ShuttleEscape.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>ShuttleEscape</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;
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<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">&#182;</a></h1><h2 id="Capstone-Project">Capstone Project<a class="anchor-link" href="#Capstone-Project">&#182;</a></h2><p>Jürgen Mollen</p>
<p>"Space Shuttle Escape"</p>
<h3 id="Domain-Background-(Project-Overview)">Domain Background (Project Overview)<a class="anchor-link" href="#Domain-Background-(Project-Overview)">&#182;</a></h3><p>I would like to examine (and solve) a theme in deep leaning robotics. The idea is to navigate a space shuttle from a source position to a target position (‘docking bay’)
This would be a continuous deep 𝑄 -Learning problem. I would like to adopt what I have learned in 𝑄 –Learning and neural networks to find a solution. To simplify the domain space, the problem shall be in a 2 dimensional world. And the shuttle shall have a varable throttle, and be able to apply it to any direction by rotating along its axis. The angular speed of the rotation shall be limited.</p>
<p>This is only a steering Notebook</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Created on Sun Oct 27 19:09:30 2019</span>

<span class="sd">@author: Juergen Mollen (Git:JueMol)</span>


<span class="sd">This is a DeepQN robotics problem:</span>

<span class="sd">A space shuttle is in a space ship hangar in free space (no gravity).</span>
<span class="sd">The goal is to get to the exit (&#39;docking bay&#39;) as quick as possible.</span>

<span class="sd">The space shuttle has a constant thrust. The space shuttle is able to change it orientation</span>
<span class="sd">with a constant angular velocity to its left, right or stay with its orientation.</span>

<span class="sd">At t=0 the space shuttle is at the bottom left corner of the hangar and is oriented upwards.</span>

<span class="sd">An obstacle (&#39;wall&#39;) exists in the mid of the hangar making it impossible to reach the exit </span>
<span class="sd">in the straight direction.</span>

<span class="sd">A naive linear autopilot is built in that already give a pretty good solution to the problem.</span>

<span class="sd">The goal is to let the shuttle learn via the DQNAgent to find its way by itself and do  </span>
<span class="sd">better than the autopilot i.e. to need less time.</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="c1">#  ... uncomment for Jupyter notebook</span>
<span class="o">%</span><span class="k">matplotlib</span> inline   

<span class="c1">#</span>
<span class="c1"># To warm-up: Calculate and plot the solution trajectory by the naive autopilot</span>
<span class="c1">#</span>
<span class="kn">from</span> <span class="nn">Physics.SpaceShuttlePhysics</span> <span class="k">import</span> <span class="n">SpaceShuttlePhysics</span>
<span class="n">envi_demo</span> <span class="o">=</span> <span class="n">SpaceShuttlePhysics</span><span class="p">(</span><span class="n">runtime</span><span class="o">=</span><span class="mf">100.</span><span class="p">)</span>
<span class="n">envi_demo</span><span class="o">.</span><span class="n">do_demo</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">from</span> <span class="nn">DeepQ.DQNAgent</span> <span class="k">import</span> <span class="n">DQNAgent</span>


<span class="c1">#</span>
<span class="c1"># Some steering constants</span>
<span class="c1">#</span>

<span class="n">train_episodes</span> <span class="o">=</span> <span class="mi">2000</span>          <span class="c1"># max number of episodes to learn from</span>
<span class="n">max_steps</span> <span class="o">=</span> <span class="mi">1000</span>               <span class="c1"># max steps in an episode</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">64</span>                <span class="c1"># experience mini-batch size</span>
<span class="n">decay_rate</span> <span class="o">=</span> <span class="mf">0.997</span>             <span class="c1"># experience decay rate </span>


<span class="c1">#</span>
<span class="c1"># Create simulation &#39;envi&#39;</span>
<span class="c1">#</span>
<span class="n">envi</span>  <span class="o">=</span> <span class="n">SpaceShuttlePhysics</span><span class="p">()</span>

<span class="c1">#</span>
<span class="c1"># Create Deep Q Network agent &#39;agent&#39;</span>
<span class="c1">#</span>
<span class="n">agent</span> <span class="o">=</span> <span class="n">DQNAgent</span><span class="p">(</span><span class="n">state_size</span><span class="o">=</span><span class="n">envi</span><span class="o">.</span><span class="n">state_size</span><span class="p">(),</span> <span class="n">action_size</span><span class="o">=</span><span class="n">envi</span><span class="o">.</span><span class="n">action_size</span><span class="p">(),</span> <span class="n">decay</span><span class="o">=</span><span class="n">decay_rate</span><span class="p">)</span>

<span class="c1">#</span>
<span class="c1"># In the beginning, make a bunch of actions and store the experiences to initially fill memory ...</span>
<span class="c1">#</span>
<span class="n">envi</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
<span class="n">envi</span><span class="o">.</span><span class="n">ang</span> <span class="o">+=</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span>       <span class="c1"># smear out</span>
<span class="n">envi</span><span class="o">.</span><span class="n">pos</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mf">0.5</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span>
<span class="n">state</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">get_state</span><span class="p">()</span>
<span class="k">for</span> <span class="n">ii</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="c1"># Make an outoilot action</span>
    <span class="n">action</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">naive_policy_action</span><span class="p">()</span>
    <span class="n">next_state</span><span class="p">,</span> <span class="n">reward</span><span class="p">,</span> <span class="n">done</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">step</span><span class="p">(</span><span class="n">action</span><span class="p">)</span>
    <span class="n">agent</span><span class="o">.</span><span class="n">remember</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">action</span><span class="p">,</span> <span class="n">reward</span><span class="p">,</span> <span class="n">next_state</span><span class="p">,</span> <span class="n">done</span><span class="p">)</span> 

    <span class="k">if</span> <span class="n">done</span><span class="p">:</span>
        <span class="n">envi</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
        <span class="n">envi</span><span class="o">.</span><span class="n">ang</span> <span class="o">+=</span> <span class="mf">0.1</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span>       <span class="c1"># smear out</span>
        <span class="n">envi</span><span class="o">.</span><span class="n">pos</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mf">0.5</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span>
        <span class="n">state</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">get_state</span><span class="p">()</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">state</span> <span class="o">=</span> <span class="n">next_state</span>
        
        
<span class="c1">#</span>
<span class="c1"># Do the _real_ learning ...</span>
<span class="c1">#</span>
<span class="n">rewards_list</span> <span class="o">=</span> <span class="p">[]</span>     <span class="c1"># ... used for logging</span>
<span class="n">episode_paths</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">epsode_rewards_r</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">cumulative_steps</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># Loor over range of episodes</span>
<span class="k">for</span> <span class="n">ep</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">train_episodes</span><span class="p">):</span>

    <span class="c1"># Reset the simulation, setting  the shuttle again at its starting place</span>
    <span class="n">envi</span><span class="o">.</span><span class="n">reset</span><span class="p">(</span><span class="n">ep</span><span class="p">)</span>
    <span class="n">envi</span><span class="o">.</span><span class="n">ang</span> <span class="o">+=</span> <span class="mf">0.001</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span> <span class="c1">#* agent.epsilon # ... do some (decaying) exploration noise to start parameters</span>
    <span class="n">envi</span><span class="o">.</span><span class="n">pos</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+=</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">()</span><span class="c1"># * agent.epsilon # ... do some (decaying) exploration noise to start parameters</span>
    <span class="n">state</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">get_state</span><span class="p">()</span>
    
    <span class="n">total_reward</span> <span class="o">=</span> <span class="mf">0.</span>
    <span class="n">step</span> <span class="o">=</span> <span class="mi">0</span>

    <span class="c1"># Do the steps until done (or max steps reached)</span>
    <span class="k">while</span> <span class="n">step</span> <span class="o">&lt;</span> <span class="n">max_steps</span><span class="p">:</span>
        
        <span class="c1"># Take action, get new state and reward        </span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">agent</span><span class="o">.</span><span class="n">act</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>       
        <span class="n">next_state</span><span class="p">,</span> <span class="n">reward</span><span class="p">,</span> <span class="n">done</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">step</span><span class="p">(</span><span class="n">action</span><span class="p">)</span>     
        
        <span class="c1"># Remember step</span>
        <span class="n">agent</span><span class="o">.</span><span class="n">remember</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">action</span><span class="p">,</span> <span class="n">reward</span><span class="p">,</span> <span class="n">next_state</span><span class="p">,</span> <span class="n">done</span><span class="p">)</span>    <span class="c1"># ... Bellmann equation hidden in agent</span>
        
        <span class="c1"># Get next state</span>
        <span class="n">state</span> <span class="o">=</span> <span class="n">next_state</span>

        <span class="c1"># Log total reward</span>
        <span class="n">total_reward</span> <span class="o">+=</span> <span class="n">reward</span>
        
        <span class="c1"># Log a reward along a 2/4 episode</span>
        <span class="k">if</span> <span class="n">ep</span> <span class="o">==</span> <span class="n">train_episodes</span><span class="o">/</span><span class="mi">4</span><span class="o">*</span><span class="mi">3</span><span class="p">:</span>
            <span class="n">epsode_rewards_r</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">total_reward</span><span class="p">,</span> <span class="o">-</span><span class="mf">1000.</span><span class="p">))</span>
    
        <span class="k">if</span> <span class="n">done</span><span class="p">:</span>
            <span class="c1"># Do Logging and printouts (not part of the learning itself)</span>
            <span class="n">cumulative_steps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">step</span><span class="p">)</span>
            <span class="n">rewards_list</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">ep</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">total_reward</span><span class="p">,</span> <span class="o">-</span><span class="mf">1000.</span><span class="p">)))</span>
            <span class="n">episode_paths</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">envi</span><span class="o">.</span><span class="n">path</span><span class="p">)</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\r</span><span class="s1">Episode: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ep</span><span class="p">)</span> <span class="o">+</span> 
                  <span class="s1">&#39; Total reward: </span><span class="si">{:.4f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">total_reward</span><span class="p">)</span> <span class="o">+</span>
                  <span class="s1">&#39; Explore P: </span><span class="si">{:.4f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">agent</span><span class="o">.</span><span class="n">epsilon</span><span class="p">)</span> <span class="o">+</span>
                  <span class="s1">&#39; X: </span><span class="si">{:.4f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">envi</span><span class="o">.</span><span class="n">pos</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">+</span> 
                  <span class="s1">&#39; Y: </span><span class="si">{:.4f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">envi</span><span class="o">.</span><span class="n">pos</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> 
                  <span class="s1">&#39; t: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">envi</span><span class="o">.</span><span class="n">time</span><span class="p">)</span>
                  <span class="p">,</span> <span class="n">end</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">flush</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
            <span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>         
                    
            <span class="k">break</span>

        <span class="k">else</span><span class="p">:</span>
            <span class="n">step</span> <span class="o">+=</span> <span class="mi">1</span>

    <span class="c1"># Do the training (of the Q Funtion) based on experiences</span>
    <span class="n">agent</span><span class="o">.</span><span class="n">replay</span><span class="p">(</span><span class="n">batch_size</span><span class="p">)</span>
    
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<pre>Episode: 1999 Total reward: 16.1282 Explore P: 0.0100 X: 100.0461 Y: 94.2198 t: 40.31843</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="c1">#</span>
<span class="c1"># Plot reward across one episode </span>
<span class="c1">#</span>
<span class="n">episode_t</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">epsode_rewards_r</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">episode_t</span><span class="p">,</span> <span class="n">epsode_rewards_r</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Step&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Total Reward&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Total reward across one episode&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Plot cumulative steps across all episodes</span>
<span class="c1">#</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cumulative_steps</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">cumulative_steps</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Episode&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Cumulative Steps&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Cumulative steps across all episodes&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Plot total reward curve over all episodes (rewards and running mean)</span>
<span class="c1">#</span>
<span class="k">def</span> <span class="nf">running_mean</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">N</span><span class="p">):</span>
    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span> 
    <span class="k">return</span> <span class="p">(</span><span class="n">cumsum</span><span class="p">[</span><span class="n">N</span><span class="p">:]</span> <span class="o">-</span> <span class="n">cumsum</span><span class="p">[:</span><span class="o">-</span><span class="n">N</span><span class="p">])</span> <span class="o">/</span> <span class="n">N</span> 
<span class="n">eps</span><span class="p">,</span> <span class="n">rews</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">rewards_list</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
<span class="n">smoothed_rews</span> <span class="o">=</span> <span class="n">running_mean</span><span class="p">(</span><span class="n">rews</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">eps</span><span class="p">[</span><span class="o">-</span><span class="nb">len</span><span class="p">(</span><span class="n">smoothed_rews</span><span class="p">):],</span> <span class="n">smoothed_rews</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">eps</span><span class="p">,</span> <span class="n">rews</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Episode&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Total Reward&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Total reward across Episodes&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Plot the best AI trajectory (thats not necessarily the last)</span>
<span class="c1">#</span>
<span class="n">path</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span>
<span class="n">timetot</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span><span class="o">.</span><span class="n">t</span>
<span class="n">episode</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span><span class="o">.</span><span class="n">episode</span>
<span class="n">envi</span><span class="o">.</span><span class="n">plot_trajectory</span><span class="p">(</span><span class="s1">&#39;Shuttle Flight Demo (AI), t = </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">timetot</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;, Eps = </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">episode</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Plot all Trajectories during the whole learning phase</span>
<span class="c1">#</span>
<span class="n">envi</span><span class="o">.</span><span class="n">plot_trajectory</span><span class="p">(</span><span class="s1">&#39;Shuttle Flights&#39;</span><span class="p">,</span> <span class="n">episode_paths</span><span class="p">,</span> <span class="n">with_shuttle</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">num_episodes</span><span class="o">=</span><span class="n">train_episodes</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Sneak into the action function </span>
<span class="c1">#</span>

<span class="c1"># Since the state space is 5 dimensional and action space 3 dimensional (although one hot encoded - therefore it </span>
<span class="c1"># is in principle one dimensional with three values), I need to do some simplification to be able to visualize.</span>
<span class="c1"># The idea is to that -due to the continuous physics of the movement- each rectangle in space has an average </span>
<span class="c1"># velocity vector and an average angle with not too much deviation within.</span>
<span class="c1"># Then I can take those average values and ask the neural net of the agent to predict action for those &#39;averaged </span>
<span class="c1"># state space&#39;.</span>
<span class="c1"># The predictions then can have three states:</span>
<span class="c1">#   0 = turn more to the right</span>
<span class="c1">#   1 = stay with current angle</span>
<span class="c1">#   2 = turn to the left</span>
<span class="c1"># It is important for me to visualize roughly what the &#39;machine thinks&#39;  ;-)</span>
<span class="c1"># Plot the action function for a 20x20 grid whereas X=20 equals to X=100 in the stape space</span>
<span class="c1">#</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="k">class</span> <span class="nc">xy</span><span class="p">:</span>
    <span class="sd">&#39;&#39;&#39; helper class for averaging &#39;&#39;&#39;</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">x</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="n">y</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">vx</span> <span class="o">=</span> <span class="mf">0.</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">vy</span> <span class="o">=</span> <span class="mf">0.</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">ang</span> <span class="o">=</span> <span class="mf">0.</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">def</span> <span class="nf">add</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">vx</span><span class="p">,</span> <span class="n">vy</span><span class="p">,</span> <span class="n">ang</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">vx</span> <span class="o">+=</span> <span class="n">vx</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">vy</span> <span class="o">+=</span> <span class="n">vy</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">ang</span> <span class="o">+=</span> <span class="n">ang</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>    
    <span class="k">def</span> <span class="nf">get_state</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
            <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">vx</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">vy</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">ang</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">count</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>

<span class="n">xy_arr</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="nb">range</span> <span class="p">(</span><span class="mi">20</span><span class="p">):</span>
    <span class="n">y</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">xy_arr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">iy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
        <span class="n">xy_el</span> <span class="o">=</span> <span class="n">xy</span><span class="p">(</span><span class="mf">5.</span><span class="o">*</span><span class="n">ix</span><span class="o">+</span><span class="mf">2.5</span><span class="p">,</span> <span class="mf">5.</span><span class="o">*</span><span class="n">iy</span><span class="o">+</span><span class="mf">2.5</span><span class="p">)</span>
        <span class="n">y</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">xy_el</span><span class="p">)</span>

<span class="k">for</span> <span class="n">trajectory</span> <span class="ow">in</span> <span class="n">episode_paths</span><span class="p">:</span>
    <span class="n">posx</span><span class="p">,</span> <span class="n">posy</span><span class="p">,</span> <span class="n">velx</span><span class="p">,</span> <span class="n">vely</span><span class="p">,</span> <span class="n">accx</span><span class="p">,</span> <span class="n">accy</span><span class="p">,</span> <span class="n">angl</span><span class="p">,</span> <span class="n">t</span> <span class="o">=</span> <span class="n">trajectory</span><span class="o">.</span><span class="n">gettrajectory</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">vx</span><span class="p">,</span> <span class="n">vy</span><span class="p">,</span> <span class="n">ax</span><span class="p">,</span> <span class="n">ay</span><span class="p">,</span> <span class="n">ang</span>  <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">posx</span><span class="p">,</span> <span class="n">posy</span><span class="p">,</span> <span class="n">velx</span><span class="p">,</span> <span class="n">vely</span><span class="p">,</span> <span class="n">accx</span><span class="p">,</span> <span class="n">accy</span><span class="p">,</span> <span class="n">angl</span><span class="p">):</span>
        <span class="n">ix</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="o">/</span><span class="mf">5.</span><span class="p">)</span>
        <span class="n">iy</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">y</span><span class="o">/</span><span class="mf">5.</span><span class="p">)</span>
        <span class="k">if</span> <span class="p">(</span><span class="n">ix</span> <span class="o">&lt;</span> <span class="mi">20</span> <span class="ow">and</span> <span class="n">iy</span> <span class="o">&lt;</span> <span class="mi">20</span><span class="p">):</span>
            <span class="n">xy_arr</span><span class="p">[</span><span class="n">ix</span><span class="p">][</span><span class="n">iy</span><span class="p">]</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">vx</span><span class="p">,</span> <span class="n">vy</span><span class="p">,</span> <span class="n">ang</span><span class="p">)</span>
        
<span class="n">actions</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span> <span class="mi">20</span><span class="p">])</span>
<span class="n">mask</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="mi">20</span><span class="p">,</span> <span class="mi">20</span><span class="p">])</span>
<span class="k">for</span> <span class="n">ix</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">iy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
        <span class="n">xy_bin</span> <span class="o">=</span> <span class="n">xy_arr</span><span class="p">[</span><span class="n">ix</span><span class="p">][</span><span class="n">iy</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">xy_bin</span><span class="o">.</span><span class="n">count</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">state</span> <span class="o">=</span> <span class="n">xy_bin</span><span class="o">.</span><span class="n">get_state</span><span class="p">()</span>
            <span class="n">state</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="n">envi</span><span class="o">.</span><span class="n">state_size</span><span class="p">()])</span>
            <span class="c1">#print(state)</span>
            <span class="n">actions</span><span class="p">[</span><span class="n">iy</span><span class="p">,</span> <span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="n">agent</span><span class="o">.</span><span class="n">act</span><span class="p">(</span><span class="n">state</span><span class="p">)</span>
        <span class="k">else</span> <span class="p">:</span>
            <span class="n">mask</span><span class="p">[</span><span class="n">iy</span><span class="p">,</span><span class="n">ix</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># to denote empty cells</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">12</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">actions</span><span class="p">,</span> <span class="n">mask</span><span class="o">=</span><span class="n">mask</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Action function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#</span>
<span class="c1"># Plot the best AI trajectory (thats not necessarily the last)</span>
<span class="c1">#</span>
<span class="n">path</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span>
<span class="n">timetot</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span><span class="o">.</span><span class="n">t</span>
<span class="n">episode</span> <span class="o">=</span> <span class="n">envi</span><span class="o">.</span><span class="n">bestpath</span><span class="o">.</span><span class="n">episode</span>
<span class="n">envi</span><span class="o">.</span><span class="n">plot_trajectory</span><span class="p">(</span><span class="s1">&#39;Shuttle Flight Demo (AI), t = </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">timetot</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;, Eps = </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">episode</span><span class="p">))</span>
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