Traffic-Signs-GAN.html

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

<title>Traffic-Signs-GAN</title>

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


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>


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

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">import</span> <span class="nn">keras</span>
<span class="kn">from</span> <span class="nn">keras</span> <span class="k">import</span> <span class="n">layers</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="c1"># The following import and function call are the only additions to code required</span>
<span class="c1"># to automatically log metrics and parameters to MLflow.</span>
<span class="kn">import</span> <span class="nn">mlflow.keras</span>

<span class="n">mlflow</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">autolog</span><span class="p">()</span>

<span class="n">latent_dim</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">height</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">width</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">channels</span> <span class="o">=</span> <span class="mi">3</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>Using TensorFlow backend.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ----------------- The GAN Generator Network</span>
<span class="k">def</span> <span class="nf">define_generator</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">):</span>
    
    <span class="n">generator_input</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">Input</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">,))</span>

    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span> <span class="o">*</span> <span class="mi">16</span> <span class="o">*</span> <span class="mi">16</span><span class="p">)(</span><span class="n">generator_input</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    <span class="c1"># Transforms the input into a 16x16 128-channel feature map</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Reshape</span><span class="p">((</span><span class="mi">16</span><span class="p">,</span> <span class="mi">16</span><span class="p">,</span> <span class="mi">256</span><span class="p">))(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="c1"># Upscale to 32x32</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2DTranspose</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="n">strides</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">padding</span> <span class="o">=</span> <span class="s1">&#39;same&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="n">padding</span> <span class="o">=</span> <span class="s1">&#39;same&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="c1"># Produces a 32x32 1-channel feature map (shape of a Traffic-Sign image)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">channels</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="c1"># Instantiates a generator model, which maps the input of shape (latent_dim) into an image of shape (32, 32, 3)</span>
    <span class="n">generator</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">Model</span><span class="p">(</span><span class="n">generator_input</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">generator</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>

    <span class="k">return</span> <span class="n">generator</span>

<span class="c1"># create the generator</span>
<span class="n">g_model</span> <span class="o">=</span> <span class="n">define_generator</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
input_1 (InputLayer)         (None, 100)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 65536)             6619136   
_________________________________________________________________
leaky_re_lu_1 (LeakyReLU)    (None, 65536)             0         
_________________________________________________________________
reshape_1 (Reshape)          (None, 16, 16, 256)       0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 16, 16, 256)       1638656   
_________________________________________________________________
leaky_re_lu_2 (LeakyReLU)    (None, 16, 16, 256)       0         
_________________________________________________________________
conv2d_transpose_1 (Conv2DTr (None, 32, 32, 128)       524416    
_________________________________________________________________
leaky_re_lu_3 (LeakyReLU)    (None, 32, 32, 128)       0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 32, 32, 128)       409728    
_________________________________________________________________
leaky_re_lu_4 (LeakyReLU)    (None, 32, 32, 128)       0         
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 32, 32, 128)       409728    
_________________________________________________________________
leaky_re_lu_5 (LeakyReLU)    (None, 32, 32, 128)       0         
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 32, 32, 3)         18819     
=================================================================
Total params: 9,620,483
Trainable params: 9,620,483
Non-trainable params: 0
_________________________________________________________________
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ----------------- The GAN Discriminator Network</span>
<span class="k">def</span> <span class="nf">define_discriminator</span><span class="p">(</span><span class="n">in_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">3</span><span class="p">)):</span>

    <span class="n">discriminator_input</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">Input</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="n">height</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">channels</span><span class="p">))</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="mi">3</span><span class="p">)(</span><span class="n">discriminator_input</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">strides</span><span class="o">=</span><span class="mi">2</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">strides</span><span class="o">=</span><span class="mi">2</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">strides</span><span class="o">=</span><span class="mi">2</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">()(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.4</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">x</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">)(</span><span class="n">x</span><span class="p">)</span>
    
    <span class="n">discriminator</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">Model</span><span class="p">(</span><span class="n">discriminator_input</span><span class="p">,</span><span class="n">x</span><span class="p">)</span>
    <span class="n">discriminator</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
    
    <span class="c1">#discriminator_optimizer = keras.optimizers.RMSprop(lr=0.0008, clipvalue=1.0, decay=1e-8)</span>
    <span class="n">discriminator_optimizer</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
    
    <span class="n">discriminator</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="n">discriminator_optimizer</span><span class="p">,</span> <span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">discriminator</span>


<span class="c1"># create the discriminator</span>
<span class="n">d_model</span> <span class="o">=</span> <span class="n">define_discriminator</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
input_2 (InputLayer)         (None, 32, 32, 3)         0         
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 30, 30, 64)        1792      
_________________________________________________________________
leaky_re_lu_6 (LeakyReLU)    (None, 30, 30, 64)        0         
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 14, 14, 128)       73856     
_________________________________________________________________
leaky_re_lu_7 (LeakyReLU)    (None, 14, 14, 128)       0         
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 6, 6, 128)         147584    
_________________________________________________________________
leaky_re_lu_8 (LeakyReLU)    (None, 6, 6, 128)         0         
_________________________________________________________________
conv2d_8 (Conv2D)            (None, 2, 2, 256)         295168    
_________________________________________________________________
leaky_re_lu_9 (LeakyReLU)    (None, 2, 2, 256)         0         
_________________________________________________________________
flatten_1 (Flatten)          (None, 1024)              0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 1024)              0         
_________________________________________________________________
dense_2 (Dense)              (None, 1)                 1025      
=================================================================
Total params: 519,425
Trainable params: 519,425
Non-trainable params: 0
_________________________________________________________________
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ----------------- Adversarial Network</span>
<span class="k">def</span> <span class="nf">define_gan</span><span class="p">(</span><span class="n">generator</span><span class="p">,</span> <span class="n">discriminator</span><span class="p">):</span>
    <span class="n">discriminator</span><span class="o">.</span><span class="n">trainable</span> <span class="o">=</span> <span class="kc">False</span>

    <span class="n">gan_input</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">Input</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">,))</span>
    <span class="n">gan_output</span> <span class="o">=</span> <span class="n">discriminator</span><span class="p">(</span><span class="n">generator</span><span class="p">(</span><span class="n">gan_input</span><span class="p">))</span>
    
    <span class="n">gan</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">Model</span><span class="p">(</span><span class="n">gan_input</span><span class="p">,</span> <span class="n">gan_output</span><span class="p">)</span>
    <span class="n">gan</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
    
    <span class="c1">#gan_optimizer = keras.optimizers.RMSprop(lr=0.0004, clipvalue=1.0, decay=1e-8)</span>
    <span class="n">gan_optimizer</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
    
    <span class="n">gan</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="n">gan_optimizer</span><span class="p">,</span> <span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">gan</span>


<span class="c1"># create the gan</span>
<span class="n">gan_model</span> <span class="o">=</span> <span class="n">define_gan</span><span class="p">(</span><span class="n">g_model</span><span class="p">,</span> <span class="n">d_model</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Access files on the google drive</span>
<span class="c1">#from google.colab import drive</span>
<span class="c1">#drive.mount(&#39;/content/gdrive&#39;, force_remount=True)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Path variables to access project relevant files</span>
<span class="c1">#root_dir = &quot;/content/gdrive/My Drive/&quot;</span>
<span class="c1">#base_dir = root_dir + &#39;Colab Notebooks/SDC_Traffic_Sign/&#39;</span>

<span class="n">base_dir</span> <span class="o">=</span> <span class="s1">&#39;./&#39;</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Load the German Traffic-Sign dataset.</p>
<p>Re-scaling the input in the range [0,1]. This is done in order to scale the gradients to a manageable level. RGB images are represented by numbers ranging from 0 to 255. This would require large numbers in the weight matrices of a neural network, with correspondingly high gradients. This would make training very difficult using gradient-descent methods.</p>
<p>For this project, Class 17 corresponding 'No Entry' sign is considered for image generation.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load pickled data</span>
<span class="kn">import</span> <span class="nn">pickle</span>

<span class="c1"># load and prepare traffic-sign training images</span>
<span class="k">def</span> <span class="nf">load_preprocess_real_data</span><span class="p">(</span><span class="n">base_dir</span><span class="p">,</span> <span class="n">class_val</span><span class="p">):</span>

  <span class="n">training_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;traffic-signs-data/train.p&#39;</span>
  <span class="n">testing_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;traffic-signs-data/test.p&#39;</span>

  <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">training_file</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">train</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
  <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">testing_file</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">test</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
    
  <span class="n">x_train</span><span class="p">,</span> <span class="n">y_train</span> <span class="o">=</span> <span class="n">train</span><span class="p">[</span><span class="s1">&#39;features&#39;</span><span class="p">],</span> <span class="n">train</span><span class="p">[</span><span class="s1">&#39;labels&#39;</span><span class="p">]</span>
  <span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">test</span><span class="p">[</span><span class="s1">&#39;features&#39;</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="s1">&#39;labels&#39;</span><span class="p">]</span>
  
  <span class="n">x_train</span> <span class="o">=</span> <span class="n">x_train</span><span class="p">[</span><span class="n">y_train</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span> <span class="o">==</span> <span class="n">class_val</span><span class="p">]</span>
  <span class="n">x_test</span> <span class="o">=</span> <span class="n">x_test</span><span class="p">[</span><span class="n">y_test</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span> <span class="o">==</span> <span class="n">class_val</span><span class="p">]</span>
  
  <span class="n">x_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">x_train</span><span class="p">,</span> <span class="n">x_test</span><span class="p">])</span>
  
  <span class="n">x_train</span> <span class="o">=</span> <span class="n">x_train</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],)</span><span class="o">+</span><span class="p">(</span><span class="n">height</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">channels</span><span class="p">))</span>

  <span class="n">x_train</span> <span class="o">=</span> <span class="n">x_train</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span> <span class="o">/</span> <span class="mf">255.</span>

  <span class="k">return</span> <span class="n">x_train</span>


<span class="c1"># load image data</span>

<span class="n">class_val</span> <span class="o">=</span> <span class="mi">17</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="n">load_preprocess_real_data</span><span class="p">(</span><span class="n">base_dir</span><span class="p">,</span> <span class="n">class_val</span><span class="p">)</span>
<span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>1470</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># train the generator and discriminator</span>
<span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="n">generator</span><span class="p">,</span> <span class="n">discriminator</span><span class="p">,</span> <span class="n">gan</span><span class="p">,</span> <span class="n">x_train</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">,</span> <span class="n">base_dir</span><span class="p">):</span>

    <span class="kn">import</span> <span class="nn">os</span>
    <span class="kn">from</span> <span class="nn">keras.preprocessing</span> <span class="k">import</span> <span class="n">image</span>
    <span class="kn">from</span> <span class="nn">keras.preprocessing.image</span> <span class="k">import</span> <span class="n">ImageDataGenerator</span>
    <span class="kn">import</span> <span class="nn">random</span>

    
    <span class="n">image_gen</span> <span class="o">=</span> <span class="n">ImageDataGenerator</span><span class="p">(</span>
            <span class="n">featurewise_center</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
            <span class="n">featurewise_std_normalization</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
            <span class="n">rotation_range</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span>
            <span class="n">width_shift_range</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span>
            <span class="n">height_shift_range</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span>
            <span class="n">shear_range</span> <span class="o">=</span> <span class="mf">0.01</span><span class="p">,</span>
            <span class="n">zoom_range</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.9</span><span class="p">,</span> <span class="mf">1.25</span><span class="p">],</span>
            <span class="n">horizontal_flip</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">data_format</span> <span class="o">=</span> <span class="s1">&#39;channels_last&#39;</span><span class="p">)</span>
        
    <span class="n">iterations</span> <span class="o">=</span> <span class="mi">12000</span>
    <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">20</span>
    <span class="n">step</span> <span class="o">=</span> <span class="mi">9900</span>
    
    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">x_train</span><span class="p">)</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">n</span> <span class="o">%</span> <span class="n">batch_size</span>
    <span class="n">x_train</span> <span class="o">=</span> <span class="n">x_train</span><span class="p">[:(</span><span class="n">n</span><span class="o">-</span><span class="n">r</span><span class="p">)]</span>
        
    <span class="k">for</span> <span class="n">X_batch</span> <span class="ow">in</span> <span class="n">image_gen</span><span class="o">.</span><span class="n">flow</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>

        <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">X_batch</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">batch_size</span><span class="p">):</span>
          <span class="k">break</span>

        <span class="c1">#1. Draw random points in the latent space (random noise).</span>
        <span class="n">random_latent_vectors</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">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">))</span>

        <span class="c1">#2. Generate images with generator using this random noise.</span>
        <span class="n">generated_images</span> <span class="o">=</span> <span class="n">generator</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">random_latent_vectors</span><span class="p">)</span>

        <span class="c1">#3. Mix the generated images with real ones.</span>
        <span class="n">combined_images</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">generated_images</span><span class="p">,</span> <span class="n">X_batch</span><span class="p">])</span>

        <span class="c1">#4. Train discriminator using these mixed images, with corresponding targets: either “real” (for the real images) or “fake” (for the generated images).</span>
        <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="n">batch_size</span><span class="p">,</span> <span class="mi">1</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">batch_size</span><span class="p">,</span> <span class="mi">1</span><span class="p">))])</span>

        <span class="n">labels</span> <span class="o">+=</span> <span class="mf">0.05</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">random</span><span class="p">(</span><span class="n">labels</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

        <span class="c1"># Randomise real images before training</span>

        <span class="n">d_loss</span> <span class="o">=</span> <span class="n">discriminator</span><span class="o">.</span><span class="n">train_on_batch</span><span class="p">(</span><span class="n">combined_images</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>

        <span class="c1">#5. Draw new random points in the latent space.</span>
        <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="n">batch_size</span><span class="p">,</span> <span class="mi">1</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">batch_size</span><span class="p">,</span> <span class="mi">1</span><span class="p">))])</span>

        <span class="c1">#6. Train gan using these random vectors, with targets that all say “these are real images.”</span>
        <span class="n">misleading_targets</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="n">batch_size</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>

        <span class="n">a_loss</span> <span class="o">=</span> <span class="n">gan</span><span class="o">.</span><span class="n">train_on_batch</span><span class="p">(</span><span class="n">random_latent_vectors</span><span class="p">,</span> <span class="n">misleading_targets</span><span class="p">)</span>

        <span class="k">if</span> <span class="n">step</span> <span class="o">%</span> <span class="mi">100</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>

          <span class="c1"># save weights of all three models periodically</span>
          <span class="n">d_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/discriminator_</span><span class="si">%03d</span><span class="s1">.h5&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">step</span><span class="p">)</span>
          <span class="n">discriminator</span><span class="o">.</span><span class="n">save_weights</span><span class="p">(</span><span class="n">d_file</span><span class="p">)</span>
          <span class="n">g_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/generator_</span><span class="si">%03d</span><span class="s1">.h5&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">step</span><span class="p">)</span>
          <span class="n">generator</span><span class="o">.</span><span class="n">save_weights</span><span class="p">(</span><span class="n">g_file</span><span class="p">)</span>
          <span class="n">gan_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/gan_</span><span class="si">%03d</span><span class="s1">.h5&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">step</span><span class="p">)</span>
          <span class="n">gan</span><span class="o">.</span><span class="n">save_weights</span><span class="p">(</span><span class="n">gan_file</span><span class="p">)</span>

          <span class="c1"># Evaluate network performance</span>
          <span class="c1">#(acc_real, acc_fake) = evaluate_accuracy(generator, discriminator, x_train, latent_dim, n_samples=150)</span>
          <span class="c1">#print(&#39;Iter # &#39;, step, &#39;\t&#39;, &#39;d_loss: %.0f%%&#39;, d_loss, &#39;\t&#39;, &#39;d_acc: %.0f%%&#39;, acc_real, &#39;\t&#39;, &#39;a loss: %.0f%%&#39;, a_loss, &#39;\t&#39;, &#39;a acc: %.0f%%&#39;, acc_fake)</span>
          <span class="c1">#print(&#39;Iter # &#39;, step, &#39;\t&#39;, &#39;discriminator loss: %.0f%&#39; % (d_loss), &#39;\t&#39;, &#39;adversarial loss: %.0f%&#39; % (a_loss))</span>
          <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Iter # &#39;</span><span class="p">,</span> <span class="n">step</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;discriminator loss:&#39;</span><span class="p">,</span> <span class="n">d_loss</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;adversarial loss:&#39;</span><span class="p">,</span> <span class="n">a_loss</span><span class="p">)</span>

          <span class="n">img</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">array_to_img</span><span class="p">(</span><span class="n">generated_images</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mf">255.</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
          <span class="n">img</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;images/&#39;</span><span class="p">,</span> <span class="s1">&#39;generated_noentry&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">step</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;.png&#39;</span><span class="p">))</span>

          <span class="n">img</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">array_to_img</span><span class="p">(</span><span class="n">X_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mf">255.</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
          <span class="n">img</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;images/&#39;</span><span class="p">,</span> <span class="s1">&#39;real_noentry&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">step</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;.png&#39;</span><span class="p">))</span>


        <span class="n">step</span> <span class="o">+=</span> <span class="mi">1</span>

        <span class="k">if</span> <span class="n">step</span> <span class="o">&gt;=</span> <span class="n">iterations</span><span class="p">:</span>
          <span class="c1"># we need to break the loop by hand because</span>
          <span class="c1"># the generator loops indefinitely</span>
          <span class="k">break</span>          
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="c1"># Restore saved weights</span>
<span class="n">g_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/generator_9900.h5&#39;</span>
<span class="n">g_model</span><span class="o">.</span><span class="n">load_weights</span><span class="p">(</span><span class="n">g_file</span><span class="p">)</span>

<span class="n">d_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/discriminator_9900.h5&#39;</span>
<span class="n">d_model</span><span class="o">.</span><span class="n">load_weights</span><span class="p">(</span><span class="n">d_file</span><span class="p">)</span>

<span class="n">gan_file</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;weights/gan_9900.h5&#39;</span>
<span class="n">gan_model</span><span class="o">.</span><span class="n">load_weights</span><span class="p">(</span><span class="n">gan_file</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># train model</span>
<span class="n">train</span><span class="p">(</span><span class="n">g_model</span><span class="p">,</span> <span class="n">d_model</span><span class="p">,</span> <span class="n">gan_model</span><span class="p">,</span> <span class="n">dataset</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">,</span> <span class="n">base_dir</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>/home/raghu/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/keras/preprocessing/image.py:440: DeprecationWarning: inspect.getargspec() is deprecated since Python 3.0, use inspect.signature() or inspect.getfullargspec()
  image.ImageDataGenerator.__init__).args:
/home/raghu/anaconda3/envs/tf-gpu/lib/python3.6/site-packages/keras/engine/training.py:490: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?
  &#39;Discrepancy between trainable weights and collected trainable&#39;
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Iter #  9900 	 discriminator loss: 0.6997746 	 adversarial loss: 0.7300164
Iter #  10000 	 discriminator loss: 0.68647146 	 adversarial loss: 0.80038404
Iter #  10100 	 discriminator loss: 0.69824445 	 adversarial loss: 0.7390699
Iter #  10200 	 discriminator loss: 0.69357663 	 adversarial loss: 0.7112037
Iter #  10300 	 discriminator loss: 0.6964508 	 adversarial loss: 0.7638741
Iter #  10400 	 discriminator loss: 0.69321996 	 adversarial loss: 0.7210959
Iter #  10500 	 discriminator loss: 0.6931275 	 adversarial loss: 0.7526306
Iter #  10600 	 discriminator loss: 0.6928373 	 adversarial loss: 0.75510097
Iter #  10700 	 discriminator loss: 0.6891819 	 adversarial loss: 0.7530235
Iter #  10800 	 discriminator loss: 0.6952117 	 adversarial loss: 0.76364356
Iter #  10900 	 discriminator loss: 0.68696564 	 adversarial loss: 0.7386247
Iter #  11000 	 discriminator loss: 0.6944739 	 adversarial loss: 0.76364166
Iter #  11100 	 discriminator loss: 0.692478 	 adversarial loss: 0.7172553
Iter #  11200 	 discriminator loss: 0.6827861 	 adversarial loss: 0.73001873
Iter #  11300 	 discriminator loss: 0.68400925 	 adversarial loss: 0.74272346
Iter #  11400 	 discriminator loss: 0.69110733 	 adversarial loss: 0.7401341
Iter #  11500 	 discriminator loss: 0.69090456 	 adversarial loss: 0.7471158
Iter #  11600 	 discriminator loss: 0.6909518 	 adversarial loss: 0.7713977
Iter #  11700 	 discriminator loss: 0.6934705 	 adversarial loss: 0.77322835
Iter #  11800 	 discriminator loss: 0.6963085 	 adversarial loss: 0.7698086
Iter #  11900 	 discriminator loss: 0.69131917 	 adversarial loss: 0.7450039
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">matplotlib.image</span> <span class="k">as</span> <span class="nn">mpimg</span> <span class="c1"># for loading in images</span>

<span class="c1"># Helper function to create a list object that holds images.</span>
<span class="c1"># These images are currently available in the local system folders</span>
<span class="k">def</span> <span class="nf">load_dataset</span><span class="p">(</span><span class="n">image_dir</span><span class="p">,</span> <span class="n">im_type</span><span class="p">):</span>
    
    <span class="c1"># Populate this empty image list</span>
    <span class="n">im_list</span> <span class="o">=</span> <span class="p">[]</span>
    
    <span class="c1"># Iterate through the folder</span>
    <span class="n">path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">image_dir</span><span class="p">,</span> <span class="n">im_type</span> <span class="o">+</span> <span class="s2">&quot;*.png&quot;</span><span class="p">)</span>
    <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;image path&quot;</span><span class="p">,</span> <span class="n">path</span><span class="p">)</span>
    
    <span class="k">for</span> <span class="n">file</span> <span class="ow">in</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
            
        <span class="c1"># Read in the image</span>
        <span class="n">im</span> <span class="o">=</span> <span class="n">mpimg</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
            
        <span class="c1"># Check if the image exists/if it&#39;s been correctly read-in</span>
        <span class="k">if</span> <span class="ow">not</span> <span class="n">im</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
            <span class="n">im_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">im</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">im_list</span>

  
<span class="n">image_dir</span> <span class="o">=</span> <span class="n">base_dir</span> <span class="o">+</span> <span class="s1">&#39;images/&#39;</span>

<span class="n">real_all</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="n">image_dir</span><span class="p">,</span> <span class="s2">&quot;real&quot;</span><span class="p">)</span>
<span class="n">generated_all</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="n">image_dir</span><span class="p">,</span> <span class="s2">&quot;generated&quot;</span><span class="p">)</span>
<span class="nb">len</span><span class="p">(</span><span class="n">real_all</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>gdrive image path ./images/real*.png
gdrive image path ./images/generated*.png
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[16]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>21</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Functionality to view real and generated images</span>
<span class="c1"># These images were saved in the native system folders during network training</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">real_all</span><span class="p">)</span>

<span class="n">real</span> <span class="o">=</span> <span class="n">real_all</span><span class="p">[(</span><span class="n">n</span><span class="o">-</span><span class="mi">10</span><span class="p">):]</span>
<span class="n">generated</span> <span class="o">=</span> <span class="n">generated_all</span><span class="p">[(</span><span class="n">n</span><span class="o">-</span><span class="mi">10</span><span class="p">):]</span>

<span class="c1"># Plot the original image and the three channels</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">21</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">40</span><span class="p">))</span>

<span class="n">ax</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="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Real&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Generated&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">real_all</span><span class="p">)):</span>

    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">real_all</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>

    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">generated_all</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># generate points in latent space as input for the generator</span>
<span class="k">def</span> <span class="nf">generate_latent_points</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">,</span> <span class="n">n_samples</span><span class="p">):</span>

  <span class="c1"># generate points in the latent space</span>
  <span class="n">x_input</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">latent_dim</span> <span class="o">*</span> <span class="n">n_samples</span><span class="p">)</span>

  <span class="c1"># reshape into a batch of inputs for the network</span>
  <span class="n">x_input</span> <span class="o">=</span> <span class="n">x_input</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">n_samples</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">)</span>
  <span class="k">return</span> <span class="n">x_input</span>


<span class="c1"># use the generator to generate n fake examples, with class labels</span>
<span class="k">def</span> <span class="nf">generate_fake_samples</span><span class="p">(</span><span class="n">g_model</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">,</span> <span class="n">n_samples</span><span class="p">):</span>

  <span class="c1"># generate points in latent space</span>
  <span class="n">x_input</span> <span class="o">=</span> <span class="n">generate_latent_points</span><span class="p">(</span><span class="n">latent_dim</span><span class="p">,</span> <span class="n">n_samples</span><span class="p">)</span>

  <span class="c1"># predict outputs</span>
  <span class="n">X</span> <span class="o">=</span> <span class="n">g_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_input</span><span class="p">)</span>

  <span class="c1"># create &#39;fake&#39; class labels (0)</span>
  <span class="n">y</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="n">n_samples</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
  <span class="k">return</span> <span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_fake</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">generate_fake_samples</span><span class="p">(</span><span class="n">g_model</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">,</span> <span class="n">n_samples</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>

<span class="nb">len</span><span class="p">(</span><span class="n">X_fake</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[14]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>20</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X_fake</span><span class="p">)</span>

<span class="c1"># Plot the original image and the three channels</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">40</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2</span><span class="p">):</span>
        <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">X_fake</span><span class="p">[</span><span class="n">j</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="n">i</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
</pre>
</div>
</div>

<div class="output_area">

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


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

</div>

</div>
</div>

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

 
</html>