indirect_opt_control.html

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

<title>indirect_opt_control</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 text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Indirect-methods-for-optimal-control-(The-Maximum-Principle)">Indirect methods for optimal control (The Maximum Principle)<a class="anchor-link" href="#Indirect-methods-for-optimal-control-(The-Maximum-Principle)">&#182;</a></h1><p>This notebook serves as a quick introduction/review of indirect methods of optimal control. Indirect optimal control is an approach for which one can solve optimal control problems by <em>restating</em> the optimal control problem into sub-problems. These sub-problems are often easier to solve numerically, computationally faster, and can deal with nonlinearities.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Continuous-dynamical-systems-with-inputs">Continuous dynamical systems with inputs<a class="anchor-link" href="#Continuous-dynamical-systems-with-inputs">&#182;</a></h2><p>Let's first consider a general continuous time dynamical system with input of the form 
$$ \dot{x}(t) = f(x(t),u(t))$$
where $x(t) \in \mathbb{R}^n$ is the state of the dynamical system at time $t$, $u(t) \in \mathbb{R}^m$ is the control input to the dynamical system at time $t$, and $f(x, u): \mathbb{R}^{n \times m} \to \mathbb{R}^n$ is the (often nonlinear) mapping that takes the state and control and returns the instantaneous change of the state $\dot{x}\in \mathbb{R}^n$. Often, these types of dynamical systems (e.g., robots) are written using the integral form:
$$
    x(t_t) = x(t_0) + \int_{t_0}^{t_f} f(x(t), u(t) ) dt 
$$
where the integration starts at some initial condition $x(t_0)$ at time $t_0$ and integrates forward onto time $t_f$. 
Note that this formulation assumes that $u$ and $x$ are both continuous in $t$ (same goes for $f(x,u)$, but not always true). The integration can be done using any choice of integration method (RK4, Euler, etc.).</p>
<p>We are going to use the following nonlinear dynamical system:
$$
    \dot{x} = f(x, u) = \begin{bmatrix} -0.1 &amp;&amp; -1.0 \\ 1.0 &amp;&amp; -0.1 \end{bmatrix} \begin{bmatrix}  x_1^3 \\ x_2\end{bmatrix} + \begin{bmatrix} 1.0 &amp;&amp; 0. \\ 0. &amp;&amp; 1.0 \end{bmatrix} u
$$
where $x = \left[x_1, x_2 \right]^\top$ for our example.</p>
<p>In order to build this model we are going to use an autograd library (Google's Jax autodiff lib). To import we do the following:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</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">jax.numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">jax</span> <span class="k">import</span> <span class="n">grad</span><span class="p">,</span> <span class="n">jit</span><span class="p">,</span> <span class="n">vmap</span><span class="p">,</span> <span class="n">jacfwd</span>
<span class="kn">from</span> <span class="nn">jax.numpy</span> <span class="k">import</span> <span class="n">cos</span><span class="p">,</span> <span class="n">sin</span><span class="p">,</span> <span class="n">tan</span><span class="p">,</span> <span class="n">tanh</span>
<span class="kn">from</span> <span class="nn">jax.ops</span> <span class="k">import</span> <span class="n">index</span><span class="p">,</span> <span class="n">index_add</span><span class="p">,</span> <span class="n">index_update</span>

<span class="c1"># %matplotlib notebook</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</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>Let's create a class for the dynamical system called SimpleLinearModel. This will hold the underlying dynamical system and the continuous time derivatives. For optimal control, we are going to need to define the following derivatives $\frac{\partial f}{\partial x}, \frac{\partial f}{\partial u}$. To do that we are going to use the <code>jacfwd</code> function which stands for jacobian forward mode which uses forward-mode auto-differentiation to get us the derivatives we need.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">SimpleModel</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_actions</span> <span class="o">=</span> <span class="mi">2</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_states</span> <span class="o">=</span> <span class="mi">2</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">A</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
            <span class="p">[</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="o">-</span><span class="mf">1.0</span><span class="p">],</span>
            <span class="p">[</span><span class="mf">1.0</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">]</span>
        <span class="p">])</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">B</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
            <span class="p">[</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">0.</span><span class="p">],</span>
            <span class="p">[</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">]</span>
        <span class="p">])</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">jacfwd</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">f</span><span class="p">))</span> <span class="c1">## this takes the total derivative </span>
    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">1.</span><span class="p">,</span> <span class="mf">2.</span><span class="p">])</span>
        
    <span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">):</span> <span class="c1">### we are going to define this in continuous time </span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span>
        <span class="n">non_lin_x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
        <span class="n">u</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">A</span><span class="p">,</span> <span class="n">non_lin_x</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">B</span><span class="p">,</span> <span class="n">u</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Objectives-in-optimal-control">Objectives in optimal control<a class="anchor-link" href="#Objectives-in-optimal-control">&#182;</a></h2><p>Now that we have defined this dynamical system let's define the objective (a.k.a. the task)! For those familiar with reinforcement learning, this objective is equivalent to a reward function (here it is going to be a cost function). The objective function assigns a worth (or cost) to the state and control combination at each time. Using an objective function allows us to define a task for the dynamical system.</p>
<p>Let $\ell(x,u) : \mathbb{R}^{n \times m} \to \mathbb{R}$ be the running cost and let $m(x):\mathbb{R}^m \to \mathbb{R}$ be the terminal cost. Then the objective function $J(x(t), u(t))$ for $t \in \left[t_0, t_f \right]$ is defined as
$$
    J = m(x(t_f)) + \int_{t_0}^{t_f} \ell(x(t), u(t)) dt
$$
$$
    \text{subject to } \dot{x} = f(x(t), u(t))
$$
where we add the dynamics as a constraint to the objective function $J$.</p>
<p>The goal of optimal control is to find an input $u(t)$ such that $J$ is minimized. We can formally write this as
$$
    \min_{u(t)} \qquad J = m(x(t_f)) + \int_{t_0}^{t_f} \ell(x(t), u(t)) dt
$$
$$
    \text{subject to } \dot{x} = f(x(t), u(t)) \qquad     \text{and } x(t_0)  = x_0 
$$
where we fixed the initial condition.</p>
<p>For the previously defined dynamical system, let us define the following running cost and terminal cost:
$$
    \ell(x, u) = x^\top x + 0.001 u^\top u \qquad m(x) = x^\top x.
$$
This objective is minimized (and solved) when the dynamical system gets its state $x \to \mathbf{0}$.</p>
<p>We are going to write a class object for the objective function. To do so, we are going to need the derivatives $\frac{\partial \ell}{\partial x},\frac{\partial \ell}{\partial u},\frac{\partial m}{\partial x} $ so we will make use of the <code>grad</code> function.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">Objective</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">dl</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">vmap</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">l</span><span class="p">)))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">dm</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">vmap</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">m</span><span class="p">)))</span>
    
    <span class="k">def</span> <span class="nf">m</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
    
    <span class="k">def</span> <span class="nf">l</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">):</span>
        <span class="n">u</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="o">+</span> <span class="mf">0.001</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">u</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="The-Maximum-Principle">The Maximum Principle<a class="anchor-link" href="#The-Maximum-Principle">&#182;</a></h2><p>While it is possible to solve (1) by directly discretizing in time and choosing an integration method and directly imposing the dynamic constraints, we want to solve this optimal control problem in a much more elegant and general way. We will go over solving the same problem the direct way using auto-differentiation in another notebook. In this notebook, we will solve the optimal control problem using the Maximum Principle because it is the basis of many optimal control methods such as LQR, iLQR, DDP, SAC, Collocation, and Shooting Methods.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Variational-Derivative">Variational Derivative<a class="anchor-link" href="#Variational-Derivative">&#182;</a></h3><p>We assume that $\ell(x,u)$, $m(x)$ are both continuous as differentiable functions.
In addition, let's rewrite the objective using a Lagrange multiplier $\rho(t)$ for the dynamic constraint
$\dot{x} = f(x,u)$.</p>
$$
    J = m(x(t_f)) + \int_{t_0}^{t_f} \ell(x(t), u(t)) 
    + \rho(t)^\top\left( \dot{x}(t) - f(x(t), u(t) \right) dt
$$<p>Since $J$ is continuous in $x, u$ and $t$ (does not always have to continuous in $t$ if one studies optimal switching in hybrid control theory), then we can take the variational derivative of $J$ with respect to $x$ and $u$
$$
    \delta J = D J \cdot \delta v = m_x^\top \delta x(t_f) + \int_{t_0}^{t_f} \ell_x^\top \delta x + \ell_u^\top \delta u + \rho^\top f_x \delta x + \rho^\top f_u \delta u - \rho^\top \delta \dot{x} dt.
$$
where $\delta v = \left[\delta x, \delta u \right]^\top$ is the variation in the state $\delta x$ and control $\delta u$, $D J$ is the derivative of J with respect to $x$ and $u$, and the subscripts denote derivatives terms (i.e., $m_x = \frac{\partial m}{\partial x})$.</p>
<p>That last term can be evaluated using integration by parts
$$
    -\int_{t_0}^{t_f} \rho^\top \delta\dot{x} dt = - \rho(t_f)^\top \delta x(t_f) + \rho(t_0)^\top \delta x(t_0) + \int_{t_0}^{t_f} \dot{\rho}^\top \delta x dt
$$</p>
<p>therefore the variation $\delta J$ becomes</p>
$$
    \delta J  = m_x(x(t_f))^\top \delta x(t_f) + \int_{t_0}^{t_f} (\ell_u^\top  + \rho^\top f_u) \delta u dt
$$$$
        \qquad + \int_{t0}^{t_f} (\ell_x^\top + \rho^\top f_x + \dot{\rho}^\top) \delta x dt 
        - \rho(t_f)^\top \delta x(t_f) + \rho(t_0)^\top \delta x(t_0)
$$
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Formal-statement-of-necessary-conditions-for-minimization-problem-(Pontryagin's-maximum-principle)">Formal statement of necessary conditions for minimization problem (Pontryagin's maximum principle)<a class="anchor-link" href="#Formal-statement-of-necessary-conditions-for-minimization-problem-(Pontryagin's-maximum-principle)">&#182;</a></h2><p>We know we are at a minimal solution (possibly optimal) when $\delta J = 0$.
We can see that the optimal control $u(t)$ will satisfy the following equations
$$
    \ell_u + f_u^\top \rho  = 0
    $$
    $$
    \ell_x + f_x^\top \rho + \dot{\rho} = 0
    $$
    $$
    m_x(x(t_f)) - \rho(t_f)  = 0
$$
Note that the (2) and (3) define the following differential equation
$$
\dot{\rho} = - \ell_x - f_x^\top \rho
$$
$$
\rho(t_f) = m_x (x(t_f))
$$
which is solved backwards in time. Now this is a powerful statement! We can say whether a controller $u(t)$ is at least suboptimal if it satisfies equations (1-3). So how exactly can we get $u(t)$?
One can quickly take note that we need to solve a backwards differential equation from a forward-time differential equation that defines the dynamics.
The simplest way to do this is to following the gradient using Equation (1) as a guide for finding the optimal control $u(t)$ using an initial seed for $u(t)$.</p>
<p>Before we go into the general, gradient-based, algorithm, let's first define an environment which combines the dynamics model and the objective into a single class that we can call to step the state forward and compute the derivatives for us. We are going to assume that we are integrating the dynamics forward using an Euler integration (see <code>step(self, u)</code>).</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">Env</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>

    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">objective</span><span class="p">,</span> <span class="n">reset</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">time_step</span> <span class="o">=</span> <span class="mf">0.1</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">time_step</span> <span class="o">=</span> <span class="n">time_step</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">model</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_actions</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">num_actions</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_states</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">num_states</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">objective</span> <span class="o">=</span> <span class="n">objective</span> 
        <span class="bp">self</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span>
    
    <span class="k">def</span> <span class="nf">step</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">u</span><span class="p">):</span>
        <span class="n">inputs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;x&#39;</span> <span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="p">,</span> <span class="s1">&#39;u&#39;</span> <span class="p">:</span> <span class="n">u</span><span class="p">}</span>
        <span class="n">l</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">l</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
        <span class="n">dl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">dl</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
        <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">df</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
        <span class="c1"># Euler integration happens afterwards</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">f</span><span class="p">({</span><span class="s1">&#39;x&#39;</span><span class="p">:</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="p">,</span> <span class="s1">&#39;u&#39;</span><span class="p">:</span><span class="n">u</span><span class="p">})</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">time_step</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Gradient-based-General-Algorithm-(shooting-method)">Gradient-based General Algorithm (shooting method)<a class="anchor-link" href="#Gradient-based-General-Algorithm-(shooting-method)">&#182;</a></h2><p>The algorithm will resemble a shooting method which works by initializing the control and then "shooting" the dynamics forward. The adjoint variable $\rho(t)$ then acts as a gradient which provides updates the control signal $u(t)$.
The algorithm goes as follows:</p>
<ul>
<li>given $x_0$ set an arbitrary $u(t)$ for $t \in \left[t_0, t_f \right]$</li>
<li>forward propogate $x_0$ using $\dot{x} = f(x, u)$ for time $t_0 \to t_f$.</li>
<li>evaluate $m_x(x(t_f))$ and propogate the adjoint $\rho(t)$ backwards in time starting from $\rho(t_f) = m_x(x(t_f))$</li>
<li>at each time step, let $\delta u = - \gamma ( \ell_u + f_u^\top \rho)$ where $\gamma$ can be either a matrix values positive definite matrix or a positive scalar (depending on the controls)</li>
<li>let $u = u + \delta u$</li>
<li>repeat until converged</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let us first define two functions. The first function is the forward pass and the second is the backwards pass. The forward pass will take in the controls and return a trajectory which contains derivative information. The backwards pass will take the trajectory and terminal condition and solve for the adjoint differential equation. It will return then the updated control sequence.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">forward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">u</span><span class="p">):</span>
    <span class="n">cost</span> <span class="o">=</span> <span class="mf">0.0</span>
    <span class="n">trajectory</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">env</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> <span class="c1"># reset env.</span>
    <span class="k">for</span> <span class="n">t</span><span class="p">,</span> <span class="n">u_t</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">u</span><span class="p">):</span> <span class="c1">## loop through the controls rather than in time. </span>
        <span class="c1"># step and take the derivatives using the env class</span>
        <span class="n">x</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span> <span class="o">=</span> <span class="n">env</span><span class="o">.</span><span class="n">step</span><span class="p">(</span><span class="n">u_t</span><span class="p">)</span>
        <span class="c1"># update the cost</span>
        <span class="n">cost</span> <span class="o">+=</span> <span class="n">l</span> <span class="o">*</span> <span class="n">env</span><span class="o">.</span><span class="n">time_step</span>
        <span class="c1"># store the local trajectory</span>
        <span class="n">trajectory</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">trajectory</span><span class="p">,</span> <span class="n">cost</span> <span class="c1"># return the trajectory and its cost</span>

<span class="k">def</span> <span class="nf">backward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">trajectory</span><span class="p">,</span> <span class="n">rho</span><span class="p">):</span>
    <span class="n">u</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># initialize an empty container</span>
    <span class="c1"># loop the recorded trajectory backwards</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="n">trajectory</span><span class="p">)):</span>
        <span class="c1"># Euler step the adjoint backwards (-dt) using the same env timestep</span>
        <span class="n">rho</span> <span class="o">=</span> <span class="n">rho</span> <span class="o">-</span> <span class="n">env</span><span class="o">.</span><span class="n">time_step</span> <span class="o">*</span> <span class="p">(</span><span class="o">-</span><span class="n">dl</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">rho</span><span class="p">))</span>
        <span class="n">du</span> <span class="o">=</span> <span class="n">dl</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">rho</span><span class="p">)</span>
        <span class="n">u</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">u_t</span> <span class="o">-</span> <span class="n">step_size</span> <span class="o">*</span> <span class="n">du</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">u</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</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>We first initialize the environment, the control sequence, and some parameters:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[47]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">env</span> <span class="o">=</span> <span class="n">Env</span><span class="p">(</span><span class="n">SimpleModel</span><span class="p">(),</span> <span class="n">Objective</span><span class="p">())</span> <span class="c1"># create the environment </span>

<span class="c1"># some parameters </span>
<span class="n">max_iter</span>  <span class="o">=</span> <span class="mi">50</span>
<span class="n">tf</span>        <span class="o">=</span> <span class="mi">40</span>
<span class="n">threshold</span> <span class="o">=</span> <span class="mf">0.001</span>
<span class="n">step_size</span> <span class="o">=</span> <span class="mf">0.1</span>

<span class="c1"># initialize the control with a random sequence of actions</span>
<span class="n">u</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.1</span><span class="p">])</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">tf</span><span class="p">)]</span>

<span class="c1">## some containers</span>
<span class="n">trajectories</span> <span class="o">=</span> <span class="p">[]</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>We will be using a version of adaptive step-sizes which will help speed up the convergence of the algorithm. Essentially, if the previous cost is less than the current cost, we reduce the step size. This provides us with some wiggle room if we choose a bad initial condition for $u(t)$ or of our step size is too large.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[48]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">prev_cost</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">inf</span> <span class="c1"># initialize the previous cost</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">max_iter</span><span class="p">):</span> <span class="c1"># loop through each iteration</span>
    
    <span class="c1"># Forward pass with initial u(t)</span>
    <span class="n">trajectory</span><span class="p">,</span> <span class="n">cost</span> <span class="o">=</span> <span class="n">forward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">u</span><span class="p">)</span>
    
    <span class="c1"># save data for later visualization</span>
    <span class="n">trajectories</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trajectory</span><span class="p">)</span>
    <span class="c1"># calculate the terminal cost</span>
    <span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span> <span class="o">=</span> <span class="n">trajectory</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">cost</span> <span class="o">+=</span> <span class="n">env</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">m</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        
    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="c1"># print every 10 steps</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;iter &#39;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s1">&#39; cost &#39;</span><span class="p">,</span> <span class="n">cost</span><span class="p">,</span> <span class="n">step_size</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">prev_cost</span> <span class="o">-</span> <span class="n">cost</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">threshold</span><span class="p">:</span> <span class="c1">## break when done</span>
        <span class="k">break</span>
    <span class="k">if</span> <span class="n">prev_cost</span> <span class="o">&lt;</span> <span class="n">cost</span><span class="p">:</span> <span class="c1">## if the step size is too large, auto reduce</span>
        <span class="n">step_size</span> <span class="o">*=</span> <span class="mf">0.8</span>
        <span class="nb">print</span><span class="p">(</span><span class="n">step_size</span><span class="p">)</span>
    <span class="c1"># define the previous cost</span>
    <span class="n">prev_cost</span> <span class="o">=</span> <span class="n">cost</span>
    
    <span class="c1"># compute the terminal condition for the adjoint</span>
    <span class="n">rho</span> <span class="o">=</span> <span class="n">env</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">dm</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="c1"># compute the backward pass to update the control u(t)</span>
    <span class="n">u</span> <span class="o">=</span> <span class="n">backward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">trajectory</span><span class="p">,</span> <span class="n">rho</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>iter  0  cost  18.002108 0.1
iter  1  cost  6.4476724 0.1
iter  2  cost  3.673163 0.1
iter  3  cost  2.9562845 0.1
iter  4  cost  2.6107035 0.1
iter  5  cost  3.2177782 0.1
0.08000000000000002
iter  6  cost  4.494183 0.08000000000000002
0.06400000000000002
iter  7  cost  2.6701121 0.06400000000000002
iter  8  cost  2.0131824 0.06400000000000002
iter  9  cost  2.016189 0.06400000000000002
0.051200000000000016
iter  10  cost  2.0462754 0.051200000000000016
0.04096000000000002
iter  11  cost  2.125058 0.04096000000000002
0.03276800000000001
iter  12  cost  1.7632781 0.03276800000000001
iter  13  cost  1.7196212 0.03276800000000001
iter  14  cost  1.6922473 0.03276800000000001
iter  15  cost  1.6647155 0.03276800000000001
iter  16  cost  1.6418204 0.03276800000000001
iter  17  cost  1.617863 0.03276800000000001
iter  18  cost  1.597032 0.03276800000000001
iter  19  cost  1.5751232 0.03276800000000001
iter  20  cost  1.5559031 0.03276800000000001
iter  21  cost  1.53557 0.03276800000000001
iter  22  cost  1.5178466 0.03276800000000001
iter  23  cost  1.4988476 0.03276800000000001
iter  24  cost  1.482635 0.03276800000000001
iter  25  cost  1.4648181 0.03276800000000001
iter  26  cost  1.4502852 0.03276800000000001
iter  27  cost  1.4336036 0.03276800000000001
iter  28  cost  1.4212538 0.03276800000000001
iter  29  cost  1.4058932 0.03276800000000001
iter  30  cost  1.3970547 0.03276800000000001
iter  31  cost  1.3837658 0.03276800000000001
iter  32  cost  1.381804 0.03276800000000001
iter  33  cost  1.3721935 0.03276800000000001
iter  34  cost  1.3844694 0.03276800000000001
0.026214400000000013
iter  35  cost  1.34463 0.026214400000000013
iter  36  cost  1.3336036 0.026214400000000013
iter  37  cost  1.314581 0.026214400000000013
iter  38  cost  1.3057225 0.026214400000000013
iter  39  cost  1.291985 0.026214400000000013
iter  40  cost  1.2839847 0.026214400000000013
iter  41  cost  1.2724892 0.026214400000000013
iter  42  cost  1.2649696 0.026214400000000013
iter  43  cost  1.2547178 0.026214400000000013
iter  44  cost  1.2475525 0.026214400000000013
iter  45  cost  1.2381213 0.026214400000000013
iter  46  cost  1.2312675 0.026214400000000013
iter  47  cost  1.2224414 0.026214400000000013
iter  48  cost  1.2158849 0.026214400000000013
iter  49  cost  1.2075386 0.026214400000000013
</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>Let's visualize what this looks like!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">trajectory</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">trajectories</span><span class="p">[::</span><span class="mi">10</span><span class="p">]):</span>
    <span class="n">x_pos</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">y_pos</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">l_hist</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">trajectory</span><span class="p">:</span>
        <span class="n">x_pos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">y_pos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">l_hist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_pos</span><span class="p">,</span> <span class="n">y_pos</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;iter </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">l_hist</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;iter </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;x-y trajectory&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;time step&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;cost&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;cost over time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</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_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We can see that each step works towards improving the cost function and completing the task. You can use this formation for almost any problem so long as it is not an impossible task and the system has continuous derivatives. Many of the most common optimal controllers and trajectory planners (like iLQR) work in similar ways where the focus is on improving the gradients for guaranteed convergence and improved speed ups.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's try using a different dynamical system with a different task. Here, we will use the planar quadrotor with the task of doing a backflip. The dynamics of the planar quadrotor are given by
$$
    \frac{d}{dt}\begin{bmatrix} x \\ y \\ \theta \\ \dot{x} \\ \dot{y} \\ \dot{\theta}\end{bmatrix} 
    = \begin{bmatrix} \dot{x} \\ \dot{y} \\ \dot{\theta} \\ u_1 \sin (\theta) \\ u_1 \cos (\theta) -g \\ u_2\end{bmatrix}
$$
where $g$ is gravity.</p>
<p>The objective function is then defined as 
$$
    \ell(x,u) = 0.001 u^\top u \qquad m(x) = (\vec{x} - \vec{x}_d)^\top Q (\vec{x} - \vec{x}_d)^\top
$$
where $\vec{x} = \left[ x, y, \theta, \dot{x}, \dot{y}, \dot{\theta} \right]^\top$, $\vec{x}_d = \left[ 8, 0 2 \pi, 0, 0, 0 \right]^\top$, and  $Q = \text{diag}\left( 1, 1, 20, 0.1, 0.1, 20\right)$. Below we write this out in the same way we wrote the model and the objective in the first example.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">PlanarRotor</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_actions</span> <span class="o">=</span> <span class="mi">2</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">num_states</span> <span class="o">=</span> <span class="mi">6</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">jacfwd</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">f</span><span class="p">))</span>
    <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">])</span>
    <span class="k">def</span> <span class="nf">f</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">):</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;x&#39;</span><span class="p">]</span>
        <span class="n">u</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">x</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">4</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">5</span><span class="p">],</span>
                        <span class="n">u</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
                        <span class="n">u</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">-</span> <span class="mf">9.81</span><span class="p">,</span>
                        <span class="n">u</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>

<span class="k">class</span> <span class="nc">BackFlipObjective</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">dl</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">l</span><span class="p">))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">dm</span> <span class="o">=</span> <span class="n">jit</span><span class="p">(</span><span class="n">grad</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">m</span><span class="p">))</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">target_state</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">8.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">2.0</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">,</span> <span class="mf">0.</span><span class="p">])</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">weights</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">1.0</span><span class="p">,</span> <span class="mf">1.0</span><span class="p">,</span> <span class="mf">20.</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">20.</span><span class="p">])</span>
    <span class="k">def</span> <span class="nf">m</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="n">delta_x</span> <span class="o">=</span> <span class="n">x</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_state</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">square</span><span class="p">(</span><span class="n">delta_x</span><span class="p">)</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">weights</span><span class="p">)</span>
    <span class="k">def</span> <span class="nf">l</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">inputs</span><span class="p">):</span>
        <span class="n">u</span> <span class="o">=</span> <span class="n">inputs</span><span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">]</span>
        <span class="k">return</span> <span class="mf">0.001</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">u</span><span class="p">)</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>We reinitialize the environment and updated the parameters and the initial seed $u(t)$. You should play with these parameters to see their effect on the resulting control signal and the state.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">env</span> <span class="o">=</span> <span class="n">Env</span><span class="p">(</span><span class="n">PlanarRotor</span><span class="p">(),</span> <span class="n">BackFlipObjective</span><span class="p">())</span>

<span class="c1"># some parameters </span>
<span class="n">max_iter</span>  <span class="o">=</span> <span class="mi">60</span>
<span class="n">tf</span>        <span class="o">=</span> <span class="mi">40</span>
<span class="n">threshold</span> <span class="o">=</span> <span class="mf">0.01</span>
<span class="n">step_size</span> <span class="o">=</span> <span class="mf">4e-4</span>

<span class="c1"># initialize the control with a random sequence of actions</span>
<span class="n">u</span> <span class="o">=</span> <span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">20.0</span><span class="p">,</span> <span class="o">.</span><span class="mi">2</span><span class="p">])</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">tf</span><span class="p">)]</span>

<span class="c1">## some containers</span>
<span class="n">trajectories</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">cost_hist</span> <span class="o">=</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;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">prev_cost</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">inf</span> <span class="c1"># initialize the previous cost</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">max_iter</span><span class="p">):</span> <span class="c1"># loop through each iteration</span>
    
    <span class="c1"># Forward pass with initial u(t)</span>
    <span class="n">trajectory</span><span class="p">,</span> <span class="n">cost</span> <span class="o">=</span> <span class="n">forward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">u</span><span class="p">)</span>
    
    <span class="c1"># save data for later visualization</span>
    <span class="n">trajectories</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trajectory</span><span class="p">)</span>
    <span class="c1"># calculate the terminal cost</span>
    <span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">dl</span><span class="p">,</span> <span class="n">df</span> <span class="o">=</span> <span class="n">trajectory</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">cost</span> <span class="o">+=</span> <span class="n">env</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">m</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        
    <span class="k">if</span> <span class="n">k</span> <span class="o">%</span> <span class="mi">10</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="c1"># print every 10 steps</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;iter &#39;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s1">&#39; cost &#39;</span><span class="p">,</span> <span class="n">cost</span><span class="p">,</span> <span class="n">step_size</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">prev_cost</span> <span class="o">-</span> <span class="n">cost</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">threshold</span><span class="p">:</span> <span class="c1">## break when done</span>
        <span class="k">break</span>
    <span class="k">if</span> <span class="n">prev_cost</span> <span class="o">&lt;</span> <span class="n">cost</span><span class="p">:</span> <span class="c1">## if the step size is too large, auto reduce</span>
        <span class="n">step_size</span> <span class="o">*=</span> <span class="mf">0.2</span>
    <span class="c1"># define the previous cost</span>
    <span class="n">prev_cost</span> <span class="o">=</span> <span class="n">cost</span>
    
    <span class="c1"># compute the terminal condition for the adjoint</span>
    <span class="n">rho</span> <span class="o">=</span> <span class="n">env</span><span class="o">.</span><span class="n">objective</span><span class="o">.</span><span class="n">dm</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="c1"># compute the backward pass to update the control u(t)</span>
    <span class="n">u</span> <span class="o">=</span> <span class="n">backward_pass</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">trajectory</span><span class="p">,</span> <span class="n">rho</span><span class="p">)</span>

<span class="c1"># last iteration</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;iter &#39;</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="s1">&#39; cost &#39;</span><span class="p">,</span> <span class="n">cost</span><span class="p">,</span> <span class="n">step_size</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>iter  0  cost  6100.712 0.0004
iter  10  cost  220.72388 0.0004
iter  20  cost  79.39285 0.0004
iter  30  cost  47.422276 0.0004
iter  40  cost  33.005188 0.0004
iter  50  cost  24.072245 0.0004
iter  59  cost  18.556606 0.0004
</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;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">trajectory</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">trajectories</span><span class="p">[</span><span class="mi">5</span><span class="p">::</span><span class="mi">10</span><span class="p">]):</span>
    <span class="n">x_pos</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">y_pos</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">theta</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">l_hist</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">u_t</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">trajectory</span><span class="p">:</span>
        <span class="n">x_pos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">y_pos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">theta</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">l_hist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_pos</span><span class="p">,</span> <span class="n">y_pos</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;iter </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">l_hist</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;iter </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">theta</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;iter </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;x-y trajectory&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;time step&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;cost&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;cost over time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;time step&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">heta&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;angle over time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</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_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

<div class="output_area">

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


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

</div>

<div class="output_area">

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


<div class="output_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;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

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

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

 
</html>