVtdX9VISQdpLNQ54LmVrSgrGOlLakuXmNVS/bXZvqyl9t5MMwzAamSzT7HNK/nicaxL747rrruvp7Edej3MSo/EyD0bsY5/mXKQi4jI/JQdLlFSJdsZzOGdX0QDPOOOMfkxJWFkmJcPNew7ar5KuE0ZbruS0HPNcB5dtW5Rdu3b1+yHWgxLSyq6UjJ/tqKL3VnujKmmeWoNpN9U+nlMiulZyXbV/mZJDU1Jb3R/Rfigx5bVpH0rmmGVRskW2Bxmbd9U8upn9Wu3BMsYYY4wxxpgF4QcsY4wxxhhjjFkQ2yoRXFtb6xFVVOSydKHSlUp3OF3VlVs7Ylayl9GAKIGjy5Gb6e3Zs6enKSN8/vnnj0orCcu3vvWtnqaUjpFkKpc43ZmsC2V6LCvdrPlbthPdpqwLoyOpDWQzKuLpp59eXptyxko+ETHr4s32YZsts0SQUYRURLR0g1M+pyJVqch71XH2ayWHmz/Oa1L+sZFNAtU52V9Krss+pnyFcGykXXN8VlEB56/DNGUolQyCbHQj2soOl1FqpRiLPqdkfOqcsc0o1YaSCiX7TOmQ2hhSSZIqGbLa4FtFAKR9VhJFnqvmfBU1q4pApqRlU5jSf8tOzvtjUcxUFEE13z7xxBM9zfU121hFe+McwfWaazDXvpyLKHejLSvJaRWJkLbFcxm9l2WqNgOOOGKXd9xxR1kvRjCkTXK9YB2qzaD5d67/6rOASi6votEu2xx78sknx3nnnRcRs/XjvVi2AdtFrf9sc8paq7VUbUQ+ZcPzSl44Fq0zQs+TWT7mUUVujZhd/zm+OBZTYqk28mVb8n6d44/3C9XnRPw7j0+RT2/FJwL2YBljjDHGGGPMgvADljHGGGOMMcYsiG2VCB4+fHjG3d8LARdquvKUhEDJUuhaPfvss4/Km5EFGbmMG/LSBcxoQHRdpsTunHPO6cfo9qU7lS54RqBJ1yrLT1cqXaLMg7KFSm6nIs3wOk8++WRPq0hD6Rq+8MIL+zFKs9SmgywT3eXpth2LoLMstNZ6H7H9K5tUrnsVzUzJUyrZlYqOMybdijhi77webZDjkK7+KgoPbV1FnFNSSpJ1o+RWRTCkLfE6tMMciynnmMpYdMHNRnHbKaqNhqs6qHpNie5ZRatiH1XlidARJStpC39HO1SbfU7ZALv6ndrwvNrAm3VU45HHKQWrNmHnNTi30K6nsKy2OEYljyPZlpQR8Vy2E+ewu+66q6fZN3kvwD6nTJ7rIX9HaR7nzYSfE9A+Kcdn/3N9zzZQGyjTlh9++OGe5lzOiIEpKeR9D+2M5VdRVpl3yjDHNrGNmO0b1oEyx7R9JY9VUvidorXW+0BF23300UcjYraPlTxYRdjjvJH5cC1W93BTxn72i7onURvKs0x5XEkfeb/M+2jea/NeMcvE/BitU0UfZB9U8lQl194oWXclLVT9ccw8N10aY4wxxhhjjDEz+AHLGGOMMcYYYxbEtvpmh2HornpGEquilCg3KCVKdNNVUXrIAw88UKa5ieH999/f03Tfs3wPPvhgRET83b/7d8tr0/2p5CeVDIKHLvFsAAAgAElEQVRyESUdYH6sex5nXSgLYPnZfpQzMCpRFT0mIwtGzG6cxzKx7jwn68M6shzVpqM7TbYv3cJ031cbDVMKoOSQatO8bEf+nWm1meW3v/3tnr7nnnt6OjelZttStsHy0QVPmUOmKcvh32nTLKvakDXbgXZFiYDa1JESXdpQShEoOaQNXnXVVT2t5LCVDI51WTb56rFQm0dmfaZIWJkH+5f2l7bDvqDsmnM7+5e2UG3USynq3r17e5pziZIf5vyl5pIpstpKtsi2oV1wLmDbqE2vc26gHTI/tem4iuCZa8iqSQVzvClZaqYpBeLfH3rooZ5m5ECuZbS5bG/aE+ewxx57rKeVVJprYxUJjeu/Wtc4n6WcihIrrvmXXHJJT/Mcyhm51lx66aURMdtmnLM5vx88eLDMo5KJcXypKGyUlKn7mWxvtfZl+7HtlgW2P8nys23Z5uwLRndkHSnpTJk712jaIG12bHP0iCNjRvWbknlWn3ywDRglm2OHULL/pje9qafTVnjvQRtktEuOOc7/vPfJT2k4btXmzGqeJ9U930YjEc9jD5YxxhhjjDHGLAg/YBljjDHGGGPMgth2iWC6B+kyZzpdl1XUKv49YtYNS1cp3e3pVr/77rvLPOjOpETli1/8Yk/TLZmu2ptvvrksB6P70LVJuUCWleXkNZim7E9Jr1KeQwkB3aBsG7WZK2VYKZVkBBiW9fzzz+9puq5ZPl4n66AiaN17772xrFSRwCKO2NBY9LKIaTKzbEe665k3pTG33nprWSb2YUo61cartFn2WyWT4vhkHmqzSCVxyuOU89C+md+5557b05TgMGJn2jXzoASG8lpKDpTEJdMcL2OR+XaaYRh6G1cSsvlzExURSUlOKMNM+SkjnHHu4fxK6SDtiNfMvuF8wz6lvIvjkX2aUd9YbyU5qiK6RczOTzm/Mg/OgaouHIO01ZT+qA20p0j9KltcRpucgpL1ZLtyjqDtse/Y1ioyZNol+4jzJ+VPnH9of1dccUVP5z0C50zWheW76aabeprzd5aFZeJ8x08VKJtSG/mmJJf15prK4yw3JW28V6k+06CsS82JHPc8P8eskrxnHssidz106FC/B6NdcX7KOvH+h/b4ta99rae5fjHNT1WyP2mD1fwRMTsfnn766UflEXGkfVXUbSU9ZgTrlLIyQif7ldE4r7766rLcnCczb44tSixVNGC2e7URM+s4tgbOU8kIVcTZzcy19mAZY4wxxhhjzILYVg/WT37ykx4kgm9YDhw4cNS56m0r38DwaZZvH/lWId9+MT++kbrhhhvKa/LNK+P6v/GNb4yI2TdVfMvEtzR8Q8Q6sHwJ344qrwnP4b4D2SZ8C8Z9Olivr371qz3Nj2n5YXq+SaAnjX/n2xTWhW8P6KHK67O/+OGn2k9npzh8+HB/U6PegudxvgFRH7tXwSwiZtsjj9OOc6+NiFlvAccL+5z2Ub0tYloFi6neoNEG2a+0db4B5Vs6jtdsU5578cUXl+cyb3qF+cYry6o8qpV3KmK2jasPf9ke/N2yvGEl3LNF2WqWW9WFbyX5tpCeA87X+aEz++Kd73xnT7MP+Baf/U4PRZZFBQWgzfEtMe0ir6n2z6JtqaAenNPTRugRZXuovYWYfsMb3hDzsM2m7KGnGHubuoy2OgxDn+fY/1X7feELX+jHOGe+5S1v6Wn2KQNe8A1/ehK4pyPnOP6OHlHOpX/+53/e01lutr/ytnENfvvb335Uuen1pTfgsssu62mu17RVnpNrM8fd7t27yzJxvfjsZz/b01XQAxX0g+oHopQaVcAF5TVfBl588cXeN6pO1T5TrF/eJ0bM9i3nQNphtikDtLDf7rvvvp6m5+vaa6/t6WpvNrUmcOyw/TkHZh9xHuP8xfvDr3zlKz3N+2Wms7687+R8zrZRqgCm0z5VsC0yRYkyNqeqgCHHwh4sY4wxxhhjjFkQfsAyxhhjjDHGmAWx7UEuKunFvn37ejplIsqdrD4MpryEcqqU+lEiQFmgkgX82q/9Wk/TnZoSGrps6UKlLJCSHB7Pa9IlynpREsG68ANEunVT0se9uT74wQ/2NF3KdKGy3S+//PKeTulA7q8REXHmmWf2NF2y6mNf1j3rQ5c4z102GIxFuZbT3tReC+pjS6YpzUopAveWoFyLAVho95SKsl/SfU95ldqbizIISkEyrYJWqH2BeJzjK+2AY5V5K4klpRKUk1YBRminRPUj+6PaB2uj0q1lodrro9rzK2K2TSn/YbtzrnrXu94VEbP9RZkU+4X9r6SoaQ+U0lByQhkp0+y7tD/Vt0zT/tSeKClzZb25ZimJGyU2lIBlO1DGw7bZKGmLm5Gt7BSttd5PKvBC9g2PUWakAp7wOKWjuX5WH8dHzPYH52zmx7X7xhtvjIhZqR3XV66p//Af/sOe5hirgj5RbsXycQ2u5qqII/M053faKiX9au2uZNZsd8oPaXNcL9S+eVluFRRp2QK1HD58uEuA1ZyZadox+4drCAOpcE3PYEG8Dm2QASzUnqUsHz9rSXk/81MBr2g37Le8Pm2Xn3bwXkXdr1PSl3ZI2WuuJfPlU3nQDrONWT72kZrn1X6RY2xmfh31YLXWLmyt3dRau6e1dndr7ffWj5/eWvtca+2B9f+/biwvY7YS26pZBWynZlWwrZpVwbZqlo0pEsGXIuL3h2G4IiKuj4h/1lq7IiL+MCK+MAzD3oj4wvq/jdlJbKtmFbCdmlXBtmpWBduqWSpGJYLDMDwVEU+tp3/UWrs3Is6PiF+PiF9eP+0TEfHFiPgXx8prbW2tu/go2aMrL92VdLFWrtmIWfc03bN0I+7fv/+o69FNS9chXdx0yTJiVMoIKUWiC56SA/6OUhOWO+HeAXQNU55AyQnzS2kNpYp079PFStkC24Htl/IIurBZZrYNXeSqz/K3ah8mRrc7HhZlq4cPH+5uZ9aJbVDtZUKUdFDtq5ByDdoV25nSI7YX5Qc8J/tFSaYoHeB4YTpd4jyXUYSUTfOajCiYY5vSM7U/lYr0x3TakJI7UsJACaySC1bRrraCRc6pEUfsi/00FjVJ7QXGuUK1WcpImAclTpxXrrnmmp5W+xbm9TlOGHWNNsLfVfsgUarKuYmovWHYfjmWaO8cjypS5tlnn93T3M8ox+xG91Ubk6hutSxw0baabc81n3NH9hmj5FGWxLbmOkl5FKOUpf1RXk+7IUqCR/lc7i/4T//pPy3L/7GPfaynuV7z/iPrSFtRY4lUcmvmo/YLYt25B9iHP/zhnuZc/qUvfSkiZtuXZeKayOtU+5mx3Opea8peklNYlK0Ow9DroiTxaStsW9o0z+W6/KlPfaqnOVflPMO1nXbFPaKuvPLKnuZ6zfk186atq6jbtCXOjVkHlin3G4yI+NCHPtTTf/qnf9rTlKfynjTz4/rPTx94D8zy8dOd6j6D86iKJj5l3q3m0rHPCcbYUJCL1tqeiDgQEX8dEWevG3RExNMRcbb4mTHbjm3VrAK2U7Mq2FbNqmBbNcvA5Aes1tqrIuK/RsQ/H4bhh/zb8PKjX/kqrbX2kdbaLa21WxblqTDmWGzGVmmnfONkzFaxiDmVb62N2SoWYat822/MVnG86/82FdP8HDApimBr7eR42WD/0zAM/2398DOttXOHYXiqtXZuRDxb/XYYho9GxEcjIvbt2zekq5nSN7ou8+ZWuZDpplObDjMaVbr3edNcRW9bL2tPc2NdusczKhFdrypvuj8rKR2vTSkKZWKsC9uE5+c5dO/STUvpCyOusC2Z3/ve976IiLj99tv7Mbq/WXceV5u55vXZX4SyyuNls7ZKO929e/eQ7UQ3M9so+05tcse+Zb9UUqv16x9Vl8pdHzErT6KEgeWrNi5Wtl5t3seyTpFB0sZUBMXsf8pHVCRQJX2i/Wa5GDWMbfbtb3+7pxmNayzy2nZsNLyoOfWyyy4bqs0VqzqoPlJjWG2Wnb/lnKbkc7Q/9h1/m/Mn507aIed2pqtNNJnvFJkpbYHjINuBZeImt2wbPjiwfClPjzgyj1BiozaUn0IVRXCrpK2LstWrrrpqyHZl31RzxJvf/OZ+7K677urpv/qrv+rpK664oqcpcWPk1Gx32iRlRuwDwvNvu+22nk6pX0oFI2bn3fe+9709/bnPfa6nf+u3fqun0wY4D6oN6DlmaJ/VpwNPPfVUP8b8uIb9/u//fk9z3WV/ZD6MYMx5lVI0tjXnYd4z5fhW0sJKcrxZFrH+r62tDTm3jEWfqz4fiZiVf6r7TW4SnJ9l0NZ4H/hLv/RLPc11jdevokXSNikxZf+w7znvVjJDSncpgaUtcR6i/WY7vO1tb+vHWEfO50qaWc3/6r6L7V7JOyO0PPJY15uv17GYEkWwRcTHIuLeYRj+Lf706YhIEeaHIuJT8781ZjuxrZpVwHZqVgXbqlkVbKtm2ZjiwXpHRPzPEfGN1lp+bfrHEfGvI+K/tNZ+JyIejYh/vDVFNGYytlWzCthOzapgWzWrgm3VLBVTogh+JSKU9uA9G7kYo7PQhcqN+jIaECNY0aVXRZ/KvKt0Fe2D34LxXLoLKRFkNLJ0NdL1Speo2lizivDFYyo6IqPHsO50zedvGVFOybfU5sd0haYEQEli6FJmHekip8SikgiqDWaPh0XZ6jAMvUwsM2UoWf6N2F2EdklnOypZE8tB97TaTC/d+2oTQeanZBApLVGbHLKPOR5IFdmI0YJUdCqeQwku+yBtWUltOUYYZYwyLVKNS6KkkhtlkXNqxJFyqzGV7aQ23lVpJVUa2+SWx1W0yuo6tH32cyWBnL9mtdmq2iCb5eNxjs20cyVboe1X80LErEQw+4NzrkLJ/qr0NkS83BJbJRy/aQsc/5Q+Ua70xBNP9DS/RaRkMyPhMT/OYUrW/uijj/Y0pfK/+qu/elT5OTauu+66nuZ6+PGPf7ynU9rIaIcqkiftj/PZN77xjZ6+5557ImJ2E+53vvOdPc3rsP2VhOqqq66KiFkJGMcGf6fGG8dH/pbl55hZFItc/7PMlMxVnzioOYb3cLt37+7pD37wgz3N+8r77rsvImY3sGb0Sto025bXZ9THHA8cW7Qllo9p1jfvLXg93jsrSTfl+Lx+2nh1jQh978NyV2uB+h3HlFqTqvtellltJD2Vjf/CGGOMMcYYY0yJH7CMMcYYY4wxZkFMiiK4sIvt2tXlOXS30mWXLj7+nW5BuuxU9KsqAgldgcyDG/LSpc/r00WabltKkRhBhfIDusRJlpXSAiVLYn6M4EIJY0aSUZEDlXRIRRJLOQWlGepcHmdZWbfsA7pyb7nlSDTUffv2xbJRRQlkf6aMQ0n0lGteSamyjZTsivZNeQXbuYp4U0VzjNBu+iqSE8dLFf1tHo6XKioRy0nZGPNTUYSqaEBK8kVbp+RH2XXWbTMbCu4k2Wcsd9VOaiNiZZNsP8pIUhpSyT/mr61kSFX/0m6IGgdM59jkNTiHK7mI2twyy13Z73x+rIuShac0UJVDsdUSwO2ktVZG0GW7J5yTGLGPv6OUjpuv0o5yTXz88cf7MXUPwbmU7f6Od7yjpw8cOHDU3zlOmGZEQZbv7rvvjoiIv/zLvyx/p8YSy0o52D/5J/8kIqZJAVVkUK5taavXX399P/Znf/ZnZTl4HUoKGVGw+kSAdcz8tnrT7I2Q7a4iVWd/TZEkKxlfJRdWEbPVJsaMwld9OsA5S82jpPrMgdeg5J91of2yTVifLJPaGFhFVVZzfp5TReiOmL0fZbmZB+uQ5eMzAeE9v4qIPY89WMYYY4wxxhizILbdg5VPw/y4nU+86Q3iE3vlOYjQbwOZX7494dM9A2zwo0Kew7fpvE7ubcU3NNUbuIjZp3e+Ac4y0WPGJ2++1ecbJxVAo/LSPf/88z3NDxNZVrYxAxlk3VhHek249wLLreqTb4kfeuihfox99PTTT8eykW9HWI9q7xa2OftHBbzgWxC+Vane3vEY21+9HWNZso/4BotviNRbH5J9xHzVx6cco+xbvqXLMarajPnRlnhOFRiEY4ttzXrR48uAFwwiU3mrVBCTZUTtc5bHVeAbtpPybFXzzZT9RJTtqLJUeah99yrbV/sJqYBIHI98m5njR60xav8ktYdajnU1L0wJ5DHGKni7sozKVqv6cr8rep/plf47f+fv9DS9RXmfwTVLeao4j3D+4Rv87N8ptsx7CK6v73nPy/EW1HysPGzMo/KmKk+a8sjT5lifnMt5n5SBLyJm9yJTY4xBR3L9Vx70XFeXcX6lTXD9rwIiKY+/UmxUQc7Ueq5+x7W28qorTzHXa16n2teTHmEGiGJ91Xgm2WbK7pU3S9lsFXSKf+d8roKEVfvP8u+cB9ScfyzswTLGGGOMMcaYBeEHLGOMMcYYY4xZENsqEWytddep+kg43cl0C9KdyXPpsqOrsYIudboFmR+lSBdeeGFP0w2bchW6aelSpGtYycvS/UnpS7VvxLHy4MfZ2ZZ06bP96OZUwQPoJs70FPc3UfLDzG/v3r392IMPPliWYxlorXWXPNul2ptHySwogWAe6ni2nfqwdcpecEynPamPMdX4qmC+lKlUQTUiZu2Dv81xx/FEKJlkW9PWKX3NOqi9itg3bDN+xEoZbNZHte8ywj1b5o/Ps9F9q8b2HFT5kSmy1ErCqOTQaq+syqaYH21S7ZXGOTjLR5vkWFJ1UddMOBerQDhkTPa3jLKqjVIFAWK9U5YfEfHmN7+5p7mPEKVLtJFcm2lPXHeVhIqSrEqyr6RxzI/2wk8i0i7UvQfTvLaSAKb9qWBKSqZLG64kw6wXpZmqvirYULW2VevZstjy2tpa7yMlJ8s68e+cK4iS+jGd5ygps/osgFSfMIwF1ZqnWu9oaypoFseUCvaVaWUnhGNHSc7zuNqHlv3F+3/2E8dltZcnr8d9Zqey3HcPxhhjjDHGGLNC+AHLGGOMMcYYYxbEtksE0wVJSQfdd+myU9FC1L5DY65VFaVPubt5HbXfS/V3FRGpijTIv3/3u9/taeUepeSEbtGUbTE/1pHRVKZQuZcJ66v28qK7NevA8jPNOi4Da2tr3SZVNKBKRsE+UdIy1rU6n21YRRmK0DK4SnKkIlwpqUgleeS5lAhSosU8VLS1vD6lrLR7Fd1Lycyq/Z+UrJJ15zUpEcu68XpqvlkWhmEYjX5YRW9iXSp58Pw5lexDzXts9ylSqhxjKg8lk+M8We2DpWQwao9F2naeo+RVU9Ik7Y+R5abIrhWVlG7Z4fqvxlIVZZBjcP/+/T3NvRQ5F1XjgevvmDQuYjZyIGWd2U+8Z6nmpIhZuRLPzzpSqsyIiJdffnlPq/HDclfS5ilSQFKtwWo9U/c1ag/CvNejjfPcLN8ySQRT8qbkcTw3UZEqeS9GqjlayY3VGqjm8cxb7eOo7Ip9nmn1OU91boS+h6lklUrCyDlazQWV3fB67A9+8sPzeU5KjvlsouSOU7EHyxhjjDHGGGMWhB+wjDHGGGOMMWZBbKtEkHIWugkZJejgwYMRMevCZIQSJbFSEqp0z6oNzehyZH50HfK3mZ9yjyqXYuVaVZHXVGSeKjpSxBH5Ad3LdLFWMq35elVuWLpS2e5KVkGqqF68BqO3Mb0M7Nq1q8sqVR8lyg6IkhBVElfVV9Umh/P5VRGxlPu/ijgUMStnSPugnXDT6ieeeKKnv/GNb5T5XXrppT2dUdq4ua+qL+2NmwQznZsYM/qbiujJNOtDOx2TXS2LhGWesU2qExWJSsmGxjaMVDJuNQcqGUmez35hP3ItYF/TzioZNPNjBCgVTYtjIu2C9sFyqAi2Y1G7lExzo3PHKkkDSSWdrqShbJsqim/ErOyHkcHYT9k3tEP+nRJhpseknlxf1XrIPCpJIctE2fSTTz7Z0+xn2ngleVT2ocagWt+z7afIy6fcj+U5apPwZd5omJ86sM+rjXwp/1URcUkVxVnNxSpSrpLjVeVTn2KoeTklruqeRdkEqe67OZ7VWsz5n1RSVRUtWNWL88ZDDz3U03lvwz5nn24Ge7CMMcYYY4wxZkH4AcsYY4wxxhhjFsS27/Cabj1G6aF7MeWCP/jBD/oxulu56aiSR1VRxVRUHeU+p6uR7v2EEkJKC+hepFuSeaSrWbnrVfQ4tsNzzz3X07kJIPOjlIJpFWWN7tm8vpKw0FWuNtasou9861vf6se46bByi+8Ua2trXSpH93PVL2My0MyvOl5toMc2VG539qGKvJdpHlOu+WrDw4gj9WU5n3766bJMlHkqGWpG71NyWNoVx5eS/+Q5bA9KyIiSVFWyuSnSh2Ui6zAm6VORwFSEKrZ1Zedq/lXRBdmuVfStag6az4/9yDk1xyk3ML/pppt6+o477ujpK664oqd/5Vd+pac5j3/zm9+MiNl16LrrrutpytrZTmTMdlTkTZXH2ObRqyAbrCJ/jkUuU3bGuZn9RElWzikqGqiys69//es9TUlRzi/8He2GEmrmx/uCrA/vZc4///yezs8kImY3U2Y7Mb+UcqmIfmpNqeTRLLeKmsZybCQC6ZicfVnm2lNOOSUuu+yyiJhtf7Zv1TaMNsl1mWklLc26q0jR6hMX5keyfGqzXebBdmdZc8zQTlhHFbGV9xPVPZFabyjH43Hev7J81QbVaiN3tRnx7t27jyor81D36FOxB8sYY4wxxhhjFoQfsIwxxhhjjDFmQWyrRHDXrl19M8fK1RdRyy3UxnZqE1i6NNOFWkUWjNBRVlTEm9wIOf8foaNSUeZA92weZ13oBqXciuWjFIHRT3LDwosuuqgfY9vwd2ybsSiMSt6jZGd08XLTzrw+ZaHs/7POOiuWFRUdbWzT2SlyrErGodpWbd6rNpfM69PdzTTHi9oIMc+pNlieP54R/ebLUckBOXZod4wQSIlAJdGNOCItY704jsbkmPNlrX6nNjNfFoZh6HVQUQLHys224bns60oqwT5Sm18qWSDnirRzHqPMi3nwHNpR1oGRLbmRK+V9V155ZU9zDr7rrrt6+rbbbouIWYkNZauc3zgema4kRWxHFSnrRCZtQEU0q9ZGoo5TGvrGN76xp1NerCSsKjIk+/3uu+/u6ZyLOM/Q3in7u+SSS3qasqQ8X31OwIiCzPuRRx7paUpUc/yw/GSjET6rTWq5ObuSH3Ke5vyT92BKIjgmcd4Jsj04D3G+SVhmykPVfRH7vJqXOS6YVlJAFakyy0/7Zl+pyMHVvWy10Tb/Pn8OJf0k82ZdeC7bt4pmGBHx/PPP93SuOWwn9VzBcrOslObu27cvImajeLJPNxNRcPSOobV2Smvt6621O1trd7fW/rf14xe31v66tfZga+0/t9Y2thW9MQvGtmpWAdupWRVsq2ZVsK2aZWPKK9mfRsS7h2G4KiKujoj3tdauj4h/ExH/bhiGN0TE9yLid7aumMZMwrZqVgHbqVkVbKtmVbCtmqViVCI4vOyDTJ/ayev/DRHx7oj44PrxT0TEv4yI/2v0gutuxbEoVlM2yqNcoNpcUFFFn5ovB92YdCmmm5AuVkYum7I5bB5nJEC699WGh5QfXHDBBT2dEY8oW+DvmLeKildtJjcl8pqKikOXbLrLWX6mVeS3jbJIW60iG1bR0VQ0rCmywKp9lZRFRQvj9Xl+jgHaEqEsQEnB8rgaW0q2wPry+ll3ygJU1Do1/mlXaTfMjxICSgvYHyryVcVYFLfNsOg5VVyjpys5q5JBsj+U3W5E0qPyq2xA9bOSHlGGk2nKww4cOFCWn3In2su5557b0xldkL/j/Mpr8xxlw1l3nqsieY1F2CNbLatapK221nodNjKu1AautJF77723p7mepG2xz7kesh/V5rDcGD2vybmF9slrUzZdSbVUNGPWi58LEEphU3bGjYiVXJC2xXS1LnENZNtM+SSiuhfhuVUUvuO15UXZ6k9+8pO4//77I2I88h7rzMjIXF95nzcWaVF9EqI+caGt0J6yXOozGs7FHAO8ZsrtKLujPar1lXNqdR0e4701y89xRFtWUQKrcrBejH7McvNTm5QLctzyemq8HItJHxW01k5qrd0REc9GxOci4qGI+P4wDNlST0TE+eK3H2mt3dJau4WGZsxWsFlbpZ0y5K8xW8Gi5lR+F2TMVuD136wKi1j/p948GzPGpCAXwzAcioirW2unRcSfRsRlUy8wDMNHI+KjERFXX331kG9C+LRa7dPAv6u9KgifsnlOPu3zyZxPs2rPHn7cVr29yb2nImafZvm2Tb3Jrz7O50e6/B3fBF1++eU9zetnufkx7sUXX9zTDCLBp3Oi9rZK+NaKN3UqAALfGGZ/8A0QPVg893jZrK3STvft2zdkWVkn8bueVh/3M838+IYl+1x9/K08oyrNvBP1UbXacyL7VgVrUW8cVVlzHKnAB+otvgrSkGXh+OTDMduac4xKV2/XVfmOl0XNqfv27Ruy3MqDutn9k5S3NY8r75T6mJ1zDO0ixz/nJr5l5LnsU55T7QWk9vnj21Hmxzk666P2euG5tD91fsK2Uf1FNuvBUn26GRZlqwcOHBjSdpTXPOG6QrvhOs88aIt33nlnT1911VURob0B/Mid1+E9AtfaDG6iPvZXiphqTzm1dqggHAysQi9B1pdlosKFwaXUvkhjezwqD5taH6t9x9TeYVV7bJZFrP8nn3xyLwgD5bD82Y7shwySEDHrZWI7P/PMMz3NOSnblHbANuT9EtufNsu1r1IZ8H6T97csE+fGrIPyovJ6HMOsb+WtUsEnOP8zzTmdgTDG7tGUioj3mxwPDzzwQETMjjPeD7HNprKhsFjDMHw/Im6KiBsi4rTWWtbsgog4KH9ozDZjWzWrgO3UrAq2VbMq2FbNMjAliuBZ628DorV2akS8NyLujZeN9x+tn/ahiPjUVhXSmCnYVs0qYDs1q4Jt1awKtlWzbEyRCJ4bEZkyXKAAACAASURBVJ9orZ0ULz+Q/ZdhGG5srd0TEZ9srf3vEXF7RHxsLKPWWnfn0TVH11seVx/QV/snzEOXYrqiKeNQe5VQfqDkgumqpXv3G9/4Rk9//vOf72m6Sj/84Q/3dMbZf+yxx/oxylluvfXWnmY7MD4/98FIWSLrQjcnZQasowokkOdUgR4iZus+ZT+F7FOWifVaoJxlIbZKO1WSvUTJ3abouPnbbHPmQTtV+7WpdObHPGgHvLaSglWudyVPUME2SNWmSo6npDbV+VU7RszKUNgOPGcseIMKOHCcLGxO5T5YpJL0TQmawrZWgTAq21b7E6kgApxTc65VUhT2gdqzK+tGW+C5nIvVGlJJs5iHsmvKiGi3lPUknCNVkCEllRqTUC1SFggWuv5nnZXsM8cm/676XEmNKHlKGRMDVdDOKJ+nTTJvrrspL+JcSlkV7YzyoirAA+ch9YkDZVi8J6E0bf/+/RExG6SF9xZT5rOxdY5MCbJUyeXVHLFA6fVCbPXQoUNdisYyj8njee/3nve8p6cvvfTSnmbbVeunChSm9oJVe/DlvMs1UO3dyv3aaMuZh+pX2izndn5CwjKl1FbdP1KWy9+xnQ4ePOJ8rCT96tMHwrqz3DleKRvmONuMnU6JInhXRBwojj8cEW/d8BWN2SJsq2YVsJ2aVcG2alYF26pZNjb0DZYxxhhjjDHGGM2kKIJbAd2fdHnm/g50jXNPCkaOUrIpHs+8lWtWuV7pGqR7P+UFLAfLx+h9/N0tt9zS088++2xEzLpS6b5lFCQl5aIrN6/PPOhupSuXsoUqYlzEEcmhktvQfTtlP6WMHsNoRrz2MoaariKzjUlw1N+V/KeK0kS3NtPse7XXA93d2XccZ6qvlDSv2utDSTt5fEzSo6SUrC9tVkUUzPymSK2Yt5IfpKRrqyIHbjVjEeXGZH48N0LLBRMVsU9FbGKf8njKtLiPj8pbRefM+ijpGftf7Z/I83POmrKvIccg57Jq7PEY15CNzh1VX6sIhcsO7SXbm3XhGFWSTvYBj3/729+OiFn5HG1B7e+k5oD8HIBrPqMM0l64Rlf7Uqrxqvb6Ybm539vu3bsjYta2WC8VNVNJB7ON2S/K9lUkxMr+lJx92cKiD8NQlonH2EfJo48+2tOMCk0JHqWqnCtyLqBdPfLIIz3Nz1AYrZBzJiXJeX/F/ub6T1viNXkPmffAlEBz3uY9JqNns21++Zd/+aiyUmrJ/Dgf0h4pC+Q1ExW9mTaoIpHznBzHlApTYvnmN7+5p++6666jylFhD5YxxhhjjDHGLAg/YBljjDHGGGPMgthWiWBrrbvH6bqsNnCjy59uaEoH5/NO6P5MV6OKAKU2MaW7ktK2dLfTxf2GN7yhPJeuUrp70wXJv9MVyQ2FuWEg04zIl/nQ5cx6TZHyVJuyUnJAeY+SCyo54z333BMRERdeeGE/xvZNicMyUUVeqySQSrajIrApCWBlh0oCozYPpCwkpazsH16D16YEh8dTPqUkNbQPJd3i+Sk/UBsDPvzwwz3NKFiM9MXomVk3JQsgavxXkkfVd8squ5q6UedGN7atIp8RJbvgPET7VHMIo2xV11bjh7KUavNjSlGIkoXzOjk/qYhXagNl2julNzmWKEnk+JkSrXKHoggulCyjsp1ERfdVfaci3qbMiZJ/1U4qj7PPPvuo/Bip8LrrrutprnG0Ba7XKbniGOCYUTLXPXv2lOm0IyVPVfMt7b0ab8qu1QauSlJcrZVKvrUMtNb6eFTlzLWHbc42+uIXv9jTtIm3vvVIrI1q/PPTCX5uwjHw1a9+tafV5uwpB+QxRu6mXJD3nvmJDuvGNqDc9E1velNP5ya9EbPy1b179/Z0tdGwsgnaXt4/Rsy2cc7v/B3biagomVwjnnvuuaPKxHt7NY6OhT1YxhhjjDHGGLMg/IBljDHGGGOMMQti26MIphxARcSjGzOhez/deBE6eli1sa6KEKTSdNVWkgK6MCmDYcQVSh/oys36svy8HmVdlM/Rrcs6phyM0oKMVDif9xR3fLYl5TFKbsM6sv1Y3/e+970RMet+vuKKK3r6qquuGi3TdjIMQ6+Xql+mVXQ/JcdSG2jmdVREP8qhqo20589J++C5Su5EeM2UpHJ8UtagomTRThmRJ6/JaEdqs8JvfetbPU05Dts15bicM1TUR2X3lcRTyQKXUYLFiFdjsj9Vlykbh1YSIsrxOAfSzmgvlICyjbOvmR/zoF3TXqrNo1kOzlkq6p+SUqVNMfocJX+VXChCR5/L63OTW87LZEo/bebcZULJenNOZB+pOZb2oubp/O03v/nNfuz666/vaX5ywHmJ16FEOfNjmRgxjpIx1osR5nKeU5FcGRmO6yg/EWDeWXfasooYSlsl1Vyp5LgqcqCSYVWRISsp8rLY7DAMve7K3jKt1gpKQr/yla/0NCVnXCezD9nO/Ps111zT0+re7rLLLuvplAbSrpg3+4rz2rve9a6ezvWdNkj7YSQ95s2oiRyX2ZYqCjLt9+abb+7p2267LSqyDmwntgfvjdT9Dvu0st977733mH8fwx4sY4wxxhhjjFkQfsAyxhhjjDHGmAWx7RLByk1IN11CdyulHnQjKtkHqaRBSjpEeR/LV0XTomuY7lG6RJk3z0no0uUGbzyXabo8mXdGOaJki+WgxIpQ+sB2zd/S9UoXK9ua7mVekxFwDhw4cNTvWH7KLZeFzcgVlFxgyma16X6mrdEdr2SGlIrShZ0bEz711FP9GPvnoosu6mlG/aFNpCSFcgfKE1TETMqg2LdZJv6d9VXRKRkJiek8R405lVbSt4RtrSJjLjuVzU2RkClbreQRSl7NuURJqe+4446e/vKXvxwRs1LhD3/4wz39sY99rKdp+3/8x3/c0zfddFNEzNoybZ8ynRtuuKGnOb9yHUpbZfRXRndVNkm5Km0r05R/0Z6UtFDJqpZFTrVZ1FyZY1NFpFObr6v8cn7kZqWUqtJeKGeuIsZGHJHs0w6V9EptuJ7zqbIVHlebr6rNtxOuC+p+R0n98hzeb6gIxZxLVX9U93yVLS+TTWcbsB3ZdilJ5j0Xz2WaMrM///M/7+kPfOADPZ115xxJm6D0jZ9XcANi/jbtuoq6G6EjcLIPUsrKzX1vueWWMk0ZIed/jte8DjcX5t85Rjlf85zqnkjdQ/C5QX0eQTvNccmNwzkn8N5nKvZgGWOMMcYYY8yC8AOWMcYYY4wxxiyIbZUIMuLV/PH5tJL90P1I17zaHDRdtcpFSLckr0npG6ObpTtSbb7KPOjq5/F0z7IclE3RDUo3PetFOWPmxzZgxCHm9+STT/Y0ox9x07hsMyUnqKI+Rcy6sek6z/ZREoJl3GgwyzRFupOoaFdKdqU2bEzo4lYbr/KcSkJCO6Bci3ZFm+DxjN7JyEKEY0BtHE67z7GrpAqUOLCs5513Xk9TwpjXZCQwtoeKmMX243xSoeaVZWIsimCiogUq2I9VXzM/znUsByPAUlJKCU1KmCkd+fjHP97TjMDGvv6jP/qjo8rHiFO8HsvPPmdUWtpL1pGRT7m5K8crZTi0T+aXEhquK2pz4c1KAadIkXeaLCPbr5o31VqhNlwfW6tob4x+xnWXMieuZVWEYp7LOa7q8/nr5zm0BY4f9RkEbZhlyrmSx7j+jkn35o/nNSmPUjKtjWzszj5S0XKXgVNOOaV/4qDsINvmscce68cY4ZR1pRz/C1/4Qk9zrnjb294WEbNtyzHCe0zOQ5wbb7311p5Om2DUQkrfpkQ+TXk0N/plfbl2v+UtbynzoN1nmVgXrg+f//zne5qyRPV5Sn7Cwrpw7PB+gufw3oJ55xhkmVWEQuZ9LOzBMsYYY4wxxpgFsa2vDlpr/YmRbziqN6tqXwu+meHbTPUhZ76RV0/pDADBN+W8Pp9iq30w+AZTvUXkW4d8a6a8VuqNLZ/8qzqqoAjK+0QPIN/knn/++REx+2ZJeQCZ5hs5vj3ONzHKc1C97dppjteDRdRHlUxX+26pfVKUJ4Ln5web2ZcRs23ON0d8o8O3lhkkgGOOb7DUnkN8M0e7yTd8/Mic7Uj7pueNgQFo9/mmiR+Csw1YX16H44Rje4xl+gg74Z4t6mPl6iNz5cFSwYfYlvlbvrFV7cs07eK3f/u3e/qzn/1sRMx+SM+3iPv27SvLyrecaSPsf9o4+/mTn/xkT99+++09TRu++uqrIyLil37pl/oxeiRoqzzO61R7trE9VH9NsbNs72W0ySmoOTFtjrbHN+VMV3vsRNSeV/YL1z3ut8O+5vm0/ZzPeIxzrPKk8fy0M16DtlepXSJmbbtaf6oxGjE7v6s1inaU51MlM8XLxDJV93dK5bBs+2Dt2rWrz1XV+hVxZH5inWiz3D+PedArdf/99x91Pu8J1f6OynNEW87AGrx/5D0o11Tlkcz9CR966KHy7zlHRmglDcmyUKlArxUVVbRlFZAjbYzrBu/F2Za8z69UNRFH5gX2M8cO+8MeLGOMMcYYY4zZZvyAZYwxxhhjjDELYtuDXFQfsY7tVUW5CF2bdDUq6Vu6P3k9uhQpW2HAC7p76VpNGRzdqnTDMm/KSOhezDrQFcn9DPhhNX9HCV4V+IPHKPlLV2/ErIua51dlVfIElontyo8oq70QKIlQksNlgFLWsf2s1N+VLFMFq8hz2OZq3zC1xwntI9tc7Vm2d+/enqbLvErTZuh2Z3/zOgyUUQXvoN1znHFsU/rAj0sruUUVnCBitp3YrrRfShuyLdWH4MsWjCWZapdTgnSovZlY96rdVdACti/PYVCdlIN+9atf7ce454iSdHCvvbwOpcm0FaaZHyWvlJek/IXyv9NOO62naZOUs7IveM3Mm202th/bfH5jLIvEagoquEyOU0pzVHAHFQir2huQ7UvJM9drykXf8Y539HS1zw7XMiXlnnI8Uft4qb18WMdqb84pwSfUHn8pf1L7/kyxs0oKr9bHZQvO8rOf/awHfuJ9EdNZJ7XnH++/1J5utMNsc/Yr70cvvPDCnlZ9eM011/R0SuLYh7zHVPLa6r6cgTI4R1aBW+aP894459q/+Iu/6Md4r8v24JhX8umsA8vP/WQvvfTSns69YiNm+4n3MCkpp/yv2hdsI0y+s22tndRau721duP6vy9urf11a+3B1tp/bq0dOxyXMduA7dSsCrZVsyrYVs0qYDs1y8RGXAe/FxH34t//JiL+3TAMb4iI70XE7yyyYMZsEtupWRVsq2ZVsK2aVcB2apaGSRLB1toFEfGrEfF/RMT/0l72m707Ij64fsonIuJfRsT/dax81tbWumudbroq2o5yd9NFyYhndKdWUVHoolduXaYpAXjggQd6Ot2IlFsxihndwcyDsqi77777qPLTtcm609WsIleldIXSLLqGlWyK7UDpV7qG6bJl3mxLluPKK68s8x6TCCxK2rIoO2WZWFf2bZZfRY1S0dhUxMRqvzbajIrAxLwpW0rXvIqCyOvQfqtIVCxzJb+ZLyvzZvlyfPHvlZ1EzNoexxHHaEa5om1SxsXrTJGyZn1Yx63a+2qRtlrtHUiyH5V9qqigpJK5qLbhuZyLKQGl9Cmjt77//e/vxxj1KaNZRszOk5RypP2pfVoIbZJzFu0s25LzIstMlNSav820kvcsek+sRbIoW2XES+69x3SOWbUnHtNKnq324at+xz7NdTniSBTWiNmIcPlbNSepvKu9rdRYU5JIzu+07RxvzE/lwfIp2WyOMX5qUUVSjtCy6WrdUdFvFyURXJSdvvTSS/3zE7Yj57VMq09ZqnMjZqX5PD/TXPe4pjKy9O7du4+ZR8SRvbcoX2YfK/tgf2ZajadKrhcxa5sZzTAi4jOf+UxEzI5trgmMWkkqeXrEEZtkOSj55acxtF/mUcl4OZ6VjHYqUz1Y/z4i/iAi8gpnRMT3h2HIkj4REedXPzRmG7GdmlXBtmpWBduqWQVsp2apGH3Aaq39/Yh4dhiGW8fOFb//SGvtltbaLfTGGLNIFmmn9Cwas2gWaat8Y2fMovH6b1aBRdrpsgXdMKvLFIngOyLi11pr74+IUyLiNRHxHyLitNbarvW3AxdExMHqx8MwfDQiPhoRce211w6VFKqS5tGNR9cnodSH0pBK5kSXKKHrMN2qEbPyDroxH3nkkYiYdXMyzetQ5kL3Yrrg6QKmzIkyGEY8o/yJrt+sI8+94oorynIwagtljtXmoCraG8+97LLLeppSs0q+oaIgLUiGtTA73b9//1BFv6vcxUqWpSZpdTz7ULnjlRtfRePK9uUNOPuN9q3KlHlT6qKkBaoc1YbhKpLamMRt/reZVpI0lo/2xnmjQsmTF7jwLsxWL7744iElGUquUkUtmyLRVRKmaryqSJmcEygnJpUkmfMyN4CnBI/zZEpiaQu0J87RasP2KtIry8R681y+kFHrSbKVEVO36MZwobZ64403RsTsekdbTXtREivWUUlAq7lbfRag7PZLX/pSTzOK2iWXXBIRs/OqQt3jpNRPRY5UG1CruTftkuOBczavwzWd9szjKclVc0Q1p0eMRxJV52Z9j9N+F2anu3btGrK+7IvqMwn2CecEzgOMpMe1h/Nh2iftlJ/DUD7Hz2EoX602x1YyZBUBkH2QNqHuA5XkkBsef+UrX+npHNv8HceRajPCsqaNqXrRxth+vI/mdXI+YX5K0q3uVeYZne2HYfijYRguGIZhT0T8RkT8j2EYfisiboqIf7R+2oci4lOTrmjMFmA7NauCbdWsCrZVswrYTs0ycjyv0/5FvPwh4YPxstb1Y4spkjELxXZqVgXbqlkVbKtmFbCdmh1jQxsND8PwxYj44nr64Yh462YvrNzPmVbuYrqeKXGj5InuwCrKDfOo5AkR9eaCERGXX355REQ8/vjj/Rjd/3TZ0v3JaCoZiZBlY9Qiyu64cSbTdCXndVh+RgBiREFehy7ZKkIR603JAfPYt29fT7MdqshzbHe6lJUEdLMcr50ePny4ywHGongpeaOSXbGubIN0S9Pu2IZKJkMbYh+lFIFjQUlq6BJnfShxqa6t2oZlrSIKssz8u4psp8qa+ShpButLmRklv1X/bUWES8Xx2mprrZdRSXTGIl4qaJ/Vb6dEEOM8xb4hldxW2Tj7msdz7uO8x/mQdkaJoIrel+WuNnSdP65kQpT4JOyXSso+Xw6VzvaZMh4XxfHa6gsvvBB33nlnRMzOVeeffyTuQNoIxy7bl+3H/lCR7cYkmcybZaIc7LbbbuvpXO841qZshMy+TltU59KGVGRASpvyEwCuHWododyL16eENu8XpkivlJyqGsvqd1nWRdns8drp2tpatwXaQSWTZD1os2qt5X0W01V0bc5ftImMcBgxG4GTn43kGKDdVREC59OV9K2S5UXMfnryta99racfeuihnuZmvw8//PBR+bGOeV8coTeor+ZoFQ2zOjdi1tZ5/5rXUeuDsvVjsXWCcGOMMcYYY4z5OcMPWMYYY4wxxhizIDYkETxeDh8+3N1vdLFV7sApG7jSXZnRfSJm3azp1uO5KuoYpXR0x9NlmO5IRiJ5+umne/r2228v60VZ0rvf/e6j/k73KNOEYW7pgk6pJCWJlALQtUkppdoUMVFyqxtuuOGoa0fM9mklB6JsgW7dKurTTjIMQ6+vcqWr31WoSHRjGxcrlzTzUBsQp0SQ59KOaR9KqpRjhn2lpIC0DyXvyuO8tmobjlfmPSZVY360wf3795d1rGSaSq61rOF70waqTZ0jjrSfspUpm35WUisln2CbVZu+z5PHVVsr6VEVrVBJCFXUN2XPVYQ3VUeeS8kJbVhFjKvymyL126lNh4+HQ4cO9X5QsvDsA9qvigyp5ubKjjiHqHGgZHp33XVXT19//fURMTu38Hq8DtdU5p1jgnUk1SbCEbPzN2ViKXmidJ+/m9KWVZRN1muK7JL2XqU3spbuJLxPVfNhll/NH5Qqs1/UOllFlmSfUE7Ieziu3dyMOCMU8lzmodZakudQjspPXXivy/Hy9/7e3+vpL3/5yz2dckuWo4ogPl8+2grbL+8j1H2qijjK4xxH2Wbq/ltFIj8W9mAZY4wxxhhjzILwA5YxxhhjjDHGLIhtlQgOw1BKACkjyb9PkUmoyEEXX3xxTz/44INH5UEXt4raUkU/U2U566yzynJ885vfLPNLt66SvtC9zM3oeA7LmuVjxBuWg25nukdZbtYxy0rX9tlnn93TVXSs+WuS7FO1Sd2yyV1aa2VdxqLcTdkoV+VXSQ6qPpn/HaU2VfnYhzxXXYfkuJyysaSStVQomY+Sr7CslBdUmxvT1hlViRs8KmnOWATTZaS11vtVtV/27xSZFFGSnqp9aFvqd5yvK7mdKhP7WUWRm88rYrY9lAxWRajK+qi5ieORUV85p1ZR06bIMTciNVZRBJfRhodh6LbIvmNbVlJ11oXn0kZof9UnAirq3xS7YPov/uIvIiLiAx/4QD+m5My8Dj8RyHWaZWa9KaHmms5PEXhOzm28j2I7qYh2bNdKRsi2Ufdjat4fmyOYR9ZFSdW2G86plBZXcxnrSZkcN6dmH3JNok2krdAO1NzJduRG6CTlhZQNcn5lHsybMtS8D6XdUbZ43XXXlfViREFG204pH+2E5VfRWGkrjFyY9WE7Us7IDeDVfMhzsq9VBHGWie10LOzBMsYYY4wxxpgFsa0erLW1tZk30En1MeXYh3cRs0+a6q1PvpVSbwNUoAnmR+9NPoXzCVZ9FLdnz56e5tN55s1y8k0Qn5SVd6EKIsHAG3xD+NRTT/U033KptxgZuIJvsPhmlnsv8A2E+pC7+gh/7IPynWQYhm5n6sPdsf3V1Nv6ah8nHme7KK+BCnhBckzRltjOUz4Grfb6qPYCmU8rz1aVn9rLRnkiKm8y68W3WdyDYyPBG7Zzb6Hjhd5WzmWsV843fEvNN9yqf9Ub/Wwf/p3zCsvBvlF55/Fq767546QKbKC8OCyfCjRTlY/H2H4XXnhhT/Nttdorq7r2FHvabJCLZbXVas+jqt2V6kJ509V9Qdq5mktVQBY1PlKVwvuYt7/97T1N2+d1+GY911XaHu83aO9ca3mc9pflU6qbKXWvrq8CeSiPnVr/ss+meGaXgV27dvV7PuUdSe8O68T93A4cONDTvFdkUDDmnX2kFClqvLCdeS+W+bBfOX+p/dCqIFGc33iPyb6np+/gwYM9Te9X3ovQrtTebYTtVwW8o+KLeXA8KxWa8qRXefB+2B4sY4wxxhhjjNlm/IBljDHGGGOMMQtix7RZ6mPlSiI4RVbBYBB0q6crj65DJUUi1UfiPJ8uQro8+RHeww8/XOaXLn3mSzcn3a10UTJgAWUL6c5WUi8GxLjooot6Wrn6qz0Z6B5nwIApH7lWH6OzXsvycSvJuihbyePK3az2XVNSljxfSQTVXg+0A7qw87cqoMQU6Vb+VgXEUDJD5eqv+pmSCBUMRO1bleWjLOe8887raY6XsUA1EUfqoCQYyyZlSaoACuyDSpKk5ERq76bK5qa0k5LHVvtZKXmMksRWebOcah8fFZCDv80068V5jxIgNcYqe58ih54iC6zkVssuZz18+HC3u2oPIB5XtqoCqCgbyXyUnFUFhlFyt5RI/dVf/VU/9sQTT/T0Nddc09PnnntuT7Pfq/Wfki3eW/DzBNofy5T5qCBSal6lZOx73/teT1fyeHU/xLTar7Q6VgXsUuXcbk499dR44xvfGBGz9sE+r/bJZJ3uu+++nmYACK7R1X0tbXMssND88Sp4C9fGymbm86juW2gnKkAMg1888sgjPc3f5hhQc67Kb+wzmauuuqof41zyl3/5lz3Nz3hUEItse3WvtZm925bDoo0xxhhjjDHmBMAPWMYYY4wxxhizILZVInjo0KEZ+VtFtbeNkoXQdVhJYiKOuP3UPgJV1JT5a1bR0s4444x+jC59yvHonmU0lZQD0g2q3OOMDEN3K/PO/JSsQkm8VOSvzIdtShkEIxipaHmVXI3XriI9LgvDMJTyuMom1N+VRFBFvqr2CmMb0jaVfKWSZqn82Pe0b55TlUn1Fe1N7QeW11QR3ciUKIxpnxxzlGOoPMYibKm9uZZRdrW2ttb7bGwsqrbmvKJkxsw78+M1lGxVzd20gY2065ikW8kCeW01fkiON+75d+WVV5a/U2Op2tdrLMpgxOb3sFrGva/I4cOH+1pFuRvHb0rlVPQzJTPlOK3WehWlT0lHOd9yfc/zWWbuNcQ0bYcRhVPGxDWX0V4vueSSnq7W+flyV3I1JYPiOWxX5l3tq0cqKW2E3rswxwfbd5nX/xdffLH342OPPVaek/VjGzF6HqXq3JeVUfgYUTDzY39Xa/F8upKeRtT7dCkJuRpHlbxWfRJBO+DnJNX9NcukxrmS9HPcZVsyD95T8zilg0pOnOVjdEfWi58hPffcczGF5bJsY4wxxhhjjFlh/IBljDHGGGOMMQuibaesoLX2nYj4cURM86+tLmeG67hZdg/DcNb4aVvHup0+Gu7HE4WtqOOO22nEz5Wtnuj1iziB59QIr/8nGJ5TTwxcx80xyVa39QErIqK1dsswDNdu60W3GdfxxMB1PDFwHVefE71+Ea7jiYLreGLgOp4Y7GQdLRE0xhhjjDHGmAXhByxjjDHGGGOMWRA78YD10R245nbjOp4YuI4nBq7j6nOi1y/CdTxRcB1PDFzHE4Mdq+O2f4NljDHGGGOMMScqlggaY4wxxhhjzILY1ges1tr7Wmv3tdYebK394XZee6torV3YWruptXZPa+3u1trvrR8/vbX2udbaA+v/f91Ol/V4aK2d1Fq7vbV24/q/L26t/fV6X/7n1torxvJYFWynq41tdbWxrdpWV4WfF1u1na42Py92GrFctrptD1ittZMi4v+MiP8pIq6IiN9srV2xXdffQl6KiN8fhuGKgOXLjQAAIABJREFUiLg+Iv7Zer3+MCK+MAzD3oj4wvq/V5nfi4h78e9/ExH/bhiGN0TE9yLid3akVAvGdrrydhphW111bKu21VXh58VWbaerzc+LnUYska1upwfrrRHx4DAMDw/D8GJEfDIifn0br78lDMPw1DAMt62nfxQvd+z58XLdPrF+2ici4gM7U8Ljp7V2QUT8akT83+v/bhHx7oj4/9ZPWen6zWE7XWFsq7bVVcG2altdBWynttNVYdlsdTsfsM6PiMfx7yfWj50wtNb2RMSBiPjriDh7GIan1v/0dEScvUPFWgT/PiL+ICIOr//7jIj4/jAML63/+0TqS9vpamNbPYGwrZ4w/WlbXV1spycQJ7CdRiyZrTrIxYJorb0qIv5rRPzzYRh+yL8NL4dqXMlwja21vx8Rzw7DcOtOl8UcPyeqnUbYVk80bKtmVThRbdV2emJxotppxHLa6q5tvNbBiLgQ/75g/djK01o7OV422v80DMN/Wz/8TGvt3GEYnmqtnRsRz+5cCY+Ld0TEr7XW3h8Rp0TEayLiP0TEaa21XetvBk6Yvgzb6araaYRt9YSpm23VtroqnOC2ajs9Qep2gttpxBLa6nZ6sG6OiL3rET1eERG/ERGf3sbrbwnrGs+PRcS9wzD8W/zp0xHxofX0hyLiU9tdtkUwDMMfDcNwwTAMe+LlPvsfwzD8VkTcFBH/aP20la1fge10RbGt2lZXBduqbXUVsJ3aTleFpbTVYRi27b+IeH9E3B8RD0XEn2zntbewTu+Ml92qd0XEHev/vT9e1n5+ISIeiIjPR8TpO13WBdT1lyPixvX0JRHx9Yh4MCL+34h45U6Xb4H1tJ2u+H+21dX9z7ZqW12V/36ebNV2urr//TzZ6Xp9l8JW23oBjDHGGGOMMcYcJw5yYYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDELwg9YxhhjjDHGGLMg/IBljDHGGGOMMQvCD1jGGGOMMcYYsyD8gGWMMcYYY4wxC8IPWMYYY4wxxhizIPyAZYwxxhhjjDEL4rgesFpr72ut3ddae7C19oeLKpQxi8a2alYB26lZFWyrZlWwrZqdoA3DsLkftnZSRNwfEe+NiCci4uaI+M1hGO5ZXPGMOX5sq2YVsJ2aVcG2alYF26rZKXYdx2/fGhEPDsPwcEREa+2TEfHrESGN9pRTThle/epXR0TEK17xin78pJNO6umTTz755YLtOlI0PgS21sq8eVylN5LfGJt9MI2IOHTo0DHz4PEp18lzeO7hw4fLtMo7yxQR8eKLL0ZExE9/+tNj/n2etbUjDtHqOlP67tChQ88Nw3BWeeLm2ZCtttaGMbvIv6v+mWKPY9c4nryzL9gnKs2xxnSOy7n+6emXXnqpp3/2s5+V51RjTdVb2Q/nB55TlU+lOQZov3/zN39z1DlVG8yX6YUXXthxO10/pzSSqs02Mpes533Mc3kNwv5nu6vrbIRTTjmlp3/hF37hqL/TJjl/8biqI+szNr4Vat6trk1YDp4zNiZe+cpX9mOvetWryt8dPHhwKWz1Va961XDGGWdExGxdcs3ncWU3PE4745it5jn2rRrTzE/NOQnnO9oW+0PNP9W8peZmRWVHyobUcWWrL7zwQkRE/O3f/u1RZZ4vH8cj7+mqeVjVN/N+7LHH4rnnntvcDdmx2ZCtnnTSSUPapOqX6p6LdsD2VOsJybbhWJhyb8q1jDY5ds+lqMadsh9lY2rOqlD5MQ81R+d4VXXkeCZj90zVWJ0//tOf/nTSnHo8D1jnR8Tj+PcTEfG2+ZNaax+JiI9EvLwA/IN/8A9e/vH55/dzXve61/X0OeecExERp59+ej+mjJVwYqORZgOpiWXKDW9lSGoBUL9jZ//4xz+OCP2gMuXGgGRZ+Lu8xvzxn/zkJ2XeP/rRj3r6sccei4iIRx55pB/77ne/29MHDx486toRsws8B3teXy0+TP/gBz94dL5+C2DUVmmnrbWZhaNizA5og0yPLULKZniueiBi+2b6F3/xF/sxptlXHH9nnXVkznjta18bEbOT3Q9+8IOefv7553v6mWeeKY/TxrKsbAPWl2Vi3Xn81FNPParcbF+WlefyQerRR4+Y2Ne+9rWezjFw5pln9mOch2jTt99++47YacSsrRIuBqeddlpPZ3sr22Kbca5Q/ZTn58uy+b9z7qkeYCNm7aIaS2p+2L9/f08fOHDgqPpwnuL89dxzzx11bsTs+HnNa17T01n36qZlPs12Z3051+Y1eW2mOd/wmhzTbJ9s+3379vVjN9xwQ09zzPzBH/zBUtjq6aefHn/yJ38SEbNrX675EUfaLG/yI2b7iO37wx/+sKc5ZtmWOeflXDafph1+73vf62nOiZxHss++853v9GNMX3zxxWW5aQvZd+xbvixg+afc3CYcx6wXxzHLwT7g+n/PPS8/d9x88839GOcTjvu9e/f29O7du3u6Wv94jHXMvN/5znceVacFsaH1f9euXXHhhRdGxOw4Yn9l+3Osco7hHJgvFSJm2459m33EscD2IpwHeC9W3Zeph3Uen3twOKp8ygZZd86B6j6wopojI2bHHO2Xc3Tei6iHUt6rEI5L/jbnCvYd+4svHB566KFJc+qWB7kYhuGjwzBcOwzDtWM3rcbsFLTTnS6LMcfCtmpWBdoqb7yMWSZop8rLZMxGOR4P1sGIuBD/vmD9mOTQoUPx/e9/PyJm39jwaTrfLqk3rMoVqd72V65SlQdR7vNKejXld5VMT70BUANceeGqt1l86udbCSUNq1zhVb0jor/diZh9e8e3EWzjfEug3qArr+QC2bCtJspDVUlPVNsqNzOppDFVG87nPSalVe51jj++LeLbm/RE8W0y33ryjR7fcDLN62QdaPeqnVhu2lX1toptRg8c81YSwcomWQ6+tZoi3TlONmynrbU+1jnOWe5sh0peETHbBnwJpmwr20H1HW1IzSGVjIRzlpKZsH8vuuiinq7elLIcTLNtaGf0jmRZWEeeS9vn+FFjNttb9RHryPx4PsuS+aXaIGLWi/Mrv/IrscVs2FaHYej1oYeInqO0F3pg6JVkH9G7TLut5kraIc+ll5MPgGx39seTTz4ZERGPP37EIUI7pF08++yzPc36Vh4dJVvciESV57IcnL85riqPTMQRO6Itc53nW33W8bzzziuvk2nmx/7N+fh4PrsYYUO22lrrbaPmocpDxPbkfJP3vPPn0ybSlqkyIeoe6YILLuhprmvpTVP3vRwDLDe9Pjmnqn7jfM1rc73m+l/dk7BezIM2S7hunXvuuRExa4PKk8a8eX0ez9+yX9S9x1SO547h5ojY21q7uLX2ioj4jYj49HHkZ8xWYVs1q4Dt1KwKtlWzKthWzY6wadfBMAwvtdZ+NyI+GxEnRcR/HIbh7oWVzJgFYVs1q4Dt1KwKtlWzKthWzU5xXNqsYRg+ExGfmXr+oUOH+seU/EC1+jibMiO66JX7XMnP8vgUCZ76CJtUgTDU71RUmSxfFUnnWHmPRahiHkqGpaRXVTACXoMubyXHUB80Vm2mPpzcKjZiq6210Q888/iY7ClCfyivrp0oiRblK3SlU16Qrm+6/+kOT6lLRMT999/f05Tg5PmUArC/OS6VtIxk3VQkOCWv4jksS+ZDaRQ/YK8Crcxfn+Q12aacS/iB7Vax0Tl1GIZeTxXsI/+uJMmqT5XEMn+r7EJ9QK2k3gnnIJYjpSAREXv27OlprhH5W85pHDOUvig7q8rHMcPxpeTASi6Y9jdFRsw6EOaXNspz77zzzp6+9tqt/zxvo7a6trbW25DzDMn2pnySEiu2E8cx+4kStmyf17/+9f0YZZVqXv3/2XvXWMuq6853zKoCbIxjG7DLUFW8inIBBhtsbMdJHJN0LPnm4SRSFCXdavlDJH/plty6kbrT90a698O9UvKl3S2ldSXrphWUtJJ0p1t5qeMol7ZjRTHYvIKBKl6FoaoowGA7TogdA7XuB85Y57d3jX+ttc9Z55y9i/9PQsxaZ+255ppzzLke47/G2Lt3b19m8IIjR45ExKwskOvTs88+25e5XnAdznMYc83fKGOCG1TX/Ij1QAtcVz//+c/3ZX4iQPnmUIAcFV00fzfFeSsWvf4PSYSr679aO3mvS1vhepLSZxXshv1JWEd1v8Dx4bHVfQjHNqW7bAeDoXDtVJJUzss8N3XtURJ2Hp/rXfYJrw8MtqU+qyBVELkxkUrHsuUfFRhjjDHGGGPM6wU/YBljjDHGGGPMRGx5+DZy+vTpUtpQRVyh1EdFu1O5SCrpoJKqjEm8V+2v9h2TcDXLSjKzSDJahUrkWEmH5sn+Zr9TskGXt8o/Vp37mPFaBrquKyWi1XiNyVOi5IJ0+2dfq8SFhH1OSUFlp5TiUGrDulXknZQtqAhnKhJRlTeG9XBus32sj22i1IZzLethNDElLVS5hTh+ee4qqfay2WmSfUJ7quTJqm/UHFZ5sKr1ofp7xLjoaJXchm1ifh1GeKqi+qlQ4Nddd11ffuKJJ/ryiRMn+jJ/mzZHyQmlLzwv9hPbTaqoY+wD5srhPo888khfrnLUsM28pt51111lO3YSyll5PWGf5XrAyGBcTxipjnOTawDvJ7J/lOSQ/aeiiz3wwANntFVFQeTaRvlWJYVW9x6KRe4F1HVGfbZAsk+Yc+53f/d3+zKv/5Tp0v64fSjHo0oIu1OoTwSqKLcqKa1aO1kf+yjtRh2viiAaMbteM4dWtovXVNo9YX28HucaqGS5rE/dY1ao66jK08nPGSrZP/ua8uAqQuD89upeQEUQVbLms2EPljHGGGOMMcZMxLZ6sF599dX+Y2MVxCKfEvlWiE+zKlfKEFO9Lao8WOoNxZC3jU/jKuCFCqLAp/CsR31EqoJwqMAfub966ldeG5XDKdvN893KD1qnoMrdUXmwlJdSwTdAlbeKfc63K8rrot7+VW+wOOc4pzj/+KY1fzvmHNV4qsz1Cd/4Km8H3z6zrfmGjW/PeDx+kKsCwLBNeQ7KC72RPBjbQdqlmv+5ZlbnOo8KYEOyPs4Hvt2jrSovYrW2sD62gwEHaC/cJ+dP9eZ8/nj0iNITcerUqb6cXhB6lgj7hnNJXReyfewDleuFuW24D9tX5Q5SuXeWhVdffbX3frDPGEQiPYacx/ROcU7Ts0loi/nRPt+Cc+zYv/QAsK85r9Krw2NU+YwiZu9Vqo/lVa5PMuYeZ0gRozxHKj9j7nPNNdf02zjv6F1k0Bmu00MKlcrDtkwKger6X5VVm1WABW7n2pJrmQrAQ4au+RER+/bti4jZtfjkyfXUX1wr6LHh/WEVPIkBJXhenA9DwSCqdTti9trO7cx9mLk5I9b7gefCtV3lxlUqg9xf5cxTiqKzYQ+WMcYYY4wxxkyEH7CMMcYYY4wxZiJ2TCJYfUyX+8z/na5nSk6qjw5VWbnJlVRG7V/VNyQjm98/j0lXqsq3oKjcleqDS+VSVtKvIYmgkj4ol2zWo+QOyygXHApikW1WEoEx+bGG8jSwP5X8QuWUyOOovFqEHyfzmGljnJ9KQqbmA+0m5z7lITwvJfWj7Ittyf2VPbJNiwS2YX+oPCPLRLVeVLIU9q+SolCmoaTKuT+lJRxHJX1iuZIqsU3sdwY2oKymknpwbGlDiptuuqkvHzx4sC+n7IT2zmsSz502pHIL5rmpD9c5T3iNe9/73teXGZzjySefjAgtI2Lep2WhtdafPz8BoBwv5zeldrQLnhfP/amnnurLlK3lOFIKyP6l9I3jSCkSpXIJZatqTVR5pio5uJLXq3W1uu6oa5GS5g79ltLHG2+8sS+zb6qcY/MMXd+zP5ZFIkg7HZJVq3s/tXbyWkXbq2TXKhcUUcHYznaMiNl8bRxPkmsScwjyGJQLch/O7er6qoJmKXgtqIJ2ca3gnOO8pIyQNst5mfJjlZNwI3kw7cEyxhhjjDHGmInwA5YxxhhjjDHGTMS2a17STUiXXeVaVrloVGz7Idf3UA6W+bLaZ6NUruQqD9I8ygVcuaNVLgL2GY8zFMVQRQJSv2O5iko0RT9uF+lqHpKeqkhlYyJBLpILRElPlYwz3dnKHc4yZQRVxE62jdIoRpOizIDtqOY2pSecA5QCUq517bXX9uUqnwzPUUX9o82qKIHZJ6qvKYNbFlprfbtVBLuEfcc+UzJIlqvorYxUR+lGFeE025pQypHtouQvo2BFRFx66aV9mZIS1pdyECWNpryD584xrSQgzPnDPuC5c05QlsLt2S6VC5DHUTnb2A8pEWQdjLa1kYhXW83p06f76z7XC/ZZ2iL7mmWuTxwD1sH1JaWD7HcVWfXrX/962W7un7aq8g9yzJUkfkhqPEYqV92rKDkby0qWWkmruX6+//3v78uf+9znynYMRTFWMu1ly4MVUefmq9ZXdX+grvkqh2X1GcWYSJDqXiDXNbWeU2rN7ZQO5lpLeS2lgPydyifH63/am/rchLA+HpP3KjlfX3zxxX4b+4Bzm+fAOcpzyLWHfc112VEEjTHGGGOMMWYH8QOWMcYYY4wxxkzEtkoEGZ2FLjvKNKpILSpRrkqaSyo3vXKrLpLUT7m1lXu/ch8rV68qK1d/dUz2L+U7yiXL+rJdSgqoJA5j2l39fZGE0dtFnuOQrHFMtEAld60iRyl73GgS4zHRqegGp+wvbYjzs4qMNg/tg22qor5xm4rewzZVVNLIiNmIY+wHzgeeQ8qXqgSxEcspZYlYPze2r5IfK0lyJYGK0Il/s89UdDAVzZR18Pi5P22BkQPZJpVwO21URSJUUQ5ZdyVxokxK9W+VnHO+LVWUMLaJCXQpfaOckVG7Ur7D49FulzHi5SuvvNJHGKNdcJxS3ldFrYyY/bSA1zgmHeb8zv7husAx59hRisSkw2xfSpSU7H4RGbySgynUPpWcTe2rrgf8bRXV79ChQ335L/7iL/qyknsNyemqNi1LFMGu6/o+UPcm1acnY1C2MvTJgZJXq2tVHod/59rJOaWiAed8UGsk1ywVmbOKnsl2cq6qiJ6URvNeINdA3r9kovL58+I6ynbzPiPtl8fmealIjmdj+e5sjTHGGGOMMWZF8QOWMcYYY4wxxkzEtuoITp8+3UfwUPKndEuqRIkqwhIjg1SRppS0SblhCfepkgSqxJqqvnRdqt+pZKkqsmEV7Y2uWeXm5nb2WUoi6CpVEQpVktdKfjAm8euyULWp6kclX1XnNCRlHROJUG3n8VM+w22UJHF8OHeqKFhKZjAmySLrSzmJSgBIadTx48fL+iq5GNvExLFKqqai4+XaoqSxKpHmsjAkJ+a5sh8pgaqkgBGz60PalIpIyjGnNIPHrJIeM6Er1/8qguE81XYlOVUJvilXybWMbSYqgTfnCuvLfqWNq3Y8/PDDfZn9zj45fPjwGftS4sbty0T2q4oeWslw2Ddcw5R09OTJk2ds599pk0yKSomSSq6e7Vdjrq5xSpo3VIeSb5FKDjbm2DyHKuIl5X+UTFK+qxLFqyiGyZjkxzsFP2UZ+oxDycbVWsw+qmTG6r5NrV8c8+o4HB+Op7p2M4F2toWSOvW5g4o0zPUr28prPuccJb8qSiejC+Z1i8djWyknpP2qBN/ZPvU5zEY+EbAHyxhjjDHGGGMmwg9YxhhjjDHGGDMRgxLB1tp/ioifjIjnu667cW3bxRHx+xFxVUR8LSJ+vuu6b6o6SLrh6LqkazBdhnQdEpXUcciVrlyvStLHchUZivWphLzKfVu1mSj3rUr2W0X9YZlJO9l/KlFjSlHo3uXxmKSOcgsmqasYEylxM0xpqzleytVftVlJT8lQsmglgRojRazsifVxno2Rnub2KuLb2Y6jEvnm8VVCSh6bEp39+/f3ZUZSSzv80Ic+1G+jHfN8mURURcdLSZeKADmllHXqdTViOHqfSi6soggqWXD2KyVwlGCN6TPun+PLdUpJRNgmSlRyu5onSvbB9nG9y3Pg8dimF154oTyOmkvZLhV9kG3iukyp38UXX9yXDxw4EBGzNq4i826Grbr+U+pTRQbm3ykp4tqSfRChk17nPrRr2g3Hi9HKlO1X0d7IItd/JemjLShZMs8n61bJ1BeRGUbU0d54PCaBr2SwEbN9XF3TOP+r+5eNMJWtqk9ZhiSCqqwk7tW6pu4buF4rmR7Xr7zeUSZH+RyPU30eErE+RuoaTRvjPuoznuozCEIb5Jzn/lwXst3sx0zAHqE/X2EdlfxR3fduJNr1mF/8VkR8fG7br0TEHV3XHYqIO9b+bcxO81thWzWrwW+FbdUsP78VtlOzGvxW2FbNEjH4gNV13Rcj4htzm386Im5fK98eET8zcbuMWRjbqlkVbKtmFbCdmlXBtmqWjY1GEdzbdd2ptfKzEbH3bDsnp0+f7qULlKvQhV25/ZSrnW4/uvVIFRlEJVxlWUVzqxLMVZFI5qlkUSqymZICKvcso0clPF+6QelSZh0vvvhiX07XKqNWKTc3I0AxelOV6FJJr7aYDdlqFUGvKo+RihAlj6McY74NEbP9qeQrlY2raE5sN+urIuyoeUH3P+3qG99Yv8ZV8h+2k7ZECVRGSYuIuOqqq/oyowG9/e1vj4hZuRZtneVnnnmmL/N8KUXOeaTmGeW1W8TCttp1XWmLlUSQ0ggVJU3ZFiWWR44cOeN3ap6opJIc3yuuuCIi1pPMztet5gnHo5pvaq1TSTY5x9J2lGxVrb8q8uJQBMoqKmxExNe+9rW+zHmQiXWZAJbH41g/+OCDZz32BtjQmqqoEiSrqGRcLzhevH5xnHKNYp9yLNTatogcSF3/lVy0Ogbtne1TiboZ/TDlkewz2nUlq5pv99A9Dvua0T7vv//+8nxU3dW+eb5bFE14YVt9+eWX49Sp134y9PmCajPXB46nuh5n/6rE5kpWx+NTHvf000+f8fe8XkbMSu0pC6ykfry+cg3nnOJxaG/VNZNzmLJm1Q51Pc79eQ3ncwXbqiSrVSJhyhN5LhtJNLzpMO1d13WtNTkzWmufiohPRWxMw2jMVJzNVmmnxuw0tlWzCixy/efNjzHbzdg11fepZio2+oD1XGvtsq7rTrXWLouI59WOXdd9NiI+GxGxe/fuLp8k+UEp31znEzzfVFYfyq3V3ZdVnqvqTb6aQPzdUI4q5UlTb5Grt1ncxrft6rxU8IBsnwpowA+eeRxuf+655/pyPsHTE8EnefUWUb11qM5XBUvYAkbZKu10165dahE+64HGnJ+qoxpDta8KIlC9Sa28w2drd1Wf8uYS9cE+527+lm+++PaJb7Bov/xQl+RbRqLyarF9PCb3yfNVgRS2weu6sK221rpqnKrgDJzD9DyrvCC0P/VxdkKvgbJPlXMq35CyTayP7ajGK2LWpqp2EO7LfuLb1qxbffBMu2C7Web6mvWw/ayDqNyMX/3qV/tyBnjhQ4vKmbUFbOj6v3fv3i7Ph31deRE5/2lv9HLSc8j5zXuLPA5tj7+rgtxEzPZl5dVd9Ca8WmPV9boKABERcezYsb5Mj3LOFXooVJ5DFZiA/ZNzXeVYVMoWtrs63yHFxhax8Jq6Z8+eLvtskSBXSqHDMu2Xa2ruMyavlloPeW+Xaz0DwTB/GceN6xDL2T6OK5UghHal7knSxriN8+/b3/72YPu4duf6yuOxPq6/VbCtiNl7gdxHrSvbmQfrjyPik2vlT0bEH22wHmO2GtuqWRVsq2YVsJ2aVcG2anaMwQes1trvRsSXIuJwa+1Ea+2XIuLXIuJjrbXHIuLH1v5tzI5iWzWrgm3VrAK2U7Mq2FbNsjEoEey67hfFn/7JogdrrfVuwirefsS6G7GS5UXMurvpxle5oypXrvooVUlbqu2sl27EITdyxLr7k65KuljpOuYHkio3QEob+OErA06w/axPBVFIlyz7msejm1t9JFzJLbfoI1a2ZTJbrfJgDaFssMp3Nb9/blcSPGWbqk+zHvURv8rdU+XmUDmJ1EfclEnx+LmPkqQpNz4lAvnxLn9L6Vv18XTErM2qHFAJ5yL7bCMfuSqmtNWEY8A1NWUQlJOxrHKYcX3lWpASIfYdj8c8eQzSwLGmHOupp56KiFmJCOVQlHwxyAnLaVNKssz2sUwbodymkjWzD1jmuVBeQslOyln5d7VGqPxdlMpmfZS4qPPdDFPaadd1pcymkuGyfykX5XrC/lU5mLIfOM4sV/mkIrSUrspXuGgex7QpFfiEfZQBZSJmr++U6eVayZxpHH/2Dee9knKnDKuS3UbMftLBuofyIqlcpDmmm82HOZWtnnfeef3aMvSZB1GBLbg+8LrGNS77lGud+mRFBRzhvTFkAAAgAElEQVTLYEHch2sxx1jd27Gc6xC30e64Xqv8ftye6yu3KQkm5X2c/9UYKPm/uq5VAdi4nf3Ee262Yyz+ms8YY4wxxhhjJsIPWMYYY4wxxhgzEZsO074oVRSeSsakIulVruz5Mt2O6apVEfhUlD4l+0uUW1VJB6o6VKQZtkOVGUXosccei4jZXCA8tpIIUEpR5W+hy5m5EHi+dHmrSDeV3IZstXRwI2SbF8lzpSSCyj6UPK763ZjcPVXENm6ju1tFYGM528o5x3OkG3+M3Vdzn3JCuvcp6WObaMt5jpQqcA4wghJlLZQWUWKR58nomZQTqqhvO0lrrZSVcsyyj3kulXRzvkzbqqTFlLMo2fX+/fv7MiUWVX40riVc3xgtkmNDcqxVjkPaENvKOVFJqXNtjZi1M0ZdpT3R/lh32hnlrOzfMZFouf8jjzwSEbM5idS1bFnouq6fQ+r6PpR7T0X1opy1ymNDe2LdnNMq+lllO+q6MHQNZB1cB3l9PXr0aF9WUqkc/4j1c+d85FpKmRiPOZRHTs0l2jDXY86D6n5HSdG3MaLgKHbt2tXP10UiQXNNVdddypApn876OG5johKrCNvVsZXsfujzGs4zdf+tooJW65C672F9bB/PoZKw87rG6zn7j9LsKsIu28X6VN7FsdiDZYwxxhhjjDET4QcsY4wxxhhjjJmIbZcIVi52ukXTZaciKSmX6FAEF25T+9IdTxdlldyS7kzK7ih5oquxkhQqFzzPnW53ylKeeOKJvpyuy6uvvrrftnfv3rI+RrRhRDaeT54Dt1EWwDqULIVyljxPlZxxmSWCG/27cumzv5R0sDqGisDE41RluuD59yp55nw5x19Fk+N84bkoOxhKpsw2qchB7L9cK5j8kFGOPvCBD0TF8ePH+zLndraLc19FO10mqvWE7c71lXKIRSWClFtm3bQLJjlVkfJU1LKU1VH+R7tVUZ8oecl9VCRFlTya9sy25jnQVtg+Jd2mtJXrcW7nvlxHVX0qWm1Kytg+RlVcxjX19OnT/fVWrY+VfI5jx+u1OkfKhLIvOc68lqnkoUOSZ3XtVvZe1cd5kpE0I2avuxxf7nPttdf25euvvz4iZiX9Ktoi7yHYPq63eXwVdZZQes3IxZWUa0z022WhimZNquTJ7C8l3adkOsctYn0NVwl7lRyPa1l1n0fpqZKIq+ijee48top2zTbxmsp+yGsE5brqXoa/e/bZZ8tj5vrPbfydSrauPm2oIgrzfp7r9VjswTLGGGOMMcaYifADljHGGGOMMcZMxLZKBLuu692YdM1XCSspBVAJAOliZ6QRltM9riIE0u3HRH6UnzB6VLabbaabnG5JRvWhLCFdtSqpLN2tlPE9+eSTfZmyxPe85z0RMSsRYf/STazkDHQDV5IiupfZN9xHRb1RMoxlppKwVFKqMVEGlSywKo+RUbBtVTQ27lMlyYzQsivaQcqaOMacW5x//B0TolbyA2UP3Jc29q53vasvc05lYk1KYz7ykY/0ZUbPokyGawvlBwn7nesG5/Cy0Frr5zFlH5yvWVbJR1VyZkriaDtZH6UWlC+pKJfsS7Yv+5VScSULo+1UCdm5Lo5ZX3kOrDvthTak+oz9SvtkfTlvOGdUtEAlfa+kapRl3XzzzWUdywKjCKoIlbmGqXHkukAb4TWactWc3yqJOevgGsb9Kzm16t9KGj+/f/VbSnAfeOCBvswImtyHx8lIl7w/4DVffQrwYz/2Y32Z0Sira5qSgNPeT5w40ZfZxykRHJKrbzbR8JRUUlWWK4mgko1SxsfrEK9blNUl7Gf+XV2TqnsWJWtTSYd5Dtlu3ldQAs01nPDcq89JKnn4fPu51vJzF9pVrhu8hl955ZVntD9i1k55n88xzfPh3CGVhHCI5VuFjTHGGGOMMWZF8QOWMcYYY4wxxkzEtkcRTOh2pzSkitKnEomqyDZVJBYVKYWuQ7rgCd262RbKoOgGpdxBJfvNc6N7l7/j+VIiQEkM+yxlIimZmm9TFW0rYlYew4hX6dLn8SjZYPQwumdV5KU8pkqmuYwSwiG5wlAUpDHykCqCDsdHRe9RyTErCYOSdnBfRpDi2KaNMZIObZPtoH3TruluT1uhrXNu0R6VdJfbU67wUz/1U/02Rmmq+iNCSyzyfGiPKuHpMpHnSdvhfK0SRqvxZx2MOMZ1KBNkclyUpIrb2ddsS44jpV2XX3552T4VGTDPh2PEYyuZjko0nHIR9iMlMZybtBHacCWxVGvdGKlxteY8/vjjfZnRNBllbpnI8+c6Us1NrjnsM5Uol9cqrhFMyFuh1keug7SztAdef2mTKlIb98ky7z24TirJFmW4lOPlPOT84r0My+9+97v7MqPYVVL/oQS0EXXExojZMcvtas4sY0TBPF/VzuoTARUZkzamZJy5bnBtUontq3bMHyf7n+s5bYbzi+s4Jcd5HF5TaScq+iznAK/1ee+uom7zfPk7bq+k6ux3roGUYLLPKPvmNS7vk3m9UdeNsdiDZYwxxhhjjDET4QcsY4wxxhhjjJmIHZMIVlH1ItbdyJS1sUxJB6H7mS7DdLfT5U8XJd2FdOOr46SLktFUUjIToRMUUw6QbaXbknICShzYPsLj3HnnnRExG32IrvubbrqpL9PFS3crzyd/y/bRbUp3MF3epJKuKde2imh3LsI+oIwiy2MiB46JPpb18BhKPqUS/KY0gBITyp6UXItues6jyy67LCJ0oj9KJihb4HEozfnwhz8cEbNzi/OckhUVYY+2l21V58X6lokcayVJqiQ/HGeuxZRdc39Ks3POs68/9KEP9eXrrruuL+/bt68vf+lLX+rLf/7nf35GfTfccEO/jefC9nF7lYiT5805Q0kaE13SFrk2pq3SVtgHtGvWQYkNj5n2XM35+baOoZIccv1nXy4Lp0+fLmW4lANVUk8ln+Q1kJJSjlNG1lX9zjlNCRAlsWxL2gilTZS2sj4VaTjXHM4f3uPceOONfZn3EGwT73cOHz4cEbPR1hhRmOu3kntx3ldJu6u/R4xL4J39PSZ5+LKQ81HJwvPv6nqtIvbyGnf33Xf35bQh2i77i7bCNU6tIVWi4aNHj5a/UzLuq666KiJmo/jy2ETdn9Am05Z5f1DNrfkyz71KsqySkvMegve3bCvvHXIOqms+7z3GYg+WMcYYY4wxxkzEtr5GaK31T/PqrWQ+jY55S6/yDvCNWD7Jsw6+FeKbI8J9Km8W3wAfOnSoLz/66KNl+1hfPoXziZhP5nzjwTdO9B6w/z7wgQ9ExKxnju1jbgA+vfPNQL6xjVjvK/Yj28o3tnzrp972VG/Ql/HD1kUYCoKhPgCtbJ37qDxZyuPHOirvg8rLQqqAAxHrNsG3PPSo8i0u66At3XPPPX05A8MoO6HXVXlV6CnJwCz8nZpHfOPL+qp1g+1TH8fyg+GdZM+ePf1bQuURrz7IVm+hOab8IJ75/fJtPL3XBw8e7Ms//MM/3Jff97739WW+mWdunnyTy7VYeThU3qK0AY4R394qRQTHmoEh8s0l3yhzfeWxmduKwY8qZQN/V41RhM4nSKr184knnujL7N9lgdd/ji/Xjhxr5Unl2NG7yGs0P1xPu+CbaF6/uF0FwuKaksdRwUzyrf98++jdoR3NtzNi9pp/22239WUGuWBwqZyPrKPKMxehc6zRLnMfZXsqh6nyYOX4KbvO7ct4T7BIm9W+qh+5PqQHi3bFa7FSn6iAKAltjV5NpQrhOp/XcaW6ISo3J+8x0yZpp7wv5nF4faKN8fqU+6vrucqNW82/iHW7577qvmEs9mAZY4wxxhhjzET4AcsYY4wxxhhjJmLbJYLpMqTbmqSrUX3kTDcdXdJ0RTJIRLogKfWgG/b48eN9mfIO8vGPf7wvpwSFUgXK8SiPovuzchPzd6yP58v28UNefkCdEq6PfvSj/TYVs5910x1Ml3FKB5TcivKoMRLB6oNRlWtoWahkjUOyQMovlLxvKD/WUNCKs7Wjqo/jxrmjcrfwg+2UntBO+bE23fWsm3bKeXzfffdFxOzHp0rCSBkBpWqUn6UtVzlc5suEfUz5Wdok+5Gwn5aF888/vw8kQUlcZXPqvNgfHGuOAWUT73//+yNiVnrMfvziF7/Yl48dO9aXuZ7wmO95z3siYvZjatoTJdhqTFNOwzbzmkAZH68FzP/HunN9pZyE/cuAAw899FBffvDBB/ty9QE6JYxs3xhZ4FDOHUq+mBNxWei6ru8TtpU2lzbKdYPXa14nKV3mNYljUwX7oSSK6xmvZZwrVR5MyrdoT1wj2L5qXaL8iG1Skj6WeZ+R9fHYVdCqCJ1TrLItJdPkuYwJepDnyeNtJsDLdlCtlWxn/l2dk8pPyf6iLae8l+ss5wXh2sl5wjU44XqjPiHhdZxtrSTzLLM/2A5e06txpn3TNnk/z/VB3TNV95VsE8+Xc5RBjjhHq/bxmrWR+9RBD1Zr7UBr7fOttYdbaw+11j69tv3i1tpftNYeW/v/24bqMmYrsa2aVcB2alYF26pZFWyrZtkYIxF8JSJ+ueu6GyLi+yPiX7TWboiIX4mIO7quOxQRd6z925idxLZqVgHbqVkVbKtmVbCtmqViUCLYdd2piDi1Vv671tqRiNgXET8dEbet7XZ7RHwhIv7N2epqrZXR0ip3LN3ndGfSTUfpAF2rdOmnNISuQ7rPlXs0c0tERFx//fUz5xAxG5GF7aBLVOWOSncqj0e3KtvEaFCMVsR9UmpClz7bR1T+Cf42+4rto6uUssXKbT5PbueY0h08lURwSltNhiSCQ5I/9bsxxyNKfkgoP6iicaooc3SJUzKTshW60SnH49hzPFVktjwOJbxKZsA5SukY25rnq3J90aaV5IDSgdyfsgXaLCVim2FKO921a1c//1V0yWobbYVjynPndsoBU4LFOlhWEhGOAaWeua7R9ihfpuSUtkOy3Up2R/vkedG2KWfMcWc7Pvaxj53x94iI3/iN3+jLzG1De85jUjbOdqi1UUmQErU+HTly5Ix9N8KUtnr69On+Os3rE883x5HnzYh5XBdoC5Rpck5nPbQLyusZ9ZdrEdcc9muuP5QfqXxrvA/h9bOqV+U2Yj9RAsi1rcrfx78rqR/nKceguj8ZI7dW55D18dgqGt1mmMpWX3311f6+UUnOq/WV56Tub2gHlMrnGFKyTAlhtZZEaLlgjjm3cV+uxSoyZ54j7UdFPlXt4HFScshtKgqiWveq6ziPzXVU5V3jvORnQVXOWda3ERb6Bqu1dlVE3BIRd0XE3jWDjoh4NiL2it98KiI+FaFvDI2ZmkVtlXZqzHax2TWVF1tjthLbqlkVNnP9X/YkyGZ1GB1FsLV2UUT8t4j4V13XfZt/6157RC9fcXRd99mu627tuu5W5eEwZko2Yqu000U8TsZslCnW1M2+YTNmDFPYKt9sG7NVbPb6b0eAmYpRj+qttfPiNYP9z13X/fe1zc+11i7ruu5Ua+2yiKhD8IGu68oIddUNLR/GKFtRbmjKdyjNS3kJ/065wIEDB/oy28Q66CJNGQtlAYxKohIoVpIcvtFjBBjKoBhdiNIHXqyyrZS70JXKNzJjIvake1tJBFk328pzqCINKdfxlA/eU9lqlZx17G/OVh6S+im3u0q8NyRh5LhVEgL1Ox5/jLSDc5R2wPNNuSDnH+F29bab/ZBl9hPluiryIiURlLtWkRxZrhKOb5Qp7TTnl4pcmXN+THQ6JSOkRDDnPBO6sm/U3GZ9bEsmSuZarCRkHLv8XcS6lEPJQrmeV7KViNl+SLkI1zdKtBnFjTJCzg/OiaSK0hkx23/q2lhJlNTcpBRxs0xlq6+88kpvMxy7KtqesieOB6+73IfSwZR6qSiCXGcoP+T+HN+UUKkExSqhMe02UZ8IKLk1201byHZzzFVkNTIU9VfJtJT8XUWVra6lWxVFcApbffnll+PkyZNntLm6noyJWjsmafZNN90UEbPzQsna2V+8ZlY2qSScSkJK28tjKvm3igCs5kZ1P6HuTcfYRzUGqs94Dmr/XN85z3jPtFVRBFtE/GZEHOm67t/hT38cEZ9cK38yIv5o4aMbMyG2VbMK2E7NqmBbNauCbdUsG2M8WD8YEf88Ir7aWrt/bdv/FhG/FhH/pbX2SxHxVET8/NY00ZjR2FbNKmA7NauCbdWsCrZVs1SMiSL4VxGhdFL/ZJGDdV3Xu/voxq8kJUpKRdkF3YuUlNBVnlIDSjN4bBUhhZKSKoqhiijD6EKEMoh0wzLiEF2Y/K6CUhQlRUwpAtuv5Hgsq+83sm7l2lbjoeQ5lZSLTBhFcDJb3QhDcr357ZWNq2g8lAKwz5UMLm1MjSG3UybF7dkWHoNzju2jPbJMG6v6hO54npeyUx4zz5ESAs4jJbVi0llKBLNuFbGpSuS4Eaa009ba6ESe3MZzYT9V4x8xa39XXXVVRMxKglRkSMIx5XFy3FVkQ44RJWJVFD6OHddiJautJKwR62sqk9Y+8MADfZkRwFJOFBFxww039GWu79n3vE6xTyk/5DgpOU2i1s6h6INjmfr6nzbw2GOP9dt5bc7zoX1yXaBNch4z+lmVDJ39yPrUtZtrTiVppq2qpMO0d45TSsNok5REqkiYav2uklgrWS3nJsuVFE7d41Syrwh9j5X1qDqyvNn7gKlsdffu3f0935DUUkn31FrLcWN01Fx7NiqTi5i9T839VaJcFciDdpP7VPcV89uV/LuKRKmiU6ry0OcW6u/sP9UPbEvarLLpjXyb56gTxhhjjDHGGDMRfsAyxhhjjDHGmInY1oD/Xdf1rrpKxhex7jani17JplSCsX379vXlPI6KFqSgFKVKGke5Ht2SlCoo923Wxz6grIHnQjkDy4xQlO5ZtlPJpthnlA5UUpTKzR8x6+ZWUs4qoqCSzU0lEdwKhto2JnIgYX/RliuJk7ID2rJKspvbKQVQ8q9KFhCxPgdUcmFupwteSUiq5Ifcl+1T8tWhqEQqeiZtvYoyxnoo0eE6wASFywJlV0piUUkEq79HzI6jitiax6NEkGUVTZRjQ6poe5RaqaT0HN+0lzGJQZWchWR9bAd/RxuhzJWJQqsk1pwzSsal5DG0xVz/1fxfRi644II4dOhQREQ8+OCD/XbOwZTpqbVARRek/VHqV4WGV9cvjg3HtJI/c1+2X0VT5T4ZlZBzjWOr5qmy/dyuIqjxnkRJBFl3lnlsJTNVUQQ5TrmPkoZNGUVwCvbs2dN/0jEUgVlJ0niN4TjTPn7kR36kL6fN8hqjkmOzb1lm3SltU9faMVH1qusr61MyZHXPlNtVlF617k0RHVclHa7WAsq/adMbSYliD5YxxhhjjDHGTMS2erDOO++83rvEj3r5hF99uMan5uqtZcTs0y/3z7wCfEPEp36+OeQbRfUxXz7hq1wEfLOlPqbNtvK8+eZCvTlWb/KyLWwzUW+i1FukfKofk6NAfTxcfVSo3rAuYwLqIa/b/H4R+iNe9aE6xzPHXOW7Ypn2TVvh26e0SY6DGjcV3CWPqeafsgmVZyi3q/q4r3rjpPq1OheVu4U58aq1h2uFqntZOH36dL+GcX5xDHJdUF5LriW0yaG3kuqNunrjqMY026oCHym75bqbY1PlG4qYnSeV93++7myfylXFN8pqnlIpkXbL837++fV0PHyTyr7mePCj+JwrDLAxJrfdTnLhhRfGzTffHBGztnPffff15fw7+2BMwIvKFiJqZYDK66P6jP2a+ytvtrpGU/GSgav4dpzrkMo1xDlbeRqUGkDNR+VRqrxVqm94zKGgR8prsmzX/9Zafy5DqhTVnyqIBMf8lltu6cu59tFzyr7lNUt5vmmTubYwqA6v7Sq/V2V7Q3+f30flwVokmImyCdZX3aOpexLC43O9roJccN6yL8eyXJZtjDHGGGOMMSuMH7CMMcYYY4wxZiK2VSJ40UUXxQ/90A9FxKzrjXKL6gNLuv9Vnht+yEnXfNZH1331geg8yt2ebke2SbmG2aahjzrp6lWBECiPoLwk+4Eu4KrN8yj3d/VRPOurgn7Mt7uSAyqpzzKS7RvKx7BoYAv1gWeVg0nlRlNSNR4nZVBKMkUZHO2GdaSNU7bA/qjkdRERx44d68v80D/lEcqNT/kE55Gyw+xvNZ+VZIqSI9py/pb9sZkcQtvB7t27+w+k+XFu9TEybYGBAJScRc3Xao1WgU1UgArun+1i0B/mn2IdlHRU41sFeonQkkg1l7IeJdHmnFB5AatcOBwjJatZRGrE6yjn4zKya9eu/pp4+PDhfjvbnWsH5ZVK3s/+5VrJ627ai5JmK4ngUBAYJZvivjwO7S/XZkpVmW+HqA/4efy8F1A5Csfks6yu/8oOVXAMZatVMIJKor6M9wRKAljdHyhJugosxlxw119/fUToABZcr2nfrO+5557ryykXVMFi1H1vlXtL9YFiKNfnmBxXY6jytZEx98BVkAv1OwaqGYs9WMYYY4wxxhgzEX7AMsYYY4wxxpiJ2PYoghnVj264Kva/yu9R5WuI0Dmgch8VEYtuSRWRrZIdcZuKj69kKXkcykkYrYrtozv4qquuKutOaY3KHca+HpNzopIIsKwi0ymJQJWnp4oGs+xUdjMmDxbHQkXhyX1UHiwlayG02Up2QTug7dGuaIc5F7mviu5G6VPmeYmI+PKXv9yXc+4TJS0jKtJb/pb2yHNkW7nGMIJpdXzKf9VasSycf/75ceWVV0ZExLPPPttvr9Yvlf+DMhOONfepIqmNkU8q2RXlFtlWyp7ZfsoClfwk28dzGVrDI2btlttTkqMin1HOqmSG1fnyeCpqLW2SkRWPHz/el9NGVQ67MTmMtpvWWt+flFjedNNNfTnXC0ZHvOaaa/pydR2N0PKsKjqrWmNVNLJqO39HO2P71ByrchQqqb26pnD//MSCx1OfFnBtG7p2LRqdjYzJi1Qde1nIMRgaC3Weajx5Hbrjjjv6co4XbZpSdspkeb2jHVZ5KdV6qdasKurrGFmguq+sruncV93LKJupjqNyu6nrl9onz13VZ4mgMcYYY4wxxuwgfsAyxhhjjDHGmInYVolgxLrLjdK3KkpPlYgyoo44yN/N/7ZKwqcSjbGs3PeJSuqrorrw+CnD4jEuueSSvsxoWjw23ceZsDlivU/YJkZCU7KZKmIMtys3rYp+NZTEmPuSMbLFZWMo8apCyS7TTlUENiWTpUu/khmNSdLNuVgdZ0ySaUpPbr311r784IMP9uWvfe1rZ9SnEmKqcpX0W0lZKNehLJAR6ng+KcNQY6SkwDvJSy+9FHfddVdEaLlYJenhealoe7TxSm6hJL+c50qqxnKOB9dLrm9c91hmZK0cG67hVSLviNk5USVEj6hlkCpBrZKqs5x9piSslAMRdY1L21ZSJDW+O8muXbv6dYL2woiBN954Y0RE3Hnnnf02RkqkNJPrAvumSsir1mYloVL9V0m52D5eaynroi3mWLNe/k5JYnnMSs7K9Y5SNCV3VPc7VYQ8JZtieSi6sLpuLYt9kkq2WEkAx0TEU9JiyoWffPLJiIh43/ve12/j+HCt4zpJWTiPk7JQlahafapQffIx5hOOMZ9KVHag6iBKepm2p6L+KTtV+1THYFvVGn027MEyxhhjjDHGmInwA5YxxhhjjDHGTMS2SwTTDUh3N0k3Jt3/St6nIi/RlVclcFXuf+XCJunqV9IXRn1iktWM9BWxfu5041NmQNgPTExIl3G6nelypuyC8gTlbiW5nRIWlpV8UyUg3KicbhlQ8rNk0Shzi0gEVR+pceOcSnkB5X90pXOOUJJKG0qbpP1Uct757WzHe97znr6ccgbOCyU35dxmZMNKuqtkkpyXbCujsVWJZHm+lO6oNWsneemll+Kv//qvI2I2Gls1ZqpvCO2CkqNK8lIlyp7fzjHlGHAtS5u79NJL+21MvKqSUdO2hxJ1c1/WQeloJVcdSsY+v53nSDl7Hof2xP5V0TTVXE+pnZozyxiZtbXWz19ev7jOZQTSK664ot/2zDPP9GUlzee6QBvOecA+VeuZWpur+w+VuFxFK6vsgusuI/2pY6trbUZkZGRG2jVtTkkHq+OPSUpMO+Ocrq5jKuHxMkYRzDVnaC6Ouf4rCTYlgFkP1ybuy7o5VlxDOM5VonTuqyIbc/3M36q1TtnB0L0fUbY+Jul3xZjo1CpCOe2zat9G7llX4y7XGGOMMcYYY1YAP2AZY4wxxhhjzEQMSgRba2+IiC9GxAVr+/9B13X/R2vt6oj4vYi4JCLuiYh/3nVd7b8HVVS/KooJ3c1VAtUILREccikq+aGKaEYqeQwlAi+88ELZPkpe0lXLvzMyDPellIL9VEUdovSKfTYmAp1yz1bHZn1KskGGIvJMxdS2WtTfl7P9KlINWcRlrqSnVaLX+bopL8jxp+RPSVYoG6GsKSWCSnZVSRzn69i/f39fvu222yJiNsFiRhaMmJXMKCkVpV4pk1JzkWsIIweyXCUx5pxTkZc2w5R22lrrJU8qIXOOE8+FfaOSrVLuXM3hKqHrfJnHVBH7sr85tkrGRXtmfSmPGiOHUjIc2k7uP0aezrnJfuXxs6z+rtblITk7bZ/XDbZvIwky0ZbJbHX37t19dFuOU7W2Mfn5Y4891pe5RlB2r6TGaSMqKbGKiqrkcXkcJQVUkSa5f65nnF8cLyXpp+yPdVNqltAWuB7zmEoynnVz3R9jk7TnKhKiWk/yOJuVCk69rs63ScnWkjHyNHUvlnbNOng/x7Hiuqfu86pIr2w/r6lsB+WH1d/VGI2REVaoewhFdW+v5vCYKIK00+yzMZFFxzLmF/8YET/add17I+LmiPh4a+37I+LXI+IzXdddGxHfjIhfWvjoxkyLbdWsArZTsyrYVs2qYFs1S8XgA1b3Gvnq4by1/7qI+NGI+IO17bdHxM9sSeS8jg4AACAASURBVAuNGYlt1awCtlOzKthWzapgWzXLxijNS2ttd7zmWr02Iv5jRDwREd/qui79liciYp/4+QxVZJLKPa7ccdyXrm+VSLJyI/LvSh6jZIRZ5r5031L6QHcm3brpKq/aGRHx/PPP92W6MLk/ow7m/ioCmIrYpNypVd8rWZpiKPLSViUXntJWI7SrP/tASVOU61tJUvO3Y6I8sm4l3UxboMyAtk4pAOWptJWcU0wirCL6cS7Sfi+77LK+nEkUOYf/8A//sC8zWhhtmdIYtiWlXtxGmITx8ccf78uUsjAhd54v+4CyljEShrFMbafz7auknCoqqLLboTVaSaCIqptywJTHsK+51qn1tUr8yHWPtk/75JrKyIU8ZpbVek5UcmH+Ntd/SgRZVushbbuSdLHNTFbPvtmMRDBiOlvtuq5c56oogjxXrk8cO64tSgJYJXhW0uv5tiaVzElFb1Rrc5VYl2PE6znr5prN41T3DipKXyUhnD9+lWCWKAkYbZzr9Dvf+c4z6uPcpF1PGVF4Cls9ffp039YhiZuSofF+j1QRriPWbZxrFvtLfb7Csa3kgtWadra2cp8cN3XdU5JIVa5kl2Pud0j1CYWS/I4pV3JG9RywEUZZdtd1r3Zdd3NE7I+ID0bEdWMP0Fr7VGvt7tba3bygGLMVbNRWaafLGOLYnFtMtabaVs1WM5Wt8sWGMVvBFNd/9dBtzKIs9NV213Xfaq19PiI+HBFvba3tWXszsD8iTorffDYiPhsRcemll3b5lppvMPjEmE/NY4JPKO8TyadV3ojwDY36+I3HGZOXJFFvXvmGKt9EMSDGRRddVLaD58g+48feJ0+ePGNfvv1g3WM+Kqzy5rC8aK6myoNFtiIn1qK2SjvdtWtXl20d+nhTebCUx08FYMn+5dhzX/XWisepbmBUHiKW1Qe0abNPP/10v402yDeWDFbxiU98oi/feOONfTk9Fe9617v6bRn4IiLizjvv7Mv0gvENPD1v6X1SuWJYZvvYr+zLzB2nAixMFeSCbHZN3b17d5e2obzTQx5klR9F5VXKNY79pN7Wq1xUVV4gjvMXvvCFvnzffff15R/4gR/oy4cOHerLaVt8ice3wdzOdtBGeI7VB89jchwpFUG+6ecc5b7qw3B6COhtzXlIbytzHyrb3wybtdWrr766yz6kXbAvT5w4ERER999/f7+Nfca1iOsIc0BVARSqIA7zx1b3GdWcUIoYXtN5zec4ZQAKHpv2qfIS0W4rtQK3qYAy6j6oQqlauJ32SS8x85jlOShPyVaoWTZz/d+9e3eX91RDwSpU21VuPPY519e8L37yySf7bfv2rTvaeK1VuZuqPJjKjslQvlN1/6LuZYb6RK11Gw1yoo6t7u1VuWKRe/+KwTvb1trbW2tvXSu/MSI+FhFHIuLzEfFza7t9MiL+aOGjGzMhtlWzCthOzapgWzWrgm3VLBtjXsleFhG3r2lbd0XEf+m67k9baw9HxO+11v6viLgvIn5zC9tpzBhsq2YVsJ2aVcG2alYF26pZKgYfsLqueyAibim2H4vXNK6jefHFF+O3f/u3IyLiox/9aL+dOS9SdqLc0ypPkJIAZH10SfN3SgKm5CC5j3LNXnfduuSXbn+6fh966KGIGPfhNT8WpfuWv80yP/pln1Fiwf5TH3CnW5R/Vx/N0nXNflAfMSdV7rPNMqWtJkoagbr7srIJ9YE1pQNDMglKYCgVUh8q53hxX8pXVLAAyhZSYnX06NGynWz/z/7sz/blDGYRMWuneRz22Yc//OG+nB+4R0R87nOf68uPPvpoWV9KsJS0h+fI86JkluS5UfrGc6QEazNMaae7du3q5UfsB87R7BMljVhUqlTlWGEdPDYlnayD8yrXtbvuuqv8O+VVf/VXf1UeJwOeME8SJYIPP/xwX+Zceu9739uXucalvagPuTlnGJxD5W/M7eo7JJVbiP3HvE9V7jMVBGEzTG2r2V722Ve/+tW+/MQTT0TE7NzlukDpMCV47Cf2ZfYTx5ZjpOaMuiZluzmOtE+2m+stA+7ce++9ERFx8803l+1nOy6//PLyvKr8PTwXFaRDBeeoPkVQ90Zsx/Hjx8vtlJJXn2mwvmqMNsJUtrpr164ycFLVfnVOSnrKfapjUALLHJKUG3PusM9pe7kPr3WUbfK+UtVRSeKU7I7wGlxdZ5SUfUwwsEoCOCbAhrofrT7J4JpK1PazMf3HL8YYY4wxxhjzOsUPWMYYY4wxxhgzEdOHxRog3XBK0pcuSspxKulGxKybnC7uym1L16KKpsI2qehhWa7yBUTM5iJh1B9uT+lAlXNovh2nTp3qyypqYvYV+4PyCeYuqnLHzJ9PSigoj1Lu4EXc+kpStGyhpltrZe6gStaopBPsZ46zyguUsC8ov+S+HCs1j7IeHptjqKKZMTpllQuE8/JnfmY9X+PHPvaxvsxocDzfrIcSHRV1rcrjxPOKWD9fSgiqyG0RszIjbmf78piUkLHPOIeXha7ryoh3PK8qD46SXajcfVzLqjpUZFFur6K7RUS8//3vP6NuysY4HrQXSkdzfLleUtqaEsKI2f6gjItS9bzOKGm5irxJ26/kgiq6qIpgy7Wbct9sn5IfbVWewc3wve99rx8fRobkmOZYq2h37OuMOBgxK3mqcodxXWOfqghvas3J9aWSuEbUUUnn98nzZX4vRlulDFLlOWObKrko+/SRRx7py1z7OK9Yd9qRknpRps1zUJEcs63VGrKMnHfeebF3796ImCYPlpKncT6nrXDN4L60CdZH2V/1SQfvAymf5hhee+21fZn3CyqXV9UOJR2sri2Lrk1DxxlzL6nu0zhfc02lnVZS3EWwB8sYY4wxxhhjJsIPWMYYY4wxxhgzEdsuEUwo5bjllvXAL+lKpwtTueyUq5EuwErqRTeiSnioEmdmfUquR7c65SJ09ef5UsLCc2Sb6IJXSTvT9cv2UyLAaFrsG7qAq8hLdImyPhU5Z2j7mAgvywblJpSnJuw3Jddh3ym7qRKHctwoEeC4VZGIItbtVyXEZHQhJcfLMqUMN9xwQ1+++uqr+zL7hnZIaU4mPH3sscf6bYyuRXkf202pTSWTYh2UWFAWqORTHI/sn0rWGKGjD+4kp0+fLiObVXIGtaZxX44/96cNZz9xDVJ10y7UOpn9ysiy7373u/syo2Zx7O65556+nNG3OH8YjZXw2sM2USqTdkt7U1JAygzZl1V0QUYGo2SHdpuJaCNm5WzV9U6tv8u4pn73u9/tr3k8d87vtC3+nWNKm2PEtYMHD/Zl3iNkfbRr9jXXPs57rpUcx7QBlaRXJXatovAyUTLXUtqcivDJ9uW9EtdPFSmR58s1lvM09+c5sg5el1iHuqZkv6p981w2G0VwKlprZZLdChXVuurPiOHPWijzYz9Tvsy1WMlTc84wOiWPp6RvVSRSnld1fzBfVuNY3QdyXyXBHiqzD1QkTaKi4+bcVnN4I9Gu7cEyxhhjjDHGmInwA5YxxhhjjDHGTMS2SwTTPUdZBeUW6dpUkT6UbIWudEoKqog4KoqgklvQjZhuVhUBiu2gy57u3nTfUwrA8+L5UuZEqsSESorG9qloi5XESyXIrRLano1qH+UmXga6ruvbN0byUaEkgkp2kTIUjj3tgxEFGRmIbaJ8JqWDPB73rWx6fv88B0aH4r6ULRLODUp9M8H2nXfe2W+jlIWSLka1UkkW0w6VtFC597k+cJ+cU5zDnGds67LQdV1/bpRjVrIPjrmSCBLuTxlGlsdEYGMdSo6V21kf+50yWO7DxLs33XTTGftSgv3MM8+U9Slpds5Z9hNtj9cszm/KNKv+4fyhJJHzhPNA9Vm2S61Dy7amRrxmq3kOnIMk+4njQlvgmkhpMCPlMaJgHk+tfWNkSdynkrsNJdCd3ydln7ShY8eO9WX2Dec0o2ZW90f79u3rtzFBMSNoVtEM5+urEgPzd1wfWTfroAQw62GfcgyWMeJl2ou6V6zkbkpezTrU/gklglxLKCflvQCp5O5V5OP5Mo/JsagS66r20+4XkQiqspqXvE9Nm1QJsXkvVUVYjJgdm+wrtVZsZE21B8sYY4wxxhhjJsIPWMYYY4wxxhgzEdsqEXzTm97USzkyoljErKs83eeUY9D1yYhDRMmwEroL6QKk61u5g6tEZnRnVgkl58tsX7o8Dxw4UB5DSWxU9KOUFLAOHpu/o+SAdVOSUSWYU0lMx0QR3Mi+OwkTDdO1XEVgUhHpVB9RzlbJKCj/ozSPZY4VpUWUoaa9c18lVWC7KU9JOQ7roESH58ikn5zbjIKZMi1KeD7wgQ/05UzuGBFx5MiRvnz33Xf3ZfZZjg37jIkXlRRIJR1POS4lGBw7jsGysGvXrl7yphJGZ58pae8YmUa1tnCNnm9TQkmHilqadVfb5rcryUtC+R/l1UrOOCSPpZSd/ct5xzWCfVJdw9hmyqtoWyoSFm01+0dF+FrGKIK7d+/u1w/2GdfEHD/2DaM+cg1mnzGiIKOUZhJr9hNtYcy1p4raVq3d8/sqMkIiJY4cc0pEOeZs93XXXdeXDx8+HBGztsz2qXPkPRH7J+eBSsjOeaXuSUj2iZpracvLYrOttUGJYCWjHNN+Fc02x4J28OSTT/blQ4cO9WWOLde7KsE2x1DJ55UMLsdNSQFVkuWhRMNjEhSre2fOgfwt7Y7lKkH4/DmQ6vMf1qciNp8Ne7CMMcYYY4wxZiL8gGWMMcYYY4wxE7GtEsELLrigd3VSalRF7GOCRbr36EJVEWwqlyLlBCoaXBWFZX7/bAuPQRmMkgvwHPI4dD9SHsVzOXnyZF+mi5Ku+a9+9atnbON50R1PuRelWozUVLlQKYlRyUNJJQEcE2lmGWCiQRXNJu1DSaqUtICub7rvUyLAseffab9MRErJLKU0aW8cN9o326eiyFXRJCnHo5SO9k3pCcs333xzRGhZIKXCjIhFqRWjwWUUQyUno51yLtLWOWaZzJHyRJVMd1mgnJX9wH7KPuZ5q8hdansVyYn9oeR/hOsd1+4qOqNqB8+BEutsi4oQxd+pxMUs59zjHKR90t5ZHpI2ss9Yt4qqpmRHeW6q/cu4vtJWuYbRLvK8qoioEbP9QTkz53olKc5PE3iM+fpYh4oem21hX1MGzfWRc4Jrb5Yp9VLRLBlNlfdEvH/K+aPkVqyP6zGpbI7rO+2WbeJxeA5cL6rkzBzTjSRw3Qk4p9KOF/3UQcl4s784PpTacz2/5ZZb+jKl4NVaoe5jeR9SJReOWB8vtR6pqISLRIVUn7Koz27Yf2lDVUTt+TpobyrRcLab85bnxeOMxR4sY4wxxhhjjJmIbX0lu3v37v6tDZ/2q4/K+ZZEPRGrt3t8e5JPqyrHhXqjo/I+5G/51pJvx9WbSJ5PvlHivvww94knnujLKhgB98l8CfRy8Imdb7v41pdvnKr8QlWepojZvhnDsny8ugj5pqTKjROx/jaIY6g+SOcbIr4FqTycygPDPudxOM60sRw7HkMFOeB2vvXJealywtDLRLuiHdJTkR4sHuPxxx/vy/RmMe8H823x7XTafXqeImY9ejxHeh/YT5wDOb/oCXzve9/blzmPlgXmwSJ8s5n9x3Ml6sNllX8kbZu2pT5EZplv7Lme5Ef//PvBgwf7Mm1c5YCpAgfwGJx3fIPJfaqcU8xFk8eYPy/2GfuJ7c51QgXbULkK1dxL1FvpZVxzW2t9n9D7VL395nWZnhv2jfLw00a+8IUvnFHf9ddf35fH3ENUOQM55vTGsR1VcAzWx/WT6yTnAddK2irbnbatlCrK885rTRVgRgVC4HmxX3nMypvKfbnm5JxZFpvtuq6851SBgc62bf53hH1a1cH1g9c95s/jGDEgTxVwRHmiWAftIOeAUiQo77nycuU4cw3kHK4CwUXM9lPlreK50taVt1vli63apLx7Y7EHyxhjjDHGGGMmwg9YxhhjjDHGGDMR2yoRfPnll3u5CnMp0I2Ybj/KeCjToPuOrka6U+nyTJchXe10Z1a5TyL0x4t5TOViZft4TB7n+PHjEaFzgdHlSfcsXeyUQqWcSn1ormQL6oPLrIeyBo5BJcGcZ1nc/Rulaj/HOfuR56+kHSoYAN3T6Yqm/bANrFtJXFlfyjVUMAs1B6oyj02ZHI+tPgzl3Ln33nvPaEfmcJlvK2WBDz30UF9mrq+UDjFvDG2W+3I7ZQb8bcrLOAYq380yUX1wzTHIHGUMaqNkIdWH1xGzUonqY2Duy7E7evRoX+Yax/U65VGUSTG4T5X/KWJWkpTzcajNETqXW5Wnh7JABozhuascK5R05XrAPG0qIIbK08S5me3m71Q/LQu7du3q1wzKbTjHst0cO47XZZdd1peZJ4j18fqZfXnnnXf222jjlCKrHDpVwAv2L+VHKs9h9ckBbZV2RqlXJQWMmLXV7B/eM6k1XUm52L4co6uvvrrfRtkl+4nyTY5Bdb/AtVbJDJeB1lop66vmlLomjNleSe/UdZk2wc9DKI9nm7PPaWMqv+pQIAxlM+qzG5ZpVzk3eG+k7llp6yqIRbZV2brKVcvrO/evcpGxvJHAQaM9WK213a21+1prf7r276tba3e11h5vrf1+a+1MMaMx24zt1KwKtlWzKthWzSpgOzXLxCISwU9HxBH8+9cj4jNd110bEd+MiF+asmHGbBDbqVkVbKtmVbCtmlXAdmqWhlESwdba/oj4iYj4vyPif22v+cp+NCL+6dout0fE/xkR/8/Z6vnOd77T52xilKhrrrmmL6f7mW5JupZT7hKho9lVeW5UdCfKPgjd/pWERkXVYxQr5i6gWzLPjeelomZV+bMiZmUTeW78u4pGR3ewcoWm+57uW0YlUzmeFnGXs46p8mBMZadrdUVEHf0pYn0MaQdVtKkILd2qZKj8O/ufx6FtKglR2hCPocaHbWV9eT5sE2V3rI/Hpu0xR0xKVffv399vo8zrkUce6cuPPvpoX2ZeqkoyQ/umDI0yFUpqVX6kXFv4d0pgnnrqqZiKqWy1tda3V+W+Sdt5+umn+22MREXZhYo6SXKt4DG4L6OqcV2jDbNfcx2kHVKSxH7n+JK0S66XKjom12LKEhnVLftEySBpc9zO8zp27FjZ1kTNTSVF4flU8qJFc/KMZSpbpURQSZeqfIC0T8ruuA5yrnMdznHi8Sgt5DheeeWVZd3VOqdyaXFO8JjcP+2cY0Sb5HbeI9A+GXE1bVhFe6siBM4fk7aV17wqdxf/HqHXfc63XOPZ1xzHrFu1fyxT2amKIjh3rIjQUVeHrvPz++S5qxytrJv3wIxyyzHKdVCND1ES8Sq6o8qfxe1sK+0g77VZH+c273tV1NcqsqWSwLI+FWmQ27Ot3KbGdyxjLfrfR8S/jog82iUR8a2u6/KIJyJiX/XD1tqnWmt3t9buXpWEcmZlmcROl/VbG3NOYVs1q8IktsoHbGO2gEnsdCM30sZUDD5gtdZ+MiKe77runo0coOu6z3Zdd2vXdbcqz4cxm2VKO53y7a8x89hWzaowpa3Sa2HMlExppypwlzGLMsaSfjAiPtFa+/GIeENEfF9E/IeIeGtrbc/a24H9EXHyLHVExKychXIVvoXNSFe8caCrj5Iiyo+UzCndn5QNUH5CFyVdg3R/cp90vbLNrPvyyy/vy5SX0OWZEhqVyK86XsSsnJHlKuktUTdhlSyQ7aYsUEW2UlRJ6JRUYaKIV5PZacT6+KpkoFUfVMlYWVfE7BhVHl32Bf/O8eZ8UG713F656CNm5SEqQWmeD89VyesowWOZUpaMSsU2P/DAA32Z9vaVr3ylL9P2KI3NtYDzmWOgEg3yRo9zPqVolLixrRO+gZ/UVtNmlJ3l2khb4NrJ6IIKzt2cE1ynlKSK9sLj0C4yMhzXTo4R5V9f//rX+zJtOKXZtHHKWVOaHhHxN3/zN32ZkVxpZ2kDtCcliaGNqCSV1e/U2rJRtsibOen1P21RJVxOe6HdcM6r6IMqCu9QElvOCUr6GXmX61m2f0zS0UpuzfbxHHkMziVGBuT2SoKuItRVa3rE7HrGtuS6yjp4f0AbZzuUDWfd3JdjVEkmN8Bkdvryyy/PRDFN2L5KIqgkv0o6yLWs+iRBJRynnVbSU5ZVsmsl46u8dypCMLdz3eUxq6iItGN131tFAo+ok8Gre3UVqZLjyD6rIpiyzDk6lkEPVtd1/7bruv1d110VEb8QEf+z67p/FhGfj4ifW9vtkxHxRwsf3ZiJsJ2aVcG2alYF26pZBWynZhnZzFeF/yZe+5Dw8XhN6/qb0zTJmEmxnZpVwbZqVgXbqlkFbKdmx1hIbNp13Rci4gtr5WMR8cEFf9+74eiWZGLKKmkm3ZaM+sTkfHQ10vWdLkAVnYV1UPJE9yIjQ1WSA8oW6UI9dOhQX64S+dL1yXYoN75KspxyBvYTXZ9KBsk6Krdu5SaPmO2/MfK+KkLOVkW8Wqv7C7EJOyW0K7rY85x4/uxPlbSSVFJWtS/rpiROSQTTDc92VNE158vVGDGSFeVzlHlxn0qqGLFuk4899li/jTKfL3/5y3351KlT5T6cMylLUMkA2VZKfthWrj3ZD4ywx/HgHJ2KKW2VY8c5n+NBW6b0mPakkvCS7GMlzSCUffI4jISV0kDKTJhQtpITzW/P6wLXSCUbYz8xQiFtK8+NfcA1knZBG6ecsYreqiRAG5UIbmeQk83aamut7weuZ1xDq+ShtC3aZ3Wdn68vbVXJVpUMrkoqH7G+FrEdtC2uP0qyl+1Ta7OSAqrIlVmfmoP8He+7VNTR+XrnqfojYta22X9Zt7pWVZEjN8Nm7fTVV1+dmcfJIhJB7qs+HVDbEyXvo6yZUauZdDjX96rNEbPzT30ikOuxagfLypaqT3c4ztxXJTxWkRdzfxWxWc1zJenOeXf8+PF+23ZFETTGGGOMMcYYM4AfsIwxxhhjjDFmInYsHuVHPvKRvnzDDTf05SrijIqCQ1c6JS9VMjS6zyk/YFlJDujOriL20IXJY1M6yHan21HJSVS0OraJ7tR0efLvSlalZD+UP6VsilG/KO9RcpYqES+PqRJlLmNY1LGyRZ4Hz0+5k5WkJ/uA41NJCCNm3fuUuFWyUErjiBoLRq1Kid073vGOfpuSbimZIcn5RZkKZYEPPfRQWTftqpKnqqTVjErHuUhZAOUWeUzaPdtKacGywMhsSrKXawHXMfYZ1072dbXu8Ti0cdot155KcjK/PdceRsfKiJMRswlgCedBQkki66MslWvdkHyatqKSdio5EG0x7U8lIH090For1/oqAW2VNDVidi2iBJQ2V0XHU8lSae9cI9jOSiaubIhzRkU2Thvg/FFzSclSSa6D3FfJwUgl0+Nx1JpO2+c5cq2s1h9uq+5lliXlxHnnnTdz7UgqySe3qc8FuO6pKJjZv+p+gnC+3HHHHX35J37iJ/pyrmXqUxturyJIR6yPp4oizHNR0rwqQuiY5MfK3qox4L5K1qruVVh3lvkZ0gsvvFAeeyz2YBljjDHGGGPMRPgByxhjjDHGGGMmYlu1WRdffHH8/M//fETMuuGqCE90VaqIIpQ/0Q1L0h2pIubRba2iutBNmDICyglUIlRur+pW7tEqCtI8dLHnOTKqWxURa75MKQX3T+nlBz+4HnyHMp377ruvL1OSQylH5TJWiYanSLI5NVWUwCoij5Lx0R2v7LeSmSqXfiXhiJgdQ0beS/e9SgarZJmVRIzHo2RKRclimckU77///oiYTSLMpK9VMs6I2XlUSX3ZT/v27Tvj7xGzawUjL3HdyDWJ48X+rSJtLQOVVKKKUMZtY5KZqwhUWebxKGuidEvJN6v1kMmPn3zyyb5Mu+W6S/vLunkMrvM8RzUfuX/KYzj/leSL9sfjVKj5/3qgtVZKl+b3iZi1VY4BI/ryWltdD7ldye7GyNaHIuxVCaXn9+G4Z908tmrfIpH1VPuVrEvNg+qYKkqc6geOTRXRlsdWkvKdYvfu3b18T/V/dV/GvuDnHyzzXLmu5XGG5HARs7bCiHe/8zu/05ezr6uE8xF6naySJXNf1qESgKs5lX3Ke39+kqAkhyphdx6H/aEielZJmCPqaJxs32av//ZgGWOMMcYYY8xEbKsH68ILL4xbbrklIiKOHDnSb6fnJd+gqjf56uPit73tbX2Zb0KzHr5dYR18QiWsu/JWqfwZVa6kebJN/MiRb5RZh/L0VEFA+HSvPCgsK69evu3nG5Zbb721LzMIAL0mzCnz4osv9uV8o82+rt6ULAv8GJtjwbeCVbAT9q3KzUSqPlBv/NVbIfXWLIM30O4ZoIIfi9P2OEaZB43eHx6Db5NpP8yfxsAVR48ejYjZ4APqg2nlTa68dww+oXLI8He0WX7onX3C49Ebwzd2y0TaAPN7VW+LlYdQ5QVUwS8S5bXkuqK8YNXbQDXO9Joy2E61xqm5odZRlWMl7Vnl/FFeATVPs0+qN6YbYWjNXLY1NWI2IIvy7mT/cU1Sb+H5pplrAO22ugara48aO+5T5dVUdau8UHk+KugMUf1UBRJQHikVsEPdSw0pbDgG6hx5zcg1WR07y8sS5CKi9tJXAZaUp0X17dB2ta+696Pd854rg1+xz3m9VutkpcJR95Jc53ndVd6xbB/XcF6LmceLzwRq7U67Vtd55bFjfkzeq1TqOeWlG4s9WMYYY4wxxhgzEX7AMsYYY4wxxpiJ2FaJYGutd/1TolS5sOmKpESEqBwWLFeuUvXxm/r4lXKlbIvKEUE3rcozwfZVf2f7mFuC8i26crN9dL3y7yrnDd3LJ06c6MvZJ6yD/XfNNdf0ZbpbKUGrPvymO5j5m7id5Z2CEsGhvDUqQMeQPHR+n3SDK2mHkoooV3/aCmWbVa6ziFk3OO0w7YN2QnvkuTMQDCWADHKRchL1ATnnH1EBBVKWcODADym5lgAAIABJREFUgX4bZVxsN4MmUNbC+X/jjTdGhJ7DKofcTsI1lTLpSo7D/lABGyjtYT9w3ch+57rCupXMVeWMybbQFjjOlGzwWlAFBlDBAriGsz6VuyZ/y+OxP1TOQUpKKwkgt43JT0hWURZIWmulXJX9XsndaVu0J0oEVX6sKveOko6q/D1cA6pgBGOCS1TblQScZdW+Co6/yjWkrunV/kqSqII58b6GcrQcPyUBrOR2O001zkOBLZTkd0ygjOxfJddTfc51rbquVsGOImbnlKov7wtUbj/WxzVQ5aSt7nE4Vxn8iveVhw8f7suUwae9qDmigmPQzihtzM8fVJ86D5YxxhhjjDHG7CB+wDLGGGOMMcaYidhWiSDzC6i8PunWo2xARQmhfENJB9IFSbclY+8rtzrroywqXbUqypmiijZHNy3drUqewP0raQslYHT7MvIbz0vlvKnyC7EddDsrKUIVBYoSRx6bkVxuv/32WAaqPFcVHAcVUUi5/dl3acusQ8lalXSjOo6KcElbYTtoY1kH26QiT1ZzZL6tVW4OFYWRNqZyWGSkIUpTWAfzXaloV5QX5rmxTZTMUcKwLOzZs6eXBir5afalkmaOkTtxvmY/KSmgkpxy7EjaA4+n1h5KOrgGpxRVyQJZH8sqWm22lfNB5T5UawD7MuuhHbJ9YyKNbuTvy0YlV+ValH9XES+5znA8GHWMsugqWiXr4D2EmgdVBDfatYp+qT5FyHPnOaq1Xo1vJT9UkQ+5L9uhZH9DUf3UdvWZRp6bigbHebcMtNbKvJSkkv2pdUDZRBURj3alIo5ynVTy+VxnOM8I10llh9m+MZJvFT2T86uaiypaKD9h4KcvBw8ePKOs5I5DESAjZqWNeX+qZLQbyddqD5YxxhhjjDHGTIQfsIwxxhhjjDFmItp2Sgxaa1+PiJci4oWhfVecS8PnuFGu7Lru7cO7bR1rdvpUeBzPFbbiHHfcTiNeV7Z6rp9fxDm8pkb4+n+O4TX13MDnuDFG2eq2PmBFRLTW7u667tZtPeg243M8N/A5nhv4HFefc/38InyO5wo+x3MDn+O5wU6eoyWCxhhjjDHGGDMRfsAyxhhjjDHGmInYiQesz+7AMbcbn+O5gc/x3MDnuPqc6+cX4XM8V/A5nhv4HM8Nduwct/0bLGOMMcYYY4w5V7FE0BhjjDHGGGMmYlsfsFprH2+tPdJae7y19ivbeeytorV2oLX2+dbaw621h1prn17bfnFr7S9aa4+t/f9tO93WzdBa291au6+19qdr/766tXbX2lj+fmvt/KE6VgXb6WpjW11tbKu21VXh9WKrttPV5vVipxHLZavb9oDVWtsdEf8xIv6XiLghIn6xtXbDdh1/C3klIn6567obIuL7I+JfrJ3Xr0TEHV3XHYqIO9b+vcp8OiKO4N+/HhGf6bru2oj4ZkT80o60amJspytvpxG21VXHtmpbXRVeL7ZqO11tXi92GrFEtrqdHqwPRsTjXdcd67ruexHxexHx09t4/C2h67pTXdfdu1b+u3htYPfFa+d2+9put0fEz+xMCzdPa21/RPxERPy/a/9uEfGjEfEHa7us9PnNYTtdYWyrttVVwbZqW10FbKe201Vh2Wx1Ox+w9kXEcfz7xNq2c4bW2lURcUtE3BURe7uuO7X2p2cjYu8ONWsK/n1E/OuIOL3270si4ltd172y9u9zaSxtp6uNbfUcwrZ6zoynbXV1sZ2eQ5zDdhqxZLbqIBcT0Vq7KCL+W0T8q67rvs2/da+FalzJcI2ttZ+MiOe7rrtnp9tiNs+5aqcRttVzDduqWRXOVVu1nZ5bnKt2GrGctrpnG491MiIO4N/717atPK218+I1o/3PXdf997XNz7XWLuu67lRr7bKIeH7nWrgpfjAiPtFa+/GIeENEfF9E/IeIeGtrbc/am4FzZizDdrqqdhphWz1nzs22altdFc5xW7WdniPndo7bacQS2up2erC+EhGH1iJ6nB8RvxARf7yNx98S1jSevxkRR7qu+3f40x9HxCfXyp+MiD/a7rZNQdd1/7bruv1d110Vr43Z/+y67p9FxOcj4ufWdlvZ8yuwna4otlXb6qpgW7WtrgK2U9vpqrCUttp13bb9FxE/HhGPRsQTEfG/b+ext/Ccfihec6s+EBH3r/334/Ga9vOOiHgsIv6/iLh4p9s6wbneFhF/ula+JiK+HBGPR8R/jYgLdrp9E56n7XTF/7Otru5/tlXb6qr893qyVdvp6v73erLTtfNdClttaw0wxhhjjDHGGLNJHOTCGGOMMcYYYybCD1jGGGOMMcYYMxF+wDLGGGOMMcaYifADljHGGGOMMcZMhB+wjDHGGGOMMWYi/IBljDHGGGOMMRPhByxjjDHGGGOMmQg/YBljjDHGGGPMRPgByxhjjDHGGGMmwg9YxhhjjDHGGDMRfsAyxhhjjDHGmInwA5YxxhhjjDHGTIQfsIwxxhhjjDFmIvyAZYwxxhhjjDET4QcsY4wxxhhjjJkIP2AZY4wxxhhjzET4AcsYY4wxxhhjJsIPWMYYY4wxxhgzEX7AMsYYY4wxxpiJ8AOWMcYYY4wxxkyEH7CMMcYYY4wxZiL8gGWMMcYYY4wxE+EHLGOMMcYYY4yZCD9gGWOMMcYYY8xE+AHLGGOMMcYYYybCD1jGGGOMMcYYMxF+wDLGGGOMMcaYifADljHGGGOMMcZMhB+wjDHGGGOMMWYi/IBljDHGGGOMMRPhByxjjDHGGGOMmQg/YBljjDHGGGPMRPgByxhjjDHGGGMmwg9YxhhjjDHGGDMRfsAyxhhjjDHGmInwA5YxxhhjjDHGTIQfsIwxxhhjjDFmIvyAZYwxxhhjjDET4QcsY4wxxhhjjJkIP2AZY4wxxhhjzET4AcsYY4wxxhhjJsIPWMYYY4wxxhgzEX7AMsYYY4wxxpiJ8AOWMcYYY4wxxkyEH7CMMcYYY4wxZiL8gGWMMcYYY4wxE+EHLGOMMcYYY4yZCD9gGWOMMcYYY8xEbOoBq7X28dbaI621x1trvzJVo4yZGtuqWQVsp2ZVsK2aVcG2anaC1nXdxn7Y2u6IeDQiPhYRJyLiKxHxi13XPTxd84zZPLZVswrYTs2qYFs1q4Jt1ewUezbx2w9GxONd1x2LiGit/V5E/HRESKPds2dPd955552xnQ95rbUz/r5rV+1oO//88/vyG97whnL/rG/37t1n/bs6ttpf7Uu4T/Uge/r06cEyYR1VmdteffXVvvzKK6/05ZdffrncXh1fPXyP6SeS9anzIt/73vde6Lru7YM7LsZCtnrBBRd0F154YUToPsj+ZX8qO2a/sA9ok5WdVn+fL/OYHM88JudINffOVnfVfoXqJ26v7Ipt5nYek/vs2bO+ZGVbuS/r+Md//Me+/L3vfW+wrUNzmr976aWXdtxOIyLe/OY3d5dccklEzPYN53/aqJrvhL/jPrSdqp94bNoct6txqsZjo+vrd77znX7b3/3d3/VlngvbwTk2dIwx65dag/O3F1xwQb+N16y//du/7ctcU970pjf15Te+8Y19+bvf/e4Z7eOxOQbPPvvsUtjqW97ylu4d73jHGW0l2U/sgzzXiFkbZv9y3LnPEGqdVuXq+j/GVqtrg/rd0HV+DGyzmtND51Ct3fOMuVdZ5O9d1w135uIsZKtvetObuosvvviM7ezTXNfU+Kh7THWPkNvVfeAYe+P2bJ9qB1nExsacy0bh+Y6x9aH7VKJseZHrEP9+4sSJUWvqZh6w9kXEcfz7RER86Gw/OO+88+Kqq646Y/vQ4nPRRRed8feIiH379vXld73rXeX+aWhvfetb+228aLE+XsA4CHmzHbF+geSNgxpgXryrC+9LL73Ub/uHf/iHvswbQ3XB5g1jXoz4d16wv/71r/flkydP9uVvfOMbfZkXqCyrdvDizQnM7STr44VSGfZTTz31VFnJ5ljIVi+88MK47bbbIqJ+aImI+OY3vxkREc8++2y/jTcFtA/aD/uUdpp997a3va38O22JN2m0g29961tn7MP59va3r68H6saXdac9cb6QMQ9K7JO0cf79+eefP+N4EbM3ny+88EJfvvTSS884B/YT2/H444/3ZZoV+4zzn8dMuA7wXL70pS/tuJ1GRFxyySXxq7/6q305+fu///u+/Mwzz0TE7HznesN+pw2xn/bu3duX01bZdzz2gQMH+jJtjusr50Een/XxgU5dyDknsq0PP7x+z/SXf/mXffnb3/52X6a9VNeKiPVx5zauX0TZO9fgXAMPHjzYbzt8+HBf/rM/+7O+nOMVEXHrrbf25VtuuaUv53myn3hsjsGv/dqvLYWtvuMd74jPfOYzETE7r2h/eU3kNevo0aN9+cUXX+zLHNMHHnigLz/33HNnHFu9rGL/cZ3mWsDtub96icC6eV60kWyLerhX9qRejiZcx9l+rgW8zvP4PJ88vnpBxWNX8ziifvBS14vq9xOzkK1efPHF8elPfzoiZvuI61deh7gm8Jx5zWQdPEfaTfYH12WOlbrP4jE55nkfodpRrZ0R9QtjjhvvD9S90dBDmHqpQTtlO1R92fccA56XeqHI+26ee44N28T1gbb+y7/8y6PW1C0PctFa+1Rr7e7W2t2LvFkyZjuhnXIiGbNs0FbppTFm2aCt8oHTmGWCdsobfWM2w2Y8WCcj4gD+vX9t2wxd1302Ij4bEfHGN76xy6fRIfenejP3lre8pS/z7SifrPkUm28o3/zmN/fb+CaCsB2sj23JMt8+qDqUtCqflHkMvmlQD6LKm5VlbuObkJRlRES8853v7Mt8G8i32+md4ULDJ3319pHnyzHL7exH5UXYIgZtlXb65je/ucu+UW/5sm/49oQ2QRvjmyWOOfsrPQS0A/5OeWkoZeD+Of70SPBNLH+nvGNJNZbz5WqOzJN1K28X39wTvo1nOd/w0U7poaXXmn3DfdiWHEslZeOc2iIWXlMPHjzY5dtKngs9g1W7Oc78u7JnztG0Hfbv933f953x9/l9aBdcN6o3+ertOcs8hxwnrmlsM9c9toPnWHkwlfdZ9RnHgHM5z5eeVHpp6Lk+duxYX65kgRHrfbZ///6yPo7/FrGwrR46dKirpFCb+A68LJOcy2PWKpbVOp39riSx1bEjZs8xj6MkuMrjoa7B2Rb1tr3yTs23r5Kx83dsU3XsiNk5wXmQfcnfVZ405SGegIWu/wcOHOjvU9V9SnpJ1bWdv+Mc5hjxt3md5jGoGlDXVHUtzb7ktZtwveG4cAzznkPdqyuPo/ocp1rnWQfHX3nsKi+uWkvo4Va2VdWtPMVjPpWYZzMerK9ExKHW2tWttfMj4hci4o83UZ8xW4Vt1awCtlOzKthWzapgWzU7woY9WF3XvdJa+5cR8ecRsTsi/lPXdQ9N1jJjJsK2alYB26lZFWyrZlWwrZqdYjMSwei67n9ExP9Y8DcRMRxxTrnMlfyE8LeUBibKfU5XI929lRRBfTBYRZqZryOPM+aDPEUVJKKKHBYx62rmudNtSn18SgQpG+TfVcQrng8/JExXLb8XyWPMn8tWsYit7tq1q3frq2AQ1RjS5U+743YVLCRRH1rz2Az0wPoonz1x4kREzI43+591sK2VhIR9oGydv+P+lZRGfZir5CsMDMDzyQAjtEE1b6+++uq+TLunlCrHXAWL2Q42sqZme6sPdiPW+5uyHEpBOBfZ71xfGcQi5XYqCAslMRwPjh3tPMdDRTvlWsKgMpVtsQ8OHTrUlykXUdLbSuKjgtWooAk8R9aXc4ySXZZ5zbr55pvL9lFemOPE/uB5XXHFFbHVLGqrXdeV0dJUMIizbYtYLJLfGImgkoMPRRFUMqih9ZHnrc5FraVDqHNUdVefH6gAGzxHzgnWV91jqf5IifdW3gdsZF2NmJ1/lZyN0uihoGYROmhOSvY4h/l31qGucVWkVHVfqWTNbF+uu7xucF7wGqKinao+SXhPwuOw39nuSiarPidSQWS4nXaa1wj1mcZGgrBseZALY4wxxhhjjHm94AcsY4wxxhhjjJmITUkEp6LKbaKiiFDOpORZdFGmy1MlGlUuczKU1FflZhlKsjlGTqjaMZSkjvuqc6drmJKx3J8uW0psKB2ki5X1MbJb7s/obXTlLltY1NZab08qSXCVg4k2SDezkmKwv1LeR/d/JTGab0eVtypiPXIkx0pJ37idkoc8d5UclfNsTC64PI6SCKr5QjkDI6VVUlpGR+IYsP+YG4x1Z1+pyEzbEO1yYV599dV+LDmOzAGWUg6VhJeya0aloy1Uktcq4mSETgarJERZVjl1KAFR8pNs07XXXttvYz4klftIzdm0Lf6O/aci0fLcq3WXx+P5UqZJOStzPd577719Oa+JPJ66Ni4jG02mOyaZe8WiMr4qbxVR11pVX7W/ku6NuZ/gPmlntDfeMykZtopWWOWAU58fsB3qmpdrzdAYjPk0YrvI8+Ic5acW2ddKgqekaiq/X27nvRDlv9xXrYGVTE9Fa+V5qXvgXO+UzE9dJ0kV7VpFJeQnDjwXSsR5zCqiN4+n8neqfKy5fqr7NRWR8WzYg2WMMcYYY4wxE7HtHqx8GlYf1uVHk+otjvr4lB9b8rf59lZ5i6q2nY18+lYfqCqqN2wq+7V6k6/e2FW5xVSuCsIxqN4Gs0/51oRvGvh2gV4Rvk3Nsgrqcfw4k6zvPF3X9W8rhnKcqDeF6k2VemOTfaM+GuZ4MviACi6R9kkPGz+qZ7vpqVBv9BN6LVhH9QY0orZT5dVgW/km7+mnnz7r8dnmMV4G5oWjJyePqTy+yhZ2kpdffnnGq5dUawHHQuWtoieb9sk+rtZwwjHgmsA5Ub2tVh/VE3ooK9viGFUe4ojZt7e0ueotLOtgH7B9tGfWx4/As27Ob85H2uoLL7zQl5m/i+3+2te+FhGz53v99df35e0IcjEVledIeYjGeHqq66S6jlZKkAj9QfvQtV69ya/OUXl0lIdN1VcFI6q8I/NU3gXWQ9tiHcoTzjqq66JaV/N8NxJEYCt45ZVXejUDc61y/qV9Ko9g5cGLmO0D3iNlsCUVUILbmS+S86TyYKl7ZJX/j0Gf8resd4y3Wd1XVgFiVJtU7rZqO/tGeZx4z8R7i+paUOUbjNCKjbNhD5YxxhhjjDHGTIQfsIwxxhhjjDFmIrZdIjj0EWu6oulGVDmFuA/depUcQH0gqmQGSm6X7k8lJ2B5yFVK2GYloVJtzbJyV6tj0+3P42S72afqw1bCfSoJKP9O+cyLL75Y1rdTtNb6vqF0Z6gP2J90J9N+lKQw+2iMNGYoN1fEet4i1kEpmAoiw3xHlVx3zMesyk6rADE8Nt31hDIzSrBSLsb62H7aFaUIKqfYqVOnImJW9jpGarOTtNb6Pq5kuRF1XhvaNQMpcLuy1UqSrPbldtotpTK5XclPVQ6jRQKoMNgLj6OCElRycdo161awv3Mt5bHZ17Q59hPlgpQ5psyFkkmOOWVJy8TQ9T/HT62DZGidiaglgqoOoiTPeRx1TVVt5fE3Klscyh2mfqe2q+AcaX/q3kPlYaJUS83DRAUaWAZaa4PB0XJ+8e8qZ9Z83Qn7IOtTgU94beQxeY3jPVdK4iiNq+7x5tvKNuU4q09TVPAUSp+rz1OUjI9rvpIIVkGEqmtJxPCaML9/tkVd8xnobSz2YBljjDHGGGPMRPgByxhjjDHGGGMmYtslglVEq8p9ryQnlVwvYtY9zf2zbuUmV+1Q0oEqeowqK5lhJRFQOSDGSA7SFarc+FX756kiBqm+oRtZubQZqSXPgRKXZc7ZsmvXrr7/eH5001eRmyhDo1yA/aIi7GX/q0hELLP/aeuVy76KLMTjzZcrGZyK6KbaqvapZFzsA9oE+5rnwHl+2WWXndFmHo9yQf6O51OtJyrC6UbyYGw1rbV+/FTuu5THsW8YnU6Nv4rCmPascpipnDnch3VnW5WkQ63F3J5jxvNWEblU/kT+NqNpMdqikkTyfCnNq2Rk/Dvr5pxOqer8MRn9MueKivS4jBEvI+rrZyV9qyRwEdoWhqLtKinomFxa1TVT/U6tg1XuHxX1b0z7VP8l6rpcyR3n6676QR2PazOPQ5lYyl+5FlR5nZYliuD5558fBw4ciIjZCLa8pue1nhI95vnk3FbrKPs55zHHjZ9R8H6O+7CfWc7IsmwHZdJE5TLLa0SVe2q+/Tw2o0Krz1Cqv1MmraIBcwxyDVR2Q3kk28d7C/ZrblfPFU8++WR5nLNhD5YxxhhjjDHGTIQfsIwxxhhjjDFmIrZdIli5+KuId2MS29GdyToqWYqK+kN3N39H1+EiErYx0sFK9qeiEo6RCFZRhOjmVBIgFbmocrmqxHSU1XA73b3Zf3TZ0nW9kQRuWwmjCBLaSrZZJfJT9lNJJ1lW8iqiIkRWqETEYyQzefwxkdaUhKSK9KUSztJmaR979+7ty0yqOxR9jlCCxfWEiRXzt+wnJTNbFk6fPt3PNY4HzzfHgP24f//+mToSlQyc5579XSUfni+riGOVXIS/ozxGSZmqNf/ZZ58t25+Sn/ntKpn34cOHI2JWVkOZCdc9JSmhnaechfIUSl+4L4/JyJ/s76xPJZQfE+Vwu+m6blBiv0gUQaKu75V8flGJoNpe1aEkVFV04TGywDH3HlUCV7VOL/JJhIr2ShvnPGAd3D+veepaNJS8ebvZvXv3jPQ24bU77ZOydq4DjHzLfmbUz6o/OG+Z5JhjSCkij3/06NG+nDI9ShxZ5tpTSRUj1q8XPC+2mf3xxBNP9OV77733jPOKWLcJHo/38Moe2Sa2Je+31Nx/7rnn+rK6x2RkwHy2qGw3Ytbux2IPljHGGGOMMcZMhB+wjDHGGGOMMWYitl0imCg3eLr9VKQvJYNT+6RLU7nJiZLpkSram0oAOOTqV9KcMS7zqq3KBU83vpKUVDIw5bJlWymJoHu7cutSHsO/L5v0SklZKnmFkktyX9opqcacrnslwVMS0srGVeQzJcGpImLxeEr2oiIKVjIYJTmkG19JrSqJhYpeRcmmmqNVAkf2k5KALAtd1/VrpYo6ledAWaBKZq4SSXJ8sz4lr1LRwigHqaJvfvOb3+y3USJKuTHLpEpiTbuhLXAfykgyKmXEerSqI0eO9NvuueeevkxboIyPx6kkkYyCpdZrro2XX355X2YfZ//Qfmn7lAstC621vk+G5PMq2i1R11oylNSX40gb5xpQSd+41nPMOY4cm0pGqKJ+qqjJSlZXySqJitqqohhXfUbJsYqUyHnPsck+45rEfl+26Kxd1/VjR4kYy5mcXSW5VfePlLhzPUyboMSZ/UJbYvJxHpNRc/M+gtdRjuEzzzxTHqeyX66L6h6HbVKS6ewTHoNrvopgW617rGfMvTilgOzLanzVvOU6PxZ7sIwxxhhjjDFmIvyAZYwxxhhjjDETsWMSwUoWGLHu4lMRaeheVLK/KnKJSkaqkrmq41RShKEkhxF1pCQVIUhFA1oEJQFTUduGIgqNicJURRqLWB9fupdVItllgFEEVWTJbDPPg+fP7UoCMZRoeCiyY8RwMmt1bGVXVRRBJWVVZSU5y31U8l5K3JTUq5J9sa+VFECtFZRspX3yfClhqCJL7TSnT5/u+41yDNpqRqNSSamrMY/QiYEzQpaSi7A+Sl44vqzviiuuiIhZKYpKYsxz5PimdIQyGSVZUrJF2taxY8ciYja5JG2IckvK+JT8JG2VyYKZkFNJGBmNjGRbKFuhnJURI5eFrutKKef8Pmf7+xipeiW949pM26KNKLkg51LWTZvk35Ucv4qQqepQMr7qvobnUMmd5/cdI4/Mfdg3rENF+GTdPJ+ce2ptyXNclmiCvP6rz1ByneF5MiIttzMqKKNgc036kz/5k4iYHUNGC6Skj2sn168rr7yyL2fUVErqOYaHDh3qyw899FBf5vqaY/T/s/emQZuV5b3vddOAGDUiEJkaaKCZhwZEQKIMDqUhUXcSK9GzK8WHJOZDUsmuE2vHnfNhJ1XnVMVKamcnVbuSsk5SmnJ7jFHiEGcQUBCZ52ZGGQQEB2KiRprudT7wXnf/npfrz/O83avf93na/6+K4u71rmete7juew3Xf12Xuv/mtZa/Y6J0RkLMPpslKnEmOY6YXGu5flZQBqkiB9POKNnMsank6xE6YfQLMdWD1Vr7+9bak621O7Btv9bal1pr9y39/xUvdAxjVgPbqlkUbKtmEbCdmkXBtmrmjVkkgh+IiLcs2/beiLhsGIZjIuKypX8bs9Z8IGyrZjH4QNhWzfzzgbCdmsXgA2FbNXPEVIngMAxfaa1tWLb57RFxwVL5gxFxRUT80UpOrCL2pEtWuehV5JtpyQNX6nZXEdeqbcq1PU3mMItLfCVyQSUpU9GFVKLh7HslYVQuXtWv6VplBDCejzKtnWEsW22tlZGS2L505dPlrySClVxCwbGi7IXHptuacpdKBsPzzZIEs4roqKSks8gZpyVOVjIaoqRAeU4VcZAyGW5Xso8qeTSTY88S2WxWxrLVvffeu0tDGMmJdpHzi2NBmY+Sp7H/OHYpO2FEJ5VEmAl+KXn57ne/28sppVPr4SzrZLaX48VzcO2hjJBjzT5JecmRRx7Ztyn7pBSQfUxJSR6P6wX7j1IaRjbkPpT75NioJLdjyVnHvv7n3FtJIuFZ5IJKUlxFGlMJnrmOMCJjtQ6rqK6V7Hs5aasqiiRR6zTnZpZVQliFklvmOdX8VxEgp8nE1dqcfb2zEsGxbHUYhl4/zrl77rmnl1NCfNZZZ/VtlOhy7CkFvvzyy3v5m9/85sQ5IyYlcLwvqiIERkQccMAB5fZcQ7im0Za4DnHNrMpsi7qe83gbN24sj5d1YT24drKunH88J9fDjORIGTXtimv+o48+GhU8dtZVzWdKDmdlR4NcHDgMQwotn4gIKfhurb0q3OdkAAAgAElEQVS7tXZDa+2GeQxzbHZ7ZrJV2umOTCRjRmDFtsoLlDGrxA5d//nNhjGrxIrXVNupGYudDnIxDMPQWpOvS4ZheH9EvD8i4sUvfnHfT8Wun/YRqfJgqeASeRwV5KLKJxGh3+rnb1U9ZqmTysO1s6w0OIYKfjHtQ2OVV0N5s6oADvTw8CPQXckL2SrtdP/99x/yZYAKBpD2pLxTKuAAXzLQJhNlS8vq2svqQ+Qqj5c6nqp39fZX2bGy9com1VtPFeRC5QOrjsc3WHz4UN4W9knuwzdiqk67mlltdcOGDUPaKD94roI3sG94E6G8ybQnvimdlreO/ce3qscdd1wv0+bybSXthsfgdr4lrtZ0lUtFeWHVG8qcs/QE0Z7oLeScYf/x2Dke/B3tif2rgsTw4/F8s87z8Y0tvXe7kpVc/4866qhhmgdfHGNF5ar/lKJDBTnhvGegm7Q/lWeS9km4T5UPUHnyabfT8izOEthKBQyq9uffafuzBLmqciSq60LOsV19HzDrmrp+/foh5xrn9hlnnNHLOV/VNVV5/2hX9I6/5jWviYhJjw+9QvT+k9NPP72XWZcrr7wyIibXeQbE4T0J4f1Onp8qhMqOIyaDUnC+XH311c87J89BO+Hv2Pbrrruul6m2OOmkkyIiYsOGDX0bPY4sMxDRbbfd1stVoC5eN9hPO+Jh3dE7/W+31g5eOunBEfHklP2NWStsq2ZRsK2aRcB2ahYF26pZM3b0AetTEXHxUvniiPjkONUxZnRsq2ZRsK2aRcB2ahYF26pZM6ZKBFtr/18895HgAa21RyPiv0fEn0XER1trvxkRD0XEr630xHTN0YWa7kO65pRESH0AynK69eiWrD6UX35slit5ySySKEXWT0kFVRsVVdCMlcoQpwXyUPXjPirnUqICl0z73ayMaavV94Ls07QhlR+EY6FyM1BmUtmNko2onC7VR8uVDDGilnBEaAlA9Ts1bio/VvafktrRJihJYT9QgpMyU0qjKD3l7yg5oyyI+YLyOCrv0o7ImxRj2erWrVtLiR3HPW1EyR1VXijKPijNyLHh2LKfVOAI9b1Y2jPHkfOEkg1KPWmreX6Ov1oDKT9h21nXPB7rxA+vuT6ovG5V3jH2I+U7tFW2l+fkb7Pv2e+U8hx99NExBmNf/3ON2lG5rQrMxDFgX+Z29XfCtYVjxzFIm2P9adcqfxvL+VvWg3bLY6i1jfvk8Wi/Kiel6r/qfmeWzxp4bBVQIaVabAulrUcddVRETAZ32RHGstUtW7Z0SZ66V6zuKzn3uX5xnE8++eRepk3k/tzGgBfMEaiCVfE85513XkRMrudcV9S9CiV9uT498MADfRvnAoN0HHvssb1M28tAFBHbJc6sP+tHOfatt97ay5SOsn/STr/4xS/2bbw+ZH7FiEkJNgOTsA05lgwowroyZ9aszBJF8F3iT29Y8dmM2YXYVs2iYFs1i4Dt1CwKtlUzb+yaaAvGGGOMMcYY81PITkcR3FGmRbmha45/pyykikQTMenqT7foLBJBlUeikijOknNCSQenycGIkgtWx1OSCVW/WSIyTasHZVMqUlfCfqREgJFz5oGtW7dOuNAT1jPd4OxzlXeJcgEly8h+nGVMKBVR0bOyfpQVKVtXcs2skzoGmcVOcx+VZ0JF7uTcZb2zruxrJVtUEheOaUZZolSFv+P4zhPZxxx/9lmuLZTG0SYpieDvlNSziiJYSTeWn4dytkr2qeyG9s55ybHO/Xlu/o62RWke600pSka04t8pj2E9uJZxrlRR2GZZlxn9itHDKFHJqFiMDMYIhRzTeYTjX83pWa6vs8j0s6zkwpStUV5EuEbkPKBtMfoZx5/rKtuQ84f2S5kh5wztlrajoiInKhoo1wAem/tnXVWEWvbZLHkMc93k3xn5LaVwKhfYarNu3bo+5pXcNKKWujKXHfuWUj9K4tiPOXcpWVP3RSoiJudA2jLrrHJzXnHFFeWxN23aFBGT40ap4sMPP9zLDz30UC9nRMSISZlenpPrWHWvHjEpcWYOK+6f/UcZ4s0331z+jnOKdUp5KmG/81rBeT4r9mAZY4wxxhhjzEj4AcsYY4wxxhhjRmLVfbLpxqTcpkr8q2RJdMnSTa4i9lRu6yoR8fLzUKJQRSicRSpF6JJNGY6SSc6SuHgaKgGwqmt1TpW4kNKBWZIbVn+ny5au63lgjz326GPEfqwi4im7Y5s4bioxcZYp0eK+lGioyEEclyyraGycf2oO5HZKu1SiSpWMuErqW0kjl6NspYqKyHOohMIqKijLKR168skny9+p5IxrSWutj5OSi6QtcsxVZMZZkohnP6h+ZJJbyipYpq3m8Sh3o0yO1wLaAkk7UhFn2XYlwWIi35Sx8HeU71AOpKhk7uwnyoW4XnCecjy4BqRtU9pF2eJ99903tX5rQbZHScunJc1VqIh3eTwlW2U9KJ/jMapokLQLHoPSTI4X7T1tVCU8p0RZJfWtZNbcRttSUQRpZ5xjuZ7QnpSccP369b3MPmEy1+wH/o71yL5ZzUTuL8See+7Zx5HXPs7RvM6oaNgq8im58847n7cPbZOyUXWfwXHmOp7SNo6J+hTgiSee6GXK+/KzG84d2ilt/ROf+EQvn3vuub1c3dvTlrhO8Xi0K5Y5R7Mu7GtCKSLbdfzxx5fHyznAMaDM8LHHHivP80LYg2WMMcYYY4wxI+EHLGOMMcYYY4wZiVWXCKabkG64KtoOXZ8qkhdd99Nkf/ydSqbKqC50z9JFmrIPutTpolQyPm7P3yr38iwRBavyLC72WWSGVSJElWBWyRyqfVTEvXmLzrbPPvv0xHl0IVMikHIylXCU9s1xrqQYEdv7l/1Gm+YcUVEwK2mskveppLM8Z0o6OD7TIgRG1EmauY+KIKbkeGqOruR3jADHPuE6k5HZLrzwwr7tqquu6uUqsuQ8UMmgKykd+0NFvlNSzyqpL/v09ttv7+UqYW/E5Fzimpljxjozoh8jjlEGUyUup32oc3OOUQ764IMP9nLaJdvCaFWsP8/5jW98o5c5P0455ZSImOzrSjbGtkRMzln+NuEYMVpZNU/WmmEY+jpXyaNzn+Ws5Jq1vJz9o67XtGElP62SsnK8OEaUwVIiWEVCVhJr1onXHCVzzN+q+wZurxIUR0zOq0xYTRksbV9FxeP156677urlnIdMhM16pERNRYBdbVprfWw4v6ZFLWX71fWV6y4j8qXdqHtJ9TmMuu6m3Jrb1Jrwute9rpcpx6vk+7wOUPp45pln9jKjmVZrHG1GJWfmMVSy+pwnlNSedNJJvcy+Oeigg3pZPStk2+64446+jVFcWe9ZsQfLGGOMMcYYY0bCD1jGGGOMMcYYMxKrKhEchqFMJFjJoujSZ5kuc+XurqKeKEmCilZEV2glDaPLlhGvGAlLRUjL+rH+SnJCt6lKNptSBJVMtYrksrx+VbQidTwVPWyaTExFb5oXaUCyxx57dHcw28QoY1WkRUqSVMJR2hUT2qWrWo2Jkoqw7+iyTykC92UUHCVnqGScSprCqD9KpldJY2ZJKKmiVjFCXbad9s0xUNJMJY3JOcjzvfGNb+zlSy+9dGq914IcM9oIbS7nMcf5iCOOeN7fl5dpW+zXlNVRFkhZE5NE0p4o+6N8KrdT/sG6cp5QpsFjZHuVRJTzjvITSvqYLDOlMmeccUbfRtvnvpwHjKB1zz339PJ1110XEduTdy6vP22VbVRrd9qqigZJG54nKrm4Shhc/V1FuVTHqKL+sn/ZT0wqSlucJmHkPFHy2Oqeg2OrorNV611Evcaq+w3eZ7C9PAbnWK4NlIux/9gu9jUTOLPeufby+sQ2pnTwmmuuKeu/2lAiqGSeCceEEec4tmwr+5HrSXW9Vp9RcNxoy1zzK1tQUkVKQasIv9Pu1Zefm3OnShjPtvB+mffAlNpS3s01LqMcVhEpIyIOOOCA8jzsmzxGxHa75vWL8P5vVuzBMsYYY4wxxpiR8AOWMcYYY4wxxozEqkcRrNysdMNWSSfptlQJ1+h+rhL8qeiDlA7Rdahc4ukupZyAkhO6TSkdVFETE5VQmL9jGyopF93S7A8l41OylKwLz62OoZLGspzHoWyAMkgV/WitGIahu7M5VpRBpRSEY8wxoQ3SDc1+YeLSKsF2NSYROnIR3eO5XcmrKAvI6HkREQ8//HAvp3xK2QzrxDYyOhLncc4jJWWjRKCS7kVMShtSOqBkr7Qxygw4/ylryYhB999/f99GmczGjRtjnuFYk1yfOBYsK6kH1z3O3ZQIcn1g9Cba06c+9aleZr+eeOKJvZz9ymhQHH/ai1r/0xaVRItzl4k1eU5KSjJq2oEHHti3sb2UM7H8lre8pZfZD/lbymcY2YpziXNMXQerKIeUtih591pTRbxV5Wmo9Zb9V8mcuU7yd1zLOZeq+wJu4xqibK5KkK6SLas1UUnGs6ySrLONbBfXwZNPPrmXsx+UTXIN5hpLyTDrl3OI9eO5qyio84L6lCHncSVH5d8jJu2DfcD+zT5V0W5V9FHuz7HIc/IcXCtYD5WUWkUDTrhG836C9sY2ZF24jbI71kklzWbb08Zo65Rj8hpTRcGNqNvLdZ7XPUcRNMYYY4wxxpg1ZNWDXOSTKd/M8Ek5n4r5hoNPnHxa5ZsP7s8n6Dw2j6E+FmWZT9PVE60KHqBybDF3RL71qDwOEZNP73xDwnOyH/KDQPWxP5/qK+/ecrIfqn7k35fXVXm5sk/4hoVvuObNg9Va621nPzOPR77FZ935BrQKMhCh36TkWKgcY+ojUvYz37DkuGzevLlvozeG9sjx5Fv366+/PiIm33ryjQ69QjwG96Ht5Vs6zi0VlIL9oDzOaW+0Qb6loz2q+c9+OPLIIyNCe6+5Zs0jKohM9jffPHO9mcUjyn3yOLQVBs247bbbepl5plimPWcgCdaP84r7qjUz284+4L78aJqovC75Rva8887r2z70oQ/1MgN2VMFlIuogRnzry7Ka0zxGpRBQH8JzLZonqiAXJNuuAlGpcnUOHk8FyqC9qPyCvA5WawCPRzt76qmnepke/lzDVDATrmG0cZ6b15Q8DutMu1GBE6p7kojtXhHaIet/99139zLnOvfhepDebXo5qjbOku9stZhWl+wj9nOVUyli8hrCdYN9lGuBuodQuSqVIibVGCrQA1Geymp+cYxZJ65fVHRRzZJzjfcEDAyirtFsb+V5Y7sOP/zwXlaBwXivUnmClcJmRwIH2YNljDHGGGOMMSPhByxjjDHGGGOMGYlVlQhu27aty4roTuWHxPnhL12fSiJCF+WDDz5Y7pNQCkA3Ld2ZPGeVpyFiu1udbkS67lWsfEqb0g3MOrFM6UDlwoyY/HAy+4ESPMpxeGzKetQHtNkP7He6ZhngQ32gXLnIuY0SgXnLg7V169beRiUByP6gTG6Wj3Xpdq8+3uQ5+AErXdy0XwZe4EfujzzyyPPOTTugXIMf2zMQQbrE1UemtB/a2wMPPNDLDCiQx9mwYUPfpqRMdOOrHDeU7iQqZ40KZsMxy3PyfKoe88K6deu6vER9YJ+yDmWf7Bv2r5Jg57iz/zkPaIeUT/N4p512Wi+nPfN4lC9VOfoiJu054dhSqsr1hr+j5KXKsXTTTTf1bbRbSgfZN5T9VZJNjpH6aFrlcqH8LNcJlYOJQUfmiSrIBfs9+0nlp6yOFVHnROM+s+TBVPZOm8trrJLDV4FXltcp5xvXT8qwaTdKVs+xzjLvCSjZ4hqr8iZW56fEkVJA5o5jP3GtvOiii3o5pWsMKHPKKaf0ct4zrSTAya5k27ZtfZ5WOVUj6nsWFTyB97fsZ9pV3oeq6xvth/Xgdf7ee+/t5ZRdc83iNUEFDqLt5XxQn6/wfo7yOUoVOeYZdII2w/tR2hXvcVTe1exL2jHXSJXTkf3Hfsjx4z2Luv+blakerNbaYa21y1trm1trd7bW/mBp+36ttS+11u5b+v98ir7NTw22VbMI2E7NomBbNYuCbdXMG7NIBJ+NiD8chuHEiDgnIn63tXZiRLw3Ii4bhuGYiLhs6d/GrCW2VbMI2E7NomBbNYuCbdXMFVN9XsMwPB4Rjy+V/621dldEHBoRb4+IC5Z2+2BEXBERf/RCx3rZy14Wb3jDGyJiUkZEFx/lKr2SwjVHOQYlJVVOKbpvKY+iC5Uucboob7jhhl5Ot2NGHIuo5TMRkxFN6ELNY1S5MSImZYZ0+1MWUEWmU65cyrf4O0rD2Iakyjmw/NgqkhP7O2UOSs7C4+0MY9lqa633pXI5p52qSDV0tVMWQDugrVQyShXpr5LxRUQce+yxvZy2zEhFKjolpRkco9e+9rURMekyZ1soo6U8gZELmYsipSo8H+vP+VDJ/5b/NttQ5ROJmJSyVpHFlrchx4z1oITs5ptvLuu0UsZcU/faa68+j7lWVHnmaG+qfwnXZZLH5pqhIl7leh8xOecpB8l6q0iwjBLFcZyWp0VFfaS9cPw51tkerp0qKiznTCXdjtguE1KRLQnnKa+HlH1Ni0Q7VsTLMW11GIbefiX7ybarqGmU8SmZIffJfmB/KAke7VNFK876sU5qDeM+vFdJe+a+tH2usbQ/UkUXphSN0dko06UslXOMbcgyj8frII/HKHGMUst98rccA7Y315mdzYc1lq0Ow1BeCzhf0w6URJJjqOZiFaGOUmvOd56b11reKx511FG9XH3KwrVJyZO5hlRyXtaJ7VVz58Ybb+zlXKvOPPPMvo3rL683nJdqzcx7JX7moyLlVjLk5dvznDw3rwk78onAioJctNY2RMTpEXFtRBy4ZNAREU9ExIHiZ8asOrZVswjYTs2iYFs1i4Jt1cwDMz9gtdZeGhEfj4j/MgzDD/i34blH3PILxdbau1trN7TWbuDTtDG7ih2xVdop38YYs6sYY03lW0ljdhVj2Crffhuzq9jZ6z89GMbsDDOFxWit7RXPGez/HobhkqXN326tHTwMw+OttYMjovRlD8Pw/oh4f0TExo0bh3e9610RMRmdie7kdKfOEjlQJQCsXN8qChvlAnR3kyo6F92MdBOfcMIJvUx5B12NVbQylfiTskX2SVXm+dTxWKY7ukrsqhIvKumgSq5XSXm475jR2XbUVmmn++2335DJFNk+ykmrSIu0TZVImRGdOF5pk7QrSi7ojqf0lFHGqqSZKtIPbZYXFO6TbWD9VTLuTZs29TLnAGWoWSfKE1Q0yUqWo8rcxnWAbbnjjjt6WSUxzzmaSRojdALFnWWsNfXoo48ech4ruWjKSNhW2h77WkWUoh1lf3NfSpaISnhKu63ktrQzzhnuU0WXVAliWabsims+7S/3oZxczXXOD/Yrj5dltovQhlXUTMppciyVZLeKsLijjGWrGzZsGLKvVJTAKjGwkgiqKH3L6h4Rk7ZKuZ66z1D3HDm+HEeWOU+qTxVY5jqopOM8nopcmG3gOXiN4P0V5wH7lfMq5yxtiMdmVGWu31xfeG3I+nFNYtTnnGtjvIAf4/q/fv36IftdRaLLMVeRJ9W9n4o4mWOr7JQSTd63cR3l+VOCzSh9tCXWj+PG9STHjffLrD/rxHsIfj7DPrv22msjYlKqyH1pM1Vi7ohJO8wosewP9oG67+Kc52cEeZ3kWsw5tyPRrmeJItgi4u8i4q5hGP4H/vSpiLh4qXxxRHxyxWc3ZkRsq2YRsJ2aRcG2ahYF26qZN2bxYP18RPxGRNzeWrtladsfR8SfRcRHW2u/GREPRcSv7ZoqGjMztlWzCNhOzaJgWzWLgm3VzBWzRBG8KiKUhusNYnvJj3/847jllufsnm4/usrTJaeiCFXR7vi7iEk3Yro/6W5lcla6EekKpYyEx856s/50w9LFynrTLZntpWuTbloVKYtJ29gPGZWIbWQ9qihNEbXLO2J7n9DtS/cypQNVorbl56nqUSXh3FnGstWf/OQnPVkek6ZWERNVsmaW2S906VN+lNIAyjkoD+W+hx56aC+z7+65557nnZN/pzykSizNekRsH3+OvUoWzWNX7YrYLqeg3XEesX/5O+4/TXrK37EenPPs4ypCKaVWTLA5ViLMMddUJhpmP3HtWYkEtxqviFrCpo7LtU4lpuS8yf1pQ5THKjsjeWwVEZO2RSkK28BohXkcylm45vKapSKNcQ3O7TzfLGsg9+f6/tBDD0XEpMSRdjuW7HpMW43Ybpe0z6qs/k5U5EBSSQQ5dioJL2112rkJr6NKepu/VfI/9Q0Q5wyPnWsobY92yzqpvqwi/PIYvA7SVhlZldcfSq9OP/30iJiUWHOupfR+lsimL8RYtrp169bediXzzD6gLfHazu1KrlvZGMcw53jEpFSdUktK7PLeOiLiC1/4QkREHHfccX0bI59yTWW0SM6HtBXaD21CRbjmOF5wwQXP20fJ7ik5JNNk0rwvZnJ53iepz2tUFNGE83KXJBo2xhhjjDHGGDMbfsAyxhhjjDHGmJFYuc9rJ3jmmWfi4YcfjohJaVAVuYxuQboolTSD7tvKTc/jKVcfXaV0p9KVm7I+uhYpk6ObUyXIzOPRlaqiEtGFSonK9ddf38uXX355RExKSI455phePvXUU3uZkhK2iy79PE7lEo+YdJsrKUcVWUlFJRtLejUWe++9d4/CxD6tZCh06XO8Kf9k+5TELiMzcS5kxMrl21X0nioyl5ICqmicrHfOteOPP75vY9Jh/k5F6alkH7QNzh0lLVP2kfbJPqXMl5GIKJVgckauQ1kXdbydlbDsClprvT+5NlYR+ZSsafnxqmOoKG2JiqrH41HiVK03lNhQsqSi93F+VPauEherKKjczrlc1UNJMFWiyzw/55daX7mmqONl23id4hycloR5rajkpVXEQHVdUdJH9UlB9ruS69Em1bF53UrbVuuTahfPn/WjPXG8lJ3Rnlmu5GpsF2VTVRS25fVLGRZlgVyzWVfOE0raKR9LSS5tmfOxukdbS7Zu3ToxT5NKWqySsatrlopQl2Vem7gO8PrF6xqPwbUgbeiLX/xi38ZIvxxb2gqjO+YYcT3npzOUMHKO8Hi8x0lpIyOIV5/OREzaKccinx8itkuwKRtUUYmJkihWkk2uFTvyKct8WLQxxhhjjDHG7AasqgertdafivnkyCfefOrkGxX+XXmf1PZ8+uaTPp9U1e+qvC88Dt8u8M3LtJw9PLYKisC3O/yI8c477+zlc889t5fPO++8iJh8u/DAAw/0cn7wGDH5ljg/Po2YzPGUbxXYN6yfetumAhPk/tym3u7NA3vuuWd/O8K3KpUXTwW54Js9vlXh2xO+5cu3+MwxwjczfIvDt//8wLPKq0Zvl3pbq3Lz5Nt9fqzP/qCN0RPAt3r0AOZ52B/qba0KpFIFaeFcVEEaHn300V4+8cQTe5lzLfuV52NfV16NeSDtjuNIe8k3nmwLUYEX2H98+1x5pLkmsP9U7h7aSOVh47hwzOmxrXIVqUAptGF6JbnOc26mh4CqBpXTSwX3qXKNqeuN8tiofIsZwCXz3SxnzNyCY1J5GlU5UV4hlSurKnNfteaoHFscx7T5KmjF8jL3qbyZRNVD2VzlpaOtcG5yzeac4bWB8zHnBM+nVCvs1+oegr9lPaqgWvNE2qFae9JbzPbzuqb6iNurfKc8B9VG7M9HHnmkl5mzsQrSwHuIG264oZe57tHeeP68dnN943WU13+unfQy8bqR954MPsW+YXvVtYLrXXrQOD+VyoRqBxVQJseac07N4VmxB8sYY4wxxhhjRsIPWMYYY4wxxhgzEmsmEaRbmO7sdM8p15ySCKiPB/N8yi04S24gfryZrka6OZW7VeXVyH24L12shJI+Bq7gx4jZDxmYIWIyVwKlaGwLAxawvSlLpCRKySeU25THS8mQCkoyj2T9lE0kStbG9lU5RpaXU65BKRPldawHpV60D+6TY6v6WX3cTxlhjjNtkznfTjjhhF6uPgSPmJx3aUM8RxUMJWKyb1SOu+x7JWVlvSm15fkpOcj+vu+++8rzTcuNsxZs27atSziUjeQap+yJZc5zldMn+51rJ8tK8sO5UgXFUDJkJS2uZFXKVhgAgjJcfqhNiXWVW4jrF2UrlMGwrpX8RNm1Wv+VtO2aa66JiMl8YSqQx7wzTSJI1PVfUUkzlXxrFilXHkflqiSVTC5iuw2onJ68XqvrT3U9VoE3uJ3tYpCL6rdK/s9zK/uscrxxzlTrzLwEuVi3bl2XVfM6SbLOSrapAiLQDijjzk9mjjrqqL6N/Ulp3t13393LlNWdffbZvZzSwa9//et9GwNoZGC0iMk18JxzzunllBeyjTw3JYKsH+G6+0u/9EsRMRlsY/Pmzc+rc8RkDivKHDln8h6Ykkk1BlzHCbfnNZPBQjj+rMeszIdFG2OMMcYYY8xugB+wjDHGGGOMMWYkVlUiGLHdRUq3JCM1pSuaLmSWlaRPuXKXnzdiMpqNioRF9zldl+miZFQSuiIp9VC5o9L1S3enkiRQUkL3MaVhKfurpJYRkxKWjRs3luespIPT8sJE6GiAldyLkhkVhWleyLYo+WfWmdsYzYauZyUb5T7Z/3RDK2kHZYQqJ1ZlY5QcqBwsHIuUlCnJH+2Kc4r1qKK+KekM7VdFZGJf5pxX84zHoKSXx2Bf5lhzDqt2zQuttd4/tAW2MfuBkj/2WRV9MmLS9jlmeWweb1oE0YjJ9Zq2T+lidW72O4/H83M9THitoISFdsucMswtmPOGc5rno8x0ljxNaZeqXdPkkxGTY/DYY49FxKTcRuUZmydmjSI4LffdC23nb9MuaQsq4iCZNqZVDqOISdtXMrGcP+oTB85jJUGrjqfyLRKVL4xrXsrAaJ+U1apImZzHlaxS5QubtzyY++yzT480y2jXlBBXkY/Z57PkQ+OxUz7JdZT5onh/+6pXvaqXzz///F7mWpFyQerAz0MAACAASURBVEaKvvbaa3uZEQWvvvrqXqZkPvuA433PPff0MuvKCJL8VIX75L0N5yLtijbI+2+ue1yvs35c9/hcoe59VHTvhPNCRROfFXuwjDHGGGOMMWYk/IBljDHGGGOMMSOxqhLBH//4xz1ZLqOLMLpMuouVBINua+5D12sVSUpFqKJblUlb6aYnuZ1R/FKuETEpweM5KSlMVzrdlpS4KKkUJSp0f2aENLZFRQajNIf9cMQRR/RyukXpHlWSN5ZZ7yq6npJPMJrOPNBa62Oj5AuVzEPJq5RrmdGiciwo1WR/Un7BPleSjxwvnpvSKNZVReDMttFOiZIyqbmbMgcVJYt9xrYraVuuBUpexTWG7aXUg/Mo+57rANtOmeG8wMisXLMobcw2qkiPagxUlLOcx5zPVZTBCB29rYoyWtlKhE5MTXvONqg1hm2h/VFyQm677baImFyXKW1he5XkvGpDlRx5+e+4nXOJ177c57jjjiuPoRJurjVVxMiVJBpWKMlZblfJ7NXvlJwt68++5rWRY05braSmSiKoEherdTr3meV3SirFumR7KAfj2sLPBSixVnL5tGH2Gf+ezItU8Ec/+lHceOONETHZpuq6RUk/1wq2j2sqZYFMyJtR82699dbyGL/4i7/Yy4wcSCkd14qsH6PxXXDBBb3MqLpnnHFGL3/1q1/t5YwSyHpQCsjzcQ3kPTDto7IDtoXRAGnfXLspI8w1jpGNue5xvGj3PAavT3mPpSLRfvOb34yVYg+WMcYYY4wxxoyEH7CMMcYYY4wxZiRWVSK45557dpfqaaed1rdXSTFV1B+67+h6pbuSru90AaooPYTuVkqyKA1KFy6lHnQdsq6UNlHmkolM6So9/vjje5kJhbkPpU1MhpZ1UdKsKqLP8n0oc6giECmJJVEShnTPchvPtyPRWXYlrbVSWlLZm0oWTbe2kqHQhrL8ve99rzwG5wjlpjw2z599TRuknGGajI9wrCqXeoSOSsixzbqwH3k+Ja8iVYJPFVmU29kPKgJYShRUlLF5jHYZsb3NbAvXipR1sN9V8l62USXZrX43LXre8vqpyJoJZZr8OyUlJKU3Klk1k2yq9fDUU0/t5auuuioiJvuR0iieh7al5nfatpIOT4uCFzG5BmQELSYGVWM6LwzDUCbFraRts0gIZynnWCv5nErIy30q2SnXKiV5Vkl4c0xph1zvZqlfJS+lbalPBJSMtLJb2h6jy/E6oyJhVtJaFYGW16J5YI899uj141iwP3I9YV8wgh2j473zne/s5UwQHjF5v5nHvvDCC/u2nOMRem1XCcVz7Vb3e4z0x/JrXvOaXs71U8lrue7Rrnh/XUUM5v0L7Yf32bz2KClt9omKMqyeIVSEzbzfUpJ5SmZnxR4sY4wxxhhjjBkJP2AZY4wxxhhjzEhMlQi21vaJiK9ExIuW9v/YMAz/vbV2ZER8JCL2j4gbI+I3hmGofW/bj9XdikoClFFHVAJSJcegK49u0XQvchvdrZRk0VXN6Cd0V2bEQ7ofL7744l6m25dtoNwro+ZlpJrlMGoLXcDsM0Ztyf0pIVERB5XEkv2T/cp+r2SXEVqKUiUepZSCEqCxpFdj2mrWn/1fyaTYTo4PXdUcC7rEq+hj/DvtjtvV3Klc87TTaowjJu2+kmtQGsUoSEzeSrkgo4JybKclBiYqqWYlM5tFxkfbY5+wjzPBtkoyOpaUdUw73WuvvWL9+vURMWmrlGFwHidKJqmSQE+TAyopTZWcO2KyL3M8KH2hnR177LG9TBu/4oorejnt+ZRTTunbOGcYsSujY0VMzs0TTjihl1Omzd8xqS/nj0qgXkn9KCniPFbySfY1x/fkk0+OiEkplkrqvDOMaasR28dd2UKWVxpVT8377ONZksAqOSvHKcdAHY9rOm2B8yrXF/VZA1Fy/OoaTPtQES+VVKqyOSWD5TylDJdtZ3uzLrwu8Nj5u52VtY5pqzkevHfi+vCtb30rIialk+xDSiA///nP97KKpPjmN785IibXL9od68HPQ6ZJrVWk0iriYMTktb46Hu2A9VdrWXUfmH0XMSmrVPNPyafznLyG075VxEyep7J7/o62nvcHK2EWD9ZPIuL1wzBsiojTIuItrbVzIuJ9EfGXwzBsjIjvR8RvrvjsxoyLbdUsArZTsyjYVs2iYFs1c8XUB6zhOfK1215L/w0R8fqI+NjS9g9GxH/aJTU0ZkZsq2YRsJ2aRcG2ahYF26qZN2aKIthaWxfPuVY3RsT/iogHIuLpYRjSj/doRBwqft550Yte1BOc0f1It2O6/bhNuUFVVJ1KHqHcjzweXa+E589IbHSJ0g1KFyvdlXTxvva1r42IiLPPPrusB937rKuSjyXK7VtJhCImXaGVDEJFIiTsV0oUmcAzx5LJjHk+SnZ2ljFsdd26dV22UEW4jNjeR8oOKAViH6lErpX0RMlNWQ9KwViXlL7SplW0QI4V3fH33ntvREzaFY/Hfenqp2yJbcy28XwqOfUsEYCq6EYq6hblKzzedddd18spI1TJo8dkrDWVSbHZLq5DuVYoyZ/arqKCVvuq46mE1pUkivZeXRMiIi677LJevvTSS3v5qKOOigidhPNrX/taLzMaFNdgrk8p366kjBE6uXWVQJllleReRZ9Tsr+MOqvksUpiuyOMZasqimBlZ6qflERQJVzP9YVStlmkSLweK1l9wjWOnxYoeXnOCa6rtC0lP6xkdxHb10H2B8/NtYCfRPDaUUkOVTRYFZGZEirWL9tJSVkVMXaMTwXGsNWtW7f26zf7heOS97GMfHf77bf3MuXzlEZmBOmIiIsuuqiXM4Kpkrsta2Mvcwy5f15jOVaveMUrelmt0ZwnOYa0JfYB7ZFl7k+JXe7DazE/LWCkVx6D9atkt2rNJereopLEs38pVc9Pe1bCTKvwMAxbh2E4LSLWR8RZEXH8lJ90Wmvvbq3d0Fq7gYNnzK5gR22VdsoHWWN2BWOtqbxhMmZXMJat8qWTMbuCMa7/1ctrY3aEFb2eHYbh6dba5RHxmojYt7W259KbgfUR8S3xm/dHxPsjIo444ogh3zA++OCDfR8+MfLNJY7Ry7N8TF3lgODveFPCN04qhwnrl2/w+eTLp3r11ofnzzc5rD+fqtUTNN/I8iEg3xCpt0zqTTP7rCqzLepNqfpwkh95/sIv/EJETL7B4sP2X/zFX/TyWN6sldoq7fTQQw8d0g75hoVtrd6esM1826HyNPBtS/YNbZB9xHqonGV8U5ZBRFi/KjdJxKQt8SYovXesJz0E6TWImLQV2uyhh25/WZhvrtgulWNDvd1XH6hW+9I7xRxgfFPGt66VJ4jjSPsdi51dUzdt2tRtlWsn7SLXuMcee4zHKMu0FzXnszzLG1Y1jvxtvoWlHdJTyrYwR+D555/fy5l3hsFz7rzzzl5++9vf3sv0Sh9yyCG9TM9W1umNb3xj38Y5qDwstG3uk2uH8sBwTqsgF1xf8w06UR+Xj8XO2urhhx8+pA0om5sWBGOWfFaVJ0rlvlH2XuUwI0plotYqkvvTDrl2c+w4p1UAjawr7YZBfWi3vAawjVz389jKs81zc85y3Wd7st5KlZRjM1ZglqVj7fD1/4ADDhhyHrPvWL+8h6Qa401velMvMzfqLbfc0sunn356Wc71hnal7rMOOuigXuY9IW05r1XqPlblRlP536rfcc3i2CoPfJ6H84xrmgpywvqpvF6JygVXeZBnOca0YFHTmOrBaq39XGtt36XyiyPiTRFxV0RcHhHvWNrt4oj45IrPbsyI2FbNImA7NYuCbdUsCrZVM2/M8prr4Ij44JK2dY+I+OgwDP/SWtscER9prf3fEXFzRPzdLqynMbNgWzWLgO3ULAq2VbMo2FbNXDH1AWsYhtsi4vRi+4PxnMZ1ZrZt21bmwqk+GOY2JbFaVp9erj6spnRDxdVXLk9Kg7JM16aSCPCcPF7WT+WFYFl9kMe6ZhvVB7vK9aokgFnmGM0isVCBGFKGRYkS3dyvfvWre/mTn9zxl0tj2eowDFOlJQn7jeNNKRMlqddcc00vV+PPsVL5pDj2tE2OZ0rzKEO56aabepm5KPihLiWA+eEt66E++D766KN7mR/7Vu59tpF2ouxNrRVZFzWfKTdlnXgMyjrzPEpWsSMfuVaMuabSVg8//PC+nRLsHAPKWfhxOiWgSkpRSZ+5FvN3HAMlW6sCDTFYQBUkJ2JyvKpcRRyvE088sdyXtv/UU0/1Mm31wgsvjIiIAw88sG9TQS5UQJsqYIiSsKgAFdy+cePGXk5J5LRchjvL2LZazbFpQS6UnFUFYaK9TLv+T8uftbyutNGEdkN7UnMpz8k6cT5yO/uGcjzWKbdzrefc5DWCdcr8eRGTkrZqLqkgVyoAEaW6ef3g5xhsY87pnbXZsWx1y5YtXUau8qHmeHLsOSbM3Xfuuef2ciXjj9huV9XnLRHaJtj/lDPmWCj5ssr1WN1rqyBzKmiWstNKCspjV/eMEZPzuboGsx6zBLxge6ucs5zDlAhy7LjPCzFeqCFjjDHGGGOM+SnHD1jGGGOMMcYYMxK7JsnLLCcWcoZ03ym3pZLBqYhWlURA5YtQsfzprkyXJmVVzDNBNyJlLtV52BYVPYbuUcoSebx0m1K+UEkSI7Scalokp1lyvbD/6P7OHElf/epX+7azzlqRumTVmZZLrbI3la+BMiOVFyhtQeVDUVHL1BzI8zB6nhp7yhyYKyPtjX9XkkTWie1lPpCUWyh7pMSF22ljVR4Otpt5N6qoShFawpb7q2ictO95hP1AOVlG01O5RQjHmutJJVtTEd3ILNK3lJRw7eT6xd8xklolx+YaqeRVhFHVKAdKm6MkhTIu1lVJqdjfWWadVb4jlbNl06ZNvVxF4yO7Kn/bzpL1nRYlcJbcVypSbvXJAdcQypJUP6lIp7mdY1vZ8vL6cXvaMOeXync5S1S0PB7XerXusx9o29U6zG2cdyr/GOcspVUZ0ZDXFkp9U2Jb5cZbC7Zs2dKvW/yUgX2ebWX7OZ6MTso5THky7aqyCdoxr4233nprL/O6Vsn7lBRQ3c9V+6jPclSk5Gk5adV1iBJH2g/3r6JgqqirKgrjtAi6vN/nXNyR3IL2YBljjDHGGGPMSPgByxhjjDHGGGNGYlV1BMMwdBe1crelq5zuWJVEWEUPoZs13Yj8u4rOcscdd/QyJW5VJDm6MykXOf747YnD6c5kwtV0j1fJ9iJ0RMQqKpVCRZpRfVb9VskxVEQmRtnh9g0bNkRExP3339+3UXJw3333vUBL5odK7qQS3yqJoJI+JRx7SguUS5/7sP+raFdMDEzpAyNIVfOLbaTERM1hSq0oq0rXO+UTSi4wy/bsh1kiunFslGwiz7MjUoB5QCVhP+644yIi4hvf+EbfRumDiurIvq4SoSsZl5KicB+OU56HEiKuh5T9qQTvVZ1UQkseQ9lLJS3nNUElyFQSwdyu5pKSiHPt4LzKtlcR85YfYx6ZJhFUMp5ZEg1XiUQ5Lip6LtcIlXC1WiPUms7fVRHNKPuiTVI+x3Wa84P3HJUMkusupVwqkhzP/8u//MsRMXk9+cIXvlDuqyLJUZKVsu28D4iYnLuVfHYt2bp1a+8zrpn8FCTtg3P/zDPP7GV+HsL7GyXLzP7i2NOOKS2khI0RmDkWef3nfYC6l1Rrd84HtZZwjGlX06T06h6Uslb2HyMAcz3M88xyD6rOz3U3oz3zfohrBdf8WVnMOwljjDHGGGOMmUP8gGWMMcYYY4wxI7GqEsEf//jHPaIVJWJ0g1fRkVSSO7oA6QqtkgfTbckIJffcc095bNaJkVpSDsCErN/97nd7+frrr+9llWgwo0Gdfvr2nHg8B92cdMOqfkg3K3/H/lVSimmRv9S+KioOYaK9/C0lAoQu2XmhipyjJHsJx5iyEcpJKRV9+OGHn3dsjjEjVdKtfffdd/cy7YMSjXSxKykLXfCU7HEepV2piJ8qAif77pWvfGUv5zizzkRJZkm1Lqg5QklHlZh7+fHyOFU0xoj5l12x3lXkRyaDZt9s3ry5l5VsuEowqWQmSoKpksem7XD8WX8VVbWagyo6ZhUBLEJHq8q6sj+qyGgRk3NGSd8qlDSHMiEmjL7lllt6+fzzz4+ISSkYJSzTEqSvFdX1vSqzP1RZyaarBNgqcTnh+l59ZlC1I2LSrnlu2hmPXSVwVXJWnofrexVZlZLDKjrq8vOwL08++eTnlV/3utf1bW9+85t7+Y//+I97WUUdpWQs7494n0Qbz33nZX1trfWxoUSQ18mUs51wwgl9G8eTMj72M9chjmFGLVTRn1O+FjF5b8c+pYS46kvaII+tovClrfB3KqH3d77znV6mzbJOiZJ58xrNe0XeH/K+Je+rVLJ1FQFYSekfeeSRiJgcO967OYqgMcYYY4wxxqwhfsAyxhhjjDHGmJFYVYngD37wg/jc5z4XEREnnnhi304ZUbrhVMQT5eakW5Iu9nRhM3oLZW2PPfZYL1OyR9cgo9+l+5wR2ZjUk2VGRbn55pt7+fLLL4+ISYnYG97whrJddN8qV266SOl2V/IJMi1xrorYRBc1f3fXXXf18vr163s53bPcRtc7x2YeaK2VCSgr2Qj7hX9XUcZoH5T/pIxrFlkm3fF0fVeRsujGZxQ02grHsEqsp+QyKsokYf2yH6rE4hE6QqGSxuZ22o+KjldFVYyYLh2q6j9vVNEeaX8pwfnHf/zHvo2SZMqdSbXGRGzvEyW7UONL26EcJOuqIr2xrrQRHiPXRkYFJKpOnOeUO+WxWQ+e+6mnnupl9p+SjuU5Z0mmquY6+yHHg22h7XPezxOzJhKeRS6mZIaVxJeSNdoy+5q/Y19TDpp2wfVEXZcJ9899VJJjldhVSatzXrFdbK+SzfIawAiFeZ24+uqr+7Z3vOMdvcz7td/6rd/qZdpfJfemnI1zRq3Na8W2bdt6P3HN4j3LKaecEhGTUe1SYhah10bKjFMWyP3ZL4wUyftRrkO8f62iCNOOed/GY3MfNR8SlWBbSVkrm1XRIrkvbYz3TJVcnHavZNeqzOtFfi6kojTvSJRLe7CMMcYYY4wxZiT8gGWMMcYYY4wxI7GqEsFnn322u0gZFaWSGk2LMrS8TJd0leyR7mtKBOmmVcmF6dr+4he/GBGTCYXpYj3ttNN6+ZxzzullRvDKSHKf/exn+7ZPfvKTvfyrv/qrZT1YrmQQbDdd1CpqmmJaskcem9Fe7r333l6uou/QRc1IeErWs5ZU0ayqCDUq+hPLdKvTbq677rpeTvtUkh9GtWRkHkbY4XnSrpXUhtF4Dj/88F6uksHSvil7pfucsgDaCo+dLn0VdWuWZLW05ZQU0K4oN6Fkg+2lfIrnr6Qq02S0a80wDKUclHKRlINQkszxYoJMSk5UxL5pa4iSY6ioTll/JQXn+qCiC6ZMVCXq5hrOyHukkjWxH3lsXr84J5TMMaki0kVoSfGv//qv9/IxxxzzvGOrSHTzyDAMU6V/lYRQ2dss9wVV0lOOgZIIV9FU+VvKkmmTXGfYhipxtkqEzn2V9JF1yrlMW+X8VvJISgQ5x/I8XAv+6Z/+qZff+ta39vJf/uVf9vKf//mf9/IDDzwQy+Gc4RzMdWZeEg1HbO8DFZ3yiCOOiIhJyR/XGNoE+5Zt5Gcm+cmMSojO7ZU0OqJOZj1NOhuhpeB5PNaD9yRsu7pPquyefcrfce7wnMcdd1wv066yfup46h6Y8473CGnvKiL5jjDfK7IxxhhjjDHGLBCr6sFat25df2vCtyp8ws+3jiqYhXpCVcEg8u0In7z59olPqMwjwbfi+bYiYvsbLHq7WA8GLrjkkkt6uco7xA9LWb8bbrihl/nWkm+U+RSebzP5hkJ5AxTTPjRmn9KjwX5g3qYq5w3fYDFwyDy9uUqy7Wx39aG8CqTA3/HtCT9WZe6Ra6+99nnHoz3SxhgghnbDeZL9z7daKp8Qj1F94DmLHbBOfMPGN5X5NksdT3mq+MaZ60Yeh3OVeUn4cTr7lfUjVWCAaR6JtYY5W9gurp+5/T3veU/fxrZw/Lm9yt0Tsb3fVf4RlR9LvU2tAkAou+Vb0+rjfdoHx5N2yHKV+4plFaSDzGIjWVeVk4jH5jrK9b/6kFz1+yzBNNaCaR6sbKPaTwUBUvnHct1UHnEVeIW2T+9B9rvKvcfjMZAA98l5o7zn02xyeRuyzL/Tthhcil4rXl94bc4+Yx88/vjjvfzxj3+8l1/72tf28p/+6Z/2MoN6pWfgC1/4Qt9W5cSaJ5vNurBPqT7JPn/ooYf6Nq4rvDbymkQlU5VHimPPY6h7VuW1rjzBVY6r5ftUNsZ7D84RjiHrpILPpb2zHuwDdR7eO7Oc/a3yWnGOsl/5vEHVVR5nlpxZs2IPljHGGGOMMcaMhB+wjDHGGGOMMWYkVlUiGLHdZUg3XSXZUS5/UuWWiKjd6nSBKwlLBp+ImHQvUpaSrkaem1I/toUSGrrjN2/eHBERBxxwQN9G1z3doJQnKtlZ1T8q74uSCyrpRUKXMnPAVB/HRky2Lfvnyiuv7NuefPLJXmbb5w26haf1CyUVqp+5/dhjj+3lr33ta887HmUBlB9QesJylUeCH+DTrlSuFUoYsy4qKISye8q0OBfzg1IVOIDtZT2U9CnbTingSSed1MsMsPHEE0+UdeWYVcFdOObVR8TzQCXlqNYESinVeqmCBXF7roGUXSipilq7eeycYzwG+5pSFOba45zI9Z1rdZXXKkLLUtg/OW+qIAkROj+K+uC6gu1lnTiv1Ef2ql7VvvPENDl4JRFUMtNZymlb6tpJG6ZUluNbrUW0Fdoy1z6uRby3SLtV+Xtot7z+cMzZxpSSqXxxrBPXWAZIYnsziBLvWXi/w/ZSLsi6Hnnkkb180UUXRUTEBRdc0Ld95CMf6eWcs/MkEayCXLBP83rCMaRckgEseH/D6xADgSUqLyT7X12TlAw2UflV2cZpufvUeqQCsNGu8rfqOsXj0WZph7TxlK2q+azaSLkrJZ5ZV7WG70gezJk9WK21da21m1tr/7L07yNba9e21u5vrf1ja23vaccwZldjOzWLgm3VLAq2VbMI2E7NPLESieAfRMRd+Pf7IuIvh2HYGBHfj4jfHLNixuwgtlOzKNhWzaJgWzWLgO3UzA0zSQRba+sj4hcj4v+JiP+zPecre31E/B9Lu3wwIv4kIv5m6gmX3JQq0tjBBx8cEdrVx7KKilLlg1BSNrru6VZldLxK+sY60+2uohJRApLSJUrtWKbMReXpqNqu+oYoKUWVY4PnpmuWbl9GyKEr/MADD+zlzF2QMrgILTnYGca00ypKYCVV47iyj1Q+HkLbS1lQRhOKmHT/0z54PMrjOP6ZB4t2z5xl3He//fbrZdpvjhHbwrFiXiXKFmj3VQ42NV+Uq19J+hJKDvh3SiKZ04XtZT9kX/IYtGk1jjvCmLZayaoqyR6lR4RtZF9y/yrCopLJqfm8kiiolIV86Utf6mXmjqN0MH/LerBdlNJyO89J2XKufZQ6qUhZ7DMVnas6hpLSKHvmnKjWp10VjXUsWx2GoYx4V0nDVPQzJRdUksJE5ZBSuapUBNeUBnJfrif8FIHrI/NjHnbYYRExaYeMVMg1nfJErpu8HmTbaL/sX+b9ZNsZXZBzPWVsKiow7ZDXKLaH0ZRz7WW+vd/5nd/p5az3nXfeGTvDmHaa7a2isUZsv76+7W1v69tyXCMmpYAcK0rf2Oe5nXZKGSrtTd3LVlGCeU/CYxAVKS+3q0iq6h6Hx+P+aR9KWqgi27KNXMcTFTmWc5H73H777b3MOZW/5XxXzxizMusv/mdE/NeIyJ7bPyKeHoYhe+TRiDi0+qExq4jt1CwKtlWzKNhWzSJgOzVzxdQHrNbaL0XEk8Mw3LgjJ2itvbu1dkNr7YZ5zHdkdg/GtFO+PTFmbMa0VXpxjBkbr6tmERjTTqflajNmVmaRCP58RLyttXZRROwTET8bEX8VEfu21vZcejuwPiK+Vf14GIb3R8T7IyL23HPPoZKz0J163HHHvWBlZkmmWCWgpHuP0dsyol/EdilbxKS7m+fJGxrlMqf7kzIDRobKY6sobHRtst48J12huU+VvDOiTva2fB+eP8eGbl+6mim9oouV+9D9/eUvfzkiJmWVlESMxGh2euihh/YOo8ucdpDb+Xe69ImSGXIMM+nwNddc07fRrU2Zgeq7SkLEG3DaI2UtTPpMcjwpJaH7nHNERdirkn6zHrzpUlIrJc3KNrLdlNSoGzqOE/s460rZAuu0I4kGBaPZ6qmnnto7ZyVR6wjHSEmS+NvqOEq+rCTJla1yDaIUkAlKed3gOGYbODeqSKYRk+saJSeUWGWEtYzGGTEZlVLNQZW0s0pSTJk0+1RtJ9mXOxLZaoWMuq5OixJYJUhdaUTBar1VsiSipE1VdEEVMTYj8EVMrtmXXnppL+f1k7ZFO2SUM3WPQMlzRryktJD157qlpKiVNJ3t4rqgZIHcv0ogf8UVV/RtnJuU1u0Eo9np3nvvPVTzqrrW8xpOSSg/85glumPOc8r/uK+KvEe7ryTYSs5JO1By5+p8qqzGvrpfn3Y9j5hc29V9fn5icdlll/VttGPaGKXeV199dVnXrJdKlKzWjRdiqgdrGIb/NgzD+mEYNkTEOyPiy8Mw/OeIuDwi3rG028UR8ckVn92YkbCdmkXBtmoWBduqWQRsp2Ye2ZlEw38Uz31IeH88p3X9u3GqZMyo2E7NomBbNYuCbdUsArZTs2asSPMyDMMVEXHFUvnBiDhrpSdMNyClD4xyk27TKkEZf7/8GJSkVcnLMjphxGSEO7pEWQ8VPSyPR3cr3Yh08VLqUSVFZhQ5uvzZFp5HRXvJflByESXZUVHFcvtBBx3Ut9HNTbczXbLk5ptv7uWM+ekPIgAAIABJREFUHshjcOwq+czOMKadVon3IraPBd3ySn5BN7Qaw3vvvTciJmWUlJBQvrRx48byPCTtjfaokpkq6VvuryQmbAvHViX4y/ZQGsG/c85RlqOkQPlbJa+i/X74wx/uZSa8rKJEsZ84/8aKdknGsFVx3F6u1lwVcZB2wTWpkicrubaKAKe+wa1kcHfffXd5DJX4OyV7lPGpZPDKVnmNSJn28ccf37dRIkKJoJrfVZQ7toVzl79jvaexmt81j2mrKgJg2tHOJBcmaVvsa0rtiIooSLlXyvFUZDWuHZTVMSpxnp9SQNoQbZwyQ0rzmUA+5ybrxGs7y7RbXms4B7OvOP8pYeS+vL7welVdM7jWsj/yHoLXhZ1hZ+1027ZtffzZz1wfsh85hlwDVTQ7Xk9YzvHnvhx72hL7luUqMXwVoTtiMkKksr0cL5UQW5VVFL60Q/WZAfelrbAN/G3K/vLziohJaTk/g+C9Pe9Zq7Wb46gSPM/KzniwjDHGGGOMMcYAP2AZY4wxxhhjzEiMFhZrpdDVx+g3WWY0Hro+6aZTrk0VHS+pZEsREUcddVQvV9HFIupEgyoqGd2fjJyWci+2my5bHltJKeimz7ZPS4q7vMwxqJLXsR7sA8JxuuOOO3r5n//5n3s53axKRrQrpFdjQVc/xzb7l7IN1efsZ8pTP/OZz/Ry9hflf0r28sgjj5T1o1s97YkyBM4RjhvttEpWyPorqY2SXbENWRdKalTkQCW3qCIoqSTYRx99dHkMRhFif2efqOSHKprRvFNFnFPyKkpRKI+oJNGzRC1V22mLeWyO3Zvf/OZeptyYss9XvepVvZwRvBg1k5GjKPVREWIpBTv11FMjYlLGzXqwb5RssZq/7DPOE84lJR3cHaiiCFZzWl33VpJcmCgZtLJPdZ+R0uXq+rscyvFo27md9w0qGlz1eULEpOwv1yjOUV6XaMP33XdfL1OOxkh+1RhkYt3lx2YblVwuy+ynKrrsPJF9yrayzlnmPQ/XGP6O48JxY//nNV2ND9c9wvs22nJew0466aS+jZI5rnWkkrhyrZv2ycTyMq+l1acgSr7KNZp1rWTulHF//etf7+VNmzb18mc/+9nnnTuiHlPVrh25T7UHyxhjjDHGGGNGwg9YxhhjjDHGGDMSqy4RTHexijSWEg/KO6rfR+jkZlVSTJWg8sQTT+xlJjym6/eQQw7p5XSb0u1LWQpdrHTNV/InyhMpITziiCN6mRIBulOr5HAqkafqG8pS6IZNd+rZZ5/dt7Gf+DsmUKR7lsdLFzOlL3Qd70gCt11Ja62MoFNJADkOdKXTThnB7Nprr+3l973vfb2cY8exr5I/R0zaAe2NMtO0Uybb4+8oYeB8oBs8t3NflfiUx1ZR5DJxrYoayWMo2R9/m31M2SXHgPU+4YQTevmmm27qZSZZzkhZ7McqWue8MkvEvurvKmoSZRpVlFYlBVSSLtpWNf8pEWHC+V/7tV/rZUY247p8zjnnRETElVde2bdxTeU4UgbJdtGO0v54TWBkS5XEmn3J9maZa7GSaKvIVauQVHiXMgxD7x8lF68SDc8iF5yGSpQ9yzFY17QXzg3aspIR0+aqdYTrnbqmqE8Eco1XiYbf+MY39vK73vWuXv7Sl77Uy5w3XG8T2h5tVSVl57zKechIhOyPPMa8SLBba73fv/GNb/TtF154YS/ntZnJ2Am3s7+YjJhRAnNsKdU8/fTTe5nrEOWavPekpDDXUt5PMJIe4bWR++dapdZwlYR32hqo1j3uy/nA41USQV6v169f38uMHFz19fI2VOsr26WkwC/EfN8xGGOMMcYYY8wCseoerOpDMj6hZox6vgHhG3b1MSvf9PDNf56Hb0cZrID7vvrVr+7lzZs39/JDDz3Uy/mUTe8TPx5UT+d847Vhw4bnHeP2228v66E8UTxP5U1R/aTyan3+85/v5U9+8rlk53zTzzcbfGvCD1tVrpnKQ6U8kfNC1k95BdJzpN5kMogE3xz9yZ/8SS/T9qoPn+nF5Vioj+Npb/k2i14c2kyVMyNi0t7yePydyvWl3gpVb6j4FopzkTZDz5x6y5T2fswxx5T1YNv5weutt95aHi/fANO+2Uba96Kj3uLTFth/zEWSfczfqQAltDPaFsv5W5VPKr1TEZNe8rvuuquXM6AJc5xx3nGN5hxjwJgqgAvfCqvgSbxWcZ/KY8frkJqDKvhBtU6uZh6sMag8VFV5Fq+V6ptp1xNeJ2dRT1QBL2YJ2KSuHZXiRCkl6AlRczM9RLR3qmceeOCBXuYa+4d/+Ie9zDn213/91xFRq1AidA5Q3s9wvcgy28LrZnq25inYVY4vr+MMiJSeLV7fWKY3kf1/7LHH9jID+aTnitc99jn7md5zevTpHbvzzjsjYlKJxfuJ888/v5d5XauCc/Gar+Yl5xTXRo5prvNKPcF1lOdkn3AOpA3xWnLmmWf2cuZfjZi8prOu1XrCv6tr2azYg2WMMcYYY4wxI+EHLGOMMcYYY4wZiVWVCLbWyg/nSLrK6U5WwQOqD96Xl/N8/MiNLnjK/+i+/d3f/d1eZm6ClA5mLqvlZSWVOeWUU3o55Upf+cpX+rYzzjijlxmYgB9qU8JSBQlRucAow6K7lXIb5mTKffhhZUo3IyY/VqX0RgUvyLoqqce8BbkYhqF0F1cfYXIc6GqnXOA973lPL1NSSZlHno99SDkH7Yf5eOhK55zJ81BOwI9BORYqD1bajZIIKpknx5Myk0q6w+NRjqGkCDxG5gZhu3g+jh0lrpwDPHa2UwWz+Pa3v11un0cqedIsQSm4nfbMtqdEiOOv1h4l6ao+Vq4+iF6+L3OeMChFBivh2FJqx2sIZTWsK6VPufZR0sd6cF/KodS6VuUO43zlmsoymRbwYpqccB6o8mBNC3IxS2ALZWfV/rNIBFX/pV1y7LhO83wq51Genzap8gWp6w+Pl+s0ZWlcS3kPcdttt/Uy58HJJ5/cy3m9uvzyy/u2q666qpd5PeB1ifcC/MQi1wnOGbYx2zIv9wHDMHSbY5157U774PWG91n33ntvL5977rm9zIAjXL+WHzdC54LkNZNrBYNVnHfeeRExGcTpq1/9ai9/85vf7GWuSRzbtE/WiX9X84x9poLLJJzb1ecJy7dX9y38O3PZUi740Y9+tJd5Xaik8mr+7Qj2YBljjDHGGGPMSPgByxhjjDHGGGNGYlUlgsyDQdcc3XDp/qSbUckCGa2EMifKtvLYdAsy2g7zMdCtzYgxr3/9659XpjuYkajoxqeshlF60v1JFzFlTiqSDMtVNDXlYmd/MNLMJZdc0svsvzx2FTVv+fYqwlJEHY1mFnnnvJB1UpFt0p4oD6EU48/+7M96mbk0KAuk/aarn+NAG6OtMCfZLbfc0sscoxxD2gTnVMrrIiZttpLPUQahJAIqT4qKNJgoWaDKfUEby8hxVUS65eem7JZlRhd6oXpGTM6/eWJWOZiS6Kl9uGbSLqq8NTwe66O20y5zH9qniqrHOVNFxXzwwQf7Ns4fSqo4jrR9ysinRRHl7zg/COua/cc6U9LF+agiDao8SIsCpVdsSxWRb5bIgURJCit2RvZTST1pt7xGqNyFKTVTua9U/VUOoixTLkbZKs+joodSDpi5hChnY2Tj66+/vpdpzypnYMrUOe+4Zs+bnHWPPfbo85XXsk984hO9nP3Buc/rP6P0nXXWWb1M++B4Zt9U900Rk/2l1qHqnpoRdsnHPvax8jz7779/L+e4cS1m/dU8oq1X9VP3fmpOqfuMPI+6rrzpTW/q5auvvrqXOTeq86v70R1ZcxdvlTbGGGOMMcaYOcUPWMYYY4wxxhgzEm01ExW21p6KiB9GxHem7bvgHBBu445yxDAMPzd9t13Hkp0+FB7H3YVd0cY1t9OInypb3d3bF7Ebr6kRvv7vZnhN3T1wG3eMmWx1VR+wIiJaazcMw3Dm9D0XF7dx98Bt3D1wGxef3b19EW7j7oLbuHvgNu4erGUbLRE0xhhjjDHGmJHwA5YxxhhjjDHGjMRaPGC9fw3Oudq4jbsHbuPugdu4+Ozu7YtwG3cX3MbdA7dx92DN2rjq32AZY4wxxhhjzO6KJYLGGGOMMcYYMxKr+oDVWntLa+2e1tr9rbX3rua5dxWttcNaa5e31ja31u5srf3B0vb9Wmtfaq3dt/T/V6x1XXeG1tq61trNrbV/Wfr3ka21a5fG8h9ba3tPO8aiYDtdbGyri41t1ba6KPy02KrtdLH5abHTiPmy1VV7wGqtrYuI/xURvxARJ0bEu1prJ67W+Xchz0bEHw7DcGJEnBMRv7vUrvdGxGXDMBwTEZct/XuR+YOIuAv/fl9E/OUwDBsj4vsR8ZtrUquRsZ0uvJ1G2FYXHduqbXVR+GmxVdvpYvPTYqcRc2Srq+nBOisi7h+G4cFhGJ6JiI9ExNtX8fy7hGEYHh+G4aal8r/FcwN7aDzXtg8u7fbBiPhPa1PDnae1tj4ifjEi/t+lf7eIeH1EfGxpl4Vu3zJspwuMbdW2uijYVm2ri4Dt1Ha6KMybra7mA9ahEfEI/v3o0rbdhtbahog4PSKujYgDh2F4fOlPT0TEgWtUrTH4nxHxXyNi29K/94+Ip4dheHbp37vTWNpOFxvb6m6EbXW3GU/b6uJiO92N2I3tNGLObNVBLkaitfbSiPh4RPyXYRh+wL8Nz4VqXMhwja21X4qIJ4dhuHGt62J2nt3VTiNsq7sbtlWzKOyutmo73b3YXe00Yj5tdc9VPNe3IuIw/Hv90raFp7W2VzxntP97GIZLljZ/u7V28DAMj7fWDo6IJ9euhjvFz0fE21prF0XEPhHxsxHxVxGxb2ttz6U3A7vNWIbtdFHtNMK2utu0zbZqW10UdnNbtZ3uJm3bze00Yg5tdTU9WNdHxDFLET32joh3RsSnVvH8u4QljeffRcRdwzD8D/zpUxFx8VL54oj45GrXbQyGYfhvwzCsH4ZhQzw3Zl8ehuE/R8TlEfGOpd0Wtn0FttMFxbZqW10UbKu21UXAdmo7XRTm0laHYVi1/yLiooi4NyIeiIj/azXPvQvb9Np4zq16W0TcsvTfRfGc9vOyiLgvIi6NiP3Wuq4jtPWCiPiXpfJREXFdRNwfEf8UES9a6/qN2E7b6YL/Z1td3P9sq7bVRfnvp8lWbaeL+99Pk50utXcubLUtVcAYY4wxxhhjzE7iIBfGGGOMMcYYMxJ+wDLGGGOMMcaYkfADljHGGGOMMcaMhB+wjDHGGGOMMWYk/IBljDHGGGOMMSPhByxjjDHGGGOMGQk/YBljjDHGGGPMSPgByxhjjDHGGGNGwg9YxhhjjDHGGDMSfsAyxhhjjDHGmJHwA5YxxhhjjDHGjIQfsIwxxhhjjDFmJPyAZYwxxhhjjDEj4QcsY4wxxhhjjBkJP2AZY4wxxhhjzEj4AcsYY4wxxhhjRsIPWMYYY4wxxhgzEn7AMsYYY4wxxpiR8AOWMcYYY4wxxoyEH7CMMcYYY4wxZiT8gGWMMcYYY4wxI+EHLGOMMcYYY4wZCT9gGWOMMcYYY8xI+AHLGGOMMcYYY0bCD1jGGGOMMcYYMxJ+wDLGGGOMMcaYkfADljHGGGOMMcaMhB+wjDHGGGOMMWYk/IBljDHGGGOMMSPhByxjjDHGGGOMGQk/YBljjDHGGGPMSPgByxhjjDHGGGNGwg9YxhhjjDHGGDMSfsAyxhhjjDHGmJHwA5YxxhhjjDHGjIQfsIwxxhhjjDFmJPyAZYwxxhhjjDEj4QcsY4wxxhhjjBkJP2AZY4wxxhhjzEj4AcsYY4wxxhhjRsIPWMYYY4wxxhgzEn7AMsYYY4wxxpiR8AOWMcYYY4wxxoyEH7CMMcYYY4wxZiT8gGWMMcYYY4wxI+EHLGOMMcYYY4wZCT9gGWOMMcYYY8xI+AHLGGOMMcYYY0Zipx6wWmtvaa3d01q7v7X23rEqZczY2FbNImA7NYuCbdUsCrZVsxa0YRh27IetrYuIeyPiTRHxaERcHxHvGoZh83jVM2bnsa2aRcB2ahYF26pZFGyrZq3YGQ/WWRFx/zAMDw7D8ExEfCQi3j5OtYwZFduqWQRsp2ZRsK2aRcG2ataEPXfit4dGxCP496MRcfYL/WC//fYbDjvssIiIaK317Sxv3bo1IiL+9V//9XnbIiJe9KIX9fKee26v/rPPPlseL4/zk5/85AXPFxFBb962bdteqCkT7LHHHmVZeQer7ao/VLlir732mnpu9hlhP+yzzz4REfHiF7+4b3vmmWd6+Uc/+lF5To4Ny1kX7qvOfffdd39nGIafK3fccVZkq/vtt99w6KGHPm/7f/zHf/Ry2tX+++/ft7Fvf/CDH/Tyli1bepl9yv7IfbhtlrFimaQd0mZ21FtNeAz2x7p163qZ9eb2H/7whxP/X14/2hjtZ9999+3lJ598spez7exT1d699957anvy/OxTtoXbv//976+5nUZEtNaGbDPbznUot3Mb+4M2p+zvxz/+cS/n+LE/OAY/93Pbu4XHUGOT9eI2lnktoM3lOkW4bvOaoOYJqfqPx2OZ9aONqz5Oe55lbed5ps1fnpuwvQ899NBc2OpLXvKS4RWveEVETLaL62Nep7lNMUufpf3xeGpfZc+0s+xvNXYcf2UvuY9a39U8UPcnWW9l7yyzH7i9Wr+nnS9C33OwT9L2OR8qu3766afjhz/84Qvf5OwYK7LVAw44YNiwYcMLHrCai1wjv//97/cy7z3VWpH9wWuguqaqucFrZp6T9eQxWCfWgzaU51npfQPHlm3I4yj7Ieqc/G3Wm+dguVoHlm9nX+Y+r3zlK/s22iz76cYbb5xpTd2ZB6yZaK29OyLeHRFx6KGHxuc///nnTowGVzemn/vc5/o2GutRRx3Vy+wI3njR0D772c9GRMQ3v/nN8nzq4k1DrwaVg/QzP/MzZZlGrC78VZ3UTfi0h7dDDjnkBc8REbHffvuVx+BN77HHHhsRESeeeGLf9uijj/byrbfe2ssHH3xwLx955JG9zAUqz3PQQQeV5+bDyNlnn/1QWfFdDO30kEMOiUsuueR5+9x33329nHb1G7/xG30bH7YuvfTSXv7Wt77Vy6eeemov8yEu+5fbeDx1w/n000/3Mu3jpS99aURM2g/tUV0MqxtHdeFmf9DuOc5Zj4iI6667LiIirr/++r6NC9g3vvGNXuY8/5Vf+ZVe/qu/+qteTpulnfJ4bC/tUb1UyfOzfzkG3P6xj31sTew0YtJWI7avHRxrjkdu57bDDz+8lzleXEMOOOCAXr799tt7OceP85Z2/e5396pF3lBHTI5N9UKHay7Xy8985jO9fNddd/Xycccd18tpq7zJ+c53vtPLHDuibo5f8pKXRMTky6R///d/72XaTe67vEybO+KIIyKifuhaXg9ehzim1Uu/n/3Zn+1l9inH5rd/+7fnwlb33Xff+P3f//2ImLzePfbYY738wAMPRMTk9Vy9WKxe3kRMPhCl/X3729/u2/7t3/6tlzkeHF+uKbSz7G/1MpHn5jhyLcp9+CKC9sT1lnOiehCNiPje974XEZP3SbR3tpfXcW6nHeW85zlYDx6b92CsN/sk13Je22jX+bu/+Zu/ibWCdnr44Yf3NU5dG7POnHObN29XHH70ox/tZd578mUh1+M8zyOPbH8O5NpJW+F84ZrAa2bOI/6d93681nLNeuqpp3r58ccfjwj9MKYe/nn/yut/9hXXJt4/Es4dwjmaNsZ+4vloY7yWcc7z3iyvg7/3e7/Xt9FmOV7r1q2baU3dmQesb0XEYfj3+qVtEwzD8P6IeH9ExKZNm4bqqZMTMy+Q6maQiwInPQ3w05/+dC/nwwCNS13Avvvd7/ayGqjqGOoiR2PkMdKguWCqB7aXvexlvcwFtPIo8WabF3dOMk5gTkj2d9440xDV4qneQPBCk5OCY3fggQf2Mif1LmKqrdJOTzrppCH7gzcCN998cy/nOL/85S/v23jxygUuIuKYY47pZU5Yjlfap3qY4Rzgdo4tHwbSfmknqqy8tWmftE3OC954PPTQ9vXmiSee6OX169f3ct603HPPPX0bb3xo6/fff38v82brggsu6OUPfehDEaEXei7kbAPtmvXOMWMbOUZjeACnsOI19eUvf/lwzjnnRMTkhYbzK9dUjvnZZ29/gcu1U3lguPZce+21z9tXveHmOsCHH64buZ3nu+mmm3qZF9Uzzzyzl/lgmOsx28iLKtcervMs87d5Tq5NymPLdvGCTdvOm47jjz++b2Pf5E1yxKSd8dhcd9NG8yYoYnI8lHdkRFZsq4cddtiQ/ca+5PhWD8K0C9U3hC8J0m45tpzftFvOH14/eX3P33IslLdLnSev72rdUt4x5f3Im3bWidclPnwqNUWl8GG/K3vnOPLhgfac14PqIW55W3YRK7r+n3nmmV0VwH6pXohcddVVfduHP/zhXmb7uU6xj2jrOY/Zt1wruE7x2Keddlov84VSrncnn3xy33bnnXf2MvtcvRTI6zHnAq8rvE/lWsf7IM67tCfei/O6wvmSSreIyTWV/ZP3O7yW0E7Vy2W2l3XJtZ4vgFkPtmVWdsayr4+IY1prR7bW9o6Id0bEp3bieMbsKmyrZhGwnZpFwbZqFgXbqlkTdvg11zAMz7bWfi8ivhAR6yLi74dhuHPKz4xZdWyrZhGwnZpFwbZqFgXbqlkrdkpHMAzDZyPis7Puv2XLlq4freRMEdslUnRVsqykdJdddlkvp4QlYrsbnDIEyicoHaFEie7zKtgDj1HpTLlvxKS7Pd2SlA1QzsTf0YXK9vK31QeN1NhS50qJAL+hye+uIra7ePl3ysHoVqXbnK5wfruQx6u+cVh+vF3FSmx1GIZuh5S7UdqWrnmOPV3LhH1LNz7d2SnTquSyEZN2z+3qQ+RK9kf7of2qD2vTrmibHMNKZx8xKRGgez/nUUraIiK+/OUv9zL7mu2iXOytb31rL19xxRUREXHvvff2bWedddbz6r+8Tvz+iPKZbDvn3Cwf5I7JStfUfffdN97+9ucCYlH6wLHJNZdyN0p0lPSI26sP4qsPmJeX1QfelVTplltu6dtoN5SlcN2opIhcw1UQJEpsKOWlHaV8pwqCEjE5H9lGyswo3/vbv/3biIg+VhERp59+ei+z3rxWqI+zcw3gNspZOdd3FSu11dZabw/nGMc6rxtKFqi+VeL3v7ThvO5zjGhP7LP8Ti5i8lrGe5WcVyowjArkUH0fyWskbUvJBdV367mPWp/YH7zW8hhcG/LaoWSmvB/i+klpZhVojNc+SuWy3tOCeO0MK73+5/rEdZS2kt9YM1YApeyUlnEu8hrH9SHn86ZNm/o22jcl8xs3bizrzfUr70+4RvJ4tG81B1LeT4kgpae896EtK5l0zkXWQ117eDz2H9f/XENop1xHeWyuN5Sq8pqZdsrvjflJAtf2Wdnl4ldjjDHGGGOM+WnBD1jGGGOMMcYYMxK7PNTQctINrOQnKUeipI8SQboXGRUl5ULLj5dlujN5bLoI6d7n/pQX5PHoiqRrm25ElXuLUbsSukFVZCtupzu1kkEyQg0lB5QIsH50b6ckgrIquv/pYqV7mXWtZH+MKMf+oHRgHhiGofcNJUSU3aUUjS5whmM94YQTeplyKO5PiVAVaptjyLEitMMqL5CSrNImVLjoKrqbSjfA39E+KC9MOQn3ZXhvynX5uwcffLCs97nnnhsRER//+Mf7Ns4BSmMZPVNFzct6q8iB7Ot5obXWx492xvUk/04b4thxXzWmJPehLVCmoaSqqpySDMpCKINR4alZ1xxHFUaYNky74Hyj3CmjS3L+8BiU6fJaxnZRzpJz+SMf+UjfxuvXa17zml6mHJuSHK4HueYzTDbtU4U5Xku2bt3a5yfXfM71ah1U8mhekyg5Y7TXPDbXOI4Lx4vXJ+5T5StSuXdURNZp8k6iJJGkypGkbJXbeV1WnyhUbeA2SgQpt+Xay/mb11Dev1B2mXK1XSkRXAmttW5/bB/l7Ndcc01ETNojZaq8f6QskNch7pOyVdo01wdK+ijH52cJVXoU3r+ocOZcX3nsrBPXIF4rVMRMXl+rPH1ct5V0m9d82iavEflbroucq4zYrCJz0pZzznC8+LnR2972tue1ZRr2YBljjDHGGGPMSKyqB2vdunX9Sbd6uxex/S0In4751Myn2XyLEKFzBuVbe77R49tWPmFXwSwi6vwtfEPEMt/eq49Y8ymbbxzVm1eem28a+JSd5+QbWNaJbwv5NoJ15RhkEACem2+f+IZCffTI8cuxZhv5Jpqei3lg27Zt3Q4ffvjhvp1vl/Ltzm233da38Y0J35IzMSDfIFZJcdlvfIvLt4McN+V9SluhrauPSKtADxHbx1PlAuIcVm/0+WY5z0lbYnvp9eMx+NbvK1/5Si+ff/75ETH5ZpGBWV71qlf1MvuGfck5n32m3j6uQh6sFbNu3brex/yQl3M+P6aml5p2q3L3cb3h/mm3tC2VEF3BN5Rpf/TcsE4q4WkV1IHXCto428JjcO2pAgrwGCrpKOcBYT9kvWjXTNhODwH7QSUxzvFlMCNV13nhJz/5SenNoO1kv7OfVC4oBhKg2oLzIMeAazPXTL7V59o8LeiIyhFFu1B5MPMYHHMej9BW+ba/SgjPc1SBw5Zv5zW/uidSuQN5bs4rri9VwBD+neOf/T4v6+uzzz7bvSn0YDD4QdZfzU9e86laUflV0z65pvFel4mvGUSC48b7kxxb/p33DUpxwnu7LKvAEUqFxnIV6IXzj/cN7D8GouL9B9e4tBfeH3A9Z3AOekzZrzxP1o/3JLyf4H3SrNiDZYwxxhhjjDEj4QcsY4wxxhhjjBmJVZUIPvPMM92dR7dfFUTijDPOmPhd8olPfKKX6XqlG5yu93TJKjc53bSUP1ETpcnGAAAgAElEQVRGRJdnuktZJ35oTPci3ecs53noelVyK7ZFfZyffUl5DN3/dOXSdc2cC3R/5nhQVsH+o1yAUgDKwdjeSnJIKPWYN+h+Pu+883o520eboUta5RPiR6Tso9yH4013OPuc46xkKClx4LhVss3lx6Ddp41XcpSISSkOz03JAeud0gZlB5Tr8YNhctddd/XymWeeOfH/iIirr766lynvY5/xY1pKXKt9lax1XtiyZUtvJ+cw255l1p/jzHFkfixKTljO31LqwbVMSaOZR44yjVyHuH5Q6sExUPnbEtoq92WduJ5TOlJdT5SchbZaSQEjJud3zg/Ob/Y189z8wz/8Qy9ffPHFvcw5m/U7+uijn7ctYlKCNS8wDybXC65LVQ4mrrHMYUUo5SbZZxwv2gjHn2uBWlezXH28/0KofIUr+R2pZJMqiAzrqnJ2cXvurwIhKTk4x4kBn04++eSIqO+BIupr1Vryox/9qAePYKAJXjfSZrlm8V6B7efnAhwX9mmur5/5zGf6NvXJhcoRyP7LawHHitdlde/JNSmlm6wn107OUSUh5TUnx1/Jv9lGtoWfDtBOUxbM61eVfzVi8r5L3X+kTfIcPN7dd99d/u6FsAfLGGOMMcYYY0bCD1jGGGOMMcYYMxKrLhFUrnzuEzHpcqTrldGs6J6m24/u/SyrPBiUylQyuYg6wg7lKZQWcF8VwS1dpHQ/si10+9LNSfcyXdNZF0YOU7mI2C62l67hlHEwmhX7T0nGCN292Q+sM/tDRVBaK4Zh6O5s9jlla9nXdHcTji0jVbFfOBbZH+xbykAY4Ypjy/7neGZfcxttlu3ieTguKdOqIvcsL1MaRWkD5266/Skr5e8ofaCEhHIGSjY+/elPR0TEG97whr7tlltu6WVKOpSEgdKhKrpXJSGcJ170ohd1CS77nXMt5z/HgpIJRqKjvXCdpHwu+1VFlGK/U6pG2cwpp5zSy7neccxVVEIVWTPXJ46ninjJ8aWUssrHpCIicm2nfSqZUyUt43zk+srxuOSSS3r5oosu6uVcD5RkksebF4Zh6H2vpJTVHOQ6yVw/vOZzDeNYZz/xHJT0K4ngtMiAKsohYRt4/spGeB3hvupaW0kHaQs8Hq85VZTYCB39OOE8qKIqR0y2l/M+5ynPx7mWnzjMi0TwmWee6fdAXPe4nqT9ck3j5xe8h6N9cH09/vjjezml75S7HXPMMb3M+0CuN7zn45qf9a5yYy6H84FzIK+ZXFNpP7QJjp2yvTxeFVE7Qkel5fF475D9qj6HUfJatof1zrarKN6bN28uj/dC2INljDHGGGOMMSPhByxjjDHGGGOMGYlVlQg+/fTTPQqgcjuma5BuOrpHKfWhm5nu6SrZJCVwdKvyGCpxGl2vVSJEutdZb+X2T/kG3afcV0V+ofSGZHRB/o5ufrp9M+loxGS/0k2crlfKOdl/KhoZpS38bbaXfaYS6s4DW7Zs6S52SlJoBykNUJH+WKZEUElP8zi0A/YXo25SiqDc7TkHVDJLFa2winLEcyjpHuUf3J/zYf369RExOfa0aZVwmnZNSU/aGJMBnnTSSb1M+QbnuYqOmbCfquTN88RLX/rSeN3rXhcRk2NDiVgm+FQSYs4/jhfHg7aa64lKcs0x5dhxf8pt85ysB4+npK08Xs4Vzh8le1IRbNnGPA/PzXms5FiUAPGcOTfZLtafNsc+e+ihh3qZ9pxSIkqR2Dc7khRzV9Na6/2g7CL7oUoWvLzMMVARbNMGeD7KrVX0Xm6v5KoqYp+qaxWxTyUOniWpb7XGziJnVZHfOFfSdrhOc4wqu1Z1ithuw7n+L/97JtedF4ngli1bulydbWUf5f0Br8WMFsi2cN3lfRbJaxnvN1S0SY4LkzdXSaRVZEx1/0WbqOxJJdJWEQBpE7n2qfsktTbyeJwDuXZzPWeiZh5DSd+5duc9E8eLx6M8cVbswTLGGGOMMcaYkfADljHGGGOMMcaMxKpKBLds2dLdeXTpV1E9lPucLsIq2V7EpLQl3YRKtkI3rEpSSUlBnp/uYEqlKJlj/ehezu1sI5MI0+1MVGStdH9S+kS5HutBmQtlGA8++ODz9qF7XCV7ZF/STUw5S44H+5dtX2nSxl3Ns88+2+2FkRTZHw888MDzfkc75njTVc1xo4wy5wUlSyoKDvtcJcXNuqi+pVRBJelOe1NRHulqZ9spx2Mb0oYoTWVkO9oY+1olqMx6X3bZZX3bWWed1cuUR3D+s8wk19mv7FO2fR6TtzJ5u5LrZIJf2iz7l5IIFS2U62GuDxwXJWuiBINziVLPPI6KUMlzK5lmrj3sA5U4nnOC843rZM4DFX2W+6qk9JXsm/OEVHM3YnKcPvjBD/bym970poiYtHfCyFrzwtatW/u1gHKxanw5LkrqyX7i2FAqlefjWsD5reT4nD+07eoTAa6fSoZdrYPcl8egLaioslUi+ypx/fLzUCrF+vEeJm2H48L6cWzY1+o6ksdjPTheOceUxHG1YfJ29gGj3Oa9EyV9XG94DeR9EceIczTHRV2Xeb/MyKfsR8rZKjvlvrwP5DyqoiJzm5It8jzTklxznNXxuJ33xlXkQtUWtS6zH6oorLRT3ivwfnlW5sOijTHGGGOMMWY3wA9YxhhjjDHGGDMSqyoR3GOPPcpkY1U0vUoKFKGTgClJSW6nbFAloOQxVJStrD9duSpyFevNumbb6fLnMSg/nEUumGW6n3kMygWrBMARk67QdNmzzow+SHkH5RZHH310L2/YsKGX77jjjojQcge60+eFdFGzHzMZYMR2eR9d9xx7Si44tnTvU2qR8k6V7JIyLtpVZQcR213pdJPT7lWySEpI0t1OmZSKSMX5TDus5AAqElwlxYmYlD6wT3IfSi2uvPLKXt60aVMvU8rCMajkv2p9mLdolxHPyRY/9KEPRcSkfIp2m9IGjgsTNlP6wrlNGR9lGGnPSqJNKSVt/9hjj+1l1mXa8ZREvIrMRpTsSkVbZF1z/laJtyMm7aayoYjJuZTzl/NOyQKVPI1rzdVXXx0Rk3163nnn9fIsCUZXmz322KO3k2tAtXZwjNgW9hP7ktt57LQBjhH7VMmjOO+nwXHkMWh/tO20VRXBUq2rSkKX+6i+4dxQyairunI9Uf3BY3Mf2n4lKeZ1Ka95KmHzWpDjqCRiWWe2g32oktmyj7ju5vn4d5XcmesQ7794r5hrBe2e60eVUJj1iNhun7THKnJrhE6kXSXk5jirzyDU2l7JZxlJkdc13lfyfoxjynu2RMmNGdF1VqZ6sFprf99ae7K1dge27dda+1Jr7b6l/7/ihY5hzGpgWzWLgm3VLAK2U7Mo2FbNvDGLRPADEfGWZdveGxGXDcNwTERctvRvY9aaD4Rt1SwGHwjbqpl/PhC2U7MYfCBsq2aOmCoRHIbhK621Dcs2vz0iLlgqfzAiroiIP5rlhOkepPyEEoB069F9Trcgt6uoOXRRVpJDukqV3IouRW5PlywlM3S70zXMdlXRUuhupcyJx2Y/EbpFs0/YLrqz6UZWUi7KAVKSxb/T3crIb2wXZYHHH398L6crnG1UkoidYWxbjf+fvTcP1qwq7/2f1dANLUNkEpu5oRmlmadmhhQOGIOUKZWrxkqRYFKJeutecy9JKpVr4q8q+SPXe8tK3YTodYhzDCpR4sQgoMJlHmTqZhIQ0CSawQBNd+/fH32edT7v6fXt9z19dp/zvu33U0Wxep/97r2GZ609PN/9PDHoMr/ttttqOd3xhx56aN3GZMx0cTNqHiMwspw2xnGgLIDHJio5YysCIOcAx4Ju8FbiTdo0j8G52Dp3xKAUIetKe6SUjW1XMilGFMp68RhMOshIluxr2nImjGR7lHSrz0SYfdnqz372s/je974XEYN9fcABB9RytoG2TDnJmjVralnJ4C688MJazrFR8hmWjzzyyFpWa2YLFV2KkhKun2lznDNKqsL1hrbYin6lIp+qxJW01VZidc47SinZH0oiRlvMtfn666+v25QEaC70vaZmf7IvOe9zeyvqXoRO6svrJCXFuY+K9MvfKVlqS0KlPnFQSbuHJSlnW1SkZM5fHjvHmn1Du+Y63bqXiRi0xWwP+51/V1JezoNW1E71eUde2+YqEezLVtevX1/nN8eC601KfpXEXa0PlKezf/O37E8V+ZR14ri0Iu/xusf1nNd8Hps2kfVuRRaM0EmHVRL2nDOj3O9xH9oFy2n3vO+kxP2uu+6qZV6reL/QSpDM6xfnC++5R2VLg1zs3XVdfpTzbETsvbmdjVlAbKtmUrCtmknAdmomBduqWTDm7Drouq4rpbS/VIuIUsplEXFZxMan3PwIjU+8K1asqOV8o9z6KDRi8M2RyrfS2s6ndOXt4luuVvz+iOk3DXyLwPPxLQLfOPLNZb5h49sF1oNv4fnWl28d+HYj66LyI/HNZuvD64jB8ci+55t+5Tlkv/MtAduWb9PpyRkl31PfbM5Waad77LFHDWLCD1H5AWX2kfqIlO2j14XBUWjLfIu7uW08d8SgvbXeHLFvace0pVbuq4jpOcC/q1ws6i0TSftUgQDoTVLBXfiGKt+wqZw5zDOmPCJ8W9UK7sK69uVpHYVRbXWnnXaqwWWYk6XlwWC7OD9ph8xVxT5refr49pRvY8mZZ55ZyyqXTtqZsmv1cX8r94p626qUCpxjrbxFo7yhV0GOWuuaClrRetMboT0beW1hbjN62FetWrXJubcGs7n+L126tJmfj7aQ49RahyK0ndHe+TF62hT78Z577qnlzBEXMTh2fMvN+5NcI5Qtq0A9rf3p/eDYKmUAt9NGcju9z7QnNa8I928FjFEBfmjj6p4p13jlVct6q7r1xahr6tKlS2uduT60gqAorxzv/WiPysOZNsZ7P643vBdjnTjmzIOav2Wf8+8qf2YroATtlKjxot1zn9Y9CW2G9WjleeMxWFfOVSombr/99lpmP3F/jlPev3K+8P6Ea/6obKkH67lSyrKpyiyLCOk767ruiq7rTuq67qRxSSRnfq4YyVZpp3zQNmYembWtjmO0OLPNs0XXf5Ww3JityKzXVPVAYcxs2dInnqsi4p1T5XdGxJf7qY4xvWNbNZOCbdVMArZTMynYVs2CMVTzUkr5TGz8SHDPUspTEfFHEfGnEfH5UsqlEfFERLx5lJN1XVdd5XSZ841BK0eU+iBayQJbH5Sqj+npflQfKNOdnfWidEzJreji5ZvmbC/dvkrGR5cxt7MNWVYBEvg7lZujFQBBSR8pBaQsiR8BLl++vJb333//iBjMpUXXbF/5hfqy1VJKHf877rijbqerP/PPZNsiBu2ANsux5biwT9PGVJ4sji1d8JQc0sbSW6xkfJQItILCcH/WU0kSW22JGLTxHH9KU2lLKncLJZbsy7RP2jdhf/DY3K5ybCWjSHe2hL5sdccdd6yyCMr+WnIGftCvpL1K5kM5YPY3x5H9e9RRR9Uy5wElm62P9Dl/lFxESeayrAKRsL3qg/HWXFE5Ytg3tAv2O+dH7qOCVvDYrWAbEe1gD7TlDHYy8xhzoc/r//bbb19tlPOuFZhEyZZUsAV1rU0JN8eoFQQjQge/4ZimlItyQh6bY0R7JmlzKniXyhFGW6DkKfNM8vrKerC9vNeiZIx9ln1J++X51D0Tx6MVqIXnYLvyvmFYIJBh9GWrGzZsqGNO22P9s67sW/YF++vggw+u5ZtvvrmW+XlBHkcF/+LnFbT1Cy64oJaPO+64Wk7bYg5UBn3gGs17OLa3JcdtybIjdMCL1v5qjVZSQKV8y/7hvQz7tJWDa3Pk+HLsOL5bwihRBC8Rf/rFOZ3ZmJ6xrZpJwbZqJgHbqZkUbKtm3PBHUcYYY4wxxhjTE/MXFis2uqcPPPDAiBh0m1IW1ZJ60FVJWQVd+kr6lm5CuqTp8qdrk9vphqWrNs9PicA+++xTy8xXpCL5pMtTRZ2hS5QyHPYTo6ylG5PnUxHolESlJQegnIBjwDxYlBmwTuzX7B9KJjherMc48Pzzz9eIgWwr+zfbzTxYKmoUx5l2wGOnFPGWW25p/p12wPPQ1f+GN7yhllM2xnpQ4qAiZlLmkC591lnlFmLfUMZDKW1KQShJ4/FoP5wDPB7rl3NUSRK4XckgSdo45whlEJzz48KiRYsGJBIJ25trKucZf0NbYLRTSgo5Ztl/tCfaZMpnIyLuvvvuWmakt1buNRWJkuM1LHobf6eiVakIsC0ZiZK+qLWxFRGPv23Nr4hBm1PyM+6fx2a/U87CHHDjAq//lOG0pI8cL/YN28hcb9yH45g2Sls98cQTa1nlNmO/c/1JCRL7nWNKG1ERj9P++Hf2h8qrxfXx3nvvreW8L6B8mvWjdJjXa857StCyXioXGPuX84DnbOUSVHnGcs1R6/J8U0qp/d7K0RoxbTf8O2WllLW///3vr+XPfOYztfzpT396k+OxXzjejO76mte8ppa5jrbywvLelBLtL395+lO0U089tZY5N3I8W5/IzETlvmJ7cp9WhMmIQZtRn6ew3JrbtGmV43DY/cywiOSzwR4sY4wxxhhjjOkJP2AZY4wxxhhjTE/Mq0Rwp512itNPPz0iBl2oN954Yy2nu4+uQ5XYVkks6M5uJcWki5D7tn4X0U4YqeQndJVSZkjXZZaVC5NSRbqd6aLmOVNSwj7g+dguulPZhpb0hnIhFZWK7l66oCnlSIkC5WwPPPBALasokQvF+vXra/0ZGZHyirRjlQyQciy2j5GevvSlL9Xy1VdfHRGD/Ub3/kknnVTLlNQw0egnP/nJWv61X/u1iBhMksl5REmKkoq2kreqKG60U44tJYJ5PNo3/05JhHLT007TrtlPjIhEu1cJl9n2nFP8O6N4jmPOqUWLFtU2cM2idCfbRdmw2pf9pNaTluya6zX3PeaYY2pZRcJqSYhaiVRnlmnDeU4VTVZJdpVtZ1nJpPg7JZ9iXfOcKhcU267krK38PPw7ryeMHjYulFJq+7mGsZz9znYpiTXnI/ua87eVGHi33XZr/k4lEuf2PD/nEu2Gtq8S/Gb9aOOcDyoKK9cirlvHH398RAyOP4/HyGq0IV7fuT3PyU8S2H/KPnn+luxcRQvOvtzaiYZHhRJBJqKnnWa72Re8xzz//PNrmZ+NnHLKKbXM63WOBa9fZ5xxRi2fcMIJtcyE4vfff38ts89TOsjj0U5p01/4whdqmWO0cuXKiNB23Lovnrm9ZQe0Ndqxkm5z/nN72jiPwTVByfvVNSTtnX3A9Xo+Ew0bY4wxxhhjjJmBH7CMMcYYY4wxpifmVSK48847x2mnnRYREXfeeWfd3pL9KKkK3bQqWSpdjRm5Ks8bMejepwue51Tb093Lc9OlyHqw3nTPZnJYnkNJImeTCJntonuUx2P/UVrFRMx5Hkaxo1taRXuhRJDtyb7i+RhdjNHKxoVsI9vBqFUpe2Tf0vXNPqIUg1ECv/3tb9dyuuw/8IEP1G2XXDKd1oMSPMoCOOYPP/xwLV933XURMWgHjHhINzkjEbWS7aqoeowsd88999Sykn+mHVAqxnax/xj5inIX2lsehxEWKbFkEmbKCCjj4fhm23g+NafGiZRwtOSOEdNyFkotVGJWFclPJTxtbaOUlmWOL9fJtD/KVlRCbhV5Lecb1zcVSZW0IsRGTM9Z1lPJBYdFDiStiHmbq5OKzpVjo+SdSoq4kHRdV9dLlTg97Yj91IrAGzEo32I/8Hqcfcx1hrJvFXWScK7MPO7MY3Bf1qMVFVPd46j7Ah6b9x+tetMOVWJlXrta8j6eWyVzZz/Q5lpRkVuyZdZV9f9889JLL1U5pkounnVlO/jZy6pVqzbZN2LwWsXr08knnxwREWeddVbddtBBB9XyV7/61VrOCMcRgxEAeV+Q9eY9Gduy//771zJl3LzPy/s1JZlTklo1jjmnaY9cO9k3nC+0U167U/5IW1P38JQIqnsz7p+wzxilc1TswTLGGGOMMcaYnvADljHGGGOMMcb0xLxKBLuuqy5lRsRpJVBU0Z1GSSRJN2a6Xum+veuuu2qZCRlVsmIeL92Iy5cvr9socVMyMboxUxLDv1MyQZeoiqxCl31KpYbJeGZup6uWx0spWUYnihiMkENXqpIFcP+sN6MZMbqdii60UCxevLi6nymdbCVHVYlKlXSQUgxGF3rzm98cERGXX3553XbffffV8oc//OFa/trXvlbLxx57bC1nZMOIaWksbZrzjO59toH1y/bw7xzXRx99tJYpC6Rd8Xgp6aHNUBLxute9rpZvuummTX4XEXHIIYfUckZWTDnkzH1ZVtHYGFEsx4z9pCRJ40LXdQNyqoSyv5RBtPaLGFwb2Ubac0t2pZLwcn2gXVD2R3lM/pbHUPI5lbw910/WiRJnzgO2RUm6hsmVWFfaONfx1vWEssZWxM4ILe9rJd9UEkaVEHQh2bBhQ7UBlaw2bVT1gbIzlTg9JUjcl8fgms5xpK22kmwzohhtkvXgHOS1Oced85HnY11pk5RTsU6thPCqzONR8tTqM56PqPsxbm9JaDnOTDpO+eY4UEqp7VIy6aw/x56RAxn1lzI0Xj8ZJfC8886LiMExUZE0f+d3fqeWzznnnFp+17veVctpH0z6zrWHx+anDy35PK+RhOsNx5bn4acgKW1kW2gHlPFRwsj7xlZUR/5dRQikfdNOOR4Z0ZhjwLpuyX2qPVjGGGOMMcYY0xN+wDLGGGOMMcaYnphXieD69euri4+uPrrv0t1NV5+StrQSQ0YMyk/Srffd7363blNRhOiWpPSCLt6UFFB+opKYtqIjsX50OVNSxihrlJxQlkCJQEoU2Ra6ekeJyMikgllvJqmjlOtb3/pWLdPVzDoxaWy6ainHodSL0WPGgb322isuu+yyiBiUPTICYNqpivJFiQTHljb2q7/6q7V87rnnRsTgeF977bW1THc3k/PSrd5y9XNMlCRkWJQgykcpe+E8UvJUzqPcvt9++9Vt73vf+5rHvvnmm2v5qquuqmVKIlL+wD5lX3MNUckS2d60T/6dbWdbxoWu6+r8Zr0pwc55zjWB6y/7iXILSpW4VrQSg/PcTKDN41EOwuiCacOUa6ljE64nWT9eB3g+ylk5x1i/1vi2IgHyfDPrwbWW63X2mYqkqK5lSvaXc1NFnFXyroWECVxZ15bUVEU5Zf+ppKfsk7xOc20+4ogjalkl3KZdcBzTdlQURN57sE5c29J2OI+4lrKubIuSPGc/8By8XrBMWTrX/ZY8VsmtVMJt9gPrkjIs9iNlZ3nucZK1tupCCWleSzkmTCLM9UFJOynNzv5g37J81FFH1TKjBTLSIKMBXn/99RERceaZZ9ZtXFeuueaaWuYY8nMX2nLCecsxVpG02Wf56QmPwTWa13Hey3D+8zzPPPNMRAzea/JekmOgogjSrg8++OBN6q8S1I+KPVjGGGOMMcYY0xPzHuQi38jwbUYrRwTf3Kg3znz6JHxazTcG9NBccMEFtcynUpb5VMycPBdeeGFERNx6662b1HlmW/i0zTdi6RXhkzmPwY8+WQ++KWWfXHzxxZvU83Of+1wt0+PBjy/f8IY31PKHPvShWs63aQxWcPTRR9cyx4D9yjc1bEP2K98csD/GLb/Qiy++GI899lhEDI4R251vb1ofnkcMvs1ju+lF4geg+UaUb43SqxUxmJ+CgS34Bovjnx4M9RG3egvJt0v5hpV/5xhznqmcL3xTmR4RviXjmznmBVu9enUtsy+5LqSNcQx4bH7AyvYqb0G+wWb96cEct2AsEYNeAZVjKW2Aa66ac/TMqw/sOQYJz80x4BtejgftMo+tPEE8XytYQMT0OLGetHd6zLgPvXR8I5tlno91UvOebWgFsVCBUlq5ICP0W/2cp+wbnm+cvAEJr/+sd0t5QQ8RbYvzkb9jv3LNyb5kHsxHHnmklm+//fZaZkCj17/+9bVM71Ir3xqvk9zOtZR1ze20PV4v6WVSc5b75LjzWsy1mefm/FbrdPY968drgJqbnN/0/Od5VKCRrKsKzDXfrF+/vt5bsp9bgVQY2CI9IBGDNkFbprJg5cqVtdwKfMY1kvdta9asqeWvf/3rtdwKmsU6U4nF+wauWS0FANdA2gzrRzvg2HNMc/xVEDeuy+mdihjM38lcqunl4tyhDdIjTW8h5wkDuWWf8e8MKMJjjIo9WMYYY4wxxhjTE37AMsYYY4wxxpiemFeJ4Nq1a+OJJ56IiEH5Cd2S6Y5sbYvQHwarD2HT7UjXIvPtMJADcw1RbsEP6/NDPLolKemgG1F9BJguY8rkKKth7gK6POnKpQs6ZROUiDHHAl3DzD/FDwwpiUi3swrSQTdxSulmbv/BD35QyykpoLRAfRw7DmzYsKGOESV9lKdk/VV+JZWH5MADD6xlSv2uvPLKiIi44YYb6jba3ZFHHtk8Hj8M5XhmvTkvKLvj8bhPa65xW0tGNfPcdPVzjh533HGb7Jsf40YMziPODfZD62Ns2jdlvmwXpRIqB1grcIkqjwuUXbEf2MfZly3ZTsSgjVPCQplGq//YHxwXSmUoa2KduE8eh3bDMucYbZHSm1wb+XdKklSwF66ZLbko28jjcbsKKEGJYtoZx4C/Yz+pwBWtYBBqjR4XuRXZsGFDlbwpOXXOWcry2GcqhxmPx08HUl7EsaO8n+fhNZXSocylGTEdfIdrFdeclnw2oi3ZpKyRkj7aDetEmevhhx9ey3/3d38XEYP5PTm/KDVn/zHPYq7NEdPrvsrTxXsVJZVsybA5j/m7cZOz7rDDDjXPKa/pvNbmdZzBukbJCcprJsc5tyupPW2d9w38hIT3XDnPHnzwwbpNBRlS1/E8v5LXc97yunHvvffWMiWpaR+8TrWkqRGDQS64dvO+Jec2x4jw+s9+opSSfZl2ffXVVzfrxN+NylAPVill/1LKddhFtVwAACAASURBVKWU+0sp3y+lvHdq++6llG+WUlZP/b+djcyYecK2aiYB26mZFGyrZlKwrZpxYxSJ4LqI+K9d1x0VEadFxG+XUo6KiMsj4pqu6w6NiGum/m3MQmJbNZOA7dRMCrZVMynYVs1YMVTz0nXdMxHxzFT530opD0TEvhFxUUScO7XbxyPi+oj475s71gsvvFAj+NBN2IpGpqJWtXKfROgIaek+pMv88ccfr2W6vltu8ohB2UlGfmO0N7qO6Rrm7+haTZcsZQ38HSOrqVwZlJql/OHOO++s2ygRodyKEQXp1qVsMvOEfPOb36zb2O9nn312LX/84x+vZbpkKRfIejP/Efujr/xCfdnqSy+9VF3KlJCy/mmnrUhhEYPtY9/RNik9SckHZXyMZsNjM6IjYcSpPA/PTTug/EDJNShJSlSuL5X3qxVVi/IE2iPnwAknnFDLjPRFu8oxohuf64CS3agoglne2vKqPtfU7bbbro4xx64V3Yvjyb7mdvYT12iuFTl+lHewr7nWcvyVRDDPoyK6UiJGqRfnRM5H5ruiNIdtpOSEaxbl3Xk8SiOVVJESFdoi65djo6JZKfk04To5bP3py4b7tNW1a9fWHI+0T8qist7cxv5gmf2hjpcyPH4iQHkd+4xjw3WfksOsH9cN9jXXQY5pq66cr4xgqCTZzN/Fe4GU+rFveI/DecCIbJRvcX7nvOY9GOejyj/GedrKuahyyvUVRbjP63/2L6+1q1atquVW1F/2P9cN2g/XV9pbzuNWfjP+PULniOOnJZkPinan5O5cu1nvlpyXaz7tlNcK2jXX/Pw85cYbb6zbuAayP1hv2ibJurJOnIvqWkb5L+ddXhcYgZvXydNPP72Wv/jFLzbrNJNZBbkopRwUEcdHxC0RsfeUQUdEPBsRe4ufGTPv2FbNJGA7NZOCbdVMCrZVMw6M/IBVStk5Iv4uIv5z13X/yr91G19jbPq6e+PvLiul3FZKuY1PvMZsLbbEVmmnKr+aMX3Sx5pqWzXzQR+2qoKBGNMnc73+96WoMWaksFillMWx0WA/1XXdlVObnyulLOu67plSyrKI+FHrt13XXRERV0RE7LLLLl1KPJR7MV18dPWpiIN0bVL+RDlARv6gq5LuUZXIl7B++Vu6hpWcge5bnjP3ofufrnZuP+aYY2qZyWYpRcm+ooteSRh4bLaB21MqqaLHsK5MWEdXLmU4GWmQ+26tRWxLbZV2us8++3QPPfRQRAxGmaG0JGUercheEVq6o+QuacuM/si/c7zT/R8xKJniDUy66WnTnAOKlnSTc7UVDXPm7+iapzwl5UGt+TnzGLQVzvMcl4jpKHdsd0tGFTGaLbeiXVLuwHbNlb7W1BUrVnQpx2G7uBbkOClJMvuMbVcJKFMSx30p0+DxaCOMYMrtKT/iNto1HyIpEeX6mms0k8hShsj+oAyG7eL6lXOP9sl1lPWgfIr2wnrnebjOsn8p72W/8pwtmRnrryRFc6UvW91pp526jCLMta0lJ+MYUWaqZGaEcz3tiOsGJcq0Ia5LHFPaVO7PMWJfc3w5Hhy71oOmkn3RbhkRjp8InHrqqZv8neunkqW2ouJGTPcxx0Bd27kP68o2tD77UNGg50of1/8lS5Z0KTVmgl9GT8xrklpHVTJzrpO8Hrfk6UqiqSKH8vx5P9ySUUcM2ilpReDmuVXkbtoB28gorXm/+cADD9RtjFT7vve9r5b5mcy73vWuTeoUMT0HeG6u1yqaMaW2/Owjo4tSXstE0qPcP81klCiCJSI+EhEPdF33P/GnqyLinVPld0bEl2d9dmN6xLZqJgHbqZkUbKtmUrCtmnFjlNdcZ0TEOyLi3lJKJlr4/Yj404j4fCnl0oh4IiLevHWqaMzI2FbNJGA7NZOCbdVMCrZVM1aMEkXwpohQmeB+cTYn67quuiyVizglFq0EoBGDbkkmI2PCN5bTVUoXOKUblCdQisBz0u2Y56dciHUiKiJMtpeSGLpVi0gCSrkg3Zgp4aLMhG3k8VgnFUku60oZAmUXbAtlhjwn+ySjFfEcSoY1F/qy1Q0bNlS3OF3wlJC0pK5Khjbz2AltKOdDS/oZMThulCXwPHSJZ//SrrivqmsreqdqC+vK+lGKQDvIY1OmQpkU5QmMCsb2MmJn7k8Jr5K7qchXPE9uV/OW9ZgLfa6p69atq5Idyi24bmQfqyS3nH9KwsZy9gPX31NOOaWWlQSP48S1IO2IUhqWua6paHG59rDdjCjIefrGN76x2S5GtExJGaVRvA5QtkqbY/9x/uZ6wn5XUTiV/ZHcR/29FQF0S+jTVpnAXUVNzPHluqESuHNMeQxKeXKNpayKv+P6yGNwrrT24diqdYvrI8+f9sw2chxpI/wdpVq07ZyHKlrtmjVrNjn3zHozamLaNtdptov2rj5LGJbAncfrMYpgb7aa40tZYEt2y/5kv9A+GPGR90utdZfrokpaTTtVMrhWXdXnDOx/jmfWRa1vo0jpKSd97rnnImJQ/sdPIignvOOOO2qZkj7uk2PD/uAc4KcUjNhMWSDnYEoXubbzE5GMID4b+hO/GmOMMcYYY8zPOX7AMsYYY4wxxpie6C/U0AhQekW3JF2h6e6jm5FuWLo+GZWK8rmWLIouW+WapytUSRjTRUoZAt2jjC7FY7A9KW3hNsoJeGy68Sl/oQwyZSyUMPF3CrpC2Q/pGlb9RDc3XeiUKLHtKWek+5kShnEL379kyZIqj6SbmWOUdVbyObZfyStbiahpS8oeuY+KttlKNKykheo8eQzOOZVQkHIBlSgz5QzsU9ogZSoqCibnRm5XMlXKJ1hvFfWtNQZKhjQulFLq+LQSrEdM9xPXD/YT+6YV2TJi0AbSpk477bS6jdINrtdK3kcJYEvupiIRKulo2v4NN9xQt3HsmGCVSayVPCYjhmbky4hBu2Ffs18ZNZO23wqnTzvjeFEmNMxWldRnHEOid11X1wnWrxXxktdwRghmGzk2tFXaYm6nDSlZsipzbcvx4Ni2ImLObCNtsTU2rL+Sciu7aNVZSZt5bEpeWc65p+4nWA+2i/3akrrzHLxPymP09anAXFm0aFG9N+O8bUUDVmPC8SQcT/Zv2gT7UyWqHuWzhLRPrpe0WZ6baxbHLecl28LrA22CsnAeoyWh5O94HeDazXozMTDXglYkR8pa+bu3vvWttcz9eY+b0a4pYVy9enUtb4mU1R4sY4wxxhhjjOmJefVgdV1Xn77V03nCN6Z84uX21sesEYNvvPNpVcXv51sHlaOolc+K9eATO+ExWm+X+ZTONyVsCz1EPA/rlG8m+LaA+/LYPCfrxH7ItxHsMxW4gG8U1Eeu+YaE9eO5xy2x39KlS+tbDLaDH2zmGyd6XfgGTnl3SGsf9mHLsztzO9+qtN7Mqrmj6sft2Ub1cSzHjcdWgSZyXtI2+SaTNsY32LSVVv4OvkVUAQLU2LCc+/MYrP84egUWLVpU+4RBaThOabf0FKjcPcpbyDHIQCN8I80xYD8pLyLr0hpTFQSBayOPnWvWRRddVLcxQAVti7kP2Q8tTwrfzHLe8XdqTvB4OQ+5BtI+2b8tm5y5PcvK4z1uqoCIjWOadsLxaI0T+3fZsmW1TBviePA6yf2zT9T9AddHlRuodS+gAuXwGGocW4G+2F6+YWe9+bafXoWsC/dtBe+J0LkBW9vZp0Stsa2cghHT85RrOtuS86SvYBd9kHXhvROvW9k+pZ5QAURIyxvEbbRTrhsqPyHL2b/08jI3mgqgxTUrbYL7EtoYbZ33hLyGsA0J7yVpj7Qf/o51zfnDe9cMpBExeC1g22mHXCezLjwH1xvmQR0Ve7CMMcYYY4wxpif8gGWMMcYYY4wxPTHvEsF066n4/ekqpeREfdRPt7qSFLbyVqiPi5UrnfvnedTH7yo4xk9+8pNazrwIKkfME088UcuMw093Kl2h6cpXH6VS5tL6OHYm2Qa67Nl/6gNv9h9dzXk8Suz4u3GTs5RS6vizH9n/KQdQ/cn+GkWqln2nPvRn37L/afctmRGPQZtWcg66/bMNau7Q1c7AFUpKlXVR0gdKXNSH2S15ipJgsu1cb1TAkDw2+0l9tD4uvPTSS3UtYFtoqzkXucZQxsH+YHuVjGT58uURMWirPDblPzw25aAtOTbHnFIr2oVa57PtlDVxjaG8h2vnMFmdykungsso6WWiguKonDdKyptl/p3HGEdb3bBhQ62X6tfsPxV4hzIs9i9z25AcG44R7YnH4Pirfs/6sX9VDkC1bmVZjZH6Hdfb1hrbuu+ZiQpSwDbm2FCGyH7iWs91hMfm/VvWW30SkecbF4kg71Mpx2Odc51hndX9KNdi9TlJ2hvth/bB/ud1nvsw39YjjzwSEYN5I9n/vD9T9yQ5L9UnApxHRH1qk3JBJZ1ln40i08/7Wkq+OV4MbMQxUJ9bZP1athsxfd2bDfZgGWOMMcYYY0xP+AHLGGOMMcYYY3pi3iWCKUFR8pOWhICuarqkKX1TksN0+9H1yvPRXanc+6xrS8qhjkfJQeaCipiWPNAVqXIHUC74lre8pZbp4s3zMKoXXcpKwqhc+nl+uoD5u1Y+iIiIp59+upbpqs19mG9Byc7GGcqPVGSdREVXakWTIiqin5IhDYsMqKJ1KrlgS5aoojxyLrZyesz8bdqBku6pyHIqmmVuVzm4lPR0mBSFc4HjzPamBGOhWbduXZ1Xd999d93eilqqcu0Rtpf7M+dg5hliPykboXSwlRMlYnqsVZ4WzjuONfdhexPKQrgeESWZynpzfrG9SupH++R1K+tKCaaS0nIM1HmSUWSw40LXdbWOKvpZ9gOvZSrP1NFHH13LlEKxH3I8eK/QkgVH6Ki63J52QVtWa5WSNuXxOM6Un6mccqw3bb+Vt2qUtY/takUd5PzhHOR1nm1Xss4cAxV9MOs6LhJB5hakrJljkeunkvYqST+j+rUiparPVAjXId5TsZzH2Xfffes2rke0JXVfludXUWZp0+qepBUJWUWvHBZ1M2LwHiHnNPv04IMPrmXaLOcGr0kkj8N2cS5Scj4q9mAZY4wxxhhjTE/4AcsYY4wxxhhjemLeJYKtSF0tqQRdzHTv0/WtoqyRJ598MiIGJTGjJGpTifqyfvw7y6zfd77znVr+1re+VcsZmWTlypV1GyUC9957by23kiZHRE2EGzEdoZASl0cffbSWmWSN7lkVaShdpHSltpItzzwG20A5Vbq0f/CDHzSPpxI8LhSLFi2q8kiOJ+uZEWqeffbZuk1JIFTUupb9tiJWzkRJiFoSC84z5XZnPVqyERUFkftyfqlkoPlbNV9UIlwVuaiVaJDHYDS7UeRTrbWHyXu5/dZbb20eY75ZtGhRXc8oHeFczHpzXDhenKuHHXZYLXPdY5LFPJ8aR0ZMZeRQym1oU2mjtC3ONa4VPE8r+fkoyXtpC0pymNt5DPYp+5rnVLaa/c0+UOsCUZKhPCf7g3VS18OFppVQnXM9/65k+ZQ8MYGrWqfTLtR1XkXyozQo7yEiIlavXh0REaeffnrdxjHlNVjdZ6TUjPc1lGmxTpynnFctqbSKXKsital7mDwebZL9oT63GBYhk+dmdLbWZyMLSSll6D1JK9KiuhZzHaDMsBWVkCg5Hu2NEVFpe5ls+5lnnmkej+sa60cby/Vwr732araL0SQZwZAyvVbblZS0FXF4c+W0G/Yjr18cQ/Y713nekz744IMRMTjneP1X92Obwx4sY4wxxhhjjOkJP2AZY4wxxhhjTE/Mq0QwYtrtrCQWLfkOowjRHajkguSxxx6LiMGIQ3SlUl5EdzfdiC1phkpWdscdd9QypX48Z0py6LZkmdICtpFuWJJSCf6d0Qfp5lRRwlpRYFSUGLaF7upWVBz+VrmDx1XOEjHYRy1ZBt3QlHnQftgXw2QclBkouaCSUrSSjqqEfUrOSJd+HkPZAduuIh5xbqTd8NyU9I0C52vWm8dQkepUpM9WBEX+nTKeH//4x7Oq63yw3Xbb1fWCUg6uk2mXHC+uMRxTjjXnORO5Zh+zPzhPlGROJeXOc6pEySr5ppKrJi1p98z60UZaiYR5DPaH+p0iI1BxjWafcZ1XUpmWvJj90ZLjjhOMznbEEUfU7YzORclTwjUppU8zYT9QtpXzXkUF5vZWcu6IiLvuuquW3/a2t0XEoL2p6JK0F8oMU4pEmT/H/84776zlc845p5a5FnEutZLK8/qjJN7ss5a8nHVin1LORhtW52xFtKUMK+vNaHALCe2U6x7Xz2yLko2xnxkRk33ESLR5T8h+Y9+yrO65WpJU/p33hJTXcp9WQmPaAetPe+QcYXs5t/N46tMeJT1tRcxmmRJ32innn1pfGREzPyk45phjmm3ZkiiX9mAZY4wxxhhjTE/4AcsYY4wxxhhjemJeJYKllOq6pIudrvl0DVLWRtcm3YuMAELXJWVC6dajnIXudboAKUVoSWwipl2vlOPwd3RL0tXYkobRVcnjMWLXD3/4w1pmhJdW4kS2kXKRNWvW1DLdyPvss08t0w2b0WFUP73iFa+oZZ6T7mUeO49HCQDbmxH5xoW1a9fWutLl3EoeSCmAcknT1pWUNe1DSQSJklTShZ3HYz14PNoj7Zf2kVHnVKQolVxYRZlsRUqknVIGwd+xzLrm8VTCbtqvkgtybFp9xrWE4zuOKGlx9plKLK6S3x5//PG1fMABB9Ryrifsa44/68H+41xqjRnrx31bdh3RjlrG8eS5lRRFJalO2+b5uEbSnthnyuayT1RUOCXvG5acdRTp67jQdV1tJ2VmvN5ldLmWxDyPkSi74BjknFVrEm2VdsFrFeuX52f0WEbK5PrE8/AeIvuAtnrmmWfW8g033FDL/MyA9eD1OO9VVBS7UWS63D/nppLBUl7GezMeg23PfmVUV+6bYzAsqfZ8wcisHE/ec2V/8BqoonjyGLzvYd/xE5bW8dh3XNdoB1wzc+yUfJVSZcr4eI1LO01J68z6037ZXsruWlEWeY5R7p/Ydq7B2fe0R0an5P0oZZWE99f5HLJ8+fK6TUk2R2WoRZdSdiyl/L9Syt2llO+XUt4/tX15KeWWUsqaUsrnSimbiuCNmUdsq2YSsJ2aScG2aiYF26oZN0Z5ZfBiRJzfdd2xEXFcRLy2lHJaRPxZRHyw67oVEfGTiLh061XTmJGwrZpJwHZqJgXbqpkUbKtmrBgqEew2+v7SJ7l46r8uIs6PiP80tf3jEfE/IuL/DDteugmVXCVd6ZQQ0K1N1+HDDz9cy3RX0u2frlK69OmypYuVrk0m6qVbNN2VTOBG9+75559fy9/97ndrmXKQdMmyjYyeRFcuk7ZRttCKVsRj0KVPVzT7hi7v+++/v5ZTcsBj8Hd0t7JfmQSS0sGWhOG+++6rZSWbmy192eratWur/HT//fev29kHaSu0R8p8aGNKpteKbMU+p9t9lAiA/G1KYtQx6D6n2531y3lJuSylYLQ3ymRaEd14fiV9pB2oyFet5NjsX64VbC/7Wsmq8pyU81C+zPGfC32uqaWUKsFhv7MfUkpBeRqhBINzm2sjx701vtdff30tn3DCCbVMWdPjjz9ey+zjPL+K2DlKMtMcO85BJQVU8qlWNMBWAtaZKOlta85yDFpJs9XvZtY7x0Mli+9LItinrb7sZS+LE088sZYTyqxS7sPrJec328X7BpWYPCVDKpk6y0zEzWsZo5Tl/GBUQEYOXrlyZS1TasSIgQnlSUyQ+trXvraWeU/Cew7OzVzLOX/YByqh8DCZq7IhyrB4necYtKTXlLbxfHm8uUa+7MtWFy9eXD+D4Hzl/VIrSt8o0n1+XsFPXFKy14qAGaEjOlIeR4ldS85G+6ZEkDbGhNLZXkoICa8x7Btlh60k4+ra3nomiBi02ZyXrB/XEtog7Y3nueWWW2r5kEMOGThuxOC9kYqUvDlGEr2WUrYrpdwVET+KiG9GxCMR8dOu67K1T0XEvur3xswXtlUzCdhOzaRgWzWTgm3VjBMjBbnoum59RBxXSnl5RHwxIo4Y8pNKKeWyiLgsYuObjFYs+dZTLp8c6UHiW3M+bfONDt8+3X333REx+IaIb2BI5syKGHwzsGLFilrOtzG333573cYnbH4MzreZZ5999ibnp/cnA0FERBx77LG1zAAQ9CTwDUS+GWp9iD7zeHzLwrfV9EAwOEfCtwEqlwvfDHB7jofKqzNKHplR2VJbpZ3uuuuu1VvIunGcczv7kDbGNyYqh5V6qz6MUd7G5/m5TXkK6QnmXMvxoveC40qvJ22CAU741qf1hpJtaXmTIgbf3rVyh6k3fertIseA58y2cZ7xjSO3z5W+1tTdd9+9jrHK9ZRvYekx57jwd7Rn9lMr6ADXG76hpy1w3VCqhOxXrvlq/qgAKVnX1sf1EYN2MYpHLM/Dc7N+nBOj5LnL9tJzzLfj7A+V24rkOfn3Vu6hPujLVvfaa69497vfHRHaM5cf1CuvtPIWqvxTaVu85qs8jvSq8a14a73gh/883qmnnlrLKvhF5gCj94ceMc4rKljo1eP9Qq7rfHtPu6A9ERX4J8tq/eScoFef+9DzP2yd7jO4RR/X/5122qnaC9VJ7N+sM6+HtM1W7tSIQe8T+yC9mSrQA8eKAeDYz6xLrlUqUAnrQQUD73HSZpXqRt3XsN6toBQ8BtdD1pW/4z0/+yfbruY2vWDch4Fj8vkgIuLCCy+MiMH50gpsNhtmZdld1/00Iq6LiFUR8fJSSvbwfhHxtPjNFV3XndR13Ul93kgbszlma6u0U14MjdmazHVNpTTDmK3JXG2VN3XGbE3mcv3nTb8xc2GUKIJ7Tb0NiFLK0oi4ICIeiI3G+ytTu70zIr68tSppzCjYVs0kYDs1k4Jt1UwKtlUzbowiEVwWER8vpWwXGx/IPt913VdKKfdHxGdLKR+IiDsj4iOjnDDdjerjttzOD/LoLlQSt4ceeqiWW7koVE4BJR3h/nTfp5tQfTSn5AzcPwNo0OVMl/KNN97YbCNdw3xznW1QdaK0gG5Y9lPrt8qNz6AZdMmyDa08N/yYUn3gPUd6s9X0tlLmwY+SM0fQ1772tbqNcjL1YShpydZGkfTRruimb+V64ZiwzPFmGyl9fc1rXhMRg/OFcsKrrrqqllUwkJaMRwWwUDK+1sf9bONs8oJtbnv2iZJE9Chl6XVNzfbzzSvLKZ8+6KCD6jaur4888sgmx4rQebWyz7gGnX766bXMNYtrhZL65ZhS7qLGdJgMR8ka+TuWVWCV1hqo7EJJn1pBBLivWjv5O56Htp91bUlmZ/5ujvRmqzvssEP9kJx1pSzpjDPOiIiI2267rfl31V4lKc4+Vn+njfN6TDvitez73//+JsdYtWpVLXNO8L6BY52fNvB8lNWyvZTVUubEuZS/pd20covO3EfZavZVy95mwvaqXIjZf7yPIy3p2BbSi60uXbq0Sp75uQntIPt0lOBJStbK/sjPPFr5yCIG7ZT9vHr16lqmhL2Vw5IeZPW5Bu8L8l6XdqcC8PB3KrdgtkGt7TweA4AwuMt5551Xy2k3vJZxTrEvOR/++q//upb5KVDes/H61coLOhtGiSJ4T0Qc39j+aEScMuszGrOVsK2aScB2aiYF26qZFGyrZtwYj9TZxhhjjDHGGLMNMFIUwb7ouq66DFsRWSKm3XqM2EGXKN2mdDXSfdeSZtCFqSSHlPfxeMzfkO5eSjrobuWxKc1jTqyUWfEYbC+PwdxXGX0oYjDHRkqAWhKXiMH+Y99QRsQIeDke/B3H6Kabbmq2kRK5VkShlks8ot8ogn2wYcOG6m6nvdHVnzIOyq5UHh/aFWnlg1C5m1qRNmfWifu0cjao6GSvetWrapkRJFPGeeedd9Zt3/ve92qZ8hAVbY3zPPdR8oktjYKmol2xPyhVYF1bkegYBZHyyXGk67o6p7kOcW6nzIE5eigtoY23pMcRbWmeWot5DEpsKH3i/inTYP4RJashrYiBLRnP5soqL1CWWU8lwVYSrNYarPI1cZ5wnrZy27Euqp96lF33Ss5xrk+UIKWsjtcHtlvlY+PY0PZb8nlKpdjvKoIbZa5pX8cdd1zdxmiQtHFeG2lHKfXnuXkMRjNm2xk1mXMlj00JvlqDh+W+4j4qShztlmPA/dl/eV1k5EOuCyqX20KxZMmSKnlX+fhy3rH9Sm7MvmO0a35GkLI03kOoOcxr0rXXXlvLjGD5ute9LiIGZaocE0aw5Ljw042cg6wn546KIK3kzon6dIb1uPXWW2uZ8nNG1U574zkok1y2bFkt876F8/m0006r5ZwDbAvnTiu32DDswTLGGGOMMcaYnvADljHGGGOMMcb0xLxKBBctWlTlI3RJ0zWf7kO6oRnJg25wuhrp2mTUs3Tr0T3aijIY0U7OGTHozs56KekIXa+MhMQ2pHSArmNGOVHSByYmbkUM4vHYv2w7oZyG7c0+YZ0pOaCLWiW6pMQyEx3TdayiN40D69ata44R7S0jr1F2xTFRUjUVQS+3jxLBTkULa8mPVJJJ1o/jQjvI89D+KRdQNst6tOaaknzRlpRdtVASQY4HbYzzoSXTpe1yX0YXGhcou2bbKbFK2QTXpscff7yW2QdKTkS7zP7h37mGc/3l73hs2kXaA21PoaJ2ZV2UlHYUiSDHOsst2eDmjqfkgnkdUrIrytqULFDJ2Vu/GzfZVcTG+mcbVNszIh6jiNGGuM4oGTwlh3kenoMSVnUvwLlOG8n1nmsf/075ESOyUnqdiYTZFtaZUdN43VUyrGwPIw7yPon1U/OH49GS2yp5rIp6x7Um+5LtbUUR7jM59lxYvHhxlZepyLa5nfOTDLvGRAzaZN5v8HzsW/6OkYs/97nP1fLNN99cyzl/Xvva19ZtTAbP+cXzUAaXETMZZZbSWHVPwrq2ZLdsN+37yiuvrGVG6hociwAAIABJREFUJeY5W/I92j1tkHLBD33oQ7VMqS3r14o4zvKWRBG0B8sYY4wxxhhjesIPWMYYY4wxxhjTE/MqESylVHcpJWKMHpIuObocGTGHEqW77rqrlukKpSs3Xe9MkMroIgcffHAt03XJKFut6GuUEDAK2wMPPFDLdMMymRvlBQkTDdLFSlczj8doKocffnhEtKPSRUTcf//9tZyJHiMGI8LQFZquV7aF0geWKeuh259yoKw3z0e3M/t9HNh+++2r25luZo55yjIoN6FshzJKurBbiXIjpsdLRRlTMjgV3WmY5JDzT0VSy/MwGd/ZZ59dy4xwqdz+JM+jkn4q+yWtflCyCqKiCLaSbSo54ThGZtuwYUPtb9pcS+ZAyRKjNHHsOEcpiaB0JM/HdYoo+RelMi3bHiWaqEo03JLMKbtQEsFWeRRplDp2SyLI+nMOqmiASvbXStqt5MLjQiml1ov92kp6SskcJaeqP1Q0wLQ/XqdakU0jBtctznvec6TN0a55XeAxOP7cnrbQkjJGDF4vKPXl8bh/zkO2kfP/ueeeixbDoq+qSHgsUwrI+4LWNYWRj1uRHodJweeLRYsW1bnZmnMR7Yi46vrA/qLtca3NayntTvXHQw89VMuUu7Euf/EXfxEREVdddVXdduaZZ9Yyk2OffPLJzTb84i/+YkRE3HfffXUbo2EzqrX6XIdk2zifr7nmmlqm/Z5yynTaMh6bczvvo2nr7NMPf/jDtcx7Fcp1uQbnvFTXId6jj4o9WMYYY4wxxhjTE37AMsYYY4wxxpiemFcdwYYNG6rLm65ISk3SjUxpFt34jGjWcrvP3J7Jbymf4bkpLWGiXMpP6AZvRVajBI8yProfuT2TEVI2SDmOivzGyCp0Hz/44IMRMShloDue9VdJXulmbUURYgLFvfbaq1k/uq7ZtnS5UqpAiSMloOPADjvsUKWUtBVKQXIsKPek+5zSQUpSh0X1U5KEUeRzJCUaSirUkifO3N5KrEe5ICNV0XXP37UigFH2omRXipbsSyUoVkmMWVfaZEbvoj0yohflB+PCokWLqiTjpJNOqtspBc5oUPn/CN1najtlHbkWsH8pd1L9riLyDZMI83gqMmCeRyXTpvRmWORAlrltlMiBSiLYSmKppCics6rtrUTiyvbHBX4ioGTJeQ3jXOO1h+3iGstrX0tGqiK5sR60Ha63lDzl2qBk0BkhMGLwetiSNipZKNvFazcTF/NeJdczjj+laLxGqb7kPGWfJOr6w/rxHob3PtnfXFcZ0S7/fscdd2xy3oWglFLHY1hUX7W+KXk/929J0VXUSF5385MQ/i5isH9zTaWs7aMf/Wgtf+ITn6hl3iu2onvzPvD888+vZd4Hsl20X/ZD2sd1113XbBevX+o+lXO39YkA7z2+9a1v1TKvT1wrWlJ6rr+cL2zLqNiDZYwxxhhjjDE94QcsY4wxxhhjjOmJeZUIbrfddjVSiJJppMuZEsFWgrcILW2imzVdl3Rn0jWrIhRxf0Y3SbcpJYdr1qypZcoCuE9L3kF5EuukXJh0x1PmlGXKINg3lAspyQvbnhIuumMpn6AUQPU7f5vtUYlGmfR0HHjhhRdqBMUjjzyybqdrPseF0RB/+MMf1vKTTz5Zy8cff3wtK1nIMMkB+1Ml+GtFMVKSLzX/lCysdW7Wn2PPY/N4aUOsp4rSxvKwBJQqGhbbrhK5UhKRY8qIQzweI44ystJCsnbt2oH6Jlw3UlpEaaaKVMo+oyTp3nvvreWUUHA+cy1jX6tk5a3EptymInKppJi5P9utZIE8ttqnFUVQSRxHiSKYx+H5WFeu5yqSKGlJBFVC+XGh67raD0qyl/1HCX4rynDEoPRNyUzTRpXsUiUVZ/14PU4b5ZjTxnmMPffcs5Y597LMv3OceT7aE681jDSYv1XJvtm/7DPeT7SkV+rawTHg+qlkmjk2jEDLKHEpKfvbv/3bGGdaETvV/egoEYB5j5l9SntU12LK3Q488MBa5j1VK2Kvku7x3o52n1EheW5KBPk72hXX8WeffbaW77777oiIOOigg+o23l+ppN9qnqft8f48P5eJGLwHY8RDHruV5Jz1V1FmR8UeLGOMMcYYY4zpiXn1YK1du7Z+GM83JnwLkk/tfJLmkzJ/x4/s+Tb1rLPOquV8q8CncD6JKu+Yetuax+HbH7695VMzj8c3aK2P8/jmgnXlmwb19jPfhDGwxChvKFQ+pXzDxsAcfBOh3niz3PoQlmPEgBHDPBTzzfPPP18DAtCTunLlylrONx/sW751vfPOO2v51a9+dS3zLWOrv9SbL74NV14wktuVx5LziMdoBeHg7/jxOd+kcT7wnDxeznO+NeJcVLakGNZnrTkXMTi3+WY535RxLrJvaAvjwgsvvFBz/DGIBT/OzTFQXgM1HhxHBvvIY/NDe3rJaS/0gilbbb0ZVN5WlXcm91FeplHKrbeVo3i7RsmJlWV1PBVEgGNGe+axW8fYkg+ytzallKanvpXPigGd6Llh36jgSLTnPB7tnfOfc519NuytOa/RXBP5Np35MZl3LpUtnDO0J44zj/foo4/WcstDxTbyWss1jl4MegZbKgZlTyrXF+vN7emlOOecc+o2erta5xsXhl2HVLAoogLVsA9y7JQXlfXgfQavSTxeXo+VHfPazXsSHi/vr08//fS6jffWrCvnAI9x00031XJ6XQ877LC6jdcE2g/tlHbdygXHvzPXI+vRyo0XMdjHOZZ8HuHY8R54VMbPoo0xxhhjjDFmQvEDljHGGGOMMcb0xLxKBBctWlTdc+oD/nQ7quAJ6mNgurspV0qpgZJXcDuPrQJGpBubLlZKGOiOp4SB58xj0+2r5DPqo33WLz8aVHl6+DvVXn4w3pJBsKxyZrQ+Vo6YHmvKFlqy0HFh8eLFNT8DP2BmTol0vbPN7CPaN4N48GNL2nXaGMeVx1A5WtR8SAmp+sCW/c+xp9s/67TPPvs068GxZ0AXJaXL47XaHaFzYin5VOtDYyWr5Ae0lPSyPdmXlBDwfPfcc0+zXQvJiy++WNcfjh3bnjIjJQVl37C9tC3a7d///d9HRMQ111zT/PsFF1xQy+rDatpq2gv3bdnyzPqxjbkPt802b1UrsIqyJ2WrKshFbld/V3JBrgetXEoqUNE4yq0ipuul6pfbeS2jzInXECUB5pqd9sJ9uVZxDeOx1RqQ6yZtkufjXOIc47FTasS/8xysE9deBtNiYJvsKxVkQV1TKMPksVvSa9q4CgzGfShtzOAW3MbfjWNwllYerJbUryXVnbmd6yivu7SJLKvgDryn5b0n7zG5f8oIaeu0Ta61rAelrPnJyXve8566Td1D8D7olltuqWXOjQz2xbnIOqnruLo/zOPwU6G8Ns1sl/o0g3Mt5zzl8AxEwzaOysircCllu1LKnaWUr0z9e3kp5ZZSyppSyudKKbM/uzE9Yzs1k4Jt1UwKtlUzCdhOzTgxm9dc742IB/DvP4uID3ZdtyIifhIRl/ZZMWO2ENupmRRsq2ZSsK2aScB2asaGkSSCpZT9IuL1EfH/RcR/KRt9pedHxH+a2uXjEfE/IuL/DDtWSyLQkk3Qpaei59HNyahZjPbRysGkIgdyu9on3ZJ03V9yySW1TNnM6tWra5ntTbekirevIqExDxNlOEcddVREDEbmUxH9lCSLdcnjUEqlJCxKItiSx7AtPJ6KBjVb+rLT7bffvrqGmWeCUou0N0ZaZB4sRnTM/A8REStWrGB9aznHS8kylD2qiI7DoghSAkNZK2VwKbulJIGRipYtW1bL7Bu2lzaZ7eXcVhGWlCyQ5PZRbJrQrmmzaZ+U7rBvKG2cK32uqTnunF+tnHMte5u5nWuqijqZc4JSCo451983velNtUy5RStqmqofbUutPS2pjooApnJbcdzzeNym8gKpurbkhWpfzlOOncqzk7atoouqPGJbQp+22pqzrWsw6885yNxB3IfrGdeXlM+18sLN3Jc2rmR1KbmipI5yRnWdZL1T7kXbUnm8eAyut2xPHodyLM4HSrlo+5RntSSbw+ZGxOCc5j4XXnhhLWfOK/Yv65F9rdb5UenLThntUskucx4rqbBaK9SnJ9k3ag3keBPeO9E+cuxom7Qx2iM/ceEYpTSQdWKUbB7jjjvuqGXOgYsuumiT9vA6xTpxu7ofZp/kfcnf/M3f1G28Di1fvrzZLto1xzS3sx6M3Ml7/lEZ1YP1vyLiv0VEtm6PiPhp13VZ06ciYt/WD42ZR2ynZlKwrZpJwbZqJgHbqRkrhj5glVJ+KSJ+1HXd7cP2Fb+/rJRyWynltlFy2xizJfRpp3zjZ0zf9GmrfXoqjJlJn7ZKz5ExfdKnnTIwhDFzYRSJ4BkR8cullAsjYseI2DUi/ndEvLyUsv3U24H9IuLp1o+7rrsiIq6IiNhxxx27lD/wJrYVcUVFDlFJ8+jqe+yxx2o5I+Uo1z0lAipSWyspK92mTJxGadgTTzxRy3StZnJDFR2RCTxT/hcxKBHkw2rWW0VKYbvUDRn3yWh5LXlXxKC7Wrm82d8pXeA48++UGcyB3ux0t91261L+pBLhpUSQfaFc+kwAe+aZZ9YyEwZmZCb2yyi2SVrRMUeRNSlpUfbBtddeW7dddtlltfy6172ulumaZxRBSg7zwkVpgZICtuRQM9uQ7VXSQvYfE4oOiwanZHKMnjVHerPVl73sZV3KLNT8akmI2DcsUzZEG2Y51yeegzJSSmX/6q/+qpbf/va313JGPo2YjmKpEmsyyqWKWtaKqjcsQuDmaO2j5EAq0iCvG7kP7VrNaTU32faW1E6tVXOkN1s9+uija0epeZ/9xPsDJSNiP9FuKWNO2+b8p70rCSbrx9+m7J/SoVWrVtUy5Z0qIlweQ7WRsE6cYy15mfrEgXbIedyyp4hpeZbqD8rm2S7O6TPOOKOWc71Q8ticB3OMJtyrnWbfDEscrqIIKrmjkrDnGNG+VZQ+9hPtjetxJnfmPSb3ZWRjfl7z5je/uZZzHnE9Z/24nfe6F1988Wbryr7h8dTaru538hOGz3/+83Ub5zavd+w/PkNQQtl69uAYMFL5qAz1YHVd93td1+3Xdd1BEfHWiLi267q3RcR1EfErU7u9MyK+POuzG9MTtlMzKdhWzaRgWzWTgO3UjCNzSZbx32Pjh4RrYqPW9SP9VMmYXrGdmknBtmomBduqmQRsp2bBmJWOoOu66yPi+qnyoxFxymx+v2TJkiqhY+SSVgI6JtJTkZkosaCrrxVRkNFWWu7pCJ2MmC7N/C3/Tm05tx966KG1nJF02Aa661USTp6b0iu6PPP8/J1KNEi5jUrylvtQi9ySZs08J/uS0oHch5FhWL+TTjqplj/5yU/GXJmrne6www41Ag3rzPbtvffeETEo83vwwQdrmS5z9tdHP/rRWv6DP/iDWuYYtRglEXUroSHPzbGn7XEMKYdJ22N0IpYJXfqUKnD/7D/Wg3I8ouSCwySCSk7IaI9sI+WKe+yxR0QMRh+ixOLee++tZUqE5sJcbbXruqakh+RaoaKdkVZC9IhB6VtKPSg5oXyCdkg5xl/+5V/W8tve9rZaftWrXhURg3ahIkopSXLWb1ii3wgd7Yuk7ai/q2hfPCfLw74/VvJqQttmHw+rU1/M1VYjpuvIvmlFiWT9KfVR6x33aUVhVFJuJUXiWk9p8MMPPxwRgzI5JVHmNbAlAVVrcCuyWcTgfVIrIby6h2h94hCho4Rm2znvmJT46KOPbm5XsuOsl0qE3ooiOhfmaqellNofSrbckvwquSm3s5+53uU+anyUPfL69cAD09Hp87rK4/F3PDYjvXLM8z6a+/J6SJnhueeeu8m5Z5LjTNtkWSVV5zn5+cynPvWpiBiMCkwZLeut7p15fUqbpW3ONSH2eKZ7N8YYY4wxxpgJxA9YxhhjjDHGGNMTvYUaGoWlS5fGscceGxGDbjjKS9ItSTc/I3nQZackaYzIkxF7GOGGLkLlJme5FZFPSZEYwZC/o2szf6tkK3RFZlLCiEGJAI+Xx2E0vlGi2DBKIN3H6U7l+SgXVNFeuJ3u3nQD00171lln1XLaxDjRSnhJmzz44IMjYtDFfcQRR9SykmjSNlNuEhFxwAEHRISWxqmySryacjC6wDnP2BbaQcrkIqbnACWwt912Wy235H8z60S5XdYlo1RG6KhKKsIV51pLpsHxUNHnOAaUM2QiwVe+8pXN39HW+5II9kH2IWVSlP9mmfVXCUfZNyoRbp6PaxAlmLQFtdZ+6Utf2uQ8K1eurNson2K7VPLTlvRMSQRHkRHmdpWUknAfJWFv1U/N6VEkglkXdR3qS27VJ0zgSjhnc9zZdxx/zmlGC1RyvLx3aK0bEYP2yTWR56dt5xw65JBD6rZRkqJynck1Vkn6CLdTdtdKMK/kjipio4q4mtcD9g3vn4477rhaVglcW5I2zmn+riV3XUhKKbWfhkVm5dgTtk9F6WX/p91w/VXRnzkHeN/GT1JyDDl3+DkDpXQ8BuXzKc1ju5lcnvdtlIoqyX7ap4pwOcoc5T3M17/+9U3ayN/x3pnXdPYxxy+383jsm2GfcbSwB8sYY4wxxhhjesIPWMYYY4wxxhjTE/MqEdxxxx2rjOrmm2+u21sJ1VQSy1aUs4hBdypdkClLo6SHLm66CPk71omu3NxHJSKmVIFyQSYaznrTNc560AWsElBy/5Qc8HfK1axkiZSJZWJc/p3SMR6Psj+VoDWlAZQwUiLIhHXjQNd1tY2UjVAmkfZJO6Ud0H5++7d/u5aZdLglJ+K4KcmHkha1orDxGGvWrKllRrXkPoyOlVGCOJaMHNSSjUVMR4WLGBzbVrSrVjSpmfuoiGituaii/lDOxrlDCWVKAzgGrF9GjhwnSim1vioKU/Y7282+biVbjBjs19a6QRunjJTjxfnDY7OuKT9mtCjWSUXHayUPVhJBFdFPJSAelvRUycKUFDH7chTZr2JY9EMlsR0nWtHSKMO57777ImLw2km74ThSyqMiAOf9AvuXx+M1S0V4oywppVBKAkbU5wcpV1J1VtLBYZFkR7FJJQ1uyQ8pweRaynnPfuKc5n1aRozmOPPzg7xn2pIobVuDruvq/FL9mIwi7VRrCde7vI9qRcCceW7aAe/bWtdS9inrxOu4WlfynoQSWdrEihUrmnUlbE/WT/UNy7RTzvOvfe1rtXz//fdHxOD1WvUHbU9FDs+IjLz20I5VUunNYQ+WMcYYY4wxxvTEvHqwFi1aVJ82V61aVbd/4xvfqGU+1Sd8M8InaH40OSzvAN+IZS6uiME8AuqDRr4xyKdp9SEf38zQY8MP+7PefHvO4/Gpmm+Z+OaIT+2J+oCST+xsF/fhG42sH//O+tOjmMEZIgbHjufJNlx88cV1WwYUGFdyTA877LC6jf2Rb0rYF8ztxg9A+TaGb/pPPvnkWk5bULnCaGMqTwPfFuUbG5WriOPJQBT8iDXnFOcIc33xGHzrwza22kP7ZluI+lictN4e8nd8m8U31axrK8AObbNlx+NEKaXZD62cLVxH6WlnjkDlteIb+LQtjrPKVai8lVw30oY5FrQ59SG5qmuirglqn2FBJNRH54RrNK9PaUecj+xT5X1g/VpeDnoelGduXHjhhReqF51vlHltTg8Wr53qTbkqtwIscM5zLeA8UNdJHjuDG6kckrQLjim3Z13U7zim6m1/y/Oq/k67UHOipZBgkAClEKI9czuDYqV3hsegZ2DcPFgbNmyodeYcbaGuU8MCM0UM5q1qrU9cl59++ulaVmPL+8m0G7Uuq+A+HIMcI44bg7twvJWdcg5wrrXOp7x3VEl9+tOf3uT8qj8I85IyGAjrl+1lPajcord2VOzBMsYYY4wxxpie8AOWMcYYY4wxxvTEvEsE0/1GiSDdlfkRm5J/UIJHVL6aPDZdkSlDiIg46aSTapmuQeX6TtcvXcAqd4yS3qRsge5J5YJv5TaKGHShpiyFfcP2qmAglGkwAEJKW9gWSiJUcAPuQ4nPO97xjogYDH6g5J3jwOLFi2v9Obb82DNlHJRzUCJJ+2buKObKagUd4DbaYEvyFaFzmWRdKPnjx6KU9zHgBXNlpB3yfAwW89WvfrWWL7300lpmnzFXVtob+4mSKiW3UB/4ZttVXiP2H+2Nds3+e/bZZyMi4uijj44WnDvjQimlyliUhDH/zv6gtFUFlFBBE3LMuC+PwfHgWA/bro5Bu27llmIblUxHrTHDglkM+8g9YtC2aM8sZ704B9U1Ts0Drg1pwyo30jhKBF988cWa+499ltLciOlxojRHyedVmVKpXA9aMn+eL0IHv+F6kdcF7qvGjuPPuZe/VRJCFThBSaFasih1veCxlW3leShLY4Af1WfsV/ZZlnk+zv+0BSW7XUiGSYuVNI7zktt5n8VrcH76Qjkc+5z9RamaysGXfc3x4bipayBtNu93KKmjfJ7Xea49SuKadtW6hkcMzjnOl4985CO1fNddd9VyrhG8Jqh+5+cClK/yPrX1iYAKgjMq9mAZY4wxxhhjTE/4AcsYY4wxxhhjemJeJYLr16+vkTroumR+ofPPPz8iIh566KG6jdFs6GamJEa529MFSRdmSoEiBiMYMWIcXbI8Z7oJW7JB/j1iUOZAV2O6KxmFS+WqUDKxlhtWyaooBaQLOOUaEYMyjTw2JYesE8/NNjDy0yWXXFLL2Q/sa7qoWadxYMmSJTXficrvk/WnLbH97H+2T0WWTFumXSmXOW2MUhtKNDJiD13jzAXFiG2sK6O75ThzrCj5Y0RBRvc86qijapn9R7liMtvcVy2pl7J7FYGTfUyZQ/YJ5wvrtyUSga3N9ttvX6XIKq9e9gNtj/JltovrAG0no6dFTPcf123aJ8ec6x73WblyZS2nvSiJo8pnxfbmPFARu5RkSsmusv9UNDlCe1H5ttLOWGfObyVtZP1a+Qw5N9VcGhfWr19f+0rlC8t1i/ap5KIq71srErG6XqvIkLR91iX7WEX05XlY11YeLh6D5+aaruxZtSdREkIlY2M/ZL2UvEzlAFV5vfKcrAf3zXVhnGw266dkxml7bD/7kGNIW2KkYfZ/SgO5lvB8vBfj71QEwJZEmDbDiH6UJTKadLaHkQM551ReRRVBMeukohkS3lddeeWVzfPnb1ty1JnwnMxJy/HL6w8lhJmzLmJwTEdlfCzaGGOMMcYYYyYcP2AZY4wxxhhjTE+UYVGUej1ZKT+OiJ9FxD8O23fC2TPcxi3lwK7r9hq+29Zjyk6fCI/jtsLWaOOC22nEz5Wtbuvti9iG19QIX/+3Mbymbhu4jVvGSLY6rw9YERGllNu6rjtp+J6Ti9u4beA2bhu4jZPPtt6+CLdxW8Ft3DZwG7cNFrKNlggaY4wxxhhjTE/4AcsYY4wxxhhjemIhHrCuWIBzzjdu47aB27ht4DZOPtt6+yLcxm0Ft3HbwG3cNliwNs77N1jGGGOMMcYYs61iiaAxxhhjjDHG9IQfsIwxxhhjjDGmJ+b1AauU8tpSykOllDWllMvn89xbi1LK/qWU60op95dSvl9Kee/U9t1LKd8spaye+v9uC13XuVBK2a6Ucmcp5StT/15eSrllaiw/V0pZstB17Avb6WRjW51sbKu21Unh58VWbaeTzc+LnUaMl63O2wNWKWW7iPiLiHhdRBwVEZeUUo6ar/NvRdZFxH/tuu6oiDgtIn57ql2XR8Q1XdcdGhHXTP17knlvRDyAf/9ZRHyw67oVEfGTiLh0QWrVM7bTibfTCNvqpGNbta1OCj8vtmo7nWx+Xuw0YoxsdT49WKdExJqu6x7tum5tRHw2Ii6ax/NvFbque6brujumyv8WGwd239jYto9P7fbxiHjjwtRw7pRS9ouI10fEh6f+XSLi/Ij4wtQuE92+GdhOJxjbqm11UrCt2lYnAdup7XRSGDdbnc8HrH0j4kn8+6mpbdsMpZSDIuL4iLglIvbuuu6ZqT89GxF7L1C1+uB/RcR/i4gNU//eIyJ+2nXduql/b0tjaTudbGyr2xC21W1mPG2rk4vtdBtiG7bTiDGzVQe56IlSys4R8XcR8Z+7rvtX/q3bGAt/IuPhl1J+KSJ+1HXd7QtdFzN3tlU7jbCtbmvYVs2ksK3aqu1022JbtdOI8bTV7efxXE9HxP74935T2yaeUsri2Gi0n+q67sqpzc+VUpZ1XfdMKWVZRPxo4Wo4J86IiF8upVwYETtGxK4R8b8j4uWllO2n3gxsM2MZttNJtdMI2+o20zbbqm11UtjGbdV2uo20bRu304gxtNX59GDdGhGHTkX0WBIRb42Iq+bx/FuFKY3nRyLiga7r/if+dFVEvHOq/M6I+PJ8160Puq77va7r9uu67qDYOGbXdl33toi4LiJ+ZWq3iW1fA9vphGJbta1OCrZV2+okYDu1nU4KY2mrXdfN238RcWFEPBwRj0TEH8znubdim86MjW7VeyLirqn/LoyN2s9rImJ1RHwrInZf6Lr20NZzI+IrU+WDI+L/RcSaiPjbiNhhoevXYzttpxP+n211cv+zrdpWJ+W/nydbtZ1O7n8/T3Y61d6xsNUyVQFjjDHGGGOMMXPEQS6MMcYYY4wxpif8gGWMMcYYY4wxPeEHLGOMMcYYY4zpCT9gGWOMMcYYY0xP+AHLGGOMMcYYY3rCD1jGGGOMMcYY0xN+wDLGGGOMMcaYnvADljHGGGOMMcb0hB+wjDHGGGOMMaYn/IBljDHGGGOMMT3hByxjjDHGGGOM6Qk/YBljjDHGGGNMT/gByxhjjDHGGGN6wg9YxhhjjDHGGNMTfsAyxhhjjDHGmJ7wA5YxxhhjjDHG9IQfsIwxxhhjjDGmJ/yAZYwxxhhjjDE94QcsY4wxxhhjjOkJP2AZY4wxxhhjTE/4AcsYY4wxxhhjesIPWMYYY4wxxhjTE3663/jxAAAgAElEQVTAMsYYY4wxxpie8AOWMcYYY4wxxvSEH7CMMcYYY4wxpif8gGWMMcYYY4wxPeEHLGOMMcYYY4zpCT9gGWOMMcYYY0xP+AHLGGOMMcYYY3rCD1jGGGOMMcYY0xN+wDLGGGOMMcaYnvADljHGGGOMMcb0hB+wjDHGGGOMMaYn/IBljDHGGGOMMT3hByxjjDHGGGOM6Qk/YBljjDHGGGNMT/gByxhjjDHGGGN6wg9YxhhjjDHGGNMTfsAyxhhjjDHGmJ7wA5YxxhhjjDHG9IQfsIwxxhhjjDGmJ/yAZYwxxhhjjDE94QcsY4wxxhhjjOkJP2AZY4wxxhhjTE/4AcsYY4wxxhhjesIPWMYYY4wxxhjTE37AMsYYY4wxxpie8AOWMcYYY4wxxvTEnB6wSimvLaU8VEpZU0q5vK9KGdM3tlUzCdhOzaRgWzWTgm3VLASl67ot+2Ep20XEwxFxQUQ8FRG3RsQlXdfd31/1jJk7tlUzCdhOzaRgWzWTgm3VLBTbz+G3p0TEmq7rHo2IKKV8NiIuighptHvuuWd3wAEHbLJ9/fr1tbxo0Uan2r//+7/XbT/4wQ+ax+Pvhh0v/x8RsW7duk3+HhGxZMmS5jFeeumlWt5rr70iImKfffap21588cXm75577rlaZnuWLl26SZ1VnXjsDRs21HIpZZNjqIdl7rvddts1z7n99tOmkOdhPdguHkPVieX87UEHHVS3vfzlL28e4+677/7Hruv2ajZky5mVrS5durTbddddIyJi7dq1dTv7qwX7n+0f5SVG7q/6kGPB8ij7bO58o8D6z/aFTOu36ngs0yZYHlaXUdpF+91xxx1rOef/KP342GOPLbidRkTstttuXa5FXKdadkv7Vf2r5jz7KftvlOOxPAxlWzwG69Rak3baaaeRz7e587fqPVu73dLjzcbeR5mPa9euHQtb3WWXXbo99thjk+28NqYN0w7/9V//tZbZN7xmLV68uJZp+2kXvLaraxav6bR3tSaP+nfFbPbti1HW2JxX7Mfnn3++ln/2s5/VMtecuc71l156KdatW7c1OmVWtrr99tt3rWtBay7usMMOdZtqP8dZ3eel/Y6yphK1PrTue3kMzhe2oXUMbqMdsEyG3fsou+d1mfOV24eth+qZgMd74YUXmuVhc5v1ePHFF0daU+fygLVvRDyJfz8VEadu7gcHHHBA3HDDDREx2DlcQPMCedNNN9Vt7373u5vH+7d/+7dapmH+y7/8Sy3vvPPOETFoRP/4j/+4yd8jIvbdd9/msZ9++ulaftOb3hQREe9///vrtscff7yWf/rTn9byn//5n9fyzTffXMuvetWrNmnLj3/842adVq9eXcs0Bk6QNAK12NG4+GDDfuD2fKjjgyD79Bd+4RdqmZOMdeLEzgvoBz7wgbrtoosuquX/+I//qOVXvOIVT0T/zMpWd91113jLW94SEYNjzzHKPlc3f5yMHBfCyZt9RzvluHE7x4U3Aq2yWszUWLUWKLZx2EPmzGNw/+wHbqNNc7tayHnRb9VVLca8GcuH54iIww8/vJb333//iBicf+xT9sPb3/72BbfTiI03hZ/5zGciIuLZZ5+t22m3+aKH9qv6l23/yU9+UstHHnlkLedawfNxXLie8wURad0wqIsj1wcem/XbfffdIyLixBNPrNvUzZG6IW7dUKr5zXbxd9zeKqsHRO7L8eD21s2xuiHjPHj00UfHwlb32GOP+MM//MOIGKwrr/VpU7TDb3zjG7VMW9hzzz1rOV98RkT88Ic/rOU8zvLly+s2PiBwXfjjP/7jWj7ssMNqmX2Z6yZ/x/KwF1vch8dVNjnKQ1jrRlM9RPJaRDvjQ26Wn3xyenjvuuuuWr7ttttqmevMMFtVL3dzHjz22GObtKMnZmWrS5YsiRUrVkTE4AsbzvNsH18a0zbZ57QPrlkve9nLajlt+Z//+Z/rNjU+RDkCst48B+1+7733ruVDDz20ljkuec/Bc9x77721fN9999Wyut9srem896Cd8B6ULzu4fdgLb96nkry2R0Q8+OCDtfzQQw/Vcqu9vO9iPR5++OGR1tStHuSilHJZKeW2UsptvKE3Zpygnao3M8aMA7RVXrCNGTdoq3xpacw4QTsd5SWiMaMwFw/W0xGxP/6939S2AbquuyIiroiIOOGEE5p6htbT7xe+8IW6jTe86o0jn9759uvYY4+NiEGPFP9O7xOf9vm2hU+0X/ziFyMi4u1vf3vdxrfgvOH5/d///Vr+oz/6o1rON0P51jUi4uCDD67l73//+7XMt+182m+5NvnmQHkJ+CaEx6bnLY+j3Nl8UGafcQz4liLP/8EPfrBuO+OMM2qZHrGtxFBbpZ3uvvvu3Y9+9KOIGHxjrvoDx6hl9TZeuZyzv5TXitvZt+rtaZ6Hf1dv1Ya9JVVvWlUbFS2JoLKf1u9mnj/nv3pbq+Yw5wPXhXwDqY7Bum4lZr2mrly5ssu3lbvttlvdh+3K9rAtzzzzTC1zTVCSCXry0i65jf1L+1SeXCWbadWDb4a5vvLt8imnnBIRg2sqz6dsa5ish/VUfcN5x/Zy/mYbeYxRXuSofsr+Vn/f0m+rZ8GsbfWwww7rUiVy44031n0opc91l9cj5UWg/VF9wrfz2Q+0T3oJfvM3f7OW6bXieXj+HN9RvE+kZS+jeLu2dBxZP7WdSgjO2bwv2GWXXeo2lvmZBz0a9AzQW559SQ+XWgu2ErO6/i9durRLe1HeluxHta6oz0aUHC/XOKWY4PWa5+TayPFMKS7rQS8uvVZqfiVUKnBc2RZFy35ZZx6D52a/s9yyGyX5U9d8eqLYZy21Bc/HNWlU5uLBujUiDi2lLC+lLImIt0bEVXM4njFbC9uqmQRsp2ZSsK2aScG2ahaELfZgdV23rpTyOxHx9YjYLiL+b9d13x/yM2PmHduqmQRsp2ZSsK2aScG2ahaKuUgEo+u6qyPi6tn8Jl2r/OCO7ud77rknIiK+8pWv1G1KgkHXIWUuZ599di2nfO/b3/523UYZCT+IpYuQHy/y2FmXP/3TP63bPvShD9Uy5W788JZBMX73d383Igbd60cccUQt05V7xx131DLdxySlJqPI0ugqVdGqWtIrFW1RRS7jmCbsm2XLltXyfHybNxtbXbduXXWFq4/0h9GKZDmzTPvNPqXLXEkBOQeUzCTHjmPPcZuNRHAUKeCwaEYsq8hG3M5+4PaWJJJ2N0oENu5DCWiW1fGU7KZPZrumbtiwoSkvecUrXlHL+QE1xzmlWDO38yNhjju3twIsKDtTEqdWX/J4HANKSvi7U0+d/k49P4pWshrKYFgnzu+WnXFftov145qqZOu5Xcn4hkUcnNmeYRKleZAIztpWn3rqqbj88svzt3U7pa3ZLraVQaF4zaQt3HnnnbV8zDHH1HKO++2331638Vp78skn17KSH/I8LYkgmY1ccLaRZrcUJbFW8vJWFGG2l5EgeZ3n8SgXzEAYrAfnQZa3ch+MbKuLFi2qcnCuga1PWUaRHtOueN9LmV62Xd1D8V6AazHlbpRuZp/ycxiW+TuWW4FGeK1g/XiNVvcTbG9eX7kv7YByPRUpmeOR972Uw6v7UcqxeS2g7D/XcdWWLbkX3OpBLowxxhhjjDHm5wU/YBljjDHGGGNMT8xJIjgXVGSVK664IiIi/umf/qluo6SP0L3IyEHnnXdeLWfUKf6dkVD222+/Wma0lF/+5V+uZcqIMunxI488UrdRIvh7v/d7tUyX4vHHH1/L73nPewb+HxFx//3TOe+Yc4ZSOsoZ6bJPVzKlKkRFF1QRaLLeKu+WkoARtj1drpRpXHvttbVMSec40HVdM5oO+yDtd5TkqCoCYKusolNtrq5JS/Ix2wTFLdnKKFKWUULbttqjkim2coSNgpJ88djch/KHlA5QMsGx21K56NbkxRdfjDVr1kTE4BpHGUTKI5TklPIJ5rXhGsw1M9cbRiGl1ELZHMuUcqTtqHxSXIcoF2Nuk0TJVlRESfZJS0ao8lopma4q5/FUgk/2hzpGa34omdd8SARny7p162oEP84rRoY88MADI2JwzF/5ylfW8tFHH13L6nrI4+V1mv1LaSllWGotnU1eKtXvw6LO9gHrptbSUc6f84PHoK1yHjAXGWXJDzzwQC3nWCr5Viu67LjA6xpttpUHU0kquQ/tjdLY2URSpUSTn5O0og5zTWt9khCh77VT5slrJMeY98W8j6bMsBVZmv3E6wY/IWlFoY4Y7Kec55yrKhebiijb+qRgtvNoc9iDZYwxxhhjjDE9Ma8eLH6Qzbeft9xySy1/+ctfjoh27omZ2/kBHd9m0uuTT5180ucTNN8i0IvEDM+vf/3ra/mzn/1sRAx+BMsn9k984hO1/I53vKOW+cbm4osvjoiI1atX123MIs/tfEPEerfeeKgPvEd5q9Z6g6reAKgs9nwzzDcJ+WaFeQR+67d+q5YZgGQc6Lqu+TaDZF+rvmW/8G2RCjTBMuvRKpNhb1fVMWZzvFb+j5nb1ZueYflf2G4eQ3nEWkFCWh9MRwzarAo6wnPmPtxXfaA8LpRSmvlI6JHOj4DpqeKH0nxDyHWZnoD03EdM9xnfMnI9VB9W8+1oK/8JgwmxTI/+IYcc0jx26+0oUZ4etreVs4v14FtkdTweo+UFaeWymllWb29bOV6UJ222Oermg5133rnmP2zZU8R0n/EayDbyQ35eo2l/Tz31VC2nx4A2xPKWet5HWT/V/lsr79MoyhL1dp601mmlKKDXnAFD6N3IezbeJ9Er0srpttBk33AdbQU24d9Zf5Xj7qijjqrl1vWYaxrXD3q+aL/cn/fGeZ/Bey7lxed5uH+u/1R0MH8iVVkMVKaCEg1rlwp+we3MYZdjpLyFKqcor2utOcNxVLldR8UeLGOMMcYYY4zpCT9gGWOMMcYYY0xPzHuQi3TJ0WX3qU99qpbTBcgP3uj6pGSOblju39rOj6PpRqRUhjLDm2++uZb521e/+tUREXHTTTe1mjfwcef1119fy6tWrdqkfpdeemndxg92P/rRj9YyXemUQbTyLyhXqZJB0PWq8jkkdJsqSRZdqK2gAhzzJ598spb/5E/+ZLPnXkhU7o6WrEHluFI5nVoSjNnK+IbllFIyPhVMo1VWtjHsdzPLLUZpLxkmEVSBWdQ5+duUOShZAOUg48LixYtrEADKcpkvKIP3UFLFgD4nnHBCLSspJdfJhOss+50yE35AzXPyQ+1c37m+ZbCDmWX+juORchCVB41rHX83bM2abR45JfsdFjSjFUBn5jF4HUy7VTm4xpHnn38+7r777ojQcsZWjijaGXPe8Bi0M8qOsp8oT6Vd8Nyj5CJr5RecrbRtPqRwo6ylqo2tvyvpFW1OfXqR6yltmXNdyekWikWLFtW5RrtpyR7ZDq6RKgAbg0HweLmuUQLHPmTOLMqauZaxf1MGx7mgJOKU9z333HObHINjf9FFF9UyZb4MjqTuK3ONY50Z5EIFKOIaR5l+2hu38b5G3XfxeMM+YZjLPI+wB8sYY4wxxhhjesMPWMYYY4wxxhjTE/MqEVy0aFF1DzJi39e//vVaTrceXYt0cxLKAukObEW8YSSUCy64oJZvvfXWWuY56WJnlLs3vvGNERFxzDHH1G2UetDt+w//8A+1zMgqZ5111ibnY/4supcpn1RyvHT9qjwoKoIRz0/XaktSOIoEbJiUTElivvCFLzR/t5AMy4nQijijIi21IgTyGKMwiquaY5jnHyWfi5LMtWSLfdRVnW+YZGUm2V4V0U3lhVP9lxHjlFxrHCVYzz//fJUDpvwqImpurIhpOchee+1VtzHi1z777FPLlCpT2tLKc0XJCcuMvEf5BtdA1u+II46ICJ2fiJISymO4/qdUZxR7or0My+9HCRDXdrW+Kult2pHKwaLqzWO0ooApWdts59J8UEqp/akkmymJpyz/8ccfr2Xap5Jvsp/S5jmPOQZKYjlMOqjGZZScgfOBksoOy3lIlBSdfc35SBtm7rLcTika+30218H5gJFZWxFaI6bXBa57lKnyc5PDDz984NgJc0ql7bHfDjvssFqmNFrdc7Ef0+7Z55TXcruSC+Z1gRG4GYGPkT55bNaJ990Z8ZB/V1EaaY/8TIbrdV5nVBRXtXazrq253ZIs8++zYbws2xhjjDHGGGMmGD9gGWOMMcYYY0xPzHsUwXTnUXZHt3+6DOnqoxua7kwmWaM7sCU/YPQWuhkZlfCGG26o5QcffLCW6TJMtyjdt4zORWkLk7J99atfreV0UZ533nl1G13R733ve2uZsp6PfexjtcxIXemyb8m7InSkORVNKftvFMmJkh+05HRKpkH37bjQimZF0j5HifSnEkC3IgqqcRslgs2wpHlERTNsjfMo0lMVwbIlk1LHVpIVJdfJc6rkrurYw+YJpWeUbDCK27jw4osvVgkV67dy5cpaTqkHJSlsN9cSSjaY1JX75HiwHzkulAWyTKkHx+b888+PiMG1mL+jpIOSk1aUQCWJVesU113ukxImypp5jRkloSz7J9do9q9aUzmOlFVSetnal/NgHJNid11X+3Xfffet2ymzyusdkwUTrgVsL+8FuD1th9dRSgE5vhyvVoLUbEOEjsiqmI1ccJR9h8mweY+j1jvSWpvVtYj9x/nGMWDUu4w8x9898sgjtcwxGBey7bRNzqmUTLPu7C/eHzISIdcvXmfyHpf3uhxDdT/BNYlkX/McHCtuZ7tWrFhRy7le83MeruGMeEjZKK8zLOeYsx48N+8JKUWk3XBu5Nqt7kN4L856D4taqY63JZJfe7CMMcYYY4wxpif8gGWMMcYYY4wxPTGvEsFSSnV1UlbXkgPR3UxXH6UqrchWEYMuyPwtXbmUXVBiweiClK1dffXVtZzSBSa/PP7442uZydfoQmU5ExD/+Mc/rtsysmBExJFHHlnLv/Ebv1HLdBlfeeWVtZxJ3lQCYDKKlCt/O0p0n2Hysoi2/GBSGCU577C/q35sSZiUlEmhJFFZFyUzUOehq382kcpUUt+WhGIUuaPqv5ZcUCV6pfyL8gPVD1mm7EJFsBsXdtlllzj33HMjYnA9VDKehOubSpbJMeWxW5Je9iMTZFKawe1nnHFGLec4UQJHuSDXMiXvSCnYsmXL6ja2m3NTXSvYhpY9095ph8rOWlHpaE9K+qqiVbKu+VvOL5VYeVzouq7Wm9d0SpDymsj6sz9oh60obBHtKGBKOqzWTyWlHxZtT60zLam0imCpJEqtKJIR0zIr9gHnDO93WD/OR65tOceUPErJy1v3XRHTcsFzzjmnbuM6wwTk40AppbaL92ica9lHXN8OOeSQWqYElv3MiK1cd9MWlDReRcpTtpe/pR3znlrJBSnNa13/WQ9KHzkvVUTZtAPKdWmnTHLcSvo+89hZP5WgnpEXKTlme1qRr9nGUWTDm8MeLGOMMcYYY4zpCT9gGWOMMcYYY0xPDNURlFL+b0T8UkT8qOu6o6e27R4Rn4uIgyLi8Yh4c9d1P1HHSNavX19dhkw010r8qFyElI7QBUjpBd1+mfyN0cBUgkJu//Vf//Vapkvzk5/8ZEQMuluPPfbYWmbkLdbvpptuquWMUMhEbZRMvuUtb6nlVatW1fKll17aPE9GZ6E8kZG3GBHx0UcfjRZ9JEUcJv3a2okX+7TVYUnl+o4K1dp3FJmKkgWlm1tJC7ivklINSxKspHuktV3JslSUSSWlaiVCVhJGJYclrUSDrEef0a76stXFixdXWRzr2opER6nQjLo0fzcseiP/zvWcEcIon6NEqLXuUkqjJKIqWmGen3IjynHYLpV4nbQkgkqCzTnDdrWiDipJNfuJ4zRMIsbjbQ1b7XtNzev/d77znbqdEddynCjpYWQzyuDY1xzflvxVyTh5DJZJS4LMbayTkuC37EmtM2wLj/3kk0/WMmWVeY9DORaThFNKyTrxfoH3VbmeUPal1oJW9OGIwfamXJDJo/OzhoiIG2+8MSK2TIJF+rLVdevWVakc1zW2KevPNYay54MOOqiWR5HSD4viqNYBJXdPu2lFRp15DK5llAtmXZlo+MQTT6xlyvUo+eR5Wush+4M2y3ta3r9yPnNtzLWPbeE9N4/Bc6qohHm8Ua4PozKKB+tjEfHaGdsuj4hruq47NCKumfq3MQvNx8K2aiaDj4Vt1Yw/Hwvbqfn/2XvXYN3K6s53zAUSSYBGhSD3Dcr9olwEL6gRiXLUUnM7MTGJSeyiqzppTZ9UJemcrj7nw7FbPyTdnaQ9FXJMNBVj0sYYjVoxEfGCIrC5yGZz3dxEAwgmtGljA5s1zwfWeNbvfff473euveZe6323/18VxbPnmu+cz2U8z7yM/xxjMXh/2FbNHDHzAavv+y9ExD9MbX5TRHxgpfyBiHjzyPUyZs3YVs2iYFs1i4Dt1CwKtlUzb+xpqKEj+r7PLLoPRcQRu9s5YRQhusQrlzNdekzOxuS9dAFSxsdIKLmdbkvKBeiiVNLBn/mZn2nldKVffvnlu9Q5IuLSS1dfoLCNF110UStfcMEFERHxV3/1V23bZz7zmVa+/vrrWzkjhEVMJiamOzXlkZSFUFr4Iz/yI638kY98pJWZ7Jlu0+yHKlHm9L6zpHQRddJbJX/bC+yRrSbKBV/9fVbyx+lj7KkMUZ2H8oMq8eqQJLykcpmraGy0FZUMNI8zJIGiSgxM26siAFEqrCRds6SXKhHpEFtfJ2u21aeeeqpFKK2iUkWsjgHXPco7WGY/0V44//N4TBC/bdu28hhvectbWplRp6rjEcqkVKQsrvkpF6T0iFGpeAzWQ82xKpE4+1fJdGkj6hpXoSR97BuOadqoSuStpEgjsUdr6gEHHBDHHntsRExedxmJLaX8xxxzTNtG+Tyv+SpBdrVGsW9UlEa1hlXXABXhbVYkyohVW+VxaVvXXHNNK1977bWtfOedd5bHy/NQgkfZJecJP21gezkeKfdiX1NCyP6ljasEuLk/bZwSxpQG76XIl+u6/nMMWc4+ZeRpSum41qr7yllrgrpGq+sX90lZJuV1vAdWx6DsOvdhW1gn2pJKYs978bQx2h2Pp5Imq4iHOR60QSXRVfcQVaTmjZYI7pb+6dpIS+m67rKu67Z2XbeVocqN2Wh2Z6u00+rG3ZiNZKit8ibTmI1mLdd/r6tmMxm6pqoUN8aslT19ZfBw13VH9n3/YNd1R0bEN9WOfd9fHhGXR0SceeaZfT7RMuhE9WaYbzv4cScXab55PfXUU1uZT+H5xkw9vfNtJt+C8Wmab6ve+ta37nK+3/7t325lep9+7ud+rpX5wWg+kdM79fGPf7yVP/rRj7byhz70oVb+5Cc/2cr0UJ144okRMfkW6hOf+EQr86mf+6i8OdV4sN/VGzv1lmXMgBF7wCBbpZ0edNBB/aw3F9mmtea+UlRBKVTwCaLy7mRd1DgoT1R1niFvazm/+OaT8zgvXOpt0hCPXfWGSv2uyuk1Xa7sl+sHXwrRq7KXWLOtbtmypU/vEfOw8O1ijhnXN46Ryn3FtaJaj+nB4t9f+9rXtjLXV/U2uHpzrd76cs2iPWfbeCzmsOHH0fwQmm9nKxupck9N10l5sNgnaee0X/VmmNs5V2iXee1Ta8SYAVkK9uj6f9BBB7WOevTRR9s+fPNfzUFeixk8gEEaVFCMtBfliZ4V1Cdidh5H5WlQgbzSduhtZf0y6EPEZCAs2kXe10SsqmPYj2qtUuoC7p/eD9af82eW9zliso9zf64FrH/mjNpLXtc1r6k/8AM/0Gf91Ri+4Q1viIjJ+0CuTco7qe6Xsh+HBLDgNV/dl+W6wbVd7avyq2VZBZZRY09brrxLKv8bWYsyinC9rO49ps9ZnV+N0Z7cp+6pB+vjEfG2lfLbIuJje3gcY/Y2tlWzKNhWzSJgOzWLgm3VbBozH7C6rvtQRFwdEad0Xff1ruveHhHvjogf7rruroi4ZOXfxmwqtlWzKNhWzSJgOzWLgm3VzBszJYJ93/+U+NOr13qynTt3tpwNSpKWbj/mRMnfTO/Lj5gpj+EHmemGP/7449s2umzTHR5Ry/imSckQc1+9+92rc/Y973lPK7///e9v5Ve/erW7MmgH3eS/8Au/UJ7793//91uZHwxSUphtoBSQMhj2E6VBbC/7Id3KrAe/9VBa+iqgwXQ5UbKKWXKM3TGmreKYrVy5rYfIAofIKKu/sy+G5HGgfeTY0R1PiRglIZSeqI9zK2gHlNKxXElzZ9lGhP7gnDaZ9qtyCykpgpIL5HH4YTBlPJwv62UsW3388cfj3nvvjYjJdY1BcLLPlHyNufHYv+wnygFzTCnjYg6YzKMTMbl2015Y10MOOSQidACTlBBFTOadYRvSRhgQiesR7ZDjqySMaResp5KWKZleZVush5rf3K6Cs2RZ2f5Y35GMuaY+8cQTTcqn8lJlX6p8jZyD/ESA1zv2cV63+LsqT2bEpPyJtsA+zuOwrzkPlEysmle0X84v9g3va2hbnGMp2b3lllvaNga2YD+xrjwPJcXZlzkvp8tkiIw9+4rXHN6P5X2QykM2lLFs9eCDD46LL744IiZl0uyv0047LSJ0DjyVJ29WzkkVjIXjVkmFp8uZD5DSTraF5+Eax+Ay+RkP66xyaal1srpXqe73p8tKml19XqACdnBfFXCoChim7kH3JE/buoNcGGOMMcYYY4x5Gj9gGWOMMcYYY8xI7JXEA4rHH3+8RcW56aab2vZKLkCXHt31zINF1+BVV13VyoxQmPISuirpDqfLkxI7unsrSRx/R6nfL/7iL7byu971rlam1Oj888+PiFU3c8SktICyBRWRhe72lB8yT5aCbmKeh1GYduzYERGTskG2d/v27a1M6SBdspXrdczoLBuFkrOlu3hInilC9zPHs3JLD8nHMCsiHn9Hu6c0ir3Quw8AACAASURBVPIPygjzeCq3BG2CUcFYrqRKKiqgQkVQyjlNecIQiSPXk0ouyLWCcjKW54Xl5eU2p++77762nW1PyQ/7mlJhSkspVVJ5zrJ89tlnt22U8fF4StpSSUcpceHfCaXZr3jFK1o520b75Bqp2kIJDedBrv+0N84NJelTEqDczn5nG3keJTumbedv1bnXK7faG/R939rJ6x2vn5kTixIyXgN5nVL5cVIeFbG6NrCfmGfqyiuvbGV+lsBjn3XWWa2cds76MWoh66quB1knyvi4xrFvKO9nTqxPfepTrZxzlm086aSTymNzbjLCHG0r5YfnnXde28bIoBwvtX5XEQE511innHd7IsHaGxxyyCHtXkrlRMy+5ppQ5aGKmOwLJY+r7pH4O65NXNeUTD/Pw3s8rr9ch3i9pk3kvR1tnXZCO1VrahVNkfvyfERJBytJNLexP1REwVnRitV9A9s+FHuwjDHGGGOMMWYk/IBljDHGGGOMMSOxoRLBxx57LD72safTENx+++1teyURVJFXVLK0lBZETEoAfuRHfiQidNIxugMpj6E7ledJmZVy055xxhmtTMneX//1X7dyul5ZpxtuuKGVKZ9k8sCTTz65lU8//fRWTtfrHXfc0bbdfPPNrUzpwA/+4A+2MmU9PHZKLCm1oJyBkizKFuh2niVvmxWdb7Op6lxFhaIbf0gURUoOKvncWiVzPIZKApzQ3ujGVxGzEpWsWCU5rqSUEbULXkmgKD/gMSgjS8ke5yrrpxK5Uj5VSdX4d5WseF5YWlpqchTKQUiOE9csjhejrlKCTTkxyQiFXIOUxElJWLmm33///RExmTg2ZdTTdeXaThvOKIaMIsjzse1qHDmXck4oW1YJQasEqxGrUiIV3U/JYFVi4uw/9o2aS/PCM5/5zCaL57zjtTvbRQkzpbm0SW6nLVQyTXVtZ19TQs1x5PU45xoTzL7lLW9pZW6nfIxUbeQaTLnjV77ylVb+6Ec/2spcy9P+WH/2k4pcye1VpEHW6YUvfGErUyLIewEVAbdKojskYe1mkm1h3dgfOb+U3Ezds7Ld3CfPpyLpcbuKNFhF9aMtnXjiia2sIu/xk488P+2kkopPn5t2wHU3z6nk0Kov1b1inl/9jm2hfc+6T1NJmNV83h32YBljjDHGGGPMSPgByxhjjDHGGGNGYkMlgt/5znfiuuuuiwgtUUmZCN10dOnTpUdXKV2NTFKYErZzzjmnbbv++utbmVIKRijK5H0REaecckorpwSAUgAmvySvec1rWrmSHNB9e/fdd7fyi170olZm4rfPfe5zrfy7v/u7rZz9QFcuXfd0NbPtF110UStfcsklrZxRhOgSpSSB0qCMOBihx6mS27F+HGslS9pIuq4ro/qQrLOSNyi3tkrUl650yjyUK5tzh67vSi6g6q+OUclrhsia+DvaTSVb5O9Uou8hSRvz2LQZJe1Vsr8qoiBtk+WxkreOyf7779+inzEaFMf0kUceiQgtJ2OfcgzYl7TLF7/4xREx2XezkkFHTK4h7NeMRsi5QUnSjTfe2MopJ4yYlAPm2shoZ7TDIcmAq2uLSlZdRUmN0HLavM6oRNhKeqvkjFVSTBVxdl7Yb7/92jWP7c1E2RGrdqnkzoymRlkgE+9WUcx4DEqluP4wChvXFB4vZfBbt25t2zivLrvsslZmlOBKokq74X0Iz71t27byPOyHbDs/EeA9CZOO81MA3uPw/iPby6iKTHjM7Wr+VJJXrru895k3+r4v1/pKdlvJdiMm56WSBXJ72ruKWkibUJEguT0jPSs5HsuUqnIeJVyrOa68xqgI19X1k+sv55aSIqroslnmNYZrKq+Hqn7cnmsS68zj7UlkVnuwjDHGGGOMMWYk/IBljDHGGGOMMSOxoRLB5eXl5u6j6+2II45o5UzIS1cg91VJwFSCyYxWqCJs3Xrrra1MFyuhRCVd73S1MxEbpXbnnntuK//0T/90K+dv6QalFJDtZTRARl78V//qX7Xy3/zN30TEZDSmf/kv/2VZP8p+6N7m9nS5MmEz3dWUFjDKIeU7JF2rKsku3dLzIBHs+77Z06yIeEoiqNznHNvK/UxpDO2YkhDuw3lSSQf4dxV9kHWtkrPSZc7xUclWlSwxj02XPm1QJQAmlSxYRQtU/a4kgnls1o+2qdaezWTnzp3l2kbpSCX15NgpaS9tgdK73E45yxA5nkranL9lEuE/+qM/amXKSFjXL33pS638ute9LiIm10jKDKukntPbq3KViHp3x2PbSf6W/c6+YV/Sxtn2Klkt566SKs4LlAiynyg/TZk++5p/p61T3se5zui4eRzK/2ZFhovQcqq0P66JV199dSvz0wHaXxVVj2PEc3BM1T0JEwn/6q/+akRE/OEf/mHbxqjEr3zlK1v5N3/zN1v585//fCv/zu/8Tivn+vhLv/RLbRs/kyCsdyW3iqjnBNfYTISu5s5mkHOtGreIWu7O+quEwioyYB5b9Sc/X2F0vK9+9autzPUwP+NgIm3eB1544YWtzAibvG5kgm2OlZJ88z6D1w2Saz7Xfkatpa2z/7g/I1Xnmsl7o7Sl6d8RdX9SjQHn+Z5Eu7QHyxhjjDHGGGNGwg9YxhhjjDHGGDMSGy4RTBc7IwdSHpEuVLrmlExCRRGkjCldiowoQokQ5YkZHYu/i5iUpeQ56YKni5URexhFiAl+8zwZ3Sti0j2qZCkvfelLy2O//vWvj4jJqFpKzsS+pKuZsr+UTSh3tZLNUWJRRbQakux1Hui6rrWLNla59FW0QCUnoiSFNp6/VfIg9j/d9ErSlbIrSmroMlcJkkmOZ1XPiEn7UW2sorApWRPtnnVl/dgPVVLyWdIU1iNi0mZzHVJRFasIS5tN13WtDewbSj1yLnINop0pieBLXvKSVqb0IlGJdwnHn1IO2uV9990XEZOy6/POO6+VGUmN696HP/zhVs5IdJROsQ/Ydq49ap5mX7KfaJ8qka+S5uU5eQyukUqqqKRquY+SY1YJwzcbSgTZFvZDytLVHHz+85/fypQXqQiVeW2hhJVyK9qWSrhenZ/noIxfSRGr67FK1E6J44//+I+3Mm2LUf3yPoLREdkWSiz/03/6T638hS98oZV57/Arv/IrEbEqEVP1j9CRNdl/WW/Wn+OR9Z6X5NiMIqyu6bPk4urvag2pooKyD3m/zOs81zjOh4wMyHowcuOb3/zmVs6IgxGTcyNtknbMNZx2xfnHOnGdz3tqJpTnZy1V1NWISVvnGGR7eW/P+1gVQXGW7FslP1YRXXfH/K3CxhhjjDHGGLOgbKgHi/kF+GT40EMPrVao8GDxbbZ6Q82nVb5Zz6fvY489tm17+ctf3srMj8WncAa/YJCLfDP0ile8om275ZZbWvnhhx9u5cozF7HqYVOeIAaOYM6pKh9HxGqADL614lsEeoj4YTDPT29ajhGf2DkG9BBWH15HTLY9UW+45pHqDZR6q1mh3iazzPHMsePbFb5pZ8ARFXSC9pvHHuI1VPl4MqBL5TWaPrbycFZBNvi2VJ2bXjracpXjZsibezUGHMesH8/HN2zz9BF2cvDBB7e1iOvQbbfd1srZZ5zj7APO7cMPP7yVzzzzzHL/HCf2O+1W5cTi2sPcK7lmZs7CiMm35xdccEErcx++Qc3gSGo+kKotap/KPnb3O+W1yP5R85HzR9nzLA+W8mbNC0tLS81zwb7kXM/xo01yvVA5mOiFZdvTG8R7Ah5b5ShSqplZ+ZtUDkCS84Pn5vWSayJzaX75y19u5c9+9rOt/JGPfGSX87HPrrrqqlamYucXfuEXWvnSSy9t5fT2sg94zeG84jxQnoEsq4AROY/nyWbTFjgu1b2n8naotqj8n3lspQTheknvDseT5b/4i7+IiEnPVwYCmj4G20UPVZ6T21hWOQI5j3j9T+8uPW38O9cB5QHk/M+5xjbSm8WAR6wrqVQYKlcZ6zeU+b7LNcYYY4wxxpgFwg9YxhhjjDHGGDMSG6p56bquuUApcaN7MT+mpmRCfVym8o/wtyl5YY4Vfgj3t3/7t61M6QDlJ/xw+o1vfOMudebH4ClVidDBAdK1yeAY/BiQ7n1+XE75AT90zA+C2Qf8HV333IduU36cW+XV4UfHLBPlLq+kXOwPtpeSrM2kypVQyXVm5VSImGyrkldUEgGOGz8M5bHpwqZ9VB+o0h4JbYJjmMdQH9Xy3CpwQLU/JcGU7lB+wDnM7ZU0i9to06pdKmdXJQHk75TMYDM54IADYsuWLREx2U+UUuzYsSMiIu6+++62jf1LO2PuPiWJyH6grdKueTy1JjBgSNab6yHlHbRblTMvbUsFOyAqsEWVJ0zJflTOHyULq9bAIRIxJTmsjjfvQS76vm/jQ9uixCdlrrx+sW+UvI9jUAXI4NiqXDnsd35SQLvMc/7rf/2v27a//uu/bmUG4eB6TClUjh3rSckWbYvSsMsuu6yVmW8zJbZsC8efbXnVq15Vbq+CUrH+Sm6rgrBU67SSlOd6rK6lG83S0lIbZ45RdU+jZMNKIsh9aNd5PJVLi/uy73htZgCgd7zjHRExKRVn/1NqTXkt51R+IkBpt7oWs59o69yeATS4trP/GOiN94Q8D+dD5mbj5xNsC8tDguNVY8D+YD8MZeYq3HXdsV3XXdl13a1d123vuu6dK9uf3XXd33Vdd9fK/58161jG7E1sq2YRsJ2aRcG2ahYF26qZN4a85toZEb/a9/3pEfHiiPilrutOj4jfiIgr+r4/KSKuWPm3MZuJbdUsArZTsyjYVs2iYFs1c8VMiWDf9w9GxIMr5X/quu62iDg6It4UET+0stsHIuJzEfHrM47VXIKMUEOXfUrzGGmE7v0hMg26/VImsnXr1raNMr6LL764lRlBi9Kmf/tv/20rn3HGGRGhJSwf/ehHW5k5BSgBSBck3a2ZxyViNS9MxKQLlRGM6K5MN7GKjkXpA13NPDaPl/1K+RaPoVzAiqyXksSMJQ0Y01YTJcHJOiu5Ecsql0Jly5TOUEZLiUa67qe3v+hFL2rllMHSllSkMiUjrMaNf1fHoGueMpOUz1S5NiImJSvc59RTT21lygtTNslzsB4qAhyp8mBxbeJ4cb6uhzHt9PHHH48777wzIialVikbjFgdR44LpSOMPsW+Jpz/2WcqWqCydyXfTDkjpR6UO1E6Qvkyrxs5b5jvinah8qCoKH1V/ZVkR0Uaq2xxSNQx1U+zIl6p/HPrYUxbfeKJJ9q19/jjj2/bKQvPcaf0iWNEWSjHV0m5qn5XkYgpP8rIvBGTa3LaPiVWvFd59atfXZ6nkscpGSfbxbacf/75rfzCF76wlauIvTwG4bWbv6s+w1Cyb6IiA1f3ZkpOl+eZlVtqFmPZatd1bf5U13yWh+TBnKpjK1eSXtUH3M4xVLkyc2x5HeBnILy34Fyr1ie2a0j0YdaJa21euxmhm5Jaru2cf8wF98EPfrCVU07M+Uk5L++N1Hyo1l015ipy7O5Yk1C767otEXFORFwTEUesGHRExEMRcYT4mTEbjm3VLAK2U7Mo2FbNomBbNfPA4AesrusOioiPRMSv9H3/bf6tf/oxr3xk77rusq7rtnZdt7X6uzFjsye2SjvlmyBj9hZjrKn0tBuztxjDVlWgBGPGZL3Xf3rMjVkPg6IIdl33jHjaYD/Y9/1frmx+uOu6I/u+f7DruiMjogz/1vf95RFx+cpx+nS50S3JcsrS6PKvoq1Nl1XC29yHrs2TTz65lX/2Z3+2lV/60pdWTSijDh133HFtG6NzqWh8dOmnC5VuS5Ypj6Erl5HB6HpN16ZK9qqiolAeRYlgygXU73hsjpOKzpJjoGQaYy5oe2qrtNODDz642eksCZFKWjskitesyE2cF3R90yYoa6miyNGNz37muRkxs0ocSakoUb9jP1WR6Chlo+SP84gSIraBMrec52ot4XjQTtn2ShpDiQDHgxK29TLWmnrCCSf02YdcbyrpWEZdipiMSsnoUyqSYyVxVkmxuT6oNYm2k2PKv3PMWSfKGTl2Ob7VtYR1ni7zGCr5ZrWN7armcUQtRWQ/qciW3M79ebwsq/V8zJdEY9nqYYcd1ue4c2x4bc6xUZ8QcA3jWkC5G4+X1zXOY56b6xPtj9dgrh1f+MIXImJS0k+ZE+1zyH1LosaLtsA2Vp8DqE8miEoOXslLadfq84Mq8uY0uY+SDq9XGkjGuP6fdtppffaT6q9KAjhrjCMm213dI6i+GPL5QRWVkPcKtGO1LlOaV0XVVRJTltVam+t4fmYTMSmv5Vxk1G+u6SeeeGIr5z0R1wTKjVWESyVrTbtnf1CSvFckgt3TtXlfRNzW9/1v408fj4i3rZTfFhEfW/PZjRkR26pZBGynZlGwrZpFwbZq5o0hHqyXRcTPRsS2rutuWtn2mxHx7oj4713XvT0i7o+I/33vVNGYwdhWzSJgOzWLgm3VLAq2VTNXDIkieFVEKB/uq8X2kqWlpSZjoOyDruh096loSyoCFN13dNNfeumlETHpKuXfWQ/KZhh9hd855DnpKqXkgPXbvn17K1N+mLIOHoPQLc16U35IV26VEFa5M1U0rUquouQslGBWbuSIOroe3cgqGuR6GNNWE+WyrySEKokopTt0g1eSLkpjeG5GkOTxuP3GG2/cZR8m7FOJKCmfoVQkx0WNsZJHqghgKQfgNkZEpHyCawKjDlWSPtpjlWx5Go5TFdWRfcB6UJK0Hsa0067rmq1xneLakn3C+c418KyzzmplFbWuSn6r7EJFaSPs95wTlLBwXeYayONxruQ5OeaUjnA+qmSZs5Kfsv+4L+cp+6ySrbHOVeJSnnuaSiY0RAazHsa01SeffLIlxWVfMvJjzjGViJjjxesr1wBKeXMMuPap6HmUYd9zzz2tTNs56aSTIiLiJ37iJ9o2Rvc7+uijW3lWMmolmWffqGTZVZRglZRaXXdnyf4515S9K1udJacfImdcK2OvqxFaTlzBv6voo1UkwojVvlGfGah7NcL1M8ec9aAtcT3n/OP9Qp6f9efxVDRDJavMecz5zL/zWsvPYRhR+IQTTmjlXMd5v1El9J5uA5klBa9kl2th/tK9G2OMMcYYY8yC4gcsY4wxxhhjjBmJQVEEx6LruuampHuU0pt0kQ6JFqhcdoysltH7GPWHEqsqKlnEpOyP7sp0hdLFzcglPB4TGjOxZyaEpWuTblq6RJVMp3L90k3Ltih3tUpomf3K6E2ZuHYa9qWKYpWuXEp9yFiJhsdkVuK/CiX5qaJaRkz2UcqZ6Cavkv5GTLqtKQuj3afE5tFHH23baJuM4qYkJFkXSkmISqrKNlRuf0bm4d+rKGnT56mSYyspgIrkqOTHVfLISjY2b2Q7Of4c67QtJkevIk5GaEkJbaCSjihbUGtWFcmJNqnk07QLrllpw8puuKZSBjNL7qzkIkpqpSQ+uZ3XlZTLRUyOHVGSoqyXkiWxH+aFpaWlJlfltYrrQV4T2b9cwyiTZ2JydT+RY8N+53jR5jhejGJ6+umnt/KP/diPRcSkVEndkygJddoRJV1sr7qOqsTZuY9a13g8otbV3J9jpK4/lcR6enva4pDPCeaBrutaX1bJgBUqSuIQeVoVaVHBOql1t6o/Zbdcl7mdbawSylfJjKfrzYjU/IQh1zh+GqGkiqyTilacazfXBJbVfFDjmH2l5jDbNRR7sIwxxhhjjDFmJDbUg7W8vNzeiqin4nyK5NMx3zhyX5Vkk/snfGNLzwxj8quABXz6ze18w6pytvDtPD+yzePxzRLrpLxgKrhBnp9viGa92YiY7OMq/xLrzDe99LyxTnzTcOSRR7bya17zmoiI+IM/+IOyfjw2z7mZDPVcqbcdtBnagXrTk2PEt7lEBaWgrfOtT84Nnpt1VbmgqtxnKi8PPZJD3halvdF21Qeqqt5VsIUhOcfUeFYf5Kq3tXyjOy8sLS21cec4MsBDvr3nW3y+LazsMKLua25XHkeiPOZV3jR6dJgfjTbJtbF6S0zbo30qDyvXr6p+nI+0fXqcuJ3lKviK8k488sgjraze2FaeVfYH5888Jkvff//923WO857rwV133RURk+PFv6vAC7xucJ/sbwZ14RgxKMWFF17YysyVyUA8+VuuBWq82AaS9Va5A7nmKPUDyfWK6xbnhlqP1ZpYJYQe4q1W3pfch2uE8nzNA33fzwx+wH0rVGAIFQAoj6PWURVYRCk2qoBNaq3j9ko1w32VskD1A68tOU843ryH53rNc6ocd7O84co21Zqa/aqCZlXPFbOwB8sYY4wxxhhjRsIPWMYYY4wxxhgzEhsqEaScRUmK0n1HCQbddEoCQvjxaEpl6AY97rjjWpnuR/XBayVBosSGcjhKDvhxLj8kTzcn3af8O6UPPAZlP9dee+0udcqAHtPHU9IcJSOo3Mt0t3JsKDtie97ylre08k/+5E9GRMRNN93Utn3+859vZfUR7mZSBTwYEkBh+vcRWg5Bu05pqZKpKnmFCiJQ5dVSeaGUbCHH8/DDD2/b6KLn/FO2VLW9+pA2QudlUfKD3K7kK+ojXFKNqcp9RAnbvLBz584WZEflzEnJD22FkuQhMp9KTqQ+tlYfQle5ryJWP0y+44472jaue9yXa0yV84RrP1H5Vjg/aPu51jK4D2VmXPcod+Nc4XUm+5VznkEaeG7mY1TS4JQGUhLDtqt+2EyWlpba+KlcczmOlIhS/kdbYHApSvO5juzYsSMiJmWG3Jc5eXj95NhUOZvuu+++cl/eC/CDe9pf3mfwfoPjxXnC7SroTNZJSQ4Vs6RSKqhPda8QoeVtuT+PNyun22ZT9Wl1LzDr2jRdVkF6KpmkOgb7qZL0R6yuD1wzlPxbUUnP1XVefQZRfcqi2qI+C1CfKCRcH9i/Q+4rq/Oo4DR7cp9qD5YxxhhjjDHGjIQfsIwxxhhjjDFmJDZUIhix6lqlq48yh5RhHHPMMW0bXYeMOkL3HV2XzHly//33R8SkdENJilTuoioKH+UpzJlBeQfdsJTV5Tn5d8pMeG5KYhgxijKHPPatt97atm3ZsqWV2XaVV4PkdpVDgW5fbufxnv/857dyypFUbo55y4PR932zJxUlMLdXuSym9yUqkk/2nYpEyO1Kqki7ybpwbil74zE4L9PGlERXbVcSwdw+JLeImqMkx0DJJ1U/zTqeqgclSfNE1pvrA9fM7G8V1VTlblLS0dxO+R/HQEWzmxXB9Nxzz23b7r777vLYXA9p2xmFT81BlR9L2cjf//3fR8Rk/kJKvij/U7IfXhde+tKXRsRku7kv5WKcx7zeUS5WRQlU0sx54cknn4wHH3wwIibXokoaTOkmx5yyZK5h7L88R8SqVJ7rAnNiUirLY6ucknnOL3/5y23btm3bWvmd73xnK3P8uXak/PTMM89s2yhV5Dir60Elz+J6rCRbSp41RJI9CyWnq+T2a8kvtdH0fd/mj2pTomSPQz4RqO49lTROydbUJwJ5z6fWD7UWs055PeExeO/Hz2R4bnWPnm1nH3Buqc8xWL/q+kQ58ZDxINV2leNQSfB3x3xZtjHGGGOMMcYsMH7AMsYYY4wxxpiR2FCJIKVXSppx0kknRcSklIoRm7gvZQGUi1DKkYl6KZPjvnR5Ktcly1VkHcrkeB666ekqTZRUidIHRq7KiEgRk3KgSy65JCImpRGU2NDF+tznPreVKSmhzCVdyRyDqv4Rk31GadB/+A//oZXf+973RkTEV7/61fJ4e+J63duk63hWZCPl1lZjq6QDlSRRzRE1Lvxt2jjHmL+jxJTn4Rhy3lX1oF3xPGxjJS1TkdGU3LKK4hWx2mdKGsXtSjrI7XlOzlvWdR4TDUestoftrWTVd955Z9vGRKqVtDRCR3iqImwNST6qJCppl5RoPe95z2tlymBYP8qu8ti0XxWZjbIP1rWKzsnxZ2RDHpuSM0ZvZfLghMlsaU/sD85Nyl8qWSXHRSUBnReWl5dbv82as4zMx/Fn/3K8aAvsy+wTXlM55irKpZK25vGYdPS6665r5d/5nd9p5X/zb/5NK/N6/ed//ucRMWlDb3/721v5vPPOK3/HewHOg0oCPIRZskAlISRKnl3tP29SQMXy8nLry7VGZpy176zo2bTN6tOU6TL34fU9JeAqUiHtm+tNtQ+lgEqSWEW1jJi8J60STrN+6l5A9VnORa7LY3x6ovp3SOTFaRbD4o0xxhhjjDFmAfADljHGGGOMMcaMxIZKBLuuay43yhnogsyoPnQt0k2u5Ed069EFefvtt0dExCmnnNK20TX/rW99a5dzTx+vimKiIm9VySAjJmWLmYyQLv3KvRsR8cEPfrCVb7zxxlY+7bTTWvmVr3xlRExKJimxoYSFrlfKHNjeKiGckluphMyUI2UCUUaDYp9SvjEPdF3XxlfJRrJv6DZWUWuqiF/Tx04o11IyStoY96lknqwTz0e7V9HJcjvtmOerEnpHTM7tKiqhkiSwzPOwzGOnDalodkQlSySV1G5WFKnNRsmuKT/LyKYcR651So5B22a/53jw78rGlbyaY5a2oyTarBOjrVXSVtok28t9VQQ7tjHXRq6RlIJTrk1J18c//vGyjSkXZD34O9XvLDM6V147KHfn+eYxiuDS0lJrj7qmZ1m1hRJB9oeSZKVNMTEw7YzrIOeMksrmPpR/0i5uuummVv6DP/iDVn7HO97Ryr/3e78XERFf+tKX2jZVP963qKjJub+Slw+RsVf7zIoKGKHtjPXLeqnk0vO2rvZ939YzdX+TDIn6N0Tql/vPOt/uzsN+zPWTY8i1Qq2HVWJg3stxvvAeU0U5rKT5PB/roT4VURFg8xMGFbWQqOiZ1T7K1vfETu3BMsYYY4wxxpiR8AOWMcYYY4wxxozETIlg13XPjIgvRMT3rez/F33f/19d150QEX8WEc+JwaYpDwAAIABJREFUiOsj4mf7vt+tLqHruuYepJvw6KOPbuV0Y6ooYnTjqwhp3J4JIymTYxJclfxOuXVT2kBZAN2WrAddq0xAfPHFF0dExEUXXVSe48Mf/nAr/9Ef/VErUxr22te+dpc2MAoX5YLs31tuuaWVGVGQsq1061I+o6LYKQla1X/K5c16r4cxbTVR8orKnawiBw6JtpM2y79zjtB9zn1oN1UUJ84FSk8ph+Kc4hjluFA2oCL98dgqmWrWLyWyEZN2QlQExSrZs4rMqOQTShKX+8/q0/Uypp1SIshxZLL1hx9+OCIizj777LaNawlthOuaSrhYnU/JLpVMj79NW6RsiJLqE088sTw250Sud5QhU8bFNrJdXPcq+Q4lafzdi1/84lbOZPYRk3JnRrbL7V/5ylfaNkaF43pNu2V7chwjVvtPSb6UZHOtjGmry8vLrV7s60oizraqpM5sL69lvO5W56OcmWOU9woREUcddVQrcw3L+xOOeSWHi4i4+eabW5lRffP+49JLL23bGLGV9WM91LqUVJEFp1EStVkSqiGJ5NV6W8nfhkTcXStj2Wrf960vleSsulZU16aijq1cSeKHXA+rvp2ua0qleS3mubn+q3G59dZbIyLiiiuuaNvOOuus8ng8D+cU7T5tWX0Oo+43le3lGkHpo+q/tbDREsHHI+Livu9fEBEvjIhLu657cUS8JyL+c9/3z4+If4yIt+/mGMZsBLZVswjYTs2iYFs1i4Jt1cwVMx+w+qfJR8RnrPzXR8TFEfEXK9s/EBFv3is1NGYgtlWzCNhOzaJgWzWLgm3VzBuDogh2XbdfPO1afX5E/LeIuDsiHuv7Pn3SX4+Io8XPG0tLS801yWhQdDVm0jC6EQmlTZQWUHJSJQTdtm1bKzMyD2UaPDbPz3LWX8mqGHXqmmuuaWXKDz75yU9GxKTMhGzdurWVzz///FZ+85tX14VXvepVrZzuWUpmKLuj25eSmO3bt7cyXb/pyn3ggQfaNuUepXtWSQ6yf5S8TMmL9oSxbHVW4sVEtYmuaiWNol1VSeyUTFX1VxW5SEUzHCIzTJmBkkHQ3mj3s2Sj7CcVZU4lLiaV5FRJ+lRyYVJFIKT0Ya2JPHfHWHb61FNPNUkRIzxRkpwST0oEVXJprqmqz1K+x0iv/B3XdkoEuSZV8599zeSRlJG84AUvaGXOmUzwzohStA+uU1zzn/3sZ5fHy3nKhLdcLylJ27JlSytnYvuIyXmTEjDOO8rWuf4qyVmVRJPzREUuWy9j2mqOD6WotIXsJ44FpU8cX0beo21xTUmJp5Kz0rY4dhxTHi/7W0njeJ7XvOY1rXzBBRe0co4p5x0lopSlqvsM2kKu09zGPh0ic6qkg0pOOETSV63N6neV3H5PGfv6r6STWVbX6N3Ub2Z5ug7TZXU8kn2tEu9yfjHyKqWquc+b3vSmto12xTWVkvRrr722lbne5RrHeTYkwqIiJYLqEx0VUXiWna1V9rk7BgW56Pv+qb7vXxgRx0TEBRFx6tATdF13Wdd1W7uu2zrmjbQxFXtqq7TTsb5fMEYx1prKBxhj9gZj2arXVbO3GeP6z4duY9bDmvJg9X3/WNd1V0bESyLi0K7r9l95M3BMRHxD/ObyiLg8IuKZz3xmn2+D+JaTb1sTPomqIAg8Bj8M5ZN1PoHyHPnxXsTkmyrm4+IbJd7E5PGqN/0Rk0/sZ555ZivzCT/rypwpfJLnm+af+7mfa2V6s9QbwIRvx/jmnR838k1ZlaOCbwZ4PvZl9dY3ovac8A0A30rujTwYa7VV2unBBx/cVwEUqg9Nh+Sk4Piwv6o3NuoDYvXGlHZTeWA53iq4A4/BcZ6V96N6sztN5ZViPVke8jawshUVBKPKXzd9nln5sfZGkAuy3jX1qKOO6rOODOrANeulL31pREyul4QfJTM/FtvONTW9CHfddVfbRhvnOsUAKSpvUf5WeVh57KuvvrqVjznmmFZOVUJ6siImA0Q89NBDrcxrC9tbBTlikAGu82w768HgQ1zz77nnnoiY9MwxkAePvRaPLddRehF57LFYr60eeuihfdoD1yXaWW7nWsV20UvLfTju9DrmtUzlWqRdMzgGA2swSFTa7Rvf+Mby3DzeW9/61lZmYJ+8n6G9ccx5veY84D5c23IftVbtaXnWtW93bagCJ2zkC/b1XP9POumkvvIAV9d6dc0a4vmYpaoY4jFRY5RrXOWRiphcN9T2pPIwR0zel7O9nDtVcBnaLu8hhnjd2cZc45RnbsgLncpDqe4nVMCT3THTg9V13eFd1x26Uj4wIn44Im6LiCsj4sdXdntbRHxszWc3ZkRsq2YRsJ2aRcG2ahYF26qZN4Y8kh0ZER9Y0bYuRcR/7/v+E13X3RoRf9Z13f8TETdGxPv2Yj2NGYJt1SwCtlOzKNhWzaJgWzVzxcwHrL7vb46Ic4rt98TTGtfhJ9t//+ZOZ9AH5ryo8gEwMANlJlWekYhJmVO62+kuvOOOO1qZH03Tja+kVel6nZXPICLiDW94Qyvz/CkXoWSH8kTmfaHchlIUygjSvUy5FV25dD9TosJ8YJTTZHvZLrpKlXxHSQTy/Orj7bEYy1Z75Baa3p5kH6kPKZVUTQWUSPvg8ZTkkrIrJQXN83MucB4R7kO7T3e7kqwMaRfnThV4g23ksZX0pPpQmvsqiYAKqjJLFshxVGO9VsZcU5966qkmm6IkjWtIyqDZv4S/oxyKtkBZXa5VF154YdvG9YYSYsqnnve857Uy5SV5fq7ntHHK+LgPg05k/U444YTy3JSQM0AF112u3TnWnF+UC3JOULZG+2Pgl1xred1jjhjWg21XuR5z3nAb5Wk8z3oY01a7rmt9rAJX5NhQok/b4vcxbLsKXFGdg7bAazBzWzGABq+NGRSF12IGAeD6RHunZDfrrdYZQvtTcqW1SO+ULLDKS6VkgYRr76zARKwz1/28jqxXgj2WrXZd19ZKdd2o5GSc++paoYJiVcebasNu6zH929xfrfkq9xWv6RXK7rhG8xi0+5RBc27zeGyLCt7DNS4lgvzUperTiGEBQ/I8Slq4J/naBgW5MMYYY4wxxhgzGz9gGWOMMcYYY8xIrD0sxjrYb7/9mrv99ttvb9vpWk23YyWBi5h06VMGQVd6FY2KcgLG4WfOKUYUZH6Uyp1K1yfdsJSL0H3+spe9rJVf8YpXRETEGWec0bbRxUq5I+vEKGE33njjLu2hrIE5rNi/zKVF9yzduikNYrvZv3Tvsx+U3Cu3K9f2nrhe9yZd1w2WMO6p6356/3RtK9kdx4pzg7bOMUoJFs9H+RfHiv3P8+SxVWTBSlYyvQ9/m3NQSUVYV9qPiraUfaYkf0Psqjq2krruSRShvc3jjz/epE1cb0477bRWzn5XESxpT4y2R7kdSQmbOh7Xr5tuuqmVuVYwwurxxx8fEZPrMmVeXPOVjWQfUH7CfFeUeVHqx2NQEpnHUTnCKCenXTB6H+UseR4VpZFtVxKWSlKm1mXmerzlllvK4200S0tLzRbZf4wklm1n31HSNyRiKOWnaaO0C44z5aJcSxlpmOtmypFoC7Qtyj55b0HZZ9qLymvFNZPyJ0pOuW5lvVUUtlkyt2kq+1NSQHWM6vqu5FvzSPaB+kwi26Qi1ar7G3Utq6IIK7mgYpbcneu1yo9JO8z1WtkP563Kj1nZipLGqjqxL5l7MaXDnBccr+qTien2kKyXkiruSZoJe7CMMcYYY4wxZiT8gGWMMcYYY4wxI7Ghmpfl5eXm+qcrki7FjPZDN14ltYiYjIpGGUHlhqUbnzBh5LZt21qZLn1Go0qZHiMbsU6UwbANlBmkRIAyRPYH5THvfe97W/nTn/50K1MGkZICSguYbPHVr351K1900UWtzOhhPH9CdyzHgG5xSmLYXtYlpStDIrnMA33fl8kWq6g0KtJSlUR4ep9K5kG3NlFRK9nnHJfcR8loaKc8ZyXXVXI9leCPx6Od5nylvEa59FUEQLYht/PvLKu6KplGblfyznlk586dLTKoSpqe48cxYh9wfBmlb5Y8icfj+sqkuSeddFIrX3/99a1M6eDFF18cEREXXLAa6Ovee+9tZdqQSnSdZcrkWGdK81SEWLYnj6eScPLao2Q9lO/leVhn2ruS4bAvWZfq3GwjpWrzwgEHHNBslHJ32mquSxwXSkSVLdCGq/WMx6M8kXAt4jWYdc3IgBxHRiX+0Ic+1MocU15fU6LKyIZq/FnXTBgeEXHOOavB8mjnCe2C52ZZrbHVtW1IVLxZsj8l5c6+3shExLPIPqgii0bUyZOVXJB9rj4RyO3cppIYq2NUEkZu47xQn8DwE5e0e/5OfU7Ae0WuWVUbZl1/p4/NdZT3rDm3VeRg1Zfq3jO3s6855urebHfM992DMcYYY4wxxiwQfsAyxhhjjDHGmJHYUIngQQcd1KLp0d3GBH/pZlXuQkrSVBSTKloNJVE8Nt2ZlMfQVcpIQxmZiq5KJkpmnSgjpMwg27Bjx462TUVNpFTxta99bStnJMKIVcnVcccd17ZRBqOkAKwr+yfrpyIO8Rhsl4o2l305S243TwyNbKjqruQVVQLmiNX+GBKpRiX1rSQMtG/Ka/g7ygUoh8220UWvxpASHcpJKbWppKK0mSFRJis5ILepZJdKllDJUlSkxD2RCOxtuq5rEgnKkKvE4CrKFdcYSuxoL5QL5m+5Liv5HM9z9tlntzIlgh/5yEciIuLlL39523b66ae3MmXcVYTYiNW1jGvaLLuJmJSXVP1TyQYjJm2B8hO2nduzL7mN0iHWlf3O/Tk2VZ1vu+22Vr7zzjt32XceqNY5yotS7sq+5vqjpGrcp1pTuCbR3mlbTB7M6+ENN9zQyinZo11fd9115b4qgWu2XUWJVUm2ec/BemcSa9rCWWed1cqU76r5wbUybU5dZ8isqLjch2NOW87x35MobXuDvu9b/VXUymwT1wG1HqrIwJUUXUWCVNck9hnrkv3LfTlHGHGa93BVlEAeg9cB3lswojf35+cAuZayLUoGSfvgPQTtPtd/zneuneqTlFkJiJVNz0rCXGEPljHGGGOMMcaMhB+wjDHGGGOMMWYkNlQiePDBB8cll1wSEZOu6j/+4z9u5YwGqKLgqEhoSmo0SwJEKSAley94wQtauUqiySh9jHj1+c9/vpXpNqVrM5Menn/++W0b5X+Ux5x88smtzGhLdAenq5Z9w7KSKrCP6dLO/StJSsRkxEbKKpmYtEoUt1aX7WaSNrKWeqqIc0o6UckFlMSNKPlildBQRdekLTEJJ+0jXfCUYrGsJB0qSmBGzWL0LJUIsYpqGVHLAVkPJXtRckG1f/X3eZGwkP3226+MzlgleFaRA1WSYCW9TPmxkndQjkXJHMeX27dv3x4REV/5ylfK83FdUQnl83i8rhAlS2GZ/ZPbaYfsMxWVSs3N/K2Kmslj8LrG9rKPc57efvvtbRuTFVcRBzebJ598ssnBeL2hBChth9dl9lmVwD5ist8picvxo00ymTZtnPIinueBBx5o5ZRh8nzXXnttK6tor1xvMwk4r/OU9zMaKGW/lA5SnpW2wHV8iFRWRf3L46mIbCqp/Kwowby28N4o5z9tfTNZWlpq6yDnIsn5paLMqfWBdl/dL6wngi1/m/VmnzN5Nu2H0lieMyWpnIu8PnD+cZ3k2l5FIOTnK4T3BewzJkqv5ij7msdWa6Ba86tIjmRPolzag2WMMcYYY4wxI+EHLGOMMcYYY4wZiQ2VCB544IFxxhlnRMRkRKnPfOYzrZzRTejqU3I3ujPp8iSVm1UlclRyQcr0MqoP68+6UpJFVySTaKablUk4KRc8/vjjW5ku6quvvrqVKXM499xzI2LSHUuJw1oTseU52Ra6bxmBhudkBDpKMmYxL7LApOu61h9KGqF+V5WJkmiknSoZGvtIRdKq5LP8Hd37tCuOVSVDUhIyJXFSksI8DrdVUpfpsnLp59go+xkydpVccFakp3liaWmpyYFUcsuUpagogkrWVCXK3V09EtoIJR2Ux1CWUvU7k7cySiul2YxoVUkDeT7aHLeTKqqbiurF4ykJeyUv5vG4Ls9KQBoxGZU2+5WysFNPPbWVOTe/9rWvlW3YaJ588skmO1JSntxO6blacyiDpX3yOp7QPlSEN0ZTo3yP9pdyJUYW5vEoZ/2xH/uxVub1PWV/6l6GUkC2kfOxilhXJYmfLlfR/abrkvsr+bSKaKckxVlmtMiUBUasylznSSKY/c41gfdA2Sb2uZr7nKOzUPL1WZHvIuqk5Jxn+XkO6z/9O9Y11xhGJ1Xyfs4RypYzwmXEqvRVXWMIbeWrX/1qK1P+W0n6OC/Ufe8seXcVUXO6PJT5u2MwxhhjjDHGmAVlQz1Y/CCbbzsyt0TE6pN69cFxxOSbQ77N4vGqN1TqQ0P+jk/h9BAxp0jWn14mfpT6i7/4i61MDxCPvW3btoiYfNPGXBqZFyZi0tPAer/4xS9u5XzbNySvCp/q+XaMHxpXbxX4RoFBPfi2jfmUWFflzZlnKjtUb5QS9XZQvflQuZkqlDdG5SfLt4zclx+lcl8em/Mrj8F5puZc5QHlMSJWbY/nUG9AeZ5ZeTPUGKncR2qcpo87fe559GBFrNZL5Q7LfleeQOVJ4f5cD/MtPb0CPDffiHKNYb9zjanWVML1huso90+PA883JPiE2qfqU+UFm/XhOs+jPL0qeJPycqSSQr3ZZp2oENlMvvvd7zYPEK999PrkG2/lxeEaxmMwXxT7NYMp0OOk9qV98nrIt9+p3qCNv+Md72hlesEY2IJjU+WZVAGleE2nN2JWIA/OaRWMpvIysa7K86U8rLRPHi+9ljfeeGPbtnXr1lbOvlbKjI1meXm59SVthW3Ney62U3nGudZxXKr9h+QeU9c4bk9bUR4d2hLnANeevAbTjmmPLHOOqj7JtrGNVbC2iIgvfelL5fbKa62ue7R7da9S5SVVHkIHuTDGGGOMMcaYTcQPWMYYY4wxxhgzEhsqEYxYdeHRbUoXe34gx4+c6RZUH2rTFUk3Z7o/6bZU7kJ+wMeAEnSFVm5OfhjIdlFCQwnIYYcdFhGTshu6b4866qhWpsuTMgf2Q+bp4Eff3Jf1VzmPKGfM7enaj5h076fEIWLyI0Yee5acTn0oOy/Myt2VdjPEhawkGtVv1YfFSgqoJBp5PLXvrN9F1EEu6NIntDElLcnjUX5TfbQ6fU5S2YoaA5bV/OfxqsAGiyBvzTawvZW0bYgskHIRUkl+KO1in1HexcAM3Idrem7n74444ohW5trOtYf5h3JMX/nKV7Zt7I9KqjpdrgLM8O9K/qckpVUuN8pdaIdqO9s+K8eLujbOC8vLy+3azLoeeuihrZxrhFpPOEbqvoBrVF6TuO3RRx+dqFPC/qXcrpLbMzcWr7u8Tqq8adlGNV7MfXXOOee0MoNiVWu2kqoOyftXyazUNYIoG2aeq5yn11xzTdtGeWfKexnMYDN56qmnmp0qGVx+DkFJKGWevBdS1+4qGJSSr6kxZLm6T+XfOT5qzaoCwKngKgxEw3PTZqtrrQqwccUVV7Qy7YfzctY9gppzLKvPV7Kd7AOV22wogz1YXdft13XdjV3XfWLl3yd0XXdN13U7uq77867r6iuzMRuI7dQsCrZVsyjYVs0iYDs188RaJILvjIjb8O/3RMR/7vv++RHxjxHx9jErZsweYjs1i4Jt1SwKtlWzCNhOzdwwSCLYdd0xEfH6iHhXRPwf3dN+tYsj4qdXdvlARPzfEfH/zjpWFZ3poosuauXLL788IiJ+/ud/vm37xje+0crMg0L3IiVuJN2SdIMqSRH3YbSqK6+8spVTOkCpyoUXXtjKdJXSFUo5XkoiKPOge5nHUDJDSgAzpwxdqSwTFemH7u+ULjIXGHMhUMrDCIqUe9G1mu1ca46HtTKmnVYRjSqXvZIerTX6TLqtlZyAqGhhVUQeHo/jRgkD6017S5tQtqTsl1Er2facO/w7pTjsy4wsF6GjJlXyX5bV75T0IueXyiGn5HN7wli2ury83OrN9YF2kW1k/ZWccEikxByz+++/v22jrIn2wnVFzYPsY/Y1bZWSb0oOmfcpf6vmA+Udqh6VBFitl0MkO5VcVclPOH8q+V9ELQFT68+YjGWrS0tLLacVo+BSapr9QwkepfS0J0rpeS/API1pR5QFcp4wxxb7j+sPpfJpFzfddFPbRrkb5xKPx/lx1llnRcTkvQyvo4zGW+V3i5gd/UzJupUssZJ1D7FxHpuSMUauvPnmmyNicgzYxte//vUREfHFL34x1sOYa2rK2Llu8L4s+5H3PJQL8n6UY0h7q6IxVueo6lftU91zqOjDKq9mFcGU9VdRdavog9P75Hl47q985SutzPxZXP9V9NvqeEoGr/KLVpFceU8yJH/i7hjqwfovEfFrEZG1f05EPNb3fY7M1yPi6OqHxmwgtlOzKNhWzaJgWzWLgO3UzBUzH7C6rntDRHyz7/vr9+QEXddd1nXd1q7rtvINhjFjMqadqrcdxozBmLbKt/HGjM2YtjqPwYzMvsGYdsogTMashyE+r5dFxBu7rntdRDwzIg6JiP8aEYd2Xbf/ytuBYyLiG9WP+76/PCIuj4g499xz+3QZ0hXK6H0XXHBBRKxKBSMifv3Xf72V6YalazMj80VMuqLTdakSoVVJdaeh6zsToFEeQznDpZde2sqUMDCZckoOmMCtSrwZMSmf4DHoQk1X6JBkqrwho0SA5ZRk3HDDDVHBOjECFOtNyUteWJVrm6xDIjianR588MGtEkq+WCUOVe565ZqvEuGpMWGZv6P7ni7xlC4oeYJKeMjxTBkHj6EinNF+OUd5sco2UJ5IOUEV0S+itqWI1XmskmAOkVhW/apkFVxD1slotnrooYf22c4hkRKTIVJAJSfKMVPR2LjuKYlg9RKDY04b4TG4ncdLG1VzcIhEvJL3KSmzerCdNe9V5FZKUdQaWEk51RoxYlLs0Wz1kEMO6U855ZSImFzDtm/f3sopvec1l/OftkApj4rCmNHIKEs+7rjjWpn2xHVLfTqQ6yrXO84DRhTkvcAll1zSyrnGqgiRQ6L+sf+qdVCtW1xvOQd5vDyPkl6zzGjPjALH7Tk2vOdjf2QUQSWHHMhodnrqqaf2J554YkRMfp5Cm8j+Yl/QlnhPW0Vojpic85Ucn/3BfdVaVq0FQ6IFksqu1KckvLar+UJy+1VXXdW2XX/96vOwihZIW+a8y7mo7klU0mHaIffPucsIhurTo6HMXIX7vv93fd8f0/f9loh4S0R8tu/7t0bElRHx4yu7vS0iPraumhizDmynZlGwrZpFwbZqFgHbqZlH1vOa69fj6Q8Jd8TTWtf3jVMlY0bFdmoWBduqWRRsq2YRsJ2aTWNNYTH6vv9cRHxupXxPRFywxt+XiUrpCk0X4Ete8pK27d//+3/fyr/3e7/XynTN061HqVq6LnleugjpclTRSuhmTbcoJYKMbMV9f/RHf7SVGSUoIwCqqICMTFMlo5uua55TRYbhedhnrDcjIX35y1+OiIgHH3ywbaPs5znPeU4rMxoQ+/1rX/taK6vktMnY2vz12impktmtHHfwvsqWqoiBKkqPkg2p5JKVRKCKMjh97CpiG6WFSuKgIgpR3pNSg0qOMo2SCFR9qSK3DUmqWckZhiR4Hov12ury8nIbVyX/yfasVaKr2ps2R1tgpDdupwxaRaOs5HOVHCdCyzvyGqKSyKt2qXL2JW1ZJQmlVIb9zrqm5I0R7tgfSo6pIl5m/6ik2CNKBBvrtdUnn3yyXVMo2aMMK1HXOkbv5dpCyTzLGQ2Yfc3zcW3jsWlbhx9+eCvn/QLvGzj+vAZS0s/zV/OKbeG5VVLUKrqlsnF1XaqSH7PMOcj6MWFw3itETEYd5lqUY/myl72sbWM566HquVbGWFNz3meE5ojJe6Tq05IqcvL0dkrOqojTVWTB6fIQuWCuhxxX1kNdd3m8tD3+jjJaoq7XtN+0FUYOHGLr7MsqEbKSFg6JHMv2po2zHuw/3jMNZfxV2BhjjDHGGGO+R/EDljHGGGOMMcaMxNozZ62Druuae1Ml5K2iN/3wD/9wK5955pmtTDf4u9/97lb+0z/901auZClKKqOi6lTuRe5LqR3dn5TVUfKYsgS6n9kfKkEm680ISpWLna5SuveVyzOjI0ZEXH311RExKe953vOe18rczjKj6FShTunanvdQ6JVcYVaUHiVlI8rtX+2v5GlKClJFR+PYD5HjVfuoqGvKva/kTpVUje5/JYdiG6tIeUoOqyIKzaof59yQyEubSd/3rc1KIphtH1J/FXmvsjOVWJsyGK4xXIu5VuS6MCThuJKOVYm/Of4qChqlPixnvSllY1tYVtEbKZNm4vqEc5NtUdLGSj40JOrovLBz584mw2M/8ROBvA6yrSpiI9vIY1DaPivBM3/HCIAcA9pA/lZFuWT0ONoTpaZVxMv1XC8qiaCSiLLtKuJq2vbdd9/dtlEWyHJl1xGT/XryySdHRMTLX/7yto33E9nX7PPN5Iknnmhzl59A0D6yvziurD+3E44L7+HSxmhXPDc/G+G9opJP5zgPkUxX8tCIVftVknm1NvG6QAlpRg9kPVS0YK7zqg15Tsp81XVDRdVke/P8nCO8ZnG8hmIPljHGGGOMMcaMhB+wjDHGGGOMMWYkNlQiGLHqwqMbjm7TdHMqSQcTCtOdSpcz3ZXp5lRJ+JRbWkmhqshllAIw6fAnP/nJXdoVsSpzpPuR0YeUtElJVNIdT/ctZYt0VzMBIJO8fepTn4ppKP9jJKVjjz22lek2p2u4StA2S4o2T6RNqkhqVeRGVVZy0yrK3RCpiJJ20K1e7aukTOp4s5IfK8kK20sb5xxIaDNEyQIraekQWYCS41SRudTvqv7dbPq+b+PC8+HbAAAgAElEQVSnxjfbOEQiqKJSVXI8/p3jyHpw7WGZEdty/aKt8Hjs91nRoHhurpFKZsbtlIJlXSkL4b6UgjGy1he+8IVWZhvPOOOMXX7HtqhEnUpCW22bR1kgWV5ebv1JORDJNihbVtIhjgGvnzmOTKCurt28BrN+tNs8P6+NvJdhhMIvfvGLrXzCCSe0MqPwVigJ9Sw5ulrrVVQ02jbvW6677rqIiLjpppvatnvuuaeVOa+4prNO7O+LLrooIib7gPPg/e9/f0RoueFGs7S01NYiRl1mnfO+R0nI2C8qQXkV1ZfHYJmRMVXkZiWJTriGcwx5nupznSH3DTz3Zz/72VbmPWZ1j8P+oKxUfRpDcu1jWygX5Np46qmntjLnNu2+iszK9YHSwqHYg2WMMcYYY4wxI7HhQS7yjYzKXVMFbOATNN8Y0OvyH//jf2xlPhXnU7PyLvCJXL0N5D75pK7edvFp+tZbb21lPp3nPgzYwYAY6mNbwjZm/7AefJPGj1U/85nPtDLfLvBJ/eijj574f4T2WvFNFeHb4AqVv2Vv5BpaK13XNVtQbw2rt8VDPHTKA7QWjx7tVOUOSjvlmyVVj1k5kfh39WaJ9ec5+QY2yyo3lwoowTbOCgaiAjMoDwuZlUtp1pvnzSLry36q1jVle0M8H1V+Nv5OzWfCc3Lcs95cv/gGuLKhiMk3ilnm39Wb0ioAyHS9s65cF5lrkTl/mBOR+7CNmQeL1wEVJIZeGvZD5V1U/T6PCgFe/zlObGP2D6+jyqPHfahs4fa0C3oAqMbgtZF9yTfhlZedtsprHetx8803tzKvu6961asiYjL3JcdfKQpIFXRGrWvMUXfXXXe18vbt28u63nvvvRGh81eyP1gP3hPRY5D1Sk9VxOScyfsQenw3m1wX2CaOc3r0aLu8N62CkExvr+43abtVTsqIyQBivBfj9SnnkQpmoa6ZVaAkdY2mHfzlX/5lK2/btq2V2X9Vri+Vr21I/rfq/oR9cNppp7Uy78VZP45ZrrsqyMWeYA+WMcYYY4wxxoyEH7CMMcYYY4wxZiQ2VCLID7LVx+PVx8iUVfBjy3e84x3l7yqZkHIz0hVZSQGz3lVbEsoPlMwpPxyNiPjWt74VEZMf2J177rmtvGXLllZmIA+6ZCldSXf7Lbfc0rYxmAVlAQw+Qfcnc3Kl7I8SBn5YSWkOx4ayRLYtUR9yz1t+IUpZlDs7Xf1D8tAMkWNVgQhUf1FmMCtnmpKYKhd8lWtHSQTVPFKyxConjfqAtQq2wTrt7rcVSgpWlZlzhJIDyn/mheXl5bYWULZUyXuGyEKVBKSSKqncZyrHIdcskmu3Gme2heOY6yhR+ZWUjbN+lACl1I+5rLimqZwo7DNKfHLdVbKwSqoyvY/KY1MxjwEvlpeXy+s765r9R3ti37BMu+C485qZ/c7z8hrI81Duzn04r7KutBVKDlVOrD/5kz9p5fvuuy8iIl73ute1bQyawWOodZ+SsZxXlI7xmv/Vr361le+8886yXdXcU8GZOGdoq5SDpcwwIuLzn//8RD0jJsc8j6HWpI2Gayr7hetalQdL5ZxUnxlMnzNCB5Rg39Gu2M+UtaY9HXHEEW3brOtyRC0HpB1Q2vnpT3+6lbk20n6r3Gycw7zWquBYPAbtLfc57rjj2jbep/L6wHtj9hP7O+unPidgXYcyHxZtjDHGGGOMMfsAfsAyxhhjjDHGmJHY8CiC6QaspEgRdf4hyjHe9a53tfKDDz64y+/yPNNlFbWwOvf0+UnWn65Uyj54DMoMWKeUnTDHAiOb0K1LiRJdvGx7Sg54PELXPSMDsk6URxx//PERMSmJYj2OPPLIVqbbnHViOV25VXTH6XrMQ/QrJRGcJU9Tco5ZeRzynPz/9PkUSlZVyfuGyGSrfXjcKpfV9PFULqVZqMhLHINK+jQkF5CKDFjJrjgXKJ2l5GxeWF5ebpGnKFehpKSSZc+SqvJ306QNqEivKkKcyseTdWWdebwhUSKzDyjd4vEon6KUh9eWKnegiqSmIigq+WvKeignp51REqMiA1bzSl2/lDR4M1laWho8h9gWSv7Yf4TjxGh0ed1SOWxUlEb2H+05tzN6G9uk5Ic8z9/8zd9ExGTkPkbpVbl8CNuYdk5JFP++1oihlVyN9WD92HZe8zm/s88o71LXynlg586drf9YZ5azH9kOrj0qoqvKLVgdT92zqs8WrrrqqlbOseDnJozsqMawuu+m3PT2228v66dslvLZPD9tnX2q7q/Us0D2g/p8hVGyVV7Fagx4bq49e/Ipiz1YxhhjjDHGGDMSfsAyxhhjjDHGmJHoNlKS1XXdIxHxnYiotWz7DoeF27inHN/3/eGzd9t7rNjp/eFx3FfYG23cdDuN+J6y1X29fRH78Joa4ev/PobX1H0Dt3HPGGSrG/qAFRHRdd3Wvu/P39CTbjBu476B27hv4DYuPvt6+yLcxn0Ft3HfwG3cN9jMNloiaIwxxhhjjDEj4QcsY4wxxhhjjBmJzXjAunwTzrnRuI37Bm7jvoHbuPjs6+2LcBv3FdzGfQO3cd9g09q44d9gGWOMMcYYY8y+iiWCxhhjjDHGGDMSG/qA1XXdpV3X3dF13Y6u635jI8+9t+i67tiu667suu7Wruu2d133zpXtz+667u+6rrtr5f/PmnWseabruv26rrux67pPrPz7hK7rrlkZyz/vuu6AWcdYFGyni41tdbGxrdpWF4XvFVu1nS423yt2GjFftrphD1hd1+0XEf8tIv63iDg9In6q67rTN+r8e5GdEfGrfd+fHhEvjohfWmnXb0TEFX3fnxQRV6z8e5F5Z0Tchn+/JyL+c9/3z4+If4yIt29KrUbGdrrwdhphW110bKu21UXhe8VWbaeLzfeKnUbMka1upAfrgojY0ff9PX3fPxERfxYRb9rA8+8V+r5/sO/7G1bK/xRPD+zR8XTbPrCy2wci4s2bU8P103XdMRHx+oj4/1b+3UXExRHxFyu7LHT7prCdLjC2VdvqomBbta0uArZT2+miMG+2upEPWEdHxAP499dXtu0zdF23JSLOiYhrIuKIvu8fXPnTQxFxxCZVawz+S0T8WkQsr/z7ORHxWN/3O1f+vS+Npe10sbGt7kPYVveZ8bStLi62032IfdhOI+bMVh3kYiS6rjsoIj4SEb/S9/23+bf+6VCNCxmuseu6N0TEN/u+v36z62LWz75qpxG21X0N26pZFPZVW7Wd7lvsq3YaMZ+2uv8GnusbEXEs/n3MyraFp+u6Z8TTRvvBvu//cmXzw13XHdn3/YNd1x0ZEd/cvBqui5dFxBu7rntdRDwzIg6JiP8aEYd2Xbf/ypuBfWYsw3a6qHYaYVvdZ9pmW7WtLgr7uK3aTveRtu3jdhoxh7a6kR6s6yLipJWIHgdExFsi4uMbeP69worG830RcVvf97+NP308It62Un5bRHxso+s2Bn3f/7u+74/p+35LPD1mn+37/q0RcWVE/PjKbgvbvgLb6YJiW7WtLgq2VdvqImA7tZ0uCnNpq33fb9h/EfG6iLgzIu6OiP9zI8+9F9t0UTztVr05Im5a+e918bT284qIuCsiPhMRz97suo7Q1h+KiE+slE+MiGsjYkdEfDgivm+z6zdiO22nC/6fbXVx/7Ot2lYX5b/vJVu1nS7uf99LdrrS3rmw1W6lAsYYY4wxxhhj1omDXBhjjDHGGGPMSPgByxhjjDHGGGNGwg9YxhhjjDHGGDMSfsAyxhhjjDHGmJHwA5YxxhhjjDHGjIQfsIwxxhhjjDFmJPyAZYwxxhhjjDEj4QcsY4wxxhhjjBkJP2AZY4wxxhhjzEj4AcsYY4wxxhhjRsIPWMYYY4wxxhgzEn7AMsYYY4wxxpiR8AOWMcYYY4wxxoyEH7CMMcYYY4wxZiT8gGWMMcYYY4wxI+EHLGOMMcYYY4wZCT9gGWOMMcYYY8xI+AHLGGOMMcYYY0bCD1jGGGOMMcYYMxJ+wDLGGGOMMcaYkfADljHGGGOMMcaMhB+wjDHGGGOMMWYk/IBljDHGGGOMMSPhByxjjDHGGGOMGQk/YBljjDHGGGPMSPgByxhjjDHGGGNGwg9YxhhjjDHGGDMSfsAyxhhjjDHGmJHwA5YxxhhjjDHGjIQfsIwxxhhjjDFmJPyAZYwxxhhjjDEj4QcsY4wxxhhjjBkJP2AZY4wxxhhjzEj4AcsYY4wxxhhjRsIPWMYYY4wxxhgzEn7AMsYYY4wxxpiR8AOWMcYYY4wxxoyEH7CMMcYYY4wxZiT8gGWMMcYYY4wxI+EHLGOMMcYYY4wZCT9gGWOMMcYYY8xI+AHLGGOMMcYYY0bCD1jGGGOMMcYYMxJ+wDLGGGOMMcaYkfADljHGGGOMMcaMhB+wjDHGGGOMMWYk/IBljDHGGGOMMSPhByxjjDHGGGOMGYl1PWB1XXdp13V3dF23o+u63xirUsaMjW3VLAK2U7Mo2FbNomBbNZtB1/f9nv2w6/aLiDsj4ocj4usRcV1E/FTf97eOVz1j1o9t1SwCtlOzKNhWzaJgWzWbxXo8WBdExI6+7+/p+/6JiPiziHjTONUyZlRsq2YRsJ2aRcG2ahYF26rZFPZfx2+PjogH8O+vR8SFu/vBIYcc0v/gD/5gRETs3LmzbX/yySd3rdj+q1X7/u///lbeb7/9yt+pcuWhW1qqnyv31JvH3y0vL5f7dF23y/5sC+vE4/F3PDbLuQ+3qbbwPOzjZzzjGbtsV/301FNPtfJ3vvOdVn788cd3uz/rpMrf/va3H+37/vDyQHvOmmz1sMMO67ds2TLowGqs2C//63/9r1b+n//zf7bygQce2MrZ55wXajxZpg2RrIuqH8u0A5Lnpx2oYxAer7JxHm+txyZpb//8z//ctv3AD/xAKx9wwAGt/PWvf32X303vs5b6PfDAA5tupxFrs1VCu6DNPfroo63MfuL+3/d93xcRk2uGslt1zup4aszV9mrdHbKGr2WdHLJmsR+yLRERTzzxRCtnX3Jftov9R3gerruz4LEfeeSRubDVAw44oM9rOceAfZJt5N85B7mecP2krVbXRv6Ofa3WUvafWmOr+qn7kGpNVNd8jjPLPEY1J9Rar+xG7Z9jxG20ZR5PHYNke1XfJN/97nfj8ccfn73wr5012erS0lKfda7u26a3V9sOPvjgVj700ENbWY3hrOMNWRurtWzIWqfWtfwtx1vdg6pyZStqX3Ufrfo9t6/1vl21N9cFZd/PfOYzW/mf//mfB62p63nAGkTXdZdFxGUREYcffnj81m/9VkREfOtb32r7/P3f/30rZ4MOO+ywtu2FL3xhKz/72c8uf/fwww+38oMPPtjKXBiSgw46qJXVYqYGOBdFDjQXd97sqZvYPA8nIcu8IecNIG/Ov/vd77ZyDvw//dM/tW3qgs22sy+POOKIVs6HYN6ssg/+8R//sZWvu+66Vr7nnnvK/bNeXFRZP7blb//2b+8vK76XoZ0ed9xxsXXr1oiYvaiyHfx7/j4i4rbbbmvlL33pS6189tlnt/JznvOciJi8wWW/8Dy0Ny7eJO2tutmImLwRzHNPkw+JvJHh73jjQftmnf7Fv/gXrXzIIYdExOQLE9o3y0MuRPfee29ETNrgBRdc0MrHH398K//ar/1aK999993lPmnvbC/nAG8Ef/mXf3lT7DRiV1tl+5PqIqJeTnEtft/73tfK7Cfuf+KJJ0ZExHOf+9y27R/+4R9amesQx4vH4Fqbx6NtqRtwtovHyzWTa6eC1wTOMfZP1kWdj787+uijW/l5z3teKz/wwOo9Xa6N7DO2i2PAvuE5v/3tb7dy9o96EGD5ve9971zY6oEHHhiveMUrImLyOpnXm4hV2+EaxxsbridcP++4445W5vhmP+TaExHxyCOPtDLtjPuw/3idRLtamXb70EMPleVnPetZu5S5DnJ9/x//43+0Mq+1vEbz/HlPQrvhw9tjjz1W/o5t53p7zjnnRMRkH3zjG98o60T7pD3z/HnPwX5n3ySf+9zndtm2UdBOl5aW2v0n21H1r3ph/UM/9EOt/KY3rTrLeK2tXsxwveHxeG2cdV/JMudRdS88vQ/Pn3OUazvXPc5h9UKZtpw2zn15PLUus13V9YRzR70Moa0r507ee9G+ue9pp53Wytddd92gNXU9D1jfiIhj8e9jVrZN0Pf95RFxeUTEcccd1993330RMXkzzk7JReS4445r2ziQbDwHgW+oq4ccdqS66SQcbE6EahsvAOoNJo0k9+HNG4+hbmg5Oau3YzRmXozZT4SGzj7L4/DCx/qxz7jo33//qs3x/An7YMgb7xGZaau00/PPP7+tMuqClAsRFzjeULGcNh8x2Qe8wKatqLcx6oGZdkBbqd7G0GarhS9i8gYm20v7YR+w/tyHfVZdGHgMPvCzLTw296cd5ksJnps3E/TsqP7jBbLy2FUvV/Yia15Tzz///L7qV9Y1bYsvoWgXnLd8icP1gf2Q6xbtjefjmHNMua7x2GkDvAlVF82qXRGrN+bqwZz1UDcU/G2W1U0J7ZBw3eODZr50OPfcc8tjVC8Zp8/POZsvEflCRnnV9hJrttVnPetZfeUtr9Y89g37gDdv7Gsel/ukzSkvwje/+c3ynOw/nv+oo47a5RycS3yA5u9otzlvaNecd8rLyeNVD53KA8DzsK5sA8+ZZaUiYr9zLnFOV3OW859rRJ5vlqdwHazp+v+MZzyjz75UD62Vh5sP4sccc0wrq/FUntnq7+pFr3rJmeudWjs59spuKiWTagvPrV46V/sqD7J6qVZ5n4co0tQ9ZuUhVvfw6lqwO9Zzx3BdRJzUdd0JXdcdEBFviYiPr+N4xuwtbKtmEbCdmkXBtmoWBduq2RT22IPV9/3Orut+OSI+HRH7RcQf9n2/fbSaGTMStlWzCNhOzaJgWzWLgm3VbBbr+gar7/tPRcSnhu7/5JNPNpc8XcR0P6e7my5M9Y0TddeUY9AFme4+uveUvl+50qsPa1nnIQEDKsmhcjlSNkV3pZLk5PbDD1/95o5yEkqD2HZqom+55ZZWPumkkyJi0uWd0oiISa06ZVi33357K1O6kv1D9+5aPtgeg7XaakXlimZ/qu+nbrzxxlampLLSR/N36ps1npPzgTaZ7nFlYzyG+uYv60cpK+tMu6f8Q0kRcrtywfMY7Acer5KZ8BiUu/HbTc7hWR/TDvl4d2+xJ3ZafYzMPkuJ6nve8562jZJqypr47SvHl3M+11rKtanTVx9ec5z4zWl+j8H5o74PYbn6PoLnULJwZU9VIAL+XX0bRTh/KEvLvlI2znmlrkPVtUXJY5QkdkzWaqtd17W2VYEtIlbXMLaL13baIeV9SnpVzQ3KoAnXJSWJy3Gv5NjT22njPH/K+9RaSpRMjGty3i+ob8hpNzynkmHl/rRV2jLvG3jO6toRsTp+7FOO45DvJtfLntjqyu/atmr9Zx/ykwp+l1kFUlLlWX+fRgWUqI5H1Oca1T60aaLWZVL1n1qL1bdWawlKpz6xUP3EdTzPyfaquAdD2esfFRhjjDHGGGPM9wp+wDLGGGOMMcaYkdjrYdrJAQcc0FynKr58lum2pEs6QzNHTMqj6KqtQjLSLahCVyoZUeXGVO54Qqkf3e2VRFDJ/4bkP6jkLHTZcjulg2wj5X0pF1T5XXhsShVY7yrai3K3K7nNZlK5mqu8NewLpgfYtm1bKysXNyMN5nEol6B9KBc8tzOKUxUKWIWcVu7zbC/d5EMivdEmeP4s83ecwwolPcm+4t8pG1L9p3LO5HYlx9xoWesQ+r4vQ3azn3I+M4LdhReupoE54YQTWpmhkrlucI2+6667ImJSZljJsiMm7UxFvNqxY0dEaKmQCkVcSbOVbKWKWjZdV67XuY+KiFXl8ZouUyKWMk2OC8/HsgopPGtNUqGc54kqfUS1trEfKenj9Yt9pq53VWhowmNzLWJfUvqVx+Eap66Ns6SySq7HevB4/ASAErusK9dpFf2W9kT7pAwz68p+5DHYXvYTpZSVtLaKHEo2IErrmlEStkTNd9qHuvaQ3K4+N1ERUSlb4/pZfRqjzs19KrtRElOVN059dpPXEBXan/VX94SzPtNQKKl/JcNU+WE5v4YyfxZtjDHGGGOMMQvKhnqwIlafaPlBM98iVTmdbr755lbmG2r+jm/WK0/KkLfP6kmYb3fyjUGV1ypCBybg2418e8O3wny7oD6mUwlXq48U2QfsGz6Rs658O5ZJBZlcUL2dYT1UAsLq40aVVG5emPWRa9op3zZu374amIg2M+uD6YjV/uVbPvXWsMpZElF/EM9AJcoLRlinbBvHR9kSc7TxnLTxKiEmyypgB+vEYApVEA7WlW+cVO4j9aa32netGeM3gq7ryiAyXCdPOeWUiJj0YLGv+bvzzjuvldnXVdAa9aG6enNPqjehyuui1uVqPamCqkwfW+VBrN4YVx9BT++bHriIiC9+8YtlXbMu9IbwLb4KZkCqnDFVPsQI/WH6ZrLffvu1ucq8X7zWZ/9UQSEiJtvLawhtmP1aXf+5xqpAAjwe17Y8DuuhkqWzXHmw6OVR+aRUbiXaeeUVVAob1U/VesB+5++Yo1R5P6prBuu8J96AjaSag1VOKeU5VXno2I/VtXFIQAeOrcpRmTakFFoK2l6uISqvoboPUTnYKq+a8rBVwaciasWJYsi+bFvur8bIQS6MMcYYY4wxZhPxA5YxxhhjjDHGjMSGSgSf8YxnxJFHHhkRk5I0yqZSlpYfUkes5kmJqF16EZOuxioPhvqolq5NJaGqXKvcl3ImuhfVx/xZb8qtKvfzNOrDv/wtZSFKVqM+zq1ygz322GNtG+WCxx57bPk75fbPsWH9KRfYiJwte4qSZWa7lSRU/Y4ySo5zjiFd9BwrFXSF9ltJXCjjoqSWx1OylpyXlIrxGDw2JaRKOpB2oKQzSsZDG+NvU4apcnp861vfigol+6pkxEpONk/kuLNv2H+33XZbRExKsThXOb5ca5lTjBKmXLe4fnA+K2nrLLmlkskpSWe1v5LMEiXfqSQlKjCHChKjyON88pOfLH+n5Idqva6CN1SSo3kj28Z+5bUl8y2pj/rZRtqkGpscR7VOqyAFlHhzXuX5VSAKHpu/47Hzt7z+M2AM7ZByPCXZq4IRqPxUrDf7mPcwuY8KXEBpIeWTzJV1zz337FIX5oZiQKhcl+ZFgt11XSlnryTE7BeOsQrMpIKZVUF6iAp2o9bDrLe6JqhrKu9P0g4oa1bBgri9kq9GrNoY+4PXG9Uuzt3qHlhdl7nGqCAX1W/VvRHrPZT5XIWNMcYYY4wxZgHxA5YxxhhjjDHGjMSGSgSfeOKJ+NrXvhYRk+5Kut7uvPPOiFjNGxIx6XomlLkoWVK6AFUEFeWWVtGFsqzcvnS1Vy7giFX3rZJ9qZwoSjaT0qsh0jG6vOn6pUwjJUMqQlAlJ4iYdGPTTZzRV9hnlYxj3mF/pOuY7VR5HBh9hv3Fca7sU0VjU3bF4+U4U/7F46kcPFUELrZLSaY4tpSWVlEMVRRBlRODcP+MlMc8eZTBUSJ44okntjKjknJM065V9KEhUrCNpu/7Nk6s65YtW1o51yeuqXfccUcr054oQ1LRwtKGOeb8nZoHym4r6cWQiFeVvIP1rK4DQ+uUqMhsKtcLx4DrYWX7Va6gaXid5LzK87D+876m9n3f1kIVnSvvDxgxj33DzwmqXFARde411e+q/2iTleyP56PdcP3hdt7DVHVS1+UjjjiilVXutaw320W4L+tH22L9UrbFPlD5LikZ5/rCtSMjRrL+7JuMUDpP+TBzvVDysypXWJV/bbqs+rG6T1X3flVuqenz5JhzX/YvJbBqPqSMk/OMdlp94jBdj+rzA7ZFzZch9ztVflVSfSo0Xb8qJ5aKPsu2DMUeLGOMMcYYY4wZCT9gGWOMMcYYY8xIbKhEsOu65uKj+5kRA9OdTInLkCSB3F7JBVWEHboLVXLDSh7H31GqSNcr3Y+HHXZYK6c7XsnLeG7Wie74KhEr91UR6JSM4Jxzztlln5RrRkz2Kc/NenNM6frNeim5zTxJA6ZREWUSyiIYgYeJWdlHlDDRbtKlTzuldIb9T8mHklLl3OA4cHwoCVHRe3J/1pOyO7aX0kLOAbb3uc997i5tUdICSgtpH4w+led/+OGH2zYlxzzrrLNa+cMf/vAubYxYjQKlIjbNo0Qwoo5oRY4//viImFxTX/WqV5X7ch3luF9xxRWtnGPGKGhMbEyboy1Q3sV+rSSHLHP+qASqVZJIJQtR0lvaaqIkO4Q2x/1Zzn7l/GZfqyiCvMZVazevFSoi3pVXXlnWe6NZXl5ufaXmVfYJbUVFJeP6oySC2Q8qoh/HiOfk9bOKejokKTaPwbmZ8+aBBx4o63zyySeX9aui2LF+tEMlJ1RRfxnhL6OOcg5SqkjJGOd6rjMRteycawHHrrKJzaTv+zIKXxVxln+v7Dhisr+UnHjWZyMqKiiPp66rCSM+qqialUxfReBTEQ+VHDvXV362QJtVEQrVvU8ee0hU4Fmf63A7t6nPI4ZiD5YxxhhjjDHGjIQfsIwxxhhjjDFmJDZUIvid73wnrrvuuoiYdEsyOtJpp50WEZOuPrqW6SKkS59uvyrKinI/q0TDVXQR7k95DF2bPDelS5QDpFv0lFNOadvYH3Sfs72zoq9R4kL3Pt31PJ5KaJn14vHo5h6SqJG/raKcsf7zmMC1koJUUjq2Q8nT1LhV7nPaD6WYtFO62FWErZQTUVbKOrEtysWe7nHKQKpEvxFazsBEghntj1GyKFWknVL6xHPS3lKGwXZR1nr++ee3MiVxlFpV0cLWknB8s+m6ro3ZLBmcsmWWaXNsL9ekE044ISImpUxHHXVUeTzapJKGpJ2pROVqfeD2SmbEseV6VEkB1f7cpiSHQ/JeXC8AACAASURBVBJ/ZllJWGYlDJ2ud9owZZ+83lCiPC/0fd/WGiWfy7KSXSrJDvumumYOiRzIazqvd1USY9Zf2adKEp12zjZyHI899thWZr3ZxioKJ9ul7kl4jea6XiWE53zlXFeSTV5ruD2ladu2bWvbaJ9qvd0smGh4VhRRjivth2M/JIJ19oE6H7dzrLgOVXJmdY/H665KQHzGGWdExOS4bt++vZXZdhUdkfcIKTPlOs/1lTarEjyT3EclqFfbeTy2IeuiIoQ60bAxxhhjjDHGbCJ+wDLGGGOMMcaYkdhQ3+zy8nKT89DNySSg6a6k655uPLrM6e6ma7OSwQ2RmagEo3Tlp3uT56ashtKCU089tZXpKr333nsjIuKGG25o25iYj65m5Q5mctWEsir2B/uSrlzWm67QPD+TParEuTwGowhRDlDVie5slWRzM0m7UBF0EkqnlESDcggV6Sn7nPZ4+OGHl+emJI7HrqJgcV8VMYt1pVw3x5/nrhLOTv+uSjIdsWpDrAdtLKMMRkyuCZxTnHfZRsrTmECXybMZBeu8885r5WuvvbaVUzZBm1ay1nki7U5J1XL8uK36+/T2r3/9661M+VlKmFTEPNoW1ySuPVUSXiUF43quklvmXFHSPbW2q2TEub+Sz6rEnyqxZyXZYd+wHpxXt956ayvffvvtu5yf84F9xuvNvECJIOc0r3e5XigZOttYJTGd/m2eh33NPmO/V5LtiElpUNaV40gpHaVXKnFxXjOOPPLIto3Xf5VwXV3fs8zIq4zqqSTWag3Itt1///1t24te9KJW5lxiX1L6Rbl3tl196pESNBUFdTNRa2r2Ea8VXN94n8p91JxPmx0S+a6KahkxuW5k//I+kfOM48NrNO03bZJSUn7qwnsPSvBpB1Xyc66Rqo3sMxW5uIoQTngM9QlDlXReHU9FctwdM3/Rdd0fdl33za7rbsG2Z3dd93dd19218v9n7e4YxmwEtlWzKNhWzSJgOzWLgm3VzBtDHsneHxGXTm37jYi4ou/7kyLiipV/G7PZvD9sq2YxeH/YVs388/6wnZrF4P1hWzVzxEyJYN/3X+i6bsvU5jdFxA+tlD8QEZ+LiF+fdaylpaXmuqQ7la7odKHSjUh3K5Ol0c1Ml2cVqU0lsVTRWejKpRs23Z+URKkEc/wdZUwZMYjnY/Qzui0plaKLku7PdF0rKYCKSqUiJWa92QcqShPd/lu3bm1l9nGeU8kxx2JMW03YR1XUPMpRVJJT9i3d3YwWVUlnP/vZz7Yy7Y1zR0XbyTLtjtH76PZXcpdqjNgHTPpbyWiny1VCaRWNi7aX0YwiIs4999xWTkkhz82EmWwjy5TuXnPNNa2cfa+iZI3JmLaa/aZk0JW0YUhSTybRZsTTHA/aO9cH2g3XJK7R3H9WonGOgZLsZFkliFfzUcnMqmOoNUsdj3aZ66FK1MljcH2t7D1i1W45RrxWUMqzHsa00wMPPDDOPvvsiJhcOygT3rFjR0ToviFKnsZ+SvkZj8c1VvU7x5rb0+YZHZV/5zqj5F55D0MJOKVZtBEVFY1tSJtTUlXKMXk8bqesN8eDsmCVhJlzd5a0iufj/Uuux+tNiL03rv+zIoQqiSC3s0xbIWlX6n6UkfzUuFCyl32togyyTnfffXe5PaX0PAbt9Itf/GIrc+y57nHM896YayT7jPcWPCfhfWXKH9XnQewzXnu4vYoMq5J7b2Si4SP6vs8V8qGIOGJ3OxuzidhWzaJgWzWLgO3ULAq2VbNprPv1bN/3fdd18nVo13WXRcRlEZNPq/mmKmLyKTe9VXwTSa8VPUTqQ9nqg1c+HfPtqfqwkvvwzUV6Afimn3///9l792DPqured0z6wSOooAgiIM2joRuQpqGRtxAF04IRUhKi51SipdGqxBu1cqxzOLmpYKrurToaNeek6sQKdTlCpZTgg4ixAIEGAiLy6qahu6Ef0DQgKJpofCIC6/7Re8z9+f32GP1be++19/79tt9PFcXstddvrfkYc67H+K4x+EaHb7AiTwfPfcwxx9Qy31DwjRj7ge3xfog+qjbr/fg1exvINni92I88Xvb2jh4SfmTrY5Z9JD5b7MpWaaf84JhvLaJxZp/TJgYFxzDrfVvkb582bKjy8Z63NW36K8qDwTfctB++xeGbb9qsBzmgDbLO3E57pH14QBez8TdOrGf2MTvn/0033VTLZ511Vi1fcsklZtb7dorBLPgmbevWrbXMnDNsr3sX2+TMmWmmYqvZ29YoD1YbOB7sV19P+MEx+4Zjl70B5Nt7985m+aky71OUz4xzhvXIAhGxjVyP/ZxZ4I0oz59ZHvzC19IsoEiU362/rlzH/Xr30EMP1W30cvN3M8lkrv+veMUratu4VnKcfC3iepIFVaLNZZ76aN8s/xjrwf05vl4X2mGmduGxo3scHiMLRhTZpFkc+It9luUIY/2ooGAf77fffmaWB03J7ie4f+SF4zrNdvn1IvNadEXbNXW33XYLr7eRRzzzdmT5RrOAUd6PvC6zjxgQ7Vvf+lZYp8jrS7vL8k/Sm8w6edAy3geecsoptUzl2Zo1a8LzcL4++eSTZtYbPInrQJQPz6x3vnJ9j54VaIP07kV9bRbn76IdZvOvLVP1YH2/lHKgmdnY/5/Ldmya5vKmaVY1TbOKHSHELNHKVmmnvPkTYhaRrYpRYErXfz4QCzFLTHpNnUq0OCEipmpJXzez946V32tm13VTHSE6R7YqRgXZqhgFZKdiVJCtijljoESwlHK17fxIcL9SytNmdpmZ/Q8z+1Ip5QNmtsPMLmlzsl//+tfVHcw3r3RjupuT7jhK5vg7vhHLJFTuouS+WX4KuhezwBDuKqfrM8r1Y9brluRHuO7WpSyA8q1MksV+ioJOcBvdxWxj9pFl5P6k+5veR9aPcpZM/uIfI/N37N+puF4jurTVSFYV5fbgh6WUUfADbG7nMWiT/lE6+4Uff2eBMmizdG17vWl3tFMeg/bNYAbu6j/qqKPqNn4QSykgbYzyX+aiisY5CyJASRr7jJJHlxweeeSRdRulQswbxHFieyJJJPudEoIuA17MhK12LbuljIT24mS2l8k7ssA7vvZFeVz6z5MF+vF1iGsk1yzONY4pidak7CP+KI9X/3aOhx+H9s71lftSkpMF6vD5wX3ZT5OVg2Z0aafPP/98XRs4vhxHtxduYwAoXicpcaOtRvMgy3fG/ss8F1zb/DiUcvF3tL8sgEaUYzEKsGKWB/uIpLdZrh/mQsokY7yOux0tX768bnPZYP+xs4A2UR5OXn84Hn59nG7gq5lYUzOb8HmeBbnKfpcFg3DJL9dZSuNvv/32CXUzy+83/V4rW5eXLl1ay5SZ837Bg2xdeOGFdRvtntdo2hU/C+AaHEnwOLe4/hOuBZznvqZnc5jH4zkpHYzmaBQsrH/ftrSJIvie5E9vnfTZhJhBZKtiVJCtilFAdipGBdmqGDYkNhVCCCGEEEKIjpiZJC8JixYtqm5FuoPp2qSUx2FeC0YLzCJU0d3t7mf+nW5JRjFhFKZIFmA27o7MJHN0+0b5M8zGXfCMxkPZCqUezzzzzIRzm/W6ib0NlKVluT6y6HaRRCHLwcG+YSQxRmpjX0bSKtZvpqMHTQWXcWRyUu+PLKdamwhMUd4Vyt1oE5QOZG7/QVEO6WrPohWxDT62lOix/qzHww8/XMuMSjQoGhOhjVGKeOqpp4b13rhxo5n1Rjai3OHxxx+vZUa1fOMb31jLlBz42pNFGcukZaNIlEOqH44d7dzhuk37pCSJNs4cZTynj0EbmVS2rnldKSGLIqOaxXkS+88fzX/OjcxGslwp/ttsXx6PdeX1hDLHSM7Cfh/WNdXbxnFiH/vfueZQqsZ9eZ3n9Tiap+xfXrMoF6Kt8jxRpMlsvLJ8kTyPj3smM8xypXH95jkjiTDnK22BUr+sDZFMk/WnjCzLqxnJBdnvvI64lGsqeYZmmkFrI8ebkrTsd7RZju0DDzxgZrkc9k//9E9rmVH4KIPndq9Xdv9CeT/bQOmgXydpM1xj2F7OV9o97+e9vZnsmdJ8rnW8F+B13PuHdsN5xGeFLOcb+8RtluPSRkK8K+TBEkIIIYQQQoiO0AOWEEIIIYQQQnTErEoEX3755epWpNuarkaXRDBCSZZcktsjV6TZuPuTEhbuS5ctXaV0rdIl7uekBIzudcr0KFtge/2c3EYZZOZCpYuddXIXKaURPAZdpYTSNe7jfc9zs650m1IKmCVI9DLr1CbZ81zx0ksvVTcy28f+cvkEbY02Q1c228o+olvdx5/2TXc85W4cK+5DvK8pG8mkHWwD6+S/5b6UdmQSsSzZajTOlMlQrkcbo+QwioLJOp988sm1TNliJHEz6513UYTQUcjdE8lRuooi50T9QPkyE2RzreD4cq3l+u5rKddUjn8mk6L9+W9pH5TX0SZZ5jk5PxzO+UxORmjvvK55/2USx0wixjWdNuxtp3yHawTbPkx421g/Xid93NlWrneMIsw1lus0j+02x2tnthZE0QzNesfMxzFLik5759rCiH2+P8/BMm0hShhuFku/aJ+E/Zd9thDJNDk3+BkE25vJsyKZMGVaHAO/Zxqm+4BB66f/nWsQ14osomuWaNjbft5559VtnnTbrFcmt2nTplqmrfPY3qfZPFq2bFktH3jggbV87LHH1rJ/rpBFd+V8YZlrFu3K68o6ZRL8LBl8dC/CY7CuXB9o61k+XrflLHr2VJAHSwghhBBCCCE6Qg9YQgghhBBCCNERsyoRJHSPUjrCyCkO3XRZFCG6sxkhxWUsk3XfZsnQvJwl9aVUijIXnt9dnkyUSLckXbk8HiUgrJP3QxaViq5XHjurnx+bf6d8hi7bLLkg+yRK2psl0xwGfvWrX1WXPKNMcsy9TzOXPyUVmYSUchKXvtDFzd8xwk7Wj1FSPI5rFhmLbaANHXfccWZmtmLFirqNiXzpxqedUo7Dc7osjDIf2iZlY6wf5T88j/cJ+4OSKUL7pUQ4ko5lc38qUYSGlUwyR5gwmuuG2znHiPJOJoZ/5JFHajlb41w6wr8vWbKklnlNoM1xnPwYHGfWg2SSkihRL68xlKrSViM5dH9dXIZDG+LcyCSCmc35mEXrbH+7hoWFCxfWsWS/so1+rY+kRWa9icYZMZRyIK7Zfj7KiClnom3RhrkP7z98fNm/LHO9pUyOdfIxo9ya1wXKcbMoZix7nbj2sR7sP09ob9Y7BpQX+jzgOTg3aXPss0GfWzDpPNt40kknTTjHsDAoeTvvszK5Ho/B7byuHXrooWbWO4bXXHNNLd944421zOvx5s2ba/nee++t5ZUrV5pZrx1zzeW4HX/88bXMa7Nf+7he8nrItTibL5H98ni0Jc4R7nPMMcdYhNeFawXrlH3CkEWl9bHhmLItU5ELzp87BiGEEEIIIYSYY/SAJYQQQgghhBAdMasSwZdeeqnKJqIoMmbjsim6kLMkkZQiUQ5CKZ27yuneo1yARBIrsziaTiYLyRIos37exixqIRNyso2UqBCXyvB4Wf/Rjc/tlGq5q5TubMrZssg5JIqEFCUcHkZ++ctf1qholH+w3e4S599px3RVUzpAWQjLLhdgf7IP2f9ZAj3auNsspR9MREh5F49BiYBHFGKiT9oVIx5x+5133lnLtDe38ayfKFugdMflDv2/9f6htITtZVseeuihWr722mtrmWtBlJyZY5dFHxsWsohjkUQ3K3POU05EW/X+Yd/QVrmWcGwYdZDHdhkJ107aE8ec7aINuwSEMiTaHs/HOTaZKKGMCkcJMKXerDfr6m2nvXMecww4j7Mopb4/+53rE/tyWFi8eHGVQrHeHDO3P/YB973//vtrmXJBSkoZfc3HlOPCdYFrThaVmGPtfcy/8xp92GGH7fJ3ZuPXXUpwKTllsnnOH7YhsrNMSnnPPffUMuc3Jazsb5dech5zPWZds3sprsOeRJf3QOwbH6PsXmIu8H7iPVIklcsiO/KekfOc22mHvs+//Mu/1G2f//zna/mP/uiPann16tW1zOiCXF9dksz1g2s47yc4zlxrvT1sI4/H9TW7D4qiZ5MsUXV2Ts4HL7PfOc9o04ziyet4lDw+W3MzW98V8mAJIYQQQgghREfoAUsIIYQQQgghOmLWJYLuGqYbMZJNMSoJXXN0g+/YsaOW6RKPkuLxd3Sl0kXIiCd0+0cSlSyZKmUrdIlG+9P9mEUrYT/QRc3fel1Zf5bp3j/xxBNrma5rygX8eKxH5Ert/x3by3pHfZZFKBoGfvGLX1RZQybZc2kJ20w7ZZm2xLGIovrRdZ9FEKONsU/pHneXPevHY3NsKVs6+uija9nHkG5+1okRBd/0pjeFx2YUObcbymsyGS3tN5JSmI3LZNjXlNFyHeAxKMFlglzvS9aJdj/sEsHJMCg6llnvuHM+e59w/BnlksdmRFdKwSjjdjkRf5clbM/WWpezcm2nvIf2xGsBt9O23M5pK5STUaLFecXjsf8i2TXtM0tuOSjSII/H9lKKNCwsWLCgjivXHPaly5g5Bym7YxtvuOGGWj7jjDNqmWtsdO3hesHxooSa6ybtxdcwjh3XHF6jKfWLopEyYtzNN99cy7yvOeGEE2qZ/RBF7aQMlusu28u+ZmS1Rx99tJb9OFnCY86T0047rZYZ7Y325/Jsrvu0cW8vx3wuKaVUmRjvdaJPSDiuvBfKos9yHeUc8LWRkr+Pf/zjtcx1aO3atbX827/927XMa7CPLevENYYyT95/s73RNYLjyvWfayDtKpI7R0myzXrXS0YUHJSUPLuX5NpI+82SvUf1IFly+V0hD5YQQgghhBBCdMSserAWL15cPwjmh8HMZ+FP+HyS5hMv34Lw7Sif1KM8J3zy5kd9fDPANwo8XhRnn54N1oNvyvm2Ioq3z3qyvfwgj7k0+JaAHjuvH9+q3XfffbXMj1xvuummWj777LNrmW8Avd7Zx4DsS77py4KERH/PPqwfBp5//vn6BpBt5dsTf9vG8cm8fNkbmKjdfMOYBSLIcubwQ1N/C0Ob5pvMyBtn1vvW1WmTA41zhNDG/E0lzxHlwDHrfQvtH8b37x+tFewnHoNtv+iii2qZH2N7HhGOF/uUfTlMREEsdrVfWzgePLa/JeQb+HXr1tUy87H4x9ZmZps2bapl5m/xceQb+u3bt9cy32ZyveaYugeNtkyPGceZ5cgzx+30pDEgBo/NdZJvg+nV8zWd62UWyCPzHHAt8usJ3/qPgoc1skFe73zdevLJJ+s2zkEGsLjkkktqmf3At9g+jlmOS5b5Vp9jE+XB4lhk6yN/FwWgYO4uHoNeDI7pmjVrapnXHT8nz3fuuefW8hFHHFHLvH9ivzO3kt9n0CazvIm8J6GtUrXh90dZQAg/xrDkGWyapl5TonxjZuN9wPmc5cTM8v/xeG6H73znO+s2roc8Bu+dec9Hu/G+5vl4n02b4FjQDv36yetrFogoy8fHewSHtsRjcC7yPFkONh+bLD9clt9z0H0o65Hdd7VlOCxaCCGEEEIIIeYBesASQgghhBBCiI6YVYngPvvsYxdeeOHOEyc5kdy1muX0oBuceUnobo3yNNFVmslMeOylS5fWcvTxMz/IJ2wXZSSUl/h5sg+56YqkWzfbx9tO1yY/QKTEgu29/fbba5mu5je/+c1m1iu34YeLbAulCln9orHOgosMAy+++GKVOGTSSLcJ1p3ubrrdKVWLcmnxPDwfXel0cdPWeR72s49FJhvLpG/ReShlYR/wfJwvGzdurGVKx/yDbUpq2UbOM8pXKOmlTfq6QLku+4YfAN9yyy21/JWvfKWWKT/08/McmZxovpJJLLndZTGUG33jG9+oZUqt3vOe99TyF77whVq+++67a9klL+zfKE+OWa+8L5Jsck1l/TO5DeUstDMPmrFs2bK67VOf+lQt33jjjbXMwEGUWjEfnPfJUUcdVbdx7YhkaGa90jKOgfcV5w/LwxIwgDRNU/ubUqQoN1hWf44X108GN4nkRZnMiRI8XhuzfJbex6wzbY7jRWkrg054gBfuy/WTMrEsRxHxOcF1l4E3eI2gZJdBKWiLbmeZXD2TcrGfGMTG20k5IcfO2zUswa5KKbUuWY5Fv7/hvRDlgllbeF9EW3ZpMecwx419zmsw10beO/h1jdcyljmeHHuOkY9tZP9mvdf/bHuU2yqTT/IYWX6sKHBQJv/LxiCTynufRDkk++vRloEerFLKIaWU20opm0opG0spHx3b/upSys2llK1j/9930LGEmElkq2IUkJ2KUUG2KkYF2aoYNtpIBF80s//SNM0xZnaqmX24lHKMmV1qZmuapllqZmvG/i3EXCJbFaOA7FSMCrJVMSrIVsVQMVAi2DTNs2b27Fj5p6WUR8zsIDO70MzOGdvtKjO73cz+266OVUqpbsDMzexQJkF3JqVDdOlnkUHchUpJHyVPdKXzeCSSu2Xno/SB+/DY7h6nm5x9QJctpQg8D/NPeHt4PkpbWH9GoGGkLkb9cTdxlidry5YttUwXdSb1i6K9RH+fLl3ZKvO1ZS5n7w/2EceKEjxGzcukFlEf8XyZFDFzpfv8YT3YFh6PLnvP/2U2Lk9lPSlZYd4VSrBcYmpm9jd/8zcT2khpL2UVlEnRHgdFLqJMlXPquOOOC+t3/fXX1zJlZL42cRvrwb6cDl2uqWPHMLPBUQT5d0ofsmiVHCfi/U67+eM//uNa5lpLKSBz+vz5n/95LbvMhnmIsrWdRLbP9YjjlbWF9hdF9aKE7AMf+EAtn3LKKbVMeRfn7Pr162vZj8NzMOIst/OcmQzH603ZD9cO9sN06NJW9957bzv99NPNzOyOO+6o29lnXub4c4zYRs5T2k6UuyiLMpzJiLL7j+i6EN1v9JcpzfO5RxkdbYHXEbaRx+A653XhfQ0/T2BdsxxAUQ7HTH7GY3Ad4f60fa8r7Tey8UHr1yC6slVGESTnnXdeLft1kNGas7Ukij5oFn/mkV2j2V9ZDlbK3X1tzmyd19rsHsJ/Sylrdi/A9XXr1q21TJmj1zuLjJ3lOyRRVL8simAWXTiTCPr2TMY52Si8ZpMMclFKWWJmK83sHjM7YMygzcy+Z2YHJD8TYtaRrYpRQHYqRgXZqhgVZKtiGGj9gFVK2dvMvmpmH2ua5if8W7Pz0S58vCulfKiUcn8p5X5+JCjETDEVW6WdRm+vhOiaLtZUvg0UYqbowlYZEECImWK61/9hy8spRpdWUQRLKYtsp8F+oWmaa8c2f7+UcmDTNM+WUg40s+ei3zZNc7mZXW5mdthhhzUu28gkKu6C5E1uFjkoi/bFBzl3uTIpJl2v/B23s8yoLQ5dm1mkJ9abEYDcHUy3L92SWdQWypXodvZjs93sP0YU5O+YBJYXP28DXcCUH9AFzONFUg+z8X5gn/LvXUa8mqqt0k533333xsec/cj+8P6iXVGGQpthckz2QSTjyeQX/F3mEuf+fn5K6ng+9n8mJ/Jkn7TTLPLZN7/5zVqmJJLSPJeWZokq2Wcs0+4pw3DJDKVgXB+4/eijj65lSgTZ395X7BvKdbpM5NrVmrpq1arJ6xasnWSCcmKucV5mX3MeUNbEhLGUJHM99DJtizLDJUuWhMfm+Hp7siicnAeU9dKGOdZ+3aDUifXjMbjuci1jvX2eUgKUJWanTXIe0P7cRh999NGwLe9617tqmW2YCl3aqkvb+WKAEfa8XxmJkhEls0S+XGMpF/SojezrLNlzFjEsStDONSKLcpxFSHPbZjRjRgvO5Ie8RtPOvA3Lly+v2yjf5ucEPB7nNOvq2ycr2aIcmH0cbWMSbh/fLqK0dnH9X7RoUePjf/LJJ9d9Lrvsslr2sTj//PPrNkZlpv1EklWzOKFtNj7czuPRrrhWuJ1m0f0Y4TJKWm02vg5lEbpZzj5r4ZoVPbhynY8+ozHLo75GL8LZTzxfNqcGSQAHRcMeRJsogsXMrjCzR5qm+Sz+9HUze+9Y+b1mdt2kzy5Eh8hWxSggOxWjgmxVjAqyVTFstHkkO8PM/tDMHi6lPDi27S/M7H+Y2ZdKKR8wsx1mdsnMVFGI1shWxSggOxWjgmxVjAqyVTFUtIki+C0zy8K7vHUyJ3v55Zer2zOThbn7jm7JLOEqXXY8HqVcfrwsUl0mvYoSpHEfbmOkFLpps3pHcpYsoSklDIwixP7xNlBywHpkMjduZ3TGKOIVZYF0XbN+hG33PsuiumTHmCxd2SqjCFGWwXZ7+9hHTMZMW6KUlTIJ2mwkj8hc0rQ9nj+KRMl96a6nRGvTpk3hPuecc86EetL9/9BDD9UyJYIXXXRRLVMK4v1HuWkWrSuTzNKuXSJGOUEW8YhyF0YX9ASPZuMSBc5n2mZXiYa7XFPNph99i9BeoqTOZuM2kkUfZJ+xr2kLlKX6mHJu0M6OOOKIWo6iXPEYHKMo8bZZrxyL85vH9nWS6zbtIpMiUsKYycj662zW22c8Nucjz+PJum+66aa67e1vf3stM8HzX/3VX004d1u6tlWf1+eee27dtmHDhlrevHmzmfXaB8furLPOqmX2TRbBddu2bWbWu95xvcgSHmf3BW4XWcRcRiWmVJERA33No11HSefNeuWntJFIrkw5NpMI33bbbbVMG6E8O4pul8lWOcco8eJ1hOuwz0PeezAxtEvAp/upQJfXf5/rHBeOp98vvfGNb6zbGLkxk55m96xRZNZs/eAxuCbRJv2cmWT+3nvvrWVGH6SU3snuY3lPmEU/5vxym2Xf8He0aa7tnP/RtW6y0akHRQPM/j6VaNfdxMcWQgghhBBCCKEHLCGEEEIIIYToismHxZgm7l4e5A7OogjSRZhFYaK7212kWRJTuruz8Jw8p7th6c6kGz+KDNNf9n14PspFMhkk20i5je9Dtzwlf4Tu3izZrG/PktRxxGTFVgAAIABJREFUPCIpYP/xIrlNNo7DQNM0YTRL9q+72znejMzDiDgcW/ZLFi3MyaSTWQLiKOoQI3CxLZRGcW5s3Lixlj2SF2UDlHFRcvC7v/u7tcyolZTdeL0ZWY7nbuPqp7zQz88knewztpHzdfXq1eGxfTyyaItdSvG6ZKYkgtla4eejPXEN5HhkSTEj6R1thYkrKS2iPUfyV44df5clW+U8ZRvcdighzZK0kmy7nz+a56z/rs4TSWgoEWI0PvbTMOHXPCY0Z7JW73euLZQwkUwqRWmr78NrPmVt7GuXXZr1Xj95vCgCMPua56E9n3jiibXsY5rdb7BObCOPTcmjr6G8FjH6HWVaa9asqeUVK1bUMtdsnzdcm3ltYb0pNeN5KD90skS37373u83M7Iorrpjwm7nC68rrDfvX10aOMSOLZnK3TMIcRRFss8Zk971+bJ7P5bJmZjt27Khl2uaDDz44ocyowKtWraplzlFea/mpBKWgfr2gbfB6zeNln9qwHF33Milllkw56mNJBIUQQgghhBBiCJlV1wE9A4Rvn6I3c9mbnuwJNfKkRB+q9p+nzUfs/nTLJ2w+8WYfKUZeqeztePZGmm+RopwsfPOVffyY9Svf0vn27Ek/+piyv978uNK3Z565YfMM7LXXXnbCCSeYmdldd91Vt9N74/bGflm2bFkt84NYerbYL5HNZl5N/i77UJZ1cVuhzfDvrBPH5bzzzqtltye+WeIbJLaXH/fT++B5aMzG82DxQ3B6s2hXmWeU/eP145tTvuVlP2XzlW8avcx9My/uMJK9efM2DPq4tx+2l2Pgbx05FvQc/fCHP6xljmMW1MffxtOGCO2P40t8XeNxWSfWn2+dOa+4j3+wnnkksg+/o37K4PzPrkPZG20fS3oCfH6Zmd1xxx27PPdc4e1hgBzahQfWoTcuegve/7sst42PDb1gPAbXT45BFozIz0NbYNAUvuFn/WjD/oY/C7BCu2G76G1l2X+bBds644wzapn2zDK9G35s2hbrRztbt25dLWd5IP3+hJ6LY489tpYvuWRnUL9rr73WhgEGueC9Iuef2xCvMfQq0n6ygGgc5+iekH2ebc/ybfk5ef1nHkLeK3KceQwfr8h2+7dnZR7br+9RMK5+sqAZUYCv7L49eq7oJ7p/7fI6Lw+WEEIIIYQQQnSEHrCEEEIIIYQQoiNmPbqAu+QySYS7DzP5BLdnHwxyHy9T0pF9WJ99xMbzu/swk7tlAQh47P3228/MxoMI9NeJbl1+ZM328oNsPzaPQRcw65TlW6EL1bfzfOyD7CPcLCBHlFeD5WGTCL7iFa+wt7zlLWbW26fXXTeeAN5lFJRCsP38aDjKBWGW51qLtrWRd0VBLDI5HKUPlG5EkiTaAeUyWRCEQw45pJZ/8IMfTDgP87VQYsKPz5nzLWu72yTnCz9Up51SDsPxYL4Yl7bxfJR6UJYzjAySQUx2nnHdoJ27nDiTbmeBUDJJtNtRtAaZ9cpZMwloJFvMJFNZPj7Odc9RxPpzHmTBO2hzkd0OCnzUXz9uZ796n2T59j796U9POPcw4G2+4IIL6jYGifC+ZN8woFPW7ySyM/Yj1yr2Gec3r5OUkfr+2b0Hr8sk2ofrUJS7s/932X1GFHSG0PYp3z788MNrmXVxaS0lZZQz/vM//3MtZ0EgaJe+lvt9j1lvEA7P38m5M5eUUmqf0g5op75W0H7YPkrfo3xX/UT5VbP1OjsGz+PXel7zeW1k4CpKs7l++nU6y1vVRtYcySY5zpxbvJ/IJJbc38851XxXGZO979oV8mAJIYQQQgghREfoAUsIIYQQQgghOmLOoghmuYHo0nToUszyEtFFGcn0MvkJZSFZ1KfITZhF46OkhPVm2aOvUf7HtmQSEdYjiiTHv1MGwT7NogGSKAINJQKZRDCTAI6aRPCFF16oLn5KyBiZy6VvdGtn0iOSRagb5Irm37MccZHkMJON0O6j/B6sK+UjWWRMnpvufUooXJ5Cu9q8eXMtU07IuZFFEfR6ZZGUCI+xZMmSWmZEQ49ctnz58oHHG3YmY08ZWURLt1v2KaUbmSyVa2MU4ZE2ybkRScjMemVVXleu4byuRLJxs15JVyRF4Tkmk+Ow//xev2xtzyK2Uh7JeeM5alh/ypJp45QrzTXex5SnXXrppbW8YcMGM+uNMnfPPffUMtcISuyjSH8s0w6za2qbSGM+TlH+vP7tnDPr16+vZZfg0bZ4jiwqWhat2K/jmVSRUT2zKJxc431/3uNw7r71rW+tZcrLuAZQ7u3nZG4xXlddOj5s+TDN8k9BXD7Ja0UUZbCf7Hrt+2fytMw2ec7oXoT3bawTIwBna6Nfx2kzPAdtkNdrRthkJFeXC2bn4zzKPmWJPmuJciqatZP6Rfehg6LxTgZ5sIQQQgghhBCiI/SAJYQQQgghhBAdMWcSQboX6Z52VzRdkZRG0O3O7XQv0kXp7vMsGWR//ZwswpufP4vOcuSRR4ZlRlNxdyolApnEgXKBQXJBHiNzj2ZSxMhdTTlGJtPJpH5RNLrs78MmEWSiwUzW8O1vf9vMeiU8lOUwIR+hCztKHJpJLrMkrRxbziOXiFB2RdjnlIry/G6nkWzArFf+R4kA7YPn998yaiH7l8kuaaeM7hVJaTgXOQcobXjta19by5S7XHnllbXsEhf+nZGhIvnyfIZjF8n+OM4cL8pCaC+0Ya4nPr48XhQltZ8oEXcmq8kk6ZwzUQTATArGY/N4g5LVZxLBLGKrJzw265WZPfzww2bWm+T2Xe96Vy0fd9xxtXziiSfusk6zifdbtg56gnfa3le/+tVapo149Dmz3n6Nrk9tJFssZzbnZInQ2S6XcZr1SrXcVrlmZvcb2X0Nz+9wDkZ/NzO74YYbapnrN69dS5cuNbPedvF6xjWbUi6u07ymeNt4rWTbXSbOOTqXlFJquzZu3Fi3837N1ye2k/WPIk+bDb6mT1aymkXb9t9yHWVkXspreZ2MEm/zGFwvWX9eJ5lsm1EmvUzJahb1lfOf1+Mo8mY2h7N+mgzTvTeVB0sIIYQQQgghOkIPWEIIIYQQQgjREXMmEaQkgq5VL0dR8sx63ZV0KdJFGSX4zdz/WQTAzL3oLsOnnnqqbqN07OKLL65luuyjKFF0zUYu9f66sk/oenXXPPfNEitye+budQkD28gxyhLPRbJAszh5ZJYkchj46U9/arfeequZ9fYBE166XGPTpk11G+UclIRyexY5zMttpKy0x6z//XjZuLWJ/uhzgHXad999azlKTmnWK5l9+umna9kTF1JiQplKJumiNIZtj6SxrEcmVbz66qtrmdGuXHKURUQc9kTDJJI2tJGfZNAuIqkn1zqeJ+szjqkfj/1O++Rc4vhTsukRKnl9oMQ5kyTzGJQwuS1kyTQ5l9jeTBrk58ykYNzXo1majUuRzXolSh/96EfNrFcKyH7KkkAPC1wTWVdvO5PZcg1hn/G6S3uZTNuzZNQcX14/fX/Wg2sLk/Py2Lx2+LpJO+Q8ySLXRcm5+/eJ6sz1mPM0izrpts+1jxEC2Te0OfZDNB603x07dtSyz7thkWDvtttu4T3Q9ddfX8sux+V9GPdlP7eJnhxFrmsjfctswvuc10ZKBDmGlH9GNsn7VMr7KPNmNElP0m4WRyvmOsoxZzmT/Eay6mwdzaI6D+pXRREUQgghhBBCiCFED1hCCCGEEEII0RGzntnN3XZZ9JDo75m0LIr6ZBZHWcvcjNl56GLnsd0lTNerS5/MeiOh8Zx037pEgJJEl7iYxTIts153POvnsij+nedmXUkWjc7Hg22hyz+Tl5EsIe2g3w0DCxcurFF2sog37hLnuDJpLiWrjGCXuaqjRKSZbbaJlOb2wWNwHGh7mfTJx5nyFf6Okg9uZ58xyalHPvNIYWa90hPaNI9HIolYJvmiTIMyI0oeGOnT20uZIevBuo4SbZIKR/uyTCmn9x/thuNCe+HYcDwoP3KyxOyEkhPaWSTfoD1lckbKXCnxcRkrx5z7ZpJz1iOKXJXJ15jwmpHLKEH6yEc+UsseGZDyL/ZpFsV0LuEnAryGMLKdr6EPPfRQ3cYxYFRFjn8WyS+6/mfy9CwiG9dVv8bSPimV4npBqVQk2ed4cd2iDXGNzRIa+/Wd6xqPx74krBOjHPo1gOfm/OHYsZ+4bvK66H3G+chj+5zO5vxc4H3Ddn/5y1+u5XPOOcfMeu/bKHtkWyPpvlksbcs+TcnuBTgWtD3v/ygqsFnvuLGuXOfdrrmeU94fSRLNetceyrSj+mcSR96zDpqv04lI3SYZcdu/Rwy8yy2l7FFKubeUsr6UsrGU8tdj2w8rpdxTStlWSrmmlLJ40LGEmElkq2IUkJ2KUUG2KkYF2aoYNtq4EX5lZm9pmmaFmZ1gZqtLKaea2SfN7G+bpjnSzH5kZh+YuWoK0QrZqhgFZKdiVJCtilFBtiqGioESwWanX8y1EYvG/mvM7C1m9p/Gtl9lZp8ws88NOp678LIEju6Gy6RNlIhkUrpIhpFFLiFZtDdKBFyiQNcxpWF009Pdyvq5+5PHYJ2YBC6KEGTW6071KDyUd2VuaR4vkxF6GyhbySIEZe7bQdHwZiK5cFe2uvfee9tpp51mZr2yS5e4mY3LVij/Y5spG6H9ZFJQJ0tEmo1nNk9cAkD3P22Tv6Ncg5Ikrx/rT1kL7SCKBGrWGy3ObZztXrlyZS1z/mVR6SIpMOcC+4BzivsccsghYRtcCsF5u2HDhlqmrGI6dL2mTkW60OY3HCfOf5cTcb3h2HFfrivZ+up2yUhUWSJMyvQ4Hr4GRsk2zXK5Nu0sSoqdSX1oW9laFyWPz5LIs42U2PA8t9xyy4S68hyUeTEB8XTo0lZLKXW+XXvttXX7bbfdVssuY6Kkl33KKJGUZC1btqyW2SeDorORTOoZRfWjHI7XSdpwdo/j9pfZCu0iS9TNeRBF6aVcLItoy3OuXbt2Qhuyaz7nBKPK0ua4NrhdZhFjfXt2r9OWrtdVsziCpJnZ1772NTPrvX4xUuQzzzxTy7weZtEzvZxd69p8LkApbSSf47WY2ykdZL3vuOMOM+uNlEz7ZhRKzoEsaqJfX3m/QYlzFtV60L199hyQfUoxqI+7vDdt9SFMKWVBKeVBM3vOzG42s8fM7MdN0/hK8LSZHZT9XojZQrYqRgHZqRgVZKtiVJCtimGi1SuDpmleMrMTSin7mNk/m9myAT+plFI+ZGYfMuv12PCtEJ9o/c0H3+RnHz9nce6jt47ZGyK+zSR8Q8X8KP4E/9hjj9VtzH3BN2ysEz8O9Cdlvv3J3mBGb2n72+Bvq7L+yN7q8xjRW1j2I9/CtPlgOMqD1eaNwnSZqq3STvfcc886pnwzGtkp38rxrR3fwPMtOfufbwi9P7KPXAflqjLrtdko7w7fTvENcfZxd1QnkuWcIFHOOdbp6KOPruXoDVz//lGOuMwTS/vm2PFNKbf7WpCtTZwD06WrNXWqnoo2b+k47nz76fDtOtcKzoNBwYy4P9+6b926tZazD7lp7z42fAvKID2s01FHHRXWg7mAIu9yZmdZTiK2N7J91j/LL8Njr1u3rpY9IEeWg/Hwww+fUP+p0pWtHnDAATWv1yc/+cm6z5/92Z/Vsue/4twlzFvHfGHLly9nfdtWrweOTXZ+tz++sSeZZ5Pzw8sMhJR5iDKvOfd3G86ur6zTmjVrwn14vHvuucfMeq8XrAfvwThnPPCKmdnJJ59cy37vQ7vmvaCvLV3kbuvi+r9w4cLaRtaJ4+J2zAAip556ai3T28w1i+3msbPrJ+oXbs9ypvqYc/3gtYzH49gy19eNN95oZr33OG9+85tr+fjjj69lzksGxeAc9TbSY3b//ffXMhVCbTxOg2jj2Rpkc5PZN6zDZHZumubHZnabmZ1mZvuUUnxWHmxm301+c3nTNKuaplnFARZiJpmsrdJOs4duIbpmumsqJapCzCTTtVXeqAkxk0zn+p+9NBZisrSJIvjasbcBVkrZ08zOM7NHbKfx+iuz95rZdTNVSSHaIFsVo4DsVIwKslUxKshWxbDRRiJ4oJldVUpZYDsfyL7UNM03SimbzOyfSin/j5mtM7MrBh2oaZrqZstyWEXSDLq4s1wQ9Dqw7K7+KMiEWR5UgFI/uvLddcn4/vxdFhyDchp3kfLv/NiPsim6pel6ZdmPw3bxdySTEbIv/XhtJFGZizoKRpDlvupQItiJrf7yl7+srv8sN4f3L992ZXnIOFaUeVI64BINSjWyvm3zhi2S9/HcHNtBOcl4vjYBNjKpipMFLcjOmQUGcIllFgAkqzfHI7JZ7ktJRyYLmgKdralm8VgPkgC2ketyPaG9+PpKiRs/8M7sM5NYuLKB84EfVnM75X3RmsVtlE9SnkQJNiVOlEFG+Rgz+V8WQCmS0GbXmDZyLNqtXy/e/e53123M6cb2TpPObPW73/2uXXrppWbWG2jmpJNOqmXPNcS1ivA6yhx7tMUomEo2H7K1L9vuARtoQ5T6s36UgLNOfu2gPbF+mdKH85HHdgl6JvmnfItSVNo77xe871k/rgucV5R7MVjJN7/5zVr2fGAXXHBB3UYJvXvhs3ydk6ATW+V9ahbAxufuTTfdVLcx6AP7nLbMPo/Ww+zTjmyfQde+TBpPe+S9J4M6uV0z/54H/+o/Rma/nA9uH7QlSpn52Q3vEbLgSFG7sgA3WXCXiMmuCbuiTRTBh8xsZbD9cTN706TPKMQMIVsVo4DsVIwKslUxKshWxbAx+UcyIYQQQgghhBAh00s8MAXcjZm5x53J5gCIouqYjbsDM7cgXZhZ1DG6410CcuCBB9ZtmeSJkatYV5eAMLIgy2eccUYtUy5I6SMlOy4vYbQ6uqLpamaduD9dqFu2bDGzXgkL+yOLbkciCdJkJExzSdM0dZwpqYii9GSSUPZ/lk+IciK3icytnUlZafdRVEKOMcskk9X5ObMIRxzDNlEEo3pw/vF4WduJz+lILmPWO1+y6Iw8p8/dLCJpl9EuZxOvdyYtIVwnOf9pcy5Vo5Qtyy2VnScaA0a2zHLiPP7447VMG3F5bhbFlcFAsnxrlCL6nMiiI3J+83c8XmT7lO4xUiJzWGXyWJ7HJXZnn3123cbrEHMzDgsvvPBCzSN5ySWX1O2UVp955plmZnbvvffWbdknBOxrSrIoV/WxbrOGZf1OvI+5L8clkzPz/F5v2hbtnXLHbB/auV93aFuUM3/nO9+pZcpMs/xHPq+z9ZjbaWdZe/1zCkrADjpoPFK6918XUQS7IspLxXb7ekcp5EUXXVTLK1asqGWukyxH96/ZGp2Vs/p5/blO0X44VrzHiSJLUorLMsf4zjvvrOXMfu+7774Jdb7ssstqmRFR77777lrmNSn6hIL3UdknFlm/R582TDdyIJEHSwghhBBCCCE6Qg9YQgghhBBCCNERsyoRbJqmuhXpco7cepn8j2TJiOk+d/ch3fiUGUTRfcx6JS/RPoxmtWPHjlqmaz5LzusJVekmX716dS0zGhRdm5RCUa7iMBoM3aqUYLBOTOxK16+7Z7PoiG3kfYNkn8MsEVy4cGGVFFG6EyVKpUyF40OpaGa/g5ItZ/LLNmPh9pbJa7uI6MhjZLK7CO7LeZnJKgclWcykKVlyQUoKIukwZYvZ+A4jU51TWd+wLykt8vXwueeeq9u45kb7mvVKUXgel5Sw3xmZLZPxRUmxM8kpj5dFnYoktJl8NksMS9hePzajzzESLc/DtZ3rNSWA73//+82sN8rl+vXra7nDiJedsWjRoiqFX7VqVd3OtfL88883s97obJ7U1aw3oi9tiJHaeF2NaBMlLFuzfWw4LqzrE088UcvnnXdeLR922GG17Alcs2s+5Y7ZnHj00Udr2eWUvM5Tfkp5P6WybKMnrjYb//yB8599yjHgObl+cw3weymun1yzvd+HUYLNPuD893WN4/OpT32qlj/zmc/UcibzJdGnM9k9cBupt/cp+zz7TCaLROg29LGPfaxu41rH42VRhFl2W+Hc+epXv1rLH/zgB2t57dq1tUzJYZYcOzofyWT/tEO/nvDvbe5DdoU8WEIIIYQQQgjREXrAEkIIIYQQQoiOmFWJYCkldLMNcr1lbrrMLUk3p7t4s+hslMm1Sc7rx6ZrnJH+mGyOLlRKOdwVSRki5Q5ZssJMUuZJ+1jPSM7Wfwxup7TBpSh08/N4bfp90Di3cXPPFQsXLqxSFkYt4xi5JCobE44tbWxQtD32YeZqzyLiRZI92iDLbaLjDJJ5tpF0RBKrLLof608pRRQV1GxcIkBpF+VVdP/zeExyGSV+5b5ZUvL5CvuD48T1zvudY0dZE6F0i3OJ65pL6TLJaSb75Ni4DIr7UopCuR7XYh6Pkj3fnskkGUU2s2eumW5TXNt5HcrKjAy3dOnSWj733HPNrLd/OXZM1Dws7LHHHrZ8+XIzM9tnn33qdvaJ29mHP/zhuo3XpixKL2VEHPcoGXmbJNtZREG3ff6ddk17oYzvkUceqWW3M0r6PXqiWZ5QmHbBhLDbtm0zs97rDG2SnzOwzHZRAujrIyWJ7GveJ73uda+rZbaddXG75HzgmHtd2b5hgWPBPvDt3LZx48Zaft/73lfLv/d7v1fLb33rW2s5itjL62V2jc7ulyIZIbdlsleeh3PHJeBc+7lGZ5Gqs3s7H1/aD+2YkSxPOeWUWmYCa85RtyvOEdoYye5VoucCtoX3fFOJKCgPlhBCCCGEEEJ0hB6whBBCCCGEEKIjZj3RsEM5A11yzmQipZj1uu+iRJKZ3IX1oDuYx6BkyOtKFzhdr9xOt/vhhx9ey55skXKH17zmNbVMKUrkEu3H92GCRT+HWW+EryzpMGUO3mdsS+a6zuSbkUt2mGWBpGma6irPEtS5jJLuadoB5RVZtB3amPdjFumH8BjZWLittEnYO2jc2C72x2Rlht5X7DPaGBkULY5l1pnJMxkBkpIUyq7Yl95nmSyAa8goMWiuZeOfyX99OyUitFuua1xXuN7QVrdv325mvcnWs0SYtOEoaXqUDLT/GJSTZdIRX4/Zbq6jlLlwvc6kjR49kMmUWX/KFmn7XEd4vGuvvdbMzJYtW1a3UUrDyHbDwqJFi6q0kuMfJak+6aST6rbf//3fr+XLL7+8liPJlllv//mxIzmWWbtk6bQBXwtp+yeeeGItM5Ijxy6K5Me58bnPfS48HyWglBRyjnlERv6d6+DJJ58c1pVt55xwsk8BuH5nnzDwt17mnOG678eO7gPngqZp6jWH4xZdm3mtYF9Q7nbllVfW8sqVK2uZ64aPeXZNzaIZZvbr131e/7P7x+zTDrd1jlub+nFus/+8zDrx75TRMgIno4hG0cCjiJT9dW3zaYP3a9ZPHK+2yIMlhBBCCCGEEB2hBywhhBBCCCGE6IhZlQi+/PLL1aWaJfXz7VlEKbrvomiB/dtdIpBF2KFrnDIiuiK5j7uJM0kM96WM4Oyzz65ld+nT5chjMCIXEwPynIz24hGZ2GeUT2Tu5S1bttQyE2C62zZKvGnW6+LN5EeDIswNs0TwxRdfrP0RyXzMxtuXjXcUdc2P7UTJtrPoj20i2NEmfH9G6+IcyGRwgxKoRknB++udyQh8H9o669QmAlAk2eAxskiEmdRqV/U067XTKLn3qNIm6XeWmNrXEK4ltP3HHnuslpnAlBLmKModI5Kxr5mklbYVJZhmnZgI2WWIZnkSecqx/PyZRIhyLM4xzpko2ifnTxvJCec0pa1f/OIXzaw3miHHiHLGYWHhwoU1SW0mS/K5zHWVCXkpg6TELopaZxbL3Wkj2X0Gtw8aR0rwaBeUiR1zzDET6sqolZT087rLttC2lixZMmEfrnHcl/c1WSLxSHZG22d/ZImas4S10T0d8f4dlnuCpmlqn3Ieca3wNSSL3Mw1hnOYCaAZcXrQJxXZ9sxOvf/5d4496zfoepidL4tQyLWba1y0pkZRfM165ZZveMMbavnhhx+u5ezzAieLCjroGpJFrc3uT3aFPFhCCCGEEEII0RGz7sHytzN8EubbluhtR/YUye1ZDqvoI1e+HWOZbzz5RolP+/4UzrcZfMPKetPjcf/999eyf+hML0fkHTHr/diPQTP4pszfDPPvUf4hM7O1a9fW8t/93d9NaJfZeB4MegDYv4OCbeyq7AwKrDCXvPTSS/Vt8aCPeLPcUtmHnoPeGmYeouyNb/ZW0I/N49EbyrerrAdt3d/MZx7LLD8V30RxvnpdshxhnIvRR9L9ZT8nPQj0QrDP+PYuW0N8H7aRv3v22WdtVGjjoRr0u2xeuj20CT7ENS473iGHHGJmvetoFuwl+8Dbx53b6DHjm1R6CLKcg5GHmvbO7bQRwrnnxz700EMn1Lm/XTwPjx31H73Bv/M7v1PLDPBCL+JcwuABWfAmn7PsD3pmTj/99Fpmfix6CaL5mwXVGOSp6t/u9aLd8Np4/PHH1zLXWF7/fX3k3GCAFwY84fgeccQRtUzPpXv1+DsGU2HfsL0+78xibxXvSWjvUW4jszhwhdn4ess5yPP59qnkGZoJSil17mZBE3x9yrw4maJj3bp1tfymN72plt2GBuVzjerqRPmbojWo/9iZRyfqgzYBL2jXDLYS3ZNwX9p6NjeiwBVtrkNt7jH9OOxHXiuefPLJgceYUIdJ/0IIIYQQQgghRIgesIQQQgghhBCiI2ZVIkiJQPahabQtc9NmMrNof0ot6AalW53uT36AGEkY6QKmu575rLLcVn4MSpsoidm8eXMt8+PsBx54IGyj/5a5XujaZFu+8pWv1DJlBJRhuAuX9aNEIJNjDsqbMyo0TVNd8pQZUd7jH6vSDiiXyGR1tAP+1m2yTR4izp0oQEz/OaP6U/7JY9AOXVKQybKy3HOca6yTB0KgVJHzj+3N6hdJLLPcV6xrJtlgXV21f0r9AAAgAElEQVRKkwXSoQT3N4EsAID3OwNbcH3IZKlZv7ocl5KvLE9iFkTCJVuUOkcfMPcfg+VozmR50GjvPCcDUbDsx6HchVDGxb6k3UYBcLJAGRdddFEt33LLLeE+s82LL77YE8DJieTnUf48M7MVK1bU8g033FDLDHjB3GBuO7weckwpVaOdcTyivJkcf0qiea2lzXFd8iAwHM8oH59Z7/hyrWSADG+P52bsrxOlqA8++GAtU9IXBZhhIBqux9mnGZwHPJ4HKaF8kv3rfTks9wkMcpHlkYyCXGTBogiDNNAmfGyz+9g2Mu/sE4VoG22MaxLXdN8/+0Qnu9/J7k98e5ZHjfuyveyn6POULDhN9jlDFLDJbLxtWS7F7L53V7T2YJVSFpRS1pVSvjH278NKKfeUUraVUq4ppUz+7EJ0jOxUjAqyVTEqyFbFKCA7FcPEZCSCHzWzR/DvT5rZ3zZNc6SZ/cjMPtBlxYSYIrJTMSrIVsWoIFsVo4DsVAwNrSSCpZSDzewCM/t/zezPy04f2lvM7D+N7XKVmX3CzD436FiRZC9yf2YSwiyCHbfTjemSJx4jy4lBd3wWWcXdlZR/UGpHSQwldnSfu9SI8f0pLTjttNNqmW71u+66q5bvuOOOWnb3LM/BczMHx9KlS8PjcTxcopJFnckiW2WStoiZkBDOhJ0++uijPH4tuyyN8pEMus/Zp5TjRVGJ+PcsIk4mpY3ytdDuKX2kG3z9+vW17DKOQVH8eL7+7bQ956STTgqPx/5lma75KNcI5y0lDlkUJspTGA3MoxixHzl2H/zgB2v56quvntCuydClrTpdzKNsPkcSJvYN+5QRTgklTJQtveMd75hwPEqc2qz5biM8BuufrWWcv5TQekRZRoJrExk0k6K5xIrRaQmlc1xfs3xWfv5MBsu2TJeubPWFF16o/RlJkcfOZWa5JPq4446r5aOOOqqWKX1jtE/fh/Oc0fGy3Gscg0hGSNtj/WnjnvPLrNdGvH60VZ6Dc4lwXlE25eekjI9k+Qp37NhRy6yL39uwHzMpOs/JerM9Lqf36MRmvfc+/rvpRhGciTU1i5gY5d3LolDy+sX15L777qtll/SyP3ldzq5lmSTOr/VZlGPev3IN5P3mQw89ZGa9cyeTjWfSbNqEf0rD33G+UOrP+tHusyjLERyv6JOafrz/slylU8mD2daD9T/N7L+ambfoNWb246ZpvCZPm9lv1gcKYhiRnYpRQbYqRgXZqhgFZKdiqBj4gFVKeYeZPdc0zQOD9k1+/6FSyv2llPuzNzNCTJcu7XRY8nGI+UmXtsqP3YXomi5tNcsXJsR00fVfDCNtJIJnmNk7Synnm9keZvZKM/tfZrZPKWXh2NuBg80s1D40TXO5mV1uZrbffvs17n7jw1YUqSmTCGa/4z5MWOYucbrxs+MNksSwTDdnFumJcpEouhSj/lE6kkmeGB2Jx/ObLNafUkW66xmFiduJ9xVlCFlUnDYSQd+eJbfraEHrzE4XL15cG0K3O/vLXcccY/YR3ep0+/MYWRJjJ4uemSXpjKIVZtHdGJGKdV21atWEerONlCxl0QAp/6A73tvOhLK0Y7aLds+5xj7z7VnSz0x+mNms9zcTjr/nPe+p5VNOOcU6ojNbXbVqVRNJAwfJBbNExJltEe9X2iflHZQecTttkZJoRlt1sgSUvEmPJKqsM22I6zLl09ka6OfPomayXawfryfcHiXQ5d8zqVUWuTD6O8uZXGwKdGarr3rVqxqXhvLaQumYr1FZv1PazESta9eureVt27bVskfHZd9wPaH86PDDD69l9h/XlKh+nDM8D9cl2qKvsbz+0665lnLObNy4sZZp+34eHiOTmnN+HHnkkbVM+dMjj+z8hCmTn7VZY3keT9B69913122UafoYTfMBvNPrv49jdn11ouiq/fvSftl3119/fS27TVBWyusuj00bI9zHbSKy3f56s34nnHBCLa9Zs8bMzDZs2FC3cQ1qY2NRVF+u7byf4P0t7YNlnt/XdPZHNi+zzw+ye4FoX/ZvWwZ6sJqm+e9N0xzcNM0SM3u3md3aNM1/NrPbzOzisd3ea2bXTfrsQnSE7FSMCrJVMSrIVsUoIDsVw8h0Eg3/N9v5IeE226l1vaKbKgnRKbJTMSrIVsWoIFsVo4DsVMwZk0o03DTN7WZ2+1j5cTN7067276eUUt2KlEdEySPbJFzjPpmL0t2fWZSzNpKYKGpLlqyMLkxGbaNEwOUllDtlMkOW6U6NovpEUe76f3fzzTfXMl2rdNu6RCVKVmeW91MmEfRyFpmxa81zl3bad9xadgkJt2VJCXksuv0ZwcptKItKRDsgWbJfH/Mo0Z9ZrzSK84HyVK8fk1BnUYS4nZGBKMdy6WCWrDBK5GiWS1+8fyghyNYKbs/kQl4vrkfnnntuLVPO2BXTtVWz8XYOkkRkf++rz6T2cbjW0Z4ot6T85ZBDDplwHkqmWKZcy+VL/eekXNXhOFN2RQleNk+9TjzuU089VcuM+pclyCQ+7ykbi5Jcm8XREfuP7W3LEnXOBNO11RdffLGuDZSRUvbnc5DjwjL74G1ve1stX3PNNbVM2/HogpTDUZLKtSiLBsy10s/POmUysiyipa+xHHPWg/dGtGGuw/ykwPuUa1wWrdaT/vaX2WfHHnusmfUmxeWaTtliJn+PkmLT3hn10fuMx50O07XTpmnCeyCOxaD7VJazOcyIgn5fdvHFF9dt2ScC2b1AdL3LPofJ7u0YfXTlypVm1htJOfuMhuem/XIORJ8HcT1csmRJLW/fvr2Ws/sML/PvJIu8nMk3o+taFlG4LdPxYAkhhBBCCCGEAHrAEkIIIYQQQoiOmFlNQYC73ChnoPs5krtRCkL3aBTdzyyPLhj9vU1y3ChSDOvECDyeTM0sdym6HI9yLMK2ZAkPowhZjMy1//771/K6detq+V//9V9rmTICnifqhzbyk0FRBLPINZmLd65YtGhRTQbNfqSExCV4mW2yvziegyLbcV/2S5sIl5QiuJyB45olSqX9Rm51Shky2QvbS1kgbdzneSbRyaSKJJLPUAKbJX7O5jz70uvCMT/66KNrmeM/jGTytLZ/7yebl36cLMLm8uXLa5lR2ii74trz+OOPTzgG7Yyh6CnToeTQo1UxahXtkFIUXm+4jtIufE5k6zzrxH7ieSgpdRulvfN4mU1m665vp71nEcOGCe8rStw41lESUK5J7F8mGvZErWZmn//85yccm7+jXJCyO44BJXO0Vd8/kx/RFiJ5lNn42PC4nBu0EfYT5bGUmvu4sx6UYfFzgfPPP7+WmbSZc8KTw7NPOS6Ux3I95j5sg/clpdycG95Pw3QfEEn2OYaRBC+LKEg74Bxl2ccri16ZJXfOEvw6tLHsk5rsUxGPbHjPPffUbVu2bKll3ltkyXm5fkZS8NNOO62W/Z7LbDyCYX+9ifc3/x59bmSWX/+jcvZpwYxEERRCCCGEEEII0Q49YAkhhBBCCCFER8y6jsDdcHS30Z3t0gtGWOPfM+kVXZ5RUjy6SjNJFOtEVyNdnl4X1onufcoWsmhlLm3JpCVRhECzXtkU2+OJW3k+ukSvvfbasB7ch25n74cswmImpRzkeiUzkGi4M/bYY486jpRAUFri9uaJM816ZUOZBJK2F+2TubIzaQHtPrIVHi9Lmsfj0a78t5QNtBl7tpeSLT82JQJZMkVKCzjX2F7fP+trzkvOr0iG1P9bJ0t+PF/JomIN2pdrD9dAyvgoEaLc0mVQXPMZWY7jRTko5VMOZStcLymTytrINc7rR5khpa1s72OPPVbLXEdpc25btPFs7nKeRom1CW0yWxeGEcqOo6i+7I9M7sjx+sM//MNavvXWW2vZ12SeY/369bXMJMe0P8pVabdcl6L6Z5IyrlG+nmbSR66JtOfs+u7R92jjrCfnDKWAPCevc5Gkn1Jfjl2WhJ7rvp8nk8cPG6WUMJl6NKdom7xOct3gGHKOcu667fHvHB+uA1mESNqE159STf49SzrMskeTXLp0ad3GSI9c2ymrz+5bPEog13ZeK771rW/VMmWo0f03jz3VqNb9ZWcyiYgHIQ+WEEIIIYQQQnTErHqw9tprL1uxYoWZ9X7Exjcz/saJT9h8M8Mn6OyNPH87KHY9z80yn7zpdfDj8dz8e3aMKJY/3zLxjUeWGyirt7994vGYw4Ll6KP+/u3+5iSrx6A322aTe9qfypuBmWTBggX1Y2a+BecbKv9Il2/qsg9H2V88Bt/+RTmYsg9o+cYmy+/gx+MY8u06t/M8Uc6p6GPc/t/RfrI8Lt4/2ce29BBwDvODaNbF3z7xTR9tOgtQkgUPiT5yzebzfCULtpDtExHNE7Pefmd+LO9vjj/nRuYd5Zrpea54reAbVgYA4vF4PeFvfV7TQ03PK49HLwi9Hey/aM3MvFa8nnAeRDmHMq9qmzV6timl1Dm0bdu2up2efx+D7K064dhxPD74wQ/W8l/8xV+YWa+tcM2hN4a26jn7vN6O9ztti3BtzoIeRWtzdi/DfZjLjcE5fE3m7/h32tOXvvSlWn7ggQdqmeu+9wPf7nM+ZteLLCebl7kty5U0LPgawT7I+t/hvQLXMraV/UVPjvcpx5DraJYDNVtjvMzrNdc9emgH5V0788wz67Ynn3yylj0Yillv/i7ms+KcchtiDjy269lnnw3blQVPcWh3WUCxNoHtvJzlIp0Kw7cKCyGEEEIIIcSIogcsIYQQQgghhOiIWZUI7rnnnnb88cebWa/L+aabburZxyyWkJj1uu/4wSZdm3QZ+na6ySmlo1uXZbphowAD3MbjZYEhIgkj3ciUQdAlynpnHy67u5d1uu6668J68Hh0V0fSoCzP0WTzVUTSq2Fmt912q2PKsaUkxV3flKGxn7du3VrLlK8Quu+jj+DbSAQ5LpTKud2z/nSH09We5ebxOUq7o41leTCyj0T92OxHzlW2l9LLLM+Vt43rAOUOy5YtC4/BfVgXL2fzghKtYaLL+cX20i4iKWp2Po4pJXPcTjme2w5tn3K8LMgKZVwOc6nQJjnOlItlH977nN28efOEc5j1SgdZvyxQi7edtsrzZRJx2iL392tHdu2JJExzTSml9gPtYtOmTbV89tlnm1n+4TrXQa59nN/M9XTDDTeYmdm3v/3tuo3jlQXH2r59ey3TdnxOZDK+TEoXreVtrq/Z/QT39/uWLC9odg146KGHapn3T942niOb65n0kvt7XbL7kGFj4cKFdX5leeZoEw4lhGwfr/O0U/aRjyEldZTa0a54/eI85/H8XiBag8x6r2U8Nuvttn7EEUfUbczzyrXxC1/4Qi1feOGFtcx13OvHNY33+QwWxHsZEs2pNsGCBn0W0F8edO62yIMlhBBCCCGEEB2hBywhhBBCCCGE6IhZlQi+/PLL1V3qMfbNeuUWHl1wUC4ds14JC122kUyDUX8YeYnH4Dnp9o9kW1nUQpJJ6fycmZxgUO6T/t+66/quu+6q29auXRvWj+1lGwe5SjMJ2GTIXLDDFkXwZz/7md15551mZlXSatZrp55LhfkaKL/gGDIfE937UY6qTBJE130W3Y241IASh2zukChaZBbtitt5bMoSGK3Iz5nJHTmHs36KIl9yX+ZroRwji3JI+YaXKVvIjjFMTGX+ZHM4yxE1KFddFnmR459Fo3RpDdc02m0kW+nf320xW4uzyFCsK+3P65e1K4vORZkQI275b7NIb5w/rEcmC/M+yfIa8njDhNeRtrVu3bpaPv30082s3bWYfcN1k7bzvve9z8x65XCDIq+ynma9a4qfh+dmniDWj/bCexiHfcC5wWNk1wPags8Dni87D9vFuUn8/FkUNh4vu46wrtFaQ1nXsNnqbrvtVm0ok7v7PSTnO/uFcjeuFRxPlv23mUSbnxkw2h4lhVGONh4j++SA56SE2fuA984nnHBCLd999921zPHcsGFDeM5IXrtly5ZapmyYn+vwGsx54nMgs81sbSSD7nuzSMltkQdLCCGEEEIIITpCD1hCCCGEEEII0RFlNuVZpZQfmNnPzeyHg/YdcfYztXGqHNo0zWsH7zZzjNnpDtM4zhdmoo1zbqdmv1G2Ot/bZzaP11QzXf/nGVpT5wdq49RoZauz+oBlZlZKub9pmlWzetJZRm2cH6iN8wO1cfSZ7+0zUxvnC2rj/EBtnB/MZRslERRCCCGEEEKIjtADlhBCCCGEEEJ0xFw8YF0+B+ecbdTG+YHaOD9QG0ef+d4+M7VxvqA2zg/UxvnBnLVx1r/BEkIIIYQQQoj5iiSCQgghhBBCCNEResASQgghhBBCiI6Y1QesUsrqUsrmUsq2Usqls3numaKUckgp5bZSyqZSysZSykfHtr+6lHJzKWXr2P/3neu6TodSyoJSyrpSyjfG/n1YKeWesbG8ppSyeK7r2BWy09FGtjrayFZlq6PCb4qtyk5Hm98UOzUbLludtQesUsoCM/vfZvZ2MzvGzN5TSjlmts4/g7xoZv+laZpjzOxUM/vwWLsuNbM1TdMsNbM1Y/8eZT5qZo/g3580s79tmuZIM/uRmX1gTmrVMbLTkbdTM9nqqCNbla2OCr8ptio7HW1+U+zUbIhsdTY9WG8ys21N0zzeNM0LZvZPZnbhLJ5/Rmia5tmmadaOlX9qOwf2INvZtqvGdrvKzC6amxpOn1LKwWZ2gZn9f2P/Lmb2FjP7ytguI92+PmSnI4xsVbY6KshWZaujgOxUdjoqDJutzuYD1kFm9hT+/fTYtnlDKWWJma00s3vM7ICmaZ4d+9P3zOyAOapWF/xPM/uvZvby2L9fY2Y/bprmxbF/z6exlJ2ONrLVeYRsdd6Mp2x1dJGdziPmsZ2aDZmtKshFR5RS9jazr5rZx5qm+Qn/1uyMhT+S8fBLKe8ws+eapnlgrusips98tVMz2ep8Q7YqRoX5aquy0/nFfLVTs+G01YWzeK7vmtkh+PfBY9tGnlLKIttptF9omubasc3fL6Uc2DTNs6WUA83submr4bQ4w8zeWUo538z2MLNXmtn/MrN9SikLx94MzJuxNNnpqNqpmWx13rRNtipbHRXmua3KTudJ2+a5nZoNoa3OpgfrPjNbOhbRY7GZvdvMvj6L558RxjSeV5jZI03TfBZ/+rqZvXes/F4zu26269YFTdP896ZpDm6aZontHLNbm6b5z2Z2m5ldPLbbyLYvQHY6oshWZaujgmxVtjoKyE5lp6PCUNpq0zSz9p+ZnW9mW8zsMTP7v2fz3DPYpjNtp1v1ITN7cOy/822n9nONmW01s1vM7NVzXdcO2nqOmX1jrHy4md1rZtvM7Mtmtvtc16/DdspOR/w/2ero/idbla2Oyn+/SbYqOx3d/36T7HSsvUNhq2WsAkIIIYQQQgghpomCXAghhBBCCCFER+gBSwghhBBCCCE6Qg9YQgghhBBCCNEResASQgghhBBCiI7QA5YQQgghhBBCdIQesIQQQgghhBCiI/SAJYQQQgghhBAdoQcsIYQQQgghhOgIPWAJIYQQQgghREfoAUsIIYQQQgghOkIPWEIIIYQQQgjREXrAEkIIIYQQQoiO0AOWEEIIIYQQQnSEHrCEEEIIIYQQoiP0gCWEEEIIIYQQHaEHLCGEEEIIIYToCD1gCSGEEEIIIURH6AFLCCGEEEIIITpCD1hCCCGEEEII0RF6wBJCCCGEEEKIjtADlhBCCCGEEEJ0hB6whBBCCCGEEKIj9IAlhBBCCCGEEB2hBywhhBBCCCGE6Ag9YAkhhBBCCCFER+gBSwghhBBCCCE6Qg9YQgghhBBCCNEResASQgghhBBCiI7QA5YQQgghhBBCdIQesIQQQgghhBCiI/SAJYQQQgghhBAdoQcsIYQQQgghhOgIPWAJIYQQQgghREfoAUsIIYQQQgghOkIPWEIIIYQQQgjREXrAEkIIIYQQQoiO0AOWEEIIIYQQQnSEHrCEEEIIIYQQoiP0gCWEEEIIIYQQHaEHLCGEEEIIIYToCD1gCSGEEEIIIURH6AFLCCGEEEIIITpCD1hCCCGEEEII0RF6wBJCCCGEEEKIjtADlhBCCCGEEEJ0hB6whBBCCCGEEKIj9IAlhBBCCCGEEB2hBywhhBBCCCGE6IhpPWCVUlaXUjaXUraVUi7tqlJCdI1sVYwCslMxKshWxaggWxVzQWmaZmo/LGWBmW0xs/PM7Gkzu8/M3tM0zabuqifE9JGtilFAdipGBdmqGBVkq2KuWDiN377JzLY1TfO4mVkp5Z/M7EIzS422lNLstls7pxkf/BYsWFDLe+yxRy3vueeetfzSSy/V8ssvv1zLv/jFL8zMbOHC8aYuWrSollkfHo/w2IsXL57w91/96ldJK8Z5/vnnJxyD7WKduS+PXUoJ6+R9tc8++9Rt7Kdf/vKXtfzrX/+6ltle9oPXi7/juQnbwGOw/P3vf9/MetvI43Gsm6b5YdM0rw1PNnUmZauLFy9u9tprrwl1e/HFF2vZ68920sZoJ9yH/c8+8H14Po4x+5nlbFwcHo92n9lSNJ4cN+7L9nI7z8N9/Jw+J/v/znMT1jUqR+PSD/fps7da5tg4bgf9x962bduc26mZ2Z577tm88pWvNLPecWJfeh+zrdw32x6tCWP1mvC7bIwyoutAm2OwfsTr12Y9alO/Nvs4mT1F+2R9lp2b7Y3WT7Y3O/fmzZuHwlZ32223xm0xa6Ovm27TZmY/+clPapnzmOsM19uoT7IxytafQXYUrd395Wyd9nJ2DeyaNseO1gCOy89+9rNa5vrNMeAxeN/i/ZD1mW//+c9/br/61a/aT7z2TMpWFy5c2Oy+++5m1mtv2ZrpDLpOmcXrHrdn+2a2GR3DzMzrn419m2ttttZG+7bZJ5qLGW3W1EH7Zmsn71VeeOGFWvbrf5v6vfDCC63W1Ok8YB1kZk/h30+b2Sm7+sFuu+1mv/Vbv7XLg3rj2SF77713LR933HG1vGzZslr+6U9/WstcANavX29mZvvuu2/ddvDBB9cyHzKWL19eyzTAH//4x7X8hje8wcwm3GzVMgeHBv/II49MOMYrXvGKuo0LEvd97LHHapkXAy54/tsLLrigbmM/rVu3rpa/973v1fKKFStqmTeSr3rVq8xsvO/Mei9gbCP7lX3J8mc/+1kzyxdmGvzzzz+/w7pnUra611572VlnnWVmvTfdP/rRj2rZx5+2+epXv7qWDz300FpmX/jDpllvH3j/0w44xrzhoN1k4+Jl1v/AAw8Mf8cbGB97s/FFmnXiPOPYc/trXzu+7uy3334TjvfAAw/Uba95zWvCcnTT1V/2/vvBD34Q/p398W//9m+1zPbwPM8884yZ9c5tzhGvv5nZ+eefP+d2arbTLv7gD/7AzHrnF8fG+5VtzW5af/7zn/cc26HN+TrE43FtYjlbD9mXvtby75wbhC99eGyvK+cgrzV84dTmIczL2Q0RbSS6SPfXz/dhX2f9xL7hy7Zo/WQbeW4e+4wzzhgKW124cKEdcMABZtY7BpyPr3/9683MbPXq1XXbLbfcUsvPPffchH37y3zR6P3OvuH1hvbC9YfrOss+Nhwj2hbnSWZ/Pna0rcnedEZkD2zZyyVCO/M+45p+99131zLXb/Y7x3HHjnGT837I+szX7JtvvjmsWwdMylZ33333em/Jez9ej92euAZGY2zWe02K1j1u5748Htdzrsu0If72yCOPNLPetYn2wWNwO+vt48n5kr1QJtmDofcZ5yL3pZ1yn0EvA7O5zWsZrxu8j3vqqXGz8Hsz1iNj+/btrdbU6TxgtaKU8iEz+9BYeaZPJ8SUoJ1mnkwhhgHaKm/ohBg2aKvZW3Mh5hraaaRSEmIqTOcB67tmdgj+ffDYth6aprnczC432+l6dePlUyKfsiNe97rX1TKfsPnm+vjjj6/lz3zmM7V80EEHmZnZ0qVL6zbelKxcubKW+RZn+/bttcw3W1u3brWxttRtfKvm3ql++Cbc36ZH8ikzs1NPPbWWOdkfffTRWubFyvf50pe+VLd997vjQ8E3aXyTz3bxjVMkPyE//OEPa5lvFPhgwrcvf/Inf2JmZl/84hfrtqeffjqsH8egQwbaKu10n332aSLJXiRbzSR9fOtC+2aZ7fY+5/gQvk3k2ye+NeSc8nLm0fmP//iP8HiRRIF14tzhWLFMbyjr9O///u8Tjudv2vrbQvvJ3sz6Ofl2im+buVbwLZfXw6zXxn2defLJJ+s2vrVku2aISa+p+++/f+Nt49tRln2d4RixT/mmjx7M7EYjko5k84Bk8pdBb/Sz40XezOwYg+Qu/QyS9LWRhUUy7kxylK0XmUTVbTibJ7PwMDNpW128eHETSavZT95eeg54feWc5vWG6wi9Ur7WZGsL1z6uHfSCcQz8nJxfmec1k2S7DWTXf9JGXhbZamR7/eXsPA77hvdJXB+59kaKDDOrXkuOF+3dVQ4z+GAzqev/XnvtVdfUSGrN7Zm8nv3JvqCKhP3h+2T3ULxXYDm6D+Q+2frAsco8RN7ebFyyOZwRSUX5u2z9ytZ0n0dtHDeZxHL//fefcB5XsvAcZrnHbldMJ4rgfWa2tJRyWCllsZm928y+Po3jCTFTyFbFKCA7FaOCbFWMCrJVMSdM2YPVNM2LpZT/y8y+aWYLzOz/NE2zsbOaCdERslUxCshOxaggWxWjgmxVzBXT+garaZrrzez6SexfXcqZhMHdlXQL0l2fRQz73Oc+V8uUvvnHinT/89x0t/KD/I0bx+cf5VleF7oLKRd49tlna/nkk0+u5aOOOqqWb7rpJjPrlS2xTpRQHXPMMbVMV/O9995by94PlEYwsEXmhv3EJz5Ry3/9139dy3fddZeZ9bpjlyxZEpafeOKJWmb/Uebi8sOPfOQjdRs/XL7hhhtsppmMrTZNU+VU2RhFwVoyWQblKUuFqEMAACAASURBVLQb9pdLUrOPO7OImZR9UfrmEoAjjjgiPEabaFfeBkoEsuhelMZmUjSfU/xgl/OZv2Nd2Sfsd5eqsD84z3lubqfsj7/1uc1AMJyLnF8zxWTX1Jdffrn2G+UO7D/v4yySHtfXrN9pw36cLBorySRTUfALHiOTn2ZRX/3YbT70zyQnUf+0iUSYybgiOVZWJ84xSrDZdgaP8fYOimw2k0zWVsd+Y2ZxxE6z8XlKmQ77lOsP18/TTjutlvkRu891XjvZ11mQIq4zkZQrk4KSQVE7MwlhmyAsxI+d2TLrl8nYeV3ysWGdXOZnZnbYYYfV8ne+851aZmCnN77xjbUcSat57fAxnUlZ62RstZRS7+nYR1wDIwkh7wMJZXq0sSiQCvfNAgdlUXp5fq9rJBU3y4NVRFFks3UvkxlmZbdPHi+LfEsGRVLNJIKZjDeLvOrbs+vUVJhWomEhhBBCCCGEEOPoAUsIIYQQQgghOmLGw7QTul4zOYi7ADMZEaV2dAEyElYUMZDRz+iy/ta3vlXLF198cS2ffvrptXzrrbfWskcupASObsRTThlPr3DsscfW8je/+c1a9siGdNczqhuhnCmSPpqZbdiwwcx6ZRdZ9Lgsb8Jf/uVf1vJll11mZr2RBZkTi1EOGRUnkwu6C/fb3/523XbCCSeE+/7jP/6jzTVN01Q75BhRKuLR1jg+mbSD+1DmwzH3OUDbZN6bLNIiZYG0Se9TSjtIlheIUeRcHse5E+VDMuu1JdohI316X1Jimsm/skhqUV4SzndC6UAmC6L81+vHMWL/ZhEe55JSSh2HQUlnuV5m0ezYRvZZ1JfZ37OIeLQLjkEkF8skZFl+mSj5cZZcMouqFsmxMolIlitlUGLPTLpFO8xybFH65ufP+qNNLpfZppRS+4FjwzZ4vTkHjz766FqmXfAayCiCDz744IT9s6ToWSL2bBwjOWAmwc8keFE0tSzKWSbrIlEUwez+JPpd/7G9H7IcSozYzPsCRgY+77zzatn7IYqkaDYeiXCykT5nigULFtTrYCbj9b7JIkhm9j1ozDM7yKTPg2yiTfLjbG5E49EmkuqgtbZNgvouUjplfZ3ln/X7O96PMm9pdo++K+TBEkIIIYQQQoiOmFUPVtM0Yez66M0q32zzCfvggw+u5U9/+tO1zI8HWfanUr5FIHxTdvXVV9fy+9///lpmoIBHHnnEzHqf7nkMvvHg2x16n6IPsvnxLt+U8Gk7y2LvT9b0IA16k9p/fnoM3Yv04Q9/uG7jm0MGqDj33HNrmW8R+Sbc+4pexocffriWZyN4wGQopdQ3Mlk2dX8DzzfP2dtzlvlxL7e7p4ljmAVsYCAVvtXmR8acJ04WOIZvcfiWxt9E0dbY3uiNXv/x6AU9/PDDzazXI8W5z/7Igl/wjZIH1miT/4fzn1461tvtk39n/zK33LBAD1bmsfP+5tjSO8r+pb0PeovPcebYcUyzj7ajt+3RB8esf//xIi995rXK3gAPKmc5Wyb7Ftbn3qA8WWa9Nsc+4zh52/l39s0wJktvmqa2mWsR57qvjyeeeGLdxjbSg831jn1J+/MxyALlsB5ZMKIov9Rkxz9ao9oETclyW0X7t/EAZF4H9s+g4Cy8dlDpc/vtt9fyY489Vstuq7wm8RhUeAwDixYtqgGDuGbSrnzNinJPmuVr2SDaBDuJvKH9+0T3u7SfQcF4WJfMK5vZTLYGR3N/skEk2uR0c9hPmSeSdujbeb3Jgpy0RR4sIYQQQgghhOgIPWAJIYQQQgghREfMepALd9tlwQNcukLJHP/+ta99rZZ5DMq3Ijdi5v6n2/eQQw6p5b//+7+vZX6w6R/o8xiUdDCHCSVFdI97XTK5Hl2UlIV4cIz+c/pveTx+cErYD3SVUjbhbvF/+Id/qNv4YetFF11Uy1dddVUtr169upajfEmZbGEqHw/OJAzGwj6lO9nh3ynpy/ahLVM26gFA6NqnNPWpp56qZbqtuQ/zk7iEgfILSjHpMuc52Qa3ccroaPeE56GUlXbvAWp4bvYNJaSUsFFWyeNFwR147OwD8Ug+ZxYHVuCYD6tE0MeP4xhJM7guMnhHlseHthoFNGnzQTb7NAtc4cfmWhzlHuo/D/HxzfJCRflT+hkkEcykW5lMJ6ofyT6E5xpNSRw/vvb+YZ+yz6YiZ5kNvM2ZzMnXGkqLGSiH+ZUYLCfLLxadL8uP48EW+vchPlcyud4g++T+mR3y2G2ClUT5ijL5YRZ4I5L7ZkEn2Ne0SY7Hpk2batml3MzTR3v3vu4isEEX7LHHHjWACj914Prv45xJ2bO1gkRrVSaBa2MrUfAL/p3XvUyiG51zMpLq/nNGcsE2ufsmYwtZPbL1NQt4EX2exOs/j8H1aVfIgyWEEEIIIYQQHaEHLCGEEEIIIYToiDmLIphFsHHXIGVJjNL3ve99b8K+Zr3uT0ZT8mPT5Z+5M+kCZL6te+65p5bd7chIY3Sx0uXornGzXvmBtz1zzdJ1T3kM3fiU4LnLkxIRuu43b94c/o7SK/al998zzzxTt1FSxLq+613vquXt27fXMnOA+Vhm0dkoDRsWfJxf97rX1W2Up7kEk+Oa2RKlpzzeli1batntl1JMSirYnxxn2j1xu8/yXWWyJu7v9pnJaynj4xxm1EG214/DOZJJdFgPShujKHKZxC2TWPCclER6exkpkXWdTDSo2YKR2TLpo9eb/ct1lPtyH27nsd0GsqhV7KcsT1MkOczWcG7P5CfR2GRykSyK1aAIVZn8j23JpEGRjDuzpygXnVmvDNf7hOfL5tUw4W3m9T0ik+DwXiCKqmjWO399XaIEPovwmkVIY3nQGtAmR5EzSErVXyaRHDCTBWb3O5lM08uZDJLXA167ec/B+wxfU7Zu3Vq30cY9j2EmP59tdt9993r/x08tIolgJufMJHjZ2A6SCGZRBElky9m63CbqX3Tu7DpKBkmws+tymyjMUZ9lMu5MFp7NOz8e+4yfcXBfRszcFcO5CgshhBBCCCHECKIHLCGEEEIIIYToiFmPIhjJeihF8YhydINSysaIc5n7M3I70v1IaUHm5qTcgrhMjOdm/Xgebo8kWW0SDfI8LEeRkjK5CKVtlF5QfkLJhrv0WT+25c4776zliy++uJbf/va3T2ijmdkDDzwwoR5ZnYaBhQsXVikK5WkcQ+8PjgNlKLRpRn/kMSh3WbVqlZn1ykopEcxkgZlM1su0dZIlPI3mA8+dyb8o6cp+G0Wn4vnYH2RQQsFMtpNJLLid0uEoATiPnbVxLlmwYEGV2wxKUsmIdCTrpywSndtL1u+ZNCPqa7M4GiTrkZ0nkttkCWLbJKgctM90opxFEsFsPeeaQ1kSZdrel9yXa3gmHR4WsuuuR+GlHJJ9xus/5yNtlTJXhzbJNTGTyXE8KIPzfs9koW2iWLrkMIt8SEliFskvmiuZfCtLnBrdQ/A4PEck6TUzO+CAA2qZnwhQLvjEE0+YWa90k33qMvJMDjnbLFiwoErH2T7OV++vTH5JMlkgx9nHIosamUmLs2im0T1hZmNtIk5Gf+fvsrZH+w86R//2TGI5SMadrfNcNwZFOWQ/ZVGid4U8WEIIIYQQQgjREXrAEkIIIYQQQoiOmPWwLe5+o5xh5cqVtezSK0ZvySRFmYwk2p4lHc1kIZQocLsnPWRkuCyqDiOQUMrhx+BxM7lI5hrm/t4eRnWjDIJl1ilL4Oltp6SIZco0mIz4bW97Wy0z6a1HLGMSZo45I+cxkfRcsWjRoipbiPrFbLwtlMDRhXzooYfWMiUVHPPDDz+8lv08PB8lVZH7v//YxM/D39HdTfshkcs+kxBGNrir4/n+WfTM7NhcKwZFjsvI2jBIwhBF1xw2BiUajWjTHySSO2Xny9bXLCmun5N2kUlluI7TLvwYbaKuZRKbQYk6Mxl6mwSv0TEyeRrPyTWFMm2XwbGfeB3i2j5MRPLSaI1gBNtMrs++pi1w3YwioWafC3C8eC2N5komzWadMvmTHy+z98yGs88ForWeZFEQs3XYt2fXH3LcccfVMvvkxhtvnHBsSuiZjH7btm1mNlzJsX0cDzzwwLqN67/bB9cx2lK2rmQyPbff7JqaRdUj0XWrzb6Z7C6KFsv2ZtEAMxvzfSJpZH85u+ZHEtw2nwhkkkPi9cuuFW2SfvcjD5YQQgghhBBCdIQesIQQQgghhBCiIwZKBEsp/8fM3mFmzzVNc9zYtleb2TVmtsTMnjCzS5qm+VF2DBIlB9u0aVMtuxyAbkRGcrn33nvD49KdHbkRM2kRXbKsE6PgMNqeu1OXL19etzFpLt3IRxxxRC1TOujuZUofMjc+pQqsK93RHl2KskqXIZr1ujbp4uWx2T8ezY19wAhWlAsyYSDH8eSTT67lc845x8zMzjzzzLrtuuuuq+VsTCdLV7b60ksvVTkOJZVMzupyB7afstF99923ltm3lElEMoIsMSvtg2PPiFm0Gx8jbmP9KAvIEnb6fMgkDlnCvkHSwSgReD88z6BErpncgWRyAeKyKkpBWb8uZVddr6tmufzM+4T9xL+3SUaZ2UD/OfqPnclcoqScWYQtbs8SEEd/b5OsMqufz4koclg/maQ0kgiyztk6zzbss88+tfzkk09OqB/7if3eldyqazuNxppj4O3iHOR1MroWm+U27H3C/mCfZRJljl0kZ42iYPYfY1BCY667kdzVrDdhL68dWYLWaFs2r0gkf+Xvsii27IcVK1bUssv+zMyeeuopM8uT5bpdD0o+PYgubdX7gH3OaMAeEZF9xLHi/VIWWTKSxGWRVgfVs78ckdUjw8eLY5/dS2b2y7WM98n95+ivH9c6SqOjqMjsJ/Yf68drd3aNiCSH2adHbWnziyvNbHXftkvNbE3TNEvNbM3Yv4WYa6402aoYDa402aoYfq402akYDa402aoYIgY+YDVNc4eZ/Xvf5gvN7Kqx8lVmdlHH9RJi0shWxaggWxWjgOxUjAqyVTFsTDWK4AFN0zw7Vv6emR2wq52dpmmqS47uO+KuPCZcJVmEKrqteewo6g9dhJlEwKPImfVK/fzYa9eurdsoYTjxxBNreevWrbW8ZcuWWna3cxZRJpL3mPVGVqIc0N2p/B2j9FFiyX0ow6BL/7HHHjOzXnkc+4OucLpk6Sbmb921/uUvf7luo/Rlw4YNNoNM2lZLKbVdWSJcjy5EW2M/Z5IUuskj9z7Hh/bByI2Um2aSLv8to1dmchO2kVIln1OsE8kkCTxelszSiaJhmfVKAQZJelkP9nsmLeRakUXSirZla1aHTMlWByUGjZJOZlLULOpkFjXPyRJaTyYiE/fNbDyLsulkkr5M2ppJs73Mc2RR/7J+J37OTFab2SfnbySlo0R4kGysQ6Z0/S+l1DZkbfe+zCLzfv/736/lLPJulACd1zrCe4Esolk0vpnEtk3SYbe5KMKaWe/9BKVNmRQxkkVHEtz+ctbHUeTlLFptNj9Yb7+mZLLL6UoDBzBpW33++edt8+bNZtY7hpRAep/zswFGSc7kfZl9+Hhl82Kq5UwqyvNw3CK7ziT/2T0rj82x9blGmW8WnZp9SWinfi+VJVumjfF+dP/9969l3gf5b7M+nUry9mkHuWh2ti5dzUspHyql3F9KuX+GF30hdsmubJV2ypsWIeaCtrbKC44Qs81krv/Z95FCzAZaU8VsM1UP1vdLKQc2TfNsKeVAM3su27FpmsvN7HIzs4ULFzb+pMsn26OPPrqWzzrrLDPrfYJ9/etfX8t8aubbE3pEoqfSzCuUfWR3//33h/Vzz9r69evrNr7F2L59+4R9zXrf6PibIz5wsj/o0XniiSdqmV4r5kc56aSTzMzshBNOqNvoreCx2V72H4MyeDAEerXYN+xrviV49tlna/mKK66o5WOOOWZCu1avHpdKf/zjH6/lj33sY9YxrWyVdnrQQQc1HuAj81q4HfJtCPuI3kseg+MSfXiZ5YfhMbLcPNFbV56Db3HpcWCdosAnnE+ZV6DNyxN/A5R5E9hGlvmmlfVzW27zkXn25jB6Q8V5wX5q89HxNJmSrXp9sw9yIw9X5sHi9uwts/dfmw/p2ZdZ3hS3B65BXP9pt9maH5HZZJZzKsrDxn0zT99kcmLxfCyzXfwd5ybLbpf+sT23mfX25Qwwpev/4sWLG29z5uX2ucy+odefwQOysYvGN/Nm01ZpZ5mHyI+dBYAhg9aiyANrluf94ou/SOnAbWwXbST72J9rbJQ7jGRzmsfjPZtfI1n/KEjIVIIItGDSa+ob3vCGJsotSBXPaaedZmZmDzzwQN3GfmFghizP1KDcVm3yEw5a80kW6Cfzxkb2yetApjJhmTbk3ireL+/YsSOsE49Nm6Vd+RqX2Wm21tJrxnni8y4LZjUVB9FULfrrZvbesfJ7zey6XewrxFwiWxWjgmxVjAKy0/+/vXOLtay6zvSYQBy3FEVcGipQVaaKKsBQkAYHCAZCIqcduW2E/RDZSUeRH5AiRXlw1JFy6X7ofuiWkpdcHqKWrObBSuJO3IklR5byEDCkhYWxi4sBU1yKooAqYwqUoLb80C2o1Q91xjrf3jV+1jrnrHPO3qf+T0LM2mftueZlzLnWXuNfY5hlwbZqto3BH1ittf8ZEY9GxLWttROttfsi4g8j4uOttZci4t+u/NuYbcW2apYF26pZBmynZlmwrZpFY1Ai2HXdr4o//eJ6TljlZKHrLSUAdPt961vf6st0P9KVpwIvVC+uKde8crFTlvTggw9GxKxEkNIR5nTas2dPX6ZkI2WElME888wzfTnzRkToPBOHDh3qy/kiNF8eZN2qX+oF2qyP5zt58mRf5lhT3qFyEKT0gkEiKCG88sorYwqmstXzzjuvtBHaUEo0aad0d9Mmrrrqqr7M3GJVTh/1wrySrHD8KQXJdrEffImUbvLqJfOI1RdKx+RJIpQRsK35OV9UZ5tpH3wpVa3FrFtJzyijpeyGY8b5y3q4LjhmU+UWWjnXZLZayUtJfk6bVLJA2guP4ZzmOCl5lZKOcJ54zpQOcc55bs4B10wlM1L94vrh/KoXlysZpJLBKKmkeqm8qoPtUOfk+si9huuBsiQGx9gIU1//cxzY32o/U8FW+H6MysfI76bdqvw9tBGub+5LlcRb7ZnK/tiH/Fzl5lT7qgokcOrUGdUbXyHIIA0Rs9I8ymqvvvrqvswATbnGlIxM5R1Ux2SQK+77tNWcu6E8TkNMZasXXHBBv36UDD6larzPUrnsOPect0oSOUaGpmyvCs6gJMvqfcjqvpxrQckdeX3gumRwtwzGpmSSvPZkELGIWWkmz1Pt3ZX0PGI4l2bEcL5IlQfx/dgU0asxxhhjjDHGnIv4B5YxxhhjjDHGTMR6owhumCoPSsSqrIfudbq16WamFOX555/vy+kyj1iVg1B+oiK5KZkBo6ilxIvuVkpYGFWOdTByynPPPRcRsxFoKCH88Ic/3JeVbIqRlTI/luoXXbaM9Ed3L/uefaCsat++fX2ZrnAVdYxtSYkCZQGULTDi3qJQ5WupJFgcC7qy6eKm/VSSNJ5HyTmJcnFz/PNzHss5IZQAVJHZ2Gb2hTII2hJlPKw71zxtkHLYY8eOle2gFKDK2aHyqKg9hHIY2njaJNc2/65yHG0nrbXB/BxVtEUlJ1TR3UhKOTj/KnIU7Y/zxHVTfca5UxJB2n7OL+vgfklUji2S1xYVLU7lCFL1VdKfMZHBWGZ/Um7DOtiv9chZtoLsj5KWVdIl9oX7CWWpHAdK5XN/4b0C1zT3BSUvqqSInHOVY7OSW0es2iiv+bQP9pFjQzkaJYC5bzLisIpQSRk7o/pSUpp7PF9xuPvuu/syI7mpPIe8TmSZe8uNN97Yl2+55ZaIiHjqqadiEei6rh8/9olznn2hLXGOeS1WOcm4x2VZvRagZHVKnpyoHFdE5XHLdlf59+bJ3KkREY888khf5lrMtcHxoC3xlRRG4FZrO9cirzfqXkBFz+SYZT2871IRj8diD5YxxhhjjDHGTIR/YBljjDHGGGPMRGyp5uX06dO9i/Fnf/Zn+88//elP9+V007311lsz30vosmPSQUpD6A5M2Q8TAL9f+xK6ERnh77rrrouIiF/6pV/qP6P07ZprrunLlPelLDBiVd7HxMB00dMly3akLGS+rfv374+IWbc85QdK5sSoQ+xD5WZlpD/KCVVkNX6e86GS9nGuOafbyVAUnoTzViWTnofHqMR/1WcqsphKsJnnoRSTf6eEgdITyiA4z1U72H5KB7hG6d5PKQKlJ5SeVskuI2bXANuUcmIV1Yr10da5jrhGs25KJhiJcKNRrjaL9bSL88ixVhILHpMSCtpQJQmKmLULJR3NeeLaoHSLe5ay57QRyrl4PsqkeO5K9hNRy2NU1FXap4rCmOUq8mGETn6tJL5Zj4qCp+TF203a3VD0OZVMnfbEaz6vIY899lhfzuuuksxx/Di/lBHTjrL9vKayHWwr56tKDEyZP+eL9yq89zh69GjZpkp2yX2SbeX1iu3j/ULeC/BazFcweCxtnHtEtX4zOe98OW1fRXfealprvV2oyHtV1FLuh/xeFYF1/phKIqjkxrQVVV9+VyVvVtGK1Xmqc/DVjgceeKAvU9LNVyVyfml3t99+e1/mWuQ1mvs111rud+p1ApbZF/a3ijiuJIJbmWjYGGOMMcYYY8wc/oFljDHGGGOMMROxpRLB1lrvkmPEMEbEyeR3TMj6xBNP9GVKQOiyZdI8ltM9Szcjy5Sc0P1YJfLjOel+vPXWW/syZQaM0sPPb7vttoiYlXTQ5U+3JF2lSpaS46ckZUqKwmM4rnn83r17+88YsYnyAxXVq0okys8YbZFyDNrFdlIlvKQEIO2Y80opgEooyDmn7eXYDbn85+tmfbTJXD8qIhnngnZDO8g+Us6pourwcxVVLY+n7E5Jd4hy+1cyCEqIaJuUxlBOxOieeX7Wp6LFLTpVBCol71RyMiVRyTmjrFgle1bywyqapoqwRYmTikSY/WFfKGuibVESyzIlW1k320TpI22BkheuFUbCyr2U+x7XAW2V5+RYcv/J89M+OTaLKhHM/gwl8FT95jxyrf/TP/1TXz58+HBfzj2W56gkf/PnPHnyZHn+nF9esyhRojyK8mcen/bCa/vTTz/dlym9ygjBEbN7Je0lx5LnYCTiTPQbMRuJkmNZRSuskrpHzO6ffHWA8DxZzlcZ5uvLe4v1RGnbDN59991+L1AJwLPM9cx9StkVbba6nqhr/nz7Eo5ZdU1XrzioCIWsL9vKfYX2yHXGvUzNcx6j7u25/zLSMO83uadm5EIVvZlrvorYGDE7N1VyeWKJoDHGGGOMMcZsI/6BZYwxxhhjjDETseUSwXTJMULNl7/85b6cLj5G46Pb79prr+3LdKVTcvLiiy/25XSn0s1IuRDd5HQpUv5CeVyehy59Jj++9957+zLlY5VLli5guuMpSWSbeB72N93UjDhUyc/m28FoQPw8JQx0vdIVTqkM61aR81J+oGRkrHtRqJKzcoxSFsL5oU0rCRaj2XGeU4ZC9zVd8xxzSpIoxaD8IGUcPJZjTpkMj6FLP8/P9g9FVYyYnWe2Kdc+pQCUVfA8XJf8nDaWMhkl4yDsF9c/j881Q7nDmP5uJ4x4paIJ5vhxTCkxIpwbJnWskg7z70pOxPNwXJlgMseV0m1KN2mfnLsqCbhaM6xbRajl/lolQh4jEWQi1yqSGG35wIEDZ7V/vk1VFE6WOafsO/f/RaG11o/J0J7C+frN3/zNvkwJOWVESj6f1zgVGZRjRtvn9Z9jmZH8KCHkHkaJoIowl1I+zjnXEu8b7rjjjrKtvNbkelOJ5Hn/QtS1Jm2O9k64F3A/5hxU0RkrOVbE6nwtyv763nvv9fPINlVSdd5D8T6Gc8vxos1SnpzXY0r0acecCyXt5PFps7w/UPcy3OtYznZzLdDuOR4qyjS/m33gqye0e+6/KqIn5bh33XVXRMzalYoKqyIKVq/V0DZVeSyLYdHGGGOMMcYYswPwDyxjjDHGGGOMmYgtlQh2Xde74ehCJumapZtRuUfpGqTkiRKQlJTQNctIKHSr0o3Iz3medDuq6Fh0oVLaSHdwlRhQRaCjxIpyJkYuPHjw4FnHPvXUU32Z0gEmN+bxlDak65XRh5RsiuOgIhRW3+P8K7nSdpJ9oQSC45gubM6rSpTLJNMZ+SaidlVzLFgfJbOUxtLGOLcpweI5GL2Hrnu1FhMVEUklRVTR4qpIb5RJcsxob5RhVJJe5bpX7ebxlCJk3VyXKiHqotB1Xd9GNR9VdCSWufa5d3KfpAwq1zFlfKyPcijWzbHkfGSyZyVl4r6spF45j5TYcL+htJB7NCUnlEQ/+eSTZ/WLdvvxj3+8LzNqrZKiZz1ss4oSpqQ8HLPcJzge3J8WMYpg13WlXLWSlnNdPv74432Z0kHuiZUEL2J1LDmOlKdyzDg3lHpyv01pHm2ZsiraFu85GP2sStR93XXXlfVRCsj6OD45Jnw1gvs7x4z2zDng+s799iMf+UjZPqIiF7O+Q4cORcTsfvLII4+cVXclQ94Ouq4rk59XSexpuyraJeeTkjiu5xwb9eoE79VYN229SnTMc1MuyH2D99dVtEju4dwvKfXjXkapLeW1uWexTYy0yXawrdxH2b7quq8SPKtrN2027U8lF7ZE0BhjjDHGGGO2kW17JMtflPyFfOONN0bEbB4H/uJVTwD5xI6/XDPXRD4ljZj1Ehw5cqQv8+kBnxikhyhi9olBwl+86uViPoXPY/gEg08D2H4G0+CYsL9Z/sxnPtN/xqeq7Au/98orr/Tlj370o305X75WuQNUDgX1tLX65c/5V/mPtpPsC22CT+XyyRafutCLSs9WlWMsorZJ2jfHkE9d+TSRtsJyPsHky6ds35in59kmMOeHCQAAIABJREFUzh/PMeal5GqN8ulq5eGKmH3qyuP5BC3thnPE+WBf1JNW9iGPYZu5V7Adi0T2h32scnlVeZTmy3xayCeonI8qB9Px48f7MueRXiHaNvf8bD9ti7bKPZXHcJ5yrXCfZX9Vzj/WTdtJO+OL1/RC0HNMzzADV1TeVpU3kKgXq6scb9wjVFCCRUR5M6ucaMwXxTmg3Sovd3pFeSy9TPQo8NpITy5tNe1SKTBoT/TY0BOV88Q+qjlXATQy2EbE6ljSo0fbeuCBB/oyvcRcm5yPXDdqLSnlkMrllnPG8eWcfvOb3zyrbdsJ87VyTVUeEdoPr2X0wNCjw2Mqj7TKEUn4uQpElHsjvZ4MEMc9i3PF+9scA665yosXMXuPrva4nH/aMT2EvGelZ7kKRMXPVdAKFfBi6L5FKT3Wk6fNHixjjDHGGGOMmQj/wDLGGGOMMcaYidi2PFh0t9INni8X8yXTn//5n+/LdBHSRUkJVRXLn67PPXv29GW6uOmipjs1X9KMiHjiiSciYtYFTFc6ocyA0qaUAKjgHUpySBkOJQopF2AddL2yDpZvueWWvnzVVVf15XQv05Wq8rSowBb8PF2rKr/LIgYPSKp+RKzaGOeQQUEoqVC5KCrJlnJrc42wDvVicLrNKe2iNIrjz/bRbvIY9cI87U250mn32VZKJpSUkpIaFWgkpQuUWnLMOL4MPqCCJmTfOedcL0PBQLaD1lq/NpUsNz+ndEO94M75IrSLlKpROsL9lXsFJS/clzkfac/8ntoTeAzblHOtXuLn3s51StvmtSDPT+m2ermcckGuR9pijr2SBSpYR5UnjnPOsrombTdVvrJqXalcatdff335PRVgICWe3Gco9aVUihJ8lVOyCi7C/YRzQJujbaWNqEAZlIJy/dAWaUf5XSXjv/vuu8vPKQHmGKd0kGOqgm1V9zXz58k5Z1/yVZCIiO9+97sRsTj3Aeedd14/HhwDtj+vq5xvFcCCNsbrMfeQXK+cE+4ltGnWUQVPi1hdX9xneX2lPJT7f5VDjrZb5V+LmJ07lrlHp33yM5ZpV7Q39qt6BaeSiq/n8+o+dT2BLcigB6u1tre19lBr7bnW2vdaa19Y+fzi1to/ttZeWvn/Yu7o5pzBtmqWAdupWRZsq2ZZsK2aRWOMRPDdiPidruuuj4jbI+K3WmvXR8TvR8SDXdddHREPrvzbmO3EtmqWAdupWRZsq2ZZsK2ahWLQJ9t13RsR8cZK+YettSMRsTsiPh0Rv7By2Jci4uGI+L2Buno3oIoAmK5BujCV3IHuT+V+znxQdN9SUsRjVaSxY8eO9eWMKEipUhUFaf4Y9jfd53Q/UzLB3ACUb1E2yRw06Sam9IHuZconOa4cB54n+0Dpg3KbqpxBVb4CJY+ZSno1la221vo2qTbn55x7zifHlscQSt/yfCpak8qPxeP5ecoIKMdTkbZYdyVDolueNq3kiUoWlvVQWsZjVRRGRh3iOs5cKuw3ZRe0da4plisJAGULY+SYa2XKPTVi1U6Gcn1wnlWEPRUhlFKgKgoq17DKjce5pnwqy9wjWR9tleVK3sk9i7an5Cy0LX6eshnKZ3i94Vgqu6hyrHDcq6hf899T0fYS9ldF+NoIm2Wrys7y7yrPpOpXFf00YnXOaL+MlMlrIyOuMj9fFfWsmtuI2f1TSf1zb64imM7XwXWibCFtQEkmuQ9y/VDeTvvLY7h+WDfngFIurhX2IfcA9VpIzsdGJYJT2ep5553Xjw37zb5mn9gPXnuYk4zXE8oFK7tnZGd+74477ujLzKvJKKc8Pu2ar8PwlRX2Rd33Zpl2QGjfSs7I8cv5p/2oaMa8F1ARALPMa4yy6bXkylRRBsdETT7rO2s5uLW2LyJujojHImLXikFHRPwgIs6OX37mO7/RWjvcWju8Vv25MetlrbZKO12UcLFm57PRPdW2araKjdrqRt9nMGYsvv6bRWD0D6zW2k9ExN9FxG93XTeTEKY788up/PXUdd0Xu667peu6W9STfGOmZD22Sjvlk3ZjNosp9lTbqtkKprDV9TwBNmat+PpvFoVRPtnW2o/FGYP9q67rvrry8Zuttcu7rnujtXZ5RJzSNZwN3ZJ05X32s5+NiIg777yz/4yJAemSZbI6FbkkXbKUHKW0aL4+JcliouGUEdCFSZkGoUucVJI4npsXIrpbGUWIkr5097JePi1U0QVVYsCsR0n+lISFsgC6gasEbaxjyuhBU9jq6dOne7c47YNkmznm7JOS9HEs6M6u3NNKlqESYlMukDDCmVpztJXqcyVbVHNPKpc9nxDSplkfkw5yTDgOKXlgdE0mVqSk9uWXX+7Lt956a19mJM2cU5WwV8kZ1sNUe2prrW+3amvOGedRyZOVhI3zm3OqpKX8XpUcV7W1kilFzMpSlXwz1wTtU0WookSVx1B+mm1RESWVRFBFqEqqZKURs+Oh5HGsL5PYsg7uF4w0tlGmvP7nPKgk4NnHKkpexOy9AOV9Sl6a9qzkrJxfSq9UwvchubuS8VVRPVXES+5xtAWVWDltREU25FhTKql+8KZtc+9mBDqeh/dBlMVXMkLOEV9xSAnmehK5zjOFrbbW+rHhmud1K/cNjiHvE2mnvPZwL6NN5N7DcVMJrBnxmfsrpa8pC1VSO/WKDknbo83QTrk3sQ51H5Tn57HqnlHBdue9GdvE+mj3Knkwy9VrIZWEcC2MiSLYIuL+iDjSdd0f409/HxGfXyl/PiK+tuazGzMhtlWzDNhOzbJgWzXLgm3VLBpjXAd3RsSvR8QzrbWnVj77jxHxhxHxldbafRHxakR8dnOaaMxobKtmGbCdmmXBtmqWBduqWSjGRBF8JCKUb+wX13rCdIsqd1u6VinXoFuVLrv9+/f3ZUZIIQcOHIiI2egtjLanouow+gq/m+2mhIDuW7oolZwqXaUqOgqpktFGzLpe01U7FG1l7Dmr9tGdTVcu3cSqXL3cPBQdaz1MaatpZ5QQVYn8VNvHjDntLV39dPmr6JS0ddZHm8y6q0iFbH/ErP1WEhIlD+V40B4J5z5d9pQycJ2rKG0q4XLKZCgzpKRGRSJk3VxTudZU9K+pJIJT2mlrre+DkqrlnlRJ6lba05eVnJi2mGUlLeH3lFSJsq9KdkVbVbI7zmOVbFntX7RnJvas9nQl1+Y65R7NNlUyaLWmOXc8ptpzIlblr5X9RszK5zbCZl3/SWVbSvLH/Yxrk2PD63XWQ8lkFeEuYnb/UUmx85wqsqGSbFbyJx7L9qnrMseJ0u88D+VgpJInzrePbcnxURFyOTa8hqlxSGkd77soZ7/uuusiQl9DxjKVrZ4+fbqfZ+4VvPZUEmKO11133dWXeY1jVF9GHcyx4z7AseV48Rp90003lX3ItnCNqFdZVMLrKjk66+B80mZpK7SxtCu1p3Is1SsknIOsR133VNJ3JQGsriGqTWPxW6fGGGOMMcYYMxH+gWWMMcYYY4wxEzFd+LYRtNZKmQ1d2+lOrRKeRszKOOiKJHTpp1yFUhCVNJd107VZRR1SMgMVXYqfp8tzTMSTKqFgRB0RRn2P7VAJRpUUJVFyDBURhueskvIq2dmiwXZWdkCpkEqYrKRZjEqUx6gobuo8KsFmJUlS0k7OLY/PdUfbGCMXVPKzqv2UC3Id0ZZ4fCW1pSRNJR0ckwg361N9UZK4RUElDE7boW1Rdk0Ji9oPK9kHbY/2pCLijUlumXBOlbyjkmCxTcpuaeMq+myOj5IZ8pqkzlMlo1fSF5WsmPVRkpP1cP1wHS9qzqkcKxUxLj9n+zk23DMplWbU0SpCJudCSdm5P1KKxM9z3inpY5s4H5TxcW+u5FtKEqmiSFZrnedWUWfVnl1J3VUUYSW3ZVurJMWM6spz5zip6+dWc9555/U2pGTh+Xl1nxMxa4O7d+/uy4xUyXvSlPRy3DiejNBIW1L3skPtU682VNc7tddxv2RbWUcV2VJFC2T7VaTP6nULdV/JtvJ76t69uk/daBRhe7CMMcYYY4wxZiK21IPVdV35ZI2/hDOnzV/+5V/2n9133319+fnnn+/LrIsvtlYvCvIJgHoqOd/W6vj8pa5eSlZPUEker15m5i989cS2+q7KLaK+p7wb1VNE9USRZfVUeih3yCJSBfqoctioPDl8gqWe1lYvyKqXKjlX9NCqF0bzu3yplk9d+aRM5VrJOtQT+spjNn989dK38kjQw6E+57jmWKknX8pOVd61ai/guReVtA01B9l3rnGOo3rSR3uvAkpwrOktVPmzlG3n8fyMqgYGbOAL3tVccw2qoBQss7+VR4GeDNancg6pp/DV01GFegrLtZzHsE3KM7uIsI8cv+wD+8V9i9+j54jevcr7rWx8TEAJti/3TeXdyfxDEbN5kTh3aQvKu6D2J56n2tvUvQL7OCYoU3V/otpHO+McVKoD5p+rAsosis2+9957vW2poGVpn7QN2iyP5Z7Ffa3KEch5oN2rvKvqnLnXq0AUKghZNQfcF5Wyi9cWpT7J9imPGFEqnSpIi7pujAlyUeVrU8euxz7twTLGGGOMMcaYifAPLGOMMcYYY4yZiC2VCEasutyU/CndyXRhfvnLX+7LmScrIuKaa64py5XsQ7lVlURAvYCcx9NtqtyIrLt6MVHlwSDqhVL2p3qhUckCVe6VShKp8gGtJbAF+6DkiYtGa62UCFaBQ4bseB4lVavskPVRRqsCW7DuZ5999qz66I6ndIASBpLzVtnafFm9lFrJrigPYd1c8yooQRXkQtmSkmupNV/tTSrPyaLQWislgtUaVbmCVPAcfl6V1Z6qclhRllpJkimZoTRPSamrPZVrgHsq55HSMpUnJvtQyYIj9MvPSoqW0LaUpFrZPvO65TEqKI7KebPdVNe+odxYnCOO6W233daXKcFjzrscpyrIxDxKilQFcFHXOr6KwD27kqiqwDBKSkvbYn35uQp+QJT0qtqzVXChKsdVhL6vymuNkhlWksTt5PTp073UTK3FnH+uSY4Xr6lV0LAIfS+W0H5Urj3C/TXbNeb+REnscg5V3igld2S7q/Or+xeVg1FJZhN13zskfYyorye8dqrXHcZiD5YxxhhjjDHGTIR/YBljjDHGGGPMRGx5Hqx0sw3JGejmZ76LPXv29OWbb765L9M1/+KLL/bldE+rnA90S6pcVHQ7pvtcRdhSbu7KRck6GIWLUeJOnDjRl5mvhjIrulMT5dJX0hZ+nt9VuS9UHhF1fBVBa5Hlgl3X9W0ekwskoR0rqajqdx5DW6MNKjvleb797W+f1SZKwThXzAujzpN2qORLdKXzGMpGqnFiHSo/XSVVmD8mz1nZ7vznSuYwJM0cE3Fsu6kkNtxfc96V9IEoG69yrAzlCpyvj/ZHSck777wTEbPrh5IYltVelnPKvZjnPnXqVF+mrIfjVOVbVDJIZU9KGpzHKKmK2i8opXzzzTf7cjUHbJ/KEbmIVNFllUxOyeooB62i8HJsVN1KPsd1k9d/Jf/ftWtXX067nq+7kkqpqMRqzV5yySVnHa9yh6prihqHtB2OI9vHz9l3StR4/vy8ikTK9i/KfcD5558fF110UV+uSDuklJnzTTgW6vqZ9amowCoqpMpPmveEKuqmkl1X0lieT90jq3yH1TVERbBlWd1bVNfgMdFTlSSykvqqez6Vq/D9WMw7BmOMMcYYY4xZQvwDyxhjjDHGGGMmYssTDafrj65Gupar5GF79+7tyzfddFNfpquR7lm6QlMKRbelinajXJGVRIHubuW+VdKwdN9SBkX3KOWOlLbwPJQL5vhRNjhGCqgkTzlWytWrXKhDiYSXRSIYsdoXFTExUS5zFX1I2V6VLFqNC+fzpZde6svf//73+/KhQ4fOapNKmkrJBz+vpLsqMh+jEnJtVFEE//mf/7n/TEVKUpIZ2mGOlbIlJXFT8q4qEt2YBMXbCZO3KzlLJZtQCcKV/LSSbKh9RUksWR+jvqX0bf/+/f1ntEOV0LqSC1Imw/bRDtWeynWQn9M+x8gn1yJFVeOrostyP65sket7USWClax3SCLIeeSrAy+//HJfVpFyc05VQlYVJVStj2w354s2ct111/Xlhx9+uC9feeWVfTltS+3vKhE2X5Xg+VMuyHWiru1VIvmIWv7EdiiJIOvg/Qe/m+tNydKzX1yj28kPf/jDePDBByNidp3xGlfNnUoQrpJgV0lxVRRXjpeK3MzXTLJ9/B7Hd4zsOu2U5+O8qnu/yjYjVvcyFTFbofb8KmG3uk8l6pgq2jWp7v+GsAfLGGOMMcYYYybCP7CMMcYYY4wxZiK2XPOSrlO6GumuTJedSgz5rW99qy//3M/9XF+uXPARq+5Iuk9VJBe6dSk14TH5XSUNGyMTyzJlC3SbPv/882U7qigxEasuaLpK6a4filw3/3meh+dTfRwj76uS9pJFkwi21koZR5VwekziUFVHJelQiSVZByUHx48f78tVVLdjx471n73xxht9+cYbbyzr5pxnHcpOKBVRyYirRMiUKrBNSiJGqvEZIydUMq5KWqTmcUgCux10XdfvpdU+GlHLf/gZ9zeVXLSKeFWthwgtfVOyq0zKyeScStKl2p37sYoixWialJbRhrmnZx/5d5V0WO2vVYSsIXlqxGwflSyp6ievCbzeLRJVRNkK9XdeJ3/wgx/0ZUYj5dzkqwNqT6LdKvus7gUoc7733nv7Ml934DG8P8m2cL64J9KuOQ4XX3xxX2bfX3311YiYlSfu27dvsC8K3pslKsqlih5XScnvv//+vsx+nTx5MiJm+7Sd/OhHP4rDhw9HxOz6r6I7qnsazi3r4NzSlnMclSxQ7a8qcmjWR1km7VHJGTmfaZMqQTHbxHOraJK5LikPp82MuTet2sIxVfsoUfcL1bk3es23B8sYY4wxxhhjJsI/sIwxxhhjjDFmIgYlgq21D0bE/46IH185/m+7rvvPrbX9EfHXEXFJRDweEb/edd2g/7lKCFm58uhiZuSgAwcO9OXbb7+9L9Pdunv37r78wgsvRISOsKfcsEoek+5eJXFkHUrel/VVEdYi6ugyEbMu3muuueastnIMlBtZuaCHkmUqd6uKSliNK/uo5JMbYSpbZUJsZRND0bBU5JsqsZ1CRWuki51ReirZKKNrfuMb3+jLzz33XF/+xCc+UbYp7ZrzpuyKa5SRDSlVyrXL9UQJ1E/91E+VdavoeFWbNhLtMj9XEsKpEg1PuaeePn2631u4D3F/qqIfKWmPkqVWyW8pfVGJyLknMfIp5yOjxFbJWOfbz7bS5vJ6oiS4KkHtUESpSjIzXwdRayXrHiM5ZR3c89mHXB9sB8dpKong1Nf/StZLsj9KksYxOHLkyFn1Rsyug7Qj2qqKsDsUVS9i9dpM6VVGbI2IeOyxx/oy933adkZ75H7N82WC94jZ1yPYbkoi0y4feuih/rM777yzL/NeQUUurta9mgPC+wkeT7vNuikB5F6Qf1dR38Yyla12XdfbmVrPOXcqAi/HWd0jcW6Hol2qiK0qiXGufxWZUUn6q/1EzYuyb/ad50+7Zn28/o+Rr1Z7ppLAKrk7qaSsSiq8nvvUMXcM/zciPtZ13b+JiJsi4hOttdsj4o8i4k+6rjsYEf8SEfet+ezGTItt1SwDtlOzLNhWzbJgWzULxeAPrO4M+VP7x1b+6yLiYxHxtyuffykiPrMpLTRmJLZVswzYTs2yYFs1y4Jt1Swao6IIttbOjzOu1YMR8ecR8XJEvNN1XfrSTkTEbvH1HiYapmuucs3z73RhUh711a9+tS8zySJd4unyZHJJFQWH7l7KDOh2zOMpvVJJVi+66KK+XEkOT5w40X/21FNP9WW6jhkN6IYbboiKlCtQIsJILkqWplyolZxFyYWUC30oIexapHJrYQpbpURQueArCRHHRUWZJFVCW5Uwk652HsPIe5RlZHS+q666qv/sc5/7XF9+9tln+/J3vvOdvnzHHXf05ddffz0iZuUwXGevvPJKX3700Uf7MvtOuUtGwVLROrmm+D0lwc1xUGNGxkQXzLKK7qYi1K2HqfZUtkslTU27pUyaMg6VTFtJVHKfpE0qiSD3IcoFK/m0SoTJdlNWVcmqKX1RiaEpq2X7KD/MspJXK8kh26QSeFYoGRxlVZyPKpEwz8cx2yhT2molPxuSp6nr1NGjR/sy+84Iqfk57VpJtpRclPORdkYJ5je/+c2+nHtmRMSHPvShvlzt5ZxDtu/tt9+OCtbB+4yUXnP/fPzxx/sy70O4ryr5e6Kubep7SoaZ657rm/OV8z/FqwJT3qu+32e5Pwy96hKhbZnjkXJnXl+HIpK+Xzn3Ku7z3BMYVZXn4f6a133aNPdLjgfPQ7h2qmjXQ/eg88eT7K/af1XEWZWYOI9hm6trwloY9VJB13XvdV13U0TsiYjbIuLDY0/QWvuN1trh1trhRQxzbHYW67VV2il/4BqzGUy1p9pWzWYzla1O+YDCmIoprv+2UzMVa8qD1XXdO621hyLioxFxYWvtgpUnA3si4qT4zhcj4osREeeff36Xv6zX8tIZf2HzxWY+Obrnnnv6Ml+grF7w5q9t1s1z89cq25rH8Mcin+Szfddee21f5pPQbFMG4IiYfSK2Z8+evpwvgEfMvthKsg98+qFe2FW/wqunR+qFd9annhioJ5TV3zdjQ1urrdJO9+3b19spn1BV+SxUfiWFyhGUZRUogzbIeebYVvPP+WYeFeaQ4xPTN998sy9n0An1Ijg9tzfffHNf5tMxrql8Osa1oF5y5djw+MqrqgK0KC+pelJdBS7ZjCAXZKN76t69e7scNz5drNYr95jMPRMxO+4qCE7lLVLjPsajyHPm/sn5Yl+4X1PBwKeteX4+xecTW6oaGEyF9VV5adQTetVHFdymetqqPN7sA9cm13d1HeK64741FRu11Q984ANdjqvy8Od4D3lXVurry6+99lpf5nW3WrPKM6D2hWot8TpPNQChPfH4rI/zTDUL92zOP8fs+uuv78upXGC/33rrrb7MvG/cp+lB4VhmH2lDbJPy3qr7tFxjai9YtOv/BRdc0OX8K9tLu+FYqNxSat/gmOZ1UOWZUp5x1sfrZI4pj1UBSZSiK4+hHfN6TQ/s0L4csWqnvA4pW1IBj6qxZL9ZVh5VlisVhpqD9TD47dbapa21C1fK/yoiPh4RRyLioYj45ZXDPh8RX9tQS4zZILZVswzYTs2yYFs1y4Jt1SwaYzxYl0fEl1a0redFxFe6rvt6a+25iPjr1tp/jYgnI+L+96vEmC3AtmqWAdupWRZsq2ZZsK2ahWLwB1bXdU9HxM3F58fijMZ1TaQLcig4gpIl0V144YUX9uVjx4715ePHj/fle++996y/0/Wt3K1D+WDowuSLo3wpmXKrXbt29eV0XfKzgwcP9mUGFRjzEmW2j32hnITueiVRo1s3P1dzxL6zDpWvKMdMuco3mv8imcpWW2u9O10FW0kJk5IFECU3qdzPKrAFXd+cK5VLLdvN9rPM+bz00kv7MiUAQ+/3MMCGcumTHFO2n3ItSnt5DNtBWUIlk1KyNSX/qagkwfN1b4Qp99Su68ogF9X8sl/cD5WdER6TYzJGPkmpH9vEPTPrUQExvv/975efUyaVts8AFrQt7ocq+ATXT/Z3TLCgKqBPxKzt5OdKgsl9lPJNyogYrCDr45zyerKeF7Irpr7+V7Le9UL7o9SI+0XOO+1GSTOVVE3ZSKJyFHLN0HZyb+MaIJS20l5YN+8tUmpI6dVP//RP92VKBGkXlaSMqKADPJbrg22tpPUqgM6i7asMxsZ2VoGS1N85Xuoek+W89lUB1Xi++bLaQ9LGrrjiiv6zJ554oi/Tlmg3/DzPT5thfWwf263kkdVrCyr4FL/HfZT3/DnG6r5y6H45YnYN5PG8x+C983qY/qUCY4wxxhhjjDlH8Q8sY4wxxhhjjJmINUURnIIqd03lLlZuYyUBYkQ+utjTfUiJCF2UdKvSra3yZqQrlMeq3BKMAPTqq6/25cxNRDkL66OrlBG02IcqCkwVCWi+buV2pos3XbIquoySZKnIgZX8YLOjCG6E1lrfd9oYxzHHS0kBiIqCV0nVVHQfJd1S0pgqIg5d35Tgcf1VshW64DkGyt5UZKlK1kSXP93x6pwcvzxmrXvFUO4ylRtn0ew04kwfcz/jfHD97d59Ju1L5kaLmI26puyCeyCPSemTkhtzHikhUhEvc79mHYyIl+2f7yOjpqXMpco3GDErEVOR/mgXeR4VyVPJZ5VEJetT0nfaOyPKcd1zzFJS9DM/8zNlXygh26mo9U2ZE6+x1ffGyIg4rrkXVRHg5ttByTPlgrnG2LYPf3g1mjjrU/cqfA0ibYt7Kfdx2hxtizkSyVBORn7O+xMlvc49gHWoa8SiUPWlumdVMml1f0tb4nzmfsJ9St2zqoh4lfyY+znzsjHvKo+hDSXc53lPy31eSW2rSH5D9/7zdXDtVPcFag8fA3OH5jVuStu0B8sYY4wxxhhjJsI/sIwxxhhjjDFmIrZcIjglKtoXXaUHDhw463uHDx/uyyriiYrUVkVBooyDcia6W9mmffv2nfU9FTlISfPoXk4XqUqgTJenctNX0a9UwjUllVJRGFPGxjZT2sZxXxSyvyqJaLqT1d+rCGLzcIyyzPpog7QPyk05prTTPOeYhNO0N0rBsg7atEoGqOa2ij5Ju2LETEYzUpGBSNajojeqCEVKhlklgx2SdG43jHjFOaW8JOfjpZdeKutQ0jfODec0x1Ulg6U0ihJBypZoU1kf55HRqigRZB9pq3l+FRlNyVZURMGUv9AmaQtcM0TVnd9VUQlPnTrVlzkHKmlnSsqYiJ7RFnktWCbWG2WQa52RfHN8aCtKbsX5qF4ziFgdVxVVT+1V3CsrSSwlfyryq4oSXO1btAVG02RfVPLalKmMmr3jAAAcPElEQVRxzXM+aFtqHVRRG3msSnK8CDAyq6KSCCoZpTqmun5y72TUUNqjuq5VNkm5rJInM8okZYR5/8q9mvsUrw/cd9Wemp9X0un5PtLGWOZ+WN2jEY4v6+AeXF3DaJvqFZ2x2INljDHGGGOMMRPhH1jGGGOMMcYYMxFbLhEcihI4f1yEdrurYxiF5ytf+UpEzLrJCV2sdHkSukgz6ghdm5S+UN5BFzslCvk5XcB06dOFedlll5Xtq5Il0yVKKYCSb9FlTNdrNUc8li5eFSGnSrqn2kGX7KJQyZY4Hjn+SkqgokJWdUSsjp06ltF76LamXVUSJyWBUXZfRSJSEkIljaFcgJ/nPLM+/p3tYHQfJQUeStTMuVORlyqZpqpvUalkVSynLTCKIMea40F5Fe2FcucqcTildLTrTIIaMSt/qZJHcp65H3Kf5PdoI1kHz0doc9xflQyqkuxQIsKxYVnZPq9JFSrqH/vLqG8p5aFcmPsC5+NcgGuXsqi8HqtIYyqiKO2lWhNcDyr6MNt0+eWX9+W0Edoq91Leq/D6T/urJMC8RtBuaJMqsibtJfvI9c0y1w9Rr1vkOhgTcXdZqK4LY6SiHH/OUX6X+w0jqXJ+aJvqnitlsJyrt956q2wT7b6SJ9O+Oce0K94DV0nk+V11b8r1wGNo67ShPEZFWB6TGJ7fzflQ13wVOfb9sAfLGGOMMcYYYybCP7CMMcYYY4wxZiK2LdHwFCg5EM+RifWYYG/Xrl19mRGq6H5kRBN+XkV7++53v9uXX3/99cF2p+uXrs8qIlbEbEI4Qjfsnj17IkLLCZSMj/KYoQhpKloNYd2M1JSuWnU+fr4IMNHw+x0ToaVnlfuf35s/JsuVtDJiVjpAiQDd1pU0RkXYowueCQMpFU2bpESLspIxkf4q+aFKBkub5XmUJDXLanzVfKjoWXn8mPoWidyLlIw3x5Lje/Dgwb789NNP92Wu22PHjvVlytOynjFJWjmWSj6dMjfaNe2CckHKZiiJSxvlvs2ykpxSekM5TR7DfZntV7IU1s1yjgnXF+vj3DGBMvd0knOjkjfzPOcalfyc86WiX1bJtOfry3sH7mscdyXTpUSQNpxwHrlmaJPc3ysJLfvI83GfVlHsKumVilrMNtHOuGdXUQSV1HutyWEXCTXfiiHJPvc0yoppY6yDdsg5Sii7499VW/l51q2u80qyquwt7UZFHKR9KEkfyXFQ61lJUil5rJIYc73z+sBr41gW847BGGOMMcYYY5YQ/8AyxhhjjDHGmInYNomgclFWUqMx7ky6JauoZzyWblNKRy655JK+THcg3ffp2n7mmWf6z+hmpPtfRYxJ6AKma5guTLaDrlX2IY85cuRI2Y6UEEbM9lHJEtLlyrlQ0bZUEj3OR7avkg3Of74oVFLQKnky+0F3sopIxXGu3ONV1L35zykXpN1U7n3aINtEW+L4s015DNdIlWx5vo+UsrAPKSehnIDrgnITrgFSSR7HSE/4uZrTqj6yiBLBruv69nI/Yb/y70y6Tsk0JT9K6klJUu4hF198cf8ZE1AqGZJKQJk2qvYPRspTUd8yCt+ll15ano+y8Kuvvrqsgwk3M3IcpU60cUaRq6J3zR+fts19lOtYScRffPHFvkwpb84B5YSUjS+irW4mym5zjDn/6prFvVklHa7mkfsjr8vcB7/3ve/15bRLRgusEm9HzK6xZ599ti8zImjKAfm6A2XdmZQ6QieHp52nDXPv5vlU5DoVJTT3e5X4exFZT/TYMa+/DCUmVpJQzif3ChUZuIp2zfnm3PL+kLaec8h6aWPcY7gGKH1muZL0qesy+8V9j/t7flcl/ebnKnkw79mqe/SN3qeeW7uwMcYYY4wxxmwi2+bBGnqRfMwTDv4Srl5+j1j9Baq8NcxxoV5ErdrHv/MXtnqBj+fPp1J8QVHlA+KTXPa3ejmPT5HZL/5Kp5dAvXBZPf1UgQb41IG/8Nm+fCrDv/NpyqK95MogF+qF/Ww/P1M5lVTeJc5FPhHluNEjwbHjky3l7cwxP3ny5FnniNBPbuhdyic9tGn2l3Wzj3wxv8oFxPlWeTXYL2UfVd4KtkN5WlW52nMWPQ/Wu+++W+ZQoqc696FXXnml/4y2pZ7SqSAROWa0IeUprbw4EbUXkU8W+eSe9sk9jn3Mp7DsC/dzPvlkX9hW1pf94TixzVynbB/tlvt42hbro71x3JmvhnPA9mXQEXqtFlEJsFWoNZ1rg+NE1Ev2yvOadskAMJwv2tNrr73Wl2l/99xzT0TM2hM9FIcOHerLL7zwQl9+8skn+/L+/fvP6gvtTeUiGgpmFbG6Pnhfw/sQ1sG9h5/feOONfTm9GEplpAIxLRtjcrfyGlwFwuL+RY8g7YP7rsohmm1R+zz3V8I9Kfdj9oUeWnXvx7nnHpxKBLaJ9k374XpR6rNsF/vC9UdvoArYUuV64xzx7+vBHixjjDHGGGOMmQj/wDLGGGOMMcaYidhyiWC66oaCXAy9DDhfruRbEavufSU55MubfOmU0gy6sxO6bOnapISF0H2f0FVa5UyJmO07j+F386VHtv+GG27oyyonk3qpN132Qzld5uugxKdyvbKORZMFzpN95NhVebxU/jX1PSW3yzGiW5t2fPz48b7MsVN5LrIenoPSAraD9b399ttn9YG2y2M5n+rlbkpps8wXqtkOnke9jM3+5HfVy7FqbpSkMOtWuU0WUS743nvv9RIcjmuV64myIe5THAPK+FTwi5SD8AVm2hbHXUkHOY+5f9EWuH9QojX0kj4lKVx37C/Pw35VMm6V44jtZ8ALvoBeyVKUNJ6fqxe/OX95TaI8jeNR5cTZyai1mbZKWajKEalka7TbtC/+neuA7N27ty9zfaQtss2UWzNYFa+pDFbB8+/bty8iZgMQcB/kOqaEtcpRFLG6ltS+q4J3Kalsjg/X8Zg8R4vG0P4/5p51CM4r5X+0X0rieJ9a7ZlsB8dfvaKhAkMkXCO33nprX+bcq1cbsg/q1QLmZkybjpiV2lbBWFSQLnWvq161ybHnvQyvIeuRso72YLXWzm+tPdla+/rKv/e31h5rrR1trf1Na+3sXyHGbDG2U7Ms2FbNsmBbNcuA7dQsEmuRCH4hIo7g338UEX/Sdd3BiPiXiLhvyoYZs05sp2ZZsK2aZcG2apYB26lZGEZJBFtreyLiUxHx3yLiP7QzPs+PRcS/XznkSxHxXyLiv4+oKyJ0no4hN+yY/FnKVVv9ne5F5kGhHOOKK67oy+n6puuQckG6UOl+5PHp9qc7s5IhRtRyx4hZd2rKFthmunpVpCS6hnmeaszoYlXRY1imtCHPo6KVqQhPa2VKO83+VrmvVs511t/HRBTkXLCc7n3OA+V6dKtThkRoQymDoeteyZdUhJ38nNIDyqt4PpW3it/N/lCiQ+kD5Q5KxsOxzPaxzWyTsm81ZwnHbLNkrVPZ6unTp3sJDtdcFbGT0hLK2l5//fW+XOXPiqgjolJWxO/RFpSsoppTJaVVeyPtJffAag1EzO7hlHTxnFX0Q5VXhWuJdXCcOA4ZEYxrTUVhZJl7I4/PKLFsE+Uz3C82ymZc/9cityJjZLpVdFzKliiD5ZpWx1RSPs4R1xVti/mFOI9pL6yX9s76GE2Na5r2l3IqJWeiTTIynbKdaux5LPcZFRWPcu8csyFp9kbZbDut9sahnIrzx6hrS44H7bF6zSJidg55ziq/pLoPYR2c+0rqxz2VMlR+j9cC5i1ku/P8tF2uEUpqCe+vuU5yrSkJLNeoysFK20tbrl4Fme/LWMZ6sP40In43IrI1l0TEO13XZUtPRMTu6outtd9orR1urR1exHcYzI5iEjtleFpjNolJbJUXA2M2iUlsdVnetTFLyyR2uvnNNOcKgz+wWmv3RMSpruseX88Juq77Ytd1t3Rdd8taXvYzZi1MaadTedSMqZjSVpV3x5gpmNJWlWrFmI0ypZ1O3DRzDjNGInhnRNzbWvtkRHwwIn4yIv4sIi5srV2w8nRgT0RMp0mIcVKAMZFahiSChJ6Lo0eP9mW6NDMSGt2WjOSkEqTRjZmyKBVFiudjZECVbC5vslgfXanKdU23Kd2f2W6ViJhPzVlWEsFsF49VcrANsCl2qqJ+VWOkZA/K3mgTVULsEydOlMeqBNYkj6Gd0K7YJrrSeUz2R0WCU/Y7FClNJUqmDSqbqOSA6keGkm+oSINZph2rCJwbZDJb7bqub5cayyxT0sGHCJRDKbkI5532V52P48S5UWNZRY5VUjvWxz0kj6Hd8Husm5EtKeliH7KtKvks1yPlltyjeT1Jm1MRAmnXnA/aJyXDKT+n1EdJkTbIpuyrQzL+tcJ5oo2knfF6xDnnWCvZJ+0iP1dRH3luzg1tMSV9PFbtfdyraFuUVqUtqusrbZXn4T7M72bf2H6iZIG85+BYZh84R0ouuAEms9PWWr/uOP5D95vq+lDJ2iNm+52SSiYTZxJn3mNynDn+vNZXygbuqYy2yr2HayPnUEU2fPTRR/syx4Nr6rLLLuvL2Te2TUUo5jFcJ7w253eVNF5FtuV5WK4iR1ey8bUwaNld1/1B13V7uq7bFxG/EhHf6Lru1yLioYj45ZXDPh8RX1vz2Y2ZCNupWRZsq2ZZsK2aZcB2ahaRjTw6+L048yLh0Tijdb1/miYZMym2U7Ms2FbNsmBbNcuA7dRsG2tKNNx13cMR8fBK+VhE3DZ9k9bHUHRB5d6l65DuRcqz6G6vkq+yTNcmXaWU+h06dCgitPSKrkiV/JDu9ipBKvvIOqpEbfNtzbpVImQVcZAJ2ki6YenapvuW5SnYqJ1SdqUS1GWZ7mQ1P/zekKSPLnpKjCgxUfKfSj5FuYmKVMY+0taraIVsh0p8rWRXeR6OB/vIsorMWSXeZn1q3FUEwGrOKonRZjGFreY6VhKL/Jxjx32A40TbUvtkHqPGXSUR5TFDkQbZFxW1TMlSE/aR0Spp11wH3MdzPap+0T537dpV1ldF0FJSFe6NlPJQJkR5TrZLJY6dek9dqf/hWNDrP+2W4542yjHluNNGuO5p+xz3nHcVEZft4F5KO8poxYwWyPbRxnnfQBvJKJLsI+2abVYR41RkwERJfdV1jtJb3k/kNUjdn7COKZhiT63aVEkZ1fVB7Z0sU6adc8vo0LSfxx9ffbWM11olmU5pHv9OG1MyQ/Y7ZYRqv2Qd3DspC+Q+lPeHSv6trkO0TZ4/28qxHhM5WB2f/aSd8p5kUxMNG2OMMcYYY4x5f/wDyxhjjDHGGGMmYk0SwSlI99sUkYNUFLMq6bCSk6gocHQvvvLKK2fV96EPfaj/jDKsKnFZxKybM8t0OSr3KF2oKjJg5bpWEge6Z+mi5jEZXYjSByULqCLhzZN9YL8YeWs9rtfNpOu6fv7ZZo5djm/1WcTsWLAOFcEuv0sJB5P60dWu2lRJ+lTUP5V8upIRqsTSlIHQlihLqJL2VREmI2ZticdwfVV2yD6OSWY5lBBSSQuPHTtWfm87ee+99/qx4lhTppF9GCN9VJLXKnHpmMSatCcVmS3tlvarpG9sN+0l7ZKfsb/cO5Xsj3v6fNsiZiVQlOOovbZa3ypZJW2OckZKVNi3XHsqoigjxJ0LqKh+afu0Q+6l3GfeeOONvsz1w+/m/qz2Fh6rJLs5T5wjziPlViq6IKPN8VqaMNkrZaZKjscodWnDtCcVIVAlP+a6+tSnPhUREf/wD//Qf/bCCy+U31s0xkTKTdQ9GT/nNZN2mLK/Z555pqyDe5m6NnLvyeN5braZ88a9jPLDtFmeg9LoKupqxKwklVLWHEveK7AvtDGVNHso+qRKDKzqI7nXqrXN8R2LPVjGGGOMMcYYMxH+gWWMMcYYY4wxE7HlEsHNQiVzrf4+JvILYXS848ePR4SOtkU3J92wlACk+1ZJ6ujmVBGPSMppVIJKJQtg+yhLSXeqSgzKKHFsE923HIfsL13NbCtlFYtA13X9GKiIjlVy1CrCXYROXFfZG8eCEaRoPypaGMc0bYJSK0oxOJ90pVeRzfhZlcB2vk2Ur1QudhVpjfaoEgZWcsBKEjx/bo4fP68SSbJ9lGU9/PDDsWi01vq+se9MSpsSECUXUfJkFXkpy0oGo/ZRJVHJ/YS2oKTRQxFWaeP8u5Ic8nPuTzlmtGWuLyUjVftalnmskp9wbDiWlPLkd3ltmjp57zKhkopXycNVUmfK5GiLPD7roV1QOkpbJVU0Ve5JVQL1iNk5v/TSS/syIxBmfadOneo/4/qnFJGSLI4T25fHUMpFu+U4XXnllX35qquuKvuT0tu77767/ywjKUYsnq221gZfuxhKjsyx5Z7EBL989SSvMzzH3r17+zITS3PsOLfcT9I+aCdsk1oDlADmvkyZHyXLXFPq9Rracu6vPJ+S0bJurinaStqskv+zDh4zJGFXr32sR8pqD5YxxhhjjDHGTMSWe7CGPE3V04yNPOGonnKrpw88j3qZLp8Y8iVNsm/fvr7MX8JVvg0+mVeBBpR3rHpSy3aqJ3DK+8Tv5lNdPlHgy4/0dhE+beOLuvlUnE/EhuxgO2GQC/VC/FBgjqEgJPPH5BhxXiuv53ybaBOVJ4JtVvkkhoLFqJedab/qaTzblPZB2+TTLHqL6FlQT5QqT7QKiKBelK2eZtGL89JLL/Xlp59++qzzbTettd42VC6dLPNpIdeiChAwFDhIjSPrUHlYWF/aA9uscrZxHmkjWVbqBJ6bQQGuuOKKvsw9K5+2qvWocsfQ9rlP5tpTOeJYX5WTMGJ2LeV51JPjRQ4csBkob0zuVypfI6/XnBte76qAQFxLnCPaFhUInJsMOsG1QS8Yz8c9lmuGbU2bZxAe9pfnoQeCwQiqAAljglnQQ8L1WAXU+chHPtJ/9hd/8RdnHbvI9wQR9R6o7g+4hhmsSt3n5Rjw+so6mGuPnnZ6KmkTr732WkToIG7VGomY9WDl9ZrXZbaZa0TdF9A+0uvLY1WAGNqYClzEdZLQBhm0Rl3LquuWytG2nt8h9mAZY4wxxhhjzET4B5YxxhhjjDHGTMTCBbmo5Cdj4PGVjEhJBJWkRNWdbknKP+iaZ310+1NSkC5PlQOAblDCuum6TGkN+0W5jZICqoAcKR2gbICyCkJ3tZILpGxC5V4aMwdbyenTp3sXOt3WVWAAZVeV+3q+DtpV2gelLiqXVvWi53xbcnwrO5k/D+sm2XcVfED1hcdUL5GqfBeV5CtCS8uqcytpb7WG58+fY8X+Hj58uC9zvS4SOQ9DMj3+nXISJQtUOZaGXgBX88G6uW/k/sB9TwWGUfObNsV6KYOk9IUSFtpZFRyB9kGpCvdD9RI4988qhwol1WPGjHXn+Cip73pytiwzKqhQjp+SIqnAUOoF+SxzLqp9fP4YBsVI+ZPKa6lk0JRksY+5ljnntFtlq9wDuA4obUx4D8G+MMiFkm/lOj1w4ED/WSVLY9u2m+oVgGqPU0F3uN9wvDiHHI+cT9qj2pc5P9zjUhYYsSpDZR28P+P88HpHW8k+Uq7HeaOkmvbBfY1BPfKc7KPa69T9BG08z8NAH0q2yH5VgTciVq/v6rUc1j0We7CMMcYYY4wxZiL8A8sYY4wxxhhjJmLhJIIVa40uU0lKxrgih+rgd+lipauduSgoRWB0ofwu66X8hPIEujPZJrpkU5agpGMqfwvdpjxnukr5Geum9JG5OehKrqIcqjEbyimx1XRd1/e9kpBF1HmwxshQ6bJn3VVUMBX5jvCcKpJWhZJrsr4qmiRtWkkY1dqpohISlZ+iys01f56qDpULjn1k37IPjBzInCOLZqcRZ9qU61vJ5yoJIWUcKiIay5UURs25slvOKeVTaWcqSiplHPyc+1qWlTyV64F7J2Wf7G/uT9yXWeaYjcm9lu1SEV2V1FfZc9YzJkLpTmKMFHUoH5iKVkq5FW2kkgwpOZ6yC0arTFul/dIOaUNcp5RC8ZwZSY5trqTZEVpGzPNkuxllkH+/4YYbyn6xv5VEmeu4kuYuShTB1lrfFiUBzPbTZtgnouyNUuWEexD/rl5VuOyyy8rPn3nmmYiIOHHiRP8Z9wS2m3sIX33J49km1UfKBSmJJDmm6lUXFbFP3U8MvXKgIiWqfTzPw++xPufBMsYYY4wxxphtxD+wjDHGGGOMMWYi2kaS+K75ZK29FRE/ioi3h45dcv51uI/r5cqu6y4dPmzzWLHTV8PzuFPYjD5uu51GnFO2utP7F7GD99QIX/93GN5Tdwbu4/oYZatb+gMrIqK1drjrulu29KRbjPu4M3Afdwbu4/Kz0/sX4T7uFNzHnYH7uDPYzj5aImiMMcYYY4wxE+EfWMYYY4wxxhgzEdvxA+uL23DOrcZ93Bm4jzsD93H52en9i3Afdwru487AfdwZbFsft/wdLGOMMcYYY4zZqVgiaIwxxhhjjDETsaU/sFprn2itvdBaO9pa+/2tPPdm0Vrb21p7qLX2XGvte621L6x8fnFr7R9bay+t/P+i7W7rRmitnd9ae7K19vWVf+9vrT22Mpd/01r7wFAdy4LtdLmxrS43tlXb6rJwrtiq7XS5OVfsNGKxbHXLfmC11s6PiD+PiH8XEddHxK+21q7fqvNvIu9GxO90XXd9RNweEb+10q/fj4gHu667OiIeXPn3MvOFiDiCf/9RRPxJ13UHI+JfIuK+bWnVxNhOl95OI2yry45t1ba6LJwrtmo7XW7OFTuNWCBb3UoP1m0RcbTrumNd1/2/iPjriPj0Fp5/U+i67o2u655YKf8wzkzs7jjTty+tHPaliPjM9rRw47TW9kTEpyLif6z8u0XExyLib1cOWer+zWE7XWJsq7bVZcG2altdBmynttNlYdFsdSt/YO2OiNfx7xMrn+0YWmv7IuLmiHgsInZ1XffGyp9+EBG7tqlZU/CnEfG7EXF65d+XRMQ7Xde9u/LvnTSXttPlxra6g7Ct7pj5tK0uL7bTHcQOttOIBbNVB7mYiNbaT0TE30XEb3dd93/4t+5MqMalDNfYWrsnIk51Xff4drfFbJydaqcRttWdhm3VLAs71VZtpzuLnWqnEYtpqxds4blORsRe/HvPymdLT2vtx+KM0f5V13VfXfn4zdba5V3XvdFauzwiTm1fCzfEnRFxb2vtkxHxwYj4yYj4s4i4sLV2wcqTgR0zl2E7XVY7jbCt7pi+2VZtq8vCDrdV2+kO6dsOt9OIBbTVrfRgfScirl6J6PGBiPiViPj7LTz/prCi8bw/Io50XffH+NPfR8TnV8qfj4ivbXXbpqDruj/oum5P13X74sycfaPrul+LiIci4pdXDlva/hXYTpcU26ptdVmwrdpWlwHbqe10WVhIW+26bsv+i4hPRsSLEfFyRPynrTz3JvbprjjjVn06Ip5a+e+TcUb7+WBEvBQRD0TExdvd1gn6+gsR8fWV8lUR8e2IOBoR/ysifny72zdhP22nS/6fbXV5/7Ot2laX5b9zyVZtp8v737lkpyv9XQhbbSsNMMYYY4wxxhizQRzkwhhjjDHGGGMmwj+wjDHGGGOMMWYi/APLGGOMMcYYYybCP7CMMcYYY4wxZiL8A8sYY4wxxhhjJsI/sIwxxhhjjDFmIvwDyxhjjDHGGGMmwj+wjDHGGGOMMWYi/j8dsQg/xZ2pgAAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[62]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Prepare data generators to create batches</span>

<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">128</span>

<span class="n">train_datagen</span> <span class="o">=</span> <span class="n">ImageDataGenerator</span><span class="p">(</span><span class="n">rescale</span> <span class="o">=</span> <span class="mf">1.0</span><span class="o">/</span><span class="mf">255.0</span><span class="p">,</span>
                                  <span class="n">width_shift_range</span> <span class="o">=</span> <span class="mf">0.1</span><span class="p">,</span>
                                   <span class="n">height_shift_range</span> <span class="o">=</span> <span class="mf">0.1</span><span class="p">,</span>
                                   <span class="n">rotation_range</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span>
                                   <span class="n">horizontal_flip</span> <span class="o">=</span> <span class="bp">True</span><span class="p">)</span>

<span class="n">validation_datagen</span> <span class="o">=</span> <span class="n">ImageDataGenerator</span><span class="p">(</span><span class="n">rescale</span><span class="o">=</span> <span class="mf">1.0</span><span class="o">/</span><span class="mi">255</span><span class="p">)</span>

<span class="n">train_generator</span> <span class="o">=</span> <span class="n">train_datagen</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">base_path</span> <span class="o">+</span> <span class="s2">&quot;train&quot;</span><span class="p">,</span>
                                                    <span class="n">target_size</span><span class="o">=</span><span class="p">(</span><span class="mi">56</span><span class="p">,</span><span class="mi">56</span><span class="p">),</span>
                                                    <span class="n">color_mode</span><span class="o">=</span><span class="s2">&quot;grayscale&quot;</span><span class="p">,</span>
                                                    <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span>
                                                    <span class="n">class_mode</span><span class="o">=</span><span class="s1">&#39;categorical&#39;</span><span class="p">,</span>
                                                    <span class="n">shuffle</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>

<span class="n">validation_generator</span> <span class="o">=</span> <span class="n">validation_datagen</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">base_path</span> <span class="o">+</span> <span class="s2">&quot;validation&quot;</span><span class="p">,</span>
                                                    <span class="n">target_size</span><span class="o">=</span><span class="p">(</span><span class="mi">56</span><span class="p">,</span><span class="mi">56</span><span class="p">),</span>
                                                    <span class="n">color_mode</span><span class="o">=</span><span class="s2">&quot;grayscale&quot;</span><span class="p">,</span>
                                                    <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span>
                                                    <span class="n">class_mode</span><span class="o">=</span><span class="s1">&#39;categorical&#39;</span><span class="p">,</span>
                                                    <span class="n">shuffle</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
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<pre>Found 28821 images belonging to 7 classes.
Found 7066 images belonging to 7 classes.
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">keras.layers</span> <span class="kn">import</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Input</span><span class="p">,</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">GlobalAveragePooling2D</span><span class="p">,</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">Conv2D</span><span class="p">,</span> <span class="n">BatchNormalization</span><span class="p">,</span> <span class="n">Activation</span><span class="p">,</span> <span class="n">MaxPooling2D</span>
<span class="kn">from</span> <span class="nn">keras.models</span> <span class="kn">import</span> <span class="n">Model</span><span class="p">,</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.optimizers</span> <span class="kn">import</span> <span class="n">Adam</span>

<span class="c1"># number of possible label values</span>
<span class="n">nb_classes</span> <span class="o">=</span> <span class="mi">7</span>

<span class="c1"># Initialising the CNN</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>

<span class="c1"># 1 - Convolution</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">56</span><span class="p">,</span> <span class="mi">56</span><span class="p">,</span><span class="mi">1</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1"># 2nd Convolution layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1"># 3rd Convolution layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">512</span><span class="p">,(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1"># 4th Convolution layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">512</span><span class="p">,(</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1"># Flattening</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Flatten</span><span class="p">())</span>

<span class="c1"># Fully connected layer 1st layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="c1"># Fully connected layer 2nd layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">512</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">nb_classes</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>

<span class="n">opt</span> <span class="o">=</span> <span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="n">opt</span><span class="p">,</span> <span class="n">loss</span><span class="o">=</span><span class="s1">&#39;categorical_crossentropy&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%%</span><span class="k">time</span>

# number of epochs to train the NN
epochs = 50

from keras.callbacks import ModelCheckpoint

checkpoint = ModelCheckpoint(&quot;model_weights.h5&quot;, monitor=&#39;val_accuracy&#39;, verbose=1, save_best_only=True, mode=&#39;max&#39;)
callbacks_list = [checkpoint]

history = model.fit_generator(generator=train_generator,
                                steps_per_epoch=train_generator.n//train_generator.batch_size,
                                epochs=epochs,
                                validation_data = validation_generator,
                                validation_steps = validation_generator.n//validation_generator.batch_size,
                                callbacks=callbacks_list
                                )
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<pre>Epoch 1/50
225/225 [==============================] - 538s 2s/step - loss: 2.0553 - accuracy: 0.2163 - val_loss: 3.2255 - val_accuracy: 0.2592

Epoch 00001: val_accuracy improved from -inf to 0.25923, saving model to model_weights.h5
Epoch 2/50
225/225 [==============================] - 532s 2s/step - loss: 1.9118 - accuracy: 0.2439 - val_loss: 3.4215 - val_accuracy: 0.2645

Epoch 00002: val_accuracy improved from 0.25923 to 0.26449, saving model to model_weights.h5
Epoch 3/50
225/225 [==============================] - 580s 3s/step - loss: 1.8561 - accuracy: 0.2639 - val_loss: 2.6499 - val_accuracy: 0.3024

Epoch 00003: val_accuracy improved from 0.26449 to 0.30239, saving model to model_weights.h5
Epoch 4/50
225/225 [==============================] - 540s 2s/step - loss: 1.8134 - accuracy: 0.2825 - val_loss: 2.3282 - val_accuracy: 0.3285

Epoch 00004: val_accuracy improved from 0.30239 to 0.32848, saving model to model_weights.h5
Epoch 5/50
225/225 [==============================] - 600s 3s/step - loss: 1.7611 - accuracy: 0.3073 - val_loss: 2.0333 - val_accuracy: 0.3654

Epoch 00005: val_accuracy improved from 0.32848 to 0.36538, saving model to model_weights.h5
Epoch 6/50
225/225 [==============================] - 644s 3s/step - loss: 1.7114 - accuracy: 0.3278 - val_loss: 2.3409 - val_accuracy: 0.3580

Epoch 00006: val_accuracy did not improve from 0.36538
Epoch 7/50
225/225 [==============================] - 681s 3s/step - loss: 1.6684 - accuracy: 0.3488 - val_loss: 2.1204 - val_accuracy: 0.4164

Epoch 00007: val_accuracy improved from 0.36538 to 0.41640, saving model to model_weights.h5
Epoch 8/50
225/225 [==============================] - 556s 2s/step - loss: 1.6302 - accuracy: 0.3619 - val_loss: 1.9563 - val_accuracy: 0.4350

Epoch 00008: val_accuracy improved from 0.41640 to 0.43500, saving model to model_weights.h5
Epoch 9/50
225/225 [==============================] - 545s 2s/step - loss: 1.5952 - accuracy: 0.3778 - val_loss: 2.0284 - val_accuracy: 0.4196

Epoch 00009: val_accuracy did not improve from 0.43500
Epoch 10/50
225/225 [==============================] - 564s 3s/step - loss: 1.5577 - accuracy: 0.3905 - val_loss: 1.8746 - val_accuracy: 0.4712

Epoch 00010: val_accuracy improved from 0.43500 to 0.47117, saving model to model_weights.h5
Epoch 11/50
225/225 [==============================] - 636s 3s/step - loss: 1.5185 - accuracy: 0.4081 - val_loss: 2.1076 - val_accuracy: 0.4565

Epoch 00011: val_accuracy did not improve from 0.47117
Epoch 12/50
225/225 [==============================] - 609s 3s/step - loss: 1.4968 - accuracy: 0.4212 - val_loss: 1.8529 - val_accuracy: 0.4754

Epoch 00012: val_accuracy improved from 0.47117 to 0.47535, saving model to model_weights.h5
Epoch 13/50
225/225 [==============================] - 544s 2s/step - loss: 1.4659 - accuracy: 0.4343 - val_loss: 1.6119 - val_accuracy: 0.5050

Epoch 00013: val_accuracy improved from 0.47535 to 0.50504, saving model to model_weights.h5
Epoch 14/50
225/225 [==============================] - 631s 3s/step - loss: 1.4363 - accuracy: 0.4474 - val_loss: 1.7179 - val_accuracy: 0.5075

Epoch 00014: val_accuracy improved from 0.50504 to 0.50749, saving model to model_weights.h5
Epoch 15/50
225/225 [==============================] - 14007s 62s/step - loss: 1.4164 - accuracy: 0.4557 - val_loss: 1.3383 - val_accuracy: 0.5088

Epoch 00015: val_accuracy improved from 0.50749 to 0.50879, saving model to model_weights.h5
Epoch 16/50
225/225 [==============================] - 536s 2s/step - loss: 1.3931 - accuracy: 0.4644 - val_loss: 1.0954 - val_accuracy: 0.5226

Epoch 00016: val_accuracy improved from 0.50879 to 0.52263, saving model to model_weights.h5
Epoch 17/50
225/225 [==============================] - 531s 2s/step - loss: 1.3694 - accuracy: 0.4735 - val_loss: 1.2768 - val_accuracy: 0.5238

Epoch 00017: val_accuracy improved from 0.52263 to 0.52378, saving model to model_weights.h5
Epoch 18/50
225/225 [==============================] - 581s 3s/step - loss: 1.3529 - accuracy: 0.4831 - val_loss: 1.1406 - val_accuracy: 0.5477

Epoch 00018: val_accuracy improved from 0.52378 to 0.54771, saving model to model_weights.h5
Epoch 19/50
225/225 [==============================] - 637s 3s/step - loss: 1.3295 - accuracy: 0.4889 - val_loss: 1.0490 - val_accuracy: 0.5458

Epoch 00019: val_accuracy did not improve from 0.54771
Epoch 20/50
225/225 [==============================] - 724s 3s/step - loss: 1.3145 - accuracy: 0.4960 - val_loss: 1.1483 - val_accuracy: 0.5548

Epoch 00020: val_accuracy improved from 0.54771 to 0.55477, saving model to model_weights.h5
Epoch 21/50
225/225 [==============================] - 726s 3s/step - loss: 1.2988 - accuracy: 0.5040 - val_loss: 1.1354 - val_accuracy: 0.5587

Epoch 00021: val_accuracy improved from 0.55477 to 0.55866, saving model to model_weights.h5
Epoch 22/50
225/225 [==============================] - 645s 3s/step - loss: 1.2841 - accuracy: 0.5083 - val_loss: 1.2889 - val_accuracy: 0.5703

Epoch 00022: val_accuracy improved from 0.55866 to 0.57034, saving model to model_weights.h5
Epoch 23/50
225/225 [==============================] - 572s 3s/step - loss: 1.2748 - accuracy: 0.5119 - val_loss: 1.1520 - val_accuracy: 0.5637

Epoch 00023: val_accuracy did not improve from 0.57034
Epoch 24/50
225/225 [==============================] - 873s 4s/step - loss: 1.2640 - accuracy: 0.5166 - val_loss: 1.1612 - val_accuracy: 0.5659

Epoch 00024: val_accuracy did not improve from 0.57034
Epoch 25/50
225/225 [==============================] - 543s 2s/step - loss: 1.2478 - accuracy: 0.5233 - val_loss: 0.7629 - val_accuracy: 0.5602

Epoch 00025: val_accuracy did not improve from 0.57034
Epoch 26/50
225/225 [==============================] - 569s 3s/step - loss: 1.2379 - accuracy: 0.5255 - val_loss: 0.3880 - val_accuracy: 0.5440

Epoch 00026: val_accuracy did not improve from 0.57034
Epoch 27/50
225/225 [==============================] - 599s 3s/step - loss: 1.2310 - accuracy: 0.5288 - val_loss: 0.4269 - val_accuracy: 0.5761

Epoch 00027: val_accuracy improved from 0.57034 to 0.57610, saving model to model_weights.h5
Epoch 28/50
225/225 [==============================] - 586s 3s/step - loss: 1.2178 - accuracy: 0.5355 - val_loss: 0.6890 - val_accuracy: 0.5627

Epoch 00028: val_accuracy did not improve from 0.57610
Epoch 29/50
225/225 [==============================] - 579s 3s/step - loss: 1.2083 - accuracy: 0.5379 - val_loss: 0.4835 - val_accuracy: 0.5891

Epoch 00029: val_accuracy improved from 0.57610 to 0.58907, saving model to model_weights.h5
Epoch 30/50
225/225 [==============================] - 570s 3s/step - loss: 1.1927 - accuracy: 0.5451 - val_loss: 0.3024 - val_accuracy: 0.5633

Epoch 00030: val_accuracy did not improve from 0.58907
Epoch 31/50
225/225 [==============================] - 567s 3s/step - loss: 1.1883 - accuracy: 0.5453 - val_loss: 0.7019 - val_accuracy: 0.5708

Epoch 00031: val_accuracy did not improve from 0.58907
Epoch 32/50
225/225 [==============================] - 560s 2s/step - loss: 1.1809 - accuracy: 0.5485 - val_loss: 0.6198 - val_accuracy: 0.5507

Epoch 00032: val_accuracy did not improve from 0.58907
Epoch 33/50
225/225 [==============================] - 556s 2s/step - loss: 1.1767 - accuracy: 0.5526 - val_loss: 0.7592 - val_accuracy: 0.5826

Epoch 00033: val_accuracy did not improve from 0.58907
Epoch 34/50
225/225 [==============================] - 22839s 102s/step - loss: 1.1655 - accuracy: 0.5534 - val_loss: 0.7352 - val_accuracy: 0.5762

Epoch 00034: val_accuracy did not improve from 0.58907
Epoch 35/50
225/225 [==============================] - 566s 3s/step - loss: 1.1553 - accuracy: 0.5580 - val_loss: 0.3275 - val_accuracy: 0.5865

Epoch 00035: val_accuracy did not improve from 0.58907
Epoch 36/50
225/225 [==============================] - 552s 2s/step - loss: 1.1470 - accuracy: 0.5655 - val_loss: 0.3254 - val_accuracy: 0.5915

Epoch 00036: val_accuracy improved from 0.58907 to 0.59152, saving model to model_weights.h5
Epoch 37/50
225/225 [==============================] - 571s 3s/step - loss: 1.1461 - accuracy: 0.5612 - val_loss: 0.6846 - val_accuracy: 0.5787

Epoch 00037: val_accuracy did not improve from 0.59152
Epoch 38/50
225/225 [==============================] - 736s 3s/step - loss: 1.1359 - accuracy: 0.5669 - val_loss: 0.6414 - val_accuracy: 0.6019

Epoch 00038: val_accuracy improved from 0.59152 to 0.60190, saving model to model_weights.h5
Epoch 39/50
225/225 [==============================] - 764s 3s/step - loss: 1.1271 - accuracy: 0.5704 - val_loss: 1.0425 - val_accuracy: 0.5600

Epoch 00039: val_accuracy did not improve from 0.60190
Epoch 40/50
225/225 [==============================] - 660s 3s/step - loss: 1.1296 - accuracy: 0.5668 - val_loss: 1.5220 - val_accuracy: 0.6090

Epoch 00040: val_accuracy improved from 0.60190 to 0.60897, saving model to model_weights.h5
Epoch 41/50
225/225 [==============================] - 646s 3s/step - loss: 1.1136 - accuracy: 0.5751 - val_loss: 1.8092 - val_accuracy: 0.6121

Epoch 00041: val_accuracy improved from 0.60897 to 0.61214, saving model to model_weights.h5
Epoch 42/50
225/225 [==============================] - 805s 4s/step - loss: 1.1117 - accuracy: 0.5783 - val_loss: 1.6169 - val_accuracy: 0.6068

Epoch 00042: val_accuracy did not improve from 0.61214
Epoch 43/50
225/225 [==============================] - 815s 4s/step - loss: 1.1039 - accuracy: 0.5808 - val_loss: 1.6213 - val_accuracy: 0.6237

Epoch 00043: val_accuracy improved from 0.61214 to 0.62367, saving model to model_weights.h5
Epoch 44/50
225/225 [==============================] - 715s 3s/step - loss: 1.1018 - accuracy: 0.5789 - val_loss: 1.7110 - val_accuracy: 0.6129

Epoch 00044: val_accuracy did not improve from 0.62367
Epoch 45/50
225/225 [==============================] - 654s 3s/step - loss: 1.0955 - accuracy: 0.5835 - val_loss: 1.5273 - val_accuracy: 0.6201

Epoch 00045: val_accuracy did not improve from 0.62367
Epoch 46/50
225/225 [==============================] - 710s 3s/step - loss: 1.0968 - accuracy: 0.5819 - val_loss: 1.7702 - val_accuracy: 0.6172

Epoch 00046: val_accuracy did not improve from 0.62367
Epoch 47/50
225/225 [==============================] - 685s 3s/step - loss: 1.0814 - accuracy: 0.5856 - val_loss: 1.8034 - val_accuracy: 0.6165

Epoch 00047: val_accuracy did not improve from 0.62367
Epoch 48/50
225/225 [==============================] - 669s 3s/step - loss: 1.0827 - accuracy: 0.5903 - val_loss: 1.6157 - val_accuracy: 0.6127

Epoch 00048: val_accuracy did not improve from 0.62367
Epoch 49/50
225/225 [==============================] - 734s 3s/step - loss: 1.0745 - accuracy: 0.5932 - val_loss: 1.5592 - val_accuracy: 0.6202

Epoch 00049: val_accuracy did not improve from 0.62367
Epoch 50/50
225/225 [==============================] - 794s 4s/step - loss: 1.0687 - accuracy: 0.5905 - val_loss: 1.3030 - val_accuracy: 0.6237

Epoch 00050: val_accuracy did not improve from 0.62367
CPU times: user 2d 7h 34min 7s, sys: 15h 27min 10s, total: 2d 23h 1min 17s
Wall time: 18h 37min 58s
</pre>
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<div class="prompt input_prompt">In&nbsp;[65]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Save model as JSON</span>
<span class="n">model_json</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">to_json</span><span class="p">()</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;model.json&quot;</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">json_file</span><span class="p">:</span>
    <span class="n">json_file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">model_json</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># visualise training and testing accuracy and loss</span>

<span class="k">def</span> <span class="nf">plot_results</span><span class="p">(</span><span class="n">history</span><span class="p">):</span>
    <span class="n">acc</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">]</span>
    <span class="n">val_acc</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">]</span>
    <span class="n">loss</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">]</span>
    <span class="n">val_loss</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">]</span>

    <span class="n">epochs</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">acc</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">24</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">acc</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Training Accuracy&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">val_acc</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Validation Accuracy&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
    

    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">loss</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Training Loss&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">val_loss</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Validation Loss&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="bp">True</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
 
<span class="c1"># print best epoch with best accuracy on validation</span>

<span class="k">def</span> <span class="nf">get_best_epcoh</span><span class="p">(</span><span class="n">history</span><span class="p">):</span>
    <span class="n">valid_acc</span> <span class="o">=</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">]</span>
    <span class="n">best_epoch</span> <span class="o">=</span> <span class="n">valid_acc</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">valid_acc</span><span class="p">))</span> <span class="o">+</span> <span class="mi">1</span>
    <span class="n">best_acc</span> <span class="o">=</span>  <span class="nb">max</span><span class="p">(</span><span class="n">valid_acc</span><span class="p">)</span>
    <span class="k">print</span><span class="p">(</span><span class="s1">&#39;Best Validation Accuracy Score {:0.5f}, is for epoch {}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> <span class="n">best_acc</span><span class="p">,</span> <span class="n">best_epoch</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">best_epoch</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[67]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">plot_results</span><span class="p">(</span><span class="n">history</span><span class="p">)</span>
<span class="n">best_epoch</span> <span class="o">=</span> <span class="n">get_best_epcoh</span><span class="p">(</span><span class="n">history</span><span class="p">)</span>
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<pre>Best Validation Accuracy Score 0.62367, is for epoch 43
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># show the confusion matrix of our predictions</span>

<span class="c1"># compute predictions</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict_generator</span><span class="p">(</span><span class="n">generator</span><span class="o">=</span><span class="n">validation_generator</span><span class="p">)</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">probas</span><span class="p">)</span> <span class="k">for</span> <span class="n">probas</span> <span class="ow">in</span> <span class="n">predictions</span><span class="p">]</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">validation_generator</span><span class="o">.</span><span class="n">classes</span>
<span class="n">class_names</span> <span class="o">=</span> <span class="n">validation_generator</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>

<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span>
<span class="kn">import</span> <span class="nn">itertools</span>

<span class="k">def</span> <span class="nf">plot_confusion_matrix</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Confusion matrix&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">Blues</span><span class="p">):</span>
    <span class="n">cm</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float&#39;</span><span class="p">)</span> <span class="o">/</span> <span class="n">cm</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)[:,</span> <span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">]</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cm</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
    <span class="n">tick_marks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">tick_marks</span><span class="p">,</span> <span class="n">classes</span><span class="p">)</span>

    <span class="n">fmt</span> <span class="o">=</span> <span class="s1">&#39;.2f&#39;</span>
    <span class="n">thresh</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">/</span> <span class="mf">2.</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">product</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">cm</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="nb">range</span><span class="p">(</span><span class="n">cm</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">j</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">format</span><span class="p">(</span><span class="n">cm</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">],</span> <span class="n">fmt</span><span class="p">),</span>
                 <span class="n">horizontalalignment</span><span class="o">=</span><span class="s2">&quot;center&quot;</span><span class="p">,</span>
                 <span class="n">color</span><span class="o">=</span><span class="s2">&quot;white&quot;</span> <span class="k">if</span> <span class="n">cm</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">thresh</span> <span class="k">else</span> <span class="s2">&quot;black&quot;</span><span class="p">)</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;True label&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Predicted label&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
    
<span class="c1"># compute confusion matrix</span>
<span class="n">cnf_matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>

<span class="c1"># plot normalized confusion matrix</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">cnf_matrix</span><span class="p">,</span> <span class="n">classes</span><span class="o">=</span><span class="n">class_names</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Normalized confusion matrix&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>&lt;Figure size 432x288 with 0 Axes&gt;</pre>
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