Graph_Coloring.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Graph_Coloring</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">
<script>
  function code_toggle() {
    if (code_shown){
      $('div.input').hide('500');
      $('#toggleButton').val('Show Code')
    } else {
      $('div.input').show('500');
      $('#toggleButton').val('Hide Code')
    }
    code_shown = !code_shown
  }

  $( document ).ready(function(){
    code_shown=false;
    $('div.input').hide()
  });
</script>
<form action="javascript:code_toggle()"><input type="submit" id="toggleButton" value="Show Code"></form>
<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="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">random</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
</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">
<h2 id="List-of-Strategies-Used:">List of Strategies Used:<a class="anchor-link" href="#List-of-Strategies-Used:">&#182;</a></h2><ol>
<li>Greedy Graph Coloring Algorithm (Vanilla)</li>
<li>Greedy Graph Coloring By Ordering Nodes By Largest Degree First</li>
<li>Greedy Graph Coloring By Random Ordering of Nodes</li>
<li>Welsh Powell</li>
<li>Greedy Graph Colouring Using BFS</li>
<li>Greedy Graph Colouring Using DFS</li>
</ol>

</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="Helper-Functions">Helper Functions<a class="anchor-link" href="#Helper-Functions">&#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;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">colour</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="n">ret</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
        <span class="n">r</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="o">*</span> <span class="mi">256</span><span class="p">)</span>
        <span class="n">g</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="o">*</span> <span class="mi">256</span><span class="p">)</span>
        <span class="n">b</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="o">*</span> <span class="mi">256</span><span class="p">)</span>
        <span class="n">ret</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;#</span><span class="si">{:02x}{:02x}{:02x}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">r</span><span class="p">,</span><span class="n">g</span><span class="p">,</span><span class="n">b</span><span class="p">)</span> 
    <span class="k">return</span> <span class="n">ret</span>
<span class="n">colorList</span> <span class="o">=</span> <span class="n">colour</span><span class="p">(</span><span class="mi">5000</span><span class="p">)</span>
<span class="n">minDegNode</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">G</span><span class="p">:</span> <span class="nb">min</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">G</span><span class="o">.</span><span class="n">degree</span><span class="p">)</span>
<span class="n">maxDegNode</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">G</span><span class="p">:</span> <span class="nb">max</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">G</span><span class="o">.</span><span class="n">degree</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">transformDict</span><span class="p">(</span><span class="n">myDict</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">key</span><span class="p">,</span><span class="n">value</span> <span class="ow">in</span> <span class="n">myDict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="n">myDict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">colorList</span><span class="p">[</span><span class="n">value</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">myDict</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Greedy-Graph-Coloring-(Vanilla)">Greedy Graph Coloring (Vanilla)<a class="anchor-link" href="#Greedy-Graph-Coloring-(Vanilla)">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">greedyGraphColoring</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
    <span class="n">colors</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="n">graphNodes</span> <span class="o">=</span> <span class="n">G</span><span class="o">.</span><span class="n">nodes</span><span class="p">()</span>
    
    <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">graphNodes</span><span class="p">:</span>
        <span class="n">adjColors</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">neighbors</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
                <span class="n">adjColors</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">colors</span><span class="p">[</span><span class="n">adjNode</span><span class="p">])</span>
                
        <span class="k">for</span> <span class="n">color</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">count</span><span class="p">():</span>
            <span class="k">if</span> <span class="n">color</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">adjColors</span><span class="p">:</span>
                <span class="k">break</span>
                
        <span class="n">colors</span><span class="p">[</span><span class="n">node</span><span class="p">]</span> <span class="o">=</span> <span class="n">color</span>
    <span class="k">return</span> <span class="n">colors</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Greedy-Graph-Coloring-By-Ordering-Nodes-(Largest-Degree-First)">Greedy Graph Coloring By Ordering Nodes (Largest Degree First)<a class="anchor-link" href="#Greedy-Graph-Coloring-By-Ordering-Nodes-(Largest-Degree-First)">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">greedyDegreeSort</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
    <span class="n">colors</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="n">graphNodes</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">G</span><span class="o">.</span><span class="n">nodes</span><span class="p">())</span>
    <span class="n">graphNodes</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">node</span><span class="p">:</span> <span class="o">-</span><span class="n">G</span><span class="o">.</span><span class="n">degree</span><span class="p">(</span><span class="n">node</span><span class="p">))</span>
    
    <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">graphNodes</span><span class="p">:</span>
        <span class="n">adjColors</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">neighbors</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
                <span class="n">adjColors</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">colors</span><span class="p">[</span><span class="n">adjNode</span><span class="p">])</span>
                
        <span class="k">for</span> <span class="n">color</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">count</span><span class="p">():</span>
            <span class="k">if</span> <span class="n">color</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">adjColors</span><span class="p">:</span>
                <span class="k">break</span>
                
        <span class="n">colors</span><span class="p">[</span><span class="n">node</span><span class="p">]</span> <span class="o">=</span> <span class="n">color</span>
    <span class="k">return</span> <span class="n">colors</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Greedy-Graph-Coloring-By-Random-Shuffling">Greedy Graph Coloring By Random Shuffling<a class="anchor-link" href="#Greedy-Graph-Coloring-By-Random-Shuffling">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">greedyRandomShuffling</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
    <span class="n">colors</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="n">graphNodes</span> <span class="o">=</span> <span class="n">G</span><span class="o">.</span><span class="n">nodes</span><span class="p">()</span>
    <span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">graphNodes</span><span class="p">))</span>
    
    <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">graphNodes</span><span class="p">:</span>
        <span class="n">adjColors</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">neighbors</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">adjNode</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
                <span class="n">adjColors</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">colors</span><span class="p">[</span><span class="n">adjNode</span><span class="p">])</span>
                
        <span class="k">for</span> <span class="n">color</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">count</span><span class="p">():</span>
            <span class="k">if</span> <span class="n">color</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">adjColors</span><span class="p">:</span>
                <span class="k">break</span>
                
        <span class="n">colors</span><span class="p">[</span><span class="n">node</span><span class="p">]</span> <span class="o">=</span> <span class="n">color</span>
    <span class="k">return</span> <span class="n">colors</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Welsh-Powell-Algorithm">Welsh Powell Algorithm<a class="anchor-link" href="#Welsh-Powell-Algorithm">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span><span class="p">(</span><span class="kc">False</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">welsh_powell</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>  
        <span class="n">x</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">G</span><span class="o">.</span><span class="n">degree</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        <span class="n">len_g</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
        <span class="n">no_colored</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="n">k</span> <span class="o">=</span> <span class="mi">1</span>
        <span class="n">colors</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
        <span class="k">while</span> <span class="n">no_colored</span> <span class="o">&lt;</span>  <span class="n">len_g</span><span class="p">:</span>
            <span class="n">colored</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
            <span class="n">colorednodes</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
            <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
                <span class="n">y</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">G</span><span class="o">.</span><span class="n">neighbors</span><span class="p">(</span><span class="n">node</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
                <span class="k">if</span> <span class="n">y</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">colorednodes</span><span class="p">)</span> <span class="o">==</span> <span class="nb">set</span><span class="p">():</span>
                    <span class="n">colors</span><span class="p">[</span><span class="n">node</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">k</span>
                    <span class="n">no_colored</span> <span class="o">+=</span><span class="mi">1</span>
                    <span class="n">colored</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">node</span><span class="p">)</span>
                    <span class="n">colorednodes</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">node</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
            <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">-</span> <span class="n">colored</span><span class="p">)</span>
            <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
        <span class="k">return</span> <span class="n">colors</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="k">def</span> <span class="nf">welsh_powell</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
    <span class="n">colors</span> <span class="o">=</span> <span class="p">{}</span>  
    <span class="n">x</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">G</span><span class="o">.</span><span class="n">degree</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">len_g</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
    <span class="n">no_colored</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">k</span> <span class="o">=</span> <span class="mi">1</span>
    <span class="k">while</span> <span class="n">no_colored</span> <span class="o">&lt;</span>  <span class="n">len_g</span><span class="p">:</span>
        <span class="n">colored</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
        <span class="k">for</span> <span class="n">new_node</span> <span class="ow">in</span> <span class="n">x</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">colored</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">neighbors</span><span class="p">(</span><span class="n">new_node</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
                <span class="n">colors</span><span class="p">[</span><span class="n">new_node</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">k</span>
                <span class="n">no_colored</span> <span class="o">+=</span><span class="mi">1</span>
                <span class="n">colored</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">new_node</span><span class="p">)</span>
        <span class="n">x</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">-</span> <span class="n">colored</span><span class="p">)</span>
        <span class="n">k</span><span class="o">+=</span><span class="mi">1</span>
    <span class="k">return</span> <span class="n">colors</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Greedy-Graph-Colouring-Using-BFS-and-DFS">Greedy Graph Colouring Using BFS and DFS<a class="anchor-link" href="#Greedy-Graph-Colouring-Using-BFS-and-DFS">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">strategy_connected_sequential_bfs</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">strategy_connected_sequential</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">,</span> <span class="s1">&#39;bfs&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">strategy_connected_sequential_dfs</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">strategy_connected_sequential</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">,</span> <span class="s1">&#39;dfs&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">strategy_connected_sequential</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">,</span> <span class="n">traversal</span><span class="o">=</span><span class="s1">&#39;bfs&#39;</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">component_graph</span> <span class="ow">in</span> <span class="n">nx</span><span class="o">.</span><span class="n">connected_component_subgraphs</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
        <span class="n">source</span> <span class="o">=</span> <span class="n">component_graph</span><span class="o">.</span><span class="n">nodes</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
        <span class="k">yield</span> <span class="n">source</span>  <span class="c1"># Pick the first node as source</span>
        <span class="k">if</span> <span class="n">traversal</span> <span class="o">==</span> <span class="s1">&#39;bfs&#39;</span><span class="p">:</span>
            <span class="n">tree</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">bfs_edges</span><span class="p">(</span><span class="n">component_graph</span><span class="p">,</span> <span class="n">source</span><span class="p">)</span>
        <span class="k">elif</span> <span class="n">traversal</span> <span class="o">==</span> <span class="s1">&#39;dfs&#39;</span><span class="p">:</span>
            <span class="n">tree</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">dfs_edges</span><span class="p">(</span><span class="n">component_graph</span><span class="p">,</span> <span class="n">source</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">raise</span> <span class="n">nx</span><span class="o">.</span><span class="n">NetworkXError</span><span class="p">(</span>
                <span class="s1">&#39;Please specify bfs or dfs for connected sequential ordering&#39;</span><span class="p">)</span>
        <span class="k">for</span> <span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">end</span><span class="p">)</span> <span class="ow">in</span> <span class="n">tree</span><span class="p">:</span>
            <span class="k">yield</span> <span class="n">end</span>
<span class="k">def</span> <span class="nf">greedy_color</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">strategy</span><span class="p">,</span> <span class="n">interchange</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
    <span class="n">colors</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># dictionary to keep track of the colors of the nodes</span>
    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">interchange</span><span class="p">:</span>
            <span class="k">raise</span> <span class="n">nx</span><span class="o">.</span><span class="n">NetworkXPointlessConcept</span><span class="p">(</span>
                <span class="s1">&#39;Interchange is not applicable for GIS and SLF&#39;</span><span class="p">)</span>
        <span class="n">nodes</span> <span class="o">=</span> <span class="n">strategy</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">colors</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">nodes</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">interchange</span><span class="p">:</span>
                <span class="k">return</span> <span class="p">(</span><span class="n">_interchange</span><span class="o">.</span><span class="n">greedy_coloring_with_interchange</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">nodes</span><span class="p">))</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
                     <span class="c1"># set to keep track of colors of neighbours</span>
                    <span class="n">neighbour_colors</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
                    <span class="k">for</span> <span class="n">neighbour</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">neighbors_iter</span><span class="p">(</span><span class="n">node</span><span class="p">):</span>
                        <span class="k">if</span> <span class="n">neighbour</span> <span class="ow">in</span> <span class="n">colors</span><span class="p">:</span>
                            <span class="n">neighbour_colors</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">colors</span><span class="p">[</span><span class="n">neighbour</span><span class="p">])</span>
                    <span class="k">for</span> <span class="n">color</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">count</span><span class="p">():</span>
                        <span class="k">if</span> <span class="n">color</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">neighbour_colors</span><span class="p">:</span>
                            <span class="k">break</span>
                    <span class="n">colors</span><span class="p">[</span><span class="n">node</span><span class="p">]</span> <span class="o">=</span> <span class="n">color</span>
    <span class="k">return</span> <span class="n">colors</span>
</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">
<h2 id="Test-Cases">Test Cases<a class="anchor-link" href="#Test-Cases">&#182;</a></h2>
</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="k">def</span> <span class="nf">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">sizeoffigure</span><span class="p">):</span>
    <span class="n">fig</span> <span class="o">=</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">2</span><span class="o">*</span><span class="n">sizeoffigure</span><span class="p">,</span><span class="n">sizeoffigure</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
    <span class="n">nodeColors</span> <span class="o">=</span> <span class="n">transformDict</span><span class="p">(</span><span class="n">greedyGraphColoring</span><span class="p">(</span><span class="n">G</span><span class="p">))</span>
    <span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">node_color</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">nodeColors</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Time taken by different Algorithms:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Basic Greedy Algorithm:&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyGraphColoring(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyDegreeSort(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm With Random Shuffling:&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyRandomShuffling(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Welsh Powell:&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 welsh_powell(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm using DFS &quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 nx.coloring.greedy_color(G, strategy=nx.coloring.strategy_connected_sequential_dfs)    
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm using BFS &quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 nx.coloring.greedy_color(G, strategy=nx.coloring.strategy_connected_sequential_bfs)
<span class="k">def</span> <span class="nf">analyse</span><span class="p">(</span><span class="n">G</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Basic Greedy Algorithm&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyGraphColoring(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Graph Coloring By Ordering Nodes (By Largest Degree First)&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyDegreeSort(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm With Random Shuffling&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 greedyRandomShuffling(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Welsh Powell&quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 welsh_powell(G)
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm using DFS &quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 nx.coloring.greedy_color(G, strategy=nx.coloring.strategy_connected_sequential_dfs)    
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Greedy Algorithm using BFS &quot;</span><span class="p">)</span>
    <span class="o">%</span><span class="k">timeit</span> -n 10 -r 2 nx.coloring.greedy_color(G, strategy=nx.coloring.strategy_connected_sequential_bfs)
</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="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">Graph</span><span class="p">()</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_nodes_from</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edges_from</span><span class="p">([(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">),(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)])</span>

<span class="n">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="mi">13</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,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
"
>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Time taken by different Algorithms:

Basic Greedy Algorithm:
3.75 µs ± 639 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):
12.1 µs ± 1.31 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling:
7.11 µs ± 1.33 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell:
7.69 µs ± 881 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
81.4 µs ± 3.86 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
75.9 µs ± 332 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)
</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="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">complete_graph</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
<span class="n">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="mi">13</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,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
"
>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Time taken by different Algorithms:

Basic Greedy Algorithm:
6.57 µs ± 705 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):
19.6 µs ± 1.63 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling:
10.8 µs ± 1 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell:
11.4 µs ± 2.74 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
147 µs ± 2.17 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
144 µs ± 14.7 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)
</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;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">balanced_tree</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="mi">13</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,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
"
>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Time taken by different Algorithms:

Basic Greedy Algorithm:
12.7 µs ± 757 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):
45.8 µs ± 1.34 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling:
29 µs ± 2.19 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell:
19.3 µs ± 1.29 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
284 µs ± 11.5 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
239 µs ± 4.31 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)
</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="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">cycle_graph</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="mi">13</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,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
"
>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Time taken by different Algorithms:

Basic Greedy Algorithm:
10.6 µs ± 725 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):
37.6 µs ± 1.9 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling:
18.5 µs ± 1.02 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell:
15.2 µs ± 1.02 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
224 µs ± 3.14 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
198 µs ± 4.48 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)
</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;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">fast_gnp_random_graph</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">printGraphAndAnalyse</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="mi">13</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,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
"
>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Time taken by different Algorithms:

Basic Greedy Algorithm:
19.6 µs ± 19.5 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First):
47.2 µs ± 2.66 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling:
25.9 µs ± 879 ns per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell:
19.2 µs ± 1.6 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
453 µs ± 42 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
357 µs ± 4.67 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)
</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;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">fast_gnp_random_graph</span><span class="p">(</span><span class="mi">500</span><span class="p">,</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">analyse</span><span class="p">(</span><span class="n">G</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>Basic Greedy Algorithm
14 ms ± 195 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Graph Coloring By Ordering Nodes (By Largest Degree First)
15.1 ms ± 204 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm With Random Shuffling
12 ms ± 67.4 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Welsh Powell
4.28 ms ± 18.8 µs per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using DFS 
366 ms ± 8.43 ms per loop (mean ± std. dev. of 2 runs, 10 loops each)

Greedy Algorithm using BFS 
366 ms ± 4.96 ms per loop (mean ± std. dev. of 2 runs, 10 loops each)
</pre>
</div>
</div>

</div>
</div>

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

 
</html>