Investigate_Children_Out_of_School_20180108.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Investigate_Children_Out_of_School_20180108</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;
    color: #000 !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 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#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;
}
.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;
}
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;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#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;
}
#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/2.7.1/MathJax.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="Project:-Investigate-Children-Out-of-School">Project: Investigate Children Out of School<a class="anchor-link" href="#Project:-Investigate-Children-Out-of-School">&#182;</a></h1><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
</ul>
</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><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><blockquote><p><strong>Key notes</strong>: "Gapminder has collected a lot of information about how people live their lives in different countries, tracked across the years, and on a number of different indicators.</p>
<p><strong>Questions to explore</strong>:</p>
<p><ul></p>
<li><a href="#q1"> 1. Research Question 1: What is the total numbers of children out of primary school over years, indicate the male and female numbers as well?</a></li>
<li><a href="#q2"> 2. Research Question 2: What is distribution of female children who was out of primary school from 1980 to 1995?</a></li>
<li><a href="#q3"> 3. Research Question 3: What are numbers of children out of school in total, by male and female in China, 1985?</a></li> 
<li><a href="#q4"> 4. What are relationship of children out of school of female in China in russian and usa over time? Which has a better trend?</a></li>
<li><a href="#q5"> 5. Research Question 5: What is the overall trend for children out of primary school over the years?</a></li>
</blockquote>

</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-ipython3"><pre><span></span><span class="c1"># Set up import statements for all of the packages that are planed to use;</span>
<span class="c1"># Include a &#39;magic word&#39; so that visualizations are plotted;</span>
<span class="c1"># call on dataframe to display the first 5 rows.</span>

<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="kn">from</span> <span class="nn">statistics</span> <span class="k">import</span> <span class="n">mode</span>
<span class="o">%</span> <span class="n">matplotlib</span> <span class="n">inline</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">config</span> InlineBackend.figure_format = &#39;retina&#39;
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</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-ipython3"><pre><span></span><span class="c1"># Reading an Excel file in python using pandas</span>
<span class="c1"># call on dataframe to display the first 5 rows</span>

<span class="n">xl</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">ExcelFile</span><span class="p">(</span><span class="s1">&#39;Child out of school primary.xlsx&#39;</span><span class="p">)</span>
 
<span class="n">xl</span><span class="o">.</span><span class="n">sheet_names</span>
<span class="p">[</span><span class="sa">u</span><span class="s1">&#39;Data&#39;</span><span class="p">]</span>

<span class="n">df_tot</span> <span class="o">=</span> <span class="n">xl</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">df_tot</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[2]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Children out of school, primary</th>
      <th>1970</th>
      <th>1971</th>
      <th>1972</th>
      <th>1973</th>
      <th>1974</th>
      <th>1975</th>
      <th>1976</th>
      <th>1977</th>
      <th>1978</th>
      <th>...</th>
      <th>2002</th>
      <th>2003</th>
      <th>2004</th>
      <th>2005</th>
      <th>2006</th>
      <th>2007</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Abkhazia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Afghanistan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1559835.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Akrotiri and Dhekelia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Albania</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>8445.0</td>
      <td>15754.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>37763.0</td>
      <td>51566.0</td>
      <td>52014.0</td>
      <td>53597.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Algeria</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>806895.0</td>
      <td>731571.0</td>
      <td>696223.0</td>
      <td>671496.0</td>
      <td>646398.0</td>
      <td>627309.0</td>
      <td>...</td>
      <td>190629.0</td>
      <td>171799.0</td>
      <td>135684.0</td>
      <td>116195.0</td>
      <td>104234.0</td>
      <td>93561.0</td>
      <td>74715.0</td>
      <td>71175.0</td>
      <td>81638.0</td>
      <td>71430.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 43 columns</p>
</div>
</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-ipython3"><pre><span></span><span class="n">x2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">ExcelFile</span><span class="p">(</span><span class="s1">&#39;Child out of school primiary female.xlsx&#39;</span><span class="p">)</span>
 
<span class="n">x2</span><span class="o">.</span><span class="n">sheet_names</span>
<span class="p">[</span><span class="sa">u</span><span class="s1">&#39;Data&#39;</span><span class="p">]</span>

<span class="n">df_f</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">df_f</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[3]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Children out of school, primary, female</th>
      <th>1970</th>
      <th>1971</th>
      <th>1972</th>
      <th>1973</th>
      <th>1974</th>
      <th>1975</th>
      <th>1976</th>
      <th>1977</th>
      <th>1978</th>
      <th>...</th>
      <th>2002</th>
      <th>2003</th>
      <th>2004</th>
      <th>2005</th>
      <th>2006</th>
      <th>2007</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Abkhazia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Afghanistan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>923588.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Akrotiri and Dhekelia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Albania</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>5415.0</td>
      <td>7791.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>17469.0</td>
      <td>24446.0</td>
      <td>24577.0</td>
      <td>25544.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Algeria</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>564297.0</td>
      <td>538928.0</td>
      <td>523330.0</td>
      <td>509066.0</td>
      <td>491870.0</td>
      <td>476842.0</td>
      <td>...</td>
      <td>118718.0</td>
      <td>105652.0</td>
      <td>86044.0</td>
      <td>75558.0</td>
      <td>69439.0</td>
      <td>60184.0</td>
      <td>47538.0</td>
      <td>47078.0</td>
      <td>53198.0</td>
      <td>45707.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 43 columns</p>
</div>
</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-ipython3"><pre><span></span><span class="n">x3</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">ExcelFile</span><span class="p">(</span><span class="s1">&#39;Child out of school primiary male.xlsx&#39;</span><span class="p">)</span>
 
<span class="n">x3</span><span class="o">.</span><span class="n">sheet_names</span>
<span class="p">[</span><span class="sa">u</span><span class="s1">&#39;Data&#39;</span><span class="p">]</span>

<span class="n">df_m</span> <span class="o">=</span> <span class="n">x3</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
<span class="n">df_m</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[4]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Children out of school, primary, male</th>
      <th>1970</th>
      <th>1971</th>
      <th>1972</th>
      <th>1973</th>
      <th>1974</th>
      <th>1975</th>
      <th>1976</th>
      <th>1977</th>
      <th>1978</th>
      <th>...</th>
      <th>2002</th>
      <th>2003</th>
      <th>2004</th>
      <th>2005</th>
      <th>2006</th>
      <th>2007</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Abkhazia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Afghanistan</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>636247.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Akrotiri and Dhekelia</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Albania</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>3030.0</td>
      <td>7963.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>20294.0</td>
      <td>27120.0</td>
      <td>27437.0</td>
      <td>28053.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Algeria</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>242598.0</td>
      <td>192643.0</td>
      <td>172893.0</td>
      <td>162430.0</td>
      <td>154528.0</td>
      <td>150467.0</td>
      <td>...</td>
      <td>71911.0</td>
      <td>66147.0</td>
      <td>49640.0</td>
      <td>40637.0</td>
      <td>34795.0</td>
      <td>33377.0</td>
      <td>27177.0</td>
      <td>24097.0</td>
      <td>28440.0</td>
      <td>25723.0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 43 columns</p>
</div>
</div>

</div>

</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-ipython3"><pre><span></span><span class="c1"># Check if the three dataframe have the same shape</span>

<span class="n">df_tot</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">df_m</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">df_f</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[5]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>((275, 43), (275, 43), (275, 43))</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-ipython3"><pre><span></span><span class="c1"># Check if the first columns from the 3 dataframe are exactly the same</span>
<span class="k">assert</span> <span class="p">(</span><span class="n">df_tot</span><span class="p">[</span><span class="s1">&#39;Children out of school, primary&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span> <span class="o">==</span> <span class="n">df_m</span><span class="p">[</span><span class="s1">&#39;Children out of school, primary, male&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>\
       <span class="o">==</span> <span class="n">df_f</span><span class="p">[</span><span class="s1">&#39;Children out of school, primary, female&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</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;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Merge the 3 dataframe</span>

<span class="n">df1</span> <span class="o">=</span> <span class="n">df_tot</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_f</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;outer&#39;</span><span class="p">,</span> <span class="n">left_index</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="n">df1</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_m</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;outer&#39;</span><span class="p">,</span> <span class="n">left_index</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="c1"># Confirm changes</span>

<span class="n">df1</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[7]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(275, 129)</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><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><blockquote><p><strong>Key notes</strong>: In this section of the report, the following work will be done: load the data; check for cleanliness; trim and clean dataset for analysis.</p>
</blockquote>
<h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="c1"># return the datatypes of the columns.</span>

<span class="n">df1</span><span class="o">.</span><span class="n">dtypes</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[8]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Children out of school, primary     object
1970_x                             float64
1971_x                             float64
1972_x                             float64
1973_x                             float64
1974_x                             float64
1975_x                             float64
1976_x                             float64
1977_x                             float64
1978_x                             float64
1979_x                             float64
1980_x                             float64
1981_x                             float64
1982_x                             float64
1983_x                             float64
1984_x                             float64
1985_x                             float64
1986_x                             float64
1987_x                             float64
1988_x                             float64
1989_x                             float64
1990_x                             float64
1991_x                             float64
1992_x                             float64
1993_x                             float64
1994_x                             float64
1995_x                             float64
1996_x                             float64
1997_x                             float64
1998_x                             float64
                                    ...   
1982                               float64
1983                               float64
1984                               float64
1985                               float64
1986                               float64
1987                               float64
1988                               float64
1989                               float64
1990                               float64
1991                               float64
1992                               float64
1993                               float64
1994                               float64
1995                               float64
1996                               float64
1997                               float64
1998                               float64
1999                               float64
2000                               float64
2001                               float64
2002                               float64
2003                               float64
2004                               float64
2005                               float64
2006                               float64
2007                               float64
2008                               float64
2009                               float64
2010                               float64
2011                               float64
Length: 129, dtype: object</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;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check for duplicates in the data.</span>

<span class="nb">sum</span><span class="p">(</span><span class="n">df1</span><span class="o">.</span><span class="n">duplicated</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[9]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0</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;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#  check if any value is NaN in DataFrame and in how many columns</span>

<span class="n">df1</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">df1</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[10]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(True, 126)</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-ipython3"><pre><span></span><span class="c1"># Generates descriptive statistics, excluding NaN values.</span>

<span class="n">df1</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[11]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>1970_x</th>
      <th>1971_x</th>
      <th>1972_x</th>
      <th>1973_x</th>
      <th>1974_x</th>
      <th>1975_x</th>
      <th>1976_x</th>
      <th>1977_x</th>
      <th>1978_x</th>
      <th>1979_x</th>
      <th>...</th>
      <th>2002</th>
      <th>2003</th>
      <th>2004</th>
      <th>2005</th>
      <th>2006</th>
      <th>2007</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.700000e+01</td>
      <td>4.900000e+01</td>
      <td>5.300000e+01</td>
      <td>5.300000e+01</td>
      <td>4.800000e+01</td>
      <td>4.500000e+01</td>
      <td>5.200000e+01</td>
      <td>5.900000e+01</td>
      <td>6.300000e+01</td>
      <td>6.100000e+01</td>
      <td>...</td>
      <td>1.030000e+02</td>
      <td>1.060000e+02</td>
      <td>1.070000e+02</td>
      <td>1.180000e+02</td>
      <td>1.130000e+02</td>
      <td>1.220000e+02</td>
      <td>1.160000e+02</td>
      <td>1.130000e+02</td>
      <td>1.130000e+02</td>
      <td>6.100000e+01</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>6.843502e+05</td>
      <td>1.022907e+06</td>
      <td>3.314347e+05</td>
      <td>3.489581e+05</td>
      <td>4.035501e+05</td>
      <td>4.230175e+05</td>
      <td>3.128573e+05</td>
      <td>3.469881e+05</td>
      <td>3.529903e+05</td>
      <td>2.091687e+05</td>
      <td>...</td>
      <td>2.018418e+05</td>
      <td>2.408376e+05</td>
      <td>1.905158e+05</td>
      <td>1.686734e+05</td>
      <td>1.623407e+05</td>
      <td>1.380507e+05</td>
      <td>1.396097e+05</td>
      <td>1.440379e+05</td>
      <td>1.187534e+05</td>
      <td>1.168063e+05</td>
    </tr>
    <tr>
      <th>std</th>
      <td>1.321416e+06</td>
      <td>4.052435e+06</td>
      <td>8.888364e+05</td>
      <td>6.248331e+05</td>
      <td>9.659810e+05</td>
      <td>1.098716e+06</td>
      <td>8.575641e+05</td>
      <td>7.929622e+05</td>
      <td>7.108179e+05</td>
      <td>3.436676e+05</td>
      <td>...</td>
      <td>7.617249e+05</td>
      <td>8.209809e+05</td>
      <td>5.361852e+05</td>
      <td>4.837907e+05</td>
      <td>4.911265e+05</td>
      <td>4.478736e+05</td>
      <td>4.994961e+05</td>
      <td>5.184244e+05</td>
      <td>5.176267e+05</td>
      <td>2.918273e+05</td>
    </tr>
    <tr>
      <th>min</th>
      <td>4.610000e+02</td>
      <td>0.000000e+00</td>
      <td>1.800000e+01</td>
      <td>1.160000e+03</td>
      <td>1.860000e+02</td>
      <td>0.000000e+00</td>
      <td>2.250000e+02</td>
      <td>8.000000e+01</td>
      <td>1.940000e+02</td>
      <td>2.370000e+02</td>
      <td>...</td>
      <td>4.800000e+01</td>
      <td>1.000000e+00</td>
      <td>1.100000e+01</td>
      <td>3.500000e+01</td>
      <td>2.100000e+01</td>
      <td>5.000000e+00</td>
      <td>9.000000e+00</td>
      <td>7.900000e+01</td>
      <td>1.000000e+00</td>
      <td>3.060000e+02</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.148100e+04</td>
      <td>2.506400e+04</td>
      <td>2.677500e+04</td>
      <td>3.293600e+04</td>
      <td>2.891925e+04</td>
      <td>2.400000e+04</td>
      <td>1.372125e+04</td>
      <td>1.038000e+04</td>
      <td>1.325100e+04</td>
      <td>1.184300e+04</td>
      <td>...</td>
      <td>2.309000e+03</td>
      <td>3.078750e+03</td>
      <td>3.582500e+03</td>
      <td>2.499500e+03</td>
      <td>3.162000e+03</td>
      <td>2.557750e+03</td>
      <td>2.508500e+03</td>
      <td>2.558000e+03</td>
      <td>1.785000e+03</td>
      <td>4.298000e+03</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1.633390e+05</td>
      <td>9.488500e+04</td>
      <td>7.827400e+04</td>
      <td>9.425400e+04</td>
      <td>8.502600e+04</td>
      <td>7.139200e+04</td>
      <td>5.876450e+04</td>
      <td>6.366900e+04</td>
      <td>8.827500e+04</td>
      <td>5.215900e+04</td>
      <td>...</td>
      <td>1.539500e+04</td>
      <td>1.826300e+04</td>
      <td>1.549400e+04</td>
      <td>1.431150e+04</td>
      <td>1.504600e+04</td>
      <td>1.111750e+04</td>
      <td>1.828050e+04</td>
      <td>1.883400e+04</td>
      <td>1.180300e+04</td>
      <td>1.914200e+04</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>4.429960e+05</td>
      <td>4.115620e+05</td>
      <td>1.959640e+05</td>
      <td>4.260080e+05</td>
      <td>3.638538e+05</td>
      <td>2.338670e+05</td>
      <td>1.834662e+05</td>
      <td>3.604840e+05</td>
      <td>3.581525e+05</td>
      <td>2.123680e+05</td>
      <td>...</td>
      <td>8.396150e+04</td>
      <td>1.035255e+05</td>
      <td>8.457300e+04</td>
      <td>8.145475e+04</td>
      <td>8.142300e+04</td>
      <td>6.089300e+04</td>
      <td>6.275850e+04</td>
      <td>7.220200e+04</td>
      <td>4.433200e+04</td>
      <td>8.860400e+04</td>
    </tr>
    <tr>
      <th>max</th>
      <td>4.782696e+06</td>
      <td>2.799442e+07</td>
      <td>5.911106e+06</td>
      <td>3.151254e+06</td>
      <td>6.276900e+06</td>
      <td>5.937605e+06</td>
      <td>5.461254e+06</td>
      <td>5.070586e+06</td>
      <td>3.696782e+06</td>
      <td>1.553314e+06</td>
      <td>...</td>
      <td>7.096696e+06</td>
      <td>6.637166e+06</td>
      <td>3.128672e+06</td>
      <td>3.155730e+06</td>
      <td>3.221330e+06</td>
      <td>3.631279e+06</td>
      <td>4.558888e+06</td>
      <td>4.884551e+06</td>
      <td>5.054204e+06</td>
      <td>2.090372e+06</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 126 columns</p>
</div>
</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">
<h3 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="c1"># Locate the columns whose NaN values needs to be treated</span>

<span class="n">col</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Children out of school, primary&#39;</span><span class="p">,</span> <span class="s1">&#39;Children out of school, primary, female&#39;</span>\
               <span class="p">,</span> <span class="s1">&#39;Children out of school, primary, male&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Replace NaN with mean</span>

<span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">col</span><span class="p">:</span>
    <span class="n">c_mean</span> <span class="o">=</span> <span class="n">df1</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="n">df1</span><span class="p">[</span><span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">c_mean</span><span class="p">,</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
    
<span class="c1"># Confirm changes</span>

<span class="n">df1</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[12]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>False</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;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Rename column for simplification</span>

<span class="n">df1</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Children out of school, primary&#39;</span><span class="p">:</span><span class="s1">&#39;country&#39;</span><span class="p">},</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

<span class="c1"># check the new dataframe</span>

<span class="n">df1</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[13]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>country</th>
      <th>1970_x</th>
      <th>1971_x</th>
      <th>1972_x</th>
      <th>1973_x</th>
      <th>1974_x</th>
      <th>1975_x</th>
      <th>1976_x</th>
      <th>1977_x</th>
      <th>1978_x</th>
      <th>...</th>
      <th>2002</th>
      <th>2003</th>
      <th>2004</th>
      <th>2005</th>
      <th>2006</th>
      <th>2007</th>
      <th>2008</th>
      <th>2009</th>
      <th>2010</th>
      <th>2011</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Abkhazia</td>
      <td>684350.176471</td>
      <td>1.022907e+06</td>
      <td>331434.679245</td>
      <td>348958.09434</td>
      <td>403550.125</td>
      <td>423017.488889</td>
      <td>312857.269231</td>
      <td>346988.050847</td>
      <td>352990.285714</td>
      <td>...</td>
      <td>201841.834951</td>
      <td>240837.603774</td>
      <td>190515.757009</td>
      <td>168673.40678</td>
      <td>162340.681416</td>
      <td>138050.745902</td>
      <td>139609.689655</td>
      <td>144037.876106</td>
      <td>118753.353982</td>
      <td>116806.311475</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Afghanistan</td>
      <td>684350.176471</td>
      <td>1.022907e+06</td>
      <td>331434.679245</td>
      <td>348958.09434</td>
      <td>1559835.000</td>
      <td>423017.488889</td>
      <td>312857.269231</td>
      <td>346988.050847</td>
      <td>352990.285714</td>
      <td>...</td>
      <td>201841.834951</td>
      <td>240837.603774</td>
      <td>190515.757009</td>
      <td>168673.40678</td>
      <td>162340.681416</td>
      <td>138050.745902</td>
      <td>139609.689655</td>
      <td>144037.876106</td>
      <td>118753.353982</td>
      <td>116806.311475</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Akrotiri and Dhekelia</td>
      <td>684350.176471</td>
      <td>1.022907e+06</td>
      <td>331434.679245</td>
      <td>348958.09434</td>
      <td>403550.125</td>
      <td>423017.488889</td>
      <td>312857.269231</td>
      <td>346988.050847</td>
      <td>352990.285714</td>
      <td>...</td>
      <td>201841.834951</td>
      <td>240837.603774</td>
      <td>190515.757009</td>
      <td>168673.40678</td>
      <td>162340.681416</td>
      <td>138050.745902</td>
      <td>139609.689655</td>
      <td>144037.876106</td>
      <td>118753.353982</td>
      <td>116806.311475</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Albania</td>
      <td>684350.176471</td>
      <td>1.022907e+06</td>
      <td>331434.679245</td>
      <td>348958.09434</td>
      <td>403550.125</td>
      <td>423017.488889</td>
      <td>312857.269231</td>
      <td>346988.050847</td>
      <td>352990.285714</td>
      <td>...</td>
      <td>201841.834951</td>
      <td>3030.000000</td>
      <td>7963.000000</td>
      <td>168673.40678</td>
      <td>162340.681416</td>
      <td>138050.745902</td>
      <td>20294.000000</td>
      <td>27120.000000</td>
      <td>27437.000000</td>
      <td>28053.000000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Algeria</td>
      <td>684350.176471</td>
      <td>1.022907e+06</td>
      <td>331434.679245</td>
      <td>806895.00000</td>
      <td>731571.000</td>
      <td>696223.000000</td>
      <td>671496.000000</td>
      <td>646398.000000</td>
      <td>627309.000000</td>
      <td>...</td>
      <td>71911.000000</td>
      <td>66147.000000</td>
      <td>49640.000000</td>
      <td>40637.00000</td>
      <td>34795.000000</td>
      <td>33377.000000</td>
      <td>27177.000000</td>
      <td>24097.000000</td>
      <td>28440.000000</td>
      <td>25723.000000</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 129 columns</p>
</div>
</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><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><p><a id='q1'></a></p>
<h3 id="Research-Question-1:-What-is-the-total-numbers-of-children-out-of-primary-school-over-years,-indicate-the-male-and-female-numbers-as-well?">Research Question 1: What is the total numbers of children out of primary school over years, indicate the male and female numbers as well?<a class="anchor-link" href="#Research-Question-1:-What-is-the-total-numbers-of-children-out-of-primary-school-over-years,-indicate-the-male-and-female-numbers-as-well?">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="c1"># Get the sum for each group</span>

<span class="n">sum_tot</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">43</span><span class="p">]</span>
<span class="n">m_tot</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">44</span><span class="p">:</span><span class="mi">86</span><span class="p">]</span>
<span class="n">f_tot</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">87</span><span class="p">:]</span>


<span class="n">tot</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">sum_tot</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">tot</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sum_tot</span><span class="p">[</span><span class="n">t</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>


<span class="n">m</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ma</span> <span class="ow">in</span> <span class="n">m_tot</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">m</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">m_tot</span><span class="p">[</span><span class="n">ma</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>


<span class="n">f</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">fa</span> <span class="ow">in</span> <span class="n">f_tot</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">f</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">f_tot</span><span class="p">[</span><span class="n">fa</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>

<span class="c1"># Plot</span>

<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;total number&#39;</span><span class="p">,</span> <span class="s1">&#39;male number&#39;</span><span class="p">,</span> <span class="s1">&#39;female number&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="nb">sum</span><span class="p">(</span><span class="n">tot</span><span class="p">),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">m</span><span class="p">),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">f</span><span class="p">)]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.8</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,iVBORw0KGgoAAAANSUhEUgAABIoAAALYCAYAAAAThxkzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
width=581
height=364
>
</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><a id='q2'></a></p>
<h3 id="Research-Question-2:-What-is-distribution-of-female-children-who-was-out-of-primary-school-from-1980-to-1995?">Research Question 2: What is distribution of female children who was out of primary school from 1980 to 1995?<a class="anchor-link" href="#Research-Question-2:-What-is-distribution-of-female-children-who-was-out-of-primary-school-from-1980-to-1995?">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="c1"># Target the year and plot</span>

<span class="n">sum_tot1</span> <span class="o">=</span> <span class="n">sum_tot</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">10</span><span class="p">:</span><span class="mi">26</span><span class="p">]</span>
<span class="n">new_col</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="n">sum_tot1</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">new_col</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;_x&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
   
<span class="n">sum_tot1</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_col</span>  

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">sum_tot1</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,iVBORw0KGgoAAAANSUhEUgAACSkAAAaVCAYAAADd9dhHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
AAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo
dHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XuMV/Wd//HXDFdHBvAyWpFRLK6X
IMjFy7paU+WyshRtQC5ZcNfLJnWtsa1u07RdmsZkt/8YjJd26Wo2VS4WHCbIxQuBiCbKeqeKl1AM
ZKAq4qwTGbkOfH9/2Pn+pANigcPo8Hj8I9/PeX/PvPvtv8+cU1EqlUoBAAAAAAAAAAAoSGV7LwAA
AAAAAAAAAHRsIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQ
IiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAA
AKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQIiUAAAAAAAAAAKBQndt7Af6/zZu3tPcKAAAAAAAA
AACwXzU11Qf1PU9SAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAA
CiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAA
AAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAA
AAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACiVSAgAAAAAAAAAACtX5UL589tlnH3Dm4Ycf
zsUXX1z+vGDBgvzud7/L+vXr07Nnz4wePTq33XZbjj322DbfXbFiRf7rv/4ra9asSffu3XPFFVfk
jjvuyAknnNBm9rXXXss999yTN998MxUVFfnbv/3b/PjHP05tbW2b2bVr12b69Ol57bXXsnPnzgwe
PDi33357BgwY0Gb2/fffz/Tp0/O///u/aW5uzrnnnptbb701f/d3f9dmtqmpKffee29WrFiRxsbG
9O/fP//yL/+Sf/iHfzjg7wQAAAAAAAAAAB1VRalUKh3sl++77759njc2NuaRRx7JCSeckMceeyw1
NTVJkt/+9reZPn16zj777Fx++eVZs2ZNnnnmmQwZMiQPP/xwunbtWr7H4sWLc8cdd6S2tjajRo3K
+++/nyeffDJ9+/bN/Pnz07Nnz/LsSy+9lBtuuCG9evXKmDFjsmXLlixevDhVVVWZP39++vbtW559
9913M3ny5OzZsydjx45NRUVFFi5cmF27dmXWrFkZNGhQefajjz7KhAkTsnnz5owdOzbV1dVZsmRJ
Ghsb8+tf/zrDhw8vz27dujVTp07NW2+9ldGjR+eUU07J0qVLs2HDhkybNi1Tp0494O+5efOWL//j
AwAAAAAAAADAEVZTU31Q3zukSGl/br755jz99NN58MEH861vfStJ8t5772XkyJEZOHBgZs6cmS5d
uiRJ7rnnnvzmN7/ZK+T59NNPc+WVV6a6ujoLFixIjx49kiR1dXX5+c9/nhtvvDE/+clPkiSlUimj
R49OY2NjFi1alG984xtJkpUrV+aGG27IqFGjcu+995Z3u/HGG/PCCy+krq4u5557bpJkzZo1mThx
Yvr375/58+eXZ6dNm5Z58+ZlxowZueKKK5IkmzZtyvjx41NZWZlly5aVw6oZM2bk7rvvzi9+8YtM
mTIlSdLc3JzJkydn48aNWb58+T6fAPV5IiUAAAAAAAAAAL7KDjZSqjzMe6S+vj5PP/10xo0bVw6U
kmTu3LlpaWnJ9773vXKglHwWNPXo0SOPPvpo+WzJkiVpamrK9ddfXw6UkuTaa6/NGWeckfr6+uze
vTtJ8vzzz2fdunW59tpry4FSklxyySW59NJLs2zZsnz88cdJkvXr1+e5557L8OHDy4FSkpx11lm5
+uqrs3r16rz99ttJPgulFixYkAEDBpQDpSQ5+eSTc91112XTpk159tlny+dz5szJiSeemMmTJ5fP
evTokZtvvjnbtm3LokWLDv5HBQAAAAAAAACAr7HDGilt27Ytd999d6qqqvJv//Zve1176aWXkiQX
XnjhXufdunXL4MGD884772TLli17zV588cVt/sZFF12Upqam/PGPfzzg7MUXX5zdu3fnlVde+VKz
SfLiiy8mSV5//fXs3LnzS802NDRk06ZNGTZsWDp16rTP2da/DQAAAAAAAAAAR5vOh/NmDz30UD78
8MPccsstbV5t1tDQkBNPPHGvJyO1OvXUU5Mk69aty6BBg7Jhw4YkSW1tbZvZvn37lmfPOeecL5xt
ve/69euT5K+abWhoSJKcdtpphzRbU1OTbt26lWe/SO/eVQecAQAAAAAAAACAr5vD9iSlnTt3Ztas
WenWrVuuu+66NtebmppSXb3vd9K1njc3NydJPv7443Tt2jXdu3dvM9saObXONjU1JUl69uy539nW
JzR90WzrDod7tnWP1lkAAAAAAAAAADjaHLYnKT3xxBPZvHlzJk2alOOPP77N9ZaWlnTt2nWf3209
37Fjx189u2vXrr3O9zW7c+fOQmY/v+/+ZlvPt23bts9rn9fUtPWAMwAAAAAAAAAA0F5qavb9kKID
OWxPUnrssceSJBMmTNjn9e7du5fDn7/UGgYdc8wxBzWbZJ/zRc9WVX32erZu3brtdb6v+dZZAAAA
AAAAAAA42hyWSKm5uTkvvvhiTj311AwcOHCfMz179tzvK89az1tfo9azZ8/s2LFjn9FP62vePj/7
+Xsc7Oxf7tCrV68Dzra+Tq51tvXv7WuP1lkAAAAAAAAAADjaHJZI6bnnnsuuXbsyatSo/c7069cv
jY2N2b59e5trf/rTn1JZWZnTTz+9PJskGzdubDPbenbGGWf81bOt/z3c9/2i2Q8//DA7duwozwIA
AAAAAAAAwNHmsERKq1atSpJccMEF+50ZNmxY9uzZk5dffnmv8x07dmTVqlU588wzy08bGjZsWJLk
pZdeanOfF154IdXV1enfv/8BZ1988cVUVlZm0KBBX2o2SQYPHpwkGTBgQLp37/6Fs0OGDEmS9OnT
J3369Mkrr7ySPXv2fOEsAAAAAAAAAAAcbQ5LpPT2228nyX5f9ZYkY8eOTadOnXL//ffv9Rq3GTNm
pLm5OZMmTSqfjRgxIscee2wefPDBNDU1lc/r6uqyfv36TJgwIZWVn61+0UUXpU+fPpk7d+5eTzJa
uXJlnnvuuYwcOTLHH398kqS2tjZDhw7NU089lTfeeKM8u2bNmixcuDDnnXdeBgwYkCSpqqrKyJEj
89prr2X58uXl2U2bNmXmzJk56aST8u1vf7t8fvXVV+eDDz7IrFmzymfNzc2ZMWNGunfvnmuuuebL
/ZgAAAAAAAAAANDBVJRKpdKh3uTKK69MY2Nj/vCHP3zh3F133ZUHHngg/fv3zxVXXJG1a9dmxYoV
GTp0aB566KF07dq1PPvII4/kl7/8ZU455ZSMHj06mzZtyhNPPJHTTjstc+fOTe/evcuzK1asyC23
3JLq6uqMHTs2W7duzaJFi9KjR4/MmzcvtbW15dnVq1dn6tSpqaioKIdTCxcuTEtLS2bOnFl+6lKS
vPfeexk/fnw++eSTjBkzJscdd1yWLFmSxsbG3HfffRkxYkR5trm5OePHj8/69eszatSo1NbWZunS
pdmwYUOmTZuWqVOnHvB33Lx5y5f6vQEAAAAAAAAAoD3U1FQf1PcOS6Q0dOjQ1NTU5KmnnvrCuVKp
lDlz5mTOnDlpaGhITU1NRo4cmVtvvTXV1W3/Bzz++ON58MEHs3bt2vTq1SuXXXZZfvSjH+Wkk05q
M/v888/n/vvvz1tvvZWqqqpccMEFuf3229OvX782s2+++WamT5+eV199NV26dMnAgQPzwx/+cJ9P
gmpoaMhdd92VlStXZvfu3TnnnHPy/e9/P5deemmb2Y8++ijTp0/P008/nW3btuWb3/xmbrrppowZ
M+YLf5dWIiUAAAAAAAAAAL7K2jVS4vAQKQEAAAAAAAAA8FV2sJFS5WHeAwAAAAAAAAAAYC8iJQAA
AAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAi
JQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAA
oFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAA
AAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAA
AAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAi
JQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAA
oFAiJQAAAAAAAAAAoFAiJQAAAAAAAAAAoFCd23sBAAAAAAAAAAD4Kmlp2ZXFix9LknznO9ekc+cu
7bzR159ICQAAAAAAAAAAPmfZsqdSV/f7JEn37sfkqqvGtPNGX39e9wYAAAAAAAAAAH+2Zcsnqa9/
tPy5vn5etmz5pB036hhESgAAAAAAAAAA8Gfz58/N1q2flj9v3fpp6uvnteNGHYNICQAAAAAAAADo
8FpadmXBgrosWFCXlpZd7b0OX1EbNjRk+fKlbc6XL1+ajRs3tMNGHYdICQAAAAAAAADo8JYteyp1
db9PXd3vs2xZ2wgFSqVSZs/+XUqlUptre/bs2e81vhyREgAAAAAAAADQoW3Z8knq6x8tf66vn5ct
Wz5px434Klq16pWsXv36fq+/8cYfsmrVq0dwo45FpAQAAAAAAAAAdGjz58/N1q2flj9v3fpp6uvn
teNGfNW0tOzK7NkPH3Bu9uyHvC7wIImUAAAAAAAAAIAOa8OGhixf3vb1bsuXL83GjRvaYSM4OomU
AAAAAAAAAIAOqVQqZfbs36VUKrW5tmfPnv1e4+jTuXOXTJnyTwecmzLln9O5c5cjsFHHI1ICAAAA
AAAAADqkVateyerVr+/3+htv/CGrVr16BDfiq2zw4GE577xB+70+cOD5GTx46BHcqGMRKQEAAAAA
AAAAHU5Ly67Mnv3wAedmz34oLS27jsBGfNVVVFRk6tQbUlFR0eZaZWVlpky5fp/X+HJESgAAAAAA
AAAAkKRv39oMHz6qzfnw4aPSt29tO2zUcYiUAAAAAAAAAIAOp3PnLpky5Z8OODdlyj+nc+cuR2Aj
vi7Gj5+Uqqpjy5+rqo7NuHET23GjjkGkBAAAAAAAAAB0SIMHD8t55w3a7/WBA8/P4MFDj+BGfB1U
V/fMuHETyp/HjZuY6uqe7bhRx9C5vRcAAAAAAAAAAChCRUVFpk69IT/96e0plUp7XausrMyUKden
oqKinbbjq2zEiL/P9u3by//m0ImUAAAAAAAAAIAOq2/f2gwfPirLlj211/nw4aPSt29tO23FV13n
zl3y3e9e295rdChe9wYAAAAAAAAAdGjjx09KVdWx5c9VVcdm3LiJ7bgRHH1ESgAAAAAAAABAh1Zd
3TPjxk0ofx43bmKqq3u240Zw9PG6NwAAAAAAAACgwxsx4u+zffv28r+BI6uiVCqV2nsJPrN585b2
XgEAAAAAAAAAAParpqb6oL7ndW8AAAAAAAAAAEChREoAAAAAAAAAAEChREoAAAAAAAAAAEChREoA
AAAAAAAAAEChREoAAAAAAAAAAEChREoAAAAAAAAAAEChREoAAAAAAAAAAEChREoAAAAAAAAAAECh
REoAAAAAAAAAAEChREoAAAAAAAAAAEChOrf3AgAAAAAAAAAA8FXS0rIrixc/liT5zneuSefOXdp5
o68/kRIAAAAAAAAAAHzOsmVPpa7u90mS7t2PyVVXjWnnjb7+vO4NAAAAAAAAAAD+bMuWT1Jf/2j5
c339vGzZ8kk7btQxiJQAAAAAAAAAAODP5s+fm61bPy1/3rr109TXz2vHjToGkRIAAAAAAAAAACTZ
sKEhy5cvbXO+fPnSbNy4oR026jhESgAAAAAAAAAAHPVKpVJmz/5dSqVSm2t79uzZ7zW+HJESAAAA
AAAAAABHvVWrXsnq1a/v9/obb/whq1a9egQ36lhESgAAAAAAAAAAHNVaWnZl9uyHDzg3e/ZDaWnZ
dQQ26nhESgAAAAAAAAAAQKFESgAAAAAAAAAAHNU6d+6SKVP+6YBzU6b8czp37nIENup4REoAAAAA
AAAAABz1Bg8elvPOG7Tf6wMHnp/Bg4cewY06FpESAAAAAAAAAABHvYqKikydekMqKiraXKusrMyU
Kdfv8xpfjkgJAAAAAAAAAACS9O1bm+HDR7U5Hz58VPr2rW2HjToOkRIAAAAAAAAAAPzZ+PGTUlV1
bPlzVdWxGTduYjtu1DGIlAAAAAAAAAAA4M+qq3tm3LgJ5c/jxk1MdXXPdtyoY+jc3gsAAAAAAAAA
AMBXyYgRf5/t27eX/82hqyiVSqX2XoLPbN68pb1XAAAAAAAAAACA/aqpqT6o73ndGwAAAAAAAAAA
UCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAA
AAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAA
AAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiR
EgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAA
UCiREgAAAAAAAAAAUKjO7b0AAAAAAAAAAEDRWlp2ZfHix5Ik3/nONencuUs7bwRHF5ESAAAAAAAA
ANDhLVv2VOrqfp8k6d79mFx11Zh23giOLl73BgAAAAAAAAB0aFu2fJL6+kfLn+vr52XLlk/acSM4
+oiUAAAAAAAAAIAObf78udm69dPy561bP019/bx23AiOPiIlAAAAAAAAAKDD2rChIcuXL21zvnz5
0mzcuKEdNoKjk0gJAAAAAAAAAOiQSqVSZs/+XUqlUptre/bs2e814PATKQEAAAAAAAAAHdKqVa9k
9erX93v9jTf+kFWrXj2CG8HRS6QEAAAAAAAAAHQ4LS27Mnv2wwecmz37obS07DoCG8HRTaQEAAAA
AAAAAAAUSqQEAAAAAAAAAHQ4nTt3yZQp/3TAuSlT/jmdO3c5AhvB0U2kBAAAAAAAAAB0SIMHD8t5
5w3a7/WBA8/P4MFDj+BGcPQSKQEAAAAAAAAAHVJFRUWmTr0hFRUVba5VVlZmypTr93kNOPxESgAA
AAAAAABAh9W3b22GDx/V5nz48FHp27e2HTaCo5NICQAAAAAAAADo0MaPn5SqqmPLn6uqjs24cRPb
cSM4+oiUAAAAAAAAAIAOrbq6Z8aNm1D+PG7cxFRX92zHjeDo07m9FwAAAAAAAAAAKNqIEX+f7du3
l/8NHFkVpVKp1N5L8JnNm7e09woAAAAAAAAAALBfNTXVB/U9r3sDAAAAAAAAAAAKJVICAAAAAAAA
AAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAA
AAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVIC
AAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAK
JVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAA
AAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAA
AAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVIC
AAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAK
JVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAA
AAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAA
AAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVIC
AAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAK
JVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAA
AAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAA
AAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVIC
AAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAK
JVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAA
AAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAAAAAAAAAKJVICAAAA
AAAAAAAKJVICAAAAAAAAAAAKddgipYULF+baa6/N+eefn8suuyy33XZb1q1b12ZuwYIF+e53v5vB
gwfn8ssvz69+9at8+umn+7znihUrMmnSpAwZMiSXXHJJfvazn6WxsXGfs6+99lquv/76XHjhhbno
ooty2223ZcOGDfucXbt2bW655ZZccsklGTZsWG666aa8+eab+5x9//338+Mf/zjf+ta3MmTIkPzj
P/5jnn/++X3ONjU15c4778yVV16Z888/P+PGjcvjjz++z1kAAAAAAAAAADhaVJRKpdKh3uTuu+/O
jBkz0q9fv1x55ZXZtGlTnnzyyfTo0SP19fXp27dvkuS3v/1tpk+fnrPPPjuXX3551qxZk2eeeSZD
hgzJww8/nK5du5bvuXjx4txxxx2pra3NqFGj8v777+fJJ59M3759M3/+/PTs2bM8+9JLL+WGG25I
r169MmbMmGzZsiWLFy9OVVVV5s+fX/77SfLuu+9m8uTJ2bNnT8aOHZuKioosXLgwu3btyqxZszJo
0KDy7EcffZQJEyZk8+bNGTt2bKqrq7NkyZI0Njbm17/+dYYPH16e3bp1a6ZOnZq33noro0ePzimn
nJKlS5dmw4YNmTZtWqZOnXrA33Hz5i2H9P8DAAAAAAAAAAAUqaam+qC+d8iR0uuvv56JEyfmwgsv
zAMPPJDu3bsnSZ588sn84Ac/yLhx4/KrX/0q7733XkaOHJmBAwdm5syZ6dKlS5LknnvuyW9+85u9
Qp5PP/00V155Zaqrq7NgwYL06NEjSVJXV5ef//znufHGG/OTn/wkSVIqlTJ69Og0NjZm0aJF+cY3
vpEkWblyZW644YaMGjUq9957b3nfG2+8MS+88ELq6upy7rnnJknWrFmTiRMnpn///pk/f355dtq0
aZk3b15mzJiRK664IkmyadOmjB8/PpWVlVm2bFk5rJoxY0buvvvu/OIXv8iUKVOSJM3NzZk8eXI2
btyY5cuX54QTTvjC31KkBAAAAAAAAADAV9nBRkqH/Lq32bNnJ0nuvPPOcqCUJFdddVUmTZqU0047
LUkyd+7ctLS05Hvf+145UEqSm2++OT169Mijjz5aPluyZEmamppy/fXXlwOlJLn22mtzxhlnpL6+
Prt3706SPP/881m3bl2uvfbacqCUJJdcckkuvfTSLFu2LB9//HGSZP369XnuuecyfPjwcqCUJGed
dVauvvrqrF69Om+//XaSz0KpBQsWZMCAAeVAKUlOPvnkXHfdddm0aVOeffbZ8vmcOXNy4oknZvLk
yeWzHj165Oabb862bduyaNGig/l5AQAAAAAAAADga++QI6Vnn302Z511Vs4444w21+68887867/+
a5LPXsmWJBdeeOFeM926dcvgwYPzzjvvZMuWLXvNXnzxxW3uedFFF6WpqSl//OMfDzh78cUXZ/fu
3XnllVe+1GySvPjii0k+e0LUzp07v9RsQ0NDNm3alGHDhqVTp077nG392wAAAAAAAAAAcLQ5pEip
sbEx//d//5e/+Zu/ybvvvptbb701F1xwQYYNG5bbbrstGzZsKM82NDTkxBNP3OvJSK1OPfXUJMm6
deuSpPy92traNrN9+/b90rOt912/fv1fPdvQ0JAk5SdBHexsTU1NunXrVp4FAAAAAAAAAICjTedD
+fKHH36YJNm0aVMmTJiQ008/PePHj8+6devy1FNP5eWXX86jjz6aU089NU1NTeXA6C9VV3/2rrrm
5uYkyccff5yuXbvu9fq4Vq2RU+tsU1NTkqRnz577nW19QtMXzbbucLhnW/donf0ivXtXHXAGAAAA
AAAAAAC+bg7pSUpbt25N8tmrzEaMGJG6urr89Kc/zX//93/n3//939PY2Jj//M//TJK0tLSka9eu
+7xP6/mOHTv+6tldu3btdb6v2Z07dxYy+/l99zfbet46CwAAAAAAAAAAR5tDepJSZeVnjVOnTp3y
s5/9LJ06dSpfmzJlSh566KGl7cPzAAAgAElEQVQ888wz2bZtW7p3714Of/5Saxh0zDHHJMlfPZtk
n/NFz1ZVffbko27duu11vq/51tkv0tS09YAzAAAAAAAAAADQXmpqqg/qe4f0JKXW156deuqp6d27
9943rqzM2WefnV27duW9995Lz5499/vKs9bz1vv17NkzO3bs2Gf00/qat8/Pfv4eBzv7lzv06tXr
gLOtr5NrnW39e/vao3UWAAAAAAAAAACONocUKdXW1qZTp077fepR62vQjjnmmPTr1y+NjY3Zvn17
m7k//elPqayszOmnn54k6devX5Jk48aNbWZbz84444y/erb1v4f7vl80++GHH2bHjh3lWQAAAAAA
AAAAONocUqTUrVu3nHfeeXn//fezfv36va61tLTknXfeSe/evXPyySdn2LBh2bNnT15++eW95nbs
2JFVq1blzDPPLD9taNiwYUmSl156qc3ffOGFF1JdXZ3+/fsfcPbFF19MZWVlBg0a9KVmk2Tw4MFJ
kgEDBqR79+5fODtkyJAkSZ8+fdKnT5+88sor2bNnzxfOAgAAAAAAAADA0eaQIqUkmThxYpLkP/7j
P/Z6otL//M//5IMPPsh3v/vddOrUKWPHjk2nTp1y//337/UatxkzZqS5uTmTJk0qn40YMSLHHnts
HnzwwTQ1NZXP6+rqsn79+kyYMCGVlZ+tftFFF6VPnz6ZO3fuXk8yWrlyZZ577rmMHDkyxx9/fJLP
nvw0dOjQPPXUU3njjTfKs2vWrMnChQtz3nnnZcCAAUmSqqqqjBw5Mq+99lqWL19ent20aVNmzpyZ
k046Kd/+9rfL51dffXU++OCDzJo1q3zW3NycGTNmpHv37rnmmmsO7gcGAAAAAAAAAICvuYpSqVQ6
lBuUSqXceuutWbZsWc4888xcfvnleffdd/PMM8+kX79+qaurS3V1dZLkrrvuygMPPJD+/fvniiuu
yNq1a7NixYoMHTo0Dz30ULp27Vq+7yOPPJJf/vKXOeWUUzJ69Ohs2rQpTzzxRE477bTMnTs3vXv3
Ls+uWLEit9xyS6qrqzN27Nhs3bo1ixYtSo8ePTJv3rzU1taWZ1evXp2pU6emoqKiHE4tXLgwLS0t
mTlzZvmpS0ny3nvvZfz48fnkk08yZsyYHHfccVmyZEkaGxtz3333ZcSIEeXZ5ubmjB8/PuvXr8+o
UaNSW1ubpUuXZsOGDZk2bVqmTp16wN9y8+Yth/J/BQAAAAAAAAAAFKqmpvqgvnfIkVLy2avdZs2a
lUcffTQNDQ3p3bt3hg8fnh/84Ac57rjjynOlUilz5szJnDlz0tDQkJqamowcOTK33nprOWT6vMcf
fzwPPvhg1q5dm169euWyyy7Lj370o5x00kltZp9//vncf//9eeutt1JVVZULLrggt99+e/r169dm
9s0338z06dPz6quvpkuXLhk4cGB++MMfZuDAgW1mGxoactddd2XlypXZvXt3zjnnnHz/+9/PpZde
2mb2o48+yvTp0/P0009n27Zt+eY3v5mbbropY8aM+VK/o0gJAAAAAAAAAICvsnaNlDg8REoAAAAA
AAAAAHyVHWykVHmY9wAAAAAAAAAAANiLSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAA
ACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAA
AAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkA
AAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiU
SAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAA
ACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAA
AAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAAAACiUSAkAAAAAAAD+H3v3H1t3
fd97/HXMcQgONu3WsJXaHR3bKCMOJhlUrFs1cBKCEqBySIJqD5L2bqu6qVpbddPYZZt2pVWTeqm6
dRNbu4lfZiQ4Lj9C10SxxioBKixgkrRrGWtRnLbL0qhZnJhQH3zuH1HObWo7pjFfHzt5PCTE+X4/
73Py1uE/9Mz5AgBQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAA
AABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAA
AAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJES
AAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQ
KJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAA
AABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAA
AAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJES
AAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQ
KJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAA
AABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAA
AAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQqHK9
FwAAAABgeiqV0Wzd+miSZPXqm1MuN9Z5IwAAAAA4mUgJAAAAYI7bsWNb+voeSpLMn39eVq5cVeeN
AAAAAOBkHvcGAAAAMIcNDx9Of//Dtev+/s0ZHj5cx40AAAAAYDyREgAAAMActmXLpoyMHK1dj4wc
TX//5jpuBAAAAADjiZQAAAAA5qihob0ZGNg+7v7AwPbs2zdUh40AAAAAYGIiJQAAAIA5qFqtprf3
nlSr1XFnY2Njk54BAAAAQD2IlAAAAADmoMHBndmzZ9ek57t3v5jBwedncCMAAAAAmJxICQAAAGCO
qVRG09t735Rzvb33plIZnYGNAAAAAODUREoAAAAAAAAAAEChREoAAAAAc0y53Jju7tumnOvuvj3l
cuMMbAQAAAAApyZSAgAAAJiDOjqWZtGixZOet7dfkY6OJTO4EQAAAABMTqQEAAAAMAeVSqX09GxM
qVQad9bQ0JDu7g0TngEAAABAPYiUAAAAAOao1ta2dHauGHe/s3NFWlvb6rARAAAAAExMpAQAAAAw
h61Zsz5NTQtq101NC9LVta6OGwEAAADAeCIlAAAAgDmsubklXV1ra9ddXevS3NxSx40AAAAAYLxy
vRcAAAAAYHqWLbs+x44dq70GAAAAgNmmVK1Wq/VeguMOHBiu9woAAAAAAAAAADCphQubT+t9HvcG
AAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAU
SqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUqlzvBQAAAAAA
AADgdFUqo9m69dEkyerVN6dcbqzzRgBMRKQEAAAAAAAAwJy1Y8e29PU9lCSZP/+8rFy5qs4bATAR
j3sDAAAAAAAAYE4aHj6c/v6Ha9f9/ZszPHy4jhsBMBmREgAAAAAAAABz0pYtmzIycrR2PTJyNP39
m+u4EQCTESkBAAAAAAAAMOcMDe3NwMD2cfcHBrZn376hOmwEwKmIlAAAAAAAAACYU6rVanp770m1
Wh13NjY2NukZAPUjUgIAAAAAAABgThkc3Jk9e3ZNer5794sZHHx+BjcCYCoiJQAAAAAAAADmjEpl
NL29900519t7byqV0RnYCIA3QqQEAAAAAAAAAAAUSqQEAAAAAAAAwJxRLjemu/u2Kee6u29Pudw4
AxsB8EaIlAAAAAAAAACYUzo6lmbRosWTnre3X5GOjiUzuBEAUxEpAQAAAAAAADCnlEql9PRsTKlU
GnfW0NCQ7u4NE54BUD8iJQAAAAAAAADmnNbWtnR2rhh3v7NzRVpb2+qwEQCnIlICAAAAAAAAYE5a
s2Z9mpoW1K6bmhakq2tdHTcCYDIiJQAAAAAAAADmpObmlnR1ra1dd3WtS3NzSx03AmAy5XovAAAA
AAAAAACna9my63Ps2LHaawBmp1K1Wq3WewmOO3BguN4rAAAAAAAAAADApBYubD6t93ncGwAAAAAA
AAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAA
AAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiR
EgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAA
UCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAA
AAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAAAAAAAAAAUCiREgAA
AAAAAAAAUKhyvRcAAAAAxqtURrN166NJktWrb0653FjnjQAAAAAATp9ICQAAAGahHTu2pa/voSTJ
/PnnZeXKVXXeCAAAAADg9HncGwAAAMwyw8OH09//cO26v39zhocP13EjAAAAAIDpESkBAADALLNl
y6aMjBytXY+MHE1//+Y6bgQAAAAAMD0iJQAAAJhFhob2ZmBg+7j7AwPbs2/fUB02AgAAAACYPpES
AAAAzBLVajW9vfekWq2OOxsbG5v0DAAAAABgthMpAQAAwCwxOLgze/bsmvR89+4XMzj4/AxuBAAA
AADw5hApAQAAwCxQqYymt/e+Ked6e+9NpTI6AxsBAAAAALx5REoAAAAAAAAAAEChREoAAAAwC5TL
jenuvm3Kue7u21MuN87ARgAAAAAAbx6REgAAAMwSHR1Ls2jR4knP29uvSEfHkhncCAAAAADgzSFS
AgAAgFmiVCqlp2djSqXSuLOGhoZ0d2+Y8AwAAAAAYLYTKQEAAMAs0trals7OFePud3auSGtrWx02
AgAAAACYPpESAAAAzDJr1qxPU9OC2nVT04J0da2r40YAAAAAANMjUgIAAIBZprm5JV1da2vXXV3r
0tzcUseNAAAAAACmp1zvBQAAAIDxli27PseOHau9BgAAAACYy0rVarVa7yU47sCB4XqvAAAAAAAA
AAAAk1q4sPm03udxbwAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAA
QKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAA
AAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAA
AAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFE
SgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAA
QKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAA
AAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKFESgAA
AAAAAAAAQKFESgAAAAAAAAAAQKFESgAAAAAAAAAAQKHelEjpM5/5TC699NIJ//nYxz520uwjjzyS
97///eno6Mj73ve+fOpTn8rRo0cn/Nwnn3wy69evz5VXXplrrrkmd9xxRw4ePDjh7AsvvJANGzbk
qquuytVXX52PfvSjGRoamnD25Zdfzkc+8pFcc801Wbp0aT70oQ/la1/72oSz3/ve9/LJT34yv/7r
v54rr7wyH/jAB/L0009POHvo0KH8+Z//ea677rpcccUV6erqype+9KXJvjYAAAAAAAAAADgrlKrV
anW6H/LhD384Tz31VH77t3973Nkv/uIvZuXKlUmSv/u7v8tdd92VSy+9NO973/vy0ksv5V//9V9z
5ZVX5r777su8efNq79u6dWs+8YlPpK2tLStWrMj3vve9fPnLX05ra2u2bNmSlpaW2uxzzz2XjRs3
5oILLsiqVasyPDycrVu3pqmpKVu2bElra2tt9j//8z9z6623ZmxsLDfeeGNKpVIee+yxjI6O5oEH
HsjixYtrs9///vezdu3aHDhwIDfeeGOam5vzxBNP5ODBg/mbv/mbdHZ21mZHRkbS09OTr3/967nh
hhvy9re/Pdu3b8/Q0FDuvPPO9PT0TPk9Hjgw/JN98QAAAAAAAAAAMIMWLmw+rfe9KZHSddddlwsu
uCBf/OIXJ5357ne/m+XLl6e9vT33339/GhsbkySf/exn87d/+7cnhTxHjx7Nddddl+bm5jzyyCM5
//zzkyR9fX354z/+43zwgx/MH/7hHyZJqtVqbrjhhhw8eDCPP/54fvZnfzZJ8swzz2Tjxo1ZsWJF
/uqv/qq2xwc/+MF89atfTV9fXy677LIkyUsvvZR169blkksuyZYtW2qzd955ZzZv3py777471157
bZJk//79WbNmTRoaGrJjx45aWHX33XfnM5/5TP7kT/4k3d3dSZIjR47k1ltvzb59+zIwMJCf/umf
PuX3KFICAAAAAAAAAGA2O91IadqPezty5Ei+853v5NJLLz3l3KZNm1KpVPI7v/M7tUApOf4rTOef
f34efvjh2r0nnngihw4dyoYNG2qBUpLccsstede73pX+/v68/vrrSZKnn3463/72t3PLLbfUAqUk
ueaaa/Le9743O3bsyA9+8IMkySuvvJKnnnoqnZ2dtUApSX7pl34pN910U/bs2ZN///d/T3I8lHrk
kUdy+eWX1wKlJPmZn/mZ/OZv/mb279+fr3zlK7X7Dz74YN72trfl1ltvrd07//zz8+EPfzivvvpq
Hn/88Tf2hQIAAAAAAAAAwBlm2pHSN77xjSSZMlJ67rnnkiRXXXXVSffPPffcdHR05Bvf+EaGh4dP
mn3Pe94z7nOuvvrqHDp0KP/xH/8x5ex73vOevP7669m5c+cbmk2SZ599Nkmya9eu/PCHP3xDs3v3
7s3+/fuzdOnSnHPOORPOnvizAQAAAAAAAADgbDPtSOmb3/xmkuQHP/hBNm7cmKuuuipXXXVVPvrR
j+Zb3/pWbW7v3r1529vedtIvI53wjne8I0ny7W9/O0kyNDSUJGlraxs329ra+oZnT3zuK6+88hPP
7t27N0nyzne+c1qzCxcuzLnnnlubBQAAAAAAAACAs015uh9wIlL6h3/4h1x33XVZu3ZtvvnNb2bb
tm15+umnc//99+eyyy7LoUOHaoHRj2tuPv6suiNHjiQ5HjzNmzcv8+fPHzd7InI6MXvo0KEkSUtL
y6SzJ36h6VSzJ3Z4s2dP7HFi9lTe8pamKWcAAAAAAAAAAGCumXakdM455+Qd73hHPvWpT530aLTH
Hnssn/zkJ3PHHXfki1/8YiqVSubNmzfhZ5y4/9prryXJTzQ7Ojp60v2JZn/4wx8WMvuj+042e+L+
q6++OuEZAAAAAAAAAACc6aYdKf3pn/7phPdvuummbN68Oc8991y+9a1vZf78+bXw58edCIPOO++8
JPmJZ5NMOF/0bFPT8V8+Ovfcc0+6P9H8idlTOXRoZMoZAAAAAAAAAACol4ULm0/rfQ1v8h4n+eVf
/uUkyb59+9LS0jLpI89O3D/xGLWWlpa89tprE0Y/Jx7z9qOzP/oZpzv74ztccMEFU86eeJzcidkT
f95Ee5yYBQAAAAAAAACAs820IqVKpZJdu3blxRdfnPD82LFjSY7/0tDFF1+cgwcP1u79qO985ztp
aGjIz/3czyVJLr744iTH46Yfd+Leu971rp949sS/3+zPPdXsf//3f+e1116rzQIAAAAAzAWVymge
eaQvjzzSl0pl4l++BwAAgDdqWpHS2NhYPvCBD+S3fuu38vrrr590Vq1W88ILL6RcLueyyy7L0qVL
MzY2ln/7t387ae61117L4OBgfuEXfqH2a0NLly5Nkjz33HPj/syvfvWraW5uziWXXDLl7LPPPpuG
hoYsXrz4Dc0mSUdHR5Lk8ssvz/z58085e+WVVyZJLrroolx00UXZuXNnxsbGTjkLAAAAADAX7Nix
LX19D6Wv76Hs2LG93usAAAAwx00rUpo3b16uvfba/M///E/+/u///qSzf/zHf8xLL72U1atXp6Wl
JTfeeGPOOeecfO5znzvpMW533313jhw5kvXr19fuLVu2LAsWLMgXvvCFHDp0qHa/r68vr7zyStau
XZuGhuOrX3311bnooouyadOmk37J6JlnnslTTz2V5cuX56d+6qeSJG1tbVmyZEm2bduW3bt312Zf
eumlPPbYY1m0aFEuv/zyJElTU1OWL1+eF154IQMDA7XZ/fv35/7778+FF16Y3/iN36jdv+mmm/Jf
//VfeeCBB2r3jhw5krvvvjvz58/PzTfffFrfMQAAAADATBsePpz+/odr1/39mzM8fLiOGwEAADDX
larVanU6H7Bv377ceuutOXDgQH71V3817373u7Nnz548++yzueSSS9Lb25u3vvWtSZJPf/rT+fzn
P59LLrkk1157bV5++eU8+eSTWbJkSe69997Mmzev9rn/9E//lD/7sz/L29/+9txwww3Zv39//vmf
/znvfOc7s2nTprzlLW+pzT755JP5yEc+kubm5tx4440ZGRnJ448/nvPPPz+bN29OW1tbbXbPnj3p
6elJqVSqhVOPPfZYKpVK7r///tqvLiXJd7/73axZsyaHDx/OqlWr8ta3vjVPPPFEDh48mL/+67/O
smXLarNHjhzJmjVr8sorr2TFihVpa2vL9u3bMzQ0lDvvvDM9PT1TfpcHDgxP5z8FAAAAAMCb4p57
Pp8dO7addG/58pW5/fb/VaeNAAAAmC0WLmw+rfdNO1JKjv+60Gc/+9l85StfyaFDh3LhhRfm+uuv
r4VDJ1Sr1Tz44IN58MEHs3fv3ixcuDDLly/P7/3e7500d8KXvvSlfOELX8jLL7+cCy64IL/2a7+W
j33sY7nwwgvHzT799NP53Oc+l69//etpamrKr/zKr+TjH/94Lr744nGzX/va13LXXXfl+eefT2Nj
Y9rb2/P7v//7aW9vHze7d+/efPrTn84zzzyT119/Pe9+97vzu7/7u3nve987bvb73/9+7rrrrvzL
v/xLXn311fz8z/98PvShD2XVqlVv6HsUKQEAwJmvUhnN1q2PJklWr7455XJjnTcCADjZ0NDe3HHH
J/Lj/+u4oaEhf/EX/zetrW2TvBMAAICzQV0jJd4cIiUAADjzffnLW/PAA/ckSXp6Nmblyjf2lxoA
AGZCtVrNX/7l/8mePbsmPG9vvyJ/8Af/O6VSaYY3AwAAYLY43Uip4U3eAwAAgEkMDx9Of//Dtev+
/s0ZHj5cx40AAE42OLhz0kApSXbvfjGDg8/P4EYAAACcKURKAAAAM2TLlk0ZGTlaux4ZOZr+/s11
3AgA4P+rVEbT23vflHO9vfemUhmdgY0AAAA4k4iUAAAAZsDQ0N4MDGwfd39gYHv27Ruqw0YAAAAA
ADBzREoAAAAFq1ar6e29J9VqddzZ2NjYpGcAADOpXG5Md/dtU851d9+ecrlxBjYCAADgTCJSAgAA
KNjg4M7s2bNr0vPdu1/M4ODzM7gRAMDEOjqWZtGixZOet7dfkY6OJTO4EQAAAGcKkRIAAECBKpXR
9PbeN+Vcb++9qVRGZ2AjAIDJlUql9PRsTKlUGnfW0NCQ7u4NE54BAADAVERKAAAAAADUtLa2pbNz
xbj7nZ0r0traVoeNAAAAOBOIlAAAAApULjemu/u2Kee6u29Pudw4AxsBAExtzZr1aWpaULtualqQ
rq51ddwIAACAuU6kBAAAULCOjqVZtGjxpOft7Veko2PJDG4EAHBqzc0t6epaW7vu6lqX5uaWOm4E
AADAXFeu9wIAAABnulKplJ6ejfmjP/p4qtXqSWcNDQ3p7t6QUqlUp+0AACa2bNn1OXbsWO01AAAA
TIdICQAAYAa0trals3NFduzYdtL9zs4VaW1tq9NWAACTK5cb8/7331LvNQAAADhDeNwbAADADFmz
Zn2amhbUrpuaFqSra10dNwIAAAAAgJkhUgIAAJghzc0t6epaW7vu6lqX5uaWOm4EAAAAAAAzw+Pe
AAAAZtCyZdfn2LFjtdcAAAAAAHA2KFWr1Wq9l+C4AweG670CAAAAAAAAAABMauHC5tN6n8e9AQAA
AAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIp
AQAAAAAAAAAAhRIpAYxwI0YAACAASURBVAAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAA
hRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAA
AAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAA
AAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIp
AQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAA
hRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhRIpAQAAAAAAAAAAhSrXewEAAAAA
YGZUKqPZuvXRJMnq1TenXG6s80YAAADA2UKkBAAAAABniR07tqWv76Ekyfz552XlylV13ggAAAA4
W3jcGwAAAACcBYaHD6e//+HadX//5gwPH67jRgAAAMDZRKQEAAAAAGeBLVs2ZWTkaO16ZORo+vs3
13EjAAAA4GwiUgIAAACAM9zQ0N4MDGwfd39gYHv27Ruqw0YAAADA2UakBAAAAABnsGq1mt7ee1Kt
VsedjY2NTXoGAAAA8GYSKQEAAADAGWxwcGf27Nk16fnu3S9mcPD5GdwIAAAAOBuJlAAAAADgDFWp
jKa3974p53p7702lMjoDGwEAAABnK5ESAAAAAAAAAABQKJESAAAAAJyhyuXGdHffNuVcd/ftKZcb
Z2AjAAAA4GwlUgIAAACAM1hHx9IsWrR40vP29ivS0bFkBjcCAAAAzkYiJQAAAAA4g5VKpfT0bEyp
VBp31tDQkO7uDROeAQAAALyZREoAAAAAcIZrbW1LZ+eKcfc7O1ektbWtDhsBAAAAZxuREgAAAACc
BdasWZ+mpgW166amBenqWlfHjQAAAICziUgJAAAAAM4Czc0t6epaW7vu6lqX5uaWOm4EAAAAnE3K
9V4AAAAAAJgZy5Zdn2PHjtVeAwAAAMyUUrVardZ7CY47cGC43isAAAAAAAAAAMCkFi5sPq33edwb
AAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQKJESAAAAAAAAAABQ
qHK9FwAAAABgeiqV0Wzd+miSZPXqm1MuN9Z5IwAAAAA4mUgJAAAAYI7bsWNb+voeSpLMn39eVq5c
VeeNAAAAAOBkHvcGAAAAMIcNDx9Of//Dtev+/s0ZHj5cx40AAAAAYDyREgAAAMActmXLpoyMHK1d
j4wcTX//5jpuBAAAAADjiZQAAAAA5qihob0ZGNg+7v7AwPbs2zdUh40AAAAAYGIiJQAAAIA5qFqt
prf3nlSr1XFnY2Njk54BAAAAQD2IlAAAAADmoMHBndmzZ9ek57t3v5jBwedncCMAAAAAmJxICQAA
AGCOqVRG09t735Rzvb33plIZnYGNAAAAAODUREoAAAAAAAAAAEChREoAAAAAc0y53Jju7tumnOvu
vj3lcuMMbAQAAAAApyZSAgAAAJiDOjqWZtGixZOet7dfkY6OJTO4EQAAAABMTqQEAAAAMAeVSqX0
9GxMqVQad9bQ0JDu7g0TngEAAABAPYiUAAAAAOao1ta2dHauGHe/s3NFWlvb6rARAAAAAExMpAQA
AAAwh61Zsz5NTQtq101NC9LVta6OGwEAAADAeCIlAAAAgDmsubklXV1ra9ddXevS3NxSx40AAAAA
YLxyvRcAAAAAYHqWLbs+x44dq70GAAAAgNmmVK1Wq/VeguMOHBiu9woAAAAAAAAAADCphQubT+t9
fkkJAACmqVIZzdatjyZJVq++OeVyY503AgAAAAAAmF1ESgAAME07dmxLX99DSZL588/LypWr6rwR
AAAAAADA7NJQ7wUAAGAuGx4+nP7+h2vX/f2bMzx8uI4bAQAAAAAAzD4iJQAAmIYtWzZlZORo7Xpk
5Gj6+zfXcSMAAAAAAIDZR6QEAACnaWhobwYGto+7PzCwPfv2DdVhIwAAAAAAgNlJpAQAAKehWq2m
t/eeVKvVcWdjY2OTngEAAAAAAJyNREoAAHAaBgd3Zs+eXZOe7979YgYHn5/BjQAAAAAAAGYvkRIA
APyEKpXR9PbeN+Vcb++9qVRGZ2AjAAAAAACA2U2kBAAAAAAAAAAAFEqkBAAAP6FyuTHd3bdNOdfd
fXvK5cYZ2AgAAAAAAGB2EykBAMBp6OhYmkWLFk963t5+RTo6lszgRgAAAAAAALOXSAkAAE5DqVRK
T8/GlEqlcWcNDQ3p7t4w4RkAAAAAAMDZSKQEAACnqbW1LZ2dK8bd7+xckdbWtjpsBAAAAAAAMDuJ
lAAAYBrWrFmfpqYFteumpgXp6lpXx40AAAAAAABmH5ESAABMQ3NzS7q61tauu7rWpbm5pY4bAQAA
AAAAzD7lei8AAABz3bJl1+fYsWO11wAAAAAAAJysVK1Wq/VeguMOHBiu9woAAAAAAAAAADCphQub
T+t9HvcGAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAA
AAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQE
AAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAU
SqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAA
AAAUSqQEAAAAAAAAAAAUSqQEAAAAAAAAAAAUqlzvBQAAAAAAmH0qldFs3fpokmT16ptTLjfWeSMA
AADmMpESAAAAAADj7NixLX19DyVJ5s8/LytXrqrzRgAAAMxlHvcGAAAAAMBJhocPp7//4dp1f//m
DA8fruNGAAAAzHUiJQAAAAAATrJly6aMjBytXY+MHE1//+Y6bgQAAMBcJ1ICAAAAAKBmaGhvBga2
j7s/MLA9+/YN1WEjAAAAzgQiJQAAAAAAkiTVajW9vfekWq2OOxsbG5v0DAAAAKYiUgIAAAAAIEky
OLgze/bsmvR89+4XMzj4/AxuBAAAwJlCpAQAAAAAQCqV0fT23jflXG/vvalURmdgIwAAAM4kIiUA
AAAAAAAAAKBQIiUAAAAAAFIuN6a7+7Yp57q7b0+53DgDGwEAAHAmESkBAAAAAJAk6ehYmkWLFk96
3t5+RTo6lszgRgAAAJwpREoAAAAAACRJSqVSeno2/j/27j3G6vLOH/h7xuHiwIztKm3VwUtteoki
g6y6rJeoA3i/DYLooEVMVtdtm21N40Zj0zS76W7S2ti6Le7axNu4BWGWKtqVMCnbjRpl0VGxGrXV
ZaiWRdYJAyPKyPn9wW9OpDMjCnw5M/B6JcbzfZ7POfPm+BfmPc+TqqqqfnvV1dVpaZk74B4AAADs
jJISAAAAAABlDQ3j09Q0vd96U9P0NDSMr0AiAAAA9gVKSgAAAAAA7GDGjMtTWzum/FxbOybNzbMq
mAgAAIDhTkkJAAAAAIAd1NXVp7l5Zvm5uXlW6urqK5gIAACA4a6m0gEAAAAAABh6pk49O1u2bCm/
BgAAgN1RVSqVSpUOwXbr13dXOgIAAAAAAAAAAAxq3Li6XXqf694AAAAAAAAAAIBCKSkBAAAAAAAA
AACFUlICAAAAAAAAAAAKpaQEAAAAAAAAAAAUSkkJAAAAAAAAAAAolJISAAAAAAAAAABQKCUlAAAA
AAAAAACgUEpKAAAAAAAAAABAoWoqHQAAAAAA2Dt6e7dm6dJfJkkuuODi1NSMqHAiAAAAYH+hpAQA
AAAA+4nlyx/LokW/SJKMHn1gzjnn/AonAgAAAPYXrnsDAAAAgP1Ad/fGtLU9WH5ua1uY7u6NFUwE
AAAA7E+UlAAAAABgP7B48YL09GwuP/f0bE5b28IKJgIAAAD2J0pKAAAAALCP6+xck/b2Zf3W29uX
Ze3azgokAgAAAPY3SkoAAAAAsA8rlUppbb07pVKp3962bdsG3QMAAADYk5SUAAAAAGAf1tGxKqtX
Pz/o/gsvPJeOjmf2YiIAAABgf6SkBAAAAAD7qN7erWltvXenc62t96S3d+teSAQAAADsr2oqHQAA
YKjq7d2apUt/mSS54IKLU1MzosKJAAAAAAAAYHhykhIAwCCWL38sixb9IosW/SLLly+rdBwAAPjE
ampGpKXl6p3OtbR8VSkfAAAAKJSSEgDAALq7N6at7cHyc1vbwnR3b6xgIgAA2DWNjZNz3HHHD7o/
YcLENDaesBcTAQAAAPsjJSUAgAEsXrwgPT2by889PZvT1rawgokAAGDXVFVVZc6ca1JVVdVvr7q6
Oi0tcwfcAwAAANiTlJQAAP5EZ+eatLf3v96tvX1Z1q7trEAiAADYPQ0N49PUNL3felPT9DQ0jK9A
IgAAAGB/o6QEAPAhpVIpra13p1Qq9dvbtm3boHsAADDUzZhxeWprx5Sfa2vHpLl5VgUTAQAAAPsT
JSUAgA/p6FiV1aufH3T/hReeS0fHM3sxEQAA7Bl1dfVpbp5Zfm5unpW6uvoKJgIAAAD2JzWVDgAA
MFT09m5Na+u9O51rbb0nEyYcn5qaEXshFQAA7DlTp56dLVu2lF8DAAAA7C1KSgAAAACwn6ipGZFL
Lrms0jEAAACA/ZDr3gAA/r+amhFpabl6p3MtLV91ihIAAAAAAAB8AkpKAAAf0tg4Occdd/yg+xMm
TExj4wl7MREAAAAAAAAMf0pKAAAfUlVVlTlzrklVVVW/verq6rS0zB1wDwAAAAAAABickhIAwJ9o
aBifpqbp/dabmqanoWF8BRIBAAAAAADA8KakBAAwgBkzLk9t7Zjyc23tmDQ3z6pgIgAAAAAAABi+
lJQAAAZQV1ef5uaZ5efm5lmpq6uvYCIAAAAAAAAYvmoqHQAAYKiaOvXsbNmypfwaAAAAAAAA2DVV
pVKpVOkQbLd+fXelIwAAAAAAAAAAwKDGjavbpfe57g0AAAAAAAAAACiUkhIAAAAAAAAAAFAoJSUA
AAAAAAAAAKBQSkoAAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAAAAAAAAAK
paQEAAAAAAAAAAAUSkkJAAAAAAAAAAAolJISAAAAAAAAAABQKCUlAAAAAAAAAACgUEpKAAAAAAAA
AABAoZSUAAAAAAAAAACAQikpAQAAAAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAA
AAAAAAAAKJSSEgAAAAAAAAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIp
KQEAAAAAAAAAAIVSUgIAAAAAAAAAAAqlpAQAAAAAAAAAABSqptIBAAAAAACA4au3d2uWLv1lkuSC
Cy5OTc2ICicCAACGIiUlAAAAAABgly1f/lgWLfpFkmT06ANzzjnnVzgRAAAwFLnuDQAAAAAA2CXd
3RvT1vZg+bmtbWG6uzdWMBEAADBUKSkBAAAAAAC7ZPHiBenp2Vx+7unZnLa2hRVMBAAADFVKSgAA
AAAAwCfW2bkm7e3L+q23ty/L2rWdFUgEAAAMZYWUlP7pn/4pX/rSl/LUU0/121uyZEkuueSSNDY2
5vTTT8/3v//9bN68eYBPSVasWJHLL788kyZNypQpU3LzzTdnw4YNA84+++yzmTt3bk488cScdNJJ
+cY3vpHOzoH/EvTaa6/lhhtuyJQpUzJ58uRce+21efHFFwecfeutt/Ltb387p512WiZNmpQrr7wy
TzzxxICzXV1d+d73vpezzjorEydOTHNzcx599NEBZwEAAAAAYLgqlUppbb07pVKp3962bdsG3QMA
APZfe7yk9Pzzz+eee+4ZcO/OO+/MTTfdlG3btmXOnDn58pe/nLvvvjvXXntt3n///R1mly5dmuuu
uy4bNmzIFVdckb/4i7/Iv//7v2f27NnZuHHH+6xXrlyZq666Kq+++mouvfTSNDU15de//nUuu+yy
rF27dofZ3/3ud7niiivy1FNP5eyzz85FF12Ujo6OXHHFFXn++ed3mH377bdz5ZVX5le/+lVOPfXU
zJw5M//zP/+TefPmpb29fYfZnp6ezJs3Lw888EAmTpyYlpaWbNy4Md/85jdz//337+rXCQAAAAAA
Q05Hx6qsXv38oPsvvPBcOjqe2YuJAACAoa6qtAd/leH999/PjBkz8sorryRJ7r333px88slJkjff
fDPTpk3LhAkTct9992XEiBFJkttvvz0//elPc+utt2bOnDlJks2bN+ess85KXV1dlixZkrFjxyZJ
Fi1alFtuuSXz5s3LTTfdlGT7b2uce+652bBhQx5++OF87nOfS5I8+eSTueaaazJ9+vT8+Mc/Lmec
N29ennrqqSxatChf+cpXkiSvvPJKZs2alWOOOSaLFy8uz956661ZuHBh5s+fnzPPPDNJsm7dusyY
MSPV1dVZvnx5Ro4cmSSZP39+fvSjH+U73/lOWlpakiSbNm3K7Nmzs3bt2rS3t+fggw/+yO9v/fru
Xf3qAQAAAABgr+jt3Zq/+7sb88c/vvmRc5/73GH5x3/8YWpqRuylZAAAwN4wblzdLr1vj56kNH/+
/Lz++uv5y7/8y357CxYsSG9vb6677rpyQSlJrr/++owdOzYPPvhgee2RRx5JV1dX5s6dWy4oJcll
l12Wo48+Om1tbfnggw+SJE888URef/31XHbZZeWCUpJMmTIlp5xySpYvX5533nknSfLGG2/k8ccf
T1NTU7mglCRf/OIXc9FFF2X16tV56aWXkmwvSi1ZsiTHHntsuaCUJJ/97Gdz1VVXZd26dfnNb35T
Xn/ggQdyyCGHZPbs2eW1sWPH5vrrr8+7776bhx9++JN/oQAAAAAAAAAAsA/YYyWll19+Of/yL/+S
6667Ll/4whf67a9cuTJJcuKJJ+6wPmrUqDQ2Nubll19Od3f3DrN9pzB92EknnZSurq68+uqrO509
+eST88EHH2TVqlUfazZJnn766STbr617//33P9bsmjVrsm7dukyePDkHHHDAgLN9PxsAAAAAAIaz
mpoRaWm5eqdzLS1fdYoSAABQtkdKSh988EFuvvnmHHnkkbnuuusGnFmzZk0OOeSQHU5G6nP44Ycn
SV5//fUkSWdnZ5Jk/Pjx/WYbGho+9mzf577xxhufeHbNmjVJkiOOOGK3ZseNG5dRo0aVZwEAAAAA
YLhrbJyc4447ftD9CRMmprHxhL2YCAAAGOpq9sSH/PznP89LL72UBx54ICNHjhxwpqurq1ww+lN1
ddvvqtu0aVOS5J133snIkSMzevTofrN9Jae+2a6uriRJfX39oLN9JzR91Gxfhj0925ejb/ajfOpT
tTudAQAAAACAoeCv//qv87Wv3ZBSqbTDenV1da6//vp8+tNjKpQMAAAYinb7JKXXX389d9xxR668
8spMmjRp0Lne3t5BC0x96++9994nnt26desO6wPNvv/++4XMfjjvYLN9632zAAAAAACwLzjyyCNz
3nnn9Vs/99zzcuSRR1YgEQAAMJTt1klKpVIpt9xySw4++OB861vf+sjZ0aNHl4s/f6qvGHTggQfu
0mySAeeLnq2t3X7y0ahRo3ZYH2i+b/ajdHX17HQGAAAAAACGigsumJFf/3pFeno2J0lqa8fkggua
/f9uAADYh40bV7dL79utk5RaW1uzatWqfPe7382YMR99bGt9ff2gV571rfddo1ZfX5/33ntvwNJP
3zVvH5798Gfs6uyfZjjooIN2Ott3nVzfbN/PGyhH3ywAAAAAAOwr6urq09w8s/zc3DwrdXX1FUwE
AAAMVbt1ktJjjz2WJPmrv/qrAfevvvrqJEl7e3uOOuqorFy5Mlu2bCmfUtTnD3/4Q6qrq8vHvx51
1FF55plnsnbt2nz+85/fYXbt2rVJkqOPPro827fetzbYbN+/+9Y/7ufuzuz//u//5r333uuXDQAA
AAAA9gVTp56dLVu2lF8DAAAMZLdKSpdeemlOOumkfuv/9V//leeeey6XXnppDj/88NTX12fy5Ml5
6qmn8t///d859dRTy7PvvfdeOjo68oUvfKF82tDkyZPT1taWlStX9ispPfXUU6mrq8sxxxxTnk2S
lStX5rTTTtth9umnn051dXWOP/74frOzZ8/uN5skjY2NSZJjjz02o0ePzsqVK/v9+fpmJ02alCQ5
7LDDcthhh2XVqlXZtm1bqqurB50FAAAAAIB9SU3NiFxyyWWVjgEAAAxxu3XdW3Nzc77+9a/3+2fi
xIlJtpeYvv71r6e+vj4XXnhhDjjggNxxxx07XOM2f/78bNq0KZdffnl5berUqRkzZkzuuuuudHV1
ldcXLVqUN954IzNnziwXgU466aQcdthhWbBgwQ4nGT355JN5/PHHM23atPzZn/1ZkmT8+PE54YQT
8thjj+WFF14oz77yyit56KGHctxxx+XYY49NktTW1mbatGl59tln097eXp5dt25d7rvvvnzmM5/J
GWecUV6/6KKL8sc//jH3339/eW3Tpk2ZP39+Ro8enYsvvnh3vmoAAAAAAAAAABi2qkqlUmlPf+g/
/MM/5N577829996bk08+ubz+gx/8IP/6r/+aY445JmeeeWZee+21rFixIieccELuueeejBw5sjz7
b//2b/nud7+bQw89NOeee27WrVuXX/3qVzniiCOyYMGCfOpTnyrPrlixIjfccEPq6upy4YUXpqen
Jw8//HDGjh2bhQsXZvz48eXZ1atXZ86cOamqqioXpx566KH09vbmvvvuK5+6lCRvvvlmZsyYkY0b
N+b888/Ppz/96TzyyCPZsGFDfvKTn2Tq1Knl2U2bNmXGjBl54403Mn369IwfPz7Lli1LZ2dnbr31
1syZM2en39v69d27/J0DAAAAAAAAAEDRxo2r26X37dWSUqlUygMPPJAHHngga9asybhx4zJt2rR8
7WtfS11d/z/Ao48+mrvuuiuvvfZaDjrooJx66qn55je/mc985jP9Zp944onccccd+e1vf5va2tr8
+Z//eb71rW/lqKOO6jf74osv5rbbbsszzzyTESNGZMKECfnbv/3bTJgwod/smjVr8oMf/CBPPvlk
Pvjgg3z5y1/O3/zN3+SUU07pN/v222/ntttuy69//eu8++67+fznP59rr702559//sf63pSUAAAA
AAAAAAAYyoZUSYldo6QEAAAAAAAAAMBQtqslpZo9nAMAAACAvay3d2uWLv1lkuSCCy5OTc2ICicC
AAAAgB0pKQEAAAAMc8uXP5ZFi36RJBk9+sCcc87Hu3oeAAAAAPaW6koHAAAAAGDXdXdvTFvbg+Xn
traF6e7eWMFEAAAAANCfkhIAAADAMLZ48YL09GwuP/f0bE5b28IKJgIAAACA/pSUAAAAAIapzs41
aW9f1m+9vX1Z1q7trEAiAAAAABiYkhIAAADAMFQqldLaendKpVK/vW3btg26BwAAAACVoKQEAAAA
MAx1dKzK6tXPD7r/wgvPpaPjmb2YCAAAAAAGp6QEAAAAMMz09m5Na+u9O51rbb0nvb1b90IiAAAA
APhoSkoAAAAAAAAAAEChlJQAAAAAhpmamhFpabl6p3MtLV9NTc2IvZAIAAAAAD6akhIAAADAMNTY
ODnHHXf8oPsTJkxMY+MJezERAAAAAAxOSQkAAABgGKqqqsqcOdekqqqq3151dXVaWuYOuAcAAAAA
laCkBAAAADBMNTSMT1PT9H7rTU3T09AwvgKJAAAAAGBgSkoAAAAAw9iMGZentnZM+bm2dkyam2dV
MBEAAAAA9KekBAAAADCM1dXVp7l5Zvm5uXlW6urqK5gIAAAAAPqrqXQAAAAAAHbP1KlnZ8uWLeXX
AAAAADDUVJVKpVKlQ7Dd+vXdlY4AAAAAAAAAAACDGjeubpfe57o3AAAAAAAAAACgUEpKAAAAAAAA
AABAoZSUAAAAAAAAAACAQikpAQAAAAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAA
AAAAAAAAKJSSEgAAAAAAAAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIp
KQEAAAAAAAAAAIVSUgIAAAAAAAAAAAqlpAQAAAAAAAAAABRKSQkAAAAAAAAAACiUkhIAAAAAAAAA
AFAoJSUAAAAAAAAAAKBQSkoAAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAA
AAAAAAAKpaQEAAAAAAAAAAAUSkkJAAAAAAAAAAAolJISAAAAAAAAAABQqJpKBwAAAAAAAAD4sN7e
rVm69JdJkgsuuDg1NSMqnAgA2F1KSgAAAAAAAMCQsnz5Y1m06BdJktGjD8w555xf4UQAwO5y3RsA
AAAAAAAwZHR3b0xb24Pl57a2henu3ljBRADAnqCkBOwTenu3ZsmSRVmyZFF6e7dWOg4AAAAAALCL
Fi9ekJ6ezeXnnp7NaWtbWMFEAMCe4Lo3YJ/g2FcAAAAAABj+OjvXpL19Wb/19vZlaWo6Ow0N4yuQ
CgDYE5ykBAx7jn0FAAAAAIDhr1QqpbX17pRKpX5727ZtG3QPABgelJSAYc+xrwAAAAAAMPx1dKzK
6tXPD7r/wgvPpaPjmb2YCADYk5SUgGHto459Xbu2swKJAAAAAACAT6q3d2taW+/d6Vxr6z3p7d26
FxIBAHuakhIwbDn2FQAAAAAAAACGByUlYNhy7CsAAAAAAOwbampGpKXl6p3OtbR8NTU1I/ZCIgBg
T1NSAoYlx74Cy3vmbQAAIABJREFUAAAAAMC+pbFxco477vhB9ydMmJjGxhP2YiIAYE9SUgIAAAAA
AAAqrqqqKnPmXJOqqqp+e9XV1WlpmTvgHgAwPCgpAcOSY18BAAAAAGDf09AwPk1N0/utNzVNT0PD
+AokAgD2FCUlYNhy7CsAAAAAAOx7Zsy4PLW1Y8rPtbVj0tw8q4KJAIA9QUkJGLYc+woAAAAAAPue
urr6NDfPLD83N89KXV19BRMBAHtCTaUDAOyOvmNfly9/bId1x74CAAAAAMDwNXXq2dmyZUv5NQAw
/FWVSqVSpUOw3fr13ZWOAMNSd/fG3Hjj19PTsznJ9mNff/jDn/itCgAAAAAAAADYw8aNq9ul97nu
DRj2HPsKAAAAAAAAAEOb696AfYJjXwEAAAAAAABg6HLd2xDiujcAAAAAAAAAAIYy170BAAAAAAAA
AABDkpISAAAAAAAAAABQKCUlAAAAAAAAAACgUEpKAAAAAAAAAABAoZSUAAAAAAAAAACAQikpAQAA
AAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAAAAAAAAAAKJSSEgAAAAAAAAAAUCgl
JQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIpKQEAAAAAAAAAAIVSUgIAAAAAAAAA
AAqlpAQAAAAAAAAAABRKSQkAAAAAAAAAACiUkhIAAAAAAAAAAFAoJSUAAAAAAAAAAKBQSkoAAAAA
AAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAAAAAAAAAKpaQEAAAAAAAAAAAUSkkJ
AAAAAAAAAAAolJISAAAAAAAAAABQKCUlAAAAAAAAAACgUEpKAAAAAAAAAABAoZSUAAAAAAAAAACA
QikpAQAAAAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAAAAAAAAAAKJSSEgAAAAAA
AAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIpKQEAAAAAAAAAAIVSUgIA
AAAAAAAAAAqlpAQAAAAAAAAAABRKSQkAAAAAAAAAACiUkhIAAAAAAAAAAFAoJSUAAAAAAAAAAKBQ
SkoAAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAAAAAAAAAKpaQEAAAAAAAA
AAAUSkkJAAAAAAAAAAAolJISAAAAAAAAAABQKCUlAAAAAAAAAACgUEpKAAAAAAAAAABAoZSUAAAA
AAAAAACAQikpAQAAAAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAAAAAAAAAAKJSS
EgAAAAAAAAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIpKQEAAAAAAAAA
AIVSUgIAAAAAAAAAAAqlpAQAAAAAAAAAABRKSQkAAAAAAAAAACiUkhIAAAAAAAAAAFAoJSUAAAAA
AAAAAKBQSkoAAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAAAAAAAAAKpaQE
AAAAAAAAAAAUSkkJAAAAAAAAAAAolJISAAAAAAAAAABQKCUlAAAAAAAAAACgUEpKAAAAAAAAAABA
oZSUAAAAAAAAAACAQikpAQAAAAAAAAAAhVJSAgAAAAAAAAAACqWkBAAAAAAAAAAAFEpJCQAAAAAA
AAAAKJSSEgAAAAAAAAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAAQKGUlAAAAAAAAAAAgEIpKQEA
AAAAAAAAAIVSUgIAAAAAAAAAAAqlpAQAAAAAAAAAABRKSQkAAAAAAAAAACiUkhIAAAAAAAAAAFAo
JSUAAAAAAAAAAKBQSkoAAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFUlICAAAAAAAA
AAAKVVPpAAAAAAAAAAAARevt3ZqlS3+ZJLnggotTUzOiwolg/6KkBAAAAAAAAADs85YvfyyLFv0i
STJ69IE555zzK5wI9i+uewMAAAAAAAAA9mnd3RvT1vZg+bmtbWG6uzdWMBHsf5SUAAAAAAAAAIB9
2uLFC9LTs7n83NOzOW1tCyuYCPY/SkoAAAAAAAAAwD6rs3NN2tuX9Vtvb1+WtWs7K5AI9k9KSgAA
AAAAAADAPqlUKqW19e6USqV+e9u2bRt0D9jzlJQAAAAAAAAAgH1SR8eqrF79/KD7L7zwXDo6ntmL
iWD/paQEAAAAAAAAAOxzenu3prX13p3Otbbek97erXshEezflJQAAAAAAAAAAIBCKSkBAAAAAAAA
APucmpoRaWm5eqdzLS1fTU3NiL2QCPZvSkoAAAAAAAAAwD6psXFyjjvu+EH3J0yYmMbGE/ZiIth/
KSkBAAAAAAAAAPukqqqqzJlzTaqqqvrtVVdXp6Vl7oB7wJ6npAQAAAAAAAAA7LMaGsanqWl6v/Wm
pulpaBhfgUSwf1JSAgAAAAAAAAD2aTNmXJ7a2jHl59raMWlunlXBRLD/UVICAAAAAAAAAPZpdXX1
aW6eWX5ubp6Vurr6CiaC/U9NpQMAAAAAAAAAABRt6tSzs2XLlvJrYO+qKpVKpUqHYLv167srHQEA
AAAAAAAAAAY1blzdLr3PdW8AAAAAAAAAAEChlJQAAAAAAAAAAIBCKSkBAAAAAAAAAACFqql0AAAA
AAAAAADYVb29W7N06S+TJBdccHFqakZUOBEAA1FSAgAAAAAAAGDYWr78sSxa9IskyejRB+acc86v
cCIABuK6NwAAAAAAAACGpe7ujWlre7D83Na2MN3dGyuYCIDBKCkBAAAAANBPb+/WLFmyKEuWLEpv
79ZKxwEAGNDixQvS07O5/NzTszltbQsrmAiAwbjuDQAAAACAflybAgAMdZ2da9Levqzfenv7sjQ1
nZ2GhvEVSAXAYJykBAAAAADADlybAgAMdaVSKa2td6dUKvXb27Zt26B7AFSOkhIAAAAAADtwbQoA
MNR1dKzK6tXPD7r/wgvPpaPjmb2YCICdUVICAAAAAKDso65NWbu2swKJAAB21Nu7Na2t9+50rrX1
nvT2bt0LiQD4OJSUAAAAAABI4toUAAAAiqOkBAAAAABAEtemAADDQ03NiLS0XL3TuZaWr6amZsRe
SATAx6GkBAAAAACAa1MAgGGlsXFyjjvu+EH3J0yYmMbGE/ZiIgB2RkkJAAAAAAAAgGGlqqoqc+Zc
k6qqqn571dXVaWmZO+AeAJWjpAQAAAAAgGtTAIBhp6FhfJqapvdbb2qanoaG8RVIBMBHUVICAAAA
ACCJa1MAgOFnxozLU1s7pvxcWzsmzc2zKpgIgMEoKQEAAAAAkMS1KQDA8FNXV5/m5pnl5+bmWamr
q69gIgAGU1PpAAAAAAAADB1916YsX/7YDuuuTQEAhqqpU8/Oli1byq8BGJqqSqVSqdIh2G79+u5K
RwAAAAAASHf3xtx449fT07M5yfZrU374w584lQAAAICMG1e3S+9z3RsAAAAAADtwbQoAAAB7muve
AAAAAADox7UpAAAA7EmuextCXPcGAAAAAAAAAMBQ5ro3AAAAAAAAAABgSFJSAgAAAAAAAAAACqWk
BAAAAAAAAAAAFEpJCQAAAAAAAAAAKJSSEgAAAAAAAAAAUCglJQAAAAAAAAAAoFBKSgAAAAAAAAAA
QKH2SEnpnXfeyd///d9n6tSpOf7443PeeeflrrvuSm9vb7/ZJUuW5JJLLkljY2NOP/30fP/738/m
zZsH/NwVK1bk8ssvz6RJkzJlypTcfPPN2bBhw4Czzz77bObOnZsTTzwxJ510Ur7xjW+ks7NzwNnX
XnstN9xwQ6ZMmZLJkyfn2muvzYsvvjjg7FtvvZVvf/vbOe200zJp0qRceeWVeeKJJwac7erqyve+
972cddZZmThxYpqbm/Poo48OOAsAAAAAAAAAAPuLqlKpVNqdD9i0aVNmzpyZ3//+9znzzDNz9NFH
55lnnklHR0fOPPPM/OxnP0tVVVWS5M4778xtt92WL33pSzn99NPzyiuv5D//8z8zadKk3HvvvRk5
cmT5c5cuXZobb7wx48ePz/Tp0/PWW2/lP/7jP9LQ0JDFixenvr6+PLty5cpcc801Oeigg3L++een
u7s7S5cuTW1tbRYvXpyGhoby7O9+97vMnj0727Zty4UXXpiqqqo89NBD2bp1a+6///4cf/zx5dm3
3347M2fOzPr163PhhRemrq4ujzzySDZs2JB//ud/TlNTU3m2p6cnc+bMyW9/+9uce+65OfTQQ7Ns
2bJ0dnbm1ltvzZw5c3b6Xa5f3707/ykAAAAAAAAAAKBQ48bV7dL7drukdNttt+XOO+/MLbfckquv
vrq8fuONN2bp0qW58847c8YZZ+TNN9/MtGnTMmHChNx3330ZMWJEkuT222/PT3/60x2KPJs3b85Z
Z52Vurq6LFmyJGPHjk2SLFq0KLfcckvmzZuXm266KUlSKpVy7rnnZsOGDXn44Yfzuc99Lkny5JNP
5pprrsn06dPz4x//uJxr3rx5eeqpp7Jo0aJ85StfSZK88sormTVrVo455pgsXry4PHvrrbdm4cKF
mT9/fs4888wkybp16zJjxoxUV1dn+fLl5WLV/Pnz86Mf/Sjf+c530tLSkmR7gWv27NlZu3Zt2tvb
c/DBB3/kd6mkBAAAAAAAAADAULarJaXdvu7tD3/4Qw499NBceeWVO6yfd955SbZfw5YkCxYsSG9v
b6677rpyQSlJrr/++owdOzYPPvhgee2RRx5JV1dX5s6dWy4oJclll12Wo48+Om1tbfnggw+SJE88
8URef/31XHbZZeWCUpJMmTIlp5xySpYvX5533nknSfLGG2/k8ccfT1NTU7mglCRf/OIXc9FFF2X1
6tV56aWXkmwvSi1ZsiTHHntsuaCUJJ/97Gdz1VVXZd26dfnNb35TXn/ggQdyyCGHZPbs2eW1sWPH
5vrrr8+7776bhx9++JN+tQAAAAAAAAAAsE/Y7ZLSD3/4w6xYsSI1NTU7rP/+979PkhxyyCFJtl/J
liQnnnjiDnOjRo1KY2NjXn755XR3d+8we/LJJ/f7eSeddFK6urry6quv7nT25JNPzgcffJBVq1Z9
rNkkefrpp5Mkzz//fN5///2PNbtmzZqsW7cukydPzgEHHDDgbN/PBgAAAAAAAACA/c1ul5Q+rFQq
ZcOGDWltbc1PfvKTHHbYYbnooouSbC/yHHLIITucjNTn8MMPT5K8/vrrSZLOzs4kyfjx4/vNNjQ0
fOzZvs994403PvHsmjVrkiRHHHHEbs2OGzcuo0aNKs8CAAAAAAAAAMD+pmbnIx/f7bffnp/97GdJ
tp+g9POf/zwHHXRQkqSrq6tcMPpTdXXb76rbtGlTkuSdd97JyJEjM3r06H6zfSWnvtmurq4kSX19
/aCzfSc0fdRsX4Y9PduXo2/2o3zqU7U7nQEAAAAAAAAAgOFmj56kdPjhh2fevHmZNm1a/u///i8t
LS158cUXkyS9vb0ZOXLkgO/rW3/vvfc+8ezWrVt3WB9o9v333y9k9sN5B5vtW++bBQAAAAAAAACA
/c0ePUlp5syZ5dcrVqzI9ddfn5tuuikPP/xwRo8eXS7+/Km+YtCBBx6YJJ94NsmA80XP1tZuP/lo
1KhRO6wPNN83+1G6unp2OgMAAAAAAAAAAJUyblzdLr1vj56k9GFnnHFGpkyZkldffTVr1qxJfX39
oFee9a33XaNWX1+f9957b8DST981bx+e/fBn7Orsn2bou6buo2b7rpPrm+37eQPl6JsFAAAAAAAA
+H/s3Wtw3OV5N/5rxQqEzJocMGmoREjIZNIi2bKdkGagbYhk44w5uCsfSFbBNjxT0iRtc5z0MDCZ
dqb9vwA6TZgMndApBtbBQt4q4CS1RxpIJ+AhxEbYymES0lBLSeM4FFeyhEGL9v+Cx/vUWQsZ27s/
HT6fN+i+72vFFzHJTOKv7hsA5pvTKikVi8V44okn4vHHHz/h+UUXXRQRES+88EJccskl8fzzz8fR
o0cr5n7+859HXV1dvO1tb4uIiEsuuSQiIoaHhytmj+29/e1vf92zx/56pr/va83+6le/ipdeeqk8
CwAAAAAAAAAA881p36T0sY99LD73uc/FK6+8UnH2ox/9KFKpVDQ1NcXy5ctjcnIyvve97x0389JL
L8XAwEC8853vLN82tHz58oiIeOqppyq+55NPPhmZTCYuvfTSaWe/+93vRl1dXSxevPikZiMi2tra
IiLisssui4aGhtecXbp0aUS8Wsa66KKLYs+ePTE5OfmaswAAAAAAAAAAMN+cVkkpnU7HihUr4r//
+7/jn//5n48727p1awwODsYHPvCBuOCCC+Laa6+Ns846K+66667jnnG7++6748iRI7Fhw4byXkdH
RyxYsCDuueeeOHz4cHm/p6cnnnvuuVi3bl3U1b0a/fLLL4+LLrootm3bdtxNRrt3747HH388VqxY
EW9605siIqK5uTmWLVsWO3fujP3795dnf/zjH8fDDz8cLS0tcdlll0VERGNjY6xYsSKefvrp6O/v
L88ePHgw7r///rjwwgvjAx/4QHn/uuuui1/+8pfxwAMPlPeOHDkSd999dzQ0NMT1119/Sj9jAAAA
AAAAAACY7VKlUql0Ot/g4MGDsX79+vjlL38ZV155ZbzrXe+KH/7wh7F79+5oamqKrVu3xlve8paI
iLj99tvjq1/9alx66aVx1VVXxbPPPhuPPfZYLFu2LLZs2RJnn312+ft+7Wtfiy9+8Yvx1re+NT70
oQ/FwYMH41vf+lZcfPHFsW3btnjDG95Qnn3sscfi4x//eGQymbj22mtjfHw8HnnkkTjvvPOiu7s7
mpuby7ODg4PR1dUVqVSqXJx6+OGHo1gsxv3331++dSki4he/+EV0dnbGyMhIrF69Ot74xjfGN77x
jXj++efjy1/+cnR0dJRnjxw5Ep2dnfHcc8/FypUro7m5OXbt2hVDQ0Nx6623RldX17Q/y0OHRk/n
XwUAAAAAAAAAAFTVokWZU/rcaZeUIiIOHToUX/rSl+LRRx+NF154IS688MJYsWJF/Mmf/Em88Y1v
LM+VSqXYunVrbN26NQ4cOBCLFi2KFStWxCc/+cnIZCr/Ab75zW/GPffcE88++2ycf/75ceWVV8an
P/3puPDCCytmn3jiibjrrrviBz/4QTQ2NsZ73vOe+MxnPhOXXHJJxez3v//9uPPOO2Pv3r1RX18f
ra2t8alPfSpaW1srZg8cOBC333577N69O1555ZV497vfHZ/4xCfiiiuuqJj99a9/HXfeeWc8+uij
8eKLL8Y73vGOuPnmm2P16tUn+XNUUgIAAAAAAAAASFqxOBE7dnw9IiKuueb6SKfrE040cyRaUuLM
UFICAAAAAAAAAEjev/3bjnjggXsjIqKra3OsWnVyF9TMB6daUqo7wzkAAAAAAAAAAGDWGh0diULh
ofK6UOiO0dGRBBPNDUpKAAAAAAAAAADwf23fvi3Gx8fK6/HxsSgUuhNMNDcoKQEAAAAAAAAAQEQM
DR2I/v5dFfv9/btieHgogURzh5ISAAAAAAAAAADzXqlUinz+3iiVShVnk5OTU55xcpSUAAAAAAAA
AACY9wYG9sTg4L4pz/fvfyYGBvbWMNHcoqQEAAAAAAAAAMC8VixORD5/37Rz+fyWKBYnapBo7lFS
AgAAAAAAAAAAqkpJCQAAAAAAAJhRisWJ6O3tid7eHrdVAFAT6XR95HI3TjuXy22MdLq+BonmnnTS
AQAAAAAAAAD+t76+ndHT82BERDQ0nBurVq1OOBEA80Fb2/JoaVkcg4P7Tnje2rok2tqW1TjV3OEm
JQAAAAAAAGDGGB0diULhofK6UOiO0dGRBBMBMF+kUqno6tocqVSq4qyuri5yuU0nPOPkKCkBAAAA
AAAAM8b27dtifHysvB4fH4tCoTvBRADMJ01NzdHevrJiv719ZTQ1NSeQaO5QUgIAAAAAAABmhKGh
A9Hfv6tiv79/VwwPDyWQCID5qLNzQzQ2LiivGxsXRDa7PsFEc4OSEgAAAAAAAJC4UqkU+fy9USqV
Ks4mJyenPAOAMy2TWRjZ7LryOptdH5nMwgQTzQ3ppAMAAAAAAAAADAzsicHBfVOe79//TAwM7I2l
S5fXMBUA81VHx9Vx9OjR8tecPiUlAAAAAAAAIFHF4kTk8/dNO5fPb4nW1sWRTtfXIBUA81k6XR9r
1qxNOsac4rk3AAAAAAAAAACgqpSUAAAAAAAAgESl0/WRy9047Vwut9EtSgAwSykpAQAAAAAAAIlr
a1seLS2LpzxvbV0SbW3LapgImGuKxYno7e2J3t6eKBYnko4D846SEgAAAAAAAJC4VCoVXV2bI5VK
VZzV1dVFLrfphGcAJ6uvb2f09DwYPT0PRl/frqTjwLyjpAQAAAAAAADMCE1NzdHevrJiv719ZTQ1
NSeQCJgrRkdHolB4qLwuFLpjdHQkwUTMdG7eOvOUlAAAAAAAAIAZo7NzQzQ2LiivGxsXRDa7PsFE
wFywffu2GB8fK6/Hx8eiUOhOMBEznZu3zjwlJQAAAAAAAGDGyGQWRja7rrzOZtdHJrMwwUTAbDc0
dCD6+ytLJv39u2J4eCiBRMx0bt6qDiUlAAAAAAAAYEbp6Lg61q69IdauvSE6Oq5OOg4wi5VKpcjn
741SqVRxNjk5OeUZ85ubt6pDSQkAAAAAAACYUdLp+lizZm2sWbM20ul00nGAWWxgYE8MDu6b8nz/
/mdiYGBvDRMx07l5q3qUlIA5oViciN7enujt7YlicSLpOAAAAAAAAEDCisWJyOfvm3Yun9/izxiJ
CDdvVZvaMTAn9PXtjJ6eByMioqHh3Fi1anXCiQAAAAAAAACYTU725q2lS5fXMNXc4SYlYNYbHR2J
QuGh8rpQ6I7R0ZEEEwEAAAAAAABJS6frI5e7cdq5XG5jpNP1NUjETObmrepTUgJmve3bt8X4+Fh5
PT4+FoVCd4KJAAAAAAAAgJmgrW15tLQsnvK8tXVJtLUtq2EimL+UlIBZbWjoQPT376rY7+/fFcPD
QwkkAgAAAAAAAGaKVCoVXV2bI5VKVZzV1dVFLrfphGfMP27eqj4lJWDWKpVKkc/fG6VSqeJscnJy
yjMAAAAAAABg/mhqao729pUV++3tK6OpqTmBRMxUbt6qLiUlYNYaGNgTg4P7pjzfv/+ZGBjYW8NE
AAAAAAAAwEzU2bkhGhsXlNeNjQsim12fYCJmIjdvVZeSEjArFYsTkc/fN+1cPr8lisWJGiQCAAAA
AAAAZqpMZmFks+vK62x2fWQyCxNMxEzl5q3qSScdAAAAAAAAAACg2jo6ro6jR4+Wv4apdHZuiCee
+E6Mj49FhJu3zhQ3KQGzUjpdH7ncjdPO5XIbI52ur0EiAAAAAAAAYCZLp+tjzZq1sWbN2kin3enC
1Ny8VR3+UwfMWm1ty6OlZXEMDu474Xlr65Joa1tW41QAAAAAAAAAzHZu3jrzUqVSqZR0CF516NBo
0hFg1hkeHoq//MvPxG/+V1ldXV383d/d4U1QAAAAAAAAADiDFi3KnNLnPPcGzGpNTc3R3r6yYr+9
faWCEgAAAADUQLE4Eb29PdHb2xPF4kTScQAAgBnKc2/ArNfZuSGeeOI7MT4+FhERjY0LIptdn3Aq
AAAAAJgf+vp2Rk/PgxER0dBwbqxatTrhRAAAwEzkJiVg1stkFkY2u668zmbXRyazMMFEAAAAADA/
jI6ORKHwUHldKHTH6OhIgokAAICZyk1KwJzQ0XF1HD16tPw1AAAAAFB927dvK99wHhExPj4WhUJ3
bNz4fxJMBQAAzESpUqlUSjoErzp0aDTpCAAAAAAAcFKGhg7EX/3VZ+M3/5ihrq4u/u7v7oimpuaE
kgEAANW0aFHmlD7nuTcAAAAAAOB1KZVKkc/fW1FQioiYnJyc8gwAAJi/lJQAAAAAAIDXZWBgTwwO
7pvyfP/+Z2JgYG8NEwEAADOdkhIAAAAAAHDSisWJyOfvm3Yun98SxeJEDRIBAACzgZISAAAAAAAA
AABQVUpKAAAAAADASUun6yOXu3HauVxuY6TT9TVIBAAAzAZKSgAAAAAAwOvS1rY8WloWT3ne2rok
2tqW1TARAAAw0ykpAQAAAAAAr0sqlYqurs2RSqUqzurq6iKX23TCMwAAYP5SUgIAAAAAAF63pqbm
aG9fWbHf3r4ympqaE0gEAADMZEpKAAAAAADAKens3BCNjQvK68bGBZHNrk8wEQAAMFMpKQEAAAAA
AKckk1kY2ey68jqbXR+ZzMIEEwEwHxWLE9Hb2xO9vT1RLE4kHQeAKaSTDgAAAAAAAMxeHR1Xx9Gj
R8tfA0Ct9fXtjJ6eByMioqHh3Fi1anXCiQA4kVSpVColHYJXHTo0mnQEAAAAAAAAgFljdHQkPvvZ
P43x8bGIePXp0Tvu+LKb/QCqaNGizCl9znNvAAAAAAAAAMxK27dvKxeUIiLGx8eiUOhOMBEAU1FS
AgAAAAAAAGDWGRo6EP39uyr2+/t3xfDwUAKJAHgtSkoAAAAAAAAAzCqlUiny+XujVCpVnE1OTk55
BkBylJQAAAAAAAAAmFUGBvbE4OC+Kc/3738mBgb21jARANNRUgIAAAAAAABg1igWJyKfv2/auXx+
SxSLEzVIBMDJUFICAAAAAAAAAACqSkkJAAAAAACAmigWJ6K3tyd6e3vcbgKcsnS6PnK5G6edy+U2
RjpdX4NEAJyMdNIBAAAAAAAAmB/6+nZGT8+DERHR0HBurFq1OuFEwGzV1rY8WloWx+DgvhOet7Yu
iba2ZTVOBcBrcZMSAAAAAAAAVTc6OhKFwkPldaHQHaOjIwkmAmazVCoVXV2bI5VKVZzV1dVFLrfp
hGcAJEcJ7e3QAAAgAElEQVRJCQAAAAAAgKrbvn1bjI+Pldfj42NRKHQnmAiY7ZqamqO9fWXFfnv7
ymhqak4gEQCvRUkJAAAAAACAqhoaOhD9/bsq9vv7d8Xw8FACiYC5orNzQzQ2LiivGxsXRDa7PsFE
AExFSQkAAAAAAICqKZVKkc/fG6VSqeJscnJyyjOAk5HJLIxsdl15nc2uj0xmYYKJAJhKOukAAAAA
AAAAzF0DA3ticHDflOf79z8TAwN7Y+nS5TVMBcwlHR1Xx9GjR8tfAzAzKSkBAAAAAABQFcXiROTz
9007l89vidbWxZFO19cgFTDXpNP1sWbN2qRjADANz70BAAAAAAAAAABVpaQEAAAAAABAVaTT9ZHL
3TjtXC630S1KAABznJISAAAAAAAAVdPWtjxaWhZPed7auiTa2pbVMBEAAElQUgIAAAAAAKBqUqlU
dHVtjlQqVXFWV1cXudymE54BADC3KCkBAAAAAABQVU1NzdHevrJiv719ZTQ1NSeQCACAWlNSAgAA
AAAAoOo6OzdEY+OC8rqxcUFks+sTTAQAQC0pKQEAAAAAAFB1mczCyGbXldfZ7PrIZBYmmAgAgFpK
Jx0AAAAAAACA+aGj4+o4evRo+WsAAOYPNykBAAAAAACQgFLSAQAAqCE3KQEAAAAAAFATfX07o6fn
wYiIaGg4N1atWp1wIgAAasVNSgAAAAAAAFTd6OhIFAoPldeFQneMjo4kmAgAgFpSUgIAAAAAAKDq
tm/fFuPjY+X1+PhYFArdCSZiJisWJ6K3tyd6e3uiWJxIOg4AcAZ47g0AAAAAAICqGho6EP39uyr2
+/t3RXv71dHU1JxAKmYyTwMCwNzjJiUAAAAAAACqplQqRT5/b5RKpYqzycnJKc+YvzwNCABzk5IS
AAAAAAAAVTMwsCcGB/dNeb5//zMxMLC3homY6TwNCABzk5ISAAAAAAAAVVEsTkQ+f9+0c/n8ligW
J2qQiJnutZ4GHB4eSiARAHCmKCkBAAAAAAAAifM0IADMbUpKAAAAAAAAVEU6XR+53I3TzuVyGyOd
rq9BImYyTwMCwNympAQAAAAAAEDVtLUtj5aWxVOet7Yuiba2ZTVMxEzkaUAAmPuUlAAAAAAAAKia
VCoVXV2bI5VKVZzV1dVFLrfphGcAAMwtSkoAAAAAAABUVVNTc7S3r6zYb29fGU1NzQkkYqbxNCAA
zH1KSgAAAAAAAFRdZ+eGaGxcUF43Ni6IbHZ9gomYaTwNCABzm5ISAAAAAAAAVZfJLIxsdl15nc2u
j0xmYYKJmGk8DQgAc1s66QAAAAAAAADMDx0dV8fRo0fLX8NvOvY0YF/fzuP2PQ0IALNfqlQqlZIO
wasOHRpNOgIAAAAAAAAkanR0JD772T+N8fGxiHj1acA77viym7cAYIZYtChzSp/z3BsAAAAAAAAw
Y3gaEADmJs+9AQAAAAAAADOKpwEBYO7x3NsM4rk3AAAAAAAAAABmslN97s1NSgAAAAAAANREsTgR
O3Z8PSIirrnm+kin6xNOBABArSgpAQAAAAAAUBN9fTujp+fBiIhoaDg3Vq1anXAiAABqpS7pAAAA
AAAAAMx9o6MjUSg8VF4XCt0xOjqSYCIAAGpJSQkAAAAAAICq2759W4yPj5XX4+NjUSh0J5gIAIBa
UlICAAAAAACgqoaGDkR//66K/f7+XTE8PJRAIgAAak1JCQAAAAAAgKoplUqRz98bpVKp4mxycnLK
MwAA5hYlJQAAAAAAAKpmYGBPDA7um/J8//5nYmBgbw0TAQCQBCUlAAAAAAAAqqJYnIh8/r5p5/L5
LVEsTtQgEQAASVFSAgAAAAAAAAAAqkpJCQAAAAAAgKpIp+sjl7tx2rlcbmOk0/U1SAQAQFKUlAAA
AAAAAKiatrbl0dKyeMrz1tYl0da2rIaJAABIgpISAAAAAAAAVZNKpaKra3OkUqmKs7q6usjlNp3w
DACAuUVJCQAAAAAAgKpqamqO9vaVFfvt7Sujqak5gUQAANSakhIAAAAAAABV19m5IRobF5TXjY0L
Iptdn2AiAABqSUkJAAAAAACAqstkFkY2u668zmbXRyazMMFEAADUUjrpAAAAAAAAAMwPHR1Xx9Gj
R8tfAwAwf6RKpVIp6RC86tCh0aQjAAAAAAAAAADAlBYtypzS5zz3BgAAAAAAAAAAVJWSEgAAAAAA
AAAAUFVKSgAAAAAAAAAAQFUpKQEAAAAAAAAAAFWlpAQAAAAAAAAAAFSVkhIAAAAAAAAAAFBVSkoA
AAAAAAAAAEBVpZMOAAAAAAAAzF7F4kTs2PH1iIi45prrI52uTzgRAAAwEykpAQAAAAAAp6yvb2f0
9DwYERENDefGqlWrE04EAADMRJ57AwAAAAAATsno6EgUCg+V14VCd4yOjiSYCAAAmKmUlAAAAAAA
gFOyffu2GB8fK6/Hx8eiUOhOMBEAADBTKSkBAAAAAACv29DQgejv31Wx39+/K4aHhxJIBAAAzGRK
SgAAAAAAwOtSKpUin783SqVSxdnk5OSUZwAAwPylpAQAAAAAALwuAwN7YnBw35Tn+/c/EwMDe2uY
CAAAmOmUlAAAAAAAgJNWLE5EPn/ftHP5/JYoFidqkAgAAJgNlJQAAAAAAAAAAICqUlICAAAAAABO
WjpdH7ncjdPO5XIbI52ur0EiAABgNlBSAgAAAAAAXpe2tuXR0rJ4yvPW1iXR1rashokAAICZTkkJ
AAAAAAB4XVKpVHR1bY5UKlVxVldXF7ncphOeAQAA85eSEgAAAAAA8Lo1NTVHe/vKiv329pXR1NSc
QCIAAGAmU1ICAAAAAABOSWfnhmhsXFBeNzYuiGx2fYKJAACAmUpJCQAAAAAAOCWZzMLIZteV19ns
+shkFiaYCAAAmKnSSQcAAAAAAABmr46Oq+Po0aPlrwEAAE4kVSqVSkmH4FWHDo0mHQEAAAAAAAAA
AKa0aFHmlD7nuTcAAAAAAAAAAKCqlJQAAAAAAAAAAICqUlICAAAAAAAAAACqSkkJAAAAAAAAAACo
KiUlAAAAAAAAAACgqtJJBwAAAAAAYOYpFidix46vR0TENddcH+l0fcKJAAAAmM2UlAAAAAAAqNDX
tzN6eh6MiIiGhnNj1arVCScCAABgNvPcGwAAAAAAxxkdHYlC4aHyulDojtHRkQQTAQAAMNspKQEA
AAAAcJzt27fF+PhYeT0+PhaFQneCiQAAAJjtlJQAAAAAACgbGjoQ/f27Kvb7+3fF8PBQAokAAACY
C5SUAAAAAACIiIhSqRT5/L1RKpUqziYnJ6c8AwAAgOkoKQEAAAAAEBERAwN7YnBw35Tn+/c/EwMD
e2uYCAAAgLlCSQkAAAAAgCgWJyKfv2/auXx+SxSLEzVIBAAAwFyipAQAAAAAAAAAAFSVkhIAAAAA
AJFO10cud+O0c7ncxkin62uQCAAAgLlESQkAAAAAgIiIaGtbHi0ti6c8b21dEm1ty2qYCAAAgLlC
SQkAAAAAgIiISKVS0dW1OVKpVMVZXV1d5HKbTngGAAAA01FSAgAAAACgrKmpOdrbV1bst7evjKam
5gQSAQAAMBcoKQEAAAAAcJzOzg3R2LigvG5sXBDZ7PoEEwEAADDbKSkBAAAAAHCcTGZhZLPryuts
dn1kMgsTTAQAAMBsl046AAAAAAAAM09Hx9Vx9OjR8tcAAABwOlKlUqmUdAhedejQaNIRAAAAAJjD
isWJ2LHj6xERcc0110c6XZ9wIgAAAGC2WbQoc0qfc5MSAAAAAMwTfX07o6fnwYiIaGg4N1atWp1w
IgAAAGC+qEs6AAAAAABQfaOjI1EoPFReFwrdMTo6kmAiAAAAYD5RUgIAAACAeWD79m0xPj5WXo+P
j0Wh0J1gIgAAAGA+UVICAAAAgDluaOhA9Pfvqtjv798Vw8NDCSQCAIAzp1iciN7enujt7YlicSLp
OABMQUkJAAAAAOawUqkU+fy9USqVKs4mJyenPAMAgNmir29n9PQ8GD09D0ZfX2U5H4CZQUkJAAAA
AOawgYE9MTi4b8rz/fufiYGBvTVMBAAAZ87o6EgUCg+V14VCd4yOjiSYCICpKCkBAAAAwBxVLE5E
Pn/ftHP5/BbPYgAAMCtt374txsfHyuvx8bEoFLoTTATAVJSUAAAAAAAAAJh1hoYORH9/5fNu/f27
Ynh4KIFEALwWJSUAAAAAmKPS6frI5W6cdi6X2xjpdH0NEgEAwJlRKpUin783SqVSxdnk5OSUZwAk
R0kJAAAAAOawtrbl0dKyeMrz1tYl0da2rIaJAADg9A0M7InBwX1Tnu/f/0wMDOytYSIApqOkBAAA
AABzWCqVio6OVVOed3RcHalUqoaJAADg9BSLE5HP3zftXD6/JYrFiRokAuBkKCkBAAAAwBxWKpWi
r+/fpjzv69vpGQwAAACg6pSUAAAAAGAO8wwGAABzTTpdH7ncjdPO5XIbI52ur0EiAE6GkhIAAAAA
zFGewQAAYK5qa1seLS2LpzxvbV0SbW3LapgIgOkoKQEAAAAAAAAwq6RSqejq2hypVKrirK6uLnK5
TSc8AyA5SkoAAAAAMEd5BgMAgLmsqak52ttXVuy3t6+MpqbmBBIB8FqUlAAAAABgDvMMBgAAc1ln
54ZobFxQXjc2Lohsdn2CiQCYipISAAAAAMxhnsEAAGAuy2QWRja7rrzOZtdHJrMwwUQATCWddAAA
AAAAoLqOPYPR17fzuH3PYAAAMBd0dFwdR48eLX8NwMyUKpVKpaRD8KpDh0aTjgAAAADAHDU6OhKf
/eyfxvj4WES8+gzGHXd82W+ZAwAAAK/LokWZU/qc594AAAAAYB7wDAYAAACQJM+9AQAAAMA84RkM
AAAAICmee5tBPPcGAAAAAAAAAMBMdqrPvblJCQAAAAAAAIBZq1iciB07vh4REddcc32k0/UJJwLg
RJSUAAAAAAAAAJi1+vp2Rk/PgxER0dBwbqxatTrhRACcSF3SAQAAAAAAAADgVIyOjkSh8FB5XSh0
x+joSIKJAJiKkhIAAAAAAAAAs9L27dtifHysvB4fH4tCoTvBRABMRUkJAAAAAAAAgFlnaOhA9Pfv
qtjv798Vw8NDCSQC4LUoKQEAAAAAAAAwq5RKpcjn741SqVRxNjk5OeUZAMlRUgIAAAAAAABgVhkY
2BODg/umPN+//5kYGNhbw0QATEdJCQAAAAAAAIBZo1iciHz+vmnn8vktUSxO1CARACcjnXQAAAAA
AE5PsTgRO3Z8PSIirrnm+kin6xNOBAAAAADHc5MSAAAAwCzX17czenoejJ6eB6Ovb1fScQAAAKoq
na6PXO7GaedyuY1+iQM4ZcXiRPT29kRvb49b2c4QJSUAAACAWWx0dCQKhYfK60KhO0ZHRxJMBAAA
UH1tbcujpWXxlOetrUuirW1ZDRMBc41fCjvzlJQAAAAAZrHt27fF+PhYeT0+PhaFQneCiQAAAKov
lUpFV9fmSKVSFWd1dXWRy2064RnAyfBLYdWhpAQAAAAwSw0NHYj+/srf5Ovv3xXDw0MJJAIAAKid
pqbmaG9fWbHf3r4ympqaE0gEzBV+Kaw6lJQAAAAAZqFSqRT5/L1RKpUqziYnJ6c8AwAAmEs6OzdE
Y+OC8rqxcUFks+sTTATMdn4prHqUlAAAAABmoYGBPTE4uG/K8/37n4mBgb01TAQAAFB7mczCyGbX
ldfZ7PrIZBYmmAiYzfxSWHWlkw4AAAAAwOtTLE5EPn/ftHP5/JZobV0c6XR9DVIBAAAko6Pj6jh6
9Gj5a5hKsTgRO3Z8PSIirrnmev97mQon+0thS5cur2GquUNJCQAAAAAAAIBZK52ujzVr1iYdg1mg
r29n9PQ8GBERDQ3nxqpVqxNOxEzil8Kqz3NvAAAAALNMOl0fudyN087lchv9H2YAAAAQEaOjI1Eo
PFReFwrdMTo6kmAimH+UlAAAAABmoba25dHSsnjK89bWJdHWtqyGiQAAAGDm2r59W4yPj5XX4+Nj
USh0J5iImcYvhVWfkhIAAADALJRKpaKra3OkUqmKs7q6usjlNp3wDAAAAOaboaED0d+/q2K/v39X
DA8PJZCImcovhVWXkhIAAADALNXU1Bzt7Ssr9tvbV0ZTU3MCiQAAAGBmKZVKkc/fG6VSqeJscnJy
yjPmJ78UVl1KSgAAAACzWGfnhmhsXFBeNzYuiGx2fYKJAAAAYOYYGNgTg4P7pjzfv/+ZGBjYW8NE
zHR+Kax6zkhJ6dChQ3HbbbfFH/7hH0ZLS0tcccUV8bnPfS6GhiqvRevt7Y01a9ZEW1tb/MEf/EH8
/d//fYyNjZ3gu0Y89thjsWHDhli6dGm8//3vj7/6q7+K559//oSzTz/9dGzatCne+973xuWXXx5/
9md/dsK/f0TEs88+Gx//+Mfj/e9/fyxfvjxuvvnm+P73v3/C2f/6r/+Kz3/+8/H7v//7sXTp0vjI
Rz4STzzxxAlnDx8+HH/zN38TH/zgB2PJkiWRzWbjm9/85glnAQAAAM6ETGZhZLPryutsdn1kMgsT
TAQAAAAzQ7E4Efn8fdPO5fNbolicqEEiZgu/FFYdp11SOnToUKxbty62bdsWl156aXz0ox+N1tbW
2LFjR6xduzaee+658uw//dM/xRe+8IWYnJyMrq6uePe73x333ntv3HzzzfHyyy8f93137NgRt9xy
Szz//PPx4Q9/OH7v934v/vVf/zVuuOGGGBkZOW72qaeeio9+9KPxk5/8JP7oj/4o2tvb49FHH421
a9fG8PDwcbM//elP48Mf/nA8+eSTcfXVV8d1110XAwMD8eEPfzj27Tu+PfnrX/86PvKRj8S3vvWt
uPLKK2PdunXxn//5n3HTTTdFf3//cbPj4+Nx0003xdatW2PJkiWRy+ViZGQkPv3pT8cDDzxwuj9m
AAAAgCl1dFwda9feEGvX3hAdHVcnHQcAAABgVvNLYdWRKp3m44q33XZbbNu2Lf7iL/4iNm/eXN5/
+OGH4/Of/3xcddVVcffdd8cvfvGLWLFiRbS2tsb9998f9fX1ERHxj//4j/GVr3wlbr311ujq6oqI
iLGxsfjgBz8YmUwment747zzzouIiJ6envjrv/7ruOmmm+ILX/hCRLz6fuSHPvSheP755+ORRx6J
3/qt34qIiN27d8fmzZtj5cqV8aUvfamc66abboonn3wyenp64nd+53ciIuLHP/5xrF+/Pi699NLY
vn17efbWW2+N7u7uuPvuu+Oqq66KiIiDBw9GZ2dn1NXVRV9fX5x99tkREXH33XfHP/zDP8Rtt90W
uVwuIiKOHDkSN9xwQwwPD0d/f3+8+c1vfs2f5aFDo6f4bwEAAAAAAAAA+E1PP/29uOOO/+81Zz77
2b+MpUuX1ygRs0WxOBE7dnw9IiKuuWZNpNPphBPNHIsWZU7pc6d9k1JfX1+86U1vio0bNx63f911
18XFF18c3/nOd2JycjK2bdsWxWIxbrnllnJBKSLiYx/7WJx33nnx0EMPlfe+8Y1vxOHDh2PTpk3l
glJExNq1a+Ptb397FAqFeOWVVyIi4oknnoif/exnsXbt2nJBKSLi/e9/f1xxxRXR19cXL7zwQkRE
PPfcc/H4449He3t7uaAUEfGud70rrrvuuhgcHIwf/vCHEfFqUaq3tzcuu+yyckEpIuItb3lLfPSj
H42DBw/Gv//7v5f3t27dGhdccEHccMMN5b3zzjsvPvaxj8WLL74YjzzyyKn9gAEAAAAAAACAU9LW
tjxaWhZPed7auiTa2pbVMBGzRTpdH2vWrI01a9YqKJ0hp1VSeuWVV+KWW26JT37yk1FXV/mtzj77
7JiYmIiJiYl46qmnIiLive9973Ez55xzTrS1tcWPfvSjGB199SahY7Pve9/7Kr7n5ZdfHocPH46f
/OQn086+733vi1deeSX27NlzUrMREd/97ncjImLfvn3x8ssvn9TsgQMH4uDBg7F8+fI466yzTjh7
7O8NAAAAAAAAANRGKpWKrq7NkUqlKs7q6uoil9t0wjPgzDutktJZZ50VGzduLD9v9r/99Kc/jf/4
j/+Iiy++OM4555w4cOBAXHDBBcfdjHTMb//2b0dExM9+9rOIiBgaGoqIiObm5orZpqamk5499n2f
e+651z174MCBiIi4+OKLT2t20aJFcc4555RnAQAAAAAAAIDaaWpqjvb2lRX77e0ro6mpsj8AVEdV
7qOanJyMv/3bv43JyclYv359REQcPny4XDD6TZnMq2/VHTlyJCIiXnjhhTj77LOjoaGhYvZYyenY
7OHDhyMiYuHChVPOHruh6bVmj2U407PHchybfS1veEPjtDMAAAAAAAAAwOuzefOm2L37OzE2NhYR
EQsWLIhNmzbG+ef7c3qoldO6SelESqVS3HbbbbF79+5oaWmJjRs3RkREsViMs88++4SfObb/0ksv
ve7ZiYmJ4/ZPNPvyyy9XZfZ/551q9tj+sVkAAAAAAAAAoLbOP//8+MhH/t8rUR/5SC7OP//8BBPB
/HNGb1IqFotx6623RqFQiObm5vjKV75SLu40NDSUiz+/6Vgx6Nxzzz2l2Yg44Xy1ZxsbX21UnnPO
Ocftn2j+2OxrOXx4fNoZAAAAAAAAAOD1u+KKq+KFF0b+79cf9Gf0cIoWLcqc0ufOWEnpxRdfjD//
8z+Pb3/723HJJZfEv/zLv8Rb3vKW8vnChQunfPLs2P6xZ9QWLlwYL730Urz88ssVtxMde+btf88e
+x4XXHDBSc9Ol+FYY/K1Zo89J3ds9tjf7zcdOXIk3vzmN5/wDAAAAAAAAACovnS6PtasWZt0DJi3
zshzb//zP/8TGzdujG9/+9vxu7/7u7F169a46KKLjpu55JJL4vnnn4+jR49WfP7nP/951NXVxdve
9rbybETE8PBwxeyxvbe//e2ve/bYX8/0932t2V/96lfx0ksvlWcBAAAAAAAAAGC+Oe2S0ksvvRS3
3HJLPPPMM3H55ZfH/ffff8Jbg5YvXx6Tk5Pxve99r+LzAwMD8c53vrN8M9Hy5csjIuKpp56q+D5P
PvlkZDKZuPTSS6ed/e53vxt1dXWxePHik5qNiGhra4uIiMsuuywaGhpec3bp0qUREXHRRRfFRRdd
FHv27InJycnXnAUAAAAAAAAAgPnmtEtKd955Zzz99NOxdOnS+OpXv1ouGv2ma6+9Ns4666y46667
4uWXXy7v33333XHkyJHYsGFDea+joyMWLFgQ99xzTxw+fLi839PTE88991ysW7cu6upejX755ZfH
RRddFNu2bTvuJqPdu3fH448/HitWrIg3velNERHR3Nwcy5Yti507d8b+/fvLsz/+8Y/j4YcfjpaW
lrjssssiIqKxsTFWrFgRTz/9dPT395dnDx48GPfff39ceOGF8YEPfKC8f91118Uvf/nLeOCBB8p7
R44cibvvvjsaGhri+uuvf10/VwAAAAAAAAAAmCtSpVKpdKofPnToUFx11VUxMTERnZ2d8da3vvWE
c3/8x38c55xzTtx+++3x1a9+NS699NK46qqr4tlnn43HHnssli1bFlu2bImzzz67/Jmvfe1r8cUv
fjHe+ta3xoc+9KE4ePBgfOtb34qLL744tm3bFm94wxvKs4899lh8/OMfj0wmE9dee22Mj4/HI488
Euedd150d3dHc3NzeXZwcDC6uroilUqVi1MPP/xwFIvFuP/++8u3LkVE/OIXv4jOzs4YGRmJ1atX
xxvf+Mb4xje+Ec8//3x8+ctfjo6OjvLskSNHorOzM5577rlYuXJlNDc3x65du2JoaChuvfXW6Orq
Oomf5+jr+vkDAAAAAAAAAEAtLVqUOaXPnVZJqa+vLz7xiU9MO/fUU0/FwoULo1QqxdatW2Pr1q1x
4MCBWLRoUaxYsSI++clPRiZT+Q/wzW9+M+6555549tln4/zzz48rr7wyPv3pT8eFF15YMfvEE0/E
XXfdFT/4wQ+isbEx3vOe98RnPvOZuOSSSypmv//978edd94Ze/fujfr6+mhtbY1PfepT0draWjF7
4MCBuP3222P37t3xyiuvxLvf/e74xCc+EVdccUXF7K9//eu4884749FHH40XX3wx3vGOd8TNN98c
q1evnvZnFKGkBAAAAAAAAADAzJZISYkzS0kJAACAY4rFidix4+sREXHNNddHOl2fcCIAAAAAgFMv
KaXPcA4AAADgDOjr2xk9PQ9GRERDw7mxatXJ3dILAAAAADAT1SUdAAAAADje6OhIFAoPldeFQneM
jo4kmAgAAAAA4PQoKQEAAMAMs337thgfHyuvx8fHolDoTjARAAAAAMDpUVICAACAGWRo6ED09++q
2O/v3xXDw0MJJAIAAAAAOH1KSgAAADBDlEqlyOfvjVKpVHE2OTk55RkAAAAAwEynpAQAAAAzxMDA
nhgc3Dfl+f79z8TAwN4aJgIAAAAAODOUlAAAAGAGKBYnIp+/b9q5fH5LFIsTNUgEAAAAAHDmKCkB
AAAAAAAAAABVpaQEAAAAM0A6XR+53I3TzuVyGyOdrq9BIgAAAACAM0dJCQAAAGaItrbl0dKyeMrz
1tYl0da2rIaJAAAAAADODCUlAAAAmCFSqVR0dW2OVCpVcVZXVxe53KYTngEAAMw1xeJE9Pb2RG9v
TxSLE0nHAQDOgHTSAQAAAID/p6mpOdrbV0Zf387j9tvbV0ZTU3NCqQAAAGqrr29n9PQ8GBERDQ3n
xqpVqxNOBACcLjcpAQAAwAzT2bkhGhsXlNeNjQsim12fYCIAAIDaGR0diULhofK6UOiO0dGRBBMB
AGeCkhIAAADMMJnMwshm15XX2ez6yGQWJpgIAACgdv5/9u4/OO67vhP/a8UqceSs0rkhdy1ZtaUl
tL3YsWyXFKYNJJWQ0xaIulr/SFZJnIQCZb5wc9Neb8pMp9DODd+5KdOB3lxzQKhjsmA7q0W0HJw9
UuANv+4AACAASURBVKH023b44USOnSmQdOAsU45yTBNtJJxo0X7/MN5gVmv9iLSfXenx+Ae/P++3
k+cwmuzq/X59Xu+xsaMxNzdbH8/NzUa5fCzBRADAWnDdGwAAALShwcE9cf78+fqfAQAANoPp6bMx
OXmi4fnk5IkYGNjjGmwA6GA6KQEAAEAbSqe7Y3g4H8PD+UinvWMEAABsfLVaLYrFQ1Gr1RrmFhYW
ms4BAJ1BkRIAAAAAAACQuKmpk3HmzONN50+fPhVTU4+2MBEAsJYUKQEAAAAAAACJqlbno1g8vOS6
YvGhqFbnW5AIAFhripQAAAAAAAAAAIB1pUgJAAAAAAAASFQ63R2Fwt1LrisU7ol0ursFiQCAtaZI
CQAAAAAAAEhcf//u2Lbtxqbz27fviP7+XS1MBACsJUVKAAAAAAAAQOJSqVSMjt4bqVSqYa6rqysK
hYOLzgEAnUGREgAAAAAAANAWstm+GBgYang+MDAU2WxfAokAgLWiSAkAAAAAAABoGyMj+6OnZ2t9
3NOzNXK5fQkmAgDWgiIlAAAAAAAAoG1kMr2Ry+2tj3O5fZHJ9CaYCABYC+mkAwAAAAAAAAD8sMHB
PXH+/Pn6nwGAzpeq1Wq1pENwwXe+U0k6AgAAsM6q1fn41Kc+GRERb3jD7ZFOdyecCAAAAAAAlu/a
azOr+ns6KQEAALTQxMTxKJWORETEli1XxW23/UbCiQAAAAAAYP11JR0AAABgs6hUZqJcfqQ+LpeP
RaUyk2AiAAAAAABoDUVKAAAALTI2djTm5mbr47m52SiXjyWYCAAAAAAAWkOREgAAQAtMT5+NyckT
Dc8nJ0/EuXPTCSQCAAAAAIDWUaQEAACwzmq1WhSLh6JWqzXMLSwsNJ0DAAAAAICNQpESAADAOpua
OhlnzjzedP706VMxNfVoCxMBAAAAAEBrKVICAABYR9XqfBSLh5dcVyw+FNXqfAsSAQAAAABA6ylS
AgAAAAAAAAAA1pUiJQAAgHWUTndHoXD3kusKhXsine5uQSIAAAAAAGg9RUoAAADrrL9/d2zbdmPT
+e3bd0R//64WJgIAAAAAgNZSpAQAALDOUqlUjI7eG6lUqmGuq6srCoWDi84BAAAAAMBGoUgJAACg
BbLZvhgYGGp4PjAwFNlsXwKJAAAAAACgdRQpAQAAtMjIyP7o6dlaH/f0bI1cbl+CiQAAAAAAoDUU
KQEAALRIJtMbudze+jiX2xeZTG+CiQAAAAAAoDXSSQcAAADYTAYH98T58+frfwYAAAAAgM0gVavV
akmH4ILvfKeSdAQAAAAAAAAAAGjq2mszq/p7rnsDAAAAAAAAAADWleveAAAAAAAAgLZSrc7Hpz71
yYiIeMMbbo90ujvhRADAi6VICQAAAAAAAGgrExPHo1Q6EhERW7ZcFbfd9hsJJwIAXizXvQEAAAAA
AABto1KZiXL5kfq4XD4WlcpMgokAgLWgSAkAAAAAAABoG2NjR2NubrY+npubjXL5WIKJAIC1oEgJ
AAAAAAAAaAvT02djcvJEw/PJyRNx7tx0AokAgLWiSAkAAAAAAABIXK1Wi2LxUNRqtYa5hYWFpnMA
QGdQpAQAAAAAAAAkbmrqZJw583jT+dOnT8XU1KMtTAQArCVFSgAAAAAAALREtTof4+OlGB8vRbU6
n3Qc2ki1Oh/F4uEl1xWLD/nZAYAOlU46AAAAAAAAAJvDxMTxKJWORETEli1XxW23/UbCiQAAaBWd
lAAAAAAAAFh3lcpMlMuP1Mfl8rGoVGYSTEQ7Sae7o1C4e8l1hcI9kU53tyARnUSXNoDOoEgJAAAA
AACAdTc2djTm5mbr47m52SiXjyWYiHbT3787tm27sen89u07or9/VwsT0SkudmkrlY7ExMSJpOMA
0IQiJQAAAAAAANbV9PTZmJxsLByYnDwR585NJ5CIdpRKpWJ09N5IpVINc11dXVEoHFx0js1NlzaA
zqFICQAAAAAAgHVTq9WiWDwUtVqtYW5hYaHpHJtTNtsXAwNDDc8HBoYim+1LIBHtTpc2gM6hSAkA
AAAAAIB1MzV1Ms6cebzp/OnTp2Jq6tEWJqLdjYzsj56erfVxT8/WyOX2JZiIdqVLG0BnUaQEAAAA
AADAuqhW56NYPLzkumLxoahW51uQiE6QyfRGLre3Ps7l9kUm05tgItqRLm0AnSeddAAAAAAAAACA
HzY4uCfOnz9f/zP8qOV2adu5c3cLUwFwOTopAQAAAAAAsC7S6e4oFO5ecl2hcE+k090tSESnSKe7
Y3g4H8PD+Uin9V3gUrq0AXQmRUoAAAAAAACsm/7+3fGKV7yy6fz11/9c9PfvamEiAACSoEgJAAAA
AAAAgI6hSxtAZ1KkBAAAAAAAwLqZmjoZTz31tabzTz751ZiaerSFiYCNoL9/d2zbdmPT+e3bd+jS
BtBmFCkBAAAAAACwLqrV+SgWDy+5rlh8KKrV+RYkAjaKVCoVo6P3RiqVapjr6uqKQuHgonMAJEeR
EgAAvEjV6nyMj5difLxkQxUAAAAAWiSb7YuBgaGG5wMDQ5HN9iWQCIDLUaQEAAAv0sTE8SiVjkSp
dCQmJk4kHQcAAADaRjrdHYXC3UuuKxTuiXS6uwWJgI1mZGR/9PRsrY97erZGLrcvwUQANKNICQAA
XoRKZSbK5Ufq43L5WFQqMwkmAgAAgPbS3787tm27sen89u07or9/VwsTARtJJtMbudze+jiX2xeZ
TG+CiQBoRpESAAC8CGNjR2NubrY+npubjXL5WIKJAAAAoL2kUqkYHb03UqlUw1xXV1cUCgcXnQNY
rsHBPZHPH4h8/kAMDu5JOg4ATShSAgCAVZqePhuTk43Xu01Onohz56YTSAQAAADtKZvti4GBoYbn
AwNDkc32JZAI2EjS6e4YHs7H8HA+0ul00nEAaEKREgAArEKtVoti8VDUarWGuYWFhaZzAAAAsFmN
jOyPnp6t9XFPz9bI5fYlmAiAzaZanY/x8VKMj5eiWp1POg5sOoqUAABgFaamTsaZM483nT99+lRM
TT3awkQAAADQ3jKZ3sjl9tbHudy+yGR6E0wEwGYzMXE8SqUjUSodiYmJxi75wPrS6w4AAFaoWp2P
YvHwkuuKxYdi+/YbI53ubkEqAAAAaH+Dg3vi/Pnz9T8DQKtUKjNRLj9SH5fLx+KXf/lmBbPQQjop
AQAAQBvSfhwAgI0one6O4eF8DA/nI532Lj0ArTM2djTm5mbr47m52SiXjyWYCDYfRUoAALBC6XR3
FAp3L7muULhHFyVg1bQfBwAAAFgb09NnY3KycX9lcvJEnDs3nUAi2JwUKQEAwCr09++ObdtubDq/
ffuO6O/f1cJEwEayWPvxSmUmwUQAAAAAnalWq0WxeChqtVrD3MLCQtM5YO0pUgIAgFVIpVIxOnpv
pFKphrmurq4oFA4uOgewHNqPAwAAAKyNqamTcebM403nT58+FVNTj7YwEWxeipQA2FSq1fkYHy/F
+HgpqtX5pOMAHS6b7YuBgaGG5wMDQ5HN9iWQCNgItB8HAAAAWBvV6nwUi4eXXFcsPuTcCFpAkRKw
ISg8YbkmJo5HqXQkSqUjMTHRePgHsFIjI/ujp2drfdzTszVyuX0JJgI6mfbjAAAAAMBGpUgJ2BAU
nrAclcpMlMuP1Mfl8rGoVGYSTARsBJlMb+Rye+vjXG5fZDK9CSYCOpn24wAAAABrJ53ujkLh7iXX
FQr3RDrd3YJEsLkpUgI6nsITlmts7GjMzc3Wx3Nzs1EuH0swEbBRDA7uiXz+QOTzB2JwcE/ScYAO
pf04AAAAwNrr798d27bd2HR++/Yd0d+/q4WJYPNSpAR0PIUnLMf09NmYnGzssjU5eSLOnZtOIBGw
kaTT3TE8nI/h4Xyk0+mk4wAAAAAA8AOpVCpGR++NVCrVMNfV1RWFwsFF54C1p0gJ6GgKT1iOWq0W
xeKhqNVqDXMLCwtN5wAAWkn7cQAAAID1kc32xcDAUMPzgYGhyGb7EkgEm5MiJaBjKTxhuaamTsaZ
M483nT99+lRMTT3awkQAAIvTfhwAAABgfYyM7I+enq31cU/P1sjl9iWYCDYfRUpAx1J4wnJUq/NR
LB5ecl2x+FBUq/MtSAQA0Jz24wAAAADrI5PpjVxub32cy+2LTKY3wUSw+aSTDgCwGispPNm+/UbX
YQAA0DEuth+fmDh+yXPtxwEAAABenMHBPXH+/Pn6n4HW0kkJgA0tne6OQuHuJdcVCvcoZgMA2ob2
4wAAAABrL53ujuHhfAwP5yOd1tMFWk2REtCRFJ6wEv39u2Pbthubzm/fviP6+3e1MBEAwOVpPw4A
AAAAbDSKlICOpfCE5UqlUjE6em+kUqmGua6urigUDi46BwCQpMHBPZHPH4h8/oD24wAAAABAx1Ok
BHQshSesRDbbFwMDQw3PBwaGIpvtSyARAMDlaT8OAAAAAGwkipSAjqbwhJUYGdkfPT1b6+Oenq2R
y+1LMBEAAAAAAADA5qBICeh4Ck9YrkymN3K5vfVxLrcvMpneBBMBAAAAAAAA7ahanY/x8VKMj5ei
Wp1POs6GoF880PEuFp48/PChiFB4wuUNDu6J8+fP1/8MAAAAAAAA8KMmJo5HqXQkIiK2bLkqbrvt
NxJO1PlStVqtlnQILvjOdypJR4COVa3Ox6c+9cmIiHjDG4YjnVaDCQAAAAAAAMDKVSoz8Tu/846Y
m5uNiAu3+bzvfX+mWcYPXHttZlV/z3VvwIaQTnfH8HA+hofzCpQAAAAAAAAAWLWxsaP1AqWIiLm5
2SiXjyWYaGNQpAQAAAAAAAAAABExPX02JidPNDyfnDwR585NJ5Bo41CkBAAAAAAAAADApler1aJY
PBS1Wq1hbmFhoekcy6NICQAAAAAAAACATW9q6mScOfN40/nTp0/F1NSjLUy0sShSAgAAAAAAAABg
U6tW56NYPLzkumLxoahW51uQaONRpAQAAAAAAAAAAKwrRUoAAAAAAAAAAGxq6XR3FAp3L7muULgn
0unuFiTaeBQpAQAAAAAAAACw6fX3745t225sOr99+47o79/VwkQbiyIlAAAAAAAAAAA2vVQqFaOj
90YqlWqY6+rqikLh4KJzLI8iJQAAAAAAAAAAiIhsti8GBoYang8MDEU225dAoo1DkRIAAAAAAAAA
APzAyMj+6OnZWh/39GyNXG5fgok2BkVKAABNVKvzMT5eivHxUlSr80nHAQAAAAAAoAUymd7I5fbW
x7ncvshkehNMtDGkkw4AANCuJiaOR6l0JCIitmy5Km677TcSTgQAAAAAAEArDA7uifPnz9f/zIuX
qtVqtaRDcMF3vlNJOgIA8AOVykz8zu+8I+bmZiPiQhvP973vz1TJAwAAAAAAsKlde21mVX/PdW8A
AIsYGztaL1CKiJibm41y+ViCiQAAAKA9uS4dAABYDte9AQD8iOnpszE5eaLh+eTkiRgY2BPZbF8C
qQAAAKA9uS4dAABYDp2UAAB+SK1Wi2LxUCx2I+7CwkLTOQAAANiMKpWZKJcfqY/L5WNRqcwkmAgA
AGhXipQAAH7I1NTJOHPm8abzp0+fiqmpR1uYCAAAANqX69IBAIDlUqQEAPAD1ep8FIuHl1xXLD4U
1ep8CxIBAABA+7rcdennzk0nkAgAAGhnipQAAAAAAIAVcV06AACwUoqUAAB+IJ3ujkLh7iXXFQr3
RDrd3YJEAAAA0J5clw4AAKyUIiUAgB/S3787tm27sen89u07or9/VwsTAQAAQHtxXToAALAaipQA
AH5IKpWK0dF7I5VKNcx1dXVFoXBw0TkAAAAAAACgOUVKAAA/Ipvti4GBoYbnAwNDkc32JZAIAAAA
2ofr0gEAgNVQpAQAsIiRkf3R07O1Pu7p2Rq53L4EEwEAAED7cF06AACwUoqUAAAWkcn0Ri63tz7O
5fZFJtObYCIAAABoH65LBwAAViqddAAAgHY1OLgnzp8/X/8zAAAA8IKL16VPTBy/5Lnr0gEAgMWk
arVaLekQXPCd71SSjgAAAAAAAMtWqczEO9/5tpiffz4iIrq7r4gPfOAB3YgBAGADu/bazKr+nuve
AAAAAAAAAACAdaVICQAAAAAAWJWxsaP1LkoREfPzz0e5fCzBRAAAQLtSpAQAAAAAQINqdT7Gx0sx
Pl6KanU+6Ti0oenpszE5eaLh+eTkiTh3bjqBRAAAQDtTpAQAAABtyMEwAEmbmDgepdKRKJWOxMRE
YyEKm1utVoti8VDUarWGuYWFhaZzAADA5qVICYBNxWEfANApHAwDkKRKZSbK5Ufq43L5WFQqMwkm
ot1MTZ2MM2cebzp/+vSpmJp6tIWJAACAdqdICYBNxWEfANAJHAwDkLSxsaMxNzdbH8/NzUa5fCzB
RLSTanU+isXDS64rFh/ykhgAAFCnSAmATcNhHwDQKRwMA5Ck6emzMTnZ+GLP5OSJOHduOoFEAAAA
bASKlADYNBz2AQCdwMEwAEmq1WpRLB6KWq3WMLewsNB0js0lne6OQuHuJdcVCvdEOt3dgkQAAEAn
UKQEwKbgsA8A6AQOhgFI2tTUyThz5vGm86dPn4qpqUdbmIh21d+/O7Ztu7Hp/PbtO6K/f1cLEwEA
AO1OkRIAG57DPmC9VavzMT5eivHxUlSr80nHATqYg2EAklStzkexeHjJdcXiQ773EqlUKkZH741U
KtUw19XVFYXCwUXnAACAzUuREgAbnsM+YL1NTByPUulIlEpHYmKisWsbwHI4GAYAOk022xcDA0MN
zwcGhiKb7UsgEQAA0M4UKQGwoTnsA9ZbpTIT5fIj9XG5fCwqlZkEEwEAwOqk091RKNy95LpC4Z5I
p7tbkIhOMDKyP3p6ttbHPT1bI5fbl2AiAACgXSlSAgCAF2Fs7GjMzc3Wx3Nzs1EuH0swEdCpHAwD
0A76+3fHtm03Np3fvn1H9PfvamEi2l0m0xu53N76OJfbF5lMb4KJAACAdqVICYANzWEfsJ6mp8/G
5GTj9W6Tkyfi3LnpBBIBnc7BMABJS6VSMTp6b6RSqYa5rq6uKBQOLjrH5jY4uCfy+QORzx+IwcE9
SccBAADalCIlADY8h32sVrU6H+PjpRgfL7kOkAa1Wi2KxUNRq9Ua5hYWFprOAVyOg2EA2kE22xcD
A0MNzwcGhiKb7UsgEe0une6O4eF8DA/nI51OJx0HAABoU4qUANjwHPaxWhMTx6NUOhKl0pGYmGjs
lsPmNjV1Ms6cebzp/OnTp2Jq6tEWJgI2CgfDALSDkZH90dOztT7u6dkaudy+BBMBAADQ6RQpAbAp
OOxjpSqVmSiXH6mPy+VjUanMJJiIdlKtzkexeHjJdcXiQ7pwAaviYBiApGUyvZHL7a2Pc7l9kcn0
JpgIAACATqdICYBNw2EfKzE2djTm5mbr47m52SiXjyWYCIDNxMEwsF5cacxK3HLLQNxww/a44Ybt
ccstv5p0HAAAADqcIiUANg2HfSzX9PTZmJxsvN5tcvJEnDs3nUAi2k063R2Fwt1LrisU7ol0ursF
iYCNaHBwT+TzByKfPxCDg3uSjgNsEK40ZiU+97nJeOKJ0/HEE6fjc5/766TjAAAA0OEUKQGwqTjs
Yym1Wi2KxUNRq9Ua5hYWFprOsfn09++ObdtubDq/ffuO6O/f1cJEwMbmswd48VxpzEr4eQEAAGCt
KVICYFNJp7tjeDgfw8P5SKfTScehDU1NnYwzZx5vOn/69KmYmnq0hYloV6lUKkZH741UKtUw19XV
FYXCwUXnAJZLtxNgrbnSmJXw8wIAAMBaU6QEAPAD1ep8FIuHl1xXLD4U1ep8CxLR7rLZvhgYGGp4
PjAwFNlsXwKJgI1C9wpWqlqdj/HxUoyPl3xPYVGuNGYl/LwAAACwHhQpAQDAizAysj96erbWxz09
WyOX25dgImAj0L2CldJ5i8txpTEr4ecFAACA9aJICQDgB9Lp7igU7l5yXaFwT6TT3S1IRCfIZHoj
l9tbH+dy+yKT6U0wEdDpdK9gpXTeYimuNGYl/LwAAACwXhQpAQD8kP7+3bFt241N57dv3xH9/bta
mIhOMDi4J/L5A5HPH4jBwT1JxwE6mO4VrIbOW1yOK41ZCT8vAAAAL6hW52N8vBTj4yW/A60RRUoA
AD8klUrF6Oi9kUqlGua6urqiUDi46BybWzrdHcPD+Rgezkc6nU46DtDBdK9gpXTeAgAAgOVTdMJK
TEwcj1LpSJRKR2JionH/hZVTpAQA8COy2b4YGBhqeD4wMBTZbF8CiQDYDHSvYKV03mI5XGnMSvh5
AQBgo1N0wnJVKjNRLj9SH5fLx6JSmUkw0cagSAkAYBEjI/ujp2drfdzTszVyuX0JJgIAuJTOWyxX
f//ueMUrXtl0/vrrf86VxtS5AhsAgI1K0QkrMTZ2NObmZuvjubnZKJePJZhoY1CkBACwiEymN3K5
vfVxLrcvMpneBBMBsNHpXsFK6LzFSrmxmOVyBTYA0Ilc4cVyKDphuaanz8bkZGOnrcnJE3Hu3HQC
iTYORUoAAE0MDu6JfP5A5PMHYnBwT9JxANgEdK8A1sPU1Ml48smvNZ1/8smv6rrFJVyBDQB0muPH
P12/wuv48c8kHYc2pOiE5arValEsHopardYwt7Cw0HSO5VGkBMCm4m0KViKd7o7h4XwMD+cjnU4n
HQeATUD3CpZL5y2WS9ctVssV2ABAp6hUZqJUOlofl0pHXOHFJRSdsBJTUyfjzJnHm86fPn3Kiz4v
giIlADaViYnj9bcpJiYaK+YBAJKmewXLpfMWsJ5cgQ1A0rxwynJ9/OMfjfn55+vj+fnn48iRhxNM
RLtRdMJyedFn/SlSAmDTqFRmolx+pD4ul495mwIAaEu6V7AcOm+xHLpu8WK4AhuAJHnhlOWYnj4b
n//8Zxue/83f/LUrvIgIRSfQbhQpAbBpjI0djbm52fp4bm42yuVjCSYCAFic7hUsl85bLIeuW6yW
K7ABSIoXTlmOWq0WDz74QNP5Bx98wBVewIp40Wf9KVICYFOYnj4bk5ONb9tMTp7wNgUA0JZ0r2C5
dN5iKbpuAQCdxgunLMdjj305nnrqa03nn3zyq/HYYydbmIh2pOiElfKiz/pSpATAhler1aJYPLTo
GxMLCwtN5wAAkqR7Bcul8xbLoesWANApvHDKclSr8/GRj3xoyXUf+cgHXeFF7NixK7Zuvbrp/NVX
Xx07duxsYSLamRd91pciJQA2vKmpk3HmzONN50+fPhVTU4+2MBEAAKwtnbdYDl23AGgH1ep8jI+X
Yny8pHCABl44Zbmq1WpUKs8sua5SeSaq1WoLEtHOTp16NGZnn206/+yzz8apU4+1MBHtzos+60eR
EgAbWrU6H8Xi4SXXFYsP2RQBAKBj6bzFcui6BUA7mJg4HqXSkSiVjsTERGO3HDY3L5yyXOl0Onp7
r1lyXW/vNX5H2uScE7Fae/b8esOzoaFfSyDJxqJICQAAAAA2CV23AEhSpTIT5fIj9XG5fCwqlZkE
E9FOFBKwEul0d9x771uWXHfffW+JdLq7BYmAjeb48U83PDtx4jMJJNlYFCkBsKGl091RKNy95LpC
4R6/qAAA0LHOn/9evPe974n3vvc9cf7895KOQxvTdQuAJI2NHY25udn6eG5uNsrlYwkmAjrZzp27
4/rrX9l0/vrrfy76+3e3MBHtyDkRqzE9fTYmJxs7Pk5Onohz56YTSLRxKFICYMPr798d27bd2HR+
+/Yd0d+/q4WJAABgbf35n38gnnjidDzxxOl44IE/SzoOAEADh30sRSEBK5VKpeL++3+72Wzcf//b
IpVKtTQT7ck5EStRq9WiWDwUtVqtYW5hYaHpHMujSAmADS+VSsXo6L2L/jLS1dUVhcJBv6gAANCx
vvWtb8bJk1+qj7/85S/Gt771zQQTAQBcymEfy9Xfvzte8YqlOuMoJOAF2WxfvPa1tzY8f93rbo1s
ti+BRLQj50SsxNTUyThz5vGm86dPn4qpqUdbmGhjUaQEwKaQzfbFwMBQw/OBgSG/qADQUtXqfIyP
l2J8vBTV6nzScYAN4P3v/5OGZx/4wPsSSAIAsDiHfayEOgFW6o477oru7ivq4+7uK+LAgdEEE9GO
nBOxHNXqfBSLh5dcVyw+ZG93lRQpAbBpjIzsj56erfVxT8/WyOX2JZgIgM1oYuJ4lEpHolQ6EhMT
jVcdAKzEl770hUWvR5mePhsnT34xgUQAAJdy2MdKTE2djCef/FrT+Sef/KqCNhpkMr2Rz++vj/fu
PRCZTG+CiWhXzokgeYqUANg0MpneyOX21se53D6/qADQUpXKTJTLj9TH5fKxqFRmEkwEdLKFhYX4
8If/vOn8hz7032NhYaGFiQAAYPUuFLQ9tOS6YvGQgjYa7Nnz65HPH4h8/kAMDf160nFoU5lMb9x+
e64+vv32EedEXCKd7o5C4e4l1xUK90Q63d2CRBuPIiUANpXBwT31X1QGB/ckHQeATWZs7GjMzc3W
x3Nzs1EuH0swEdDJyuVjMTv7bNP5Z599Nj7xiUeazgMsxTW1wFpw2MdKPPfcc2uyhs0nne6O4eF8
DA/nI51OJx2HDuF6SRbT3787tm27sen89u07or9/VwsTbSyKlADYVPyiAkBSpqfPxuRk4/Vuk5Mn
Fr2qCeByzp//XvzVX31iyXV/+ZflOH/+ey1IBGxErqkF1sqOHbti69arm85fffXVsWPHzhYmol3V
amuzBmAxlcpMfPKT5fp4fHxMl3MapFKpGB29N1KLVLF1dXVFoXBw0TmWR5ESAADAOqvValEsHora
IjupCwsLTecAAJLimlpgLZ069eiSHSBPnXqshYloV1deeeWarAFYjC7nLFc22xcDA0MNzwcGhiKb
7Usg0cahSAkAAGCdTU2djDNnHm86f/r0qZiaerSFiYBOt2XLVfHGN/7mkuve9KZcbNlyVQsSAmJF
cgAAIABJREFUARuNAxxgrVSr81EsHl5yXbH4kKslN7l0ujtGR+9Zct3o6EFXAwIrpss5KzUysj96
erbWxz09WyOX25dgoo1BkRIAAMA6siEPrJdcbt+S16b85m/ubWEiYKNwgANAUvr7d8e2bTc2nd++
fUf09+9qYSJgI9DlnNXIZHojl3thXyWX2xeZTG+CiTYGRUoAAAAAHairqyve8pa3N53/rd96e3R1
2foBVsYBDrDW0unuuPPOu5Zcd+edd+uOQ6RSqRgdvbfpXKFwMFKpVItTAZ1Ol3NWa3BwT+TzByKf
PxCDg3uSjrMh2KkCAABYR+l0dxQKdy+5rlC4x4Y8sGK7d98U2Wxfw/O+vp+M3btvSiAR0Okc4ADr
YXm1jQoguSCb7Vv0IHhwcM+i330BLkeXc16MdLo7hofzMTycj3Q6nXScDUGREgAAwDrTrh5YT//h
P/xuw7N3vvN3EkhCJ6hW52N8vBTj4yUb8DRwgAOsh2p1Pv7iLz605LqPfORD/ttC3cjI/rjqqp76
+KqreiKX25dgIgBgLShSAjYEm6wAQDu72K5+sZb0XV1d2tUDL8pP/MR1sXv3q+rjX/zFm+InfuK6
BBPRzo4f/3SUSkeiVDoSx49/Juk4wAZhb47LqVarUak8s+S6SuWZqFarLUhEJ8hkemNk5IWipJGR
/ZHJ9CaYCOhUupxDe1GkBGwIExPH65usExMnko4DANAgm+2LgYGhhucDA0Pa1bMoh32sxG//9jvj
hhu2xw03bI+3ve2dScehTVUqM1EqHa2PS6UjUanMJJiIduMAh9WyN8flpNPp6O29Zsl1vb3XuEaF
SwwO7ol8/kDk8wcWvf4NYLl0OYf2oUgJ6HiVykyUy4/Ux+XyMZusAEBbGhnZHz09W+vjnp6t2tXT
lMM+VmLLlqvi93//D+P3f/8PY8uWLUnHoU19/OMfjfn55+vj+fnn48iRhxNMRDvasWNXbN16ddP5
q6++Onbs2NnCRLQ7e3MsJZ3ujnvvfcuS6+677y0KILlEOt0dw8P5GB7OK2ADXhRdzqF9KFICOt7Y
2NGYm5utj+fmZqNcPpZgIgCAxWUyvZHL7a2Pc7l92tWzKId9wFqbnj4bn//8Zxue/83f/HWcOzed
QCLa1alTj8bs7LNN55999tk4deqxFiai3dmbYzl27twd11//yqbz11//c9Hfv7uFiQDYbHQ5h/ag
SAnoaNPTZ2NysvGt8snJEzZZAYC2pF09y+GwD1hLtVotHnzwgabzDz74QNRqtRYmol1Vq/NRLB5e
cl2x+JCrSIkIe3MsXyqVivvv/+1ms3H//W/TwQKAdafLOSRPkRLQsWq1WhSLhxbdSF1YWGg6BwCQ
JO3qWYrDPmCtPfbYl+Opp77WdP7JJ78ajz12soWJgI3A3hwrlc32xWtfe2vD89e97lYdLABoCV3O
IXmKlICONTV1Ms6cebzp/OnTp2Jq6tEWJgJgs6pW52N8vBTj4yVvlAMvisM+VstnEc1Uq/PxkY98
aMl1H/nIB/3sEOl0dxQKdy+5rlC4J9Lp7hYkop3Zm2M17rjjrujuvqI+7u6+Ig4cGE0wEQCbjS7n
kCxFSkBH0n4cgHYyMXE8SqUjUSodiYmJxu4nAMvlsI/V8llEM9VqNSqVZ5ZcV6k8E9VqtQWJaHf9
/btj27Ybm85v374j+vt3tTAR7cjeHKuVyfRGPr+/Pt6794AOFgC0lC7nkCxFSgAA8CJUKjNRLj9S
H5fLx6JSmUkwEdCpHPaxWj6LuJx0Oh29vdcsua639xob9ERERCqVitHReyOVSjXMdXV1RaFwcNE5
gOXas+fX6x0shoZ+Pek4AAC0kCIloCNpPw5AuxgbOxpzc7P18dzcbJTLxxJMBMBm47OIy0mnu+Pe
e9+y5Lr77nuL35+py2b7YmBgqOH5wMBQZLN9CSSi3dib48XQwQIAYPNSpAR0LO3HAUja9PTZmJxs
vFJncvJEnDs3nUAioJM57GM1fBaxHDt37o7rr39l0/nrr/+56O/f3cJEdIKRkf3R07O1Pu7p2Rq5
3L4EE9Fu7M0BAAArpUgJ6FjajwOQpFqtFsXioajVag1zCwsLTeegWp2P8fFSjI+XXNlFA4d9rITP
IpYrlUrF/ff/drPZuP/+t/n9mQaZTG/kcnvr41xuX2QyvQkmot3YmwMAAFZKkRLQ0bQfZ6UcDANr
ZWrqZJw583jT+dOnT8XU1KMtTESnmJg4HqXSkSiVjsTERGP3Eza3i4d9TWYd9nEJn0WsRDbbF699
7a0Nz1/3ulv9/kxTg4N7Ip8/EPn8gRgc3JN0HNqQvTkA2oW9f4DOoEiJtuXLBMul/Tgr4WAYWAvV
6nwUi4eXXFcsPuR7DJeoVGZibOxYfTw2djQqlZkEE9GOmne+0RGHF/gsYjXuuOOu6O6+oj7u7r4i
DhwYTTAR7S6d7o7h4XwMD+cjnU4nHYc2ZW8OgHZg7x+gMyhSom35MsFyaT/OclUqM1EuP1Ifl8vH
HAwD0FJjY0fje9+bq4+/9725KJePXeZvsNlcvL6rmWLR9V3A6mUyvZHP76+P9+494Pdn4EWzNwdA
0uz9A3SOl7z73e9+d9IhuGBu7vmkI7SNSmUm3v/+P4n5+Qtvez711JNxyy0DceWVVyacjHb10z/9
8kinu+Pf//ttcdttb4iuLjWYNPr4xw/HV7/6j/Xx/Px8PP/8c9HfvyvBVEAn6up6SVx77bXxD//w
/1123Vvf+v/EdddlW5SKdjc9fTY+9KH/3vD861//p7jpptdEb+81CaSi3UxNnYxPfnKs6fy//Mu3
42d+5hXxEz/xshamoh35LGK1fuZnfrb++/Ov/dob/f4MrAl7cwAkyd4/QOtt3bq62g2/KdCWxsaO
xtzcbH08NzfrDXMuS/txljI9fTYmJxu7sk1Onohz56YTSEQncPUol9Pfvzu2bbux6fz27TtshFB3
ue44F+d0x8H1XayUzyJWw+/PwHrw3xYAkmLvH6CzKFKi7fgyAay1yx3+LiwsOBimKVePcjmpVCpG
R+9tNhuFwsFIpVItzUT7mpo6GWfOPN50/vTpUzE19WgLEwEbwcXPosU+b7q6unwWAQDQ0bxAyFLs
/QN0HkVKtBVfJoD14GCY1bhwj/kLXfzK5aPuMadB8+8lvq/wgmp1Ph5++KEl1z388CGbrptcOt0d
hcLdS64rFO6JdLq7BYnoBNlsXwwMDDU8HxgYimy2L4FEAACwNrxAyFLs/QN0HkVKtBVfJoC15toU
VuvC1aNz9fHc3JyrR7nE5a7vigjF1VziueeeW5M1bHyu72I1Rkb2R0/P1vq4p2dr5HL7EkwEAAAv
zoUXCB+pj8vlY14g5BL2/gE6kyIl2oYvEwC0C1ePshyKq1mJ5dy25EYmIlzfxepkMr1x++25+vj2
20cik+lNMBEAALw4F14gnK2P5+ZmvUAIABuAIiUANjTXprBSrh5lORRXs1JXXnnlmqxhc3B9Fy+W
OjYAADqZFwhZDnv/AJ1JkRJtI53ujjvvvGvJdXfeebcvE8CKuDaFldAdB1hrFzbN7llyXaFw0Pdc
6lzfxUpUKjPxyU+W6+Px8TFXYQAA0JG8QMhK2PsH6DyKlGgzS7/u6Y1QFlOtzsf4eCnGx0s6VtDA
tSks14XuOA8tua5YPOS/NZucN7VYKZtmrFQm0xu53N76OJfb5/oumnIVBgAAG4UXCFkJe/8AnUeR
Em2jWp2Pj31sOdemHHYwTIPjxz8dpdKRKJWOxIkTn0k6Dm0om+2L667LNjy/7rqsa1O4xHPPPbcm
a9j4FJ2wEjbNWI3BwT2Rzx+IfP5ADA7uSToObcpVGAAAbBQXXiBczjnRQ86JqHNlOkBnUaQEdLxK
ZSZKpaP18SOPHHG1AQ2mp88uekhz7ty0wxsusZxu0TpKE6HohJWzacZKpdPdMTycj+HhfKTT6aTj
0IZchQEAAODKdFbG7SyQLEVKtA3XprBaH//4R2N+/vn6eH7++Thy5OEEE9FuLh7eXG7O4Q0XXXnl
lWuyhs0hm+2Lm2++peH5zTffouiERV3YNOupj3t6emyaAavmKgwAADYS50SslivTWYmJieP121km
Jho7EwPrS5ESbcW1KazU9PTZ+PznP9vw/G/+5rO641Dn8IblSqe7Y3T0niXXjY4etBECrMqFTbMX
ipJyuf02zYBVcRUG0AreMgeg1ZwTsVquTGc5KpWZKJcfqY/L5WNuZ4EWW/MipW9/+9uxe/fuOHTo
0KLz4+PjMTw8HP39/fHa17423vve98bs7Oyiaz/3uc/F/v37Y+fOnfGa17wm3vWud8V3v/vdRdc+
9thjcfDgwXjVq14VN910U7zzne+M6enFCxSeeuqpePvb3x6vec1rYvfu3XH//ffHE088sejab33r
W/Gf/tN/iptvvjl27twZd955Z/z93//9omuffvrp+KM/+qP41V/91dixY0fkcrn49Kc/vehaFufa
FFaiVqvFgw8+0Gw2HnzwAd1xcHjDitkIYSWmp8/G3/7t5xqe/+3ffk6xLE3ZNAMAOoW3zIH1oACS
y3FOxGq5Mp3lGBs7GnNzL9QmzM3NRrl8LMFEsPmsaZHS7OxsvOMd74hnn3120fn/8T/+R/zn//yf
Y2FhIUZHR+Pnf/7n49ChQ3H//ffH888/f8naT33qU/HWt741vvvd78Ydd9wRr371q+MTn/hEHDhw
IGZmLq1m/NKXvhR33XVXPPnkk/Gbv/mbMTAwEJ/97Gcjn8/HuXPnLln7T//0T3HHHXfEF77whdiz
Z0+86U1viqmpqbjjjjvi8ccv7bLxf//v/40777wzPvOZz8Sv/MqvxN69e+N//+//Hffdd19MTk5e
snZubi7uu++++NjHPhY7duyIQqEQMzMz8R//43+Mhx927dRKZLN9cd112Ybn112XdW0Kl3jssZPx
1FNfazr/5JNfjampky1MBGwEFzdCms3ZCOGiy10XubCw4CpJmrJpBqwFV2EA681b5sB6UQDJUrLZ
vhgYGGp4PjAw5JwIWLXp6bMxOdn4uTM5ecILp9BCa1ak9M1vfjPuuuuuOHXq1KLz//zP/xwf+MAH
YufOnTE2Nha/+7u/Gx/84Afj7W9/ezz22GNx7NgLFYqzs7Pxx3/8x9HX1xfj4+Pxe7/3e/Gnf/qn
8cd//Mdx9uzZ+PM///P62lqtFn/wB38QV111VYyNjcW73vWueO973xsf/OAH45lnnon/+l//6yU5
/st/+S8xNzcXDz/8cLz73e+OP/zDP4yPf/zj0dXVFe95z3suWfv+978//vmf/zn+7M/+LN773vfG
u971riiXy/HSl7403vOe91xSWHX48OF44okn4g/+4A/iT//0T+P3fu/3Ynx8PK6//vr4kz/5k6Yd
oGg0PX120Q+Cc+emfUBQV63Ox1/8xQeXXPeRj3zQ2zibnMMbViOb7Vu0u8ng4B4bIdS5ShKApOkA
Cawnb5kD60EBJMs1MrI/enq21sc9PVsvuT4dYCW8cArtY02KlA4dOhRvfOMb4ytf+Uq8+tWvXnTN
0aNHo1qtxlvf+tbo7n7hEPhtb3tbXH311fHIIy98Kf2f//N/xtNPPx0HDx6Mq6++uv48n8/Hy1/+
8iiXy/H9738/IiL+/u//Pr7+9a9HPp+PH//xH6+vfc1rXhO//Mu/HBMTE/Gv//qvERHxjW98I/7u
7/4uBgYG4hd+4Rfqa1/5ylfGm970pjhz5kz84z/+Y0RcKJQaHx+PG264IW699db62n/37/5d3HXX
XfHtb387Pv/5z9eff+xjH4uXvvSlceDAgfqzq6++Ot72trfF9773vfirv/qrlf2fukld/IC43JwP
CCIiqtVqzMw8s+S6mZlnolqttiAR7czhDasxMrI/rrqqpz6+6qoeGyHUuUoSgHbgKgxgvXjLHFgv
CiBZrkymN3K5vfVxLrcvMpneBBMBncwLp9A+1qRI6fDhw3HdddfFww8/HLfffvuia770pS9FRMSr
XvWqS55feeWV0d/fH1/5yleiUqlcsvaXfumXGv45N910Uzz99NPx5JNPLrn2l37pl+L73/9+nDx5
cllrIyK++MUvRkTE448/Hs8///yy1p49eza+/e1vx+7du+MlL3nJomsv/ru5PB8QLFc6nY5M5pol
12Uy17hGBdd3sSqZTG+MjLxQlDQyst9GCADQdlyFAaw1b5mzGtXqfIyPl2J8vORFDZpSAMlKDQ7u
iXz+QOTzBxbteg6wHF44hfayJkVK73nPe2J8fDx27WreheLs2bPx0pe+9JLOSBddd911ERHx9a9/
PSIipqcvfBnt62vcTMtms8tee/Gf+41vfGPFa8+ePRsRET/5kz/5otZee+21ceWVV9bX0pwPCFYi
ne6O++77rSXX3XffW1zhRURcOLxZ7JCm2XOIsBFCc66SBKCduAoDWEteImQ1JiaOR6l0JEqlIzEx
0ViEAgogWY10ujuGh/MxPJz3MjIAbBBr8ol+8803L7nm6aefrhcY/ahMJhMREc8++2xERPzrv/5r
XHHFFbFly5aGtReLnC6uffrppyMiore3sbPBxbUXOzRdbu3FDGu99mKOi2sv58d+rGfJNRvZ/Px8
vOQlS3cyeclLUnHNNT2XXBvI5nTrra+NT3/6k/GVr3xl0fmf//lfiFtvvVmHHCLiQmHpN795ruH5
N795Lp555jvxUz/1UwmkohMcPLh0IQqb0y233Bx//dfH47HHHlt0fufOXXHLLb/icwiAdfdjP9YT
hUIhPvShD0ZERKFQiL6+H084FdCJ5ufn48iRjy657siRw/Erv/Jq+3NERMQzzzwTn/jEI/XxJz5x
LH7t14bimmuW7oLO5vHFL35hyQLIp556Il71qptamAqAzeItb/mt+KM/es9l17z1rW+Jl77U9xdY
b2vSSWk5qtVqXHHFFYvOXXz+3HPPrXjt/Pz8Jc8XW/v888+vy9ofztts7cXnF9fSXHd3d9x//5uX
XPfmN/+WDRAi4sI1Xe94x39oOv+Od7zTwTARceFNrQcf/FDTN7U+/OHF5wAuJ5VKxZvf/JZFP2u6
urrizW/+LZ9DALTM618/FDt27IgdO3bE0JAOkAC0zsc+9nDMzs7Wx7Ozs/GxjxUTTES7mZ+fjwcf
/PCS6z784Q/Vz2YAYC296lU3xc6dO5vO79y5K37xF1/VwkSwebWsN+KWLVuafrm8WBh01VVXrWpt
RCy6fr3X9vRc6Hx05ZVXXvJ8sfUX117O00/PLblmo7v++m2xbduNTd+o2L59R7ziFTf4/4q6a665
Nl772lvj85//7CXPX/e6X41rrrnWzwoREfHYY19u2unkwvyj8bnP/X+xc+fuFqYCNoJrrrk2BgaG
YmLi+CXPBwaGfA4B0FL/6399Kk6dOhUREZ/85Kfittt+I+FEQKc6cOCueN/7/t8l1twds7PzEaGY
YLObnj4bn/70pxuef+Yzn46bbx6IbLYvgVS0m2p1Pr7//aVfEPz+92vxzDNzrk0HYF3s3393TE1N
Nby03tXVFfv33xXPPPO9hJJBZ7r22syq/l7LOin19vY2vfLs4vOL16j19vbGc889t2jRz8Vr3n54
7Q//M1a79kczXGxFe7m1F6+Tu7j24r9vsRwX13J5qVQqRkfvbdqRoFA4qCMBDe64467o7n6hk1l3
9xVx4MBogoloJ9XqfBSLh5dcVyw+FNWqzVVg5UZG9kdPz9b6uKdna+Ry+xJMBMBmU6nMRLn8wjU7
5fKxqFRmEkwEdLL+/t2xbduNTee3b98R/f27WpiIdlWr1aJYPNS0c3WzOTafdLo7CoW7l1xXKNyj
QAmAdZPN9sXAwFDD84GBIYXV0EItK1L66Z/+6fjud78b58+fb5j75je/GV1dXfFTP/VT9bUREefO
nWtYe/HZy1/+8hWvvfi/a/3Pvdzaf/mXf4nnnnuuvpal+YBgpTKZ3sjn99fHe/feEZlMb4KJANhM
MpneyOX21se53D6fQwC01NjY0Zibe+Ganbm52SiXjyWYCOhkXiJkuaamTjbtiB8Rcfr0qZiaerSF
iWhnCiABaAdeOIXktaxIaffu3bGwsBBf/vKXL3n+3HPPxdTUVLziFa+odxvavfvCdTtf+tKXGv45
X/jCFyKTycTP/uzPLrn2i1/8YnR1dcWNN964rLUREf39/RERccMNN8SWLVsuu/bivZUve9nL4mUv
e1mcPHkyFhYWLruW5fEBwUrt2fPrkc8fiHz+QAwN/VrScWgj3tQCWmFwcE/9c2hwcE/ScQDYRKan
z8bk5ImG55OTJ+LcuekEEgEbgZcIWYrO1ayUAkgA2oEXTiF5LStSeuMb3xgveclL4r/9t/92yTVu
DzzwQDz77LOxf/8LXVAGBwdj69at8eEPfziefvrp+vNSqRTf+MY3Yu/evdHVdSH6TTfdFC972cvi
6NGjl3Qy+od/+If4u7/7u3j9618f/+bf/JuIiOjr64tdu3bF8ePH4/Tp0/W1X/va1+Iv//IvY9u2
bXHDDTdERERPT0+8/vWvj8ceeywmJyfra7/97W/HRz/60fi3//bfxi233FJ//qY3vSn+z//5P/Hw
ww/Xnz377LPxwAMP/P/s3X90XPV57/vPiD1YljzyabvSQjxqOI1NcoKFZZSmUGIgkSIRBWMxGv/A
EhgMIT9Ob3ISbrm4K+ucZiUNJK2bQu8qHAhgGw3I8mgYMHGQOgoYiEkDwjI2zQG7baqxIWlW7gka
S5aZfTT3DzOD5ZnR7BlrZu+Zeb/+0t7fL+Epa7p/fPfzfR7V1tZqzZo1Z/ufsKpwg0C+DMOtri6/
urr8MgzD7nDgMOzUAlBs3IeQD9OMKxwOKhwO8sEGwFmhzQ6AYuro6Ew7x8YwAGeDBEgAgBOw4RSw
1zl/+Zd/+Zfz+T/485//XCMjI1q1alWqKpEk/c7v/I5OnDihH/7whxoeHtZbb72lHTt2aNeuXbrk
kkv0jW98Q+ecc44kqba2Vg0NDXryySf1wx/+UL/61a8UCoX0wAMP6EMf+pDuvvtu1dbWSjqVYX/B
BRfoiSeeUDgc1q9+9Ss988wz2rp1qxYvXqy/+7u/0+LFi1NxfPSjH1U4HFY4HNZbb72l559/Xt/5
znc0MzOje+65R3/wB3+Qmrt8+XLt3r1b4XBY//7v/65XXnlF3/72t/Wb3/xG3/3ud7Vs2bLU3Kam
Jg0PD2v37t168803dejQIf3VX/2V/u3f/k1btmzRn/zJn+T8bzc19W7OOdXkggv+swzDrY99bLmu
vvqaVGIaAOTL5XLpggv+KOMO85qaGn3ta//PrHsFAADFNDz8I/X39+mf//mQFi1q0NKlF9odEoAy
NTY2qiefHMw6/h//8Sv90R8t1fnnf7CEUQGoFIODO/Wv//ovaefZ5ANJqqk5Rx/4wAf00ksvzjnv
C1/4My1Z4i1RVCgHH/7wMj37bETx+KkNG3V19fpv/+3PtWDBApsjAwBUi5qac/TRj35MH/3ox/j+
DJyF+vrCnt9KlqQkSZdddpl+93d/V4cOHdLzzz+v6elpdXd361vf+pbq6upmzW1qatKHP/xh/fzn
P9fevXv1m9/8Ru3t7fre976n3/u935s194ILLtDKlSt15MgR7d27V8eOHdPll1+urVu36kMf+tCs
ub//+7+vVatW6Re/+IX27t2rf/mXf9GKFSv0ve99L9UWLsnj8ai9vV2//OUv9cILL+jQoUP68Ic/
rG9/+9uzqihJ0rnnnqvPfvazeuedd7Rv3z7t379f5513nrZs2SK/32/pvx1JSrNxgwAwnxoaFmti
4p20Bda2tg5dccWnbIoKAFBtYrEJ3XPP36QW5I8cOayrrmplQR4ZmWZcTz31hP7X//pnLV26TDU1
59gdEhzENOP6/vf/WsePx+ac92//9q/69Kfb+P0AyEs0Oq4f/OC+tPO/+MW/6o//+FI1NLDRB9J5
552vw4ff0H/8x68yjjc1rVB393paeGGWBQsWyO1267XXxiRJ69f36qKLmmyOCgAAAPkqNEnJlaDu
t2P8+tdzLywCAM7O228f05//+Vdnnfvrv75H55+/xKaIAADVZtu2BxWJDM0695nPXK1Nm261KSI4
2TPPPK2+vm2SpN7em3X11Z+zNyA4imnGdeedt+uXv3xrznnnnfdB3X33VhmGu0SRwelMM66nn35S
knTNNWv4bSBNIpHQd7/7LR069FrG8aamFbrjjm+QeAJJ0tGjUW3Z8vW09qI1NTX6zne20sILGc2+
F3XRNh0AAKAMfeADnoL+OcrTAACqxtDQnrRzw8M/siESAEA1ikbHM7YeHRkZ1tGjURsigpPFYhMK
hXaljkOhAcViEzZGBKcxDLc2brwh57yNG28kCQWzRCJDCgb7FQz2KxJJvy8BY2OjWROUJOngwQMa
G3u1hBHBybzeRrW2tqedb21tJ0EJWRmGW11dfnV1+UlQAgAAqDIkKQEAqgIfhgEAdkokEgoEtqXt
MJekmZmZrGOoXoODOzU1NZk6npqaVCg0YGNEcKbcVUwodILTkQCJXEwzrkBgR855gcB2mWa8BBGh
HHR3r1ddXX3quK6uXj7fOhsjAgAAAOBUJCkBACoeH4ZRKNOMKxwOKhwOsgAP4KxQkQD5ILkaVphm
XI89ZiWRYAfPMUghARLWWHk/5h0a7/N4GuTzrU0d+3zr5PE02BgRAAAAAKciSQkAUPH4MIxC0QoD
VpHQhrlQkQD5ILkaQLGQAAkrDMOtSy+9POe8yy77JK0kMUtbW4f8/g3y+zeora3D7nAAAAAAOBRJ
SgCAisaHYRSKVhjIx9DQnlRC2/Dwj+wOB0AZI7kaVhmGWz09N+ac19OziUQCkAAJy0wzrpde+knO
efv2vcg7NGYxDLe6uvzq6vLLMAy7wwEAAADgUCQpAagIVLAAMN9ohQGrYrEJBYM7U8eEiA41AAAg
AElEQVS7dvWT0IZZSCSAVSRXI1/NzS1avvzirONNTSvU3HxJCSOCU5EAiXy4XK55mQMAAAAAwJlI
UgJQEWjJhGz4MIxC0AoD+Xj88UcVj7+bOo7H31V/f5+NEcGJSCQAUAwul0u9vTdnTBaoqalRT89N
JBKABEjkhXdoAAAAAEAxkaQEoOzRkgm58GEY+aAVBvIRjY7r+eefTTu/d++zJLRhFhIJYAUfhlEI
r7dRra3taedbW9vl9TbaEBGAcsc7NAAAAACgWEhSAlD2aMmEXPgwjHzQCgNWJRIJPfTQ/dlG9dBD
95PQhllIJIAVfBhGIbq716uurj51XFdXL59vnY0RwUlIgES+eIcGAAAAABQLSUpwLNOMKxwOKhwO
Um4cWdGSCVbxYRhW0AoD+di/f1RHjryZdfzw4Tc0NjZawohQDkgkQC58GEYhPJ4G+XxrU8c+3zp5
PA02RgSnIQES+eIdGgAAAABQDCQpwbEikSEFg/0KBvsViaQnoQC0ZEK++DAMYL6YZlyPPPJAznkP
P/wACW2YhUQCWMGHYRSira1Dfv8G+f0b1NbWYXc4cBgSIFEI3qEBAAAAAPONJCU4Uiw2oVBoV+o4
FBpQLDZhY0RwIloyIV98GEYutMKAVaZpamLinZzzJibekWmaJYgI5YREAljBh2HkyzDc6uryq6vL
L8Mw7A4HDkQCJPLFOzQAAAAAYL6xagVHGhzcqampydTx1NSkQqEBbdp0q41RwUnyacnU1HQxyQRI
aWvr0PT0dOpv4EzJVhjZkiBphQFJMgxDHs9i/fa3/9+c8zyexXwoRppkIgEwF4+nQWvW+PT4449K
ktas6ebDMICz1t29Xvv2vZhacyEBErnwDg0AAAAAmE9UUoLjRKPjGhlJb+82MjKso0ejNkQEoJKw
wxy50AoDVhiGW5s3fz7nvM2bbyNRFsC84NYDYD5QGQf54h0aAGAn04wrHA4qHA7KNON2hwMAAOYB
SUpwlEQioUBgmxKJRNrYzMxM1jFUH1oyASgmWmHAipUrP66lSy/MOr5s2Ue0cmVLCSMCUElisQk9
+WQodRwOD9ICG8C8oO0oAAAoF5HIkILBfgWD/YpE0je3AwCA8kOSEhxlbGw0a3sdSTp48IDGxl4t
YURwsmRLpmxoyQTgbHR3r1ddXX3qmFYYOJPL5dKtt34p6/gtt3yRqlsACpatBTYAnC0q4wAAgHIQ
i00oFNqVOg6FBti4AQBABSBJCY5hmnEFAjtyzgsEtlPWE5JoyQSguGiFASu83kZdccWn0s5feeWn
qboFoGC0wAYAAABQ7di4AQBAZSJJCUBZoyUTgGKiFQasuP76G+R2n5s6drvP1YYNvTZGBKCc0QIb
AAAAQLVj4wYKYZpxhcNBhcNBih0AmDdcW+YfSUpwDMNwq6fnxpzzeno2yTDcJYgI5YKWTACKhVYY
sMLjaZDfvz51vHbt9VTdAlAwWmADAAAAqGZs3EChIpEhBYP9Cgb7FYmkJ7kBQCG4tsw/kpTgKM3N
LVq69MKs48uWfUTNzZeUMCKUA1oyAQDs1tHRmaq61d7+WbvDAVCmaIENoBTYBQoAAJyMjRsoRCw2
oVBoV+o4FBpQLDZhY0QAKgHXluKgJACAitDW1qHp6enU3wAAlFKy6hYAAIDTJXeBSlJt7UJdffXn
bI4IAADglHw2bjQ1XUzXDaQMDu7U1NRk6nhqalKh0IA2bbrVxqgAlDuuLcVBJSU4ytjYqI4ceTPr
+OHDb5Ahj4xoyQQAAIByRwtsAMXGLlAAAABUmmh0XCMj6S2YRkaGdfRo1IaI4HRUl4UVXFuKhyQl
OAatDQAAAABUu+bmFi1ffnHW8aamFbTABlCwbLtAAQAAnICNG8hXIpFQILBNiUQibWxmZibrGKpb
srpsMNivSCQ9CQXg2lJcJCkBAAAAAOAQLpdLvb03y+VypY3V1NSop+emjGMAkAu7QAEAQDlg4wby
MTY2qkOHXss6fvDgATq0YBaqy8IKri3FRZISHIMMeQAAAACQvN5Gtba2p51vbW2X19toQ0QAyh27
QAEAQLlg4wasokMLCkF1WeTCtaX4SFKCo5AhDwAAAABSd/d61dXVp47r6url862zMSIA5YxdoAAA
oJywcQNAMVBdFnAGkpTgKGTIo1CmGVc4HFQ4HCRrFQAAAGXP42mQz7c2dezzrZPH02BjRADKFbtA
AQBAOWLjBnKhQwvyQXVZWMW1pfhIUoLjkCGPQkQiQwoG+xUM9isSSc+CBgCgmEiWBVAMbW0d8vs3
yO/foLa2DrvDAQAAAICSYeMGrKBDC6yiuizywbWluEhSgiORIY98xGITCoV2pY5DoQHFYhM2RgQA
qDYkywIoBsNwq6vLr64uvwzDsDscAGWKXaAAAKBcsXEDudChBVZQXRb54tpSXCQpwZHIkEc+Bgd3
ampqMnU8NTWpUGjAxogAANWEZFkAAOB07AIFAADliI0bsIIOLQCKgWtL8ZCkBMciQx5WRKPjGhlJ
r1gxMjKso0ejNkQEAKg2JMsCAACnYxcoAAAAKhkdWjAXqsuiUFxbioMkJTgWGfLIJZFIKBDYpkQi
kTY2MzOTdQwAgPlCsiwAACgX7AIFAABApaJDC3KhuiwKwbWlOEhSAlC2xsZGdejQa1nHDx48oLGx
V0sYEQCgmpAsC6DYTDOucDiocDgo04zbHQ6ACsAuUAAAAFQqOrRgLlSXRaG4tsw/kpQAlCXTjCsQ
2JFzXiCwnQ86AICiIFkWQLFFIkMKBvsVDPYrEkmv2gYA+WIXKAAAACoVHVqQC9VlUQiuLfOPJCUA
AAAgTyTLAii2WGxCodCu1HEoNKBYbMLGiABUCnaBAgAAAKhWVJcF7EeSEoCyZBhu9fTcmHNeT88m
GYa7BBEBAAAA82dwcKempiZTx1NTkwqFBmyMCEClYBcoAAAAgGpFdVnAfiQpAShbzc0tWr784qzj
TU0r1Nx8SQkjAgBUC5JlARRTNDqukZH09m4jI8M6ejRqQ0QAAAAAAACVgeqygL1IUgJQtlwul3p7
b5bL5Uobq6mpUU/PTRnHAACYDyTLAiiGRCKhQGCbEolE2tjMzEzWMQAAAAAAAORGdVnAXiQpAShr
Xm+jWlvb0863trbL6220ISIAQLUgWRZAMYyNjerQodeyjh88eEBjY6+WMCIAAAAAAAAAmB8kKQEo
e93d61VXV586rqurl8+3zsaIAADVgmRZAPPJNOMKBHbknBcIbJdpxksQEQAAAAAAAADMH5KUAJQ9
j6dBPt/a1LHPt04eT4ONEQGoFKYZVzgcVDgc5GMwsiJZFvni2gIAAAAAAAAAqEY0WQRQEdraOjQ9
PZ36GwDmQyQypGCwX5JUW7tQV1/9OZsjghMlk2X7+rZJIlkWuXFtQTaG4VZPz43auvXuOef19GyS
YbhLFBWASmOacT399JOSpGuuWcP1BAAAAAAAlAxJSgAqgmG41dXltzsMABUkFptQKLQrdRwKDejy
y1eRfIKMSJaFVVxbkEtzc4uWL79Yhw69lnG8qWmFmpsvKXFUACoJybIAAAAAqhkbNwB70e4NAAAg
g8HBnZqamkwdT01NKhQasDEiOFkyWbaryy/DYB8AsuPaglxcLpd6e2+Wy+VKG6upqVFPz00ZxwDA
ikzJsrHYhI0RAQAAAEBpJTduBIP9ikSG7Q4HDmeacYXDQYXDQZlm3O5wKgJJSgAAAGeIRsc1MpL+
cjIyMqyjR6M2RASgEnBtgVVeb6OWLPGmnV+yxCuvt9GGiABUCpJlAQAAAFQzNm4gXyS1zT+SlAAA
AE6TSCQUCGxTIpFIG5uZmck6BgBz4dqCfESj4xkT144ejZLQBqBgJMsCAAAAqHZs3EA+SGorDpKU
AAAATjM2NqpDh17LOn7w4AGNjb1awogAVAKuLbAqmdA21xgJbQDyRbIsAAAAgGrHxg3ki6S24iBJ
CQAA4D2mGVcgsCPnvEBgO72HAVjGtQX5IKENQDFwbQEAAABQzdi4gXyR1FY8JCkBAAAAAOAAJLQB
KAauLQAAAKgGphlXOBxUOBzkuRZp2LiBfJDUVlwkKQEAALzHMNzq6bkx57yenk0yDHcJIkK5YBEE
c+HaAgAAAAAAUFxDQ3sUDPYrGOzX8PCP7A4HDsLGDeSLpLbiIkkJAADgNM3NLVq+/OKs401NK9Tc
fEkJI0I5iESGUosgkUh6CViAawusIKENQDFwbQEAAECli8UmFAzuTB3v2tWvWGzCxogAlCuS2oqP
JCUAAIDTuFwu9fbeLJfLlTZWU1Ojnp6bMo6hesViEwqFdqWOQ6EBFkGQhmsLrCKhDUAxcG0BAABA
JXv88UcVj7+bOo7H31V/f5+NEcFJDMOtjRtvyDlv48Yb2biB91hp5Ua7t0KRpAQAAHAGr7dRra3t
aedbW9vl9TbaEBGcbHBwp6amJlPHU1OTCoUGbIwITsW1BVaQ0AagGLi2AACAcmSacYXDQYXDQapV
IKtodFzPP/9s2vm9e5/V0aNRGyKCEyXIJ4FFhuHWpZdennPeZZd9kqS2ApGkBAAAkEF393rV1dWn
juvq6uXzrbMxIjhRNDqukZH09m4jI8MsgiAjri2wgoQ2AMXAtQUA4BQknsCqSGRIwWC/gsF+RSLp
6y9AIpHQQw/dn21UDz10vxJkp1Q904xr27YHc8575JEHuC9BphnXSy/9JOe8ffte5PdSIJKUAAAA
MvB4GuTzrU0d+3zr5PE02BgRnCaRSCgQ2JZxoWNmZibrGKob1xZYRUIbgGLg2gIAcAIST2BFLDah
UGhX6jgUGlAsNmFjRHCi/ftHdeTIm1nHDx9+Q2NjoyWMCE5kmqYmJt7JOW9i4h2ZplmCiOB0VioN
U424cCQpAQAAZNHW1iG/f4P8/g1qa+uwOxw4zNjYqA4dei3r+MGDBzQ29moJI0K54NoCK0hoA1AM
XFsAAHYj8QRWDQ7u1NTUZOp4ampSodCAjRHBaUwzrkceeSDnvIcfpjpOtTMMQx7P4pzzPJ7FMgyj
BBHByQzDrZ6eG3PO6+nZRLu3AvH/ZQAAAFkYhltdXX67w4ADmWZcgcCOnPMCge1qarqYlxXMwrUF
VrW1dWh6ejr1NwDMB64tAAA7ZUs82bTpVhujgtNEo+MaGUmvsjUyMqzW1g5a1UJS/tVxWJ+rXobh
1ubNn9ff/u1355y3efNt/E4gSWpubtHSpRdmrdS2bNlH1Nx8SYmjqhxUUgIAAAAAwIGSCW1dXX52
8gGYN1xbAAB2mSvx5OjRqA0RwYkSiYQCgW1KJBJpYzMzM1nHUH2ojoN8rFz5cS1demHW8WXLPqKV
K1tKGBGcjm5uxUOSEgAAAJAnSr4CAAAAAGAdiSewamxsVIcOvZZ1/ODBAxobe7WEEcGpktVxcqE6
DiTJ5XLp1lu/lHX8llu+KBdZKXjP2NioDh/OXEVJkg4ffoN70VkgSQkAAAAoQHNzi5YvvzjreFPT
Ckq+AgAAAKgKphlXOBxUOByUacbtDgcOROIJrDDNuAKBHTnnBQLbudZAEtVxkB+vt1FXXPGptPNX
Xvlp2kgihXtR8ZGkBAAAkAWLrJiLy+VSb+/NGXfY1NTUqKfnJnbfAAAAAKgKkciQgsF+BYP9ikTS
23mhuvGxD0CxUB0H+br++hvkdp+bOna7z9WGDb02RgRUH5KUAAAAsmCRFbl4vY1qbW1PO9/a2s7u
GwAAAABVIRabUCi0K3UcCg0oFpuwMSIA5cow3OrpuTHnvJ6eTbTvQgrVcZAPj6dB113nTx13d6+T
x9NgY0RwGu5FxUeSEgAAQAYsssKq7u71qqurTx3X1dXL51tnY0QAAAAAUDqDgzs1NTWZOp6amlQo
NGBjRHAaPvYhH83NLVq+/OKs401NK9TcfEkJI0I5oDoO8nHOOeek/q6pOWeOmahWzc0tOVtJci8q
HElKAAAAGbDICqs8ngb5fGtTxz4fu28AAAAAVIdodFwjI+mVh0dGhnX0aNSGiOBUJJ7AKpfLpd7e
mzO26KqpqVFPz02070Iaj6dBfv/61PHatdezPoeMYrEJPflkKHUcDgfZnAyUGElKAAAAZ2CRFflq
a+uQ379Bfv8GtbV12B0OHM404wqHgwqHgzLNuN3hAAAAZMVzC+aSSCQUCGxTIpFIG5uZmck6huqU
TDzJMkriCWbxehvV2tqedr61tZ32Xciqo6MztT7X3v5Zu8OBQ7E5GVaMjY3qyJE3s44fPvyGxsZe
LWFElYUkJQAAgNOwyIpCGIZbXV1+dXX5ZRiG3eHA4SKRIQWD/QoG+xWJpCdEAgAAOAXPLZjL2Nio
Dh16Lev4wYMH+HiDWbKvp7DOgnTd3etVV1efOq6rq5fPt87GiOB0rM8hFzYnwwrTjCsQ2JFzXiCw
nY0cBSJJCQAA4DQssgIoplhsQqHQrtRxKDRASWkAAOBIPLdgLny8Qb6Sm8KyCQTYFIbZPJ4G+Xxr
U8c+3zradwEoGJuTAecgSQkAAOA9LLKiULTBgFWUlAYAAOWC5xYA84lNYShEW1tHqn1XW1uH3eEA
KGPch2CVYbjV03Njznk9PZtkGO4SRFR5SFICAAAAzhJtMGAFJaUBAE5AcjWs4LkFufDxBvlgUxgK
RfsuAPOB+xDy1dzcouXLL8463tS0Qs3Nl5QwospCkhIAAMB7WGRFIWiDASsoKQ0AcAqSq5ELzy2w
asWKS1Rfvyjr+KJFi7RixcoSRgQAAACcPZfLpd7em+VyudLGampq1NNzU8YxWEOSEoCKwE5QWMVv
BbmwyIp80QYDVlBSGgDgBLHYhAYH339OGRzcSXI10vDcAqsOHHhVk5PHs44fP35cBw7sL2FEcCrD
cGvjRiubwm5kUxgAYN6xORmF8Hob1dranna+tbVdXm+jDRFVDpKUAFQEdoLCKn4ryIVFVuSDNhiw
gpLSAACnGBzcqRMnplLHJ05MkVyNWXhugVX8VpC/3BXYKNIGACgW2nehEN3d61VXV586rqurl8+3
zsaIKgNJSnCs6ekTuuuub+quu76p6ekTdocDB6PNDqw69Vt5fwE+FGLXMGZjkRX5oA0GAAAoJ9Ho
uCKRobTzkcgQydUAgKIyzbgee+zRnPMee2wH6y0AgKKgfRcK4fE0yOdbmzr2+dbJ42mwMaLKQJIS
HOu+++7V668f1OuvH9T99/+93eHAwWizA6tO/Vbe3zU8NcWuYaSzklRC4gkk2mDAOkpKAwDslkyu
nmuMZ1xIPLfAOn4rAACg3NC+C4Voa+uQ379Bfv8GtbV12B1ORSBJCY709tvHNDr6cur4lVd+prff
PmZjRHAq2uzAKn4rsMIw3Lr00j/NOe+yyy5nkbXKUXUL+aKkNIBiM824wuGgwuEg9x6kIbka+Whu
btHSpRdmHV+27CM8t0ASz7iwjqQ2AIBT0L4L+TIMt7q6/Orq8sswDLvDqQgkKcGR7rnnb9LO3Xvv
VhsigZPRZgdW8VuBVaYZ1969P84577nnRvj4ByAvlJQGUGxDQ3sUDPYrGOzX8PCP7A4HDmKacfX1
bc85r69vG8+4APLCMy7yQVIbgGJj4wasoH0XYD+SlOA4L7/8TxmrmkSj4xod/ZkNEcGp2AkKq/it
wCrTNBWLTeScF4tNyDTNEkQEp2IXKArh9TZqyRJv2vklS7yUlEZGLLDCqlhsQsHgztTxrl39lp5p
UD1Onjw5L3NQHcbGRnXkyJtZxw8ffoN3aKTQNgVWJZPaso2R1AbgbJ2+cWNoiI0byI72XYC9SFKC
o8zMzOgHP7gv6/iDD/6DZmZmShgRnIo2O7Dq1G8l967hQIBdw5AMw1BDw+Kc8xoaFlPWE1qx4hLV
1y/KOr5o0SKtWLGyhBHB6aLR8YzJ+EePRmk9iowikaHUAmskkt62Fkh6/PFHFY+/mzqOx99Vf3+f
jRHBaax88+W7MCTWW1CY7u71crvPTR273efSNgUZeb2NGZPXsp0HAKvO3LgRDLJxA9nRvguwF0lK
cJRQaECTk8ezjh8/flxPPLGrhBEBqATsGoZVhuHWzTfflnPe5s23UR0HOnDg1ZzPLQcO7C9hRHCy
ZOvRucZoPYrTxWITCoXef/cJhQZYYEVG0ei4nn/+2bTze/c+SwIkUhYsWDAvcwAAOBvR6LiOHTua
dv7YsaM8twA4K2zcAIDyQZISHGN6+oR2734i57ynngppevpECSKCk9FmB/mw8s2X78JIWrmyRcuW
XZh1fNmyj6i5uaWEEcGJ2GGOfNF6FPkaHNypqanJ1PHU1KRCoQEbI4ITJRIJPfTQ/dlG9dBD95MA
iffenzflnNfTcxPvz2C9BQUZHNyZ9mGY5xacaa7NGTMzM2zcAFCw7Bs3fkwCJAA4EElKAMpWc3OL
li7NlUhwSQkjglOxaxj5cLlcuuWWL2Ub1S23fFEuemEAyANJbchXNDqukZH09m4jI8MssGKW/ftH
deTIm1nHDx9+Q2NjoyWMCE5Fm1rko7m5RcuXX5x1vKlpBestSOG5BVaxcQOFMM24wuGgwuEg78vI
aO6NG2LjBgA4EElKcIza2oVavfq6nPOuvdan2tqFJYgIQCUwDLd6e3PvGu7tZdcw3uf1NuqKKz6V
dv7KKz8lr7fRhojgNOwwB1As7DCHVaYZ1yOPPJBz3sMPP8AHHdCmFnlxuVzq7b054+aMmpoa9fTc
xMYNSOK5BdaxcQOFikSGFAz2KxjsVySSnhAJ7N//Ss6NG/v3s3EDAJyEJCU4is+3LufOvuuuW1vC
iOBkY2NWdg2z+wbsAkVhrr/+Brnd56aO3e5ztWFDr40RwWm4tsAqktqQD3aYwyrTNDUx8U7OeRMT
78g0zRJEBKfiwzAK4fU2atWqq9LOr1p1FRs3kMJzC4BiisUmFArtSh2HQgOKxSZsjAhOY5pxPfzw
gznnsXEDAJyFJCU4Sk1NjW677ctZxz//+S+rpoafLVhkRX6Su0CzjbELFJl4PA3y+9enjteu3SCP
p8HGiOA07DBHPmhTCyt4xkU+DMOwVGV44cKFMgyjBBEBAKoJzy3IBxs3UIjBwZ2amppMHU9NTSoU
GrAxIjiNaZqKxXJv3IjF2LgBAE5Ctgccp6XlExmrKS1atEgtLZ+wISIAlcDrbVRbW0fa+ba2DnaB
IquOjk75/Rvk929Qe3un3eHAgbzeRrW2tqedb21t59qCNOSsAZhvVj7inXMOH/qqHR+GUYhodFwv
vPBc2vkXXnhOR49GSx8QgLJHNWLkIxod18hIenu3kZFh7kNIMQxDDQ2Lc85raFjMxg0AcBCSlOA4
0ei4JiePp52fnJzk4RMpLLKiEN3d67VwYV3qeOHCOvl862yMCE5nGG51dfnV1eXnRRZZdXevV11d
feq4rq6eawvSjI2N6vBh2tRibobh1saNVp5xb+QZF5Kk2traeZmDyseHYeQjkUgoENimRCKRNjYz
M5N1DNWFtTnky+Vyqa3t6qzjbW0dVCOGJO5DsM4w3Lr55ttyztu8+TbuRQDgICQpwVGSD59zjfHw
iSTapiBfHk+DurvfTxzo7l5P+y4AZ83jaZDPtzZ17POt49qCWUwzrr6+7Tnn9fVtoxUGJOV+3+GV
CBIfh5Ef2tQiH2Njozp06LWs4wcPHiC5GpJIgER+EomEIpFnso5HIkOs/UMS9yHkZ+XKFi1blus7
UUsJI0I5MM24wuGgwuEga3GADUhSgqPw8Il8sYaKfF11VasuuqhJF13UpKuuarU7HAAVoq2tI9Ua
MFNrSeDkyZPzMgeVzTTjeuyxR3POe+yxHSyi4T25X4h4Z0KS19uoVauuSju/atVVtKlFimnGFQjs
yDkvENjOvQipBMhsYyRA4nSs/cMK7kPIl8vl0i23fCnbqG655Yvci5AmEhlSMNivYLBfkUh6a0kA
xUWSEhyDh0/ki7YpKMRzz43o9dcP6vXXD+q550bsDgdAhaA1IHKxsh7GmhmAfJxKarPyDk1SGwCg
eLzexoyJjtnOozqx9g+gmLzeRl1xxafSzl955ae4FyFNLDahUGhX6jgUGlAsNmFjRED1IUkJDmOl
nCslX5F8sc3dNiUQoG0K3heLTWhwcCB1PDi4k4dPAPNievqE7rrrm7rrrm9qevqE3eHAgRYsWDAv
c1DZDMOtjRtvyDlv48Ybad8FIG/R6LheeOG5tPMvvPCcjh6Nlj4gOBKtJJGvaHRcx44dTTt/7NhR
ri0A8sZ9CIVavbor7dw116yxIRI43eDgTk1NTaaOp6YmFQoNzPFPAJhvJCnBMQzDrUsvvTznvMsu
+yQPn5BE2xTkb3Bwp06cmEodnzgxxcMn5kRvalh13333pqq03X//39sdDhzm1CLrppzzenpu4jkX
Sljak8HGDfABB/lJJBIKBLYpkeEiMzMzk3UM1am5uUXLl1+cdbypaYWamy8pYURwKq4tsIrnFuSD
+xAKMTS0J+3c8PCPbIgEThaNjmtkJL2928jIMMnVQAmRpATHMM24XnrpJznn7dv3Ih+KIcnaBxzW
QZAUjY4rEhlKOx+JDPHwiazoTQ0r3n77mEZHX04dv/LKz/T228dsjAhOxCIrrDDNuB5++IGc8x56
6AHeiSCJawusGxsb1aFDr2UdP3jwAO3SkeJyudTbe7NcGXrR1tTUqKfnpoxjqD5cW5APnltgFfch
5IvEE1hBcjXgHCQpwVGsPFjy8Ikk2qbAquTD51xjPHziTPSmhlX33PM3aefuvXerDZHAyVhkhRWm
aSoWeyfnvFjsHZmmWYKI4HQul0ttbVdnHW9r6+Dagvfape/IOS8Q2E4CJFK83ka1trannW9tbZfX
22hDRHAari3IF+9EyAf3IVhF4gmsIrkacA6SlOAYlHxFPgzDrd7e3G1TentpmwIePlEYelPDipdf
/qeMO7Ki0XGNjv7MhojgZF5vo5Ys8aadX7LEyyIrgIIkEglFIs9kHY9EhliQB+MuZZUAACAASURB
VFCw7u71qqurSx3X1dXJ51tnY0RwHiv3GO5DeB+JJ8jHqftQfeq4rq6e+xDSsPYPK0iuxtmYnj6h
u+76pu6665uanj5hdzgVgSQlOAolX5EPfi+wwjTj6uvbnnNeX982Hj6RQolgWDEzM6Mf/OC+rOMP
PvgPmpmZKWFEcLpodDzjNeTo0SjXFkiSDMPQ4sX/Kee8xYv/kwzDKEFEcDoW5GGFYbi1ceMNOedt
3Hgjm3wwi8fToP/yXy5KHX/sY8vl8TTYGBGcxDDcuvTSy3POu+yyT3JtwSwkQMIqj6dBPt/a1LHP
t477EGYh8QRAKdx33716/fWDev31g7r//r+3O5yKQJISHCVZ8jUbSr7idHP9XlwuF78XpJw8eXJe
5qA6UCIYVoVCA5qcPJ51/Pjx43riiV1Zx1FdaD0KKwzDrZtvvi3nvM2bb+NjH1iQR55yvxvz+owz
xWIT+ud/fj11/Prrh2iBjRTTjOull36Sc96+fS9yH8IsJEAiH1dd1aqLLmrSRRc16aqrPm13OADK
FN18UKi33z6m0dGXU8evvPIzvf32MRsjqgwkKcFxsn+cYbUM6bzeRrW1daSdb2vroEQwTkP5cVhH
RQJYMT19Qrt3P5Fz3lNPhSgBC0lcW2DdypUtWrbswqzjy5Z9RM3NLSWMCEC5M824Hnssd3VZEtpw
psHBnTpxYip1fOLEFC2wMYuVzYFsIMSZSIBEPkZGhlPVK37843+0Oxw4DIknyAfdWVCIe+75m7Rz
99671YZIKgtJSnCUuXaYS+wwR2bd3eu1cOH7JYIXLqREMIDCUJEAQDFwbUE+XC6XbrnlS1nHb7nl
i3zsgyQW5JEfqssiX7TARi7ch1AoEiBhVSw2oWBwZ+p4165+EtqQhsQTWJXszpJpTaWmpobuLEjz
8sv/lPHdJxod1+joz2yIqHKQpARHYYc5CuHxNKi7+/2kpO7u9ZQIxizs7AMw32prF2r16utyzrv2
Wp9qaxeWICIAlcTrbdQVV3wq7fyVV36aaqGYhQV5WGVlvxd7wpBEC2xYxX0I+SIBEvl4/PFHFY+/
mzqOx99Vf3+fjRHBiUg8QT683ka1trannW9tbWe9BbPMzMzoBz+4L+v4gw/+g2ZmZkoYUWUhSQmO
wQ5znI22tg75/Rvk92/I2P4N1W3BggXzMgeVzzDc2rjxhpzzNm68kZ2gkM+3TvX1i7KOL1q0SNdd
t7aEEcGp2GWOQlx//Q0655xzUsfnnHOONmzotTEiOBEL8rCKdyLkg02EsCp5H8o2xn0IpyMBEvmI
Rsf1/PPPpp3fu/dZEtqQhsQT5KO7e73q6upTx3V19XRnQZpQaECTk8ezjh8/flxPPLGrhBFVFpKU
AFQgXmbxvlMfhjflnNfTcxMfhvEeK5W3ShAGHK+mpka33fblrOOf//yXVVPD4zZOaW5u0dKlF2Yd
X7bsI+wyR5rTryFcT5ANC/LIxTDc6u3N/U7U28s7EdhEiPx5vY06//wlaefPP/+D3IcwCwmQsCqR
SOihh+7PNqqHHrqfhDakIfEEVnk8DfL53t9Y6vOtozsLZpmePqHdu5/IOe+pp0Kanj5RgogqD6uc
cAyqV+BsRCJDCgb7FQz2KxJJLxmM6kb5cVh1akF+e855fX0syOOUlpZPZFyQ/+AHl6il5RM2RAQn
I8ER+Rgc3Kl4/P17TTweVyg0YGNEcDIW5JEL70QAiiUaHdfbbx9LO//WW8eodoIUEiCRj/37R3Xk
yJtZxw8ffkNjY6MljAjlgMQT5IPuLIC9SFKCw1C9AvmLxSY0OPj+B5vBwZ2KxSZsjAhOQ/lx5OPk
yZPzMgfV44ILLshw7j+XPhA42tjYqA4fzrXIyq5hnBKNjmtkJD3xfmRkmI99yIgFeeTCOxGsok0t
8jF3tRNR7QRA3kwzrkceeSDnvIcffoCENqQh8QRWGYZbXV1+dXX5ZRiG3eHAYWprF2r16utyzrv2
Wp9qaxeWIKLKQ5ISHMM043rsMSu7KXbw8IlZBgd36sSJqdTxiRNT7DJHGq+3MWOZ8WznUc2sLKCy
yIpTotFx/fSn+9LO//Sn+0gkQAq7hpGPRCKhQGBbxg96MzMzWccAFuSRi9fbmPG30dbWwTsRZqFN
Layi2gmsIgESVpmmqYmJd3LOm5h4R6ZpliAilC/emwEUzudbp/r6RVnHFy1apOuuW5t1HHMjSQlA
WYtGxxWJDKWdj0SG+DiMWaLRcR07djTt/LFjR/mtACgIiQQAimFsbFSHDr2WdfzgwQNU3UJG7ASF
Fd3d67VwYV3qeOHCOloDIiMKayEXqp0gX7QehRWGYcjjWZxznsezmGdepIlEhhQM9isY7Fckkl6d
GACsqqmp0W23fTnr+Oc//2XV1JBqUyju4HCM5G6KrVvvnnMeuymQlPw4PNfYHXd8g5L1sJRIwG8F
SVZ+B/xWIFlPJFi5sqWEUcGJeM6FVflU3WpqupjfC4C8eTwN6u5ep76+bZJOJS3RGhBnstqmlufc
6maapn772/+dc95vf/u/ZZomzy1ItR7dsuXraWt0NTU1tB6FpFPvz5s3f15/+7ffnXPe5s23cV3B
LLHYhEKhXanjUGhAl1++imfds7Bnz1MaGHiMqmVlzDAMrVu3UZ2d19odSllqafmEvN7GtEIHjY1/
qJaWT9gUVWUgvQuOwm4K5INd5rCK3wrysWDBgnmZg8pG+y7ki7YpAACnoDUg5sJzLqwyTdNS5dhE
IsHHTaR4vY1qbW1PO9/a2k7rUaSsXPnxnO/PJMriTIODOzU1NZk6npqaVCg0YGNE5W/Pnt3cw8uc
aZras2e33WGUta9+9f9OO/eVr9xuQySVhSQlOEpyN0WmHRPspsDpTDOuvr7tOef19W1j0azKscCK
fJyqdrIp57yenpvYrQUgb+++++4cYydLGAmcKll1KxeqbgE4G7QGBDAfDMOwXImYaw1O1929XnV1
9anjurp6Wo9iFpfLpVtv/VLW8Vtu+SLfiTBLNDqukZH09m4jI8NpFVBgXWfnau7hZc4wDHV2rrY7
jLJ2/vlL1NLyx6njj3/8Ezr//CU2RlQZuLLAcZK7KSKRoVnn2U2BM508mftjnpU5qAa5d/ZZm4Nq
kKzql636FlX9ING+C/nbv39U4+O/yDr+7//+C42NjWrlyo+XLig4EvchAICdeM6FVbW1C7VmjU/h
8OCc89as6VZt7cISRYVy4PE0aM0anx5//FFJp34jtGPCmbzeRl1xxaf0/PPPzjp/5ZWf5jsRZkkk
EgoEtmWs7jczM6NAYJvuuOMbJLYVoLPzWtqEAZK+9KWv6Pvf/54k6Ytf/IrN0VQGKinBkdhNASus
PFPy3AnDcOvSSy/POe+yyz7JAiskUdUP1tGmFlaZZlyPPPJAznkPP/wAVf2Qug9lGeU+BAAoOp5z
YZXPt14LF9ZlHa+rq2NNFznxaItsrr/+Brnd56aO3e5ztWFDr40RwYnGxkazbvKRpIMHD2hs7NUS
RgSg0tTWLtSWLf9DW7b8D9XW1todTkWgkhIcyeNpkM+3Vn192yRJPt86dlMgzYIFC+ZlDiqbacb1
0ks/yTlv374XtWaNj0QlSKKqH6xJJhJs2fL1tN1aJLThdKZpamLinZzzJibekWma3IuQcQfoeyMl
jQMAUJ14zoVVNTU1+uIX/yy1s/xMX/jCn6mmhn3SmC0Wm9CTT4ZSx+HwoFatuor1f6TxeBrk969P
Vd1au/Z6fieYxTTjCgR25JwXCGxXU9PFrLcARbRnz1MaGHhMpmnaHQoKYBiG1q3bWLLqabwhwLHa
2jrk92+Q379BbW0ddocDhzlVfnxTznk9PTfx4AlLi6cssOJMp6r6vb8jlB2gyCSZ0HYmEtpwOsMw
LLW4qK1dKMNgH0m1S5aqzyYQyFzGHgCA+cRzLqxqafmEzj9/Sdr5D35wiVpaPmFDRHC6wcGdmpqa
TB1PTU0qFBqwMSI4WUdHZ+o7UXv7Z+0OB0CFMM24wuGgwuEgVc3nyZ49u0lQKmOmaWrPnt0l+/ex
Ag7HMgy3urr8docBB0uWH89WypPy45CSCW03auvWu+ec19OziYQ2zHKqqt+606r6rWe3FjLq7l6v
ffteTC2y0qYWmbjdue8xVuag8lktVb9yZUsJo6oc7Owrb6Xe2QdYVU3Xln/8x2f0j//4jN1hzCuu
LWfv61+/Q3/+51+dde5rX7vDpmjgZNHouEZGhtPOj4wMq7W1gyRI5MBmDczG2j8KFYkMKRjsl3Rq
0+DVV3/O5ojKX2fn6qp5J6pEhmGos3N16f59Jfs3AcA8o/w4rCKhDYVqa+vQ9PR06m8gE9rUwgor
/crpaQ5K1RcfO/vKW3JnH4kEZ8c043r66SclSddcs4ZryTzg2lLeuLacvfPPX6KVKz+u/ftfkSRd
cskfZ6yuhOqWrBiaqSrozMyMAoFtuuOOb7Cei1lIJEAuzc0tWrr0Qh058mbG8WXLPsLaP2aJxSYU
Cu1KHYdCA7r88lWs556lzs5rK/J5etu2BxWJDM0695nPXK1Nm261KaLKQLs3AGWN8uOwIpnQlmmR
g4Q2zCVZ1a+ry08LJsyJNrWYC21qAefo7FzNPb2MlXpnX6UaGtqjYLBfwWC/hod/ZHc4FYFrS3nj
2jI//ut//aouuqhJF13UpC9/+au5/wFUHasVQ4GkTIkEsdiEjREBqAS0HYVVc1WAPHo0akNElcOV
yJS2Dlv8+tcxu0MAylIsNqHbb/8zTU1NSZLq6uq0dev/S9Yz0pDxDACwSyKR0He/+605q/qxaxiS
tH//KzlL1d9++xbavWEWnnNhVSw2oa985YuKx9+VJLnd5+ree+/n/RkAUFSmGdedd96uX/7yrTnn
nXfeB3X33VvZvAFJPOMWSzW1qa1EtKk9O9HouP7iL27P2J3lO9/ZSvEDpLCWa80HPuAp6J+jkhKA
sneqzc661LHPt54FVmTU3b1edXX1qeO6uvpZvx0AAIqFqn6wKtmmNhva1OJM7OxDPh5//NFUgpIk
xePvqr+/z8aIAADVwsp+efbUI4ln3OKhTW15S7apRf6stB3lPoQkKkAWF0lKACoCbXZgxamEtrWp
Y59vHQltAICSoU0trCChDflgkRX5iEbH9fzzz6ad37v3WT72AQCKyjDcuuyyy3PO+9M//SRVlMAz
bpHRpra80aa2cCSdwCrTjCsQ2JFzXiCwXaYZL0FElYe7EICKYBhudXX57Q4DZaCtrUPT09OpvwEA
KKXu7vXat++FWW1qqeqHMyUT2s5sbUBCG85kdZGV9oD5q642GAndeefX7A5i3tEKY36YZlxPP/2k
JOmaa9aQPACgIKYZ109/+pOc81566UWtWePjWlPleMYtrs7Oayvq+YiW6bAin6STpqaLuQ8BRUYl
JQBAVUkmtHV1+dkxAgAoOdrUwira1CIXdvYVF20wyh+tMOZHJDKkYLBfwWC/IpH0tjsAYJ2VaqBU
DK12POMiX7RMBzDfDMOtnp4bc87r6dlEQluBSFICAAAAgBKiTS2soE0tYC/aYJQ/WmGcvVhsQqHQ
rtRxKDSgWGzCxogAlCs+9gEolmTL9CyjtEyHJO5DyB8JkMXFagsAAAAAlBBtamEVbWoxl+Qia67W
BiyyFqaS2mBMT5/QF75wk/7P//k/c84755xz9D//5zbV1i4sUWRwusHBnZqamkwdT01NKhQa0KZN
t9oYFYBylfzYl62NFx/7IPGMi8IkEolsIyWNA87W3NyipUsv1JEjb2YcX7bsI9yHkJJMgNyy5etp
15iamhoSIM8SlZTgWKYZVzgcVDgcpGwnAAAAgKpDm1rkws4+WGEYhjyexTnneTyLudYgJRod18hI
enu3kZFhHT0atSEiAOUu+bEv0wc9PvbhdDzjIh+JREKBwLas44HAtjmSmAAgO6+3UatWXZV2ftWq
q+T1NpY+oApCkhIci573AAAAAABkx8c+WGEYbm3e/Pmc8zZvvo2KBJD0/se+TB/0ZmZm+NgHoGBe
b6NaW9vTzre2tvOxDyk84yIfY2OjWSu0SdLBgwc0NvZqCSOCU42NjWatoiRJhw+/wW8FKBGSlOBI
9LwHAABApaJiKID5xMc+WLFy5cfV2PihrON/+IcXaOXKlhJGBCfjYx+AYuruXq+6uvrUcV1dvXy+
dTZGBCeiegWsMM24AoEdOecFAttZf6lyphlXX9/2nPP6+rbxW0FKNDquF154Lu38Cy88R3XZs0SS
EhwpW897IBs+9gEAgHJBxVBYxTMurOJjH6xYsGBBQWOoLnzsA1BsHk+DfL61qWOfb508ngYbIwIA
VIOTJ0/OyxxUB6rLFheN5uE4c/W8b23tIEseGSU/9klSbe1CXX3152yOCAAAIF2miqGXX76KRXlk
NDS0J/WM63afq8997lqbI4JTJT/29fVtk8THPqSz2tqAakoAgFJoa+vQ9PR06m+cnT17ntLAwGMy
TdPuUIpu794fa+/eH9sdxrwzDEPr1m1UZyfvfPkwDLd6em7U1q13zzmvp2cTbY0hK10i6SSJJKvV
ZXmHLgxJSnAUK1mJd9zxDfoNYxY+9gEAgHKRrWLopk232hgVnCgWm1AwuDN1HAz264orruIZF1nx
sQ/Z5FMZp6npYj7gVDk+9gHOUS2JJ8mk/EpTyqSTPXt2V/zvpNKZpqk9e3aTpFSA5uYWLV9+cdZk
gqamFWpuvqTEUcGJrFSPpcIsJN6hS4F2b3AUet6jELQHBAAA5WCuiqH0MceZHn/8UcXj76aO4/F3
1d/fZ2NEcDrDcKury6+uLr8Mgz1pAAqX/NiXDR/7gNIg8aS8JZNOSqGzczXPf2XOMAx1dq62O4yy
5HK51Nt7c8biBjU1NerpuYnCB3gvEX9Tznk9PTeRcAKUAE8tcAyyElEI2gMCAIByQMVQ5CMaHdfz
zz+bdn7v3h/rs59dzTMugLxQGQf5Sn7s27Ll62nPLnzsA0qns3N1VVRSqlSlTDrp7Ly2YirwmGZc
d955u375y7fmnHfeeR/U3Xdv5dkFkiSvt1Gtre2KRIZmnW9tbef9GSlU3YJVvEMXH0lKAMoWH/sA
AEC5oI85rEokEnroofuzjj/00P367//92zzjAsgLC/LIFx/7APtVUuIJABRbd/d67dv3YqrrRl1d
vXy+dTZHBSdJJuLfeefXMo6TiI/TrVhxierrF2ly8njG8UWLFmnFipUljqpy0O4NjpHMSsyFrEQk
0R4QAOAUphlXOBxUOByUacbtDgcOk0/FUH4/2L//FR058mbW8cOH39D+/aMljAhAJaANBgrR3b1e
dXX1qWM+9gEAio3vRCiUx9Mgn29t6tjnWyePp8HGiOBEmYoeAJkcOPBq1gQlSTp+/LgOHNhfwogq
C0lKcBR63sMqPvYBAJwkEhlSMNivYLBfkUh6G1IAsMI043r44Qdzznv44Qd4xgWQt2RlnDNRGQfZ
8LEPAGAHvhOhUG1tHfL7N8jv36C2tg67w4HDJLuzZBMIZO7cgupz6hv09pzzAoFtrM8ViCQlOAo7
+wAAQLmJxSYUCu1KHYdCA4rFJmyMCE7DTlBYZZqmYrF3cs6Lxd6RaZoliAhApaEyDvLFxz4AQKnx
nQiFMgy3urr86uryyzAMu8OBw9CdBfk4efLkvMxBZiQpwXHY2Qcr+NgHoBRo4QUrBgd3pvrdS9LU
1KRCoQEbI4ITNTe3aOnSC7OOL1v2EXaCQoZhqKFhcc55DQ2LWXAFUBAq4yBfpmnq5z9/XT//+eu8
EwEASobvRADmE91ZkC8rRbUovFU4kpTgSOzsgxWUfQVQbLTwQi7R6LhGRtJ/GyMjwzp6NGpDRADK
mWG4dfPNt+Wct3nzbSTiAygYlXGQj/vuu1evv35Qr79+UPff//d2hwMAqCJ8JwIA2OXcc8+dlznI
jK2XcKTkzr6+vm2S2NmHzJJlX7ds+Xpan1jKvgI4W7HYhAYH36+GMzi4U5dfvor7EVKSfcwz9Sqf
mZlRILBNd9zxDe5FkHSqpPSRI29mHT98+A2Njb2qlStbShgVnGjlyhYtW3ahDh/O/Hs5VXWL3wnS
mWZcTz/9pCTpmmvWkMiGrJJtMIBc3n77mEZHX04dv/LKz/T228d0/vlLbIyqvO3Z85QGBh6jbWsZ
MwxD69ZtVGfntXaHAlQ8vhMhX7wTIZtkd5atW++ecx7dWSCd+r386Z9+UuFwcM55l1++it9LgUhS
gmO1tXVoeno69TeQSbLsayQyNOs8ZV8BnK3BwZ06cWIqdXzixJRCoQFt2nSrjVHBSaz2MSfpBPmU
lG5qupiX2zxV28e+w4ff0A03rM09sYzwsW9+JCtASlJt7UJdffXnbI4IQLm7556/STt3771bdddd
f2tDNJVhz57dVfPMUqlM09SePbt5bgFKhO9EyAfvRJhLsjtLtvVcurMgyTTj+ulPf5Jz3ksvvag1
a3ys5RaAdm9wrOTOvq4uvwyDfDpkR9lXAPMtGh1PS36UTr3o0sILEn3MASfhY1/5S37sQ+FisQmF
QrtSx6HQgGKxCRsjAlDuXn75nzK++0Sj4xod/ZkNEVWGzs7VrHOWOcMw1Nm52u4wgKrBdyJYxTsR
ckl2Z8lU9Z7uLEhn5bfA76VQ3NEBlD3KvgKYT8kWXnON0cILQD4oKV1cnZ2rq6qSUiXiY9/ZGxzc
qampydTx1NQkFSABFGxmZkY/+MF9WccffPAftHLlx1VTw/7XfHV2XksFHgAAioB3IlhBdxZYwVpu
8ZGkBKAiUPYVwHyhhRes4EUF+Vqx4hLV1y/S5OTxjOOLFi3SihUrSxxVZajkj30//OGTevzxRyVJ
GzfeWLH/d+LsRKPjGhkZTjs/MjKs1tYOFloB5C0UGsj6zCJJx48f1xNP7FJ39/oSRgUAAJAZ70TI
R3f3eu3b92IqqY3uLMiE9oDFxXYXABWBsq8A5oNpxtXXtz3nvL6+bbTwQupFJRteVHC6Awdezfmx
78CB/SWMCOWgo6NTfv8G+f0b1N7eaXc4cKBklcdEIpE2NjMzk3UMALKZnj6h3bufyDnvqadCmp4+
UYKIAAAAsuOdCPlKdmdJojsLMqE9YHGRpAQAAHCakydPzsscVD5eVGCVacYVCOzIOS8Q2E4CJGYh
ER+5WK0ACZzONOMKh4MKh4PcdwAAAFDWeCdCIdraOlKbwujOgmyS7QHPRHvAs0eSEgAAwGms5JSQ
d4IkXlQAAHYhARKFikSGFAz2KxjsVySS3hYD1a22dqGuuaYr57zVq69Tbe3CEkQEAACQGe9EKBSb
wmBVd/d61dXVp45pDzg/SFICAAA4zYIFC+ZlDqpHd/d6ud3npo7d7nN5UcEshuFWT8+NOef19GyS
YbhLEBEAoFrFYhMKhXaljkOhAcViEzZGBCf6oz9aOi9zAAAAAKCc0R6wOEhSAgAAeM+pRIJNOef1
9NxEIgGAvDQ3t2j58ouzjjc1rVBz8yUljAhAuSMBEoUYHNypqanJ1PHU1KRCoQEbI4LTmGZcjz/+
aM55jz22g4oEmIVWkgCAUuOdCEAp0B5w/lG/DKgie/Y8pYGBx2Sapt2hoACGYWjduo3q7LzW7lCA
ipZMJMjWy5xEgsJVy30oHn9XX/rSZrvDKIpS3ouq5feSdPDgAd1ww9rcE8sEzy1AafDcgnxEo+Ma
GUlv7zYyMqzW1g5a1QI4K8lWktKptoFXX/05myMCAFQD3olQCNOM6+mnn5QkXXPNGpLYMKdke0DM
HyopAVVkz57dVfOhrxKZpqk9e3bbHQZQ8Vwul3p7b5bL5Uobq6mpUU/PTRnHkBv3ofJXynsRv5fy
xnPL/KAiAXJxuVxqa7s663hbWwfPLZAkJRIJBQLblEgk0sZmZmayjqH6UJEAhaCVJADALqzlohDJ
5OpgsF+RSPpGDgDFRZISUEU6O1fLMCigVq4Mw1Bn52q7wwCqgtfbqNbW9rTzra3t7DA/C9yHyl8p
70X8Xsobzy3zg0Uz5JJIJBSJPJN1PBIZIvEEkqSxsdGsu8ulUxX9xsZeLWFEcDLa1CJftJIEANiJ
tVzkg+RqwH6uBKtVjvHrX8fsDgEAgLxVW0umSkNLpsLt3/+Ktm69e845t9++RStXtpQoIpSLZ555
Wn192yRJvb030woDGcViE7r99v8r9cGvrq5eW7f+vTyeBpsjg5NwL4IVphnXnXferl/+8q055513
3gd1991bqY4DSdLRo1Ft2fL1tETHmpoafec7W/ngh5RodFx/8Re381sBUBS0ZIJVvEPDqm3bHlQk
MjTr3Gc+c7U2bbrVpoiA8vWBD3gK+ueopAQAAM4KLZnKGy2ZCmOacQUCO3LOCwS206IJadraOuT3
b5Dfv0FtbR12hwOHoiIBcuFeBKCYvN5GnXfeB9POn3fe+SSdIIVWkgCKbWhoT6q67PDwj+wOBw7m
8TTI51ubOvb51pGghDTR6LhGRtIrVY+MDOvo0agNEQHViSQlABXBNOMKh4MKh4MswAMlRkum8kZL
JqD0DMOtri6/urr8XD+REYtmAOaTYbjV03Njznk9PZuoToCUaHRcb799LO38W28d416EFFpJAiim
WGxCweDO1PGuXf20ZMKc2BSGuZBcDTgHK+IAKkJyR4Ukud3n6nOfo20RMpuePqHvf/97kqSvfe0O
1dYutDmi8tfZeW1FtQpLJBL67ne/lXWhtalphe644xtyuVwljgxOkvzYl6vFzv/P3r3HR1Hd/x9/
b5iQC0mIVkEFLCIErFyCIIJIqUIFoli5KHKpgha+XqCtX7yg9VKtLerPC1JQBEGrXFRQEKwVCwIq
oCIERKuIChIs4gUhCckmO2R/f+Sb1ZhsZibs7E52X8/Hw0eTnQ/JGfphZs6ZzzmHl32oDcvVoy52
Bs24D0HiXgRncnO7qW3bHH366Se1Hm/Xrr1yc8+IcqvgVcFgUHPnzgp7zpdZOwAAIABJREFUfO7c
Wbrjjnu4FyU4Jyv6derUmXsRAMcWLXpGgUB56PtAoFzPPjtf48dfG8NWwcuqJoUBtbFbXM126YD7
WEkJnsXKOLCrqKhQixc/G/p+8eJFzKhAWI89Nl0ffrhdH364XbNm/T3WzYEHMRMUduXmdlPHjp3D
Hu/UqQsv+1CrVatWhparX7Wq5mo5SGzch+AE9yI4UV5eXsexsii2BF6Xn/9e2II2Sdq5c4fy8zdH
sUUA4o3fX6qpU+/S1Kl3ye8vjXVz4EEFBXv0xhtrany+bt0aVvQD4BjbpQPeQpESPOvHew2vXMle
wwhv0aJnqj00mGZAzz47P4Ytglft2/elNm/eFPr+vfferXX5eiQuOitwwufzqX//gWGP9+8/gNnl
qOGny9UvWcJy9fgB9yE45fP5NGbMuFrvN0lJSRo9eiz3IkiS8vM3a8+e3WGPf/HFbm3dStEJKu9F
8+bNsYybN28296IEx1aSOBpMIkRd6l7Rr/IYWzKhNix+AAANA0VK8CRe3sCu8DMqXmdGBWp45JEH
anw2ffqDMWgJgHgQDAa1atWrYY+vWrWSQTPU8MILz1WbKez3l+rFF5+PYYsANHQtW7ZSnz6/qvF5
nz6/UsuWraLfIHiOaQb05JOzLeMoOoEkmaapoqJDlnFFRYdkmmYUWgQv69LlDDVpkhH2eEZGhrp0
6RrFFqEhYBIhrOTnb7Zc0Y/iatSGlasRDsXVgLdQpARPCrfXMPBjdc+oEDMqUM2mTe/UWrhWULBH
mze/G4MWwYvorMAJtmSCUwUFe7Rq1coan//7369SXA1JlfehkSN/axk3atRvuQ8BsM00TRUWWhed
FBZSdALJMAxlZTW1jMvKairDMKLQInjZtm1bdPhwcdjjxcXF2rYtP4otQkPAJELUheJq1FdRUaFe
fHFx6PsXX3yexQ9QDdulo75YpS3yKFKC57AyDuzKz3/PckZFfj4zKiBVVFToiSceC3t8zpxHVVFR
EcUWwcu6dDlDaWnpYY+np6czExRsyQTHgsGgFix4KuzxBQueorgakqRduz61jPn888+i0BI0FAUF
e/Tmm2trfP7mm2vpQ0NSZdFJamqaZVxaWhpFJ5BhJKtv33Mt4/r2PY+C2QRHnwj1wSRCWKG4GvX1
wgvPqaTkcOj7kpLDrFyNanw+n/r3Hxj2eP/+A9guHbVilbbIo0gJnsLKOLDLNAOaO9d6RsXcuY8z
EAK9+OLzljP7li5dHPY4EsvWrVtUWloS9nhJSYm2bWN1HADOsPIW7PD7S7VixTLLuBUrllbbNhCJ
q6oAsrZ+ckVFBQWQCLGTB+QKpMrxlo0bN1jGbdy4nvEWAI4wiRB2GIahzEzrFf0yM1nRDz8oKNij
1atrFg6sXv0aEzcQEgwGtWrVq2GPr1q1kj4RamCVNndwB4en2F0Z54wzukexVfAi0zRVVGQ9o6Ko
qHJGBbP7nHnlleV6/vmFCTUbZenSxXFVqGQYhi69dJTy8i6KdVMaFCdLSj/8cBeuLQmsamvABx+8
t844tgaEVHlteeaZpyzjnnnmSXXq1JmcAWCb3QLIrl27RbFV8BrTNG0VNpaWltJ/hiTZmkHOLHMY
RrJGjfqtHnrovjrjRo26nOsKJNmfRDhs2IgotgpeYxjJuvLK8ZbXliuvnMC1BZLsTdy46abbeHYB
/WfUS7hV2q644ncxbFXDx0pK8AzTDGjevDmWcew1DLjvlVdWJFSBUjwyTVOvvLIi1s1ocEzT1MGD
31vGHTz4Pf9GwD7mcKSuwXgnMYhvqalpGjx4iGXcRRcNtbV1E+Ib2+zALsMwlJWVbRmXlZXNigQI
FZ5YofAElewUtEWhGfC8yhVDl1rGLV/+IiuGQl27dlfbtjlhj7dr154iAoSwcjXsoP+M+mCVNvdQ
pATPcLoyDhKbYRhq2tR6kLVpUwZZ6yMvbzB/bw2cYRjKyxsc62YAcY19zGGXaZp1biNZpbS0hOdc
aOjQS9WkSUbY4xkZGRoy5JIotgjeZmcpeparT3SGkaxx46xneY4bN56iE/wfCk9grfJl3z8s4+bP
52UfAGd8Pp8uvPDisMcvvPA3jLdAEoUnANxjZ5U2tgesP95AwzMMw1BaWpqKi+ueQZ6WlkbxBP5v
kHWCHnqo7m12WPa1fvLyLoqbbcL8/lKNH3+55cOCz+fTnDlPsyoB5PP5bOULEAwG9fLLy8Ief/nl
l3TGGWeSL5DEtimwLykpSUOHXqJnnnmy1uNDhlyqpCTmG6GyT3TWWWfrpZdeqDOuZ8/e9Ikgn8/6
upGUxH0IlS/7Fi6087LvaXXqxBbYia6srCwiMYh/VSuGLlu2pM44VgyFVDnesmrVq2GPr1q1kvEW
AI4YRrJGj75cDz5Y9zvF0aOv4PkWktge0G2MbMJT7Fz4uTmgSteu3dSuXd3LvubmcnNIdKmpafrN
b4ZZxl188XAGQcAqbXAkP3+zPv30k7DHd+7coa1bN0exRfAq+1t4DeFeBAWDQeXnh792bN26mZla
kFRZSLBu3euWcWvXrmbWcIJzUnRCrgBwwk59ADUEqDJ06KVKSwvf30lLS2PFUEhi+y7Yxza1cKJL
lzOUlpYe9nh6erq6dOkaxRbBq1ilzX0UKcFTUlJSIhKDxODz+XTBBSz7CmtsmwK7qlZps8IqbTDN
gJ58crZl3Lx5s+moQJJ0yiltLGNatz41Ci2B1zEgD7sqt0wvtIwrKipkK0kAtlXNMrfCLHMATvl8
Ph1/fPOwx5s1a85YLngxjHpgm1rYs3XrZpWWloQ9XlJSwngLECUUKcEzDCNZvXqdYxl39tl9GASB
JHvb7DDLHFLltikTJlwb9vj48deybQpCWKUNdpimqUOHDlrGHTp0kBfDkGkGtGjRfMu4RYueYZA1
wTEgDycMw1BWVlPLuKyspqwAmeAoOoFTubnd1LFj57DHO3XqotzcM6LYIniVnXE3xuZQZevWzdqz
Z3fY4198sZuXwwAcYcVQ2GWaAc2d+7hl3Ny5s8gV0IeOAt7IwjNMM6CNG9dbxm3Y8BY3CEhimx04
06zZCWGPNW9+YhRbAq/z+Xy66qprwh6/6qqrmdkHAABijhUg4URubje1bWtViE/RCSr5fD6NGTOu
1n5PUlKSRo8eS58IkiQ79UfUKEGiGB/28WIYgBtM01Rh4SHLuMLCQ0w4hSQmbriNqXQN3CuvLNfz
zy9MqAvm/v37NHbsyFg3I2IMw9Cll45SXt5FsW5Kg+Jkm52HH+5ChyXBBYNBLVjwVNjjCxY8pZtu
uo1BVoQw0xNWDMNQamqaSkoO1xmXlpbG6hUIDbI++OC9dcYxyApyBU5VrQC5c2ftkzdYARJAfbVs
2Ur9+p2vVatWVvu8X7/z1bJlqxi1Cl6TlGQ9jmInBgB+rOrFcLhtsHkxjCr0oWGXaZq2V4BMpHfu
CK9q4saUKdfXdpSJG0eJlZQauFdeWcHFsoEzTVOvvLIi1s1ocKh6hhNbt24O26mVpO3bt7GcNELs
FLVRxARJSk5ubBljGNYxSAxdupyhtLS0sMfT0tLUpUvXKLYIXsVMLThR9wqQPlaARMjWrXZWIqZP
hOqGDRuh9PQmoe/T05to6NBLY9gieE1KSkpEYhD/WB0HTlS9GA6HF8P4MfrQsMMwDCUlWZdFJCUl
MeEUIeHfA/F+6GhRpNTA5eUN5mLZwBmGoby8wbFuRoNjGIYyM5taxmVmNuXfSIJjOWk4RVEb7EpN
TY1IDBLD1q2bVVpaGvZ4aWkp1xZIYosdONeyZSv98pfn1vi8b99zWe0EkugTof4yM7M0dOgloe+H
Dr1UmZlZMWwRvKSy6OQKy7jRo8dSdAJJFBLAmfAvhukLoTr60LAjNTVNF100xDLuoouGKjU1/CRD
JA4ms7uLN/cNXF7eRXG3Tdh7772radPur/XY9dffpG7dekS5RfAiw0jWlVeO10MP3Vdn3JVXTmAg
BLJX1czDBJy9wOnUqTPXlwRmGMkaM+YKy+Wkx4xhQB6V15Z58+ZYxs2bN1udO7NNLSqLTlq0aKm9
ewuqfd6iRUuKTlCrkSN/q40b1ysQKJdUudrfZZeNiXGrAMSD/v0HyO/3h74GfowtmeBEVSHBLbf8
b42XehQS4MfqfjFceeymm24jXxDCNrWwY+jQEfrXv/6psjJ/rcdTU1NZNRQhdiezd+3aLYqtih+s
pARPCQaDWrXq1bDHV61aSVUiQrp27a5WrX4e9vjJJ7fm5gAZRrJ69uxtGder1zm8FAbgCLNAYZdp
mioqst6mtqiIbWpRqaBgT40CJUnau7eg1s+BzMwsDR8+IvT9JZdcxmonCDGMZI0aZWeLncvpE6EG
w0jWxRcP18UXD2elatTA6hVwqqqQ4KcoJMCPsco56oNtamHF5/OpWbPmYY83a3YCzy2QVDnhdP78
f1jGzZ//FKsR1xNFSvAUHj7hVF372rPnPaTKh4mNG9+yjNuw4U0eJiDDSNbIkb+1jBs16re8wEFo
QD7cMQbkUcUwDGVlWW9Tm5XFNrWoe9Zw1TEmbqA2AwbkafjwyzR8+GU6//y8WDcHnmN93eDSAqA+
KDqBUxQSoC5sU4v6YptaWNm6dbMKCr4Ie3zPnt28g0ZIWVlZRGJQO4qU4Bk8fMKprVs369NPPwl7
fOfOHTxQQJJUXl4ekRgkhl27PrWM+fzzz6LQEjQELVu2qnXbi/79BzAgjxDDSNa4cRMs49imFhIT
N1B/rHaCcEwzoIULn7GMW7jwacZbANRLZdFJeuj79PR0ik4QFoUEANzSv/+A0MQNtqnFj/EOGk7Z
mXvM/OT6o0gJHmNn2h5T+8ADBZyhSAl2+f2lWrFimWXcihVL5feXRqFFaAiGDRuhtLQfBuTT0hiQ
R025uWdUy5OfSk9PV5cubA+Y6HjGBQAADVFl0ckPfaChQ0dQdII6UUiAcAwjWaNH29mm9gom+aAG
Jm4AiBQ7u/Wwo0/9UaQEzzCMZPXs2dsyrlevc3j4BGCbaZoqLS2xjCstLZFpmlFoEYB4k5mZpWHD
fhiQHzaMAXnUtG3bljrvRyUlJdq2LT+KLQIAJApe9gGIBopO4ASFBKhLbm43dezYOezxTp26KDeX
ST4A7KNPBCcq8+UKy7jRo8eSL/VEkRI8wzQD2rDhLcu49evfZNYweKCAbYZhKCurqWVcVlZTBkWg
1NQ0XXjhxZZxgwcPUWpqWhRahIbinHP6qlmz5mrWrLnOOeeXsW4OPIbVcWCXYSRr1KjfWsaNGnU5
z7gAHOFlHwC3UXQCJ0wzoGXLlmjZsiX0gVCDz+fTmDHj5KtlH52kpCSNHj221mMAUBf6RHCic+eu
SkpqFPZ4o0aN1LlzbhRbFF8oUoKnsCUTnMjN7aa2bXPCHm/Xrj0PFJBhJOtXv+pnGXfuuf142QdJ
Ups2bSMSg8QyZ86j+vrr/fr66/164onHYt0cAA2a9WA74/GoDS/7UBde9gFwG/chOLFy5StasuRZ
LVnyrFau/FesmwMPatmylfr1O7/G5/36na+WLVvFoEUAGjr6RHBi6dLFqqg4Evb4kSNHtGzZkii2
KL5QpARPsXPt5/6AHzt8uDjsseLi8MeQOEwzoLffXm8Zt3HjegbRINMMaNGiZyzjFi58mnxByL59
X2rz5k2h7997713t2/dlDFsEr2EFSNhlmgEtXGhn1S3uQ6jpxy/7XnuNl32oiZd9qA+/v1RTp96l
qVPvkt9fGuvmwMO4D8GuoqJCLVnyXOj7JUueVVFRYQxbBK8aNmyEkpMbh75PTm6soUMvjWGL4HUU
zMIKfSLY4feXasWKpZZxy5e/SB+pnihSgqekpKREJAaJYcuW97Rv33/DHt+370vl52+OYosAAIno
kUceqPHZ9OkPxqAl8DKWlAbgpp++7Fu8mJd9qN2wYSOqLVmflNSIl32o02OPTdeHH27Xhx9u16xZ
f491c+BR3IfgxKJFzygQ+GG3hECgXM8+Oz+GLYK3BcN8DdTEKm2wY8CAvBqfnX/+oBi0BF4WDFrf
c+zEoHYUKcEzDCNZo0ZZzzAfNYoZ5qisiJ8zZ6Zl3OzZM6iYT3CGkayePc+2jOvZszfXFrDaCRzb
tOkd7d1bUOPzgoI92rz53Ri0CF7l8/nUv//AsMf79x/AktKw3ScaPfpy7kOohpd9sKu4uKjakvUV
FUdUXFwUwxbBy1gxFHZxH4JdBQV79MYba2p8vm7d67X2rZHYXnjhOQUCP4ztBwIBvfji8zFsEbys
smD22dD3S5YsomAWtartOrJ06eIYtARelZqaph49elrGnXXW2UpNTYtCi+IPRUrwFHsFh1QlQvL7
/ba2cysuLpbf749Ci+BVphnQmjWvW8atWbOagjZIkrp0OUNpaelhj6enp6tLl65RbBG8qqKiQk88
8VjY43PmPKqKioootgheFgwG9fLLy8Ief/nll5h9g/9jZ6ZWFJqBBoOXfXCCFSDhBPkCO8Lfh9Zw
H0I1wWBQc+fOCnt87txZ9IkQUlCwR6tXv1bj89WrX+PaglpVFsxWL2qjYBY/VVCwRxs3rq/x+YYN
b3FtQYhpBrR79y7LuF27PuO9Yj1RpATPMM2AnnxytmXcvHmz+QcPGYahpCTrS1hSUpIMw4hCi+BV
pmmquNh6xkRxcaFM04xCi+B1W7duUWlpSdjjJSUl2rZtSxRbBK968cXndfhw+ILZ4uJiZuEgJD//
PX366Sdhj+/cuYNtaiHTDGjhwqct4xYu/Ad9IkjiZR+cYQVIOEG+wI6670NB7kOohj4R7AoGg1qw
4Klarx8VFRVhjyFxMXEDdgSDQT366CNhjz/66CNcW4AooUgJnmGapgoLD1nGFRYeopAASk1N0+DB
F1vGDR48hKX2EpxhGEpLs86BtLQ0CtpAwSxs8/tLtXz5i5ZxL730gvz+0ii0CF5mmgHNm2fn2vI4
1xbYWgWUlUJRJT9/s+XLvq1bedkHVoCEM+QL7OI+BLsq+0RzLOMYb4Ekbd26WR988H7Y49u3b9PW
rUwgRCUmbsCuLVs2qaDgi7DH9+zZrS1b3otii+BVhpGsnj17W8b16nWODCM5Ci2KPxQpAWiw2rRp
Zxlz6qlto9ASeJ2dhwQeJCBRMAvAHaZp6tChg5Zxhw4d5NoClZeX24jhxQ0oroYzrAAJJ8gX2MF9
CE5UjrdY94kKC+kTJTrTDGjBgn9Yxi1Y8BTXFkhilTbYY5oBPf74TMu4xx+fwbUFMs1ArdsC/tSG
DW+RL/VEkRI8wzAMZWU1tYzLymrKaieQaQa0aJGdrTCe5gYBpaSkRiQG8c8wDFurr7HyFgzDUOPG
jS3jGjdOIVcgSbZm7TGzD6Zp2lp9ze8v4eUNKICEbX5/qVasWGoZt3z5i6wACfIFtjHJB07YX+k8
nT40VFZWFpEYxD9WroZdfr9fJSWHLeNKSg6zejUQBRQpwTMMI1njxk2wjLvyygmseAJJdFZgj2Ek
a/ToKyzjxoy5gmsLJMnWYFijRgyYJTrTNBUIWA9uBALlDMjDUQ6QL7CzfQ5b7KAKBZAAgFgxDEMZ
GZmWcRkZmRSd4P/4Yt0ANBDl5dZj+nZWoEX8o2AWgBsMI1m9ellv93b22b15r1hPFCnBU3y2+il0
ZlDJzlg74/GQpGDQzss+kgVV7NxnuBclOsMwlJxs3QFJTk5mQB4UKcERn41OkZ0YJAaKlGBHamqa
8vIGW8bl5V1ka1VRxLfU1DQNHnyxZdzgwUPIlwRnGMlq3/40y7gOHX7ByxvINE3bK1jQJ0pspmnq
8GHrXDl8uJhcgSQm+sCe1NRUNWnSxDKuSZMmSk1l141EZ5oBrV27yjJuzZrVrNJWTxQpwTNMM6CF
C5+xjGP7LlRJSUmJSAzim2kG9OSTT1jGPfnkHK4tkCQlJVm/+LUTg/hmmqbtFf0YNIOTQjWK2gDY
Vbn1qL0+EdcWfPzxx5YxO3Z8FIWWoCH4+c/bWMa0bn1KFFoCL/P7S/Xee+9Yxm3a9DZbA0Kmadou
rqYPDSZuAIg0w0hWv34DLOP69x9IcTVkmqYOHbJepe3QoYM8t9QTRUoAGiTDSNaYMXa28BrLA0WC
M01TRUXWDxNFRSz5ikoUQAKItNTUVCUnN7aMa9y4MbO1Ehwvb+CEaZq2tsKgYBYHD36vnTuti5Q+
+eRjHTz4fRRaBC8zzYCeeOJRy7g5cx5jok+CM03T9uoV3IfAxA04QZES7GLlathlmgG9/vprlnGr
V6/kGReMz0UBRUrwDMNI1ujRl1vGjR59BUUnkCTl5nZT27Y5YY+3a9deublnRLFF8CLDMJSVlWUZ
l5WVxSAIZBjJGjXKugCSexEMw1B6erplXHp6E64tkCTbS0ojsfHyBk74/X5XYhF/eHkDJ/x+v+1t
dri2JLbKQnx7W2BTiI/U1DSdddbZlnE9e/ZmK8kEZxiGmjbNtoxr2jSbPhEA2/x+v4qLiy3jiot5
xkXlvSgpybqMJikpiXtRPVGkBE/p0uUMNWmSEfZ4RkaGunTpGsUWwevq2mrHzjY8iH+GkaxmzZpb
xjVvfgJFJ5Bkdx9z6yp6xD871ww6KahiZxZWIMBMrURX+fKml2XcWWedzcsbKDU11fYsc14OJ7bs
bHsv8QwjWdnZ1i8FAUCqLGq08/waCAQogIRMM6AvvthlGbd79+esYJHgDCNZY8eOt4wbN24CY7lQ
amqqrS2wGzdOoU+U4AzDsN1/ZjwXqalpuuCC31jGXXjhbxifqyeKlOAp27Zt0eHD4StZi4uLtW1b
fhRbBC/Lz9+sgoIvwh7fs2e3tm7dHMUWwYuKi4u0Y4f11gYff/yRiouLotAieJlpBjRnjp2tDWYy
aAbANtM0ba5IcJgXOAnONAP65BN7WzJxH4JhGGrc2N5WkgyyJjbDSNbAgRdaxg0adCEv+6DU1FSb
K0Bm8LIvwbFKG5yyM+7G2Bwk2dxix3qSIRKD3a1HkdgMw1CjRo0s4xo1akT/GZKkHTv+YyPmoyi0
JD5RpATPMM2AFiz4h2XcggVPMSAPmWZA8+Y9bhk3d+7j5AsA2yq3NmDZV9hj5/7CYDyq2N3HHInN
NE0dOnTIMu7QoYNcXyDTNFVeXm4ZV15eTr4kONMMaP36Nyzj3nprHf1nyDCS9bvfXWsZN378tRS1
JbjU1FRbhWp24xDfmLgBu+xPIHyU5xaouLjY5vhcwNZWX4hffr/f1v3FNE3G/aGDB7/XJ5/ssIzb
seNjHTz4fRRaFH8oUoKn2Nmeiy28IFW9wDloGccLHGRkZKpnT+s973v1OkcZGZlRaBGAeGCapkpL
Sy3jSktLuA9BkmwvKQ1Q0AYnuLbADtM0VVhoXQBZWHiI5xZIknbv/swyZtcu6xjEP5/P+vWCnRjE
P9M0bT/nci9KbEwghBNOVrxhdZzExnZvgLfQQ4CnUKQEu+jYwolrrvmDkpLC3/KSkpJ09dWTotgi
eBWdFThBIQGcqOs+5CQG8Y9rC+wyDEOZmVmWcZmZWTy3JDhyBU74/aVasWKZZdyKFUvl91sX7SN+
VU7cKLGMY+IGJPtbSWZksJUkAPsyMjJ15plnWcb16NGTCcoJju3e4ER29jFKT7ezBXYTZWcfE4UW
xR9GweEZpmmqpMR6ydeSEpZ8BYUEcCYpKUnp6RlhjzdpksGLYUiqvLY0bZptGZednc21BRQSwLbU
1DTl5Q22jMvLu0ipqWlRaBGAeGAYyfrlL8+1jOvb9zy2ZEpw5AqcME1TFRUVlnEVFRWMzwGwzTCS
dcIJJ1nGnXDCSdyLEpyTewv3IVSyfk8UDLK6bKJjuzc4UVxcZKtm4fDhwyouLopCi+IPb2ThGTx8
wgnDMJSc3NgyLjm5MYUE0ObNm1RcXBj2eFFRobZs2RTFFsGrDCNZ7dq1t4xr164Dg2YJjucWOLV5
s/V9ZsuWd6PQEniZYRg2V91iZh8k0wzo1Vdftoz7179WyDQDUWgRvMo0A1q7drVl3Jo1q8gVALbR
J4ITxcVF+uyznZZxn376CS/7Ehzbd8GJ4uIibdr0tmXcpk0bubYkOJ5b4ERxsfW2o/WJxQ8oUoJn
8PAJJ0zTVHm59dZ/5eVlPFAkONMM6NFHp1nGzZw5jQF5yO8vtdWxfffdjWxtkOB4boET3377jf77
3y8t47788kt9++03UWgRvKq4uNjm6hVHGASBiouLFQhYP78GAgHyJcGZpqmiovCTNqoUFRXSfwZg
Gy/74ISTVSlYwSKxkStwgkICAG5wsvUs29TWD0VK8AzDMJSSYv0POSUllZd9YCAEthUXF6u8vNwy
rry8nI4K6NjCNu5DAIBY414Eu0zTtL1NLbkCivFhFy9vALiBIiU4kZGR4Uos4g/9ZzhBvriPIiV4
hmmaKiuzfqgsK7O3byjiG50V2EWuwAkePmEX1xY4wcs+2MV9CE7wchh2UYgPJ7gXwS5yBU7w3AK7
yBU4wb0IgBsY+3cfRUrwDAbN4AQPnwDcQCEB7CJX4ATPLbCLXAHgBp5b4AT3IthFrgBwA0VKcIJ7
EeyiTwQnuBe5jyIleAZViXCCBwrYxZKvcIJ8gV10VOBEdna2DCPZMi45OVnZ2dlRaBG8ysn//+QK
GJCHXTy3wAnGWwC4gecW2JWamqpGjRpZxjVq1IjnFig7O1s+n/Wr7qSkJPrQCY5nXDhBH9p9FClF
mGmaeuqpp5SXl6fOnTurX79+mjlzpgKBQKybBgAJiUEQOJGamqZ27dpbxuXkdFBqaloUWgSvMgxD
SUn2BkHo2MIwkjVw4AWWcQMHXmirmAnxyzAMNWnSxDKuSZMmXFsA2MaAPAA3cG2BE7zsg12maSoY
DFrGBYNBxnIhSWrUyN74HBIbzy2At3BVjrC7775bU6dOVXZ2ti6//HI1b95c06dP1+TJk2PdNABI
SGwlCSf8/lLt3LnDMu6TTz6W318ahRbBq4qLi1VRUWEZV1FRwbX+BL3FAAAgAElEQVQFMs2A3njj
dcu4detel2kyuSHR2ZngEggwGA8GWeGMz+eLSAziH9cW2JWRkan27TtYxnXocJoyMjKj0CJ4Hfci
AJFWXFxsq1jNNE3G5xIck9kBb6EnGUFbtmzRc889pwEDBuiRRx6Rz+dTMBjUlClTtGzZMq1Zs0bn
nnturJvpWWyxAyeYfQO7yBU4QWcFgBtM01RhYaFlXGHhIZmmyWpKCczv96u8vNwyrry8TH6/XxkZ
5Eoio5AATthdkQBITU3TCSecpK+++m+dcSee2ILVZROcaQZ04MD3lnHffXdAphngGRfci2CLYRhq
1MhQRUXd/aJGjQyecQHYRv8Z8BZWUoqgBQsWSJImTpwYqvj3+Xz63//9X/l8Pi1evDiWzfM8ipQA
uIFrC5zw+/2uxCL+0LGFE6zqB7vIFTjBcwvsIlfgRHFxkWWBkiTt2/eliouLotAieNl3330bkRjE
PyaFwS6/369AwHriRiBQznMLGJ+DbfSJAG+hSCmC3nvvPR1zzDHKycmp9nnz5s3VunVrbdq0KUYt
axgOHjzoSizi01dffeVKLOLPt9/aHwxzEov4tH+//euFk1jEn71797oSi/hE4QnsYtAMTvCcC7vI
FTjB+BzsOnjwoCoqjljGVVQcIVdAkRJsI1cAuIE+EZygT+Q+ykYjpLy8XF999ZW6dOlS6/EWLVpo
165dOnDggI499thaY7Kz091soud98on9l70HDnyltm1/7mJr4HWFhfYfEgoLv1V2du3/NhH/tm3b
Zzv2u+/2qWPH9i62Bl5XVma/OKCsrDjh792J7ODBrx3FZmd3c7E18LoDB5w95+bmnu5ia+Bl5Aqc
oE8EuwKBw45iecZNbJs2fWE7dt++L+hDJ7D167fbjt2xY7vatr3QxdbA6z74YLPt2L17P1fr1n1c
bA28jFyBE9u2vWs79rPPPlLfvr9yrzHwtO+/3+8olv5zYqNP5D5WUoqQqiq5zMzMWo9XfV5UxDLI
4Rx33HGuxCI+nXDCCa7EIv6ceOKJrsQiPnFtgV3NmjVzJRbxia1HYRe5AifoQ8Oun/3sZ67EIj5x
L4JdTZs2dSUW8alx48auxCL+NGrUyJVYxCfyBXbx3AIn6EO7j5WUIqRqWclwD9BVn5eVlYX9GQcP
lkS+YQ3IsceeqJSUlDr/jiQpJSVVxx57YsL/fSW6k046RUlJSaqoqKgzLikpSSeddAr5ksCaNWsl
wzAsl/81jGQ1a9aKXElwdq8tjRo14tqS4Nq0Oc1RLLmS2HJyOjmKJV8SF7kCJ04+uZ18Pp+CwWCd
cT6fTyef3I58SWDNmrVSo0aGjhyx6hMZ9Img007LdRRLviSujh3trxbbsWM3ciXB8ZwLu7gPwQnu
RbCL+xCcYOzfvuOPr30BHyuspBQhqampkqRAIFDr8fLycklSWlpa1NrUEM2cOddGzBNRaAkaglmz
nopIDOLfY489aSNmXhRagobAznXDTk4h/nEfghP27kVcW0CuwBnuRbBr1iyuLbDv0Uet+8d2YhD/
7I3lWscgMfCcC7u4D8EJ7kWwi/sQnGC8xV0UKUVIRkaGkpKSVFxcXOvxqm3ewm0Hh0qpqalq27Zd
2ONt27YLFYQB6enpdW63dMIJJyg9PT2KLYJXpaWlqVWrk8Meb9XqZIpIEcK1BXZlZGTUufxv06ZN
2QIDIZmZmXXmQ0ZGBn0FSCJX4EyTJk3qXFr8Zz/7mZo0aRLFFsGr6BPBiaysrDrzIS0tTVlZWVFs
EbyqadOmSklJCXs8JSWFLVMQwnMu7OI+BCe4F8Eu7kNwgrF/d/mCVuuCw7Z+/fqprKxMb731Vo1j
AwYM0KFDh/T222+H/fPffFPkZvMalDFjhtf6+fz5S6LcEjQE5AvsIlfgBPkCu8gVOEG+wC5yBU6Q
L7CLXIET5AvsIlfgBPkCu8gVOEG+wC5yBU6QL3VjuzcP6Natm7755hvt2rWr2uf79+/XF198odxc
+3vpJrqhQy+19RkgSb/+9UBbnwEXXPAbW58BEtcW2Hf22efY+gyQpDPPPMvWZwC5Aif69j3P1mcA
fSI4kZt7hq3PgI4dO9v6DJB4zoV93IfgBPci2MV9CE4w9u8OVlKKoA0bNmjcuHEaMGCApk2bpqSk
JAWDQU2ZMkXLli3TrFmzdO6554b986ykVN1PKxOpSERdyBfYRa7ACfIFdpErcIJ8gV3kCpwgX2AX
uQInyBfYRa7ACfIFdpErcIJ8gV3kCpwgX8JjJSUPOPvss5WXl6eVK1dqxIgReuCBBzRmzBgtW7ZM
AwYM0K9+9atYN7FBueee/xf6+r77Ho5hS9AQ3HbbX0Jf/+Uv98WwJfC6P/95aujrv/3tgRi2BA0B
1xbYddNNt4W+vv32v9QRCUiTJ98S+vrWW/8cu4bA88gVOHHLLXeGvv7zn/8Ww5bA6+gTwYk//vGm
0Nc333x7DFsCr5s0aXLo6xtuuDWGLUFDwHMu7OI+BCe4F8Eu7kNwgrH/yGMlpQgLBAKaPXu2li5d
qv379+ukk07SRRddpPHjx6tx48Z1/llWUgIAAAAAAAAAAAAAAICX1XclJYqUPIQiJQAAAAAAAAAA
AAAAAHgZ270BAAAAAAAAAAAAAAAA8CSKlAAAAAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAAAAAAAK6i
SAkAAAAAAAAAAAAAAACAqyhSAgAAAAAAAAAAAAAAAOAqipQAAAAAAAAAAAAAAAAAuIoiJQAAAAAA
AAAAAAAAAACuokgJAAAAAAAAAAAAAAAAgKsoUgIAAAAAAAAAAAAAAADgKoqUAAAAAAAAAAAAAAAA
ALiKIiUAAAAAAAAAAAAAAAAArqJICQAAAAAAAAAAAAAAAICrKFICAAAAAAAAAAAAAAAA4CqKlAAA
AAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAAAAAAAK6iSAkAAAAAAAAAAAAAAACAqyhSAgAAAAAAAAAA
AAAAAOAqipQAAAAAAAAAAAAAAAAAuIoiJQAAAAAAAAAAAAAAAACuokgJAAAAAAAAAAAAAAAAgKso
UgIAAAAAAAAAAAAAAADgKoqUAAAAAAAAAAAAAAAAALiKIiUAAAAAAAAAAAAAAAAArqJICQAAAAAA
AAAAAAAAAICrKFICAAAAAAAAAAAAAAAA4CqKlAAAAAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAAAAAA
AK6iSAkAAAAAAAAAAAAAAACAqyhSAgAAAAAAAAAAAAAAAOAqipQAAAAAAAAAAAAAAAAAuIoiJQAA
AAAAAAAAAAAAAACuokgJAAAAAAAAAAAAAAAAgKsoUgIAAAAAAAAAAAAAAADgKoqUAAAAAAAAAAAA
AAAAALiKIiUAAAAAAAAAAAAAAAAArqJICQAAAAAAAAAAAAAAAICrKFICAAAAAAAAAAAAAAAA4CqK
lAAAAAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAAAAAAAK6iSAkAAAAAAAAAAAAAAACAqyhSAgAAAAAA
AAAAAAAAAOAqipQAAAAAAAAAAAAAAAAAuIoiJQAAAAAAAAAAAAAAAACuokgJAAAAAAAAAAAAAAAA
gKsoUgIAAAAAAAAAAAAAAADgKoqUAAAAAAAAAAAAAAAAALiKIiUAAAAAAAAAAAAAAAAArqJICQAA
AAAAAAAAAAAAAICrKFICAAAAAAAAAAAAAAAA4CqKlAAAAAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAA
AAAAAK6iSAkAAAAAAAAAAAAAAACAqyhSAgAAAAAAAAAAAAAAAOAqipQAAAAAAAAAAAAAAAAAuIoi
JQAAAAAAAAAAAAAAAACuokgJAAAAAAAAAAAAAAAAgKsoUgIAAAAAAAAAAAAAAADgKoqUAAAAAAAA
AAAAAAAAALiKIiUAAAAAAAAAAAAAAAAArqJICQAAAAAAAAAAAAAAAICrKFICAAAAAAAAAAAAAAAA
4CqKlAAAAAAAAAAAAAAAAAC4iiIlAAAAAAAAAAAAAAAAAK6iSAkAAAAAAAAAAAAAAACAqyhSAgAA
AAAAAAAAAAAAAOAqXzAYDMa6EQAAAAAAAAAAAAAAAADiFyspAQAAAAAAAAAAAAAAAHAVRUoAAAAA
AAAAAAAAAAAAXEWREgAAAAAAAAAAAAAAAABXUaQEAAAAAAAAAAAAAAAAwFUUKQEAAAAAAAAAAAAA
AABwFUVKAAAAAAAAAAAAAAAAAFxFkRJctX//fnXr1k1PPfVUjWOHDx/WAw88oPPOO0+dO3fWwIED
9fjjj6usrKxG7JEjRzR79mwNHDhQHTt2VM+ePTV58mQVFBTU+nvXrl2rESNGqGvXrurVq5duvfVW
fffdd5E+PURQrHKlSkVFhYYPH65rr702UqcEF8UiX8rLyzVr1izl5eWpU6dO6tatm8aNG6d33nnH
jVNEhMQiVwKBgP7xj39o8ODBys3NVd++fXX33XfrwIEDbpwiIijW9yKp8hmmffv2+vvf/x6JU4JL
YpErGzZsUPv27Wv9r3fv3m6cJiIkVteW999/XxMmTNCZZ56p7t27a/To0XrrrbcifXqIoGjnym9/
+9uw15Wq/7gfeVcsri1H84yD2IlFrpimqccff1wDBgxQp06d1K9fPz3wwAMqLCx04xQRQZHKF6c5
kJ+fr7Fjx+rMM89Ujx499Pvf/55ri8fFKld+7Pe//71+85vfROJ04LJY5EswGNSiRYs0ZMgQde7c
WV27dtVll12m1157zY1TRITEKleWLVumoUOHqmvXrjr77LN10003ae/evW6cIiLIC/eijz76SKef
frqmTJkSiVOCS2KRK1988UWd4y21/fxEYsS6AYhfhw8f1qRJk1RcXFzjWGlpqS6//HJ98MEHateu
nS677DLt2bNHDz30kN566y3NmTNHqampofibb75ZK1asUJs2bTRmzBh9+eWX+uc//6kNGzZoyZIl
atGiRSj25Zdf1uTJk9WqVSuNHDlS+/bt09KlS7Vp0ya98MILysrKisr5w75Y5cqP3XPPPdq+fbv6
9evn2nkiMmKRLxUVFbrmmmv01ltvKScnRyNHjlRRUZFeffVVjR07Vg899JAGDRoUtb8D2BOra8st
t9yiFStWqGPHjho5cqT27t2rhQsXau3atVqyZImOPfbYqJw/nPHCvai4uFh33HGHa+eIyIhVruzY
sUOSNGLECB1//PHVfm96erpLZ4ujFat8Wbduna677jqlpaUpLy9PPp9Pr7zyin73u99pxowZ6t+/
f1TOH/bFIleGDBmiHj161Ph9wWBQTz75pPx+v7p16+beSaPeYnVtqe8zDmInVv3niRMnas2aNWrR
ooUuvfRSHThwQPPmzdPatWv19NNP0yfyqEjli9Mc2LRpk8aNG6emTZtqyJAhKioq0ssvv6x33nlH
L7zwglq2bBm1vwPYE6tc+bG5c+dq5cqV6tChg6vniqMXq3y5/fbbtXjxYrVq1UqXXHKJysvL9dpr
r2nSpEmaMmWKxo0bF7W/A9gTq1yZNm2aZs2apTZt2oRiX3nlFa1Zs0bPP/+8TjnllKj9HcA+L9yL
TNPUrbfeKtM0XT1XHJ1Y5UrVWG5eXp7atGlT43c3atTIpTNuIIKAC/bu3RscMmRIMCcnJ5iTkxN8
8sknqx2fPn16MCcnJ3jdddcFy8rKQp/Pnz8/mJOTE5w+fXros+3btwdzcnKCw4cPrxb77LPPBnNy
coJTpkwJfVZcXBzs0aNHsF+/fsGioqLQ54sXLw7m5OQE7733XhfOFkcjVrlSpbS0NHjDDTeEfv81
11wT+ZNExMQqX15++eVgTk5OcOLEicFAIBD6/NNPPw3m5uYGe/bsWe1nIPZilStvvvlmMCcnJzhp
0qRgRUVF6PNFixZxH/KwWN+Lqtx2222hNvz4Z8I7YpkrN998czAnJydYWFjozskh4mKVL0VFRcHe
vXsHe/fuHfziiy9Cn+/ZsyeYm5sbPO+881w4WxwNr9yHqsyZMyeYk5MTfPDBB4/+5BBxscqXSOQW
oitWufLCCy8Ec3JygiNGjKg2Nrd27dpgTk5O8Oabb3bhbHG0IpkvTnKgoqIiOGDAgGD37t2D+/bt
C32+YcOGYPv27YOTJk1y4WxxNGKVK1VM0wzed999od9/0UUXRf4kETGxypf8/PxgTk5O8NJLLw2W
lJSEPv/mm2+Cffr0CXbs2DG4f/9+F84Y9RWrXPnss8+C7du3D15yySXB8vLy0OdvvPFGaIwX3hPr
e1GVxx57LNQGnnG9KZa5UvWzP/roI3dOroFjuzdE3FNPPaXBgwfr448/Vs+ePWuN+ec//ymfz6fb
b79djRs3Dn0+atQotW7dWvPnzw9Vnm7fvl2SNHjw4GqxQ4cOlWEY2rp1a7Wfe/DgQY0dO1YZGRmh
z4cPH65TTjlFL774oo4cORLR80X9xTJXpMptUy644AItX75c55xzTqRPDxEWy3ypWgZ40qRJMowf
FiE89dRTlZeXpwMHDoR+HmIvlrny6aef6rjjjtP48ePl8/lCn1944YWSVOM6hNiL9b2oysaNG7V4
8WL17ds3UqeGCIt1ruzYsUMtWrRQZmZmpE8NLohlvqxcuVLffPON/vCHP+jkk08Ofd6qVStNmjRJ
ffr0qXX2GGIj1teWn/r88881bdo0tW7dWhMnTjza00OExTJfjja3EF2xHpuTpClTplQbm+vbt696
9+6t5cuXsxW2x0Q6X5zkwIYNG7Rr1y4NHz5cJ5xwQii2V69e6t27t1atWqXvv/8+4ueM+ollrkjS
hx9+qKFDh2ru3Llsed0AxDJfqsZyr776aqWlpYVijzvuOF122WUqLy/X22+/HdkTRr3FMlc+/vhj
nXDCCbryyiuVnJwciu3Tp4+aNm3KM64HxfpeVOWzzz7TzJkzGcv1sFjnyo4dO5ScnKxTTz3VjdNr
8ChSQsQ9/fTTatGihebPnx92T+i9e/fqpJNOUvPmzat97vP51L59ex08eFCfffaZJCk7O1uS9N//
/rda7IEDB2SaZo3lgSXprLPOqvE7e/TooYMHD2rnzp31PzlEVCxzRZKWL1+uw4cP669//avuuuuu
SJ0WXBLLfBk0aJCuueaaWpd2rXpwKSkpqf/JIaJimStjx47V+vXr1alTp2qxn3/+uaTKwRB4S6zv
RVLlsrK33367zjzzTF1yySWROC24IJa5cuTIEX322WfKycmJ5CnBRbHMlzfeeEM+n6/WLd2uvPJK
/fnPf642mILY8sJ96MceeOABBQIB3XrrrdUG6OANscyXo80tRFcsc2Xv3r0yDEOnn356jd/Zvn17
HTlyhBd+HhPpfHGSA3WN5Z511lk6cuSINm/efFTnh8iJZa5I0uuvv649e/bohhtu0Jw5cyJ4ZnBD
LPOld+/emjhxYo3xOYmxXC+KZa7k5eVp7dq1GjhwYLW4b7/9VoWFhYzlelCs70VS5bZff/rTn9Si
RQtdd911ETozRFqsc2XHjh065ZRTqhVA4gcUKSHi7rrrLi1btkxnnHFG2JjGjRurvLy81mNFRUWS
fhj46Nu3r0488UQtXLhQK1asUHFxsT7//HNNnjxZPp9PV1xxRejPFhQUSKqcJfxTVfuX79q1q34n
hoiLZa5IlStsrVq1SsOHD4/QGcFNscyXgQMH6o9//GONh4ny8nKtW7dOktS2bdujOj9ETqyvLT9W
XFys119/Xddff72Sk5PZ796DvJAvDz30kL7++mv95S9/qbYCF7wllrmya9culZWVKTU1VTfeeKP6
9OmjLl26aOTIkXrjjTcieJaIlFjmy86dO3XcccfJMAzdc889Ouecc9S5c2dddtllzBb2IC/ch6ps
2bJFq1evVvfu3ZkN6lGxzJejyS1EXyxzpXHjxqqoqKh1JfOf/lx4Q6TzxUkO1DWW26JFC0nS7t27
bZ4J3BbLXJGkc889V//+9781fvx4NWrUqN7ngeiIZb707t1bkyZNqrXAZNWqVZIYy/WSWF9bfqy0
tFTvvPOOxo8fL0maMGGC/RNBVHghX55++mlt3bpV99xzD5N7PCyWuVJSUqKCggIde+yxuuuuu3Te
eeepc+fOGjJkiJYvX35U5xUvKFJCxPXp08eyk9CxY0d98803ys/Pr/b5d999p23btkn64R90enq6
FixYoI4dO+qGG25Qt27dNGjQIG3btk2PPPKIzj///NCf//7779W4cWOlpqbW+J1Vs4XZ2sA7Ypkr
ktS9e3dmkTcgsc6X2syePVtffvmlfvnLX+rEE0+s55kh0rySKxs3blS3bt10zTXXaN++fXrggQfq
fCBGbMQ6X/Lz8zV//nxNnDhRrVu3jtyJIeJimSs7duyQJP3rX//S3r17NXjwYPXv31//+c9/NGHC
BC1ZsiSSp4oIiGW+fP3110pOTtaoUaP073//W7/+9a81cOBAffTRR7rqqqu0Zs2aCJ8tjkas70M/
Nm/ePEnSVVdddTSnBBfFMl8i0X9C9MQyVzp27KiKiorQS+AqZWVl2rBhQ7WfC2+IdL44yYGDBw9K
krKysmr8zqoxO/LFO2KZK1XxrGrScMQ6X2qzdOlS5efnKycnhzE6D/FKruzZs0e5ubm6/PLL9Z//
/EdTpkypscISYi/W+VJQUKBHHnlEI0aMUPfu3Y/6fOCeWObKJ598omAwqLffflubN2/WgAEDlJeX
py+//FI33nijpk+fHpFzbMgoUkJMXHnllZKk66+/XuvWrdPhw4f10Ucf6brrrlMwGJSk0P+apqnH
H39c+fn56tSpk8aNG6dBgwYpGAzqr3/9qz766KPQzzVNM2zVatXnZWVlbp4aIsytXEF8ima+LFu2
TDNmzFBmZqbuuOMOd08MEReNXElOTtYVV1yhoUOHKi0tTZMnT9aLL74YnRNERLmVL+Xl5frTn/6k
9u3bh34HGja3csXv9+vkk0/W5MmTtWjRIt1000168MEH9cILL6hJkyb6y1/+om+//Tb6J4yj4la+
lJaWhmZuvfTSS7rzzjt1//33a8GCBfL5fLr99tvDzhKDN0XjueW///2vXn/9dbVp00bnnntudE4M
rnBzvIX+dnxxK1cuv/xyGYahu+++Wy+//LKKioq0a9cu/fGPf9T3339f7eei4XCSL05yIBAISFKt
47lVn/Hc0rC4lSuIT9HMlw0bNuiOO+5QcnKy7rnnHiUl8Xq0IYlGrpimqdGjR2vEiBE6/vjjde+9
92rmzJlROkNEkpv5cttttykzM1M33nhjlM8KbnArV4qKinTKKadozJgxWrZsmW6++Wbde++9WrFi
hVq0aKFHH31UH3/8cQzO2Du4CyMmfvWrX+mmm27SN998owkTJuiMM87QxRdfrLS0tNAFIS0tTVLl
SiXPPfecRo4cqcWLF2vKlCmaNm2a5s+frwMHDujqq68OdVZTU1NDndufqoqp+rloGNzKFcSnaOXL
888/r1tuuUWNGzfWjBkzal2WHN4WjVzp3r27br31Vk2dOlXLly8PFbR99dVXUT1XHD238mXmzJna
vXu3/vrXv8owjJidHyLHrVwZNmyY/v3vf9dYZrxt27a64oor5Pf7a8zigfe5lS9V20b+4Q9/UHZ2
duj3dezYUYMHD9Y333yjTZs2RflscTSi8dyyfPlyHTlyRMOHD2fr0QbOrXyhvx1/3MqV0047Tffd
d5/Kyso0efJkde/eXQMHDtRXX32l66+/vtrPRcPhJF+c5EDVavi1jecyltswuZUriE/Rypc1a9bo
6quvlmmamjp1qrp06RKdE0TERCNX2rRpozvuuEN33323VqxYodatW2v69Ol6//33o3eiiAi38uX5
55/X22+/rTvvvJNdWuKEW7nSp08fvfrqq7r99turFcU2b948VAD1z3/+M8pn6y28DUHMXHXVVTr/
/PO1bt06+f1+derUST169ND9998vSfrZz34mqXIJzpSUFN10003VBktzc3M1fPhwLVq0SBs3blTf
vn2VlZWlsrIylZeX15iBU7XNW2ZmZpTOEJHiRq4gfrmdL3//+981Y8YMpaena+bMmerZs2f0Tg4R
Fc1rS4sWLXTFFVdo2rRpevPNN3XJJZe4e3KIuEjnS7NmzfTEE09o7NixOv3002NyTnBHtJ9bfvGL
X0iS9u7d69IZwU1u5EtmZqYOHDigjh071vh9HTp0kFS5jH3v3r2jcIaIFLevLa+//rokacCAAVE6
I7jJjXyhvx2f3Lq2XHjhherRo4fWrFmjQ4cOKScnR3369NGzzz5b7eeiYbGbL5L9HKja5q2oqKjG
Nl6M5TZcbuQK4pfb+bJ48WLdeeed8vl8uvfeezV48ODonBgiLprXlmOOOUbXXnutbrzxRq1evVqd
O3d278Tgikjny/79+3X//fdr4MCB6tevX0zOCe6I9nNL1buARB/LpUgJMdWqVSuNGTOm2mcffPCB
fD6fTj31VEnSvn371LJly9DMmh9r166dJIW2M2jdurW2bNmivXv3qk2bNtViq/6xn3LKKRE/D7gv
0rmC+OZGvgSDQd1555167rnnlJ2drdmzZzPrJg5EOle2b9+uL774QhdeeGGN2JNOOkmSQkt/ouGJ
ZL68//77Mk1Tc+fO1dy5c2vEzpgxQzNmzNDUqVM1dOhQF84Gbor0teXTTz/V119/rV69etVY4aRq
K+OUlJSInweiI9L58vOf/1wHDhyodUUC0zQlMSO9oXKrT3TgwAG9//77Ov3009WyZUuXWo9oi3S+
0N+OX25dW5o1a6YRI0bU+LlS5WqQaJjs5EsVOznQunVrSZXjtj8ds2Ust2GLdK4gvrmVL7NmzdLD
Dz+slJQUPfzwwxQWxIFI58rOnTv18ccf6/zzz68xrsJYbsMXyXxZv369ioqK9Oqrr6p9+/Y1ftfS
pUu1dOlSTZw4UZMmTYrwmcBtkb627NmzR19++aVyc3NrjBg5Z/oAAAiGSURBVMH5/X5JjOWy3Rti
4v7779eZZ56pAwcOVPv822+/VX5+vjp27BjamuC4447T/v37Q/9of2z37t2SpOOPP16S1K1bN0mq
dfuCd955R5mZmTUuJvA2t3IF8cnNfLn33nv13HPPqXnz5lqwYAEFSg2cW7ny0EMPafLkydqxY0eN
2Ko9htkesOFxI1969OihiRMn1vgvLy9PkkLHTzvtNHdPDhHl1rXlzjvv1Lhx4/Sf//ynRuzmzZsl
qdZVc+BtbuVL9+7dJUlvv/12jdiqQZPaBtTgXW73id5//30Fg8FQ7qBhcytf6G/HH7dy5emnn1aP
Hj20ffv2anHl5eVau3atjj/++NDKfmg4nOSLkxyoayz33XffVVJSEqtXNDBu5Qrik5v58vTTT+vh
hx9WRkaG5s2bR4FSA+dWrvzjH//QDTfcoPXr19f4nVXjuyeffLIbpwQXuZEvp512Wq1juVXFKh06
dNDEiRPVo0eP6JwkIsKta8uMGTM0duxYvfnmmzV+J2O5lShSQky0a9dOhYWFoeXPpMp/xLfccosC
gYAmTJgQ+nzQoEEqKSnRtGnTqv2MHTt2aPHixTrmmGPUq1cvSVL//v3VpEkTPfHEEzp48GAodsmS
Jdq9e7cuueSSans/wvvcyhXEJ7fyZfXq1XrqqaeUnZ2t+fPnM4srDriVK4MGDZIkPfjggzpy5Ego
9oMPPtDChQt13HHHsQVGA+RGvpx11lmaNGlSjf8uuOACSZVFSpMmTaJIqYFx69oycOBASdK0adNC
K+FI0pYtW/T888/r5JNPVp8+fdw8NbjArXwZOnSokpOT9eijj+rrr78OxW7ZskUrV67UL37xC64t
DYzbfaKqAshOnTq5eBaIFjefc+lvxxe3cqVDhw46dOhQtZ8bDAZ1991368CBA7rqqqsYm2uAnOSL
kxzo0aOHTjrpJD333HPVtrzYuHGj1q9fr1//+tc69thjo3CGiBS3cgXxya18+fDDD3XfffepcePG
mjdvHsX4ccCtXKkay50+fXq1YuyCggI9+uijSklJqXXFfHibG/ly2mmn1TqWO3LkSEkKHT/rrLOi
d6I4am5dW6rGcmfOnKmSkpJQ/Oeff67Zs2eradOmCX9tYbs3xMTgwYO1cOFCTZ8+XR999JFatWql
t956Szt27NDw4cP161//OhR73XXXacOGDXryySe1ZcsWde/eXV9//bVee+01VVRU6G9/+5uaNGki
ScrOztaNN96oP//5z7r44os1aNAg7d+/X//617/UunVr/c///E+sThn15FauID65lS9VA7EdOnTQ
Sy+9VOvvzsvLY6W2BsStXBk2bJheffVVrVu3ThdffLHOOecc7d+/X6+99poMw9ADDzyg9PT0WJ02
6ol7EexyK1cuu+wyrVy5Um+88Ubo2rJv3z6tXr1aycnJevDBB2UYdO0aGrfypU2bNrrhhhs0depU
XXTRRbrgggt0+PBhvfLKK0pJSdHdd98dq1NGPbl9HyooKJBUuVUgGj638oVnnPjjVq706NFD559/
vpYsWaKvvvpKHTp00JYtW7Rlyxb98pe/1OjRo2N1yjgKTvLFSQ40atRId955p6699loNGzZMgwcP
VklJiVasWKFjjjlGN954YyxOF0fBrVxBfHIrX/7+97/LNE2d/v/bu4OWqNYwDuB/HZg2LURbtAzD
hUpgFCVJhWOG0dCir9C2+gCtbBFZWJv6BK5cuQoXiouZphZG2zQKAtEIrI1CVBtbxI3b7V6o7MwM
3d8PZn3Oc3h43zOH//u+g4Op1+up1+vfXfvkyZMZGhpqSp3sXlG9MjIykosXL2Zubi7nz59PpVLJ
9vZ2FhYW8uHDh0xNTWX//v2tKJldMBfxo4rqlUqlkmq1mgcPHqRaraZSqWRrayuLi4v59OlT7t27
93WHpv+r0uTk5GSrb4I/18rKSpaWlr574evs7MzExETev3+f5eXlPHnyJN3d3bl69WouX778zQqJ
crmcCxcuJPmyE0Wj0cjr169z/PjxTE1NZXh4+JtrHjp0KAcPHszKykpqtVrevXuXs2fP5vbt2+np
6WlO4fy0VvTK321tbWVmZia9vb1fd7GgfTWzX7a3t3Pz5s0kyfr6epaXl//1d+LEifT29jbxKfAj
mj22dHZ25ty5cymXy3n27FkajUbevHmTU6dOZXp62jGBba7Vc1HyZTXF/Px8jh07ZuVNG2t2r5RK
pVSr1ZRKpayurubRo0fZ3NzM6dOnc/fuXUcgtLlWjC1DQ0MZHBzMq1evUq/Xs7a2luHh4UxPT2dg
YKA5hfPTWjUP/bXz8JUrV7J3797iC+W3aHa/7PYdh9ZpxdgyNjaWjo6OPH36NI8fP86ePXty6dKl
XLt2LeVyuTmF80t+R78kP9cDBw4cyOHDh/Py5cvUarVsbGxkZGQkd+7cEaBtY63olX+6f/9+9u3b
93UXC9pXs/vl+vXr+fjxYzY3N//zW25fX5+QUhtqxdgyNjaW7u7uPH/+PA8fPsza2lqOHDmSGzdu
ZHR0tCl182vaYS56+/ZtZmdn09/fnzNnzhRSJ7vXil4ZHx9PV1dXXrx4kUajkfX19Rw9ejS3bt3y
/zlJx87Ozk6rbwIAAAAAAAAAAPhzOdAXAAAAAAAAAAAolJASAAAAAAAAAABQKCElAAAAAAAAAACg
UEJKAAAAAAAAAABAoYSUAAAAAAAAAACAQgkpAQAAAAAAAAAAhRJSAgAAAAAAAAAACiWkBAAAAAAA
AAAAFEpICQAAAAAAAAAAKJSQEgAAAAAAAAAAUCghJQAAAAAAAAAAoFBCSgAAAAAAAAAAQKGElAAA
AAAAAAAAgEIJKQEAAAAAAAAAAIUSUgIAAAAAAAAAAAolpAQAAAAAAAAAABRKSAkAAAAAAAAAACjU
ZwmlC0bdaovkAAAAAElFTkSuQmCC
"
width=1172
height=842
>
</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><a id='q3'></a></p>
<h3 id="Research-Question-3:-What-are-numbers-of-children-out-of-school-in-total,-by-male-and-female-in-China,-1985?">Research Question 3: What are numbers of children out of school in total, by male and female in China, 1985?<a class="anchor-link" href="#Research-Question-3:-What-are-numbers-of-children-out-of-school-in-total,-by-male-and-female-in-China,-1985?">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="n">china</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">china</span> <span class="o">=</span> <span class="n">china</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;country&#39;</span><span class="p">)</span>
<span class="n">tot_chi</span> <span class="o">=</span> <span class="n">china</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;China&#39;</span><span class="p">,</span> <span class="s1">&#39;1985_x&#39;</span><span class="p">]</span>
<span class="n">f_chi</span> <span class="o">=</span> <span class="n">china</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;China&#39;</span><span class="p">,</span> <span class="s1">&#39;1985_y&#39;</span><span class="p">]</span>
<span class="n">m_chi</span> <span class="o">=</span> <span class="n">china</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;China&#39;</span><span class="p">,</span> <span class="s1">&#39;1985&#39;</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The numbers of children out of school in total, by male and female in China were </span><span class="se">\</span>
<span class="si">{0:.0f}</span><span class="s1">, </span><span class="si">{1:.0f}</span><span class="s1"> and </span><span class="si">{2:.0f}</span><span class="s1"> in 1985, respectively.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tot_chi</span><span class="p">,</span> <span class="n">f_chi</span><span class="p">,</span> <span class="n">m_chi</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_stdout output_text">
<pre>The numbers of children out of school in total, by male and female in China were 284172, 177367 and 122195 in 1985, respectively.
</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><a id='q4'></a></p>
<h3 id="Research-Question-4:-What-are-relationship-of-children-out-of-school-of-female-in-China-in-russian-and-usa-over-time?-Which-has-a-better-trend?">Research Question 4: What are relationship of children out of school of female in China in russian and usa over time? Which has a better trend?<a class="anchor-link" href="#Research-Question-4:-What-are-relationship-of-children-out-of-school-of-female-in-China-in-russian-and-usa-over-time?-Which-has-a-better-trend?">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="n">rus_us</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">:</span><span class="mi">42</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>


<span class="n">new_col1</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="n">rus_us</span><span class="p">:</span>
    <span class="n">new_col1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ele</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;_x&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
   
<span class="n">rus_us</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_col1</span>

<span class="n">rus_us</span> <span class="o">=</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;country&#39;</span><span class="p">)</span>
<span class="n">rus_us_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;USA&#39;</span><span class="p">,</span><span class="s1">&#39;Russia&#39;</span><span class="p">])</span>
<span class="n">rus_us_df</span><span class="p">[</span><span class="s1">&#39;USA&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;United States&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">rus_us_df</span><span class="p">[</span><span class="s1">&#39;Russia&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;Russia&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>


<span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;USA&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;Russia&#39;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">rus_us_df</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,iVBORw0KGgoAAAANSUhEUgAAAsIAAALDCAYAAAAfTmZ8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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=
"
width=353
height=353
>
</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-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">rus_us_df</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,iVBORw0KGgoAAAANSUhEUgAAAw8AAAHpCAYAAADEXgBgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
width=391
height=244
>
</div>

</div>

</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-ipython3"><pre><span></span><span class="n">rus_us_df</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">columns</span>
<span class="n">rus_us_df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">rus_us_df</span><span class="o">.</span><span class="n">year</span>
<span class="n">rus_us_df</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Numers&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Country&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Numbers of children out of primary school from 1970 to 2011&#39;</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,iVBORw0KGgoAAAANSUhEUgAAA0AAAAIiCAYAAADhKKinAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
width=416
height=273
>
</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">
<blockquote><p>There is a positive correlation between children droped out of primary school in Russia and USA. The estimated linear regression is shown as the blue line, the estimates varies in the light blue shade with 95% confident level. The trend of children out of school in USA is much higher than that of Russia over that past 40 years.</p>
</blockquote>

</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><a id='q5'></a></p>
<h3 id="Research-Question-5:-What-is-the-overall-trend-for-children-out-of-primary-school-over-the-years?">Research Question 5: What is the overall trend for children out of primary school over the years?<a class="anchor-link" href="#Research-Question-5:-What-is-the-overall-trend-for-children-out-of-primary-school-over-the-years?">&#182;</a></h3>
</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-ipython3"><pre><span></span><span class="n">overall_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">,</span><span class="s1">&#39;numbers&#39;</span><span class="p">])</span>
<span class="n">overall_df</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">columns</span> 
<span class="n">n_list</span> <span class="o">=</span><span class="p">[]</span>

<span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="n">rus_us</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="n">n_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">rus_us</span><span class="p">[</span><span class="n">n</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>


<span class="n">overall_df</span><span class="p">[</span><span class="s1">&#39;numbers&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">n_list</span><span class="p">)</span>
<span class="n">overall_df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">overall_df</span><span class="o">.</span><span class="n">year</span>

<span class="n">overall_df</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Numers&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Year&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Numbers of children out of primary school from 1970 to 2011&#39;</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,iVBORw0KGgoAAAANSUhEUgAAA0AAAAIiCAYAAADhKKinAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
width=416
height=273
>
</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">
<blockquote><p>From the analysis we can conclude that the overall trend of children out of primary school had been descreasing starting between 1970 and 1975 at which point of time the numbers fell down dramatically</p>
</blockquote>

</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><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><blockquote><p>In current study, a good amount of profound analysis has been carried out. Prior to each step, deailed instructions was given and interpretions was also provided afterwards. The dataset across 41 years from 1970 to 2011.</p>
<p>The limitations of current study was that the structure is only 275*42 in shape, thus the analysis would not be much reliable due to small scale samples.</p>
<p>In addition, the parameters in the dataset is very simple, it only focus on the number of children out of school.</p>
</blockquote>

</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-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">subprocess</span> <span class="k">import</span> <span class="n">call</span>
<span class="n">call</span><span class="p">([</span><span class="s1">&#39;python&#39;</span><span class="p">,</span> <span class="s1">&#39;-m&#39;</span><span class="p">,</span> <span class="s1">&#39;nbconvert&#39;</span><span class="p">,</span> <span class="s1">&#39;Investigate_Children_Out_of_School_20180108.ipynb&#39;</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[21]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0</pre>
</div>

</div>

</div>
</div>

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

 
</html>