assets/code/Workshop - TCGA data analysis.html

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

<title>Workshop - TCGA data analysis</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;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@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;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.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 {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -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);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* 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;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <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">
<h1 id="Workshop-description">Workshop description<a class="anchor-link" href="#Workshop-description">&#182;</a></h1><h2 id="Aims">Aims<a class="anchor-link" href="#Aims">&#182;</a></h2><p>This workshop will:</p>
<ol>
<li>Introduce you to the TCGA (The Cancer Genome Atlas) data available at the NCI's Genomic Data Commons (GDC).</li>
<li>Demonstrate how to access and import TCGA data using the R/Bioconductor package TCGAbiolinks [@colaprico2015tcgabiolinks]. </li>
<li>Provide instruction to visualize copy number alteration and mutation data using the R/Bioconductor package maftools.</li>
</ol>
<h2 id="Useful-links">Useful links<a class="anchor-link" href="#Useful-links">&#182;</a></h2><ul>
<li>the NCI's Genomic Data Commons (GDC): <a href="https://gdc.cancer.gov/">https://gdc.cancer.gov/</a>.</li>
<li>TCGAbiolinks package: <a href="http://bioconductor.org/packages/TCGAbiolinks/">http://bioconductor.org/packages/TCGAbiolinks/</a></li>
<li>maftools package: <a href="http://bioconductor.org/packages/maftools/">http://bioconductor.org/packages/maftools/</a></li>
</ul>
<h2 id="R/Bioconductor-packages-used">R/Bioconductor packages used<a class="anchor-link" href="#R/Bioconductor-packages-used">&#182;</a></h2><ul>
<li><a href="http://bioconductor.org/packages/TCGAbiolinks/">TCGAbiolinks</a></li>
<li><a href="http://bioconductor.org/packages/MultiAssayExperiment/">MultiAssayExperiment</a></li>
<li><a href="http://bioconductor.org/packages/maftools/">maftools</a></li>
<li><a href="http://bioconductor.org/packages/ComplexHeatmap/">ComplexHeatmap</a></li>
</ul>
<h2 id="Pre-requisites">Pre-requisites<a class="anchor-link" href="#Pre-requisites">&#182;</a></h2><ul>
<li>Basic knowledge of R syntax</li>
<li>Understand the pipe operator ("%&gt;%") (help material <a href="https://r4ds.had.co.nz/pipes.html">https://r4ds.had.co.nz/pipes.html</a>)</li>
<li>Understand the SummarizedExperiment data structure (help material     <a href="http://bioconductor.org/packages/SummarizedExperiment/">http://bioconductor.org/packages/SummarizedExperiment/</a>)</li>
</ul>
<h1 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h1><h2 id="Understanding-GDC-(genomics-data-common-portal)">Understanding GDC (genomics data common portal)<a class="anchor-link" href="#Understanding-GDC-(genomics-data-common-portal)">&#182;</a></h2><p>In this workshop we will access (The Cancer Genome Atlas) data available at the NCI's Genomic Data Commons (GDC).
Before we start, it is important to know that the data is deposit in two different databases:</p>
<ul>
<li><p>The legacy archive (<a href="https://portal.gdc.cancer.gov/legacy-archive/search/f">https://portal.gdc.cancer.gov/legacy-archive/search/f</a>) which contains unharmonized legacy data from repositories that predate the GDC (e.g. CGHub). Also, legacy data is not actively maintained, processed, or harmonized by the GDC (Source: <a href="https://docs.gdc.cancer.gov/Data_Portal/Users_Guide/Legacy_Archive/">https://docs.gdc.cancer.gov/Data_Portal/Users_Guide/Legacy_Archive/</a>)</p>
</li>
<li><p>Harmonized database (<a href="https://portal.gdc.cancer.gov/">https://portal.gdc.cancer.gov/</a>) which contains data from many cancer projects processed using standardized pipelines and the reference genome GRCh38 (hg38). This gives the advantage of analyzing multiple cancer types or the same cancer type across multiple projects. You can find more information about the pipelines supporting data harmonization at <a href="https://gdc.cancer.gov/about-data/gdc-data-harmonization">https://gdc.cancer.gov/about-data/gdc-data-harmonization</a> and at <a href="https://docs.gdc.cancer.gov/Encyclopedia/pages/Harmonized_Data/">https://docs.gdc.cancer.gov/Encyclopedia/pages/Harmonized_Data/</a>.</p>
</li>
</ul>
<p>An overview of the web portal is available at <a href="https://docs.gdc.cancer.gov/Data_Portal/Users_Guide/Getting_Started/">https://docs.gdc.cancer.gov/Data_Portal/Users_Guide/Getting_Started/</a>.</p>
<p>Also, a more in-depth comparison between the legacy and Harmonized data was recently published:</p>
<ul>
<li>Gao, Galen F., et al. “Before and After: Comparison of Legacy and Harmonized TCGA Genomic Data Commons’ Data.” Cell systems 9.1 (2019): 24-34. (<a href="https://doi.org/10.1016/j.cels.2019.06.006">https://doi.org/10.1016/j.cels.2019.06.006</a>)</li>
</ul>
<h2 id="Understanding-TCGA-data">Understanding TCGA data<a class="anchor-link" href="#Understanding-TCGA-data">&#182;</a></h2><h3 id="Data-access">Data access<a class="anchor-link" href="#Data-access">&#182;</a></h3><p>GDC provides the data with two access levels:</p>
<ul>
<li>Open: includes high level genomic data that is not individually identifiable, as well as most clinical and all biospecimen data elements.</li>
<li>Controlled: includes individually identifiable data such as low-level genomic sequencing data, germline variants, SNP6 genotype data, and certain clinical data elements </li>
</ul>
<p>You can find more information about those two levels and how to get access to controlled data at: <a href="https://gdc.cancer.gov/access-data/data-access-processes-and-tools">https://gdc.cancer.gov/access-data/data-access-processes-and-tools</a>.</p>
<h3 id="TCGA-barcode-description">TCGA barcode description<a class="anchor-link" href="#TCGA-barcode-description">&#182;</a></h3><p>Each TCGA sample has a unique identifier called TCGA barcode, which contains important information about each sample. 
A description of the barcode is shown below (Source: <a href="https://docs.gdc.cancer.gov/Encyclopedia/pages/TCGA_Barcode/">https://docs.gdc.cancer.gov/Encyclopedia/pages/TCGA_Barcode/</a>).</p>
<p>You can find a table with all the code and meanings at <a href="https://gdc.cancer.gov/resources-tcga-users/tcga-code-tables">https://gdc.cancer.gov/resources-tcga-users/tcga-code-tables</a>.</p>
<h3 id="Data-structure">Data structure<a class="anchor-link" href="#Data-structure">&#182;</a></h3><p>In order to filter the data available in GDC some fields are available such as project (TCGA, TARGET, etc.), data category (Transcriptome Profiling, DNA methylation, Clinical, etc.), data type (Gene Expression Quantification, Isoform Expression Quantification, Methylation Beta Value, etc.), experimental strategy (miRNA-Seq, RNA-Seq, etc.), Workflow Type, platform, access type and others.</p>
<p>In terms of data granularity, a project has data on several categories, each category contains several data types that might have been produced with different workflows, experimental strategy and platforms. In that way, if you select data type "Gene Expression Quantification" the data category will be Transcriptome Profiling.</p>
<p>You can find the entry possibilities for each filter at the repository page of the database at <a href="https://portal.gdc.cancer.gov/repository">https://portal.gdc.cancer.gov/repository</a>.</p>
<h2 id="The-SummarizedExperiment-data-structure">The SummarizedExperiment data structure<a class="anchor-link" href="#The-SummarizedExperiment-data-structure">&#182;</a></h2><p>Before we start, it is important to know that the R/Bioconductor environment provides a data structure called <code>SummarizedExperiment</code>, which was created to handle both samples metadata (age, gender, etc), genomics data (i.e. DNA methylation beta value) and genomics metadata information (chr, start, end, gene symbol) in the same object.
You can access samples metadata with <code>colData</code> function, genomics data with <code>assays</code> and genomics metadata with <code>rowRanges</code>.</p>

</div>
</div>
</div>
<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">
<h1 id="Loading-required-packages">Loading required packages<a class="anchor-link" href="#Loading-required-packages">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">suppressMessages</span><span class="p">({</span>
    <span class="nf">library</span><span class="p">(</span><span class="n">TCGAbiolinks</span><span class="p">)</span>
    <span class="nf">library</span><span class="p">(</span><span class="n">MultiAssayExperiment</span><span class="p">)</span>
    <span class="nf">library</span><span class="p">(</span><span class="n">maftools</span><span class="p">)</span>
    <span class="nf">library</span><span class="p">(</span><span class="n">dplyr</span><span class="p">)</span>
    <span class="nf">library</span><span class="p">(</span><span class="n">ComplexHeatmap</span><span class="p">)</span>
<span class="p">})</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">clinical</span> <span class="o">&lt;-</span> <span class="nf">GDCquery_clinic</span><span class="p">(</span><span class="s">&quot;TCGA-COAD&quot;</span><span class="p">)</span>
<span class="nf">head</span><span class="p">(</span><span class="n">clinical</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 6 × 73</caption>
<thead>
	<tr><th scope=col>submitter_id</th><th scope=col>year_of_diagnosis</th><th scope=col>classification_of_tumor</th><th scope=col>last_known_disease_status</th><th scope=col>updated_datetime</th><th scope=col>primary_diagnosis</th><th scope=col>tumor_stage</th><th scope=col>age_at_diagnosis</th><th scope=col>morphology</th><th scope=col>days_to_last_known_disease_status</th><th scope=col>⋯</th><th scope=col>treatments_radiation_treatment_or_therapy</th><th scope=col>treatments_radiation_days_to_treatment_start</th><th scope=col>treatments_radiation_treatment_effect</th><th scope=col>treatments_radiation_initial_disease_status</th><th scope=col>treatments_radiation_regimen_or_line_of_therapy</th><th scope=col>treatments_radiation_treatment_anatomic_site</th><th scope=col>treatments_radiation_treatment_outcome</th><th scope=col>treatments_radiation_days_to_treatment_end</th><th scope=col>bcr_patient_barcode</th><th scope=col>disease</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>
</thead>
<tbody>
	<tr><td>TCGA-3L-AA1B</td><td>2013</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Adenocarcinoma, NOS    </td><td>stage i   </td><td>22379</td><td>8140/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-3L-AA1B</td><td>COAD</td></tr>
	<tr><td>TCGA-4N-A93T</td><td>2013</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Adenocarcinoma, NOS    </td><td>stage iiib</td><td>24523</td><td>8140/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-4N-A93T</td><td>COAD</td></tr>
	<tr><td>TCGA-4T-AA8H</td><td>2013</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Mucinous adenocarcinoma</td><td>stage iia </td><td>15494</td><td>8480/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-4T-AA8H</td><td>COAD</td></tr>
	<tr><td>TCGA-5M-AAT4</td><td>2009</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Adenocarcinoma, NOS    </td><td>stage iv  </td><td>27095</td><td>8140/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-5M-AAT4</td><td>COAD</td></tr>
	<tr><td>TCGA-5M-AAT6</td><td>2009</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Adenocarcinoma, NOS    </td><td>stage iv  </td><td>14852</td><td>8140/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-5M-AAT6</td><td>COAD</td></tr>
	<tr><td>TCGA-5M-AATE</td><td>2011</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:33:45.855164-05:00</td><td>Adenocarcinoma, NOS    </td><td>stage iia </td><td>27870</td><td>8140/3</td><td>NA</td><td>⋯</td><td>no</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>TCGA-5M-AATE</td><td>COAD</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">query</span> <span class="o">&lt;-</span> <span class="nf">GDCquery</span><span class="p">(</span><span class="n">project</span> <span class="o">=</span> <span class="s">&quot;TCGA-ACC&quot;</span><span class="p">,</span> 
                  <span class="n">data.category</span> <span class="o">=</span> <span class="s">&quot;Clinical&quot;</span><span class="p">,</span>
                  <span class="n">data.type</span> <span class="o">=</span> <span class="s">&quot;Clinical Supplement&quot;</span><span class="p">,</span> 
                  <span class="n">data.format</span> <span class="o">=</span> <span class="s">&quot;BCR Biotab&quot;</span><span class="p">)</span>
<span class="nf">GDCdownload</span><span class="p">(</span><span class="n">query</span><span class="p">)</span>
<span class="n">clinical.BCRtab.all</span> <span class="o">&lt;-</span> <span class="nf">GDCprepare</span><span class="p">(</span><span class="n">query</span><span class="p">)</span>
<span class="nf">names</span><span class="p">(</span><span class="n">clinical.BCRtab.all</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-ACC
--------------------
oo Filtering results
--------------------
ooo By data.format
ooo By data.type
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
Warning: There are more than one file for the same case. Please verify query results. You can use the command View(getResults(query)) in rstudio
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-ACC
Of the 7 files for download 7 already exist.
All samples have been already downloaded
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>  |========================================                              |  57%</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>Warning message:
“Duplicated column names deduplicated: &#39;metastatic_tumor_site&#39; =&gt; &#39;metastatic_tumor_site_1&#39; [39]”</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>  |======================================================================| 100%
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<ol class=list-inline>
	<li>'clinical_radiation_acc'</li>
	<li>'clinical_drug_acc'</li>
	<li>'clinical_follow_up_v4.0_acc'</li>
	<li>'clinical_omf_v4.0_acc'</li>
	<li>'clinical_patient_acc'</li>
	<li>'clinical_nte_acc'</li>
	<li>'clinical_follow_up_v4.0_nte_acc'</li>
</ol>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">clinical.BCRtab.all</span><span class="o">$</span><span class="n">clinical_drug_acc</span>  <span class="o">%&gt;%</span> 
  <span class="n">head</span>  <span class="o">%&gt;%</span> 
  <span class="n">as.data.frame</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 6 × 28</caption>
<thead>
	<tr><th scope=col>bcr_patient_uuid</th><th scope=col>bcr_patient_barcode</th><th scope=col>bcr_drug_barcode</th><th scope=col>bcr_drug_uuid</th><th scope=col>form_completion_date</th><th scope=col>pharmaceutical_therapy_drug_name</th><th scope=col>clinical_trial_drug_classification</th><th scope=col>pharmaceutical_therapy_type</th><th scope=col>pharmaceutical_tx_started_days_to</th><th scope=col>pharmaceutical_tx_ongoing_indicator</th><th scope=col>⋯</th><th scope=col>regimen_indication</th><th scope=col>regimen_indication_notes</th><th scope=col>regimen_number</th><th scope=col>route_of_administration</th><th scope=col>stem_cell_transplantation</th><th scope=col>stem_cell_transplantation_type</th><th scope=col>therapy_type_notes</th><th scope=col>total_dose</th><th scope=col>total_dose_units</th><th scope=col>tx_on_clinical_trial</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>⋯</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>
</thead>
<tbody>
	<tr><td>bcr_patient_uuid                    </td><td>bcr_patient_barcode</td><td>bcr_drug_barcode   </td><td>bcr_drug_uuid                       </td><td>form_completion_date</td><td>drug_name     </td><td>clinical_trail_drug_classification</td><td>therapy_type              </td><td>days_to_drug_therapy_start</td><td>therapy_ongoing</td><td>⋯</td><td>regimen_indication</td><td>regimen_indication_notes</td><td>regimen_number </td><td>route_of_administration</td><td>stem_cell_transplantation</td><td>stem_cell_transplantation_type</td><td>therapy_type_notes</td><td>total_dose     </td><td>total_dose_units</td><td>tx_on_clinical_trial</td></tr>
	<tr><td>CDE_ID:                             </td><td>CDE_ID:2003301     </td><td>CDE_ID:            </td><td>CDE_ID:                             </td><td>CDE_ID:             </td><td>CDE_ID:2975232</td><td>CDE_ID:3378323                    </td><td>CDE_ID:2793530            </td><td>CDE_ID:3392465            </td><td>CDE_ID:3103479 </td><td>⋯</td><td>CDE_ID:2793511    </td><td>CDE_ID:2793516          </td><td>CDE_ID:2744948 </td><td>CDE_ID:2003586         </td><td>CDE_ID:3090688           </td><td>CDE_ID:2730901                </td><td>CDE_ID:2001762    </td><td>CDE_ID:1515    </td><td>CDE_ID:3088785  </td><td>CDE_ID:3925111      </td></tr>
	<tr><td>FB54458D-C373-46C2-841E-82663E13EFAA</td><td>TCGA-OR-A5JM       </td><td>TCGA-OR-A5JM-D49539</td><td>B4F66718-B197-4EFB-AF9B-380B238BF6B5</td><td>2013-10-3           </td><td>sunitinib     </td><td>[Not Available]                   </td><td>Targeted Molecular therapy</td><td>378                       </td><td>NO             </td><td>⋯</td><td>[Not Available]   </td><td>[Not Applicable]        </td><td>[Not Available]</td><td>[Not Available]        </td><td>[Not Available]          </td><td>[Not Available]               </td><td>[Not Available]   </td><td>[Not Available]</td><td>[Not Available] </td><td>NO                  </td></tr>
	<tr><td>FB54458D-C373-46C2-841E-82663E13EFAA</td><td>TCGA-OR-A5JM       </td><td>TCGA-OR-A5JM-D49540</td><td>2B5DD32A-1F38-4899-A90F-77C16B1F900E</td><td>2013-10-3           </td><td>ketoconazole  </td><td>[Not Available]                   </td><td>Targeted Molecular therapy</td><td>378                       </td><td>NO             </td><td>⋯</td><td>[Not Available]   </td><td>[Not Applicable]        </td><td>[Not Available]</td><td>[Not Available]        </td><td>[Not Available]          </td><td>[Not Available]               </td><td>[Not Available]   </td><td>[Not Available]</td><td>[Not Available] </td><td>NO                  </td></tr>
	<tr><td>344F7EA4-2BD4-4F2D-89F2-9FC7F572A3D6</td><td>TCGA-OR-A5JY       </td><td>TCGA-OR-A5JY-D48310</td><td>1125569B-151B-4740-A864-9F8BFC63E2B4</td><td>2013-9-11           </td><td>xeloda        </td><td>[Not Available]                   </td><td>Chemotherapy              </td><td>78                        </td><td>NO             </td><td>⋯</td><td>[Not Available]   </td><td>[Not Applicable]        </td><td>[Not Available]</td><td>[Not Available]        </td><td>[Not Available]          </td><td>[Not Available]               </td><td>[Not Available]   </td><td>[Not Available]</td><td>[Not Available] </td><td>NO                  </td></tr>
	<tr><td>6D980941-219E-40A0-9B41-E84C3FB0BD1A</td><td>TCGA-OR-A5K2       </td><td>TCGA-OR-A5K2-D48215</td><td>3C5B0FF6-2A7C-456E-8662-D38484AA7F3C</td><td>2013-9-10           </td><td>Adriamycin    </td><td>[Not Available]                   </td><td>Chemotherapy              </td><td>118                       </td><td>NO             </td><td>⋯</td><td>[Not Available]   </td><td>[Not Applicable]        </td><td>[Not Available]</td><td>[Not Available]        </td><td>[Not Available]          </td><td>[Not Available]               </td><td>[Not Available]   </td><td>[Not Available]</td><td>[Not Available] </td><td>NO                  </td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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">
<h2 id="RNA-Seq-data">RNA-Seq data<a class="anchor-link" href="#RNA-Seq-data">&#182;</a></h2><p>The RNA-Seq pipeline produces raw counts, FPKM and FPKM-UQ quantifications and is described
at <a href="https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/Expression_mRNA_Pipeline/">https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/Expression_mRNA_Pipeline/</a>.</p>
<p>The following options are used to search mRNA results using TCGAbiolinks:</p>
<ul>
<li>data.category: "Transcriptome Profiling"</li>
<li>data.type: "Gene Expression Quantification"</li>
<li>workflow.type: "HTSeq - Counts", "HTSeq - FPKM", "HTSeq - FPKM-UQ"</li>
</ul>
<p>Here is the example to download the raw counts, which can be used with DESeq2 (<a href="http://bioconductor.org/packages/DESeq2/">http://bioconductor.org/packages/DESeq2/</a>) for differential expression analysis.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">query.exp.hg38</span> <span class="o">&lt;-</span> <span class="nf">GDCquery</span><span class="p">(</span><span class="n">project</span> <span class="o">=</span> <span class="s">&quot;TCGA-GBM&quot;</span><span class="p">,</span> 
                  <span class="n">data.category</span> <span class="o">=</span> <span class="s">&quot;Transcriptome Profiling&quot;</span><span class="p">,</span> 
                  <span class="n">data.type</span> <span class="o">=</span> <span class="s">&quot;Gene Expression Quantification&quot;</span><span class="p">,</span> 
                  <span class="n">workflow.type</span> <span class="o">=</span> <span class="s">&quot;HTSeq - Counts&quot;</span><span class="p">,</span>
                  <span class="n">barcode</span> <span class="o">=</span>  <span class="nf">c</span><span class="p">(</span><span class="s">&quot;TCGA-14-0736-02A-01R-2005-01&quot;</span><span class="p">,</span> <span class="s">&quot;TCGA-06-0211-02A-02R-2005-01&quot;</span><span class="p">))</span>
<span class="nf">GDCdownload</span><span class="p">(</span><span class="n">query.exp.hg38</span><span class="p">)</span>
<span class="n">raw.counts</span> <span class="o">&lt;-</span> <span class="nf">GDCprepare</span><span class="p">(</span><span class="n">query</span> <span class="o">=</span> <span class="n">query.exp.hg38</span><span class="p">,</span> <span class="n">summarizedExperiment</span> <span class="o">=</span> <span class="kc">FALSE</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-GBM
--------------------
oo Filtering results
--------------------
ooo By data.type
ooo By workflow.type
ooo By barcode
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-GBM
Of the 2 files for download 2 already exist.
All samples have been already downloaded
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>|====================================================|100%                      Completed after 1 s 
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">head</span><span class="p">(</span><span class="n">raw.counts</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A tibble: 6 × 3</caption>
<thead>
	<tr><th scope=col>X1</th><th scope=col>TCGA-14-0736-02A-01R-2005-01</th><th scope=col>TCGA-06-0211-02A-02R-2005-01</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><td>ENSG00000000003.13</td><td>4282</td><td>3853</td></tr>
	<tr><td>ENSG00000000005.5 </td><td>  34</td><td>   8</td></tr>
	<tr><td>ENSG00000000419.11</td><td> 899</td><td>1785</td></tr>
	<tr><td>ENSG00000000457.12</td><td> 293</td><td> 551</td></tr>
	<tr><td>ENSG00000000460.15</td><td> 143</td><td> 378</td></tr>
	<tr><td>ENSG00000000938.11</td><td> 286</td><td> 683</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">query.exp.hg38</span> <span class="o">&lt;-</span> <span class="nf">GDCquery</span><span class="p">(</span><span class="n">project</span> <span class="o">=</span> <span class="s">&quot;TCGA-GBM&quot;</span><span class="p">,</span> 
                  <span class="n">data.category</span> <span class="o">=</span> <span class="s">&quot;Transcriptome Profiling&quot;</span><span class="p">,</span> 
                  <span class="n">data.type</span> <span class="o">=</span> <span class="s">&quot;Gene Expression Quantification&quot;</span><span class="p">,</span> 
                  <span class="n">workflow.type</span> <span class="o">=</span> <span class="s">&quot;HTSeq - FPKM-UQ&quot;</span><span class="p">,</span>
                  <span class="n">barcode</span> <span class="o">=</span>  <span class="nf">c</span><span class="p">(</span><span class="s">&quot;TCGA-14-0736-02A-01R-2005-01&quot;</span><span class="p">,</span> <span class="s">&quot;TCGA-06-0211-02A-02R-2005-01&quot;</span><span class="p">))</span>
<span class="nf">GDCdownload</span><span class="p">(</span><span class="n">query.exp.hg38</span><span class="p">)</span>
<span class="n">fpkm.uq.counts</span> <span class="o">&lt;-</span> <span class="nf">GDCprepare</span><span class="p">(</span><span class="n">query</span> <span class="o">=</span> <span class="n">query.exp.hg38</span><span class="p">,</span> <span class="n">summarizedExperiment</span> <span class="o">=</span> <span class="kc">FALSE</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-GBM
--------------------
oo Filtering results
--------------------
ooo By data.type
ooo By workflow.type
ooo By barcode
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-GBM
Of the 2 files for download 2 already exist.
All samples have been already downloaded
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>|====================================================|100%                      Completed after 0 s 
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">head</span><span class="p">(</span><span class="n">fpkm.uq.counts</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A tibble: 6 × 3</caption>
<thead>
	<tr><th scope=col>X1</th><th scope=col>TCGA-14-0736-02A-01R-2005-01</th><th scope=col>TCGA-06-0211-02A-02R-2005-01</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><td>ENSG00000242268.2 </td><td>  1532.591</td><td>  3517.609</td></tr>
	<tr><td>ENSG00000270112.3 </td><td>  4253.036</td><td>  4978.410</td></tr>
	<tr><td>ENSG00000167578.15</td><td>261186.594</td><td>135247.024</td></tr>
	<tr><td>ENSG00000273842.1 </td><td>     0.000</td><td>     0.000</td></tr>
	<tr><td>ENSG00000078237.5 </td><td>224251.000</td><td>180269.615</td></tr>
	<tr><td>ENSG00000146083.10</td><td>117080.711</td><td>197064.420</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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">
<h2 id="Mutation">Mutation<a class="anchor-link" href="#Mutation">&#182;</a></h2><p><strong>TCGAbiolinks</strong> has provided a few functions to download mutation data from GDC.
There are two options to download the data:</p>
<ol>
<li>Use <code>GDCquery_Maf</code> which will download MAF aligned against hg38.</li>
</ol>
<p>This example will download MAF (mutation annotation files) for variant calling pipeline muse.
Pipelines options are: <code>muse</code>, <code>varscan2</code>, <code>somaticsniper</code>, <code>mutect</code>. For more information please access
<a href="https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/DNA_Seq_Variant_Calling_Pipeline/">GDC docs</a>.</p>
<p>You can download the data using TCGAbiolinks <code>GDCquery_Maf</code> function.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">maf</span> <span class="o">&lt;-</span> <span class="nf">GDCquery_Maf</span><span class="p">(</span><span class="s">&quot;COAD&quot;</span><span class="p">,</span> <span class="n">pipelines</span> <span class="o">=</span> <span class="s">&quot;muse&quot;</span><span class="p">)</span>
<span class="n">maf</span> <span class="o">%&gt;%</span> <span class="n">head</span> <span class="o">%&gt;%</span> <span class="n">as.data.frame</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>============================================================================
 For more information about MAF data please read the following GDC manual and web pages:
 GDC manual: https://gdc-docs.nci.nih.gov/Data/PDF/Data_UG.pdf
 https://gdc-docs.nci.nih.gov/Data/Bioinformatics_Pipelines/DNA_Seq_Variant_Calling_Pipeline/
 https://gdc.cancer.gov/about-gdc/variant-calling-gdc
============================================================================
--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-COAD
--------------------
oo Filtering results
--------------------
ooo By access
ooo By data.type
ooo By workflow.type
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-COAD
Of the 1 files for download 1 already exist.
All samples have been already downloaded
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>|=================================================================| 100%  286 MB
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 6 × 120</caption>
<thead>
	<tr><th scope=col>Hugo_Symbol</th><th scope=col>Entrez_Gene_Id</th><th scope=col>Center</th><th scope=col>NCBI_Build</th><th scope=col>Chromosome</th><th scope=col>Start_Position</th><th scope=col>End_Position</th><th scope=col>Strand</th><th scope=col>Variant_Classification</th><th scope=col>Variant_Type</th><th scope=col>⋯</th><th scope=col>FILTER</th><th scope=col>CONTEXT</th><th scope=col>src_vcf_id</th><th scope=col>tumor_bam_uuid</th><th scope=col>normal_bam_uuid</th><th scope=col>case_id</th><th scope=col>GDC_FILTER</th><th scope=col>COSMIC</th><th scope=col>MC3_Overlap</th><th scope=col>GDC_Validation_Status</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>⋯</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>
</thead>
<tbody>
	<tr><td>ATAD3B</td><td> 83858</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td> 1485803</td><td> 1485803</td><td>+</td><td>Nonsense_Mutation</td><td>SNP</td><td>⋯</td><td>PASS</td><td>TCAGTCGACCC</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>COSM1333470            </td><td>True</td><td>Unknown</td></tr>
	<tr><td>PLCH2 </td><td>  9651</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td> 2487195</td><td> 2487195</td><td>+</td><td>Silent           </td><td>SNP</td><td>⋯</td><td>PASS</td><td>AGGAGCCCTGC</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>COSM1340725;COSM1340726</td><td>True</td><td>Unknown</td></tr>
	<tr><td>CHD5  </td><td> 26038</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td> 6146395</td><td> 6146395</td><td>+</td><td>Missense_Mutation</td><td>SNP</td><td>⋯</td><td>PASS</td><td>AGTTGCGATAC</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>COSM911251             </td><td>True</td><td>Unknown</td></tr>
	<tr><td>IFNLR1</td><td>163702</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td>24159060</td><td>24159060</td><td>+</td><td>Missense_Mutation</td><td>SNP</td><td>⋯</td><td>PASS</td><td>GGCCCGTGGCA</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>COSM1340840            </td><td>True</td><td>Unknown</td></tr>
	<tr><td>YTHDF2</td><td> 51441</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td>28769136</td><td>28769136</td><td>+</td><td>3'UTR            </td><td>SNP</td><td>⋯</td><td>PASS</td><td>AAAAAAAGAAA</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>NA                     </td><td>True</td><td>Unknown</td></tr>
	<tr><td>LRP8  </td><td>  7804</td><td>BCM</td><td>GRCh38</td><td>chr1</td><td>53289634</td><td>53289634</td><td>+</td><td>Silent           </td><td>SNP</td><td>⋯</td><td>PASS</td><td>CGTTCGTGGAT</td><td>9130f121-b7ce-460f-b90c-8e31add6cd10</td><td>7de9d9e2-c4a4-4311-826f-973cb7987c66</td><td>861ad835-790a-47ad-8c03-06f7eb7b5710</td><td>7a70f061-9a6f-408e-a416-7f5295ceba3b</td><td>NA</td><td>NA                     </td><td>True</td><td>Unknown</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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>Then visualize the results using the maftools package.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># create maftools input</span>
<span class="n">maftools.input</span> <span class="o">&lt;-</span> <span class="n">maf</span> <span class="o">%&gt;%</span> <span class="n">read.maf</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>-Validating
-Silent variants: 77997 
-Summarizing
--Mutiple centers found
BCM;WUGSC;WUGSC;BCM;BCM;BI--Possible FLAGS among top ten genes:
  TTN
  MUC16
  SYNE1
  OBSCN
-Processing clinical data
--Missing clinical data
-Finished in 14.3s elapsed (12.8s cpu) 
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># Check summary</span>
<span class="nf">plotmafSummary</span><span class="p">(</span><span class="n">maf</span> <span class="o">=</span> <span class="n">maftools.input</span><span class="p">,</span> 
               <span class="n">rmOutlier</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">,</span> 
               <span class="n">addStat</span> <span class="o">=</span> <span class="s">&#39;median&#39;</span><span class="p">,</span> 
               <span class="n">dashboard</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">oncoplot</span><span class="p">(</span><span class="n">maf</span> <span class="o">=</span> <span class="n">maftools.input</span><span class="p">,</span> 
         <span class="n">top</span> <span class="o">=</span> <span class="m">10</span><span class="p">,</span> 
         <span class="n">removeNonMutated</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94
AAAgAElEQVR4nOzdd3wU1doH8Ge2JttSSCMNUqgJCYQQlF5FFKQrCi9YKEpQQWlyUbFcBCm5
gFwFVEQuIoqUq4gCUhSDYIKAQVRKgARCQhJSNpvt8/4xOnfYbDYbSLJh8vt+8sfsM2fOnpkz
5cm0ZViWJQAAAAC4+0k83QBoij799FPmb5cuXfJ0c9zi5eXFNXjBggUuit2Ns3Ynhg8fzs3s
0aNHPd0Wzzt16pREImEY5r777quP+leuXNmxY0eVSsUt83vuuac+vgV4TW1zBnFAYgd1r3fv
3vzeUKFQ3Lhxw52prFYrP9W//vWv+m7kXcRsNr/66qsPPPBAdHS0j4+PTCbz9fVNSkqaNWvW
5cuXq5bfuXPngw8+GBwcrFAoAgICBg0a9PnnnzutOS8vb+bMmW3atFGpVDqdLjk5ecmSJZWV
lW427Pvvv9+1axcR9e/f/957761tG0aPHs24lJGR4boBt13DmDFj+DIdO3YUjiovL587d27r
1q1VKlXr1q3nzp1bXl4uLFBSUhIaGiqXy3/55ReHahMTE4cMGUJE+/bt27Nnj+vG19a77747
Y8aMU6dOudNB9bfOuF8SADyDBahT58+fZxhGuI4tX77cocyWLVv4sdnZ2VzQYrHwwbS0tIZu
d02USiXXtn/84x8uin377bed/3bt2rU6+eqbN29Wt/3qdLqMjAy+pM1mmzhxotOS48ePt9ls
wmqPHTvm5+dXtWR8fHxeXp47DevevTs3yddff30bbRg1alR188X5+eefXTfg9mr45JNPhGUS
ExP5UXa7nZupZs2aPfzww/7+/kTUo0cPu93Ol5k0aRIRzZs3z2mTDh8+zFXbqVMnd5ah+/jU
uV27dl999dXBgwczMzOrK1wf60yt1i5xcLqnAmjkkNhBHZs/f77DTj8+Pt6hTAMndqWlpXde
iZuJXX24efOmj4/PfffdN3ny5Dlz5kydOrVFixb8sho6dChf8p133uHjTz755ObNm1988UWJ
5K8T80uXLuVLlpSUhIWFcXEfH58nn3xyzJgxfMmBAwfW2KqTJ09yhYOCgqxW62204c033xxU
hY+PD59/lJSUuG7DbdRw7do1Ll3jCRO79PR0LnjgwAGWZffu3ct9PHr0KFfgwIEDDMO0atWq
srLSaZPsdntERITDVHWiefPmXLXPPfdcjYXrY51xv6RoILGDuxESO6hLNpstPDyc2w+2bt2a
3yceP35cWKzq7rJ///5UDYvFwk31/fffjx07NjIyUqlUajSapKSkf/7zn+Xl5U6rPX/+/LJl
y9q2batQKB588EG+TI2VsCxbWVn5yiuvREVFKZXK2NjYRYsWmc1mNxM7p0cCYfDixYvvv/9+
x44dvby8AgICJk6ceOPGDddL1W63O5wOqaio0Ol0XIUdOnTg4506deKCXbp04YOPPPIIFwwI
CDAajVxw2bJlfJMOHTrEBd98800++OOPP7pu1fTp07mSTz/9tDDufhuqysnJkcvlXMnqTom5
VmMNDz74IBGFhYWlpKRwxYSJ3aeffsoFCwsLWZa9fv0693Hr1q0syxoMhtjYWIZh+CXm1PPP
P89NNWnSJHfafPDgwYcffjgiIkKhUGg0moSEhLlz5wpPmlZ3nszFqlgf68yd9Cxn69atAwcO
DAwMlMlkWq02Ojp68ODBL730UllZGVcgLy8vNTW1Z8+e4eHhGo1GJpM1a9asZ8+eK1euNJvN
fD2bNm0SbulvvfVWdHS0l5dXYmLi559/zrJseXn5jBkzQkNDlUplQkIC1308h+1xzZo18fHx
SqUyJCTkmWeeKSoqclrSIbFzZ09S4/wC1AckdlCXhPcVffPNN0FBQU6P/beR2M2ZM8fp2Fat
WuXk5FStVlghn9i5U4nVah0wYIBDgaFDhyoUCm74DhO7wYMHO1SenJzs/mUsq9Wan5+/du1a
/nr3o48+yo/lj9zjxo3jg6+++ir/XXxG0rNnTy7SokULvuTVq1f5knPmzHHdkrZt23IlN27c
KIy734aqZsyYwZXx8vK6fv26W0ukNjV88MEH3Nhvvvlm0KBB3LDTM3YHDx5kWXbfvn3cR+7c
2+zZs4lo6tSprtvw2WefVV221XnxxRcdV0ciIgoICEhPT+fK3EZiJ1RX68yd9CzLsitWrHA6
FyTYUn7++efqyvTq1YvP7YSJXZ8+fRxKfvDBB0lJSQ7BnTt38i0Rbo/8asBr167dzZs3q5YU
Jnbu7EncmV+A+oDEDurSmDFjuD1XSEiI1WpNTU3lPvr4+BgMBr5Y1d3lZ599tmTJEj740EMP
Lf2b3W7fuHEjP2rSpEnbtm1bt25ddHQ0F+nevXvVaokoKirq6aefnjp16rPPPsuyrJuVrFy5
ki8WHR09Y8YM7g59PniHiR0RtW3bduzYsYGBgXxk3759NS5bp8e8mJiYixcv8mUiIyO5uDBZ
GTFiBF9+9erVXFCr1XKR/v37C79FpVJx8UGDBrlojPCBmDNnzghHud8GB4WFhWq1mivzzDPP
1LhAalvD5cuXudSE+zfDaWLH32MXGBg4bty4gIAAbt2w2+2ZmZlSqTQsLKzGK/vZ2dn8zF6+
fNlFyQ8//JAv2bp16/nz50+ZMoX/FyIoKIj7rj179ixdupTvsp49e3KbxpEjR1y3pG7Xmdvu
WU7Lli25YuPHj//iiy+2bt26fPnyMWPG6HQ6YWLXpk2buXPnrlu3bteuXVu2bHnqqaf4+j/8
8EOumDCxI6KuXbuOGTNGKpUKg/fcc8/IkSP5K8X33nsv3xKH7bFfv34vvPCCMBfkVx6nm7Ob
exJ35hegPiCxgzpTVFTEX698/vnnWZY9cuQIvwfcvHkzX7K299i1b9+ei0+YMIEP8idX6O97
5IXVdu7c2eGyiJuVxMfHcx+Dg4P5O7T++c9/8sXuMLHr168fd+Lh1KlTfHDRokU1Lt6qB+lu
3bo55A385VEiGjFixKpVq5588klhVvr66687LOoRI0YIawgJCeEXoIvGZGZm8jUIL12534aq
XnnlFa6AVCoVZh7uc1GD3W7nTuJGR0fr9Xq2msSOZdmysrI5c+bExsZ6eXnFxsbOmTOnrKzM
YrFwD8/u2rWLZdkjR47Mnz//mWeeWbJkCX+Ghmc0GvmZ/eGHH1w0uF27dlyxkJAQ/vKc8NmO
lStX8oWDg4O5ILdxuaMO15lalXSKy5KpylV+k8nE324hPHVttVr1en15eXm3bt24CR9++GFu
lDCxGz16NPdoC/9vJBGNHTuWKzl16lQuIpfL+cqF2yN/9tFsNvNX5729vbnLyk43Zzf3JO7M
L0B9QGIHdWbVqlX8ru3YsWMsy9rtdv6WbeGZoVoldsXFxVST9957z6Hazz77TNg2NysxGAz8
gUp4yoe/14ruOLH76quv+ML8uZnZs2fXuHgLCws3bNiwdu3al19+uU2bNtyE/v7+33//PV+m
qKgoLi7OxTwuXryYZVmz2cxHhg8fLvwW/up5cnKyi8bwTxUQkcN1ZDfb4KC8vJx/pkF4pc99
rmtYvXo1EUkkEj7Tqi6xc2rRokVE9Mgjj7BVLsNpNBruSQsh/sTnjh07qqtTuE5Onz6dj9ts
Nv4fJO4bObeR2NXhOlOrkk498MADXDGJRNKqVasHHnhg1qxZu3btMplMwmKffvrpfffd16xZ
s6r1d+vWjSsjTOz4s91cF3P4i8LCBz74U63C7VF4+VhYmHviuOrm7P7uyM35BahzeI8d1Bn+
ulJMTAz3vy/DMPy91QcOHLi9N3y6syctKSlxiPDnQmpVCbfr5z7yx1EiCgoK4q/p3KHY2Fh+
mD9+2+32Gids1qzZ448/PmXKlNdff/3UqVPcCaTi4uIJEybwk/v7+x87duyVV15p3769l5dX
s2bN+vXrJzxchYaGEpFcLuev65WVlQm/hX9nm9MjK8/b25sfNplMwlFutsHB2rVruT5iGGbu
3Lk1Lo1a1VBaWspFXnjhhR49etS25nPnzr3++uv+/v6rVq3KzMx8++23iSgtLa24uPi+++7T
6/XcC1B4LMvyy0S4oBwI10n+RCkRSSQS/jK9O+utC3W4ztSqpFOrV69u1aoVEdnt9nPnzn39
9dfLli0bNmxYmzZt+Js7X3nllbFjx+7du7eoqKhqDQ5rGoe/QOzl5cUH+cugwhOKTrcy4ZIX
Dlf3vhj3d0fuzC9AfUBiB3Xj5MmT/PsvLly4wL/9lTsKEhHLsh999NFt1Cx8OcWcOXNynJk2
bZrDVBqN5jYq8fHx4Y8E+fn5/CQFBQXu5F7u4JM5IrrtZFGpVPJPP1y6dEl4U5darX7ttdfO
nDlTWVlZWFj43XffyWQyfiz/5jn+rbznz5/nx169epV/+W1iYqKLBvAn9oio6jHYzTbwzGYz
f6f5gw8+2KFDBxdf7ZTrGsrLyw0GAxEtW7aMXzO//fZbbuypU6cYhhEm3EIsy06ePNloNKal
pQUFBXGPUyiVymeffdbPz++ZZ54hoosXL168eJGfpKSkxGazccPCBeVAuE4KTwnb7Xb+FkaH
N7PciTtfZ2pVsqro6Ojff//98OHDb7/99uTJk7t168at/5cuXeJ+zaWysnLp0qVc4X79+p07
d457jY7rn/HgT3s7zCw3UONmK1zywmFfX1+n5d3fHdU4vwD1BIkd1A3hbeDV+eijj9jqf5tY
KpXySRV3GOb4+fnxp9/27NkTFBQULhAQELB7927+/FN13KzE29ubv4Fm+/btpaWl3DD/NKVH
7Nix488//xRGbt68KXwAWXhawuHkZXZ29ssvv8wN9+3bl7/F+6GHHuIGrly5wt8etHnzZn7C
YcOGuWhSTEwMv8zPnj3rMNbNNvA2btx47do1bvill15y+o3Dhg0bMmTIkCFDHF4v7H4Nt2fd
unWHDx++7777JkyYQERc4uvl5cXdqs8/qyFcY3/77TduQKFQOJw5FvLz8+OfLN62bRt/rnTr
1q38qSn+9rLaqo91plYlqyosLJRIJL169Zo9e/a6det+/PFH/qL2r7/+SkR5eXn87Yljx46N
jY2VSqWFhYXHjx93a55vC79pWyyWjz/+mBv29vbm77V14P7uqMb55bhesQFug6zmIgA1MZvN
/F4pPDzc4R/3y5cv//TTT9zAgQMHqnuzCcMwYWFhubm5RPTvf//bbDZrNJqYmJgRI0bMmTPn
iSeeIKJff/21R48ekyZNCgkJuXHjRnp6+o4dO8xmM3+LtAtuVjJ58mTulRn5+fmdO3ceOnRo
bm7uF198cSfL5w5t3rz5iy++SElJSUpK0ul0eXl5X331FX+pKC4ujj+gWq3WkJCQwYMHx8fH
a7XaP/74Y8uWLXwukpaWxtc5adKktLQ0LhkaMmTIuHHjysrK+MSuf//+rlMKqVTavXv3b775
hoiOHz8+cOBAfpT7beDY7Xb+tG6vXr2q+97du3dzp8GSk5NrW4NKpar6GxVHjhzhTsr6+PgM
GDCAf/2v0NWrV+fOnatWq9euXctFuON9aWnp77//3rZtWy4n9vLyiomJ4afi1nYi6tq1q/D6
YFWzZs3iLuNev349OTl59OjRRUVFGzZs4MYGBgZW96KTGtXHOlPbnnUwcOBAhUIxePDgyMjI
wMDA69evb926lZ9TIuJ+poy7AXTp0qUqlcpisSxbtqzqjRZ1aNOmTdeuXevYsePBgwdPnDjB
BSdMmCA8s+7AzT1JjfPLcbFiA9wmT97gB2LB77CI6J133nEYm5uby7+J4LHHHmOrfzsU/2ZX
Hv8KOu4VYk6p1WquTI2viXenEovF0rdvX4exvXv35l97e4cPTwgbxv9GwosvvuiiThc/nBUW
Fnbq1Cm+pPABFCEfH59vvvnGodr09HSn15vat2/vzo+h8ac6evbsKYzXqg2s4J3ARLRnz57q
vo5fhV599dXbq8GBOw9PcKct//Wvf/ERk8nEPUAQGho6bNgw7kLk/PnzhVPxae6qVatqbMZz
zz3ndHH5+/s7vM2kVg9P1Mc6U9uedVDdxX2FQsG9NZB19la/5s2bd+7cmRvmn9QWPjzBb1Dr
16/ng/zrnYVPVDh9O93IkSMdvrFNmzbFxcVVSwq3XHf2JO7ML+tyxQa4PUjsoA7cf//93L7J
y8uL3ycK8Q+IeXt7l5SUVLe7NBgMM2bMiIiI4Hd2wh+NOHLkyPjx47lXzKtUqujo6L59+775
5pu//PILV8Cd3/+psRKuGf/4xz9atGihUChatmy5YMGCysrKuvrlidtI7A4cODBt2rSkpKSQ
kBC5XK5UKkNDQwcOHJiWlubwCnu73T579uyuXbsGBQXJ5XKdTtepU6cFCxYUFBQ4rTk3N/e5
555r1aqVl5eXRqPp1KnTokWLKioqXDRGuJS4vJBhGOEbNGrbBv5uv44dO7r4OhfHPzdrcFBj
Ysf9u9K1a1eHx34LCgqeeOIJ7ucEWrVqtWzZMuEvyV6/fp1rqkqlqvEn0Tj79+8fPXp0WFiY
XC5Xq9Xx8fFz5sy5evWqQ7FaJXb1sc7UtmcdbN269amnnurUqRPfpOjo6AkTJpw8eZIvY7PZ
3n333Q4dOnh7ewcGBj722GNXrlzh7wqoj8QuOzv7vffe4355Ijg4+Omnnxb+EoyLXUqNexJ3
5pdFYgf1gGGrv+cJAMCFV1555Y033iCil19++fXXX/d0cxqFJUuWzJs3j4hmzpzp4rcHwIM+
/fTTRx99lBvOzs7mH6EFEAckdgBwm/R6fWxsbH5+vq+vL/+7Dk1ZZWVly5YtCwoK/Pz8Lly4
4Ofn5+kWgRNI7EDc8PAEANwmjUazefPmo0ePElFOTo7rt9c2BTk5Oc8++ywRJScnI6sDAI/A
GTsAAGhCcMYOxA2JHQAAAIBI4AXFAAAAACKBxA4AAABAJJDYAQAAAIgEEjsAAAAAkUBiBwAA
ACASSOwAAAAARAKJHQAAAIBIILEDAAAAEAkkdgAAAAAigcQOAAAAQCSQ2AEAAACIRJ0ldgEB
Acytjhw5QkRLlizp3LmzRqMJDw9PTU0tLS3lJ8nKyho0aJBarfb39x89erTregAAAADANVld
VXTo0CGr1coNb9q06T//+c8999xDRFu3bp04cWKnTp3y8vJeeOGFwsLCrVu3ElF2dnbPnj1H
jBixa9cupVL522+/ua4HAAAAAFxjWJat80q7du3avXv3FStWOMQ3bNgwffp0vV7PMMzEiRNL
Skp27dp1G/UAAAAAQFV1f4/d2bNnjx8/PnHixKqjysrKuCutRLR79+6EhIRevXo1a9asd+/e
GRkZ7tfDq6iouOmM2WyuwzkCAAAAuCvUfWK3cePGhISExMREh3hxcXFaWtq0adOISK/XFxUV
paWljRkzZs+ePTExMQMGDLhx44Y79fCysrK0Wq2/Mz4+PnU+XwAAAACNXB1firXb7ZGRkS+8
8MILL7wgjBsMhkGDBjVr1uyLL76QSqVlZWU+Pj7jxo37z3/+Q0QWiyUyMvKVV1555plnXNcj
xLLs6dOn+RvyeHv37k1LSysoKKjD+aqdhQwtrPsL3AAAAACu1dnDE5x9+/bl5+ePGzdOGDQa
jQ899JC3t/fWrVulUikRabValUrVtm1broBcLo+JicnJyXFdjwOGYZyezzt37hz3LQAAAABN
Sh1fit24ceOgQYOCg4P5iMlkGj58uNls3rlzp1Kp5IIMw6SkpJw7d477aLPZsrOzIyMjXdRz
F8ldH+7pJgAAAEBTVJdn7MrKynbu3Llx40Y+wrLsqFGjfvvtt82bN//5559csEOHDlKpdMaM
GQ8//HCvXr1SUlLee++9yspK/lV2VesBAAAAgBrVZWL32WefKZXKhx56iI+YTKbdu3cTUa9e
vfjgjRs3AgIChg0btmrVqjfffLOgoCApKWnfvn0BAQHV1QMAAAAANaqX99h51qeffjpz5sy8
vDxPNSA3LCL8ak7N5QAAAADqFH4rFuB2LWRoIePpRgAAAPwPEjsAAAAAkajj150ANB3c48/h
Cz3dDgAAgL/hjB0AAACASCCxAwAAABAJJHYAAAAAIoHEDgAAAEAkkNgBAAAAiAQSu7o3fJGv
p5sAAAAATRESOwAAAACRQGIHAAAAIBJI7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACIh
83QDAO5W3HttMjzdDAAAAB7O2AEAAACIBBI7AAAAAJFAYgeis5ChhYynGwEAAOABuMcOxCZ3
fTgRhS/0dDsAAAAaHM7YAQAAAIgEEjsAAAAAkUBiBwAAACASSOwAAAAARAKJHQAAAIBIILED
AAAAEAkkdgAAAAAigcQOAAAAQCTwgmIQm+GLfIkow9PNAAAAaHg4YwcAAAAgEkjsAAAAAEQC
iR0AAACASCCxAwAAABAJJHYAAAAAIoHEDgAAAEAkkNgBAAAAiAQSOwAAAACRQGIHAAAAIBJI
7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA6g9hYynm4BAACAE0jsAGotd324p5sA
AADgBBI7AAAAAJFAYgcAAAAgEkjsQFxw9xsAADRhSOxAVHD3GwAANGVI7AAAAABEAokdAAAA
gEggsQMAAAAQCSR2ALU2fJGvp5sAAADgBBI7AAAAAJFAYgcAAAAgEkjsQFRwkRQAAJoyJHYA
AAAAIoHEDgCgacPvtQCICBI7AAAAAJFAYgcA0KThh/gAxASJHQAAAIBIILEDAAAAEAkkdgAA
TRpeEgQgJkjsAAAAAEQCiR0AAACASCCxAwAAABAJJHYAAAAAIoHEri7lhkXkhkV4uhUAAADQ
RCGxAwAAABAJJHYAAAAAItG0EjtcJ4U7hFUIAAAas6aV2AEAAACIGBI7AAAAAJFAYgcAAAAg
EjJPN0BU8JOLAAAA4EE4YwcAAAAgEkjsAAAAAESiaSV2uFQKdwirEAAANGZNK7EDAAAAEDEk
dgAAAAAigcQOAAAAQCSQ2IH44XfAAACgiUBiBwAAACASSOxA/PAoKwAANBFI7AAAAABEAokd
AAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIgEEjsQJ7yUGKAeLWQ83QIAcK6J
JnY46ose3l0HUH9y14d7ugkA4FwTTeygKXCdvtdhco//E6Cp4f9xwsoP0Ng00cQOp3OgDmF1
grtdblhEzSmas8uvWPkbp8WLF4eGhqpUqqFDh+bl5Xm6OeDKkiVLOnfurNFowsPDU1NTS0tL
ufjOnTsHDBjg6+vLMIxerxdOkpWVNWjQILVa7e/vP3r0aIcKm2hiB02B60NOEz0gLWRwd9Td
p/67bPgi3xq3CFx+vVts2LDhtddee/vttw8cOFBYWFj1wA+NytatWydMmPD1118vX758586d
U6ZM4eIGg6FPnz7z5893KJ+dnd2zZ8+wsLBdu3bt2rVr4MCBDgVkDdFqgCag4rkB6lX7Pd2K
GnDH5vCFnm4H1Ebu+vD66LLcsIjwqznulx++yDej7lsBdW/16tWpqanjx48novfffz8+Pj4j
IyM5OdnT7QLnTpw4wQ8bDIbp06ezLMswzGOPPUZER44ccSi/cOHCXr16ffjhh9zHnj17OhTA
GTuAunHziz883YSauXNiBhqbeuoy96vFjXR3EZPJdOrUqX79+nEf4+LigoODjx075tlWgZvK
ysoCAgIYxtVJ+t27dyckJPTq1atZs2a9e/fOyHD8hwuJHUDdQMIEDYG7mC6C6+kimIVGqaio
yG63BwYG8pGgoKCCggIPNgncVFxcnJaWNm3aNBdl9Hp9UVFRWlramDFj9uzZExMTM2DAgBs3
bgjLILGDJgkHFbg75a4P5/4a8kvr458W3LFXT1iWJSLXp3ygETIYDMOGDevYseOsWbNcFLPb
7UQ0fPjwZ599NiUlZe3atd7e3tu2bROWwT120BTlrg+nRZ5uBEDt8TlWI7/drcYb+HDHXj0J
CAiQSCTCU3QFBQVBQUEebBLUyGg0PvTQQ97e3lu3bpVKpS5KarValUrVtm1b7qNcLo+JicnJ
uWVbwxk7aIrq4AyEy3N+uCepPrj1Sg5ocE47pbpNDJ1Y35RKZWJi4oEDB7iPZ86cyc/P79q1
q2dbBS6YTKbhw4ebzeadO3cqlUrXhRmGSUlJOXfuHPfRZrNlZ2dHRkYKy+CMHcDtcH3OD2cj
6gOXKzTNBcslQ7V6iLXOLGQoKt7F+Fqt7U25ExvM9OnTU1NTO3XqFBsbO2PGjG7duuGR2EaL
ZdlRo0b99ttvmzdv/vPPP7lghw4dpFLpzZs3L1++fP78eSL69ddfvb2927Rp4+3tPWPGjIcf
frhXr14pKSnvvfdeZWWlwxttkNgB3A48KgENyYP5UPKtWV3FcwOIiDp7oingnieffDI/P3/W
rFklJSUDBgxYt26dp1sE1TKZTLt37yaiXr168cEbN24EBATs3r37//7v/7hIt27diOiXX37p
2LHjsGHDVq1a9eabbxYUFCQlJe3bty8gIEBYJy7FAjRFd9kVsVsvfN9NLb+7/L2cc8MiqrvZ
4OYXf7h6s89Chqp0EPqr4b300kt5eXmVlZVffvll8+bNPd0cqJaXlxdbBZeojR8/3iHesWNH
bqqpU6dmZ2dXVFT88MMPnTs7/puFxA6gKbq7XmiXHBUvzDPuopY3Em6mVvxyHr7It7qnVl2v
OdzpvVsKLGTc/GFZ5H8AdaLpJnZ32RmLxi15YwdPNwFELtnlbV7gWi3eRfx3PldX2bOw41xn
eA2Zr2PnDyLWdBO7u+uMBYgDMuC6J4639XqOQ4rjeq9YV/mQx/e9Hm8AQP1puomdazgAN0F1
ctDCmeD65rBtJkfF42TenahVioN8CKDxQ2IH8Jc7P2glb+yAM8G3DQlxY+Op/1I8/n+1+w3w
eFMBqkJiBwCNAhLiGjVwmuX6v5SqjWmaWQ5O0kNjg/fYAQDcHWpMsxryDcZ4CyTs52gAACAA
SURBVDcHr1yGxgaJHQDAXc+d9KLG328FABFojJdiFy9eHBoaqlKphg4dmpeX5+nmAACIAS52
AzQFjS6x27Bhw2uvvfb2228fOHCgsLDQ4RfQ6kRD3gjSNG86AYAmJXljB+zrGpuffvrpp59+
8nQr4E6dO3eO+80x9zW6xG716tWpqanjx4+/55573n///fT09IyMRnf3Qo27MOzj7i7or2rV
8yvi7mTJ4451cUOyeIfWrl27du1aT7cC7tSOHTveeOONWk3SuBI7k8l06tSpfv36cR/j4uKC
g4OPHTtWj1+5kOEOD+7sRP4qcOuhjgu6swNycRy6w/2X4+QLGYcHtbgCLp7e4ma/umY4TlX9
K2H5pVG1NodIfeyync6diy912s6qi67Om1pjk0gwL9U1z2nLq6vqNnKgvxZONa+Iu8OkqupW
U91ycLHwHS4sCsu77jWno/igi4HqKkne2KG6/nIarJOVqrov4rvb44lv3W47wtpywyIcNhN3
JnezjLBOp8PC7q5V/QC3gWXZ2k7SuB6eKCoqstvtgYGBfCQoKKigoMBp4bKysnXr1tlsNof4
qVOnjEajm9+YHBVPi/53x3HV/a/zSf4etXN+Cf19dKla2PHItMg3w1mxjIm/Vp08Y+KvwsjO
+SXDF/k6BKudPCqeFhERkcOBk2uqyx2Q893TIl9yqL9KPU6PgskbOzi0mRt2Z5a5j1Vneef8
kvCrOU6Xg6ufsBQ0j/v2aost8iWinWER3AKvOlPV1Vw17rS//rKQ4XMm50tJsMxvqaRKJwpX
MD5+S8ur73c3j3ZOZkSwMu+cX0L8zfvVrKLuL8BaZf9O17rcsAjhVlndt7sIVl1bhAPkbAUe
Llggbn6d02Kul5U7NQznu9ths61+koZR3WLhdm78R6c7B8dK/i4/fJEvbezgeg10sRU7fPv/
6hR+kbPta7izZQvQSDC3kQzWn6tXr4aHh//888/JyclcJCEhYcSIEa+99lrVwpcvX54yZYrd
bneI6/X6ioqK06dP13tzAQAAGqUnnniCiDZs2ODphsAdWbJkyY4dO2p1u2TjOmMXEBAgkUiE
p+gKCgqCgoKcFm7RosW3337bUE0DAAAAaOwa1z12SqUyMTHxwIED3MczZ87k5+d37drVs60C
AAAAuCs0rjN2RDR9+vTU1NROnTrFxsbOmDGjW7du/GVZAAAAAHCh0SV2Tz75ZH5+/qxZs0pK
SgYMGLBu3TpPtwgAAOAuc+3atUuXLk2dOtXTDYE7cvLkyaKiolpN0rgengAAAIA7N2/evB9+
+CEsLMzTDYE7Ulxc7Ofn9/nnn7s/CRI7AAAAAJFoXA9PAAAAAMBtQ2IHAAAAIBKN7uGJelW6
6C2Jn58tP5/srLR5CBGZT55SdEwkIltBAVlt0tDmXPDr51KIaOj2q2Q0ScPDhCXtRUV2Q6Us
IvyWYPHNl67mREVFEVFGRsb7vfsSQ/aSEntJqaxlCyIyn/5VER9PEsZeWmYvLpZFtSQi869Z
ivbtSCq1l5XbCwtl0VFEZDnzm6x1a0Yus+srbNevy2NjiMjy21lZbAyjUCy7npeTk7OySwoR
Wc7+LouOYpTKFQX5z94slbdpTUSWP/5c7efzQlAwazRZL12St21DRJY/z8nCwxiVijWZlyXn
zf61BRFZzl+QhoRINGrWYrX++ac8rj0RacMyS39vLdFqyWoz//67Ij6OiKwXsyUBzSQ6Hdnt
5qwzioQORGS9dFni6yPx9SWWFsWd9z8eTESTim4uIfs/WrQULhxrTo5EpZY0879lgedeJS+l
NCDgluC1aySTS4MCbwnm5ZFEKg0OEga10X+U/OjDd+KHsdFENNlQ+WpxUXh4OBH9/PPPQ18d
zHXiywX5i9rH1diJH6VUjt9WKIuMuKVkScncy5eWJnYUduLi3BzVEIXiiIqInsy+vD4yXCqV
qgd4PfpJLteJS+KzVT/4yOXy8vLyGRWV/qOCiKh4S+6OyXEKqXzYnpu6VllL/2xHRL/++us7
SZ0ZpZI1VFpzc+St/+pEWWQE4+3NdaL/I6FEVPz5db4TrRcvytu1JSLLufOy0Oa6bnayWYq3
Xuc60XrhoiQokOtEbeiP5QW9iOjFX06sGxu4KTjWztqHrDnx9fRkIhry8R8SXz+Jrw+xZD59
WpGYQETWy1ckOu1/h4UQ0QOrjte2E9/rfHPyHqvTTvS9z5uIijZetL6+kIjMZjMRKRQKIqqo
qFCr1URksVhYlnUzaLfblUqlMGi1Wm02m+ugSqViGMZqtVqtVi8vLyIyGAze3t4Mw9hsNovF
4jro5eUlkUhsNpvZbPb29iaiyspKpVIpkUjsdrvJZHIdVCgUUqnUbrcbjUaVSkVERqNRLpdX
F2RZtrKykg/KZDKZTFZd0GAwcLNsMpmkUqlMJhMuh+qCEolELpcLg2azmWEYN4PoRL6/QkND
CcDTmlZiZ/rhB2loqOXCBbKz8laxRFT5zbdktRCRNTubNVu43Kjym29PjVUQ0X2Hz7KGCnm7
dreUzMlly0rtcXG3BK9e2332TFJSEhHt2rXr32oNMYzt+nXb9XzuwFa5bz9bWclIJbb8AtvV
q4qkTkRk3P8dq9czcpntRqHtymVF585EZDx4SFlyk1Eq7cXFlvMX2JIuRGQ8/L0ypQvj7X3o
/LmsrKyljISIjD8cUSQlSdSqw9kXJ1+7zpaXEZHpx/TDoSHTo6Lt+grzyZOsvpyITEd/krdv
J/HxYQ2Gg4Hnn89IICLT8Z/lsTESf3/WZDKlH2UrDURE+i9NP3aTBjRjzRbTDz+QsZKIzCdO
SMMjpEGBrNVmPHSIzCYiMp88JQ0JloaEEMvuV/8cnh5DRONzr+1nbbMTOwoXjjnrjMTXVxYe
Jgxazp5lVGpZi8hbgr//wXgpZS1b3hL88xwjk8qio4VBsqcbDwXxnZiekkxEE0rL9uTmxMXF
EdHOnTsjn2nOdeLX2RcWGipr7MRjEWWjv7ui6BAvDNquX//q1Ml/WqzCTvzuTJZvoso73YeI
Hjtx8kiHOLlc7henHrHvDNeJB7QnfX4I9PLyKiwsfLqkjLpEE1HlnjO/PGT0knndf/Qq2Q6m
/3STiPbv37/cbJWoVfbSMsuZM2zZX50o79BBotNynUj3tiUi47fn+E40ZWSyFXoiMh07Lm/d
isLtZDVWfn2O60RTRqasZUuuE7WtvzBfUhHRl1/vppSWpxi9zW7r//XXpx6WEdGAfT9KmzeX
hgQTy1bu3UcWMxGZT/8qDWh26t5WRNT3q69q24npwXkTvjc57URq60NElV9lmObMIiLup/+4
Y21JSQl3v6/JZLLb7dwR1HXQbDZbrVbusOp+sLS01G63MwxjsVi4OBe02WzVBa1Wq9Fo1Gg0
RFRWVqbRaCQSCRfkftKQD9psNoPBwAXLy8tVKpVUKnUatNvter2e++EcvV7v5eUlk8mcBlmW
LSsr44IVFRUKhUIulzsNCmfZYDDIZDIui3IdrKyslEgkXMLkOui0v9CJwv4igEYAl2IBAAAA
RAKJHQAAAIBIILEDAAAAEImmdY8dAABAE5G8sUN1ozKysxwiuevD67k58JeIa7m1Kl/b9w3j
jB0AAACASCCxAwAAABAJJHYAAAAAIoHEDgAAAEAkkNgBAAAAiAQSOwAAAACRQGIHAAAAIBJI
7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIhE40rs/vvf/zIM
ExMT4xC/cuUK8zeJRBIcHPzEE0/cvHnTocysWbPi4uLUarVKperUqdPSpUtNJlMDNh8AAID2
79/P3CogIMBpyVGjRjEM8/jjj/ORCxcu9OvXT6vVJiUlHTt2TFh45MiRzz//fL22HERA5ukG
/I/FYpk1axYRZWdnGwwGlUrFj8rMzCSipUuXtm3b1mAwbNu27aOPPrJarZs2beIKbN68ecqU
KREREePHj2/VqpXBYDh48OD8+fN9fX0nT57skdkBAICmbMWKFREREdywUqmsWuDLL788dOiQ
QqEQBidOnBgbG7tjx45Vq1aNHDny/Pnz3t7eRLRnz56jR49u2LChAVoOd7VGlNitXr363Llz
gwcP3rNnz9mzZzt37syPysjIYBhm8uTJPj4+RDRq1KjDhw+np6dzY7dv3z5hwoTU1NQVK1bI
ZH/N0RNPPDF9+nSNRtPwMwIAADBw4MD4+Pjqxur1+tTU1CVLlsyYMYMPGgyG9PT0d955x8fH
Z9asWa+++mpWVlaXLl2MRuOzzz67fPly7iAI4EJjuRRbWFj4xhtvPPzww1OmTCGirKws4djM
zMzY2Fh+hZZKpRKJJCgoiIhKSkqmTJnSv3//lStX8lkdJyUlpX379g01BwAAALcwGAwsyzod
tWDBgvDw8KeeeqrqKInkr0Mzy7IMwxDRW2+9FRkZ+dhjj9VfU0E0Gkti9/LLLxuNxiVLlsTF
xRHRmTNnhGMzMzOTk5P5j0eOHLl+/fqIESOI6IMPPigqKnrjjTe4tR8AAKAx6NGjh1qt1mg0
I0eOvHDhgnBURkbGe++99+677zocuVQqVbdu3dasWWMwGFauXBkaGhoXF3f+/Pm0tLQ1a9Y0
bPPhbtUoLsVmZWWtX79+zpw5LVu2tNvt3t7ewsTu8uXLhYWFcXFxer3eaDT++OOPqamp0dHR
3D86u3btCgsL69q1q+eaDwAA8D86nW769Ok9e/ZUq9UZGRkrVqzo1q3byZMnmzdvTkQ2m23K
lCnTpk1LTEysOu3GjRunTp0aGhraqlWr7du3e3t7T58+PTU1tV27dg0+H3BXahSJ3cyZMwMD
A+fPn09EEomkbdu2wkux3JMTCxYsWLBgARExDDN06NAVK1Y0a9aMiE6cONG/f38PNRwAAMBR
SkpKSkoKN/zggw/27du3d+/eK1euXLx4MRGlpaUVFBS89tprTqeNiYnZv38//3Hbtm1nz57d
vn17bm7u008//eOPP7Zs2XL16tU9evRogBmBu5HnE7v//ve/+/fvX7FihdVqLSkpIaLY2Nhf
fvmlvLxcq9USUWZmJsMw+/btUyqVOp2uZcuWOp2Om1av11dUVPj7+3tyBgAAAKrXq1evyMjI
n3/+mYjy8vIWLly4cuVKm83GHfKIyGw2l5SUaDQahzvF9Xr9zJkzV69erVKpRo0apdPpcnNz
P/jggxEjRly8eJE7RAI48PA9dvwrTl544QW/v33++edE9Ntvv3FlMjIyYmNj+/fv36NHj4SE
BD6rIyJvb2+lUpmTk+ORxgMAALjDarVyt9Ndvny5oqJi0qRJ/CGvoqJiy5Ytfn5+whN1nIUL
FyYmJg4fPtxmsx04cGDatGlqtXr69OllZWXctSyAqjx8xm7VqlXnzp1bv359bGwsH8zIyJg9
e3ZWVhZ359yJEycGDBjgdHKpVNqvX7+9e/dmZmYKX49iMpm2b9/+6KOP1nf7AQAAHFitVuG5
t927d1+7du2JJ54govbt2x88eFBYePDgwb179543b15CQoIwfubMmXXr1p06dYr7yD9dyw1U
97AtgCcTu8LCwjfffHPUqFGTJk0SxmNiYmbPns09P8E9OSFM2hy8/fbb6enpffr0mTp1aufO
nW022y+//PLJJ5889NBDSOwAAKDhDRkyJDQ0NDExUavVZmZmvv/++xEREdyPRuh0uj59+ggL
S6XSkJAQhyARTZs2bfbs2VFRUVyZPn36/Pvf/+7YseOGDRs0Gk1SUlIDzQzcbTyZ2HGvOFm+
fLlDPCIiIiAggHt+gjvb7CKxi4+PP378+BtvvPHJJ5+sXLlSp9MlJSW99dZb48aNq9fGAwAA
ODVw4MAtW7bs2LFDr9c3b9788ccff+211wIDA92v4eOPP87Ly5szZw4fWb9+/eTJk8PDw1u2
bLlt2za8qRiq48nE7t1333333Xedjrpx4wY3MHLkyBpPOLdu3Zr/bTEAAADPevHFF1988UU3
C+v1+qrBCRMmTJgwQRhp0aLF3r1766BxIHaN5QXFAAAAAHCHkNgBAAAAiAQSOwAAAACRQGIH
AAAAIBJI7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIgEEjsA
AAAAkUBiBwAAACASSOwAAAAARAKJHQAAAIBIILEDAAAAEAkkdgAAAAAigcQOAAAAQCQYlmU9
3YaGY/rhB8bb267XE5FEoyEi2/Xr0pAQImIrKli7XaLVcsE/U8KJqO3vZazVKtHpbilpMDgJ
VlbuLyvz8/MjoqtXrw6LiiIi1mhkjUaJry8R2fLzpUFBxDCs0chWVkr8/P4KBgaSRMKaTKzB
8FewoEDarBlJpazZzOr1En9/IrLduCHx92ek0nS9vrS0dHBYGBHZCgslvr6MTHa0oqJrZaUk
IICI7IWFx7y971WrWavVXlIi5YJFRYxOx8jlrM2WHqLvfsOHiOzFxYxGwygUZLPZioqkQUFE
pNBeMxU2Y5RKsttthYVc0H7zJqNSMUolsaytoEAaHExE9pISxsuL8fIiou8DilXXNESUVFl5
hGV7cbP898Kxl5YyCgXj7X1LsKyMkckYleqWYHk5I5EwarVDkCQSya1BhW+RMVfJd+Iv/v5E
1NliOWAw+Pj4cL3QuncrrhO/0+sHBAXV2Im/hFoTz1ZIfHxuKWk07ispuS8kRNiJP5SWKlrL
pDlyIup082amj49EIpFHyTpklXKdeCSwRH5FKZVKTSbTvRaLV1sNEVWeKf09KUjCSNueNyj9
b6QXBxJRfn7+A82bMzIZa7GwZWWSZs24TmR8fBi5nOtE7/Y6IjKeLec70V5cLA0M5DtRGU7E
2irPlDv2l92u0OSYDS2I6Nu8vKFx6lMaf5bYNj9f+7NLGBG1OV3Id6JDf/3eRktErY/n1rYT
M5obO5+3Oe1Eryg5EVWeLrb16UNEdrudiCQSCRFZLBa5XM4FWZaVSqX1HWRZ1m63uxm02Wwy
mYyIrFYrN+BOUCqVMgzjNCicqsYg3xKbzSaRSNwMMgzjsGzvMFhdf6ET+aBWq6XGJHljh+pG
ZWRnOURy14fXc3PgLxHXcmtVvrZ5WtNK7AoGPyANDX166A072aN8oolo2eFVs3o/R0RXyq5Y
7ZZo3xgiOnTlwLffdyWi6cNuGqyGD3eHEdGgXsf6RPYjomv6a3pzWWv/tlxJLni9Iq/EWNK2
WTsiOnzlYK+IPgzDFBgKCg0F7QPiiej7nEM9wntJGMmc5dkTJujjAzsQ0ZHc77/al8jIZbNH
GXP1uVu+jSWioX1PJod0UUgVJcaSS6XZHYM7EdFP19I7BiV5ybzKTKXnS84nBXcmouPXfooP
TFDJVXqz/pXnjyq7dyOiUQPOtPVvr1FoDJaKrMKslOZdieiF1O8WruiiU+oqrZWnC052Db2X
iE7m/9LSJ8rXy9dsM2dc/7lbWHciOl1wMlwX6e/lb7Fbjl/7qXt4TyL69cbpb8uMs2JSbHZb
+tUjPSN6E9FvhVkBqqC07Wpi2ft7/9w7si8RnS36bcMH8rfntBIunBfnHZf4+i6d11q4bJ98
8KpKpgrThhPRjPHbve8fRESTHsxTSBURukjh5BdLLsgkskhdC2HwcuklvhNnjN/+r/+M5Drx
lZg3vL29iaikpMTX15eITCaT3W53CJrNZqvVqlKpagxaLBaz2axWq4motLRUp9MxDFNjsKys
TKPRSCQSq9VqNBo1Gk2NQZvNZjAYuANDeXm5SqWSSqVOg3a7Xa/X63Q6ItLr9V5eXjKZzGmQ
ZdmysjIu062oqFAoFHK53GlQOMsGg0EmkykUihqDlZWVEolEqVTWGDQajUTk5eXFBbeUfezQ
iXzPOmyJXHD2m79NTZV/sDvUYUv85ELGrMSHhCWX/XlkSLNm3Jb4v+C59Af8fNoHxAm3xEJD
4fWKPH5LvCe0m0wiK64sytXnJgQmElH61SPJISn8lrh1X2siMh7+/q13+3rJvOa+czUw5eCs
lPHCLXHZ5dN9labOIV2I6Oe84+0D4tRyNbcl7vgunoha7dg++pNhDlviL/knon2jfZS+Jqvp
RH7GvWHdieiFGd8vWBy/dJuSNVuuzHy+EXaii6DTje4Ot0Rh0P0tkQ82zJbYpk0bAvA0XIoF
AAAAEAkkdgAAAAAigcQOAAAAQCSQ2AEAAACIhMzTDQAAAIC65+KpWHCTw+PDt/fscMS13IZ8
UBVn7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIgEEjsAAAAA
kUBiBwAAACASSOwAAAAARAKJHQAAAIBIILEDAAAAEAkkdgAAAAAi0XCJXb9+/ZjqZWdnX7ly
hf8okUiCg4OfeOKJmzdvcpPb7XatVusw1dGjR7mxBQUFEydObN++vU6n02q1nTt33rJlS4PN
GgAAgFOjRo1iGObxxx/nI8OHD696EExJSeHGXrhwoV+/flqtNikp6dixY8KqRo4c+fzzzzdk
4+FuJGuwb5o9e/a0adO44ZkzZ2q12tdff537yDBMVFTUjh07iGjp0qVt27Y1GAzbtm376KOP
rFbrpk2biOiPP/7Q6/Wvv/56u3bt+DqTkpK4gdOnT5eVlf3f//1f8+bNi4uL33vvvcceeywg
IGDgwIENNoMAAABCX3755aFDhxQKhTA4d+7c8ePH8x8vXLgwb968Bx54gPs4ceLE2NjYHTt2
rFq1auTIkefPn/f29iaiPXv2HD16dMOGDQ3ZfrgbNVxiN3jwYG7AbDaPGzduyJAho0ePFhbI
yMhgGGby5Mk+Pj5ENGrUqMOHD6enp/NjiWjatGnNmjWrWvmAAQMGDBjAf7znnnu6d+9+8uRJ
JHYAAOARer0+NTV1yZIlM2bMEMbvvfde4ccFCxYwDDNx4kQiMhgM6enp77zzjo+Pz6xZs159
9dWsrKwuXboYjcZnn312+fLl3PERwAUP3GN3+vRps9ncuXNnh3hmZmZsbCy/1kqlUolEEhQU
xI+Niory9fU1Go01fkVBQQERde3atU4bDgAA4K4FCxaEh4c/9dRTLsqwLLtp06aePXtGRUXx
QYlEwo9lGIaI3nrrrcjIyMcee6xeGwzi4IHELjMzk4iSk5OrxoXBI0eOXL9+fcSIEfzYvLw8
lUrl7e3dsmXLdevWOUxutVr1en1+fv727dunTZv21FNP9erVqz7nAwAAwLmMjIz33nvv3Xff
5TKz6hw4cODKlSv8HXgqlapbt25r1qwxGAwrV64MDQ2Ni4s7f/58WlramjVrGqLdcPfzTGKn
VCrj4uKEwcuXLxcWFsbFxen1+sLCwl27do0dOzY6Opr/Xyc2NnbNmjW7du1au3atVCqdOnXq
rl27hDUsW7ZMq9WGhIQ88sgjL7744vvvv99wswQAAPA3m802ZcqUadOmJSYmui750UcfqVSq
MWPG8JGNGzdeuHAhNDT0iy++2L59u7e39/Tp01NTU4X3lwO40HD32PEyMjISEhLkcrkwyJ3G
W7BgwYIFC4iIYZihQ4euWLGCv6NOeMdo375927Rp88UXXwwbNowPjhkzpnv37nl5eWvWrJk3
b17Hjh379+/fEPMDAAAgkJaWVlBQ8Nprr7kuVl5evn379lGjRmk0Gj4YExOzf/9+/uO2bdvO
nj27ffv23Nzcp59++scff2zZsuXq1at79OhRX62Hu1xDJ3ZmszkrK2vSpEkO8czMTIZh9u3b
p1QqdTpdy5YtdTpddZW0atVKLpfbbDZhMCYmJiYmhogGDx4cEBDw8ccfI7EDAIAGlpeXt3Dh
wpUrV9pstpKSEi5oNptLSko0Go1M9r/D7ueff24wGIRvQnGg1+tnzpy5evVqlUo1atQonU6X
m5v7wQcfjBgx4uLFi1qttr7nBe5GDX0p9vTp0xaLpeqTExkZGbGxsf379+/Ro0dCQoKLrI6I
Tp06ZTab+/bt63SsRCJhWdZ1DQAAAPXh8uXLFRUVkyZN8vtbRUXFli1b/Pz8hKfiiOijjz6K
jIys7lhGRAsXLkxMTBw+fLjNZjtw4MC0adPUavX06dPLysq4y1wAVTX0GTvurSVVE7sTJ04I
31ciZLVahf/imEym5557zs/P7+GHHyYim80mlUqF5RcvXmyxWB555JE6bjoAAEBN2rdvf/Dg
QWFk8ODBvXv3njdvXkJCAh+8ePHikSNH/vGPf1T3dMWZM2fWrVt36tQp7iPLssIB/iOAg4ZO
7DIzM728vOLj44VB7smJqtkeZ9myZd9+++39998fHByck5OzYcOGvLy8ffv2cefkFi9efPjw
4f79+4eEhBQVFe3evfvAgQMvvfQS7j8AAICGp9Pp+vTpI4xIpdKQkBCH4MaNG1mW5V5f59S0
adNmz57NvQZFKpX26dPn3//+d8eOHTds2KDRaPj38wM48EBil5CQIDwDR38/OVFdYhcaGlpR
UbF48WK9Xh8SEtKvX7+XXnqpbdu23Ng2bdrs3bt36dKler0+LCysU6dOhw8fxotOAACg0eJe
X9ejR4/Y2FinBT7++OO8vLw5c+bwkfXr10+ePDk8PLxly5bbtm3Dm4qhOg2d2J04caJqcOTI
kS7OKk+YMGHChAnVjR09erTDL1gAAAA0Hnq93iHCMMzFixddTFL1wNeiRYu9e/fWfeNAdDzw
HjsAAAAAqA9I7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIgE
EjsAAAAAkUBiBwAAACASSOwAAAAARAKJHQAAAIBIILEDAAAAEAkkdgAAAAAigcQOAAAAQCSQ
2AEAAACIBBI7AAAAAJFAYgcAAAAgEjJPN6BBMRoNo1Jr5JV2sqtkKiIibz9uQCNXW+1Wblin
0DEqNRGp5RYJI+GGdQodX5JYli/JDahlGqv8f5Or5CqGGLVMbZRr+aC3k6fK6wAAIABJREFU
zFvKSCUajVZBfFCiVpFMrpJLtXLt31+kVclUCqnCIjdrFRqupFauU8lUXjIvq92q/btOrUKr
lqu9Zd521i7x+avNWrlOJVepZCpi/6qKiCQ6nVquVslUDDFaBT+5Ri1XqWQqGSPjS2oUWrVM
rZKpLHaL9u+508q1pJSrZCobaxMsB61apmZUamJZ3f9KahiN3GHhSLRaiUbjsGw1co23TPVX
AR+fv4IKjUKicJhcI9dIJdKqQb4TJT4+fNdIpVKJREJEwgEicghKJJKqJd0MMgzjNMgN8EGp
VOq0JB9xCLIsW7Uk14Cqwaol+Qa4qJMbru6LXC+HWpXkZtyhpDBYtROF25dwS/x7FdJo5HIn
W6KXj0NJUuo0ck3VIL/a81uiWq7ity+upEwiM8qN/9u+5Ldsidy3S3R/bYmMWkNevg5bIim1
WoWCD6pk/9sSucl9fX2dbYlalUytkqmkjFS41ahlakalZOSWxtmJrrcvNyd3f0uUSqV2u/02
tsTqStZqS6xxgfMDAB7HsCzr6TY0nI0bN2q12uLi4oDefj5KXyI6viUj5dFkIrq475J/T5/7
L6iJyHoxO2NoGyIqN5db7RbKkhJReeuSSF0LItKby812s79XMyK6UnaZC1ZY9EarSXJGRkTn
zp3r8mhnhhiDpcJgNQR4BxJR35zMA+FJDMMYLIbe3xf93D+CiHLLc0I1YRJGUmmt1JvLA1VB
RHS1PDdE3VwqkRqtxlJTabA6mIiu6a8GqYJlEpnJZiox3ry/+YNEZDKZ5HK5RCKx2+0Wi0Wp
VFYXNJvNMpmsuiDLsmazmQ9yB4/qgiaTycvLi4gsFgu3Z3QaJCKj0eg6yDCMTCarMWi1WonI
zeD27dsDAgK4XuB6lutEPy9/YX/pzeVX919v80Crqp042i4joo22v7pb2Ik55VfUv+sYhlEm
yissFbLfFERU0aastp3YNbP8v20rgtUhRHRNf21wyINc11itVoVC0ZCd6Lpn668Tz5rPEFGp
qZSI5bZEvhfKTGV21ubr5ScMlpvLrHYr34naP32JSJ4gqW5LbObtEKyotFYGeAdwnRiuieC2
xEvfXBk3bhzXJKVSyTCMzWaz2Wx8LygUCoZhHLrGaZDvr/roxK+u7QrXRhDRDUOBRqE1njTb
7XZDO32ENoKICg03VHK1Sq5iWTa3PCdCF0lERZWFFT8ZI/uGC5dDcWWRQqrUKDS3BI3FColc
o9AKgzeNN6USqU6hEy5wpgMrIcb2K3H7Qy7odHfq0IlcSVkCI+xE7ov6Fl35Qq1+4IKWiFad
Pv1cQgIRbc3P19yr4juRm7x37952u10ul1fXX42hE/39/QnA05rWGbvVq1dHRET88ccf7QJi
onyiiWj5vFUvpjxHRN+kfdfav2Wvr0KIqPKbb3e3H0lEV8tzDVaDZJMXEeUMP98nsh8RXdNf
05vLWvu3JaJDVw5wwesVeSXGEvlmNRHt2rVrZpfpDMMUGAoKDQXtA+KJqO8Pa77q8YyEkRQa
CpNW/b67ZQ8iOpL7/T2h3WQSWXFlUa4+NyEwkYjSr/6YHNJFIVWUGEsulWZ3DO5ERD9dS+8Y
lOQl8yozlZ4vOd9FcQ8RlZWVaTQaiURis9kMBoNWqyWi8vJylUollUqdBu12u16v1+l0RKTX
6728vGQymdMgy7JlZWU+Pj5EVFFRoVAo5HK50yARlZSU+Pr6EpHBYJDJZNw+0XWwsrJSIpFw
+0TXQaPRSERcfuA6aDKZli1bFhcXR0Q7d+7kepbrxFZ+rYX9dU1/7eiSjFFtHqraiaOtaiJa
bfqru4Wd+H3OoZBtLaRSqY9Sdb0iz3uLDxHljbxU206M/8/VdWOuJwV3JqLj135KSbmnqXXi
7rL/EtHl0kt2snNbIt8LV8quWO2WaN8YYTC3PMdoNcb6teKCETtjicj7SVl1W2LbZu2EwYKK
/MLKwvYBcVwn9gjvxW2Je/958P777yei0tJSnU7HMIzFYjGbzWq1Whi0Wq1Go1Gj0Qg3OqfB
eurEf59Y1T28JxH9euN0qCa0ZJPBarUWjMnpGdGbiM4UZgWpggNVgXaWPZJ7uFdEHyI6W/Rb
/uqbfSK7C5fDH8W/6xQ+zTXNhcE/i//QKDShmjBh8MLN8wqpgssR+QXOTLDIJDLLJobbH3LB
33//PS6gVUufKOHu1KETuZLKJxhhJ3Jf1PeP7zcGBvX5OoKI5n34waQnnyKi1Sd/aa5pxnci
N3m7du2sVqtKpaqxvzzYiUjsoDHAqWMAAAAAkUBiBwAAACASSOwAAAAARKJp3WMHAADQRCRv
7ODpJtzFMrKziCh3fbgwGHEt9zaqauCnVHHGDgAAAEAkkNgBAAAAiAQSOwAAAACRQGIHAAAA
IBJI7AAAAABEAokdAAAAgEggsQMAAAAQCSR2AAAAACKBxA4AAABAJJDYAQAAAIgEEjsAAAAA
kUBiBwAAACASSOwAAAAARMLziV2/fv2Y6kVFRbkYm52dfeXKFW74u+++E1abkJDw4IMPemqm
AAAAiGjUqFEMwzz++ON8ZPjw4VUPZykpKdzYCxcu9OvXT6vVJiUlHTt2TFjVyJEjn3/++YZs
PNyNZJ5uAM2ePXvatGnc8MyZM7Va7euvv859ZBhGpVJVVFRUNzYqKmrHjh3cxx07dvTv358b
rqysPHv27PDhwxtuNgAAAG715ZdfHjp0SKFQCINz584dP348//HChQvz5s174IEHuI8TJ06M
jY3dsWPHqlWrRo4cef78eW9vbyLas2fP0aNHN2zY0JDth7uR5xO7wYMHcwNms3ncuHFDhgwZ
PXp01WLVjc3IyFAoFPfee+/OnTtXr17NMAwRnTx50mq1du7cuQHaDwAAUJVer09NTV2yZMmM
GTOE8XvvvVf4ccGCBQzDTJw4kYgMBkN6evo777zj4+Mza9asV199NSsrq0uXLkaj8dlnn12+
fLmPj0+DzgPchTx/KZZ3+vRps9lcXTZW3djMzMz4+PixY8devXo1IyODDxJRcnJyvTYYAACg
OgsWLAgPD3/qqadclGFZdtOmTT179oyKiuKDEomEH8udrXjrrbci/5+9e4+Lot7/B/6eve/s
hYuAgIoXQBEQBDTTtGOanVOaCd46WpipqICVpn7tqmbn29EuZmop1k/FTp6OiHY5h3OMwErN
C3gLRfOSGooi4gq7y97n98en5jtnQVRUtO31/MPH7ns+M/OZee9n9u3MzhARMWbMmNvaYfAN
d1Fh13Q1drWppaWlKSkpjz32GMdx4mXZkpKS1q1bt2nT5nb2FwAAoHElJSUrVqz44IMPWGV2
NUVFRWfOnBF/gcfzfJ8+fZYvX261WpcsWRIeHh4XF3f8+PHFixcvX768JfoNv313V2GnVqvj
4uKuf+rp06erq6tTUlLCwsLuvffezZs3i41xHRYAAO4It9udkZGRmZmZmJjYdMs1a9bwPD9y
5Egxsnbt2hMnToSHh2/cuDE/P1+r1WZnZ2dlZXXt2vU29xp8xF1U2JWUlCQkJCiVyuufyk7j
sRouNTW1vLz86NGjVqu1vLwc12EBAOCOWLx4cVVV1fz585tuVldXl5+fP3z4cL1eLwYjIyML
CwtNJtOePXt69eqVl5dXXl7+yiuvVFRUDBkyJCAgICkpadu2bbd5C+A37G4p7BwOR1lZ2dWq
satNLS0tVSqV3bp1I6LU1FQi2rx58/79+91uN87YAQBAy6usrJw3b978+fPdbrfJZDKZTETk
cDhMJpPL5ZK23LBhg9VqlT4JxYvZbJ4+ffqSJUt4np80aZJOp6uoqBg/fnxqampdXd3t3hD4
jbpbCruDBw86nc4m7pxodGpJSUl8fLxarSaiqKio+Pj4TZs2SU/jAQAAtKTTp09bLJaJEycG
/Mpisaxfvz4gIKCwsFDacs2aNREREQ888MDVFjVv3rzExMRhw4a53e6ioqLMzEydTpednV1b
W8u+6QAauvOPO2HYDa1Xq8auNnXv3r3Sh9Wlpqa+/vrrBoMhNDQUd04AAEDLi42NLS4ulkYe
fvjhP/zhD3PmzElISBCDJ0+e3LZt20svvXS1uysOHTqUk5Nz4MAB9lYQBOkL8S2Al7ulsCst
LdVoNPHx8dc/VbxzQoykpqYuWLCgsLAQf3MCAADuCKPR2L9/f2lELpeHhoZ6BdeuXSsIAnt8
XaMyMzNnzZrFHoMil8v79+///vvvd+/effXq1Xq9Pjk5+bb0Hn777pZLsaWlpQkJCQpF44Vm
o1MbXnJNSkpq37494TosAADcxdjj6/r27RsVFdVog9zc3MrKytmzZ4uRVatWXb58uW3bth99
9FFeXh6eVAxXc7ecsdu7d++NTk1LS2t4LvrUqVO3sFcAAAA3yWw2e0U4jjt58mQTs6Snp6en
p0sj7du337Jly63vHPicu+WMHQAAAADcJBR2AAAAAD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA
+AgUdgAAAAA+AoUdAAAAgI9AYQcAAADgI1DYAQAAAPgIFHYAAAAAPgKFHQAAAICPQGEHAAAA
4CNQ2AEAAAD4CBR2AAAAAD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA+AjFne5Aixo3bpy/v//F
ixdDogMDNIFEpPgfbb+IPkTUZkKHoGh/7cNGIlJERj4QEUdEtfYrTo+TS1MSkSm2upN/JBHV
OWrtLnsQH0xE7Y0dfg3W2Vz18jQ1EcXExPRt35uILE6zxWEJ0bUmIrpPNyCiF8dxVqdFN/7e
ByLaE1FHv04RxvYyTmZ1WmsdV0J1YUTUyT+qrb6tXCa3uWyXbTVh+nAiivSPCte3UcgUNpet
p+2Sv78/EWm1WpVKxXGcIAgGg0GlUhERz/NKpZIF9Xq9Wq32Cup0OjGoUChkMhkRNRrkeZ4F
dTqdXC5nQa1Wq9FovIIajUYMymQyuVx+zaBer+c47nqCLpeLiBQKxTWDbrc7IyOjdevWRNSl
SxeWWZbEVtqg/85XbeKUHvERXRsmkTxqIhrn+iXd0iR28OtoEAJkMpkmUlHnqFOmaYmoNq7m
RpPIp9b+uWtduL4NEUX5RwcEBPzekviA/0AiMtkuCySwkShmwWQ3eTzuQG0rafCK/YrL42r1
a9BfFkREyijuaiMxmA+RBs0Os9VlCeF/SWIHY0c2EqOzYsWhxPaSx+NxuVwsC1cLioPO6XQ2
DIpJlAZvMolPxj3V3q8DEXVtFWdUGW1pTo/HY443dfDrSESxreL1Kr1OqROIOvl16ujfiYji
grqZx9V3imgv3Q/xQQkahcagMkiD3YITVTKVUW2UBhOCuytkcj+1v3SHU2e3jGSeNI4dD1mw
qqqqdXRQgCZAejj1SiJrKY8iaRLZioiPHM7rtII/Ef1PcJC2R08ieqp7oqGLVkwimz0oKMjt
diuVSunnyuPxiMG7IYkEcBfgBEG4031oOc8XPRPEB1XUVQgktDO0I6Kd576/N7w3EZ0zn3N5
XBHGCGnwvOW8zVXPjp5i8ILlgsVp6eTfSRq8aL1Y66h9NXYBEdXW1hqNRiJyOp0ul0ur1RJR
XV0d+8JzOp1Op5PneWnQ5XI5HA4xyL5EXS6X3W7X6XREZDabeZ6XyWRut9tms22+soGI9lft
7xIYo1VoLE7rCdPxhOAEIjp48WCkf5ROyde76n+sOZoY0p2Iyi7+0MGvo16lt7nsR2oOdw9J
IqLD1YfaGtoZ1UaH21lWfTC5dQoRlV8qD9OH+6v9nB7Xgap9PUJ7EtHRmiMhfOsATYDb49l7
oeTdlPeJqL6+XqFQsEOquMlXC8rlcnagFIM2m00mk11P0G63ExE7el4z+M5PC28yiZH+kdLg
pfpLNbZL0QGdiWh35a53k9+/VUkUg3+v+Vir0Jidlp9MJ7rdYBIPVR9qZ4wwqgzXmcTsTtMF
QTCbzQaDgYisVqtSqWz5JH5hziei6x+JI4PGeDwe9l0uLtPhcDQMSgfd9YzETaZ/ENGe83uS
QpIVMrnJZjpvOR/TKoaISs+XJAQnKuXKWnttRd3PsUFxRLTvwt7YoDi1XP146yelSWw0s1qt
Vi6Xezweq9Wq1+uJyGKxaDSa6wlarVaVSqVQKARBmLEvu9GR2DPsHiL6sebHVtqgVtpAjyDs
Ob+rV9i9RHT88nE/tX8wHyTdjSdNJ/QqQwgfwoJLe6y8fSNREITrydf1J3HJibcu2y5HB0Sz
kZgS2lPOyWpsNRetF7sEdrlmEq/Yr5wzn+3aKpaIHjOOaDRfTSTR7XbX19dfM4kdO3YkgDvt
9/U/jCrrBY7jqiwXPOThFTwRna2ruFR/iYguWC64PE6dUicNVlkuWF1Wg8r4X0FrldlR66f2
++/gBZPN5HQ6ichut7MXTqfT4XCw/8bZ7Xa1Ws2+ThwOB/vWbDTocDhUKhWrCdhr1lKpVIpB
ttLKurOtNK14JW92mCvNZ9vo2xBRpfmsn8rPptJbnZZz5nNtDe2IqNJ8TqfU2932elf9ubqz
7QwRRFRprlTLNU6P0+F2nK07297YgYjOm88pZAq3x+X0OM/Vnb3k14m15IjzCB63x322rkLc
TPF/BeIms8N0w6BCoeA4zisok8muM0hE7NRF00Gn03nBcv4mk+iv9vdqWW2tCtS0YkGn03mr
kigGq60XeSVf56irNJ8Lv+EkntMqNE634zqT6HQ6BUGw2+3sq5TtxpZPopia6xyJrEvsLKA0
3S6XyyvocDhcLpc46BoNSvPFln+uriLCEKGQKWrqL1VazgXzwUR0znw2XN9GJVeZbKZKc2Vr
XSgLhvCtNQqNw+FomFm3222321mQ7TF2SsnhcIijhhUEHo+H9UTcY6yxGLTb7eyckCAIVxuJ
7KTXeUulR/AQCR7W0v8SCzrcdhnHSXfject5o7NezsnFD/PtG4kN83WTSbxoqaqurw7UBLLO
d/TrJONk1dbq85bKIG3QNZN42Xa50nyOnbW1qxsfiTefRAK4C+CDCAAAAOAjUNgBAAAA+AgU
dgAAAAA+4vf1GzsAAIDfiR5ru93pLvisknE/3OkuXBXO2AEAAAD4CBR2AAAAAD4ChR0AAACA
j0BhBwAAAOAjUNgBAAAA+AgUdgAAAAA+AoUdAAAAgI9AYQcAAADgI1DYAQAAAPgIFHYAAAAA
PgKFHQAAAICPQGEHAAAA4CNQ2AEAAAD4iBYq7M6cOcNx3JtvvilGLl26NGDAgMDAwC1btogN
GJlMFhQUNHLkyLNnz3ot5/PPP+c4LjIysuEqDh8+/NRTT0VGRmo0mtDQ0Pvvv3/58uW3daMA
AACaNnz4cI7jnnrqKTFy7ty5Z555pnfv3lqtluO4U6dOSdufOHFiwIABBoMhOTl5165d0klp
aWnPPvtsi/QafsNaqLArLS0lopSUFPb24MGDPXv2rKqq2r1790MPPSQ2ePPNN7/44ou///3v
f/zjH/Py8iZOnChdiNPpnDlzJhH99NNPVqtVOqmoqKhHjx7Hjh17/vnnP/7449mzZ6vV6u3b
t7fM1gEAADT0xRdfbN26VaVSSYMnT5789NNPW7Vq1bt374azjBs3LiIioqKiIjU1NS0trb6+
nsULCgq+//771157rSX6Db9lLVTYlZSUEFFycjIRbdy4sU+fPomJid9//31UVJTYgOO4SZMm
DRkyZNSoUevWrQsNDT148KB0IUuXLj127NjDDz8sCEJ5ebkY93g8EyZM6Nu373fffZeZmTli
xIgZM2Z89dVXa9asaZmtAwAA8GI2m7OyshYuXKhUKqXxPn36XLhw4csvvxw6dKjXLFardceO
Hc8995yfn9/MmTMrKyvLysqIyGazTZs27e233/bz82u5DYDfppY7YxcZGenn5/fqq6+OGjVq
1qxZ+fn5BoNB2iAqKkr8yMpkMiKKiIgQG1RXVy9YsGDUqFEZGRlExD7rzIEDB06dOpWWlsbm
Enn9JwkAAKDFvPzyy23btp0wYYJX3OurqiGxgSAIHMcR0RtvvBERETFmzJjb0U/wMYqWWU1p
aWnPnj1TU1OLiory8/Mfe+yxhg0GDRokvt25c+f58+dfeOEFMfLKK6/YbLaFCxc6nU4iOnTo
kDiJ/Wfoww8/jI+P7927t1wuv70bAwAA0KSSkpIVK1bs2rWLVWbXief5Pn36LF++fPHixe+9
9154eHhcXNzx48cXL17s9Xs7gKtpicLu9OnT1dXVBQUFMplsz5497IJswwZxcXFms9lut+/a
tSsrK+uxxx7LzMxkDcrKylatWjV79uwOHTp4PB6tVist7OLj4zMyMnJycvr166fT6Xr27Dl6
9OiJEycqFC1UtgIAAIjcbndGRkZmZmZiYuKNzrt27drJkyeHh4dHR0fn5+drtdrs7OysrKyu
Xbvejq6C72mJS7HsxojBgwd7PJ6VK1dercHLL79sMBiCgoIGDx58zz33bN68WazMpk+fHhwc
/OKLLxKRTCaLiYmRXoolopUrV5aXl7/zzjsPP/xwaWnp1KlTs7Ozb/uGAQAANLB48eKqqqr5
8+c3Y97IyMjCwkKTybRnz55evXrl5eWVl5e/8sorFRUVQ4YMCQgISEpK2rZt2y3vM/iMFirs
OI77+OOPhwwZkpOTk5ub22iDwsLC77777tNPP42JifnHP/7xzTffsKmff/55YWHh7NmzXS6X
yWQymUxRUVFnzpypq6uTLiQmJmb69OkbNmw4fvx427ZtG64FAADgdqusrJw3b978+fPdbjf7
ziIih8NhMplcLtcNLcpsNk+fPn3JkiU8z0+aNEmn01VUVIwfPz41NdXrGxBA1BKFXUlJSVRU
lL+/f25ubseOHadOnfrDDz80bDBw4MC+ffuOGjWK1WSrVq0iySNOZsyYEfCrDRs2ENHhw4cb
XV1ISEhMTAzP87d9wwAAAP7b6dOnLRbLxIkTxe8si8Wyfv36gICAwsLCG1rUvHnzEhMThw0b
5na7i4qKMjMzdTpddnZ2bW0tu9IF0FBL/Apt7969Dz74IBGxmuy+++4bMWLEnj17jEajVwOm
Z8+ecXFxBQUFbrf7vffeO3bs2KpVq8QHoxBRSUnJrFmzysrKevXq9dNPP4WFhWk0GnHqsWPH
vvvuu6effroFNg0AAEAqNja2uLhYGnn44Yf/8Ic/zJkzJyEh4fqXc+jQoZycnAMHDrC3giBI
X4hvAbzc9sKO3RghPpo4JSVlyZIlU6ZMmTBhAjvx5tWASU1Nff311//1r3+9/vrrw4cP93pS
cWRk5KxZs9j9E4sWLdq8efP48ePZb1QPHjy4cuXKTp06zZ0793ZvGgAAgBej0di/f39pRC6X
h4aGikFBEDZu3EhErGgrKCgIDg4OCwu77777pHNlZmbOmjWrY8eObAn9+/d///33u3fvvnr1
ar1e3/A2RADmthd2Xn9zgogmT568ffv2devWLV68ePr06Q0bEFFaWtrrr78+dOhQjUbz9ttv
ey2zXbt2QUFB7P6JESNGWCyWDRs2vPvuu1qttn379tOnT586dWpgYODt3jQAAIAb5Xa7R44c
Kb5lz38YPHjwl19+KQZzc3MrKytnz54tRlatWjVp0qS2bdt26NAhLy8PTyqGq7nthV1aWlrD
M8a5ubnizQ2NNkhKSmr6PPPFixfZi4EDBw4cOPAWdRYAAOAWM5vN0rcKheKaF1LT09PT09Ol
kfbt27M/rQ7QtBb6yxMAAAAAcLuhsAMAAADwESjsAAAAAHwECjsAAAAAH4HCDgAAAMBHoLAD
AAAA8BEo7AAAAAB8BAo7AAAAAB+Bwg4AAADAR6CwAwAAAPARKOwAAAAAfAQKOwAAAAAfgcIO
AAAAwEegsAMAAADwESjsAAAAAHwECjsAAAAAH4HCDgAAAMBHcIIg3Ok+tJz8/Hy9Xs91JiKh
32ktEf0rrCpcH05EXbRdiUgulxORw+FQqVRE5PF4BEG4zqDH4ykpKSGiU6dOdRsSzxHVu+p7
ldQevLc1EUWpOktbKhSKhrOzoNPpVCqVRCQIgtvtFoMKhYLjOEEQXC7XMftRIkr49ue9fcMU
MoXT44zVxrO5vFo2EXS5XHK5nOM46UqlQbF7LpdLJpPJZDIWPO74kYgu2y5rFJoU/55NtGwi
6Ha7OY5rGGyYhRsK7rmyi36UEZG5Qy3LrMVpcXlcfmo/IjpnPvdr0Or0OPu0uu9qWbhasLS0
lOM4VYzC6rIqjquIyNrRHMK3lnGczWW3OC2ttIFEdMFy4YHWA5tOopia8vpDLIkmmymYDyai
i9aL/hp/pUzp8ri6auOuJ7PXmcQj1sMeQbhgPR+mCyOizpqY68zXrU0i+wjVOcxEgkFlkA6Q
RmfffXmX2+P2UxtvSRKlwR9tR4jovOU8S2IMH3udI3H/lb21jtogbRARRau7XOega14Siy4U
hupCiajGVsMreI1CI01ije3yA0flzvv63GgSWRau2K8oZAqdUkdEB78sSxgST0S19lqZTKZX
6v8r6KiTEadX6aVZqHPUERFL4jnzuTS5kYguB/a8+cOpV75KTXtsLluAJuDmD6fFF74O0gbJ
ZXKH2yEmscpaFagJ9BqJN5pZPz8/ArjTFHe6Ay3qf//3f9u1a6cY5/GQJ/mL1kT0v/fv6h8x
gIiebj3Z4/FotVoiMplM/v7+RGS32xsGHQ6Hy+Xieb5h8IMPPiCizz77bHphNsdxVdaqmL8c
z3urDxGN8RtnNBo5jnM6nQ6HQ6fTEdGVK1caBmtra/V6vUwmc7lcNptNr9c3DObVfEpE7V79
zyfL+vFK3uwwT2k9zWAwEFFdXR3P83K53O12W61Wr6DH4zGbzUajkYjMZrNGo1EoFI0GBUGo
ra1lxymLxaJSqZRKJQvmXfmUiA5XlwXxIRExHaT7wWq1KhQKdnhtOlhfXy+TydRq9TWDNpuN
iDQazTWDdrt9xdFlQq6SiH4edpxl9mxdhdVljQ7oTERbzxSx4DkMEPgdAAAgAElEQVTzObOj
Nrp752tm1itfy5cvl8vlfhP585ZK7Xo/IqpMO3VveB+FTFFTf6nCXJEQnEhEO85uj+0V33QS
xeAnF9fxSr7OUfdjzZGU0J5EVHJ+d0xgrF6ltzotGSHZtzCJeZWfuj3uHWe39Wv3ByJKbzWB
ZbaFk5hX+ykRnb5yykOejn6diOjPxvQmBt2Hhz6wuWxRAdHNS6I06DXo8i59SkTbKr5lSZwY
NrXh8Gw0iR8fW3PcdDy5dQoRjfV/igUbHXQ3PxIX7nz9vrb9iOiHiwfD9eGttEHSJB6qLuux
hq/rHH2jSWRZ+LHmqF6lD9e3IaK3J7/3fNEzRHTi8nGVXNXOGCENnjSdUMgUEcb20iycuvIT
EXXw68iCaeooIqpMaHvzh1Ov4OryVdX11bFBcTd0OG00iW/u/t/uIckahabWfkVM4u5zO+OD
E7xG4hMB428oiSjs4G6AS7EAAAAAPgKFHQAAAICPQGEHAAAA4CN+X7+xAwAA+J3osbbbne7C
LVPyU1nFqrbsdbtzFdJJv6t7QK8HztgBAAAA+AgUdgAAAAA+AoUdAAAAgI9AYQcAAADgI1DY
AQAAAPgIFHYAAAAAPgKFHQAAAICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAAAD4ChR0AAACAj0Bh
BwAAAOAjUNgBAAAA+IjmF3ZnzpzhOI7juBUrVkjjJpMpKCiI47jnn3+eRT7//HOO4woKCqTN
PB6PwWAYN26c1zJnzpwZFxen0+l4nk9KSnrzzTftdjubOnfu3MGDB4eGhnIct3Tp0oZdOnLk
yJNPPhkWFqbRaKKjo5csWdLsrQMAAGie4uLi8ePHR0dH8zwfGRmZlZVVVVUlbfDdd98NGjQo
ODjYaDT27Nlz/fr14qQTJ04MGDDAYDAkJyfv2rVLOldaWtqzzz7bQtsAv1mKZs9ZWlpKRAaD
4dChQ9L4a6+95nA4iCglJUXaUnzLHD161Gw2S4N/+9vfMjIy2rVr98QTT0RHR1ut1uLi4hdf
fNHf33/SpEknTpxYsWJFUlJSQkLCV1995bU0Itq4ceMTTzzRq1evGTNmBAQEePUKAACgZcyf
P7+2tjY9PT0iIuLw4cPLli0rKCg4cOCAwWAgon379g0aNKhbt25LlizRaDRr1qwZM2aMIAhj
xowhonHjxkVFRW3atOm9995LS0s7fvy4VqslooKCgu+//3716tV3eNvgrtf8wq6kpESpVA4d
OvTw4cNi8Pjx48uXL3/88cdzc3OlhV3btm1DQkK8ZidJtZefn5+enp6VlfXOO+8oFL/0avz4
8dnZ2Xq9nog6dux44cIFIpozZ05RUVH37t2lS9u1a9eYMWPmz58/Z86cZm8RAADAzcvJyenc
ubP4NjExcezYsRs2bHj66aeJaP369Q6H45///Cf7Whw6dGinTp3WrVs3ZswYq9W6Y8eOZcuW
+fn5zZw5c+7cuWVlZT179rTZbNOmTXv77bf9/Pzu2FbBb0TzL8WWlpbGxcUlJydLC7uZM2c+
9thjWq3WYDCIH+vS0tIePXo0nF0mk7H6zGQyZWRkDBw4cMmSJWJVx9xzzz2xsbFEJJP90tWS
kpKuXbvyPC9tNnXq1L59+86ZM0cQBEEQmr1RAAAAN0la1RFR//79iejs2bPsrcPhkMvlYomm
UCj8/Pw8Ho/YXvy+EwSB4zgieuONNyIiItgpPYCm3VRhl5KSEhsbe/78+cuXLxNRcXHxv//9
74ULF5aUlCQnJ7OP49mzZ8+fP9/wymlJSUlMTIxOpyOijz766NKlSwsWLGCzNG3v3r1eS/vu
u+/27ds3dOjQYcOGabVatVr9xz/+8dSpU83eNAAAgFtl+/btRNStWzf2dvz48UqlMjs7++ef
f66qqlq4cOGRI0fYj+d4nu/Tp8/y5cutVuuSJUvCw8Pj4uKOHz++ePHi5cuX38ltgN+OZhZ2
p0+frq6u7tGjBzuddvjwYY/HM2PGjGeffbZt27Y//PCD1w/svM7YeTye/fv3i8HPPvusTZs2
vXr1uuZ6T548efnyZa/C7osvviCiBQsWxMTEfPHFF3/5y1+Ki4vxPxsAALjjampqZs2alZSU
9Oijj7JIYmJiUVHRv/71r4iIiNatW7/22mvr169/5JFH2NS1a9eeOHEiPDx848aN+fn5Wq02
Ozs7Kyura9eud24j4Lekmb+xE++HiIiIYPdPlJeXnz179qWXXvrhhx8cDodYtDV658SRI0cs
FosY3Lt378CBA69nveyXeV5lIrtv6LXXXsvMzCSiQYMG7du3b/369Wazmf0+DwAAoOXV19en
paVZLJbCwkK5XM6CR48eHTlyZGxs7Pvvv69Wqz/99NOxY8cqFIphw4YRUWRkZGFhobiEvLy8
8vLy/Pz8ioqKKVOmbN++vUOHDkuXLu3bt++d2SS46zW/sFMqlQkJCUTUtWvXXbt2/fOf/1yw
YIHRaPSq5A4cOBAWFhYcHCydfefOnUTETtGZzWaLxRIYGHid65XL5YmJidLgTz/9FBgYmJGR
IUZatWrFcZzXz/UAAABajN1uT01N3b9/f3FxcVRUlBifPXs2x3FffvmlWq0moj/96U8VFRVZ
WVmssJMym83Tp09funQpz/PDhw83Go0VFRUfffRRamrqyZMn2T22AF6aeSm2pKQkLi6OfShj
Y2PXrFkTFBQ0ceJENsloNEZHR7OWZ86cad26tdfsn332WUhICDvxxn4V9/PPP1/nehveOWG3
2xMSEqRl3O7du++55x6NRtO8rQMAALgZTqdzxIgR27dvLygoSEpKkk46cOBAfHw8+wJlevTo
ce7cOZPJ5LWQefPmJSYmDhs2zO12FxUVZWZm6nS67Ozs2tpadg4FoKFmFnZ79+4Vr4cOHjz4
0UcfXbZsGTvPXFpaKt45QUQGg+H06dM2m02c95tvvvniiy9mzJjB2svl8gEDBmzdutXrY2q3
26XPbGy4XlG7du3Yk1CY//znP7t37540aVLzNg0AAOBmuFyu0aNHf/31119++WXv3r29poaG
hh48eFD6tbhz506DweB1Bu7QoUM5OTni0/jFBz6wF3j+A1xNcy5WsjsnxIutI0aMGDFiBHvt
cDh++OGHadOmiY1HjRr17bffDhgw4KmnntLpdLt27Vq5cuUjjzwi/l0KIlq0aNGOHTv69+8/
efLklJQUt9u9b9++Tz75ZOjQoX/+85+JqLi4+NKlSzU1NSaTye125+XlqVSqoUOHstnHjh07
Y8aMjIyMRx555MCBA4sWLXr88ccnTJjQvD0CAABwM6ZMmbJp06aMjIyLFy/m5eWxYFRUFHvC
17Rp05544omHHnpoypQparV6w4YNW7dufemll8Qf4TGZmZmzZs3q2LEjEcnl8v79+7///vvd
u3dfvXq1Xq9PTk5u+e2C34TmFHaN3g/BlJWVORwO6aSsrCyn07ly5cpp06YpFIr4+Ph33313
8uTJ4nN6iCg+Pn737t0LFiz45JNPlixZYjQak5OT33jjjbFjx7IGo0ePvnjxInu9bt26devW
JScni4XdM888U11d/f/+3/9bu3ZtVFTUggUL8EdXAADgTmG/I8/JycnJyRGDWVlZy5YtI6Kx
Y8cajcZFixY988wzDocjKipq1apV7NnFotzc3MrKytmzZ4uRVatWTZo0qW3bth06dMjLy8OT
iuFqmlPYpaWlXe0kcHJycsNJzz333HPPPdf0Mjt37rxu3bqrTfX6K3te5HL5X/7yl7/85S9N
rwIAAKAFlJWVNd3g0UcfFZ9+0qj09PT09HRppH379lu2bLkFnQNf1/wHFAMAAADAXQWFHQAA
AICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAAAD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA+AgUdgAA
AAA+AoUdAAAAgI9AYQcAAADgI1DYAQAAAPgIFHYAAAAAPgKFHQAAAICPQGEHAAAA4CNQ2AEA
AAD4CBR2AAAAAD5Ccac70KLuueeekJAQWbBHIEEZG0BE94Rx0QFdiEin0wmCoFaricjj8fA8
T0RKpdLj8Vxn0O12JyYmEpHFYokO7MIRF8yHqHq1Yss36Aw8z3Mc53K51Gq1RqMhIkEQxKBK
pdJqtSyo1WplMpnb7VYqlY0Go4UuRKTuUxfTqqtarql31RsMBtYTIlKr1XK53OPxyOXyhkGZ
TMaCHMepVCoW5DhODCqVSoVCIQgCETUajJZ1ISKVTOWn8ed5XhAEcT/IZDK5XK5UKqU7p9Gg
XC6XyWQNg6xX0qBCoSCi6wwmBCdSopKIwsKC2J4P0ATaXfY2hrZEZHVaWTBQ06reZWVzeSWR
pUYMSvPl8XgSExPlcjkfpArTh6kT9UTUNrR158AYOSev09WG8K07+kcSkdPt5Hm+6SSyIBHF
eFgSrXqlgXVPEIR2xvZahdbmsjWa2WYnMTqgi0dwOz3OXz6WBoNCoWAtWzKJ0fIuRGRU+Qkk
hOrCiMioM4otG47E+KAEp8cRrm9mElUqlcvlkgbFkRjt6UJEdpedJVGn00lHImvZaBJjWsX5
qf2jAjoTkdFg1Gg0LLPSQceCNz8Se4b1YpuskClbaVoZ1X7SJCplKmWSphkjkWVBq+C1Cm0r
bRARPfjgg78cD5V6pUwZzIdIg3qlQS6Th/CtpVkwqoxE1FoXxoKkbHOrDqdeSYwL6nbFcaW9
scONHk4bJrFH6D2R/tEqucritIhJdHvcHf07eY1Eg8FwQ0kkgLvA76uw6zoh2l/jf9F6cWTo
n+ujVEQ002LR6XRE9MnPuW6Pq7UulIgOVZfFBcUTUU39pbTWo2UyGf36HUZE0n/FoFwuJ6LI
ke2JyP6AOTVsBBG5XC7LHPcwtZqIlhx9q0tgVxnH1TpqhwQOk87OcZx4jGBB9tUoCIJ0+TKZ
TCaTCYIgk8l4pZaIzPNeHalWs4POypPLIv2jiOiE6fjkTtkNu8dmZz33CrIOSNfOVtTo2uVy
OVv7lI7T5HJ5Yc2/BaK+2j94ze619kaDHMddT5D18DqzoFfpBZ2CiIxqI+un3qVTypTstRgc
HPS0dIdLk9hwRdIGUaM7siQ6Pc6IkRFE5Lxk5ZVaOSd/NGSY0+lk3zEP+T38n5p/KWUKi9Ny
0VrVwa8jEfXl+0uTKC6TV+rUchXHkVFtYN0zqA06JT80NM3j8aw4sTQqIJqITppOhOnDtQqt
w+04XXsqK/q5ZiRxWNhwQRD+5D+EfRt9dHKFn9rfqDYKROXVh2KD4oiooq5Cr9L7q/2J6L5r
ZbZ5SWSbOT5iEv1a7S0+sogNuur6anEkimvXq/TDW49mLQcZ/8TGrNPp9Hg8hTX/lo5Zk830
WPDwppModkYcSjOi/ker1XIct/HcP2psl9ob2xPR0Zoj2dHTrzYSH28z1uFwsEJh+bElEcb2
arnqwcA/NTrornMkNjpqBEEwqH79YKj0Y9qms2pPTKItwGadqiiq+bcgCOWXDjdM4qHqsukx
sxsmUVymWqFhr1NeTvhl1Kj0CplCDA4LG05EDoeDlZvSLDgcDjGJg4x/uqDTEVH+fx9O2dpv
aCA3DOpUuj+HP6lucDg12UwRxggiOnKpfFrnGQ0Pp2y90iQ+22mmWIiLSaz3f0T96+HUHmRn
wfePvdfW0Faj0NhctkF+D18ziXSXKRn3w53uwq3Udt4vL4Q72YvfgN9XYbe7cmdrXejpK6f+
yA9mX8Amk4md1fj+7A6Xx9nJP5KItp4pcnlcRHS2rmKg5k9shIstHQ6Hy+Vih1Sv4IHq/UT0
zZniiW2nEpHT6XQ4HOzwV3hqi81lk3Gyamt1P/kDLpeLiK5cueJ2uzmOYy1ZsLa21uVyyWQy
l8tls9n0ej0L6vV6MXigZj8Rxft3Z0G32731TJHZYSaikvO7xwSPk8vlbrfbarW63W4iqqur
43meHe/MZrPH4yEis9ms0WgUCkWjQUEQamtrWdBisahUKqVSyYIHruwnokR3ikqlOlC1XxCE
OL8Eth+sVqtCoWBHeXHnNBqsr6+XyWTsMN100GazEZFXvhoN2u32HWe3CzuURPRzyHExiVaX
NTqgszSzPWT3Xi2JXkFpEq9cuXLAtI8l8bylMj64GxFtq/jW4rQoZIqe8t7SJO6/tFclV5ls
plNXfrrS+oo0XyyJLDW1tbV7L5bwSr7OUfdjzZE6Rx1LYkxg7AD9Q263u/hMkcVpIaK950ui
Ajob1cZ6V/3Bqv3jwibeTBJZ8LuKb0P41sF8sCAI3/681elxElH5pcOBmkD2rRxrbCqzzU7i
gdr9RJRM94jBwlNbWGrO1J4RR6K49p3ndjx4lZHIBp2Y2fOWyv6qB5vI7JUrV9iJMZbZA5f2
E1GcXyIbiSWVuyrMFQnBiUS04+y2p8ImsTNAVxuJLIlbT38dH5zAK/leyvsaDrqbH4lFpwvt
bjsR/XDx4PCAx72SyDJ7oGq/RxC2VXzTMIlbzxRNapvZMIksCz/WHNWr9OH6NtLdeOLycZVc
1c4YIZ39+kei1+GUzW632z0ez/UfTr2Cu8/t/INyIAtKD6fSkTg+PMPrcCoeY6+ZRDEozdfW
M0WxQXE6pc7itPQUel8ziQRwF7jr/ocBAAAAAM2Dwg4AAADAR6CwAwAAAPARv6/f2AEAAPxO
9Fjb7U53oSX42D0iNw9n7AAAAAB8BAo7AAAAAB+Bwg4AAADAR6CwAwAAAPARKOwAAAAAfAQK
OwAAAAAfgcIOAAAAwEegsAMAAADwESjsAAAAAHwECjsAAAAAH4HCDgAAAMBHoLADAAAA8BEo
7AAAAAB8RDMLuzNnznC/kslkrVu3Hj9+/OXLl6VT33zzzUbfEtGlS5cGDBgQGBi4ZcsWIqqq
qho3blxsbKzRaDQYDCkpKevXr2+4xpkzZ8bFxel0Op7nk5KS3nzzTbvdLm3z+eefcxwXGRnZ
vI0CAAC4ecXFxePHj4+OjuZ5PjIyMisrq6qqStrgu+++GzRoUHBwsNFo7Nmzp/Qr78SJEwMG
DDAYDMnJybt27ZLOlZaW9uyzz7bQNsBvlqJ5s5WWlhLRm2++GRMTY7Va8/Ly1qxZ43K51q1b
J05NSUmRNhbfHjx4cNiwYTzP7969OyoqikVqa2uffPLJsLCwmpqaFStWjBkzJigoaNCgQWyW
v/3tbxkZGe3atXviiSeio6OtVmtxcfGLL77o7+8/adIk1sbpdM6cOZOIfvrpJ6vVyvN8c/cJ
AABA882fP7+2tjY9PT0iIuLw4cPLli0rKCg4cOCAwWAgon379g0aNKhbt25LlizRaDRr1qwZ
M2aMIAhjxowhonHjxkVFRW3atOm9995LS0s7fvy4VqslooKCgu+//3716tV3eNvgrtfMwq6k
pITjuEmTJvn5+RHR8OHDv/nmmx07dkinJicni2+JiL3duHHjuHHjBg0alJubyz7iRPTggw8+
+OCD4sLvvffe++67b//+/aywy8/PT09Pz8rKeueddxSKXzo8fvz47OxsvV4vzrV06dJjx449
/PDDBQUF5eXlYh0JAADQknJycjp37iy+TUxMHDt27IYNG55++mkiWr9+vcPh+Oc//xkSEkJE
Q4cO7dSp07p168aMGWO1Wnfs2LFs2TI/P7+ZM2fOnTu3rKysZ8+eNptt2rRpb7/9NvvOBWhC
My/FlpaWRkVFiZ8wuVwuk8nYZ5RNjYyM9Pf3l7718/N79dVXR40aNWvWrPz8fLGqa4idsu7V
qxcRmUymjIyMgQMHLlmyRKzqmHvuuSc2Npa9rq6uXrBgwahRozIyMoiorKysedsFAABwk6RV
HRH179+fiM6ePcveOhwOuVwufoEqFAo/Pz+PxyO2l8l++WoWBIHjOCJ64403IiIi2Ck9gKY1
v7Dr0aOH+Hbbtm3nz59PTU0Vp0pPmJWWlnbu3Dk1NfXdd9/Nz8+fO3cu+6RKuVwus9l84cKF
/Pz8zMzMCRMm3H///UT00UcfXbp0acGCBQ1nkXrllVdsNtvChQvj4uKI6NChQ83bLgAAgFtr
+/btRNStWzf2dvz48UqlMjs7++eff66qqlq4cOGRI0fYj+d4nu/Tp8/y5cutVuuSJUvCw8Pj
4uKOHz++ePHi5cuX38ltgN+O5lyKPX36dHV1dVxcnNlsttls27dvz8rK6tSp04QJE8SpYmHH
3hYUFMhksj179ojXZ7289dZbL7zwAhEpFIq//vWvzz//PIt/9tlnbdq0YWfvrqasrGzVqlWz
Z8/u0KGDx+PRarUo7AAA4G5QU1Mza9aspKSkRx99lEUSExOLioqGDx/+4YcfEhHP8+vXr3/k
kUfY1LVr106ePDk8PDw6Ojo/P1+r1WZnZ2dlZXXt2vWObQP8pjTnjB27GeLll182GAzBwcGp
qakpKSlbtmxp1aqVOFU8n8feDh482OPxrFy58mrLHDly5Lfffvvpp5/26dNnzpw5X3/9NYvv
3bv3mr+Wmz59enBw8IsvvkhEMpksJiYGl2IBAOCOq6+vT0tLs1gs//jHP+RyOQsePXp05MiR
sbGxmzdvLigoGDVq1NixYzdv3symRkZGFhYWmkymPXv29OrVKy8vr7y8/JVXXqmoqBgyZEhA
QEBSUtK2bdvu3DbB3a45Z+xKS0s5jvvqq6/UarXRaOzQoYPRaPSaKp6ZY28//vjjJ598Micn
57777ktPT2+4zMjISPaYkocffjgoKCg3N3fgwIFms9lisQQGBjbRmc8//7ywsPCdd95xuVwm
k4mIoqKi9u3bV1dX18TP+AAAAG4ru92empq6f//+4uJi9ggIZvbs2RzHffnll2q1moj+9Kc/
VVRUZGVlDRs2zGsJZrN5+vTpS5cu5Xl++PDhRqOxoqLio48+Sk1NPXnyJL7joFHNOWNXUlIS
FRU1cODAvn37JiQkSKs6NpXdKiFt7O/vn5ub27Fjx6lTp/7www9NdUgmEwSBLVOr1arV6p9/
/vlqjcVHnMyYMSPgVxs2bCCiw4cPN2PTAAAAbp7T6RwxYsT27dsLCgqSkpKkkw4cOBAfH8+q
OqZHjx7nzp1j5yak5s2bl5iYOGzYMLfbXVRUlJmZqdPpsrOza2tr2dUwgIaaU9g1fXl07969
0vsqxMas5HK73SNGjKitrWVT3W631+x//etfnU7n6NGjiUgulw8YMGDr1q1en2C73c4e5/je
e+8dO3Zs1apVxRLsSci4GgsAAHeEy+UaPXr0119//eWXX/bu3dtramho6MGDB202mxjZuXOn
wWDwOgN36NChnJycpUuXsreCIEhfiG8BvNzwpViveyOanur1NiUlZcmSJVOmTJkwYQI7r/bX
v/71m2++GThwYGho6KVLl/75z38WFRW98MILffv2ZbMsWrRox44d/fv3nzx5ckpKitvt3rdv
3yeffDJ06NBBgwa9/vrrw4cPnzhxorQPkZGRs2bNwv0TAABwR0yZMmXTpk0ZGRkXL17My8tj
waioqO7duxPRtGnTnnjiiYceemjKlClqtXrDhg1bt2596aWXxB/hMZmZmbNmzerYsSMRyeXy
/v37v//++927d1+9erVer7/anYgAN1zYef0ZiaanNmw8efLk7du3r1u3bvHixdOnT+/SpcuW
LVvefPNNs9ncpk2bpKSkb775hj3ohImPj9+9e/eCBQs++eSTJUuWGI3G5OTkN954Y+zYsc88
84zNZnv77be9+tCuXbugoCCcsQMAgDti586dRJSTk5OTkyMGs7Kyli1bRkRjx441Go2LFi16
5plnHA5HVFTUqlWr2LOLRbm5uZWVlbNnzxYjq1atmjRpUtu2bTt06JCXl4cnFcPV3HBhl5aW
1sQZYK+pjTbOzc3Nzc1lr0eMGDFixIim19i5c2f2l8q8fPDBBx988EGjs1y8eLHpZQIAANwm
1zyz8Oijj4pPP2lUenq6142G7du3Z39dHaBpzXxAMQAAAADcbVDYAQAAAPgIFHYAAAAAPgKF
HQAAAICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAAAD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA+AgU
dgAAAAA+AoUdAAAAgI9AYQcAAADgI1DYAQAAAPgIFHYAAAAAPgKFHQAAAICPQGEHAAAA4CM4
QRDudB9aTvGZQq2Cr3OYe/j1lMvlRORwOFQqFRHtrtnpIY9RZSSic+Zz4fpwIrI4LcnGHl4t
PR6PIAgNgx6P50fbETb7g6EPiUGFQkFEX5//KlQXynGczWVL0HdnQa/ZWdDpdCqVSiISBMHt
dotBhULBcZwgCC6X65j9KBFFq7uIwW8vbg3mg4noovXi/cH9xZZsUV6zs6DL5ZLL5RzHSVcq
DYrdc7lcMplMJpOx4HHHj0TUWRMjk8mOWA8LRNGqzo22bCLodrs5jmsYJCKvfXtDwT1XdtGP
MiIyd6gVk+jyuPzUftLMxvCxV0tiE6lxOBzH7EdZEq0ua6AmkIjOW86H8K1lHBfDx0qTeMRW
LudkdrejzlEXpG3llS9pasrrDylkCqfHabKZxCT6a/wTjUmCIHxzsTiEDyGii/XVfio/lVzp
8rhrbJf6hwyQZvZGk8iC26q/0yq0WoVGIKr8dedctpnUCjWv0BJRVJOZbXYS2Ueoi7arGCw8
v4Wt3ewwiyNRXPvuy7tSrjISj9aXSzNrdVq7G5KbTmLDMSuuaK+p1OK0tNL+ktkBrR9seiSy
Hb61qihQE6iQKbrq4poedE0Hr5bEoguFobpQIqqx1fQJ7Nvo+GIj8by5Mkwf5pVE8YjU6EC+
Yr+ikCl0Sp10N9baa2UymV6pl85+/SPR63AqHg8bHXTXORJLTXsS9UkND6fSkcjydaOH0yZS
s7WqOEAToJQpnB5XrDbumkn08/Oju0mPtd3udBdaQsm4H+50F+4uv6/CrkePHu3atVOM83jI
09GvExFtPVP0ad/NRGS32z0ej1arJSKTyeTv78+CLxx5PssZMSEAACAASURBVDqgMxH92ZjO
gg6Hw+Vy8TwvbcmCr776KhF99tln0wuzOY6bGDbV4XDodDoi+vP2tL5t75dxsolhU587mPm3
/3QiosH9Sz/uvYHjOKfTKbasra3V6/UymczlctlsNr1ef82g2+22Wq0Gg4GI6urqVlxYqlfp
rU5LWXXZ6l5/Y0Ge5+VyucfjMZvNRqORiMxms0ajUSgUjQYFQaitrWXHKYvFolKplEqlNDht
b8Y73ZZ/WPmBIAjf/rz1DxEPEFH5pcOBmsDWulC2b/tHDCCicUETFQoFOzqLe6y+vl4mk6nV
6msGbTYbEWk0mmsG7Xb7sGHD4uLiiGjz5s3PFz1DRGfrKl7qNN8rs68cnvNCh1fXVn/I+vmf
b3sRUdXM5xtmVpqaK1euzJs3Ty6X+03kz1sqtev9iKgy7RRL4pNPPql/TpUQnEhEY/2fapgv
zR8ffuODBzQKTa39ynHT8VU917Ikrrr4Pq/kM9pkSZPI8uWVWWkS/2ZaQ0T7Lux9P+nDZicx
e2/G4m7L2TeTuMlWq1XM1+htw25HEtfX5hLR6SunPORZ1O1dtqImRuJLh2bZXLaogGjpmL3a
SJx16NmYVl2vNmavXLliNBq9Bt3VgmtqVqnkKpPNNC18xvWMxEXH//JjzZGU0J5EtKdyd2xQ
3MzIF5pI4nWOxCe/H/Vxnw0siYsrFrbSBrk97h1nt31y30Yxsx9WfuARhLF+4xomsdHMiln4
seaoXqUP17dh+7bd5igiWrBggTSJrOVJ0wmFTBFhbC8d3aeu/EREHfw6SlPzQtlMl8fZyT+S
ZYHNXlH388udXvPKbBOHU6/g/PKXquurlyavZIfTT/psbJiv3MsfKWSKmvpLz7Wd7ZVZab7G
7Xx89T2fXM/h9OldT6zqsZaNxEkl43qG3UNEe8+XRAV0fmODXLBaf549S5qvLl26EMCdhkux
AAAAAD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA+AjFne4AAAAA3Ho+c1fs5hdN7EW7cxUNp/6u
7gG9HjhjBwAAAOAjUNgBAAAA+AgUdgAAAAA+AoUdAAAAgI9AYQcAAADgI1DYAQAAAPgIFHYA
AAAAPgKFHQAAAICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAAAD4ChR0AAACAj7iVhd3hw4efeuqp
yMhIjUYTGhp6//33L1++nIhycnI4jvviiy+kjU0mU0xMTL9+/ex2+5kzZziO4zju66+/lrZJ
SEgYPHgwey228VJcXMwazJ07d/DgwaGhoRzHLV269BZuFwAAwPUrLi4eP358dHQ0z/ORkZFZ
WVlVVVXi1GHDhjX8LrvnnnvY1BMnTgwYMMBgMCQnJ+/atUu62LS0tGeffbZFtwR+gxS3akFF
RUVDhgxJSkp6/vnnQ0JCzpw5U1BQsH379qysrPT09FdeeeWtt9569NFHWWOn0zl8+HC32715
82a1Wl1aWsrimzZtGjhwIHtdX19fXl4+bNgw9pa1ef3117t06SJdb69evYjoxIkTK1asSEpK
SkhI+Oqrr1JSUm7VdgEAANyQ+fPn19bWpqenR0REHD58eNmyZQUFBQcOHDAYDET0P//zP088
8YTY+MSJE3PmzHnkkUfY23HjxkVFRW3atOm9995LS0s7fvy4VqslooKCgu+//3716tV3ZIvg
N+TWFHYej2fChAl9+/b997//LZP9chZwxowZDoeDiDQaTXZ29quvvrpnz56ePXsS0dSpUw8c
OPD999+3atWKiEpKSlQqVe/evTdv3rx06VKO44ho//79LpdLLNFKSko4jsvKyvL392/YgY4d
O164cIGI5syZU1RU1L1791uyXQAAADcqJyenc+fO4tvExMSxY8du2LDh6aefJqLevXtLG7/8
8sscx40bN46IrFbrjh07li1b5ufnN3PmzLlz55aVlfXs2dNms02bNu3tt9/28/Nr4W2B35xb
cyn2wIEDp06dSktLE6s6RqVSsReZmZk8z7/11ltEtHDhwnXr1m3atCk6OppNLS0tjY+Pf/zx
x8+ePVtSUiIGiahHjx7i26ioqEarOiIS11tSUtK1a1ee52/JdgEAANwoaVVHRP379yeis2fP
NmwpCMK6dev69evXsWNHMSh+owmCwM50vPHGGxEREWPGjLl9fQafcWsKO6VSSUQffvjhtm3b
3G53wwatWrUaP378xo0b33nnnRdffPGjjz7q16+fOLW0tDQlJeWxxx7jOG7Tpk0sWFJS0rp1
6zZt2ohtunXrZvpvgiB4rWjv3r24DgsAAHeP7du3E1G3bt0aTioqKjpz5sxTTz3F3vI836dP
n+XLl1ut1iVLloSHh8fFxR0/fnzx4sXsN+sA13RrCrv4+PiMjIzS0tJ+/fr5+fk98MADK1as
cLlc0jYzZswgoueff/7VV1+V/rzg9OnT1dXVKSkpYWFh99577+bNm1mcVXvSNvn5+QESISEh
TqdTuoqTJ09evnwZhR0AANwlampqZs2alZSUJP7KXGrNmjU8z48cOVKMrF279sSJE+Hh4Rs3
bszPz9dqtdnZ2VlZWV27dm3BXsNv2C27eWLlypXTp08vKCjYsWPHf/7zn61bt+7fv3/FihVi
g06dOnXp0kWtVs+dO1c6I7vkyqqx1NTU2bNnHz16tF27duXl5WlpadI27733nvR/PBqNRrzU
y7DLuOLVWwAAgDuovr4+LS3NYrEUFhbK5XKvqXV1dfn5+cOHD9fr9WIwMjKysLBQfJuXl1de
Xp6fn19RUTFlypTt27d36NBh6dKlffv2baFtgN+aW1bYEVFMTExMTMz06dOrqqpSUlJyc3Ol
hZ3dbj927NikSZO85iotLVUqlaxiY4Xd5s2b+/Xr53a7xXNvpaWlHMc9+eSTV/uNndhMLpcn
Jibewo0CAABoBrvdnpqaun///uLi4qioqIYNNmzYYLVaxeuwDZnN5unTpy9dupTn+eHDhxuN
xoqKio8++ig1NfXkyZPsHlsAL7flAcUhISExMTFedzAcPHjQ6XQ2vE5aUlISHx+vVquJKCoq
Kj4+ftOmTdLTeKxNZGRk01Ud4c4JAAC4OzidzhEjRmzfvr2goCApKanRNmvWrImIiHjggQeu
tpB58+YlJiYOGzbM7XYXFRVlZmbqdLrs7Oza2lrxMWEAXm5BYffTTz/ZbDZp5NixY999992o
UaOkQa9aTeR1u0Nqauru3bs///zz0NBQ8c6J67wlYu/evbgOCwAAd5bL5Ro9evTXX3/95Zdf
ej3cRHTy5Mlt27alp6ez+14bOnToUE5Ojvi8ffFmQfai4b2DAMwtuBS7aNGizZs3jx8/nl0D
PXjw4MqVKzt16tTwt3QajSYuLk4aFO+cECOpqakLFiwoLCwU/+YEa8NxXF5ennTe3r17s8qv
uLj40qVLNTU1JpPJ7Xbn5eWpVKqhQ4fe/KYBAADcqClTpmzatCkjI+PixYviN1dUVJT0Gatr
164VBIE9vq5RmZmZs2bNYo9Bkcvl/fv3f//997t377569Wq9Xp+cnHy7twJ+o25BYTdixAiL
xbJhw4Z3331Xq9W2b99++vTpU6dODQwMlDYrLS1NSEhQKBReQfrv03hJSUnt27c/ffq09Ad2
RPT3v//973//u3TevXv3ssJu9OjRFy9eZMF169atW7cuOTkZhR0AANwRO3fuJKKcnJycnBwx
mJWVtWzZMvaaPb6ub9++jf72johyc3MrKytnz54tRlatWjVp0qS2bdt26NAhLy8PTyqGq7kF
hd3AgQPFvwPWhL179zYMpqWlNTyffOrUqWu2kZL+DT4AAIA7q6ysrOkGHMedPHmyiQbp6enp
6enSSPv27bds2XILOge+7rbcPAEAAAAALQ+FHQAAAICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAA
AD4ChR0AAACAj0BhBwAAAOAjUNgBAAAA+AgUdgAAAAA+AoUdAAAAgI9AYQcAAADgI1DYAQAA
APgIFHYAAAAAPgKFHQAAAICPQGEHAAAA4CNQ2AEAAAD4CBR2AAAAAD5Ccac70KKMRqNer1co
PR7y8AqeiIwqo0wmIyKZTMZxHHstl8vFF3qlnrUUgzKZTNpAGtTr9UQUEBDAK3mOOGlLo8qo
VWjlnFwmkxlUeo7XiWvnOI41E5cpl8tZZ7xWJEa8goIgSFvySp5X8CSQUWXwaum1dSwodqCJ
ZbLX0qBeaZDJZLyCF0gwqoxsLxmUep1SJ+5b6a5rdI817FLDLFwtNYIgNGzp5+f3f1lQ8ESk
U+obrl2v1MnlcrGfLB1NZPb/Pg96vVwu1yk1BpVeo9dLk2gwGPRKlbjJDZMoMxp5Ba9RaFwe
l0H5f6nRKXVahbbRdLMONJrEX3a4ynBzSWxk53h9bm9HEtky9Uq9hzziippIt16pV3CKhmO2
0Xw1HLNyudzj8UhbNjq+Go5EXsGr5Cqn0nGdI1Gn4A0qg5gaXsE3ncTrCQqCYPh1k9mnhVfw
bsFtlARlMhmv4D2C55qpaewjpOcV/zdm2fDxSqKYL7lM7jW69Uo9EXmlRq/UuTwuMQv/N/u1
xlcTQZ1SZ3fbpZ+WhknkFbxCprApbV7706ulQWlsIonSASKOL0EQpJnVKXUcL6cGg44A7gKc
IAh3ug8tp/hMoVbB1znMREKvwN5E5HA4VCoVEe2u2ekhz/2neSIyx8WyoMfjYYOciArPbwnX
hxNRDB8rBsXZPR6Px+P50XaEiM6Zz4XpwzmiGD7W4/EoFIqGLcWg/ocyksl2dnRbnJZ+wfcT
kdPpVCqVRCQIgtvtZi2dTqdCoeA4ThAEl8vFGlxP8Jj9KBFFq7s0bOlyudjhW7pSaVDss8vl
Eg9/jQYLz295MPShq7XccWmbSqbilTzbOWw3dtF2Fb85xJZut5uIvPbtDQW3bNnSvl87Ijr4
Zdnjjz/Odviuy9/3bnWfVxZ2Xv6+z38HSy7vPr+9asiQIU3k65j9KMdx53dXqRIUiuMqIrJ2
NIfwrf9/e3ceF1Xd93/8O8MAM8Oq4EaKJLgFqCDmRoVaXXnpVYKmuVGmaCLmktqV5e6Vd26J
Sxpm5Vpd4lLZZb9SWwyXBHMnF0ARc0dkmWGbmd8fp/vc5xoQCRX0+Ho+/IPzOd9z5pzzOWd4
e2ZBq9EUlhYpm/h7YaqDRtvSJbCSTTyc+9tjhqCyTXT89v+Vdn+ugsWPm446OThZbNYW+pa3
beLvphNWm62Zc3Op+Mu13QadoWOGTths+UGBFXR2z/VfOtTqVLZfVWvimeJT0jlQyc7+emO/
xWrxcHaXTiFpk6TL86Q5VQgR4NSs3H791eLBnJRWrq3lflWyiT9e2fVUnS7lNtH50GFRUvKd
X15E3a63PQdudSXuuryjvkt9IUR2YXaXU46HW7lJTZQOY3bhjU61O0td2Hnp+271nyl7JUoj
m+lblC3eLLqp0+ra1WqvPA77ru9p59nerl+5xXlaoXF1crW7kMvpV/a+th7t5GdOuV/7b+yT
m3jbp9MqNPFU0UmtRqN84r3V06nLocNCp/u1iTW3OPfJOhFVfo796eoPdY115edYDw8PAdS0
h+uO3cdHVtZzqX/u5lmrsDYJDhBC5OTkeHp6CiESji0vtZa03VZfCHEudqRULCoqslqtBoNB
CPHu3hkRvl2FEEPrv1ZaWmo0GpWLFxcXl5aWJl77QgjxU+YPTzaK0Gg0wxqMLC4udnFxEULc
vHnT3d1do9GUlJQoi76ffKpx1K3pXZiVn9WibUshRG5urqurq1arLS0tLSwslP4DXXHRYrGY
TCY3NzchRF5entFodHBwkIqJN74QQgyqNUQqWq3W/Px8d3d3IUR+fr5er9fpdOUWbTZbbm6u
9DxVUFDg5OTk6OhYblEIMWfvzNbhIUIIk8mk0+mk51z54Cw7FO/u5NHAtYEQ4sfMXdJhfKVO
jFardXZ2Vo40m81li4WFhUIIvV5/22JRUdGUKVOe/7C7EGLBiMXdunWTih/8vjigdTO7fn1w
YlHTNv9V/Dg1Yfdb+9u3b68s2vVrY87nWo32l//Z7zneaPjMQwhxMepsB59OOq0u23xd2cQv
rq93cnCK8YmtZBPXnVk9st7rZZvoMnVaYVhbZdGuX2svfuLh7FlsKR7iNfy2TUy8+IXFahlc
61WpuOTgwrrGeq02G4XNdm5UrLTLyia+u3eG1Nllh+IbP/aoXWfL7VdlmpiY+4UQYkjd4eU2
Ub7o5OJHx5cXlhYG1GoqnULSJikvuv7u0corsdzLUyre6kqUimtOrhrbcJJc/CK7Uk2cv39O
y8cDy22i15o11vyC+S9kBLYPrqCJFV+J7+2b3bnhE0KIo1ePhK11TxzvJzUx8eYXQojj1441
Cfb/80rcN7NV5zZlr0TpgL/sPaxs8VT2SVcnV7/HmiiP2PLDSxq28JWbKI1Mz0nTaXW+7o2V
F3K5TUw4tnyqv4/8zCn1q6ioaPnvi+Um3vbptApN/PeNDTqtrtwnXruLrtGqVRqDYd2LpWdy
zrRsF1jJp1O7otVqnffru+19OgohBtd+Va/XE+xwP+DWMQAAgEoQ7AAAAFSCYAcAAKASD9d7
7AAAeEiErQ6u6U24va2Tc5STjf7Ikn54qD7ZeXdxxw4AAEAlCHYAAAAqQbADAABQCYIdAACA
ShDsAAAAVIJgBwAAoBIEOwAAAJUg2AEAAKgEwQ4AAEAlCHYAAAAqQbADAABQCYIdAACAShDs
AAAAVKIGgl1mZqamjFGjRskDvvrqK41G4+/vL1e6du1adhFZRkaGcv1r1qzRaDReXl7Vt0sA
APyvH374YciQIU2bNjUajf7+/qNGjbpy5Yo8NykpqWfPng0bNtTr9Q0aNHj++ecPHDggz01L
S+vataubm1toaOj+/fuVq42KihozZkz17QYeTLrqf8iUlBQhxOzZs5s3by4XW7VqJf1QUlIy
YcIEIURGRobJZDIajUKIiRMnxsbGSgPGjRvn5uY2c+ZMaVKj0Tz66KPyevbu3TthwgSj0di2
bdtq2RsAAP7LjBkzcnNzo6OjfX19T5w4sXTp0u3btx8+fNjNzU0IcfbsWYPBMGbMmLp16166
dCkhISE8PHzv3r2hoaFCiJdffjkgIGDLli2LFy+Oioo6c+aMwWAQQmzfvn3v3r2ffPJJDe8b
7ns1EOySk5OlW3Senp5l5y5ZsuT06dPdu3ffvn17amqqlM+6d+8uzS0uLh44cGDPnj379OlT
dtnMzMzevXsvXLgwOjqaYAcAqBEJCQnNmjWTJ1u3bj1w4MCNGze++uqrQoiBAwcOHDhQnvvS
Sy/5+fmtXbs2NDTUZDLt2bNn6dKlHh4eEyZMmDZt2rFjx9q1a1dYWDh69OgFCxZ4eHjUwP7g
gVIDL8WmpKQEBASUm+quXbs2a9asvn37Dh8+XAhx7NgxuwFHjhwpLi4uN7QVFBQ8//zzcXFx
jzzyiM1mCwsLuxcbDwBAxZSpTggREREhhLhw4UK5g+vXr6/T6RwdHeWKVvvnr2abzabRaIQQ
c+bM8fX1HTBgwD3aYKhJzQS74ODgHAWr1SrNmjJlSmFh4XvvvRcYGCiEOH78eNllhRBlQ5vN
Zhs8eHDz5s0nT54sjeGOHQDgfpCUlCSECA4OVhbNZnNeXt7JkydjYmKMRqN0M89oNHbq1GnZ
smUmkyk+Pt7HxycwMPDMmTPvv//+smXLambr8aCp7pdiz507d+3atc2bN2/evFkuXr161dvb
+9ixYytXrpw0aZKfn5/VajUYDOUGO2dnZyn2Kb3zzjvp6el79uwRQiQnJ3t5efn5+d3jXQEA
4Days7MnTpwYEhLyj3/8Q1l/5plnpMBXv379b7/9tkWLFlJ99erVI0aM8PHxadq06ebNmw0G
Q1xc3KhRo1q2bFkDW48HUHUHO+l22uLFi+X/uzg4OHh7ewshxo0bV6dOncmTJwshtFptixYt
yr4Um5yc3KpVK+UtayHEZ599tnLlygMHDkiftEhJSeF2HQCgxpnN5qioqIKCgh07djg4OChn
LV++/MaNG5mZmcuWLfv73//+3XfftWvXTgjh7++/Y8cOeVhiYmJqaurmzZuzsrJee+21pKQk
Pz+/JUuWhIeHV/fO4AFRA8FOo9EMHjzY7j12X3311Y4dOxYuXFhaWpqTkyOECAgI+O233/Ly
8qSPEQkhiouLjx07NmzYMOWChw8fjomJWb9+vYeHR05OTn5+flpaWs+ePXNycjw8PKR3JwAA
UM2KiooiIyMPHTr0ww8/BAQE2M2V72707t27WbNmkydP/v777+3G5Ofnjxs3bsmSJUajsXfv
3u7u7llZWatWrYqMjExPT5d/OQJK1f0eu+TkZH9/f7tUJ3/Fyfjx42v9r40bNwohTpw4IQ87
cuRISUmJ3d24f//73wUFBb169ZKWatSokc1mW7RokY+Pj8ViqZZ9AgDgv5SUlPTp0ycpKWn7
9u0hISEVjDQYDI899tjp06fLzpo+fXrr1q179eplsVh27doVGxvr4uISFxeXm5srvfwFlFXd
d+wOHjzYrVs3u+LixYtPnz69cuVK5f9pkpOTJ06ceOzYsfbt28sVUeZTEYMGDXrmmWfkyXXr
1q1atWrTpk0NGzbU6Wrgy1wAAA+50tLSfv367dy5c/v27R07drSba7FYlC/LXr58OTk5uWz4
O378eEJCwuHDh6VJm82m/EGeBOxUa/SRPjlh95nWa9euzZ49u3fv3navsfr7+0+cOFH5+YmU
lBS9Xh8UFKQc1rJlS+VbSlesWOHt7R0VFXVv9gAAgNt47bXXtmzZMnz48KtXryYmJkrFgICA
Nm3aCCG6d+/u6+vbqlUrDw+PjIyMjz/+OD8/f8qUKXYriY2NnThxovQN/A4ODhERER988EGb
Nm0++eQTV1dX6duMgbKqNdiV+0Uk0lecLFiwwG5wo0aNpI/KKhdv1apVxffhUlJSON0BADVo
3759QoiEhISEhAS5OGrUqKVLlwohIiMj169fv3Xr1vz8/IYNGz7xxBNvvfWW3T2LNWvWXLx4
cdKkSXJl5cqVMTExDRs29PPzS0xM5JuKcSvVGuyioqLK3j1evnz58uXLyx1/9epV5eTBgwdv
+xDlvk0BAIBqU/YrHZRGjhw5cuTIitcQHR0dHR2trDRu3Pi77767CxsHtauBLygGAADAvUCw
AwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAA
UAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKqGr6Q2oVj39
X3B1cs0pvGETNk9PTyGEXq/X6/VCiBeaRlqtFkN3dyFE/fr1paLFYrHZbDqdTgjxctCrTTz9
hRBebl5Wq9XR0VG5uMVisVqtXYzdhBCN3f3+HOnuZbFY7EZarVa5aDAYDD17aLTa7k1Kcotv
SptkMBicnZ2lkaWlpU5OTlLRyclJo9HYbLaSkpKyRTc3N6loNBodHR2loquraxe3bkKIesZ6
ctHFxUVav9Fo1Ol0Wq1WCFFu0Wg0SkUXFxcHBwepaDAYpB1RFqODhkgb7+LiotVqHRwclLvc
u1lfvU7v5uSmPDh1XOtoNBq7ka6urmWLpaWlQgipCxUXLRbL8OHDW/o2E0Lo3jRIm2SxWHo3
e9Gu3RaLpXezvnbFnv4vBI0MtSsq+6XX67u6P63RaB4d3MzQwtExyiCEyA3M9nVvrNVoTSUm
ZROfdn3WQetQ2712JZv4t0e713OrV7aJTjHD9J6edkVlv57T99Dr9BarpZ5Lvds2sYtjN6vN
Vs9QT9q7F5u/5OrkaujuJIRNPu2VTXw56FVpj3o36+vl5VWZflWmiV08uwkhvF29y22ifNHJ
xecDIkutpV4GL+kUkjsrX3T19f93zZa9PO2aWO6VKB2l7k161vGoI7fmafdnHTS3b+KAxwbX
qlXLronSSEP37rbi4oGPZXtW2MSKr8TBga809vATQrT0CjT20Xfx9ZSa2MWjmxDiMa8gLy+v
P6/EwPKvROmA13GpU7YYXKe1k9bJ7rSPbNbH29vbbmTruiFaofXUeyov5HKb+ELTyDpedeRn
TrlfUc1elJt426fTKjSxm/szWo3Wy91L2a9yn04N//iHxtHxb49a2hVel6/Zsk+nyqKrq6vc
GrmJAx+LbuTuK4Soa6wr7S9Q4x6uE/H4taO1DV4X8/+wCds18zUhxN9cethsNiFER324zWbL
7uAshMjLzZWKxcXFVqtVegZ52vicm7ObEGLx7wte8YmRinl5edLIkpISi8VyOueUEOLgpeTI
ei8KIQoKCkpKSgwGgzTSarVqNJrS0lK5mJ+f/5lfuoPW4eb1mwPqRq/N+EQI8ZxrTxcXF41G
Y7FYioqKjEajtCqDwaDVapXFGcfe9vdsqtfpI+u8WFhY6OLiIo3U6/UODg5Wq9VsNrd2CRVC
zDjy9lstpslFq9UqhDCZTM7Ozg4ODjabraCgwNXVVQhhNpsdHR11Ol0FRWmX5/7+r/EBb0rP
ZQcu7pd2ubCw0MHBQXqelQ9OuOEpudjE2FQ6jHOP/8tZ5xzbZIxyZFFRkUajkZ5SKy4WFxfb
bDbpeVZZvNw2S3dDCCEuhGeYzWapePjKoa6ez9r1q7PhKWmAXDx+7ejLfYZJXUi5dKBt/XZC
iF7efZRNPJV/UqvR5rS+cf3ydf+WAUKI54w9XZxdNBrNqksfDqgbLa1z6pF/zgieo9FoTCZT
xU0sKCjYcmOj1MS8vDy5KDfx+j96upjNyn5JTfz3HxuEEH93fz5M315q4juHJrWq20YI0cPj
hVs18fSNU1abpWlpc2mXD11JGR/wz+wOOuVpr2zi08bnpD0KNzy1+OSC1x4drTxihYWFWq22
Mv2yK7Z2C5V2U9nEjRc/E0I8XztKLr516I05bRYIGfpJPQAAIABJREFUITroOy87u0j6Dfo3
lx5z5swRQowaNUq+6D6/tF4aWVJSEp8+f0Lzt+zaXVpaWvGVKF107fQd8vPz5WKIS9itmrg6
86MXvQdIxS7GZ0wmk1arbev8uLKJBoOhsEN7q9UaYTaby2ui3ZVotVpNJlPZi+7Apf3F1mIh
xJkbp7MC6gx1fs1ms+Xl5bV2DRVCmK3mgoKCrdcSbTbbb1dSSm2lQoienr2UV+LpglNCiB1n
v3u9yRt2xczccwad4bLpknTaS4exs+HJ91Pn1nOpLx1waeSFvCwHrUOc/zjlhbww9T0hxOiA
8coDfvTq4UOXD45pOkE6haR+xcbGHr7ym9TElEsH5CdJi8VS7tOpXTEhY9nNopuPejaRNumL
P9ZrNVrl5Zmfn9/Gpa1Go1E+8cqdLS0tLS4ulluzrkmak4NzpP7FIk2R1JpbXZ5S8Vb9Sr70
a886vYQQM49O+WfzKeI+k/zy0ZrehEp4+b+mbDW0FWrycAW7jJvpplLTuZtnrcJqtVmFECaN
SfplU1RUJF20QgiT6b+KGo1GWUy/mW6uZbYrFhcXl5aWZuWdF0KkXj9RVFQkhCgpKSkuLpb+
Jy09TWs0GmXRZDKdz8vUaXXZ5utmN7O0uNnBLN0JKy0tlX7FSiO1Wq1d8eT13x21TkZHY5F7
kdlsljKW2WyW7pdYLBa5eCr7ZFFRkfybQx4p3RqRnrOkp3uTyaTX66W7JiaTSSqazWbpv8XK
4pkbpwoLC6Wf5V2WHlF++pMOTrnFMzmnjTqjtJRypFarlZ7H5WJhYaEQotxi2X6l5ZyxCZty
k4qKis7knLZ7IKlfdk3MuJlu9jTLTZR+qxW6FiqbmJV3XqvRXjNdu1Rw0VnnLIQwaU06nU6j
0Zy7mWF2M0sjf8/+XQo9t22iyWTKzD0nNdFkMknFcptoMpmEEHIT/zxbHP+vib9n/17b4CWE
MDnesolZeectVovJ4c/i6Run5SZW3C+z2ZyRk2F3GKV9tGtNlZso7VGhsVC+EpVNTMs582e/
NKa0tDRp8bIXXXFx8Zkb5be74itRamK5xXKbeC73rNnFbFe0WCx/qYmVvBJ/v57qZfAWQpy+
caqgJL+oqKjczlpttt+vp9Y11hNCmJ3/q4nSUTqTc7qwsNC+eOO0q5NrkaXI7kJOz0krsZZI
B1wamZ6TptPq7I5tWs4ZqUH/9SSZk15qLZGLcr/kJir7VfZKLLd49mbGNfM1RwdHIYRZ++eV
qLw8/1ITM3Mz9Tp9oVth2c7+pSaezP5d2pFT2SeV5zNQg3iPHQAAgEoQ7AAAAFSCYAcAAKAS
D9d77AAAeEiErQ6u6U2olJRXjklvwMVdwR07AAAAlSDYAQAAqATBDgAAQCUIdgAAACpBsAMA
AFAJgh0AAIBKEOwAAABUgmAHAACgEgQ7AAAAlSDYAQAAqATBDgAAQCUIdgAAACpBsAMAAFCJ
Ow12Z86cGTlypL+/v16v9/b2fuGFFw4dOqQckJmZqVHw9PTs1KnTd999pxxz4sSJV155RVpJ
/fr1n3zyyWXLltmtZMKECYGBgS4uLkajMSQkZN68eUVFRcr179y5U7lIq1atevTocYd7BwDA
X/XDDz8MGTKkadOmRqPR399/1KhRV65cUQ64cuXK4MGDa9eu7erq+txzz6Wmpsqz0tLSunbt
6ubmFhoaun//fuVSUVFRY8aMqaZ9wAPrjoLdmjVrgoODf/311zFjxmzYsOGNN95ISkrq3Lnz
wYMH5TEpKSlCiHnz5n399ddffvnlzJkzMzIyevbseenSJWnArl27wsLCTp8+/cYbb6xbt27S
pEnOzs5JSUnyGtavX9+yZctt27b179//448/XrZsWXBw8OTJk9esWSOvXwixZcsWeRGz2Zya
mtq2bds72TsAAKpgxowZhw8fjo6OXr58eZ8+fT799NMOHTrk5eVJc0tKSp599tmdO3fOnz//
448/vnjxYkRExOXLl6W5L7/8sq+vb1ZWVmRkZFRUlNlslurbt2/fu3fvzJkza2aX8ODQVXnJ
zZs3v/LKK7GxsYsXL9Zq/wyIPXv2DAkJefPNN7///nupkpycrNFoYmJiPDw8pEphYeGbb755
/vz5+vXrW63WoUOHhoeHf/vtt/JKxo8fX1xcLD9KdHT0qFGjFi5cqNP9ubVDhgyJi4tzdXWV
1u/k5NSxY8etW7cuWbJEo9EIIQ4dOlRaWkqwAwBUv4SEhGbNmsmTrVu3Hjhw4MaNG1999VUh
xIYNGw4fPrxr164uXboIITp16uTv7z9v3rz58+ebTKY9e/YsXbrUw8NjwoQJ06ZNO3bsWLt2
7QoLC0ePHr1gwQL5NylwK1W8Y3fz5s0RI0Y8/vjjixYtkgOZECI4ODgiIuKnn34qKSmRKikp
KQEBAcpz8dy5cy4uLkFBQUKIw4cPnz17NioqSrkSIYSTk5MQIicnZ/jw4d26dYuPj5dTneTx
xx9/7LHHpPUHBQW99NJLFy5cSE5Olh9UCBEWFla1vQMAoMqUqU4IERERIYS4cOGCNPnVV189
8sgjUqoTQjRs2LBr165bt26Vx8u/EG02m3S3Ys6cOb6+vgMGDLj3244HXhWD3ccff3zt2rV3
333XLm8JIRo1alRSUmIymaTJlJSUVq1a5efn5+fnnz9/Pj4+fuXKlbNnzzYYDEIIR0dHIcRH
H330yy+/WCwWu1WtWrXq+vXrs2bNks7scqWkpLRt2/aFF17QaDTyq7HJycn16tV75JFHqrZ3
AADcLdKbi4KDg6XJ48ePBwYGKgcEBwenp6ebzWaj0dipU6dly5aZTKb4+HgfH5/AwMAzZ868
//77dm89B26lisFu69atderUeeqpp8rOun79ul6vd3d3F0KcO3fu2rVrmzZtcnNzc3Nz8/X1
/ec//7lixYqxY8dKg4OCgoYPH56SkvLEE094eHh06dJlxYoVpaWl0twvv/zykUcead++/a02
Q1p/27ZtGzRo0KFDB/l/PFLaq9quAQBwt2RnZ0+cODEkJOQf//iHXKlVq5ZyTK1atWw2W05O
jhBi9erVaWlpPj4+mzZt2rx5s8FgiIuLGzVqVMuWLWtg6/EAqmKwS0lJ6dixo4ODg13dYrHs
27evbdu20j026SXRDz74YPfu3bt37960aVOHDh1Gjx595MgReZEPP/wwNTV14cKF3bt3T0lJ
GTlyZFxcnDTr4MGDFeczaf3SmMjIyNTU1JMnT5pMptTUVF6HBQDULLPZHBUVVVBQ8O9//1v+
jSm/wFouf3//HTt25OTkHDhwoH379omJiampqVOmTMnKyurZs2etWrVCQkJ++eWX6toDPHiq
EuwKCgoKCgrs/sMh+fnnn69evfrCCy9IkykpKRqNpn///uHh4eHh4VFRUZ9++qnJZNqwYYNy
qRYtWowbN27jxo1nzpxp2LCh9HHX/Pz8goKC2rVrV7AlKSkpjo6O0v3tyMhIIcTWrVsPHTpk
sVi4YwcAqEFFRUWRkZGHDh367rvvAgIC5Hrt2rVv3LihHHnjxg3p68Ds1pCfnz9u3Lj4+Hij
0RgTE+Pi4pKVlTVkyJDIyEj5M7aAnaoEO71e7+TkdP78ebu6xWJ55513ateuPWzYMKmSnJzs
7++vPFmlT25Lb7Arq27dui1atDAajdIYZ2fnso+ilJycHBQU5OzsLIQICAgICgrasmWL8jYe
AADVr6SkpE+fPklJSdu3bw8JCVHOCgwMPH78uLJy7NixJk2alP3NOH369NatW/fq1ctiseza
tSs2NtbFxSUuLi43N1f+qi/ATlWCnYODg/TRV+UrqjabbeLEiXv37v3ggw/km3llX0tduXKl
ECIqKkoIkZGRUVhYqJx7+vTp3bt39+3bV3qUrl27/vjjj3anb1FR0WeffVbu+iMjI3/99dev
vvqqfv36fHICAFAjSktL+/Xrt3Pnzm3btnXs2NFu7vPPP5+VlfXTTz9JkxcuXNi1a5f8Spfs
+PHjCQkJS5YskSZtNpvyB3kSsFPF77GbM2fOE0880bVr1/Hjx7do0eLixYtr1qw5dOjQhx9+
2K9fP2mM9MkGnU63bds2IUROTs533323du3aCRMmSC+ezp07d+vWrUOGDGndurUQ4siRIx9+
+GGTJk2mTZsmrWHu3Ll79uyJiIgYMWJE27ZtLRbLb7/9tmHDhueff75///7yJyfkrYqMjJw1
a9aOHTv4mxMAgJry2muvbdmyZfjw4VevXk1MTJSKAQEBbdq0EUIMHDhw4cKFAwYMmD17tqur
67/+9S93d/cJEybYrSQ2NnbixImPPvqo+N/7KR988EGbNm0++eQTV1fX0NDQat4pPCiqGOxC
Q0OTkpKmT5++YMGC/Px8Hx+fZ555Zs2aNc2bN5fHSHfa1q9fv379eiFE3bp1W7Zs+cUXX0g3
5IQQffr0KSgo2Lhx46JFiwwGQ+PGjceNGzdy5Ej5fXVBQUG//vrrrFmzNmzYEB8f7+7uHhoa
OmfOnIEDB4r//uSEJCQkpHHjxufOneN1WABATdm3b58QIiEhISEhQS6OGjVq6dKlQghHR8fv
v/9+/Pjx0rfxh4eHb9iwoUGDBso1rFmz5uLFi5MmTZIrK1eujImJadiwoZ+fX2JiIt9UjFup
+l+eaNOmjfILFcuKioqq+F5xt27dunXrVvGjNGvWbO3atZVf/9mzZyteIQAA99SxY8cqHlCv
Xj3plsetREdHR0dHKyuNGze2+zPrQLnu6G/FAgAA4P5BsAMAAFAJgh0AAIBKEOwAAABUgmAH
AACgEgQ7AAAAlSDYAQAAqATBDgAAQCUIdgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACg
EgQ7AAAAlSDYAQAAqATBDgAAQCUIdgAAACqhsdlsNb0N1WfHjh1GozEoKEgIkVGYLoS4arpS
x1hXCGEqMdmEtZVHGyFESUmJo6OjEMJqtdpsNgcHB2XxeO7RUmtpa8+QsiOPHz8uhLhw4UKz
p5oKIZoY/K1Wq93iNptNWTxXfFaj0ShH/np9Xy19ba1G28Tgb7FYdDqdEKK0tFT6wWaz3baY
VnimuWsLZTEl+0BorTCNRqNcqrS01MHBoYKivM0Wi0Wr1VZczCw5J4TIK85t5d5Gq9XajdRo
NOUW5S508O50q5FWq1UIUcliUlKSh4eHEMLkky919lF9k6O5h8vt19miDCGEr2PjCoon8o43
N7aQ+3XixAmNRmM2m52a6RzOOwohWrZsKY1MzTvRzNhcbuLjXh2EEL/nnwjQN6tCE6UuSMVz
xWeFEI2d/JT9KrcoLX7wRnKIZ9sqNPGu9KvKTZROoUf1TcpedFar9WjuEVcnV+U1K40st4ll
Fy9btLsSpaLj4cOFQUFlR5bt18n8VH9907JNTLlxIKz247dqYk7hjapdidLB8XN+VKvVppvT
bMLW2NGvgiYeyjmovBLlxX8vOBHoHmxXLNuvIzcPaTXaIPdWypEFJflBbq2kc0A+4EdvHhZC
BHu0Vi5+9OYRm7C6OLpKI+XOKpsonULHc4+2cHmsMv2qfBOVV2LFTbS7viq+Est21q5fZwpP
h9VvJ4Ca9nAFu7CwsEaNGs2ePVsI8cmVBCHEj5m7Iny7CiEyczNLrSXzWsULIXJycjw9PYUQ
RUVFVqvVYDAoi1NO/DO/OPf9Nh8oi8XFxaWlpVOnThVCfPnll+N2xGk0mmENRhYXF7u4uAgh
bt686e7urtFoSkpKlMU1N1bptDrlyMF7+4XVb+fk4BTjE1tYWOjq6iqEyM3NdXV11Wq1paWl
ZYsWi8VkMrm5uQkh8vLyVlxeMjFgsrIY82v0irafODg4WK3W/Px8d3d3IUR+fr5er9fpdOUW
bTZbbm6uFJIKCgqcnJwcHR3LLUrH4bPcNUKI1Osn5gcudnJyUh4ck8mk0+nsimazWavVfnz5
Q6kLX4RvlYvOzs7KkYWFhUIIvV5/22JRUVGvXr0CAwOFEOd7nZE6+2q9EW/9/sbC1kvL9mv1
tY+EEP3doysozvj9nQmN3pL7NX36dAcHh4sXL3qONxo+8xBCTJkyRersv05OG9twktzE1e0/
02q1c07NHO0zvgpNNBqNDg4OUnHdjU+EEINqDZGKUr/W53wqhBhc+9WyTRyZ/OqSNglVaGIF
/ZKKqy6tuG2/qtxE6RR6td6IshddUVHR5N8nBNRqqrxmh9Z/7VZNNBqNZdstFW91JUpFt3Fv
XJo9065Ybr/eOz1rVINxZZs4IuWVjx5fe6smHryUXLUrccPN1UKIaK+hTk5OH11cbrFaBtd6
tYImvv7ba8orUTq2L3sP+5+zs2Y+NkdZfKVOTNl+TTj8upOD07tB85Uj03PSZjV7T3rmlA/4
m0fHCSHeC35fufhbxyaUWkuaePpLI+XOKpsonUJTTvzzLb+pFfSrCk1UXokVN1Eqrs3+WAgx
0POViq/EmOSXP26/Tlm069fSiwtXPrdaADWNl2IBAABUgmAHAACgEgQ7AAAAldDV9AYAAIC7
L2x1cE1vwv/ZOjmn0R9ZdsWH6l3+1YY7dgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACg
EgQ7AAAAlSDYAQAAqATBDgAAQCUIdgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACgEtUX
7DIzMzX/S6vVent7v/jiixcuXBBCJCQkaDSar7/+Wjk+JyenRYsWTzzxRFFRUQXLSk6ePDl5
8uSwsDBPT886deo899xzhw8frrZdAwBA9scff7z++usdO3Y0GAwajebs2bN2A3bv3v3UU08Z
jcZatWq99NJLyl9naWlpXbt2dXNzCw0N3b9/v3KpqKioMWPGVMP244FWfcEuJSVFCDFv3ryv
v/76888//9vf/paYmDhs2DAhRHR0dN26defPny8PLikp6d27t8Vi2bp1q7OzcwXLSmbMmPHN
N9907949Pj5+5MiRv/zyy5NPPnnt2rVq2zsAACTp6elffPGFl5dXx44dy87dv39/t27dCgsL
V61aNW/evD179kREROTn50tzX375ZV9f36ysrMjIyKioKLPZLNW3b9++d+/emTNnVt9u4MGk
q7ZHSk5O1mg0MTExHh4eQog+ffrs2rXryJEjQgi9Xh8XFzd16tQDBw60a9dOCDFy5MjDhw/v
3bvXy8ur4mUl06dPb9asmTzp5uY2adKk5OTk5557rtp2EAAAIUSnTp0uX74shFi0aNEPP/xg
N3f69Onu7u47duxwc3MTQrRr1y4kJGTZsmVvvvmmyWTas2fP0qVLPTw8JkyYMG3atGPHjrVr
166wsHD06NELFiyQfgkCFajWO3YBAQHySanVaoUQvr6+0mRsbKzRaJRu2r333ntr167dsmVL
06ZNK7OsEEKZ6oQQ7u7uQggfH597ukcAAJQl/ZK6lX379kVEREipTgjRunXrRo0abdq0qezi
NptNo9EIIebMmePr6ztgwIB7tslQj2oNdmFhYfLkvn37Ll261L9/f2nSy8tryJAhmzZtWrhw
4eTJk1etWvXEE09Uclk7JSUlH374YWhoaKtWre7NrgAAUEXFxcXOzs7Kil6vP3bsmBDCaDR2
6tRp2bJlJpMpPj7ex8cnMDDwzJkz77///rJly2poe/GAqaZgd+7cuWvXrgUGBubn51+/fv0/
//lP//79X3jhhdjYWHnM+PHjhRBvvPHG1KlTBw0a9JeWlVmt1qFDh6alpa1Zs6Ya9gsAgL+k
RYsWBw4csFqt0uTly5czMjLMZrP0drrVq1enpaX5+Phs2rRp8+bNBoMhLi5u1KhRLVu2rNGt
xgOjmoKd9OmHd955x83Nzdvbu0ePHo8//vjWrVt1uv97k1+TJk2aN28eEhIybdq0v7qspKio
qH///tu2bdu+fXtgYOC93y0AAP6aUaNGnT59+vXXX7948WJaWtrgwYOlkCe9Auvv779jx46c
nJwDBw60b98+MTExNTV1ypQpWVlZPXv2rFWrVkhIyC+//FLTO4H7V/UFO41Gs2PHjt27d3/x
xRctWrT497///dNPPynHFBUVnT59uuxniCqzrBDi6tWrXbt2PXDgQFJSUqdOne7t/gAAUCWv
vvrqzJkzP/74Yx8fn4CAAEdHxx49etSqVcvu9VkhRH5+/rhx4+Lj441GY0xMjIuLS1ZW1pAh
QyIjI/Py8mpk43H/q6Zgl5ycHBAQ0K1bt/Dw8L59+0qvk65cuVI55siRIyUlJW3btq3Csqmp
qe3bt7dYLPv27eN+NQDgfjZlypTr168fOXIkKytr27ZtJ0+eDA8PLzts+vTprVu37tWrl8Vi
2bVrV2xsrIuLS1xcXG5urvRaFlBWNQW7gwcPKhNbu3btAgMDt2/fbrFY5KJ0mpYNdrdddufO
nR07dgwNDf3hhx/q1q17D3cDAIC7wWAwBAcHP/LII59++unJkydHjhxpN+D48eMJCQlLliyR
Jm02m/IHeRKwUx3fYyd9+sEusUVGRs6ePfvXX3+VX3tNSUnR6/V274277bKJiYkDBgx47LHH
+vXr980330gDPD09n3766Xu5TwAAlM9ms0lfXyL9DaTt27fXqVOnQYMGnTt3FkIcOnRoyZIl
YWFhWq02KSlp3bp1w4cP7969u91KYmNjJ06c+OijjwohHBwcIiIiPvjggzZt2nzyySeurq6h
oaHVvlt4MFRHsCv3VlxUVNTs2bP/85//KINdq1at7D4ScdtlExISSkpKDh8+3LdvX+UAgh0A
oEZYLJYXX3xRnpS+w6FHjx7btm0TQnh4eGRkZGzevNlsNjdv3nzZsmWvvfaa3RrWrFlz8eLF
SZMmyZWVK1fGxMQ0bNjQz88vMTGRbyrGrVRHsIuKiip70zgkJMSuePDgwSos+9133929LQUA
4E7pdLoKXip99NFHd+3aVfEaoqOjo6OjlZXGjRvz+w6VUX1fUAwAAIB7imAHAACgEgQ7AAAA
lSDYAQAAqATBDgAAQCUIdgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACgEgQ7AAAAlSDY
AQAAqATBDgAAQCUIdgAAACpBsAMAAFAJgh0AAIBKEOwAAABUgmAHAACgEhqbzVbT2wAAAIC7
gDt2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2
AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAA
KkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASNRPsFi1apNFoHB0dr1y5oqyvWrVKo9FoNJqz
Z89KlenTp3t7e9fAJt5Vld/fiu3YsWP+/PmVf9yy49VxPJWkY9u4cePi4mK5uG/fPo1Gs23b
thrcsGrD2QUAkNXkHTuDwfD5558rK2vXrnVzc1NW6tat27Jly+rdrnulMvtbsTv/1aum46mU
mZm5cuXKmt6KmsTZBQAQdxLswlYHl/33l9YQGRm5bt06eTIzM/Pnn3+OiopSjomNjd29e3eV
N/K+Upn9vdfu2+OZ9Uijsv8qv/jTTz/97rvvFhYW3rstvM9xdgEARM3esRs0aNCBAwdOnTol
Ta5bt87f379Dhw7KMcoXd9LT0/v06VOvXj29Xu/r69u3b1+r1VpBXQhx8ODBHj16eHh4GI3G
Ll26pKSkyGseO3asn5/f999/37ZtW4PB0Lx589WrV8tzq7bOO9/fl156KTw8XFkJCgoaNmyY
ECIuLu699967fPmy9PpaUFCQEOLQoUP9+vXz9fWVduGtt96Sw0254+1eLNu+fXuHDh0MBkPt
2rX79u2rfM2u4uNzv5k+ffrly5eXL19+qwFV3lPOLs4uAHiA1GSwCwkJCQwMlG8zrFu3buDA
gRWMj4qKSk9PX7Fixc6dO+fPn28wGGw2WwX15OTk8PDw7Ozsjz76aOPGjU5OThEREWlpafIK
r1y58tZbby1dujQzMzM6OvqVV145cOBAxY9123Xexf21M3v27NjY2Dp16pw/f/78+fM7d+4U
Qpw9e7Zp06bx8fHffvvthAkTNmzY8PLLL1cwXmn79u09e/b09vbeuHHjokWL9u7d+8QTT1y/
fr0yx+d+07x58wEDBvzP//yPyWQqO/dO9pSzi7MLAB4ktqpq+2lQ2X+VXPb9998XQly9enXO
nDlNmjSx2WzSc/rp06elmy4ZGRnSyGnTpnl5edlsNrPZLIRYv3693apuVbfZbF26dPH39zeZ
TNJkUVGRn5/fiBEjpMkxY8YIIY4dOyZNWq3Whg0bjh8//k7Weef7269fv86dOyuXDQwMHDp0
qPTzm2++Wa9evQoe6Pvvv9doNJcvX77VePl42my2tm3bBgYGWiwWafLIkSMajWbGjBm3PT73
wnmfhmX/VWZB+dieOXNGp9O99957Nptt7969Qoivv/5aGlPlPeXsUnpwzy4AeHjU8NedDBw4
MCMjY8+ePWvXru3QoUNAQMCtRur1+sDAwGnTpn344Yfy600V1M1m888//9yvXz+DwSBVnJyc
nn322aSkJHlM7dq1AwMDpZ81Gk2TJk3OnTt3h+u8W/tbSUVFRXPnzg0JCfHy8tLr9T169LDZ
bMptvpX8/PyDBw+++OKLWu2f50BwcHCrVq1++uknecytjs/9yd/fPzo6eu7cuXl5ecr6newp
ZxdnFwA8WGo42DVq1OjJJ5/89NNPP//880GDBlU8+JtvvuncufPbb7/dvHnzJk2aJCQkVFDP
zs62WCxz587VK6xatUr5YpDdZwYdHR3ltxBVeZ13cX8rY/z48bNmzYqJidm+fftvv/2WmJgo
hKjMZwhycnJsNlv9+vWVxfr162dnZ8uTFRyf+9OUKVNyc3Pj4+OVxTvcU84uzi4AeIDoanoD
xODBg4cPH+7g4NCvX7+KRzZu3PjTTz8VQhyVfjbyAAAM4klEQVQ9ejQ+Pn7EiBH+/v7dunUr
t96hQwetVjt27NihQ4cqV6LTVWqX78U6K7O/er2+tLRUWcnNza1gbRs2bHjjjTdiY2OlyczM
zEpuhqenp0ajuXTpkrJ48eLFB/p7yPz8/IYMGbJgwYKwsDC5eId7ytnF2QUAD5Ca/8sTffr0
+fvf//7GG29U/kk/ODh48eLFQojjx4/fqu7i4hIeHv7jjz8GBAS0UPirr0/d9XVWvL++vr5n
z56VPyOZnp6elZUlz3V2dlbe1bBarWaz2dPTU65s2rRJuTa78Uqurq6hoaFffPGF/FhHjx49
evRoRERE5fflPvTOO++YzeaFCxfKlbu1p5xdnF0AcP+r+h275JeP3pUt8PDw+Prrr287LC0t
bciQIS+99FLTpk1tNtuaNWucnJy6dOlyq7oQYsGCBU899VRERMSIESN8fHyuXr26f/9+b2/v
t99+u2qPdSfrrOT+9u3bd/bs2dOnTx89enRmZmZcXJzRaJTnBgYG3rx5c/ny5WFhYUajMTAw
8Omnn16xYkX37t19fHxWr169ZcsW5drKjlfOnTVrVs+ePXv06DFixIgbN25MnTrVx8dHvj1T
zRpeOH9X1tOoUaNhw4YtW7ZMWazynnJ2qePsAoCHSI18ZEP+HF/ZWbf6VGx2dvYrr7zSrFkz
o9Ho6en51FNP7dixo4K65OjRo3369PH29nZycmrUqNGLL764e/duadaYMWMaN26sfOhu3bpJ
bw+v8jrvfH9tNttnn33WokULZ2fn4ODgr776Svm5xZKSkqFDh9aqVUsIERgYaLPZLl68GBUV
5eHh4eHh8cILL3z77bdCiO+///5W45WfW7TZbN98883jjz/u7Ozs4eHRp08f5WZUcHzuK2WP
7YULF/R6vVB8KtZW1T3l7HrIzy4AeOBobDZbTeRJAAAA3GU1/x47AAAA3BUEOwAAAJUg2N0d
p06d0t9C5b+HDCgXZxcAoJJ4j93dUVxcnJ6eXu6spk2bOjg4VPP2QE04uwAAlUSwAwAAUAle
igUAAFAJgh0AAIBK1Fiw+/LLL5988sk6deq4uLgEBAT0799/7969lVlw+vTp8p9LUv5czRup
fOgdO3bMnz//3m0GKrBo0SKNRuPo6HjlyhVlfdWqVRqNRqPRnD17tjLrqbihlTnTpC2xe7jk
5GSNRrNu3brKPAoAAHeoZoLdihUrevXq5eLismDBgrVr1w4fPjwrK2vXrl1/dT1169Zt2bLl
vdhCcbuNVD40v6FrnMFg+Pzzz5WVtWvXurm5VW1tZRt6t840ThsAwD1V9b8VK6ZryitW6qMY
ixYtCgsL+89//qPR/LmSSZMmlZSU/NVNiI2NvXd/fbLijbynD/0Qkg+yUuU/2RMZGblu3brX
X39dmszMzPz555+jo6NXr159VzbvbrWb0wYAcE/VzB27nJycxo0b2/0ud3R0lH4YO3asn5/f
li1bgoOD9Xq9v7//qlWryl2P3QtkBw8efP7552vXri39SXLlX4I/ePBgjx49PDw8jEZjly5d
UlJS7nAj5YeOi4t77733Ll++LL3wFxQUVOVHRJUNGjTowIEDp06dkibXrVvn7+/foUMH5ZiX
XnopPDxcWQkKCho2bJjdqspt6N160f+2pw0AAHeiZoJdx44dv/rqq/j4+IsXL5Y74PLly1On
Tl27du3Vq1fHjx8/YsSILVu2VLzO/fv3d+7cOSsra/HixV9//XVsbGxmZqY0Kzk5OTw8PDs7
+6OPPtq4caOTk1NERERaWtodbqRk9uzZsbGxderUOX/+/Pnz53fu3FnlR0SVhYSEBAYGym9l
W7du3cCBA6u2qnIbWnm5ubk5Cvn5+ffiUQAAKNcdvBR7BxYvXnz58uWxY8eOHTu2YcOGzz77
bExMjPL+SmFh4bJly9q0aSOEGDVq1O7du6dMmRIZGVnBOidOnFi/fv09e/bo9XohRLdu3eRZ
kyZN8vHx2bVrl8FgEEI888wzzZs3nzdv3ooVK+5kIyWenp5ubm5arbZhw4Z3+Ii4E4MGDVq5
cuXMmTOTk5NTU1MHDRq0Y8eOKqyn3IZWXuvWravhUQAAKFfN3LFr1KjRnj17UlJS3n333TZt
2nz++eedO3f+8MMP5QHOzs5PPvmkPPnss88eP348Ly/vVis0mUxJSUmDBg2SUp2S2Wz++eef
+/XrJ2UsIYSTk9Ozzz6blJR0hxt5K1V+RNyJgQMHZmRk7NmzZ+3atR06dAgICKiRzfjss89+
UCDKAwCqU83csZOEhoaGhoYKIS5evNilS5cJEyYMHTpUp9MJIWrVqqUcWbt2bSHEH3/80bx5
83JXdePGDavV+sgjj5SdlZ2dbbFY5s6du2DBArlYWlpat27dO9zIW7nDR0TVNGrU6Mknn/z0
00+//PLLqVOn1tRmdOjQwc/PT550dXWtqS0BADyEajLYyRo0aNCvX7+ZM2dmZmY2adJECHH1
6tWSkhL5kwoXLlwQQvj4+NxqDbVq1dJqtVlZWWVneXp6arXasWPHDh06VFmvOJxVZiNv5W49
Iv6qwYMHDx8+3MHBoV+/fmXn6vX60tJSZSU3N7e6Ng0AgOpwJ193UvU/Mpuammr3rWCHDh1y
cHDw8vKSJi0Wy8aNGwcMGCBNfvbZZ4GBgRV8LZnRaOzcufPatWvffvtt+QVQiYuLS3h4+I8/
/jhnzpy/FK1uu5EyZ2fnwsLCO3/Eh9ld+ZvFffr02bp1a1BQULmfYPX19f3222+tVqtWqxVC
pKenl/s/AVGmofdI9TwKAOChUjOxo2vXrk2bNo2MjGzcuHFubu6XX3751VdfxcTEeHh4SAM8
PDwmTZp048YNf3//NWvWJCUlJSYmVrzOefPmRUREdOzYcdy4cQ0aNDh9+vS5c+fmzp0rhFiw
YMFTTz0VERExYsQIHx+fq1ev7t+/39vb++23376TjZQFBgbevHlz+fLlYWFh0jetVO0RcYc8
PDy+/vrrW83t27fv7Nmzp0+fPnr06MzMzLi4OKPRWO7Isg29F1tbPY8CAHio1EywW7hw4ebN
m5csWfLHH384ODg0b958/vz5Y8aMkQd4enquWbNm3Lhxx48f9/HxSUhI6N27d8XrbN++/e7d
u6dOnTp69GiLxdKkSRP5m2DDwsL2798/Y8aM8ePH5+bm1qtXr0OHDrdd4W03UhYVFTV06NC3
3377xo0bgYGBx44dq9oj4p4KCgrasGHDjBkz5s6d26xZs3/9619vvfVWuSPLNvRebE/1PAoA
4KGiuSsvgd1dY8eO3bp1ayX/xCcAAAAkNfN1JwAAALjrCHYAAAAqcT++FFttTp061apVq3Jn
XbhwoeynX/GQ44QBANznHupgV1xcnJ6eXu6spk2bOjg4VPP24D7HCQMAuM891MEOAABATXiP
HQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAA
gEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ
7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAA
AFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSC
YAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcA
AKASBDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKAS
BDsAAACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsA
AACVINgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACV
INgBAACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgB
AACoBMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACo
BMEOAABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEO
AABAJQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABA
JQh2AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACVINgBAACoBMEOAABAJQh2
AAAAKkGwAwAAUAmCHQAAgEoQ7AAAAFSCYAcAAKASBDsAAACV+P9VpONwmUAbfgAAAABJRU5E
rkJggg=="
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># classifies Single Nucleotide Variants into Transitions and Transversions</span>
<span class="n">titv</span> <span class="o">=</span> <span class="nf">titv</span><span class="p">(</span><span class="n">maf</span> <span class="o">=</span> <span class="n">maftools.input</span><span class="p">,</span> 
            <span class="n">plot</span> <span class="o">=</span> <span class="kc">FALSE</span><span class="p">,</span> 
            <span class="n">useSyn</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>
<span class="nf">plotTiTv</span><span class="p">(</span><span class="n">res</span> <span class="o">=</span> <span class="n">titv</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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=="
>
</div>

</div>

</div>
</div>

</div>
<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>You can extract sample summary from MAF object.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">getSampleSummary</span><span class="p">(</span><span class="n">maftools.input</span><span class="p">)</span> <span class="o">%&gt;%</span> <span class="n">head</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.table: 6 × 7</caption>
<thead>
	<tr><th scope=col>Tumor_Sample_Barcode</th><th scope=col>Missense_Mutation</th><th scope=col>Nonsense_Mutation</th><th scope=col>Nonstop_Mutation</th><th scope=col>Splice_Site</th><th scope=col>Translation_Start_Site</th><th scope=col>total</th></tr>
	<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><td>TCGA-AA-A010-01A-01D-A17O-10</td><td>6440</td><td>691</td><td>5</td><td>128</td><td>3</td><td>7267</td></tr>
	<tr><td>TCGA-CA-6717-01A-11D-1835-10</td><td>5989</td><td>773</td><td>8</td><td>124</td><td>5</td><td>6899</td></tr>
	<tr><td>TCGA-AZ-4315-01A-01D-1408-10</td><td>5222</td><td>536</td><td>2</td><td> 79</td><td>2</td><td>5841</td></tr>
	<tr><td>TCGA-AA-3984-01A-02D-1981-10</td><td>3867</td><td>475</td><td>5</td><td> 59</td><td>0</td><td>4406</td></tr>
	<tr><td>TCGA-AA-A00N-01A-02D-A17O-10</td><td>3690</td><td>431</td><td>4</td><td> 52</td><td>4</td><td>4181</td></tr>
	<tr><td>TCGA-CK-4951-01A-01D-1408-10</td><td>3254</td><td>205</td><td>6</td><td> 72</td><td>5</td><td>3542</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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">
<h2 id="Copy-number-alteration-data">Copy number alteration data<a class="anchor-link" href="#Copy-number-alteration-data">&#182;</a></h2><p>The Copy Number Variation Analysis Pipeline is described at <a href="https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/CNV_Pipeline/">https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/CNV_Pipeline/</a></p>
<p>Numeric focal-level Copy Number Variation (CNV) values were generated with "Masked Copy Number Segment" files from tumor aliquots using GISTIC2 on a project level. Only protein-coding genes were kept, and their numeric CNV values were further thresholded by a noise cutoff of 0.3:</p>
<ul>
<li>Genes with focal CNV values smaller than -0.3 are categorized as a "loss" (-1)</li>
<li>Genes with focal CNV values larger than 0.3 are categorized as a "gain" (+1)</li>
<li>Genes with focal CNV values between and including -0.3 and 0.3 are categorized as "neutral" (0).</li>
</ul>
<p>You can access "Gene Level Copy Number Scores" from GISTIC with the code below:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">query</span> <span class="o">&lt;-</span> <span class="nf">GDCquery</span><span class="p">(</span><span class="n">project</span> <span class="o">=</span> <span class="s">&quot;TCGA-GBM&quot;</span><span class="p">,</span>
             <span class="n">data.category</span> <span class="o">=</span> <span class="s">&quot;Copy Number Variation&quot;</span><span class="p">,</span>
             <span class="n">data.type</span> <span class="o">=</span> <span class="s">&quot;Gene Level Copy Number Scores&quot;</span><span class="p">,</span>              
             <span class="n">access</span> <span class="o">=</span> <span class="s">&quot;open&quot;</span><span class="p">)</span>
<span class="nf">GDCdownload</span><span class="p">(</span><span class="n">query</span><span class="p">)</span>
<span class="n">scores</span> <span class="o">&lt;-</span> <span class="nf">GDCprepare</span><span class="p">(</span><span class="n">query</span><span class="p">)</span>
<span class="n">scores[1</span><span class="o">:</span><span class="m">5</span><span class="p">,</span><span class="m">1</span><span class="o">:</span><span class="m">5</span><span class="n">]</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-GBM
--------------------
oo Filtering results
--------------------
ooo By access
ooo By data.type
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-GBM
Of the 1 files for download 1 already exist.
All samples have been already downloaded
Reading GISTIC file
Reading file: GDCdata/TCGA-GBM/harmonized/Copy_Number_Variation/Gene_Level_Copy_Number_Scores/45e4aef6-2dbf-405d-a033-722241c79565/GBM.focal_score_by_genes.txt
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A tibble: 5 × 5</caption>
<thead>
	<tr><th scope=col>Gene Symbol</th><th scope=col>Gene ID</th><th scope=col>Cytoband</th><th scope=col>TCGA-19-1790-01B-01D-1224-01</th><th scope=col>TCGA-41-2572-01A-01D-1224-01</th></tr>
	<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><td>ENSG00000008128.21</td><td>0</td><td>1p36.33</td><td>0</td><td>0</td></tr>
	<tr><td>ENSG00000008130.14</td><td>0</td><td>1p36.33</td><td>0</td><td>0</td></tr>
	<tr><td>ENSG00000067606.14</td><td>0</td><td>1p36.33</td><td>0</td><td>0</td></tr>
	<tr><td>ENSG00000078369.16</td><td>0</td><td>1p36.33</td><td>0</td><td>0</td></tr>
	<tr><td>ENSG00000078808.15</td><td>0</td><td>1p36.33</td><td>0</td><td>0</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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>You can visualize the data using the R/Bioconductor package complexHeatmap.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">scores.matrix</span> <span class="o">&lt;-</span> <span class="n">scores</span> <span class="o">%&gt;%</span> 
  <span class="n">dplyr</span><span class="o">::</span><span class="nf">select</span><span class="p">(</span><span class="o">-</span><span class="nf">c</span><span class="p">(</span><span class="m">1</span><span class="o">:</span><span class="m">3</span><span class="p">))</span> <span class="o">%&gt;%</span>  <span class="c1"># Removes metadata from the first 3 columns</span>
  <span class="n">as.matrix</span>

<span class="nf">rownames</span><span class="p">(</span><span class="n">scores.matrix</span><span class="p">)</span> <span class="o">&lt;-</span> <span class="nf">paste0</span><span class="p">(</span><span class="n">scores</span><span class="o">$</span><span class="n">`Gene Symbol`</span><span class="p">,</span><span class="s">&quot;_&quot;</span><span class="p">,</span><span class="n">scores</span><span class="o">$</span><span class="n">Cytoband</span><span class="p">)</span>

<span class="c1"># gain in more than 200 samples</span>
<span class="n">gain.more.than.twohundred.samples</span> <span class="o">&lt;-</span> <span class="nf">which</span><span class="p">(</span><span class="nf">rowSums</span><span class="p">(</span><span class="n">scores.matrix</span> <span class="o">==</span> <span class="m">1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="m">200</span><span class="p">)</span>

<span class="c1"># loss in more than 200 samples</span>
<span class="n">loss.more.than.twohundred.samples</span> <span class="o">&lt;-</span> <span class="nf">which</span><span class="p">(</span><span class="nf">rowSums</span><span class="p">(</span><span class="n">scores.matrix</span> <span class="o">==</span> <span class="m">-1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="m">200</span><span class="p">)</span>

<span class="n">lines.selected</span> <span class="o">&lt;-</span> <span class="nf">c</span><span class="p">(</span><span class="n">gain.more.than.twohundred.samples</span><span class="p">,</span><span class="n">loss.more.than.twohundred.samples</span><span class="p">)</span>

<span class="nf">Heatmap</span><span class="p">(</span><span class="n">scores.matrix[lines.selected</span><span class="p">,</span><span class="n">]</span><span class="p">,</span>
        <span class="n">show_column_names</span> <span class="o">=</span> <span class="kc">FALSE</span><span class="p">,</span> 
        <span class="n">show_row_names</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">,</span>
        <span class="n">row_names_gp</span> <span class="o">=</span> <span class="nf">gpar</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="m">8</span><span class="p">),</span>
        <span class="n">col</span> <span class="o">=</span> <span class="n">circlize</span><span class="o">::</span><span class="nf">colorRamp2</span><span class="p">(</span><span class="nf">c</span><span class="p">(</span><span class="m">-1</span><span class="p">,</span><span class="m">0</span><span class="p">,</span><span class="m">1</span><span class="p">),</span> <span class="n">colors</span> <span class="o">=</span> <span class="nf">c</span><span class="p">(</span><span class="s">&quot;red&quot;</span><span class="p">,</span><span class="s">&quot;white&quot;</span><span class="p">,</span><span class="s">&quot;blue&quot;</span><span class="p">)))</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94
AAAgAElEQVR4nOzdeVgT1/o48DNJSAIhgAKKRDY3lK1QVKxWKraUikW2upUqi4r2i61V60+5
Ra1Wq+Wi3LrcXqyCaBWqVVHEuqBYLSilCkVRUEAQFJB9h2zz++PUaczGIhAI7+fh8UneOXPm
nSXwOjkzQ5AkiQAAAAAAwMBHU3UCAAAAAACgZ0BhBwAAAACgJqCwAwAAAABQE1DYAQAAAACo
CSjsAAAAAADUBBR2AAAAAABqAgo7AAAAAAA1wVB1At3X0tKSkZGhra2t6kTUQV1dnY6ODo0G
hf7rIkmSTqc7ODioOhEAAACDETFwb1C8fPnyAwcOqDoLAKTR6XShUKjqLAAAAAxGA/iMnbW1
tbW19c2bN1WdiDrg8/lMJlPVWaiDS5cuLVu2TNVZAAAAGKQGcGGHEKLT6UOGDFF1FgD8A8YG
AAAAUCEYUwUAAAAAoCagsAMAAAAAUBNQ2AEAAAAAqAko7AAAAAAA1AQUdgAAAAAAagIKOwAA
AAAANQGFHQAAAACAmoDCDgAAAABATUBhBwAAAACgJqCwAwAAAABQE1DYAQAAAACoCSjsAAAA
AADUBBR2AAAAAABqgqHqBMCAdPDgwfDwcDMzM1Un0u88f/68ubnZ1dVV1Yn0OyKR6MmTJ9nZ
2VwuV9W5AACA2oLCDnRHUVFRQ0ODo6OjqhPpdywsLAiCgC0jq6amJiUlpb6+Hgo7AADoPVDY
ge4wMDAYMWLEzp07VZ3IQJKbmxsUFGRra6vqRFSjpqYGIbR+/XptbW1V56Ia2dnZJ06cMDEx
UXUiAAB1BoUdAH3k7t276enpI0eOVHUiqiEQCPT09Nra2gQCgapzUQGxWHz79u379+9DYQcA
6FVQ2AHQR/T19TU0NE6cOKHqRIAK8Pl8Foulq6ur6kQAAGoOrooFAAAAAFATUNgBAAAAAKgJ
KOwAAAAAANQEjLHrd65cueLl5WVkZKTqRJSpqqpqbm4ePXq0qhNRpr6+fsqUKefPn1d1IgAA
AEAfgcKu3xGJRG1tbevXr1d1IsqUlZUVFRW99dZbqk5EmSNHjjAYfx/hYrF46dKlY8eOpdFU
dpY6JydHIBB89913qkoAIVRbW2tgYPDll1+qMAcAAAC9Z6AWdmvXrv3Pf/5DkuSIESPKyspU
nU5P0tDQIAgiODhY1YkMeH/88Qefz8evy8rKYmJirK2t2Wy2qvJpbGxkMBgnT55UVQIIofLy
coIgoLADAAB1NVALO319fXNzc1tb25ycHFXnAgYADQ0NhNCJEyesrKxUnYsq7dixIzExsS+X
aGho2N7eTp06HeTc3NzwoTiYicXilpaWsrIyfX19VecCgBoakL9t33vvvbS0ND6f//z581Gj
Rqk6HQCAQnQ63d/f39nZWdWJqF5KSsr06dOhxn327Nnq1auFQqGqEwFAPQ3IXzFisdjOzm7I
kCEXL14Ui8WqTgeA/kUsFk+YMMHIyIjJZEpNevjwYU1Njaurq+xchYWF//vf/+ROQggJhcLC
wsJuFCU0Gs3c3LwbD8/V0tLq55cQddXcuXNVnUK/8PDhQ1WnAIA6G5CFna6u7htvvPHxxx9f
vHhR1bkAoBrr1q1js9lyn7sqEokePXqkqampp6cnNWnIkCEEQTx//nz27NlS15GkpaU9efJE
0eIWL14cFxfXvVS//PLLbozqo9PpcFIHAAC6akAWdl318OFDFoul6iw6C18LUlhYqOpEOksk
ErHZbHgCZh/74Ycfhg0bNnToULlTmUwmn89vamqSiuOnWuXk5Fy4cMHMzExyUnR09JAhQxQt
bsKECY6Ojt14HlpJSQmPx+vqxcgpKSmff/55V5cF+j9zc3N8MEybNo3JZD548EDVGQGgbtS/
sGtoaBiI4+X7+S3ipBgYGFRWVqo6CzlycnK++uorHR0dXOL8+OOPRkZGLS0tYrH4m2++UXV2
cjQ0NKxatWr8+PEdtiRJ0t7e3snJSe5U6lu/Fy9e2NnZ+fv7U5Py8vLGjx8v+y2tJD6fv2LF
inHjxhEEgSNXrlx59uyZ5CW9hYWFwcHBHX7H2r1RsA8fPqQWDdRJXV3d3Llznz59amho+Ntv
v6k6HQDU0MAr7Ly9vZOTk5lMZmlpaWfa40F4v/32m62tbS+n1mPq6+sH0MPCv//++wsXLqg6
C/lycnIqKyuHDRsmEokYDEZycjKLxaqpqamoqOifhd3vv/9++PBhBweHDk9xicXirKysp0+f
Km9WUlJiZGQkWdjJFRAQUF1dHRIS4urqqqend//+/ZiYGDs7O+oSzrKysqamJsnCDp8I78bg
OTCYMZnM999/f+7cuQcOHMjIyFB1OgCooYFX2D148MDAwEAgEDx+/Bgh1NraymQy5Y40wkiS
RAh9+OGHSsZ9Nzc379mzZ/ny5b2RcDco+UasH9LU1FThXX+V09LS+vLLL6kv9YRCYV1d3Zkz
ZzZt2lRbW0sQhOwoNNXCN4BITU3V1NR8za7eeOONgoKC9vb26upqLperp6eXm5vL5/MbGhoQ
QvX19Ww2m8ViaWlpIYRyc3N1dXUrKytra2v19PTwB+rXX381NjbOzMx0cnLS1tbW0NCQHCHQ
2tp64MCBn376SXKhAoFg+PDh+fn5UslwuVwajdb546S9vb21tbVLH4S2tjYnJ6czZ850fpau
YjKZHA6n9/ofDMRiMZ/Pb25ubmlpEYlE1dXVcNMTAHrWwCvs9PX17ezsoqKinj17hiMCgWD/
/v1K6raLFy+6urrS6XRFDVasWKH8m6n+4/bt2/3tPlglJSUNDQ137txRdSKvaGpqkh16P2PG
jNTUVPwaj057+PBhZ7737KrS0tKSkpJuHFS5ubkIoczMzG6MCm1ubrazs6NKVU1NzVmzZr35
5pstLS0VFRWXL182MTGpra3FUydMmIAQGjFixPPnzxFCw4YNs7GxOXTokNTnqKysLCsrSyAQ
rFixwtLSEleB2K1bt0aPHj1s2DD8Ni8vT0ND48aNGzk5OXfu3GlpabG1taWSaWtrYzKZLS0t
XVqjurq6LrX/7bffFA067BFcLjclJaX3+u8qgUBgaGg4gIZt7N+/v7q6euXKlSEhIfX19Qgh
AwOD6OjowMBAVacGgPoYeIUdenmzWUm+vr4FBQX19fVyi57/+7//U94hQRClpaXdK03q6ure
fffdbszYDY8fP+63T/GaOHGiqlOQNm7cOKnIhAkTOBzO1q1bnz59qq2t7e7u3sn7d7S1tf3+
+++dP4H04YcflpeXdy1dCdOmTevejLNmzbpw4cKjR4+qq6v5fL6Ojo6Tk9Obb765a9cuPp9v
bGwcFBS0cOHC8+fPjx49+vTp07m5uXfu3Kmrq1N02yAXF5e8vDyE0I4dO95///1Lly5RkyRv
3nHz5s158+ZRb/HB8O677yYnJ+MIQRDGxsbu7u6LFy/uzIp8//33R48e7foG6F2NjY397Tjv
t8Nb5RoxYoSGhoa9vf3z58+XLVs2derUjz/+mPq/AQCgRwzIwk5WSUmJk5NTY2Njt3vYtGnT
pk2bujdvXFzcggULur3ozsNla1ZWlqmpaR8srvOam5v721dULi4ubDab+psnFosfPXrU3Nys
oaGhq6vr7e3dYeFVVFRElTvffvvtoUOHejXhY8eOzZo1C73Gxvzoo4/s7e0RQjNmzMDXVmdm
ZkZHR3/44YfJycn4nJmJicmIESO+/vprai5cqYwdO1ZHRwchVFlZKXmBs62t7fTp0wMCAv7f
//t/ZmZmJSUlci9/xtem3Lp1y9LSEuf/8ccfS120RKfTeTyeiYlJY2NjhxdGTJgwgcfjdeYh
GUKhcMyYMR026xGqOs7r6+urq6ulvsiurKz86aef/vzzT7mXIAiFQgsLC7m9iUSiYcOGqWQU
L0EQdDqdyWQyGAwLCwtvb28ajQZXyQDQs9SksBs7diweS4cQotFoVVVVXZqdz+d3+6vYoUOH
9vFtVHV1dfvbILz+lg9CSOqb93Xr1u3evRu/TkpKWrRo0bfffqtk9rKyMkV/F7Hp06efPXtW
0dQuHVF8Pt/IyMjc3Bxvxm5vTOp0taWl5eLFi7/44gsWi+Xt7Y1PkNy9exc3wPVBenr62LFj
cZ62trba2tr4VibTpk1rbW2l+iQIora29u2330YIpaWlHTx4UCgUSlUYVVVV7u7uCKG3335b
KBTi/PEjj2WTHDt2LB7k1xlvvvlmZ5rt37+/w7PyPUJVx7mDg0NxcbGiqTNmzOhqh6NHj5Yd
BwkAUA8DvrB78eIFQogkyWHDhn300UejR4/esGFDH//+ffjwobu7+4gRI3p7QfiR9s7Ozn0w
zK6srCwlJUXR3TQGlsmTJ+fk5NBoNA0NjdjY2J07d06YMMHLywsh5OXldf/+fUUzXrlyBd+t
QygUVlZW4l28aNGi9PT0W7durV27Njo6ujMJ4HJn6NChcr/5xf8n8fHxUXQ2qKysLCkpycXF
Re7Ut99+Gz9PAiccHR1tZWXFZrONjIxMTU2fP39+69YtNpuNG//444/4dN2UKVNoNBqXy62t
rcWFGovFev/99//880+q559++unUqVP4NYfDYTKZtbW1xsbGRkZGWVlZUvmvXr36wIEDxcXF
EyZMGD58+LNnz65evXrixImGhgbJoXLGxsZr1qxZtGiR3HWZOnUqQgjXxCKRSMm4WEppaenm
zZt37drVYUtKWVlZYmJin42geH3jxo2bNWtWQkICSZLUfxhKS0u1tbW1tLTwVqqpqVm7di31
4JDa2lo7Ozu5ve3YsQMPrFSV9PR0fFsf+BIWgN4w4As7BoOhoaEhEAg0NTXt7Oz6+NGxSUlJ
CKGLFy+2trauWbNGqt46ceKEkZFRD37RQJLkgwcPrKysevvLC5FIFBcXd/Lkyb/++qtXF9RL
7t27JxQKqd1BEISTk9Pw4cPj4+PHjh2Lr0t4+vQpm83mcDglJSW7du2S+t4Q1yKpqamS14Hm
5OTk5ubSaDQrK6vW1lZF4/PCwsKGDx8uefUDvlfwtGnTDA0NqSBJks+fP583bx6NRrt8+fKM
GTPknuQjSXLFihUikUjRyjIYDEdHx/r6+rKysubm5vb29nv37rW1teFLDo2MjLhcLv5mtqys
TFtb28zMrKmpSUdH54033rhx4wbVD0EQjx49qq2tTUhIoLYGh8Npbm5GCLW0tEydOlVXV1cg
EBQVFcmmkZeX197efv369dbW1hUrVjx9+pTD4Vy6dKm0tHTnzp24TW5ubnl5+aVLl9atWyd5
HQZFJBLNmTOnS/+dSElJsba2vnbtGo/H6+Qsx44dO3PmTEFBQWcaP3nyZNasWap91i2dTs/J
yamvrzczM1uwYAH+D8bBgwcNDQ2pi0V+/vnn4uJiPCASIZSdnf3+++/LbuTi4uJbt241NDTc
vn17ypQpfbkWkkaNGlVUVBQfH6+qBABQYwO+sKPRaFpaWvgCq74XERFBEAQeIR4UFCR5i4qy
srLly5dbWVm9/n0rJNFoNHzhZG9jMBgXLly4fv16Hyyrx929e9fMzIza8lwud+rUqWvWrImP
j8dnp+rr6ysrKwmC4HK5J06c2L9//xtvvCHZg1AoZDAYp06dkiq27t+/b2Fh8d577xUXF+NB
abJ27tw5atQoyakkSTIYjKdPn0oOEuDz+ffu3fvPf/5jZ2cXHBysaF1wYafkHC2Xyx0/fvy/
//3vr776KikpCS+lrq7ujz/+wMMSuFwuPqmDy76hQ4eKRKKampp//etfN2/elFzQgwcPaDRa
eHj44cOHEUJsNltPT6+trU0sFpMkieuG7du3yx3qkJycLBKJYmNjEUJ+fn4jR478888///3v
f9Pp9O3bt+M2169fb2xsvHXrVkZGxjvvvCPbCYvFmjlzpp+fn6KVlRUcHBwXF7dp06ZOfm+L
EGIwGFeuXLl9+3ZnGj9+/Pjx48eqLewQQmlpaTQaraCgoKmpCR8tW7Zsef78OTUOhCCItLQ0
/BhWkUiUlZU1b9482bR//vlnfPPnvXv3qqqwYzAYNBpNLBafP3++MydlAQBdMuALO0m1tbX/
+te/hEKhn5/fsWPH+mCJ48ePz8nJwWd3fvzxx4yMDOq0AR6oNHny5OHDh+NIZWWlhYVFWFhY
HyQ2yNHpdHxDXYTQ77//fvfu3cLCQnyp6ZEjRx4+fFhRUYEQ0tDQaG5uPnLkCI1Gc3Bw+PHH
HzvseezYsSUlJT///LNIJMrMzAwKCsInt1paWubOnWtjY0MQBEmS1tbWlpaW+fn5CxcujI6O
trW1pb4jo9TX19+7d2/fvn1y79Bx79696Ojo4cOHb9iwASH01Vdf/f7775INhEKhj4+PpaXl
3bt3i4qK2tvbf/vtt/LycjyCTUtLq6mpacaMGY2NjSRJ4hELCCFtbe2qqioNDQ0+nx8WFiYS
iUJCQsrLy9va2nADb29vLpeLX8fExFRUVOArSHR0dBwcHDw8PMrKyoqKiry9vdevXy9ZGQwZ
MsTY2BjfhCg0NPTo0aO4H2tr69zcXJIki4qKuFzu6NGjHz16FBERgQs7b2/v0aNHU+c+q6ur
Y2Nj7927h98WFhb6+fl5enoq3ynDhw8nCMLPz++vv/7qzIDX9957r8M2lNLS0vz8fLwXelB+
fn5wcPD777/fyfZMJnPOnDmJiYmJiYnBwcGHDx9ubm4eNmzYt99+K9vJsmXLsrKytm/fLlvY
mZqa4v2CHw2sfCBp76mqqmKz2Ww2u76+PjIyEo/RBAD0CLUq7AoLC+/cucNisX7++ee+KewQ
QvX19QKBACF04sSJJ0+eUN9hicViTU3N/Px86gkZ+fn5bDYbCru+0d7eLhKJuFzunTt3Wltb
m5qaLl++jBD69ddf+Xw+tVNqamoKCgqYTObx48c7U9iJRCJ8b1UGg1FfX3/16lW8x/Pz8y9c
uNDY2MhisTQ1NUtLS5uamv744w8+n3/hwoXW1lbZMxNCoVBTUzMvL0/2G1iSJK9evfrHH394
eHgcO3aMwWCkpqa2tLRIfrNWUVGRmJhYVVWFU8I3kNPQ0MBf2ra3tyOEUlNTZQda1dXV4SM2
PT1dQ0Pj559/FggEDQ0NshlmZ2fjOhW/bWlpOX/+vLm5OULo8uXL1tbWsqd8CgsLGQyG5GUl
9+/fx50IhUKcKp1Ov3LlCkKovr4+ISHBycmJKiWZTOaLFy+oGw/dvXuXyWR2WNhhx44de/Hi
haWlZWcad55YLG5qaurx2zRmZGQYGhp2vrBDCN24cUMsFj9+/PjGjRvHjh0TCAQlJSVnzpyR
7eSXX37Bz1mR2097e7tYLG5oaLhx44aqCru6ujqSJPH/GdLS0lSSAwDqSq0KOw6HQ6PREhIS
OvmXoEdoa2vjcesWFhbjxo1TMpr+X//61927d/ssMYCvRdDX18f3JR45ciRCiMfjubq6/vLL
L3jYGYvF0tPT279//6pVqzrTJx7dSKPRJk+enJeXR10xg0uu48eP46VgkydPxmVQYmJil26T
IRAImEwmPpM3YsQIHx+fvXv3Sg2sxF/OHjx4EFeWZ86c+fjjjzkcDkmS7e3tdDrd2tpa7nem
kkMXli9ffvXq1YaGBm1tbcmLYTE2m21ubk599Y+/xb5y5cqYMWMsLS3l3nOHyWT6+/tLPmKO
xWKZm5vjsV94pP/8+fPPnTtHdbh//35FzyV79913O3/3XQsLi7feemvv3r2dbK9aU6ZMwcdG
5xkYGCxdujQyMnL48OE8Hi84OPjs2bNyKzMDA4OAgID//ve/cvuh0+murq7JyckqvHaByWQq
P0oBAN3WT58EBQAAAAAAugoKOwAAAAAANfHPAJoB4cGDB9bW1viKKvzNlJ6eHr6HKkmSOI7/
7Zt86HS6np4eXjp6eUMvRSSHK4FehY+BIUOG4GMDyewaFovV3t6O70jS3t7e+WOGzWa3tbUx
GAwtLS3JG+0yGAzZR9Oy2WyhUCgb75Bkb4o6wXf5kVocl8ttbGxsa2vT1tbm8/n4xocMBkNX
VxcfpUOGDCFJsra2Fh+NeMXx0zhaW1ubm5uljlJq6bq6ukKhEN/6hE6ny739Cn6iAL6KViox
gUAgEon09PTodHptbS1uILsKkrr0eenLT/3r62q2TCaTTqe3trZKzqhoLyCE2Gw2n89XtAht
bW2CIF7nOT2vQ1NTU1tbW+ooPXfunIeHh0ryAUD9DLAxduPHj1+8eLGBgcGjR48CAwO1tbXx
MB2RSBQTE2NmZpaXl2djY5OQkNDU1ESj0UiSxH8epP4ViUR4RioitSCRSES8JLcT3MzPzw9f
3NfS0hIfH3/37t329nY8F0II/2LFi3NwcDAwMLh58yb+S0bVoEKhkBq0jrslCIIqW2k0Gv7d
jfvEcZIk6XQ6zgRH8K1cpTLEf7bxv3h1JJeLtwDVBmdLbTEqH9wAv8XLojKhymvJWSTb4Nkl
V0d21fAfJ9k9Ra2y8k7wazqdTmWCENLW1t66dSv+64UQOnfunEAgKC4urq6uXr9+/alTp7Kz
s8PCwnDZ9/jx46tXr1pYWOBLHKR2NLVN8LKYTGZYWNiwYcNoNNrz589jYmLwHd3YbLa/v398
fDwu9XB7BoOxYcOGmpqa2NjYlpYW2QNMavtTRyOdTv/444+vXLlSVlamoaGxfv36urq62NjY
pqYmajszmcxFixYlJCTgm7aIRCJHR8eQkBDqPxg0Gu3+/fu3bt3S0NCYMGHC5MmTqUWglxcE
xMTEjBs3rrKy8pNPPsFbu729/eeff05LSzMyMlq9ejV+ypmFhQXeDkVFRf/73/9qa2vnzJmT
k5ODH10gEonwpbtxcXHTp0+3srK6fPny+fPnm5ubzczMVq9efeTIEXd3d3Nzc2plb9++ffz4
cZFI5O/vf+7cucrKSuooxQ3wxv/ggw9KS0tzc3Pxsy6kjlK8mngf2djYLFmy5Pjx49nZ2Xw+
v78d6tRRSjWbPXt2fn5+fn4+rtcl08A9Ux9nkUjEYDBCQkJsbW2PHz+ur6//xx9/0Ol0Y2Nj
Ho937969/Px8gUCAM8ezs1issLCw/Pz8X375Bf8apDIRi8WTJ09evnz506dPY2JiqEuIqGNG
+VHavd+lkr8GFR2lA+hm0QD0f3AOCQAAAABATQywM3YU/N9CEhEIIQKpsjalCuMOHwYBJXRf
+vsIkdnm1G7CBw/qoeOn73dul443ycaKtolU/J8NRfbAsQ3Pee8peFMrOrwxguj3v22IVz59
/T1bAAYUuHgCAAAAAEBNQGEHAAAAAKAmoLADAAAAAFATUNgBAAAAAKgJKOwAAAAAANQEFHYA
AAAAAGoCCjsAAAAAADUBhR0AAAAAgJqAwg4AAED/4uXlRbwqIiKCip88eZJquXTp0gULFuDX
ZWVlAQEBPB5PU1Nz9OjRixcvrq+vx5OKi4uXLl1qYmLCYrEsLCx8fX1v3rxJdRIRETFy5EhN
TU03Nzf8nMA+iCcmJrq6uuJnG0o+3o2yYMECgiDi4+OpyMOHD2fPnq2tra2np/f+++9TjwNW
FJfbT0NDQ3Bw8IgRIzgczsSJEy9cuCC76G7kJsvIyEhqJ549e1ZJe0UL7TAZhFBERMSkSZO0
tbWNjY2XLFlSVVWlZEFqDwo7AAAA/Y6Hh0emBH9/fxxns9mbN2+Wql0wX1/f+/fvR0dHZ2Rk
7Nmzh81m48c05+XlOTo6ZmZmhoeHp6WlRUVFTZo0KTAwEM915MiRsLCwnTt3pqamkiQ5Z84c
/ITu3o43Nzc7Oztv2rRJ7urHxcVVVFSwWCwqUlJSMn36dAMDg9OnT58/f97T01N5XFE/a9as
SUlJiY+Pz8zMnDlzpo+PT3FxsdTSu5qbXFevXqV23+bNmzkcjvKHAitaqPJksPj4+IULFyYl
Je3Zs+fatWt+fn7Kc1Nz5MCEEImfQ0MihF+r6kcqpc60BH1A0Tb/Z3e8fNWzh0Gf6VJKylOV
G5ds//qrr9oPqTr9KNllklu7v3u5PopWxNPT09/fX2580aJF+vr6sbGxOLJkyZL58+eTJFlT
U4MQSk5Olp1r5syZ9vb2AoFAMigUCvELR0fHlStX4telpaUEQVy5cqUP4lhGRgZCqKSkRDK3
Z8+emZiYFBYWslisuLg4HFy6dOkHH3wgu3aK4or6sbKy+uabb/BrgUBAo9ESExPlzt753Dr0
3nvvUTvU0dFxw4YNrq6uBgYGFhYWCQkJHS5USVzWiRMnaDRaS0tLJ3NTP3DGDgAAwICho6Oz
bt26LVu2CIVCyTiXy+VwOMnJyfh8GKWqqiolJWXt2rUMxivPRqfT6Qih9vb2rKwsFxcXHOTx
eJaWlunp6b0dV76OgYGBoaGhFhYWksHExEQHB4eZM2cOGzbsnXfeSUtLUx5X1M9bb711/vz5
iooKsVh8+PBhPT09Jycn5fl0mJtyJSUl165dCwgIoCL79u0LCwurrKzctWvX/Pnznz592vne
OtTQ0MDlctlsdg/2ObCovrA7cOCAkZHRxI5MmTLlwYMHqk4WAABAX4iNjZUcnnX9+nVq0mef
fdbc3BwdHS3ZnsFgREdH//DDDwYGBu7u7rt3737x4gVCqKCggCTJ8ePH42bp6emMl1JTU6ur
q0UikaGhIdWPoaHhixcvejuuZMX3798vFotXrFghGWxra6uoqPjPf/7j5eV16dKlN9544733
3isuLlYUV9QPQmjv3r2mpqZGRkYsFmvDhg3nz5+XTE85RX0qFxsba2pq+s4771ARLy8vZ2dn
hJC3t/e0adMOHDjQpQ6VaGxsDA8P//TTTwmC6Kk+BxxGx016WX19vVgsnjt3rvJmDAbD2Ni4
b1ICAACgWh4eHlu3bqXejhkzhnqtpaUVGhq6bds2auAdNm/evDlz5vz222+3bt06dOjQt99+
+/vvv5MkKdnGzs4uKyursbFx6tSp+HsrhJBsEdDbcUUKCgq2bduWnp4uNQseU0DKns0AACAA
SURBVDh79uzPP/8cIfTGG28kJSUdPXp0zZo1cuMLFy6U2w9CaN++fdnZ2b/++quRkdFPP/3k
4+Nz586dzvx5VZRbhw4fPuzv7y85l62tLfXazs4uLy+vSx0q0t7e7uvra2JismXLlh7pcIBS
fWGnq6s7ZMiQ9evXqzoRAAAA/cXQoUPt7e0VTV2xYkVERERUVJRUnM1mu7m5ubm5hYWF2dra
RkZGbt++nSCI3NzciRMnIoQ0NTVtbGzq6upwewMDAzqdLnkKrbKyctiwYb0dV7ReGRkZFRUV
o0aNwm9FIpGfn19MTMylS5e4XK6lpSWO02i0sWPHPn36VEtLS25cUT9JSUmbNm06fvz4Bx98
gBCyt7dPTEyMjY0NDQ1VlFJnclMy140bNwoLC6VKcIFAQL3m8/kdLroz+Hy+t7d3W1vbxYsX
mUxmj/Q5QKn+q1gAAACgS1gsVlhY2I4dO/B1r7IYDAaPx2tqajIwMJgxY0ZERITUmDyqH3t7
+5SUFPz22bNneXl5Tk5OvR1XtF6zZs3Kzs7OeonJZH733Xe4fn3rrbceP36Mm5EkmZ+fb2pq
qiiuqB+hUMjn82m0f/70EwQh9xLjLuWmxOHDh52dnaXG5EmOMkxPT6cK027j8/k+Pj41NTVJ
SUlaWlqv2duAp5prNiRERUWNGzeuq3P9fS2VxHVVqr1IjYSrYvsZRdv8n93x6nV5PXUY9Jku
paQ8Vblxyfavv/qq/ZCq04+SXSa5tfu7l+ujaEU8PT2lbndSWlqK4yEhIbgNn88fNWoUm83G
V8VWVVVNnTr14MGDf/zxx507d77++muCII4fP06S5IMHD4YMGfLmm2/GxcXduXPnt99+W716
NUIoPT2dJMnY2FgWi/XTTz/dvXvX1dXVxsYGXzDb2/Ha2trMzMxjx44hhC5dupSZmdnY2Ci1
HSSvPP31118ZDEZUVNSDBw++/PJLLS2t4uJiJXFF/bz77rvW1tYpKSkPHz7csGEDnU6/c+cO
SZK7d+9esmQJbtPV3BRpamrS1taOiYmRDDo6Ourq6u7du7egoODrr7/W0NAoKipSslBFcSph
sVj84YcfjhgxIiUlhTpg2tvbleemxlT/CwAKO9AbFG3zf3bHq39aeuow6DNdSkl5qnLjku1f
f/VV+yFVpx8lu0xya/d3L9dH0YpI3YwNIbRq1Sry1cKOJMnY2FiEEC7s2traQkND7e3tuVwu
l8t1cHA4dOgQ1bKwsDAwMJDH4zEYDH19fQ8Pj8uXL1NTw8PDjY2NWSyWq6vrkydP+iYeFxcn
tY4pKSlS20GqeIqOjh41apSWlpaTkxMePqg8LrefsrKyTz75ZPjw4VpaWg4ODqdPn8bxkJAQ
R0fHbucmV0xMDIfDkSoKHR0dt27d6uHhwWazzc3NqQQULVRRnEq4tbVV9qTV48ePleemxgjy
1YGlfe/AgQO7du3q6thJPAqTRARCiECqXAVq+3U4nFTVW3pw+fsIkdnm1G7CBw/qoeOn73du
l443ycaKtolU/J8NRfbAsT2IL1DrYXhTKzq8MYLo979tiFc+ff09W9CjJk6cGBAQsHLlSlUn
orZgjB0AAAAAgJqAwg4AAAAA3VFcXMyQMWXKFFXnNaip/nYnAAAAABiIzMzM5F5urMSff/7Z
S8kADM7YAQAAAACoCSjsAAAAAADUBBR2AAAAAABqAgo7AAAAAAA1ofDiibt3706cOLFv7nJH
p9P7YCkAAAAAAOpNYWGnoaFBkuSpU6d0dHR6NYPExMQzZ850c2aSRAiR/eP2p3CPzQHh791E
3eC1W4dOd+frCxIr2IUjEo7ePvaaG1z57ANgb+KPEEmSf3+Q+n/GAAwYHdzu5J133tHX1+/V
DAoLCy9evNiriwAAAAAAGAxgjB0AAAAAgJqAwg4AAAAAQE1AYQcAAAAAoCagsAMAAAAAUBNQ
2AEAAAAAqAko7AAAAAAA1AQUdgAAAPoXLy8v4lURERFU/OTJk1TLpUuXLliwAL8uKysLCAjg
8XiampqjR49evHhxfX09nlRcXLx06VITExMWi2VhYeHr63vz5k2qk4iIiJEjR2pqarq5uRUV
FfVNPDEx0dXVdciQIQRBlJaWUo2///57a2trDoejr68/e/bsnJwcqpNJkyZpa2sbGxsvWbKk
qqpKaqMtWLCAIIj4+PjX7EdJbp2Zl2JkZCS1E8+ePaukvaKFKopL6lJiag8KOwAAAP2Oh4dH
pgR/f38cZ7PZmzdvFovFsrP4+vrev38/Ojo6IyNjz549bDa7paUFIZSXl+fo6JiZmRkeHp6W
lhYVFTVp0qTAwEA815EjR8LCwnbu3JmamkqS5Jw5c0QiUR/Em5ubnZ2dN23aJLUWOjo6Gzdu
vHr1alxcXFtbm5ubG24fHx+/cOHCpKSkPXv2XLt2zc/PT3KuuLi4iooKFov1mv1ginLrzLyU
q1evUrtv8+bNHA7n3XffVdJe0UIVxbudmPojFcjOzkYIVVVVKWrQU6KiosaNG9fVuRAiJXPH
b1XyA/qnDvYONRmh7u10lR8GHRyQr+akPFVFQUUr241PgQo/of3zB7xybMnw9PT09/eXG1+0
aJG+vn5sbCyOLFmyZP78+SRJ1tTUIISSk5Nl55o5c6a9vb1AIJAMCoVC/MLR0XHlypX4dWlp
KUEQV65c6YM4lpGRgRAqKSmRu5H++usvhFB+fr5U/MSJEzQaraWlBb999uyZiYlJYWEhi8WK
i4vrdj9SlOemfF4p7733HrVDHR0dN2zY4OrqamBgYGFhkZCQ0JmFKk+m24mpJThjBwAAYMDQ
0dFZt27dli1bhEKhZJzL5XI4nOTkZHxeilJVVZWSkrJ27VoG45UnLeFnlLe3t2dlZbm4uOAg
j8eztLRMT0/v7Xhn1rS+vj4mJsbMzMzExERqUkNDA5fLZbPZ+G1gYGBoaKiFhcVr9tMlnZ+3
pKTk2rVrAQEBVGTfvn1hYWGVlZW7du2aP3/+06dPu5HA6yemrlRf2AmFwpaWluSO3LhxQ+rj
CgAAQF3FxsZKDs+6fv06Nemzzz5rbm6Ojo6WbM9gMKKjo3/44QcDAwN3d/fdu3e/ePECIVRQ
UECS5Pjx43Gz9PR0xkupqanV1dUikcjQ0JDqx9DQ8MWLF70dV77u586dYzAYenp6Z8+evXTp
EpPJlJza2NgYHh7+6aefEgSBENq/f79YLF6xYsVr9tMlXZo3NjbW1NT0nXfeoSJeXl7Ozs4I
IW9v72nTph04cKCrCfRIYuqqg2fF9oGysrLS0lJXV1flzWg0WlpampOTU99kBQAAQIU8PDy2
bt1KvR0zZgz1WktLKzQ0dNu2bdTAO2zevHlz5sz57bffbt26dejQoW+//fb3338n8YCLl+zs
7LKyshobG6dOnYq/t0IIyRYBvR1XzsXFJSsrq6KiYvfu3QsXLrx16xY1eK69vd3X19fExGTL
li0IoYKCgm3btqWnp8tdROf76ZKuznv48GF/f3/JDG1tbanXdnZ2eXl5Xc2hRxJTV6o/Y/fN
N9905jtjkUgEVR0AAAwSQ4cOtZegra0tOXXFihUkSUZFRUnNxWaz3dzcvv7667/++svQ0DAy
MnLMmDEEQeTm5uIGmpqaNjY2EyZMwG8NDAzodLrkKbTKysphw4b1dlz5unO5XBsbm3fffff0
6dMPHz5MSkrCcT6f7+3t3dbWdu7cOXz6LSMjo6KiYtSoUfgcZHt7u5+fn5ubW1f76byuznvj
xo3CwkKpElwgEEh22KUEeioxNab6wg4AAADoEhaLFRYWtmPHDnzdqywGg8Hj8ZqamgwMDGbM
mBERESE1Jo/qx97ePiUlBb999uxZXl6ek5NTb8c7uZpCoVAsFuPRgXw+38fHp6amJikpSUtL
CzeYNWtWdnZ21ktMJvO7776TrXc77KeTujHv4cOHnZ2dpcb/SY4yTE9Pt7S07FIaPZKYGlP9
V7EAAACAlJqamqysLOqtoaEhj8eTbBAUFBQeHn7mzBlPT0+EUHV19Zw5c4KCguzs7Oh0emJi
4rVr144dO4YQ2r9//7Rp05ycnNatWzdu3LimpqaEhASEED6v8/nnnwcHB0+ZMsXKymr9+vXW
1tb4WofejtfV1RUVFT169Agh9ODBg6qqqjFjxmhray9btmz27NnGxsbl5eWRkZGGhobTp08n
SdLX1/fu3bvHjx8vKCjAW8DKykpXV1dXV5faJgRBjBw50tzcHCHUpX6YTGZkZGROTs7BgwcV
5cbhcBTNq2gnNjc3nzx5cu/evVLxGzdu7Nu3z93d/ejRo9nZ2adOnVKyQRTFqYSVrFTnjjW1
o+irzz673Un3SF0jD7ctAFI62DvUZIS6t9NVfhh0cEAiuN1Jv/4BrxxbMnCtJmnVqlU4HhIS
QjWLjY1FCOHbnbS1tYWGhtrb23O5XC6X6+DgcOjQIaplYWFhYGAgj8djMBj6+voeHh6XL1+m
poaHhxsbG7NYLFdX1ydPnvRNPC4uTmodU1JSSJIMDAw0NTVlMpnGxsbz5s3Lzc0lSbK1tVX2
z/fjx4+ltpvk7U662k9ISIijo6OS3DqZg6SYmBgOh9PY2CgZdHR03Lp1q4eHB5vNNjc3P336
tPINoihOJdyNxNQbQb46sJRy7949Ozu7qqoqfX19uQ1UC4/CpHJX4eUvCrYfUDGpI0ThZIIg
UJd3IUlKH3J9fxgoOub/zoQgJHOSbCyb6qttpWeRXVmFC1VsEF+gJh/83vj7sOvggwrU0MSJ
EwMCAlauXKnqRNQWjLEDAAAAAFATUNgBAAAAoDuKi4sZMqZMmaLqvAY1uHgCAAAAAN1hZmYm
93JjJf78889eSgZgcMYOAAAAAEBNQGEHAAAAAKAmoLADAAAAAFATUNgBAAAAAKgJKOwAAAAA
ANTEwLsqVvJOp3LvbdnHt7qE+2v2TySJEEEQiu7ATUUV3aG7M/2rlJwEJG80/OpkEsm7B7FU
V6/ep1iyufLZO4lEMh+VwXzb4q6uutT2f51N15lbTvceyaUP5gMAgF4DZ+wAAAAAANQEFHYA
AAAAAGoCCjsAAAAAADUBhR0AAAAAgJqAwg4AAAAAQE1AYQcAAAAAoCagsAMAAAAAUBNQ2AEA
AAAAqAko7AAAAPQvXl5exKsiIiKo+MmTJ6mWS5cuXbBgAX5dVlYWEBDA4/E0NTVHjx69ePHi
+vp6PKm4uHjp0qUmJiYsFsvCwsLX1/fmzZtUJxERESNHjtTU1HRzcysqKuqbeGJioqur65Ah
QwiCKC0tpRobGRlJrfvZs2eVtG9oaAgODh4xYgSHw5k4ceKFCxekNuaCBQsIgoiPj8dvv//+
e2traw6Ho6+vP3v27JycHNntr2hZivqUq7q6OigoyMjISFtbe+7cuS9evFDSGG+lSZMmaWtr
GxsbL1mypKqqqpPJdHKlBg8o7AAAAPQ7Hh4emRL8/f1xnM1mb968WSwWy87i6+t7//796Ojo
jIyMPXv2sNnslpYWhFBeXp6jo2NmZmZ4eHhaWlpUVNSkSZMCAwPxXEeOHAkLC9u5c2dqaipJ
knPmzBGJRH0Qb25udnZ23rRpk9RaXL16lVrrzZs3czicd999V0n7NWvWpKSkxMfHZ2Zmzpw5
08fHp7i4mJoaFxdXUVHBYrGoiI6OzsaNG69evRoXF9fW1ubm5obzkaRoWYr6lGvRokVZWVmn
T59OTU1taWn56KOPlLePj49fuHBhUlLSnj17rl275ufn15lkOr9SgwipQHZ2NkKoqqpKUQNV
QUj6RyqoknxAf6TsAFdHSta2MxviNWfvsG/Zj4rshxl+FP3IbtDX6Uq1K9Lh2pGkp6env7+/
3PiiRYv09fVjY2NxZMmSJfPnzydJsqamBiGUnJwsO9fMmTPt7e0FAoFkUCgU4heOjo4rV67E
r0tLSwmCuHLlSh/EsYyMDIRQSUmJbNokSb733ntS20G2vZWV1TfffINfCwQCGo2WmJiI3z57
9szExKSwsJDFYsXFxcn2/9dffyGE8vPz5S5dbm4d9onV1dVJ7o6SkhKEUEZGBt4gGzZscHV1
NTAwsLCwSEhIkJ39xIkTNBqtpaVFeTJyKV+pwQDO2AEAABgwdHR01q1bt2XLFqFQKBnncrkc
Dic5OVnqVE1VVVVKSsratWsZjFeejU6n0xFC7e3tWVlZLi4uOMjj8SwtLdPT03s73pk1LSkp
uXbtWkBAgPJmb7311vnz5ysqKsRi8eHDh/X09JycnPCkwMDA0NBQCwsLuTPW19fHxMSYmZmZ
mJh0Jp/O9Enh8/kIIS0tLfyWw+EghG7duoXf7tu3LywsrLKycteuXfPnz3/69KnU7A0NDVwu
l81mdz4xrHsrpWb6V2G3bNmy6dOnz5NnwYIFhYWFqk4QAABAX4iNjZUcZ3b9+nVq0meffdbc
3BwdHS3ZnsFgREdH//DDDwYGBu7u7rt378aDugoKCkiSHD9+PG6Wnp7OeCk1NbW6ulokEhka
GlL9GBoavnjxorfjndwCpqam77zzjvJme/fuNTU1NTIyYrFYGzZsOH/+PF7c/v37xWLxihUr
ZGc5d+4cg8HQ09M7e/bspUuXmExmZ/JR3qcUQ0NDOzu77du319bWtra2bty4ESFUXl6Op3p5
eTk7OyOEvL29p02bduDAAcl5Gxsbw8PDP/30U4IgOpnY66yU+ulfhV1OTk5bW9soeSwsLKja
HwAAgHqTGmM3ceJEapKWllZoaOi2bdva29slZ5k3b155eXl8fPzkyZMPHTpkZWWVm5tL4kEZ
L9nZ2WVlZd28eVMkEuHvrRBCsgVEb8c74/Dhw/7+/h3Ou2/fvuzs7F9//TUjIyMgIMDHx+f5
8+cFBQXbtm07dOiQ3NldXFyysrKSk5MnTJiwcOFCqc2oiPI+ZcXFxZWVlenr63O53JqaGgsL
Cxrt75LD1taWamZnZ5eXl0e9bW9v9/X1NTEx2bJlS2eWQuneSqklRsdN+tDw4cPNzc137typ
6kQAAACo0tChQ+3t7RVNXbFiRURERFRUlFSczWa7ubm5ubmFhYXZ2tpGRkZu376dIIjc3Fxc
GmpqatrY2OARYAghAwMDOp0ueQqtsrJy2LBhvR3vcPVv3LhRWFhIXTKiiFAo3LRp0/Hjxz/4
4AOEkL29fWJiYmxsrIWFRUVFxahRo3AzkUjk5+cXExNz6dIlhBCXy7WxsbGxsXn77bf19PSS
kpJ8fHw6TCkjI0NJn7KsrKzu3LlTV1cnFou1tLR0dXXNzc3xJIFAQDXDX9pSr729vdva2i5e
vNjVU27dWym11L/O2AEAAAAdYrFYYWFhO3bswNe9ymIwGDwer6mpycDAYMaMGREREVJj8qh+
7O3tU1JS8Ntnz57l5eU5OTn1drzDFTx8+LCzs3OHQ9mEQiGfz6fOhCGECIIQi8WzZs3Kzs7O
eonJZH733XeydbBQKBSLxVKjDxXpZJ9S9PT0hg4devToUZFIhKtPhJDkKMP09HRLS0uEEJ/P
9/HxqampSUpKep0v6Lq0Umpp8K45AACAfqumpiYrK4t6a2hoyOPxJBsEBQWFh4efOXPG09MT
IVRdXT1nzpygoCA7Ozs6nZ6YmHjt2rVjx44hhPbv3z9t2jQnJ6d169aNGzeuqakpISEBIYTP
CX3++efBwcFTpkyxsrJav369tbU1vtaht+N1dXVFRUWPHj1CCD148KCqqmrMmDHa2toIoebm
5pMnT+7du1dyfRW1d3Fx+eqrr3R1dY2MjGJjY/Pz82fNmqWrq6urq0vNSxDEyJEj8QmzZcuW
zZ4929jYuLy8PDIy0tDQcPr06QihyMjInJycgwcPKlqWkj7l+uWXXwQCgamp6e3bt8PCwtav
X0/twRs3buzbt8/d3f3o0aPZ2dmnTp0iSdLX1/fu3bvHjx8vKCjAzaysrJhMpqIVl0xY0UoN
Uooul1XJ7U68vLy++OIL5W06vHy+j6lkoaBTlB3g6kjJ2nZmQ7zm7B32LftRUeFNNwbcj+wG
fZ2uVLsiHa4dSeJaTdKqVatwPCQkhGoWGxuLEMK3O2lrawsNDbW3t+dyuVwu18HB4dChQ1TL
wsLCwMBAHo/HYDD09fU9PDwuX75MTQ0PDzc2NmaxWK6urk+ePOmbeFxcnNQ6pqSk4EkxMTEc
DqexsVFymyhqX1ZW9sknnwwfPlxLS8vBweH06dOy21Py1iSBgYGmpqZMJtPY2HjevHl4GCJJ
kiEhIY6Ojh3mJrdPuY4dO2ZmZqahoTFq1KiIiAixWIzjjo6OW7du9fDwYLPZ5ubmOOHW1lbZ
+uTx48dKkpFMWNFKDU4E+erAUsq9e/fs7Oyqqqr09fUVl4U9zNvb29zcPDIyUkkb2VGbJPlK
UMEK9Ra86D5eKOgUgiCQogNcHRGEwgNRyaSemr3DvpHMR6VbI8oHKant/zqbTuo3Zh+Tu/RB
9CkFaOLEiQEBAStXrlR1ImoLxtgBAAAAAKgJKOwAAAAA0B3FxcUMGVOmTFF1XoMaXDwBAAAA
gO4wMzOTe7mxEn/++WcvJQMwOGMHAAAAAKAmoLADAAAAAFATUNgBAAAAAKgJKOwAAAAAANQE
FHYAAAAAAGpiAF8VC/e5BAoNzjvfKjn68ael2x+P1/5c/X13Ymxw7p3X1IMbTeXbX7V3SAZA
3cEZOwAAAAAANQGFHQAAAACAmoDCDgAAAABATUBhBwAAAACgJqCwAwAAAABQE1DYAQAAAACo
CSjsAAAAAADUBBR2AAAA+hcvLy/iVREREVT85MmTVMulS5cuWLAAvy4rKwsICODxeJqamqNH
j168eHF9fT2eVFxcvHTpUhMTExaLZWFh4evre/PmTaqTiIiIkSNHampqurm5FRUV9U08MTHR
1dV1yJAhBEGUlpZSjRsaGoKDg0eMGMHhcCZOnHjhwgXl8e+//97a2prD4ejr68+ePTsnJwfH
v/jiC8kNuGLFCiqZSZMmaWtrGxsbL1mypKqqSnb7K8pNUVyu6urqoKAgIyMjbW3tuXPnvnjx
Qnl7RYl1ZqGKNsLgpOLCLioq6oMPPlj+Ulpa2r1791SbEgAAAJXz8PDIlODv74/jbDZ78+bN
YrFYdhZfX9/79+9HR0dnZGTs2bOHzWa3tLQghPLy8hwdHTMzM8PDw9PS0qKioiZNmhQYGIjn
OnLkSFhY2M6dO1NTU0mSnDNnjkgk6oN4c3Ozs7Pzpk2bpNZizZo1KSkp8fHxmZmZM2fO9PHx
KS4uVhLX0dHZuHHj1atX4+Li2tra3NzccP8IIXd3d2oDhoWF4WB8fPzChQuTkpL27Nlz7do1
Pz8/2S2pKDdFcbkWLVqUlZV1+vTp1NTUlpaWjz76SHl7RYl1ZqFKNsJgRCqQnZ2NEKqqqlLU
oEf4+PgYGxvPfWnIkCFTp05VPgtCf/9Qr6WCfUxVywXKvDwgYNf8o8Nt0asbS/ZzCz+D80fq
eJAMSvD09PT395cbX7Rokb6+fmxsLI4sWbJk/vz5JEnW1NQghJKTk2Xnmjlzpr29vUAgkAwK
hUL8wtHRceXKlfh1aWkpQRBXrlzpgziWkZGBECopKaEiVlZW33zzDX4tEAhoNFpiYqKSuKS/
/voLIZSfn0+S5KpVq/z8/GS3hqQTJ07QaLSWlha5U2VzUx6XVFdXJ7k7SkpKEEIZGRkkSTo6
Om7YsMHV1dXAwMDCwiIhIaEziXVmoZjkRhicVHzGzszMbNKkSSdeeueddyZPnqzalAAAAPRb
Ojo669at27Jli1AolIxzuVwOh5OcnCx1qqaqqiolJWXt2rUMxiuP0KTT6Qih9vb2rKwsFxcX
HOTxeJaWlunp6b0dV7KCb7311vnz5ysqKsRi8eHDh/X09JycnJTEKfX19TExMWZmZiYmJjiS
mJioqalpZmYWEhJCfSstqaGhgcvlstlsJfl0D5/PRwhpaWnhtxwOByF069Yt/Hbfvn1hYWGV
lZW7du2aP3/+06dPeyox2Y0wCPXTMXY5OTmFr8LnnAEAAAwGsbGxkkPErl+/Tk367LPPmpub
o6OjJdszGIzo6OgffvjBwMDA3d199+7deFBXQUEBSZLjx4/HzdLT0xkvpaamVldXi0QiQ0ND
qh9DQ8MXL170dlzJiu/du9fU1NTIyIjFYm3YsOH8+fN4dkVxhNC5c+cYDIaent7Zs2cvXbrE
ZDIRQm+//faBAwdSUlK2bNly7ty5jz/+WGpBjY2N4eHhn376KdELj+41NDS0s7Pbvn17bW1t
a2vrxo0bEULl5eV4qpeXl7OzM0LI29t72rRpBw4ceP3E5G6Ewak/FnYHDx60sbEZ/Spzc/O0
tDRVpwYAAKAvSI2xmzhxIjVJS0srNDR027Zt7e3tkrPMmzevvLw8Pj5+8uTJhw4dsrKyys3N
JUlSso2dnV1WVtbNmzdFIhH+3gohJFtA9HZciX379mVnZ//6668ZGRkBAQE+Pj7Pnz9XEkcI
ubi4ZGVlJScnT5gwYeHChXizfPTRR/Pnz58yZUpAQMBPP/104cKFx48fU0tpb2/39fU1MTHZ
smVL53Prkri4uLKyMn19fS6XW1NTY2FhQaP9XXLY2tpSzezs7PLy8l4/MbkbYXBidNykz/F4
PDabLXVVC4PBMDU1VVVKAAAA+tLQoUPt7e0VTV2xYkVERERUVJRUnM1mu7m5ubm5hYWF2dra
RkZGbt++nSCI3NxcXBpqamra2NjgEWAIIQMDAzqdLnkKrbKyctiwYb0dV7ReQqFw06ZNx48f
/+CDDxBC9vb2iYmJsbGx69atkxsPDQ1FCHG5XBsbGxsbm7fffltPTy8pKcnHx0eyW7zuRUVF
Y8eORQjx+Xxvb++2traLFy/23pktKyurO3fu1NXVicViLS0tXV1dc3NzPEkgEFDN8Je21Otu
J9bhRhg8+uMZO4QQQRCjXgVVHQAAAIzFYoWFhe3YsQNf9yqLwWDweLymVow/zwAAIABJREFU
piYDA4MZM2ZERERIjcmj+rG3t09JScFvnz17lpeX5+Tk1NtxReslFAr5fD51ZgshRBCEWCxW
FJedXSwWS40mRAj9+eefCCELCwuEEJ/P9/HxqampSUpKosbA9R49Pb2hQ4cePXpUJBLhqhQh
JDnKMD093dLSsgcTU7QRBo/Bu+YAAAD6rZqamqysLOqtoaEhj8eTbBAUFBQeHn7mzBlPT0+E
UHV19Zw5c4KCguzs7Oh0emJi4rVr144dO4YQ2r9//7Rp05ycnNatWzdu3LimpqaEhASEED4n
9PnnnwcHB0+ZMsXKymr9+vXW1tb4WofejtfV1RUVFT169Agh9ODBg6qqqjFjxmhra7u4uHz1
1Ve6urpGRkaxsbH5+fmzZs1is9ly4wihZcuWzZ4929jYuLy8PDIy0tDQcPr06Xj7eHh4jBgx
Ii8vLywsbNasWWPGjCFJ0tfX9+7du8ePHy8oKMBb0srKislkRkZG5uTkHDx4UEluiuJy9+Av
v/wiEAhMTU1v374dFha2fv16ag/euHFj37597u7uR48ezc7OPnXqlJLEFC1UMmFFG2GQUnS5
bN/c7mT16tWenp7UWy8vry+++OLChQuampqKZpG8QF7qheK16UWqWi5Q5uUBAbvmHx1ui17d
WLKfW/gZnD9Sx4NkUAKu1SStWrUKx0NCQqhmsbGxCCF8u5O2trbQ0FB7e3sul8vlch0cHA4d
OkS1LCwsDAwM5PF4DAZDX1/fw8Pj8uXL1NTw8HBjY2MWi+Xq6vrkyZO+icfFxUmtY0pKCkmS
ZWVln3zyyfDhw7W0tBwcHE6fPo3bK4oHBgaampoymUxjY+N58+bhYYUkSS5YsMDY2JjJZFpY
WHzxxRd1dXUkSba2tsqWAY8fPyZJMiQkxNHRUXluiuJyHTt2zMzMTENDY9SoUREREWKxGMcd
HR23bt3q4eHBZrPNzc3xiihJTNFCJRNWtBEGJ4J8dWAp5d69e3Z2dlVVVfr6+nIb9Ig1a9YU
Fhbi/zwhhLy9vc3Nzd9//31fX19FJ9ipQagk+fdr6gV+3ceoHEA/8vKAIJCiA3zwIYgODtMO
G7zm0jHJjysYhPAxJnUMwKd0MJk4cWJAQMDKlStVnYja6qdj7AAAAAAAQFdBYQcAAACA7igu
LmbImDJliqrzGtTg4gkAAAAAdIeZmZncy42VwJfogt4DZ+wAAAAAANQEFHYAAAAAAGoCCjsA
AAAAADUBhR0AAAAAgJqAwg4AAAAAQE2oyVWxqr3pKdxcs9+hdgncCpfS4WHaB3cnRjJ3pgWD
EBwDAPQmOGMHAAAAAKAmoLADAAAAAFATUNgBAAAAAKgJKOwAAAAAANQEFHYAAAAAAGqif10V
W1NTU1VVVVVVJRAIVJ0LAAAAAMAA078Ku6FDh2ZnZ5eWlopEIlXnAgAAAAAwwPSvr2LPnDlT
UFDw3//+l81mqzoXAAAAAIABpn8VdgAAAICXlxfxqoiICCp+8uRJquXSpUsXLFiAX5eVlQUE
BPB4PE1NzdGjRy9evLi+vh5PKi4uXrp0qYmJCYvFsrCw8PX1vXnzJtVJRETEyJEjNTU13dzc
ioqK+iaemJjo6uo6ZMgQgiBKS0upxg0NDcHBwSNGjOBwOBMnTrxw4YLyeHV1dVBQkJGRkba2
9ty5c1+8eEEtdNKkSdra2sbGxkuWLKmqqlK+XEmK2nz//ffW1tYcDkdfX3/27Nk5OTlyZ1ee
mCKvk3CXElN7UNgBAADodzw8PDIl+Pv74zibzd68ebNYLJadxdfX9/79+9HR0RkZGXv27GGz
2S0tLQihvLw8R0fHzMzM8PDwtLS0qKioSZMmBQYG4rmOHDkSFha2c+fO1NRUkiTnzJmDxwL1
dry5udnZ2XnTpk1Sa7FmzZqUlJT4+PjMzMyZM2f6+PgUFxcriS9atCgrK+v06dOpqaktLS0f
ffQR7ic+Pn7hwoVJSUl79uy5du2an58fjitariRFbXR0dDZu3Hj16tW4uLi2tjY3Nzcl46YU
JabI6yTcpcTUH6lAdnY2QqiqqkpRgx6xevVqT09PqeCFCxc0NTUVzYLQ3z/Ua8l431PJQkEn
wd7pF6gPLfzAj9zjQYanp6e/v7/c+KJFi/T19WNjY3FkyZIl8+fPJ0mypqYGIZScnCw718yZ
M+3t7QUCgWRQKBTiF46OjitXrsSvS0tLCYK4cuVKH8SxjIwMhFBJSQkVsbKy+uabb/BrgUBA
o9ESExMVxevq6iTXuqSkBCGUkZEhtQVOnDhBo9FaWlqULFeW8jZ//fUXQig/P1/uVCWJOTo6
btiwwdXV1cDAwMLCIiEhQXb27iXcmcQGAzhjBwAAYMDQ0dFZt27dli1bhEKhZJzL5XI4nOTk
ZKlTNVVVVSkpKWvXrmUwXrlYkE6nI4Ta29uzsrJcXFxwkMfjWVpapqen93ZcyQq+9dZb58+f
r6ioEIvFhw8f1tPTc3JyUhTn8/kIIS0tLTwvh8NBCN26dUuqz4aGBi6X24OD1+vr62NiYszM
zExMTOQ2UJ7Yvn37wsLCKisrd+3aNX/+/KdPn/ZUwh0mNhj068Ju48aNXl5ey5cvX758+cqV
K8vKylSdEQAAgL4QGxsrOcbu+vXr1KTPPvusubk5Ojpasj2DwYiOjv7hhx8MDAzc3d13796N
B3UVFBSQJDl+/HjcLD09nfFSampqdXW1SCQyNDSk+jE0NHzx4kVvx5Ws+N69e01NTY2MjFgs
1oYNG86fP49nlxs3NDS0s7Pbvn17bW1ta2vrxo0bEULl5eWSHTY2NoaHh3/66acEQXRiw3fg
3LlzDAZDT0/v7Nmzly5dYjKZcpspT8zLy8vZ2Rkh5O3tPW3atAMHDrx+wp1MbDDo14XdhQsX
Hj58WFtbW1tbW11d3dbWpuqMAAAA9AWpMXYTJ06kJmlpaYWGhm7btq29vV1ylnnz5pWXl8fH
x0+ePPnQoUNWVla5ubkkSUq2sbOzy8rKunnzpkgkwt9bIYRkC4jejiuxb9++7OzsX3/9NSMj
IyAgwMfH5/nz50ricXFxZWVl+vr6XC63pqbGwsKCRvvnL3t7e7uvr6+JicmWLVs6n4MSLi4u
WVlZycnJEyZMWLhwodQukKQkMVtbW6qZnZ1dXl7e6yfc+cTUXv+6j50UExOTUaNG7d69W9WJ
AAAA6FNDhw61t7dXNHXFihURERFRUVFScTab7ebm5ubmFhYWZmtrGxkZuX37doIgcnNzcWmo
qalpY2ODR4AhhAwMDOh0uuQptMrKymHDhvV2XNF6CYXCTZs2HT9+/IMPPkAI2dvbJyYmxsbG
rlu3Tm48NDTUysrqzp07dXV1YrFYS0tLV1fX3Nwc98bn8729vdva2i5evNhTZ7C4XK6NjY2N
jc3bb7+tp6eXlJTk4+Mjt6WSxCSfQYC/tH39hDufmNrr12fsAAAAAFksFissLGzHjh34uldZ
DAaDx+M1NTUZGBjMmDEjIiJCakwe1Y+9vX1KSgp+++zZs7y8PCcnp96OK1ovoVDI5/MlT7kR
BCEWixXFqbd6enpDhw49evSoSCTCxR+fz/fx8ampqUlKSqLGuvUgoVAoFoulRi7Kkk0MISQ5
yjA9Pd3S0rIHE+5kYmps8K45AACAfqumpiYrK4t6a2hoyOPxJBsEBQWFh4efOXPG09MTIVRd
XT1nzpygoCA7Ozs6nZ6YmHjt2rVjx44hhPbv3z9t2jQnJ6d169aNGzeuqakpISEBIYTPCX3+
+efBwcFTpkyxsrJav369tbU1vtaht+N1dXVFRUWPHj1CCD148KCqqmrMmDHa2touLi5fffWV
rq6ukZFRbGxsfn7+rFmz2Gy23DhC6JdffhEIBKamprdv3w4LC1u/fj2PxyNJ0tfX9+7du8eP
Hy8oKMBbzMrKislkKlpuZGRkTk7OwYMHleS2bNmy2bNnGxsbl5eXR0ZGGhoaTp8+XdEelJsY
nnTjxo19+/a5u7sfPXo0Ozv71KlTr5lwlxJTf4oul+0Ptzvx9PRcvXq11FTZq+Yl431PJQsF
nQR7p19Q+S024Kf//Mg9HmTgWk3SqlWrcDwkJIRqFhsbixDCtztpa2sLDQ21t7fncrlcLtfB
weHQoUNUy8LCwsDAQB6Px2Aw9PX1PTw8Ll++TE0NDw83NjZmsViurq5Pnjzpm3hcXJzUOqak
pJAkWfb/2bvzsCauvXHgJxBIyAJIgkUiYNDWFpFCA0VrRVEpKkU2BbwWAaG9+MOlar2F3rhg
pVqeiK3L24uPLNFieOVeCiIqLZJWRUsRQVwpS0WwCIZddsj8/ji988aERLRlMX4/z/wx850z
Z845Ifh15sxQX//BBx+88sorDAbDwcEhIyMDl1cXT01NtbKy0tPTs7a2FolEcrmcIIju7m7V
f+4rKio0nDcyMlIgEGhuW2hoqKWlpb6+vrm5ub+/P57CqM6QDSMIQiAQ7Nq1y9PTk06nT5ky
BXfkTzb4mRqm9SjEkxNLSTdu3LCzs5PJZBwOZ8gCf4nNmzdXV1fj/zyRzp496+fn19XV5e3t
rTrHjpyEShB/rOMeKK6PJgplDE4Khgk+nXHhr3gWD2gJ8he3UhC8NBwdHUNCQtatWzfWDdFa
MMcOAAAAAEBLQGIHAAAAgOdRU1NDVTFr1qyxbtdLDR6eAAAAAMDzsLKyGvJxYw2uXr06Qo0B
GFyxAwAAAADQEpDYAQAAAABoCUjsAAAAAAC0BCR2AAAAAABaYjw+PFFfX9/b2+vo6Hj79m38
l0YAAAAAAMBTjccrdkuWLAkKClqxYoWZmRn5N4PHLXizJgBqUSjwdmIAABhN4/GK3aRJk1JS
UhBCV65c4fP5Y90cAAAAAIAXw3i8YgcAAAAAAJ4DJHYAAAAAAFoCEjsAAAAAAC0BiR0AAAAA
gJaAxA4AAAAAQEtAYgcAAAAAoCUgsQMAAAAA0BKQ2AEAABhfvL29KU8SiURkPD09nSwZHh4e
GBiI1+vr60NCQng8noGBwdSpU1evXt3W1oZ31dTUhIeHW1hY0Gg0Pp/v5+d38eJFshKRSDR5
8mQDAwN3d/d79+6NTjw7O9vNzW3ChAkUCqWuro4sbGZmptT3rKwsDeXb29s/+uijSZMmMZlM
R0fHM2fO4PjHH3+sWElERITmuJI7d+54eHiwWCxjY+P33ntPLper+7CamprWrFljZmbGYrFW
rFjR2NioriQ5Gk5OTiwWy9zcPCwsTCaTaR4QRV9//fWMGTOYTCaHw/Hw8Lh165bmc72cILED
AAAw7nh6epYoCA4OxnE6nb5jx44h8ww/P7+bN28mJSUVFRUdOHCATqd3dXUhhMrLywUCQUlJ
SVxc3OXLlxMSEpycnEJDQ/FRx44dEwqFe/fuLSgoIAhi2bJlg4ODoxDv7Ox0cXHZvn27Ui/O
nz9P9nrHjh1MJnPhwoUaym/evFkqlaalpZWUlCxYsMDX17empgbvWrp0KVmVUCgkD1EXJ9XW
1s6dO5fL5WZkZJw+fdrLy0vDJxUUFFRaWpqRkVFQUNDV1bV8+XINhRFCaWlpK1euzMnJOXDg
QH5+/qpVq3BcXQcVGRoabtu27fz58xKJpKenx93dHQ8meAKhRllZGUJIJpOpK/CX2LRpk5eX
l7q9Xl5emzZtUgoi9MdCrivGAVAEPxJjjPy6wgILXob8qVDh5eUVHBw8ZDwoKIjD4YjFYhwJ
CwsLCAggCKK5uRkhlJeXp3rUggUL7O3t+/v7FYMDAwN4RSAQrFu3Dq/X1dVRKJQffvhhFOJY
UVERQqi2tnbIL9CiRYuUxkG1vI2Nzeeff47X+/v7dXR0srOzCYLYuHHjqlWrVOtUF1cUHh6+
ePFizWWw1tZWxWGvra1FCBUVFREEIRAIoqKi3NzcuFwun8/PzMxUPfzkyZM6OjpdXV0aOqjO
9evXEUKVlZXDaedLBa7YAQAAeGEYGhpu3bo1JiZmYGBAMc5ms5lMZl5entIlHJlMJpVKt2zZ
QqU+8Sc0dXV1EUK9vb2lpaWurq44yOPxpk+fXlhYONLx4fS0trY2Pz8/JCREc7HZs2efPn26
oaFBLpenpKQYGxs7OzvjXdnZ2QYGBlZWVpGRkeRdaQ1xxQIODg4LFiyYOHHivHnzLl++rO7s
fX19CCEGg4E3mUwmQujKlSt489ChQ0Kh8NGjR/v27QsICLh//77S4e3t7Ww2m06na+6jqra2
tuTkZCsrKwsLi2c9VuuN68Tu5s2b+/fvx/MAdHR0hvllAAAA8KITi8WKU8F+/PFHctf69es7
OzuTkpIUy1Op1KSkpG+++YbL5S5dujQ+Ph5P9qqqqiII4vXXX8fFCgsLqf9VUFDQ1NQ0ODho
ampK1mNqatrY2DjS8WGOgKWl5bx58zQXO3jwoKWlpZmZGY1Gi4qKOn36ND7du+++e+TIEalU
GhMTc+rUqb/97W+4vLo4qaenp6Gh4auvvvL29s7NzX3zzTcXLVpE3t5VYmpqamdnFxsb29LS
0t3dvW3bNoTQw4cP8V5vb28XFxeEkI+Pz5w5c44cOaJ4bEdHR1xc3Nq1aykUynAGBDt16hSV
SjU2Ns7KysrNzdXX1x/+sS8J6tOLjJ0zZ840NDTg/wro6OjY2dmNdYsAAACMBk9Pz127dpGb
06ZNI9cZDEZ0dPTu3bvJiXeYv7//smXLfvrppytXriQmJn7xxReXLl0iCEKxjJ2dXWlpaUdH
xzvvvIPvWyGEVBOLkY4PR0pKSnBw8FOPPXToUFlZ2dmzZ83MzL799ltfX9/i4mJzc3Nyrtus
WbP4fP78+fMrKipeffVVdXGyQjx/0cPDY8OGDQihN998Mycn5/jx40POxkMISSQSfH9cR0fH
39+fz+fr6PxxzWjmzJlkMTs7u/LycnKzt7fXz8/PwsIiJibmmYbF1dW1tLS0oaEhPj5+5cqV
V65codFoz1SD1hvXid1rr7322muvjXUrAAAAjDYTExN7e3t1eyMiIkQiUUJCglKcTqe7u7u7
u7sLhcKZM2fu378/NjaWQqHcvXvX0dERIWRgYGBra4tnhiGEuFyurq6u4iW0R48eTZw4caTj
T+3+hQsXqqurlTJXVQMDA9u3bz9x4sTixYsRQvb29tnZ2WKxODo6WrEY7vu9e/cUEzh1cQaD
wWazp0+fjjd1dHReffVV1buoJBsbm+Li4tbWVrlczmAwjIyMpkyZgnf19/eTxfBNW3Ldx8en
p6fn3Llzz3rJjc1m29ra2travvvuu8bGxjk5Ob6+vs9Ug9Yb17diAQAAAFU0Gk0oFO7Zswc/
96qKSqXyeLzHjx9zudz58+eLRCKlOXlkPfb29lKpFG8+ePCgvLzc2dl5pONP7WBKSoqLiwuf
z9dcbGBgoK+vj7xChhCiUCiqjwxfvXoVIaRam7r47NmzKyoq8DpBEJWVlZaWlppbYmxsbGJi
cvz48cHBQZxlIoQUJ1AVFhbiZLGvr8/X17e5uTknJ4ecnPccBgYG5HK50tRJgNBQjyNh4+Gp
2CGpPlylGAdAEfxIjLExfwYTlvG2DPlTocLLy0vpdSd1dXU4HhkZicv09fVZW1vT6XT8VKxM
JnvnnXeOHj36yy+/FBcX79y5k0KhnDhxgiCI27dvT5gw4a233pJIJMXFxT/99NOmTZsQQoWF
hQRBiMViGo327bffXrt2zc3NzdbWFj8wO9LxlpaWkpKS1NRUhFBubm5JSUlHRwfu2uPHj1ks
VnJysuKYqCu/cOHCGTNmSKXSO3fuREVF6erqFhcXEwQRGhqakZFx5cqVlJSUyZMnL1myBNej
Lh4fHx8WFobXz549S6VSExISbt++/cknnzAYjJqaGnXf8vT09BMnTly6dEkkEtHp9M8++wzH
BQKBkZHRwYMHq6qqdu7cqaend+/ePblc/v7770+aNEkqlZIfbm9vr4YOKjYsPDz8u+++Kyws
zMrKmj9/Po/Ha25uHt4vo5cIJHZAm8GPxBgb8zQClvG2DPlToUL1xWkbN24knkzsCIIQi8UI
IZzY9fT0REdH29vbs9lsNpvt4OCQmJhIlqyurg4NDeXxeFQqlcPheHp6fv/99+TeuLg4c3Nz
Go3m5ub222+/jU5cIpEo9VEqleJdycnJTCaTzPM0l6+vr//ggw9eeeUVBoPh4OCQkZGBywcG
Bpqbm+vr6/P5/I8//ri1tVVzPDIyUiAQkKdLSkqytrZmMBjOzs54qqI6qampVlZWenp61tbW
IpFILpfjuEAg2LVrl6enJ51OnzJlCm5Yd3e36gWmiooKDR1UbFhoaKilpaW+vr65ubm/v//d
u3c1NOylRSGenFhKunHjhp2dnUwm43A4w7ny93w2b95cXV2dmZk5/EPIiaQE8cc67oHiOgAY
hQI/EmPqueaMA21G/uJWCgKt4+joGBISsm7durFuyEsH5tgBAAAAAGgJSOwAAAAAoElNTQ1V
xaxZs8a6XWAI8DgJAAAAADSxsrIa8rFiDfAjt2D0wRU7AAAAAAAtAYkdAAAAAICWgMQOAAAA
AEBLQGIHAAAAAKAlXuyHJxTfiAQvQgKq4Kfir6ThpXSKAw3vrgMawI8HACMMrtgBAAAAAGgJ
SOwAAAAAALQEJHYAAAAAAFoCEjsAAAAAAC0BiR0AAAAAgJaAxA4AAAAAQEtAYgcAAAAAoCUg
sQMAAAAA0BKQ2AEAABhfvL29KU8SiURkPD09nSwZHh4eGBiI1+vr60NCQng8noGBwdSpU1ev
Xt3W1oZ31dTUhIeHW1hY0Gg0Pp/v5+d38eJFshKRSDR58mQDAwN3d/d79+6NTjw7O9vNzW3C
hAkUCqWuro4sbGZmptT3rKwsDXEN58UCAwMpFEpaWprm+pXcuXPHw8ODxWIZGxu/9957crlc
3YfV1NS0Zs0aMzMzFou1YsWKxsZGdSXJ1jo5ObFYLHNz87CwMJlMpnlAFH399dczZsxgMpkc
DsfDw+PWrVuaz/VygsQOAADAuOPp6VmiIDg4GMfpdPqOHTuGzDP8/Pxu3ryZlJRUVFR04MAB
Op3e1dWFECovLxcIBCUlJXFxcZcvX05ISHBycgoNDcVHHTt2TCgU7t27t6CggCCIZcuWDQ4O
jkK8s7PTxcVl+/btSr04f/482esdO3YwmcyFCxdqiKurH5NIJA0NDTQa7an1K6qtrZ07dy6X
y83IyDh9+rSXl5eGTyooKKi0tDQjI6OgoKCrq2v58uWaP9m0tLSVK1fm5OQcOHAgPz9/1apV
OK5uQBQZGhpu27bt/PnzEomkp6fH3d1dsbPgD4QaZWVlCCGZTKauwF9i06ZNXl5ez3QIQn8s
5CYAYDSQ3z3VZZjFYIFlyEWFl5dXcHDwkPGgoCAOhyMWi3EkLCwsICCAIIjm5maEUF5enupR
CxYssLe37+/vVwwODAzgFYFAsG7dOrxeV1dHoVB++OGHUYhjRUVFCKHa2tqhvnLEokWLhhwH
xbiG+h88eGBhYVFdXU2j0SQSyfDrDw8PX7x48ZBNUtLa2qo47LW1tQihoqIi3LCoqCg3Nzcu
l8vn8zMzM1UPP3nypI6OTldXFxnRPCCKrl+/jhCqrKwcTjtfKnDFDgAAwAvD0NBw69atMTEx
AwMDinE2m81kMvPy8pQu4chkMqlUumXLFir1ib+NrqurixDq7e0tLS11dXXFQR6PN3369MLC
wpGOD6entbW1+fn5ISEhGuKa6w8NDY2Ojubz+c9UP0IoOzvbwcFhwYIFEydOnDdv3uXLl9U1
sq+vDyHEYDDwJpPJRAhduXIFbx46dEgoFD569Gjfvn0BAQH3799XOry9vZ3NZtPpdLWjoEZb
W1tycrKVlZWFhcWzHqv1xnVit2HDhp07d3755ZdffvmlSCRqaWkZ6xYBAAAYDWKxWHEe2I8/
/kjuWr9+fWdnZ1JSkmJ5KpWalJT0zTffcLncpUuXxsfH48leVVVVBEG8/vrruFhhYSH1vwoK
CpqamgYHB01NTcl6TE1NGxsbRzo+zBGwtLScN2+ehriG+g8fPiyXyyMiIp61/p6enoaGhq++
+srb2zs3N/fNN99ctGhRTU3NkJWYmpra2dnFxsa2tLR0d3dv27YNIfTw4UO819vb28XFBSHk
4+MzZ86cI0eOKB7b0dERFxe3du1aCoUynAHBTp06RaVSjY2Ns7KycnNz9fX1h3/sS2JcJ3b/
+te/UlNT09PT09PT//Of/zQ0NIx1iwAAAIwGpTl2jo6O5C4GgxEdHb179+7e3l7FQ/z9/R8+
fJiWlvb2228nJiba2NjcvXuXIAjFMnZ2dqWlpRcvXhwcHMT3rRBCqonFSMeHIyUlJTg4WPVY
xbi6+quqqnbv3p2YmKjh1Orqx/MXPTw8NmzY4ODg8NVXX02aNOn48ePq6pFIJPX19RwOh81m
Nzc38/l8HZ0/UouZM2eSxezs7MrLy8nN3t5ePz8/CwuLmJgY9WMwBFdX19LS0ry8vDfeeGPl
ypVKPwMAIUR9epGxQ6fT4+PjPT09x7ohAAAARpWJiYm9vb26vRERESKRKCEhQSlOp9Pd3d3d
3d2FQuHMmTP3798fGxtLoVDu3r2LU0MDAwNbW1s8MwwhxOVydXV1FS+hPXr0aOLEiSMdf2r3
L1y4UF1dTT4yoi6urv6ioqKGhgZra2scHBwcXLVqVXJycm5urub6EUIMBoPNZk+fPh1v6ujo
vPrqq6p3UUk2NjbFxcWtra1yuZzBYBgZGU2ZMgXv6u/vJ4vhm7bkuo+PT09Pz7lz5571khub
zba1tbW1tX333XeNjY1zcnJ8fX2fqQatN66v2AEAAACqaDSaUCjcs2cPfu5VFZVK5fF4jx8/
5nK58+fPF4lESnPyyHrs7e2lUinefPDgQXl5ubOz80jHn9rBlJQUFxcX1elxSnF19S9ZsqSs
rKz0v/T19b/88kvFPFhd/djs2bMrKirwOkEQlZWVlpaWmhtsbGxXUOReAAAgAElEQVRsYmJy
/PjxwcHBxYsX46DibMLCwkKcLPb19fn6+jY3N+fk5JCT857DwMCAXC5XmjoJEBrqcSRsPDwV
y2azT506pRRUeo5KfQ8AAH+pYT7VOOaPWMLywi0qvLy8lG7F1tXV4XhkZCQu09fXZ21tTafT
8VOxMpnsnXfeOXr06C+//FJcXLxz504KhXLixAmCIG7fvj1hwoS33npLIpEUFxf/9NNPmzZt
QggVFhYSBCEWi2k02rfffnvt2jU3NzdbW1v8wOxIx1taWkpKSlJTUxFCubm5JSUlHR0duGuP
Hz9msVjJyclKwzJkXF39ipSeih2ynvj4+LCwMLx+9uxZKpWakJBw+/btTz75hMFg1NTUqPvF
kJ6efuLEiUuXLolEIjqd/tlnn+G4QCAwMjI6ePBgVVXVzp079fT07t27J5fL33///UmTJkml
UvLD7e3t1TAgig0LDw//7rvvCgsLs7Ky5s+fz+Pxmpub1TXspQWJHQBgeIb5D/OYZwmwvHCL
CtUXp23cuJF4MrEjCEIsFiOEcGLX09MTHR1tb2/PZrPZbLaDg0NiYiJZsrq6OjQ0lMfjUalU
Dofj6en5/fffk3vj4uLMzc1pNJqbm9tvv/02OnGJRKLUR6lUinclJyczmUwyzyOpi6s7L0kp
sRuynsjISIFAQG4mJSVZW1szGAxnZ+dLly6p1klKTU21srLS09OztrYWiURyuRzHBQLBrl27
PD096XT6lClTMjIyCILo7u5WvcBUUVGhYUAUGxYaGmppaamvr29ubu7v74/nUAIlFOLJiaWk
Gzdu2NnZyWQyDofz7NcBh2vz5s3V1dWZmZlD7jU0NExNTVWaY0dO9MQNp1CQmh4AAP5SGiaA
K34Jn2ueOHipwS9xbeTo6BgSErJu3bqxbshLB+bYAQAAAABoCUjsAAAAAKBJTU0NVcWsWbPG
ul1gCPA4CQAAAAA0sbKyGvKxYg2uXr06Qo0BmsEVOwAAAAAALQGJHQAAAACAloDEDgAAAABA
S0BiBwAAAACgJcZjYhcVFTVr1ix/f//Ozs7bt2+PdXMAAAAAAF4M4zGxKy8vb29vt7a21tHR
YbPZ6orBa1ABeAbP94WhUP5YRvQsAAAA/iLjMbEzMzN788039+7da2BgYGFhMdbNAQAAAAB4
MYzHxA4AAAAAADwHSOwAAAAAALQEJHYAAAAAAFoCEjsAAAAAAC0BiR0AAAAAgJaAxA4AAAAA
QEtAYgcAAAAAoCUgsQMAADC+eHt7U54kEonIeHp6OlkyPDw8MDAQr9fX14eEhPB4PAMDg6lT
p65evbqtrQ3vqqmpCQ8Pt7CwoNFofD7fz8/v4sWLZCUikWjy5MkGBgbu7u737t0bnXh2drab
m9uECRMoFEpdXR1Z+Ouvv54xYwaTyeRwOB4eHrdu3cJxMzMzpTHJysrSUH97e/tHH300adIk
JpPp6Oh45syZp7ZTVWBgIIVCSUtL01CmqalpzZo1ZmZmLBZrxYoVjY2NGgrjszs5ObFYLHNz
87CwMJlMpnlAFKkbHKAIEjsAAADjjqenZ4mC4OBgHKfT6Tt27JDL5aqH+Pn53bx5Mykpqaio
6MCBA3Q6vaurCyFUXl4uEAhKSkri4uIuX76ckJDg5OQUGhqKjzp27JhQKNy7d29BQQFBEMuW
LRscHByFeGdnp4uLy/bt25V6YWhouG3btvPnz0skkp6eHnd3d1z+/Pnz5Gjs2LGDyWQuXLhQ
Q/2bN2+WSqVpaWklJSULFizw9fWtqanRUF6VRCJpaGig0WiaP6mgoKDS0tKMjIyCgoKurq7l
y5drLp+WlrZy5cqcnJwDBw7k5+evWrUKx9UNyHAGBzyBUKOsrAwhJJPJ1BX4S2zatMnLy0sp
GBERERgYSBAEm80+deqU0l6E/m/BmwCAp3u+r4rSl03doloeFliGv6jw8vIKDg4eMh4UFMTh
cMRiMY6EhYUFBAQQBNHc3IwQysvLUz1qwYIF9vb2/f39isGBgQG8IhAI1q1bh9fr6uooFMoP
P/wwCnGsqKgIIVRbWzvk9+/69esIocrKSqX4okWLyPFRV7+Njc3nn3+O4/39/To6OtnZ2U9t
D+nBgwcWFhbV1dU0Gk0ikQzZPIIgWltbFYe9trYWIVRUVIRPFBUV5ebmxuVy+Xx+Zmam6uEn
T57U0dHp6uoa5oAoUjc4AK7YAQAAeGEYGhpu3bo1JiZmYGBAMc5ms5lMZl5entIlHJlMJpVK
t2zZQqVSFeO6uroIod7e3tLSUldXVxzk8XjTp08vLCwc6fhwetrW1pacnGxlZaX0pzVra2vz
8/NDQkI0tB8hNHv27NOnTzc0NMjl8pSUFGNjY2dn5+G3JzQ0NDo6ms/na25kX18fQojBYOBN
JpOJELpy5QrePHTokFAofPTo0b59+wICAu7fv690eHt7O5vNptPpwxkQReoGB6Bxfiu2u7v7
b3/7m4mJiYmJycSJE69duzbWLQIAADAaxGKx4nyyH3/8kdy1fv36zs7OpKQkxfJUKjUpKemb
b77hcrlLly6Nj4/Hk72qqqoIgnj99ddxscLCQup/FRQUNDU1DQ4OmpqakvWYmpo2NjaOdFxz
30+dOkWlUo2NjbOysnJzc/X19ZVGxtLSct68eQghDfUfPHjQ0tLSzMyMRqNFRUWdPn3a1NR0
mO05fPiwXC6PiIjQ3E58uJ2dXWxsbEtLS3d397Zt2xBCDx8+xHu9vb1dXFwQQj4+PnPmzDly
5IjisR0dHXFxcWvXrqVQKE890TAHByCEqE8vMnb+53/+h8lk6unpIYR0dXVtbGzGukUAAABG
g6en565du8jNadOmkesMBiM6Onr37t3kxDvM399/2bJlP/3005UrVxITE7/44otLly4RBKFY
xs7OrrS0tKOj45133sH3rRBCqonFSMc1c3V1LS0tbWhoiI+PX7ly5ZUrVxQnuqWkpAQHB+M6
NdR/6NChsrKys2fPmpmZffvtt76+vsXFxcNpT1VV1e7duwsLC4fZbIlEgu+P6+jo+Pv78/l8
HZ0/rhnNnDmTLGZnZ1deXk5u9vb2+vn5WVhYxMTEDOcsJM2DA9A4T+w+/PDDsW4CAACAMWBi
YmJvb69ub0REhEgkSkhIUIrT6XR3d3d3d3ehUDhz5sz9+/fHxsZSKJS7d+86OjoihAwMDGxt
bfHMMIQQl8vV1dVVvGT16NGjiRMnjnRcc9/ZbLatra2tre27775rbGyck5Pj6+uLd124cKG6
uprMaNXVPzAwsH379hMnTixevBghZG9vn52dLRaLN2/e/NT2FBUVNTQ0WFtb483BwcFVq1Yl
Jyfn5uYO2VobG5vi4uLW1la5XM5gMIyMjKZMmYJ39ff3k8XwTVty3cfHp6en59y5c896yU3D
4ABsXN+KBQAAAFTRaDShULhnzx783KsqKpXK4/EeP37M5XLnz58vEomU5uSR9djb20ulUrz5
4MGD8vJyZ2fnkY4Ps5sDAwNyuVxxdmBKSoqLiws59U1d/QMDA319feSVM4QQhUKRy+XDac+S
JUvKyspK/0tfX//LL79UzaGVGBsbm5iYHD9+fHBwEGeTCCHF2XuFhYXTp09HCPX19fn6+jY3
N+fk5JCT856D6uCAP6h7qmI8PBU7JKVHqdT3AACg4Pm+Kkpftqc+1Tjmz1fC8iIuKry8vJRe
d1JXV4fjkZGRuExfX5+1tTWdTsdPxcpksnfeeefo0aO//PJLcXHxzp07KRTKiRMnCIK4ffv2
hAkT3nrrLYlEUlxc/NNPP23atAkhVFhYSBCEWCym0WjffvvttWvX3NzcbG1t8QOzIx1vaWkp
KSlJTU1FCOXm5paUlHR0dBAEER4e/t133xUWFmZlZc2fP5/H4zU3N+MuP378mMViJScnK46V
uvoXLlw4Y8YMqVR6586dqKgoXV1dfCtWXfn4+PiwsDDVz0LzU7EEQaSnp584ceLSpUsikYhO
p3/22Wc4LhAIjIyMDh48WFVVtXPnTj09vXv37snl8vfff3/SpElSqZT8cHt7ezUMiGLDNAwO
IEFiB8DL4fm+Kkpftqf+wzzmKQIsL+KiwsvLS+kaxMaNG4knEzuCIMRiMUIIJ3Y9PT3R0dH2
9vZsNpvNZjs4OCQmJpIlq6urQ0NDeTwelUrlcDienp7ff/89uTcuLs7c3JxGo7m5uf3222+j
E5dIJEp9lEqlBEGEhoZaWlrq6+ubm5v7+/vfvXuXrCc5OZnJZOJ0R9GQ9dfX13/wwQevvPIK
g8FwcHDIyMjQXD4yMlIgEKh+Fk9N7FJTU62srPT09KytrUUikVwux3GBQLBr1y5PT086nT5l
yhTcgO7ubtULTBUVFRoGRLFhGgYHkCjEkxNLSTdu3LCzs5PJZBwO59mvAw7X5s2bq6urMzMz
FYNr165tbW1V/YwxxdmcBIEoFKSmBwAABc/3VSG/b/jLpg5Z8zNOEgcAIQS/xLWSo6NjSEjI
unXrxrohLx2YYwcAAAAAoCUgsQMAAACAJjU1NVQVs2bNGut2gSHA4yQAAAAA0MTKymrIx4o1
uHr16gg1BmgGV+wAAAAAALQEJHYAAAAAAFoCEjsAAAAAAC0BiR0AAAAAgJaAhycAAENReiPd
U19QB2+wAwCAcQCu2AEAAAAAaAlI7AAAAAAAtAQkdgAAAAAAWgISOwAAAAAALQGJHQAAAACA
loDEDgAAAABAS0BiBwAAAACgJSCxAwAAAADQEpDYAQAAGF+8vb0pTxKJRGQ8PT2dLBkeHh4Y
GIjX6+vrQ0JCeDyegYHB1KlTV69e3dbWhnfV1NSEh4dbWFjQaDQ+n+/n53fx4kWyEpFINHny
ZAMDA3d393v37o1OXCQSOTk5sVgsc3PzsLAwmUyG419//fWMGTOYTCaHw/Hw8Lh16xZZz507
dzw8PFgslrGx8XvvvSeXyzXE1dVjZmamNLZZWVlK46+ubUNqampas2aNmZkZi8VasWJFY2Oj
hsIaKs/OznZzc5swYQKFQqmrqxvyWA2DA0iQ2AEAABh3PD09SxQEBwfjOJ1O37FjB5nTKPLz
87t582ZSUlJRUdGBAwfodHpXVxdCqLy8XCAQlJSUxMXFXb58OSEhwcnJKTQ0FB917NgxoVC4
d+/egoICgiCWLVs2ODg4CvG0tLSVK1fm5OQcOHAgPz9/1apVuD2Ghobbtm07f/68RCLp6elx
d3fH5Wtra+fOncvlcjMyMk6fPu3l5YXLq4urq+f8+fPkqO7YsYPJZC5cuFBpJNW1bUhBQUGl
paUZGRkFBQVdXV3Lly/X/Mmqq7yzs9PFxWX79u0ajlXXKfAEQo2ysjKEkEwmU1fgL7Fp0yYv
Ly+lYERERGBgoLpDEPq/BW8CAJ7uWb8qit+0py7PWh4WWBQXFV5eXsHBwUPGg4KCOByOWCzG
kbCwsICAAIIgmpubEUJ5eXmqRy1YsMDe3r6/v18xODAwgFcEAsG6devwel1dHYVC+eGHH0Yh
rujkyZM6OjpdXV1K8evXryOEKisrCYIIDw9fvHixau/UxdXVo2jRokVDjvNw2oa1trYqDntt
bS1CqKioiCAIgUAQFRXl5ubG5XL5fH5mZuZwKi8qKkII1dbWam6Vhk4BuGIHAADghWFoaLh1
69aYmJiBgQHFOJvNZjKZeXl5SpdwZDKZVCrdsmULlfrE30bX1dVFCPX29paWlrq6uuIgj8eb
Pn16YWHhSMeVOtXe3s5ms+l0umKwra0tOTnZysrKwsICIZSdne3g4LBgwYKJEyfOmzfv8uXL
uJi6uLp6SLW1tfn5+SEhIRpGW13bSH19fQghBoOBN5lMJkLoypUrePPQoUNCofDRo0f79u0L
CAi4f//+M1WugbpOATTOb8XK5XKhUJiQkHDkyJGUlBR8UR0AAIDWE4vFivPAfvzxR3LX+vXr
Ozs7k5KSFMtTqdSkpKRvvvmGy+UuXbo0Pj4eT/aqqqoiCOL111/HxQoLC6n/VVBQ0NTUNDg4
aGpqStZjamra2Ng40nHFlnd0dMTFxa1du5ZCoeDIqVOnqFSqsbFxVlZWbm6uvr5+T09PQ0PD
V1995e3tnZub++abby5atKimpkZdXF09SiNsaWk5b948DZ+CatuUmJqa2tnZxcbGtrS0dHd3
b9u2DSH08OFDvNfb29vFxQUh5OPjM2fOnCNHjjxT5UPS3CmAxnliV11dHRsbGxsb++WXX8bG
xv76669j3SIAAACjQWmOnaOjI7mLwWBER0fv3r27t7dX8RB/f/+HDx+mpaW9/fbbiYmJNjY2
d+/eJQhCsYydnV1paenFixcHBwfxfSuEkGpiMdJxUm9vr5+fn4WFRUxMDBl0dXUtLS3Ny8t7
4403Vq5c2dvbi+cUenh4bNiwwcHB4auvvpo0adLx48fVxdXVo3jqlJSU4ODgZ22bKolEUl9f
z+Fw2Gx2c3Mzn8/X0fkjtZg5cyZZzM7Orry8/FkrV6W5UwAhRH16kbGDL8/m5+dPmzZtrNsC
AABg9JiYmNjb26vbGxERIRKJEhISlOJ0Ot3d3d3d3V0oFM6cOXP//v2xsbEUCuXu3bs4NTQw
MLC1tcUzwxBCXC5XV1dX8RLao0ePJk6cONJxvN7X1+fj49PT03Pu3DnFK09sNtvW1tbW1vbd
d981NjbOycnx9fVls9nTp0/HBXR0dF599dX79+8zGIwh4xrqwbsuXLhQXV1NPpKiSl3bVNnY
2BQXF7e2tsrlcgaDYWRkNGXKFLyrv79fscLnqFyVhk4BbFxfsQMAAABU0Wg0oVC4Z88edVN0
qFQqj8d7/Pgxl8udP3++SCRSmpNH1mNvby+VSvHmgwcPysvLnZ2dRzqOEOrr6/P19W1ubs7J
ySHnqCkZGBiQy+V4duDs2bMrKipwnCCIyspKS0tLDXF19WApKSkuLi58Pn/I8w6nbUqMjY1N
TEyOHz8+ODi4ePFiHFScTVhYWIgT0OeofEiqnQJ/UPdUxXh4KhY/X1NRUaG4V+lRKvU9AAAo
eNavyrM+1TjmT1bC8uIuKry8vJRuxdbV1eF4ZGQkLtPX12dtbU2n0/FTsTKZ7J133jl69Ogv
v/xSXFy8c+dOCoVy4sQJgiBu3749YcKEt956SyKRFBcX//TTT5s2bUIIFRYWEgQhFotpNNq3
33577do1Nzc3W1tb/MDsiMblcvn7778/adIkqVRK9rG3t5cgiPDw8O+++66wsDArK2v+/Pk8
Hq+5uZkgiLNnz1Kp1ISEhNu3b3/yyScMBqOmpkZDXF09BEE8fvyYxWIlJycrjnl8fHxYWBhB
EBraNqT09PQTJ05cunRJJBLR6fTPPvsMxwUCgZGR0cGDB6uqqnbu3Kmnp3fv3j0Nlbe0tJSU
lKSmpiKEcnNzS0pKOjo6FBumuVOABIkdAC+HZ/2qPOs/zGOeHMDy4i4qyJexkTZu3Eg8mdgR
BCEWixFCOLHr6emJjo62t7dns9lsNtvBwSExMZEsWV1dHRoayuPxqFQqh8Px9PT8/vvvyb1x
cXHm5uY0Gs3Nze23334bhXh3d7fqdRb8j11oaKilpaW+vr65ubm/vz+eJoglJSVZW1szGAxn
Z+dLly5pjmuoJzk5mclk4rSJFBkZKRAINLdtSKmpqVZWVnp6etbW1iKRSC6X47hAINi1a5en
pyedTp8yZUpGRobmyiUSiVJcKpUqNkxzpwCJQjw5sZR048YNOzs7mUzG4XA0X/P7MzZv3lxd
XZ2ZmakYXLt2bWtrq0Qiqaurs7CwqKioUJxjpzjRkyAQhYLU9AAAoOBZvyrP8pzaH19FAJ4P
/BLXRo6OjiEhIevWrRvrhrx0YI4dAAAAAICWGINZh2lpaf/85z+tra0RQtevX6fRaKPfBgAA
AAAMU01NzdSpU5WCjo6OP//885i0B2gwBoldbW1tS0uLQCBACP3++++j3wAAAAAADJ+VldWQ
jxVrcPXq1RFqDNBsDBI7ExMTExOTvXv3IoT6+vqqq6tHvw0AAAAAANoH5tgBAAAAAGgJSOwA
AAAAALQEJHYAAAAAAFoCEjsAAAAAAC0BiR0AL4cRfQcsvJ0YAADGB0jsAAAAAAC0BCR2AAAA
AABaAhI7AAAAAAAtAYkdAAAAAICWgMQOAAAAAEBLQGIHAAAAAKAlILEDAAAAANASkNgBAAAA
AGiJcZTY7dy58+233/b398/MzCwuLh7r5gAAABgb3t7elCeJRCIynp6eTpYMDw8PDAzE6/X1
9SEhITwez8DAYOrUqatXr25ra8O7ampqwsPDLSwsaDQan8/38/O7ePEiWYlIJJo8ebKBgYG7
u/u9e/dGJ56dne3m5jZhwgQKhVJXV6c6CIGBgRQKJS0tDW+amZkpjUlWVhZCqL29/aOPPpo0
aRKTyXR0dDxz5gwury7+8ccfK1YSERGh4YNQasOQmpqa1qxZY2ZmxmKxVqxY0djYqKEwHg0n
JycWi2Vubh4WFiaTyYY5IAihr7/+esaMGUwmk8PheHh43Lp1S/O5Xk7jKLG7c+dOW1ubtbU1
m81mMBhj3RwAAABjxtPTs0RBcHAwjtPp9B07dsjlctVD/Pz8bt68mZSUVFRUdODAATqd3tXV
hRAqLy8XCAQlJSVxcXGXL19OSEhwcnIKDQ3FRx07dkwoFO7du7egoIAgiGXLlg0ODo5CvLOz
08XFZfv27UN2XyKRNDQ00Gg0MnL+/HlyNHbs2MFkMhcuXIgQ2rx5s1QqTUtLKykpWbBgga+v
b01NjYY4Qmjp0qVkVUKhUN1HoNqGIQUFBZWWlmZkZBQUFHR1dS1fvlxz+bS0tJUrV+bk5Bw4
cCA/P3/VqlU4rnlAMENDw23btp0/f14ikfT09Li7u+PBBE8g1CgrK0MIyWQydQWe29GjR6dO
nYrXN23a5OXlhdc3btzo4+NDEERERERgYCBBELW1tQihiooKxcMR+r8FbwIA/nqK3zRYYBnR
RYWXl1dwcPCQ8aCgIA6HIxaLcSQsLCwgIIAgiObmZoRQXl6e6lELFiywt7fv7+9XDA4MDOAV
gUCwbt06vF5XV0ehUH744YdRiGNFRUUIodraWsW2PXjwwMLCorq6mkajSSQS1R4tWrSIHB8b
G5vPP/8cr/f39+vo6GRnZ2uIb9y4cdWqVap1KnlqG7DW1lbFYcf/ahcVFeGOR0VFubm5cblc
Pp+fmZmpevjJkyd1dHS6uro0D8iQrl+/jhCqrKx8asmXzTi6YgcAAABoZmhouHXr1piYmIGB
AcU4m81mMpl5eXlKl3BkMplUKt2yZQuVSlWM6+rqIoR6e3tLS0tdXV1xkMfjTZ8+vbCwcKTj
mvsYGhoaHR3N5/OH3FtbW5ufnx8SEoI3Z8+effr06YaGBrlcnpKSYmxs7OzsrCGOEMrOzjYw
MLCysoqMjCTvVj9TG0h9fX0IIfImG5PJRAhduXIFbx46dEgoFD569Gjfvn0BAQH3799XOry9
vZ3NZtPpdM1nUdXW1pacnGxlZWVhYfGsx2q9Fyaxw/n+WLcCAADAaBCLxYpTwX788Udy1/r1
6zs7O5OSkhTLU6nUpKSkb775hsvlLl26ND4+Hk/2qqqqIgji9ddfx8UKCwup/1VQUNDU1DQ4
OGhqakrWY2pq2tjYONJxDR0/fPiwXC7XMPVNLBZbWlrOmzcPbx48eNDS0tLMzIxGo0VFRZ0+
fRqfTl383XffPXLkiFQqjYmJOXXq1N/+9rfnaINid+zs7GJjY1taWrq7u7dt24YQevjwId7r
7e3t4uKCEPLx8ZkzZ86RI0cUj+3o6IiLi1u7di2FQnnqiUinTp2iUqnGxsZZWVm5ubn6+vrD
P/Yl8cIkdjKZrLOzc6xbAQAAYDQozbFzdHQkdzEYjOjo6N27d/f29ioe4u/v//Dhw7S0tLff
fjsxMdHGxubu3bsEQSiWsbOzKy0tvXjx4uDgIL5vhRBSTSxGOq5OVVXV7t27ExMTNRySkpIS
HBxMFjh06FBZWdnZs2eLiopCQkJ8fX1///13DfHly5cHBATMmjUrJCTk22+/PXPmTEVFxbO2
QZFEIqmvr+dwOGw2u7m5mc/n6+j8kVrMnDmTLGZnZ1deXk5u9vb2+vn5WVhYxMTEDHNwMFdX
19LS0ry8vDfeeGPlypVKPwMAvUCJnZ6eHjxRAQAALwkTExN7BSwWS3FvREQEQRAJCQlKR9Hp
dHd39507d16/ft3U1HT//v3Tpk2jUCh3797FBQwMDGxtbd944w28yeVydXV1FS+hPXr0aOLE
iSMdV9froqKihoYGa2trfE2xt7d31apV7u7uZIELFy5UV1eTj5IMDAxs3759z549ixcvtre3
F4lEhoaGYrFYXVzpdDhdVnyAdzhtUGJjY1NcXNzc3NzY2JiUlPTgwYMpU6bgXf39/WQxfNOW
XPfx8enp6Tl16tSzXnJjs9m2trYLFy7MyMi4c+dOTk7OMx3+MnhhEjsAAAAAo9FoQqFwz549
+LlXVVQqlcfjPX78mMvlzp8/XyQSKc3JI+uxt7eXSqV488GDB+Xl5c7OziMdV9evJUuWlJWV
lf6Xvr7+l19+qZi/pqSkuLi4kFPfBgYG+vr6yCtkCCEKhSKXy9XFlU539epVhJDSRLqntmFI
xsbGJiYmx48fHxwcXLx4MQ4qziYsLCycPn06Qqivr8/X17e5uTknJ+fPXK8ZGBiQy+VKUycB
QghGBAAAwLjT3NxcWlpKbpqamvJ4PMUCa9asiYuL++6777y8vBBCTU1Ny5YtW7NmjZ2dna6u
bnZ2dn5+fmpqKkLo8OHDc+bMcXZ23rp162uvvfb48WM8YxtfK9qwYcNHH300a9YsGxubTz/9
dMaMGfhZh5GOt7a23rt379dff0UI3b59WyaTTZs2zcjIyMjIiOwjhUKZPHkyeQGss7MzPT39
4MGDZAE6ne7q6vrPf/7TyMjIzMxMLBZXVlYuWbJEXRyPm9moM10AACAASURBVKen56RJk8rL
y4VC4ZIlS6ZNm4YQ2r9//61bt44ePaq5Dar+/e9/9/f3W1pa/vzzz0Kh8NNPPyU/qQsXLhw6
dGjp0qXHjx8vKyv7z3/+QxCEn5/ftWvXTpw4UVVVhYvZ2Njo6+sPOSAsFotsGELoww8/9PDw
MDc3f/jw4f79+01NTefOnTv8H6qXhbrHZcfb604mTJiQkZFBwOtOABgdY/4KDFhenkUFztUU
bdy4EccjIyPJYvjeIn7dSU9PT3R0tL29PZvNZrPZDg4OiYmJZMnq6urQ0FAej0elUjkcjqen
5/fff0/ujYuLMzc3p9Fobm5uv/322+jEJRKJUh+lUqnSOCi9aiQ5OZnJZHZ0dCiWqa+v/+CD
D1555RUGg+Hg4ID/odQQDwwMNDc319fX5/P5H3/8cWtrK45HRkYKBALVz0Lz604IgkhNTbWy
stLT07O2thaJRHK5HMcFAsGuXbs8PT3pdPqUKVNwA7q7u1XzEPyvvLoBUWxYaGiopaWlvr6+
ubm5v78/nkMJlFCIJyeWkm7cuGFnZyeTyTgcznNljGolJibu2bOnsrISIbR58+bq6mr8n6eP
P/74/v37GRkZa9eubW1tlUgkdXV1FhYWFRUV06ZNMzExSUxM9PHxUZzNSRCIQkFqegAA+BOe
5Tk1AP4U+CWujRwdHUNCQtatWzfWDXnpwBw7AAAAAAAtAYkdAAAAADSpqamhqpg1a9ZYtwsM
AR6eAAAAAIAmVlZWQz5WrAF+5BaMPrhiBwAAAACgJSCxAwAAAADQEuP3Vqyzs3NPTw9CCL/M
ZqybAwAAAAAw3o3fK3Z1dXXm5uYIITabPdZtAQAAAAB4AYzfxI7FYs2fPx8hRKPRxrotAAAA
AAAvgPGb2AEAAAAAgGcCiR0AAAAAgJaAxA4AAAAAQEtAYgcAAAAAoCUgsQMAAAAA0BLj9z12
pPv37+vo6AwODsrl8rFuCwAAAADA+PUCXLF77733pk6d2t7efv78+bFuCwAAAADA+PUCJHYG
BgYJCQlGRkZubm5j3RYAAAAAgPHrBUjsKBTKK6+8oqPzAjQVAADAn+ft7U15kkgkIuPp6elk
yfDw8MDAQLxeX18fEhLC4/EMDAymTp26evXqtrY2vKumpiY8PNzCwoJGo/H5fD8/v4sXL5KV
iESiyZMnGxgYuLu737t3b3Ti2dnZbm5uEyZMoFAodXV1ZOH29vaPPvpo0qRJTCbT0dHxzJkz
5K47d+54eHiwWCxjY+P33nsPT0/SUH7I83799dczZsxgMpkcDsfDw+PWrVuq4z+cMqSmpqY1
a9aYmZmxWKwVK1Y0NjZqKIxb5eTkxGKxzM3Nw8LCZDKZ5gF57oa9tCBbAgAAMO54enqWKAgO
DsZxOp2+Y8eOIadc+/n53bx5Mykpqaio6MCBA3Q6vaurCyFUXl4uEAhKSkri4uIuX76ckJDg
5OQUGhqKjzp27JhQKNy7d29BQQFBEMuWLRscHByFeGdnp4uLy/bt25V6sXnzZqlUmpaWVlJS
smDBAl9f35qaGoRQbW3t3LlzuVxuRkbG6dOnvby8NJdXd15DQ8Nt27adP39eIpH09PS4u7vj
uKLhlCEFBQWVlpZmZGQUFBR0dXUtX75c8yeblpa2cuXKnJycAwcO5Ofnr1q1CsfVDchzN+zl
RahRVlaGEJLJZOoKPLejR49OnToVr2/atMnLywuvb9y40cfHhyCIiIiIwMDA1157be/evQgh
NpudmZk5YcKEjIwMgiAQ+r8FbwIA/nqK3zRYYBnRRYWXl1dwcPCQ8aCgIA6HIxaLcSQsLCwg
IIAgiObmZoRQXl6e6lELFiywt7fv7+9XDA4MDOAVgUCwbt06vF5XV0ehUH744YdRiGNFRUUI
odraWjJiY2Pz+eef4/X+/n4dHZ3s7GyCIMLDwxcvXqzaO3XlNZ8Xu379OkKosrJStdphlmlt
bVUc9traWoRQUVERbkBUVJSbmxuXy+Xz+ZmZmaqHnzx5UkdHp6urS8OAPF/DXmZwxQ4AAMAL
w9DQcOvWrTExMQMDA4pxNpvNZDLz8vKULuHIZDKpVLplyxYq9Ym3QOjq6iKEent7S0tLXV1d
cZDH402fPr2wsHCk4xo6OHv27NOnTzc0NMjl8pSUFGNjY2dnZ4RQdna2g4PDggULJk6cOG/e
vMuXL2soP5zztrW1JScnW1lZWVhYqGvMU8v09fUhhBgMBt5kMpkIoStXruDNQ4cOCYXCR48e
7du3LyAg4P79+0qHt7e3s9lsOp2uYUCer2Evsxcmsevv78c/QAAAALSeWCxWnGP3448/krvW
r1/f2dmZlJSkWJ5KpSYlJX3zzTdcLnfp0qXx8fF4sldVVRVBEK+//jouVlhYSP2vgoKCpqam
wcFBU1NTsh5TU9PGxsaRjmvo+MGDBy0tLc3MzGg0WlRU1OnTp01NTXt6ehoaGr766itvb+/c
3Nw333xz0aJF+JbrkOU1n/fUqVNUKtXY2DgrKys3N1dfX1+1GcMpg6u1s7OLjY1taWnp7u7e
tm0bQujhw4d4r7e3t4uLC0LIx8dnzpw5R44cUTy2o6MjLi5u7dq1FApFw4A8X8NeZi9MYvf4
8eNz586NdSsAAACMBqU5do6OjuQuBoMRHR29e/fu3t5exUP8/f0fPnyYlpb29ttvJyYm2tjY
3L17lyAIxTJ2dnalpaUXL14cHBzE960QQqqJxUjHNTh06FBZWdnZs2eLiopCQkJ8fX1///13
PKfQw8Njw4YNDg4OX3311aRJk44fP66uvObzurq6lpaW5uXlvfHGGytXrlQaxuGXwSQSSX19
PYfDYbPZzc3NfD6ffNhx5syZZDE7O7vy8nJys7e318/Pz8LCIiYmZviD80wNe2m9MIkdfjZ2
rFsBAABgNJiYmNgrYLFYinsjIiIIgkhISFA6ik6nu7u779y58/r166ampvv37582bRqFQrl7
9y4uYGBgYGtr+8Ybb+BNLperq6ureAnt0aNHEydOHOm4ul4PDAxs3759z549ixcvtre3F4lE
hoaGYrGYwWCw2ezp06fjYjo6Oq+++ur9+/fVldd8XjabbWtru3DhwoyMjDt37uTk5Ki2ZDhl
MBsbm+Li4ubm5sbGxqSkpAcPHkyZMgXv6u/vJ4sp3nPr6+vz8fHp6ek5derUs15yG37DXlov
TGIHAAAAYDQaTSgU7tmzBz/3qopKpfJ4vMePH3O53Pnz54tEIqU5eWQ99vb2UqkUbz548KC8
vNzZ2Xmk4+r6NTAw0NfXp/h6LwqFgi/XzZ49u6KiAgcJgqisrLS0tFRXfpjnHRgYkMvlSrMP
n6MMQsjY2NjExOT48eODg4OLFy/GQcVZfYWFhTgx7evr8/X1bW5uzsnJISfnPYdhNuwlBCMC
AABg3Glubi4tLSU3TU1NeTyeYoE1a9bExcV99913+MUfTU1Ny5YtW7NmjZ2dna6ubnZ2dn5+
fmpqKkLo8OHDc+bMcXZ23rp162uvvfb48ePMzEyEEL5WtGHDho8++mjWrFk2NjaffvrpjBkz
8DMHIx1vbW29d+/er7/+ihC6ffu2TCabNm0ai8VydXX95z//aWRkZGZmJhaLKysrlyxZghDa
tGmTp6fnkSNH5s6dm5SUVF9fv3r1ajqdrq68uvN++OGHHh4e5ubmDx8+3L9/v6mp6dy5cxFC
+/fvv3Xr1tGjRzWUGdK///3v/v5+S0vLn3/+WSgUfvrpp+QndeHChUOHDi1duvT48eNlZWX/
+c9/CILw8/O7du3aiRMnqqqqcDEbGxt9fX11A/LcDXt5qXtcdry97oRCoXz66acEvO4EgNEx
5q/AgOXlWVSQL2kjbdy4EccjIyPJYmKxGCGEX3fS09MTHR1tb2/PZrPZbLaDg0NiYiJZsrq6
OjQ0lMfjUalUDofj6en5/fffk3vj4uLMzc1pNJqbm9tvv/02OnGJRKLUR6lUShBEfX39Bx98
8MorrzAYDAcHB/yeLywpKcna2prBYDg7O1+6dAkHNZQf8ryhoaGWlpb6+vrm5ub+/v54GiJB
EJGRkQKBQHOZIaWmplpZWenp6VlbW4tEIrlcjuMCgWDXrl2enp50On3KlCm4Yd3d3ap5SEVF
hYYBee6GvbQoxJMTS0k3btyws7OTyWQcDue5Mka1EhMT9+zZU1lZiRDavHlzdXU1/s/Txx9/
fP/+/YyMjLVr17a2tl67dm3NmjVRUVFsNvv48eM+Pj7/+Mc/9u7dqzgZlCAQhYLU9AAA8Cc8
y3RvAP4U+CWujRwdHUNCQtatWzfWDXnpwBw7AAAAAAAtAYkdAAAAADSpqamhqpg1a9ZYtwsM
Qe3DE/jdMEP+PT4AAAAAvDysrKyGfKxYg6tXr45QY4Bmaq/Y4dfPQGIHAAAAAPCiUJvY4bdB
whtiAAAAAABeFDDHDgAAAABAS0BiBwAAAACgJV6kxK61tXWsmwAAAAAAMH69SIkdBd6YCgAA
AACg3guT2BkbG7/33ntj3QoAAAAAgD/cvn17586dO3fuPHPmzHDKR0REUCgUCoWC/+bWn9HR
0fHJJ5/Mnz+fzWbjOr29vZGG99gBAAAAAAANbt++HRMTgxCKjIxcunTpaJ66qalp3759qnFI
7AAAAAAARtbAwABBEJGRke+//z5CyMnJ6U9WyGAwIiMjHR0dHz9+vH79ejL+wtyKBQAAAAB4
buHh4fiW5f/+7/9u3bp14sSJhoaGH3zwQUtLS3V19bJly1gsloWFxZYtW3p6evAh586dW7Jk
CZ/PNzQ01NPTmzhx4pIlS3Jzc/HeWbNmrVixAq8fPnwYVx4REYEUbrmeOHFi48aNkyZN0tfX
Ly8vP3z4sKenp6en55UrVxBCV65c0dPTo1Aob775Jv6LX7/++iuLxaJQKBYWFk1NTRq6M3Hi
xEOHDoWEhEybNk0xDlfsAAAAAPAS+eSTT+rq6vB6amrq/fv3q6qqfv/9d4RQZ2dnfHw8nU6P
jY1FCF29evXcuXM6Ojqmpqa6urqPHj06d+5cbm7u6dOnh3njddOmTY2Njer2zp49+4svvvjH
P/5RVlYmFAr37NnzwQcfdHZ2UqnUtLQ0DofzHL2DK3YAAAAAeIn09PScOXMmPz+fTqcjhC5e
vGhgYHDx4kWJRIILiMVivDJv3rwLFy709vY+fPiwpaUlKysLIUQQBJ7c9vPPP6enp+OSkZGR
BEEQBPGvf/1L8Vzt7e3Jycn19fUlJSUWFhaqjfnkk09wjhgfH+/n51dUVIQQ+uKLL+bMmfN8
vYMrdgAAAAB4iWzYsGHJkiUIoRkzZhQXFyOEhELhu+++ixDasmXL77///vvvv/f19enr68+d
OzcvL2/79u11dXXd3d0EQeAabt++Pcxz/f3vfw8JCUEImZmZDVmAQqEcO3bM3t6+rq7u1KlT
CKH333//k08+ee7eQWIHAAAAgJfI9OnT8QqLxcIrNjY2eEVfXx8hRBAETuwCAgJOnjypWkN3
d/cwzzWchyQ4HM6HH364Y8cOvLl169Y/8+LeF+BW7ODg4Fg3AQAAwOjx9vamPEkkEpFx8uYX
Qig8PDwwMBCv19fXh4SE8Hg8AwODqVOnrl69uq2tDe+qqakJDw+3sLCg0Wh8Pt/Pz+/ixYtk
JSKRaPLkyQYGBu7u7vfu3RuduEgkcnJyYrFY5ubmYWFhMpkMx7Ozs93c3CZMmEChUMh5YIoC
AwMpFEpaWtpTzztkeXXnVfTUNihqampas2aNmZkZi8VasWKFhvlkf7LjCKGvv/56xowZTCaT
w+F4eHjcunVL87nUwdnbkBHymhxC6MaNGzirmzx58o0bNwYGBjo7O5UOfGoGxmQyn9qeW7du
ffnll+Tm3//+d9UTDd+4Tuzw+HZ1dZ0/f36s2wIAAGD0eHp6ligIDg7GcTqdvmPHDrlcrnqI
n5/fzZs3k5KSioqKDhw4QKfTu7q6EELl5eUCgaCkpCQuLu7y5csJCQlOTk6hoaH4qGPHjgmF
wr179xYUFBAEsWzZMnw1YaTjaWlpK1euzMnJOXDgQH5+/qpVq3B7Ojs7XVxctm/fPuSwSCSS
hoYGGo1GRtTVr668uvMq0twGJUFBQaWlpRkZGQUFBV1dXcuXL9dc/vk6jhkaGm7btu38+fMS
iaSnp8fd3X1EL/2Q2dW0adNsbW11dXWPHz+uVIZ8vqG8vHz4l/EUdXV1+fv7d3V1MRiMqKgo
hNDdu3f/3//7f8M5ViaTyWSy9vZ2vNnX1yeTyRChRllZGT5GXYHndvTo0alTp+L1TZs2eXl5
4fWNGzf6+PgQBBEREREYGPjaa68lJCTcv3+fzWZnZmZOmDAhIyODIAiE/m/BmwCAv57iNw0W
WEZ0UeHl5RUcHDxkPCgoiMPhiMViHAkLCwsICCAIorm5GSGUl5enetSCBQvs7e37+/sVg/il
YgRBCASCdevW4fW6ujoKhfLDDz+MQlzRyZMndXR0urq6yAieQV9bW6tY7MGDBxYWFtXV1TQa
TSKRaG6/uvKaz6toyDYowX/DnRz22tpahFBRURFuWFRUlJubG5fL5fP5mZmZw2nAcE6KXb9+
HSFUWVn51JKksLAwnAB99913ODJv3jwcKSkpwRErKysc6ejo6OrqsrS0xJsuLi6LFi1is9l4
08jICJdvamoi7+di6enpBEH8/e9/VzoXphon/9Pyr3/9iyAI8v0pycnJmrvT0dExZLY3rq/Y
IYQsLCx0dMZ7IwEAAIwOQ0PDrVu3xsTEDAwMKMbZbDaTyczLy1O6hCOTyaRS6ZYtW6jUJ+aU
6+rqIoR6e3tLS0tdXV1xkMfjTZ8+vbCwcKTjSp1qb29ns9n4CU0NQkNDo6Oj+Xw+GdFcv2r5
5zuvBn19fQghBoOBN/FtR/yGNoTQoUOHhELho0eP9u3bFxAQcP/+/b+qAW1tbcnJyVZWVkM+
Z/pXMTAwwO+xMzIyunbtGoVC+emnn5TKmJiYSCQSe3t7chCeSUpKCn4C19PTE+d8R44cwcll
ZGTk8B/RUPTC5Ezd3d0NDQ1j3QoAAACjQSwWK86x+/HHH8ld69ev7+zsTEpKUixPpVKTkpK+
+eYbLpe7dOnS+Ph4PNmrqqqKIIjXX38dFyssLKT+V0FBQVNT0+DgoKmpKVmPqalpY2PjSMcV
W97R0REXF7d27VrNs7UOHz4sl8vxy29JGuofsvxznFczU1NTOzu72NjYlpaW7u7ubdu2IYQe
PnyI93p7e7u4uCCEfHx85syZc+T/s3fncU1ca+PAT0ggYQkgIRaJgCjVGiEX3kDBulS85aJw
2ZWlVFlcrq1UvFquchu1WL22fFJpFV5ffAVFVKi2qCC2KoqvFpUfWlJcChUsiApIQEDZss3v
j2mnYzZDlLXP9zN/ZJ6cOXlmAnI8c86ZvXtfPoHCwkIajWZpaXny5MkzZ86ojpbTYt++fXhf
F/5MVYTQxYsX8Yirqyseqa+vxyN4P9z06dNPnz7d0dHx9OnTs2fPurm54e/iXZW4v//975WV
ld3d3fhb+M1ovPuN/Fk4pXhsbCy+i8+HRQhZWlriOXR3dxNTOtQyMzNT25M3ahp2ixYtwqci
AwAAGPOUxti5u7sTb5mYmCQnJ2/btg1fqZ8QHh7e3Nycn5//5ptvZmVlcbnc6upqjDQWHiHE
4/FEItHly5flcjn+VxCpG/8+2HFCf39/WFiYnZ0d/rxRTerq6rZt25aVlaVUlab6NZUf6Ofq
Ii8vr6mpicViMZnM9vZ2R0dH4j6bi4sLUYzH49XU1Lx8At7e3iKRqKSkZPr06VFRUUo/A2NP
tQaa7sOiUbTcieqIRQAAAGOVlZUV0YmiatWqVUKhMDMzUynOYDB8fX19fX0FAoGLi0taWtr2
7dspFEp1dTXeNDQ2NnZ2dia6W6ytralUKrkLrbW1dfz48YMdx19LJJKQkJC+vr7vv/9ee89T
RUVFS0vL5MmT8V25XB4dHb1///7CwkK19Wsqjz8LS/fP1QWXy71x40ZHR4dCoTAxMbGwsJg0
aRL+llQqJYrhN20HeuKqmEyms7Ozs7Pz7NmzLS0ti4uLQ0NDX/IURrLp06erjefl5RHzwZWM
moYdAAAAgKPT6QKB4JNPPiGGlymh0WgcDufZs2fW1tbz5s0TCoWRkZFKw+zwelxdXUtLS/HG
wcOHD2tqajw9PQc7jhCSSCShoaHt7e3nzp174fCshQsX4jMacXw+f/v27YsWLdJUv4eHh9ry
A/1c3VlaWiKE/vd//1culy9YsAAPkkcTlpeX4/FXlYBMJlMoFKrf6RhDXtyHzMvLS9MhY/yK
AAAAGI3a29tFIhGxy2azORwOuUB8fHxqaurx48eDgoIQQm1tbYGBgfHx8Twej0qlFhUVXbhw
4fDhwwihjIyMWbNmeXp6JiUlTZ069dmzZydOnEC/L122Zs2alStXenl5cbncDRs2zJgxA28s
Dmocw7CwsLAff/zxyJEjdXV1+BlxuVwjI6OOjo76+vpffvkFIXTnzh2xWOzk5GRhYWFhYUGc
O4VCmThxIt4xprZ+KpWqtryWz01LS7t9+/a+ffsQQmpzUJr7Sfjmm2+kUqm9vf21a9cEAsGG
DRuIb+rSpUvp6el+fn65ublVVVXffvvtQE/czMyMnNiKFSv8/f1tbW2bm5vT0tLYbPacOXMG
/LP10tra2v7zn//cuHHjxx9/fPr06f79+/FnSwyGFy4fo4amabQjZLkTDMMsLCzI06SV5shr
PgMAwEsY9iUwYPvzbCrwthpZYmIiHieeyIlhGD6dEF/upK+vLzk52dXVlclkMplMNze3rKws
ouS9e/fi4uI4HA6NRmOxWAEBAWfPniXeTU1NtbW1pdPpPj4+v/766xDE1S54dvfuXQzDiMeV
EkpLS5Wuj9LyJZo+V7W8ls9dvXo1n8/Hy+uSA+Hw4cMODg6GhoaTJ08WCoUKhQKP8/n8rVu3
BgQEMBiMSZMm4QuW6XHi5MTi4uLs7e2NjIxsbW3Dw8PxMZRD7+bNm1ZWVu+88w7e6nrhuiRD
bCQ27BYsWICvD75y5UoMGnYADIth/2MP259nA2MRn8/fvXv3cGcxKIiZN6WlpSOwYTcSb8X6
+fkZGBhcvHhRU8cvAAAAAICOvvwS7d6t57Gfforeffe5yAhfXnckJvfhhx8WFxdPnDiReEwv
AAAAAIZLQ0MDTYWW8fsjzelvkbRFz+308eHOfoBGYo8dAAAAAEYOBwcHpUd9vND169cHKRk9
xMehyMu/vVbI0T9j0OVzGgsHvYs270T4CoAYhnKVF9UZ6aBhBwAAAICx7Ifv0P+78PsOhn6+
gZjGGguXn0Prl/yxa6T/E9eGBzTsAAAAADCWSbpR3U9/7FIRMtG8LjImQT//vz92eaPmhvNv
oGEHAAAAgLGMboiM6fofO7pAww4AAAAAY5mRIWLo1bCjYMgIGnYAAAAAACMHnYYY+rbPaFQ1
wcLCQolEcvv2bYTQ9evX8dXZgoKCDA2HvxkIDTsAwO8oFIRhw50EAAC8YkaG+ne8GaprKC1d
urSzsxN/nZGRkZGRgRB68uQJ/szc4QUNOwAAAACMZYb6NuwoCKntg+vo6HjJlAYPNOwAAAAA
MJYZUhFd8zTYFxw72hpKoy1fAAAAAICBoBkiI30bdmrH2I1k0LADAAAAwFhmaKj+jqouaKOt
oTTa8gUAAAAAGAhDqv53VA2hxw4AAAAAYOQw1PdWLIYh6mhrKI22fAEAAAAABoJqqP8d1VE3
ecJguBMAAAAAnhMcHEx5nlAoJOLHjh0jSi5fvjwyMhJ/3dTUFBsby+FwjI2Np0yZQl5prKGh
Yfny5XZ2dnQ63dHRMSws7PLly0QlQqFw4sSJxsbGvr6+9fX1QxMXCoUeHh5mZma2trbLli0T
i8V4/KuvvpoxY4apqSmLxfL398eXwCWLjIykUCj5+fn4bldX18qVKydMmGBqauru7n769Gnt
9be1tcXHx9vY2JiZmS1evPjx48eq1/+FOZDpUiGZpsSKiop8fHzGjRtHoVAePHig9tgBJUZm
RP1tmJ0e26gbYwcNOwAAACNOQEBAJUlMTAweZzAYW7ZsUSgUqoeEhYXdunUrOzu7oqJi165d
DAajp6cHIVRTU8Pn8ysrK1NTU69cuZKZmenh4REXF4cfdfDgQYFA8Nlnn5WVlWEYFhgYKJfL
hyCen58fFRVVXFy8a9euCxcuREdH4/mYm5tv2rTp/PnzeXl5fX19vr6+eHlcXl5eS0sLnf7H
47HWrVtXWlqan59fWVk5f/780NDQhoYGLfUvWbJEJBIVFBSUlZX19PQsWrRI9Upqz0GJLhWS
aUqsu7t77ty5mzdv1nLsgBIjoxoiQyM9N4Phf5bEAGEaVFVVIYTEYrGmAnrbt2/flClT8Nf/
/Oc/g4KC8NeJiYkhISFEsalTp2ZmZmIYZmFhceLECSKO0B8bvgsAeDXIv07k3zTYYBvUTUVQ
UFBMTIza+JIlS1gsVk5ODh5ZtmxZREQEhmHt7e0IoZKSEtWj5s+f7+rqKpVKyUGZTIa/4PP5
CQkJ+OsHDx5QKJRz584NQZzs6NGjBgYGPT09SvGffvoJIVRbW4vvPnz40M7O7t69e3Q6PS8v
Dw9yudxPP/0Ufy2VSg0MDIqKijTVjy+rS1ylxsZGhFBFRYXqRdOUgxItFfL5/I0bN/r4+Fhb
Wzs6OpL/jms58YqKCoRQY2OjlpR0SUzJN59h+9bquZ3+b10+YQSBHjsAAACjhrm5eVJSUkpK
ikwmI8eZTKapqWlJSYlSF45YLC4tLV2/fj3t+TtqVCoVIdTf3y8Siby9vfEgh8OZNm1aeXn5
YMeVTqqrq4vJZDIYDHKws7Nz//79Dg4OdnZ2eCQuLi45OdnR0ZFcbObMmadOnWppaVEoFAcO
HLC0tPT09NRUv0QiQQiZmJjgcVNTU4TQ1atXNVxsgQsmDwAAIABJREFUNTko0V5henq6QCBo
bW394osvIiIi7t+/r8uJ6+KFiSmh0RDNUJ/N0BBR1c2K7erqSkhImDBhAoPBcHNz+/rrr7V8
+vXr1ykqLl68ONCz1tEoaNhhGNbS0lJfX4/BUywBAODPIScnR9NfwQ8//LC7uzs7O5tcnkaj
ZWdn79mzx9ra2s/Pb+fOnfhgr7q6OgzD3njjDbxYeXk57XdlZWVtbW1yuZzNZhP1sNnsx48f
D3acnPnTp09TU1Pff/99CoWCRwoLC2k0mqWl5cmTJ8+cOWNkZIQQysjIUCgUq1atUrpQu3fv
tre3t7GxodPpGzduPHXqFPnjlOpns9k8Hm/79u1Pnjzp7e3dtGkTQqi5uVn1+qvNQZX2CoOD
g+fOnYsQCgkJmTVr1t69e7WfuC50TEwJlabvADt1Y+wwDAsICDhw4EBSUtKxY8ecnJwiIyOP
HDmiPYd//etfx0hmzJih+1kPyCho2PX09PzjH/9wdHS8du3acOcCAABgKCiNsXN3dyfeMjEx
SU5O3rZtW39/P/mQ8PDw5ubm/Pz8N998Mysri8vlVldXK/UI8Hg8kUh0+fJluVyO37dCCKk2
LAY7Tujv7w8LC7Ozs0tJSSGC3t7eIpGopKRk+vTpUVFR/f39dXV127Zty8rKUq0qPT29qqrq
u+++q6ioiI2NDQ0NffTokZb68/LympqaWCwWk8lsb293dHQ0MFDTElDNQdMpaKnQxcWFKMbj
8WpqarSfuC50T4yMRkNUQz03A5WG3fHjxy9dupSWlrZu3bqAgICjR496enomJSVpH/A3c+bM
RSRK7e9XaBRM9mhpacH/x2ZpaTncuQAAABgKVlZWrq6umt5dtWqVUCjMzMxUijMYDF9fX19f
X4FA4OLikpaWtn37dgqFUl1djTcNjY2NnZ2diSe4W1tbU6lUchdaa2vr+PHjBzuOv5ZIJCEh
IX19fd9//z2554nJZDo7Ozs7O8+ePdvS0rK4uFgikbS0tEyePBkvIJfLo6Oj9+/fX1xcvHnz
5iNHjixYsAAh5OrqWlRUlJOTk5ycrKl+Lpd748aNjo4OhUJhYmJiYWExadIk1SusmkNoaKja
70JLhVKplCiG37TVfuK60D0xMrzHTj9UlXbv8ePHDQ0NiWkfFAolJibmgw8+KC8vf+utt7RU
1dvba2RkRFV7c/fVGQU9dlZWVuPGjYNWHQAAABydThcIBDt27MDnvaqi0WgcDufZs2fW1tbz
5s0TCoVKY/KIelxdXUtLS/Hdhw8f1tTUeHp6DnYcISSRSEJDQ9vb24uLi4kxakpkMplCoaDR
aAsXLqyqqhL9zsjI6PPPP8/MzJTJZBKJhNzlRqFQ8CnD2uu3tLS0srLKzc2Vy+V4o1ATIgct
ZTRVSB5NWF5ePm3aNB1PXBc6Joaj0hBN342q0iK8deuWk5MTOXkej4fHteQQGxtrYmJCp9Nn
zpxJrEozGEZBjx0AAIA/m/b2dpFIROyy2WwOh0MuEB8fn5qaevz48aCgIIRQW1tbYGBgfHw8
j8ejUqlFRUUXLlw4fPgwQigjI2PWrFn4zbKpU6c+e/bsxIkTCCG8r2jNmjUrV6708vLicrkb
NmyYMWMGPtdhUOMYhoWFhf34449Hjhypq6vDz4jL5RoZGa1YscLf39/W1ra5uTktLY3NZs+Z
M8fCwsLCwoI4dwqFMnHiRLxjzNvb++OPP7awsLCxscnJyamtrV24cKGW+r/55hupVGpvb3/t
2jWBQLBhwwb8wqalpd2+fXvfvn0IIbU5aPqmNFWIELp06VJ6erqfn19ubm5VVdW3336rJbGO
jo76+vpffvkFIXTnzh2xWOzk5GRmZqZ3YmQsDnLg/b6Dofs3UU+nxsJMa8SZ/sduT4dygba2
Nnt7e3LEysoKj6ut0MTEZNmyZd7e3iwWq66uLi0tzd/fPy8vj1iC8RXTNF125Cx3okRpjrzm
MwAADBCC5U5gG45NBd5WI0tMTMTjq1evJorl5OQghPDlTvr6+pKTk11dXZlMJpPJdHNzy8rK
Ikreu3cvLi6Ow+HQaDQWixUQEHD27Fni3dTUVFtbWzqd7uPj8+uvvw5BvLe3V/XP8d27dzEM
i4uLs7e3NzIysrW1DQ8Px4cJKiEvd9LU1PTee++99tprJiYmbm5uBQUF2us/fPiwg4ODoaHh
5MmThUKhQqHA61m9ejWfz8df65IDQVOFfD5/69atAQEBDAZj0qRJL0wsLy9PKV5aWvoyiZHV
/ICJ7/+2tTZgV/Kx73dp3CqO/1FYfB+rKVOuzc7Obvbs2eTInTt3EEI7duzQJZn29nYOh8Ph
cIhr9WpRMA1TTW/evMnj8cRiMYvFenHzcCCysrJ27NhRW1uLEFq3bt29e/fw/zytXbv2/v37
BQUFeLFp06atX79+5cqVSoeTR45iGKJQEEyWBeDVIP86DWSeGgAvBf4RH4vc3d1jY2MTEhKG
OxGEELr2NepW6XjT0TgO+q+/Pxdxc3Pr7+/HG3O4srKy2bNnZ2ZmqjZa1Prggw/27Nlz//59
HZdrGZBRMMYOAAAAAEBvBi8zxk5lqoOLi0tdXR259/HmzZsIIWdnZx3zwUd8qp2P/PKgYQcA
AAAAbRoaGmgqvLy8hjsvXdH0XeuEaoioKpMRQkJCJBIJsXAdhmE5OTm2traqS0PjyLODEUJN
TU0nTpxwcHBQGjb6qsDkCQAAAABo4+DgoHZasRbXr18fpGT0gD95Qj+qDTt84eW1a9d2dXU5
OTkdOnTo2rVrhw4dItYxKS8vnzVr1ubNm/FH34aHhxsbG/P5fBaLde/evczMzLa2NqXlml8h
aNgBAAAAYCyjvkTDzkDlViyFQiksLPz3v//9+eefd3R0vPHGG0pTXDEMk8vl+LozCKF33nnn
0KFDZ8+e7ezstLS0nDlz5saNG7WvePcyoGEHAAAAgLHMgKqm403XY9UdaGFhkZGRkZGRofYQ
Ly8v8szU1atXr169Ws+PHzho2AEAAABgLDMwVLPOsE4oap48McJBww4AAAAAYxmVimgDe3QZ
6djR1lAabfkCAAAAAAwEVe8eO2jYDTFYQhWAVwb/dYJfKgDAmEOl6d8+o6hMnhjhRnfDDgAA
AABAOwOq/j12aidPjGSjLV8AAAAAgIGgGiJMoe+x0GMHAAAAADByGNCQgVz/Y0eX0ZYvAAAA
AMBAGNAQTd8eO9UFikc4aNgBAAAAYCyj0ZAMe3ExtaDHDgAAAABgBDGgIZq+M/4N9J11MVxG
24LKAAAAAAADQaX+tuKJHpvaW7FdXV0JCQkTJkxgMBhubm5ff/31kJ+TRtBjBwAAAICxjEJD
VL1vxao07DAMCwgIuHHjxtatW19//fWDBw9GRkbK5fJ33333JfN8JaDHDgAAwMgSHBxMeZ5Q
KCTix44dI0ouX748MjISf93U1BQbG8vhcIyNjadMmbJ06dLOzk78rYaGhuXLl9vZ2dHpdEdH
x7CwsMuXLxOVCIXCiRMnGhsb+/r61tfXD01cKBR6eHiYmZnZ2touW7ZMLBZrj3d1da1cuXLC
hAmmpqbu7u6nT5/WXr+m8l999dWMGTNMTU1ZLJa/v//t27dVr7+mHNRqa2uLj4+3sbExMzNb
vHjx48ePtRTWUnlRUZGPj8+4ceMoFMqDBw/UHqtL8mrRDPXcqIZqFig+fvz4pUuX0tLS1q1b
FxAQcPToUU9Pz6SkJLlc35m3rxQ07AAAAIw4AQEBlSQxMTF4nMFgbNmyRaFQM8UxLCzs1q1b
2dnZFRUVu3btYjAYPT09CKGamho+n19ZWZmamnrlypXMzEwPD4+4uDj8qIMHDwoEgs8++6ys
rAzDsMDAQPzP82DH8/Pzo6KiiouLd+3adeHChejoaDwfTfF169aVlpbm5+dXVlbOnz8/NDS0
oaFBS/2aypubm2/atOn8+fN5eXl9fX2+vr6qzRFNOai1ZMkSkUhUUFBQVlbW09OzaNEi7d+s
psq7u7vnzp27efNmLcfqkrxaBjREMdJnMzBSM3ni+PHjhoaGROYUCiUmJubRo0fl5eW6JDPo
MA2qqqoQQmKxWFMBve3bt2/KlCn463/+859BQUH468TExJCQEKLY1KlTMzMzVQ9HSHkDALwC
qr9asME2NJuKoKCgmJgYtfElS5awWKycnBw8smzZsoiICAzD2tvbEUIlJSWqR82fP9/V1VUq
lZKDMpkMf8Hn8xMSEvDXDx48oFAo586dG4I42dGjRw0MDHp6erTEuVzup59+iselUqmBgUFR
UZGW+jWVJ/vpp58QQrW1taoX7YW54To6OsiXvbGxESFUUVGBJ7Zx40YfHx9ra2tHR8cTJ07o
UnlFRQVCqLGxUUtKuidPkPZjMon+mxJXV9fp06eTIz/88ANCSG2jZehBjx0AAIBRw9zcPCkp
KSUlRSaTkeNMJtPU1LSkpESpC0csFpeWlq5fv55Ge67jhUqlIoT6+/tFIpG3tzce5HA406ZN
Ky8vH+y40kl1dXUxmUwGg6ElPnPmzFOnTrW0tCgUigMHDlhaWnp6emqpX215cuWdnZ379+93
cHCws7PTcsE15YaTSCQIIRMTE3zX1NQUIXT16lV8Nz09XSAQtLa2fvHFFxEREffv3x9Q5Vro
mDyBZoSohqSNhr1gIxVW7bFra2uzsrIiR/Ddtra2gZ7IYBi5DbuOjo5Dhw7943cffPDBw4cP
hzspAAAAQyEnJ4c8xu7ixYvEWx9++GF3d3d2dja5PI1Gy87O3rNnj7W1tZ+f386dO/HBXnV1
dRiGvfHGG3ix8vJy2u/Kysra2trkcjmbzSbqYbPZjx8/Huw4OfOnT5+mpqa+//77FApFS3z3
7t329vY2NjZ0On3jxo2nTp1is9la6ldbHi9TWFhIo9EsLS1Pnjx55swZIyMjTd+CptzIH8fj
8bZv3/7kyZPe3t5NmzYhhJqbm/F3g4OD586dixAKCQmZNWvW3r17B1S5Wron/xyFHMll+m0U
dQ8jU5vzgE5k8Izchp2Hh4exsfGT33V0dCj9/wwAAMBYpTTGzt3dnXjLxMQkOTl527Zt/f39
5EPCw8Obm5vz8/PffPPNrKwsLpdbXV2NYRi5DI/HE4lEly9flsvl+H0rpO7v8WDHCf39/WFh
YXZ2dikpKdrj6enpVVVV3333XUVFRWxsbGho6KNHj7TUr7Y8/pa3t7dIJCopKZk+fXpUVJTS
ZXxhbkry8vKamppYLBaTyWxvb3d0dDQw+K1p4eLiQhTj8Xg1NTUDrVyVjskrk0qRtO+PTdb/
go1cWC5VqozFYil1zuEjAZS68YbLyF3u5NSpU8OdAgAAgOFhZWXl6uqq6d1Vq1YJhcLMzEyl
OIPB8PX19fX1FQgELi4uaWlp27dvp1Ao1dXVeNPQ2NjY2dkZHxmGELK2tqZSqeQutNbW1vHj
xw92HH8tkUhCQkL6+vq+//57cs+Talwmk23evPnIkSMLFixACLm6uhYVFeXk5Kxbt05t/ZrK
JycnI4SYTKazs7Ozs/Ps2bMtLS2Li4tDQ0OVrqSm3FRxudwbN250dHQoFAoTExMLC4tJkybh
b0mlfzSJ8Ju2A61clS7JqyGXq7bPdIUhZEgnB1xcXL7++uve3l5jY2M8cvPmTYSQs7Oznh/x
So3cHjsAAABALTqdLhAIduzYgc97VUWj0TgczrNnz6ytrefNmycUCtXe86HT6a6urqWlpfju
w4cPa2pqPD09BzuOEJJIJKGhoe3t7cXFxcQYNU1xmUwmkUiInjCEEIVCUSgUmurXVF7p9GUy
mUKhUBp9qCU3LSwtLa2srHJzc+VyOd6aRAiRRxOWl5dPmzZNv8rV0pS8evJ+JJPouSmUJ96G
hIRIJJIjR47guxiG5eTk2NraKo1iHC4jt8cOAADAn1Z7e7tIJCJ22Ww2h8MhF4iPj09NTT1+
/HhQUBBCqK2tLTAwMD4+nsfjUanUoqKiCxcuHD58GCGUkZExa9YsfKWxqVOnPnv27MSJEwgh
vK9ozZo1K1eu9PLy4nK5GzZsmDFjBj4XYVDjGIaFhYX9+OOPR44cqaurw8+Iy+UaGhqqjTMY
DG9v748//tjCwsLGxiYnJ6e2tnbhwoWa6qdSqZrKr1ixwt/f39bWtrm5OS0tjc1mz5kzByGU
lpZ2+/btffv2acpNU9faN998I5VK7e3tr127JhAINmzYQHxTly5dSk9P9/Pzy83Nraqq+vbb
b7VU3tHRUV9f/8svvyCE7ty5IxaLnZyczMzMiMS0JP9iMhmSSV5cTC2a8kJ2+NjBtWvXdnV1
OTk5HTp06Nq1a4cOHcJn5Aw/TdNlh325E010mCkPABi4YV/zArY/7aYCb6uRJSYm4vHVq1cT
xXJychBC+HInfX19ycnJrq6uTCaTyWS6ubllZWURJe/duxcXF8fhcGg0GovFCggIOHv2LPFu
amqqra0tnU738fH59ddfhyDe29ur+uf47t27muIYhjU1Nb333nuvvfaaiYmJm5tbQUGB9s/V
VD4uLs7e3t7IyMjW1jY8PBwfhohh2OrVq/l8vpbcNP3LcfjwYQcHB0NDw8mTJwuFQoVCgcf5
fP7WrVsDAgIYDMakSZPwBLRUnpeXpxQvLS0lJ6Yl+RdrfYA9qtNza29Sra+jo+ODDz547bXX
6HT6X/7yl7y8PF0zGXwU7PmBpYSbN2/yeDyxWMxisdQW0FtWVtaOHTtqa2sRQuvWrbt37x7+
n6e1a9fev3+/oKBA++Gqg0Q1nAEAYCBGxnwu8GcE/4iPRe7u7rGxsQkJCcOdCEIIoZZ6pOM0
C1XGZojNeXGxEQNuxQIAAABgTJPLkVzfW7HYKFuRAyZPAAAAAECbhoYGmgovL6/hzktnchmS
SfXfRhXosQMAAACANg4ODgNdSvb69euDlIw+pFIk1avHjoKQfJT12EHDDgAAAABjmkKq/zp2
cjVPnhjJoGEHAAAAgDFNLtOzxw4h/VuEwwQadgAAAAAY015mqJxceYHiEQ4adgAAAAAY0+Qv
07CDHjsAAAAAgJFDLte3YYchBUyeAACMCrAiMRh6GAY/eGAYvMwjxUbbrVhYxw4AAAAAY5ri
Jdax061h19XVlZCQMGHCBAaD4ebm9vXXX2spfP36dYqKixcvvpJzhR47AAAAAIxpMhmS6jtU
TocF/DAMCwgIuHHjxtatW19//fWDBw9GRkbK5fJ3331Xy1H/+te/PDw8iN0ZM2bomeHzoGEH
AAAAgDFNJtP/kWI6LFB8/PjxS5cu7d27d8WKFQihv//97zNnzkxKSoqIiKBSqZqOmjlzZnBw
sJ5ZaTbMDbs7d+788MMPU6ZMQQg1NTWZmZkNbz4AAAAAGGtkEiTRq8eOgunYsDM0NIyOjv7t
IAolJibmgw8+KC8vf+utt7Qc2Nvba2RkpKXxp4dhbtht3rz57Nmztra2CKGcnByFYpSt7wwA
AACAkU4mf4knT7y4YXfr1i0nJycTExMiwuPx8LiWhl1sbGxnZyeVSvXw8Ni0aZOfn5+eGT5v
mBt2b731FnHOd+7cuX///vDmAwAAAICxxtoWvcH/fQdDN6+gjlaNhcdPRNPc/9htb35h9W1t
bfb29uSIlZUVHldb3sTEZNmyZd7e3iwWq66uLi0tzd/fPy8vLzIy8oWf9UIwxg4AAAAAY5q0
D/X3/PYaw5BUom1KhKT/j8IIKa2TIpfLnz59SuwymUz8RipF3To+aoMIIS6Xu2/fPmL33Xff
dXFx+eijjyIiIjQdojto2AEAAABgTGuuR7eu6ly4ATU3/LE78XXymzdv3nRzcyN2Kyoq3N3d
WSyWUudce3s7+r3f7oXGjRsXGBi4Z8+eBw8e2NnZ6ZqnBrCOHQAAgJElODhYaYkvoVBIxI8d
O0aUXL58OXH3qqmpKTY2lsPhGBsbT5kyZenSpZ2dnfhbDQ0Ny5cvt7Ozo9Ppjo6OYWFhly9f
JioRCoUTJ040Njb29fWtr68fmnhRUZGPj8+4ceMoFMqDBw9UL0JkZCSFQsnPz8d3bWxslK7J
yZMnEUJdXV0rV66cMGGCqampu7v76dOntZf/6quvZsyYYWpqymKx/P39b9++rfrRa9euJR+4
atUqLV9WW1tbfHy8jY2NmZnZ4sWLHz9+rKUwfjU8PDzMzMxsbW2XLVsmFot1vCA6Jq+eVIak
Uj2358fYvf7665dJ3njjDYSQi4tLXV1db28vUezmzZsIIWdnZx0TlMlkCCEDg1fQKoOGHQAA
gBEnICCgkiQmJgaPMxiMLVu2qJ1pFxYWduvWrezs7IqKil27djEYjJ6eHoRQTU0Nn8+vrKxM
TU29cuVKZmamh4dHXFwcftTBgwcFAsFnn31WVlaGYVhgYKBcLh+CeHd399y5czdv3qz29PPy
8lpaWuh0OhE5f/48cTW2bNliamr617/+FSG0bt260tLS/Pz8ysrK+fPnh4aGNjQ0aClvbm6+
adOm8+fP5+Xl9fX1+fr6ytUtwOvn50ccLhAItHxTS5YsEYlEBQUFZWVlPT09ixYt0v7N5ufn
R0VFFRcX79q168KFC8RMUu0XBKdj8mrgjxR7FQsUm5qazibBV/MICQmRSCRHjhzBy2AYlpOT
Y2tr6+npqTYd6fOL6jU1NZ04ccLBwYHD4eh0OtphGlRVVSGExGKxpgJ627dv35QpU1TjiYmJ
ISEhLzwcIeUNAKAP1d8l2GAb7E3tD56KoKCgmJgYtfElS5awWKycnBw8smzZsoiICAzD8Dtf
JSUlqkfNnz/f1dVVKpWSgzKZDH/B5/MTEhLw1w8ePKBQKOfOnRuCOK6iogIh1NjYSM7t4cOH
dnZ29+7do9PpeXl5qmf0zjvvENeHy+V++umn+GupVGpgYFBUVKSlPNlPP/2EEKqtrVWKJyYm
RkdHq5ZX1dHRQb7sjY2NCKGKigr8xDdu3Ojj42Ntbe3o6HjixAnVw48ePWpgYNDT00NE1F4Q
tTQlr96hz7Gda/TcCva8sHqFQjF37lwzM7OdO3cWFhaGh4cjhA4dOkQUuHbtGpVKTUlJwXeD
g4OjoqKEQuH+/fs3bdo0fvx4AwOD48eP63QuLzLSe+y6u7ufPHny5MkT8lhFAAAAf07m5uZJ
SUkpKSmy5we/M5lMU1PTkpISpS4csVhcWlq6fv16Gu25MeX4gPf+/n6RSOTt7Y0HORzOtGnT
ysvLBzuu/Rzj4uKSk5MdHR3VvtvY2HjhwoXY2Fh8d+bMmadOnWppaVEoFAcOHLC0tFTqJVIq
T+js7Ny/f7+Dg4PaQV1FRUXGxsYODg6rV68m7mirkkgkCCFimQ9TU1OE0NWrv41mS09PFwgE
ra2tX3zxRUREhOrCF11dXUwmk8FgaKpfE+3Jq6H3rViJVJcnT1AolMLCwqVLl37++eeLFy+u
qanJy8sjOiMRQhiGyeVyoqf5nXfe+fXXX3fs2LFixYo9e/Z4enpevnz5VS1WPKIbdg8fPjQz
M7OysrKysjI3N7927dpwZwQAAGAo5OTkaHqM5ocfftjd3Z2dnU0uT6PRsrOz9+zZY21t7efn
t3PnTnywV11dHYZh+EAohFB5eTntd2VlZW1tbXK5nM1mE/Ww2ezHjx8PdlzLiWdkZCgUCi3D
2nJycuzt7d9++218d/fu3fb29jY2NnQ6fePGjadOnSJ/nGp5hFBhYSGNRrO0tDx58uSZM2eM
jIyUPmL27Nl79+4tLS1NSUkpLCzU8lwsNpvN4/G2b9/+5MmT3t7eTZs2IYSam39bHyQ4OHju
3LkIoZCQkFmzZu3du5d87NOnT1NTU99///0BzQN9YfLqyWVIqtcmk+myjh1CyMLCIiMjo7m5
ua+vTyQSKS1c4uXlhWHYJ598gu+uXr366tWrYrFYKpW2trYWFhZqX8d4QEZ0ww7DMITQ8ePH
r1+/XllZ+eabbw53RgAAAIaC0hg7d/c/1hUzMTFJTk7etm1bf38/+ZDw8PDm5ub8/Pw333wz
KyuLy+VWV1fjf0cIPB5PJBJdvnxZLpfj962QujUpBjuuSV1d3bZt27KysrQccuDAgZiYGKJA
enp6VVXVd999V1FRERsbGxoa+ujRIy3lEULe3t4ikaikpGT69OlRUVFKlxEhtGjRooiICC8v
r9jY2EOHDp0+ffru3bua8snLy2tqamKxWEwms7293dHRkZgB4OLiQhTj8Xg1NTXEbn9/f1hY
mJ2dXUpKyouvC8kLk1dPKkcyiZ6bjsP4RowR3bDDOTs78/l8V1fXVzJbBAAAwMhnZWXlSqL0
wMlVq1ZhGJaZmal0FIPB8PX1/eSTT3766Sc2m52Wlubk5EShUKqrq/ECxsbGzs7O06dPx3et
ra2pVCq5C621tXX8+PGDHdd01hUVFS0tLZMnT8b7FPv7+6Ojo319fYkCly5dunfvHjGVRCaT
bd68eceOHQsWLHB1dRUKhebm5jk5OZrK45hMprOz81//+teCgoKff/65uLhYUz4IIbxJTZ7k
q4TL5d64caO9vf3x48fZ2dkPHz6cNGkS/hZ5igB+05Z4HRIS0tfXV1hYqGuXm17J/0EueYlZ
sdCwAwAAAAYTnU4XCAQ7duzA572qotFoHA7n2bNn1tbW8+bNEwqFMnUjpeh0uqura2lpKb77
8OHDmpoaT0/PwY5rOq+FCxdWVVWJfmdkZPT555+T268HDhyYO3cuMfxOJpNJJBJyrweFQiFP
GVYqr0QmkykUCqXRh0quX7+OENJUA8HS0tLKyio3N1culy9YsAAPkkcTlpeXT5s2DSEkkUhC
Q0Pb29uLi4vJz+AaKF2S/8PLLHci0/dZZMMEFigGAAAw4rS3t4tEImKXzWYrrQQRHx+fmpp6
/PjxoKAghFBbW1tgYGB8fDyPx6NSqUVFRRcuXDh8+DBCKCMjY9asWZ6enklJSVOnTn327NmJ
EycQQnhf0Zo1a1auXOnl5cXlcjds2DBjxgzZZ3dqAAAgAElEQVR8rsNgxzs6Ourr63/55ReE
0J07d8RisZOTk4WFhYWFBXGOFApl4sSJRAdYd3f3sWPHdu/eTRRgMBje3t4ff/yxhYWFjY1N
Tk5ObW3twoULNZVHCK1YscLf39/W1ra5uTktLY3NZs+ZMwchlJaWdvv2bfxxCPHx8QEBARMm
TKipqREIBAsXLnRyctL0TX3zzTdSqdTe3v7atWsCgWDDhg3EN3Xp0qX09HQ/P7/c3Nyqqqpv
v/0Ww7CwsLAff/zxyJEjdXV1eDEul2tkZKT2gpiZmZET05T8i8lkSKpv+0yHyRMjCjTsAAAA
jDhFRUVFRUXEbmJi4pdffkkuYGhouGXLFuImo5mZ2dtvv52eno43F5ycnPbt2xcVFYUQmj59
+o0bNz799NOPPvqopaXFwsLirbfeOnv2LD5ue+nSpS0tLf/617/a2trmzp1bVFSET5gd7Pj3
33+Pp4cQwm+2lpaWzps3T8s1OXbsGIZhSgvFHTp0KCkpKTIy8unTp9OmTTt27Nh//dd/aSkv
l8sTExObm5utra1nz579P//zP+PGjUMI1dXVES3p3t7ehIQEsVjM4XAWLVpEDPlXSyKR/Pvf
/3706JGdnd22bdvWrVtHvLV+/fqzZ88mJSXZ2Nh8/fXXDg4OfX19p06dQggRM4URQnfv3nVy
ctJ0QciJaUr+xWQv0fE22hp2FKWBpYSbN2/yeDyxWMxisV7tR2ZlZe3YsaO2tlYpvnbt2vv3
7xcUFBAR/Nka+Ff+R8YqI0o1nAEAQKuXfiIhAAOGYfCP+J+Eu7t7bGxsQkLCcCeCEELo03+g
R7/qeex0Plqz45VmM7igxw4AAAAAY5pMhvr17XiTwuQJAAAAAIwhDQ0NNBVeXl7DnZfOZFI9
1zqRSvQfnDdMoMcOAAAAANo4ODionVasBT6ddqSQyJBE3x47xSgbYwc9dgAAAAAY0+QyJJHo
uUlf3LBra2tbv379vHnzzM3NKRTKgQMHBv+UNIKGHQAAAADGNIlU/02HMXZNTU0HDhwwNDQk
ryY9XOBWLAAAAADGNIkMSfRe7uTFDTsul9vW1oYQunjx4jfffKPnB70i0LADAAAAwJgmlaE+
fRt2UskLi4yoR55Cww6AP5+hX8FO7eplAAAwNCQy1N+v57GjbbkTaNgBAAAAYEyj0dGk6b+9
xjB092dtD6JgGKPJU//YpYyyltIoSxcAAAAAYGD+HoEWL/ljd2UUKjmtsXDQu2gb6fl1h/6X
/KZcLn/69Cmxy2Qy8WfEjRzQsAMAAADAmPbfu9C/PvrttUyGnj3VVjjjv1HuYYQPm1MokJcn
em8F8ebNmzfd3NyI3YqKCnd390HIWH/QsAMAAADAmNZHQfWPB1C+Q/zHa/5zHXKvv/765cuX
id033njjZXN71aBhBwAAAIAxLSwcPW7T89jgMPKeqanp7NmzX0FKg2bkNuxOnz598eJFhNBA
H2MCAAAAAPCHjz5CH3304mIvobCwUCKR3L59GyF0/fp1MzMzhFBQUJChoeGgfq6qkduw27Rp
0y+//IIQam1tHYFdnQAAAAAAuKVLl3Z2duKvMzIyMjIyEEJPnjyxtLQc4kxG0JJ6SqZPnx4Y
GIgQmjBhwnDnAgAAAACgUUdHB6Zi6Ft1aCQ37AAAAPw5BQcHU54nFAqJ+LFjx4iSy5cvj4yM
xF83NTXFxsZyOBxjY+MpU6aQe1AaGhqWL19uZ2dHp9MdHR3DwsLI49+FQuHEiRONjY19fX3r
6+uHJl5UVOTj4zNu3DgKhfLgwQOicFtbW3x8vI2NjZmZ2eLFix8//m3If1dX18qVKydMmGBq
auru7n769B+rdfz888/+/v5mZmaWlpZ/+9vfFAoF+WJGRkZSKJT8/HwiGQ8PDzMzM1tb22XL
lonFYqSO9jrJNCWsiaYENF0Qsq+++mrGjBmmpqYsFsvf3x+/7wmUQMMOAADAiBMQEFBJEhMT
g8cZDMaWLVvUtjPCwsJu3bqVnZ1dUVGxa9cuBoPR09ODEKqpqeHz+ZWVlampqVeuXMnMzPTw
8IiLi8OPOnjwoEAg+Oyzz8rKyjAMCwwMlMvlQxDv7u6eO3fu5s2blc5iyZIlIpGooKCgrKys
p6dn0aJFeHzdunWlpaX5+fmVlZXz588PDQ1taGhACDU2Ns6ZM8fa2rqgoODUqVNBQUHk2vLy
8lpaWuh0OhHJz8+PiooqLi7etWvXhQsXoqOjVa+k9jp1TFgTTQlouiBk5ubmmzZtOn/+fF5e
Xl9fn6+vL34xwXNUew5xVVVVCCGxWKypgN727ds3ZcoU1XhiYmJISAixGx0d/e677yKE7t69
Sy6GkPIGABgY1d+iwd6G5UNhG4Gb2p8EFUFBQTExMWrjS5YsYbFYOTk5eGTZsmUREREYhrW3
tyOESkpKVI+aP3++q6urVColB2UyGf6Cz+cnJCTgrx88eEChUM6dOzcEcVxFRQVCqLGxEd/t
6Oggn0VjYyNCqKKiAsMwLpf76aef4nGpVGpgYFBUVIRh2PLlyxcsWKB61hiGPXz40M7O7t69
e3Q6PS8vT7XA0aNHDQwMenp6lOJa6lSiJWE+n79x40YfHx9ra2tHR8cTJ07okoDSBdHip59+
QgjV1tbqkuefCvTYAQAAGDXMzc2TkpJSUlKUFkxgMpmmpqYlJSVKXThisbi0tHT9+vU02nOT
BfGnBfT394tEIm9vbzzI4XCmTZtWXl4+2HFNZyeRSBBCJiYm+K6pqSlC6OrVqwihmTNnnjp1
qqWlRaFQHDhwwNLS0tPTEyFUVFTk5uY2f/788ePHv/3221euXCFqi4uLS05OdnR01PRxXV1d
TCaTwWAoxbXUqXvCCKH09HSBQNDa2vrFF19ERETcv39fxwReqLOzc//+/Q4ODnZ2dgM9dswb
BQ27Tz75ZMuWLampqW1t+i5CAwAAYFTJyckhj7HDV7/Cffjhh93d3dnZ2eTyNBotOzt7z549
1tbWfn5+O3fuxAd71dXVYRhGLK1QXl5O+11ZWVlbW5tcLmez2UQ9bDb78ePHgx3XdNZsNpvH
423fvv3Jkye9vb2bNm1CCDU3NyOEdu/ebW9vb2NjQ6fTN27ceOrUKTab3dfX19LS8uWXXwYH
B585c+Yvf/nLO++8g9+izcjIUCgUq1at0vRZT58+TU1Nff/99ykUCjmupc4BJYwQCg4Onjt3
LkIoJCRk1qxZe/fu1SUB7QoLC2k0mqWl5cmTJ8+cOWNkZKT7sX8So6Bhd/To0ZMnT54/f17T
GE8AAABjjNIYO/JTm0xMTJKTk7dt29bf308+JDw8vLm5OT8//80338zKyuJyudXV1RiGkcvw
eDyRSHT58mW5XI7ft0IIqTYsBjuuRV5eXlNTE4vFYjKZ7e3tjo6OBgYGCKH09PSqqqrvvvuu
oqIiNjY2NDT00aNH+FhDf3//NWvWuLm5ffnllxMmTMjNza2rq9u2bVtWVpamj+7v7w8LC7Oz
s0tJSVF6S1OdA00YIeTi4kIU4/F4NTU1uiSgnbe3t0gkKikpmT59elRUlNLPAEAjeR07AoPB
SElJ0T54EwAAwFhiZWXl6uqq6d1Vq1YJhcLMzEylOIPB8PX19fX1FQgELi4uaWlp27dvp1Ao
1dXVeNPQ2NjY2dkZHxmGELK2tqZSqeQutNbW1vHjxw92XMuJc7ncGzdudHR0KBQKExMTCwuL
SZMmyWSyzZs3HzlyZMGCBQghV1fXoqKinJyc5ORkJpM5bdo0/FgDA4PXX3/9/v37FRUVLS0t
kydPxuNyuTw6Onr//v1nzpxBCEkkkpCQkL6+vu+//161x8vExERtnQNKGH9LKpUSxfCbtsRr
LQlox2QynZ2dnZ2dZ8+ebWlpWVxcHBoaOqAaxrxR0GMHAAAAkNHpdIFAsGPHDnzeqyoajcbh
cJ49e2ZtbT1v3jyhUKj2IUZ0Ot3V1bW0tBTfffjwYU1Njaen52DHX3iClpaWVlZWubm5crl8
wYIFMplMIpEQPWEIIQqFgnetzZw58+7du3gQw7Da2lp7e/uFCxdWVVWJfmdkZPT555/j7WCJ
RBIaGtre3l5cXEyMjVOits4BJYwHyaMJy8vL8caiLgnoQiaTKRQKpaGTAI2KHjsAAAB/Nu3t
7SKRiNhls9kcDodcID4+PjU19fjx4/j9nLa2tsDAwPj4eB6PR6VSi4qKLly4cPjwYYRQRkbG
rFmzPD09k5KSpk6d+uzZsxMnTiCE8L6iNWvWrFy50svLi8vlbtiwYcaMGfhch8GOd3R01NfX
4w9YunPnjlgsdnJyMjMz++abb6RSqb29/bVr1wQCwYYNG/AT9/b2/vjjjy0sLGxsbHJycmpr
axcuXIgQ+uc//xkQELB37945c+ZkZ2c3NTUtXbrUwsLCwsKCuFYUCmXixImTJk3CMCwsLOzH
H388cuRIXV0d/i6XyzUyMkpLS7t9+/a+ffs01anpm9KUMELo0qVL6enpfn5+ubm5VVVV3377
rZYENF0QcmIrVqzw9/e3tbVtbm5OS0tjs9lz5szR+2dszNI0XXbkLHfCZDLJ06R1mCkPANBq
hCxyAdufcFP7k6BCdexNYmIiHl+9ejVRLCcnByGEL3fS19eXnJzs6urKZDKZTKabm1tWVhZR
8t69e3FxcRwOh0ajsVisgICAs2fPEu+mpqba2trS6XQfH59ff/11aOJ5eXlK51haWoph2OHD
hx0cHAwNDSdPniwUChUKBV6+qanpvffee+2110xMTNzc3AoKCoj6s7OzJ0+ebGJi4unp+cMP
P6heT2K5k97eXtVmAL6m2OrVq/l8vu51EjQlzOfzt27dGhAQwGAwJk2ahCesJQFNF4ScWFxc
nL29vZGRka2tbXh4OD6GEiihYM8PLCXcvHmTx+OJxWIWi6VTC1FnWVlZO3bsqK2tVYqvXbv2
/v37BQUF+O57772HYdiRI0eYTGZubi7xe646ElTDGQAANBjIUO5XA8OG4UPBCKT2JwH+ER+L
3N3dY2NjExIShjuRPx0YYwcAAAAAMEZAww4AAAAA2jQ0NNBUeHl5DXdeQA2YPAEAAAAAbRwc
HNROK9bi+vXrg5QM0A567AAAAAAAxoih67HLzc1NSkqaOHHiw4cP8ac1AwAAAACAV2joeuw6
OjokEsnixYv5fD7+nGAAAAAAAPAKDV2Pnbm5ubm5+YYNG6ytraurq4fscwEAAAAA/iRG9Bg7
uVyOEOru7r5169Zw5wIAAAAAMNKN6IadmZnZwoULDQwMLC0thzsXAMaKYVkoGFYnBgCAITGi
G3YGBganT582NTWdOHHicOcCAAAAADDSjeiGHQAAAAAA0B007AAAAAAAxgho2AEAAAAAjBHQ
sAMAAAAAGCOgYQcAAAAAMEZAww4AAAAAYIyAhh0AAAAAwBgBDTsAAAAjS3BwMOV5QqGQiB87
dowouXz58sjISPx1U1NTbGwsh8MxNjaeMmXK0qVLOzs78bcaGhqWL19uZ2dHp9MdHR3DwsIu
X75MVCIUCidOnGhsbOzr61tfXz808aKiIh8fn3HjxlEolAcPHpALe3h4mJmZ2draLlu2TCwW
a69HU/mvvvpqxowZpqamLBbL39//9u3beHzt2rXkC7tq1SotX0RkZCSFQsnPz9dSpq2tLT4+
3sbGxszMbPHixY8fP9ZSWEvCmi4ImaaTAmTQsAMAADDiBAQEVJLExMTgcQaDsWXLFoVCoXpI
WFjYrVu3srOzKyoqdu3axWAwenp6EEI1NTV8Pr+ysjI1NfXKlSuZmZkeHh5xcXH4UQcPHhQI
BJ999llZWRmGYYGBgfjTLAc73t3dPXfu3M2bNyudRX5+flRUVHFx8a5duy5cuBAdHa09T03l
zc3NN23adP78+by8vL6+Pl9fX7w8QsjPz4+4sAKBQNNXkJeX19LSQqfTtX9TS5YsEYlEBQUF
ZWVlPT09ixYt0l5eU8KaLgiZlpMCf8A0qKqqQgiJxWJNBQbqwIEDDg4OGIbt27dvypQpqgUS
ExNDQkKI3ejo6BUrVmAYZmFhceLECSKOkPIGABgA1V8h2GAbsk3tT6CKoKCgmJgYtfElS5aw
WKycnBw8smzZsoiICAzD2tvbEUIlJSWqR82fP9/V1VUqlZKDMpkMf8Hn8xMSEvDXDx48oFAo
586dG4I4rqKiAiHU2Nio9pf16NGjBgYGPT09L6xHtTzZTz/9hBCqra3FMCwxMTE6Olrtx5E9
fPjQzs7u3r17dDo9Ly9PU7GOjg7yZW9sbEQIVVRU4Alv3LjRx8fH2tra0dGR/HdcS8LaL4im
kwJk0GMHAABg1DA3N09KSkpJSZHJZOQ4k8k0NTUtKSlR6sIRi8WlpaXr16+n0WjkOJVKRQj1
9/eLRCJvb288yOFwpk2bVl5ePthxHU+2q6uLyWQyGAwd6yHKk4OdnZ379+93cHCws7PDI0VF
RcbGxg4ODqtXrybuViuJi4tLTk52dHTUnqFEIkEImZiY4LumpqYIoatXr+K76enpAoGgtbX1
iy++iIiIuH//vi4J60L1pABhFDTsuru733vvPTabfePGjeHOBQAAwFDIyckhDwW7ePEi8daH
H37Y3d2dnZ1NLk+j0bKzs/fs2WNtbe3n57dz5058sFddXR2GYW+88QZerLy8nPa7srKytrY2
uVzOZrOJeths9uPHjwc7rssVePr0aWpq6vvvv0+hUHSph1wejxQWFtJoNEtLy5MnT545c8bI
yAghNHv27L1795aWlqakpBQWFr777ruqH52RkaFQKLQPvyPS4PF427dvf/LkSW9v76ZNmxBC
zc3N+LvBwcFz585FCIWEhMyaNWvv3r3aE9aF2pMCZLQXFxluWVlZhoaGxsbGzs7Ow50LAACA
oRAQELB161Zi18nJiXhtYmKSnJy8bds2YuAdLjw8PDAw8P/+7/+uXr2alZX1n//854cffsAw
jFyGx+OJRKKnT5++9dZb+H0rhJBqw2Kw4y/U398fFhZmZ2eXkpKiSz1K5XHe3t4ikailpWXn
zp1RUVFXr16l0+nEGDgvLy9HR8d58+bdvXv39ddfJ46qq6vbtm1beXm5jmnn5eXh98cNDAzC
w8MdHR0NDH7rM3JxcSGK8Xi8mpoa7QnrQu1JDaiGMW8UNOyWLl063CkAAAAYUlZWVq6urpre
XbVqlVAozMzMVIozGAxfX19fX1+BQODi4pKWlrZ9+3YKhVJdXe3u7o4QwvsI8JFhCCFra2sq
lUru+mptbR0/fvxgx7Wfu0QiCQkJ6evr+/777/EeKe31qJbHMZlMZ2dnZ2fn2bNnW1paFhcX
h4aGkj8Ivyb19fXkhl1FRUVLS8vkyZPxXblcHh0dvX///jNnzqjNlsvl3rhxo6OjQ6FQmJiY
WFhYTJo0CX9LKpWST0rLCeruhScFRsGtWAAAAICMTqcLBIIdO3bg815V0Wg0Dofz7Nkza2vr
efPmCYVCpTF5RD2urq6lpaX47sOHD2tqajw9PQc7ruXUJBJJaGhoe3t7cXExMXZNSz1qyyuR
yWQKhUJplCFC6Pr16wghpYF0CxcurKqqEv3OyMjo888/V21DK7G0tLSyssrNzZXL5QsWLMCD
5FGA5eXl06ZN0zFhXWg6KQBXBAAAwIjT3t4uEomIXTabzeFwyAXi4+NTU1OPHz8eFBSEEGpr
awsMDIyPj+fxeFQqtaio6MKFC4cPH0YIZWRkzJo1y9PTMykpaerUqc+ePTtx4gRCCO8rWrNm
zcqVK728vLhc7oYNG2bMmIHPURjseEdHR319/S+//IIQunPnjlgsdnJyMjU1DQsL+/HHH48c
OVJXV4efKZfLNTIyUlsPhmGayq9YscLf39/W1ra5uTktLY3NZs+ZMwe/bgEBARMmTKipqREI
BAsXLsRvc6elpd2+fXvfvn0WFhYWFhbEdaZQKBMnTiQ64VR98803UqnU3t7+2rVrAoFgw4YN
xDd16dKl9PR0Pz+/3Nzcqqqqb7/9VkvCai+ImZkZkRhCSNNJgedomi47cpY7UaLDTHkAgGbD
vuAFbH/mTe1PoAq8rUaWmJiIx1evXk0Uy8nJQQjhy5309fUlJye7uroymUwmk+nm5paVlUWU
vHfvXlxcHIfDodFoLBYrICDg7NmzxLupqam2trZ0Ot3Hx+fXX38dmnheXp7SOZaWlvb29qr+
mb57966merSUj4uLs7e3NzIysrW1DQ8Pr66uxiuJjIy0tbU1MjJydHRcu3ZtR0cHHl+9ejWf
z1f9LrQvd4Jh2OHDhx0cHAwNDSdPniwUChUKBR7n8/lbt24NCAhgMBiTJk0qKCjQnrDaC6KU
mKaTAmQU7PmBpYSbN2/yeDyxWMxisdQ3CQcoJydny5Yt9fX1WVlZO3bsqK2tVSqwdu3a+/fv
FxQU4LvvvfeeiYmJ0iQahJDqaE4NZwAAUGfg47gBeGUwDP4R/5Nwd3ePjY1NSEgY7kT+dGCM
HQAAAADAGAENOwAAAABo09DQQFPh5eU13HkBNWDyBAAAAAC0cXBwUDutWAt8yi0YetBjBwAA
AAAwRkDDDgAAAABgjICGHQAAAADAGDESx9j19fVVV1d3dnZSqdThzgUAAAAAYNQYiQ27hISE
rKwshJCNjc1w5wLAGDKgFezUrjcGAABgZBuJDTsul8vj8aZOnUp+qgkAAAAAANBuJI6xo1Ao
VCqVTqcbGIzE9AAAAAAARiZoOQEAAAAAjBHQsAMAAAAAGCOgYQcAAAAAMEZAww4AAAAAYIyA
hh0AAAAAwBgBDTsAAAAAgDECGnYAAABGluDgYMrzhEIhET927BhRcvny5ZGRkfjrpqam2NhY
DodjbGw8ZcqUpUuXdnZ24m81NDQsX77czs6OTqc7OjqGhYVdvnyZqEQoFE6cONHY2NjX17e+
vn5o4kVFRT4+PuPGjaNQKA8ePCAKd3V1rVy5csKECaampu7u7qdPn9Ye/+qrr2bMmGFqaspi
sfz9/W/fvo3HbWxslK7hyZMnEUJtbW3x8fE2NjZmZmaLFy9+/Pix2q/g559/9vf3NzMzs7S0
/Nvf/qZQKDR9WTpWSL4aHh4eZmZmtra2y5YtE4vF2i8ImaaTBWTQsAMAADDiBAQEVJLExMTg
cQaDsWXLFrXtjLCwsFu3bmVnZ1dUVOzatYvBYPT09CCEampq+Hx+ZWVlamrqlStXMjMzPTw8
4uLi8KMOHjwoEAg+++yzsrIyDMMCAwPlcvkQxLu7u+fOnbt582als1i3bl1paWl+fn5lZeX8
+fNDQ0MbGhq0xM3NzTdt2nT+/Pm8vLy+vj5fX1+8/vPnzxNXb8uWLaampn/9618RQkuWLBGJ
RAUFBWVlZT09PYsWLVK9ko2NjXPmzLG2ti4oKDh16lRQUJCWb0qXCsny8/OjoqKKi4t37dp1
4cKF6OhoPK7pgpBpOlnwHEyDqqoqhJBYLNZUYKAOHDjg4OCAYdi+ffumTJmiWiAxMTEkJATD
sJ07d7q5uUVHR69YsUK1GELKGwBAJ6q/PFq2gZaHDTZdNrU/VyqCgoJiYmLUxpcsWcJisXJy
cvDIsmXLIiIiMAxrb29HCJWUlKgeNX/+fFdXV6lUSg7KZDL8BZ/PT0hIwF8/ePCAQqGcO3du
COK4iooKhFBjYyMR4XK5n376Kf5aKpUaGBgUFRVpiZP99NNPCKHa2lql+DvvvINfz46ODvJV
amxsRAhVVFQolV++fPmCBQtUr6QqLRXy+fyNGzf6+PhYW1s7OjqeOHFC9fCjR48aGBj09PRo
uSCaaDpZAD12AAAARg1zc/OkpKSUlBSZTEaOM5lMU1PTkpISpS4csVhcWlq6fv16Gu25R2hS
qVSEUH9/v0gk8vb2xoMcDmfatGnl5eWDHddygjNnzjx16lRLS4tCoThw4IClpaWnp6eWOKGz
s3P//v0ODg52dnbkeGNj44ULF2JjYxFCEokEIWRiYoK/ZWpqihC6evWqUg5FRUVubm7z588f
P37822+/feXKFU3Zaq8wPT1dIBC0trZ+8cUXERER9+/fVzq8q6uLyWQyGAwtF0QtTScL0Mi/
FVtXV7dx48a9e/dmZ2d3d3cPdzoAAACGQk5ODnl82MWLF4m3Pvzww+7u7uzsbHJ5Go2WnZ29
Z88ea2trPz+/nTt34oO96urqMAx744038GLl5eW035WVlbW1tcnlcjabTdTDZrMfP3482HEt
J7579257e3sbGxs6nb5x48ZTp07hh2uKI4QKCwtpNJqlpeXJkyfPnDljZGSkdCXt7e3ffvtt
/NN5PN727dufPHnS29u7adMmhFBzczO5fF9fX0tLy5dffhkcHHzmzJm//OUv77zzDn7bV5X2
CoODg+fOnYsQCgkJmTVr1t69e8nHPn36NDU19f3336dQKFouiBLtJwvQyG/Y7d27Ny0t7fPP
P//ss8/q6uqGOx0AAABDQWmMnbu7O/GWiYlJcnLytm3b+vv7yYeEh4c3Nzfn5+e/+eabWVlZ
XC63uroawzByGR6PJxKJLl++LJfL8ftWCCHVhsVgx7VIT0+vqqr67rvvKioqYmNjQ0NDHz16
pCWOEPL29haJRCUlJdOnT4+KilK6LAcOHIiJiSFyyMvLa2pqYrFYTCazvb3d0dFR6bHs+PhF
f3//NWvWuLm5ffnllxMmTMjNzdWUsJYKXVxciGI8Hq+mpobY7e/vDwsLs7OzS0lJ0f3ivPBk
AUKI9uIiw8rJycnBweGXX34Z7kQAAAAMHSsrK1dXV03vrlq1SigUZmZmKsUZDIavr6+vr69A
IHBxcUlLS9u+fTuFQqmursabhsbGxs7OzvjIMISQtbU1lUold6G1traOHz9+sOOazksmk23e
vPnIkSMLFixACP1/9u49qolrXxz4DkQSEgJIEotECAGVGjAnnIBgVSpWDioHeanotcqzXnux
2h6vSzkNUnrkajlRWsXVi1ceKUVY2sBWhaIAACAASURBVOIDadUi6cFiy0ElpWqhAgXBggoI
yhuS+f0x58wv5kWg8jB8P2uWK/Od7+z5zh7UvSZ7BqFQWFhYKJVK9+zZozUeHx+PEGIwGG5u
bm5ubkuXLrW2ti4qKgoNDcUbLC0tra+vJx49QQjx+fybN292dnYqlUoajWZlZeXo6KhaA41G
YzAYLi4u+KqJicm8efM0v0U1pMGhoSEiDf/SlvgcEhLS399/6dKl0d5y03OyADfV79gBAAAA
aigUilgsPnjwIP7cqyYymczhcLq7u1ks1vLlyyUSidqcPKIdoVAok8nw1QcPHtTU1Hh5eY13
XNd5DQ8PDw4Oqt5CI5FISqVSV1xzd6VSqTqbMDs728fHh8fjqWVaW1vb2Njk5OQoFAp8sKhq
8eLF9+7dwz9jGFZbW+vg4KCrZj0Nqs4mLC8vxweLg4ODoaGhHR0dRUVFxOS8MdA8WYCDHgEA
ADDldHR0yOVyYpXNZnM4HNWE6OjolJSUs2fP4i/jaG9vX7t2bXR0tEAgMDU1LSwsLCkpyc3N
RQgdP358yZIlXl5ee/bsmT9/fnd397lz5xBC+L2inTt3btu2zdvbm8/n792719XVFX/WYbzj
nZ2dDQ0N+PdRd+/ebWtrmzt3roWFha+v7/vvv29lZWVrayuVSmtra1evXk2lUrXGEUJvvfVW
QECAnZ1da2tramoqm81etmwZ3kU9PT1nzpw5duyYar998cUXQ0NDDg4OP/zwg1gs3rt3L96x
qampd+7cOXnyJELovffeCwwMPHHixLJlyzIzM1taWrZu3arrSulqECFUWlqalpa2Zs2anJyc
qqqqL7/8EsOwsLCwW7dunTp1iphexefzzczMdHWIamF6Thb8f7oel50irzs5ceLEvHnzVNMM
eFIeAKDN738tBSyw/M5F68+VBs0Xp+3atQuPx8XFEWlSqRQhhL/upL+/Pz4+XigUMhgMBoPh
7u6ekZFBZNbX10dFRXE4HDKZzGQyAwMDr1y5QmxNSUmxs7OjUCh+fn6//vrrxMTz8vLUzlEm
k2EY1tLS8uabb77yyis0Gs3d3b2goADP1xWPiopycHAwMzOzs7PbsGEDPq0Ql5WVRafTnz17
ptq3ubm5XC53xowZTk5OEolEqVTi8bi4OJFIRKRlZmY6OTnRaDQvL6/vvvtO8xqN2KBIJPrw
ww8DAwOpVKqjoyNecF9fn+Y45N69e3o6RLUwPScLCCTs+YmlhJ9++kkgELS1tTGZzLENGdVI
pdLExMSGhoaMjIyDBw/W1taqJbz77rv3798vKChITU3Nycnh8/k0Gs3T0/Pvf/+76hw7zUmo
Os4AAPC80czgRhg2unwADKH15wr+ETdGHh4ekZGRO3bsmOxCph2YYwcAAAAAYCRgYAcAAAAA
fRobG8kavL29J7suoAU8PAEAAAAAfbhcrtbHivW4cePGOBUD9IM7dgAAAAAARgIGdgAAAAAA
RgIGdgAAAAAARgIGdgAAAAAARmJKPzxRXl5eWlra0tIy2YUAAAAAALwEpvTA7rfffsNfozzZ
hQDwkiOR4B2wYEqAt14DMM6m9MCOTqfPmzevsbFxsgsBAAAAAHgJwBw7AAAAAAAjAQM7AAAA
AAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAA
U0twcDDpeRKJhIifOXOGyIyNjd24cSP+uaWlJTIyksPhmJubOzs7b926taurC9/U2NgYGxtr
b29PoVB4PF5YWNi1a9eIRiQSyZw5c8zNzf39/RsaGiYmXlhY6OfnN3PmTBKJ1NzcrJrs6elp
YWFhZ2cXExPT1tamvx09+biNGzeSSKT8/HwD8xFCn3zyiaurK51OZzKZAQEBd+7c0cwhtLe3
R0dH29raWlhYrF+//tGjR3qS9RSgq0PGXNi0BQM7AAAAU05gYGClioiICDxOpVITExOVSqXm
LmFhYbdv387MzKyoqDh69CiVSu3t7UUI1dTUiESiysrKlJSU69evp6ene3p6RkVF4Xt99tln
YrH40KFDZWVlGIatXbtWoVBMQLynp8fHx2f//v1qZ5Gfn79p06aioqKjR4+WlJRs3rxZf526
8nF5eXkPHz6kUCgjtq/K0tIyISHh6tWreXl5/f39/v7++LG02rJli1wuLygoKCsr6+3tXbdu
nZ7LqqcAXR0y5sKmL0yHqqoqhFBbW5uuhNHKzs7mcrkYhp08edLZ2VkzYdeuXSEhIRiGHTly
xN3dffPmzVwud+XKlfPmzVNNQ0h9AQCMAP97ovmXR88y2nxYYBnzoiEoKCgiIkJrfMuWLUwm
UyqV4pGYmJjw8HAMwzo6OhBCxcXFmnutWLFCKBQODQ2pBoeHh/EPIpFox44d+Ofm5mYSifTN
N99MQBxXUVGBEGpqatL6F/f06dMmJia9vb0jtqOZj2HYgwcP7O3t6+vrKRRKXl6e/vZ1+fHH
HxFCtbW1Wrd2dnaqdntTUxNCqKKiAi943759fn5+LBaLx+OdO3fOkAL0d4jhhU1ncMcOAADA
S8PS0nLPnj1JSUnDw8OqcQaDQafTi4uL1W7htLW1yWSy3bt3k8nP/QpNU1NThNDAwIBcLvf1
9cWDHA7HxcWlvLx8vOMGnuzTp08ZDAaVSjWwHSIfX42KioqPj+fxeCO2ryuhq6srKyuLy+Xa
29trTRgcHEQI0Wg0fJVOpyOEvv/+e3w1LS1NLBY/fvz48OHD4eHh9+/fH20BYy5sOpvqA7uu
rq6mpiYPDw9PT8/bt29PdjkAAAAmglQqVZ1j9+233xKb3nnnnZ6enszMTNV8MpmcmZn56aef
slisNWvWHDlyBJ/sVVdXh2HYq6++iqeVl5eT/62srKy9vV2hULDZbKIdNpv96NGj8Y4b0gPP
nj1LSUl5++23SSSSIe2o5iOEjh8/rlQqt2/fbkj7mlsvXLhAJpOtra3Pnz9/+fJlMzMzrY2w
2WyBQJCcnPzkyZO+vr6EhASEUGtrK741ODjYx8cHIRQSErJkyZITJ04YXoAuBhY2nU31gZ2r
q+t//dd/bdu27T//8z8dHBwmuxwAAAATQW2OnYeHB7GJRqPFx8cfOHBgYGBAdZcNGza0trbm
5+cvWrQoIyODz+dXV1djGKaaIxAI5HL5tWvXFAoF/r0VQkhzYDHe8RENDAyEhYXZ29snJSUZ
0o5afl1d3YEDBzIyMnTtopavydfXVy6XFxcXL1iwYNOmTWpdrSovL6+lpYXJZDIYjI6ODh6P
Z2Lyr6HFwoULiTSBQFBTU2N4AboYXti0RR45ZVLNnDnz8OHDk10FAACACWVjYyMUCnVt3b59
u0QiSU9PV4tTqVR/f39/f3+xWLxw4cLU1NTk5GQSiVRdXY0PDc3Nzd3c3PCZYQghFotlamqq
euvr8ePHs2bNGu+4/nMfHBwMCQnp7++/dOkSfkdKfzua+RUVFQ8fPnRycsITFArF5s2bs7Ky
Ll++rDVfE4PBcHNzc3NzW7p0qbW1dVFRUWhoqNZMPp9/8+bNzs5OpVJJo9GsrKwcHR3xTUND
Q6onpecEDWd4YdPWVL9jBwAAAKihUChisfjgwYP4c6+ayGQyh8Pp7u5msVjLly+XSCRqc/KI
doRCoUwmw1cfPHhQU1Pj5eU13nE9pzY4OBgaGtrR0VFUVETMXdPTjtb81atXV1VVyf/NzMzs
o48+wsfBWvP1GB4eViqVajMUNVlbW9vY2OTk5CgUilWrVuFB1VmA5eXlLi4uYyjgdxY2DUGP
AAAAmHI6OjrkcjmxymazORyOakJ0dHRKSsrZs2eDgoIQQu3t7WvXro2OjhYIBKampoWFhSUl
Jbm5uQih48ePL1myxMvLa8+ePfPnz+/u7j537hxCCL9XtHPnzm3btnl7e/P5/L1797q6uuLP
KIx3vLOzs6Gh4ZdffkEI3b17t62tbe7cuXQ6PSws7NatW6dOnaqrq8PPlM/nm5mZaW0HwzCt
+VZWVlZWVkRfkUikOXPmODo66so3MzNLTU29c+fOyZMnEUJvvfVWQECAnZ1da2tramoqm81e
tmyZriv1xRdfDA0NOTg4/PDDD2KxeO/evcSVKi0tTUtLW7NmTU5OTlVV1ZdffqmnAK0dYmFh
MebCpi9dj8tOkdedvPfee2ppBjwpDwB4HoLXncAyhRcN+FhN1a5du/B4XFwckSaVShFC+OtO
+vv74+PjhUIhg8FgMBju7u4ZGRlEZn19fVRUFIfDIZPJTCYzMDDwypUrxNaUlBQ7OzsKheLn
5/frr79OTDwvL0/tHGUyWV9fn+Z/0/fu3dPVjv58AvG6Ez35cXFxIpEIz4+KinJwcDAzM7Oz
s9uwYQM+VVGX3NxcLpc7Y8YMJycniUSiVCrxuEgk+vDDDwMDA6lUqqOjY0FBgf4CtHbI7yls
2iJhz08sJfz0008CgaCtrY3JZGpNGC2pVJqYmNjQ0JCRkXHw4MHa2lq1hHfffff+/fsFBQWp
qak5OTl8Pv+7774LDQ09cuSIaprmTFAdZwAA+DcSCWGYlr88eow2H4Axg3/EjZGHh0dkZOSO
HTsmu5BpZ+rOsbt9+/b9+/e/+uqryS4EAAAAAODlMHUHdunp6QsWLFi0aNFkFwIAAABMa42N
jWQN3t7ek10X0GLqPjzh5eU1b948Fos12YUAAAAA0xqXy9X6WLEeN27cGKdigH5T944dAAAA
AAAYFRjYAQAAAAAYCRjYAQAAAAAYiak1sBsaGsJ/kbBSqZzsWgAAAAAAXjJT6OGJysrK0tJS
GxsbhBD8khAAAAAAgNGaQuOnM2fO3Llzx9LSMicn58qVK5NdDgBGZAwvgFV9OzG8rBi8KPCz
BMA4m0IDu1mzZs2aNQshVFpaSqVSJ7scAAAAAICXzNSaYwcAAAAAAMYMBnYAAAAAAEYCBnYA
AAAAAEYCBnYAAAAAAEYCBnYAAAAAAEYCBnYAAAAAAEYCBnYAAACmluDgYNLzJBIJET9z5gyR
GRsbu3HjRvxzS0tLZGQkh8MxNzd3dnbeunVrV1cXvqmxsTE2Ntbe3p5CofB4vLCwsGvXrhGN
SCSSOXPmmJub+/v7NzQ0TExcIpF4enpaWFjY2dnFxMS0tbXh8U8++cTV1ZVOpzOZzICAgDt3
7uiPP336dNu2bbNnz6bT6R4eHl999RUeLyws9PPzmzlzJolEam5uVu3en3/+OSAgwMLCwtra
+k9/+pPmr3rSdSyt2tvbo6OjbW1tLSws1q9f/+jRIz3Jek5cT8FjK2zagoEdAACAKScwMLBS
RUREBB6nUqmJiYlaf+1kWFjY7du3MzMzKyoqjh49SqVSe3t7EUI1NTUikaiysjIlJeX69evp
6emenp5RUVH4Xp999plYLD506FBZWRmGYWvXrlUoFBMQz8/P37RpU1FR0dGjR0tKSjZv3ozX
Y2lpmZCQcPXq1by8vP7+fn9/fzxfV/wvf/mLTCbLz8+vrKxcsWJFaGhoY2MjQqinp8fHx2f/
/v1qvdTU1LRs2TIWi1VQUHDx4sWgoCDNntR1LK22bNkil8sLCgrKysp6e3vXrVun/8rqOnFd
BY+5sOkL06Gqqgoh1NbWpithtLKzs7lcLoZhJ0+edHZ21pN55MgRd3d3DMOCgoLee+89ta0I
qS8AAINo/uUxcPk9+8ICi+qi9WdJQ1BQUEREhNb4li1bmEymVCrFIzExMeHh4RiGdXR0IISK
i4s191qxYoVQKBwaGlINDg8P4x9EItGOHTvwz83NzSQS6ZtvvpmAuKrTp0+bmJj09vaqxX/8
8UeEUG1trZ44n8//29/+hseHhoZMTEwKCwuJzIqKCoRQU1MTEYmNjV21apVmL+miqwZcZ2en
arc3NTUhhCoqKvAT37dvn5+fH4vF4vF4586d09xd88Q1Cx5bYdMZ3LEDAADw0rC0tNyzZ09S
UtLw8LBqnMFg0On04uJitVs4bW1tMpls9+7dar+C3NTUFCE0MDAgl8t9fX3xIIfDcXFxKS8v
H++42kk9ffqUwWCo/cqlrq6urKwsLpdrb2+vJ7548eKLFy8+fPhQqVRmZ2dbW1t7eXnp6cDC
wkJ3d/cVK1bMmjXr9ddfv379up5kXTUQBgcHEUI0Gg1fpdPpCKHvv/8eX01LSxOLxY8fPz58
+HB4ePj9+/cNOXFDjFjYdDalB3Z9fX33798vLi4uLi4uKSkZGhqa7IoAAABMBKlUqjrH7ttv
vyU2vfPOOz09PZmZmar5ZDI5MzPz008/ZbFYa9asOXLkCD7Zq66uDsOwV199FU8rLy8n/1tZ
WVl7e7tCoWCz2UQ7bDb70aNH4x1XrfzZs2cpKSlvv/026d+/RffChQtkMtna2vr8+fOXL182
MzPTEz927JiDg4OtrS2FQtm3b9/FixdVD6emv7//4cOHH3/8cXBw8OXLl//whz+sXLkS/+pW
ja4a1LDZbIFAkJyc/OTJk76+voSEBIRQa2srvjU4ONjHxwchFBISsmTJkhMnTug/cUMYWNh0
NqUHdo8ePfryyy/9/Pz8/PxWrVoll8snuyIAAAATQW2OnYeHB7GJRqPFx8cfOHBgYGBAdZcN
Gza0trbm5+cvWrQoIyODz+dXV1djGKaaIxAI5HL5tWvXFAoF/r0VQkhzYDHeccLAwEBYWJi9
vX1SUhIR9PX1lcvlxcXFCxYs2LRpE3GaWuNpaWlVVVVff/11RUVFZGRkaGjob7/9putw+NzE
gICAnTt3uru7f/zxx7Nnz87JydHM1FWDpry8vJaWFiaTyWAwOjo6eDyeicm/hhYLFy4k0gQC
QU1Njf4TN4ThhU1b5JFTJk9lZeVklwAAAGAS2NjYCIVCXVu3b98ukUjS09PV4lQq1d/f39/f
XywWL1y4MDU1NTk5mUQiVVdX40NDc3NzNzc3fGYYQojFYpmamqreQnv8+PGsWbPGO45/Hhwc
DAkJ6e/vv3TpkuqdJwaD4ebm5ubmtnTpUmtr66KiotDQUK3xtWvX7t+//9SpU6tWrUIICYXC
wsJCqVQaHx+vtd9oNBqDwXBxccFXTUxM5s2bp/kNqZ4aNPH5/Js3b3Z2diqVShqNZmVl5ejo
iG9S/Z4N/9JW/4kbwvDCpq0pfccOAAAA0EShUMRi8cGDB/HnXjWRyWQOh9Pd3c1isZYvXy6R
SNTm5BHtCIVCmUyGrz548KCmpsbLy2u84wihwcHB0NDQjo6OoqIiYo6amuHhYaVSqTY7UDU+
PDw8ODhI3CFDCJFIJK2PDBMWL1587949/DOGYbW1tQ4ODnryddWgxtra2sbGJicnR6FQ4KNM
hJDqbMLy8nJ8QGnIiRvCwMKmIegRAAAAU05HR4fq9Bs2m83hcFQToqOjU1JSzp49i7+wo729
fe3atdHR0QKBwNTUtLCwsKSkJDc3FyF0/PjxJUuWeHl57dmzZ/78+d3d3efOnUMI4feKdu7c
uW3bNm9vbz6fv3fvXldXV/xZh3GNYxgWFhZ269atU6dO1dXV4WfE5/PNzMzeeuutgIAAOzu7
1tbW1NRUNpu9bNkyhJDWOJVK9fX1ff/9962srGxtbaVSaW1t7erVqxFCnZ2dDQ0Nv/zyC0Lo
7t27bW1tc+fOtbCweO+99wIDA0+cOLFs2bLMzMyWlpatW7cihFJTU+/cuXPy5Eldx9J1pb74
4ouhoSEHB4cffvhBLBbv3buXuFKlpaVpaWlr1qzJycmpqqr68ssv9Zy4roLHXNj0petx2anw
uhOtDHhSHgCgzYt9RQUssIxh0fqzpEHz5Wq7du3C43FxcUSaVCpFCOGvO+nv74+PjxcKhQwG
g8FguLu7Z2RkEJn19fVRUVEcDodMJjOZzMDAwCtXrhBbU1JS7OzsKBSKn5/fr7/+OgHxvr4+
zf+O7927h2FYVFSUg4ODmZmZnZ3dhg0b8GmCeuItLS1vvvnmK6+8QqPR3N3dCwoK8HheXp5a
+zKZDN+UmZnp5OREo9G8vLy+++47PBgXFycSifQfS6vc3FwulztjxgwnJyeJRKJUKvG4SCT6
8MMPAwMDqVSqo6MjXpieE9dV8JgLm7ZI2PMTSwk//fSTQCBoa2tjMpmGDRFHIJVKExMTGxoa
MjIyDh48WFtbqyszNTU1Jyfn1q1bWrdqTkLVcQYAgOeN5tGz52DY2PcFQJXWnyX4R9wYeXh4
REZG7tixY7ILmXZgjh0AAAAAgJGAgR0AAAAA9GlsbCRr8Pb2nuy6gBbw8AQAAAAA9OFyuVof
K9bjxo0b41QM0A/u2AEAAAAAGAkY2AEAAAAAGAkY2AEAAAAAGAkY2AEAAAAAGAkY2AEAAAAA
GAl4KhYAo/NCXias+iJZeDsxeFHgZwmAcQZ37AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM
7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAAAAjAQM7AAAAEwtwcHB
pOdJJBIifubMGSIzNjZ248aN+OeWlpbIyEgOh2Nubu7s7Lx169auri58U2NjY2xsrL29PYVC
4fF4YWFh165dIxqRSCRz5swxNzf39/dvaGiYmHhhYaGfn9/MmTNJJFJzczOR3N7eHh0dbWtr
a2FhsX79+kePHuFxW1tbtT45f/68nvzRtq/Vxo0bSSRSfn6+npxRNYj3hqenp4WFhZ2dXUxM
TFtbm/6CVX3yySeurq50Op3JZAYEBNy5c0f/saYnGNgBAACYcgIDAytVRERE4HEqlZqYmKhU
KjV3CQsLu337dmZmZkVFxdGjR6lUam9vL0KopqZGJBJVVlampKRcv349PT3d09MzKioK3+uz
zz4Ti8WHDh0qKyvDMGzt2rUKhWIC4j09PT4+Pvv371c7iy1btsjl8oKCgrKyst7e3nXr1uHx
q1evEr2RmJhIp9PfeOMNPfmjbV9TXl7ew4cPKRSK/itleIO4/Pz8TZs2FRUVHT16tKSkZPPm
zfoLVmVpaZmQkHD16tW8vLz+/n5/f3+8M8FzMB2qqqoQQm1tbboSRis7O5vL5WIYdvLkSWdn
Zz2ZR44ccXd317UVIfUFAPAczb8kY1heVDuwwDLioiEoKCgiIkJrfMuWLUwmUyqV4pGYmJjw
8HAMwzo6OhBCxcXFmnutWLFCKBQODQ2pBoeHh/EPIpFox44d+Ofm5mYSifTNN99MQBxXUVGB
EGpqasJXOzs7Vc+iqakJIVRRUaF2RitXrsT7Z8T8sbWPYdiDBw/s7e3r6+spFEpeXp5mwogN
ikSiffv2+fn5sVgsHo937tw5zd1Pnz5tYmLS29urq2A9fvzxR4RQbW3tiJnTDdyxAwAA8NKw
tLTcs2dPUlLS8PCwapzBYNDp9OLiYrVbOG1tbTKZbPfu3WTyc78b3dTUFCE0MDAgl8t9fX3x
IIfDcXFxKS8vH++4rrMbHBxECNFoNHyVTqcjhL7//nvVnKamppKSksjISAPzR9s+LioqKj4+
nsfj6WrKkAbT0tLEYvHjx48PHz4cHh5+//59td2fPn3KYDCoVKr+o2jq6urKysricrn29vaj
3dfoTfWB3alTp5ydnf38/FavXn3v3r3JLgcAAMBEkEqlqvPJvv32W2LTO++809PTk5mZqZpP
JpMzMzM//fRTFou1Zs2aI0eO4JO96urqMAx79dVX8bTy8nLyv5WVlbW3tysUCjabTbTDZrMf
PXo03nFdZ81mswUCQXJy8pMnT/r6+hISEhBCra2taj3j4ODw+uuvG5g/2vYRQsePH1cqldu3
b9fVjoENBgcH+/j4IIRCQkKWLFly4sQJ1X2fPXuWkpLy9ttvk0ikEQ9EuHDhAplMtra2Pn/+
/OXLl83MzAzfd5qY6gO7+/fvd3Z2ikSiP/7xj9bW1pNdDgAAgImgNsfOw8OD2ESj0eLj4w8c
ODAwMKC6y4YNG1pbW/Pz8xctWpSRkcHn86urqzEMU80RCARyufzatWsKhQL/3gohpDmwGO+4
Hnl5eS0tLUwmk8FgdHR08Hg8E5Pn/qfOzs6OiIgg2hwxf7Tt19XVHThwICMjw8Cy9TS4cOFC
Ik0gENTU1BCrAwMDYWFh9vb2SUlJhhyF4OvrK5fLi4uLFyxYsGnTJrWfAYAQIo+cMqmYTCaT
yTx06NBkFwIAAGDi2NjYCIVCXVu3b98ukUjS09PV4lQq1d/f39/fXywWL1y4MDU1NTk5mUQi
VVdX40NDc3NzNzc3fGYYQojFYpmamqreQnv8+PGsWbPGO67nxPl8/s2bNzs7O5VKJY1Gs7Ky
cnR0JLaWlpbW19cTj5KMmD/a9hFCFRUVDx8+dHJywlcVCsXmzZuzsrIuX7482gaHhoaINPxL
W+JzSEhIf3//pUuXRnvLjcFguLm5ubm5LV261NrauqioKDQ0dFQtGL0R7th1dnY+eUF6enq0
PscEAAAAjAqFQhGLxQcPHsSfe9VEJpM5HE53dzeLxVq+fLlEIlGbk0e0IxQKZTIZvvrgwYOa
mhovL6/xjo94gtbW1jY2Njk5OQqFYtWqVUQ8Ozvbx8dHc+qbrvzRto8QWr16dVVVlfzfzMzM
PvroI80xtCENqs4mLC8vd3FxQQgNDg6GhoZ2dHQUFRURk/PGYHh4WKlUqk2dBEjPHbvu7m6E
0Ny5c1/gwUZ1OxoAAMC01dHRIZfLiVU2m83hcFQToqOjU1JSzp49GxQUhBBqb29fu3ZtdHS0
QCAwNTUtLCwsKSnJzc1FCB0/fnzJkiVeXl579uyZP39+d3f3uXPnEEL4vaKdO3du27bN29ub
z+fv3bvX1dUVf9ZhvOOdnZ0NDQ2//PILQuju3bttbW1z5861sLD44osvhoaGHBwcfvjhB7FY
vHfvXuLEe3p6zpw5c+zYMdV+0JU/2vZTU1Pv3Llz8uRJKysrKysron0SiTRnzhw9dwH1FFxa
WpqWlrZmzZqcnJyqqqovv/wSdbjWbAAAIABJREFUw7CwsLBbt26dOnWqrq4OT+Pz+WZmZroK
JgpDCL311lsBAQF2dnatra2pqalsNnvZsmWj+8GaDvQ8MVtVVVX34nz00UccDgcb5etOTpw4
MW/ePNWtBjwpD8D09qLeQDHpb8GAZZosGvCxmqpdu3bh8bi4OCJNKpUihPDXnfT398fHxwuF
QgaDwWAw3N3dMzIyiMz6+vqoqCgOh0Mmk5lMZmBg4JUrV4itKSkpdnZ2FArFz8/v119/nZh4
Xl6e2jnKZDIMw3Jzc7lc7owZM5ycnCQSiVKpJNrJysqi0+nPnj1T7Std+aNtPy4uTiQSaV4L
/a870dOgSCT68MMPAwMDqVSqo6NjQUEBhmF9fX2a45B79+7pKVi1sKioKAcHBzMzMzs7uw0b
NuBzKIEaEvb8xNLxI5VKExMTGxoaMjIyDh48WFtbqyszNTU1Jyfn1q1bCKH/+7//+/vf/44P
4XGad/0m6gwAeEm8kFvjGPZi2gFgRPCPuDHy8PCIjIzcsWPHZBcy7Uz1p2IBAAAAAICBYGAH
AAAAAH0aGxvJGry9vSe7LqAFPE4CAAAAAH24XK7Wx4r1uHHjxjgVA/SDO3YAAAAAAEYCBnYA
AAAAAEYCBnYAAAAAAEYCBnYAAAAAAEZiKj488fPPP1dVVdnY2CCE+vr6VH/ZHAAAAAAA0GUq
DuwSExMFAsErr7yCELp06dLXX3892RUB8JKAVwoDAMD0NhUHdhwOh3hXdWdn57Vr1ya3HgAA
AACAlwLMsQMAAAAAMBIwsAMAAAAAMBIwsAMAAAAAMBIwsAMAAAAAMBIwsAMAAAAAMBIwsAMA
AAAAMBIwsAMAADC1BAcHk54nkUiI+JkzZ4jM2NjYjRs34p9bWloiIyM5HI65ubmzs/PWrVu7
urrwTY2NjbGxsfb29hQKhcfjhYWFqb5ISyKRzJkzx9zc3N/fv6GhYWLihYWFfn5+M2fOJJFI
zc3NRPLTp0+3bds2e/ZsOp3u4eHx1VdfqXXOxo0bSSRSfn4+vtre3h4dHW1ra2thYbF+/fpH
jx7pj7/77ruqHbt9+3bN/re1tVXr//Pnz2u/VLoPpItEIvH09LSwsLCzs4uJiWlra9PfIao+
+eQTV1dXOp3OZDIDAgLu3Lmj/1jTEwzsAAAATDmBgYGVKiIiIvA4lUpNTExUKpWau4SFhd2+
fTszM7OiouLo0aNUKrW3txchVFNTIxKJKisrU1JSrl+/np6e7unpGRUVhe/12WeficXiQ4cO
lZWVYRi2du1ahUIxAfGenh4fH5/9+/erncVf/vIXmUyWn59fWVm5YsWK0NDQxsZGYmteXt7D
hw8pFAoR2bJli1wuLygoKCsr6+3tXbdunf44QmjNmjVEx4rFYs2evHr1KpGQmJhIp9PfeOMN
XVdKz4G0ys/P37RpU1FR0dGjR0tKSjZv3ozHdXWIKktLy4SEhKtXr+bl5fX39/v7++OdCZ6D
TZTs7Gwul4th2MmTJ52dnQ3c68SJE/PmzVONIKS+AAD+RfOvx5iXF9saLLDoWTQEBQVFRERo
jW/ZsoXJZEqlUjwSExMTHh6OYVhHRwdCqLi4WHOvFStWCIXCoaEh1eDw8DD+QSQS7dixA//c
3NxMIpG++eabCYjjKioqEEJNTU1EhM/n/+1vf8M/Dw0NmZiYFBYW4qsPHjywt7evr6+nUCh5
eXkYhnV2dqqedVNTE0KooqJCVxzDsF27dm3evFmzl3RZuXKl1muB03MgkUi0b98+Pz8/FovF
4/HOnTunufvp06dNTEx6e3v1dIguP/74I0KotrbW8HOZJuCOHQAAgJeGpaXlnj17kpKShoeH
VeMMBoNOpxcXF6vdwmlra5PJZLt37yaTn/tNS6ampgihgYEBuVzu6+uLBzkcjouLS3l5+XjH
9Zzg4sWLL168+PDhQ6VSmZ2dbW1t7eXlhW+KioqKj4/n8XhE8uDgIEKIRqPhq3Q6HSH0/fff
64rjq4WFhebm5lwuNy4ujvi2WqumpqaSkpLIyEhdCfoPlJaWJhaLHz9+fPjw4fDw8Pv376vt
/vTpUwaDQaVS9dSgVVdXV1ZWFpfLtbe3H+2+Rm+qD+yUSuXAwMDNmzd/+uknDMMmuxwAAAAT
QSqVqs7x+vbbb4lN77zzTk9PT2Zmpmo+mUzOzMz89NNPWSzWmjVrjhw5gk/2qqurwzDs1Vdf
xdPKy8vJ/1ZWVtbe3q5QKNhsNtEOm81+9OjReMf1nPixY8ccHBxsbW0pFMq+ffsuXryI7378
+HGlUqk2JY7NZgsEguTk5CdPnvT19SUkJCCEWltbdcURQkuXLj1x4oRMJktKSrpw4cJ//Md/
6L8KDg4Or7/+uq4EPQdCCAUHB/v4+CCEQkJClixZcuLECdV9nz17lpKS8vbbb5NG80uuL1y4
QCaTra2tz58/f/nyZTMzM8P3nSam+sCuvr7+/v37Hh4eAoHghx9+mOxyAAAATAS1OXYeHh7E
JhqNFh8ff+DAgYGBAdVdNmzY0Nramp+fv2jRooyMDD6fX11drXZHQCAQyOXya9euKRQK/Hsr
hJDmwGK843qkpaVVVVV9/fXXFRUVkZGRoaGhv/32W11d3YEDBzIyMjSbysvLa2lpYTKZDAaj
o6ODx+OZmJjoia9bty48PNzb2zsyMvLzzz//6quv7t27p6uY7OzsiIgI/fXrOhBCaOHChUSa
QCCoqakhVgcGBsLCwuzt7ZOSkgzvHISQr6+vXC4vLi5esGDBpk2b1H4GAEKIPHLKpProo492
7949Y8YMExMTKyuryS4HAADARLCxsREKhbq2bt++XSKRpKenq8WpVKq/v7+/v79YLF64cGFq
ampycjKJRKqursaHhubm5m5ubvjMMIQQi8UyNTVVvYX2+PHjWbNmjXdc13kNDw/v37//1KlT
q1atQggJhcLCwkKpVMrj8R4+fOjk5ISnKRSKzZs3Z2VlXb58mc/n37x5s7OzU6lU0mg0Kysr
R0dHhJCuuCq8TxoaGubNm6dZTGlpaX19PfHYii56DjQ0NESk4V/aEp9DQkL6+/svXbo02ltu
DAbDzc3Nzc1t6dKl1tbWRUVFoaGho2rB6E31O3YIoVmzZs2cORNGdQAAAHAUCkUsFh88eBB/
7lUTmUzmcDjd3d0sFmv58uUSiURtTh7RjlAolMlk+OqDBw9qamq8vLzGO67rvIaHhwcHB4k7
XgghEomkVCpXr15dVVUl/zczM7OPPvpIdVxrbW1tY2OTk5OjUCjwQaH+OO7GjRsIIdVJe6qy
s7N9fHx0bVWj9UCqswnLy8tdXFwQQoODg6GhoR0dHUVFRcTkvDEYHh5WKpVqUycBmvp37AAA
AExDHR0dcrmcWGWz2RwORzUhOjo6JSXl7NmzQUFBCKH29va1a9dGR0cLBAJTU9PCwsKSkpLc
3FyE0PHjx5csWeLl5bVnz5758+d3d3efO3cOIYTfK9q5c+e2bdu8vb35fP7evXtdXV3xZx3G
O97Z2dnQ0PDLL78ghO7evdvW1jZ37lwLCwtfX9/333/fysrK1tZWKpXW1tauXr3ayspK9e4G
iUSaM2cOfmPsiy++GBoacnBw+OGHH8Ri8d69e/GO0hWPjo4ODAycPXt2TU2NWCxevXr13Llz
EUKpqal37tw5efIkfoienp4zZ84cO3ZsxCul60AIodLS0rS0tDVr1uTk5FRVVX355ZcYhoWF
hd26devUqVN1dXV4Gp/PNzMz09UhqoW99dZbAQEBdnZ2ra2tqampbDZ72bJlo/vBmg4m7Pnb
sb3uRJMBT8oDMF292DdQTPpbMGCZJosGfKymateuXXg8Li6OSJNKpQgh/HUn/f398fHxQqGQ
wWAwGAx3d/eMjAwis76+PioqisPhkMlkJpMZGBh45coVYmtKSoqdnR2FQvHz8/v1118nJp6X
l6d2jjKZDMOwlpaWN99885VXXqHRaO7u7gUFBZr9Q7zuBMOw3NxcLpc7Y8YMJycniUSiVCr1
xzdu3GhnZ2dmZsbj8d59993Ozk48HhcXJxKJiENkZWXR6fRnz55pHl2NrgOJRKIPP/wwMDCQ
SqU6OjriJ9LX16c5Drl3756eDlEtLCoqysHBwczMzM7ObsOGDfgcSqCGhE3Uo6ZSqTQxMbGh
oSEjI+PgwYO1tbVja0dzEic8LAvAv4xmjvYIMOxFtgaAHvCPuDHy8PCIjIzcsWPHZBcy7bwE
c+wAAAAAAIAhYGAHAAAAAH0aGxvJGry9vSe7LqAFPDwBAAAAAH24XK7Wx4r1wB+5BRMP7tgB
AAAAABgJGNgBAAAAABgJGNgBAAAAABgJGNgBAAAAABgJGNgBAAAAABiJl/WpWPzlqcQrVPHP
k2jSCwDaPX9htFym0V65ib/SY35LsGqdeCPEXxv0/ImoblXdRTNBV1W63mZMxNWa0qzwdzL6
dykbTV/p+SkCALwIcMcOAAAAAMBIwMAOAAAAAMBIwMAOAAAAAMBIwMAOAAAAAMBIwMAOAAAA
AMBIwMAOAAAAAMBIwMAOAAAAAMBIwMAOAAAAAMBIwMAOAADA1BIcHEx6nkQiIeJnzpwhMmNj
Yzdu3Ih/bmlpiYyM5HA45ubmzs7OW7du7erqwjc1NjbGxsba29tTKBQejxcWFnbt2jWiEYlE
MmfOHHNzc39//4aGhomJFxYW+vn5zZw5k0QiNTc3q56+1nxbW1u1Pjl//vwY2nn33XdVG9m+
fbtm/+tq85NPPnF1daXT6UwmMyAg4M6dO5r7Etrb26Ojo21tbS0sLNavX//o0SM9yXi1np6e
FhYWdnZ2MTExbW1tI3bU2AozejCwAwAAMOUEBgZWqoiIiMDjVCo1MTFRqVRq7hIWFnb79u3M
zMyKioqjR49SqdTe3l6EUE1NjUgkqqysTElJuX79enp6uqenZ1RUFL7XZ599JhaLDx06VFZW
hmHY2rVrFQrFBMR7enp8fHz279+vdha68q9evUr0RmJiIp1Of+ONN8bQDkJozZo1RFNisViz
J3W1aWlpmZCQcPXq1by8vP7+fn9/f6JNTVu2bJHL5QUFBWVlZb29vevWrdOVicvPz9+0aVNR
UdHRo0dLSko2b96sv5gxF2b8sImSnZ3N5XIxDDt58qSzs/OY20EIw6vW/HMSTXoBQLvnL4yW
yzTaKzfxVxr/iR/DotmIav2qCapbtbagq0HVTF01aG1Ks8Hfacy99LIsRtNXWivREBQUFBER
oTW+ZcsWJpMplUrxSExMTHh4OIZhHR0dCKHi4mLNvVasWCEUCoeGhlSDw8PD+AeRSLRjxw78
c3NzM4lE+uabbyYgjquoqEAINTU1ERH9+biVK1eq9Y/h7ezatWvz5s2avaRJs01VP/74I0Ko
trZW69bOzk7Vy9HU1IQQqqiowAvbt2+fn58fi8Xi8Xjnzp3T3P306dMmJia9vb0GFmN4YdMB
3LEDAADw0rC0tNyzZ09SUtLw8LBqnMFg0On04uJitVs1bW1tMpls9+7dZPJzvxvd1NQUITQw
MCCXy319ffEgh8NxcXEpLy8f77iuszMkv6mpqaSkJDIyUk8v6W+nsLDQ3Nycy+XGxcUR31aP
SldXV1ZWFpfLtbe315owODiIEKLRaPgqnU5HCH3//ff4alpamlgsfvz48eHDh8PDw+/fv6+2
+9OnTxkMBpVKfeGFTQfkkVPG2eeff56RkTF//nz9aSYmJu+///6cOXMmpioAAACTSCqVSqVS
YlUmky1fvhz//M4776SmpmZmZm7bto1IIJPJeOR///d/Fy9evHLlyjfffHPWrFl1dXUYhr36
6qt4Wnl5+ZIlS/DP//jHP3g8nkKhYLPZRDtsNvvRo0ft7e3jGtd11obkS6VSBweH119/XU/v
6Wln6dKlixcv5nK51dXVCQkJDQ0NRUVFeppSc+HChdDQUIVCwePxLl++bGZmpjWNzWYLBILk
5OScnBwqlZqQkIAQam1txbcGBwf7+PgghEJCQpYsWXLixIkDBw4Q+z579iwlJeXtt98mkUgv
vLDpYPLv2F2/fv3nn38eMQ2/wTgB9QAAAJh0anPsPDw8iE00Gi0+Pv7AgQMDAwOqu2zYsKG1
tTU/P3/RokUZGRl8Pr+6ulrtPw6BQCCXy69du6ZQKIj/VjQHEOMd18WQ/Ozs7IiICP05etpZ
t25deHi4t7d3ZGTk559//tVXX927d8/A8hBCvr6+crm8uLh4wYIFmzZtUrsEqvLy8lpaWphM
JoPB6Ojo4PF4Jib/GnIsXLiQSBMIBDU1NcTqwMBAWFiYvb19UlKS4VWNqjCjN/l37ObMmePs
7Jyenj7ZhQAAAJgqbGxshEKhrq3bt2+XSCSa/3FQqVR/f39/f3+xWLxw4cLU1NTk5GQSiVRd
XY0PDc3Nzd3c3PAZYAghFotlamqqekvs8ePHs2bNGu+4rvMaMb+0tLS+vp54lGTM7eDwPmlo
aJg3b57+BgkMBsPNzc3NzW3p0qXW1tZFRUWhoaFaM/l8/s2bNzs7O5VKJY1Gs7KycnR0xDcN
DQ0RafiXtsTnkJCQ/v7+S5cujfaWm+GFGb3Jv2MHAAAAjAqFQhGLxQcPHsSfe9VEJpM5HE53
dzeLxVq+fLlEIlGbk0e0IxQKZTIZvvrgwYOamhovL6/xjus5L/352dnZPj4+PB5vxP4x5Lg3
btxACI3YmlbDw8NKpVJt5qIma2trGxubnJwchUKxatUqPKg6a7C8vNzFxQUhNDg4GBoa2tHR
UVRUREzOG7/CjNj0PXMAAABTVkdHh1wuJ1bZbDaHw1FNiI6OTklJOXv2bFBQEEKovb197dq1
0dHRAoHA1NS0sLCwpKQkNzcXIXT8+PElS5Z4eXnt2bNn/vz53d3d586dQwjh94R27ty5bds2
b29vPp+/d+9eV1dX/JmD8Y53dnY2NDT88ssvCKG7d++2tbXNnTvXwsJCVz5CqKen58yZM8eO
HVPth9G2Ex0dHRgYOHv27JqaGrFYvHr16rlz5yKEUlNT79y5c/LkST1tvvXWWwEBAXZ2dq2t
rampqWw2e9myZbqu4BdffDE0NOTg4PDDDz+IxeK9e/cSV7C0tDQtLW3NmjU5OTlVVVVffvkl
hmFhYWG3bt06depUXV0dnsbn883MzHQVo1rwqAozfhP2/K2u150kJye/9tprhrdDPB2v+eck
mvQCgHYIXnei0ggGrzt5aRej6SutlWjAx2qqdu3ahcfj4uKINPzpCvx1J/39/fHx8UKhkMFg
MBgMd3f3jIwMIrO+vj4qKorD4ZDJZCaTGRgYeOXKFWJrSkqKnZ0dhULx8/P79ddfJyael5en
do4ymUx/O1lZWXQ6/dmzZ6p9Ndp2Nm7caGdnZ2ZmxuPx3n333c7OTjweFxcnEon0txkVFeXg
4GBmZmZnZ7dhwwZ8CqMuubm5XC53xowZTk5OEolEqVTicZFI9OGHHwYGBlKpVEdHx4KCAgzD
+vr6NMcn9+7d01OMasGjKszokbCJeiJBKpUmJiY2NDRkZGQcPHiwtrYWj//P//xPUVFRWVmZ
ge3gk0ExDJFI6n9OokkvAGj3/IXRcplGe+Um/kqP5rmw56jWqfbXBj1/IqpbtbZAJOiqSnNf
tbhaU5oV/k5j7qWXhdH0ldafIvjXczrx8PCIjIzcsWPHZBditGCOHQAAAACAkYCBHQAAAADG
orGxkazB29t7suua1uDhCQAAAACMBZfL1fq4sR74o7hg/MAdOwAAAAAAIwEDOwAAAAAAIwED
OwAAAAAAIwEDOwAAAAAAIzEJD0/U1dXdv3/f2dkZX1X9ZXYAAAAAAGDMJmFgFxUVNTg4OH/+
fHy1oKCAeFnxqOh6JSoAuryA16DqeROvpjG/zfh3/mSrFqnZlGrEwPcMj1iVrk2qZYyhKwzv
h+nwz4Hh73bW3xWT21dGf5kAmGyTMLCbN2+eRCIhVtva2p49ezbxZQAAAAAAGBmYYwcAAAAA
YCRgYAcAAAAAYCRgYAcAAAAAYCRgYAcAAAAAYCRgYAcAAAAAYCRgYAcAAAAAYCRgYAcAAAAA
YCRgYAcAAGBqCQ4OJj0Pf/spHj9z5gyRGRsbu3HjRvxzS0tLZGQkh8MxNzd3dnbeunVrV1cX
vqmxsTE2Ntbe3p5CofB4vLCwsGvXrhGNSCSSOXPmmJub+/v7NzQ0TEy8sLDQz89v5syZJBKp
ubmZSLa1tVU79/Pnz+Obfv7554CAAAsLC2tr6z/96U9KpRIh9Mknn7i6utLpdCaTGRAQcOfO
HTy5vb09Ojra1tbWwsJi/fr1xC950hVXpatNrQxpUJVEIvH09LSwsLCzs4uJiWlra9PfIWMu
bNqCgR0AAIApJzAwsFJFREQEHqdSqYmJifiYRk1YWNjt27czMzMrKiqOHj1KpVJ7e3sRQjU1
NSKRqLKyMiUl5fr16+np6Z6enlFRUfhen332mVgsPnToUFlZGYZha9euVSgUExDv6enx8fHZ
v3+/2llcvXqVOOvExEQ6nf7GG28ghJqampYtW8ZisQoKCi5evBgUFITnW1paJiQkXL16NS8v
r7+/39/fH29/y5Ytcrm8oKCgrKyst7d33bp1eL6uuCpdbWplSIOq8vPzN23aVFRUdPTo0ZKS
ks2bN+NxXR0y5sKmL2yiZGdnc7lczXhycvJrr71meDsIYUTVxOcJPA/tJr0AoN2IF2YMVw7/
sVNbXlTjeg5h+KJ6aM24nlWtkd9fz4jt//5+eFFFTtllVF330vWVhqCgoIiICK3xLVu2MJlM
qVSKR2JiYsLDwzEM6+joQAgVFxdr7rVixQqhUDg0NKQaHB4exj+IRKIdO3bgn5ubm0kk0jff
fDMBcVxFRQVCqKmpSeuVXLlyJdEPsbGxq1at0ppG+PHHHxFCtbW1nZ2dqr3R1NSEEKqoqNAV
N6RNrVv1NCgSifbt2+fn58disXg83rlz5zR3P336tImJSW9vLxHR3yGGFzadTYk7dsPDw09G
8vTp08kuEwAAwCSztLTcs2dPUlLS8PCwapzBYNDp9OLiYrVbOG1tbTKZbPfu3WTyc79C09TU
FCE0MDAgl8t9fX3xIIfDcXFxKS8vH++4IWfa1NRUUlISGRmJrxYWFrq7u69YsWLWrFmvv/76
9evX1fK7urqysrK4XK69vf3g4CBCiEaj4ZvodDpC6Pvvv9cV11WDaptaE/Q3mJaWJhaLHz9+
fPjw4fDw8Pv376vt/vTpUwaDQaVSDemQURU2nU3+wK6qquqf//ynzUisrKz0/PABAAAwJlKp
VHWe2bfffktseuedd3p6ejIzM1XzyWRyZmbmp59+ymKx1qxZc+TIEXyyV11dHYZhr776Kp5W
Xl5O/reysrL29naFQsFms4l22Gz2o0ePxjtuYA84ODi8/vrrCKH+/v6HDx9+/PHHwcHBly9f
/sMf/rBy5crGxkY888KFC2Qy2dra+vz585cvXzYzM2Oz2QKBIDk5+cmTJ319fQkJCQih1tZW
XXHNo2u2qbVI/Q0GBwf7+PgghEJCQpYsWXLixAnVfZ89e5aSkvL222+TSCRDOmRUhU1nkz+w
O3HixNWrV2+MRC6Xe3t7T3axAAAAJoLaHDsPDw9iE41Gi4+PP3DgwMDAgOouGzZsaG1tzc/P
X7RoUUZGBp/Pr66uxjBMNUcgEMjl8mvXrikUCvx7K4SQ5sBivOOGyM7OjoiIwPfF5xQGBATs
3LnT3d39448/nj17dk5ODp7p6+srl8uLi4sXLFiwadMmvFvy8vJaWlqYTCaDwejo6ODxeCYm
JnriarS2qZWeBhcuXEikCQSCmpoaYnVgYCAsLMze3j4pKWlU3WJ4YdMWeeSUcWZpablixYrJ
rgIAAMAUYmNjIxQKdW3dvn27RCJJT09Xi1OpVH9/f39/f7FYvHDhwtTU1OTkZBKJVF1djQ8N
zc3N3dzc8JlhCCEWi2Vqaqp6C+3x48ezZs0a7/iIp19aWlpfX088MkKj0RgMhouLC75qYmIy
b9484ptNBoPh5ubm5ua2dOlSa2vroqKi0NBQPp9/8+bNzs5OpVJJo9GsrKwcHR0RQrriarS2
qbVUPQ0ODQ0RafiXtsTnkJCQ/v7+S5cujfaWm+GFTVuTf8cOAAAAGBUKhSIWiw8ePIg/96qJ
TCZzOJzu7m4Wi7V8+XKJRKI2J49oRygUymQyfPXBgwc1NTVeXl7jHR/xBLOzs318fHg8HhFZ
vHjxvXv38M8YhtXW1jo4OKjtNTw8rFQqVWcTWltb29jY5OTkKBSKVatWjRjXpNmmVlobVJ1N
WF5ejg9MBwcHQ0NDOzo6ioqKiMl5Y2BgYdPRhD2moeup2NFSfYhK9RmvyTXpBQDtDHl+cAxt
GvBY3xgb13OI0T5BqdnUiKtaI7+/nhHb//398KKKnLLLqLrupesrDUFBQWpfxTY3N+PxuLg4
PGdwcNDJyYlKpeJPxba1tb322msnT5785z//efPmzQ8++IBEIp06dQrDsLt3786cOfOPf/xj
Xl7ezZs3//GPf7z33nsIofLycgzDpFIphUL5/PPPb9265efn5+bmhj8wO97xJ0+eVFZW5ubm
IoQuX75cWVn57Nkz/NS6u7stLCyysrJU++Trr78mk8np6el379797//+bxqN1tjYiGFYbGzs
2bNny8vLz58/v3z5cg6H09HRgWHYmTNnTp069d1330kkEiqV+te//hVvR1f8yJEjMTEx+Gdd
bWqlq0GRSGRlZXXs2LG6uroPPvhgxowZDQ0NSqXyz3/+8+zZs2UyGXFxBwYG9HTImAubtmBg
92JMegFAO0P+CxxDmwb8zzTGxvUcYrSDAM2mRlzVGvn99YzY/u/vhxdV5JRdRtV1L11faSBe
0kbYtWsX9vzADsMwqVSKEMIHdv39/fHx8UKhkMFgMBgMd3f3jIwMIrO+vj4qKorD4ZDJZCaT
GRgYeOXKFWJrSkqKnZ1SZ3XRAAAgAElEQVQdhULx8/P79ddfJyael5endo4ymQzflJWVRafT
iXEeITMz08nJiUajeXl5fffdd3gwKirKwcHBzMzMzs5uw4YN+LRCDMNyc3O5XO6MGTOcnJwk
EolSqdQfj4uLE4lE+tvUSleDIpHoww8/DAwMpFKpjo6OBQUFGIb19fVp3mC6d++eng4Zc2HT
Fgl7fmLp+JFKpYmJiaov4x4bfBIqXjXxmURCE3UeOqua3AKAdiNemDFcOa3zoLU2MuYfizFN
tX6uGOLQqk3hcT2rmvkvpJ4R29fF8OOqnYvx0XqxdNHfFVOwr+BfT2Pk4eERGRm5Y8eOyS5k
2oE5dgAAAAAARgIGdgAAAADQp7GxkawB3kE2NcHjJAAAAADQh8vlan2sWI8bN26MUzFAP7hj
BwAAAABgJGBgBwAAAABgJGBgBwAAAABgJGBgBwAAAABgJF7ihyf+9RI7REJowl7Gp9OkFwC0
0/PKLtVNo3qtl+b72MZw9FEdbrSN4Pmae6lF9K9qjfwe49r+VHsx2ws34sUac1MAAOMCd+wA
AAAAAIwEDOwAAAAAAIwEDOwAAAAAAIwEDOwAAAAAAIwEDOwAAAAAAIwEDOwAAAAAAIwEDOwA
AAAAAIwEDOwAAAAAAIwEDOwAAABMLcHBwaTnSSQSIn7mzBkiMzY2duPGjfjnlpaWyMhIDodj
bm7u7Oy8devWrq4ufFNjY2NsbKy9vT2FQuHxeGFhYdeuXSMakUgkc+bMMTc39/f3b2homNx4
e3t7dHS0ra2thYXF+vXrHz16pD/+9OnTbdu2zZ49m06ne3h4fPXVV3i8sLDQz89v5syZJBKp
ublZtXt11UPQta+tra3adTl//rzm7voL1kUikXh6elpYWNjZ2cXExLS1tY14IoRPPvnE1dWV
TqczmcyAgIA7d+7oP5Zxg4EdAACAKScwMLBSRUREBB6nUqmJiYlKpVJzl7CwsNu3b2dmZlZU
VBw9epRKpfb29iKEampqRCJRZWVlSkrK9evX09PTPT09o6Ki8L0+++wzsVh86NChsrIyDMPW
rl2rUCgmMb5lyxa5XF5QUFBWVtbb27tu3Tq8Tl3xv/zlLzKZLD8/v7KycsWKFaGhoY2NjQih
np4eHx+f/fv3q/WSruOq0rXv1atXiSuSmJhIp9PfeOMNXVdQV8G65Ofnb9q0qaio6OjRoyUl
JZs3b9ZfjCpLS8uEhISrV6/m5eX19/f7+/trntQ0gk2U7OxsLpf7+9tBCMOr/teHCTwF8FLC
f1A0F0zjh8nARWuzoz36qA73+xuBBZapvGgICgqKiIjQGt+yZQuTyZRKpXgkJiYmPDwcw7CO
jg6EUHFxseZeK1asEAqFQ0NDqsHh4WH8g0gk2rFjB/65ubmZRCJ98803kxXv7OxUPYumpiaE
UEVFha44hmF8Pv9vf/sbHh8aGjIxMSksLCROs6KiAiHU1NRERHTVo0lzX1UrV67Ueo1wegoW
iUT79u3z8/NjsVg8Hu/cuXOau58+fdrExKS3t9fAYlT9+OOPCKHa2toRM40V3LEDAADw0rC0
tNyzZ09SUtLw8LBqnMFg0On04uJitVs1bW1tMpls9+7dZPJzvxvd1NQUITQwMCCXy319ffEg
h8NxcXEpLy+frPjg4CBCiEaj4XE6nY4Q+v7773XFEUKLFy++ePHiw4cPlUpldna2tbW1l5eX
rt7TdVxDel5VU1NTSUlJZGSkrgQ9BSOE0tLSxGLx48ePDx8+HB4efv/+fbXdnz59ymAwqFTq
aAvr6urKysricrn29vaj3ddoTLmB3eeff7558+Z9GhISEohv3AEAABg3qVSqOpfr22+/JTa9
8847PT09mZmZqvlkMjkzM/PTTz9lsVhr1qw5cuQIPqmrrq4Ow7BXX30VTysvLyf/W1lZWXt7
u0KhYLPZRDtsNvvRo0eTFWez2QKBIDk5+cmTJ319fQkJCQih1tZWXXGE0LFjxxwcHGxtbSkU
yr59+y5evKjarBpdxx3xcqiRSqUODg6vv/66rgQ9BSOEgoODfXx8EEIhISFLliw5ceKE6r7P
nj1LSUl5++23SSSS4SVduHCBTCZbW1ufP3/+8uXLZmZmoz0pozEVB3ZXr169qaGiogK/0w4A
AMDoqc2x8/DwIDbRaLT4+PgDBw4MDAyo7rJhw4bW1tb8/PxFixZlZGTw+fzq6moMw1RzBAKB
XC6/du2aQqHAv7dCCGkOICYrjhDKy8traWlhMpkMBqOjo4PH45mYmOiJp6WlVVVVff311xUV
FZGRkaGhob/99ptmsyMed1Sys7MjIiL0t6OrYITQwoULiTSBQFBTU0OsDgwMhIWF2dvbJyUl
jaokX19fuVxeXFy8YMGCTZs2qf1sTCvkkVMm1ty5cy0tLU+fPj3ZhQAAAJg0NjY2QqFQ19bt
27dLJJL09HS1OJVK9ff39/f3F4vFCxcuTE1NTU5OJpFI1dXV+NDQ3Nzczc0NnwGGEGKxWKam
pqq3rB4/fjxr1qzJiiOE+Hz+zZs3Ozs7lUoljUazsrJydHTUFR8eHt6/f/+pU6dWrVqFEBIK
hYWFhVKpND4+Xmu/6Tmu4UpLS+vr64nHWXTRdSIIoaGhISIN/9KW+BwSEtLf33/p0qXR3nJj
MBhubm5ubm5Lly61trYuKioKDQ0dVQtGY8rdsQMAAAD0o1AoYrH44MGD+HOvmshkMofD6e7u
ZrFYy5cvl0gkanPyiHaEQqFMJsNXHzx4UFNT4+XlNVlxojBra2sbG5ucnByFQoEP2rTGh4eH
BwcHiTthCCESiaT1kWH956srX6vs7GwfHx8ej2dIstYTUZ3VV15e7uLighAaHBwMDQ3t6Ogo
KioiJueNwfDwsFKpVJtSOb1M2GMaBj4VGxcXt379ej0JxENU//owgacAXkp6HsRT+zCqJ/hG
eqxvhKOP6nCT/tAiLLCM66IhKChI7avY5uZmPB4XF4fnDA4OOjk5UalU/KnYtra211577eTJ
k//85z9v3rz5wQcfkEikU6dOYRh29+7dmTNn/vGPf8zLy7t58+Y//vGP9957DyFUXl6OYZhU
KqVQKJ9//vmtW7f8/Pzc3NzwB2YnK37mzJlTp0599913EomESqX+9a9/xc9XV/yNN95wdXWV
yWQ///zzvn37TE1Nb968iWHYkydPKisrc3NzEUKXL1+urKx89uyZnuMeOXIkJiYGb1PXvhiG
dXd3W1hYZGVljfhPr66CRSKRlZXVsWPH6urqPvjggxkzZjQ0NCiVyj//+c+zZ8+WyWTERR8Y
GNBTjGrBsbGxZ8+eLS8vP3/+/PLlyzkcTkdHx4gVGisY2AFjp+f/ErUPo/pP6P+1d+9BTZzr
H8DfQCCBEEUJFolcgnZoFWkwWC+1FC8UL0UUKmKthRROxw70qKfHGejgBaq1ZSJt1U5HplxS
hXh0hhaRtlhqtEqZiBH0tApFEASqICKIcif7+2OP+4sJiWAFYvh+5v1j99l3s8+7ifGZzbvL
4/5neszRh3S4Uf9/Fw1tWJue4OBgnWsQmzZtoh4t7CiKksvlhBC6sOvq6oqPjxeLxXw+n8/n
+/j4pKWlMT2rq6ulUqlQKGSz2Q4ODkFBQSdPnmS2JicnOzs7czicgICA69evj248KyvLzc3N
ysrKw8NDJpNpNBrj8Zs3b7799tvPPfecra2tj49PTk4OHVcoFDrnUKlUGjluTEyMRCJ57L4Z
GRk8Ho+p84wwlLBEIklKSgoKCuJyue7u7nTCnZ2d+heeKisrjSSjnbBUKnV1dbW2tnZ2dg4L
C6PnVo5ZLOrRiaXDRy6X79ixY8CHXGuLjY1tamoyMseOnqxJUQ8XCIuM1BDgmWRoeu//f4Yo
g30M7aj/soY+hH97kvKQ0wN45uA7fCzx9fWNjIyMjY0d7UTMFubYAQAAAJgJFHYAAADwJGpr
a9l65s6dO9p5jWlj+LYRAAAA+Bvc3NwGvN3YiAsXLgxTMkDDFTsAAAAAM4HCDgAAAMBMoLAD
AAAAMBMo7AAAAADMBAo7AAAAADPxDN8Vyzy3lYVHFIMhOh8O7Sf9MstDffzvgI81Hr5nCJvN
04kHfLAzAAA8VbhiBwAAAGAmUNgBAAAAmAkUdgAAAABmAoUdAAAAgJlAYQcAAABgJlDYAQAA
AJgJFHYAAAAAZgKFHQAAAICZGLnC7sGDB/fv3099nAsXLtTX149YVgAAYGpWrVrFepRMJmPi
x44dY3pGR0eHh4fTyzdv3oyMjBQKhTY2NlOnTn3nnXfa2troTbW1tdHR0S4uLhwORyQShYaG
nj17lnkRmUw2ZcoUGxubwMDAmpqakYnn5eUFBARMmDCBxWIN+L9eeHg4i8U6cuQIverk5KRz
TnJzcwkh9+7de++99yZPnszj8Xx9fX/44Qe6v6H4l19+OWPGDB6P5+DgsGLFij/++EP/0EZy
MzRGfXfu3Hn33XednJzs7OzWrFnT1NRkpDP9yrNnz7azs3N2do6Kimpubh7kiRrkoMYQaqSk
pqby+XyPx7GxsZk8ebKR1yGEYrJ++DD7kcgfnkk6Hw760/NU2tN9tbHQnvpbgGY2TU9wcHBQ
UFCplqamJjrO5XJffPHF/v5+umdUVNTatWvp5Xnz5kkkkp9++um///3viRMn/vGPf/z1118U
RZWXlzs4OMyaNSs7O/vChQsFBQV79uyZOnUqvZdcLudwOIcOHVKr1QEBATNnzuzr6xuBuEKh
SEpKSklJIYTU1dXpnIHs7Gx/f38Oh6NQKOjI77//zpyNHTt28Hi89vZ2+gxMmzbt9OnTFRUV
W7du5XA4NTU1RuLp6ekKhaK4uLigoGDRokVCoZDOR5uh3AyNZUDLli3z8fEpKioqKytbvnz5
q6++aqgnTSKR7N279/Tp08eOHXN3d3/99deNJ6NtMIMaO0yuJoqJiVmzZo2RDtrfAwSFHRhH
UNiZTHvqbwGa2TQ9wcHBERERA8Y3bNjg4OAgl8vpCFPYtbS0EEIKCwv191q0aJFYLO7t7dUO
Mv/xSySS2NhYerm+vp7FYv38888jEKeVlJTo1ysNDQ0uLi7V1dXahZ22JUuWMOdn+vTpH3/8
Mb3c29trYWGRl5dnJK7t0qVLhJBr167pH2LA3IyPRVtra6v221FXV0cIKSkpoV8kLi4uICBA
IBCIRKLvv/9ef/ejR49aWFh0dHQYScYQ44MaCzDHDgAAnhnjxo3bunVrYmJiX1+fdpzP5/N4
vMLCwv7+fu14c3OzUqn88MMP2exH/ja6paUlIaS7u7usrGzhwoV0UCgUenp6qlSq4Y4bH6NU
Ko2PjxeJRANuraurO3XqVGRkJL06b968EydONDY2ajSazMxMe3v7OXPmGIkz2traMjIy3Nzc
XFxcjOdDG9JYenp6CCG2trb0Ko/HI4QUFxfTqwcOHEhISLh9+/bevXvXrl1748YNnd3v3bvH
5/O5XO5gEvs7gzJLplvYnT9/ns1mT3xIIBBcuHBhtJMCAICRIJfLteeTnT59mtn0wQcfPHjw
ID09Xbs/m81OT0//+uuvBQLB8uXLU1JS6EldVVVVFEW98MILdDeVSsV+qKio6M6dO/39/Y6O
jszrODo6NjU1DXfcyMC/+uorjUazceNGI2fG1dX1tddeo1f379/v6urq5OTE4XDi4uJOnDhB
H85QnBBy/PhxNpttb2+fm5tbUFBgbW1tJB/GkMbi6Ojo7e29e/fuu3fvdnZ2btu2jRBy69Yt
euuqVav8/PwIIatXr37llVdSU1O1921vb09OTn7//fdZLNZgEvs7gzJLplvYWVpa9vf3Z2Zm
Hj169OjRo//5z3+8vb1HOykAABgJOnPsfH19mU22trbx8fG7du3q7u7W3iUsLOzWrVtHjhx5
+eWX09LSpk+fXl5eTtETdh7y9vYuKys7e/YsM0uPEKJfQAx33JCqqqpdu3alpaUZ2SUzMzMi
IoLpcODAgcuXL//4448lJSWRkZEhISF//fWXkTghZOHChWVlZYWFhS+++OK6det0TqMhQx2L
QqG4efOmg4MDn89vaWkRiUQWFv8rOWbOnMl08/b2rqioYFa7u7tDQ0NdXFwSExMHeSDakw3K
LLEf32WU0J8ef3//cePGjXYuAAAwoiZOnCgWiw1t3bhxo0wmO3jwoE6cy+UGBgYGBgYmJCTM
nDnz888/3717N4vFKi8vp0tDGxsbLy8vegYYIUQgEFhaWmpfdrp9+/akSZOGO25oXCUlJY2N
jR4eHvRqf3//+vXrMzIyCgoK6Mivv/5aXV0dERFBr/b19W3fvj07O3vp0qWEELFYnJeXJ5fL
t27dOmA8Pj6eEMLn8728vLy8vBYsWGBvb5+fnx8SEmIoJcZQxzJ9+nS1Wt3a2qrRaGxtbceP
H+/u7k5v6u3tZbrRP9oyy6tXr+7q6vrpp5+GesntyQZllkz3ih0AAMCAOBxOQkLCnj17Ojo6
BuzAZrOFQuH9+/cFAoG/v79MJtOZk8e8jlgsViqV9GpDQ0NFRcWcOXOGO25oXMuWLbt8+XLZ
Q9bW1p999pl2/ZqZmenn58dMv+vr6+vp6WGuhBFCWCyWRqMxFNc5XF9fn0aj0Zl9aMhQx0Kz
t7efOHHioUOH+vv76SqTEKI9M0+lUnl6ehJCenp6QkJCWlpa8vPzmcl5T2BIgzJPo3TThkHM
XbFqtZoQ0tbWptNB+yYqgrtiwTiCu2JNpj31twDNbJoe/ced1NfX0/GYmBi6T09Pj4eHB5fL
pe+KbW5unj9//jfffHP+/Hm1Wr1z504Wi5WdnU1R1JUrVyZMmDBr1iyFQqFWq8+cObNlyxZC
iEqloh4+wuPw4cMXL14MCAjw8vLSfkzJ8MXv3r1bWlqalZVFCCkoKCgtLaUfX6JN567Y+/fv
29nZZWRkaPdZvHjxjBkzlErl1atX4+LiLC0t1Wq1kXh0dPR3332nUqlyc3P9/f2FQmFLSwtF
USkpKVFRUfRrGsrN0FgGdOzYsezs7HPnzslkMi6X+9FHH9FxiUQyfvz4/fv3V1VV7dy508rK
qqamRqPRvPHGG5MnT1Yqlcyb3t3dbSQZ7YQNDWpsMrmaCIUdPE0EhZ3JtKf+FqCZTdMTHBys
cw1i06ZN1KOFHUVRcrmcEEIXdl1dXfHx8WKxmM/n8/l8Hx+ftLQ0pmd1dbVUKhUKhWw228HB
ISgo6OTJk8zW5ORkZ2dnDocTEBBw/fr1kYkrFAqdMSqVSp3zoFPYZWRkMI+vY9y8efPtt99+
7rnnbG1tfXx8cnJyjMelUqmrq6u1tbWzs3NYWBg9DZGiqJiYGIlE8tjcDI1RX1ZWlpubm5WV
lYeHh0wm02g0dFwikSQlJQUFBXG5XHd3dzqxzs5O/QtPlZWVRpLRTtjQoMYmFvXoxNJRFxsb
29TUdPTo0YsXL0okkra2Np05dvTETTprFotQhMUipjYIMBksFtH+cAzlHqvHoKin+WpjAfOP
FkAHvsHHEl9f38jIyNjY2NFOxGxhjh0AAACAmUBhBwAAAE+itraWrWfu3LmjndeYNoZvGwEA
AIC/wc3NbcDbjY3A3xoYbrhiBwAAAGAmUNgBAAAAmAkUdgAAAABmAoUdAAAAgJl4hm+ewPOw
YFCG6YOCz99Q4YwBAAw/XLEDAAAAMBMo7AAAAADMBAo7AAAAADOBwg4AAADATKCwAwAAADAT
JndXbGdnZ2NjY2Fh4Z9//jnauQAAAAA8S0yusGtqajp//nxYWFhvby8hpKenZ7QzAgAAAHg2
sCiKGu0cBnbx4kWJRNLW1jZu3DjtOP0wLIp6uEBYLGKyg4DRhmenAZg+fIMDPD2YYwcAAKZl
1apVrEfJZDImfuzYMaZndHR0eHg4vXzz5s3IyEihUGhjYzN16tR33nmnra2N3lRbWxsdHe3i
4sLhcEQiUWho6NmzZ5kXkclkU6ZMsbGxCQwMrKmpGZm4TCabPXu2nZ2ds7NzVFRUc3Mz0//q
1asrVqyws7Ozt7d//fXXNRqN9skJDw9nsVhHjhyhVzdv3qx9ojZu3KhzMofanxCSl5cXEBAw
YcIEFotVX1+v30HbnTt33n33XScnJzs7uzVr1jQ1NRnvb2jggznol19+OWPGDB6P5+DgsGLF
ij/++MP4scYmFHYAAGBygoKCSrVERETQcS6Xu2PHDp1ahxYaGvr777+np6eXlJTs27ePy+V2
dHQQQioqKiQSSWlpaXJy8m+//Xbw4MHZs2dLpVJ6r2+//TYhIeHTTz8tKiqiKGrlypX9/f0j
ED9y5Mi6devy8/P37dt36tSp9evX0/nU1dW9+uqrAoEgJyfnxIkTwcHB2mNUKBSNjY0cDkc7
uHz5cuZEJSQk/J3+tAcPHvj5+W3fvn0w79SGDRvKyspycnKKioo6OjrefPNN4/0NDXwwBx03
bty2bdt++eUXhULR1dUVGBhIn0x4BGWq1Go1IaStrU0nTghFZ/2/BZMeBIw2+lOChoZmyk1P
cHBwRETEgPENGzY4ODjI5XI6EhUVtXbtWoqiWlpaCCGFhYX6ey1atEgsFvf29moH+/r66AWJ
RBIbG0sv19fXs1isn3/+eQTi2o4ePWphYdHR0UFRVHR09NKlSwf8PmtoaHBxcamuruZwOAqF
gg5u2rRp/fr1T6W/jpKSEkJIXV2dkT6tra3ap72uro4QUlJSQg88Li4uICBAIBCIRKLvv/9e
f3ftgQ/+oLRLly4RQq5duzaYsYwpuGIHAADPjHHjxm3dujUxMbGvr087zufzeTxeYWGhziWc
5uZmpVL54YcfstmP3CxoaWlJCOnu7i4rK1u4cCEdFAqFnp6eKpVquOM6g7p37x6fz+dyuYSQ
vLw8Hx+fRYsWTZo06bXXXvvtt9+YblKpND4+XiQS6eyel5dnY2Pj5uYWExPD/Pr8BP2fAH2D
o62tLb3K4/EIIcXFxfTqgQMHEhISbt++vXfv3rVr1964ccPIwIekra0tIyPDzc3NxcXl7+Rv
lky9sNu7d29qampqampaWlp7e/topwMAACNBLpdrTwU7ffo0s+mDDz548OBBenq6dn82m52e
nv71118LBILly5enpKTQk72qqqooinrhhRfobiqViv1QUVHRnTt3+vv7HR0dmddxdHRsamoa
7rh25u3t7cnJye+//z6Lxerq6mpsbPziiy9WrVpVUFDw0ksvLVmypLa2lhDy1VdfaTQa/Slx
CxYsSE1NVSqViYmJx48ff+utt+j4UPs/GUdHR29v7927d9+9e7ezs3Pbtm2EkFu3btFbV61a
5efnRwhZvXr1K6+8kpqaamjggz/i8ePH2Wy2vb19bm5uQUGBtbX138nfLJnc4050fPHFFwKB
gBDCZrNffvnlmTNnjnZGAAAw7IKCgpKSkpjVadOmMcu2trbx8fG7du1iJt7RwsLCVq5ceebM
meLi4rS0tE8++eTcuXPUo7fcent7l5WVtbe3z58/n/7dihCiX1gMd5zR3d0dGhrq4uKSmJhI
CKHnDq5YseKf//wnIeSll17Kz88/dOjQunXrdu3apVKp9F+KmdM2d+5ckUjk7+9fWVlpYWEx
pP7PP/+8oQwfS6FQ0L+PW1hYhIWFiUQiC4v/XTPS/i/b29u7oqLC0MAHb+HChWVlZY2NjSkp
KevWrSsuLtaZQQimfsVuw4YNVVVVVVVVFRUVqOoAAMaIiRMnirXY2dlpb924cSNFUQcPHtTZ
i8vlBgYG7ty589KlS46Ojp9//vm0adNYLFZ5eTndwcbGxsvL68UXX6RXBQKBpaWl9iW027dv
T5o0abjj9HJPT8/q1au7urqOHz9OX3mytbXl8/menp50BwsLi+eff/7GjRslJSWNjY0eHh70
tcbu7u7169cHBgbqDN/X15cQUlNTM9T+ht+Hx5s+fbparW5paWlqakpPT29oaHB3d6c30c+j
ZQarvawz8MHj8/leXl6LFy/Oycm5evVqfn7+30neLJl6YQcAAKCDw+EkJCTs2bOHvu9VH5vN
FgqF9+/fFwgE/v7+MplMZ04e8zpisVipVNKrDQ0NFRUVc+bMGe44IaSnpyckJKSlpSU/P5+Z
o0YImTdvXmVlJb1MUdS1a9dcXV2XLVt2+fLlsoesra0/++wz/br2woULhBCRSDTU/oM45Y9h
b28/ceLEQ4cO9ff3L126lA5qzyZUqVR0wWpo4EPV19en0Wh0pk4CIQPdjmQi6LtiY2JidOLM
TVT/WzDpQcBoG/Xb/dDQ0B7b9AQHB+s87qS+vp6OM/8p9PT0eHh4cLlc+q7Y5ubm+fPnf/PN
N+fPn1er1Tt37mSxWNnZ2RRFXblyZcKECbNmzVIoFGq1+syZM1u2bCGEqFQqiqLkcjmHwzl8
+PDFixcDAgK8vLzoG2aHNa7RaN54443JkycrlUpmjN3d3RRF/fjjj2w2++DBg1euXPn3v/9t
a2tbW1urc36073KVSqU5OTnFxcWZmZlTpkxZtmyZ/vkcTP+UlJSoqCh6+e7du6WlpVlZWYSQ
goKC0tLS9vZ2Q9+yx44dy87OPnfunEwm43K5H330ER2XSCTjx4/fv39/VVXVzp07raysampq
jAzc0EG1E4uOjv7uu+9UKlVubq6/v79QKGxpaTGU2JhlujURCjt4Ckb9fyw0NLTHNj06D28j
hGzatIl6tLCjKEoulxNC6MKuq6srPj5eLBbz+Xw+n+/j45OWlsb0rK6ulkqlQqGQzWY7ODgE
BQWdPHmS2ZqcnOzs7MzhcAICAq5fvz4C8c7OTv3rLJWVlXT/9PR0Dw8PW1vbOXPm0NMEdWgX
auHh4c7OztbW1iKRaPPmza2trU/WPyYmRiKR0MsKhUInN6VSqf+ytKysLDc3NysrKw8PD5lM
ptFo6LhEIklKSgoKCuJyue7u7jk5OcYHbuig2olJpVJXV1dra2tnZ+ewsLDy8nJDWY1lpv4n
xWJiYg4cOKAdx1KmjIoAAAtYSURBVJ8UgyHAnxQDMH34BjdHvr6+kZGRsbGxo53ImIM5dgAA
AABmAoUdAAAAGFNbW8vWM3fu3NHOCwaA20kAAADAGDc3twFvKzaCvuUWRh6u2AEAAACYCRR2
AAAAAGYChR0AAACAmUBhBwAAAGAmTLewe/DgASHk0qVLo50IAAAAwLPBdAs7Dw8PHo9naWlp
qANFMX93YuSygmcP80GB0YV3AQBg+Jnu406EQuGSJUs8PDxGOxEAAACAZ4PpXrEDAAAAgCFB
YQcAAABgJlDYAQAAAJgJFHYAAAAAZgKFHQAAAICZQGEHAAAAYCZQ2AEAAACYCRR2AABgWlat
WsV6lEwmY+LHjh1jekZHR4eHh9PLN2/ejIyMFAqFNjY2U6dOfeedd9ra2uhNtbW10dHRLi4u
HA5HJBKFhoaePXuWeRGZTDZlyhQbG5vAwMCampqRiefl5QUEBEyYMIHFYtXX1+ufhPDwcBaL
deTIEXrVyclJ55zk5uYSQu7du/fee+9NnjyZx+P5+vr+8MMPdH9D8Tt37rz77rtOTk52dnZr
1qxpamrSP7Sh3DZv3qydwMaNG/X3ZQzmQNpkMtns2bPt7OycnZ2joqKam5sHeaIIIV9++eWM
GTN4PJ6Dg8OKFSv++OMP48cybyjsAADA5AQFBZVqiYiIoONcLnfHjh0ajUZ/l9DQ0N9//z09
Pb2kpGTfvn1cLrejo4MQUlFRIZFISktLk5OTf/vtt4MHD86ePVsqldJ7ffvttwkJCZ9++mlR
URFFUStXruzv7x+B+IMHD/z8/LZv3z7g8BUKRWNjI4fDYSK//PILczZ27NjB4/EWL15MCPnX
v/6lVCqPHDlSWlq6aNGikJCQ2tpaI/ENGzaUlZXl5OQUFRV1dHS8+eab+kc3ktvy5cuZNBIS
Eoy8g4M5kLYjR46sW7cuPz9/3759p06dWr9+/WOTYYwbN27btm2//PKLQqHo6uoKDAykT/IY
RZmw4ODgLVu26AQJoR7J2rSHAKOM+XjQnxu0UWx4F9AMNT3BwcEREREDxjds2ODg4CCXy+lI
VFTU2rVrKYpqaWkhhBQWFurvtWjRIrFY3Nvbqx3s6+ujFyQSSWxsLL1cX1/PYrF+/vnnEYjT
SkpKCCF1dXXauTU0NLi4uFRXV3M4HIVCoT+iJUuWMOdn+vTpH3/8Mb3c29trYWGRl5dnKN7a
2qp9lurq6gghJSUl+ocYMLdNmzatX79+wM46jBxIIpHExcUFBAQIBAKRSPT999/r73706FEL
C4uOjg4jyRhC/4n5a9euDSZPs4QrdgAA8MwYN27c1q1bExMT+/r6tON8Pp/H4xUWFupcqmlu
blYqlR9++CGb/cif0KT/EHl3d3dZWdnChQvpoFAo9PT0VKlUwx03PkapVBofHy8SiQbcWldX
d+rUqcjISHp13rx5J06caGxs1Gg0mZmZ9vb2c+bMMRTv6ekhhNja2tL78ng8QkhxcbHxfLTl
5eXZ2Ni4ubnFxMQwv3TrM36gAwcOJCQk3L59e+/evWvXrr1x44bO7vfu3ePz+Vwud/CJ0dra
2jIyMtzc3FxcXIa6r9kw6cLuzz//TE9Pnzp16tSpUz09PS9fvjzaGQEAwEiQy+Xa07lOnz7N
bPrggw8ePHiQnp6u3Z/NZqenp3/99dcCgWD58uUpKSn0pK6qqiqKol544QW6m0qlYj9UVFR0
586d/v5+R0dH5nUcHR2bmpqGO25k4F999ZVGozEyfU0ul7u6ur722mv06v79+11dXZ2cnDgc
Tlxc3IkTJ+jDDRh3dHT09vbevXv33bt3Ozs7t23bRgi5deuWkXy0LViwIDU1ValUJiYmHj9+
/K233jLU0/iBVq1a5efnRwhZvXr1K6+8kpqaqr1ve3t7cnLy+++/z2KxBpkYIeT48eNsNtve
3j43N7egoMDa2nrw+5oZ9uO7jJ7ExMTKykqBQEAIsbS09PDwGO2MAABgJAQFBSUlJTGr06ZN
Y5ZtbW3j4+N37drFTLyjhYWFrVy58syZM8XFxWlpaZ988sm5c+coitLu4+3tXVZW1t7ePn/+
fPp3K0KIfgEx3HFDqqqqdu3apVKpjOySmZkZERHBdDhw4MDly5d//PFHJyenw4cPh4SEqNVq
Z2dnQ3GFQkH/nG1hYREWFiYSiSwsBnuJh5knN3fuXJFI5O/vX1lZ+fzzzw/Y2ciBZs6cyXTz
9vauqKhgVru7u0NDQ11cXBITEweZFW3hwoVlZWWNjY0pKSnr1q0rLi7WnqE4pph0YbdmzZrR
TgEAAEbBxIkTxWKxoa0bN26UyWQHDx7UiXO53MDAwMDAwISEhJkzZ37++ee7d+9msVjl5eW+
vr6EEBsbGy8vL3oGGCFEIBBYWlpqX0K7ffv2pEmThjtuaFwlJSWNjY3MVYz+/v7169dnZGQU
FBTQkV9//bW6upqpaPv6+rZv356dnb106VJCiFgszsvLk8vlW7duHTAeHx8/ffp0tVrd2tqq
0WhsbW3Hjx/v7u5uKB8j6PNZU1NjqLAzcqDe3l6mG/2jLbO8evXqrq6un376aaiX3Ph8vpeX
l5eX14IFC+zt7fPz80NCQoY6KPNg0j/FAgAA6ONwOAkJCXv27KHve9XHZrOFQuH9+/cFAoG/
v79MJtOZk8e8jlgsViqV9GpDQ0NFRcWcOXOGO25oXMuWLbt8+XLZQ9bW1p999pl2/ZqZmenn
58dMv+vr6+vp6dG+5MZisTQajaE4s2pvbz9x4sRDhw719/fTxd9QXbhwgRBiaCKg8QNpzzJU
qVSenp6EkJ6enpCQkJaWlvz8fGZy3hPo6+vTaDQ6UyrHltG6a+OJ6d5E9QwOAUYOwV2xJtPw
LqAZanqCg4N1HndSX19Px2NiYug+PT09Hh4eXC6Xviu2ubl5/vz533zzzfnz59Vq9c6dO1ks
VnZ2NkVRV65cmTBhwqxZsxQKhVqtPnPmzJYtWwghKpWKoii5XM7hcA4fPnzx4sWAgAAvLy/6
htnhjt+9e7e0tDQrK4sQUlBQUFpa2t7ernMedO6KvX//vp2dXUZGhnafxYsXz5gxQ6lUXr16
NS4uztLSUq1WG4kfO3YsOzv73LlzMpmMy+V+9NFH9OukpKRERUXRy4Zyk0qlOTk5xcXFmZmZ
U6ZMWbZsmZFvX0MHkkgk48eP379/f1VV1c6dO62srGpqajQazRtvvDF58mSlUsm86d3d3UaS
0U44Ojr6u+++U6lUubm5/v7+QqGwpaXFSG7m7dmrinS/Bwb6UgD4H4LCzmQa3gU0Q01PcHCw
zjWITZs2UY8WdhRFyeVyQghd2HV1dcXHx4vFYj6fz+fzfXx80tLSmJ7V1dVSqVQoFLLZbAcH
h6CgoJMnTzJbk5OTnZ2dORxOQEDA9evXRyauUCh0xqhUKnXOg05hl5GRwePxdOq/mzdvvv32
288995ytra2Pj09OTo7xeFZWlpubm5WVlYeHh0wm02g0dDwmJkYikRjPLTw83NnZ2draWiQS
bd68ubW1Vf+9Yxg6kEQiSUpKCgoK4nK57u7udGKdnZ36F54qKyuNJKOdsFQqdXV1tba2dnZ2
DgsLKy8vN5KY2WNRj04sNX30hNH/z5rFIs/aEGDkMB+PodxdBcOCovAuwMDwHT6W+Pr6RkZG
xsbGjnYiZgtz7AAAAADMBAo7AAAAeBK1tbVsPXPnzh3tvMY0/BQLZg0/xZoO/BQLhuA7HODp
wRU7AAAAADOBwg4AAADATKCwAwAAADATKOwAAAAAzAQKOwAAAAAz8ezdFQsAAAAAA8IVOwAA
AAAzgcIOAAAAwEygsAMAAAAwEyjsAAAAAMwECjsAAAAAM4HCDgAAAMBMoLADAAAAMBMo7AAA
AADMxP8BO63sonzInsMAAAAASUVORK5CYII="
>
</div>

</div>

</div>
</div>

</div>
<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">
<h2 id="DNA-methylation-data">DNA methylation data<a class="anchor-link" href="#DNA-methylation-data">&#182;</a></h2><p>The processed DNA methylation data measure the level of methylation at known CpG sites as beta values, calculated from array intensities (Level 2 data) as Beta = $M/(M+U)$ [@zhou2017comprehensive] which ranges from 0 being unmethylated and 1 fully methylated.</p>
<p>More information about the DNA methylation pipeline is available at <a href="https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/Methylation_LO_Pipeline/">https://docs.gdc.cancer.gov/Data/Bioinformatics_Pipelines/Methylation_LO_Pipeline/</a>.</p>
<p>We will download two Glioblastoma (GBM) as a summarizedExperiment object.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">query_met.hg38</span> <span class="o">&lt;-</span> <span class="nf">GDCquery</span><span class="p">(</span><span class="n">project</span> <span class="o">=</span> <span class="s">&quot;TCGA-GBM&quot;</span><span class="p">,</span> 
                           <span class="n">data.category</span> <span class="o">=</span> <span class="s">&quot;DNA Methylation&quot;</span><span class="p">,</span> 
                           <span class="n">platform</span> <span class="o">=</span> <span class="s">&quot;Illumina Human Methylation 27&quot;</span><span class="p">,</span> 
                           <span class="n">barcode</span> <span class="o">=</span> <span class="nf">c</span><span class="p">(</span><span class="s">&quot;TCGA-02-0116-01A&quot;</span><span class="p">,</span><span class="s">&quot;TCGA-14-3477-01A-01D&quot;</span><span class="p">))</span>
<span class="nf">GDCdownload</span><span class="p">(</span><span class="n">query_met.hg38</span><span class="p">)</span>
<span class="n">data.hg38</span> <span class="o">&lt;-</span> <span class="nf">GDCprepare</span><span class="p">(</span><span class="n">query_met.hg38</span><span class="p">,</span><span class="n">summarizedExperiment</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>--------------------------------------
o GDCquery: Searching in GDC database
--------------------------------------
Genome of reference: hg38
--------------------------------------------
oo Accessing GDC. This might take a while...
--------------------------------------------
ooo Project: TCGA-GBM
--------------------
oo Filtering results
--------------------
ooo By platform
ooo By barcode
----------------
oo Checking data
----------------
ooo Check if there are duplicated cases
ooo Check if there results for the query
-------------------
o Preparing output
-------------------
Downloading data for project TCGA-GBM
Of the 2 files for download 2 already exist.
All samples have been already downloaded
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>|====================================================|100%                      Completed after 0 s 
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>Joining, by = c(&#34;Composite.Element.REF&#34;, &#34;Chromosome&#34;, &#34;Start&#34;, &#34;End&#34;, &#34;Gene_Symbol&#34;, &#34;Gene_Type&#34;, &#34;Transcript_ID&#34;, &#34;Position_to_TSS&#34;, &#34;CGI_Coordinate&#34;, &#34;Feature_Type&#34;)
Starting to add information to samples
 =&gt; Add clinical information to samples
Add FFPE information. More information at: 
=&gt; https://cancergenome.nih.gov/cancersselected/biospeccriteria 
=&gt; http://gdac.broadinstitute.org/runs/sampleReports/latest/FPPP_FFPE_Cases.html
 =&gt; Adding subtype information to samples
gbm subtype information from:doi:10.1016/j.cell.2015.12.028
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">data.hg38</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_text output_subarea ">
<pre>class: RangedSummarizedExperiment 
dim: 27578 2 
metadata(1): data_release
assays(1): &#39;&#39;
rownames(27578): cg00000292 cg00002426 ... cg27662877 cg27665659
rowData names(7): Composite.Element.REF Gene_Symbol ... CGI_Coordinate
  Feature_Type
colnames(2): TCGA-02-0116-01A-01D-0199-05 TCGA-14-3477-01A-01D-0915-05
colData names(113): sample patient ...
  subtype_Telomere.length.estimate.in.blood.normal..Kb.
  subtype_Telomere.length.estimate.in.tumor..Kb.</pre>
</div>

</div>

</div>
</div>

</div>
<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>You can access the probes information with <code>rowRanges</code>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">data.hg38</span> <span class="o">%&gt;%</span> <span class="n">rowRanges</span> <span class="o">%&gt;%</span> <span class="n">as.data.frame</span> <span class="o">%&gt;%</span> <span class="n">head</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 6 × 12</caption>
<thead>
	<tr><th></th><th scope=col>seqnames</th><th scope=col>start</th><th scope=col>end</th><th scope=col>width</th><th scope=col>strand</th><th scope=col>Composite.Element.REF</th><th scope=col>Gene_Symbol</th><th scope=col>Gene_Type</th><th scope=col>Transcript_ID</th><th scope=col>Position_to_TSS</th><th scope=col>CGI_Coordinate</th><th scope=col>Feature_Type</th></tr>
	<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>
</thead>
<tbody>
	<tr><th scope=row>cg00000292</th><td>chr16</td><td> 28878779</td><td> 28878780</td><td>2</td><td>*</td><td>cg00000292</td><td>ATP2A1;ATP2A1;ATP2A1;ATP2A1;ATP2A1        </td><td>protein_coding;protein_coding;protein_coding;protein_coding;protein_coding               </td><td>ENST00000357084.6;ENST00000395503.7;ENST00000536376.4;ENST00000562185.4;ENST00000563975.1                  </td><td>373;290;-1275;-465;-83   </td><td>CGI:chr16:28879633-28880547 </td><td>N_Shore</td></tr>
	<tr><th scope=row>cg00002426</th><td>chr3 </td><td> 57757816</td><td> 57757817</td><td>2</td><td>*</td><td>cg00002426</td><td>SLMAP;SLMAP;SLMAP;SLMAP;SLMAP;SLMAP       </td><td>protein_coding;protein_coding;protein_coding;protein_coding;protein_coding;protein_coding</td><td>ENST00000295951.6;ENST00000295952.6;ENST00000383718.6;ENST00000428312.4;ENST00000449503.5;ENST00000467901.1</td><td>1585;368;261;257;257;514 </td><td>CGI:chr3:57756198-57757263  </td><td>S_Shore</td></tr>
	<tr><th scope=row>cg00003994</th><td>chr7 </td><td> 15686237</td><td> 15686238</td><td>2</td><td>*</td><td>cg00003994</td><td>MEOX2                                     </td><td>protein_coding                                                                           </td><td>ENST00000262041.5                                                                                          </td><td>576                      </td><td>CGI:chr7:16399497-16399700  </td><td>.      </td></tr>
	<tr><th scope=row>cg00005847</th><td>chr2 </td><td>176164345</td><td>176164346</td><td>2</td><td>*</td><td>cg00005847</td><td>AC009336.19;HOXD3;HOXD3;HOXD3;RP11-387A1.5</td><td>protein_coding;protein_coding;protein_coding;protein_coding;antisense                    </td><td>ENST00000468418.4;ENST00000249440.4;ENST00000410016.4;ENST00000432796.2;ENST00000608941.1                  </td><td>13259;267;3453;27387;1372</td><td>CGI:chr2:176164685-176165509</td><td>N_Shore</td></tr>
	<tr><th scope=row>cg00006414</th><td>chr7 </td><td>149125745</td><td>149125746</td><td>2</td><td>*</td><td>cg00006414</td><td>RN7SL521P;ZNF398;ZNF425;ZNF425            </td><td>misc_RNA;protein_coding;protein_coding;protein_coding                                    </td><td>ENST00000488398.3;ENST00000426851.5;ENST00000378061.5;ENST00000483014.1                                    </td><td>242;-672;602;562         </td><td>CGI:chr7:149126122-149127136</td><td>N_Shore</td></tr>
	<tr><th scope=row>cg00007981</th><td>chr11</td><td> 94129428</td><td> 94129429</td><td>2</td><td>*</td><td>cg00007981</td><td>PANX1;PANX1                               </td><td>protein_coding;protein_coding                                                            </td><td>ENST00000227638.6;ENST00000436171.2                                                                        </td><td>499;498                  </td><td>CGI:chr11:94128394-94129607 </td><td>Island </td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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>You can access the samples metadata with <code>colData</code>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">data.hg38</span> <span class="o">%&gt;%</span> <span class="n">colData</span> <span class="o">%&gt;%</span> <span class="n">as.data.frame</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 2 × 113</caption>
<thead>
	<tr><th></th><th scope=col>sample</th><th scope=col>patient</th><th scope=col>barcode</th><th scope=col>shortLetterCode</th><th scope=col>definition</th><th scope=col>year_of_diagnosis</th><th scope=col>classification_of_tumor</th><th scope=col>last_known_disease_status</th><th scope=col>updated_datetime.x</th><th scope=col>primary_diagnosis</th><th scope=col>⋯</th><th scope=col>subtype_Transcriptome.Subtype</th><th scope=col>subtype_Pan.Glioma.RNA.Expression.Cluster</th><th scope=col>subtype_IDH.specific.RNA.Expression.Cluster</th><th scope=col>subtype_Pan.Glioma.DNA.Methylation.Cluster</th><th scope=col>subtype_IDH.specific.DNA.Methylation.Cluster</th><th scope=col>subtype_Supervised.DNA.Methylation.Cluster</th><th scope=col>subtype_Random.Forest.Sturm.Cluster</th><th scope=col>subtype_RPPA.cluster</th><th scope=col>subtype_Telomere.length.estimate.in.blood.normal..Kb.</th><th scope=col>subtype_Telomere.length.estimate.in.tumor..Kb.</th></tr>
	<tr><th></th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>⋯</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><th scope=row>TCGA-02-0116-01A-01D-0199-05</th><td>TCGA-02-0116-01A</td><td>TCGA-02-0116</td><td>TCGA-02-0116-01A-01D-0199-05</td><td>TP</td><td>Primary solid Tumor</td><td>2003</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:40:20.353826-05:00</td><td>Glioblastoma</td><td>⋯</td><td>NA</td><td>LGr4</td><td>NA</td><td>LGm4</td><td>IDHwt-K1</td><td>Classic-like</td><td>NA</td><td>K1</td><td>NA</td><td>NA</td></tr>
	<tr><th scope=row>TCGA-14-3477-01A-01D-0915-05</th><td>TCGA-14-3477-01A</td><td>TCGA-14-3477</td><td>TCGA-14-3477-01A-01D-0915-05</td><td>TP</td><td>Primary solid Tumor</td><td>2009</td><td>not reported</td><td>not reported</td><td>2019-08-08T16:42:28.969386-05:00</td><td>Glioblastoma</td><td>⋯</td><td>PN</td><td>LGr1</td><td>NA</td><td>LGm6</td><td>IDHwt-K3</td><td>LGm6-GBM    </td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<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>You can access the DNA methylation levels with <code>assay</code>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="n">data.hg38</span> <span class="o">%&gt;%</span> <span class="n">assay</span> <span class="o">%&gt;%</span> <span class="n">head</span> <span class="o">%&gt;%</span> <span class="n">as.data.frame</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_html rendered_html output_subarea ">
<table>
<caption>A data.frame: 6 × 2</caption>
<thead>
	<tr><th></th><th scope=col>TCGA-02-0116-01A-01D-0199-05</th><th scope=col>TCGA-14-3477-01A-01D-0915-05</th></tr>
	<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>
</thead>
<tbody>
	<tr><th scope=row>cg00000292</th><td>0.78495250</td><td>0.11314067</td></tr>
	<tr><th scope=row>cg00002426</th><td>0.06028424</td><td>0.02843910</td></tr>
	<tr><th scope=row>cg00003994</th><td>0.04285454</td><td>0.24091388</td></tr>
	<tr><th scope=row>cg00005847</th><td>0.62490042</td><td>0.07579907</td></tr>
	<tr><th scope=row>cg00006414</th><td>        NA</td><td>        NA</td></tr>
	<tr><th scope=row>cg00007981</th><td>0.04020515</td><td>0.03530111</td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># plot 10 most variable probes</span>
<span class="n">data.hg38</span> <span class="o">%&gt;%</span> 
  <span class="n">assay</span> <span class="o">%&gt;%</span> 
  <span class="n">rowVars</span> <span class="o">%&gt;%</span> 
  <span class="nf">order</span><span class="p">(</span><span class="n">decreasing</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span> <span class="o">%&gt;%</span> 
  <span class="nf">head</span><span class="p">(</span><span class="m">10</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">idx</span>

<span class="n">pal_methylation</span> <span class="o">&lt;-</span> <span class="nf">colorRampPalette</span><span class="p">(</span><span class="nf">c</span><span class="p">(</span><span class="s">&quot;#000436&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#021EA9&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#1632FB&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#6E34FC&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#C732D5&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#FD619D&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#FF9965&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#FFD32B&quot;</span><span class="p">,</span>
                                      <span class="s">&quot;#FFFC5A&quot;</span><span class="p">))(</span><span class="m">100</span><span class="p">)</span>

<span class="nf">Heatmap</span><span class="p">(</span><span class="nf">assay</span><span class="p">(</span><span class="n">data.hg38</span><span class="p">)</span><span class="n">[idx</span><span class="p">,</span><span class="n">]</span><span class="p">,</span>
        <span class="n">show_column_names</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">,</span> 
        <span class="n">show_row_names</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">,</span>
         <span class="n">name</span> <span class="o">=</span> <span class="s">&quot;Methylation Beta-value&quot;</span><span class="p">,</span> 
         <span class="n">row_names_gp</span> <span class="o">=</span> <span class="nf">gpar</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="m">8</span><span class="p">),</span>
         <span class="n">column_names_gp</span> <span class="o">=</span> <span class="nf">gpar</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="m">8</span><span class="p">),</span>
        <span class="n">col</span> <span class="o">=</span> <span class="n">circlize</span><span class="o">::</span><span class="nf">colorRamp2</span><span class="p">(</span><span class="nf">seq</span><span class="p">(</span><span class="m">0</span><span class="p">,</span> <span class="m">1</span><span class="p">,</span> <span class="n">by</span> <span class="o">=</span> <span class="m">1</span><span class="o">/</span><span class="m">99</span><span class="p">),</span> <span class="n">pal_methylation</span><span class="p">))</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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"
>
</div>

</div>

</div>
</div>

</div>
<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">
<h2 id="ATAC-Seq-data">ATAC-Seq data<a class="anchor-link" href="#ATAC-Seq-data">&#182;</a></h2><p>Please, check our ATAC-seq Workshop: <a href="http://rpubs.com/tiagochst/atac_seq_workshop">http://rpubs.com/tiagochst/atac_seq_workshop</a></p>
<h1 id="Session-information">Session information<a class="anchor-link" href="#Session-information">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="nf">sessionInfo</span><span class="p">()</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_text output_subarea ">
<pre>R version 3.5.1 (2018-07-02)
Platform: x86_64-conda_cos6-linux-gnu (64-bit)
Running under: Ubuntu 18.04.2 LTS

Matrix products: default
BLAS/LAPACK: /opt/conda/lib/R/lib/libRblas.so

locale:
 [1] LC_CTYPE=C.UTF-8       LC_NUMERIC=C           LC_TIME=C.UTF-8       
 [4] LC_COLLATE=C.UTF-8     LC_MONETARY=C.UTF-8    LC_MESSAGES=C.UTF-8   
 [7] LC_PAPER=C.UTF-8       LC_NAME=C              LC_ADDRESS=C          
[10] LC_TELEPHONE=C         LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C   

attached base packages:
 [1] grid      parallel  stats4    stats     graphics  grDevices utils    
 [8] datasets  methods   base     

other attached packages:
 [1] ComplexHeatmap_2.1.0        dplyr_0.8.3                
 [3] maftools_2.0.20             MultiAssayExperiment_1.8.1 
 [5] SummarizedExperiment_1.12.0 DelayedArray_0.8.0         
 [7] BiocParallel_1.16.6         matrixStats_0.55.0         
 [9] Biobase_2.42.0              GenomicRanges_1.34.0       
[11] GenomeInfoDb_1.18.2         IRanges_2.16.0             
[13] S4Vectors_0.20.1            BiocGenerics_0.28.0        
[15] TCGAbiolinks_2.13.6        

loaded via a namespace (and not attached):
  [1] uuid_0.1-2                  backports_1.1.4            
  [3] circlize_0.4.8              aroma.light_3.12.0         
  [5] NMF_0.21.0                  plyr_1.8.4                 
  [7] selectr_0.4-1               ConsensusClusterPlus_1.46.0
  [9] repr_1.0.1                  lazyeval_0.2.2             
 [11] splines_3.5.1               ggplot2_3.2.1              
 [13] gridBase_0.4-7              sva_3.30.1                 
 [15] digest_0.6.20               foreach_1.4.7              
 [17] htmltools_0.3.6             magrittr_1.5               
 [19] memoise_1.1.0               cluster_2.1.0              
 [21] doParallel_1.0.15           limma_3.38.3               
 [23] Biostrings_2.50.2           readr_1.3.1                
 [25] annotate_1.60.1             wordcloud_2.6              
 [27] R.utils_2.9.0               prettyunits_1.0.2          
 [29] colorspace_1.4-1            blob_1.2.0                 
 [31] rvest_0.3.4                 ggrepel_0.8.1              
 [33] xfun_0.9                    crayon_1.3.4               
 [35] RCurl_1.95-4.12             jsonlite_1.6               
 [37] genefilter_1.64.0           zeallot_0.1.0              
 [39] survival_2.44-1.1           zoo_1.8-6                  
 [41] iterators_1.0.12            glue_1.3.1                 
 [43] survminer_0.4.6             registry_0.5-1             
 [45] gtable_0.3.0                zlibbioc_1.28.0            
 [47] XVector_0.22.0              GetoptLong_0.1.7           
 [49] shape_1.4.4                 scales_1.0.0               
 [51] DESeq_1.34.1                rngtools_1.4               
 [53] DBI_1.0.0                   edgeR_3.24.3               
 [55] bibtex_0.4.2                ggthemes_4.2.0             
 [57] Rcpp_1.0.2                  xtable_1.8-4               
 [59] progress_1.2.2              clue_0.3-57                
 [61] bit_1.1-14                  matlab_1.0.2               
 [63] km.ci_0.5-2                 httr_1.4.1                 
 [65] RColorBrewer_1.1-2          pkgconfig_2.0.2            
 [67] XML_3.98-1.19               R.methodsS3_1.7.1          
 [69] locfit_1.5-9.1              reshape2_1.4.3             
 [71] tidyselect_0.2.5            rlang_0.4.0                
 [73] AnnotationDbi_1.44.0        munsell_0.5.0              
 [75] tools_3.5.1                 downloader_0.4             
 [77] generics_0.0.2              RSQLite_2.1.2              
 [79] broom_0.5.2                 evaluate_0.14              
 [81] stringr_1.4.0               knitr_1.24                 
 [83] bit64_0.9-7                 survMisc_0.5.5             
 [85] purrr_0.3.2                 EDASeq_2.16.3              
 [87] nlme_3.1-141                R.oo_1.22.0                
 [89] xml2_1.2.2                  biomaRt_2.38.0             
 [91] compiler_3.5.1              curl_4.1                   
 [93] png_0.1-7                   ggsignif_0.6.0             
 [95] tibble_2.1.3                geneplotter_1.60.0         
 [97] stringi_1.4.3               GenomicFeatures_1.34.8     
 [99] lattice_0.20-38             IRdisplay_0.7.0            
[101] Matrix_1.2-17               KMsurv_0.1-5               
[103] vctrs_0.2.0                 pillar_1.4.2               
[105] lifecycle_0.1.0             GlobalOptions_0.1.0        
[107] data.table_1.12.2           bitops_1.0-6               
[109] rtracklayer_1.42.2          R6_2.4.0                   
[111] latticeExtra_0.6-28         hwriter_1.3.2              
[113] ShortRead_1.40.0            gridExtra_2.3              
[115] codetools_0.2-16            assertthat_0.2.1           
[117] pkgmaker_0.27               rjson_0.2.20               
[119] withr_2.1.2                 GenomicAlignments_1.18.1   
[121] Rsamtools_1.34.1            GenomeInfoDbData_1.2.1     
[123] mgcv_1.8-28                 hms_0.5.1                  
[125] IRkernel_1.0.2              tidyr_1.0.0                
[127] ggpubr_0.2.3                pbdZMQ_0.3-3               
[129] base64enc_0.1-3            </pre>
</div>

</div>

</div>
</div>

</div>
<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">
<h1 id="Workshop-materials">Workshop materials<a class="anchor-link" href="#Workshop-materials">&#182;</a></h1><h2 id="Source-code">Source code<a class="anchor-link" href="#Source-code">&#182;</a></h2><p>All source code used to produce the workshops are available at <a href="https://github.com/tiagochst/ELMER_workshop_2019">https://github.com/tiagochst/ELMER_workshop_2019</a>.</p>
<h2 id="Workshops-HTMLs">Workshops HTMLs<a class="anchor-link" href="#Workshops-HTMLs">&#182;</a></h2><ul>
<li>ELMER data Workshop HTML: <a href="http://rpubs.com/tiagochst/elmer-data-workshop-2019">http://rpubs.com/tiagochst/elmer-data-workshop-2019</a></li>
<li>ELMER analysis Workshop HTML: <a href="http://rpubs.com/tiagochst/ELMER_workshop">http://rpubs.com/tiagochst/ELMER_workshop</a></li>
<li>ATAC-seq Workshop HTML: <a href="http://rpubs.com/tiagochst/atac_seq_workshop">http://rpubs.com/tiagochst/atac_seq_workshop</a></li>
</ul>
<h2 id="Workshop-videos">Workshop videos<a class="anchor-link" href="#Workshop-videos">&#182;</a></h2><p>We have a set of recorded videos, explaining some of the workshops.</p>
<ul>
<li>All videos playlist: <a href="https://www.youtube.com/playlist?list=PLoDzAKMJh15kNpCSIxpSuZgksZbJNfmMt">https://www.youtube.com/playlist?list=PLoDzAKMJh15kNpCSIxpSuZgksZbJNfmMt</a></li>
<li>ELMER algorithm: <a href="https://youtu.be/PzC31K9vfu0">https://youtu.be/PzC31K9vfu0</a></li>
<li>ELMER data: <a href="https://youtu.be/R00wG--tGo8">https://youtu.be/R00wG--tGo8</a></li>
<li>ELMER analysis part1: <a href="https://youtu.be/bcd4uyxrZCw">https://youtu.be/bcd4uyxrZCw</a></li>
<li>ELMER analysis part2: <a href="https://youtu.be/vcJ_DSCt4Mo">https://youtu.be/vcJ_DSCt4Mo</a></li>
<li>ELMER summarizing several analyses: <a href="https://youtu.be/moLeik7JjLk">https://youtu.be/moLeik7JjLk</a></li>
<li>ATAC-Seq workshop: <a href="https://youtu.be/3ftZecz0lU4">https://youtu.be/3ftZecz0lU4</a></li>
</ul>

</div>
</div>
</div>
    </div>
  </div>
</body>

 
</html>